diff --git a/.travis.yml b/.travis.yml new file mode 100644 index 00000000..e5392db7 --- /dev/null +++ b/.travis.yml @@ -0,0 +1,69 @@ +# vim ft=yaml +# travis-ci.org definition for TASBEFlowAnalytics build (based on MOxUnit) +# +# This pretends to be java because it needs GNU Octave which is not +# available (as of April 2015) + +language: java + +services: + - xvfb +cache: + - apt +env: + global: + - OCTAVE=octave + matrix: + - WITH_COVERAGE= + # Disable until ready to go there: + #- WITH_COVERAGE=true + #- RUN_DOC_TEST=true +before_install: + # to prevent IPv6 being used for APT + - sudo bash -c "echo 'Acquire::ForceIPv4 \"true\";' > /etc/apt/apt.conf.d/99force-ipv4" + - travis_retry sudo apt-get -y -qq update + - travis_retry sudo apt-get install -y -qq software-properties-common python-software-properties + - travis_retry sudo apt-add-repository -y ppa:octave/stable + - travis_retry sudo apt-get -y -qq update + # get Octave 4,0 + - travis_retry sudo apt-get -y -qq install octave liboctave-dev + # install Octave io package + # Forge is unreliable: trying to get directly instead: + # - octave --no-gui --quiet --eval "pkg install -forge io" + # - wget -O io-2.4.10.tar.gz https://downloads.sourceforge.net/octave/io-2.4.10.tar.gz?download --no-check-certificate + - octave --no-gui --quiet --eval "pkg install matlab_compat/io-2.4.10.tar.gz" + # install MOxUnit + - cd .. + - rm -rf MOxUnit + - git clone https://github.com/MOxUnit/MOxUnit.git + - make -C MOxUnit install + # install MOcov + - rm -rf MOcov + - git clone https://github.com/MOcov/MOcov.git + - make -C MOcov install + # retrieve MOdox + - rm -rf MOdox + - travis_retry git clone -v git://github.com/MOdox/MOdox.git + - make -C MOdox install + # retrieve Tutorial for running tests + - rm -rf TASBEFlowAnalytics-Tutorial + - git clone --branch=master https://github.com/TASBE/TASBEFlowAnalytics-Tutorial + # go back to original directory + - cd TASBEFlowAnalytics + +script: + - if [[ "$WITH_COVERAGE" == "true" ]]; then + TEST_ARGS=WITH_COVERAGE=true; + COVER_ARGS=COVER=`pwd`/TASBEFlowAnalytics; + + if [[ "$TRAVIS" == "true" ]]; then + OUTPUT_ARGS=COVER_JSON_FILE=`pwd`/coveralls.json; + AFTER_SCRIPT="curl --verbose -F json_file=@`pwd`/coveralls.json https://coveralls.io/api/v1/jobs"; + fi; + elif [[ "$RUN_DOC_TEST" == "true" ]]; then + TEST_ARGS=RUN_DOC_TEST=true; + fi; + + - echo Test arguments $TEST_ARGS $COVER_ARGS $OUTPUT_ARGS $RESULT_ARGS + - make test $TEST_ARGS $COVER_ARGS $OUTPUT_ARGS $RESULT_ARGS + - eval $AFTER_SCRIPT diff --git a/@AnalysisParameters/setMEFLPerPlasmid.m b/@AnalysisParameters/setMEFLPerPlasmid.m deleted file mode 100644 index 328dee47..00000000 --- a/@AnalysisParameters/setMEFLPerPlasmid.m +++ /dev/null @@ -1,10 +0,0 @@ -% Copyright (C) 2010-2017, Raytheon BBN Technologies and contributors listed -% in the AUTHORS file in TASBE analytics package distribution's top directory. -% -% This file is part of the TASBE analytics package, and is distributed -% under the terms of the GNU General Public License, with a linking -% exception, as described in the file LICENSE in the TASBE analytics -% package distribution's top directory. - -function AP=setMEFLPerPlasmid(AP,v) - AP.MEFLPerPlasmid=v; diff --git a/@AutoFluorescenceModel/AutoFluorescenceModel.m b/@AutoFluorescenceModel/AutoFluorescenceModel.m deleted file mode 100644 index 9b7ed4db..00000000 --- a/@AutoFluorescenceModel/AutoFluorescenceModel.m +++ /dev/null @@ -1,33 +0,0 @@ -% Copyright (C) 2010-2017, Raytheon BBN Technologies and contributors listed -% in the AUTHORS file in TASBE analytics package distribution's top directory. -% -% This file is part of the TASBE analytics package, and is distributed -% under the terms of the GNU General Public License, with a linking -% exception, as described in the file LICENSE in the TASBE analytics -% package distribution's top directory. - - -% It is assumed that an array is used to associated this with channels -% af_mean % linear mean in arbitrary FACS units -% af_std % linear std.dev. in arbitrary FACS units -% af_mean_MEFL=NaN % linear mean in MEFL -% af_std_MEFL=NaN % linear std.dev. in MEFL -% n % number of points used in this computation -function AFM = AutoFluorescenceModel(data) - if nargin == 0 - AFM.af_mean = 0; - AFM.af_std = 0; - AFM.n = 0; - elseif nargin == 1 - % to exclude outliers, drop top and bottom 2.5% of data - sorted = sort(data); - dropsize = ceil(numel(sorted)*0.025); - trimmed = sorted(dropsize:(numel(sorted)-dropsize)); - AFM.af_mean = mean(trimmed); - AFM.af_std = std(trimmed); - AFM.n = numel(trimmed); - end - AFM.af_mean_MEFL = []; - AFM.af_std_MEFL = []; - AFM=class(AFM,'AutoFluorescenceModel'); - diff --git a/@AutoFluorescenceModel/getMeanMEFL.m b/@AutoFluorescenceModel/getMeanMEFL.m deleted file mode 100644 index 4befb2a8..00000000 --- a/@AutoFluorescenceModel/getMeanMEFL.m +++ /dev/null @@ -1,10 +0,0 @@ -% Copyright (C) 2010-2017, Raytheon BBN Technologies and contributors listed -% in the AUTHORS file in TASBE analytics package distribution's top directory. -% -% This file is part of the TASBE analytics package, and is distributed -% under the terms of the GNU General Public License, with a linking -% exception, as described in the file LICENSE in the TASBE analytics -% package distribution's top directory. - -function y=getMeanMEFL(AFM) - y=AFM.af_mean_MEFL; diff --git a/@AutoFluorescenceModel/getStdMEFL.m b/@AutoFluorescenceModel/getStdMEFL.m deleted file mode 100644 index ea59725d..00000000 --- a/@AutoFluorescenceModel/getStdMEFL.m +++ /dev/null @@ -1,10 +0,0 @@ -% Copyright (C) 2010-2017, Raytheon BBN Technologies and contributors listed -% in the AUTHORS file in TASBE analytics package distribution's top directory. -% -% This file is part of the TASBE analytics package, and is distributed -% under the terms of the GNU General Public License, with a linking -% exception, as described in the file LICENSE in the TASBE analytics -% package distribution's top directory. - -function y=getStdMEFL(AFM) - y=AFM.af_std_MEFL; diff --git a/@ColorModel/ColorModel.m b/@ColorModel/ColorModel.m deleted file mode 100644 index f92e05c6..00000000 --- a/@ColorModel/ColorModel.m +++ /dev/null @@ -1,74 +0,0 @@ -% Copyright (C) 2010-2017, Raytheon BBN Technologies and contributors listed -% in the AUTHORS file in TASBE analytics package distribution's top directory. -% -% This file is part of the TASBE analytics package, and is distributed -% under the terms of the GNU General Public License, with a linking -% exception, as described in the file LICENSE in the TASBE analytics -% package distribution's top directory. - - -% ColorModel is the class that allows -% a) Colors to be mapped to standard units (MEFL) -% b) Autofluorescence removal -% c) Spectral overlap compensation -function CM = ColorModel(beadfile, blankfile, channels, colorfiles, pairfiles) - CM.version = tasbe_version(); - %public settings - CM.FITC_channel_name = 'FITC-A'; % Which channel are MEFLs on? - CM.FITC_channel=[]; - CM.bead_plot = 1 ; % Should the bead calibration plot be produced? - CM.bead_peak_threshold=[]; % If set, determines minimum for bead peaks - CM.bead_min = 2 ; % No signal be considered below 10^bead_min - CM.bead_max = 5 ; % No signal be considered above 10^bead_max - CM.bead_model = 'SpheroTech RCP-30-5A'; % Which beads are being used? - CM.bead_channel = 'FITC'; % Should always be FITC right now: TODO change to allow non-FITC - CM.bead_batch = []; % Empty unless designated - CM.autofluorescence_plot = 1; % Should the autofluorescence calibration plots be produced? - CM.compensation_plot = 1; % Should the color compenation calibration plots be produced? - CM.translation_plot = 1 ; % Should the color translation calibration plots be produced? - CM.translation_channel_min = []; % If set, all data below 10.^min(channel_id) is excluded from computation - CM.translation_channel_min_samples = 100; % Minimum number of samples in a bin to consider it for translation - CM.noise_plot = 1 ; % Should the noise model plots be produced? - CM.dequantize = 0 ; % Should small randomness be added to fuzz low bins? - - % other fields - CM.initialized = 0; % true after resolution - - %%% NOT SURE if we need to initialize these properties - - CM.unit_translation=[] ; % conversion of FITC channel to MEFL - CM.autofluorescence_model=[]; % array, one per channel, for removing autofluorescence - CM.compensation_model=[] ; % For compensating for spectral overlap - CM.color_translation_model=[] ;% For converting and channel to FITC equiv - CM.noise_model=[] ;% For understanding the expected constitutive expression noise - CM.filters={}; % filters to remove problematic data (e.g. debris, time-contamination) - - CM.filters{1} = @time_filter; % add default quarter second data exclusion - - if nargin == 0 - channels{1} = Channel(); - colorfiles{1} = ''; - colorpairfiles{1} = {channels{1}, channels{1}, channels{1}, ''}; - - CM.BeadFile = ''; - CM.BlankFile = ''; - CM.Channels = channels; - CM.ColorFiles = colorfiles; - CM.ColorPairFiles = colorpairfiles; - - elseif nargin == 5 - % constructor initialized fields - % same FPs in the same order - CM.BeadFile = beadfile; - CM.BlankFile = blankfile; - if numel(channels)~=numel(colorfiles) - error('Must have one-to-one match between colors and channels'); - end - CM.Channels = channels; - CM.ColorFiles = colorfiles; - CM.ColorPairFiles = pairfiles; - end - - % constructs for every data file -- this might need another class - % that associates the file name with a description - CM = class(CM,'ColorModel'); diff --git a/@ColorModel/au_to_MEFL.m b/@ColorModel/au_to_MEFL.m deleted file mode 100644 index ccbdddc4..00000000 --- a/@ColorModel/au_to_MEFL.m +++ /dev/null @@ -1,18 +0,0 @@ -% Copyright (C) 2010-2017, Raytheon BBN Technologies and contributors listed -% in the AUTHORS file in TASBE analytics package distribution's top directory. -% -% This file is part of the TASBE analytics package, and is distributed -% under the terms of the GNU General Public License, with a linking -% exception, as described in the file LICENSE in the TASBE analytics -% package distribution's top directory. -% -% translates arbitrary units of a particular channel to MEFL - -function data = au_to_MEFL(CM,channel,audata) - FITCdata = zeros(size(audata)); - for i=1:numel(CM.Channels) - FITCdata = translate(CM.color_translation_model,audata,channel,CM.FITC_channel); - end - % Translate FITC AU to MEFLs - k_MEFL= getK_MEFL(CM.unit_translation); - data = FITCdata*k_MEFL; diff --git a/@ColorModel/beads_to_mefl_model.m b/@ColorModel/beads_to_mefl_model.m deleted file mode 100644 index cd34b5e2..00000000 --- a/@ColorModel/beads_to_mefl_model.m +++ /dev/null @@ -1,258 +0,0 @@ -function UT = beads_to_mefl_model(CM, settings, beadfile, plot) -% BEADS_TO_MEFL_MODEL: Computes a linear function for transforming FACS -% measurements on the FITC channel into MEFLs, using a calibration run of -% RCP-30-5A. -% -% Takes the name of the FACS file of bead measurements, plus optionally the -% name of the channel to be used (if not FITC-A) and a flag for whether to -% record the calibration plot. -% -% Returns: -% * k_MEFL: MEFL = k_MEFL * FITC -% * first_peak: what is the first peak visible? -% * fit_error: residual from the linear fit - -% Copyright (C) 2010-2017, Raytheon BBN Technologies and contributors listed -% in the AUTHORS file in TASBE analytics package distribution's top directory. -% -% This file is part of the TASBE analytics package, and is distributed -% under the terms of the GNU General Public License, with a linking -% exception, as described in the file LICENSE in the TASBE analytics -% package distribution's top directory. - -FITC_channel = CM.FITC_channel; -if (nargin < 4) - plot = CM.bead_plot; -end - -peak_threshold = CM.bead_peak_threshold; -bin_min = CM.bead_min; -bin_max = CM.bead_max; - -nameFC=getName(FITC_channel); -i_FITC = find(CM,FITC_channel); - -% SpheroTech RCP-30-5A beads (8 peaks) - only 7 are used here, since the -% first is not given a MEFL value in the tech notes -% fprintf('Matching to FITC values for SpheroTech RCP-30-5A beads\n'); -% fprintf('Assuming Lot AA01, AA02, AA03, AA04, AB01, AB02, AC01, or GAA01-R\n'); -% PeakMEFLs = [692 2192 6028 17493 35674 126907 290983]; -%PeakRelative = [77.13 108.17 135.42 164.11 183.31 217.49 239.84]; -%warning('Substituting a different RCP set'); -%PeakMEFLs = [791 2083 6562 16531 47575 136680 271771]; - -PeakMEFLs = get_bead_peaks(CM.bead_model,CM.bead_channel,CM.bead_batch); -if(PeakMEFLs>7) - PeakMEFLs = PeakMEFLs((end-6):end); -else if(PeakMEFLs<7) - error('Cannot use beads with less than 7 peaks'); - end -end - -% identify peaks -bin_increment = 0.02; -bin_edges = 10.^(bin_min:bin_increment:bin_max); -n = (size(bin_edges,2)-1); -bin_centers = bin_edges(1:n)*10.^(bin_increment/2); - -% option of segmenting FITC on a separate seconary channel -segment_secondary = hasSetting(settings,'SecondaryBeadChannel'); -if segment_secondary - segmentName = getSetting(settings,'SecondaryBeadChannel'); -else - segmentName = nameFC; -end - -[fcsraw fcshdr fcsdat] = fca_readfcs(beadfile); -bead_data = get_fcs_color(fcsdat,fcshdr,nameFC); -segment_data = get_fcs_color(fcsdat,fcshdr,segmentName); - -bin_counts = zeros(size(bin_centers)); -for i=1:n - which = segment_data(:)>bin_edges(i) & segment_data(:)<=bin_edges(i+1); - bin_counts(i) = sum(which); -end - -n_peaks = 0; -segment_peak_means = []; % segmentation channel (normally FITC) -peak_means = []; -peak_counts = []; -if (isempty(peak_threshold)), - peak_threshold = 0.1*max(bin_counts); % number of points to start a peak -end -if numel(peak_threshold)==1 - peak_threshold = peak_threshold*ones(numel(CM.Channels),1); -else if numel(peak_threshold)~=numel(CM.Channels) - error('Bead calibration requires 0,1, or n_channels thresholds'); - end -end - -in_peak = 0; -for i=1:n - if in_peak==0 % outside a peak: look for start - if(bin_counts(i) >= peak_threshold(i_FITC)) - peak_min = bin_edges(i); - in_peak=1; - end - else % inside a peak: look for end - if(bin_counts(i) < peak_threshold(i_FITC)) - peak_max = bin_edges(i); - in_peak=0; - % compute peak statistics - n_peaks = n_peaks+1; - which = segment_data(:)>peak_min & segment_data(:)<=peak_max; - segment_peak_means(n_peaks) = mean(segment_data(which)); % arithmetic q. beads are primarily measurement noise - peak_means(n_peaks) = mean(bead_data(which)); - peak_counts(n_peaks) = sum(which); - end - end -end -% Optional plot -if plot - h = figure('PaperPosition',[1 1 5 3.66]); - set(h,'visible','off'); - semilogx(bin_centers,bin_counts); hold on; - for i=1:n_peaks - semilogx([segment_peak_means(i) segment_peak_means(i)],[0 max(bin_counts)],'r-'); - end - title('Peak identification for SPHERO RCP-30-5A beads'); - path = getSetting(settings, 'path', './'); - if segment_secondary - xlabel(['FACS ' segmentName ' units']); ylabel('Beads'); - outputfig(h,'bead-calibration-secondary',path); - - else - xlabel('FACS FITC units'); ylabel('Beads'); - outputfig(h,'bead-calibration',path); - end -end - - -% Gather the peaks from all the channels -peak_sets = cell(numel(CM.Channels),1); -for i=1:numel(CM.Channels), - alt_bead_data = get_fcs_color(fcsdat,fcshdr,getName(CM.Channels{i})); - alt_bin_counts = zeros(size(bin_centers)); - for j=1:n - which = alt_bead_data(:)>bin_edges(j) & alt_bead_data(:)<=bin_edges(j+1); - alt_bin_counts(j) = sum(which); - end - - % identify peaks - alt_n_peaks = 0; - alt_peak_means = []; - alt_peak_counts = []; - in_peak = 0; - for j=1:n - if in_peak==0 % outside a peak: look for start - if(alt_bin_counts(j) >= peak_threshold(i)) - alt_peak_min = bin_edges(j); - in_peak=1; - end - else % inside a peak: look for end - if(alt_bin_counts(j) < peak_threshold(i)) - alt_peak_max = bin_edges(j); - in_peak=0; - % compute peak statistics - alt_n_peaks = alt_n_peaks+1; - which = alt_bead_data(:)>alt_peak_min & alt_bead_data(:)<=alt_peak_max; - alt_peak_means(alt_n_peaks) = mean(alt_bead_data(which)); % arithmetic q. beads only have measurement noise - alt_peak_counts(alt_n_peaks) = sum(which); - end - end - end - peak_sets{i} = alt_peak_means; - - % Make plots for all peaks, not just FITC - if plot >= 2 - h = figure('PaperPosition',[1 1 5 3.66]); - set(h,'visible','off'); - semilogx(bin_centers,alt_bin_counts); hold on; - for j=1:alt_n_peaks - semilogx([alt_peak_means(j) alt_peak_means(j)],[0 max(alt_bin_counts)],'r-'); - end - xlabel(sprintf('FACS a.u. for %s channel',getPrintName(CM.Channels{i}))); ylabel('Beads'); - title(sprintf('Peak identification for %s for SPHERO RCP-30-5A beads',getPrintName(CM.Channels{i}))); - path = getSetting(settings, 'path', './'); - outputfig(h, sprintf('bead-calibration-%s',getPrintName(CM.Channels{i})),path); - end -end - -% look for the best linear fit of log10(peak_means) vs. log10(PeakMEFLs) -if(n_peaks>7), error('Bead calibration failed: found unexpectedly many bead peaks'); end; -if(n_peaks==0), error('Bead calibration failed: found no bead peaks'); end; - -% Use log scale for fitting to avoid distortions from highest point -if(n_peaks>=2) - fit_error = Inf; - first_peak = 0; - if(n_peaks>2) - best_i = -1; - for i=0:(7-n_peaks), - [poly,S] = polyfit(log10(peak_means),log10(PeakMEFLs((1:n_peaks)+i)),1); - if S.normr <= fit_error, fit_error = S.normr; model = poly; first_peak=i+2; best_i = i; end; - end - % Warn if setting to anything less than the top peak, since top peak should usually be visible - fprintf('Beak peaks identified as %i to %i of 8\n',first_peak,first_peak+n_peaks-1); - if best_i < (7-n_peaks) && n_peaks < 5, - warning('TASBE:Beads','Few bead peaks and fit does not include highest: error likely'); - end - else % 2 peaks - warning('TASBE:Beads','Only two bead peaks found, assuming brightest two'); - [poly,S] = polyfit(log10(peak_means),log10(PeakMEFLs(6:7)),1); - fit_error = S.normr; model = poly; first_peak = 7; - best_i = 5; % for constrained fit and plot - end - constrained_fit = mean(log10(PeakMEFLs((1:n_peaks)+best_i)) - log10(peak_means)); - cf_error = mean(10.^abs(log10((PeakMEFLs((1:n_peaks)+best_i)./peak_means) / 10.^constrained_fit))); - if plot>1 - h = figure('PaperPosition',[1 1 5 3.66]); - set(h,'visible','off'); - loglog(peak_means,PeakMEFLs((1:n_peaks)+best_i),'b*-'); hold on; - %loglog([1 peak_means],[1 peak_means]*(10.^model(2)),'r+--'); - loglog([1 peak_means],[1 peak_means]*(10.^constrained_fit),'go--'); - xlabel('FACS FITC units'); ylabel('Beads MEFLs'); - title('Peak identification for SPHERO RCP-30-5A beads'); - %legend('Location','NorthWest','Observed','Linear Fit','Constrained Fit'); - legend('Location','NorthWest','Observed','Constrained Fit'); - path = getSetting(settings, 'path', './'); - outputfig(h,'bead-fit-curve',path); - end - % Final fit_error should be close to zero / 1-fold - if(cf_error>1.05), warning('TASBE:Beads','Bead calibration may be incorrect: fit more than 5 percent off: error = %.2d',cf_error); end; - %if(abs(model(1)-1)>0.05), warning('TASBE:Beads','Bead calibration probably incorrect: fit more than 5 percent off: slope = %.2d',model(1)); end; - k_MEFL = 10^constrained_fit; -else % 1 peak - warning('TASBE:Beads','Only one bead peak found, assuming brightest'); - fit_error = 0; first_peak = 8; - k_MEFL = PeakMEFLs(7)/peak_means; -end; - -% Optional plot -if plot - % plot FITC linearly, since we wouldn't be using a secondary if the values weren't very low - % there is probably much negative data - if segment_secondary - h = figure('PaperPosition',[1 1 5 3.66]); - set(h,'visible','off'); - pos = segment_data>0; - smin = log10(percentile(segment_data(pos),0.1)); smax = log10(percentile(segment_data(pos),99.9)); - bmin = percentile(bead_data(pos),0.1); bmax = percentile(bead_data(pos),99.9); - % range to 99th percentile - smoothhist2D([bead_data(pos) log10(segment_data(pos))],10,[200, 200],[],'image',[bmin smin; bmax smax]); hold on; - for i=1:n_peaks - semilogy([min(bead_data) max(bead_data)],log10([segment_peak_means(i) segment_peak_means(i)]),'r-'); - semilogy(peak_means(i),log10(segment_peak_means(i)),'k+'); - text(peak_means(i),log10(segment_peak_means(i))+0.1,sprintf('%i',i+first_peak-1)); - end - xlabel('FACS FITC units'); ylabel(['FACS ' segmentName ' units']); - title('Peak identification for SPHERO RCP-30-5A beads'); - path = getSetting(settings, 'path', './'); - outputfig(h,'bead-calibration',path); - end -end - -UT = UnitTranslation([CM.bead_model ':' CM.bead_channel ':' CM.bead_batch],k_MEFL, first_peak, fit_error, peak_sets); - -end - diff --git a/@ColorModel/computeAutoFluorescence.m b/@ColorModel/computeAutoFluorescence.m deleted file mode 100644 index d11fb53f..00000000 --- a/@ColorModel/computeAutoFluorescence.m +++ /dev/null @@ -1,57 +0,0 @@ -% Copyright (C) 2010-2017, Raytheon BBN Technologies and contributors listed -% in the AUTHORS file in TASBE analytics package distribution's top directory. -% -% This file is part of the TASBE analytics package, and is distributed -% under the terms of the GNU General Public License, with a linking -% exception, as described in the file LICENSE in the TASBE analytics -% package distribution's top directory. - -function autofluorescence_model=computeAutoFluorescence(CM,settings) - -% Import data from FCS files -[rawfcs fcshdr] = read_filtered_au(CM,CM.BlankFile); - -autofluorescence_model = cell(numel(CM.Channels),1); -for i=1:numel(CM.Channels) - found = false; - name=getName(CM.Channels{i}); - for j=1:numel(fcshdr.par) - if(strcmp(name,fcshdr.par(j).name)) - autofluorescence_model{i} = AutoFluorescenceModel(rawfcs(:,j)); - if(CM.Channels{i} == CM.FITC_channel) - autofluorescence_model{i}=MEFLize(autofluorescence_model{i},1,getK_MEFL(CM.unit_translation)); - end - - % Optional plot - if CM.autofluorescence_plot - h = figure('PaperPosition',[1 1 6 4]); - set(h,'visible','off'); - afmean = getMean(autofluorescence_model{i}); - afstd = getStd(autofluorescence_model{i}); - maxbin = max(500,afmean+2.1*afstd); - bins = BinSequence(-100, 10, maxbin, 'arithmetic'); - bin_counts = zeros(size(get_bin_centers(bins))); - bin_edges = get_bin_edges(bins); - for k=1:numel(bin_counts) - which = rawfcs(:,j)>bin_edges(k) & rawfcs(:,j)<=bin_edges(k+1); - bin_counts(k) = sum(which); - end - plot(get_bin_centers(bins),bin_counts,'b-'); hold on; - plot([afmean afmean],[0 max(bin_counts)],'r-'); - plot([afmean+2*afstd afmean+2*afstd],[0 max(bin_counts)],'r:'); - plot([afmean-2*afstd afmean-2*afstd],[0 max(bin_counts)],'r:'); - xlabel(sprintf('%s a.u.',name)); - ylabel('Count'); - xlim([-100 maxbin]); - title('Autofluorescence Model'); - path = getSetting(settings, 'path', './'); - outputfig(h, sprintf('autofluorescence-%s',getPrintName(CM.Channels{i})),path); - end - - found = true; break; - end - end - if(found==false) - error('Unable to find required channel %s',name) - end -end diff --git a/@ColorModel/computeColorCompensation.m b/@ColorModel/computeColorCompensation.m deleted file mode 100644 index 1943f056..00000000 --- a/@ColorModel/computeColorCompensation.m +++ /dev/null @@ -1,26 +0,0 @@ -% Copyright (C) 2010-2017, Raytheon BBN Technologies and contributors listed -% in the AUTHORS file in TASBE analytics package distribution's top directory. -% -% This file is part of the TASBE analytics package, and is distributed -% under the terms of the GNU General Public License, with a linking -% exception, as described in the file LICENSE in the TASBE analytics -% package distribution's top directory. - -function compensation_model = computeColorCompensation(CM,settings) -% Produce an NxN matrix of linear compensation models -% Row j, column i is the fraction of channel i that bleeds into channel j - -n = numel(CM.Channels); -matrix = zeros(n,n); error = zeros(n,n); - -for i=1:n - for j=1:n - % Don't need to test self - if i==j, matrix(j,i) = 1; error(j,i) = 0; continue; end - % Compute model - [b_ij, b_ij_err] = make_linear_compensation_model(CM, settings, CM.ColorFiles{i}, i, j); - matrix(j,i) = b_ij; error(j,i) = b_ij_err; - end -end - -compensation_model = LinearCompensationModel(matrix,error); diff --git a/@ColorModel/computeColorTranslations.m b/@ColorModel/computeColorTranslations.m deleted file mode 100644 index e13ed366..00000000 --- a/@ColorModel/computeColorTranslations.m +++ /dev/null @@ -1,157 +0,0 @@ -% Copyright (C) 2010-2017, Raytheon BBN Technologies and contributors listed -% in the AUTHORS file in TASBE analytics package distribution's top directory. -% -% This file is part of the TASBE analytics package, and is distributed -% under the terms of the GNU General Public License, with a linking -% exception, as described in the file LICENSE in the TASBE analytics -% package distribution's top directory. - -function [colorTranslationModel CM] = computeColorTranslations(CM,settings) -% COMPUTECOLORTRANSLATIONS generates a model to use for color -% translation. The model relates pairs of colors to a fit. The -% transformation is of the form Color_j = scales(i,j)*Color_i - -n = numel(CM.Channels); -scales = zeros(n,n)*NaN; - -for i=1:numel(CM.ColorPairFiles) - cp = CM.ColorPairFiles{i}; - cX = indexof(CM.Channels,cp{1}); - if(cX==-1), error('Missing channel %s',getPrintName(cp{1})); end - cY = indexof(CM.Channels,cp{2}); - if(cY==-1), error('Missing channel %s',getPrintName(cp{2})); end - cCtrl = indexof(CM.Channels,cp{3}); - if(cCtrl==-1), error('Missing channel %s',getPrintName(cp{3})); end - - data = readfcs_compensated_au(CM,cp{4},false,true); % Leave out AF, use floor - if(cX==cCtrl || cY==cCtrl), - [scales(cX,cY) CM] = compute_two_color_translation_scale(CM,data,cX,cY,settings); - [scales(cY,cX) CM] = compute_two_color_translation_scale(CM,data,cY,cX,settings); - else - [scales(cX,cY) CM] = compute_translation_scale(CM,data,cX,cY,cCtrl,settings); - [scales(cY,cX) CM] = compute_translation_scale(CM,data,cY,cX,cCtrl,settings); - end - transerror = 10^(abs(log10(scales(cX,cY)*scales(cY,cX)))); - if(transerror > 1.05) - warning('Model:Color','Translation from %s to %s not invertible (round trip error = %.2f)',getPrintName(cp{1}),getPrintName(cp{2}),transerror); - end -end - -colorTranslationModel = ColorTranslationModel(CM.Channels,scales); - -end - -function plot_translation_graph(CM,data,i,j,settings,scale,means,stds,which) - h = figure('PaperPosition',[1 1 6 4]); - set(h,'visible','off'); - %loglog(data(:,i),data(:,j),'b.','MarkerSize',1); hold on; - %plot(means(which,i),means(which,j),'g*-'); - %plot([1e0 1e6],scale*[1e0 1e6],'r-'); - pos = data(:,i)>1 & data(:,j)>1; - smoothhist2D(log10([data(pos,i) data(pos,j)]),10,[200, 200],[],'image',[0 0; 6 6]); hold on; - plot(log10(means(which,i)),log10(means(which,j)),'k*-'); - plot(log10(means(which,i)./stds(which,i)),log10(means(which,j).*stds(which,j)),'k:'); - plot(log10(means(which,i).*stds(which,i)),log10(means(which,j)./stds(which,j)),'k:'); - plot([0 6],log10(scale)+[0 6],'r-'); - xlim([0 6]); ylim([0 6]); - xlabel(sprintf('%s a.u.',getName(CM.Channels{i}))); - ylabel(sprintf('%s a.u.',getName(CM.Channels{j}))); - title('Color Translation Model'); - path = getSetting(settings, 'path', './'); - outputfig(h,sprintf('color-translation-%s-to-%s', getPrintName(CM.Channels{i}),getPrintName(CM.Channels{j})), path); -end - -function [scale CM] = compute_translation_scale(CM,data,i,j,ctrl,settings) - % Average subpopulations, then find the ratio between them. - bins = BinSequence(1.0,0.1,5.5,'log_bins'); % previously defaulted to 2.5 - % If minimums have been set, filter data to exclude any point that - % doesn't meet them. - if(~isempty(CM.translation_channel_min)) - which = data(:,i)>=10^CM.translation_channel_min(i) & ... - data(:,j)>=10^CM.translation_channel_min(j) & ... - data(:,ctrl)>=10^CM.translation_channel_min(ctrl); - data = data(which,:); - minbin_i = 10^CM.translation_channel_min(i); - minbin_j = 10^CM.translation_channel_min(j); - else - minbin_i = 1e3; minbin_j = 1e3; - end - - [counts means stds] = subpopulation_statistics(bins,data,ctrl,'geometric'); - which = find(counts(:)>CM.translation_channel_min_samples & means(:,i)>minbin_i & means(:,j)>minbin_j & means(:,i)<1e5 & means(:,j)<1e5); % ignore points without significant support or that are near saturation - scale = means(which,i) \ means(which,j); % find ratio of j/i - - % MEFLize channel if possible - AFMi = CM.autofluorescence_model{i}; - k_MEFL=getK_MEFL(CM.unit_translation); - if(CM.Channels{j}==CM.FITC_channel), CM.autofluorescence_model{i}=MEFLize(AFMi,scale,k_MEFL); end - - if CM.translation_plot - plot_translation_graph(CM,data,i,j,settings,scale,means,stds,which); - -% Plots against control, if needed -% figure('PaperPosition',[1 1 6 4]); -% loglog(data(:,ctrl),data(:,i),'b.','MarkerSize',1); hold on; -% plot(means(which,ctrl),means(which,i),'g*-'); -% xlabel(sprintf('%s a.u.',CM.Channels{ctrl}.Filter)); -% ylabel(sprintf('%s a.u.',CM.Channels{i}.Filter)); -% title('Color Translation Model'); -% -% figure('PaperPosition',[1 1 6 4]); -% loglog(data(:,ctrl),data(:,j),'b.','MarkerSize',1); hold on; -% plot(means(which,ctrl),means(which,j),'g*-'); -% xlabel(sprintf('%s a.u.',CM.Channels{ctrl}.Filter)); -% ylabel(sprintf('%s a.u.',CM.Channels{j}.Filter)); -% title('Color Translation Model'); - end -end - -function [scale CM] = compute_two_color_translation_scale(CM,data,i,j,settings) - % Average subpopulations, then find the ratio between them. - bins = BinSequence(1.0,0.1,5.5,'log_bins');% previously defaulted to 2.5 - % If minimums have been set, filter data to exclude any point that - % doesn't meet them. -% if(~isempty(CM.translation_channel_min)) -% which = data(:,i)>=10^CM.translation_channel_min(i) & ... -% data(:,j)>=10^CM.translation_channel_min(j); -% data = data(which,:); -% end - if(~isempty(CM.translation_channel_min)) - minbin_i = 10^CM.translation_channel_min(i); - minbin_j = 10^CM.translation_channel_min(j); - else - minbin_i = 1e3; minbin_j = 1e3; - end - - spine = sqrt(data(:,i).*data(:,j)); - num_rows = size(data,2); - data(:,num_rows+1) = spine; - - [counts means stds] = subpopulation_statistics(bins,data,num_rows+1,'geometric'); - which = find(counts(:)>CM.translation_channel_min_samples & means(:,i)>minbin_i & means(:,j)>minbin_j & means(:,i)<1e5 & means(:,j)<1e5); % ignore points without significant support or that are near saturation - scale = means(which,i) \ means(which,j); % find ratio of j/i - - % MEFLize channel if possible - AFMi = CM.autofluorescence_model{i}; - k_MEFL=getK_MEFL(CM.unit_translation); - if(CM.Channels{j}==CM.FITC_channel), CM.autofluorescence_model{i}=MEFLize(AFMi,scale,k_MEFL); end - - if CM.translation_plot - plot_translation_graph(CM,data,i,j,settings,scale,means,stds,which); - -% Plots against control, if needed -% figure('PaperPosition',[1 1 6 4]); -% loglog(data(:,ctrl),data(:,i),'b.','MarkerSize',1); hold on; -% plot(means(which,ctrl),means(which,i),'g*-'); -% xlabel(sprintf('%s a.u.',CM.Channels{ctrl}.Filter)); -% ylabel(sprintf('%s a.u.',CM.Channels{i}.Filter)); -% title('Color Translation Model'); -% -% figure('PaperPosition',[1 1 6 4]); -% loglog(data(:,ctrl),data(:,j),'b.','MarkerSize',1); hold on; -% plot(means(which,ctrl),means(which,j),'g*-'); -% xlabel(sprintf('%s a.u.',CM.Channels{ctrl}.Filter)); -% ylabel(sprintf('%s a.u.',CM.Channels{j}.Filter)); -% title('Color Translation Model'); - end -end diff --git a/@ColorModel/confirm_MEFL_translations.m b/@ColorModel/confirm_MEFL_translations.m deleted file mode 100644 index 99355e9b..00000000 --- a/@ColorModel/confirm_MEFL_translations.m +++ /dev/null @@ -1,41 +0,0 @@ -function [ok CM] = confirm_MEFL_translations(CM) -% Checks to see that all channels can be translated to MEFL - -% Copyright (C) 2010-2017, Raytheon BBN Technologies and contributors listed -% in the AUTHORS file in TASBE analytics package distribution's top directory. -% -% This file is part of the TASBE analytics package, and is distributed -% under the terms of the GNU General Public License, with a linking -% exception, as described in the file LICENSE in the TASBE analytics -% package distribution's top directory. - - scales = getScales(CM.color_translation_model); - ok = true; - fi = indexof(CM.Channels,CM.FITC_channel); - for i=1:numel(CM.Channels) - if(i==fi) continue; end; - if(isnan(scales(i,fi))), - ok = false; - warning('Model:Color','No pairwise translation for %s to %s; using pseudoMEFL',getPrintName(CM.Channels{i}),getPrintName(CM.FITC_channel)); - scales(i,fi) = 1; - CM.Channels{i} = setIsPseudo(CM.Channels{i},1); - - % pseudo-MEFLize channel - AFMi = CM.autofluorescence_model{i}; - k_MEFL=getK_MEFL(CM.unit_translation); - CM.autofluorescence_model{i}=MEFLize(AFMi,scales(i,fi),k_MEFL); - end - end - - % if FITC channel is pseudo (e.g., becaus of missing beads), then make all channels pseudo - if(isPseudo(CM.FITC_channel)), - warning('Model:Color','FITC channel is pseudo, so all other channels are pseudo as well'); - for i=1:numel(CM.Channels), - CM.Channels{i} = setIsPseudo(CM.Channels{i},1); - end - end - - if ~ok, - warning('Model:Color','Not all channels can be translated to standard MEFL units.'); - CM.color_translation_model = setScales(CM.color_translation_model,scales); - end diff --git a/@ColorModel/find.m b/@ColorModel/find.m deleted file mode 100644 index 038c4b8a..00000000 --- a/@ColorModel/find.m +++ /dev/null @@ -1,18 +0,0 @@ -% Copyright (C) 2010-2017, Raytheon BBN Technologies and contributors listed -% in the AUTHORS file in TASBE analytics package distribution's top directory. -% -% This file is part of the TASBE analytics package, and is distributed -% under the terms of the GNU General Public License, with a linking -% exception, as described in the file LICENSE in the TASBE analytics -% package distribution's top directory. - -function index = find(CM, channel) - found=false; - for i=1:numel(CM.Channels) - if(CM.Channels{i} == channel) - index = i; found = true; break; - end; - end; - if(~found), error('Unable to find channel %s',getName(channel)); end; - - diff --git a/@ColorModel/make_linear_compensation_model.m b/@ColorModel/make_linear_compensation_model.m deleted file mode 100644 index 8b3a9496..00000000 --- a/@ColorModel/make_linear_compensation_model.m +++ /dev/null @@ -1,72 +0,0 @@ -function [b,b_err] = make_linear_compensation_model(CM, settings, filename, driven, passive) -%MAKE_LINEAR COMPENSATION_MODEL: create a color compensation model from -% FCS data under the assumption that interference is all linear bleed -% plus autofluorescence (an assumption that typically holds well): -% passive = b*driven + autofluorescence -% returns b and the error in the estimate (expressed as a multiple, -% since estimation is done on the log scale) - -% Copyright (C) 2010-2017, Raytheon BBN Technologies and contributors listed -% in the AUTHORS file in TASBE analytics package distribution's top directory. -% -% This file is part of the TASBE analytics package, and is distributed -% under the terms of the GNU General Public License, with a linking -% exception, as described in the file LICENSE in the TASBE analytics -% package distribution's top directory. - -min_threshold = 0; -if hasSetting(settings,'MinimumCompensationInput') - min_threshold = 10^getSetting(settings,'MinimumCompensationInput'); -end - -% Get read FCS file and select channels of interest -[rawfcs fcshdr] = read_filtered_au(CM,filename); - -rawdata = select_channels(CM.Channels,rawfcs,fcshdr); -% Remove autofluorescence -no_AF_data = zeros(size(rawdata)); -for i=1:numel(CM.Channels) - no_AF_data(:,i) = rawdata(:,i)-getMean(CM.autofluorescence_model{i}); -end -% make sure nothing's below 1, for compensation and geometric statistics -% (compensation can be badly thrown off by negative values) -no_AF_data(no_AF_data<1) = 1; - -bins = BinSequence(3,0.2,5.5,'log_bins'); % take 10^5.5 as the max value, to avoid saturated range -[counts means stds] = subpopulation_statistics(bins,no_AF_data,driven,'geometric'); - -min_significant = find(means(:,passive)>(2*getStd(CM.autofluorescence_model{passive})) & counts(:)>10,1); - -if size(min_significant,1) > 0 - binEdges = get_bin_edges(bins); - lower_threshold = binEdges(min_significant); % lower edge of first significant bin - lower_threshold = max(lower_threshold,min_threshold); - which = find(no_AF_data(:,driven)>=lower_threshold); - b = geomean(no_AF_data(which,passive)./no_AF_data(which,driven)); - b_err = geostd(no_AF_data(which,passive)./no_AF_data(which,driven)); -else - lower_threshold = 1e6; - b = 0; % no significant bleed-over - b_err = 1; % no significant error -end -if b>0.1 - warning('Model:Color','Spectral bleed from %s to %s more than 10%%: %0.3f',getPrintName(CM.Channels{driven}),getPrintName(CM.Channels{passive}),b); -end - -% Optional plot -if CM.compensation_plot - h = figure('PaperPosition',[1 1 6 4]); - set(h,'visible','off'); - pos = no_AF_data(:,driven)>1 & no_AF_data(:,passive)>1; - smoothhist2D(log10([no_AF_data(pos,driven) no_AF_data(pos,passive)]),10,[200, 200],[],'image',[0 0; 6 6]); hold on; - which = means(:,driven)>=lower_threshold; - plot(log10(means(which,driven)),log10(means(which,passive)),'k*-'); - plot(log10(means(which,driven)),log10(means(which,passive).*stds(which,passive)),'k:'); - plot(log10(means(which,driven)),log10(means(which,passive)./stds(which,passive)),'k:'); - plot([0 6],log10(b)+[0 6],'r-'); - xlabel(sprintf('%s (%s a.u.)',getPrintName(CM.Channels{driven}),getName(CM.Channels{driven}))); - ylabel(sprintf('%s (%s a.u.)',getPrintName(CM.Channels{passive}),getName(CM.Channels{passive}))); - title('Color Compensation Model'); - path = getSetting(settings, 'path', './'); - outputfig(h, sprintf('color-compensation-%s-for-%s',getPrintName(CM.Channels{passive}),getPrintName(CM.Channels{driven})), path); -end diff --git a/@ColorModel/plot_compensated_controls.m b/@ColorModel/plot_compensated_controls.m deleted file mode 100644 index 3101962b..00000000 --- a/@ColorModel/plot_compensated_controls.m +++ /dev/null @@ -1,43 +0,0 @@ -function plot_compensated_controls(CM,settings) - -% Copyright (C) 2010-2017, Raytheon BBN Technologies and contributors listed -% in the AUTHORS file in TASBE analytics package distribution's top directory. -% -% This file is part of the TASBE analytics package, and is distributed -% under the terms of the GNU General Public License, with a linking -% exception, as described in the file LICENSE in the TASBE analytics -% package distribution's top directory. - -n = numel(CM.Channels); -for driven=1:n - data = readfcs_compensated_au(CM,CM.ColorFiles{driven},0,0); - - for passive=1:n, - if (passive == driven), continue; end; - - h = figure('PaperPosition',[1 1 6 4]); - set(h,'visible','off'); - pos = data(:,driven)>1; - if sum(pos)==0, - warning('ColorModel:Compensation','Cannot compensate %s with %s',getPrintName(CM.Channels{driven}),getPrintName(CM.Channels{passive})); - continue; - end; - pmin = percentile(data(pos,passive),0.1); pmax = percentile(data(pos,passive),99.9); - smoothhist2D([log10(data(pos,driven)) data(pos,passive)],10,[200, 200],[],'image',[0 pmin; 6 pmax]); hold on; - % - sorted = sortrows(data(pos,:),driven); - for i=1:10, % passive means of deciles - qsize = floor(size(sorted,1)/10); - range = (1:qsize)+(qsize*(i-1)); - pmean = mean(sorted(range,passive)); - drange = [min(sorted(range,driven)) max(sorted(range,driven))]; - plot(log10(drange),[pmean pmean],'k*-'); - end - - xlabel(sprintf('%s (%s a.u.)',getPrintName(CM.Channels{driven}),getName(CM.Channels{driven}))); - ylabel(sprintf('%s (%s a.u.)',getPrintName(CM.Channels{passive}),getName(CM.Channels{passive}))); - title('Compensated Positive Control'); - path = getSetting(settings, 'path', './'); - outputfig(h, sprintf('compensated-%s-vs-positive-%s',getPrintName(CM.Channels{passive}),getPrintName(CM.Channels{driven})), path); - end -end diff --git a/@ColorModel/read_filtered_au.m b/@ColorModel/read_filtered_au.m deleted file mode 100644 index 479c1aa1..00000000 --- a/@ColorModel/read_filtered_au.m +++ /dev/null @@ -1,27 +0,0 @@ -% Copyright (C) 2010-2017, Raytheon BBN Technologies and contributors listed -% in the AUTHORS file in TASBE analytics package distribution's top directory. -% -% This file is part of the TASBE analytics package, and is distributed -% under the terms of the GNU General Public License, with a linking -% exception, as described in the file LICENSE in the TASBE analytics -% package distribution's top directory. - -function [data fcshdr] = read_filtered_au(CM,filename) - % Get read FCS file and select channels of interest - [fcsunscaled fcshdr rawfcs] = fca_readfcs(filename); - if (isempty(fcshdr)) - error('Could not process FACS file %s', filename); - end; - - data = rawfcs; - % optional discarding of filtered data (e.g., debris, time contamination) - for i=1:numel(CM.filters) - data = feval(CM.filters{i},fcshdr,data); - end - % make sure we didn't throw away huge amounts... - if numel(data)0.60) % more than 60% subzero - warning('TASBE:NegativeFCS','More than 60%% of channel %s negative (%.1f%%) in ''%s''',getName(CM.Channels{i}),100*frac_neg,filename); - end - end - - % Remove autofluorescence - no_AF_data = zeros(size(rawdata)); - for i=1:numel(CM.Channels) - no_AF_data(:,i) = rawdata(:,i)-getMean(CM.autofluorescence_model{i}); - end - % make sure nothing's below 1, for compensation and geometric statistics - % (compensation can be badly thrown off by negative values) - if(floor), no_AF_data(no_AF_data<1) = 1; end - % Compensate for spectral bleed - data = color_compensate(CM.compensation_model,no_AF_data); - % Return autofluorescence, if desired - if(with_AF) - for i=1:numel(CM.Channels) - data(:,i) = data(:,i)+getMean(CM.autofluorescence_model{i}); - end - end - % make sure nothing's below 1, for geometric statistics - if(floor), data(data<1) = 1; end - diff --git a/@ColorModel/resolve.m b/@ColorModel/resolve.m deleted file mode 100644 index 218c05d0..00000000 --- a/@ColorModel/resolve.m +++ /dev/null @@ -1,69 +0,0 @@ -% Copyright (C) 2010-2017, Raytheon BBN Technologies and contributors listed -% in the AUTHORS file in TASBE analytics package distribution's top directory. -% -% This file is part of the TASBE analytics package, and is distributed -% under the terms of the GNU General Public License, with a linking -% exception, as described in the file LICENSE in the TASBE analytics -% package distribution's top directory. - -function CM=resolve(CM, settings) % call after construction and configuration - % fill in channel descriptors from designated file (default = beadfile) - if hasSetting(settings,'channel_template_file'), - template = getSetting(settings,'channel_template_file'); - else template = CM.BeadFile; - end; - [fcsdat fcshdr] = fca_readfcs(template); - % Remember channel descriptions, for later confirmation - for i=1:numel(CM.Channels), - [ignored desc] = get_fcs_color(fcsdat,fcshdr,getName(CM.Channels{i})); - CM.Channels{i} = setDescription(CM.Channels{i},desc); - % TODO: figure out how to add FSC and SSC channel descriptions (used by filters) for confirmation - end - - % build model - % First, unit translation from beads - if hasSetting(settings,'override_units') - k_MEFL = getSetting(settings,'override_units'); - CM.unit_translation = UnitTranslation('Specified',k_MEFL,[],[],{}); - warning('TASBE:ColorModel','Warning: overriding units with specified k_MEFL value of %d',k_MEFL); - else - CM.unit_translation = beads_to_mefl_model(CM,settings,CM.BeadFile); - end - - % Next, autofluorescence and compensation model - CM.autofluorescence_model = computeAutoFluorescence(CM,settings); - if hasSetting(settings,'override_compensation') - matrix = getSetting(settings,'override_compensation'); - warning('TASBE:ColorModel','Warning: overriding compensation model with specified values.'); - CM.compensation_model = LinearCompensationModel(matrix, zeros(size(matrix))); - else - CM.compensation_model = computeColorCompensation(CM,settings); - end - CM.initialized = 0.5; % enough to read in AU - if CM.compensation_plot, plot_compensated_controls(CM,settings); end; - - % finally, color translation model - if hasSetting(settings,'override_translation') - scales = getSetting(settings,'override_translation'); - color_translation_model = ColorTranslationModel(CM.Channels,scales); - for i=1:numel(CM.Channels), - if(CM.Channels{i}==CM.FITC_channel) i_fitc = i; end; - end - for i=1:numel(CM.Channels), - if(CM.Channels{i}==CM.FITC_channel) continue; end; - AFMi = CM.autofluorescence_model{i}; - k_MEFL=getK_MEFL(CM.unit_translation); - CM.autofluorescence_model{i}=MEFLize(AFMi,scales(i,i_fitc),k_MEFL); - end - warning('TASBE:ColorModel','Warning: overriding translation scaling with specified values.'); - else - [color_translation_model CM] = computeColorTranslations(CM, settings); - end - CM.color_translation_model = color_translation_model; - CM.initialized = 1; % enough to read in (pseudo)MEFL - - %if ~confirm_MEFL_translations(CM), return; end;% if can't translate all to MEFL, then warn and stop here - [ok CM] = confirm_MEFL_translations(CM);% warn if can't translate all to MEFL - - CM.noise_model = computeNoiseModel(CM,settings); - diff --git a/@ColorModel/set_FITC_channel_name.m b/@ColorModel/set_FITC_channel_name.m deleted file mode 100644 index a9194b6b..00000000 --- a/@ColorModel/set_FITC_channel_name.m +++ /dev/null @@ -1,18 +0,0 @@ -% Copyright (C) 2010-2017, Raytheon BBN Technologies and contributors listed -% in the AUTHORS file in TASBE analytics package distribution's top directory. -% -% This file is part of the TASBE analytics package, and is distributed -% under the terms of the GNU General Public License, with a linking -% exception, as described in the file LICENSE in the TASBE analytics -% package distribution's top directory. - -function CM=set_FITC_channel_name(CM, v) - CM.FITC_channel_name=v; - found=false; - for i=1:numel(CM.Channels), - if(strcmp(CM.FITC_channel_name,getName(CM.Channels{i}))), - CM.FITC_channel = CM.Channels{i}; found=true; break; - end; - end; - if(~found), error('Unable to find FITC channel %s',CM.FITC_channel_name); end; - diff --git a/@ColorModel/set_bead_batch.m b/@ColorModel/set_bead_batch.m deleted file mode 100644 index 952087bb..00000000 --- a/@ColorModel/set_bead_batch.m +++ /dev/null @@ -1,10 +0,0 @@ -% Copyright (C) 2010-2017, Raytheon BBN Technologies and contributors listed -% in the AUTHORS file in TASBE analytics package distribution's top directory. -% -% This file is part of the TASBE analytics package, and is distributed -% under the terms of the GNU General Public License, with a linking -% exception, as described in the file LICENSE in the TASBE analytics -% package distribution's top directory. - -function CM=set_bead_batch(CM, v) - CM.bead_batch=v; diff --git a/@ColorModel/set_bead_max.m b/@ColorModel/set_bead_max.m deleted file mode 100644 index 976a2938..00000000 --- a/@ColorModel/set_bead_max.m +++ /dev/null @@ -1,10 +0,0 @@ -% Copyright (C) 2010-2017, Raytheon BBN Technologies and contributors listed -% in the AUTHORS file in TASBE analytics package distribution's top directory. -% -% This file is part of the TASBE analytics package, and is distributed -% under the terms of the GNU General Public License, with a linking -% exception, as described in the file LICENSE in the TASBE analytics -% package distribution's top directory. - -function CM=set_bead_max(CM, v) - CM.bead_max=v; diff --git a/@ColorModel/set_bead_min.m b/@ColorModel/set_bead_min.m deleted file mode 100644 index 219047c0..00000000 --- a/@ColorModel/set_bead_min.m +++ /dev/null @@ -1,10 +0,0 @@ -% Copyright (C) 2010-2017, Raytheon BBN Technologies and contributors listed -% in the AUTHORS file in TASBE analytics package distribution's top directory. -% -% This file is part of the TASBE analytics package, and is distributed -% under the terms of the GNU General Public License, with a linking -% exception, as described in the file LICENSE in the TASBE analytics -% package distribution's top directory. - -function CM=set_bead_min(CM, v) - CM.bead_min=v; diff --git a/@ColorModel/set_bead_model.m b/@ColorModel/set_bead_model.m deleted file mode 100644 index 5b90baea..00000000 --- a/@ColorModel/set_bead_model.m +++ /dev/null @@ -1,10 +0,0 @@ -% Copyright (C) 2010-2017, Raytheon BBN Technologies and contributors listed -% in the AUTHORS file in TASBE analytics package distribution's top directory. -% -% This file is part of the TASBE analytics package, and is distributed -% under the terms of the GNU General Public License, with a linking -% exception, as described in the file LICENSE in the TASBE analytics -% package distribution's top directory. - -function CM=set_bead_model(CM, v) - CM.bead_model=v; diff --git a/@ColorModel/set_bead_peak_threshold.m b/@ColorModel/set_bead_peak_threshold.m deleted file mode 100644 index 733f0818..00000000 --- a/@ColorModel/set_bead_peak_threshold.m +++ /dev/null @@ -1,10 +0,0 @@ -% Copyright (C) 2010-2017, Raytheon BBN Technologies and contributors listed -% in the AUTHORS file in TASBE analytics package distribution's top directory. -% -% This file is part of the TASBE analytics package, and is distributed -% under the terms of the GNU General Public License, with a linking -% exception, as described in the file LICENSE in the TASBE analytics -% package distribution's top directory. - -function CM=set_bead_peak_threshold(CM, v) - CM.bead_peak_threshold=v; diff --git a/@ColorModel/set_bead_plot.m b/@ColorModel/set_bead_plot.m deleted file mode 100644 index 6caada32..00000000 --- a/@ColorModel/set_bead_plot.m +++ /dev/null @@ -1,10 +0,0 @@ -% Copyright (C) 2010-2017, Raytheon BBN Technologies and contributors listed -% in the AUTHORS file in TASBE analytics package distribution's top directory. -% -% This file is part of the TASBE analytics package, and is distributed -% under the terms of the GNU General Public License, with a linking -% exception, as described in the file LICENSE in the TASBE analytics -% package distribution's top directory. - -function CM=set_bead_plot(CM,v) - CM.bead_plot =v; diff --git a/@ColorModel/set_noise_plot.m b/@ColorModel/set_noise_plot.m deleted file mode 100644 index 6df518d1..00000000 --- a/@ColorModel/set_noise_plot.m +++ /dev/null @@ -1,10 +0,0 @@ -% Copyright (C) 2010-2017, Raytheon BBN Technologies and contributors listed -% in the AUTHORS file in TASBE analytics package distribution's top directory. -% -% This file is part of the TASBE analytics package, and is distributed -% under the terms of the GNU General Public License, with a linking -% exception, as described in the file LICENSE in the TASBE analytics -% package distribution's top directory. - -function CM=set_noise_plot(CM,v) - CM.noise_plot=v; diff --git a/@ColorModel/set_translation_channel_min.m b/@ColorModel/set_translation_channel_min.m deleted file mode 100644 index 4f92e2e9..00000000 --- a/@ColorModel/set_translation_channel_min.m +++ /dev/null @@ -1,10 +0,0 @@ -% Copyright (C) 2010-2017, Raytheon BBN Technologies and contributors listed -% in the AUTHORS file in TASBE analytics package distribution's top directory. -% -% This file is part of the TASBE analytics package, and is distributed -% under the terms of the GNU General Public License, with a linking -% exception, as described in the file LICENSE in the TASBE analytics -% package distribution's top directory. - -function CM=set_translation_channel_min(CM, v) - CM.translation_channel_min=v; diff --git a/@ColorModel/set_translation_channel_min_samples.m b/@ColorModel/set_translation_channel_min_samples.m deleted file mode 100644 index 9dacae24..00000000 --- a/@ColorModel/set_translation_channel_min_samples.m +++ /dev/null @@ -1,10 +0,0 @@ -% Copyright (C) 2010-2017, Raytheon BBN Technologies and contributors listed -% in the AUTHORS file in TASBE analytics package distribution's top directory. -% -% This file is part of the TASBE analytics package, and is distributed -% under the terms of the GNU General Public License, with a linking -% exception, as described in the file LICENSE in the TASBE analytics -% package distribution's top directory. - -function CM=set_translation_channel_min_samples(CM, v) - CM.translation_channel_min_samples=v; diff --git a/@ColorModel/set_translation_plot.m b/@ColorModel/set_translation_plot.m deleted file mode 100644 index ed70718b..00000000 --- a/@ColorModel/set_translation_plot.m +++ /dev/null @@ -1,10 +0,0 @@ -% Copyright (C) 2010-2017, Raytheon BBN Technologies and contributors listed -% in the AUTHORS file in TASBE analytics package distribution's top directory. -% -% This file is part of the TASBE analytics package, and is distributed -% under the terms of the GNU General Public License, with a linking -% exception, as described in the file LICENSE in the TASBE analytics -% package distribution's top directory. - -function CM=set_translation_plot(CM, v) - CM.translation_plot=v; diff --git a/@ColorTranslationModel/translate.m b/@ColorTranslationModel/translate.m deleted file mode 100644 index e417ec70..00000000 --- a/@ColorTranslationModel/translate.m +++ /dev/null @@ -1,18 +0,0 @@ -% Copyright (C) 2010-2017, Raytheon BBN Technologies and contributors listed -% in the AUTHORS file in TASBE analytics package distribution's top directory. -% -% This file is part of the TASBE analytics package, and is distributed -% under the terms of the GNU General Public License, with a linking -% exception, as described in the file LICENSE in the TASBE analytics -% package distribution's top directory. - -function translated = translate(CTM,data,original,final) - if(original==final), translated=data; return; end; - % Color_j = matrix( - i = indexof(CTM.Channels,original); - if(i==-1), error('Missing translation channel: %s',getPrintName(original)); end; - j = indexof(CTM.Channels,final); - if(j==-1), error('Missing translation channel: %s',getPrintName(final)); end; - if(isnan(CTM.scales(i,j))), error('No pairwise translation for %s to %s',getPrintName(original),getPrintName(final)); end; - - translated = CTM.scales(i,j) * data; diff --git a/@Experiment/Experiment.m b/@Experiment/Experiment.m deleted file mode 100644 index 991ae591..00000000 --- a/@Experiment/Experiment.m +++ /dev/null @@ -1,42 +0,0 @@ -% Copyright (C) 2010-2017, Raytheon BBN Technologies and contributors listed -% in the AUTHORS file in TASBE analytics package distribution's top directory. -% -% This file is part of the TASBE analytics package, and is distributed -% under the terms of the GNU General Public License, with a linking -% exception, as described in the file LICENSE in the TASBE analytics -% package distribution's top directory. - - - %EXPERIMENT Holds experiment files and description. Can have only a - %subset of channels, but three parameters should be passed to the - %constructor (even if some are '') the constructor checks for - %parameters of the Channel class. - -% ExperimentName -% InducerNames -% InducerLevelsToFiles % This is an array with the first columns being inducer levels and the last column a list of filenames -% % Below is not yet handled: -% ProteinName % e.g. Tal -% Construct % text for defining the construct that produced the data -% Conditions % text for explaining the experiment conditions -% Notes % text for anything related to this experiment -% ExperimentDate -% ExperiemntTime - function E = Experiment(Name, InducerNames, InducerLevelsToFiles) - E.ExperimentName=[]; - E.InducerNames=[]; - E.InducerLevelsToFiles=[]; - E.ProteinName =[]; - E.Construct =[]; - - - if nargin > 0 - E.ExperimentName = Name; - E.InducerNames = InducerNames; - E.InducerLevelsToFiles = InducerLevelsToFiles; - end; - E=class(E,'Experiment'); - - -% C1 = Channel('red','TxRed','r') -% example: E = Experiment({'Dox'}, {0, {'Dox0.fcs'}; 1, {'Dox1.cs'}; 10, {'Dox10.fcs', 'Dox10b.fcs'}}, C1, '', '') diff --git a/@OutputSettings/OutputSettings.m b/@OutputSettings/OutputSettings.m deleted file mode 100644 index 5aaf6726..00000000 --- a/@OutputSettings/OutputSettings.m +++ /dev/null @@ -1,45 +0,0 @@ -% Copyright (C) 2010-2017, Raytheon BBN Technologies and contributors listed -% in the AUTHORS file in TASBE analytics package distribution's top directory. -% -% This file is part of the TASBE analytics package, and is distributed -% under the terms of the GNU General Public License, with a linking -% exception, as described in the file LICENSE in the TASBE analytics -% package distribution's top directory. - -%OUTPUTSETTINGS Summary of this class goes here -% Detailed explanation goes here -function OS = OutputSettings(StemName, DeviceName, Description, Directory, FigureSize) - OS.StemName=''; - OS.DeviceName=''; - OS.Description=''; - OS.Directory='./'; % Default is current directory (might be wrong for windows) - OS.FixedInducerAxis = []; % fixed -> [min max] - OS.FixedInputAxis = []; % fixed -> [min max] - OS.FixedNormalizedInputAxis = []; % fixed -> [min max] - OS.FixedOutputAxis = []; % fixed -> [min max] - OS.FixedNormalizedOutputAxis = []; % fixed -> [min max] - OS.FixedXAxis = []; % fixed -> [min max] - OS.FixedYAxis = []; % fixed -> [min max] - OS.ColorPlots = true; - OS.PlotPopulation = true; - OS.PlotNormalized = true; - OS.PlotNonnormalized = true; - OS.PlotEveryN = 1; - OS.PlotTickMarks = false; - OS.FigureSize = []; - OS.csvfile = []; % may be either an fid or a string - - if nargin > 0 - OS.StemName = StemName; - OS.DeviceName = DeviceName; - OS.Description = Description; - if nargin > 3, OS.Directory = Directory; end - if nargin > 4, OS.FigureSize = FigureSize; end - end; - %FY: I intentionally commented out the following class statement. - %There is method for this class thus it is as good as a struct. - - %OS=class(OS,'OutputSettings'); - - - diff --git a/@PlasmidExpressionModel/estimate_fraction_active.m b/@PlasmidExpressionModel/estimate_fraction_active.m deleted file mode 100644 index 6332a9df..00000000 --- a/@PlasmidExpressionModel/estimate_fraction_active.m +++ /dev/null @@ -1,18 +0,0 @@ -% Copyright (C) 2010-2017, Raytheon BBN Technologies and contributors listed -% in the AUTHORS file in TASBE analytics package distribution's top directory. -% -% This file is part of the TASBE analytics package, and is distributed -% under the terms of the GNU General Public License, with a linking -% exception, as described in the file LICENSE in the TASBE analytics -% package distribution's top directory. - -function active = estimate_fraction_active(PEM,MEFLs) - active = zeros(size(MEFLs)); - for i=1:numel(MEFLs) - if isnan(MEFLs(i)), active(i) = NaN; continue; end; - binCenters = get_bin_centers(PEM.bins); - idx = find(binCenters(1:end-1)<=MEFLs(i) & binCenters(2:end)>=MEFLs(i),1); - ratio = log10(MEFLs(i)/binCenters(idx))/log10(get_bin_widths(PEM.bins)); - active(i) = (1-ratio)*PEM.fraction_active(idx) + ratio*PEM.fraction_active(idx+1); - end - diff --git a/@TASBESettings/TASBESettings.m b/@TASBESettings/TASBESettings.m deleted file mode 100644 index 9b7638be..00000000 --- a/@TASBESettings/TASBESettings.m +++ /dev/null @@ -1,12 +0,0 @@ -% Copyright (C) 2010-2017, Raytheon BBN Technologies and contributors listed -% in the AUTHORS file in TASBE analytics package distribution's top directory. -% -% This file is part of the TASBE analytics package, and is distributed -% under the terms of the GNU General Public License, with a linking -% exception, as described in the file LICENSE in the TASBE analytics -% package distribution's top directory. - -function S = TASBESettings() -%SETTINGS Creates a set of settings - S.settings = struct(); - S=class(S,'TASBESettings'); diff --git a/@TASBESettings/getSetting.m b/@TASBESettings/getSetting.m deleted file mode 100644 index 4c24c5f4..00000000 --- a/@TASBESettings/getSetting.m +++ /dev/null @@ -1,18 +0,0 @@ -% Copyright (C) 2010-2017, Raytheon BBN Technologies and contributors listed -% in the AUTHORS file in TASBE analytics package distribution's top directory. -% -% This file is part of the TASBE analytics package, and is distributed -% under the terms of the GNU General Public License, with a linking -% exception, as described in the file LICENSE in the TASBE analytics -% package distribution's top directory. - -function y = getSetting(S, key, default) - if hasSetting(S,key) - y = S.settings.(key); - else - if nargin>=3 % has default - y = default; - else - error(['Requested setting ' key ' which does not exist.']); - end - end diff --git a/@TASBESettings/hasSetting.m b/@TASBESettings/hasSetting.m deleted file mode 100644 index b2f18221..00000000 --- a/@TASBESettings/hasSetting.m +++ /dev/null @@ -1,10 +0,0 @@ -% Copyright (C) 2010-2017, Raytheon BBN Technologies and contributors listed -% in the AUTHORS file in TASBE analytics package distribution's top directory. -% -% This file is part of the TASBE analytics package, and is distributed -% under the terms of the GNU General Public License, with a linking -% exception, as described in the file LICENSE in the TASBE analytics -% package distribution's top directory. - -function b = hasSetting(S,key) - b = ismember(key, fieldnames(S.settings)); diff --git a/@TASBESettings/setSetting.m b/@TASBESettings/setSetting.m deleted file mode 100644 index 2fe8b36d..00000000 --- a/@TASBESettings/setSetting.m +++ /dev/null @@ -1,10 +0,0 @@ -% Copyright (C) 2010-2017, Raytheon BBN Technologies and contributors listed -% in the AUTHORS file in TASBE analytics package distribution's top directory. -% -% This file is part of the TASBE analytics package, and is distributed -% under the terms of the GNU General Public License, with a linking -% exception, as described in the file LICENSE in the TASBE analytics -% package distribution's top directory. - -function S=setSetting(S,key,value) - S.settings.(key) = value; diff --git a/@UnitTranslation/getK_MEFL.m b/@UnitTranslation/getK_MEFL.m deleted file mode 100644 index 8a50c274..00000000 --- a/@UnitTranslation/getK_MEFL.m +++ /dev/null @@ -1,10 +0,0 @@ -% Copyright (C) 2010-2017, Raytheon BBN Technologies and contributors listed -% in the AUTHORS file in TASBE analytics package distribution's top directory. -% -% This file is part of the TASBE analytics package, and is distributed -% under the terms of the GNU General Public License, with a linking -% exception, as described in the file LICENSE in the TASBE analytics -% package distribution's top directory. - -function y=getK_MEFL(UT) - y=UT.k_MEFL; diff --git a/AUTHORS b/AUTHORS index 830076e1..f0bbdf1f 100644 --- a/AUTHORS +++ b/AUTHORS @@ -4,27 +4,26 @@ The core functionalities of the TASBE Flow Analytics package was originally created at BBN Technologies in 2010-2011 in support of the "Tool-Chain to Accelerate Synthetic Biological Engineering" project. It was then organized and systematized in 2012 and has been -improved contiuously ever since in response to evolving usage needs. +improved continuously ever since in response to evolving usage needs. -The main authors of the TASBE Flow Analytics package are: +The original authors of the TASBE Flow Analytics package are: Jacob Beal, Aaron Adler, and Fusun Yaman. +Additional contributors (alphabetically): -If you make use of the TASBE Flow Analytics package, please cite -the following two publications: + James Gentile, Meher Samineni, Jed Singer, Lisa Tiberio, Cassandra Overney -* Jacob Beal, "Bridging the Gap: A Roadmap to Breaking the Biological - Design Barrier," Frontiers in Bioengineering and Biotechnology, - 2:87. doi:10.3389/fbioe.2014.00087, January 2015. +If you make use of the TASBE Flow Analytics package, please cite +the following publication: -* Jacob Beal, Ron Weiss, Fusun Yaman, Noah Davidsohn, and Aaron Adler, - "A Method for Fast, High- Precision Characterization of Synthetic - Biology Devices," MIT CSAIL Tech Report 2012-008, April 2012. +* Jacob Beal, Cassandra Overney, Aaron Adler, Fusun Yaman, Lisa Tiberio, + and Meher Samineni, "TASBE Flow Analytics: A Package for Calibrated Flow + Cytometry Analysis," ACS Synthetic Biology, online May 2019. -Development of the TASBE Flow Analytics was partially supported by -DARPA under contracts HR0011-10-C-0168 and W911NF-11-054 and by NSF -Award #1522074; all views and conclusions embodied in this -distribution are those of the authors and not DARPA, NSF, or the -U.S. Government. +Development of TASBE Flow Analytics has been partially supported by +DARPA under contracts HR0011-10-C-0168, W911NF-11-054, FA8750-17-C-0231, +and W911NF-17-2-0098 and by NSF Award #1522074 and #8600021241. +All views and conclusions embodied in this distribution are those of the +authors and not DARPA, NSF, or the U.S. Government. diff --git a/AutogateParameters.m b/AutogateParameters.m deleted file mode 100644 index f9b84d70..00000000 --- a/AutogateParameters.m +++ /dev/null @@ -1,24 +0,0 @@ -% Copyright (C) 2010-2017, Raytheon BBN Technologies and contributors listed -% in the AUTHORS file in TASBE analytics package distribution's top directory. -% -% This file is part of the TASBE analytics package, and is distributed -% under the terms of the GNU General Public License, with a linking -% exception, as described in the file LICENSE in the TASBE analytics -% package distribution's top directory. -% -% ANALYSISPARAMETERS Parameters that are necessary for analysis of experiment - -function AGP = AutogateParameters() - -AGP.deviations = 2.0; % Number of standard deviations within which data is selected -AGP.tightening = 0.0; % Amount that selected components are further tightened (range: [0,1] -AGP.k_components = 2; % number of gaussian components searched for -AGP.channel_names = {'FSC-A','SSC-A','FSC-H','FSC-W','SSC-H','SSC-W'}; -AGP.fraction = 0.95; % Fraction of range considered saturated and thus excluded from computation -AGP.selected_components = []; -% Display: -AGP.show_nonselected = true; -AGP.visible = false; -AGP.largeoutliers = true; -AGP.range = []; -AGP.density = 1; diff --git a/BeadCatalog.xls b/BeadCatalog.xls deleted file mode 100644 index 5da75548..00000000 Binary files a/BeadCatalog.xls and /dev/null differ diff --git a/BeadCatalog.xlsx b/BeadCatalog.xlsx new file mode 100644 index 00000000..9ddfcf5a Binary files /dev/null and b/BeadCatalog.xlsx differ diff --git a/LICENSE b/LICENSE index d8ab7a90..e06a750c 100644 --- a/LICENSE +++ b/LICENSE @@ -1,6 +1,6 @@ TASBE Flow Analytics is Copyright (C) 2012-2017, Raytheon BBN -Technologies and contributors listed in the AUTHORS file in TASBE -BioCompiler distribution's top directory. +Technologies and contributors listed in the AUTHORS file in the +TASBE Flow Analytics distribution's top directory. TASBE Flow Analytics is free software; you can redistribute it and/or modify it under the terms of the GNU General Public License as @@ -15,7 +15,7 @@ MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the GNU General Public License for more details. You should have received a copy of the GNU General Public License -along with the BioCompiler; see the file ./GPLv3. If not, write to +along with TASBE Flow Analytics; see the file ./GPLv3. If not, write to the Free Software Foundation, Inc., 51 Franklin Street, Fifth Floor, Boston, MA 02110-1301 USA. diff --git a/Makefile b/Makefile new file mode 100644 index 00000000..5b355a99 --- /dev/null +++ b/Makefile @@ -0,0 +1,176 @@ +.PHONY: help \ + install-matlab install-octave install \ + uninstall-matlab uninstall-octave uninstall \ + test-matlab test-octave test + +MATLAB?=matlab +OCTAVE?=octave + +PACKAGEDIR=$(CURDIR) +TESTDIR=$(CURDIR)/tests +ROOTDIR=$(CURDIR)/code + +ADDPATH=orig_dir=pwd();cd('$(PACKAGEDIR)');tasbe_set_path();cd(orig_dir) +RMPATH=rmpath('$(PACKAGEDIR)'); +SAVEPATH=savepath();exit(0) + +INSTALL=$(ADDPATH);$(SAVEPATH) +UNINSTALL=$(RMPATH);$(SAVEPATH) + +help: + @echo "Usage: make , where is one of:" + @echo "------------------------------------------------------------------" + @echo " install to add TASBEFlowAnalytics to the Matlab and " + @echo " GNU Octave search paths, using whichever is present" + @echo " uninstall to remove TASBEFlowAnalytics from the Matlab and GNU" + @echo " Octave search paths, using whichever is" + @echo " present" + @echo " test to run tests using the Matlab and GNU Octave" + @echo " search paths, whichever is present" + @echo "" + @echo " install-matlab to add TASBEFlowAnalytics to the Matlab search path" + @echo " install-octave to add TASBEFlowAnalytics to the GNU Octave search path" + @echo " uninstall-matlab to remove TASBEFlowAnalytics from the Matlab search path" + @echo " uninstall-octave to remove TASBEFlowAnalytics from the GNU Octave search" + @echo " path" + @echo " test-matlab to run tests using Matlab" + @echo " test-octave to run tests using GNU Octave" + @echo "------------------------------------------------------------------" + @echo "" + @echo "Environmental variables:" + @echo " WITH_COVERAGE Enable line coverage registration" + @echo " JUNIT_XML_FILE Rest results XML output" + @echo " COVER Directory to compute line coverage for" + @echo " COVER_XML_FILE Coverage XML output filename " + @echo " COVER_JSON_FILE Coverage JSON output filename" + @echo " COVER_HTML_DIR Coverage HTML output directory" + @echo " COVER_HTML_DIR Coverage HTML output directory" + @echo " RUN_DOC_TEST If set, run documentation tests" + @echo "" + +RUNTESTS_ARGS?='-verbose' +TEST_RUNNER?=moxunit_runtests + +ifdef RUN_DOC_TEST + RUNTESTS_ARGS+=,'${ROOTDIR}' + TEST_RUNNER=modox_runtests +else + RUNTESTS_ARGS+=,'${TESTDIR}' + ifdef JUNIT_XML_FILE + RUNTESTS_ARGS +=,'-junit_xml_file','$(JUNIT_XML_FILE)' + endif + + ifdef WITH_COVERAGE + ifndef COVER + #$(error COVER variable must be set when using WITH_COVERAGE) + endif + RUNTESTS_ARGS+=,'-with_coverage','-cover','$(COVER)' + export COVER + + ifdef COVER_XML_FILE + RUNTESTS_ARGS+=,'-cover_xml_file','$(COVER_XML_FILE)' + export COVER_XML_FILE + endif + + ifdef COVER_HTML_DIR + RUNTESTS_ARGS+=,'-cover_html_dir','$(COVER_HTML_DIR)' + export COVER_HTML_DIR + endif + + ifdef COVER_JSON_FILE + RUNTESTS_ARGS+=,'-cover_json_file','$(COVER_JSON_FILE)' + export COVER_JSON_FILE + endif + + ifdef JUNIT_XML_FILE + RUNTESTS_ARGS+=,'-junit_xml_file','$(JUNIT_XML_FILE)' + export JUNIT_XML_FILE + endif + endif + TEST_RUNNER=moxunit_runtests +endif + +TEST_INIT=addpath('$(TESTDIR)');TASBEConfig.reset();TASBEConfig.set('testing.fakeFigureSaves',1);warning('off','backtrace');warning('off','TASBE:outputfig:TestMode');warning('off','TASBE:outputfig:MakeDirectory'); +TEST=$(ADDPATH);$(TEST_INIT);success=$(TEST_RUNNER)($(RUNTESTS_ARGS));exit(~success); + +MATLAB_BIN=$(shell which $(MATLAB)) +OCTAVE_BIN=$(shell which $(OCTAVE)) + +ifeq ($(MATLAB_BIN),) + # for Apple OSX, try to locate Matlab elsewhere if not found + MATLAB_BIN=$(shell ls /Applications/MATLAB_R20*/bin/${MATLAB} 2>/dev/null | tail -1) +endif + +MATLAB_RUN=$(MATLAB_BIN) -nodisplay -nosplash -r +OCTAVE_RUN=$(OCTAVE_BIN) --no-gui --quiet --eval + +install-matlab: + @if [ -n "$(MATLAB_BIN)" ]; then \ + $(MATLAB_RUN) "$(INSTALL)"; \ + else \ + echo "matlab binary could not be found, skipping"; \ + fi; + +install-octave: + @if [ -n "$(OCTAVE_BIN)" ]; then \ + $(OCTAVE_RUN) "$(INSTALL)"; \ + else \ + echo "octave binary could not be found, skipping"; \ + fi; + +install: + @if [ -z "$(MATLAB_BIN)$(OCTAVE_BIN)" ]; then \ + @echo "Neither matlab binary nor octave binary could be found" \ + exit 1; \ + fi; + $(MAKE) install-matlab + $(MAKE) install-octave + + +uninstall-matlab: + @if [ -n "$(MATLAB_BIN)" ]; then \ + $(MATLAB_RUN) "$(UNINSTALL)"; \ + else \ + echo "matlab binary could not be found, skipping"; \ + fi; + +uninstall-octave: + @if [ -n "$(OCTAVE_BIN)" ]; then \ + $(OCTAVE_RUN) "$(UNINSTALL)"; \ + else \ + echo "octave binary could not be found, skipping"; \ + fi; + +uninstall: + @if [ -z "$(MATLAB_BIN)$(OCTAVE_BIN)" ]; then \ + @echo "Neither matlab binary nor octave binary could be found" \ + exit 1; \ + fi; + $(MAKE) uninstall-matlab + $(MAKE) uninstall-octave + + +test-matlab: + @if [ -n "$(MATLAB_BIN)" ]; then \ + $(MATLAB_RUN) "$(TEST)"; \ + else \ + echo "matlab binary could not be found, skipping"; \ + fi; + +test-octave: + @if [ -n "$(OCTAVE_BIN)" ]; then \ + $(OCTAVE_RUN) "pkg load io; warning ('off', 'Octave:divide-by-zero'); $(TEST)"; \ + else \ + echo "octave binary could not be found, skipping"; \ + fi; + +test: + @if [ -z "$(MATLAB_BIN)$(OCTAVE_BIN)" ]; then \ + @echo "Neither matlab binary nor octave binary could be found" \ + exit 1; \ + fi; + $(MAKE) test-matlab + $(MAKE) test-octave + + + diff --git a/README.md b/README.md index 47183697..fee279cf 100644 --- a/README.md +++ b/README.md @@ -1,9 +1,71 @@ -This is the TASBE Flow Analytics package, release 1.0.0-alpha +# [TASBE Flow Analytics](https://tasbe.github.io/TASBE/) -This project is intended to be run using either Matlab or Octave. -To use the package, you should either add it to your path, e.g.: +TASBE Flow Analytics is a flow cytometry analysis package. +Documentation, templates, and the Excel user interface are stored in the [TASBE Tutorial project](https://github.com/TASBE/TASBEFlowAnalytics-tutorial) and in the [TASBE project website](https://tasbe.github.io/). - addpath('path to package'); +An introductory tutorial on flow cytometry, calibration, and data interpretation can be found in the [iGEM Fluorescence Tutorials](https://github.com/iGEM-Measurement-Tools/Fluorescence-Tutorials). + +**If you make use of the TASBE Flow Analytics package, please cite +the following publication:** + +* Jacob Beal, Cassandra Overney, Aaron Adler, Fusun Yaman, Lisa Tiberio, and Meher Samineni. "TASBE Flow Analytics: A Package for Calibrated Flow Cytometry Analysis," ACS Synthetic Biology, 8(7), pp 1524--1529, May 2019 + +## Build status: +[![Build Status](https://travis-ci.org/TASBE/TASBEFlowAnalytics.svg?branch=master)](https://travis-ci.org/TASBE/TASBEFlowAnalytics) for this project + +[![Build Status](https://travis-ci.org/TASBE/TASBEFlowAnalytics-Tutorial.svg?branch=master)](https://travis-ci.org/TASBE/TASBEFlowAnalytics-Tutorial) for tutorial and templates + +## Features + +- Runs on both Matlab and Octave, and from Python/Jupyter via oct2py +- User-friendly Excel interface with run buttons that currently only work on Windows +- Flow cytometry analysis +- Plotting and comparison templates for many experiments, including comparative analysis and parametric analysis +- Output of "point clouds", histograms, and key statistics +- Unit conversion to ERF from multiple channels +- Compensation for autofluorescence and spectral overlap +- Automation-assisted gating +- Automatic "sanity check" warnings and detailed diagnostic reports +- Scriptable for high-throughput analysis +- Distributed under a permissive free and open license + +**If you make use of the TASBE Flow Analytics package, please cite +the following publication:** + +* Jacob Beal, Cassandra Overney, Aaron Adler, Fusun Yaman, Lisa Tiberio, and Meher Samineni, + "TASBE Flow Analytics: A Package for Calibrated Flow Cytometry Analysis," + ACS Synthetic Biology, online May 2019. + +## Installation + +- Dependencies: + + - If you are using Matlab, TASBE prefers to have the `stats` package installed (though it can use alternate code) + - If you are using Octave, TASBE depends on the `io` package (recommended version 2.4.10) + + - This can typically be installed with `octave --no-gui --quiet --eval "pkg install -forge io"` + +- Installation on Apple OSX or GNU/Linux using the shell: + + ```bash + git clone https://github.com/TASBE/TASBEFlowAnalytics.git + cd TASBEFlowAnalytics + make install + ``` + This will add the TASBEFlowAnalyics directory to the Matlab and/or GNU Octave searchpath. If both Matlab and GNU Octave are available on your machine, it will install TASBEFlowAnalyics for both. + +- Installation on Windows (or manual installation on Mac/Linux): + - Download the package from [GitHub](https://github.com/TASBE/TASBEFlowAnalyics) + - Start Matlab or Octave + - Go to the ``TASBEFlowAnalytics`` directory + - Run the installation command by hand: + + ``` + tasbe_set_path(); savepath(); + ``` +- **Optional:** If you want to run the test files, install [MOxUnit](https://github.com/MOxUnit/MOxUnit), and install the tutorial/example package from [GitHub](https://github.com/TASBE/TASBEFlowAnalyics-Tutorial) in a sibling directory to TASBEFlowAnalytics named `TASBEFlowAnalyics-Tutorial`. + +## Usage In use of this package, you will typically want to split your processing into three stages: @@ -12,4 +74,4 @@ processing into three stages: - Using a ColorModel for batch processing of experimental data - Comparison and plotting of the results of batch processing -Example files are provided that show how these stages typically work. +Example files are provided in the [TASBE Tutorial](https://github.com/TASBE/TASBEFlowAnalytics-tutorial) that show how these stages typically work. diff --git a/autodetect_gating.m b/autodetect_gating.m deleted file mode 100644 index b9acbdf1..00000000 --- a/autodetect_gating.m +++ /dev/null @@ -1,135 +0,0 @@ -% Copyright (C) 2010-2017, Raytheon BBN Technologies and contributors listed -% in the AUTHORS file in TASBE analytics package distribution's top directory. -% -% This file is part of the TASBE analytics package, and is distributed -% under the terms of the GNU General Public License, with a linking -% exception, as described in the file LICENSE in the TASBE analytics -% package distribution's top directory. - -function [gate model] = autodetect_gating(file,AGP) -% AGP = AutogateParameters -% Model is a gmdistribution - -[unscaled fcshdr rawfcs] = fca_readfcs(file); - -if(nargin<2), AGP = AutogateParameters(); end; - -n_channels = numel(AGP.channel_names); - -%%%%%%%%%%%%%%%%%%%%%%%%%%% -% Obtain and prefilter data - -% gather channel data -unfiltered_channel_data = cell(n_channels,1); -unfiltered_channel_data_arith = unfiltered_channel_data; -for i=1:n_channels, - unfiltered_channel_data_arith{i} = get_fcs_color(rawfcs,fcshdr,AGP.channel_names{i}); - unfiltered_channel_data{i} = log10(unfiltered_channel_data_arith{i}); -end; - -% filter channel data away from saturation points -which = ones(numel(unfiltered_channel_data{1}),1); -for i=1:n_channels, - valid = ~isinf(unfiltered_channel_data{i}) & ~isnan(unfiltered_channel_data{i}) & (unfiltered_channel_data_arith{i}>0); - bound = [min(unfiltered_channel_data{i}(valid)) max(unfiltered_channel_data{i}(valid))]; - span = bound(2)-bound(1); - range = [mean(bound)-span*AGP.fraction/2 mean(bound)+span*AGP.fraction/2]; - which = which & valid & unfiltered_channel_data{i}>range(1) & unfiltered_channel_data{i}= 1, type = 'image'; else type = 'contour'; end - -% Plot vs. gate: -gated = gate(fcshdr,rawfcs); -% compute component gates too -if AGP.show_nonselected, - fprintf('Computing individual components'); - c_gated = cell(AGP.k_components,1); - for i=1:AGP.k_components - tmp_model = model; - tmp_model.selected_components = eigsort(i); - c_gated{i} = autogate_filter(tmp_model,fcshdr,rawfcs); - fprintf('.'); - end - fprintf('\n'); -end - -for i=1:2:n_channels, - % handle odd number of channels by decrementing last: - if i==n_channels, i=i-1; end; - - % Show background: - h = figure('PaperPosition',[1 1 5 5]); - if ~AGP.visible, set(h,'visible','off'); end; - %smoothhist2D([channel_data{1} channel_data{2}],10,[200, 200],[],type,range,largeoutliers); - smoothhist2D([channel_data(:,i) channel_data(:,i+1)],5,[500, 500],[],type,AGP.range,AGP.largeoutliers); - xlabel(AGP.channel_names{i}); ylabel(AGP.channel_names{i+1}); - title('2D Gaussian Gate Fit'); - hold on; - - % Show components: - if AGP.show_nonselected, - component_color = [0.5 0.0 0.0]; - component_text = [0.8 0.0 0.0]; - for j=1:AGP.k_components - gated_sub = [log10(get_fcs_color(c_gated{j},fcshdr,AGP.channel_names{i})) log10(get_fcs_color(c_gated{j},fcshdr,AGP.channel_names{i+1}))]; - if size(gated_sub,1) > 3, - which = convhull(gated_sub(:,1),gated_sub(:,2)); - plot(gated_sub(which,1),gated_sub(which,2),'-','LineWidth',2,'Color',component_color); - text_x = mean(gated_sub(which,1)); text_y = mean(gated_sub(which,2)); - text(text_x,text_y,sprintf('Component %i',j),'Color',component_text); - end - end - end - - % Show gated: - gated_sub = [log10(get_fcs_color(gated,fcshdr,AGP.channel_names{i})) log10(get_fcs_color(gated,fcshdr,AGP.channel_names{i+1}))]; - which = convhull(gated_sub(:,1),gated_sub(:,2)); - plot(gated_sub(which,1),gated_sub(which,2),'r-','LineWidth',2); - - outputfig(h,sprintf('AutomaticGate-%s-vs-%s',AGP.channel_names{i},AGP.channel_names{i+1})); -end diff --git a/@AnalysisParameters/AnalysisParameters.m b/code/@AnalysisParameters/AnalysisParameters.m similarity index 80% rename from @AnalysisParameters/AnalysisParameters.m rename to code/@AnalysisParameters/AnalysisParameters.m index 594e6dd1..9d4affea 100644 --- a/@AnalysisParameters/AnalysisParameters.m +++ b/code/@AnalysisParameters/AnalysisParameters.m @@ -1,16 +1,16 @@ -% Copyright (C) 2010-2017, Raytheon BBN Technologies and contributors listed +% ANALYSISPARAMETERS contains parameters that are necessary for analysis of experiment +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed % in the AUTHORS file in TASBE analytics package distribution's top directory. % % This file is part of the TASBE analytics package, and is distributed % under the terms of the GNU General Public License, with a linking % exception, as described in the file LICENSE in the TASBE analytics % package distribution's top directory. -% -% ANALYSISPARAMETERS Parameters that are necessary for analysis of experiment -function AP = AnalysisParameters(bins, ChannelLabels, MEFLPerPlasmid) +function AP = AnalysisParameters(bins, ChannelLabels, ERFPerPlasmid) AP.version = tasbe_version(); - AP.MEFLPerPlasmid = 1000; % default value 1000 + AP.ERFPerPlasmid = 1000; % default value 1000 AP.use_autofluorescence = false; % if false, try to remove autofluorescence from results AP.min_valid_count = 100; % minimum number of cells per bin to be allowed AP.min_fraction_active = 0.9; % minimum fraction active to be considered valid in a bin @@ -25,7 +25,7 @@ AP.ChannelLabels = ChannelLabels; % e.g. {'constitutive', bluechannel; 'input', redchannel} end - if nargin > 2, AP.MEFLPerPlasmid = MEFLPerPlasmid; end + if nargin > 2, AP.ERFPerPlasmid = ERFPerPlasmid; end AP=class(AP,'AnalysisParameters'); diff --git a/@AnalysisParameters/getBins.m b/code/@AnalysisParameters/getBins.m similarity index 75% rename from @AnalysisParameters/getBins.m rename to code/@AnalysisParameters/getBins.m index c9e03b88..487f5d58 100644 --- a/@AnalysisParameters/getBins.m +++ b/code/@AnalysisParameters/getBins.m @@ -1,4 +1,6 @@ -% Copyright (C) 2010-2017, Raytheon BBN Technologies and contributors listed +% getBins returns the AnalysisParameter's bins property +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed % in the AUTHORS file in TASBE analytics package distribution's top directory. % % This file is part of the TASBE analytics package, and is distributed diff --git a/@AnalysisParameters/getChannel.m b/code/@AnalysisParameters/getChannel.m similarity index 59% rename from @AnalysisParameters/getChannel.m rename to code/@AnalysisParameters/getChannel.m index 0d14b24b..6b329844 100644 --- a/@AnalysisParameters/getChannel.m +++ b/code/@AnalysisParameters/getChannel.m @@ -1,4 +1,7 @@ -% Copyright (C) 2010-2017, Raytheon BBN Technologies and contributors listed +% getChannel returns channel with given an inputted AnalysisParameter and +% channel name +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed % in the AUTHORS file in TASBE analytics package distribution's top directory. % % This file is part of the TASBE analytics package, and is distributed @@ -9,9 +12,9 @@ function channel = getChannel(AP, name) channel_id = find(strcmp(AP.ChannelLabels(:,1),name)); if(numel(channel_id)>1) - error('Analysis specifies multiple "%s" channels',name); + TASBESession.error('TASBE:ColorModel','DuplicateChannels','Analysis specifies multiple "%s" channels',name); end if(numel(channel_id)==0) - error('Analysis does not specify a "%s" channel',name); + TASBESession.error('TASBE:ColorModel','MissingChannel','Analysis does not specify a "%s" channel',name); end channel = AP.ChannelLabels{channel_id,2}; diff --git a/@AnalysisParameters/getChannelNames.m b/code/@AnalysisParameters/getChannelNames.m similarity index 72% rename from @AnalysisParameters/getChannelNames.m rename to code/@AnalysisParameters/getChannelNames.m index 0dbde04f..792ad707 100644 --- a/@AnalysisParameters/getChannelNames.m +++ b/code/@AnalysisParameters/getChannelNames.m @@ -1,4 +1,7 @@ -% Copyright (C) 2010-2017, Raytheon BBN Technologies and contributors listed +% getChannelNames returns channel names from an AnalysisParameter's +% ChannelLabels property +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed % in the AUTHORS file in TASBE analytics package distribution's top directory. % % This file is part of the TASBE analytics package, and is distributed diff --git a/@AnalysisParameters/getChannelUnits.m b/code/@AnalysisParameters/getChannelUnits.m similarity index 73% rename from @AnalysisParameters/getChannelUnits.m rename to code/@AnalysisParameters/getChannelUnits.m index c8b69b7f..9b83d0f6 100644 --- a/@AnalysisParameters/getChannelUnits.m +++ b/code/@AnalysisParameters/getChannelUnits.m @@ -1,4 +1,7 @@ -% Copyright (C) 2010-2017, Raytheon BBN Technologies and contributors listed +% getChannelUnits returns channel units based on an inputted AnalysisParameter +% and channel name +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed % in the AUTHORS file in TASBE analytics package distribution's top directory. % % This file is part of the TASBE analytics package, and is distributed diff --git a/code/@AnalysisParameters/getERFPerPlasmid.m b/code/@AnalysisParameters/getERFPerPlasmid.m new file mode 100644 index 00000000..8d30e34a --- /dev/null +++ b/code/@AnalysisParameters/getERFPerPlasmid.m @@ -0,0 +1,13 @@ +% getERFPerPlasmid returns the ERFPerPlasmid property (with a default value +% of 1000) of inputted AnalysisParameter. +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed +% in the AUTHORS file in TASBE analytics package distribution's top directory. +% +% This file is part of the TASBE analytics package, and is distributed +% under the terms of the GNU General Public License, with a linking +% exception, as described in the file LICENSE in the TASBE analytics +% package distribution's top directory. + +function y=getERFPerPlasmid(AP) + y=AP.ERFPerPlasmid; diff --git a/code/@AnalysisParameters/getMinFractionActive.m b/code/@AnalysisParameters/getMinFractionActive.m new file mode 100644 index 00000000..66c143a4 --- /dev/null +++ b/code/@AnalysisParameters/getMinFractionActive.m @@ -0,0 +1,13 @@ +% getMinFractionActive returns the min_fraction_active property (minimum +% fraction active to be considered valid in a bin) for an inputted AnalysisParameter +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed +% in the AUTHORS file in TASBE analytics package distribution's top directory. +% +% This file is part of the TASBE analytics package, and is distributed +% under the terms of the GNU General Public License, with a linking +% exception, as described in the file LICENSE in the TASBE analytics +% package distribution's top directory. + +function y=getMinFractionActive(AP) + y=AP.min_fraction_active; diff --git a/code/@AnalysisParameters/getMinValidCount.m b/code/@AnalysisParameters/getMinValidCount.m new file mode 100644 index 00000000..dea98479 --- /dev/null +++ b/code/@AnalysisParameters/getMinValidCount.m @@ -0,0 +1,13 @@ +% getMinValidCount returns min_valid_count property (minimum number of +% cells per bin to be allowed) for inputted AnalysisParameter +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed +% in the AUTHORS file in TASBE analytics package distribution's top directory. +% +% This file is part of the TASBE analytics package, and is distributed +% under the terms of the GNU General Public License, with a linking +% exception, as described in the file LICENSE in the TASBE analytics +% package distribution's top directory. + +function y=getMinValidCount(AP) + y=AP.min_valid_count; diff --git a/@AnalysisParameters/getNumGaussianComponents.m b/code/@AnalysisParameters/getNumGaussianComponents.m similarity index 63% rename from @AnalysisParameters/getNumGaussianComponents.m rename to code/@AnalysisParameters/getNumGaussianComponents.m index 886611a1..4057b47d 100644 --- a/@AnalysisParameters/getNumGaussianComponents.m +++ b/code/@AnalysisParameters/getNumGaussianComponents.m @@ -1,4 +1,8 @@ -% Copyright (C) 2010-2017, Raytheon BBN Technologies and contributors listed +% getNumGaussianComponents returns the num_gaussian_components property +% (determines how many major populations of cells are expected) for +% inputted AnalysisParameter +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed % in the AUTHORS file in TASBE analytics package distribution's top directory. % % This file is part of the TASBE analytics package, and is distributed diff --git a/@AnalysisParameters/getUseAutoFluorescence.m b/code/@AnalysisParameters/getUseAutoFluorescence.m similarity index 65% rename from @AnalysisParameters/getUseAutoFluorescence.m rename to code/@AnalysisParameters/getUseAutoFluorescence.m index 8c478f74..ab9c4c0b 100644 --- a/@AnalysisParameters/getUseAutoFluorescence.m +++ b/code/@AnalysisParameters/getUseAutoFluorescence.m @@ -1,4 +1,7 @@ -% Copyright (C) 2010-2017, Raytheon BBN Technologies and contributors listed +% getUseAutoFluorescence returns the use_autofluorescence property (false +% means remove autofluorescence from results) for inputted AnalysisParameter +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed % in the AUTHORS file in TASBE analytics package distribution's top directory. % % This file is part of the TASBE analytics package, and is distributed diff --git a/@AnalysisParameters/get_pem_drop_threshold.m b/code/@AnalysisParameters/get_pem_drop_threshold.m similarity index 64% rename from @AnalysisParameters/get_pem_drop_threshold.m rename to code/@AnalysisParameters/get_pem_drop_threshold.m index 635c7f5c..cb4cbcae 100644 --- a/@AnalysisParameters/get_pem_drop_threshold.m +++ b/code/@AnalysisParameters/get_pem_drop_threshold.m @@ -1,4 +1,7 @@ -% Copyright (C) 2010-2017, Raytheon BBN Technologies and contributors listed +% GET_PEM_DROP_THRESHOLD returns the pem_drop_threshold property +% (determines level where plasmid model would ignore data) for inputted AnalysisParameters +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed % in the AUTHORS file in TASBE analytics package distribution's top directory. % % This file is part of the TASBE analytics package, and is distributed diff --git a/@AnalysisParameters/setChannelLabels.m b/code/@AnalysisParameters/setChannelLabels.m similarity index 74% rename from @AnalysisParameters/setChannelLabels.m rename to code/@AnalysisParameters/setChannelLabels.m index 98cd8f69..219fcfce 100644 --- a/@AnalysisParameters/setChannelLabels.m +++ b/code/@AnalysisParameters/setChannelLabels.m @@ -1,4 +1,6 @@ -% Copyright (C) 2010-2017, Raytheon BBN Technologies and contributors listed +% setChannelLabels modifies ChannelLabels property for inputted AnalysisParameters +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed % in the AUTHORS file in TASBE analytics package distribution's top directory. % % This file is part of the TASBE analytics package, and is distributed diff --git a/code/@AnalysisParameters/setERFPerPlasmid.m b/code/@AnalysisParameters/setERFPerPlasmid.m new file mode 100644 index 00000000..3394b324 --- /dev/null +++ b/code/@AnalysisParameters/setERFPerPlasmid.m @@ -0,0 +1,12 @@ +% setERFPerPlasmid modifies ERFPerPlasmid property for inputted AnalysisParameters +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed +% in the AUTHORS file in TASBE analytics package distribution's top directory. +% +% This file is part of the TASBE analytics package, and is distributed +% under the terms of the GNU General Public License, with a linking +% exception, as described in the file LICENSE in the TASBE analytics +% package distribution's top directory. + +function AP=setERFPerPlasmid(AP,v) + AP.ERFPerPlasmid=v; diff --git a/@AnalysisParameters/setMinFractionActive.m b/code/@AnalysisParameters/setMinFractionActive.m similarity index 72% rename from @AnalysisParameters/setMinFractionActive.m rename to code/@AnalysisParameters/setMinFractionActive.m index b90360ba..447f5735 100644 --- a/@AnalysisParameters/setMinFractionActive.m +++ b/code/@AnalysisParameters/setMinFractionActive.m @@ -1,4 +1,6 @@ -% Copyright (C) 2010-2017, Raytheon BBN Technologies and contributors listed +% setMinFractionActive modifies min_fraction_active property for inputted AnalysisParameters +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed % in the AUTHORS file in TASBE analytics package distribution's top directory. % % This file is part of the TASBE analytics package, and is distributed diff --git a/@AnalysisParameters/setMinValidCount.m b/code/@AnalysisParameters/setMinValidCount.m similarity index 72% rename from @AnalysisParameters/setMinValidCount.m rename to code/@AnalysisParameters/setMinValidCount.m index d8555da5..47147006 100644 --- a/@AnalysisParameters/setMinValidCount.m +++ b/code/@AnalysisParameters/setMinValidCount.m @@ -1,4 +1,6 @@ -% Copyright (C) 2010-2017, Raytheon BBN Technologies and contributors listed +% setMinValidCount modifies min_valid_count property for inputted AnalysisParameters +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed % in the AUTHORS file in TASBE analytics package distribution's top directory. % % This file is part of the TASBE analytics package, and is distributed diff --git a/@AnalysisParameters/setNumGaussianComponents.m b/code/@AnalysisParameters/setNumGaussianComponents.m similarity index 71% rename from @AnalysisParameters/setNumGaussianComponents.m rename to code/@AnalysisParameters/setNumGaussianComponents.m index b7fc6e05..a441fa26 100644 --- a/@AnalysisParameters/setNumGaussianComponents.m +++ b/code/@AnalysisParameters/setNumGaussianComponents.m @@ -1,4 +1,7 @@ -% Copyright (C) 2010-2017, Raytheon BBN Technologies and contributors listed +% setNumGaussianComponents modifies num_gaussian_components property for +% inputted AnalysisParameters +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed % in the AUTHORS file in TASBE analytics package distribution's top directory. % % This file is part of the TASBE analytics package, and is distributed diff --git a/@AnalysisParameters/setPemDropThreshold.m b/code/@AnalysisParameters/setPemDropThreshold.m similarity index 72% rename from @AnalysisParameters/setPemDropThreshold.m rename to code/@AnalysisParameters/setPemDropThreshold.m index dbf4dc6b..fbb9c328 100644 --- a/@AnalysisParameters/setPemDropThreshold.m +++ b/code/@AnalysisParameters/setPemDropThreshold.m @@ -1,4 +1,6 @@ -% Copyright (C) 2010-2017, Raytheon BBN Technologies and contributors listed +% setPemDropThreshold modifies pem_drop_threshold property for inputted AnalysisParameters +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed % in the AUTHORS file in TASBE analytics package distribution's top directory. % % This file is part of the TASBE analytics package, and is distributed diff --git a/@AnalysisParameters/setUseAutoFluorescence.m b/code/@AnalysisParameters/setUseAutoFluorescence.m similarity index 64% rename from @AnalysisParameters/setUseAutoFluorescence.m rename to code/@AnalysisParameters/setUseAutoFluorescence.m index 8d4d2928..9ead0d33 100644 --- a/@AnalysisParameters/setUseAutoFluorescence.m +++ b/code/@AnalysisParameters/setUseAutoFluorescence.m @@ -1,4 +1,7 @@ -% Copyright (C) 2010-2017, Raytheon BBN Technologies and contributors listed +% setUseAutoFluorescence modifies use_autofluorescence property for +% inputted AnalysisParameters +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed % in the AUTHORS file in TASBE analytics package distribution's top directory. % % This file is part of the TASBE analytics package, and is distributed @@ -6,5 +9,5 @@ % exception, as described in the file LICENSE in the TASBE analytics % package distribution's top directory. -function AP=setUseAutofluorescence(AP,v) +function AP=setUseAutoFluorescence(AP,v) AP.use_autofluorescence=v; diff --git a/@ColorModel/version.m b/code/@AnalysisParameters/version.m similarity index 76% rename from @ColorModel/version.m rename to code/@AnalysisParameters/version.m index d573ce11..af01c311 100644 --- a/@ColorModel/version.m +++ b/code/@AnalysisParameters/version.m @@ -1,4 +1,6 @@ -% Copyright (C) 2010-2017, Raytheon BBN Technologies and contributors listed +% VERSION returns version property of inputted object +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed % in the AUTHORS file in TASBE analytics package distribution's top directory. % % This file is part of the TASBE analytics package, and is distributed diff --git a/code/@AutoFluorescenceModel/AutoFluorescenceModel.m b/code/@AutoFluorescenceModel/AutoFluorescenceModel.m new file mode 100644 index 00000000..b179b546 --- /dev/null +++ b/code/@AutoFluorescenceModel/AutoFluorescenceModel.m @@ -0,0 +1,49 @@ +% AutoFluorescenceModel constructs an AutoFluorescenceModel object for its +% channel using statistics from the provided data. +% +% It is assumed that an array is used to associate this with channels +% af_mean % linear mean in arbitrary FACS units +% af_std % linear std.dev. in arbitrary FACS units +% af_mean_ERF=[] v % linear mean in ERF, set when ERFized +% af_std_ERF=[] % linear std.dev. in ERF, set when ERFized +% n % number of points used in this computation +% channel % pointer to the channel for which this is a model +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed +% in the AUTHORS file in TASBE analytics package distribution's top directory. +% +% This file is part of the TASBE analytics package, and is distributed +% under the terms of the GNU General Public License, with a linking +% exception, as described in the file LICENSE in the TASBE analytics +% package distribution's top directory. + +function AFM = AutoFluorescenceModel(channel,data) + if nargin == 0 + AFM.channel = []; + AFM.af_mean = 0; + AFM.af_std = 0; + AFM.n = 0; + elseif nargin >= 2 + AFM.channel = channel; + % to exclude outliers, drop top and bottom fractions of data + sorted = sort(data); + dropFraction = TASBEConfig.get('autofluorescence.dropFraction'); + dropsize = ceil(numel(sorted)*dropFraction); + trimmed = sorted(dropsize:(numel(sorted)-dropsize)); + % compute statistics + if numel(trimmed) + AFM.af_mean = mean(trimmed); + AFM.af_std = std(trimmed); + else + AFM.af_mean = NaN; + AFM.af_std = NaN; + end + AFM.n = numel(trimmed); + else + TASBESession.error('AutoFluorescence','MissingArgument','Autofluorescence Model constructor requires two arguments'); + end + % make placeholders for eventual ERF conversion information + AFM.af_mean_ERF = []; + AFM.af_std_ERF = []; + AFM=class(AFM,'AutoFluorescenceModel'); + diff --git a/code/@AutoFluorescenceModel/ERFize.m b/code/@AutoFluorescenceModel/ERFize.m new file mode 100644 index 00000000..58a76998 --- /dev/null +++ b/code/@AutoFluorescenceModel/ERFize.m @@ -0,0 +1,14 @@ +% ERFize changes an AutoFluorescenceModel to be able to apply to +% calibrated (ERF) values as well as arbitrary unit values +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed +% in the AUTHORS file in TASBE analytics package distribution's top directory. +% +% This file is part of the TASBE analytics package, and is distributed +% under the terms of the GNU General Public License, with a linking +% exception, as described in the file LICENSE in the TASBE analytics +% package distribution's top directory. + +function AFM=ERFize(AFM,scale,k_ERF) + AFM.af_mean_ERF = AFM.af_mean*scale*k_ERF; + AFM.af_std_ERF = AFM.af_std*scale*k_ERF; diff --git a/@AutoFluorescenceModel/getMean.m b/code/@AutoFluorescenceModel/getMean.m similarity index 74% rename from @AutoFluorescenceModel/getMean.m rename to code/@AutoFluorescenceModel/getMean.m index f74e1de7..84af3994 100644 --- a/@AutoFluorescenceModel/getMean.m +++ b/code/@AutoFluorescenceModel/getMean.m @@ -1,4 +1,6 @@ -% Copyright (C) 2010-2017, Raytheon BBN Technologies and contributors listed +% getMean is a getter function for the AutoFluorescenceModel class +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed % in the AUTHORS file in TASBE analytics package distribution's top directory. % % This file is part of the TASBE analytics package, and is distributed diff --git a/code/@AutoFluorescenceModel/getMeanERF.m b/code/@AutoFluorescenceModel/getMeanERF.m new file mode 100644 index 00000000..fcbec6ab --- /dev/null +++ b/code/@AutoFluorescenceModel/getMeanERF.m @@ -0,0 +1,12 @@ +% getMeanERF is a getter function for the AutoFluorescenceModel class +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed +% in the AUTHORS file in TASBE analytics package distribution's top directory. +% +% This file is part of the TASBE analytics package, and is distributed +% under the terms of the GNU General Public License, with a linking +% exception, as described in the file LICENSE in the TASBE analytics +% package distribution's top directory. + +function y=getMeanERF(AFM) + y=AFM.af_mean_ERF; diff --git a/@AutoFluorescenceModel/getStd.m b/code/@AutoFluorescenceModel/getStd.m similarity index 74% rename from @AutoFluorescenceModel/getStd.m rename to code/@AutoFluorescenceModel/getStd.m index f42242bb..73de6454 100644 --- a/@AutoFluorescenceModel/getStd.m +++ b/code/@AutoFluorescenceModel/getStd.m @@ -1,4 +1,6 @@ -% Copyright (C) 2010-2017, Raytheon BBN Technologies and contributors listed +% getStd is a getter function for the AutoFluorescenceModel class +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed % in the AUTHORS file in TASBE analytics package distribution's top directory. % % This file is part of the TASBE analytics package, and is distributed diff --git a/code/@AutoFluorescenceModel/getStdERF.m b/code/@AutoFluorescenceModel/getStdERF.m new file mode 100644 index 00000000..f6f6c419 --- /dev/null +++ b/code/@AutoFluorescenceModel/getStdERF.m @@ -0,0 +1,12 @@ +% getStdERF is a getter function for the AutoFluorescenceModel class +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed +% in the AUTHORS file in TASBE analytics package distribution's top directory. +% +% This file is part of the TASBE analytics package, and is distributed +% under the terms of the GNU General Public License, with a linking +% exception, as described in the file LICENSE in the TASBE analytics +% package distribution's top directory. + +function y=getStdERF(AFM) + y=AFM.af_std_ERF; diff --git a/code/@AutoFluorescenceModel/plot_autofluorescence_control.m b/code/@AutoFluorescenceModel/plot_autofluorescence_control.m new file mode 100644 index 00000000..0c8d0764 --- /dev/null +++ b/code/@AutoFluorescenceModel/plot_autofluorescence_control.m @@ -0,0 +1,39 @@ +% plot_autofluorescence_control generates a histogram showing the +% how an AutoFluorescenceModel was generated from a non-fluorescent control +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed +% in the AUTHORS file in TASBE analytics package distribution's top directory. +% +% This file is part of the TASBE analytics package, and is distributed +% under the terms of the GNU General Public License, with a linking +% exception, as described in the file LICENSE in the TASBE analytics +% package distribution's top directory. + +function plot_autofluorescence_control(AFM,data) + +visiblePlots = TASBEConfig.get('autofluorescence.visiblePlots'); +plotPath = TASBEConfig.get('autofluorescence.plotPath'); +plotSize = TASBEConfig.get('autofluorescence.plotSize'); + +h = figure('PaperPosition',[1 1 plotSize]); +if(~visiblePlots), set(h,'visible','off'); end; +afmean = getMean(AFM); +afstd = getStd(AFM); +maxbin = max(500,afmean+2.1*afstd); +bins = BinSequence(-100, 10, maxbin, 'arithmetic'); +bin_counts = zeros(size(get_bin_centers(bins))); +bin_edges = get_bin_edges(bins); +for k=1:numel(bin_counts) + which = data>bin_edges(k) & data<=bin_edges(k+1); + bin_counts(k) = sum(which); +end +plot(get_bin_centers(bins),bin_counts,'b-'); hold on; +plot([afmean afmean],[0 max(bin_counts)],'r-'); +plot([afmean+2*afstd afmean+2*afstd],[0 max(bin_counts)],'r:'); +plot([afmean-2*afstd afmean-2*afstd],[0 max(bin_counts)],'r:'); +xlabel(sprintf('%s a.u.',clean_for_latex(getName(AFM.channel)))); +ylabel('Count'); +xlim([-100 maxbin]); +title(sprintf('Autofluorescence Model for %s',clean_for_latex(getPrintName(AFM.channel)))); +outputfig(h, sprintf('autofluorescence-%s',getPrintName(AFM.channel)),plotPath); + diff --git a/code/@AutoFluorescenceModel/sample_autofluorescence.m b/code/@AutoFluorescenceModel/sample_autofluorescence.m new file mode 100644 index 00000000..57b1f76a --- /dev/null +++ b/code/@AutoFluorescenceModel/sample_autofluorescence.m @@ -0,0 +1,21 @@ +% SAMPLE_AUTOFLUORESCENCE computes autofluorescence from an +% AutoFluorescenceModel object. Also truncates values less than 1 to 1 if +% specified. +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed +% in the AUTHORS file in TASBE analytics package distribution's top directory. +% +% This file is part of the TASBE analytics package, and is distributed +% under the terms of the GNU General Public License, with a linking +% exception, as described in the file LICENSE in the TASBE analytics +% package distribution's top directory. + +function AF = sample_autofluorescence(AFM,n_samples,truncate) + +if nargin<3, truncate = 0; end; + +AF = getMeanERF(AFM) + getStdERF(AFM)*randn(n_samples,1); + +if truncate + AF(AF<=1) = 1; +end diff --git a/@BinSequence/BinSequence.m b/code/@BinSequence/BinSequence.m similarity index 92% rename from @BinSequence/BinSequence.m rename to code/@BinSequence/BinSequence.m index 281d27b6..10da6c6b 100644 --- a/@BinSequence/BinSequence.m +++ b/code/@BinSequence/BinSequence.m @@ -1,22 +1,23 @@ -% Copyright (C) 2010-2017, Raytheon BBN Technologies and contributors listed -% in the AUTHORS file in TASBE analytics package distribution's top directory. -% -% This file is part of the TASBE analytics package, and is distributed -% under the terms of the GNU General Public License, with a linking -% exception, as described in the file LICENSE in the TASBE analytics -% package distribution's top directory. - +% BinSequence holds geometric or arithmetic sequences of bins % BinSequence(min_edge, step, max_edge, mode) % Mode = 'geometric': centers at geometric mean of edges % Mode = 'log_bins': geometric, except input values are assumed to be log10 scale % Mode = 'arithmetic': centers at arithmetic mean of edges -% BinSequence holds geometric or arithmetic sequences of bins - +% % mode % 'geometric' or 'arithmetic' % n_bins % number of bins % bin_edges % array n_bins+1 % bin_centers % array % bin_widths % width per bin +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed +% in the AUTHORS file in TASBE analytics package distribution's top directory. +% +% This file is part of the TASBE analytics package, and is distributed +% under the terms of the GNU General Public License, with a linking +% exception, as described in the file LICENSE in the TASBE analytics +% package distribution's top directory. + function B = BinSequence(min_edge, step, max_edge, mode) if nargin == 0 B.mode = ''; @@ -43,7 +44,7 @@ B.bin_centers = mean([B.bin_edges(1:end-1);B.bin_edges(2:end)]); B.bin_widths = step; otherwise - error('Unknown bin mode %s',mode); + TASBESession.error('TASBE:BinSequence','UnknownBinMode','Unknown bin mode %s',mode); end end diff --git a/@BinSequence/get_bin_centers.m b/code/@BinSequence/get_bin_centers.m similarity index 75% rename from @BinSequence/get_bin_centers.m rename to code/@BinSequence/get_bin_centers.m index d76794e3..d90fee63 100644 --- a/@BinSequence/get_bin_centers.m +++ b/code/@BinSequence/get_bin_centers.m @@ -1,4 +1,6 @@ -% Copyright (C) 2010-2017, Raytheon BBN Technologies and contributors listed +% get_bin_centers is a getter function for the BinSequence class +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed % in the AUTHORS file in TASBE analytics package distribution's top directory. % % This file is part of the TASBE analytics package, and is distributed diff --git a/@BinSequence/get_bin_edges.m b/code/@BinSequence/get_bin_edges.m similarity index 75% rename from @BinSequence/get_bin_edges.m rename to code/@BinSequence/get_bin_edges.m index 14721210..9efa198c 100644 --- a/@BinSequence/get_bin_edges.m +++ b/code/@BinSequence/get_bin_edges.m @@ -1,4 +1,6 @@ -% Copyright (C) 2010-2017, Raytheon BBN Technologies and contributors listed +% get_bin_edges is a getter function for the BinSequence class +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed % in the AUTHORS file in TASBE analytics package distribution's top directory. % % This file is part of the TASBE analytics package, and is distributed diff --git a/@BinSequence/get_bin_widths.m b/code/@BinSequence/get_bin_widths.m similarity index 75% rename from @BinSequence/get_bin_widths.m rename to code/@BinSequence/get_bin_widths.m index 5b2d60ec..a551a561 100644 --- a/@BinSequence/get_bin_widths.m +++ b/code/@BinSequence/get_bin_widths.m @@ -1,4 +1,6 @@ -% Copyright (C) 2010-2017, Raytheon BBN Technologies and contributors listed +% get_bin_widths is a getter function for the BinSequence class +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed % in the AUTHORS file in TASBE analytics package distribution's top directory. % % This file is part of the TASBE analytics package, and is distributed diff --git a/@BinSequence/get_n_bins.m b/code/@BinSequence/get_n_bins.m similarity index 75% rename from @BinSequence/get_n_bins.m rename to code/@BinSequence/get_n_bins.m index a5f06d7b..d857140b 100644 --- a/@BinSequence/get_n_bins.m +++ b/code/@BinSequence/get_n_bins.m @@ -1,4 +1,6 @@ -% Copyright (C) 2010-2017, Raytheon BBN Technologies and contributors listed +% get_n_bins is a getter function for the BinSequence class +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed % in the AUTHORS file in TASBE analytics package distribution's top directory. % % This file is part of the TASBE analytics package, and is distributed diff --git a/@Channel/Channel.m b/code/@Channel/Channel.m similarity index 53% rename from @Channel/Channel.m rename to code/@Channel/Channel.m index 13dbd664..1a824d6a 100644 --- a/@Channel/Channel.m +++ b/code/@Channel/Channel.m @@ -1,12 +1,4 @@ -% Copyright (C) 2010-2017, Raytheon BBN Technologies and contributors listed -% in the AUTHORS file in TASBE analytics package distribution's top directory. -% -% This file is part of the TASBE analytics package, and is distributed -% under the terms of the GNU General Public License, with a linking -% exception, as described in the file LICENSE in the TASBE analytics -% package distribution's top directory. - - +% Constuctor for Channel class with properties: % name % Laser % FilterSpec @@ -15,13 +7,23 @@ % 'pseudo' marker is used for internal use when the controls were % not correct, but the data is being used anyway (e.g., for early % trials of a method -function C = Channel(name, laser, filterC, filterW, pseudo) +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed +% in the AUTHORS file in TASBE analytics package distribution's top directory. +% +% This file is part of the TASBE analytics package, and is distributed +% under the terms of the GNU General Public License, with a linking +% exception, as described in the file LICENSE in the TASBE analytics +% package distribution's top directory. + +function C = Channel(name, laser, filterC, filterW, pseudo,unprocessed) if nargin == 0 C.name =''; C.Laser = 0; C.FilterCenter = 0; C.FilterWidth = 0; C.PseudoUnits = 0; + C.Units = 'a.u.'; elseif nargin >= 4 C.name = name; C.Laser = laser; @@ -32,15 +34,27 @@ else C.PseudoUnits = 0; end + C.Units = 'a.u.'; % Warn if we're seeing unspecified channels - if(C.Laser==0 || C.FilterCenter==0 || C.FilterWidth==0), - warning('Model:Color','Channel %s has unspecified laser and/or filter. Unspecified channels may be confused together.',C.name); + if((nargin<6 || ~unprocessed) && (C.Laser==0 || C.FilterCenter==0 || C.FilterWidth==0)), + TASBESession.warn('TASBE:Channel','Underspecified','Channel %s has unspecified laser and/or filter. Unspecified channels may be confused together.',C.name); end end C.description = []; % file descriptor: will get filled in by colormodel resolution C.LineSpec=''; C.PrintName=''; + if nargin<6, + C.unprocessed = false; + if(strcmp(C.name,'FSC') || strcmp(C.name,'FSC-A') || strcmp(C.name,'FSC-H') || strcmp(C.name,'FSC-W') || ... + strcmp(C.name,'SSC') || strcmp(C.name,'SSC-A') || strcmp(C.name,'SSC-H') || strcmp(C.name,'SSC-W')) + TASBESession.notify('TASBE:Channel','UnprocessedChannel','Channel %s has been automatically detected as unprocessed from its name',C.name); + C.unprocessed=true; + end + else + C.unprocessed=unprocessed; % set to true for FSC/SSC channels + end + C=class(C,'Channel'); diff --git a/@Channel/confirm_channel.m b/code/@Channel/confirm_channel.m similarity index 62% rename from @Channel/confirm_channel.m rename to code/@Channel/confirm_channel.m index 3d93e34f..bbe16d00 100644 --- a/@Channel/confirm_channel.m +++ b/code/@Channel/confirm_channel.m @@ -1,4 +1,8 @@ -% Copyright (C) 2010-2017, Raytheon BBN Technologies and contributors listed +% CONFIRM_CHANNEL checks to make sure an inputted channel matches with +% required description (returns boolean) in terms of parameters such as +% voltage, gain, and wavelength. +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed % in the AUTHORS file in TASBE analytics package distribution's top directory. % % This file is part of the TASBE analytics package, and is distributed @@ -14,7 +18,7 @@ % numerical parameters: if(numel(desc.voltage) && numel(alt_desc.voltage)) if desc.voltage ~= alt_desc.voltage - warning('Channel:Description','In channel %s, descriptor ''%s'' expected to be %d, but is %d',... + TASBESession.warn('Channel:Description','ValueMismatch','In channel %s, descriptor ''%s'' expected to be %d, but is %d',... desc.name,'voltage',desc.voltage,alt_desc.voltage); ok = false; end @@ -22,7 +26,7 @@ if(numel(desc.gain) && numel(alt_desc.gain)) if desc.gain ~= alt_desc.gain - warning('Channel:Description','In channel %s, descriptor ''%s'' expected to be %d, but is %d',... + TASBESession.warn('Channel:Description','ValueMismatch','In channel %s, descriptor ''%s'' expected to be %d, but is %d',... desc.name,'gain',desc.gain,alt_desc.gain); ok = false; end @@ -30,7 +34,7 @@ if(numel(desc.emitter_wavelength) && numel(alt_desc.emitter_wavelength)) if desc.emitter_wavelength ~= alt_desc.emitter_wavelength - warning('Channel:Description','In channel %s, descriptor ''%s'' expected to be %d, but is %d',... + TASBESession.warn('Channel:Description','ValueMismatch','In channel %s, descriptor ''%s'' expected to be %d, but is %d',... desc.name,'emitter wavelength',desc.emitter_wavelength,alt_desc.emitter_wavelength); ok = false; end @@ -38,7 +42,7 @@ if(numel(desc.emitter_power) && numel(alt_desc.emitter_power)) if desc.emitter_power ~= alt_desc.emitter_power - warning('Channel:Description','In channel %s, descriptor ''%s'' expected to be %d, but is %d',... + TASBESession.warn('Channel:Description','ValueMismatch','In channel %s, descriptor ''%s'' expected to be %d, but is %d',... desc.name,'emitter power',desc.emitter_power,alt_desc.emitter_power); ok = false; end @@ -46,7 +50,7 @@ if(numel(desc.percent_light) && numel(alt_desc.percent_light)) if desc.percent_light ~= alt_desc.percent_light - warning('Channel:Description','In channel %s, descriptor ''%s'' expected to be %d, but is %d',... + TASBESession.warn('Channel:Description','ValueMismatch','In channel %s, descriptor ''%s'' expected to be %d, but is %d',... desc.name,'percent light',desc.percent_light,alt_desc.percent_light); ok = false; end @@ -55,7 +59,7 @@ % string parameters if(numel(desc.filter) && numel(alt_desc.filter)) if ~strcmp(desc.filter,alt_desc.filter) - warning('Channel:Description','In channel %s, descriptor ''%s'' expected to be %s, but is %s',... + TASBESession.warn('Channel:Description','ValueMismatch','In channel %s, descriptor ''%s'' expected to be %s, but is %s',... desc.name,'filter',desc.filter,alt_desc.filter); ok = false; end @@ -63,7 +67,7 @@ if(numel(desc.detector) && numel(alt_desc.detector)) if ~strcmp(desc.detector,alt_desc.detector) - warning('Channel:Description','In channel %s, descriptor ''%s'' expected to be %s, but is %s',... + TASBESession.warn('Channel:Description','ValueMismatch','In channel %s, descriptor ''%s'' expected to be %s, but is %s',... desc.name,'detector',desc.detector,alt_desc.detector); ok = false; end diff --git a/@Channel/eq.m b/code/@Channel/eq.m similarity index 59% rename from @Channel/eq.m rename to code/@Channel/eq.m index d78eb9b2..ca36816c 100644 --- a/@Channel/eq.m +++ b/code/@Channel/eq.m @@ -1,4 +1,11 @@ -% Copyright (C) 2010-2017, Raytheon BBN Technologies and contributors listed +% EQ returns true if inputted channels are equal to each other. +% +% The nice thing about this equals method is that it does not look at +% the name thus we can find matches for channels even if the channel +% has a different name (as long as we have the laser and filter +% information). +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed % in the AUTHORS file in TASBE analytics package distribution's top directory. % % This file is part of the TASBE analytics package, and is distributed @@ -7,9 +14,5 @@ % package distribution's top directory. function y = eq(C, b) - % The nice thing about this equals method is that it does not look at - % the name thus we can find matches for channels even if the channel - % has a different name (as long as we have the laser and filter - % information). y = (strcmp('Channel', class(b)) && (C.FilterCenter == b.FilterCenter) && ... (C.FilterWidth == b.FilterWidth) && (C.Laser==b.Laser)); diff --git a/@Channel/getDescription.m b/code/@Channel/getDescription.m similarity index 75% rename from @Channel/getDescription.m rename to code/@Channel/getDescription.m index dc73f54d..e5de7476 100644 --- a/@Channel/getDescription.m +++ b/code/@Channel/getDescription.m @@ -1,4 +1,6 @@ -% Copyright (C) 2010-2017, Raytheon BBN Technologies and contributors listed +% getDescription is a getter function for the Channel class. +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed % in the AUTHORS file in TASBE analytics package distribution's top directory. % % This file is part of the TASBE analytics package, and is distributed diff --git a/@Channel/getFilterCenter.m b/code/@Channel/getFilterCenter.m similarity index 75% rename from @Channel/getFilterCenter.m rename to code/@Channel/getFilterCenter.m index 20ed6ced..74cebf0f 100644 --- a/@Channel/getFilterCenter.m +++ b/code/@Channel/getFilterCenter.m @@ -1,4 +1,6 @@ -% Copyright (C) 2010-2017, Raytheon BBN Technologies and contributors listed +% getFilterCenter is a getter function for the Channel class. +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed % in the AUTHORS file in TASBE analytics package distribution's top directory. % % This file is part of the TASBE analytics package, and is distributed diff --git a/@Channel/getFilterWidth.m b/code/@Channel/getFilterWidth.m similarity index 75% rename from @Channel/getFilterWidth.m rename to code/@Channel/getFilterWidth.m index 647627de..a4c8c759 100644 --- a/@Channel/getFilterWidth.m +++ b/code/@Channel/getFilterWidth.m @@ -1,4 +1,6 @@ -% Copyright (C) 2010-2017, Raytheon BBN Technologies and contributors listed +% getFilterWidth is a getter function for the Channel class. +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed % in the AUTHORS file in TASBE analytics package distribution's top directory. % % This file is part of the TASBE analytics package, and is distributed diff --git a/@Channel/getLaser.m b/code/@Channel/getLaser.m similarity index 75% rename from @Channel/getLaser.m rename to code/@Channel/getLaser.m index 5cf65f54..96f06572 100644 --- a/@Channel/getLaser.m +++ b/code/@Channel/getLaser.m @@ -1,4 +1,6 @@ -% Copyright (C) 2010-2017, Raytheon BBN Technologies and contributors listed +% getLaser is a getter function for the Channel class. +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed % in the AUTHORS file in TASBE analytics package distribution's top directory. % % This file is part of the TASBE analytics package, and is distributed diff --git a/@Channel/getLineSpec.m b/code/@Channel/getLineSpec.m similarity index 75% rename from @Channel/getLineSpec.m rename to code/@Channel/getLineSpec.m index 3cebe275..8601bf6c 100644 --- a/@Channel/getLineSpec.m +++ b/code/@Channel/getLineSpec.m @@ -1,4 +1,6 @@ -% Copyright (C) 2010-2017, Raytheon BBN Technologies and contributors listed +% getLineSpec is a getter function for the Channel class. +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed % in the AUTHORS file in TASBE analytics package distribution's top directory. % % This file is part of the TASBE analytics package, and is distributed diff --git a/@Channel/getName.m b/code/@Channel/getName.m similarity index 75% rename from @Channel/getName.m rename to code/@Channel/getName.m index 7299b401..f3430f56 100644 --- a/@Channel/getName.m +++ b/code/@Channel/getName.m @@ -1,4 +1,6 @@ -% Copyright (C) 2010-2017, Raytheon BBN Technologies and contributors listed +% getName is a getter function for the Channel class. +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed % in the AUTHORS file in TASBE analytics package distribution's top directory. % % This file is part of the TASBE analytics package, and is distributed diff --git a/@Channel/getPrintName.m b/code/@Channel/getPrintName.m similarity index 75% rename from @Channel/getPrintName.m rename to code/@Channel/getPrintName.m index 9fcba7bc..e2f76602 100644 --- a/@Channel/getPrintName.m +++ b/code/@Channel/getPrintName.m @@ -1,4 +1,6 @@ -% Copyright (C) 2010-2017, Raytheon BBN Technologies and contributors listed +% getPrintName is a getter function for the Channel class. +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed % in the AUTHORS file in TASBE analytics package distribution's top directory. % % This file is part of the TASBE analytics package, and is distributed diff --git a/@Channel/getUnits.m b/code/@Channel/getUnits.m similarity index 66% rename from @Channel/getUnits.m rename to code/@Channel/getUnits.m index dc370b6d..7510a408 100644 --- a/@Channel/getUnits.m +++ b/code/@Channel/getUnits.m @@ -1,4 +1,7 @@ -% Copyright (C) 2010-2017, Raytheon BBN Technologies and contributors listed +% getUnits is a getter function for the Channel class. (either 'a.u.' or +% ERF or Eum) +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed % in the AUTHORS file in TASBE analytics package distribution's top directory. % % This file is part of the TASBE analytics package, and is distributed @@ -8,7 +11,7 @@ function units = getUnits(C) if isPseudo(C) - units = 'pseudoMEFL'; + units = 'a.u.'; else - units = 'MEFL'; + units = C.Units; end diff --git a/@Channel/isPseudo.m b/code/@Channel/isPseudo.m similarity index 66% rename from @Channel/isPseudo.m rename to code/@Channel/isPseudo.m index ba4f35ab..5247d20b 100644 --- a/@Channel/isPseudo.m +++ b/code/@Channel/isPseudo.m @@ -1,4 +1,6 @@ -% Copyright (C) 2010-2017, Raytheon BBN Technologies and contributors listed +% isPseudo determines whether an inputted Channel object is pseudo (controls are not correct, but data is being used anyway). +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed % in the AUTHORS file in TASBE analytics package distribution's top directory. % % This file is part of the TASBE analytics package, and is distributed diff --git a/@AnalysisParameters/version.m b/code/@Channel/isUnprocessed.m similarity index 88% rename from @AnalysisParameters/version.m rename to code/@Channel/isUnprocessed.m index d573ce11..b82f48d8 100644 --- a/@AnalysisParameters/version.m +++ b/code/@Channel/isUnprocessed.m @@ -6,5 +6,5 @@ % exception, as described in the file LICENSE in the TASBE analytics % package distribution's top directory. -function n = version(object) - n = object.version; +function y = isUnprocessed(C) + y = C.unprocessed; diff --git a/@Channel/remapChannelName.m b/code/@Channel/remapChannelName.m similarity index 75% rename from @Channel/remapChannelName.m rename to code/@Channel/remapChannelName.m index 621df3c2..f0f54774 100644 --- a/@Channel/remapChannelName.m +++ b/code/@Channel/remapChannelName.m @@ -1,4 +1,6 @@ -% Copyright (C) 2010-2017, Raytheon BBN Technologies and contributors listed +% remapChannelName is a setter function for the Channel class. +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed % in the AUTHORS file in TASBE analytics package distribution's top directory. % % This file is part of the TASBE analytics package, and is distributed diff --git a/@Channel/setDescription.m b/code/@Channel/setDescription.m similarity index 75% rename from @Channel/setDescription.m rename to code/@Channel/setDescription.m index 870edf25..9f1079bd 100644 --- a/@Channel/setDescription.m +++ b/code/@Channel/setDescription.m @@ -1,4 +1,6 @@ -% Copyright (C) 2010-2017, Raytheon BBN Technologies and contributors listed +% setDescription is a setter function for the Channel class. +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed % in the AUTHORS file in TASBE analytics package distribution's top directory. % % This file is part of the TASBE analytics package, and is distributed diff --git a/@Channel/setIsPseudo.m b/code/@Channel/setIsPseudo.m similarity index 76% rename from @Channel/setIsPseudo.m rename to code/@Channel/setIsPseudo.m index 5bf737d6..20eb218d 100644 --- a/@Channel/setIsPseudo.m +++ b/code/@Channel/setIsPseudo.m @@ -1,4 +1,6 @@ -% Copyright (C) 2010-2017, Raytheon BBN Technologies and contributors listed +% setIsPseudo is a setter function for the Channel class. +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed % in the AUTHORS file in TASBE analytics package distribution's top directory. % % This file is part of the TASBE analytics package, and is distributed diff --git a/@AnalysisParameters/getMinFractionActive.m b/code/@Channel/setIsUnprocessed.m similarity index 84% rename from @AnalysisParameters/getMinFractionActive.m rename to code/@Channel/setIsUnprocessed.m index 9314074e..ef5a7623 100644 --- a/@AnalysisParameters/getMinFractionActive.m +++ b/code/@Channel/setIsUnprocessed.m @@ -6,5 +6,5 @@ % exception, as described in the file LICENSE in the TASBE analytics % package distribution's top directory. -function y=getMinFractionActive(AP) - y=AP.min_fraction_active; +function C = setIsUnprocessed(C,unprocessed) + C.unprocessed = unprocessed; diff --git a/@Channel/setLineSpec.m b/code/@Channel/setLineSpec.m similarity index 75% rename from @Channel/setLineSpec.m rename to code/@Channel/setLineSpec.m index 56e58a4f..382e3315 100644 --- a/@Channel/setLineSpec.m +++ b/code/@Channel/setLineSpec.m @@ -1,4 +1,6 @@ -% Copyright (C) 2010-2017, Raytheon BBN Technologies and contributors listed +% setLineSpec is a setter function for the Channel class. +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed % in the AUTHORS file in TASBE analytics package distribution's top directory. % % This file is part of the TASBE analytics package, and is distributed diff --git a/@Channel/setPrintName.m b/code/@Channel/setPrintName.m similarity index 75% rename from @Channel/setPrintName.m rename to code/@Channel/setPrintName.m index c2431fb8..1a5b136b 100644 --- a/@Channel/setPrintName.m +++ b/code/@Channel/setPrintName.m @@ -1,4 +1,6 @@ -% Copyright (C) 2010-2017, Raytheon BBN Technologies and contributors listed +% setPrintName is a setter function for the Channel class. +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed % in the AUTHORS file in TASBE analytics package distribution's top directory. % % This file is part of the TASBE analytics package, and is distributed diff --git a/code/@Channel/setUnits.m b/code/@Channel/setUnits.m new file mode 100644 index 00000000..78df4afa --- /dev/null +++ b/code/@Channel/setUnits.m @@ -0,0 +1,22 @@ +% setUnits is a getter function for the Channel class. (either pseudoERF or +% ERF) +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed +% in the AUTHORS file in TASBE analytics package distribution's top directory. +% +% This file is part of the TASBE analytics package, and is distributed +% under the terms of the GNU General Public License, with a linking +% exception, as described in the file LICENSE in the TASBE analytics +% package distribution's top directory. + +function C = setUnits(C,name) + allowed_pattern = {'a\.u\.','ERF','Eum','M\w*','Boolean'}; + % check for pattern matches + for i=1:numel(allowed_pattern) + matches = regexp(name,allowed_pattern{i},'match'); + if(numel(matches)==1 && strcmp(name,matches{1})) + C.Units = name; + return + end + end + TASBESession.error('TASBE:Channel','UnknownUnits','Unit named %s is not a known permitted type',name); diff --git a/code/@ColorModel/ColorModel.m b/code/@ColorModel/ColorModel.m new file mode 100644 index 00000000..e2ac6d83 --- /dev/null +++ b/code/@ColorModel/ColorModel.m @@ -0,0 +1,100 @@ +% ColorModel is the class that allows +% a) Colors to be mapped to standard units (ERF) +% b) Autofluorescence removal +% c) Spectral overlap compensation +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed +% in the AUTHORS file in TASBE analytics package distribution's top directory. +% +% This file is part of the TASBE analytics package, and is distributed +% under the terms of the GNU General Public License, with a linking +% exception, as described in the file LICENSE in the TASBE analytics +% package distribution's top directory. + +function CM = ColorModel(beadfile, blankfile, channels, colorfiles, pairfiles, sizebeadfile) + CM.version = tasbe_version(); + %public settings + CM.ERF_channel_name = 'FITC-A'; % Which channel are ERFs on? Default is FITC-A + CM.ERF_channel=[]; + CM.um_channel_name = []; % Which channel is size on? Normal is FSC-A; default is blank (meaning no such channel) + CM.um_channel=[]; + CM.noise_plot = 0 ; % Noise model plots not produced by default + CM.dequantize = 0 ; % Should small randomness be added to fuzz low bins? + + % other fields + CM.initialized = 0; % true after resolution + + %%% NOT SURE if we need to initialize these properties + + CM.unit_translation=[] ; % conversion of ERF channel au to ERF + CM.size_unit_translation=[] ; % conversion of um channel au to um + CM.autofluorescence_model=[]; % array, one per channel, for removing autofluorescence + CM.compensation_model=[] ; % For compensating for spectral overlap + CM.color_translation_model=[] ;% For converting other channels to ERF channel AU equiv + CM.noise_model=[] ;% For understanding the expected constitutive expression noise + CM.prefilters={}; % filters to remove problematic data in a.u. (e.g. debris, time-contamination) + CM.postfilters={}; % filters to remove problematic data in ERF (e.g. poorly transfected cells) + CM.standardUnits = 'not yet set'; % Should become a value from column E in BeadCatalog.xlsx + CM.sizeUnits = 'not yet set'; % Should become a value from column E in BeadCatalog.xlsx + + % The time filter is not necessarily trustworthy, since units and scales are uncertain + %CM.filters{1} = TimeFilter(); % add default quarter second data exclusion + + if nargin == 0 + channels{1} = Channel(); + colorfiles{1} = ''; + colorpairfiles{1} = {channels{1}, channels{1}, channels{1}, ''}; + + CM.BeadFile = ''; + CM.SizeBeadFile = ''; + CM.BlankFile = ''; + CM.Channels = channels; + CM.ColorFiles = colorfiles; + CM.ColorPairFiles = colorpairfiles; + + elseif nargin == 5 || nargin == 6 + % constructor initialized fields + % same FPs in the same order + CM.BeadFile = ensureDataFile(beadfile); + if nargin == 6 + CM.SizeBeadFile = ensureDataFile(sizebeadfile); + else + CM.SizeBeadFile = []; + end + CM.BlankFile = ensureDataFile(blankfile); + % check if colorfiles match processed channels + channels_ok = true; + if numel(colorfiles)>numel(channels), channels_ok = false; + else + processed_count = 0; missing_file = false; + for i=1:numel(channels) + if(~isUnprocessed(channels{i})) + processed_count = processed_count+1; + if(numel(colorfiles)1 && missing_file==true), channels_ok = false; end + end + if ~channels_ok + TASBESession.error('TASBE:ColorModel','OneColorfilePerChannel','Must have one-to-one match between colors and channels (unless there is no more than 1 processed channel)'); + end + CM.Channels = channels; + for i=1:numel(colorfiles) + colorfiles{i} = ensureDataFile(colorfiles{i}); + end + CM.ColorFiles = colorfiles; + for i=1:numel(pairfiles) + pairfile = pairfiles{i}; + pairfile{end} = ensureDataFile(pairfile{end}); + pairfiles{i} = pairfile; + end + CM.ColorPairFiles = pairfiles; + end + + + % constructs for every data file -- this might need another class + % that associates the file name with a description + CM = class(CM,'ColorModel'); + diff --git a/code/@ColorModel/add_derived_channel.m b/code/@ColorModel/add_derived_channel.m new file mode 100644 index 00000000..bdfc54fe --- /dev/null +++ b/code/@ColorModel/add_derived_channel.m @@ -0,0 +1,32 @@ +% ADD_DERIVED_CHANNEL adds inputted filter to postfilters property for +% ColorModel object +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed +% in the AUTHORS file in TASBE analytics package distribution's top directory. +% +% This file is part of the TASBE analytics package, and is distributed +% under the terms of the GNU General Public License, with a linking +% exception, as described in the file LICENSE in the TASBE analytics +% package distribution's top directory. + +function CM=add_derived_channel(CM,channel_name,print_name,units) +% make sure there's not a duplicated name +if ~isempty(find(cellfun(@(c)(strcmp(channel_name,getName(c))),CM.Channels),1)), + TASBESession.error('TASBE:ColorModel','DuplicateChannel','Drived channel given duplicate name %s',channel_name); +end + +% add the channel as an unprocessed channel +C = Channel(channel_name,0,0,0,false,true); +C = setUnits(C,units); +C = setPrintName(C,print_name); +% Add the new channels +CM.Channels{end+1} = C; +% add empty placeholders for all n-channel structures +CM.autofluorescence_model{end+1} = []; +CM.ColorFiles{end+1} = []; +CM.noise_model.noisemin(end+1) = 0; +CM.noise_model.noisemean(end+1) = 0; +CM.noise_model.noisestd(end+1) = 0; +CM.noise_model.detailcounts{end+1} = {}; +CM.noise_model.detailmeans{end+1} = {}; +CM.noise_model.detailstds{end+1} = {}; diff --git a/code/@ColorModel/add_postfilter.m b/code/@ColorModel/add_postfilter.m new file mode 100644 index 00000000..9408a88a --- /dev/null +++ b/code/@ColorModel/add_postfilter.m @@ -0,0 +1,13 @@ +% ADD_POSTFILTER adds inputted filter to postfilters property for +% ColorModel object +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed +% in the AUTHORS file in TASBE analytics package distribution's top directory. +% +% This file is part of the TASBE analytics package, and is distributed +% under the terms of the GNU General Public License, with a linking +% exception, as described in the file LICENSE in the TASBE analytics +% package distribution's top directory. + +function CM=add_postfilter(CM,filter) + CM.postfilters{end+1} = filter; diff --git a/code/@ColorModel/add_prefilter.m b/code/@ColorModel/add_prefilter.m new file mode 100644 index 00000000..9ccc9ac6 --- /dev/null +++ b/code/@ColorModel/add_prefilter.m @@ -0,0 +1,13 @@ +% ADD_PREFILTER adds inputted filter to prefilters property for +% ColorModel object +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed +% in the AUTHORS file in TASBE analytics package distribution's top directory. +% +% This file is part of the TASBE analytics package, and is distributed +% under the terms of the GNU General Public License, with a linking +% exception, as described in the file LICENSE in the TASBE analytics +% package distribution's top directory. + +function CM=add_prefilter(CM,filter) + CM.prefilters{end+1} = filter; diff --git a/code/@ColorModel/au_to_ERF.m b/code/@ColorModel/au_to_ERF.m new file mode 100644 index 00000000..689c242d --- /dev/null +++ b/code/@ColorModel/au_to_ERF.m @@ -0,0 +1,26 @@ +% AU_TO_ERF translates arbitrary units of a particular channel in a ColorModel object to ERF (or Eum) +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed +% in the AUTHORS file in TASBE analytics package distribution's top directory. +% +% This file is part of the TASBE analytics package, and is distributed +% under the terms of the GNU General Public License, with a linking +% exception, as described in the file LICENSE in the TASBE analytics +% package distribution's top directory. + +function data = au_to_ERF(CM,channel,audata) + % first check if it's the size channel + if ~isempty(CM.size_unit_translation) + if(find(CM,channel)==find(CM,CM.um_channel)) + data = um_channel_AU_to_um(CM.size_unit_translation,audata); + return; + end + end + + % otherwise, don't attempt to translate for unprocessed channels + if(isUnprocessed(channel)), data = audata; return; end + + ERF_channel_AU_data = translate(CM.color_translation_model,audata,channel,CM.ERF_channel); + % Translate ERF channel AU to ERFs + k_ERF= getK_ERF(CM.unit_translation); + data = ERF_channel_AU_data*k_ERF; diff --git a/code/@ColorModel/beads_to_ERF_model.m b/code/@ColorModel/beads_to_ERF_model.m new file mode 100644 index 00000000..a42d4e02 --- /dev/null +++ b/code/@ColorModel/beads_to_ERF_model.m @@ -0,0 +1,388 @@ +% BEADS_TO_ERF_MODEL: Computes a linear function for transforming FACS +% measurements on the ERF channel into ERFs, using a calibration run of +% the bead model. +% +% Takes the name of the FACS file of bead measurements, plus optionally the +% name of the channel to be used (if not FITC-A) and a flag for whether to +% record the calibration plot. +% +% Returns: +% * k_ERF: ERF = k_ERF * ERF_channel_AU +% * first_peak: what is the first peak visible? +% * fit_error: residual from the linear fit +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed +% in the AUTHORS file in TASBE analytics package distribution's top directory. +% +% This file is part of the TASBE analytics package, and is distributed +% under the terms of the GNU General Public License, with a linking +% exception, as described in the file LICENSE in the TASBE analytics +% package distribution's top directory. + +function [UT CM] = beads_to_ERF_model(CM, beadfile) +ERF_channel = CM.ERF_channel; +if(isUnprocessed(ERF_channel)) + TASBESession.error('TASBE:Beads','ERFUnprocessed','ERF channel %s cannot be unprocessed',getName(ERF_Channel)); +end + +makePlots = TASBEConfig.get('beads.plot'); +visiblePlots = TASBEConfig.get('beads.visiblePlots'); +plotPath = TASBEConfig.get('beads.plotPath'); +plotSize = TASBEConfig.get('beads.plotSize'); +beadModel = TASBEConfig.get('beads.beadModel'); +beadChannel = TASBEConfig.get('beads.beadChannel'); +beadBatch = TASBEConfig.getexact('beads.beadBatch',[]); + +force_peak = TASBEConfig.getexact('beads.forceFirstPeak',[]); +if ~isempty(force_peak) + TASBESession.warn('TASBE:Beads','ForcedPeak','Forcing interpretation of first detected peak as peak number %i',force_peak); +end + + +peak_threshold = TASBEConfig.getexact('beads.peakThreshold',[]); +bin_min = TASBEConfig.get('beads.rangeMin'); +bin_max = TASBEConfig.get('beads.rangeMax'); +bin_increment = TASBEConfig.get('beads.binIncrement'); + + +erfChannelName=getName(ERF_channel); +i_ERF = find(CM,ERF_channel); + +[PeakERFs,units,actualBatch] = get_bead_peaks(beadModel,beadChannel,beadBatch); +CM.standardUnits = units; +if ~strcmp(units,'MEFL') + TASBESession.warn('TASBE:Beads','NonMEFL','MEFL units are recommended, rather than %s',units); +end +ERF_channel_idx = indexof(CM.Channels,CM.ERF_channel); +CM.Channels{ERF_channel_idx} = setUnits(CM.Channels{ERF_channel_idx},units); + + +% NOTE: Calculations are done against the QuantifiedPeaks not PeakERFs. +% The value of first_peak is the first valid peak in QuantifiedPeaks not +% PeakERFs. At the end of function, the peakOffset is added to first_peak +% and is used in calculation of UnitTranslation. + +% NOTE: Thus, if reported messages or labels on plots are supposed to be +% based on PeakERFS, then add peakOffset to first_peak and +% numQuantifiedPeaks in messages and labels. Do not add it to num_peaks. +totalNumPeaks = numel(PeakERFs); +numQuantifiedPeaks = sum(~isnan(PeakERFs)); +quantifiedPeakERFs = PeakERFs((end-numQuantifiedPeaks+1):end); +peakOffset = totalNumPeaks - numQuantifiedPeaks; + +TASBESession.succeed('TASBE:Beads','ObtainBeadPeaks','Found specified bead model and lot'); + + +% identify peaks +bin_edges = 10.^(bin_min:bin_increment:bin_max); +n = (size(bin_edges,2)-1); +bin_centers = bin_edges(1:n)*10.^(bin_increment/2); + +% option of segmenting ERF on a separate secondary channel +segment_secondary = TASBEConfig.isSet('beads.secondaryBeadChannel'); +if segment_secondary + segmentName = TASBEConfig.get('beads.secondaryBeadChannel'); +else + segmentName = erfChannelName; +end + +[~, fcshdr, fcsdat] = fca_read(beadfile); +if(isempty(fcshdr)), TASBESession.error('TASBE:Beads','MissingBeadFile','Cannot calibrate without beads'); end; +bead_data = get_fcs_color(fcsdat,fcshdr,erfChannelName); +segment_data = get_fcs_color(fcsdat,fcshdr,segmentName); + +% warn if file is unusually small: +if numel(bead_data)bin_edges(i) & segment_data(:)<=bin_edges(i+1); + bin_counts(i) = sum(which); +end +range_bin_counts = zeros(size(bin_centers)); +for i=1:range_n + which = segment_data(:)>range_bin_edges(i) & segment_data(:)<=range_bin_edges(i+1); + range_bin_counts(i) = sum(which); +end + +n_peaks = 0; +segment_peak_means = []; % segmentation channel (normally ERF channel) +peak_means = []; +peak_counts = []; +if (isempty(peak_threshold)), + peak_threshold = 0.2 * max(bin_counts); % number of points to start a peak +end +if numel(peak_threshold)==1 + peak_threshold = peak_threshold*ones(numel(CM.Channels),1); +else if numel(peak_threshold)~=numel(CM.Channels) + TASBESession.error('TASBE:Beads','ThresholdCountMismatch','Bead calibration requires 0,1, or n_channels thresholds'); + end +end + +in_peak = 0; +for i=1:n + if in_peak==0 % outside a peak: look for start + if(bin_counts(i) >= peak_threshold(i_ERF)) + peak_min = bin_edges(i); + in_peak=1; + end + else % inside a peak: look for end + if(bin_counts(i) < peak_threshold(i_ERF)) + peak_max = bin_edges(i); + in_peak=0; + % compute peak statistics + n_peaks = n_peaks+1; + which = segment_data(:)>peak_min & segment_data(:)<=peak_max; + segment_peak_means(n_peaks) = mean(segment_data(which)); % arithmetic q. beads are primarily measurement noise + peak_means(n_peaks) = mean(bead_data(which)); + peak_counts(n_peaks) = sum(which); + end + end +end + +% Gather the peaks from all the channels +peak_sets = cell(numel(CM.Channels),1); +for i=1:numel(CM.Channels) + alt_bead_data = get_fcs_color(fcsdat,fcshdr,getName(CM.Channels{i})); + alt_bin_counts = zeros(size(bin_centers)); + for j=1:n + which = alt_bead_data(:)>bin_edges(j) & alt_bead_data(:)<=bin_edges(j+1); + alt_bin_counts(j) = sum(which); + end + alt_range_bin_counts = zeros(size(range_bin_centers)); + for j=1:range_n + which = alt_bead_data(:)>range_bin_edges(j) & alt_bead_data(:)<=range_bin_edges(j+1); + alt_range_bin_counts(j) = sum(which); + end + + % identify peaks + alt_n_peaks = 0; + alt_peak_means = []; % x-value of peaks + alt_peak_counts = []; + alt_peak_starts = []; % starting points of peaks + alt_peak_ends = []; % ending points of peaks + alt_peak_maximas = []; % y-value of peaks + in_peak = 0; + peak_max = 0; % used to find y-value of peak + for j=1:n + if in_peak==0 % outside a peak: look for start + if(alt_bin_counts(j) >= peak_threshold(i)) % found a start of a peak + alt_peak_min = bin_edges(j); + in_peak=1; + peak_max = alt_bin_counts(j); + end + else % inside a peak: look for end + if peak_max < alt_bin_counts(j) + peak_max = alt_bin_counts(j); + end + if(alt_bin_counts(j) < peak_threshold(i)) % found the end of the peak + alt_peak_max = bin_edges(j); + in_peak=0; + % compute peak statistics + alt_n_peaks = alt_n_peaks+1; + which = alt_bead_data(:)>alt_peak_min & alt_bead_data(:)<=alt_peak_max; + alt_peak_means(alt_n_peaks) = mean(alt_bead_data(which)); % arithmetic q. beads only have measurement noise + alt_peak_counts(alt_n_peaks) = sum(which); + alt_peak_starts(alt_n_peaks) = alt_peak_min; + alt_peak_ends(alt_n_peaks) = alt_peak_max; + alt_peak_maximas(alt_n_peaks) = peak_max; + peak_max = 0; + end + end + end + peak_sets{i} = alt_peak_means; + % replace the ERF channel peak-set if we're doing a secondary segmentation + if segment_secondary && strcmp(getName(CM.Channels{i}),erfChannelName); + peak_sets{i} = peak_means; + end + + % Running some initial tests on the peak statistics to generate some + % warnings, either run only on channel used for ERF conversion or on all channels (determined by validateAllChannels): + if alt_n_peaks > 0 && ((TASBEConfig.get('beads.validateAllChannels') && i == i_ERF) || ~TASBEConfig.get('beads.validateAllChannels')) + % Check to see if peaks in ascending order and whether an extra peak of + % combined beads is identified + if ~issorted(alt_peak_maximas) + TASBESession.warn('TASBE:Beads','PeaksNotAscending','Peaks are not in ascending order. May need to adjust rangeMin or rangeMax for %s.',clean_for_latex(getPrintName(CM.Channels{i}))); + if alt_peak_maximas(alt_n_peaks) < max(alt_peak_maximas) %if the last peak is lower than the maximum peak + TASBESession.warn('TASBE:Beads','PotentialBeadClump','Last peak may consist of beads stuck together. May need to adjust rangeMax or peakThresholdfor %s.',clean_for_latex(getPrintName(CM.Channels{i}))); + end + end + % Check to make sure that the true peak was properly identified + if max(alt_range_bin_counts) > max(alt_peak_maximas) + TASBESession.warn('TASBE:Beads','HighestPeakUndetected','Did not detect highest peak for %s.',clean_for_latex(getPrintName(CM.Channels{i}))); + end + % Check to see if a deceptive peak very close to rangeMin was + % identified + if abs(bin_min - log10(alt_peak_means(1))) < 0.05 + TASBESession.warn('TASBE:Beads','QuestionableFirstPeak','First peak very close to rangeMin. May need to increase rangeMin or peakThreshold for %s.',clean_for_latex(getPrintName(CM.Channels{i}))); + end + end + + % Make plots for all peaks, not just ERF + if makePlots + graph_max = max(alt_range_bin_counts); + h = figure('PaperPosition',[1 1 plotSize]); + if(~visiblePlots), set(h,'visible','off'); end; + semilogx(range_bin_centers,alt_range_bin_counts,'b-'); hold on; + for j=1:alt_n_peaks + semilogx([alt_peak_means(j) alt_peak_means(j)],[0 graph_max],'r-'); + % input the two dashed start and end lines for each peak + semilogx([alt_peak_starts(j) alt_peak_starts(j)],[0 graph_max],'r:'); + semilogx([alt_peak_ends(j) alt_peak_ends(j)],[0 graph_max],'r:'); + end + % show range where peaks were searched for + plot(10.^[bin_min bin_min],[0 graph_max],'k:'); + text(10.^(bin_min),graph_max/2,'peak search min value','Rotation',90,'FontSize',7,'VerticalAlignment','top','FontAngle','italic'); + plot(10.^[bin_max bin_max],[0 graph_max],'k:'); + text(10.^(bin_max),graph_max/2,'peak search max value','Rotation',90,'FontSize',7,'VerticalAlignment','bottom','FontAngle','italic'); + xlabel(sprintf('a.u. for %s channel',clean_for_latex(getPrintName(CM.Channels{i})))); ylabel('Beads'); + title(sprintf('Peak identification for %s for %s beads',clean_for_latex(getPrintName(CM.Channels{i})), beadModel)); + outputfig(h, sprintf('bead-peak-identification-%s',clean_for_latex(getPrintName(CM.Channels{i}))),plotPath); + end +end + +% look for the best linear fit of log10(peak_means) vs. log10(PeakERFs) +if(n_peaks>numQuantifiedPeaks) + TASBESession.warn('TASBE:Beads','PeakDetection','Bead calibration found unexpectedly many bead peaks: truncating to use top peaks only'); + n_peaks = numQuantifiedPeaks; + segment_peak_means = segment_peak_means((end-numQuantifiedPeaks+1):end); + peak_means = peak_means((end-numQuantifiedPeaks+1):end); + peak_counts = peak_counts((end-numQuantifiedPeaks+1):end); +else + TASBESession.succeed('TASBE:Beads','PeakDetection','Bead calibration found %i bead peaks',n_peaks); +end + +% Use log scale for fitting to avoid distortions from highest point +if(n_peaks>=2) + fit_error = Inf; + first_peak = 0; + if(n_peaks>2) + best_i = -1; + for i=0:(numQuantifiedPeaks-n_peaks), + [poly,S] = polyfit(log10(peak_means),log10(quantifiedPeakERFs((1:n_peaks)+i)),1); + if S.normr <= fit_error, fit_error = S.normr; model = poly; first_peak=i+1; best_i = i; end; + end + % Warn if setting to anything less than the top peak, since top peak should usually be visible + fprintf('Bead peaks identified as %i to %i of %i\n',first_peak+peakOffset,first_peak+n_peaks-1+peakOffset,numQuantifiedPeaks+peakOffset); + if best_i < (numQuantifiedPeaks-n_peaks) && n_peaks < 5, + TASBESession.warn('TASBE:Beads','PeakIdentification','Few bead peaks and fit does not include highest: error likely'); + else + TASBESession.succeed('TASBE:Beads','PeakIdentification','Matched multiple peaks in reasonable range'); + end + else % 2 peaks + TASBESession.warn('TASBE:Beads','PeakIdentification','Only two bead peaks found, assuming brightest two'); + [poly,S] = polyfit(log10(peak_means),log10(quantifiedPeakERFs(end-1:end)),1); + fit_error = S.normr; model = poly; first_peak = numQuantifiedPeaks-1; + end + if ~isempty(force_peak), first_peak = force_peak-peakOffset; end + constrained_fit = mean(log10(quantifiedPeakERFs((1:n_peaks)+first_peak-1)) - log10(peak_means)); + cf_error = mean(10.^abs(log10((quantifiedPeakERFs((1:n_peaks)+first_peak-1)./peak_means) / 10.^constrained_fit))); + % Final fit_error should be close to zero / 1-fold + if(cf_error>1.05), + TASBESession.warn('TASBE:Beads','PeakFitQuality','Bead calibration may be incorrect: fit more than 5 percent off: error = %.2d',cf_error); + else + TASBESession.succeed('TASBE:Beads','PeakFitQuality','Bead fit quality acceptable: error = %.2d',cf_error); + end; + %if(abs(model(1)-1)>0.05), TASBESession.warn('TASBE:Beads','Bead calibration probably incorrect: fit more than 5 percent off: slope = %.2d',model(1)); end; + k_ERF = 10^constrained_fit; +elseif(n_peaks==1) % 1 peak + TASBESession.warn('TASBE:Beads','PeakIdentification','Only one bead peak found, assuming brightest'); + TASBESession.skip('TASBE:Beads','PeakFitQuality','Fit quality irrelevant for single peak'); + fit_error = 0; first_peak = numQuantifiedPeaks; + if ~isempty(force_peak), first_peak = force_peak-peakOffset; end + k_ERF = quantifiedPeakERFs(first_peak)/peak_means; +else % n_peaks = 0 + TASBESession.warn('TASBE:Beads','PeakIdentification','Bead calibration failed: found no bead peaks; using single dummy peak'); + TASBESession.skip('TASBE:Beads','PeakFitQuality','Fit quality irrelevant for single peak'); + k_ERF = 1; + fit_error = Inf; + first_peak = NaN; + CM.standardUnits = 'arbitrary units'; +end; + +% Plot fitted channel +if makePlots + graph_max = max(range_bin_counts); + h = figure('PaperPosition',[1 1 plotSize]); + if(~visiblePlots), set(h,'visible','off'); end; + semilogx(range_bin_centers,range_bin_counts,'b-'); hold on; + % Show identified peaks + for i=1:n_peaks + semilogx([segment_peak_means(i) segment_peak_means(i)],[0 graph_max],'r-'); + text(segment_peak_means(i),graph_max,sprintf('%i',i+first_peak-1+peakOffset),'VerticalAlignment','top'); + end + % show range where peaks were searched for + plot(10.^[bin_min bin_min],[0 graph_max],'k:'); + text(10.^(bin_min),graph_max/2,'peak search min value','Rotation',90,'FontSize',7,'VerticalAlignment','top','FontAngle','italic'); + plot(10.^[bin_max bin_max],[0 graph_max],'k:'); + text(10.^(bin_max),graph_max/2,'peak search max value','Rotation',90,'FontSize',7,'VerticalAlignment','bottom','FontAngle','italic'); + plot(10.^[0 range_max],[peak_threshold(i_ERF) peak_threshold(i_ERF)],'k:'); + text(1,peak_threshold(i_ERF),'clutter threshold','FontSize',7,'HorizontalAlignment','left','VerticalAlignment','bottom','FontAngle','italic'); + title(sprintf('Peak identification for %s beads', clean_for_latex(beadModel))); + xlim(10.^[0 range_max]); + ylabel('Beads'); + if segment_secondary + xlabel([clean_for_latex(segmentName) ' a.u.']); + outputfig(h,'bead-peak-identification-secondary',plotPath); + else + xlabel([clean_for_latex(beadChannel) ' a.u.']); + outputfig(h,'bead-peak-identification',plotPath); + end +end + + +% Plot bead fit curve +if makePlots + h = figure('PaperPosition',[1 1 plotSize]); + if(~visiblePlots), set(h,'visible','off'); end; + loglog(peak_means,quantifiedPeakERFs((1:n_peaks)+first_peak-1),'b*-'); hold on; + %loglog([1 peak_means],[1 peak_means]*(10.^model(2)),'r+--'); + loglog([1 peak_means],[1 peak_means]*k_ERF,'go--'); + for i=1:n_peaks + text(peak_means(i),quantifiedPeakERFs(i+first_peak-1)*1.3,sprintf('%i',i+first_peak-1+peakOffset)); + end + xlabel(clean_for_latex([beadChannel ' a.u.'])); ylabel('Beads ERFs'); + title(sprintf('Peak identification for %s beads', beadModel)); + %legend('Location','NorthWest','Observed','Linear Fit','Constrained Fit'); + legend('Observed','Constrained Fit','Location','NorthWest'); + outputfig(h,'bead-fit-curve',plotPath); +end + +% Plog 2D fit +if makePlots + % plot ERF linearly, since we wouldn't be using a secondary if the values weren't very low + % there is probably much negative data + if segment_secondary + h = figure('PaperPosition',[1 1 plotSize]); + if(~visiblePlots), set(h,'visible','off'); end; + pos = segment_data>0; + smin = log10(percentile(segment_data(pos),0.1)); smax = log10(percentile(segment_data(pos),99.9)); + bmin = percentile(bead_data(pos),0.1); bmax = percentile(bead_data(pos),99.9); + % range to 99th percentile + smoothhist2D([bead_data(pos) log10(segment_data(pos))],10,[200, 200],[],'image',[bmin smin; bmax smax]); hold on; + for i=1:n_peaks + semilogy([min(bead_data) max(bead_data)],log10([segment_peak_means(i) segment_peak_means(i)]),'r-'); + semilogy(peak_means(i),log10(segment_peak_means(i)),'k+'); + text(peak_means(i),log10(segment_peak_means(i))+0.1,sprintf('%i',i+first_peak-1+peakOffset)); + end + xlabel(clean_for_latex([beadChannel ' a.u.'])); ylabel(clean_for_latex([segmentName ' a.u.'])); + title(sprintf('Peak identification for %s beads', beadModel)); + outputfig(h,'bead-peak-identification',plotPath); + end +end + +UT = UnitTranslation([beadModel ':' beadChannel ':' actualBatch],k_ERF, first_peak+peakOffset, fit_error, peak_sets); + +end + diff --git a/code/@ColorModel/beads_to_um_model.m b/code/@ColorModel/beads_to_um_model.m new file mode 100644 index 00000000..25e681cb --- /dev/null +++ b/code/@ColorModel/beads_to_um_model.m @@ -0,0 +1,227 @@ +% BEADS_TO_um_MODEL: Computes a linear function for transforming FACS +% measurements on the um channel into um equivalent diameter, using a +% calibration run of the size bead model. +% +% Takes the name of the FACS file of bead measurements, plus optionally the +% name of the channel to be used (if not FSC-A) and a flag for whether to +% record the calibration plot. +% +% Returns: +% * k_um: UM = 10.^polyval(um_channel_AU,um_model) +% * first_peak: what is the first peak visible? +% * fit_error: residual from the linear fit +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed +% in the AUTHORS file in TASBE analytics package distribution's top directory. +% +% This file is part of the TASBE analytics package, and is distributed +% under the terms of the GNU General Public License, with a linking +% exception, as described in the file LICENSE in the TASBE analytics +% package distribution's top directory. + +function [UT, CM] = beads_to_um_model(CM, beadfile) +um_channel = CM.um_channel; + +makePlots = TASBEConfig.get('sizebeads.plot'); +visiblePlots = TASBEConfig.get('sizebeads.visiblePlots'); +plotPath = TASBEConfig.get('sizebeads.plotPath'); +plotSize = TASBEConfig.get('sizebeads.plotSize'); +beadModel = TASBEConfig.get('sizebeads.beadModel'); +beadChannel = TASBEConfig.get('sizebeads.beadChannel'); +beadBatch = TASBEConfig.getexact('sizebeads.beadBatch',[]); + +force_peak = TASBEConfig.getexact('sizebeads.forceFirstPeak',[]); +if ~isempty(force_peak) + TASBESession.warn('TASBE:SizeBeads','ForcedPeak','Forcing interpretation of first detected size bead peak as peak number %i',force_peak); +end + + +peak_threshold = TASBEConfig.getexact('sizebeads.peakThreshold',[]); +bin_min = TASBEConfig.get('sizebeads.rangeMin'); +bin_max = TASBEConfig.get('sizebeads.rangeMax'); +bin_increment = TASBEConfig.get('sizebeads.binIncrement'); + + +umChannelName=getName(um_channel); + +[Peakums,units,actualBatch] = get_bead_peaks(beadModel,beadChannel,beadBatch); +CM.sizeUnits = units; % should always be Eum, for the forseeable future +um_channel_idx = indexof(CM.Channels,CM.um_channel); +CM.Channels{um_channel_idx} = setUnits(CM.Channels{um_channel_idx},units); + +% NOTE: Calculations are done against the QuantifiedPeaks not Peakums. +% The value of first_peak is the first valid peak in QuantifiedPeaks not +% Peakums. At the end of function, the peakOffset is added to first_peak +% and is used in calculation of UnitTranslation. + +% NOTE: Thus, if reported messages or labels on plots are supposed to be +% based on Peakums, then add peakOffset to first_peak and +% numQuantifiedPeaks in messages and labels. Do not add it to num_peaks. +totalNumPeaks = numel(Peakums); +numQuantifiedPeaks = sum(~isnan(Peakums)); +quantifiedPeakums = Peakums((end-numQuantifiedPeaks+1):end); +peakOffset = totalNumPeaks - numQuantifiedPeaks; + +TASBESession.succeed('TASBE:SizeBeads','ObtainBeadPeaks','Found specified size bead model and lot'); + + +% identify peaks +bin_edges = 10.^(bin_min:bin_increment:bin_max); +n = (size(bin_edges,2)-1); +bin_centers = bin_edges(1:n)*10.^(bin_increment/2); + +% no secondary channel segmentation here +segmentName = umChannelName; + +[~, fcshdr, fcsdat] = fca_read(beadfile); +if(isempty(fcshdr)), TASBESession.error('TASBE:SizeBeads','MissingBeadFile','Cannot calibrate without beads'); end; +bead_data = get_fcs_color(fcsdat,fcshdr,umChannelName); +segment_data = get_fcs_color(fcsdat,fcshdr,segmentName); + +% warn if file is unusually small: +if numel(bead_data)bin_edges(i) & segment_data(:)<=bin_edges(i+1); + bin_counts(i) = sum(which); +end +range_bin_counts = zeros(size(bin_centers)); +for i=1:range_n + which = segment_data(:)>range_bin_edges(i) & segment_data(:)<=range_bin_edges(i+1); + range_bin_counts(i) = sum(which); +end + +n_peaks = 0; +segment_peak_means = []; % segmentation channel (always um channel) +peak_means = []; +peak_counts = []; +if (isempty(peak_threshold)), + peak_threshold = 0.2 * max(bin_counts); % number of points to start a peak +elseif numel(peak_threshold)~=1 + TASBESession.error('TASBE:SizeBeads','ThresholdCountMismatch','Bead calibration requires 0 or 1 thresholds'); +end + +in_peak = 0; +for i=1:n + if in_peak==0 % outside a peak: look for start + if(bin_counts(i) >= peak_threshold) + peak_min = bin_edges(i); + in_peak=1; + end + else % inside a peak: look for end + if(bin_counts(i) < peak_threshold) + peak_max = bin_edges(i); + in_peak=0; + % compute peak statistics + n_peaks = n_peaks+1; + which = segment_data(:)>peak_min & segment_data(:)<=peak_max; + segment_peak_means(n_peaks) = mean(segment_data(which)); % arithmetic q. beads are primarily measurement noise + peak_means(n_peaks) = mean(bead_data(which)); + peak_counts(n_peaks) = sum(which); + end + end +end +peak_sets{1} = peak_means; + +% look for the best linear fit of log10(peak_means) vs. log10(Peakums) +if(n_peaks>numQuantifiedPeaks) + TASBESession.warn('TASBE:SizeBeads','PeakDetection','Size bead calibration found unexpectedly many bead peaks: truncating to use top peaks only'); + n_peaks = numQuantifiedPeaks; + segment_peak_means = segment_peak_means((end-numQuantifiedPeaks+1):end); + peak_means = peak_means((end-numQuantifiedPeaks+1):end); + peak_counts = peak_counts((end-numQuantifiedPeaks+1):end); +else + TASBESession.succeed('TASBE:SizeBeads','PeakDetection','Size bead calibration found %i bead peaks',n_peaks); +end + +% Use log scale for fitting to avoid distortions from highest point +if(n_peaks>=1) + if n_peaks==1 + TASBESession.warn('TASBE:SizeBeads','SinglePeak','Size bead calibration requires at least two peaks, but only one is available.'); + end + i = numQuantifiedPeaks-n_peaks; % always assume using top peaks + first_peak = i+1; + % if forcing, do it before fitting the polynomial + if ~isempty(force_peak), first_peak = force_peak-peakOffset; i = first_peak-1; end + [um_poly,S] = polyfit(log10(peak_means),log10(quantifiedPeakums((1:n_peaks)+i)),1); + fit_error = S.normr; + + fprintf('Bead peaks identified as %i to %i of %i\n',first_peak+peakOffset,first_peak+n_peaks-1+peakOffset,numQuantifiedPeaks+peakOffset); + % Final fit_error should be close to zero / 1-fold + if(fit_error>1.05), + TASBESession.warn('TASBE:SizeBeads','PeakFitQuality','Bead calibration may be incorrect: fit more than 5 percent off: error = %.2d',fit_error); + else + TASBESession.succeed('TASBE:SizeBeads','PeakFitQuality','Bead fit quality acceptable: error = %.2d',fit_error); + end; +else % n_peaks = 0 + TASBESession.warn('TASBE:SizeBeads','PeakIdentification','Size bead calibration failed: found no bead peaks; using single dummy peak'); + TASBESession.skip('TASBE:SizeBeads','PeakFitQuality','Fit quality irrelevant for single peak'); + um_poly = [NaN, NaN]; + fit_error = Inf; + first_peak = NaN; + CM.standardUnits = 'arbitrary units'; +end; + +% Plot fitted channel +if makePlots + graph_max = max(range_bin_counts); + h = figure('PaperPosition',[1 1 plotSize]); + if(~visiblePlots), set(h,'visible','off'); end; + semilogx(range_bin_centers,range_bin_counts,'b-'); hold on; + % Show identified peaks + for i=1:n_peaks + semilogx([segment_peak_means(i) segment_peak_means(i)],[0 graph_max],'r-'); + text(segment_peak_means(i),graph_max,sprintf('%i',i+first_peak-1+peakOffset),'VerticalAlignment','top'); + end + % show range where peaks were searched for + plot(10.^[bin_min bin_min],[0 graph_max],'k:'); + text(10.^(bin_min),graph_max/2,'peak search min value','Rotation',90,'FontSize',7,'VerticalAlignment','top','FontAngle','italic'); + plot(10.^[bin_max bin_max],[0 graph_max],'k:'); + text(10.^(bin_max),graph_max/2,'peak search max value','Rotation',90,'FontSize',7,'VerticalAlignment','bottom','FontAngle','italic'); + plot(10.^[0 range_max],[peak_threshold peak_threshold],'k:'); + text(1,peak_threshold,'clutter threshold','FontSize',7,'HorizontalAlignment','left','VerticalAlignment','bottom','FontAngle','italic'); + title(sprintf('Peak identification for %s beads', clean_for_latex(beadModel))); + xlim(10.^[0 range_max]); + ylabel('Beads'); + xlabel([clean_for_latex(beadChannel) ' a.u.']); + outputfig(h,'size-bead-peak-identification',plotPath); +end + + +% Plot bead fit curve +if makePlots + h = figure('PaperPosition',[1 1 plotSize]); + if(~visiblePlots), set(h,'visible','off'); end; + loglog(peak_means,quantifiedPeakums((1:n_peaks)+first_peak-1),'b*-'); hold on; + %loglog([1 peak_means],[1 peak_means]*(10.^model(2)),'r+--'); + model_range = floor(log10(min(peak_means))-0.5):0.1:(log10(max(peak_means))+0.5); + loglog(10.^model_range,10.^(polyval(um_poly,model_range)),'g--'); + loglog(peak_means,10.^(polyval(um_poly,log10(peak_means))),'go'); + for i=1:n_peaks + text(peak_means(i),quantifiedPeakums(i+first_peak-1)*1.3,sprintf('%i',i+first_peak-1+peakOffset)); + end + xlabel(clean_for_latex([beadChannel ' a.u.'])); ylabel('Beads ums'); + title(sprintf('Peak identification for %s beads', clean_for_latex(beadModel))); + %legend('Location','NorthWest','Observed','Linear Fit','Constrained Fit'); + if n_peaks>0, + legend('Observed','Log-Linear Fit','Location','NorthWest'); + end + outputfig(h,'size-bead-fit-curve',plotPath); +end + +UT = SizeUnitTranslation([beadModel ':' beadChannel ':' actualBatch],um_poly, first_peak+peakOffset, fit_error, peak_sets); + +end + diff --git a/@ColorModel/channel_named.m b/code/@ColorModel/channel_named.m similarity index 71% rename from @ColorModel/channel_named.m rename to code/@ColorModel/channel_named.m index 98acbc1b..657f9dfb 100644 --- a/@ColorModel/channel_named.m +++ b/code/@ColorModel/channel_named.m @@ -1,4 +1,7 @@ -% Copyright (C) 2010-2017, Raytheon BBN Technologies and contributors listed +% CHANNEL_NAMED returns the channel of a ColorModel object with a certain +% print name. +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed % in the AUTHORS file in TASBE analytics package distribution's top directory. % % This file is part of the TASBE analytics package, and is distributed @@ -15,5 +18,5 @@ channel = CM.Channels{i}; found = true; break; end; end; - if(~found), error('Unable to find channel %s',name); end; + if(~found), TASBESession.error('TASBE:ColorModel','MissingChannel','Unable to find channel %s',name); end; diff --git a/@ColorModel/check_beads_identical.m b/code/@ColorModel/check_beads_identical.m similarity index 71% rename from @ColorModel/check_beads_identical.m rename to code/@ColorModel/check_beads_identical.m index 9912681e..d76fa475 100644 --- a/@ColorModel/check_beads_identical.m +++ b/code/@ColorModel/check_beads_identical.m @@ -1,4 +1,3 @@ -function [ok ratios] = check_beads_identical(CM, settings, file, tolerance) % [ok ratios] = check_beads_identical(CM, file, tolerance) % Loading 'file' as FCS data, tests whether the bead peaks found are % within tolerance of the bead peaks for the color model. @@ -6,24 +5,24 @@ % % Returns a boolean 'ok' indicating whether all chanels passed % and a set 'ratios' of the relative shift between peak sets - -% Copyright (C) 2010-2017, Raytheon BBN Technologies and contributors listed +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed % in the AUTHORS file in TASBE analytics package distribution's top directory. % % This file is part of the TASBE analytics package, and is distributed % under the terms of the GNU General Public License, with a linking % exception, as described in the file LICENSE in the TASBE analytics % package distribution's top directory. - +function [ok ratios] = check_beads_identical(CM, file, tolerance) if nargin < 4, tolerance = 0.05; end; % 5 percent tolerance by default -alt_units = beads_to_mefl_model(CM, settings, file); +alt_units = beads_to_ERF_model(CM, file); ok = true; ratios = zeros(size(CM.Channels)); for i=1:numel(CM.Channels), peaks = get_peak(CM.unit_translation, i); alt_peaks = get_peak(alt_units, i); if(numel(peaks) ~= numel(alt_peaks)), - warning('Model:Beads','Number of peaks does not match on channel %s: %d vs. %d',getPrintName(CM.Channels{i}),numel(peaks),numel(alt_peaks)); + TASBESession.warn('TASBE:CompareBeads','PeakNumberMismatch','Number of peaks does not match on channel %s: %d vs. %d',getPrintName(CM.Channels{i}),numel(peaks),numel(alt_peaks)); ok=false; ratios(i) = NaN; else @@ -32,7 +31,7 @@ ratio = alt_peaks(j)/peaks(j); ratioset(j) = ratio; if (10^abs(log10(ratio)) - 1) > tolerance - warning('Model:Beads','Peak %d does not match on channel %s: ratio %f',j,getPrintName(CM.Channels{i}),ratio); + TASBESession.warn('TASBE:CompareBeads','PeakValueMismatch','Peak %d does not match on channel %s: ratio %f',j,getPrintName(CM.Channels{i}),ratio); ok=false; end end diff --git a/@ColorModel/clear_filters.m b/code/@ColorModel/clear_filters.m similarity index 61% rename from @ColorModel/clear_filters.m rename to code/@ColorModel/clear_filters.m index e44e1dc3..dbb22d97 100644 --- a/@ColorModel/clear_filters.m +++ b/code/@ColorModel/clear_filters.m @@ -1,4 +1,7 @@ -% Copyright (C) 2010-2017, Raytheon BBN Technologies and contributors listed +% CLEAR_FILTERS clears the prefilters and postfilters properties for an +% inputted ColorModel object +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed % in the AUTHORS file in TASBE analytics package distribution's top directory. % % This file is part of the TASBE analytics package, and is distributed @@ -7,4 +10,5 @@ % package distribution's top directory. function CM=clear_filters(CM) - CM.filters = {}; + CM = clear_prefilters(CM); + CM = clear_postfilters(CM); diff --git a/code/@ColorModel/clear_postfilters.m b/code/@ColorModel/clear_postfilters.m new file mode 100644 index 00000000..3a0d0559 --- /dev/null +++ b/code/@ColorModel/clear_postfilters.m @@ -0,0 +1,13 @@ +% CLEAR_POSTFILTERS sets the postfilters property of an inputted ColorModel +% object to an empty array. +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed +% in the AUTHORS file in TASBE analytics package distribution's top directory. +% +% This file is part of the TASBE analytics package, and is distributed +% under the terms of the GNU General Public License, with a linking +% exception, as described in the file LICENSE in the TASBE analytics +% package distribution's top directory. + +function CM=clear_postfilters(CM) + CM.postfilters = {}; diff --git a/code/@ColorModel/clear_prefilters.m b/code/@ColorModel/clear_prefilters.m new file mode 100644 index 00000000..a0bd7f15 --- /dev/null +++ b/code/@ColorModel/clear_prefilters.m @@ -0,0 +1,13 @@ +% CLEAR_PREFILTERS sets the prefilters property of an inputted ColorModel +% object to an empty array. +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed +% in the AUTHORS file in TASBE analytics package distribution's top directory. +% +% This file is part of the TASBE analytics package, and is distributed +% under the terms of the GNU General Public License, with a linking +% exception, as described in the file LICENSE in the TASBE analytics +% package distribution's top directory. + +function CM=clear_prefilters(CM) + CM.prefilters = {}; diff --git a/@ColorModel/cm_scatter.m b/code/@ColorModel/cm_scatter.m similarity index 58% rename from @ColorModel/cm_scatter.m rename to code/@ColorModel/cm_scatter.m index 6c6a98be..f18a27cd 100644 --- a/@ColorModel/cm_scatter.m +++ b/code/@ColorModel/cm_scatter.m @@ -1,9 +1,8 @@ -function [data figh] = cm_scatter(CM,filename,xcolor,ycolor,MEFL,density,range,visible,largeoutliers) -% FCS_SCATTER(filename,xcolor,ycolor,density,range,visible): +% CM_SCATTER(datafile,xcolor,ycolor,density,range,visible): % Plot a log-log scatter graph of positive points in FCS file % Defaults to non-visible, density 10, range = [] - -% Copyright (C) 2010-2017, Raytheon BBN Technologies and contributors listed +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed % in the AUTHORS file in TASBE analytics package distribution's top directory. % % This file is part of the TASBE analytics package, and is distributed @@ -11,13 +10,17 @@ % exception, as described in the file LICENSE in the TASBE analytics % package distribution's top directory. +function [data, figh] = cm_scatter(CM,datafile,xcolor,ycolor,ERF,density,range,visible,largeoutliers) if nargin < 8, visible = false; end; if nargin < 9, largeoutliers = false; end; -if MEFL, - data = readfcs_compensated_MEFL(CM,strtrim(filename),false,false); +plotSize = TASBEConfig.get('plots.heatmapPlotSize'); + +datafile = ensureDataFile(datafile); +if ERF, + data = readfcs_compensated_ERF(CM,datafile,false,false); else - data = readfcs_compensated_au(CM,strtrim(filename),false,false); + data = readfcs_compensated_au(CM,datafile,false,false); end xchan = channel_named(CM,xcolor); @@ -26,25 +29,25 @@ yc = data(:,find(CM,ychan)); if nargin >= 6 && density - h = figure('PaperPosition',[1 1 5 5]); + h = figure('PaperPosition',[1 1 plotSize]); if ~visible, set(h,'visible','off'); end; - pos = xc>=1e7 & yc>=1; + pos = xc>=1 & yc>=1; if nargin < 7, range = []; end; if density > 1, type = 'contour'; else type = 'image'; end smoothhist2D(log10([xc(pos) yc(pos)]),10,[200, 200],[],type,range,largeoutliers); else - h = figure('PaperPosition',[1 1 5 5]); + h = figure('PaperPosition',[1 1 plotSize]); if ~visible, set(h,'visible','off'); end; pos = xc>=1 & yc>=1; loglog(xc(pos),yc(pos),'.','MarkerSize',1); if (nargin >= 7 && ~isempty(range)), xlim(10.^range(:,1)); ylim(10.^(range(:,2))); end; end -if MEFL - xlabel(['log_{10} ' xcolor ' ' getUnits(xchan)]); ylabel(['log_{10} ' ycolor ' ' getUnits(ychan)]); +if ERF + xlabel(['log_{10} ' xcolor ' ' clean_for_latex(getUnits(xchan))]); ylabel(['log_{10} ' ycolor ' ' clean_for_latex(getUnits(ychan))]); else - xlabel(['log_{10} ' xcolor ' a.u.']); ylabel(['log_{10} ' ycolor ' a.u.']); + xlabel(clean_for_latex(['log_{10} ' xcolor ' a.u.'])); ylabel(clean_for_latex(['log_{10} ' ycolor ' a.u.'])); end -title(sprintf('Scatter of %s vs. %s for %s',xcolor,ycolor,filename)); +title(clean_for_latex(sprintf('Scatter of %s vs. %s for %s',xcolor,ycolor,getFile(datafile)))); data = [xc yc]; figh = h; diff --git a/@ColorModel/compare_color_models.m b/code/@ColorModel/compare_color_models.m similarity index 70% rename from @ColorModel/compare_color_models.m rename to code/@ColorModel/compare_color_models.m index 8baa95f0..4da6a0cf 100644 --- a/@ColorModel/compare_color_models.m +++ b/code/@ColorModel/compare_color_models.m @@ -1,4 +1,7 @@ -% Copyright (C) 2010-2017, Raytheon BBN Technologies and contributors listed +% COMPARE_COLOR_MODELS determines how similar two inputted ColorModel +% objects are based on a tolerance value +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed % in the AUTHORS file in TASBE analytics package distribution's top directory. % % This file is part of the TASBE analytics package, and is distributed @@ -8,7 +11,7 @@ function [ok ratios] = compare_color_models(CM1, CM2, tolerance) -fprintf('FITC->MEFL: %.3e %.3e\n',getK_MEFL(CM1.unit_translation),getK_MEFL(CM2.unit_translation)); +fprintf('ERF channel AU -> ERF: %.3e %.3e\n',getK_ERF(CM1.unit_translation),getK_ERF(CM2.unit_translation)); for i=1:numel(CM1.Channels) fprintf('Channel %i: mean %.3e %.3e',i,getMean(CM1.autofluorescence_model{i}),getMean(CM2.autofluorescence_model{i})); @@ -24,7 +27,7 @@ disp(getScales(CM2.color_translation_model)); -% CM.unit_translation=[] ; % conversion of FITC channel to MEFL +% CM.unit_translation=[] ; % conversion of ERF channel AU to ERF % CM.autofluorescence_model=[]; % array, one per channel, for removing autofluorescence % CM.compensation_model=[] ; % For compensating for spectral overlap -% CM.color_translation_model=[] ;% For converting and channel to FITC equiv +% CM.color_translation_model=[] ;% For converting other channels to ERF channel AU equiv diff --git a/code/@ColorModel/computeAutoFluorescence.m b/code/@ColorModel/computeAutoFluorescence.m new file mode 100644 index 00000000..316d0f47 --- /dev/null +++ b/code/@ColorModel/computeAutoFluorescence.m @@ -0,0 +1,43 @@ +% COMPUTEAUTOFLUORESCENCE returns an array of AutoFluorescenceModel objects +% obtained by processing channels on the ColorModel's blank control. +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed +% in the AUTHORS file in TASBE analytics package distribution's top directory. +% +% This file is part of the TASBE analytics package, and is distributed +% under the terms of the GNU General Public License, with a linking +% exception, as described in the file LICENSE in the TASBE analytics +% package distribution's top directory. + +function autofluorescence_model=computeAutoFluorescence(CM) + +makePlots = TASBEConfig.get('autofluorescence.plot'); + +% Import data from FCS files +[rawfcs, fcshdr] = read_filtered_au(CM,CM.BlankFile); + +autofluorescence_model = cell(numel(CM.Channels),1); +for i=1:numel(CM.Channels) + channel = CM.Channels{i}; + name=getName(channel); + if(isUnprocessed(channel)) + TASBESession.notify('TASBE:Autofluorescence','UnprocessedChannel','Skipping autofluorescence computation for unprocessed channel %s',name); + continue; + end + found = false; + for j=1:numel(fcshdr.par) + if(strcmp(name,fcshdr.par(j).name) || strcmp(name,fcshdr.par(j).rawname)) + autofluorescence_model{i} = AutoFluorescenceModel(channel,rawfcs(:,j)); + if(channel == CM.ERF_channel) % ERFize model if possible + autofluorescence_model{i}=ERFize(autofluorescence_model{i},1,getK_ERF(CM.unit_translation)); + end + % optional plot + if makePlots, plot_autofluorescence_control(autofluorescence_model{i},rawfcs(:,j)); end + + found = true; break; + end + end + if(found==false) + TASBESession.error('TASBE:Autofluorescence','MissingChannel','Unable to find required channel %s',name) + end +end diff --git a/code/@ColorModel/computeColorCompensation.m b/code/@ColorModel/computeColorCompensation.m new file mode 100644 index 00000000..cd24e9af --- /dev/null +++ b/code/@ColorModel/computeColorCompensation.m @@ -0,0 +1,32 @@ +% COMPUTECOLORCOMPENSATION produces an NxN matrix of linear compensation models +% Row j, column i is the fraction of channel i that bleeds into channel j +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed +% in the AUTHORS file in TASBE analytics package distribution's top directory. +% +% This file is part of the TASBE analytics package, and is distributed +% under the terms of the GNU General Public License, with a linking +% exception, as described in the file LICENSE in the TASBE analytics +% package distribution's top directory. + +function compensation_model = computeColorCompensation(CM) +n = numel(CM.Channels); +matrix = zeros(n,n); error = zeros(n,n); + +for i=1:n + if(isUnprocessed(CM.Channels{i})) + TASBESession.notify('TASBE:Compensation','UnprocessedChannel','Skipping compensation computation for unprocessed channel %s',getName(CM.Channels{i})); + matrix(i,i) = 1; % let channel through uncompensated + continue; + end + for j=1:n + % Don't need to compensate for self or for unprocessed + if (i==j), matrix(j,i) = 1; error(j,i) = 0; continue; end + if isUnprocessed(CM.Channels{j}), matrix(j,i) = 0; error(j,i) = 0; continue; end + % Compute model + [b_ij, b_ij_err] = make_linear_compensation_model(CM, CM.ColorFiles{i}, i, j); + matrix(j,i) = b_ij; error(j,i) = b_ij_err; + end +end + +compensation_model = LinearCompensationModel(matrix,error); diff --git a/code/@ColorModel/computeColorTranslations.m b/code/@ColorModel/computeColorTranslations.m new file mode 100644 index 00000000..47c7a3a0 --- /dev/null +++ b/code/@ColorModel/computeColorTranslations.m @@ -0,0 +1,166 @@ +% COMPUTECOLORTRANSLATIONS generates a model to use for color +% translation. The model relates pairs of colors to a fit. The +% transformation is of the form Color_j = scales(i,j)*Color_i +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed +% in the AUTHORS file in TASBE analytics package distribution's top directory. +% +% This file is part of the TASBE analytics package, and is distributed +% under the terms of the GNU General Public License, with a linking +% exception, as described in the file LICENSE in the TASBE analytics +% package distribution's top directory. + +function [colorTranslationModel, CM] = computeColorTranslations(CM) +n = numel(CM.Channels); +scales = zeros(n,n)*NaN; + +for i=1:numel(CM.ColorPairFiles) + cp = CM.ColorPairFiles{i}; + cX = indexof(CM.Channels,cp{1}); + if(cX==-1), TASBESession.error('TASBE:ColorTranslation','MissingTranslationChannel','Missing channel %s',getPrintName(cp{1})); end + cY = indexof(CM.Channels,cp{2}); + if(cY==-1), TASBESession.error('TASBE:ColorTranslation','MissingTranslationChannel','Missing channel %s',getPrintName(cp{2})); end + cCtrl = indexof(CM.Channels,cp{3}); + if(cCtrl==-1), TASBESession.error('TASBE:ColorTranslation','MissingTranslationChannel','Missing channel %s',getPrintName(cp{3})); end + + if(isUnprocessed(CM.Channels{cX})), TASBESession.error('TASBE:ColorTranslation','UnprocessedChannel','Cannot translate unprocessed channel %s',getName(cX)); end; + if(isUnprocessed(CM.Channels{cY})), TASBESession.error('TASBE:ColorTranslation','UnprocessedChannel','Cannot translate unprocessed channel %s',getName(cY)); end; + + data = readfcs_compensated_au(CM,cp{4},false,true); % Leave out AF, use floor + if(cX==cCtrl || cY==cCtrl), + [scales(cX,cY), CM] = compute_two_color_translation_scale(CM,data,cX,cY); + [scales(cY,cX), CM] = compute_two_color_translation_scale(CM,data,cY,cX); + else + [scales(cX,cY), CM] = compute_translation_scale(CM,data,cX,cY,cCtrl); + [scales(cY,cX), CM] = compute_translation_scale(CM,data,cY,cX,cCtrl); + end + transerror = 10^(abs(log10(scales(cX,cY)*scales(cY,cX)))); + if(transerror > 1.05) + TASBESession.warn('TASBE:ColorTranslation','NotInvertible','Translation from %s to %s not invertible (round trip error = %.2f)',getPrintName(cp{1}),getPrintName(cp{2}),transerror); + end +end + +colorTranslationModel = ColorTranslationModel(CM.Channels,scales); + +end + +function plot_translation_graph(CM,data,i,j,scale,means,stds,which) + visiblePlots = TASBEConfig.get('colortranslation.visiblePlots'); + plotPath = TASBEConfig.get('colortranslation.plotPath'); + plotSize = TASBEConfig.get('colortranslation.plotSize'); + + h = figure('PaperPosition',[1 1 plotSize]); + if(~visiblePlots), set(h,'visible','off'); end; + %loglog(data(:,i),data(:,j),'b.','MarkerSize',1); hold on; + %plot(means(which,i),means(which,j),'g*-'); + %plot([1e0 1e6],scale*[1e0 1e6],'r-'); + pos = data(:,i)>1 & data(:,j)>1; + smoothhist2D(log10([data(pos,i) data(pos,j)]),10,[200, 200],[],[],[0 0; 6 6]); hold on; + plot(log10(means(which,i)),log10(means(which,j)),'k*-'); + plot(log10(means(which,i)./stds(which,i)),log10(means(which,j).*stds(which,j)),'k:'); + plot(log10(means(which,i).*stds(which,i)),log10(means(which,j)./stds(which,j)),'k:'); + plot([0 6],log10(scale)+[0 6],'r-'); + xlim([0 6]); ylim([0 6]); + xlabel(sprintf('%s a.u.',clean_for_latex(getName(CM.Channels{i})))); + ylabel(sprintf('%s a.u.',clean_for_latex(getName(CM.Channels{j})))); + title(sprintf('Color Translation Model: %s to %s',clean_for_latex(getName(CM.Channels{i})),clean_for_latex(getName(CM.Channels{j})))); + outputfig(h,sprintf('color-translation-%s-to-%s', clean_for_latex(getPrintName(CM.Channels{i})),clean_for_latex(getPrintName(CM.Channels{j}))), plotPath); +end + +function [scale, CM] = compute_translation_scale(CM,data,i,j,ctrl) + rangeMin = TASBEConfig.get('colortranslation.rangeMin'); + rangeMax = TASBEConfig.get('colortranslation.rangeMax'); + binIncrement = TASBEConfig.get('colortranslation.binIncrement'); + minSamples = TASBEConfig.get('colortranslation.minSamples'); + channelMinimum = TASBEConfig.getexact('colortranslation.channelMinimum',{}); + channelMaximum = TASBEConfig.getexact('colortranslation.channelMaximum',{}); + + % Average subpopulations, then find the ratio between them. + bins = BinSequence(rangeMin,binIncrement,rangeMax,'log_bins'); + % If minimums have been set, filter data to exclude any point that + % doesn't meet them. + if(~isempty(channelMinimum)) + which = data(:,i)>=10^channelMinimum(i) & ... + data(:,j)>=10^channelMinimum(j) & ... + data(:,ctrl)>=10^channelMinimum(ctrl); + data = data(which,:); + minbin_i = 10^channelMinimum(i); + minbin_j = 10^channelMinimum(j); + else + minbin_i = 1e3; minbin_j = 1e3; + end + + % If maximums have been set, filter data to exclude any point that + % doesn't meet them. + if(~isempty(channelMaximum)) + which = data(:,i)<=10^channelMaximum(i) & ... + data(:,j)<=10^channelMaximum(j) & ... + data(:,ctrl)<=10^channelMaximum(ctrl); + data = data(which,:); + maxbin_i = 10^channelMaximum(i); + maxbin_j = 10^channelMaximum(j); + else + maxbin_i = 1e5; maxbin_j = 1e5; + end + + [counts, means, stds] = subpopulation_statistics(bins,data,ctrl,'geometric'); + % nearMax = 10^(rangeMax-0.5); + which = find(counts(:)>minSamples & means(:,i)>minbin_i & means(:,j)>minbin_j & means(:,i)minSamples & means(:,i)>minbin_i & means(:,j)>minbin_j & means(:,i)(getStdMEFL(CM.autofluorescence_model{i})*2) & localcounts>100; + which = localmeans(:,target)>(getStdERF(CM.autofluorescence_model{i})*2) & localcounts>100; if(sum(which)>0) minset(n_files) = min(localstds(which,target)); else - warning('Model:Noise','Color mapping file "%s" has no significant fluorescent subpopulations',cp{4}); + TASBESession.warn('TASBE:NoiseModel','NotEnoughData','Color mapping file "%s" has no significant fluorescent subpopulations',getFile(cp{4})); minset(n_files) = 0; end end if n_files == 0, - warning('Model:Noise','Cannot compute noise model for %s: no color mapping files available',getName(CM.Channels{i})); + TASBESession.warn('TASBE:NoiseModel','NoColorMappings','Cannot compute noise model for %s: no color mapping files available',getName(CM.Channels{i})); continue; end - which = (means>getStdMEFL(CM.autofluorescence_model{i})*2) & counts>100; + which = (means>getStdERF(CM.autofluorescence_model{i})*2) & counts>100; noisemins(i) = mean(minset); noisemeans(i) = mean(stds(which)); noisestds(i) = std(stds(which)); @@ -74,7 +77,7 @@ set(h,'visible','off'); barmin = 1e9; barmax = 1e3; for j=1:n_files - which = means(:,j)>getStdMEFL(CM.autofluorescence_model{i})*2 & counts(:,j)>100; + which = means(:,j)>getStdERF(CM.autofluorescence_model{i})*2 & counts(:,j)>100; semilogx(means(which,j),stds(which,j),'b-'); hold on; barmin = min(min(means(which,j)),barmin); barmax = max(max(means(which,j)),barmax); end @@ -82,11 +85,11 @@ plot([1e3 1e9],[noisemeans(i) noisemeans(i)],'r-'); plot([1e3 1e9],[noisemeans(i)+noisestds(i) noisemeans(i)+noisestds(i)],'r:'); plot([1e3 1e9],[noisemeans(i)-noisestds(i) noisemeans(i)-noisestds(i)],'r:'); - xlabel(sprintf('%s %s',getName(CM.Channels{i}),getUnits(CM.Channels{i}))); + xlabel(sprintf('%s %s',clean_for_latex(getName(CM.Channels{i})),clean_for_latex(getUnits(CM.Channels{i})))); ylabel('k-fold noise'); - title(sprintf('Noise Model for %s',getName(CM.Channels{i}))); - path = getSetting(settings, 'path', './'); - outputfig(h,sprintf('noise-model-%s',getPrintName(CM.Channels{i})),path); + title(sprintf('Noise Model for %s',clean_for_latex(getName(CM.Channels{i})))); + path = TASBEConfig.get('plots.plotPath'); + outputfig(h,sprintf('noise-model-%s',clean_for_latex(getPrintName(CM.Channels{i}))),path); end end diff --git a/code/@ColorModel/confirm_ERF_translations.m b/code/@ColorModel/confirm_ERF_translations.m new file mode 100644 index 00000000..be4c7b32 --- /dev/null +++ b/code/@ColorModel/confirm_ERF_translations.m @@ -0,0 +1,43 @@ +% CONFIRM_ERF_TRANSLATIONS checks to see that all channels can be translated to ERF +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed +% in the AUTHORS file in TASBE analytics package distribution's top directory. +% +% This file is part of the TASBE analytics package, and is distributed +% under the terms of the GNU General Public License, with a linking +% exception, as described in the file LICENSE in the TASBE analytics +% package distribution's top directory. + +function [ok CM] = confirm_ERF_translations(CM) + scales = getScales(CM.color_translation_model); + ok = true; + fi = indexof(CM.Channels,CM.ERF_channel); + for i=1:numel(CM.Channels) + if(i==fi || isUnprocessed(CM.Channels{i})) continue; end; + if(isnan(scales(i,fi))), + ok = false; + TASBESession.warn('TASBE:ColorModel','MissingTranslation','No pairwise translation for %s to %s; using pseudoERF',getPrintName(CM.Channels{i}),getPrintName(CM.ERF_channel)); + scales(i,fi) = 1; + CM.Channels{i} = setIsPseudo(CM.Channels{i},1); + + % pseudo-ERFize channel + AFMi = CM.autofluorescence_model{i}; + k_ERF=getK_ERF(CM.unit_translation); + CM.autofluorescence_model{i}=ERFize(AFMi,scales(i,fi),k_ERF); + else + CM.Channels{i} = setUnits(CM.Channels{i},getUnits(CM.Channels{fi})); + end + end + + % if ERF channel is pseudo (e.g., becaus of missing beads), then make all channels pseudo + if(isPseudo(CM.ERF_channel)), + TASBESession.warn('TASBE:ColorModel','ERFChannelUncalibrated','ERF channel is pseudo, so all other channels are pseudo as well'); + for i=1:numel(CM.Channels), + CM.Channels{i} = setIsPseudo(CM.Channels{i},1); + end + end + + if ~ok, + TASBESession.warn('TASBE:ColorModel','UncalibratedChannels','Not all channels can be translated to standard ERF units.'); + CM.color_translation_model = setScales(CM.color_translation_model,scales); + end diff --git a/code/@ColorModel/find.m b/code/@ColorModel/find.m new file mode 100644 index 00000000..07c8cbd9 --- /dev/null +++ b/code/@ColorModel/find.m @@ -0,0 +1,35 @@ +% FIND returns index of inputted channel within the Channels property of a +% ColorModel object. +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed +% in the AUTHORS file in TASBE analytics package distribution's top directory. +% +% This file is part of the TASBE analytics package, and is distributed +% under the terms of the GNU General Public License, with a linking +% exception, as described in the file LICENSE in the TASBE analytics +% package distribution's top directory. + +function index = find(CM, channel) + +foundset=[]; nameeqset=[]; +for i=1:numel(CM.Channels) + if(CM.Channels{i} == channel) + foundset(end+1) = i; + if(strcmp(getName(CM.Channels{i}),getName(channel))) + nameeqset(end+1) = i; + end + end; +end; + +if(isempty(foundset)), + TASBESession.error('TASBE:ColorModel','MissingChannel','Unable to find channel %s',getName(channel)); +elseif numel(foundset)==1 + index = foundset(1); +elseif numel(nameeqset)==1 % more than one match, but only one matches name precisely + % Turning this warning off, since it gets called too much and isn't very useful + %TASBESession.warn('TASBE:ColorModel','DisambiguateChannel','Multiple channels match %s, discriminating by name',getName(channel)); + index = nameeqset(1); +else + TASBESession.error('TASBE:ColorModel','MultipleChannels','Multiple channels match %s, and cannot discriminate by name',getName(channel)); +end; + \ No newline at end of file diff --git a/@ColorModel/getChannel.m b/code/@ColorModel/getChannel.m similarity index 66% rename from @ColorModel/getChannel.m rename to code/@ColorModel/getChannel.m index bcfafe33..8c10b3e3 100644 --- a/@ColorModel/getChannel.m +++ b/code/@ColorModel/getChannel.m @@ -1,4 +1,7 @@ -% Copyright (C) 2010-2017, Raytheon BBN Technologies and contributors listed +% getChannel is a getter function for the ColorModel class, returns channel +% at specific index. +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed % in the AUTHORS file in TASBE analytics package distribution's top directory. % % This file is part of the TASBE analytics package, and is distributed @@ -7,5 +10,4 @@ % package distribution's top directory. function y=getChannel(CM,i) - y = CM.Channels{i}; % For converting and channel to FITC equiv - + y = CM.Channels{i}; diff --git a/@ColorModel/getChannels.m b/code/@ColorModel/getChannels.m similarity index 71% rename from @ColorModel/getChannels.m rename to code/@ColorModel/getChannels.m index 824d0dc3..462d9635 100644 --- a/@ColorModel/getChannels.m +++ b/code/@ColorModel/getChannels.m @@ -1,4 +1,6 @@ -% Copyright (C) 2010-2017, Raytheon BBN Technologies and contributors listed +% getChannels is a getter function for the ColorModel class. +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed % in the AUTHORS file in TASBE analytics package distribution's top directory. % % This file is part of the TASBE analytics package, and is distributed @@ -7,5 +9,4 @@ % package distribution's top directory. function y=getChannels(CM) - y = CM.Channels; % For converting and channel to FITC equiv - + y = CM.Channels; diff --git a/@ColorModel/get_autofluorescence_model.m b/code/@ColorModel/get_autofluorescence_model.m similarity index 75% rename from @ColorModel/get_autofluorescence_model.m rename to code/@ColorModel/get_autofluorescence_model.m index abac06c5..0f68226c 100644 --- a/@ColorModel/get_autofluorescence_model.m +++ b/code/@ColorModel/get_autofluorescence_model.m @@ -1,4 +1,6 @@ -% Copyright (C) 2010-2017, Raytheon BBN Technologies and contributors listed +% get_autofluorescence_model is a getter function for the ColorModel class. +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed % in the AUTHORS file in TASBE analytics package distribution's top directory. % % This file is part of the TASBE analytics package, and is distributed diff --git a/@ColorModel/get_color_translation_model.m b/code/@ColorModel/get_color_translation_model.m similarity index 62% rename from @ColorModel/get_color_translation_model.m rename to code/@ColorModel/get_color_translation_model.m index 4a5c0488..f56ae2d5 100644 --- a/@ColorModel/get_color_translation_model.m +++ b/code/@ColorModel/get_color_translation_model.m @@ -1,4 +1,6 @@ -% Copyright (C) 2010-2017, Raytheon BBN Technologies and contributors listed +% get_color_translation_model is a getter function for the ColorModel class. +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed % in the AUTHORS file in TASBE analytics package distribution's top directory. % % This file is part of the TASBE analytics package, and is distributed @@ -7,5 +9,5 @@ % package distribution's top directory. function y=get_color_translation_model(CM) - y = CM.color_translation_model; % For converting and channel to FITC equiv + y = CM.color_translation_model; % For converting other channels to ERF channel AU equiv diff --git a/@ColorModel/get_compensation_model.m b/code/@ColorModel/get_compensation_model.m similarity index 64% rename from @ColorModel/get_compensation_model.m rename to code/@ColorModel/get_compensation_model.m index b899fe72..1343a0e8 100644 --- a/@ColorModel/get_compensation_model.m +++ b/code/@ColorModel/get_compensation_model.m @@ -1,4 +1,6 @@ -% Copyright (C) 2010-2017, Raytheon BBN Technologies and contributors listed +% get_compensation_model is a getter function for the ColorModel class. +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed % in the AUTHORS file in TASBE analytics package distribution's top directory. % % This file is part of the TASBE analytics package, and is distributed @@ -7,4 +9,5 @@ % package distribution's top directory. function model=get_compensation_model(CM) - model = CM.compensation_model; % conversion of FITC channel to MEFL + model = CM.compensation_model; % compensation of spectral overlap + \ No newline at end of file diff --git a/@ColorModel/get_noise_model.m b/code/@ColorModel/get_noise_model.m similarity index 75% rename from @ColorModel/get_noise_model.m rename to code/@ColorModel/get_noise_model.m index a8225667..1efd7396 100644 --- a/@ColorModel/get_noise_model.m +++ b/code/@ColorModel/get_noise_model.m @@ -1,4 +1,6 @@ -% Copyright (C) 2010-2017, Raytheon BBN Technologies and contributors listed +% get_noise_model is a getter function for the ColorModel class. +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed % in the AUTHORS file in TASBE analytics package distribution's top directory. % % This file is part of the TASBE analytics package, and is distributed diff --git a/code/@ColorModel/get_postfilters.m b/code/@ColorModel/get_postfilters.m new file mode 100644 index 00000000..15b93016 --- /dev/null +++ b/code/@ColorModel/get_postfilters.m @@ -0,0 +1,13 @@ +% get_postfilters is a getter function for the ColorModel class. +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed +% in the AUTHORS file in TASBE analytics package distribution's top directory. +% +% This file is part of the TASBE analytics package, and is distributed +% under the terms of the GNU General Public License, with a linking +% exception, as described in the file LICENSE in the TASBE analytics +% package distribution's top directory. + +function filters = get_postfilters(CM) + filters = CM.postfilters; + diff --git a/@ColorModel/get_filters.m b/code/@ColorModel/get_prefilters.m similarity index 63% rename from @ColorModel/get_filters.m rename to code/@ColorModel/get_prefilters.m index 4a9bd935..00f22012 100644 --- a/@ColorModel/get_filters.m +++ b/code/@ColorModel/get_prefilters.m @@ -1,4 +1,6 @@ -% Copyright (C) 2010-2017, Raytheon BBN Technologies and contributors listed +% get_prefilters is a getter function for the ColorModel class. +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed % in the AUTHORS file in TASBE analytics package distribution's top directory. % % This file is part of the TASBE analytics package, and is distributed @@ -6,6 +8,6 @@ % exception, as described in the file LICENSE in the TASBE analytics % package distribution's top directory. -function filters = get_filters(CM) - filters = CM.filters; +function filters = get_prefilters(CM) + filters = CM.prefilters; diff --git a/@ColorModel/get_unit_translation.m b/code/@ColorModel/get_unit_translation.m similarity index 65% rename from @ColorModel/get_unit_translation.m rename to code/@ColorModel/get_unit_translation.m index 92ad7dba..9fd9786b 100644 --- a/@ColorModel/get_unit_translation.m +++ b/code/@ColorModel/get_unit_translation.m @@ -1,4 +1,6 @@ -% Copyright (C) 2010-2017, Raytheon BBN Technologies and contributors listed +% get_unit_translation is a getter function for the ColorModel class. +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed % in the AUTHORS file in TASBE analytics package distribution's top directory. % % This file is part of the TASBE analytics package, and is distributed @@ -7,4 +9,4 @@ % package distribution's top directory. function y=get_unit_translation(CM) - y = CM.unit_translation; % conversion of FITC channel to MEFL + y = CM.unit_translation; % conversion of ERF channel AU to ERF diff --git a/code/@ColorModel/make_linear_compensation_model.m b/code/@ColorModel/make_linear_compensation_model.m new file mode 100644 index 00000000..61d8394b --- /dev/null +++ b/code/@ColorModel/make_linear_compensation_model.m @@ -0,0 +1,84 @@ +% MAKE_LINEAR COMPENSATION_MODEL: create a color compensation model from +% FCS data under the assumption that interference is all linear bleed +% plus autofluorescence (an assumption that typically holds well): +% passive = b*driven + autofluorescence +% returns b and the error in the estimate (expressed as a multiple, +% since estimation is done on the log scale) +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed +% in the AUTHORS file in TASBE analytics package distribution's top directory. +% +% This file is part of the TASBE analytics package, and is distributed +% under the terms of the GNU General Public License, with a linking +% exception, as described in the file LICENSE in the TASBE analytics +% package distribution's top directory. + +function [b,b_err] = make_linear_compensation_model(CM, filename, driven, passive) +flowMin = TASBEConfig.get('flow.rangeMin'); +flowMax = TASBEConfig.get('flow.rangeMax'); +minDrivenThreshold = TASBEConfig.get('compensation.minimumDrivenLevel'); +maxDrivenThreshold = TASBEConfig.get('compensation.maximumDrivenLevel'); +minimumBinCount = TASBEConfig.get('compensation.minimumBinCount'); + +% Get read FCS file and select channels of interest +[rawfcs fcshdr] = read_filtered_au(CM,filename); + +rawdata = select_channels(CM.Channels,rawfcs,fcshdr); +% Remove autofluorescence from selected channels (ignoring others that may be unprocessed) +no_AF_data = zeros(size(rawdata)); +no_AF_data(:,driven) = rawdata(:,driven)-getMean(CM.autofluorescence_model{driven}); +no_AF_data(:,passive) = rawdata(:,passive)-getMean(CM.autofluorescence_model{passive}); +% make sure nothing's below 1, for compensation and geometric statistics +% (compensation can be badly thrown off by negative values) +no_AF_data(no_AF_data<1) = 1; + +% set max from data if max is higher than data +if maxDrivenThreshold>max(max(no_AF_data)), maxDrivenThreshold = ceil(max(max(no_AF_data))); end; + +bins = BinSequence(log10(minDrivenThreshold),0.2,log10(maxDrivenThreshold),'log_bins'); +[counts means stds] = subpopulation_statistics(bins,no_AF_data,driven,'geometric'); + +min_significant = find(means(:,passive)>(2*getStd(CM.autofluorescence_model{passive})) & counts(:)>=minimumBinCount,1); + +if size(min_significant,1) > 0 + binEdges = get_bin_edges(bins); + lower_threshold = binEdges(min_significant); % lower edge of first significant bin + lower_threshold = max(lower_threshold,minDrivenThreshold); + upper_threshold = min(max(no_AF_data(:,driven))*0.9,maxDrivenThreshold); % back off a little from max + which = find(no_AF_data(:,driven)>=lower_threshold & no_AF_data(:,driven)<=upper_threshold); + if(numel(which)), + b = geomean(no_AF_data(which,passive)./no_AF_data(which,driven)); + b_err = geostd(no_AF_data(which,passive)./no_AF_data(which,driven)); + else + b = 0; % no significant bleed-over + b_err = 1; % no significant error + end +else + lower_threshold = 1e6; + b = 0; % no significant bleed-over + b_err = 1; % no significant error +end +if b>0.1 + TASBESession.warn('TASBE:CompensationModel','HighSpectralBleed','Spectral bleed from %s to %s more than 10%%: %0.3f',getPrintName(CM.Channels{driven}),getPrintName(CM.Channels{passive}),b); +end + +% Optional plot +if TASBEConfig.get('compensation.plot') + figsize = TASBEConfig.get('compensation.plotSize'); + h = figure('PaperPosition',[1 1 figsize]); + set(h,'visible','off'); + pos = no_AF_data(:,driven)>1 & no_AF_data(:,passive)>1; + smoothhist2D(log10([no_AF_data(pos,driven) no_AF_data(pos,passive)]),10,[200, 200],[], [],[flowMin flowMin; flowMax flowMax]); hold on; + which = means(:,driven)>=lower_threshold; + plot(log10(means(which,driven)),log10(means(which,passive)),'k*-'); + plot(log10(means(which,driven)),log10(means(which,passive).*stds(which,passive)),'k:'); + plot(log10(means(which,driven)),log10(means(which,passive)./stds(which,passive)),'k:'); + plot([0 6],log10(b)+[0 6],'r-'); + cleanedChannelsDriven = clean_for_latex(getPrintName(CM.Channels{driven})); + cleanedChannelsPassive = clean_for_latex(getPrintName(CM.Channels{passive})); + xlabel(sprintf('%s (%s a.u.)',cleanedChannelsDriven,clean_for_latex(getName(CM.Channels{driven})))); + ylabel(sprintf('%s (%s a.u.)',cleanedChannelsPassive,clean_for_latex(getName(CM.Channels{passive})))); + title('Color Compensation Model'); + path = TASBEConfig.get('compensation.plotPath'); + outputfig(h, sprintf('color-compensation-%s-for-%s',cleanedChannelsPassive,cleanedChannelsDriven), path); +end diff --git a/code/@ColorModel/plot_compensated_controls.m b/code/@ColorModel/plot_compensated_controls.m new file mode 100644 index 00000000..13125602 --- /dev/null +++ b/code/@ColorModel/plot_compensated_controls.m @@ -0,0 +1,55 @@ +% PLOT_COMPENSATED_CONTROLS outputs plots of compensated positive controls +% of inputted ColorModel object. Called in CM's resolve function. +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed +% in the AUTHORS file in TASBE analytics package distribution's top directory. +% +% This file is part of the TASBE analytics package, and is distributed +% under the terms of the GNU General Public License, with a linking +% exception, as described in the file LICENSE in the TASBE analytics +% package distribution's top directory. + +function plot_compensated_controls(CM) +figsize = TASBEConfig.get('compensation.plotSize'); + +n = numel(CM.Channels); + +n_processed = 0; +for i=1:n, if(~isUnprocessed(CM.Channels{i})), n_processed=n_processed+1; end; end; +if n_processed<=1, return; end; % nothing to plot if there's only one channel + +for driven=1:n + if(isUnprocessed(CM.Channels{driven})), continue; end; % skip unprocessed channels + data = readfcs_compensated_au(CM,CM.ColorFiles{driven},0,0); + + for passive=1:n, + if (passive == driven || isUnprocessed(CM.Channels{passive})), continue; end; + + h = figure('PaperPosition',[1 1 figsize]); + set(h,'visible','off'); + pos = data(:,driven)>1; + if sum(pos)==0, + TASBESession.warn('TASBE:CompensationModel','CannotCompensate','Cannot compensate %s with %s',getPrintName(CM.Channels{driven}),getPrintName(CM.Channels{passive})); + continue; + end; + pmin = percentile(data(pos,passive),0.1); pmax = percentile(data(pos,passive),99.9); + smoothhist2D([log10(data(pos,driven)) data(pos,passive)],10,[200, 200],[],[],[0 pmin; 6 pmax]); hold on; + % + sorted = sortrows(data(pos,:),driven); + for i=1:10, % passive means of deciles + qsize = floor(size(sorted,1)/10); + range = (1:qsize)+(qsize*(i-1)); + pmean = mean(sorted(range,passive)); + drange = [min(sorted(range,driven)) max(sorted(range,driven))]; + plot(log10(drange),[pmean pmean],'k*-'); + end + + cleanedDrivenPrintName = clean_for_latex(getPrintName(CM.Channels{driven})); + cleanedPassivePrintName = clean_for_latex(getPrintName(CM.Channels{passive})); + xlabel(sprintf('%s (%s a.u.)',cleanedDrivenPrintName,clean_for_latex(getName(CM.Channels{driven})))); + ylabel(sprintf('%s (%s a.u.)',cleanedPassivePrintName,clean_for_latex(getName(CM.Channels{passive})))); + title('Compensated Positive Control'); + path = TASBEConfig.get('compensation.plotPath'); + outputfig(h, sprintf('compensated-%s-vs-positive-%s',cleanedPassivePrintName,cleanedDrivenPrintName), path); + end +end diff --git a/code/@ColorModel/read_filtered_au.m b/code/@ColorModel/read_filtered_au.m new file mode 100644 index 00000000..5cfb5bae --- /dev/null +++ b/code/@ColorModel/read_filtered_au.m @@ -0,0 +1,47 @@ +% READ_FILTERED_AU reads in an inputted FCS filename and outputs the raw +% data and header directory. +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed +% in the AUTHORS file in TASBE analytics package distribution's top directory. +% +% This file is part of the TASBE analytics package, and is distributed +% under the terms of the GNU General Public License, with a linking +% exception, as described in the file LICENSE in the TASBE analytics +% package distribution's top directory. + +function [data,fcshdr,n_removed] = read_filtered_au(CM,datafile) + % Get read FCS file and select channels of interest + [~,fcshdr,rawfcs] = fca_read(datafile); + if (isempty(fcshdr)) + TASBESession.error('TASBE:ReadFCS','CannotReadFile','Could not process FCS file %s', getFile(datafile)); + end + + data = rawfcs; + n_raw_events = size(data,1); + if n_raw_events0.60) % more than 60% subzero + TASBESession.warn('TASBE:ReadFCS','MajorityNegativeData','More than 60%% of channel %s negative (%.1f%%) in ''%s''',getName(CM.Channels{i}),100*frac_neg,getFile(datafile)); + end + end + + % Remove autofluorescence from processed channels + no_AF_data = zeros(size(rawdata)); + for i=1:numel(CM.Channels) + if(~isUnprocessed(CM.Channels{i})) + no_AF_data(:,i) = rawdata(:,i)-getMean(CM.autofluorescence_model{i}); + else + no_AF_data(:,i) = rawdata(:,i); + end + end + % make sure nothing's below 1, for compensation and geometric statistics + % (compensation can be badly thrown off by negative values) + if(floor && numel(CM.Channels)>1), no_AF_data(no_AF_data<1) = 1; end + % Compensate for spectral bleed + data = color_compensate(CM.compensation_model,no_AF_data); + % Return autofluorescence, if desired + if(with_AF) + for i=1:numel(CM.Channels) + if(~isUnprocessed(CM.Channels{i})) % only adjust processed channels + data(:,i) = data(:,i)+getMean(CM.autofluorescence_model{i}); + end + end + end + % make sure nothing's below 1, for geometric statistics + if(floor), data(data<1) = 1; end + n_removed = n_preremoved + (size(rawfcs,1)-size(data,1)); + else + data = rawdata; + n_removed = n_preremoved + (size(rawfcs,1)-size(data,1)); + end + diff --git a/@ColorModel/remapChannels.m b/code/@ColorModel/remapChannels.m similarity index 61% rename from @ColorModel/remapChannels.m rename to code/@ColorModel/remapChannels.m index bb22d8a3..337fe8e7 100644 --- a/@ColorModel/remapChannels.m +++ b/code/@ColorModel/remapChannels.m @@ -1,4 +1,7 @@ -% Copyright (C) 2010-2017, Raytheon BBN Technologies and contributors listed +% REMAPCHANNELS creates a new ColorModel object with an updated Channels +% property with new print names. Also updates the ERF_channel. +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed % in the AUTHORS file in TASBE analytics package distribution's top directory. % % This file is part of the TASBE analytics package, and is distributed @@ -8,7 +11,7 @@ function CM = remapChannels(CM,new_names) for i=1:numel(new_names) - reset_FITC = (CM.Channels{i}==CM.FITC_channel); + reset_ERF = (CM.Channels{i}==CM.ERF_channel); CM.Channels{i} = remapChannelName(CM.Channels{i},new_names{i}); - if reset_FITC, CM.FITC_channel = CM.Channels{i}; end + if reset_ERF, CM.ERF_channel = CM.Channels{i}; end end diff --git a/code/@ColorModel/resolve.m b/code/@ColorModel/resolve.m new file mode 100644 index 00000000..c5a4910d --- /dev/null +++ b/code/@ColorModel/resolve.m @@ -0,0 +1,97 @@ +% RESOLVE is called after the construction and configuration of a +% ColorModel object. It includes unit translation from beads and +% autofluorescence, compensation, and color translation model generation. +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed +% in the AUTHORS file in TASBE analytics package distribution's top directory. +% +% This file is part of the TASBE analytics package, and is distributed +% under the terms of the GNU General Public License, with a linking +% exception, as described in the file LICENSE in the TASBE analytics +% package distribution's top directory. + +function CM=resolve(CM) + % fill in channel descriptors from designated file (default = beadfile) + if TASBEConfig.isSet('flow.channel_template_file'), + template = ensureDataFile(TASBEConfig.get('flow.channel_template_file')); + else template = CM.BeadFile; + end; + [fcsdat fcshdr] = fca_read(template); + % Remember channel descriptions, for later confirmation + for i=1:numel(CM.Channels), + [~, desc] = get_fcs_color(fcsdat,fcshdr,getName(CM.Channels{i})); + CM.Channels{i} = setDescription(CM.Channels{i},desc); + % TODO: figure out how to add FSC and SSC channel descriptions (used by filters) for confirmation + end + + + % build model + % First, unit translation from beads + if TASBEConfig.isSet('calibration.overrideUnits') + k_ERF = TASBEConfig.get('calibration.overrideUnits'); + CM.unit_translation = UnitTranslation('Specified',k_ERF,[],[],{}); + CM.standardUnits = 'arbitrary units'; + TASBESession.warn('TASBE:ColorModel','OverrideBeads','Overriding units with specified k_ERF value of %d',k_ERF); + else + [UT, CM] = beads_to_ERF_model(CM,CM.BeadFile); + CM.unit_translation = UT; + end + + % Next, unit translation from size beads, if there are any + if isempty(CM.um_channel_name) + CM.size_unit_translation = []; + CM.sizeUnits = 'no size channel defined'; + TASBESession.warn('TASBE:ColorModel','NoSizeChannel','No size bead calibration configured'); + else + [UT, CM] = beads_to_um_model(CM,CM.SizeBeadFile); + CM.size_unit_translation = UT; + end + + % Next, autofluorescence and compensation model + if TASBEConfig.isSet('calibration.overrideAutofluorescence') + afmean = TASBEConfig.get('calibration.overrideAutofluorescence'); + if numel(afmean)==1, afmean = afmean*ones(numel(CM.Channels),1); end; + TASBESession.warn('TASBE:ColorModel','OverrideAutofluorescence','Overriding autofluorescence model with specified values.'); + for i=1:numel(afmean), + CM.autofluorescence_model{i} = AutoFluorescenceModel(CM.Channels{i},afmean(i)*ones(10,1)); + if(CM.Channels{i} == CM.ERF_channel) + CM.autofluorescence_model{i}=ERFize(CM.autofluorescence_model{i},1,getK_ERF(CM.unit_translation)); + end + end + else + CM.autofluorescence_model = computeAutoFluorescence(CM); + end + if TASBEConfig.isSet('calibration.overrideCompensation') + matrix = TASBEConfig.get('calibration.overrideCompensation'); + TASBESession.warn('TASBE:ColorModel','OverrideCompensation','Overriding compensation model with specified values.'); + CM.compensation_model = LinearCompensationModel(matrix, zeros(size(matrix))); + else + CM.compensation_model = computeColorCompensation(CM); + end + CM.initialized = 0.5; % enough to read in AU + if TASBEConfig.get('compensation.plot'), plot_compensated_controls(CM); end; + + % finally, color translation model + if TASBEConfig.isSet('calibration.overrideTranslation') + scales = TASBEConfig.get('calibration.overrideTranslation'); + color_translation_model = ColorTranslationModel(CM.Channels,scales); + for i=1:numel(CM.Channels), + if(CM.Channels{i}==CM.ERF_channel) i_ERF = i; end; + end + for i=1:numel(CM.Channels), + if(CM.Channels{i}==CM.ERF_channel || isUnprocessed(CM.Channels{i})) continue; end; + AFMi = CM.autofluorescence_model{i}; + k_ERF=getK_ERF(CM.unit_translation); + CM.autofluorescence_model{i}=ERFize(AFMi,scales(i,i_ERF),k_ERF); + end + TASBESession.warn('TASBE:ColorModel','OverrideTranslation','Overriding translation scaling with specified values.'); + else + [color_translation_model CM] = computeColorTranslations(CM); + end + CM.color_translation_model = color_translation_model; + CM.initialized = 1; % enough to read in (pseudo)ERF + + [ok CM] = confirm_ERF_translations(CM);% warn if can't translate all to ERF + + CM.noise_model = computeNoiseModel(CM); + diff --git a/@ColorModel/sample_autofluorescence.m b/code/@ColorModel/sample_autofluorescence.m similarity index 67% rename from @ColorModel/sample_autofluorescence.m rename to code/@ColorModel/sample_autofluorescence.m index 9aea6624..7d005da5 100644 --- a/@ColorModel/sample_autofluorescence.m +++ b/code/@ColorModel/sample_autofluorescence.m @@ -1,4 +1,7 @@ -% Copyright (C) 2010-2017, Raytheon BBN Technologies and contributors listed +% SAMPLE_AUTOFLUORESCENCE returns the sample autofluorescence for each +% channel in the inputted ColorModel object. +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed % in the AUTHORS file in TASBE analytics package distribution's top directory. % % This file is part of the TASBE analytics package, and is distributed @@ -11,14 +14,10 @@ n_channels = numel(getChannels(CM)); if nargin<3, truncate = 0; end; -if nargin<4 channels = 1:n_channels; end; +if nargin<4, channels = 1:n_channels; end; AF = zeros(n_samples,numel(channels)); for i=1:numel(channels), AFM = get_autofluorescence_model(CM,channels(i)); - AF(:,i) = getMeanMEFL(AFM) + getStdMEFL(AFM)*randn(n_samples,1); -end - -if truncate - AF(AF<=1) = 1; + AF(:,i) = sample_autofluorescence(AFM,n_samples,truncate); end diff --git a/code/@ColorModel/set_ERF_channel_name.m b/code/@ColorModel/set_ERF_channel_name.m new file mode 100644 index 00000000..f77c3b4c --- /dev/null +++ b/code/@ColorModel/set_ERF_channel_name.m @@ -0,0 +1,20 @@ +% set_ERF_channel_name is a setter function for the ColorModel class. +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed +% in the AUTHORS file in TASBE analytics package distribution's top directory. +% +% This file is part of the TASBE analytics package, and is distributed +% under the terms of the GNU General Public License, with a linking +% exception, as described in the file LICENSE in the TASBE analytics +% package distribution's top directory. + +function CM=set_ERF_channel_name(CM, v) + CM.ERF_channel_name=v; + found=false; + for i=1:numel(CM.Channels), + if(strcmp(CM.ERF_channel_name,getName(CM.Channels{i}))), + CM.ERF_channel = CM.Channels{i}; found=true; break; + end; + end; + if(~found), TASBESession.error('TASBE:ColorModel','MissingERFChannel','Unable to find ERF channel %s',CM.ERF_channel_name); end; + diff --git a/@ColorModel/set_dequantization.m b/code/@ColorModel/set_dequantization.m similarity index 74% rename from @ColorModel/set_dequantization.m rename to code/@ColorModel/set_dequantization.m index b64df4e3..13d7045c 100644 --- a/@ColorModel/set_dequantization.m +++ b/code/@ColorModel/set_dequantization.m @@ -1,4 +1,6 @@ -% Copyright (C) 2010-2017, Raytheon BBN Technologies and contributors listed +% set_dequantization is a setter function for the ColorModel class. +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed % in the AUTHORS file in TASBE analytics package distribution's top directory. % % This file is part of the TASBE analytics package, and is distributed diff --git a/code/@ColorModel/set_standardUnits.m b/code/@ColorModel/set_standardUnits.m new file mode 100644 index 00000000..5a8c0952 --- /dev/null +++ b/code/@ColorModel/set_standardUnits.m @@ -0,0 +1,14 @@ +% set_standardUnits is a setter function for the ColorModel class. +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed +% in the AUTHORS file in TASBE analytics package distribution's top directory. +% +% This file is part of the TASBE analytics package, and is distributed +% under the terms of the GNU General Public License, with a linking +% exception, as described in the file LICENSE in the TASBE analytics +% package distribution's top directory. + +function CM = set_standardUnits( CM, units ) + CM.standardUnits=units; +end + diff --git a/code/@ColorModel/set_um_channel_name.m b/code/@ColorModel/set_um_channel_name.m new file mode 100644 index 00000000..e7780d23 --- /dev/null +++ b/code/@ColorModel/set_um_channel_name.m @@ -0,0 +1,23 @@ +% set_ERF_channel_name is a setter function for the ColorModel class. +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed +% in the AUTHORS file in TASBE analytics package distribution's top directory. +% +% This file is part of the TASBE analytics package, and is distributed +% under the terms of the GNU General Public License, with a linking +% exception, as described in the file LICENSE in the TASBE analytics +% package distribution's top directory. + +function CM=set_um_channel_name(CM, v) + CM.um_channel_name=v; + found=false; + for i=1:numel(CM.Channels), + if(strcmp(CM.um_channel_name,getName(CM.Channels{i}))), + CM.um_channel = CM.Channels{i}; + CM.Channels{i} = setUnits(CM.Channels{i},'Eum'); + found=true; + break; + end; + end; + if(~found), TASBESession.error('TASBE:ColorModel','MissingumChannel','Unable to find um channel %s',CM.um_channel_name); end; + diff --git a/@ColorModel/add_filter.m b/code/@ColorModel/set_unit_translation.m similarity index 61% rename from @ColorModel/add_filter.m rename to code/@ColorModel/set_unit_translation.m index a08ee6f9..b6a7f2b7 100644 --- a/@ColorModel/add_filter.m +++ b/code/@ColorModel/set_unit_translation.m @@ -1,4 +1,6 @@ -% Copyright (C) 2010-2017, Raytheon BBN Technologies and contributors listed +% set_unit_translation is a setter function for the ColorModel class. +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed % in the AUTHORS file in TASBE analytics package distribution's top directory. % % This file is part of the TASBE analytics package, and is distributed @@ -6,5 +8,6 @@ % exception, as described in the file LICENSE in the TASBE analytics % package distribution's top directory. -function CM=add_filter(CM,filter) - CM.filters{end+1} = filter; +function CM = set_unit_translation( CM, UT ) + CM.unit_translation = UT; +end diff --git a/@ExperimentResults/version.m b/code/@ColorModel/version.m similarity index 73% rename from @ExperimentResults/version.m rename to code/@ColorModel/version.m index d573ce11..89cfedce 100644 --- a/@ExperimentResults/version.m +++ b/code/@ColorModel/version.m @@ -1,4 +1,7 @@ -% Copyright (C) 2010-2017, Raytheon BBN Technologies and contributors listed +% VERSION returns the version of an inputted object (i.e. ColorModel +% object) +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed % in the AUTHORS file in TASBE analytics package distribution's top directory. % % This file is part of the TASBE analytics package, and is distributed diff --git a/@ColorTranslationModel/ColorTranslationModel.m b/code/@ColorTranslationModel/ColorTranslationModel.m similarity index 85% rename from @ColorTranslationModel/ColorTranslationModel.m rename to code/@ColorTranslationModel/ColorTranslationModel.m index bab769e8..cf5f48cd 100644 --- a/@ColorTranslationModel/ColorTranslationModel.m +++ b/code/@ColorTranslationModel/ColorTranslationModel.m @@ -1,4 +1,8 @@ -% Copyright (C) 2010-2017, Raytheon BBN Technologies and contributors listed +% Constructor for the ColorTranslationModel class with properties: +% Channels % array of Channel objects +% scales % Channel x Channel scalars: Color_j = scales(i,j)*Color_i +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed % in the AUTHORS file in TASBE analytics package distribution's top directory. % % This file is part of the TASBE analytics package, and is distributed @@ -6,8 +10,6 @@ % exception, as described in the file LICENSE in the TASBE analytics % package distribution's top directory. -% Channels % array of Channel objects -% scales % Channel x Channel scalars: Color_j = scales(i,j)*Color_i function CTM = ColorTranslationModel(channels, scales) if nargin == 0 channels{1} = Channel(); diff --git a/@ColorTranslationModel/getScales.m b/code/@ColorTranslationModel/getScales.m similarity index 73% rename from @ColorTranslationModel/getScales.m rename to code/@ColorTranslationModel/getScales.m index 528aebaf..2afad674 100644 --- a/@ColorTranslationModel/getScales.m +++ b/code/@ColorTranslationModel/getScales.m @@ -1,4 +1,6 @@ -% Copyright (C) 2010-2017, Raytheon BBN Technologies and contributors listed +% getScales is a getter function for the ColorTranslationModel class. +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed % in the AUTHORS file in TASBE analytics package distribution's top directory. % % This file is part of the TASBE analytics package, and is distributed diff --git a/@ColorTranslationModel/setScales.m b/code/@ColorTranslationModel/setScales.m similarity index 74% rename from @ColorTranslationModel/setScales.m rename to code/@ColorTranslationModel/setScales.m index 3f4134d0..3463c9a6 100644 --- a/@ColorTranslationModel/setScales.m +++ b/code/@ColorTranslationModel/setScales.m @@ -1,4 +1,6 @@ -% Copyright (C) 2010-2017, Raytheon BBN Technologies and contributors listed +% setScales is a setter function for the ColorTranslationModel class. +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed % in the AUTHORS file in TASBE analytics package distribution's top directory. % % This file is part of the TASBE analytics package, and is distributed diff --git a/code/@ColorTranslationModel/translate.m b/code/@ColorTranslationModel/translate.m new file mode 100644 index 00000000..d4a0c64e --- /dev/null +++ b/code/@ColorTranslationModel/translate.m @@ -0,0 +1,21 @@ +% TRANSLATE scales inputted data from an original channel to a final +% channel for a ColorTranslationModel object. +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed +% in the AUTHORS file in TASBE analytics package distribution's top directory. +% +% This file is part of the TASBE analytics package, and is distributed +% under the terms of the GNU General Public License, with a linking +% exception, as described in the file LICENSE in the TASBE analytics +% package distribution's top directory. + +function translated = translate(CTM,data,original,final) + if(original==final), translated=data; return; end; + % Color_j = matrix( + i = indexof(CTM.Channels,original); + if(i==-1), TASBESession.error('TASBE:ColorTranslation','MissingTranslationChannel','Missing translation channel: %s',getPrintName(original)); end; + j = indexof(CTM.Channels,final); + if(j==-1), TASBESession.error('TASBE:ColorTranslation','MissingTranslationChannel','Missing translation channel: %s',getPrintName(final)); end; + if(isnan(CTM.scales(i,j))), TASBESession.error('TASBE:ColorTranslation','MissingTranslation','No pairwise translation for %s to %s',getPrintName(original),getPrintName(final)); end; + + translated = CTM.scales(i,j) * data; diff --git a/code/@DataFile/DataFile.m b/code/@DataFile/DataFile.m new file mode 100644 index 00000000..95f41712 --- /dev/null +++ b/code/@DataFile/DataFile.m @@ -0,0 +1,77 @@ +% Constuctor for DataFile class with properties: +% type ('fcs' and 'csv') +% header +% file +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed +% in the AUTHORS file in TASBE analytics package distribution's top directory. +% +% This file is part of the TASBE analytics package, and is distributed +% under the terms of the GNU General Public License, with a linking +% exception, as described in the file LICENSE in the TASBE analytics +% package distribution's top directory. + +function DF = DataFile(type, file, header) + % map of file types to CSVs + key = {{'csv',{'.csv'}}, {'fcs',{'.fcs','.lmd'}}}; + + if nargin == 0 % blank initialization + DF.type = ''; + DF.file = ''; + DF.header = ''; + elseif nargin==1 % file name only + %Create obj with one argument if file has an extension of 'fcs' + DF.type = 'fcs'; + DF.file = type; + DF.header = ''; + [~, ~, fext] = fileparts(DF.file); + for i=1:numel(key) + sub_key = key{i}; + if strcmp(sub_key{1}, DF.type) + if isempty(find(strcmpi(sub_key{2}, fext), 1)) + TASBESession.error('TASBE:DataFile','Underspecified','Only files with a fcs extension can create a DataFile obj with no supplied type'); + end + end + end + else % full constructor + DF.type = type; + DF.file = file; + DF.header = ''; + + % Make sure csv has header + if strcmp(type, 'csv') && (nargin < 3) + TASBESession.error('TASBE:DataFile','Underspecified','DataFile object with csv type needs a header'); + elseif strcmp(type, 'csv') + DF.header = header; + end + + % Make sure fcs doesn't have header + if strcmp(type, 'fcs') && (nargin > 2) + TASBESession.error('TASBE:DataFile','Overspecified','DataFile object with fcs type should not have a header'); + end + + % Check to make sure extension of file agrees with type + [~, ~, fext] = fileparts(DF.file); + error = 'InvalidType'; + for i=1:numel(key) + sub_key = key{i}; + if strcmp(sub_key{1}, type) + error = ''; + if isempty(find(strcmpi(sub_key{2}, fext), 1)) + error = 'InvalidExtension'; + end + end + end + + if ~isempty(error) + if strcmp(error, 'InvalidType') + TASBESession.error('TASBE:DataFile',error,'File is not of type csv or fcs'); + elseif strcmp(error, 'InvalidExtension') + TASBESession.error('TASBE:DataFile',error,'File extension does not match with possible file extensions'); + end + end + end + + DF=class(DF,'DataFile'); + +end \ No newline at end of file diff --git a/code/@DataFile/fca_read.m b/code/@DataFile/fca_read.m new file mode 100644 index 00000000..a007ea70 --- /dev/null +++ b/code/@DataFile/fca_read.m @@ -0,0 +1,37 @@ +function [fcsdat, fcshdr, fcsdatscaled] = fca_read(datafile) +% [fcsdat, fcshdr, fcsdatscaled] = fca_read(filename); +% +% Read CSV or FCS of flow cytometry data file and put the list mode +% parameters to the fcsdat array with size of [NumOfPar TotalEvents]. +% Some important header data are stored in the fcshdr structure: +% TotalEvents, NumOfPar, name + +% If noarg was supplied +if nargin == 0 + TASBESession.warn('Read', 'NoDataFile', 'No DataFile obj provided! Returning empty dataset.'); + fcsdat = []; fcshdr = []; fcsdatscaled = []; + return; +else + if isempty(datafile.file) + TASBESession.warn('Read','NoFile','No file provided! Returning empty dataset.'); + fcsdat = []; fcshdr = []; fcsdatscaled = []; + return; + end + filecheck = dir(datafile.file); + if size(filecheck,1) == 0 + TASBESession.warn('Read','NoFile',[datafile.file,': The file does not exist! Returning empty dataset.']); + fcsdat = []; fcshdr = []; fcsdatscaled = []; + return; + end +end + +% If filename arg. only contain PATH, set the default dir to this +% before issuing the uigetfile command. This is an option for the "fca" +% tool + +if strcmp(datafile.type, 'csv') + [fcsdat, fcshdr, fcsdatscaled] = fca_readcsv(datafile.file, datafile.header, TASBEConfig.get('flow.maxEvents')); +else + [fcsdat, fcshdr, fcsdatscaled] = fca_readfcs(datafile.file, TASBEConfig.get('flow.maxEvents')); +end + diff --git a/code/@DataFile/getFile.m b/code/@DataFile/getFile.m new file mode 100644 index 00000000..f7df1546 --- /dev/null +++ b/code/@DataFile/getFile.m @@ -0,0 +1,14 @@ +% getFile is a getter function for the DataFile class. +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed +% in the AUTHORS file in TASBE analytics package distribution's top directory. +% +% This file is part of the TASBE analytics package, and is distributed +% under the terms of the GNU General Public License, with a linking +% exception, as described in the file LICENSE in the TASBE analytics +% package distribution's top directory. + +function y = getFile(DF) + y = DF.file; +end + diff --git a/@AnalysisParameters/getMEFLPerPlasmid.m b/code/@DataFile/getType.m similarity index 67% rename from @AnalysisParameters/getMEFLPerPlasmid.m rename to code/@DataFile/getType.m index 2bd37e98..a0afa794 100644 --- a/@AnalysisParameters/getMEFLPerPlasmid.m +++ b/code/@DataFile/getType.m @@ -1,4 +1,6 @@ -% Copyright (C) 2010-2017, Raytheon BBN Technologies and contributors listed +% getType is a getter function for the DataFile class. +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed % in the AUTHORS file in TASBE analytics package distribution's top directory. % % This file is part of the TASBE analytics package, and is distributed @@ -6,5 +8,6 @@ % exception, as described in the file LICENSE in the TASBE analytics % package distribution's top directory. -function y=getMEFLPerPlasmid(AP) - y=AP.MEFLPerPlasmid; +function y = getType(DF) + y = DF.type; +end \ No newline at end of file diff --git a/code/@Experiment/Experiment.m b/code/@Experiment/Experiment.m new file mode 100644 index 00000000..2d077c62 --- /dev/null +++ b/code/@Experiment/Experiment.m @@ -0,0 +1,64 @@ +% EXPERIMENT holds experiment files and description. Can have only a +% subset of channels, but three parameters should be passed to the +% constructor (even if some are '') the constructor checks for +% parameters of the Channel class. Contains the following properties: +% ExperimentName +% InducerNames +% InducerLevelsToFiles % This is an array with the first columns being inducer levels and the last column a list of filenames +% % Below is not yet handled: +% ProteinName % e.g. Tal +% Construct % text for defining the construct that produced the data +% Conditions % text for explaining the experiment conditions +% Notes % text for anything related to this experiment +% ExperimentDate +% ExperiemntTime +% +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed +% in the AUTHORS file in TASBE analytics package distribution's top directory. +% +% This file is part of the TASBE analytics package, and is distributed +% under the terms of the GNU General Public License, with a linking +% exception, as described in the file LICENSE in the TASBE analytics +% package distribution's top directory. + + function E = Experiment(Name, InducerNames, InducerLevelsToFiles) + E.ExperimentName=[]; + E.InducerNames=[]; + E.InducerLevelsToFiles=[]; + E.ProteinName =[]; + E.Construct =[]; + + if nargin > 0 + E.ExperimentName = Name; + E.InducerNames = InducerNames; + E.InducerLevelsToFiles = InducerLevelsToFiles; + end; + + E=class(E,'Experiment'); + + % check to make sure InducerLevelsToFiles has the correct dimensions + if size(E.InducerLevelsToFiles, 2) ~= 2 && size(E.InducerLevelsToFiles, 2) ~= 0 + TASBESession.error('TASBE:Experiment', 'DimensionMismatch', 'Transfer Curve analysis invoked with incorrect number of columns. Make sure InducerLevelsToFiles is a n X 2 matrix.'); + end + + % Make sure that none of the levels are the same + levels = {}; + for i=1:size(E.InducerLevelsToFiles,1) + level = sanitize_filename(num2str(E.InducerLevelsToFiles{i,1})); + if ~any(strcmp(levels,level)) + levels{end+1} = level; + else + if TASBEConfig.get('flow.duplicateConditionWarning') == 1 + % error + TASBESession.error('TASBE:Experiment','DuplicateCondition','Duplicate level for %s', level); + else + % warn + TASBESession.warn('TASBE:Experiment','DuplicateCondition','Duplicate level for %s', level); + end + end + end + + +% C1 = Channel('red','TxRed','r') +% example: E = Experiment({'Dox'}, {0, {'Dox0.fcs'}; 1, {'Dox1.cs'}; 10, {'Dox10.fcs', 'Dox10b.fcs'}}, C1, '', '') diff --git a/@Experiment/NumInductions.m b/code/@Experiment/NumInductions.m similarity index 72% rename from @Experiment/NumInductions.m rename to code/@Experiment/NumInductions.m index de6121bc..c924c96c 100644 --- a/@Experiment/NumInductions.m +++ b/code/@Experiment/NumInductions.m @@ -1,4 +1,7 @@ -% Copyright (C) 2010-2017, Raytheon BBN Technologies and contributors listed +% NUMINDUCTIONS returns the number of inducer levels within an inputted +% Experiment object. +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed % in the AUTHORS file in TASBE analytics package distribution's top directory. % % This file is part of the TASBE analytics package, and is distributed @@ -6,6 +9,5 @@ % exception, as described in the file LICENSE in the TASBE analytics % package distribution's top directory. - function n = NumInductions(E) n = size(E.InducerLevelsToFiles,1); diff --git a/@Experiment/getExperimentName.m b/code/@Experiment/getExperimentName.m similarity index 75% rename from @Experiment/getExperimentName.m rename to code/@Experiment/getExperimentName.m index 54b81321..c497161d 100644 --- a/@Experiment/getExperimentName.m +++ b/code/@Experiment/getExperimentName.m @@ -1,4 +1,6 @@ -% Copyright (C) 2010-2017, Raytheon BBN Technologies and contributors listed +% getExperimentName is a getter function for the Experiment class. +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed % in the AUTHORS file in TASBE analytics package distribution's top directory. % % This file is part of the TASBE analytics package, and is distributed diff --git a/@Experiment/getInducerLevelsToFiles.m b/code/@Experiment/getInducerLevelsToFiles.m similarity index 78% rename from @Experiment/getInducerLevelsToFiles.m rename to code/@Experiment/getInducerLevelsToFiles.m index 03dd658f..7838101c 100644 --- a/@Experiment/getInducerLevelsToFiles.m +++ b/code/@Experiment/getInducerLevelsToFiles.m @@ -1,4 +1,6 @@ -% Copyright (C) 2010-2017, Raytheon BBN Technologies and contributors listed +% getInducerLevelsToFiles is a getter function for the Experiment class. +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed % in the AUTHORS file in TASBE analytics package distribution's top directory. % % This file is part of the TASBE analytics package, and is distributed diff --git a/@Experiment/getInducerName.m b/code/@Experiment/getInducerName.m similarity index 75% rename from @Experiment/getInducerName.m rename to code/@Experiment/getInducerName.m index 453f6263..199fcc16 100644 --- a/@Experiment/getInducerName.m +++ b/code/@Experiment/getInducerName.m @@ -1,4 +1,6 @@ -% Copyright (C) 2010-2017, Raytheon BBN Technologies and contributors listed +% getInducerName is a getter function for the Experiment class. +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed % in the AUTHORS file in TASBE analytics package distribution's top directory. % % This file is part of the TASBE analytics package, and is distributed diff --git a/@ExperimentResults/ExperimentResults.m b/code/@ExperimentResults/ExperimentResults.m similarity index 85% rename from @ExperimentResults/ExperimentResults.m rename to code/@ExperimentResults/ExperimentResults.m index 8429e8d4..dada8421 100644 --- a/@ExperimentResults/ExperimentResults.m +++ b/code/@ExperimentResults/ExperimentResults.m @@ -1,15 +1,6 @@ -% Copyright (C) 2010-2017, Raytheon BBN Technologies and contributors listed -% in the AUTHORS file in TASBE analytics package distribution's top directory. -% -% This file is part of the TASBE analytics package, and is distributed -% under the terms of the GNU General Public License, with a linking -% exception, as described in the file LICENSE in the TASBE analytics -% package distribution's top directory. - -% EXPERIMENTRESULTS Summarizes the results of the experiment across all -% induction conditions and replications +% EXPERIMENTRESULTS summarizes the results of the experiment across all +% induction conditions and replications, contains the following properties: % -% % Experiment % handle to object, which includes induction conditions % AnalysisParameters % handle to object which was used for producing these results % % Means across all replications @@ -41,6 +32,18 @@ % StdOfPopComponentMeans % table of {Channel,n_components x n_inductions} % StdOfPopComponentStandardDevs % table of {Channel,n_components x n_inductions} % StdOfPopComponentWeights % table of {Channel,n_components x n_inductions} +% on_fracMean % arithmetic mean of frac of points in on group between replicates (determined by threshold) +% off_fracMean % arithmetic mean of frac of points in off group between replicates (determined by threshold) +% on_fracStd % arithmetic std of frac of points in on group between replicates (determined by threshold) +% off_fracStd % arithmetic std of frac of points in off group between replicates (determined by threshold) +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed +% in the AUTHORS file in TASBE analytics package distribution's top directory. +% +% This file is part of the TASBE analytics package, and is distributed +% under the terms of the GNU General Public License, with a linking +% exception, as described in the file LICENSE in the TASBE analytics +% package distribution's top directory. function ER = ExperimentResults(Exp, AP, ReplicateCounts, BinCounts, ... Means, StandardDevs, PlasmidEstimates, FractionActive, ... @@ -48,7 +51,7 @@ PopComponentMeans, PopComponentStandardDevs, PopComponentWeights, ... StdOfMeans, StdOfStandardDevs, StdOfPlasmidEstimates, StdOfFractionActive, ... StdOfPopMeans, StdOfPopStandardDevs, StdOfHistograms, StdOfExcluded, StdOfNonExpressing, ... - StdOfPopComponentMeans, StdOfPopComponentStandardDevs, StdOfPopComponentWeights) + StdOfPopComponentMeans, StdOfPopComponentStandardDevs, StdOfPopComponentWeights, on_fracMean, off_fracMean, on_fracStd, off_fracStd) ER.version = tasbe_version(); ER.Experiment = Experiment(); ER.AnalysisParameters = AnalysisParameters(); @@ -110,6 +113,12 @@ ER.StdOfPopComponentMeans = StdOfPopComponentMeans; ER.StdOfPopComponentStandardDevs = StdOfPopComponentStandardDevs; ER.StdOfPopComponentWeights = StdOfPopComponentWeights; + if nargin > 28 + ER.on_fracMean = on_fracMean; + ER.off_fracMean = off_fracMean; + ER.on_fracStd = on_fracStd; + ER.off_fracStd = off_fracStd; + end end ER=class(ER,'ExperimentResults'); diff --git a/@ExperimentResults/getAnalysisParameters.m b/code/@ExperimentResults/getAnalysisParameters.m similarity index 74% rename from @ExperimentResults/getAnalysisParameters.m rename to code/@ExperimentResults/getAnalysisParameters.m index 3764c1d8..d392638e 100644 --- a/@ExperimentResults/getAnalysisParameters.m +++ b/code/@ExperimentResults/getAnalysisParameters.m @@ -1,4 +1,6 @@ -% Copyright (C) 2010-2017, Raytheon BBN Technologies and contributors listed +% getAnalysisParameters is a getter function for the ExperimentResults class +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed % in the AUTHORS file in TASBE analytics package distribution's top directory. % % This file is part of the TASBE analytics package, and is distributed diff --git a/@ExperimentResults/getBinCounts.m b/code/@ExperimentResults/getBinCounts.m similarity index 74% rename from @ExperimentResults/getBinCounts.m rename to code/@ExperimentResults/getBinCounts.m index bcdda8f2..662a9aa9 100644 --- a/@ExperimentResults/getBinCounts.m +++ b/code/@ExperimentResults/getBinCounts.m @@ -1,4 +1,6 @@ -% Copyright (C) 2010-2017, Raytheon BBN Technologies and contributors listed +% getBinCounts is a getter function for the ExperimentResults class +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed % in the AUTHORS file in TASBE analytics package distribution's top directory. % % This file is part of the TASBE analytics package, and is distributed diff --git a/@ExperimentResults/getExperiment.m b/code/@ExperimentResults/getExperiment.m similarity index 75% rename from @ExperimentResults/getExperiment.m rename to code/@ExperimentResults/getExperiment.m index 6e80ddca..1742604d 100644 --- a/@ExperimentResults/getExperiment.m +++ b/code/@ExperimentResults/getExperiment.m @@ -1,4 +1,6 @@ -% Copyright (C) 2010-2017, Raytheon BBN Technologies and contributors listed +% getExperiment is a getter function for the ExperimentResults class +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed % in the AUTHORS file in TASBE analytics package distribution's top directory. % % This file is part of the TASBE analytics package, and is distributed diff --git a/@ExperimentResults/getFractionActive.m b/code/@ExperimentResults/getFractionActive.m similarity index 74% rename from @ExperimentResults/getFractionActive.m rename to code/@ExperimentResults/getFractionActive.m index 68ec090e..37c9024b 100644 --- a/@ExperimentResults/getFractionActive.m +++ b/code/@ExperimentResults/getFractionActive.m @@ -1,4 +1,6 @@ -% Copyright (C) 2010-2017, Raytheon BBN Technologies and contributors listed +% getFractionActive is a getter function for the ExperimentResults class +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed % in the AUTHORS file in TASBE analytics package distribution's top directory. % % This file is part of the TASBE analytics package, and is distributed diff --git a/@ExperimentResults/getNonExpressing.m b/code/@ExperimentResults/getNonExpressing.m similarity index 82% rename from @ExperimentResults/getNonExpressing.m rename to code/@ExperimentResults/getNonExpressing.m index bd46c98d..29966bfa 100644 --- a/@ExperimentResults/getNonExpressing.m +++ b/code/@ExperimentResults/getNonExpressing.m @@ -1,4 +1,6 @@ -% Copyright (C) 2010-2017, Raytheon BBN Technologies and contributors listed +% getNonExpressing is a getter function for the ExperimentResults class +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed % in the AUTHORS file in TASBE analytics package distribution's top directory. % % This file is part of the TASBE analytics package, and is distributed diff --git a/@ExperimentResults/getPlasmidEstimates.m b/code/@ExperimentResults/getPlasmidEstimates.m similarity index 74% rename from @ExperimentResults/getPlasmidEstimates.m rename to code/@ExperimentResults/getPlasmidEstimates.m index 606a7666..4a22b286 100644 --- a/@ExperimentResults/getPlasmidEstimates.m +++ b/code/@ExperimentResults/getPlasmidEstimates.m @@ -1,4 +1,6 @@ -% Copyright (C) 2010-2017, Raytheon BBN Technologies and contributors listed +% getPlasmidEstimates is a getter function for the ExperimentResults class +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed % in the AUTHORS file in TASBE analytics package distribution's top directory. % % This file is part of the TASBE analytics package, and is distributed diff --git a/@ExperimentResults/get_channel_gmm_results.m b/code/@ExperimentResults/get_channel_gmm_results.m similarity index 86% rename from @ExperimentResults/get_channel_gmm_results.m rename to code/@ExperimentResults/get_channel_gmm_results.m index 0122da36..e8d08388 100644 --- a/@ExperimentResults/get_channel_gmm_results.m +++ b/code/@ExperimentResults/get_channel_gmm_results.m @@ -1,4 +1,7 @@ -% Copyright (C) 2010-2017, Raytheon BBN Technologies and contributors listed +% get_channel_gmm_results is a getter function for the ExperimentResults +% class, obtains the gaussian mixture model (population 'component') stats +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed % in the AUTHORS file in TASBE analytics package distribution's top directory. % % This file is part of the TASBE analytics package, and is distributed @@ -8,8 +11,6 @@ function [means stds weights stdofmeans stdofstds stdofweights] = get_channel_gmm_results(ER,name) % function [means stds weights stdofmeans stdofstds stdofweights] = get_channel_gmm_results(ER,name) -% Obtain the gaussian mixture model (population 'component') stats - channel = getChannel(ER.AnalysisParameters, name); which = indexof({ER.PopComponentMeans{:,1}},channel); means = ER.PopComponentMeans{which,2}; diff --git a/@ExperimentResults/get_channel_population_results.m b/code/@ExperimentResults/get_channel_population_results.m similarity index 86% rename from @ExperimentResults/get_channel_population_results.m rename to code/@ExperimentResults/get_channel_population_results.m index 2bfff102..5ef98fb1 100644 --- a/@ExperimentResults/get_channel_population_results.m +++ b/code/@ExperimentResults/get_channel_population_results.m @@ -1,16 +1,15 @@ -function [means stds histograms excluded stdofmeans stdofstds stdofhistograms stdofexcluded] = get_channel_population_results(ER,name) -% function [means stds histograms excluded stdofmeans stdofstds stdofhistograms stdofexcluded] = get_channel_population_results(ER,name) +% get_channel_population_results is a getter function for the ExperimentResults +% class, obtains the bulk statistics of the expression population, including histograms % -% Optain the bulk statistics of the expression population, including histograms - -% Copyright (C) 2010-2017, Raytheon BBN Technologies and contributors listed +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed % in the AUTHORS file in TASBE analytics package distribution's top directory. % % This file is part of the TASBE analytics package, and is distributed % under the terms of the GNU General Public License, with a linking % exception, as described in the file LICENSE in the TASBE analytics % package distribution's top directory. - +function [means stds histograms excluded stdofmeans stdofstds stdofhistograms stdofexcluded] = get_channel_population_results(ER,name) +% function [means stds histograms excluded stdofmeans stdofstds stdofhistograms stdofexcluded] = get_channel_population_results(ER,name) channel = getChannel(ER.AnalysisParameters, name); which = indexof({ER.PopMeans{:,1}},channel); diff --git a/@ExperimentResults/get_channel_results.m b/code/@ExperimentResults/get_channel_results.m similarity index 86% rename from @ExperimentResults/get_channel_results.m rename to code/@ExperimentResults/get_channel_results.m index 92d7e9bf..ab7c5570 100644 --- a/@ExperimentResults/get_channel_results.m +++ b/code/@ExperimentResults/get_channel_results.m @@ -1,4 +1,6 @@ -% Copyright (C) 2010-2017, Raytheon BBN Technologies and contributors listed +% get_channel_results is a getter function for the ExperimentResults class +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed % in the AUTHORS file in TASBE analytics package distribution's top directory. % % This file is part of the TASBE analytics package, and is distributed diff --git a/code/@ExperimentResults/version.m b/code/@ExperimentResults/version.m new file mode 100644 index 00000000..f8b68012 --- /dev/null +++ b/code/@ExperimentResults/version.m @@ -0,0 +1,13 @@ +% VERSION returns the version of an inputted object (i.e. ExperimentResults +% object) +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed +% in the AUTHORS file in TASBE analytics package distribution's top directory. +% +% This file is part of the TASBE analytics package, and is distributed +% under the terms of the GNU General Public License, with a linking +% exception, as described in the file LICENSE in the TASBE analytics +% package distribution's top directory. + +function n = version(object) + n = object.version; diff --git a/@AnalysisParameters/getMinValidCount.m b/code/@Filter/Filter.m similarity index 69% rename from @AnalysisParameters/getMinValidCount.m rename to code/@Filter/Filter.m index a794057f..87dcb2ed 100644 --- a/@AnalysisParameters/getMinValidCount.m +++ b/code/@Filter/Filter.m @@ -1,4 +1,6 @@ -% Copyright (C) 2010-2017, Raytheon BBN Technologies and contributors listed +% Constructor of Filter class +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed % in the AUTHORS file in TASBE analytics package distribution's top directory. % % This file is part of the TASBE analytics package, and is distributed @@ -6,5 +8,7 @@ % exception, as described in the file LICENSE in the TASBE analytics % package distribution's top directory. -function y=getMinValidCount(AP) - y=AP.min_valid_count; +function F = Filter() + +F = struct; +F = class(F,'Filter'); diff --git a/code/@Filter/applyFilter.m b/code/@Filter/applyFilter.m new file mode 100644 index 00000000..c6878541 --- /dev/null +++ b/code/@Filter/applyFilter.m @@ -0,0 +1,18 @@ +% APPLYFILTER is an abstract filter method filters raw fcs data using an +% inputted Filter object +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed +% in the AUTHORS file in TASBE analytics package distribution's top directory. +% +% This file is part of the TASBE analytics package, and is distributed +% under the terms of the GNU General Public License, with a linking +% exception, as described in the file LICENSE in the TASBE analytics +% package distribution's top directory. + +function gated = applyFilter(F,fcshdr,rawfcs) +% F is the filter object +% fcshdr is the header for the FCS file +% rawfcs is the data to be filtered +% gated is the replacement for rawfcs + +TASBESEssion.error('TASBE:Filter','AbstractFilterInvoked','Attempted to invoke abstract filter method'); diff --git a/code/@GMMGating/GMMGating.m b/code/@GMMGating/GMMGating.m new file mode 100644 index 00000000..e1dc6cf6 --- /dev/null +++ b/code/@GMMGating/GMMGating.m @@ -0,0 +1,206 @@ +% function GMMG = GMMGating(file) +% Constructor of GMMGating class, which is a subclass of Filter +% file: a datafile or string for the data to be used for gating +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed +% in the AUTHORS file in TASBE analytics package distribution's top directory. +% +% This file is part of the TASBE analytics package, and is distributed +% under the terms of the GNU General Public License, with a linking +% exception, as described in the file LICENSE in the TASBE analytics +% package distribution's top directory. + +function GMMG = GMMGating(file) + +GMMG.selected_components = []; +GMMG.channel_names = {}; +GMMG.distribution = {}; +GMMG.deviations = []; +GMMG.fraction_kept = 0.0; % will report the fraction of data that weren't filtered out' + +% gate function just runs autogate_filter on model +GMMG = class(GMMG,'GMMGating',Filter()); + +if nargin==0, return; end; + +% Model is a gmdistribution + +file = ensureDataFile(file); + +[~, fcshdr, rawfcs] = fca_read(file); + +channel_names = TASBEConfig.get('gating.channelNames'); +n_channels = numel(channel_names); + +%%%%%%%%%%%%%%%%%%%%%%%%%%% +% Obtain and prefilter data + +gate_fraction = TASBEConfig.get('gating.fraction'); +k_components = TASBEConfig.get('gating.kComponents'); +selected_components = TASBEConfig.getexact('gating.selectedComponents',[]); +selected_component_locations = TASBEConfig.getexact('gating.selectedComponentLocations',[]); +if ~isempty(selected_components) && ~isempty(selected_component_locations) + TASBESession.warn('TASBE:Gating','ConflictingSelection','Cannot force selection gate components by both ID and location simultaneously; defaulting to ID'); + selected_component_locations = []; +end +if ~isempty(selected_component_locations) && size(selected_component_locations,2)~=n_channels, + TASBESession.warn('TASBE:Gating','SelectionSizeMismatch','When forcing component locations, number of columns must equal number of channels'); +end + +gate_deviations = TASBEConfig.get('gating.deviations'); +gate_tightening = TASBEConfig.get('gating.tightening'); + +% gather channel data +unfiltered_channel_data = cell(n_channels,1); +unfiltered_channel_data_arith = unfiltered_channel_data; +for i=1:n_channels + unfiltered_channel_data_arith{i} = get_fcs_color(rawfcs,fcshdr,channel_names{i}); + unfiltered_channel_data{i} = log10(unfiltered_channel_data_arith{i}); +end + +% filter channel data away from saturation points +which = ones(numel(unfiltered_channel_data{1}),1); +for i=1:n_channels + valid = ~isinf(unfiltered_channel_data{i}) & ~isnan(unfiltered_channel_data{i}) & (unfiltered_channel_data_arith{i}>0); + bound = [min(unfiltered_channel_data{i}(valid)) max(unfiltered_channel_data{i}(valid))]; + span = bound(2)-bound(1); + range = [mean(bound)-span*gate_fraction/2 mean(bound)+span*gate_fraction/2]; + which = which & valid & unfiltered_channel_data{i}>range(1) & unfiltered_channel_data{i}= 1, type = 'image'; else type = 'contour'; end + + % Plot vs. gate: + gated = applyFilter(GMMG,fcshdr,rawfcs); + % compute component gates too + if showNonselected, + fprintf('Computing individual components'); + c_gated = cell(k_components,1); + for i=1:k_components + tmp_model = GMMG; + tmp_model.selected_components = eigsort(i); + c_gated{i} = applyFilter(tmp_model,fcshdr,rawfcs); + fprintf('.'); + end + fprintf('\n'); + end + + for i=1:2:n_channels, + % handle odd number of channels by decrementing last: + if i==n_channels, i=i-1; end; + + % Show background: + h = figure('PaperPosition',[1 1 plotSize]); + if(~visiblePlots), set(h,'visible','off'); end; + %smoothhist2D([channel_data{1} channel_data{2}],10,[200, 200],[],type,range,largeOutliers); + smoothhist2D([channel_data(:,i) channel_data(:,i+1)],5,[500, 500],[],type,range,largeOutliers); + xlabel([clean_for_latex(channel_names{i}) ' a.u.']); + ylabel([clean_for_latex(channel_names{i+1}) ' a.u.']); + title('2D Gaussian Gate Fit'); + hold on; + + % Show components: + if showNonselected, + component_color = [0.5 0.0 0.0]; + component_text = [0.8 0.0 0.0]; + for j=1:k_components + gated_sub = [log10(get_fcs_color(c_gated{j},fcshdr,channel_names{i})) log10(get_fcs_color(c_gated{j},fcshdr,channel_names{i+1}))]; + if size(gated_sub,1) > 3, + which = convhull(gated_sub(:,1),gated_sub(:,2)); + plot(gated_sub(which,1),gated_sub(which,2),'-','LineWidth',2,'Color',component_color); + text_x = mean(gated_sub(which,1)); text_y = mean(gated_sub(which,2)); + text(text_x,text_y,sprintf('Component %i',j),'Color',component_text); + end + end + end + + % Show gated: + gated_sub = [log10(get_fcs_color(gated,fcshdr,channel_names{i})) log10(get_fcs_color(gated,fcshdr,channel_names{i+1}))]; + which = convhull(gated_sub(:,1),gated_sub(:,2)); + plot(gated_sub(which,1),gated_sub(which,2),'r-','LineWidth',2); + + outputfig(h,clean_for_latex(sprintf('AutomaticGate-%s-vs-%s',channel_names{i},channel_names{i+1})), plotPath); + end +end diff --git a/autogate_filter.m b/code/@GMMGating/applyFilter.m similarity index 52% rename from autogate_filter.m rename to code/@GMMGating/applyFilter.m index f1217062..a61d71bd 100644 --- a/autogate_filter.m +++ b/code/@GMMGating/applyFilter.m @@ -1,4 +1,7 @@ -% Copyright (C) 2010-2017, Raytheon BBN Technologies and contributors listed +% APPLYFILTER overrides applyFilter method in Filter class. Filters raw FCS +% data for the GMMGating class. +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed % in the AUTHORS file in TASBE analytics package distribution's top directory. % % This file is part of the TASBE analytics package, and is distributed @@ -6,27 +9,27 @@ % exception, as described in the file LICENSE in the TASBE analytics % package distribution's top directory. -function gated = autogate_filter(model,fcshdr,rawfcs) +function gated = applyFilter(GMMG,fcshdr,rawfcs) -n_channels = numel(model.channel_names); +n_channels = numel(GMMG.channel_names); % gather channel data channel_data = zeros(size(rawfcs,1),n_channels); valid = ones(size(rawfcs,1),1); for i=1:n_channels, - arith_channel_data = get_fcs_color(rawfcs,fcshdr,model.channel_names{i}); + arith_channel_data = get_fcs_color(rawfcs,fcshdr,GMMG.channel_names{i}); channel_data(:,i) = log10(arith_channel_data); valid = valid & arith_channel_data>0; end; % Compute clustering and distance matrix -clustered = model.distribution.cluster(channel_data); -mh_dist_sq = model.distribution.mahal(channel_data); +clustered = cluster(GMMG.distribution,channel_data); +mh_dist_sq = mahal(GMMG.distribution,channel_data); near = zeros(size(rawfcs,1),1); -for i=1:numel(model.selected_components), - batch = clustered==model.selected_components(i); - near = near | mh_dist_sq(:,model.selected_components(i))mean - % plasmid -> MEFL model + % plasmid -> ERF model %noise % std noise - %MEFL_per_plasmid - % MEFL -> plasmid function - %bins % MEFL bins + %ERF_per_plasmid + % ERF -> plasmid function + %bins % ERF bins %estimated_plasmids % corresponding estimates per bin +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed +% in the AUTHORS file in TASBE analytics package distribution's top directory. +% +% This file is part of the TASBE analytics package, and is distributed +% under the terms of the GNU General Public License, with a linking +% exception, as described in the file LICENSE in the TASBE analytics +% package distribution's top directory. - - - function PEM = PlasmidExpressionModel(cfp_data,CFP_af,CFP_noise,MEFL_per_plasmid,drop_threshold,n_components) + function PEM = PlasmidExpressionModel(cfp_data,CFP_af,CFP_noise,ERF_per_plasmid,drop_threshold,n_components) % init PEM.plot_pem = false; @@ -42,11 +39,11 @@ PEM.plasmid_mean = []; % mean of plasmids for active cells PEM.plasmid_std = []; % std.dev of plasmids for active cells PEM.fraction_active = []; % corresponding portion active cells per bin - % plasmid -> MEFL model + % plasmid -> ERF model PEM.noise=[]; % std noise - PEM.MEFL_per_plasmid=[]; - % MEFL -> plasmid function - PEM.bins =BinSequence(); % MEFL bins + PEM.ERF_per_plasmid=[]; + % ERF -> plasmid function + PEM.bins =BinSequence(); % ERF bins PEM.estimated_plasmids=[]; % corresponding estimates per bin if nargin > 0 @@ -54,14 +51,24 @@ % default to two gaussian components of the model if nargin < 6, n_components = 2; end; - PEM.MEFL_per_plasmid = MEFL_per_plasmid; + PEM.ERF_per_plasmid = ERF_per_plasmid; PEM.noise = CFP_noise; PEM.bins = BinSequence(0,0.1,12,'log_bins'); %%%% GAUSSIAN MIXTURE MODEL METHOD which = cfp_data>drop_threshold; + if(sum(which)<10) + TASBESession.warn('Model:CFPDistributionSeparation','NotEnoughData','Not enough data to model'); + PEM=class(PEM,'PlasmidExpressionModel'); + return; + end + % Seeded centers: [8], [5 8], [5 6.5 8], [5 6 7 8], ... - min_center = log10(getMeanMEFL(CFP_af)); + if(~isempty(CFP_af)), + min_center = log10(getMeanERF(CFP_af)); + else + min_center = 1; + end if n_components == 1, initial_centers = 1; else @@ -70,12 +77,14 @@ [label PEM.fp_dist] = emgm(log10(cfp_data(which))',initial_centers); % compute on log scale if (numel(PEM.fp_dist.mu) == 1 || max(PEM.fp_dist.weight)>0.999) && n_components>1, % failure to separate -> duplicate - warning('Model:CFPDistributionSeparation','Distribution could not be separated'); - PEM.fp_dist.mu(2) = PEM.fp_dist.mu(1); - PEM.fp_dist.Sigma(:,:,2) = PEM.fp_dist.Sigma(:,:,1); % This Sigma is a *variance*, and not a std. dev. - PEM.fp_dist.weight = [0.5 0.5]; + TASBESession.warn('Model:CFPDistributionSeparation','CannotSeparateDistribution','Distribution could not be separated'); + for i=2:n_components + PEM.fp_dist.mu(i) = PEM.fp_dist.mu(1); + PEM.fp_dist.Sigma(:,:,i) = PEM.fp_dist.Sigma(:,:,1); % This Sigma is a *variance*, and not a std. dev. + end + PEM.fp_dist.weight = ones(1,n_components)/n_components; else if numel(PEM.fp_dist.mu) < n_components - warning('Model:CFPDistributionSeparation','Less components than expected: %i vs. %i',numel(PEM.fp_dist.mu),n_components); + TASBESession.warn('Model:CFPDistributionSeparation','NotEnoughComponents','Less components than expected: %i vs. %i',numel(PEM.fp_dist.mu),n_components); % add zero-weight components for i = (numel(PEM.fp_dist.mu)+1):n_components PEM.fp_dist.mu(i) = PEM.fp_dist.mu(1); @@ -87,7 +96,7 @@ % Transform from CFP to plasmids high_dist = find(PEM.fp_dist.mu == max(PEM.fp_dist.mu),1); - PEM.plasmid_mean = 10.^(PEM.fp_dist.mu(high_dist))/MEFL_per_plasmid; + PEM.plasmid_mean = 10.^(PEM.fp_dist.mu(high_dist))/ERF_per_plasmid; PEM.plasmid_std = 10.^sqrt(max(0,PEM.fp_dist.Sigma(high_dist)-log10(PEM.noise)^2)); % No square on fp_dist.Sigma since it's variance PEM.active_component = high_dist; PEM.inactive_component = find(PEM.fp_dist.mu ~= max(PEM.fp_dist.mu)); diff --git a/@PlasmidExpressionModel/compute_plasmid_estimates.m b/code/@PlasmidExpressionModel/compute_plasmid_estimates.m similarity index 88% rename from @PlasmidExpressionModel/compute_plasmid_estimates.m rename to code/@PlasmidExpressionModel/compute_plasmid_estimates.m index 3d7cb4a3..34ff693f 100644 --- a/@PlasmidExpressionModel/compute_plasmid_estimates.m +++ b/code/@PlasmidExpressionModel/compute_plasmid_estimates.m @@ -1,4 +1,9 @@ -% Copyright (C) 2010-2017, Raytheon BBN Technologies and contributors listed +% COMPUTE_PLASMID_ESTIMATES computes the active and inactive estimates for +% a PlasmidExpressionModel object. +%%%%%% +% WARNING: THIS FUNCTIONALITY IS EXPERIMENTAL AND SHOULD NOT BE TRUSTED +%%%%%% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed % in the AUTHORS file in TASBE analytics package distribution's top directory. % % This file is part of the TASBE analytics package, and is distributed @@ -6,12 +11,8 @@ % exception, as described in the file LICENSE in the TASBE analytics % package distribution's top directory. -%%%%%% -% WARNING: THIS FUNCTIONALITY IS EXPERIMENTAL AND SHOULD NOT BE TRUSTED -%%%%%% - function [estimates PEM] = compute_plasmid_estimates(PEM) - MEFL_off = round(log10(PEM.MEFL_per_plasmid)/log10(get_bin_widths(PEM.bins))); + ERF_off = round(log10(PEM.ERF_per_plasmid)/log10(get_bin_widths(PEM.bins))); % pdist = plasmid_distribution_model(PEM); % get underlying plasmid model logbin = log10(get_bin_widths(PEM.bins)); @@ -27,8 +28,7 @@ pdist = p_gaussian(log10(bin_edges(1:num_bins)),log10(bin_edges(2:(num_bins+1))), ... log10(PEM.plasmid_mean),log10(PEM.plasmid_std)); - - + % E(p|c) = sum_p p * P(c and p)/P(c) = 1/P(c) * E(p and c) E_p_and_c = zeros(get_n_bins(PEM.bins),1); % E(p and c) = sum_p p P(c and p) p_cfp = zeros(get_n_bins(PEM.bins),1); % P(c) = sum_p P(c and p) @@ -39,9 +39,9 @@ p_p_and_c = pdist(i)*offset_gaussian(j); E_frag = p_p_and_c*log10(bin_centers(i)); - idx = (i+MEFL_off)+(j-1); % add with upward offset + idx = (i+ERF_off)+(j-1); % add with upward offset if(idx >= 1 && idx <= numel(E_p_and_c)), p_cfp(idx) = p_cfp(idx) + p_p_and_c; E_p_and_c(idx) = E_p_and_c(idx) + E_frag; end; - idx = (i+MEFL_off)-(j-1); % add with downward offset + idx = (i+ERF_off)-(j-1); % add with downward offset if(idx >= 1 && idx <= numel(E_p_and_c)), p_cfp(idx) = p_cfp(idx) + p_p_and_c; E_p_and_c(idx) = E_p_and_c(idx) + E_frag; end; end end diff --git a/code/@PlasmidExpressionModel/estimate_fraction_active.m b/code/@PlasmidExpressionModel/estimate_fraction_active.m new file mode 100644 index 00000000..ee54011d --- /dev/null +++ b/code/@PlasmidExpressionModel/estimate_fraction_active.m @@ -0,0 +1,33 @@ +% ESTIMATE_FRACTION_ACTIVE computes the fraction of active cells in a data +% sample for a PlasmidExpressionModel object. +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed +% in the AUTHORS file in TASBE analytics package distribution's top directory. +% +% This file is part of the TASBE analytics package, and is distributed +% under the terms of the GNU General Public License, with a linking +% exception, as described in the file LICENSE in the TASBE analytics +% package distribution's top directory. + +function active = estimate_fraction_active(PEM,ERFs) + active = zeros(size(ERFs)); + if numel(PEM.fraction_active)<2 + TASBESession.warn('TASBE:PEM','NotBimodalGaussian','Cannot compute fraction active: distribution did not fit bimodal gaussian'); + return + end + for i=1:numel(ERFs) + if isnan(ERFs(i)), active(i) = NaN; continue; end; + binCenters = get_bin_centers(PEM.bins); + + if binCenters(1) > ERFs(i) + idx = 1; + elseif binCenters(end) < ERFs(i) + idx = length(binCenters); + else + idx = find(binCenters(1:end-1)<=ERFs(i) & binCenters(2:end)>=ERFs(i),1); + end + + ratio = log10(ERFs(i)/binCenters(idx))/log10(get_bin_widths(PEM.bins)); + active(i) = (1-ratio)*PEM.fraction_active(idx) + ratio*PEM.fraction_active(idx+1); + end + diff --git a/@PlasmidExpressionModel/estimate_plasmids.m b/code/@PlasmidExpressionModel/estimate_plasmids.m similarity index 51% rename from @PlasmidExpressionModel/estimate_plasmids.m rename to code/@PlasmidExpressionModel/estimate_plasmids.m index dce5cc7d..ca8e8402 100644 --- a/@PlasmidExpressionModel/estimate_plasmids.m +++ b/code/@PlasmidExpressionModel/estimate_plasmids.m @@ -1,4 +1,8 @@ -% Copyright (C) 2010-2017, Raytheon BBN Technologies and contributors listed +%%%% WARNING: ESTIMATES EXPERIMENTAL AND UNTRUSTWORTHY +%%%% DISABLE AND DEPRECATE +% ESTIMATE_PLASMIDS is currently kept to run Gaussian mixture bimodal fit +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed % in the AUTHORS file in TASBE analytics package distribution's top directory. % % This file is part of the TASBE analytics package, and is distributed @@ -6,14 +10,14 @@ % exception, as described in the file LICENSE in the TASBE analytics % package distribution's top directory. -function plasmids = estimate_plasmids(PEM,MEFLs) - plasmids = zeros(size(MEFLs)); +function plasmids = estimate_plasmids(PEM,ERFs) + plasmids = zeros(size(ERFs)); %%%% WARNING: ESTIMATES EXPERIMENTAL AND UNTRUSTWORTHY %%%% DISABLE AND DEPRECATE -% for i=1:numel(MEFLs) -% if isnan(MEFLs(i)), plasmids(i) = NaN; continue; end; +% for i=1:numel(ERFs) +% if isnan(ERFs(i)), plasmids(i) = NaN; continue; end; % binCenters = get_bin_centers(PEM.bins); -% idx = find(binCenters(1:end-1)<=MEFLs(i) & binCenters(2:end)>=MEFLs(i),1); -% ratio = log10(MEFLs(i)/binCenters(idx))/log10(get_bin_widths(PEM.bins)); +% idx = find(binCenters(1:end-1)<=ERFs(i) & binCenters(2:end)>=ERFs(i),1); +% ratio = log10(ERFs(i)/binCenters(idx))/log10(get_bin_widths(PEM.bins)); % plasmids(i) = (1-ratio)*PEM.estimated_plasmids(idx) + ratio*PEM.estimated_plasmids(idx+1); % end diff --git a/@PlasmidExpressionModel/get_active_component.m b/code/@PlasmidExpressionModel/get_active_component.m similarity index 73% rename from @PlasmidExpressionModel/get_active_component.m rename to code/@PlasmidExpressionModel/get_active_component.m index 85349827..1b3f5fb7 100644 --- a/@PlasmidExpressionModel/get_active_component.m +++ b/code/@PlasmidExpressionModel/get_active_component.m @@ -1,4 +1,7 @@ -% Copyright (C) 2010-2017, Raytheon BBN Technologies and contributors listed +% GET_ACTIVE_COMPONENT returns information (mean, variance and weight) of +% the active component of a PlasmidExpressionModel object. +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed % in the AUTHORS file in TASBE analytics package distribution's top directory. % % This file is part of the TASBE analytics package, and is distributed diff --git a/@PlasmidExpressionModel/get_fp_dist.m b/code/@PlasmidExpressionModel/get_fp_dist.m similarity index 74% rename from @PlasmidExpressionModel/get_fp_dist.m rename to code/@PlasmidExpressionModel/get_fp_dist.m index af037dd0..f7e6274d 100644 --- a/@PlasmidExpressionModel/get_fp_dist.m +++ b/code/@PlasmidExpressionModel/get_fp_dist.m @@ -1,4 +1,6 @@ -% Copyright (C) 2010-2017, Raytheon BBN Technologies and contributors listed +% get_fp_dist is a getter function for the PlasmidExpressionModel class. +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed % in the AUTHORS file in TASBE analytics package distribution's top directory. % % This file is part of the TASBE analytics package, and is distributed diff --git a/@PlusMinusResults/PlusMinusResults.m b/code/@PlusMinusResults/PlusMinusResults.m similarity index 61% rename from @PlusMinusResults/PlusMinusResults.m rename to code/@PlusMinusResults/PlusMinusResults.m index c427d5af..843fe911 100644 --- a/@PlusMinusResults/PlusMinusResults.m +++ b/code/@PlusMinusResults/PlusMinusResults.m @@ -1,21 +1,22 @@ -% Copyright (C) 2010-2017, Raytheon BBN Technologies and contributors listed +% Constructor of PlusMinusResults class with the following properties: +% PlusResults % results for plus experiment, including experiment and analysis parameters +% MinusResults % results for plus experiment, including experiment and analysis parameters +% MeanRatio % mean ratio of all valid ratios +% BinCounts % table of n_bins +% Valid % table of n_bins x n_inductions +% Ratios % table of n_bins x n_inductions +% InMeans % table of n_bins X n_inductions x {plus,minus} +% OutMeans % table of n_bins X n_inductions x {plus,minus} +% OutStandardDevs % table of n_bins X n_inductions x {plus,minus} +% OutStdOfMeans % table of n_bins X n_inductions x {plus,minus} +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed % in the AUTHORS file in TASBE analytics package distribution's top directory. % % This file is part of the TASBE analytics package, and is distributed % under the terms of the GNU General Public License, with a linking % exception, as described in the file LICENSE in the TASBE analytics % package distribution's top directory. - - % PlusResults % results for plus experiment, including experiment and analysis parameters - % MinusResults % results for plus experiment, including experiment and analysis parameters - % MeanRatio % mean ratio of all valid ratios - % BinCounts % table of n_bins - % Valid % table of n_bins x n_inductions - % Ratios % table of n_bins x n_inductions - % InMeans % table of n_bins X n_inductions x {plus,minus} - % OutMeans % table of n_bins X n_inductions x {plus,minus} - % OutStandardDevs % table of n_bins X n_inductions x {plus,minus} - % OutStdOfMeans % table of n_bins X n_inductions x {plus,minus} function PMR = PlusMinusResults(PlusResults, MinusResults, MeanRatio, BinCounts, Valid, Ratios, InMeans, InStandardDevs, InStdOfMeans, OutMeans, OutStandardDevs, OutStdOfMeans) PMR.PlusResults = ExperimentResults(); diff --git a/code/@RangeFilter/RangeFilter.m b/code/@RangeFilter/RangeFilter.m new file mode 100644 index 00000000..dad2b504 --- /dev/null +++ b/code/@RangeFilter/RangeFilter.m @@ -0,0 +1,36 @@ +% Constructor of RangeFilter class +% Optional discarding of data outside of a certain range +% Specified as a sequence of 'ChannelA',[minA maxA],'ChannelB',[minB maxB] +% Also, argument 'Mode' can be 'And' (a value is excluded if any channel is outside), or 'Or' (a value is excluded if all are outside +% The default mode is 'And' +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed +% in the AUTHORS file in TASBE analytics package distribution's top directory. +% +% This file is part of the TASBE analytics package, and is distributed +% under the terms of the GNU General Public License, with a linking +% exception, as described in the file LICENSE in the TASBE analytics +% package distribution's top directory. + +function RF = RangeFilter(varargin) +RF.mode = 'And'; +RF.channels = {}; +RF.ranges = []; + +for i=1:2:numel(varargin), + arg = varargin{i}; + value = varargin{i+1}; + if ~ischar(arg), TASBESession.error('TASBE:RangeFilter','BadRangeFilterArgument','Range filter argument %i was not a string',i); end; + + % Either 'Mode' or a channel name + if strcmp(arg,'Mode') + if ~(strcmp(value,'And') || strcmp(value,'Or')), TASBESession.error('TASBE:RangeFilter','BadRangeFilterMode','Unrecognized range filter mode: %s',value); end; + RF.mode = value; + else + if numel(value)~=2, TASBESession.error('TASBE:RangeFilter','BadRange','Range is not a 2-element vector: %s',num2str(value)); end; + RF.channels{end+1} = arg; + RF.ranges(end+1,1:2) = value; + end +end + +RF = class(RF,'RangeFilter',Filter()); diff --git a/code/@RangeFilter/applyFilter.m b/code/@RangeFilter/applyFilter.m new file mode 100644 index 00000000..a3a370b6 --- /dev/null +++ b/code/@RangeFilter/applyFilter.m @@ -0,0 +1,60 @@ +% APPLYFILTER overrides applyFilter method in Filter class. Corresponds to +% a RangeFilter object. +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed +% in the AUTHORS file in TASBE analytics package distribution's top directory. +% +% This file is part of the TASBE analytics package, and is distributed +% under the terms of the GNU General Public License, with a linking +% exception, as described in the file LICENSE in the TASBE analytics +% package distribution's top directory. + +function data = applyFilter(RF,fcshdr,rawfcs) +% Discard data that doesn't pass the specified filters + +if(numel(rawfcs)==0), data = rawfcs; return; end + +switch RF.mode + case 'And' + retained = ones(size(rawfcs,1),1); + case 'Or' + retained = zeros(size(rawfcs,1),1); + otherwise + TASBESession.error('TASBE:RangeFilter','BadRangeFilterMode','Unrecognized range filter mode: %s',value); +end + +for i=1:numel(RF.channels) + found = false; + % switch based on fcshdr vs. Channel objects: + if isstruct(fcshdr) % it's a header, not Channel objects: + for j=1:numel(fcshdr.par) + if(strcmp(RF.channels{i},fcshdr.par(j).name)) + channeldata=rawfcs(:,j); + found=true; continue; + end + end + else % assume it's a cell array of channel objects: + for j=1:numel(fcshdr) + if(strcmp(RF.channels{i},getName(fcshdr{j}))) + channeldata=rawfcs(:,j); + found=true; continue; + end + end + end + if(~found), + TASBESession.error('TASBE:RangeFilter','MissingChannel','Could not find range filter channel: %s',RF.channels{i}); + else + pass_values = channeldata >= RF.ranges(i,1) & channeldata <= RF.ranges(i,2); + switch RF.mode + case 'And' + retained = retained & pass_values; % keep only those that pass all tests + case 'Or' + retained = retained | pass_values; % keep anything that passes any test + otherwise + TASBESession.error('TASBE:RangeFilter','BadRangeFilterMode','Unrecognized range filter mode: %s',value); + end; + end + +end + +data = rawfcs(retained,:); diff --git a/@SampleResults/SampleResults.m b/code/@SampleResults/SampleResults.m similarity index 58% rename from @SampleResults/SampleResults.m rename to code/@SampleResults/SampleResults.m index 1c02f7c4..ce4ee845 100644 --- a/@SampleResults/SampleResults.m +++ b/code/@SampleResults/SampleResults.m @@ -1,4 +1,29 @@ -% Copyright (C) 2010-2017, Raytheon BBN Technologies and contributors listed +% Constructor for the SampleResults class with the following properties: +% Experiment % handle to object, which includes induction conditions +% File % name of the file this came from +% AnalysisParameters % handle to object which was used for producing these results +% Constitutive-correlated statistics +% BinCounts % table of n_bins +% Means % table of n_bins X n_channels +% StandardDevs % table of n_bins X n_channels +% FractionActive % array of n_bins +% PlasmidEstimates % array of n_bins +% PlasmidModel % PlasmidExpressionModel for correlated +% Bulk statistics +% Histograms % table of n_bins x n_channels Note: Histograms(:,constitutive) = BinCounts +% PopMeans % array of n_channels +% PopStandardDevs % array of n_channels +% PopPeaks % cell array of n_channels, each containing a sorted list of histogram peaks +% Excluded % array of n_channels: number of data points in sample not within bin range for each channel +% NonExpressing % events excluded on low end from all channels +% k-component gaussian model +% PopComponentMeans % table of n_components X n_channels +% PopComponentStandardDevs % table of n_components X n_channels +% PopComponentWeights % table of n_components X n_channels +% Frac of points in on group (determined by threshold) +% Frac of points in off group (determined by threshold) +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed % in the AUTHORS file in TASBE analytics package distribution's top directory. % % This file is part of the TASBE analytics package, and is distributed @@ -6,33 +31,10 @@ % exception, as described in the file LICENSE in the TASBE analytics % package distribution's top directory. - - % Experiment % handle to object, which includes induction conditions - % File % name of the file this came from - % AnalysisParameters % handle to object which was used for producing these results - % Constitutive-correlated statistics - % BinCounts % table of n_bins - % Means % table of n_bins X n_channels - % StandardDevs % table of n_bins X n_channels - % FractionActive % array of n_bins - % PlasmidEstimates % array of n_bins - % PlasmidModel % PlasmidExpressionModel for correlated - % Bulk statistics - % Histograms % table of n_bins x n_channels Note: Histograms(:,constitutive) = BinCounts - % PopMeans % array of n_channels - % PopStandardDevs % array of n_channels - % PopPeaks % cell array of n_channels, each containing a sorted list of histogram peaks - % Excluded % array of n_channels: number of data points in sample not within bin range for each channel - % NonExpressing % events excluded on low end from all channels - % k-component gaussian model - % PopComponentMeans % table of n_components X n_channels - % PopComponentStandardDevs % table of n_components X n_channels - % PopComponentWeights % table of n_components X n_channels - function SR = SampleResults(Experiment, File, AnalysisParameters, BinCounts, Means, StandardDevs, ... FractionActive, PlasmidEstimates, PlasmidModel, ... Histograms, PopMeans, PopStandardDevs, PopPeaks, Excluded, NonExpressing, ... - PopComponentMeans, PopComponentStandardDevs, PopComponentWeights) + PopComponentMeans, PopComponentStandardDevs, PopComponentWeights, on_frac, off_frac) SR.version = tasbe_version(); SR.Experiment = Experiment(); SR.File = File; @@ -55,6 +57,8 @@ SR.PopComponentMeans = []; SR.PopComponentStandardDevs = []; SR.PopComponentWeights = []; + SR.on_frac = 1; + SR.off_frac = 0; if nargin > 0 SR.Experiment = Experiment; SR.File = File; @@ -77,7 +81,11 @@ SR.PopComponentMeans = PopComponentMeans; SR.PopComponentStandardDevs = PopComponentStandardDevs; SR.PopComponentWeights = PopComponentWeights; - end; + if nargin > 18 + SR.on_frac = on_frac; + SR.off_frac = off_frac; + end + end %FY: I intentionally commented out the following class statement. %There are no methods for this class thus it is as good as a struct. diff --git a/@SampleResults/version.m b/code/@SampleResults/version.m similarity index 72% rename from @SampleResults/version.m rename to code/@SampleResults/version.m index d573ce11..3fd90baf 100644 --- a/@SampleResults/version.m +++ b/code/@SampleResults/version.m @@ -1,4 +1,7 @@ -% Copyright (C) 2010-2017, Raytheon BBN Technologies and contributors listed +% VERSION returns the version of an inputted object (i.e. SampleResults +% object) +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed % in the AUTHORS file in TASBE analytics package distribution's top directory. % % This file is part of the TASBE analytics package, and is distributed diff --git a/code/@SizeUnitTranslation/SizeUnitTranslation.m b/code/@SizeUnitTranslation/SizeUnitTranslation.m new file mode 100644 index 00000000..badd1e1d --- /dev/null +++ b/code/@SizeUnitTranslation/SizeUnitTranslation.m @@ -0,0 +1,32 @@ +% Constructor of the UnitTranslation class with the following properties: +% It is assumed that an array is used to associated this with channels +% beadtype % string, right now always RCP-30-5A +% k_ERF % ERF = k_ERF*ERF_channel_AU +% first_peak % what is the first RCP-30-5A peak visible? +% fit_error % residual from the linear fit +% peak_sets % all peaks from all channels, for logging and comparison +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed +% in the AUTHORS file in TASBE analytics package distribution's top directory. +% +% This file is part of the TASBE analytics package, and is distributed +% under the terms of the GNU General Public License, with a linking +% exception, as described in the file LICENSE in the TASBE analytics +% package distribution's top directory. + +function UT = SizeUnitTranslation(beadtype, um_poly, first_peak, fit_error, peak_sets) + if nargin == 0 + UT.beadtype = ''; + UT.um_poly = [0 0]; + UT.first_peak = 0; + UT.fit_error = 0; + UT.peak_sets = {}; + elseif nargin == 5 + UT.beadtype = beadtype; + UT.um_poly = um_poly; + UT.first_peak = first_peak; + UT.fit_error = fit_error; + UT.peak_sets = peak_sets; + end + UT=class(UT,'SizeUnitTranslation'); + diff --git a/@UnitTranslation/FITC_to_MEFL.m b/code/@SizeUnitTranslation/um_channel_AU_to_um.m similarity index 59% rename from @UnitTranslation/FITC_to_MEFL.m rename to code/@SizeUnitTranslation/um_channel_AU_to_um.m index bc3376e6..373bd935 100644 --- a/@UnitTranslation/FITC_to_MEFL.m +++ b/code/@SizeUnitTranslation/um_channel_AU_to_um.m @@ -1,4 +1,6 @@ -% Copyright (C) 2010-2017, Raytheon BBN Technologies and contributors listed +% ERF_CHANNEL_AU_TO_ERF converts ERF channel arbitrary units into standard ERF units +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed % in the AUTHORS file in TASBE analytics package distribution's top directory. % % This file is part of the TASBE analytics package, and is distributed @@ -6,6 +8,5 @@ % exception, as described in the file LICENSE in the TASBE analytics % package distribution's top directory. -function MEFL = FITC_to_MEFL(UT, data) - % Converts FITC arbitrary units into standard MEFL units - MEFL = UT.k_MEFL * data; +function um = um_channel_AU_to_um(UT, data) + um = 10.^polyval(UT.um_poly,log10(data)); diff --git a/code/@TimeFilter/TimeFilter.m b/code/@TimeFilter/TimeFilter.m new file mode 100644 index 00000000..614e0804 --- /dev/null +++ b/code/@TimeFilter/TimeFilter.m @@ -0,0 +1,20 @@ +% Constructor of the TimeFilter class +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed +% in the AUTHORS file in TASBE analytics package distribution's top directory. +% +% This file is part of the TASBE analytics package, and is distributed +% under the terms of the GNU General Public License, with a linking +% exception, as described in the file LICENSE in the TASBE analytics +% package distribution's top directory. + +function TF = TimeFilter(exclusion) +% Optional discarding of early (possibly contaminated) data + +if nargin == 0 + TF.early_data_exclusion = 25; % Discard first 25/100 seconds of data as likely contaminated +else + TF.early_data_exclusion = exclusion; +end + +TF = class(TF,'TimeFilter',Filter()); diff --git a/time_filter.m b/code/@TimeFilter/applyFilter.m similarity index 62% rename from time_filter.m rename to code/@TimeFilter/applyFilter.m index 3223e448..f78ecdee 100644 --- a/time_filter.m +++ b/code/@TimeFilter/applyFilter.m @@ -1,4 +1,7 @@ -% Copyright (C) 2010-2017, Raytheon BBN Technologies and contributors listed +% APPLYFILTER overrides applyFilter method in Filter class. Corresponds to +% a TimeFilter object, excludes data that occurred before a certain time threshold. +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed % in the AUTHORS file in TASBE analytics package distribution's top directory. % % This file is part of the TASBE analytics package, and is distributed @@ -6,12 +9,11 @@ % exception, as described in the file LICENSE in the TASBE analytics % package distribution's top directory. -function data = time_filter(fcshdr,rawfcs) +function data = applyFilter(TF,fcshdr,rawfcs) % Optional discarding of early (possibly contaminated) data if(numel(rawfcs)==0), data = rawfcs; return; end -early_data_exclusion = 25; % Discard first 25/100 seconds of data as likely contaminated found = false; for j=1:numel(fcshdr.par) if(strcmp('Time',fcshdr.par(j).name)) @@ -20,9 +22,9 @@ end end if(~found), - warning('Model:Time','Could not find Time channel'); + TASBESession.warn('TASBE:TimeFilter','NoTimeChannel','Could not find Time channel'); data = rawfcs; else - not_early = timechannel>early_data_exclusion; + not_early = timechannel>TF.early_data_exclusion; data = rawfcs(not_early,:); end diff --git a/@AutoFluorescenceModel/MEFLize.m b/code/@UnitTranslation/ERF_channel_AU_to_ERF.m similarity index 60% rename from @AutoFluorescenceModel/MEFLize.m rename to code/@UnitTranslation/ERF_channel_AU_to_ERF.m index fb95c2b1..011f4f27 100644 --- a/@AutoFluorescenceModel/MEFLize.m +++ b/code/@UnitTranslation/ERF_channel_AU_to_ERF.m @@ -1,4 +1,6 @@ -% Copyright (C) 2010-2017, Raytheon BBN Technologies and contributors listed +% ERF_CHANNEL_AU_TO_ERF converts ERF channel arbitrary units into standard ERF units +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed % in the AUTHORS file in TASBE analytics package distribution's top directory. % % This file is part of the TASBE analytics package, and is distributed @@ -6,6 +8,5 @@ % exception, as described in the file LICENSE in the TASBE analytics % package distribution's top directory. -function AFM=MEFLize(AFM,scale,k_MEFL) - AFM.af_mean_MEFL = AFM.af_mean*scale*k_MEFL; - AFM.af_std_MEFL = AFM.af_std*scale*k_MEFL; +function ERF = ERF_channel_AU_to_ERF(UT, data) + ERF = UT.k_ERF * data; diff --git a/@UnitTranslation/UnitTranslation.m b/code/@UnitTranslation/UnitTranslation.m similarity index 75% rename from @UnitTranslation/UnitTranslation.m rename to code/@UnitTranslation/UnitTranslation.m index e07323e8..0710f0ad 100644 --- a/@UnitTranslation/UnitTranslation.m +++ b/code/@UnitTranslation/UnitTranslation.m @@ -1,28 +1,29 @@ -% Copyright (C) 2010-2017, Raytheon BBN Technologies and contributors listed +% Constructor of the UnitTranslation class with the following properties: +% It is assumed that an array is used to associated this with channels +% beadtype % string, right now always RCP-30-5A +% k_ERF % ERF = k_ERF*ERF_channel_AU +% first_peak % what is the first RCP-30-5A peak visible? +% fit_error % residual from the linear fit +% peak_sets % all peaks from all channels, for logging and comparison +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed % in the AUTHORS file in TASBE analytics package distribution's top directory. % % This file is part of the TASBE analytics package, and is distributed % under the terms of the GNU General Public License, with a linking % exception, as described in the file LICENSE in the TASBE analytics % package distribution's top directory. - -% It is assumed that an array is used to associated this with channels -% beadtype % string, right now always RCP-30-5A -% k_MEFL % MEFL = k_MEFL*FITC -% first_peak % what is the first RCP-30-5A peak visible? -% fit_error % residual from the linear fit -% peak_sets % all peaks from all channels, for logging and comparison -function UT = UnitTranslation(beadtype, k_MEFL, first_peak, fit_error, peak_sets) +function UT = UnitTranslation(beadtype, k_ERF, first_peak, fit_error, peak_sets) if nargin == 0 UT.beadtype = ''; - UT.k_MEFL = 0; + UT.k_ERF = 0; UT.first_peak = 0; UT.fit_error = 0; UT.peak_sets = {}; elseif nargin == 5 UT.beadtype = beadtype; - UT.k_MEFL = k_MEFL; + UT.k_ERF = k_ERF; UT.first_peak = first_peak; UT.fit_error = fit_error; UT.peak_sets = peak_sets; diff --git a/code/@UnitTranslation/getK_ERF.m b/code/@UnitTranslation/getK_ERF.m new file mode 100644 index 00000000..9bdcc465 --- /dev/null +++ b/code/@UnitTranslation/getK_ERF.m @@ -0,0 +1,12 @@ +% getK_ERF is a getter function in the UnitTranslation class. +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed +% in the AUTHORS file in TASBE analytics package distribution's top directory. +% +% This file is part of the TASBE analytics package, and is distributed +% under the terms of the GNU General Public License, with a linking +% exception, as described in the file LICENSE in the TASBE analytics +% package distribution's top directory. + +function y=getK_ERF(UT) + y=UT.k_ERF; diff --git a/@UnitTranslation/get_peak.m b/code/@UnitTranslation/get_peak.m similarity index 75% rename from @UnitTranslation/get_peak.m rename to code/@UnitTranslation/get_peak.m index f0fd4de7..1f2b88aa 100644 --- a/@UnitTranslation/get_peak.m +++ b/code/@UnitTranslation/get_peak.m @@ -1,4 +1,6 @@ -% Copyright (C) 2010-2017, Raytheon BBN Technologies and contributors listed +% get_peak is a getter function in the UnitTranslation class. +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed % in the AUTHORS file in TASBE analytics package distribution's top directory. % % This file is part of the TASBE analytics package, and is distributed diff --git a/code/TASBEConfig.m b/code/TASBEConfig.m new file mode 100644 index 00000000..060b0b42 --- /dev/null +++ b/code/TASBEConfig.m @@ -0,0 +1,621 @@ +% Copyright (C) 2011 - 2017, Raytheon BBN Technologies and contributors listed +% in the AUTHORS file in TASBE Flow Analytics distribution's top directory. +% +% This file is part of the TASBE Flow Analytics package, and is distributed +% under the terms of the GNU General Public License, with a linking +% exception, as described in the file LICENSE in the BBN Flow Cytometry +% package distribution's top directory. + +classdef TASBEConfig + methods(Static,Hidden) + function state = init() + s = struct(); + doc = struct(); + doc.about = 'Configuration variables for TASBE Flow Analytics'; + defaults = containers.Map(); + + % Testing variables + s.testing = struct(); doc.testing = struct(); + doc.testing.about = 'Settings to disable features for testing purposes'; + doc.testing.fakeFigureSaves = 'For testing purposes, do not actually save figures, only pretend to.'; + s.testing.fakeFigureSaves = 0; + + % Matlab GMdistribution + + % Generic flow data analysis + s.flow = struct(); doc.flow = struct(); + doc.flow.about = 'General settings for flow cytometry data analysis'; + doc.flow.maxEvents = 'Drop events above this count to avoid memory issues'; + s.flow.maxEvents = 1e6; + doc.flow.rangeMin = 'bin minimum (log10 scale)'; + s.flow.rangeMin = 0; + doc.flow.rangeMax = 'bin maximum (log10 scale)'; + s.flow.rangeMax = 7; + doc.flow.onThreshold = 'Threshold to differentiate between on and off events. Points with values equal to threshold are placed in the on group.'; + s.flow.onThreshold = 0; + doc.flow.outputPointCloud = 'if true, output point-cloud for each calibrated read'; + s.flow.outputPointCloud = false; + doc.flow.pointCloudPath = 'location for point-cloud outputs'; + s.flow.pointCloudPath = 'CSV/'; + doc.flow.pointCloudFileType = 'what type of pathname to write to point-cloud JSON header file. 0 stands for absolute, 1 stands for relative.'; + s.flow.pointCloudFileType = 0; + doc.flow.dataCSVPath = 'location for data summary CSVs'; + s.flow.dataCSVPath = 'CSV/'; + doc.flow.outputHistogramFile = 'if true, output histogram file for batch analysis'; + s.flow.outputHistogramFile = true; + doc.flow.outputStatisticsFile = 'if true, output statistics file for batch analysis'; + s.flow.outputStatisticsFile = true; + doc.flow.channel_template_file = 'File to check laser/filter settings against (defaults to bead file)'; + s.flow.channel_template_file = []; + % sample size/gating warning thresholds + doc.flow.smallFileWarning = 'Threshold for warning that event count is unusually low'; + s.flow.smallFileWarning = 10000; + doc.flow.gateDiscardsWarning = 'Threshold for warning gates are discarding too high a fraction of events'; + s.flow.gateDiscardsWarning = 0.1; + doc.flow.preGateDiscardsWarning = 'Threshold for warning pre-gates are discarding too high a fraction of events'; + s.flow.preGateDiscardsWarning = []; + defaults('flow.preGateDiscardsWarning') = 'flow.gateDiscardsWarning'; + doc.flow.postGateDiscardsWarning = 'Threshold for warning post-gates are discarding too high a fraction of events'; + s.flow.postGateDiscardsWarning = []; + defaults('flow.postGateDiscardsWarning') = 'flow.gateDiscardsWarning'; + doc.flow.eventRatioWarning = 'Generic threshold for warning about different event counts.'; + s.flow.eventRatioWarning = 10; + doc.flow.replicateEventRatioWarning = 'Threshold to warn on variation in replicate event counts.'; + s.flow.replicateEventRatioWarning = []; + defaults('flow.replicateEventRatioWarning') = 'flow.eventRatioWarning'; + doc.flow.conditionEventRatioWarning = 'Threshold to warn on variation in condition event counts.'; + s.flow.conditionEventRatioWarning = []; + defaults('flow.conditionEventRatioWarning') = 'flow.eventRatioWarning'; + doc.flow.saturationWarning = 'Threshold for warning when detector is saturated'; + s.flow.saturationWarning = 0.1; + doc.flow.saturationMinValidCount = 'Threshold for peak value warning when detector is saturated'; + s.flow.saturationMinValidCount = 100; + doc.flow.conditionFracGatedWarning = 'Threshold to warn on variation in fraction of gated particles. Value should be from 0 to 1.'; + s.flow.conditionFracGatedWarning = 0.1; + doc.flow.duplicateConditionWarning = 'If true, error when duplicate condition ids found. If false, warn.'; + s.flow.duplicateConditionWarning = 0; + + % generic plots + s.plots = struct(); doc.plots = struct(); + doc.plots.about = 'General settings for plotting figures'; + doc.plots.plotPath = 'Default location for plots'; + s.plots.plotPath = 'plots/'; + doc.plots.visiblePlots = 'If true, plots are visible; otherwise, they are hidden for later saving'; + s.plots.visiblePlots = false; + doc.plots.graphPlotSize = 'Default size (in inches) [X Y] for data graph figures'; + s.plots.graphPlotSize = [6 4]; + doc.plots.heatmapPlotSize = 'Default size (in inches) [X Y] for scatter/heatmap figures'; + s.plots.heatmapPlotSize = [5 5]; + doc.plots.largeOutliers = 'If true, outliers in heatmap figures are large, for output in small figures'; + s.plots.largeOutliers = false; + doc.plots.heatmapPlotType = 'Set to ''image'', ''contour'', or ''surf'' to determine type of heatmap images'; + s.plots.heatmapPlotType = 'image'; + doc.plots.showPlotLocation = 'If true, use TASBESession to report plot locations'; + s.plots.showPlotLocation = 0; + + % calibration plots, i.e., those supporting the transformation of raw data into processed data, like autofluorescence, compensation, units + s.calibration = struct(); doc.calibration = struct(); + doc.calibration.about = 'General settings for calibration figures'; + doc.calibration.overrideUnits = 'When set, force a.u. to ERF scaling value to this value'; + s.calibration.overrideUnits = []; + doc.calibration.overrideAutofluorescence = 'When set, force autofluorescence to use this as mean AF'; + s.calibration.overrideAutofluorescence = []; + doc.calibration.overrideCompensation = 'When set, use this matrix instead of computing a linear compensation model'; + s.calibration.overrideCompensation = []; + doc.calibration.overrideTranslation = 'When set, use this matrix instead of computing a color translation model'; + s.calibration.overrideTranslation = []; + doc.calibration.plot = 'When true, make diagnostic plots while computing color models'; + s.calibration.plot = true; + doc.calibration.visiblePlots = 'If true, calibration plots are visible; otherwise, they are hidden for later saving'; + s.calibration.visiblePlots = []; + defaults('calibration.visiblePlots') = 'plots.visiblePlots'; + doc.calibration.plotPath = 'Default location for calibration plots'; + s.calibration.plotPath = []; + defaults('calibration.plotPath') = 'plots.plotPath'; + doc.calibration.graphPlotSize = 'Default size (in inches) [X Y] for calibration data graph figures'; + s.calibration.graphPlotSize = []; + defaults('calibration.graphPlotSize') = 'plots.graphPlotSize'; + doc.calibration.heatmapPlotSize = 'Default size (in inches) [X Y] for calibration scatter/heatmap figures'; + s.calibration.heatmapPlotSize = []; + defaults('calibration.heatmapPlotSize') = 'plots.heatmapPlotSize'; + + % Gating + s.gating = struct(); doc.gating = struct(); + doc.gating.about = 'Settings for GMM Gating'; + doc.gating.fixedSeed = 'When true, controls the random seed for GMM Gating'; + s.gating.fixedSeed = true; + % gating control parameters + doc.gating.deviations = 'Number of standard deviations within which gate selects data'; + s.gating.deviations = 2.0; + doc.gating.tightening = 'Amount that selected gate components are further tightened (range: [0,1])'; + s.gating.tightening = 0.0; + doc.gating.kComponents = 'Number of gaussian components in a gate'; + s.gating.kComponents = 2; + doc.gating.channelNames = 'Channels to use for gating'; % used to also include 'FSC-H','FSC-W','SSC-H','SSC-W' + s.gating.channelNames = {'FSC-A','SSC-A'}; +% s.gating.saturationWarning = 0.3; % Warn about saturation distorting gates if fraction non-extrema less than this level + doc.gating.fraction = 'Fraction of range considered saturated and thus excluded from computation'; + s.gating.fraction = 0.95; + doc.gating.selectedComponents = 'Set to force selection of particular components'; + s.gating.selectedComponents = []; + doc.gating.selectedComponentLocations = 'Set to NxK array (N channels, K components) to force selection of unique components specified by each row'; + s.gating.selectedComponentLocations = []; + % gating custom plotting parameters + doc.gating.showNonselected = 'When true, show all gate components; when false, selected components only.'; + s.gating.showNonselected = true; + doc.gating.largeOutliers = 'When true, plot gate outliers with large dots'; + s.gating.largeOutliers = true; + doc.gating.range = 'Force gate heatmap plotting range of [x_min y_min; x_max y_max]'; + s.gating.range = []; + doc.gating.density = 'Gate heatmap style: set to 1 for image, 0 for contour'; + s.gating.density = 1; + % gating standard plotting parameters + doc.gating.plot = 'Determines whether gating plots should be created'; + s.gating.plot = []; + defaults('gating.plot') = 'calibration.plot'; + doc.gating.visiblePlots = 'If true, gating plots are visible; otherwise, they are hidden for later saving'; + s.gating.visiblePlots = []; + defaults('gating.visiblePlots') = 'calibration.visiblePlots'; + doc.gating.plotPath = 'Location for gating plots'; + s.gating.plotPath = []; % where should gating plot go? + defaults('gating.plotPath') = 'calibration.plotPath'; + doc.gating.plotSize = 'Size (in inches) [X Y] for gating figures'; + s.gating.plotSize = []; % What size (in inches) should gating plot be? + defaults('gating.plotSize') = 'calibration.heatmapPlotSize'; + + + % Autofluorescence removal + s.autofluorescence = struct(); doc.autofluorescence = struct(); + doc.autofluorescence.about = 'Settings for autofluorescence models'; + doc.autofluorescence.dropFraction = 'Fraction of extrema (high and low) to drop before computing autofluorescence'; + s.autofluorescence.dropFraction = 0.025; + doc.autofluorescence.plot = 'Determines whether autofluorescence plots should be created'; + s.autofluorescence.plot = []; + defaults('autofluorescence.plot') = 'calibration.plot'; + doc.autofluorescence.visiblePlots = 'If true, autofluorescence plots are visible; otherwise, they are hidden for later saving'; + s.autofluorescence.visiblePlots = []; + defaults('autofluorescence.visiblePlots') = 'calibration.visiblePlots'; + doc.autofluorescence.plotPath = 'Location for autofluorescence plots'; + s.autofluorescence.plotPath = []; + defaults('autofluorescence.plotPath') = 'calibration.plotPath'; + doc.autofluorescence.plotSize = 'Size (in inches) [X Y] for autofluorescence figures'; + s.autofluorescence.plotSize = []; + defaults('autofluorescence.plotSize') = 'calibration.graphPlotSize'; + + % Spectral bleed compensation + s.compensation = struct(); doc.compensation = struct(); + doc.compensation.about = 'Settings for spectral bleed compensation'; + doc.compensation.minimumDrivenLevel = 'Uniformly ignores all less than this level of a.u.'; + s.compensation.minimumDrivenLevel = 1e2; % uniformly ignore all less than this level of a.u. + doc.compensation.maximumDrivenLevel = 'Uniformly ignores all greater than this level of a.u.'; + s.compensation.maximumDrivenLevel = Inf; % uniformly ignore all greater than this level of a.u. + doc.compensation.minimumBinCount = 'Ignores bins with less than this many elements'; + s.compensation.minimumBinCount = 10; % ignore bins with less than this many elements + doc.compensation.highBleedWarning = 'Warns about high bleed at this level'; + s.compensation.highBleedWarning = 0.1; % Warn about high bleed at this level + doc.compensation.plot = 'Determines whether compensation plots should be created'; + s.compensation.plot = []; % Should compensation plots be created? + defaults('compensation.plot') = 'calibration.plot'; + doc.compensation.visiblePlots = 'If true, compensation plots are visible; otherwise, they are hidden for later saving'; + s.compensation.visiblePlots = []; % should compensation plot be visible, or just created? + defaults('compensation.visiblePlots') = 'calibration.visiblePlots'; + doc.compensation.plotPath = 'Location for compensation plots'; + s.compensation.plotPath = []; % where should compensation plot go? + defaults('compensation.plotPath') = 'calibration.plotPath'; + doc.compensation.plotSize = 'Size (in inches) [X Y] for compensation figures'; + s.compensation.plotSize = [6 4]; + defaults('compensation.plotSize') = 'calibration.heatmapPlotSize'; + + % Color translation + s.colortranslation = struct(); + doc.colortranslation.about = 'Settings for color translation models'; + doc.colortranslation.rangeMin = 'Minimum for color translation histogram range (log10 scale)'; + s.colortranslation.rangeMin = 1; + doc.colortranslation.rangeMax = 'Maximum in histogram for computing color translation (log10 scale)'; + s.colortranslation.rangeMax = 5.5; + doc.colortranslation.binIncrement = 'Resolution of histogram bins used for computing color translation (log10 scale)'; + s.colortranslation.binIncrement = 0.1; + doc.colortranslation.minSamples = 'Minimum number of samples in a histogram bin for use in computing color translation'; + s.colortranslation.minSamples = 100; + doc.colortranslation.channelMinimum = 'If set to [M1, M2, ...] trims channel i values below 10^Mi; otherwise drops those below 10^3'; + s.colortranslation.channelMinimum = {}; + doc.colortranslation.channelMaximum = 'If set to [M1, M2, ...] trims channel i values above 10^Mi; otherwise drops those above 10^5'; + s.colortranslation.channelMaximum = {}; + doc.colortranslation.plot = 'Determines whether color translation plots should be created'; + s.colortranslation.plot = []; + defaults('colortranslation.plot') = 'calibration.plot'; + doc.colortranslation.visiblePlots = 'If true, color translation plots are visible; otherwise, they are hidden for later saving'; + s.colortranslation.visiblePlots = []; + defaults('colortranslation.visiblePlots') = 'calibration.visiblePlots'; + doc.colortranslation.plotPath = 'Location for color translation plots'; + s.colortranslation.plotPath = []; + defaults('colortranslation.plotPath') = 'calibration.plotPath'; + doc.colortranslation.plotSize = 'Size (in inches) [X Y] for color translation figures'; + s.colortranslation.plotSize = [6 4]; + defaults('colortranslation.plotSize') = 'calibration.heatmapPlotSize'; + + % Beads + s.beads = struct(); doc.beads = struct(); + doc.beads.about = 'Settings controlling the interpretation of color calibration beads'; + doc.beads.catalogFileName = 'Location of bead catalog file'; + s.beads.catalogFileName = [fileparts(mfilename('fullpath')) '/../BeadCatalog.xlsx']; + doc.beads.secondaryBeadChannel = 'For better distingishing low-a.u. ERF peaks: when set, segment ERF-channel peaks using the secondary channel instead of the ERF channel'; + s.beads.secondaryBeadChannel = []; + doc.beads.peakThreshold = 'Manual minimum threshold for bead peaks; set automatically if empty'; + s.beads.peakThreshold = []; + doc.beads.rangeMin = 'Minimum value considered for bead peaks (log scale: 10^rangeMin)'; + s.beads.rangeMin = 2; + doc.beads.rangeMax = 'Maximum value considered for bead peaks (log scale: 10^rangeMax)'; + s.beads.rangeMax = 7; + doc.beads.binIncrement = 'Resolution of histogram bins used for finding bead peaks (log10 scale)'; + s.beads.binIncrement = 0.02; + doc.beads.beadModel = 'Model of beads that are being used. Should match an option in BeadCatalog.xlsx'; + s.beads.beadModel = 'SpheroTech RCP-30-5A'; + doc.beads.beadChannel = 'Laser/filter channel being used, defaults to FITC (MEFL). Should match an option in BeadCatalog.xlsx'; + s.beads.beadChannel = 'FITC'; + doc.beads.beadBatch = 'Batch of beads that are being used. If set, should match an option in BeadCatalog.xlsx'; + s.beads.beadBatch = []; + doc.beads.forceFirstPeak = 'If set to N, lowest observed bead peak is forced to be interpreted as Nth peak'; + s.beads.forceFirstPeak = []; + doc.beads.plot = 'When true, make diagnostic plots while computing bead unit calibration'; + s.beads.plot = []; + defaults('beads.plot') = 'calibration.plot'; + doc.beads.visiblePlots = 'If true, bead unit calibration plots are visible; otherwise, they are hidden for later saving'; + s.beads.visiblePlots = []; + defaults('beads.visiblePlots') = 'calibration.visiblePlots'; + doc.beads.plotPath = 'Location for bead unit calibration plots'; + s.beads.plotPath = []; + defaults('beads.plotPath') = 'calibration.plotPath'; + doc.beads.plotSize = 'Size (in inches) [X Y] for bead unit calibration figures'; + s.beads.plotSize = [5 3.66]; + defaults('beads.plotSize') = 'calibration.graphPlotSize'; + doc.beads.validateAllChannels = 'If true, check all channels for likely bead problems; otherwise, check only ERF channel'; + s.beads.validateAllChannels = false; + + % Size Beads (for forward scatter calibration) + s.sizebeads = struct(); doc.sizebeads = struct(); + doc.sizebeads.about = 'Settings controlling the interpretation of size calibration beads'; + doc.sizebeads.peakThreshold = 'Manual minimum threshold for size bead peaks; set automatically if empty'; + s.sizebeads.peakThreshold = []; + doc.sizebeads.rangeMin = 'Minimum value considered for size bead peaks (log scale: 10^rangeMin)'; + s.sizebeads.rangeMin = 2; + doc.beads.rangeMax = 'Maximum value considered for size bead peaks (log scale: 10^rangeMax)'; + s.sizebeads.rangeMax = 7; + doc.sizebeads.binIncrement = 'Resolution of histogram bins used for finding size bead peaks (log10 scale)'; + s.sizebeads.binIncrement = 0.02; + doc.sizebeads.beadModel = 'Model of size beads that are being used. Should match an option in BeadCatalog.xlsx'; + s.sizebeads.beadModel = 'SpheroTech PPS-6K'; + doc.sizebeads.beadChannel = 'Laser/filter channel being used, defaults to FSC. Should match an option in BeadCatalog.xlsx'; + s.sizebeads.beadChannel = 'FSC'; + doc.sizebeads.beadBatch = 'Batch of size beads that are being used. If set, should match an option in BeadCatalog.xlsx'; + s.sizebeads.beadBatch = []; + doc.sizebeads.forceFirstPeak = 'If set to N, lowest observed size bead peak is forced to be interpreted as Nth peak'; + s.sizebeads.forceFirstPeak = []; + doc.sizebeads.plot = 'When true, make diagnostic plots while computing size bead unit calibration'; + s.sizebeads.plot = []; + defaults('sizebeads.plot') = 'calibration.plot'; + doc.sizebeads.visiblePlots = 'If true, size bead unit calibration plots are visible; otherwise, they are hidden for later saving'; + s.sizebeads.visiblePlots = []; + defaults('sizebeads.visiblePlots') = 'calibration.visiblePlots'; + doc.sizebeads.plotPath = 'Location for size bead unit calibration plots'; + s.sizebeads.plotPath = []; + defaults('sizebeads.plotPath') = 'calibration.plotPath'; + doc.sizebeads.plotSize = 'Size (in inches) [X Y] for size bead unit calibration figures'; + s.sizebeads.plotSize = [5 3.66]; + defaults('sizebeads.plotSize') = 'calibration.graphPlotSize'; + + % OutputSettings migration + doc.OutputSettings = struct(); + doc.OutputSettings.about = 'Settings controlling batch plotting'; + s.OutputSettings = struct(); + doc.OutputSettings.StemName = ''; + s.OutputSettings.StemName=''; + doc.OutputSettings.DeviceName = ''; + s.OutputSettings.DeviceName=''; + doc.OutputSettings.Description = ''; + s.OutputSettings.Description=''; + + doc.OutputSettings.FixedInducerAxis = 'Set to fix limit [min max] of inducer count plot axis'; + s.OutputSettings.FixedInducerAxis = []; % fixed -> [min max] + doc.OutputSettings.FixedHistogramAxis = 'Set to fix limit [min max] of histogram count plot axis'; + s.OutputSettings.FixedHistogramAxis = []; + doc.OutputSettings.FixedBinningAxis = 'Set to fix limit [min max] of binning variable plot axis'; + s.OutputSettings.FixedBinningAxis = []; + doc.OutputSettings.FixedInputAxis = 'Set to fix limit [min max] of input plot axis'; + s.OutputSettings.FixedInputAxis = []; + doc.OutputSettings.FixedNormalizedInputAxis = 'Set to fix limit [min max] of normalized input plot axis'; + s.OutputSettings.FixedNormalizedInputAxis = []; + doc.OutputSettings.FixedOutputAxis = 'Set to fix limit [min max] of output plot axis'; + s.OutputSettings.FixedOutputAxis = []; + doc.OutputSettings.FixedNormalizedOutputAxis = 'Set to fix limit [min max] of normalized output plot axis'; + s.OutputSettings.FixedNormalizedOutputAxis = []; + doc.OutputSettings.FixedRatioAxis = 'Set to fix limit [min max] of ratio plot axis'; + s.OutputSettings.FixedRatioAxis = []; + doc.OutputSettings.FixedSNRAxis = 'Set to fix limit [min max] of signal-to-noise ratio plot axis'; + s.OutputSettings.FixedSNRAxis = []; + doc.OutputSettings.FixedDeltaSNRAxis = 'Set to fix limit [min max] of delta signal-to-noise ratio plot axis'; + s.OutputSettings.FixedDeltaSNRAxis = []; + doc.OutputSettings.ColorPlots = 'If true, color plots created'; + s.OutputSettings.ColorPlots = true; + doc.OutputSettings.PlotPopulation = 'If true, population plots created'; + s.OutputSettings.PlotPopulation = true; + doc.OutputSettings.PlotNormalized = 'If true, normalized plots created'; + s.OutputSettings.PlotNormalized = true; + doc.OutputSettings.PlotNonnormalized = 'If true, nonnormalized plots created'; + s.OutputSettings.PlotNonnormalized = true; + doc.OutputSettings.PlotEveryN = 'If true, plots every N'; + s.OutputSettings.PlotEveryN = 1; + doc.OutputSettings.PlotTickMarks = 'If true, displays tick marks'; + s.OutputSettings.PlotTickMarks = false; + doc.OutputSettings.FigureSize = 'Size (in inches) [X Y] for figures'; + s.OutputSettings.FigureSize = [5 3.66]; + doc.OutputSettings.csvfile = 'May be either a fid (file identifier) or a string'; + s.OutputSettings.csvfile = []; + + % Plusminus preferences + s.plusminus = struct(); + doc.plusminus = struct(); + doc.plusminus.about = 'Settings controlling plusminus plotting preferences'; + doc.plusminus.plotError = 'If true, plots error envelopes in plusminus comparison graphs'; + s.plusminus.plotError = false; + + % Histogram preferences + s.histogram = struct(); + doc.histogram = struct(); + doc.histogram.about = 'Settings controlling histogram plotting preferences'; + doc.histogram.displayLegend = 'If true, displays legend in bin statistics graphs'; + s.histogram.displayLegend = true; + doc.histogram.plotGMM = 'If true, plots gaussian mixture model in bin statistics graphs'; + s.histogram.plotGMM = false; + + % Excel wrapper preferences + s.template = struct(); + doc.template = struct(); + doc.template.about = 'Settings controlling excel wrapper preferences'; + doc.template.displayErrors = 'If true, will display ALL of the TASBE warnings and errors from TemplateExtraction'; + s.template.displayErrors = false; + doc.template.csvFile = 'Location of TASBESession'; + s.template.csvFile = ''; + + % Last of all, bundle it in a cell array to return + state = {s defaults doc}; + end + + function [out, default, doc] = setget(key,value,force) + persistent state_stack; % contents: {{checkpoint {settings defaults documentation}}, ...} + % if empty or reset, initialize + is_reset = (nargin>0 && strcmp(key,'.reset')); + if isempty(state_stack) || is_reset + state_stack = {{'init' TASBEConfig.init()}}; + if is_reset, return; end; + end; + + % unpack the current state stack + settings = state_stack{end}{2}{1}; + defaults = state_stack{end}{2}{2}; + documentation = state_stack{end}{2}{3}; + + % If there is no arguments, just return the current state for inspection + if nargin==0, out = settings; default = defaults; doc = documentation; return; end + % If the key is special, interpret it: + % if the key is for checkpointing, then push/pop appropriately + if strcmp(key,'.checkpoint'), + % truncate to last named checkpoint, if any + for i=1:numel(state_stack), + if(strcmp(state_stack{i}{1},value)) + state_stack = {state_stack{1:(i-1)}}; % truncate + break; + end + end + % push a copy of the last onto the stack + if ~isempty(state_stack) + state_stack{end+1} = {value state_stack{end}{2}}; + else + state_stack = {{'init' TASBEConfig.init()}}; + end + out = state_stack{end}{2}{1}; + return + end + if strcmp(key,'.checkpoint_list'), + out = cell(numel(state_stack),1); + for i=1:numel(state_stack) + out{end-i+1} = state_stack{i}{1}; + end + return + end + + % Otherwise, go on to setting or getting + if nargin<3, force = false; end + + keyseq = regexp(key, '\.', 'split'); + + % nested access + nest = cell(size(keyseq)); docNest = nest; + nest{1} = settings; docNest{1} = documentation; + for i=1:(numel(keyseq)-1) + if ~ismember(keyseq{i},fieldnames(nest{i})) || ~isstruct(nest{i}.(keyseq{i})) + nest{i}.(keyseq{i}) = struct(); + end + if ~ismember(keyseq{i},fieldnames(docNest{i})) || ~isstruct(docNest{i}.(keyseq{i})) + docNest{i}.(keyseq{i}) = struct(); + end + nest{i+1} = nest{i}.(keyseq{i}); + docNest{i+1} = docNest{i}.(keyseq{i}); + end + + if ~isempty(value) || force + % warn if the key is not already in the field names + if ~ismember(keyseq{end},fieldnames(nest{end})) + TASBESession.warn('TASBEConfig','UnknownSetting','Setting previously unknown configuration "%s"',key); + end + % set the value + nest{end}.(keyseq{end}) = value; + % propagate up the chain + for i=1:(numel(keyseq)-1) + nest{end-i}.(keyseq{end-i}) = nest{end-i+1}; + end + settings = nest{1}; + state_stack{end}{2}{1} = settings; % remember it for next time + end + + % Finally, set outputs + if ismember(keyseq{end},fieldnames(nest{end})) + out = nest{end}.(keyseq{end}); + else + out = []; + end + if ismember(keyseq{end},fieldnames(docNest{end})) + doc = docNest{end}.(keyseq{end}); + else + doc = 'No documentation available'; + end + + if(defaults.isKey(key)), default = defaults(key); else default = 'no default'; end; + end + end + + methods(Static) + % Set a value for this key + function out = set(key,value) + out = TASBEConfig.setget(key,value); + end + + % Get a value for this key, not following its default chain. If no value is set, try to use the 2nd argument + function out = getexact(key,default) + % try a get + out = TASBEConfig.setget(key,[]); + if isempty(out) + % if empty, try to set to default + if nargin>=2 + out = TASBEConfig.setget(key,default); + else + error('TASBEConfig', 'NoDefault', 'Requested non-existant setting without default: %s',key); + end + end + end + + % Get the first defined value in a sequence of possibilities + function out = getseq(varargin) + for i=1:numel(varargin) + try + out = TASBEConfig.get(varargin{i}); + return + catch e % ignore error and continue + end + end + error('TASBEConfig', 'NoPreference', 'Couldn''t get any preference in sequence: %s',[varargin{:}]); + end + + % Get a value for this key, possibly via default + function out = get(key) + persistent defaults + if isempty(defaults), [~, defaults] = TASBEConfig.list(); end; + + current = key; + while current + try + out = TASBEConfig.getexact(current); + return + catch e % on miss, try to follow preference path + try + current = defaults(current); + catch e + error('TASBEConfig', 'NoPreference', 'Couldn''t get any preference for: %s',key); + end + end + end + end + + % Check if there is a value set for this key or one of its defaults + function TF = isSet(key) + try + TASBEConfig.get(key); + TF = true; + catch % error means not set + TF = false; + end + end + + % Remove any value set for key + function clear(key) + TASBEConfig.setget(key,[],true); + end + + % Reset the entire TASBEConfig state + function reset() + TASBEConfig.setget('.reset'); + end + + % Return a list of all of the checkpoint names + function [top, chain] = checkpoints() + chain = TASBEConfig.setget('.checkpoint_list'); + top = chain{1}; + end + + % + function old = checkpoint(name) + old = TASBEConfig.setget('.checkpoint',name); + end + + % Get help on a particular key + function text = help(key) + if nargin==0 + [val,def,doc] = TASBEConfig.list(); + key = ''; + else + [val,def,doc] = TASBEConfig.setget(key,[]); + end + + if(isstruct(val)) + fieldnameset = fieldnames(val); + keydoc = ''; + maxname = max(cellfun(@numel,fieldnameset)); + for i = 1:numel(fieldnameset), + keydoc = [keydoc sprintf('\n %s',fieldnameset{i})]; + if(isstruct(val.(fieldnameset{i}))), + keydoc = [keydoc sprintf('\t\t[family]')]; + else + try + about = doc.(fieldnameset{i}); + spacer = repmat(' ',1, 4 + maxname - numel(fieldnameset{i})); + keydoc = [keydoc sprintf('%s%s',spacer,about)]; + catch e, + % leave it as was, without documentation + end; + end; + end + try about = doc.about; catch e, about = 'No documentation available'; end; + text = sprintf('Configuration family: %s\n%s\nKeys: %s',key,about,keydoc); + else + text = sprintf('Configuration: %s\n%s\nDefaults to: %s\nCurrent value: %s\n',key,doc,def,val); + end + end + + % Get a list of all keys + function [settings, defaults, documentation] = list() + [settings, defaults, documentation] = TASBEConfig.setget(); + end + + % Transform all non-default settings into a JSON object + function string = to_json() + string = savejson('',TASBEConfig.list()); + end + + function load_from_json(string) + json_object = loadjson(string); + TASBEConfig.set_config_from_object('', json_object); + end + + function set_config_from_object(prefix, struct) + fields = fieldnames(struct); + for i=1:numel(fields); + value = struct.(fields{i}); + if(isstruct(value)), % set with substructure + TASBEConfig.set_config_from_object([prefix fields{i} '.'], value); + else % set this value + TASBEConfig.set([prefix fields{i}], value); + end + end + end + end +end diff --git a/code/TASBEConfig_preferences.m b/code/TASBEConfig_preferences.m new file mode 100644 index 00000000..d0ccf76c --- /dev/null +++ b/code/TASBEConfig_preferences.m @@ -0,0 +1,50 @@ +% Writes TASBEConfig preferences into a given sheet number and filepath of a +% batch_template spreadsheet +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed +% in the AUTHORS file in TASBE analytics package distribution's top directory. +% +% This file is part of the TASBE analytics package, and is distributed +% under the terms of the GNU General Public License, with a linking +% exception, as described in the file LICENSE in the TASBE analytics +function TASBEConfig_preferences(filename, sheet_num) + TASBEConfig.checkpoint('init'); + % Obtain all of the TASBEConfig preferences + [settings, ~, documentation] = TASBEConfig.list(); + % Extract just the names of the structure + names = fieldnames(documentation); + + preferences = []; + % Start from 2 to ignore the overall doc + for i=2:numel(names) + name = char(names{i}); + % Extract a section of TASBEConfig (i.e. beads) + doc_section = getfield(documentation, name); + set_section = getfield(settings, name); + doc_names = fieldnames(doc_section); + about_note = getfield(doc_section, doc_names{1}); + row = {name, char(about_note), ''}; + preferences = [preferences; row]; + % Go through each section and add preferences, their default values, + % and documentation + for j=2:numel(doc_names) + sub_name = doc_names{j}; + note = getfield(doc_section, doc_names{j}); + value = getfield(set_section, doc_names{j}); + if iscell(value) + value = strjoin(value); + row = {[name '.' char(sub_name)], char(note), value}; + elseif ischar(value) + row = {[name '.' char(sub_name)], char(note), value}; + else + row = {[name '.' char(sub_name)], char(note), num2str(value)}; + end + + preferences = [preferences; row]; + end + end + % Write the preferences into the template spreadsheet. Formatting is + % done by hand afterwards + xlswrite(filename, preferences, sheet_num); +end + diff --git a/code/TASBESession.m b/code/TASBESession.m new file mode 100644 index 00000000..48487b33 --- /dev/null +++ b/code/TASBESession.m @@ -0,0 +1,344 @@ +% Copyright (C) 2011 - 2017, Raytheon BBN Technologies and contributors listed +% in the AUTHORS file in TASBE Flow Analytics distribution's top directory. +% +% This file is part of the TASBE Flow Analytics package, and is distributed +% under the terms of the GNU General Public License, with a linking +% exception, as described in the file LICENSE in the BBN Flow Cytometry +% package distribution's top directory. + +classdef TASBESession + methods(Static,Hidden) + function out = access(mode,suite,entry) + persistent log; + if isempty(log), + log = {}; + % log initialization event + suiteentry.name = 'TASBE:Session-1'; + suiteentry.contents = {}; + log{end+1} = suiteentry; + event.name = 'Initialize'; + event.classname = 'TASBE:Session'; + try + version = tasbe_version(); + event.message = sprintf('TASBE session logging enabled, release %i.%i.%s',version{1},version{2},version{3}); + event.type = 'success'; + log{end}.contents{end+1} = event; + catch e + event.type = 'error'; + event.message = 'Could not determine release version'; + log{end}.contents{end+1} = event; + throw e; + end + end; + + % If there is no arguments, just return the whole thing for inspection + if nargin==0, out = log; return; end + % if the key is 'reset', then clear the log + if strcmp(mode,'reset'), log = {}; return; + elseif strcmp(mode,'insert'), + suitename = sprintf('%s-%i',suite,numel(log)); + if(isempty(log) || ~strcmp(log{end}.name,suitename)) + suiteentry.name = sprintf('%s-%i',suite,numel(log)+1); + suiteentry.contents = {}; + log{end+1} = suiteentry; + end + log{end}.contents{end+1} = entry; + out = entry; + else + error('TASBE:Session','Bad logging mode: %s',mode); + end + end + + function out = test_to_xml(event) + if(strcmp(event.type,'success')) + contents = sprintf(' %s\n',event.message); + else + contents = sprintf(' <%s>%s\n',event.type,event.message,event.type); + end + format = ' \n%s \n'; + out = sprintf(format,event.classname,event.name,contents); + end + + function out = test_to_xml_excel(event) + if(strcmp(event.type,'success')) + contents = sprintf(' %s\n',event.message); + else + contents = sprintf(' <%s>%s\n',event.type,event.message,event.type); + end + format = ' \n%s \n'; + out = sprintf(format,event.classname,event.name,datestr(now,'dd-mm-yyyy HH:MM:SS'),contents); + end + + function out = suite_to_xml(suite) + teststr = cell(numel(suite.contents),1); + errs = 0; fails = 0; + for i=1:numel(suite.contents) + if strcmp(suite.contents{i}.type,'failure'), fails = fails+1; + elseif strcmp(suite.contents{i}.type,'error'), errs = errs+1; + end + teststr{i} = TASBESession.test_to_xml(suite.contents{i}); + end + tests = sprintf('%s',teststr{:}); + % TODO: should also include timestamp, compute time + attributes = sprintf('errors="%i" tests="%i" failures="%i" time="0"',errs,numel(suite.contents),fails); + out = sprintf(' \n%s \n',suite.name,attributes,tests); + end + + function out = suite_to_xml_excel(suite) + teststr = cell(numel(suite.contents),1); + errs = 0; fails = 0; + for i=1:numel(suite.contents) + if strcmp(suite.contents{i}.type,'failure'), fails = fails+1; + elseif strcmp(suite.contents{i}.type,'error'), errs = errs+1; + end + teststr{i} = TASBESession.test_to_xml_excel(suite.contents{i}); + end + tests = sprintf('%s',teststr{:}); + % TODO: should also include timestamp, compute time + out = sprintf(' \n%s \n',tests); + end + + function off = checkIfWarningOff(msgId) + off = false; + warnStruct = warning(); + for i=1:numel(warnStruct) + if strcmp(msgId,warnStruct(i).identifier) && strcmp('off',warnStruct(i).state), + off = true; + return; + end + end + end + end + + methods(Static) + function out = error(classname,name,message,varargin) + % check if previous event is an abort, if so keep aborting + log = TASBESession.list(); + if strcmp(log{end}.contents{end}.name, 'Abort') + abort(); + else + event.name = name; + event.classname = classname; + event.type = 'error'; + event.message = sprintf(message,varargin{:}); + out = TASBESession.access('insert',classname,event); + errorStruct.message = strrep(event.message,'%','%%'); + errorStruct.identifier = [classname ':' name]; + error(errorStruct); + try + TASBESession.to_csv_excel(TASBEConfig.get('template.csvFile')); + catch + end + end + end + + function out = error_silent(classname,name,message,varargin) + % check if previous event is an abort, if so keep aborting + log = TASBESession.list(); + if strcmp(log{end}.contents{end}.name, 'Abort') + abort(); + else + event.name = name; + event.classname = classname; + event.type = 'error'; + event.message = sprintf(message,varargin{:}); + out = TASBESession.access('insert',classname,event); + try + TASBESession.to_csv_excel(TASBEConfig.get('template.csvFile')); + catch + end + end + end + + function out = abort() + event.name = 'Abort'; + event.classname = 'TASBESession'; + event.type = 'error'; + event.message = 'Exiting out of current analysis'; + out = TASBESession.access('insert',event.classname,event); + errorStruct.message = strrep(event.message,'%','%%'); + errorStruct.identifier = [event.classname ':' event.name]; + error(errorStruct); + try + TASBESession.to_csv_excel(TASBEConfig.get('template.csvFile')); + catch + end + end + + function out = warn(classname,name,message,varargin) + % check if previous event is an abort, if so keep aborting + log = TASBESession.list(); + if strcmp(log{end}.contents{end}.name, 'Abort') + abort(); + else + % abort if warning is turned off + if TASBESession.checkIfWarningOff([classname ':' name]), return; end; + % otherwise, continue + event.name = name; + event.classname = classname; + event.type = 'failure'; + event.message = sprintf(message,varargin{:}); + out = TASBESession.access('insert',classname,event); + warning([classname ':' name],strrep(event.message,'%','%%')); + try + TASBESession.to_csv_excel(TASBEConfig.get('template.csvFile')); + catch + end + end + end + + function out = skip(classname,name,message,varargin) + % check if previous event is an abort, if so keep aborting + log = TASBESession.list(); + if strcmp(log{end}.contents{end}.name, 'Abort') + abort(); + else + % abort if warning is turned off + if TASBESession.checkIfWarningOff([classname ':' name]), return; end; + % otherwise, continue + event.name = name; + event.classname = classname; + event.type = 'skip'; + event.message = sprintf(message,varargin{:}); + out = TASBESession.access('insert',classname,event); + try + TASBESession.to_csv_excel(TASBEConfig.get('template.csvFile')); + catch + end + end + end + + function out = succeed(classname,name,message,varargin) + % check if previous event is an abort, if so keep aborting + log = TASBESession.list(); + if strcmp(log{end}.contents{end}.name, 'Abort') + abort(); + else + % abort if warning is turned off + if TASBESession.checkIfWarningOff([classname ':' name]), return; end; + % otherwise, continue + event.name = name; + event.classname = classname; + event.type = 'success'; + event.message = sprintf(message,varargin{:}); + out = TASBESession.access('insert',classname,event); + fprintf([strrep(event.message,'%','%%') '\n']); + try + TASBESession.to_csv_excel(TASBEConfig.get('template.csvFile')); + catch + end + end + end + + function out = notify(classname,name,message,varargin) + % check if previous event is an abort, if so keep aborting + log = TASBESession.list(); + if strcmp(log{end}.contents{end}.name, 'Abort') + abort(); + else + % abort if warning is turned off + if TASBESession.checkIfWarningOff([classname ':' name]), return; end; + % otherwise, continue + event.name = name; + event.classname = classname; + event.type = 'success'; + event.message = sprintf(message,varargin{:}); + out = TASBESession.access('insert',classname,event); + fprintf(['Note: ' strrep(event.message,'%','%%') '\n']); + try + TASBESession.to_csv_excel(TASBEConfig.get('template.csvFile')); + catch + end + end + end + + function reset() + TASBESession.access('reset'); + end + + function out = list() + out = TASBESession.access(); + end + + function selected = getLast(classname,name) + warnings = fliplr(TASBESession.list()); + selected = []; + for i=1:numel(warnings) + suite = fliplr(warnings{i}.contents); + for j=1:numel(suite) + event = suite{j}; + if(strcmp(classname,event.classname) && strcmp(name,event.name)) + selected = event; + return; + end + end + end + end + + function out = to_xml(filename) + contents = TASBESession.list(); + suitestr = cell(numel(contents),1); + for i=1:numel(contents) + suitestr{i} = TASBESession.suite_to_xml(contents{i}); + end + suites = sprintf('%s',suitestr{:}); + header = ''; + out = sprintf('%s\n\n%s\n',header,suites); + + if nargin>0 + fid = fopen(filename,'w'); + fprintf(fid,strrep(out,'%','%%')); + fclose(fid); + end + end + + function out = to_xml_excel(filename) + contents = TASBESession.list(); + suitestr = cell(numel(contents),1); + for i=1:numel(contents) + suitestr{i} = TASBESession.suite_to_xml_excel(contents{i}); + end + suites = sprintf('%s',suitestr{:}); + header = ''; + out = sprintf('%s\n\n%s\n',header,suites); + + if nargin>0 + fid = fopen(filename,'w'); + fprintf(fid,out); + fclose(fid); + end + end + + function to_csv_excel(filename) + contents = TASBESession.list(); + % Overwrite if TASBESession just reset + if numel(contents) == 2 % 2 to include the TASBESession set up message + [fid, ~] = fopen(filename, 'w'); + % Write column headers + fprintf(fid, 'Class Name,Name,Time,error,failure,skip,success\n'); + for i=1:numel(contents) + suite = contents{i}; + for j=1:numel(suite.contents) + event = suite.contents{j}; + message = regexprep(event.message, ',', ''); + event_strs = {'%s,%s,%s,%s,,,\n','%s,%s,%s,,%s,,\n','%s,%s,%s,,,%s,\n','%s,%s,%s,,,,%s\n'}; + index = strcmp({'error','failure','skip','success'}, event.type); + fprintf(fid, event_strs{index}, event.classname,event.name,datestr(now,'dd-mm-yyyy HH:MM:SS'),message); + end + end + fclose(fid); + else + % Print the latest message + [fid, ~] = fopen(filename, 'a'); + suite = contents{numel(contents)}; + event = suite.contents{numel(suite.contents)}; + message = regexprep(event.message, ',', ''); + message = regexprep(message, '\n', ''); + event_strs = {'%s,%s,%s,%s,,,\n','%s,%s,%s,,%s,,\n','%s,%s,%s,,,%s,\n','%s,%s,%s,,,,%s\n'}; + index = strcmp({'error','failure','skip','success'}, event.type); + fprintf(fid, event_strs{index}, event.classname,event.name,datestr(now,'dd-mm-yyyy HH:MM:SS'),message); + fclose(fid); + end + end + end +end diff --git a/code/TemplateExtraction.m b/code/TemplateExtraction.m new file mode 100644 index 00000000..847fc329 --- /dev/null +++ b/code/TemplateExtraction.m @@ -0,0 +1,516 @@ +% Excel class with objects representing the information for a given template +% spreadsheet +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed +% in the AUTHORS file in TASBE analytics package distribution's top directory. +% +% This file is part of the TASBE analytics package, and is distributed +% under the terms of the GNU General Public License, with a linking +% exception, as described in the file LICENSE in the TASBE analytics +classdef TemplateExtraction + properties + % Coordinates is a cell array of different template variable names + % and their coordinates in the form of {sheet number, row, col}. (A + % few variables have multiple coordinates.) + coordinates; + % Sheets is an array of raw data from four main sheets in template + sheets; + % Save the inputted template filepath and filename + file; + % The path of the template used to for relative filepath inputs + path; + % Cell array of sample column names + col_names; + end + methods + % Constuctor with filepath of template and optional coordinates + % property as inputs + function obj = TemplateExtraction(file, path, coords) + obj.file = file; + if exist('path', 'var') + obj.path = path; + else + [obj.path, ~, ~] = fileparts(file); + end + % Read in Excel for information, Experiment sheet + [~,~,s1] = xlsread(file, 'Experiment'); + % Read in Excel for information, Samples sheet + [~,~,s2] = xlsread(file, 'Samples'); + % Read in Excel for information, Calibration sheet + [~,~,s3] = xlsread(file, 'Calibration'); + % Read in Excel for information, Comparative Analysis sheet + try + [~,~,s4] = xlsread(file, 'Comparative Analysis'); + catch + TASBESession.warn('TemplateExtraction', 'MissingAnalysisSheet', 'Comparative Analysis sheet is missing. Add if want to run comparative analysis.'); + s4 = {}; + end + % Read in Excel for information, Transfer Curve Analysis sheet + try + [~,~,s5] = xlsread(file, 'Transfer Curve Analysis'); + catch + TASBESession.warn('TemplateExtraction', 'MissingAnalysisSheet', 'Transfer Curve Analysis sheet is missing. Add if want to run transfer curve analysis.'); + s5 = {}; + end + % Read in Excel for information, Additional Settings sheet + [~,~,s6] = xlsread(file, 'Optional Settings'); + obj.sheets = {s1, s2, s3, s4, s5, s6}; + % Find Calibration rows + rowCoordinates = obj.findCalibrationRows(3); + if nargin < 3 + obj.coordinates = {... + % Coords for variables in "Experiment" + {'experimentName'; {1, 5, 1}}; % uses all three vals + {'first_filename_template'; {1, 16, 5}}; % uses sh & col vals + {'first_condition_key'; {1, 16, 1}}; % uses sh & col vals + % Coords for variables in "Samples" + {'plots.plotPath'; {{3, rowCoordinates{7}, 2}, {2, 30, 2}, {4, 5, 15}, {5, 5, 16}}}; % uses sh & col vals + {'first_sample_num'; {2, 5, 1}}; % uses all three vals + {'inputName_CM'; {{2, 30, 3}, {4, 13, 2}, {5, 13, 2}}}; % uses sh & col vals + {'inputPath_CM'; {{2, 30, 4}, {4, 13, 3}, {5, 13, 3}}}; % uses sh & col vals + {'OutputSettings.StemName'; {{2, 30, 5}, {4, 5, 13}, {5, 5, 13}}}; % uses sh & col vals + {'binseq_min'; {{2, 30, 16}, {4, 13, 8}, {5, 13, 8}}}; % uses sh & col vals + {'binseq_pdecade'; {{2, 30, 17}, {4, 13, 9}, {5, 13, 9}}}; % uses sh & col vals + {'binseq_max'; {{2, 30, 18}, {4, 13, 10}, {5, 13, 10}}}; % uses sh & col vals + {'minValidCount'; {{2, 30, 12}, {4, 13, 4}, {5, 13, 4}}}; % uses sh & col vals + {'minValidau'; {{2, 30, 13}, {4, 13, 5}, {5, 13, 5}}}; % uses sh & col vals + {'autofluorescence'; {{2, 30, 14}, {4, 13, 6}, {5, 13, 6}}}; % uses sh & col vals + {'minFracActive'; {{2, 30, 15}, {4, 13, 7}, {5, 13, 7}}}; % uses sh & col vals + {'outputName_BA'; {2, 30, 6}}; % uses sh & col vals + {'outputPath_BA'; {2, 30, 7}}; % uses sh & col vals + {'statName_BA'; {2, 30, 8}}; % uses sh & col vals + {'statPath_BA'; {2, 30, 9}}; % uses sh & col vals + {'cloudName_BA'; {2, 30, 10}}; % uses sh & col vals + {'cloudPath_BA'; {2, 30, 11}}; % uses sh & col vals + % Coords for variables in "Calibration" + {'beads.beadModel'; {3, rowCoordinates{1}, 2}}; % uses all three vals + {'beads.beadBatch'; {3, rowCoordinates{1}, 1}}; % uses all three vals + {'beads.rangeMin'; {3, rowCoordinates{1}, 3}}; % uses all three vals + {'beads.rangeMax'; {3, rowCoordinates{1}, 4}}; % uses all three vals + {'beads.peakThreshold'; {3, rowCoordinates{1}, 5}}; % uses all three vals + {'beads.beadChannel'; {3, rowCoordinates{1}, 6}}; % uses all three vals + {'bead_name'; {3, rowCoordinates{1}, 7}}; % uses all three vals + {'bead_tolerance'; {3, rowCoordinates{1}, 8}}; % uses all three vals + {'blank_name'; {3, rowCoordinates{2}, 2}}; % uses all three vals + {'first_flchrome_name'; {3, rowCoordinates{3}, 2}}; % uses all three vals + {'first_flchrome_channel'; {3, rowCoordinates{3}, 3}}; % uses all three vals + {'first_flchrome_type'; {3, rowCoordinates{3}, 4}}; % uses all three vals, whether constitutive or input or output + {'first_flchrome_wavlen'; {3, rowCoordinates{3}, 5}}; % uses all three vals + {'first_flchrome_filter'; {3, rowCoordinates{3}, 6}}; % uses all three vals + {'first_flchrome_color'; {3, rowCoordinates{3}, 7}}; % uses all three vals + {'first_flchrome_id'; {3, rowCoordinates{3}, 8}}; % uses all three vals + {'first_nonflr_name'; {3, rowCoordinates{4}, 2}}; % uses all three vals + {'first_nonflr_channel'; {3, rowCoordinates{4}, 3}}; % uses all three vals + {'first_nonflr_wavlen'; {3, rowCoordinates{4}, 4}}; % uses all three vals + {'first_nonflr_filter'; {3, rowCoordinates{4}, 5}}; % uses all three vals + {'first_nonflr_color'; {3, rowCoordinates{4}, 6}}; % uses all three vals + {'relevant_channels'; {3, rowCoordinates{5}, 2}}; % uses all three vals + {'transChannelMin'; {3, rowCoordinates{5}, 3}}; % uses all three vals + {'num_channels'; {3, rowCoordinates{5}, 1}}; % uses all three vals + {'all_name'; {3, rowCoordinates{5}, 4}}; % uses all three vals + {'size_bead_name'; {3, rowCoordinates{6}, 7}}; % uses all three vals + {'sizebeads.beadModel'; {3, rowCoordinates{6}, 2}}; % uses all three vals + {'sizebeads.rangeMin'; {3, rowCoordinates{6}, 3}}; % uses all three vals + {'sizebeads.rangeMax'; {3, rowCoordinates{6}, 4}}; % uses all three vals + {'sizebeads.peakThreshold'; {3, rowCoordinates{6}, 5}}; % uses all three vals + {'sizebeads.beadChannel'; {3, rowCoordinates{6}, 6}}; % uses all three vals + {'sizebeads.beadBatch'; {3, rowCoordinates{6}, 1}}; % uses all three vals + {'beads.secondaryBeadChannel'; {3, rowCoordinates{7}, 3}}; % uses all three vals + {'outputName_CM'; {3, rowCoordinates{7}, 4}}; % uses all three vals + {'outputPath_CM'; {3, rowCoordinates{7}, 5}}; % uses all three vals + % Coords for variables in "Comparative Analysis" + {'outputName_PM'; {4, 5, 13}}; % uses sh & col vals + {'outputPath_PM'; {4, 5, 14}}; % uses sh & col vals + {'primary_sampleColName_PM'; {4, 5, 7}}; % uses sh & col vals + {'secondary_sampleColName_PM'; {4, 5, 10}}; % uses sh & col vals + {'first_compGroup_PM'; {4, 5, 1}}; % uses sh & col vals + % Coords for variables in "Transfer Curve Analysis" + {'outputName_TC'; {5, 5, 14}}; % uses sh & col vals + {'outputPath_TC'; {5, 5, 15}}; % uses sh & col vals + {'sampleColName_TC'; {5, 5, 7}}; % uses sh & col vals + {'first_compGroup_TC'; {5, 5, 1}}; % uses sh & col vals + % Coords for variables in "Optional Settings" + {'first_preference_name'; {6, 3, 1}}; % uses all three vals + {'first_preference_value'; {6, 3, 3}}; % uses sh & col vals + }; + else + obj.coordinates = coords; + end + % Find the number of templates and update coordinates with info + obj.coordinates = obj.findTemplates(); + % Find sample column names and save into col_names property + obj.col_names = obj.findSampleCols(); + % Find last sample row + obj.coordinates = obj.findLastSampleRow(); + % Check on condition keys + obj.checkConditions(); + end + + function TASBEConfig_updates(obj) + % Update any relevant TASBEConfig preferences from the Optional Settings sheet in the + % template spreadsheet + try + csvPath = TASBEConfig.get('template.csvFile'); + catch + csvPath = ''; + end + TASBEConfig.checkpoint(TASBEConfig.checkpoints()); + raw = obj.sheets{obj.getSheetNum('first_preference_name')}; + name_col = obj.getColNum('first_preference_name'); + val_col = obj.getColNum('first_preference_value'); + for i=obj.getRowNum('first_preference_name'):size(raw,1) + % Set the TASBEConfig if value column not empty for given + % row + if ~isnan(cell2mat(raw(i,val_col))) + if ~isempty(strfind(char(cell2mat(raw(i,val_col))), ',')) + bounds = strtrim(strsplit(char(cell2mat(raw(i,val_col))), ',')); + if ~isempty(strfind(char(cell2mat(raw(i,name_col))), 'Size')) + TASBEConfig.set(char(cell2mat(raw(i,name_col))), [str2double(bounds{1}), str2double(bounds{2})]); + else + TASBEConfig.set(char(cell2mat(raw(i,name_col))), bounds); + end + elseif ~isempty(strfind(char(cell2mat(raw(i,val_col))), '^')) + val = str2num(char(cell2mat(raw(i,val_col)))); + TASBEConfig.set(char(cell2mat(raw(i,name_col))), val); + else + TASBEConfig.set(char(cell2mat(raw(i,name_col))), cell2mat(raw(i,val_col))); + end + end + end + if ~isempty(csvPath) + TASBEConfig.set('template.csvFile', csvPath); + end + end + + function new_value = sanitizeFromExcel(obj, value) + % Cleans up the Excel cell values by calling trim function is value + % is a string + try + new_value = strtrim(value); + catch + new_value = value; + end + end + + function position = getExcelCoordinates(obj, name, index) + % Returns the ExcelCoordinates stored within obj.coordinates with + % name of variable as input and optional index if multiple + % coordinates are stored for a single variable + for i=1:numel(obj.coordinates) + if strcmp(name, obj.coordinates{i}{1}) + position = obj.coordinates{i}{2}; + if exist('index', 'var') + position = position{index}; + end + return + end + end + TASBESession.error('TemplateExtraction','CoordNotFound','Inputted name, %s, not valid. No match found in coordinates.', name); + end + + function sheet_num = getSheetNum(obj, name, index) + % Returns the first coordinate value (sheet number) of a given variable + if exist('index', 'var') + pos = obj.getExcelCoordinates(name, index); + else + pos = obj.getExcelCoordinates(name); + end + sheet_num = pos{1}; + end + + function row = getRowNum(obj, name, index) + % Returns the second coordinate value (row number) of a given variable + if exist('index', 'var') + pos = obj.getExcelCoordinates(name, index); + else + pos = obj.getExcelCoordinates(name); + end + row = pos{2}; + end + + function col = getColNum(obj, name, index) + % Returns the third coordinate value (col number) of a given variable + if exist('index', 'var') + pos = obj.getExcelCoordinates(name, index); + else + pos = obj.getExcelCoordinates(name); + end + col = pos{3}; + end + + function new_obj = setExcelCoordinates(obj, name, coords) + % Returns a new Excel object with updated coordinates. Takes the + % name of the variable to change and new coords as inputs. + new_coords = obj.coordinates; + for i=1:numel(obj.coordinates) + if strcmp(name, obj.coordinates{i}{1}) + new_coords{i}{2} = coords; + new_obj = TemplateExtraction(obj.file, obj.path, new_coords); + return + end + end + TASBESession.error('TemplateExtraction','CoordNotFound','Inputted name, %s, not valid. No match found in coordinates.', name); + end + + function new_coords = addExcelCoordinates(obj, names, coords) + % Returns a new obj.coordinates with updated coordinates. Takes the + % name of the variable to add and its coords as inputs. + new_coords = obj.coordinates; + for i=1:numel(names) + new_coords{end+1} = {names{i}; coords{i}}; + end + end + + function new_coords = findTemplates(obj) + % Finds the coordinates for all of the filename templates and adds + % to coordinates property + template_col = obj.getColNum('first_filename_template'); + template_sh = obj.getSheetNum('first_filename_template'); + first_template_row = 1; + coords = {}; + for i=first_template_row:size(obj.sheets{template_sh}, 1) + try + value = obj.getExcelValuePos(template_sh, i, template_col, 'char'); + if ~isempty(strfind(value, 'Filename Template')) + coords{end+1} = {template_sh, i+1, template_col}; + end + catch + continue + end + end + new_coords = obj.addExcelCoordinates({'filename_templates'}, {coords}); + end + + function row_coords = findCalibrationRows(obj, sheet_num) + % Finds row numbers of Calibration parameters + row_headers = {'Rainbow Beads', 'Autofluorescence', 'Fluorochromes', 'Non-fluorescence Channels (unprocessed)', 'Color Translation', 'Size Beads', 'Additional Preferences for Color Model'}; + row_coords = {0}; + for i=1:size(obj.sheets{sheet_num}, 1) + try + value = obj.getExcelValuePos(sheet_num, i, 1, 'char'); + if ~isempty(find(strcmp(row_headers, value))) + row_coords{find(strcmp(row_headers, value))} = i+3; + end + catch + continue + end + end + tf = cellfun('isempty', row_coords); + row_coords(tf) = {0}; + end + + function checkConditions(obj) + % Looks through the condition keys in "Experiment" and raises a + % warning if a value in "Samples" has a value that is not in the key + condition_col = obj.getColNum('first_condition_key'); + condition_sh = obj.getSheetNum('first_condition_key'); + first_condition_row = 1; + for i=first_condition_row:size(obj.sheets{condition_sh}, 1) + try + value = obj.getExcelValuePos(condition_sh, i, condition_col, 'char'); + if ~isempty(strfind(value, 'Sample Column Name')) + % Found a condition key, save its keys in an array + % and compare with column in "Samples" + try + column_name = obj.getExcelValuePos(condition_sh, i, condition_col+1, 'char'); + obj.checkConditions_helper(i, column_name); + + catch + try + column_name = num2str(obj.getExcelValuePos(condition_sh, i, condition_col+1, 'numeric')); + if isempty(column_name) + continue + end + obj.checkConditions_helper(i, column_name); + catch + continue + end + end + end + catch + continue + end + end + end + + function checkConditions_helper(obj, i, column_name) + % Helper function for checkConditions + condition_col = obj.getColNum('first_condition_key'); + condition_sh = obj.getSheetNum('first_condition_key'); + sh_num1 = obj.getSheetNum('first_sample_num'); + sample_start_col = obj.getColNum('first_sample_num'); + sample_start_row = obj.getRowNum('first_sample_num') - 1; + keys = {}; + for j=i+2:size(obj.sheets{condition_sh}, 1) + try + keys{end+1} = obj.getExcelValuePos(condition_sh, j, condition_col, 'char'); + catch + try + key = num2str(obj.getExcelValuePos(condition_sh, j, condition_col, 'numeric')); + if isempty(key) + break + end + keys{end+1} = key; + catch + break + end + end + end + % look at column in "Samples" + % Find the matching section name in filename template + % and column header in "Samples" + pos = find(ismember(obj.col_names, column_name), 1); + if isempty(pos) + TASBESession.error('TemplateExtraction', 'InvalidHeaderName', 'The header, %s, does not match with any column titles in "Samples" sheet.', column_name); + else + % go through all the rows and make sure + % matches with one of the keys, raise + % warning if not + for k=sample_start_row+1:obj.getRowNum('last_sample_num') + try + value = obj.getExcelValuePos(sh_num1, k, pos, 'char'); + ind = find(ismember(keys, value), 1); + if isempty(ind) + TASBESession.warn('TemplateExtraction', 'InvalidValue', 'The value of %s at row %s col %s does not match with listed keys.', value, num2str(k), column_name); + end + catch + try + value = num2str(obj.getExcelValuePos(sh_num1, k, pos, 'numeric')); + if isempty(value) + continue + end + ind = find(ismember(keys, value), 1); + if isempty(ind) + TASBESession.warn('TemplateExtraction', 'InvalidValue', 'The value of %s at row %s col %s does not match with listed keys.', value, num2str(k), column_name); + end + catch + continue + end + end + end + end + end + + function col_names = findSampleCols(obj) + % Find column names in "Samples" sheet and add to cell array + sh_num1 = obj.getSheetNum('first_sample_num'); + sample_start_col = obj.getColNum('first_sample_num'); + sample_start_row = obj.getRowNum('first_sample_num') - 1; + col_names = {}; + % look through columns in "Samples" + for i=sample_start_col:size(obj.sheets{sh_num1},2) + try + ref_header = obj.getExcelValuePos(sh_num1, sample_start_row, i, 'char'); + catch + try + ref_header = num2str(obj.getExcelValuePos(sh_num1, sample_start_row, i, 'numeric')); + if isempty(ref_header) + continue + end + catch + continue + end + end + col_names{i} = ref_header; + end + end + + function new_coords = findLastSampleRow(obj) + % Finds the last sample row in Samples sheet and adds info to + % coordinates property + sh_num1 = obj.getSheetNum('first_sample_num'); + sample_start_col = obj.getColNum('first_sample_num'); + sample_start_row = obj.getRowNum('first_sample_num'); + coords = {}; + row_num = 0; + for i=sample_start_row:size(obj.sheets{sh_num1},1) + try + num = num2str(obj.getExcelValuePos(sh_num1, i, sample_start_col, 'numeric')); + if isempty(num) + % found last + row_num = i-1; + break + end + catch + % found last + row_num = i-1; + break + end + end + coords{end+1} = {sh_num1, row_num, sample_start_col}; + new_coords = obj.addExcelCoordinates({'last_sample_num'}, coords); + end + + function value = getExcelValuePos(obj, sheet_num, row, col, type) + % Returns the value at an inputted position. Error checks make sure + % that the value is of the correct type + sheet = obj.sheets{sheet_num}; + value = cell2mat(sheet(row,col)); + if and(isnan(value), TASBEConfig.get('template.displayErrors')) + TASBESession.error('TemplateExtraction','ValueNotFound','No value at position (%s, %s, %s).', num2str(sheet_num), num2str(row), num2str(col)); + elseif isnan(value) + error('ValueNotFound'); + end + if exist('type', 'var') + if strcmp(type, 'cell') + bounds = strtrim(strsplit(char(value), ',')); + if and(isnan(str2double(bounds)), TASBEConfig.get('template.displayErrors')) + TASBESession.error('TemplateExtraction','IncorrectType','Value at (%s, %s, %s) does not make a numeric array. Make sure value is in the form of #,#,#.', num2str(sheet_num), num2str(row), num2str(col)); + elseif isnan(str2double(bounds)) + error('IncorrectType'); + else + value = num2cell(str2double(bounds)); + end + end + if and(~isa(value, type), TASBEConfig.get('template.displayErrors') ) + TASBESession.error('TemplateExtraction','IncorrectType','Value at (%s, %s, %s) of type %s, does not match with required type, %s.', num2str(sheet_num), num2str(row), num2str(col), class(value), type); + elseif ~isa(value, type) + error('IncorrectType'); + end + end + value = obj.sanitizeFromExcel(value); + end + + function value = getExcelValue(obj, name, type, index) + % Returns the value of an inputted variable name using + % getExcelValuePos. Also takes optional index for variables with + % multiple coordinates. + pos = obj.getExcelCoordinates(name); + % index is considered for variables with more than one + % coordinates + if exist('index', 'var') + pos = pos{index}; + end + if exist('type', 'var') + value = obj.getExcelValuePos(pos{1}, pos{2}, pos{3}, type); + else + value = obj.getExcelValuePos(pos{1}, pos{2}, pos{3}); + end + end + + function setTASBEConfig(obj, name, type, index) + % Sets a TASBEConfig given a variable name. getExcelValue is used + % extensively in this function. Warnings/ errors are placed to make + % sure there is a value found and that the variable is a + % TASBEConfig. + try + if exist('index', 'var') + value = obj.getExcelValue(name, type, index); + else + value = obj.getExcelValue(name, type); + end + + catch + TASBESession.warn('TemplateExtraction','ValueNotFound','Name, %s, has no value at recorded position.', name); + return + end + + try + temp = TASBEConfig.isSet(name); + catch + TASBESession.error('TemplateExtraction', 'NotTASBEConfig', 'Could not get any preference for: %s', name); + end + TASBEConfig.set(name, value); + end + end +end diff --git a/code/analyzeFromExcel.m b/code/analyzeFromExcel.m new file mode 100644 index 00000000..e2843256 --- /dev/null +++ b/code/analyzeFromExcel.m @@ -0,0 +1,97 @@ +% ANALYZEFROMEXCEL: wrapper function that creates a TemplateExtraction object and calls the correct analysis +% Run with analyzeFromExcel(file, type) +% There are two inputs: (1) path to excel interface and (2) type of analysis +% +% Possible types to make colormodel: 'colormodel', 'CM', 'Colormodel', 'cm' +% Possible types to run batch analysis: 'batch', 'BA', 'Batch', 'ba' +% Possible types to run comparative analysis: 'plusminus', 'PM', 'Plusminus', 'comparativeanalysis', 'companalysis', 'comparative', 'pm' +% Possible types to run transfer curve analysis: 'transfercurve', 'TC', 'Transfercurve', 'tc' +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed +% in the AUTHORS file in TASBE analytics package distribution's top directory. +% +% This file is part of the TASBE analytics package, and is distributed +% under the terms of the GNU General Public License, with a linking +% exception, as described in the file LICENSE in the TASBE analytics +% package distribution's top directory. +function analyzeFromExcel(file, type, csvPath, show_errors) + if exist('csvPath','var') + TASBEConfig.set('template.csvFile', csvPath); + end + if ~exist('show_errors','var') + show_errors = 0; + end + try + % Setting up TASBESession log key + TASBESession.warn('analyzeFromExcel', 'ExampleWarning', 'This is what a warning looks like.'); + TASBESession.succeed('analyzeFromExcel', 'ExampleSuccess', 'This is what a success/ notification looks like.'); + TASBESession.skip('analyzeFromExcel', 'ExampleSkip', 'A skip is also green.'); + try + TASBESession.error('analyzeFromExcel', 'ExampleError', 'This is what an error looks like.'); + catch + % Just makes sure that the program does not terminate after + % establishing key for TASBESession log + end + + % Editing file to get path, used for relative paths + [filepath, name, ext] = fileparts(file); + extractor = TemplateExtraction([end_with_slash(filepath) name ext]); + + % Running the actual analysis + switch type + case {'colormodel', 'CM', 'Colormodel', 'cm'} + % Make color model + make_color_model_excel(extractor); + case {'batch', 'BA', 'Batch', 'ba'} + % Run batch analysis + batch_analysis_excel(extractor); + case {'plusminus', 'PM', 'Plusminus', 'comparativeanalysis', 'companalysis', 'comparative', 'pm'} + % Run plus minus analysis + plusminus_analysis_excel(extractor); + case {'transfercurve', 'TC', 'Transfercurve', 'tc'} + % Run transfer curve analysis + transfercurve_analysis_excel(extractor); + otherwise + TASBESession.error('analyzeFromExcel', 'InvalidType', 'Input type of %s is invalid. The choices are colormodel, batch, plusminus, and transfercurve.', type); + end + catch exception + % Turn MATLAB error into a TASBESession error + if isempty(exception.identifier) + if show_errors == 0 + TASBESession.error_silent('analyzeFromExcel', 'NoIdentifier', exception.message); + else + TASBESession.error('analyzeFromExcel', 'NoIdentifier', exception.message); + end + else + if is_octave() + msg = exception.message; + else + msg = strrep(sprintf(getReport(exception, 'extended', 'hyperlinks', 'off')), '\n', ''); + end + id = exception.identifier; + id_parts = strtrim(strsplit(id, ':')); + if numel(id_parts) > 1 + name = ''; + for i=2:numel(id_parts) + if i > 2 + name =[name ':' id_parts{i}]; + else + name = id_parts{i}; + end + end + if show_errors == 0 + TASBESession.error_silent(id_parts{1}, name, msg); + else + TASBESession.error(id_parts{1}, name, msg); + end + else + if show_errors == 0 + TASBESession.error_silent('analyzeFromExcel', exception.identifier, msg); + else + TASBESession.error('analyzeFromExcel', exception.identifier, msg); + end + end + end + end + TASBESession.succeed('analyzeFromExcel', 'End', 'Analysis either completed or errored.'); +end \ No newline at end of file diff --git a/analyze_sample_sets.m b/code/analyze_sample_sets.m similarity index 77% rename from analyze_sample_sets.m rename to code/analyze_sample_sets.m index d57abee5..95b31bfd 100644 --- a/analyze_sample_sets.m +++ b/code/analyze_sample_sets.m @@ -1,12 +1,14 @@ -% Copyright (C) 2010-2017, Raytheon BBN Technologies and contributors listed +% ANALYZE_SAMPLE_SETS processes inputted batch_description and returns ExperimentResults and +% SampleResults objects for each condition in batch_description. +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed % in the AUTHORS file in TASBE analytics package distribution's top directory. % % This file is part of the TASBE analytics package, and is distributed % under the terms of the GNU General Public License, with a linking % exception, as described in the file LICENSE in the TASBE analytics % package distribution's top directory. - -function results = analyze_sample_sets( colorModel, batch_description, analysisParams) +function results = analyze_sample_sets( colorModel, batch_description, analysisParams, data) % batch_description is a n x 2cell-array of: {condition_name, filenames} % results is a cell-array of {ExperimentResults, {SampleResults}} @@ -17,7 +19,7 @@ for i=1:batch_size for j=1:numel(batch_description{i,2}), if ~exist(batch_description{i,2}{j},'file'), - error('Could not find file: %s',batch_description{i,2}{j}); + TASBESession.error('TASBE:Analysis','MissingFile','Could not find file: %s',batch_description{i,2}{j}); end end end @@ -30,7 +32,7 @@ experiment = Experiment(condition_name,'', {0,fileset}); fprintf(['Analyzing ' condition_name '...\n']); - sampleresults = process_data(colorModel,experiment,analysisParams); + sampleresults = process_data(colorModel,experiment,analysisParams, data{i}); results{i,1} = summarize_data(colorModel,experiment,analysisParams,sampleresults); results{i,2} = sampleresults{1}; end diff --git a/code/batch_analysis_excel.m b/code/batch_analysis_excel.m new file mode 100644 index 00000000..dc415f24 --- /dev/null +++ b/code/batch_analysis_excel.m @@ -0,0 +1,330 @@ +% BATCH_ANALYSIS_EXCEL runs batch analysis given a template spreadsheet. A +% TemplateExtraction object and optional Color Model are inputs. Outputs +% results, stats file, and histogram file used in test functions. +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed +% in the AUTHORS file in TASBE analytics package distribution's top directory. +% +% This file is part of the TASBE analytics package, and is distributed +% under the terms of the GNU General Public License, with a linking +% exception, as described in the file LICENSE in the TASBE analytics +% package distribution's top directory. +function [results, statisticsFile, histogramFile, resultsData] = batch_analysis_excel(extractor, CM) + % Reset and update TASBEConfig and obtain experiment name + extractor.TASBEConfig_updates(); + TASBEConfig.set('template.displayErrors', 1); + experimentName = extractor.getExcelValue('experimentName', 'char'); + preference_row = extractor.getRowNum('last_sample_num') + 5; + TASBEConfig.set('template.displayErrors', 0); + + TASBEConfig.set('plots.showPlotLocation', 1); + + path = extractor.path; + + % Double checking the preference_row + preference_row2 = 0; + col_num = extractor.getColNum('last_sample_num'); + sh_num = extractor.getSheetNum('last_sample_num'); + for i=1:size(extractor.sheets{sh_num},1) + try + value = extractor.getExcelValuePos(sh_num, i, col_num, 'char'); + if strcmp(value, 'Required: Instructions to use button below') + preference_row2 = i + 2; + break + end + catch + continue + end + end + if preference_row ~= preference_row2 + TASBESession.error('batch_analysis_excel', 'MissingPreference', 'Make sure there is an empty row between last sample and Preferences for Batch Analysis') + end + + % Load the color model + if nargin < 2 + % Obtain the CM_name + try + coords = extractor.getExcelCoordinates('inputName_CM', 1); + CM_name = extractor.getExcelValuePos(coords{1}, preference_row, coords{3}, 'char'); + [~,name,~] = fileparts(CM_name); + CM_name = [name '.mat']; + catch + TASBESession.warn('batch_analysis_excel', 'MissingPreference', 'Missing CM Filename in "Samples" sheet. Looking in "Calibration" sheet.'); + try + CM_name = extractor.getExcelValue('outputName_CM', 'char'); + [~,name,~] = fileparts(CM_name); + CM_name = [name '.mat']; + catch + TASBESession.warn('batch_analysis_excel', 'MissingPreference', 'Missing Output Filename in "Calibration" sheet. Defaulting to exp name.'); + CM_name = [experimentName '-ColorModel.mat']; + end + end + + % Obtain the CM_path + try + coords = extractor.getExcelCoordinates('inputPath_CM', 1); + CM_path = extractor.getExcelValuePos(coords{1}, preference_row, coords{3}, 'char'); + CM_path = make_filename_absolute(CM_path, path); + catch + TASBESession.warn('batch_analysis_excel', 'MissingPreference', 'Missing CM Filepath in "Samples" sheet. Looking in "Calibration" sheet.'); + try + CM_path = extractor.getExcelValue('outputPath_CM', 'char'); + CM_path = make_filename_absolute(CM_path, path); + catch + TASBESession.warn('batch_analysis_excel', 'MissingPreference', 'Missing Output Filepath in "Calibration" sheet. Defaulting to template path.'); + CM_path = path; + end + end + CM_file = [CM_path CM_name]; + + try + load(CM_file); + catch + TASBESession.warn('batch_analysis_excel', 'MissingPreference', 'Could not load CM file, creating a new one.'); + CM = make_color_model_excel(extractor); + end + end + + % Set TASBEConfigs and create variables needed to run batch analysis + try + coords = extractor.getExcelCoordinates('plots.plotPath', 2); + plot_path = extractor.getExcelValuePos(coords{1}, preference_row, coords{3}, 'char'); + plot_path = make_filename_absolute(plot_path, path); + TASBEConfig.set('plots.plotPath', plot_path); + catch + TASBESession.warn('batch_analysis_excel', 'MissingPreference', 'Missing plot path in "Samples" sheet'); + plot_path = end_with_slash(fullfile(path, 'plots/')); + TASBEConfig.set('plots.plotPath', plot_path); + end + + % Analyze on a histogram of 10^[first] to 10^[third] ERF, with bins every 10^[second] + try + coords = extractor.getExcelCoordinates('binseq_min', 1); + binseq_min = extractor.getExcelValuePos(coords{1}, preference_row, coords{3}, 'numeric'); + coords = extractor.getExcelCoordinates('binseq_max', 1); + binseq_max = extractor.getExcelValuePos(coords{1}, preference_row, coords{3}, 'numeric'); + coords = extractor.getExcelCoordinates('binseq_pdecade', 1); + binseq_pdecade = extractor.getExcelValuePos(coords{1}, preference_row, coords{3}, 'numeric'); + bins = BinSequence(binseq_min, (1/binseq_pdecade), binseq_max, 'log_bins'); + catch + bins = BinSequence(); + end + + % Designate which channels have which roles + [channel_roles, print_names] = getChannelRoles(CM, extractor); + + if isempty(channel_roles) + TASBESession.warn('batch_analysis_excel', 'MissingPreference', 'Missing constitutive, input, output in "Calibration" sheet'); + APs = {AnalysisParameters(bins,{})}; + else + APs = {}; + for j=1:numel(channel_roles) + APs{end+1} = AnalysisParameters(bins,channel_roles{j}); + end + end + + % Obtain template number for cloud names + cloudNames = {}; + try + coords = extractor.getExcelCoordinates('cloudName_BA'); + template_num = extractor.getExcelValuePos(coords{1}, preference_row, coords{3}, 'numeric'); + catch + TASBESession.warn('batch_analysis_excel', 'MissingPreference', 'Missing filename template number Point Cloud Filename in "Samples" sheet'); + template_num = 0; + end + + % Obtain the necessary sample filenames and print names + sample_names = {}; + file_names = {}; + sh_num2 = extractor.getSheetNum('first_sample_num'); + first_sample_row = extractor.getRowNum('first_sample_num'); + sample_num_col = extractor.getColNum('first_sample_num'); + sample_name_col = find(ismember(extractor.col_names, 'SAMPLE NAME'), 1); + if isempty(sample_name_col) + TASBESession.error('batch_analysis_excel', 'InvalidHeaderName', 'The header, SAMPLE NAME, does not match with any column titles in "Samples" sheet.'); + end + sample_exclude_col = find(ismember(extractor.col_names, 'Exclude from Batch Analysis'), 1); + if isempty(sample_exclude_col) + TASBESession.error('batch_analysis_excel', 'InvalidHeaderName', 'The header, Exclude from Batch Analysis, does not match with any column titles in "Samples" sheet.'); + end + for i=first_sample_row:size(extractor.sheets{sh_num2},1) + try + num = extractor.getExcelValuePos(sh_num2, i, sample_num_col, 'numeric'); + if isempty(num) + break + end + catch + break + end + % check if sample should be included in batch analysis + try + extractor.getExcelValuePos(sh_num2, i, sample_exclude_col, 'char'); + catch + sample_names{end+1} = extractor.getExcelValuePos(sh_num2, i, sample_name_col, 'char'); + datafiles = getExcelFilename(extractor, i); + file_names{end+1} = datafiles; + % Obtain point cloud name + if template_num ~= 0 + name = getCloudName(extractor, i, template_num); + cloudNames{end+1} = name; + end + end + end + + % Make a map of condition names to file sets + file_pairs = {}; + file_pairs(:,1) = sample_names; + file_pairs(:,2) = file_names; + + for i=1:numel(APs) + AP = APs{i}; + try + coords = extractor.getExcelCoordinates('OutputSettings.StemName', 1); + stemName = extractor.getExcelValuePos(coords{1}, preference_row, coords{3}, 'char'); + catch + TASBESession.warn('batch_analysis_excel', 'MissingPreference', 'Missing Stem Name in "Samples" sheet'); + stemName = experimentName; + end + + % Obtain output name + try + coords = extractor.getExcelCoordinates('outputName_BA'); + outputName = extractor.getExcelValuePos(coords{1}, preference_row, coords{3}, 'char'); + [~, name, ~] = fileparts(outputName); + outputName = [name '.mat']; + catch + TASBESession.warn('batch_analysis_excel', 'MissingPreference', 'Missing Output File Name for Batch Analysis in "Samples" sheet'); + outputName = [experimentName '-BatchAnalysis.mat']; + end + + % Obtain output path + try + coords = extractor.getExcelCoordinates('outputPath_BA'); + outputPath = extractor.getExcelValuePos(coords{1}, preference_row, coords{3}, 'char'); + outputPath = make_filename_absolute(outputPath, path); + catch + TASBESession.warn('batch_analysis_excel', 'MissingPreference', 'Missing Output File Path in "Samples" sheet'); + outputPath = path; + end + + % Obtain stat name + try + coords = extractor.getExcelCoordinates('statName_BA'); + statName = extractor.getExcelValuePos(coords{1}, preference_row, coords{3}, 'char'); + catch + TASBESession.warn('batch_analysis_excel', 'MissingPreference', 'Missing Statistics Filename for Batch Analysis in "Samples" sheet'); + statName = stemName; + end + + % Obtain stat path + try + coords = extractor.getExcelCoordinates('statPath_BA'); + statPath = extractor.getExcelValuePos(coords{1}, preference_row, coords{3}, 'char'); + statPath = make_filename_absolute(statPath, path); + catch + TASBESession.warn('batch_analysis_excel', 'MissingPreference', 'Missing Statistics Filepath in "Samples" sheet'); + statPath = path; + end + + % Obtain cloud path + try + coords = extractor.getExcelCoordinates('cloudPath_BA'); + cloudPath = extractor.getExcelValuePos(coords{1}, preference_row, coords{3}, 'char'); + cloudPath = make_filename_absolute(cloudPath, path); + catch + TASBESession.warn('batch_analysis_excel', 'MissingPreference', 'Missing Point Cloud Filepath in "Samples" sheet'); + cloudPath = path; + end + + if i > 1 + outputName_parts = strtrim(strsplit(outputName, '.')); + outputName = [outputName_parts{1} num2str(i) '.' outputName_parts{2}]; + stemName = [stemName num2str(i)]; + statName = [statName num2str(i)]; + end + + TASBEConfig.set('OutputSettings.StemName', stemName); + TASBEConfig.set('flow.pointCloudPath',cloudPath); + TASBEConfig.set('flow.dataCSVPath',statPath); + + % Ignore any bins with less than valid count as noise + try + coords = extractor.getExcelCoordinates('minValidCount', 1); + minValidCount = extractor.getExcelValuePos(coords{1}, preference_row, coords{3}, 'numeric'); + if isempty(minValidCount) + error('empty preference'); + end + AP=setMinValidCount(AP,minValidCount); + catch + TASBESession.warn('batch_analysis_excel', 'ImportantMissingPreference', 'Missing Min Valid Count in "Samples" sheet'); + end + + % Corresponds to pem_drop_threshold for histogram computation + try + coords = extractor.getExcelCoordinates('minValidau', 1); + minValidau = extractor.getExcelValuePos(coords{1}, preference_row, coords{3}, 'numeric'); + if isempty(minValidau) + error('empty preference'); + end + AP=setPemDropThreshold(AP,minValidau); + catch + TASBESession.warn('batch_analysis_excel', 'ImportantMissingPreference', 'Missing Min Valid au in "Samples" sheet'); + end + + % Add autofluorescence back in after removing for compensation? + try + coords = extractor.getExcelCoordinates('autofluorescence', 1); + autofluorescence = extractor.getExcelValuePos(coords{1}, preference_row, coords{3}, 'numeric'); + if isempty(autofluorescence) + error('empty preference'); + end + AP=setUseAutoFluorescence(AP,autofluorescence); + catch + TASBESession.warn('batch_analysis_excel', 'ImportantMissingPreference', 'Missing Use Auto Fluorescence in "Samples" sheet'); + end + + try + coords = extractor.getExcelCoordinates('minFracActive', 1); + minFracActive = extractor.getExcelValuePos(coords{1}, preference_row, coords{3}, 'numeric'); + if isempty(minFracActive) + error('empty preference'); + end + AP=setMinFractionActive(AP,minFracActive); + catch + TASBESession.warn('batch_analysis_excel', 'ImportantMissingPreference', 'Missing Min Fraction Active in "Samples" sheet'); + end + + if ~isempty(cloudNames) + [results, sampleresults] = per_color_constitutive_analysis(CM,file_pairs,print_names,AP, cloudNames); + else + [results, sampleresults] = per_color_constitutive_analysis(CM,file_pairs,print_names,AP); + end + + % Make output plots + plot_batch_histograms(results,sampleresults,CM); + + TASBEConfig.set('OutputSettings.StemName', statName); + [statisticsFile, histogramFile] = serializeBatchOutput(file_pairs, CM, AP, sampleresults); + TASBEConfig.set('OutputSettings.StemName', stemName); + + if ~isdir(outputPath) + sanitized_path = strrep(outputPath, '/', '/'); + sanitized_path = strrep(sanitized_path, '\', '\'); + sanitized_path = strrep(sanitized_path, ':', ':'); + TASBESession.notify('OutputFig','MakeDirectory','Directory does not exist, attempting to create it: %s',sanitized_path); + mkdir(outputPath); + end + + resultsData = writeBatchResults(file_pairs, CM, sampleresults); + resultsFile = [end_with_slash(path) 'batchResults.csv']; + if (is_octave) + cell2csv(resultsFile, resultsData); + else + t = table(resultsData); + writetable(t, resultsFile, 'WriteVariableNames', false); + end + + save([outputPath outputName],'AP','bins','file_pairs','results','sampleresults'); + end + TASBEConfig.set('plots.showPlotLocation', 0); +end diff --git a/compare_curves.m b/code/compare_curves.m similarity index 78% rename from compare_curves.m rename to code/compare_curves.m index c00b3cd2..947e48e6 100644 --- a/compare_curves.m +++ b/code/compare_curves.m @@ -1,4 +1,11 @@ -% Copyright (C) 2010-2017, Raytheon BBN Technologies and contributors listed +% COMPARE_CURVES plots the difference between two characterization curves +% with the same inductions and segmented into the same subpopulation binning +% +% Curve 1 is shown as blue, Curve 2 as green +% Differences are shown as red lines between curves +% Points in only one data set are shown as black +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed % in the AUTHORS file in TASBE analytics package distribution's top directory. % % This file is part of the TASBE analytics package, and is distributed @@ -7,13 +14,6 @@ % package distribution's top directory. function compare_curves(in1,out1,in2,out2) -% compare_curves plots the difference between two characterization curves -% with the same inductions and segmented into the same subpopulation binning -% -% Curve 1 is shown as blue, Curve 2 as green -% Differences are shown as red lines between curves -% Points in only one data set are shown as black - one_only = ~isnan(in1) & isnan(in2); two_only = isnan(in1) & ~isnan(in2); both = find(~isnan(in1) & ~isnan(in2)); @@ -25,7 +25,8 @@ function compare_curves(in1,out1,in2,out2) mean_indiff_strong = geomean(in1(strongonly)./in2(strongonly)) mean_outdiff_strong = geomean(out1(strongonly)./out2(strongonly)) -figure('PaperPosition',[1 1 5 3.66]); +figsize = TASBEConfig.get('OutputSettings.FigureSize'); +figure('PaperPosition',[1 1 figsize]); loglog(in1(both),out1(both),'b.'); hold on; loglog(in2(both),out2(both),'g.'); loglog(in1(one_only),out1(one_only),'k.'); @@ -33,5 +34,5 @@ function compare_curves(in1,out1,in2,out2) for i=1:numel(both) loglog([in1(both(i)) in2(both(i))],[out1(both(i)) out2(both(i))],'r-'); hold on; end -xlabel('Input MEFL'); ylabel('Output MEFL'); -warn('Not checking for pseudoMEFL'); +xlabel('Input ERF'); ylabel('Output ERF'); +TASBESession.warn('TASBE:Utilities','NotCheckingForPseudoERF','Not checking for pseudoERF'); diff --git a/compare_plusminus.m b/code/compare_plusminus.m similarity index 86% rename from compare_plusminus.m rename to code/compare_plusminus.m index 49eb9a1a..3884a69a 100644 --- a/compare_plusminus.m +++ b/code/compare_plusminus.m @@ -1,12 +1,3 @@ -% Copyright (C) 2010-2017, Raytheon BBN Technologies and contributors listed -% in the AUTHORS file in TASBE analytics package distribution's top directory. -% -% This file is part of the TASBE analytics package, and is distributed -% under the terms of the GNU General Public License, with a linking -% exception, as described in the file LICENSE in the TASBE analytics -% package distribution's top directory. - -function pm_results = compare_plusminus(p_results,m_results,no_input) % COMPARE_PLUSMINUS(p_results,m_results,no_input) % p_results and m_results are the ExperimentResults from the positive and negative conditions % if 'no_input' (optional) is set, then the input value will be set uniformly to the induction level @@ -15,7 +6,16 @@ % bincounts is a [bins x inductions x 2] array of bin counts for +, - % ratios is a [bins x inductions] array of +/- ratio % ostds, ostdofmeans are variances and variances of omeans +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed +% in the AUTHORS file in TASBE analytics package distribution's top directory. +% +% This file is part of the TASBE analytics package, and is distributed +% under the terms of the GNU General Public License, with a linking +% exception, as described in the file LICENSE in the TASBE analytics +% package distribution's top directory. +function pm_results = compare_plusminus(p_results,m_results,no_input) if(nargin<3), no_input = 0; end; % default to input, not only inducer % Ensure results are comparable @@ -29,7 +29,7 @@ if ((get_n_bins(p_bins) ~= get_n_bins(m_bins)) || ... numel(find(get_bin_edges(p_bins) ~= get_bin_edges(m_bins))) || ... numel(find(p_inductions ~= m_inductions))) - error('Plus/Minus experiment cannot compare datasets with differen inductions or bins'); + TASBESession.error('TASBE:Analysis','PlusMinusMismatch','Plus/Minus experiment cannot compare datasets with different inductions or bins'); end n_bins = get_n_bins(p_bins); @@ -56,7 +56,8 @@ m_bincounts >= getMinValidCount(m_AP); % Zip together into output -imeans = zeros(n_bins,numel(inductions),2); omeans = imeans; ostds = omeans; ostdofmeans = omeans; bincounts = omeans; valid = omeans; +imeans = zeros(n_bins,numel(inductions),2); +omeans = imeans; ostds = omeans; ostdofmeans = omeans; bincounts = omeans; valid = omeans; imeans(:,:,1) = p_imeans; imeans(:,:,2) = m_imeans; istds(:,:,1) = p_istds; istds(:,:,2) = m_istds; istdofmeans(:,:,1) = p_istdofmeans; istdofmeans(:,:,2) = m_istdofmeans; @@ -68,6 +69,8 @@ bothvalid = p_valid & m_valid; pm_ratios = omeans(:,:,1)./omeans(:,:,2); +iSNR = SNR(imeans(:,:,1), imeans(:,:,2), istds(:,:,1), istds(:,:,2)); +oSNR = SNR(omeans(:,:,1), omeans(:,:,2), ostds(:,:,1), ostds(:,:,2)); mean_ratio = zeros(size(pm_ratios,2),1); for j=1:size(pm_ratios,2), @@ -77,3 +80,6 @@ pm_results = PlusMinusResults(p_results, m_results, mean_ratio, bincounts, valid,... pm_ratios, imeans, istds, istdofmeans, omeans, ostds, ostdofmeans); + +pm_results.InputSNR = iSNR; +pm_results.OutputSNR = oSNR; diff --git a/code/compute_sample_statistics.m b/code/compute_sample_statistics.m new file mode 100644 index 00000000..6de5a248 --- /dev/null +++ b/code/compute_sample_statistics.m @@ -0,0 +1,121 @@ +% COMPUTE_SAMPLE_STATISTICS computes distribution structure of a data sample +% This can be applied to either real data (from FCS files) or simulated +% data. +% Data is an array of ERF levels (events x channels), in colormodel order of channels +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed +% in the AUTHORS file in TASBE analytics package distribution's top directory. +% +% This file is part of the TASBE analytics package, and is distributed +% under the terms of the GNU General Public License, with a linking +% exception, as described in the file LICENSE in the TASBE analytics +% package distribution's top directory. + +function sampleresults = compute_sample_statistics(colorModel,experiment,samplename,analysisParams,data) +n_components = getNumGaussianComponents(analysisParams); +n_channels = numel(getChannels(colorModel)); + +% Get the constitutive +constitutive_channel = getChannel(analysisParams, 'constitutive'); +if isempty(constitutive_channel), TASBESession.error('TASBE:Analysis','NoConstitutiveChannel','A constitutive channel is required!'); end +c_index = find(colorModel,constitutive_channel); % Determine data column from ColorModel + +% Lookup distribution models +CFP_af = get_autofluorescence_model(colorModel,c_index); +CFP_noise_model = get_noise_model(colorModel); +CFP_noise = CFP_noise_model.noisemin(c_index); + +bins = getBins(analysisParams); +bin_centers = get_bin_centers(bins); +bin_edges = get_bin_edges(bins); +n_bins = numel(bin_centers); + +% compute population bulk statistics +histograms = zeros(n_bins,n_channels); +popmeans = zeros(n_channels,1); +popstds = zeros(n_channels,1); +poppeaks = cell(n_channels,1); +excluded = zeros(n_channels,1); +nonexpressing_set = ones(size(data,1),1); +popcmeans = zeros(n_components,n_channels); +popcstds = zeros(n_components,n_channels); +popcweights = zeros(n_components,n_channels); +drop_thresholds = zeros(n_channels,1); +for k=1:n_channels + channel = getChannel(colorModel,k); + + % TODO: generalize this for other types of derived channel + if(strcmp(getUnits(channel),'Boolean')) % linear stats for Boolean channels + % nothing gets excluded from a derived channel + drop_thresholds(k) = -1; + excluded(k) = 0; + + % compute bulk statistics + tmp_hist = histc(data(:,k),log10(bin_edges)); % note: histcounts is better, but missing in octave & older Matlab + histograms(:,k) = tmp_hist(1:(end-1)); + + popmeans(k) = mean(data(:,k)); + popstds(k) = std(data(:,k)); + + else + % compute channel-specific drop threshold: + drop_threshold = au_to_ERF(colorModel,channel,get_pem_drop_threshold(analysisParams)); + drop_thresholds(k) = drop_threshold; + + % divide into included/excluded set + pos = data(:,k)>drop_threshold; + excluded(k) = sum(~pos); + nonexpressing_set = nonexpressing_set & ~pos; % remove non-excluded set from non-expressing + + % compute bulk statistics + tmp_hist = histc(log10(data(pos,k)),log10(bin_edges)); % note: histcounts is better, but missing in octave & older Matlab + histograms(:,k) = tmp_hist(1:(end-1)); + + popmeans(k) = geomean(data(pos,k)); + popstds(k) = geostd(data(pos,k)); + end + poppeaks{k} = find_peaks(histograms(:,k)',bin_centers); % need to include peak detection params in analysisParams + + % For now, disable k-component gaussian statisics computation: + % Needs to be rebuilt as a multi-dimensional gaussian mixture model + if k~=c_index, popcmeans(:,k) = NaN; popcstds(:,k) = NaN; popcweights(:,k) = NaN; continue; end + % find model fit: + if numel(data) + tmp_PEM = PlasmidExpressionModel(data(:,k),CFP_af,CFP_noise,getERFPerPlasmid(analysisParams),drop_threshold,n_components); + dist = get_fp_dist(tmp_PEM); + if ~isempty(dist) + sortable = zeros(n_components,3); + sortable(:,1) = dist.mu; sortable(:,2) = dist.Sigma(:); sortable(:,3) = dist.weight; + sortrows(sortable); + popcmeans(:,k) = sortable(:,1); popcstds(:,k) = sortable(:,2); popcweights(:,k) = sortable(:,3); + end + if k==c_index, PEM = tmp_PEM; end + end +end +nonexpressing = sum(nonexpressing_set); + +% Horrible kludge: needs to be repaired for release 9.0 +analysis_mode = 'geometric'; +bins = getBins(analysisParams); +if(strcmp(getUnits(getChannel(colorModel,c_index)),'Boolean')) + analysis_mode = 'arithmetic'; + bins = BinSequence(log10(min(get_bin_edges(bins))),log10(get_bin_widths(bins)),log10(max(get_bin_edges(bins))),'arithmetic'); +end + +% Create (possibly filtered) subpopulation statistics [note: ignore excluded, as already calculated above] +[counts,means,stds] = subpopulation_statistics(bins, data, c_index, analysis_mode, drop_thresholds); +if numel(data) + plasmid_counts = estimate_plasmids(PEM,means(:,c_index)); + fraction_active = estimate_fraction_active(PEM, means(:,c_index)); +else + plasmid_counts = []; + fraction_active = []; + PEM = []; +end +n_out_of_range = size(data,1)-sum(counts); + +sampleresults = SampleResults(experiment, samplename, analysisParams, counts, means, stds, ... + fraction_active, plasmid_counts, PEM, ... + histograms, popmeans, popstds, poppeaks, excluded, nonexpressing, ... + popcmeans, popcstds, popcweights); +sampleresults.OutOfRange = n_out_of_range; diff --git a/csv_for_sample_set.m b/code/csv_for_sample_set.m similarity index 82% rename from csv_for_sample_set.m rename to code/csv_for_sample_set.m index dfc62f71..e509da61 100644 --- a/csv_for_sample_set.m +++ b/code/csv_for_sample_set.m @@ -1,4 +1,7 @@ -% Copyright (C) 2010-2017, Raytheon BBN Technologies and contributors listed +% CSV_FOR_SAMPLE_SET displays information of inputted results saved within +% a CSV file +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed % in the AUTHORS file in TASBE analytics package distribution's top directory. % % This file is part of the TASBE analytics package, and is distributed @@ -21,7 +24,7 @@ function csv_for_sample_set(batch_description,results,filename) fprintf(f,'Sample Name'); for i=1:numel(channels), fprintf(f,',%s,,',channels{i}); end fprintf(f,'\n'); -for i=1:numel(channels), fprintf(f,',Count,Mean (log10 MEFL),S.D. of Events (fold)'); end +for i=1:numel(channels), fprintf(f,',Count,Mean (log10 ERF),S.D. of Events (fold)'); end fprintf(f,'\n'); for i=1:batch_size, diff --git a/directory_to_sample_set.m b/code/directory_to_sample_set.m similarity index 78% rename from directory_to_sample_set.m rename to code/directory_to_sample_set.m index f6177d3b..c0bf0ed7 100644 --- a/directory_to_sample_set.m +++ b/code/directory_to_sample_set.m @@ -1,4 +1,7 @@ -% Copyright (C) 2010-2017, Raytheon BBN Technologies and contributors listed +% DIRECTORY_TO_SAMPLE_SET returns a set of sample FCS files from inputted +% directory +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed % in the AUTHORS file in TASBE analytics package distribution's top directory. % % This file is part of the TASBE analytics package, and is distributed @@ -28,5 +31,5 @@ set{end,2} = { [directory '/' fileset(i).name] }; end if numel(set)==0, - warn('Warning: no FCS files found in directory: %s',directory); + TASBESession.warn('TASBE:Utilities','NoFilesFound','Warning: no FCS files found in directory: %s',directory); end diff --git a/dump_csv_files.m b/code/dump_csv_files.m similarity index 97% rename from dump_csv_files.m rename to code/dump_csv_files.m index 2e205b83..f21c217d 100644 --- a/dump_csv_files.m +++ b/code/dump_csv_files.m @@ -1,9 +1,8 @@ -function dump_csv_files(filestem, results) % DUMP_CSV_FILES: Turn some of the key experiment results into % comma-separated-value files, which are easy for biologists % to pull into Excel and play with. - -% Copyright (C) 2010-2017, Raytheon BBN Technologies and contributors listed +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed % in the AUTHORS file in TASBE analytics package distribution's top directory. % % This file is part of the TASBE analytics package, and is distributed @@ -11,7 +10,7 @@ function dump_csv_files(filestem, results) % exception, as described in the file LICENSE in the TASBE analytics % package distribution's top directory. - +function dump_csv_files(filestem, results) % Get Inductions experiment = getExperiment(results); inductions = getInducerLevelsToFiles(experiment,1); diff --git a/code/ensureDataFile.m b/code/ensureDataFile.m new file mode 100644 index 00000000..d0581ae2 --- /dev/null +++ b/code/ensureDataFile.m @@ -0,0 +1,23 @@ +% ensureDataFile is a function in the DataFile class which returns a DataFile +% version of the input. +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed +% in the AUTHORS file in TASBE analytics package distribution's top directory. +% +% This file is part of the TASBE analytics package, and is distributed +% under the terms of the GNU General Public License, with a linking +% exception, as described in the file LICENSE in the TASBE analytics +% package distribution's top directory. + +function DF = ensureDataFile(datafile) + if isempty(datafile) + DF = []; + return + elseif isa(datafile,'DataFile') + DF = datafile; + elseif isa(datafile,'char') + DF = DataFile(datafile); + else + TASBESession.error('TASBE:DataFile','InvalidType','Only files of char type can create DataFile objs'); + end +end diff --git a/code/fca_readcsv.m b/code/fca_readcsv.m new file mode 100644 index 00000000..d72cafc5 --- /dev/null +++ b/code/fca_readcsv.m @@ -0,0 +1,177 @@ +function [fcsdat, fcshdr, fcsdatscaled] = fca_readcsv(filename, header, clip_events) +% [fcsdat, fcshdr, fcsdatscaled] = fca_readcsv(filename, header, clip_events); +% Read the CSV pointed to by 'filename' +% Interpreting channels according to the JSON header (which may be a filename or an already-parsed struct) +% clip_events is optional; if set, drop any events above that count; default is 1e6 +% +% Read CSV of flow cytometry data file and put the list mode +% parameters to the fcsdat array with size of [NumOfPar TotalEvents]. +% Some important header data are stored in the fcshdr structure: +% TotalEvents, NumOfPar, name + +% default the clip events if necessary +if nargin<3, clip_events = 1e6; end + +% Check that file is available +if isempty(filename) + TASBESession.warn('CSV:Read','NoFile','No file provided! Returning empty dataset.'); + fcsdat = []; fcshdr = []; fcsdatscaled = []; + return; +end +filecheck = dir(filename); +if size(filecheck,1) == 0 + TASBESession.warn('CSV:Read','NoFile',[filename,': The file does not exist! Returning empty dataset.']); + fcsdat = []; fcshdr = []; fcsdatscaled = []; + return; +end + +% Is header already a struct, or is it a filename to be read? +if isstruct(header) + fcshdr = header; + hdrfilename = fcshdr.filepath; +else % assume it's a file name + hdrfilename = header; + filecheck = dir(header); + if size(filecheck,1) == 0 + TASBESession.warn('CSV:Read','NoHeaderFile',[header,': The header file does not exist! Returning empty dataset.']); + fcsdat = []; fcshdr = []; fcsdatscaled = []; + return; + end + % Read in header info + fcshdr = fca_readcsv_header(header); +end +% check if header lists csv +if ~header_lists_csv(fcshdr,filename) + TASBESession.warn('fca_readcsv','FilenameMismatch','CSV file %s is not listed in JSON header %s',filename,hdrfilename); +end + + +% If filename arg. only contain PATH, set the default dir to this +% before issuing the uigetfile command. This is an option for the "fca" +% tool +[FilePath, FileNameMain, fext] = fileparts(filename); +FilePath = [FilePath filesep]; +FileName = [FileNameMain, fext]; +if isempty(FileNameMain) + current_dir = cd; + cd(FilePath); + [FileName, FilePath] = uigetfile('*.*','Select CSV file'); + filename = [FilePath,FileName]; + if FileName == 0 + fcsdat = []; fcshdr = []; + return; + end + cd(current_dir); +end + +% add the name and path for this particular file to the filename +fcshdr.filename = FileName; +fcshdr.filepath = FilePath; + +% Read in the data +if is_octave() + T = csv2cell(filename); + VarNames = T(1,:); + % TotalEvents is number of rows + fcshdr.TotalEvents = size(T(2:end,:),1); +else + T = readtable(filename,'ReadVariableNames',false); + VarNames = table2cell(T(1,:)); + T = readtable(filename,'ReadVariableNames',false,'HeaderLines',1); + % TotalEvents is number of rows + fcshdr.TotalEvents = height(T); +end + +% Throw mismatch error if number of columns in CSV is less than number of +% channels in header +n_channels = size(VarNames,2); +if n_channels < fcshdr.NumOfPar + TASBESession.error('fca_readcsv', 'NumParameterMismatch', 'Number of columns in CSV %s is less than the number of channels specified in JSON header file %s',filename,hdrfilename); +end + +% Optionally truncate events to avoid memory problems with extremely large FCS files -JSB +if fcshdr.TotalEvents>clip_events + TASBESession.warn('FCS:Read','TooManyEvents','FCS file has more than %i events; truncating to avoid memory problems',clip_events); + fcshdr.TotalEvents = clip_events; +end + +% Go through print names in header and see if they are in any of the CSV +% column headers +num_channel = fcshdr.NumOfPar; +num_matched = 0; +num_oldmatched = -1; +columns = cell(num_channel, 1); +unmatched_channels = num2cell(1:num_channel); +csv_headers = VarNames; + +while (num_matched < num_channel) + % Search through channels + for i=1:size(unmatched_channels,2) + channel_index = unmatched_channels{i}; + if isempty(channel_index) + continue + end + print_name = fcshdr.par(channel_index).print_name; + name = fcshdr.par(channel_index).name; + match = precise_match(csv_headers, print_name, name); + if ~isempty(match) + % Add to columns and remove from csv header and unmatched_channels + columns{channel_index} = match; + csv_headers{match} = ''; + unmatched_channels{i} = []; + num_matched = num_matched + 1; + end + end + % Throw an error if no new matches were obtained (hit dead end) + if num_oldmatched ~= num_matched + num_oldmatched = num_matched; + else + TASBESession.error('fca_readcsv', 'DuplicateChannel', 'Multiple channels can be subsets of the same csv header'); + end +end + +% Reading the events by setting fcsdat +if is_octave() + T2 = cell2mat(T(2:end,cell2mat(columns))); + fcsdat = double(T2); +else + fcsdat = double(table2array(T(1:end,cell2mat(columns)))); +end + +% I don't believe we need fcsdatscaled because we don't have any log scales +fcsdatscaled = fcsdat; + +end + +function match = precise_match(VarNames, print_name, name) + index_print_name = ~cellfun('isempty',strfind(VarNames,print_name)); + index_name = ~cellfun('isempty',strfind(VarNames,name)); + if ~any([index_print_name index_name]) + % Throw error + TASBESession.error('fca_readcsv', 'MissingChannel', 'Channel %s is missing from column header in csv file', print_name); + % There is at least one match, check if either index_print_name or + % index_name has exactly one match + elseif sum(index_print_name) == 1 + match = find(index_print_name); + elseif sum(index_name) == 1 + match = find(index_name); + else + % Look for precise matching in either index_print_name or + % index_name + eq_index_print_name = strcmp(VarNames,print_name); + eq_index_name = strcmp(VarNames,name); + if sum(eq_index_print_name) == 1 + match = find(eq_index_print_name); + elseif sum(eq_index_name) == 1 + match = find(eq_index_name); + % If no precise match found, then return no match + elseif sum(eq_index_print_name) > 1 || sum(eq_index_name) > 1 + % Return no match if more than one precise match found + match = []; + else + % Return no match if no precise match found + match = []; + end + end +end + diff --git a/code/fca_readcsv_header.m b/code/fca_readcsv_header.m new file mode 100644 index 00000000..ae779790 --- /dev/null +++ b/code/fca_readcsv_header.m @@ -0,0 +1,94 @@ +function [fcshdr, filenames] = fca_readcsv_header(headername) +% fcshdr = fca_readcsv(filename); +% +% Read JSON header file for a set of CSV data files, parsing into an +% FCS header metadata structure. +% Also returns the set of filenames for which this header file applies + +filecheck = dir(headername); +if size(filecheck,1) == 0 + TASBESession.warn('CSV:Read','NoHeaderFile',[headername,': The header file does not exist! Returning empty dataset.']); + fcshdr = []; + return; +end + +fcshdr = struct(); + +fcshdr.fcstype = 'CSV1.0'; + +% Read in JSON header info to get fcshdr names +fid = fopen(headername); +raw = fread(fid,inf); +string = char(raw'); +fclose(fid); +header = loadjson(string); +channels = header.channels; +fcshdr.NumOfPar = numel(channels); +filenames = header.filenames; +fcshdr.filename = filenames; % also just put the set in here, to be weeded later when used +fcshdr.filepath = headername; % store the location of this header, to be used and replaced later + +units = cell(fcshdr.NumOfPar,1); +names = cell(fcshdr.NumOfPar,1); +print_names = cell(fcshdr.NumOfPar,1); +% parse all channels into header parameter ("par") fields +for i=1:fcshdr.NumOfPar + channel = channels{i}; + channel_fields = fieldnames(channel); + % ensure all expected channel fields are populated, at least by defaults + fcshdr.par(i) = fcs_channel(); + % make sure required fields are present in channel + required_fields = {'name','unit','print_name'}; + for f=1:numel(required_fields) + if isempty(find(cellfun(@(cf)(strcmp(required_fields{f},cf)),channel_fields), 1)) + TASBESession.error('fca_readcsv', 'MissingRequiredHeaderField', 'Channel %i in %s missing required field %s',i,headername,required_fields{f}); + end + end + % copy channel fields, making sure they match target + target_fields = fieldnames(fcshdr.par(i)); + for f=1:numel(channel_fields) + % ensure the field is known + if ~isempty(find(cellfun(@(tf)(strcmp(channel_fields{f},tf)),target_fields), 1)) + fcshdr.par(i).(channel_fields{f}) = channel.(channel_fields{f}); + else + TASBESession.warn('fca_readcsv', 'UnknownHeaderField', 'Channel %i in %s contains unrecognized field %s',i,headername,channel_fields{f}); + end + end + % TODO: consider just using the values in the hdr.par fields? + units{i} = channel.unit; + names{i} = channel.name; + print_names{i} = channel.print_name; +end + +% Check to make sure there are no duplicates in names and print_names +if size(unique(names), 1) < size(names, 1) + TASBESession.error('fca_readcsv','DuplicateName','Channel names should be unique'); +elseif size(unique(print_names), 1) < size(print_names, 1) + TASBESession.error('fca_readcsv','DuplicatePrintName','Channel print names should be unique'); +end + +% Double check units +allowed_pattern = {'a\.u\.','ERF','Eum','M\w*','Boolean'}; +calibrated_unit_pattern = {'ERF','Eum','M\w*'}; +non_calibrated = 0; +fcshdr.non_au = 1; +for i = 1:numel(units) + unit = units{i}; + valid_unit = 0; + for j = 1:numel(allowed_pattern) + matches = regexp(unit,allowed_pattern{j},'match'); + if(numel(matches)==1 && strcmp(unit,matches{1})) + valid_unit = 1; + if isempty(find(cellfun(@(p)(~isempty(regexp(unit,p,'match'))),calibrated_unit_pattern), 1)); + non_calibrated = non_calibrated + 1; + end + break + end + end + if valid_unit == 0 + TASBESession.error('fca_readcsv','UnknownUnits','Unit named %s is not a known permitted type',unit); + end +end +% The file is a non-a.u. file if _any_ element is not a.u. +fcshdr.non_au = (non_calibrated < numel(units)); + diff --git a/code/fca_readfcs.m b/code/fca_readfcs.m new file mode 100644 index 00000000..b3c5a131 --- /dev/null +++ b/code/fca_readfcs.m @@ -0,0 +1,574 @@ +function [fcsdat, fcshdr, fcsdatscaled, fcsdatcomp] = fca_readfcs(filename,clip_events) +% [fcsdat, fcshdr, fcsdatscaled, fcsdat_comp] = fca_readfcs(filename); +% +% Read FCS 2.0, 3.0 and 3.1 type flow cytometry data file and put the list mode +% parameters to the fcsdat array with the size of [NumOfPar TotalEvents]. +% Some important header data are stored in the fcshdr structure: +% TotalEvents, NumOfPar, starttime, stoptime and specific info for parameters +% as name, range, bitdepth, logscale(yes-no) and number of decades. +% +% [fcsdat, fcshdr] = fca_readfcs; +% Without filename input the user can select the desired file(s) +% using the standard open file dialog box. +% +% [fcsdat, fcshdr, fcsdatscaled] = fca_readfcs(filename); +% Supplying the third output the fcsdatscaled array contains the scaled +% parameters. It might be useful for logscaled parameters, but no effect +% in the case of linear parameters. The log scaling is the following +% operation for the "ith" parameter: +% fcsdatscaled(:,i) = ... +% 10.^(fcsdat(:,i)/fcshdr.par(i).range*fcshdr.par(i).decade;); +% +%[fcsdat, fcshdr, fcsdatscaled, fcsdat_comp] = fca_readfcs(filename); +% In that case the script calculates the compensated fluorescence +% intensities (fcsdat_comp) as well, if spillover data exist in the header +% +% Version: 15/Nov/2017 +% University of Debrecen, Institute of Medical Imaging +% Laszlo Balkay +% balkay.laszlo@med.unideb.hu +% +% History +% 14/08/2006 I made some changes in the code by the suggestion of +% Brian Harms and Ivan Cao-Berg +% (given at the user reviews area of Mathwork File exchage) The program should work +% in the case of Becton EPics DLM FCS2.0, CyAn Summit FCS3.0 and FACSDiva type +% list mode files. +% +% 29/01/2008 Updated to read the BD LSR II file format and including the comments of +% Allan Moser (Cira Discovery Sciences, Inc.) +% +% 24/01/2009 Updated to read the Partec CyFlow format file. Thanks for +% Gavin A Price (GAP) +% +% 20/09/2010 Updated to read the Accuri C6 format file. Thanks for +% Rob Egbert, University of Washington +% +% 07/11/2011 Updated to read Luminex 100 data file. Thanks for +% Ofir Goldberger, Stanford University +% +% 11/05/2013 The fluorescence compensation is implemeted into the code. +% Thanks for Rick Stanton, J. Craig Venter Institute, La Jolla, San Diego +% +% 12/02/2013 +% MOre accurate compensation correction and amplification gain scaling is added. +% Thanks for Rachel Finck(RLF); Garry Nolan's lab at Stanford University +% Appropriate byte offset for the data segment is included for large +% file size (100Mbyte>). +% Thanks for Andrea Pagnani(AP) /Politecnico Torino, Human Genetics Foundation +% and RLF +% +% 16/05/2014 +% The FCS 3.0 standard enables the mixture of word lengths in the data, this +% upgrade modified the code according to. The linefeed (ASCII code 10) as +% the mnemonic separator was also added. +% Thanks for William Peria /Fred Hutchinson Cancer Research Center +% +% 15/04/2017 +% First try for the FCS 3.1 standard. The files were supported by +% Matteo Ferla, Department of Biochemistry, University of Oxford. +% +% 1/11/2017 +% Minor update to allow FCS3.1 data from Attune NxT to be imported +% Not sure if it is fully FCS3.1 compliant, +% Thanks for Robin Cleveland, Biomedical Engineering, Oxford +% +% Further updated by Jacob Beal, 2010 - 2018 + + + +% if noarg was supplied +if nargin == 0 + [FileName, FilePath] = uigetfile('*.*','Select fcs2.0 file'); + filename = [FilePath,FileName]; + if FileName == 0; + fcsdat = []; fcshdr = []; fcsdatscaled = []; fcsdat_comp= []; + return; + end +else + if isempty(filename) + TASBESession.warn('FCS:Read','NoFile','No file provided! Returning empty dataset.'); + fcsdat = []; fcshdr = []; fcsdatscaled = []; + return; + end + % Remove the NULL ascii character. This makes strange things! + filename_asciicode = int16(filename); + filename(find(filename_asciicode==0)) = []; + % check if the file exists + filecheck = dir(filename); + if size(filecheck,1) == 0 || size(filecheck,1) >1 + TASBESession.warn('FCS:Read','NoFile',[filename,': The file does not exist! Returning empty dataset.']); + fcsdat = []; fcshdr = []; fcsdatscaled = []; fcsdat_comp= []; + return; + end +end +if nargin<2, clip_events = 1e6; end; + +% if filename arg. only contain PATH, set the default dir to this +% before issuing the uigetfile command. This is an option for the "fca" +% tool +[FilePath, FileNameMain, fext] = fileparts(filename); +FilePath = [FilePath filesep]; +FileName = [FileNameMain, fext]; +if isempty(FileNameMain) + currend_dir = cd; + cd(FilePath); + [FileName, FilePath] = uigetfile('*.*','Select FCS file'); + filename = [FilePath,FileName]; + if FileName == 0; + fcsdat = []; fcshdr = []; fcsdatscaled= []; fcsdat_comp= []; + return; + end + cd(currend_dir); +end + +%fid = fopen(filename,'r','ieee-be'); +fid = fopen(filename,'r','b'); +fcsheader_1stline = fread(fid,64,'char'); +fcsheader_type = char(fcsheader_1stline(1:6)'); + +%% reading the header +if strcmp(fcsheader_type,'FCS1.0') + TASBESession.error('FCS:Read','FCS1',[FileName ': FCS 1.0 file type is not supported.']); + fcsdat = []; fcshdr = []; fcsdatscaled= []; fcsdat_comp= []; + fclose(fid); + return; +elseif strcmp(fcsheader_type,'FCS2.0') || strcmp(fcsheader_type,'FCS3.0') || strcmp(fcsheader_type,'FCS3.1') % FCS2.0 or FCS3.0 or FCS3.1 types + fcshdr.fcstype = fcsheader_type; + FcsHeaderStartPos = str2num(char(fcsheader_1stline(11:18)')); + FcsHeaderStopPos = str2num(char(fcsheader_1stline(19:26)')); + FcsDataStartPos = str2num(char(fcsheader_1stline(27:34)')); + + status = fseek(fid,0,'bof'); + fcsheader_total = fread(fid,FcsHeaderStopPos+1,'char');%read the total header + status = fseek(fid,FcsHeaderStartPos,'bof'); + fcsheader_main = fread(fid,FcsHeaderStopPos-FcsHeaderStartPos+1,'char');%read the main header + warning off MATLAB:nonIntegerTruncatedInConversionToChar; + fcshdr.filename = FileName; + fcshdr.filepath = FilePath; + % "The first character of the primary TEXT segment contains the + % delimiter" (FCS standard) + if fcsheader_main(1) == 12 + mnemonic_separator = 'FF'; + elseif fcsheader_main(1) == 9 + mnemonic_separator = 'TAB'; + elseif fcsheader_main(1) == 10 + mnemonic_separator = 'LF'; + elseif fcsheader_main(1) == 30 + % "Record Selector" asci code = 30 + rs_pos = find(fcsheader_total == 30); + fcsheader_total(rs_pos) = int8('|'); + rs_pos = find(fcsheader_main == 30); + fcsheader_main(rs_pos) = int8('|'); + mnemonic_separator = '|'; + else + mnemonic_separator = char(fcsheader_main(1)); + end + % + % if the file size larger than ~100Mbyte the previously defined + % FcsDataStartPos = 0. In that case the $BEGINDATA parameter stores the correct value + % + if ~FcsDataStartPos + FcsDataStartPos = str2num(get_mnemonic_value('$BEGINDATA',fcsheader_main, mnemonic_separator)); + end + % + if mnemonic_separator == '@';% WinMDI + TASBESession.error('FCS:Read','WinMDI',[FileName ': The file can not be read (Unsupported FCS type: WinMDI histogram file)']); + fcsdat = []; fcshdr = [];fcsdatscaled= []; fcsdat_comp= []; + fclose(fid); + return; + end + fcshdr.TotalEvents = str2num(get_mnemonic_value('$TOT',fcsheader_main, mnemonic_separator)); + fcshdr.NumOfPar = str2num(get_mnemonic_value('$PAR',fcsheader_main, mnemonic_separator)); +% if strcmp(mnemonic_separator,'LF') +% fcshdr.NumOfPar = fcshdr.NumOfPar + 1; +% end +% + fcshdr.Creator = get_mnemonic_value('CREATOR',fcsheader_main, mnemonic_separator); + + % comp matrix reader + comp = get_mnemonic_value('SPILLOVER',fcsheader_main,mnemonic_separator); + if ~isempty(comp) + compcell=regexp(comp,',','split'); + nc=str2double(compcell{1}); + fcshdr.CompLabels=compcell(2:nc+1); + fcshdr.CompMat=reshape(str2double(compcell(nc+2:end)'),[nc nc])'; + else + fcshdr.CompLabels=[]; + fcshdr.CompMat=[]; + end + plate = get_mnemonic_value('PLATE NAME',fcsheader_main,mnemonic_separator); + if ~isempty(plate) + fcshdr.plate=plate; + end + + for i=1:fcshdr.NumOfPar + fcshdr.par(i) = fcs_channel(); + fcshdr.par(i).unit = 'a.u.'; % FCS file units are always a.u. until calibrated + fcshdr.par(i).name = get_mnemonic_value(['$P',num2str(i),'N'],fcsheader_main, mnemonic_separator); + fcshdr.par(i).rawname = fcshdr.par(i).name; + fcshdr.par(i).range = str2num(get_mnemonic_value(['$P',num2str(i),'R'],fcsheader_main, mnemonic_separator)); + fcshdr.par(i).bit = str2num(get_mnemonic_value(['$P',num2str(i),'B'],fcsheader_main, mnemonic_separator)); + + %%%% + % Pick up additional (optional) parameters: - JSB + %%%% + % $PnV Detector voltage for parameter n. + fcshdr.par(i).voltage = get_mnemonic_value(['$P',num2str(i),'V'],fcsheader_main, mnemonic_separator); + if(fcshdr.par(i).voltage), fcshdr.par(i).voltage = str2num(fcshdr.par(i).voltage); end; + % $PnF Name of optical filter for parameter n. + fcshdr.par(i).filter = get_mnemonic_value(['$P',num2str(i),'F'],fcsheader_main, mnemonic_separator); + % $PnG Amplifier gain used for acquisitionof parameter n. + fcshdr.par(i).gain = get_mnemonic_value(['$P',num2str(i),'G'],fcsheader_main, mnemonic_separator); + if(fcshdr.par(i).gain), fcshdr.par(i).gain = str2num(fcshdr.par(i).gain); end; + % $PnL Excitation wavelength for parameter n. + fcshdr.par(i).emitter_wavelength = get_mnemonic_value(['$P',num2str(i),'L'],fcsheader_main, mnemonic_separator); + if(fcshdr.par(i).emitter_wavelength), fcshdr.par(i).emitter_wavelength = str2num(fcshdr.par(i).emitter_wavelength); end; + % $PnO Excitation power for parameter n. + fcshdr.par(i).emitter_power = get_mnemonic_value(['$P',num2str(i),'O'],fcsheader_main, mnemonic_separator); + if(fcshdr.par(i).emitter_power), fcshdr.par(i).emitter_power = str2num(fcshdr.par(i).emitter_power); end; + % $PnP Percent of emitted light collectedby parameter n. + fcshdr.par(i).percent_light = get_mnemonic_value(['$P',num2str(i),'P'],fcsheader_main, mnemonic_separator); + if(fcshdr.par(i).percent_light), fcshdr.par(i).percent_light = str2num(fcshdr.par(i).percent_light); end; + % $PnT Detector type for parameter n. + fcshdr.par(i).detector = get_mnemonic_value(['$P',num2str(i),'T'],fcsheader_main, mnemonic_separator); + %%% not using these: + % $Pkn Peak channel number of univariatehistogram for parameter n. + % $PKNn Count in peak channel of univariatehistogram for parameter n. + % $PnS Name used for parameter n. + replacename = get_mnemonic_value(['$P',num2str(i),'S'],fcsheader_main, mnemonic_separator); + % Replace name if nickname is present and not just whitespace + if(numel(replacename)>0 && ~isempty(find(~isspace(replacename), 1))), fcshdr.par(i).name = replacename; end; + % FCS 3.1-only parameters: + if(strcmp(fcsheader_type,'FCS3.1')), + fcshdr.par(i).calibration = get_mnemonic_value(['$P',num2str(i),'CALIBRATION'],fcsheader_main, mnemonic_separator); + end + + %============== Changed way that amplification type is treated + par_exponent_str= (get_mnemonic_value(['$P',num2str(i),'E'],fcsheader_main, mnemonic_separator)); + if isempty(par_exponent_str) + % There is no "$PiE" mnemonic in the Lysys format + % in that case the PiDISPLAY mnem. shows the LOG or LIN definition + islogpar = get_mnemonic_value(['P',num2str(i),'DISPLAY'],fcsheader_main, mnemonic_separator); + if strcmp(islogpar,'LOG') + par_exponent_str = '5,1'; + else % islogpar = LIN case + par_exponent_str = '0,0'; + end + end + + par_exponent= str2num(par_exponent_str); + fcshdr.par(i).decade = par_exponent(1); + if fcshdr.par(i).decade == 0 + fcshdr.par(i).log = 0; + fcshdr.par(i).logzero = 0; + else + fcshdr.par(i).log = 1; + if (par_exponent(2) == 0) + fcshdr.par(i).logzero = 1; + else + fcshdr.par(i).logzero = par_exponent(2); + end + end + gain_str = get_mnemonic_value(['$P',num2str(i),'G'],fcsheader_main, mnemonic_separator); % added by RLF + if ~isempty(gain_str) + fcshdr.par(i).gain=str2double(gain_str); + else + fcshdr.par(i).gain=1; + end + + end + + fcshdr.starttime = get_mnemonic_value('$BTIM',fcsheader_main, mnemonic_separator); + fcshdr.stoptime = get_mnemonic_value('$ETIM',fcsheader_main, mnemonic_separator); + fcshdr.timestep = get_mnemonic_value('$TIMESTEP',fcsheader_main, mnemonic_separator); + fcshdr.cytometry = get_mnemonic_value('$CYT',fcsheader_main, mnemonic_separator); + fcshdr.date = get_mnemonic_value('$DATE',fcsheader_main, mnemonic_separator); + fcshdr.byteorder = get_mnemonic_value('$BYTEORD',fcsheader_main, mnemonic_separator); + if strcmp(fcshdr.byteorder, '1,2,3,4') + machineformat = 'ieee-le'; + elseif strcmp(fcshdr.byteorder, '4,3,2,1') + machineformat = 'ieee-be'; + end + fcshdr.datatype = get_mnemonic_value('$DATATYPE',fcsheader_main, mnemonic_separator); + fcshdr.system = get_mnemonic_value('$SYS',fcsheader_main, mnemonic_separator); + fcshdr.project = get_mnemonic_value('$PROJ',fcsheader_main, mnemonic_separator); + fcshdr.experiment = get_mnemonic_value('$EXP',fcsheader_main, mnemonic_separator); + fcshdr.cells = get_mnemonic_value('$Cells',fcsheader_main, mnemonic_separator); + fcshdr.creator = get_mnemonic_value('CREATOR',fcsheader_main, mnemonic_separator); +else + TASBESession.error('FCS:Read','UnsupportedFCSType',[FileName,': The file can not be read (Unsupported FCS type)']); + fcsdat = []; fcshdr = []; fcsdatscaled= []; fcsdat_comp= []; + fclose(fid); + return; +end + +% deal with size overflow bug for very large FCS files, in which data start gets incorrectly set to zero +% This appears to be triggered, with FACSdiva at least, when the FCS file is more than 100MB, which makes +% the data stop position more than 8 characters and causes it to collide with the start field. -JSB +if FcsDataStartPos==0, + TASBESession.warn('FCS:Read','BadDataStart',[FileName,': FCS file has invalid data start position; guessing based on header end']); + FcsDataStartPos = FcsHeaderStopPos+6; +end + +% optionally truncate events to avoid memory problems with extremely large FCS files -JSB +if fcshdr.TotalEvents>clip_events, + TASBESession.warn('FCS:Read','TooManyEvents',[FileName,': FCS file has more than %i events (%i events); truncating to avoid memory problems'],clip_events,fcshdr.TotalEvents); + fcshdr.TotalEvents = clip_events; +end + +%% reading the events +status = fseek(fid,FcsDataStartPos,'bof'); +if strcmp(fcsheader_type,'FCS2.0') + if strcmp(mnemonic_separator,'\') || strcmp(mnemonic_separator,'FF')... %ordinary or FacsDIVA FCS2.0 + || strcmp(mnemonic_separator,'/') || strcmp(mnemonic_separator,'TAB') % added by GAP 1/22/09 %added by RLF 09/02/10 + if fcshdr.par(1).bit == 16 + fcsdat = (fread(fid,[fcshdr.NumOfPar fcshdr.TotalEvents],'uint16',machineformat)'); + fcsdat_orig = uint16(fcsdat);%// + if strcmp(fcshdr.byteorder,'1,2')...% this is the Cytomics data + || strcmp(fcshdr.byteorder, '1,2,3,4') %added by GAP 1/22/09 + fcsdat = bitor(bitshift(fcsdat,-8),bitshift(fcsdat,8)); + end + + new_xrange = 1024; + for i=1:fcshdr.NumOfPar + if fcshdr.par(i).range > 4096 + fcsdat(:,i) = fcsdat(:,i)*new_xrange/fcshdr.par(i).range; + fcshdr.par(i).range = new_xrange; + end + end + elseif fcshdr.par(1).bit == 32 + if fcshdr.datatype ~= 'F' + fcsdat = (fread(fid,[fcshdr.NumOfPar fcshdr.TotalEvents],'uint32')'); + else % 'LYSYS' case + fcsdat = (fread(fid,[fcshdr.NumOfPar fcshdr.TotalEvents],'float32')'); + end + else + bittype = ['ubit',num2str(fcshdr.par(1).bit)]; + fcsdat = fread(fid,[fcshdr.NumOfPar fcshdr.TotalEvents],bittype, 'ieee-le')'; + end + elseif strcmp(mnemonic_separator,'!');% Becton EPics DLM FCS2.0 + fcsdat_ = fread(fid,[fcshdr.NumOfPar fcshdr.TotalEvents],'uint16', 'ieee-le')'; + fcsdat = zeros(fcshdr.TotalEvents,fcshdr.NumOfPar); + for i=1:fcshdr.NumOfPar + bintmp = dec2bin(fcsdat_(:,i)); + fcsdat(:,i) = bin2dec(bintmp(:,7:16)); % only the first 10bit is valid for the parameter + end + end + fclose(fid); +elseif strcmp(fcsheader_type,'FCS3.0') || strcmp(fcsheader_type,'FCS3.1') + if strcmp(mnemonic_separator,'|') && strcmp(fcshdr.datatype,'I') && (strcmp( fcshdr.cytometry,'CyAn') || strcmp( fcshdr.cytometry,'MoFlo Astrios' ))% CyAn Summit FCS3.0 + fcsdat_ = fread(fid,[fcshdr.NumOfPar fcshdr.TotalEvents],['uint',num2str(fcshdr.par(1).bit)],machineformat)'; + %fcsdat_ = (fread(fid,[fcshdr.NumOfPar fcshdr.TotalEvents],'uint16',machineformat)'); + fcsdat = zeros(size(fcsdat_)); + new_xrange = 2^16; + for i=1:fcshdr.NumOfPar + fcsdat(:,i) = fcsdat_(:,i)*new_xrange/fcshdr.par(i).range; + fcshdr.par(i).range = new_xrange; + end + elseif strcmp(mnemonic_separator,'/') + if findstr(lower(fcshdr.cytometry),'accuri') % Accuri C6, this condition added by Rob Egbert, University of Washington 9/17/2010 + fcsdat = (fread(fid,[fcshdr.NumOfPar fcshdr.TotalEvents],'int32',machineformat)'); + elseif findstr(lower(fcshdr.cytometry),'partec')%this block added by GAP 6/1/09 for Partec, copy/paste from above + fcsdat = uint16(fread(fid,[fcshdr.NumOfPar fcshdr.TotalEvents],'uint16',machineformat)'); + %fcsdat = bitor(bitshift(fcsdat,-8),bitshift(fcsdat,8)); + elseif findstr(lower(fcshdr.cytometry),'lx') % Luminex data + fcsdat = fread(fid,[fcshdr.NumOfPar fcshdr.TotalEvents],'int32',machineformat)'; + fcsdat = mod(fcsdat,1024); + else %Assume FCS3.1 format that is the same as FCS3.0 + if strcmp(fcshdr.datatype,'D') + fcsdat = fread(fid,[fcshdr.NumOfPar fcshdr.TotalEvents],'double',machineformat)'; + elseif strcmp(fcshdr.datatype,'F') + fcsdat = fread(fid,[fcshdr.NumOfPar fcshdr.TotalEvents],'float32',machineformat)'; + elseif strcmp(fcshdr.datatype,'I') + fcsdat = fread(fid,[sum([fcshdr.par.bit]/16) fcshdr.TotalEvents],'uint16',machineformat)'; % sum: William Peria, 16/05/2014 + end + end + else % ordinary FCS 3.0 + if strcmp(fcshdr.datatype,'D') + fcsdat = fread(fid,[fcshdr.NumOfPar fcshdr.TotalEvents],'double',machineformat)'; + elseif strcmp(fcshdr.datatype,'F') + fcsdat = fread(fid,[fcshdr.NumOfPar fcshdr.TotalEvents],'float32',machineformat)'; + elseif strcmp(fcshdr.datatype,'I') + if sum([fcshdr.par.bit])/fcshdr.par(1).bit ~= fcshdr.NumOfPar % if the bitdepth different at different pars + fcsdat = fread(fid,[sum([fcshdr.par.bit]/16) fcshdr.TotalEvents],'uint16',machineformat)'; % sum: William Peria, 16/05/2014 + else + fcsdat = fread(fid,[fcshdr.NumOfPar fcshdr.TotalEvents],['uint',num2str(fcshdr.par(1).bit)],machineformat)'; + end + else + TASBESession.error('FCS:Read','UnsupportedDataType',[FileName,': Unsupported FCS 3.0 data type: ' fcshdr.datatype]); + end + end + fclose(fid); +end + +%% this is converting Partec to FacsDIVA_FCS20 format if save_FacsDIVA_FCS20 = 1; +save_FacsDIVA_FCS20 = 0; +if strcmp(fcshdr.cytometry ,'partec PAS') && save_FacsDIVA_FCS20 + fcsheader_main2 = fcsheader_main; + sep_place = strfind(char(fcsheader_main'),'/'); + fcsheader_main2(sep_place) = 12; + fcsheader_1stline2 = fcsheader_1stline; + fcsheader_1stline2(31:34) = double(num2str(FcsHeaderStopPos+1)); + fcsheader_1stline2(43:50) = double(' 0'); + fcsheader_1stline2(51:58) = double(' 0'); + FileSize = length(fcsheader_main2(:))+ length(fcsheader_1stline2(1:FcsHeaderStartPos))+ 2*length(fcsdat_orig(:)); + space_char(1:8-length(num2str(FileSize)))= ' '; + fcsheader_1stline2(35:42) = double([space_char,num2str(FileSize)]); + + fid2 = fopen([FilePath, FileNameMain,'_', fext],'w','b'); + fwrite(fid2,[fcsheader_1stline2(1:FcsHeaderStartPos)],'char'); + fwrite(fid2,fcsheader_main2,'char'); + fwrite(fid2,fcsdat_orig','uint16'); + fclose(fid2); +end + +%% this is for Gy Vamosi converting MoFlo Astrios with changing some hdr parameters if save_MoFlo_Astrios = 1 +save_MoFlo_Astrios = 0; +if strcmp(fcshdr.cytometry ,'MoFlo Astrios') && save_MoFlo_Astrios + fcsheader_total_char = char(fcsheader_total)'; + intmax_pos = strfind(fcsheader_total_char,'4294967296'); + for i=1:length(intmax_pos) + fcsheader_total_char(intmax_pos(i):intmax_pos(i)+length('4294967296')-1) = ['65536| ']; + end +% byteorder_pos = strfind(fcsheader_total_char,'1,2,3,4'); +% fcsheader_total_char(byteorder_pos:byteorder_pos+length('1,2,3,4')-1) = '4,3,2,1'; + +% datatype_pos = strfind(fcsheader_total_char,'DATATYPE|I'); +% fcsheader_total_char(datatype_pos:datatype_pos+length('DATATYPE|I')-1) = 'DATATYPE|F'; + +% pexp_pos = strfind(fcsheader_total_char,'0.0,0.0'); +% for i=1:length(pexp_pos) +% fcsheader_total_char(pexp_pos(i):pexp_pos(i)+length('0.0,0.0')-1) = '0,0|$BL'; +% end + +% pgain_pos = strfind(fcsheader_total_char,'G|1.0000000000'); +% for i=1:length(pgain_pos) +% fcsheader_total_char(pgain_pos(i):pgain_pos(i)+length('G|1.0000000000')-1) = 'G|1.0|$BLLLLLL'; +% end + + fcsheader_total2 = int8(fcsheader_total_char'); + + fid2 = fopen([FilePath, FileNameMain,'_', fext],'w','b'); + fwrite(fid2,fcsheader_total2,'char'); + fwrite(fid2,uint32(fcsdat'),'uint32','ieee-le'); + %fwrite(fid2,fcsdat','float32','ieee-le'); + fclose(fid2); +end + +% Ensure FCS data is ordinary floating point numbers +fcsdat = double(fcsdat); + +%% calculate the scaled events (for log scales) + +fcsdatscaled = zeros(size(fcsdat)); +if numel(fcsdat)>0 && nargout>2 + for i = 1 : fcshdr.NumOfPar + Xlogdecade = fcshdr.par(i).decade; + XChannelMax = fcshdr.par(i).range; + Xlogvalatzero = fcshdr.par(i).logzero; + if fcshdr.par(i).gain~=1 + fcsdatscaled(:,i) = double(fcsdat(:,i))./fcshdr.par(i).gain; + + elseif fcshdr.par(i).log + fcsdatscaled(:,i) = Xlogvalatzero*10.^(double(fcsdat(:,i))/XChannelMax*Xlogdecade); + else + fcsdatscaled(:,i) = fcsdat(:,i); + end + end + +end + +%% calculate the compensated events +if nargout>3 && ~isempty(fcshdr.CompLabels) + + compcols=zeros(1,nc); + colLabels={fcshdr.par.name}; + for i=1:nc + compcols(i)=find(strcmp(fcshdr.CompLabels{i},colLabels)); + end + fcsdatcomp = fcsdatscaled; + fcsdatcomp(:,compcols) = fcsdatcomp(:,compcols)/fcshdr.CompMat; +else fcsdatcomp=[]; +end + +% Finally, if there are no events, add one of all zeros to simplify handling +if fcshdr.TotalEvents == 0 + TASBESession.warn('FCS:Read','EmptyFCS',[FileName ' has no events; adding one event of all zeros']); + fcsdat = zeros(1,fcshdr.NumOfPar); + fcsdatscaled = zeros(1,fcshdr.NumOfPar); + % return % JSB changed: report the full header, even if there are no events, for purpose of batch processing. +end + + + +function mneval = get_mnemonic_value(mnemonic_name,fcsheader,mnemonic_separator) + +if strcmp(mnemonic_separator,'\') || strcmp(mnemonic_separator,'!') ... + || strcmp(mnemonic_separator,'|') || strcmp(mnemonic_separator,'@')... + || strcmp(mnemonic_separator, '/') ... % added by GAP 1/22/08 + || strcmp(mnemonic_separator, '*') % added by JSB 1/7/19. TODO: generalize to any delimiter + mnemonic_startpos = findstr(char(fcsheader'),[mnemonic_name,mnemonic_separator]); + if isempty(mnemonic_startpos) + mneval = []; + return; + end + mnemonic_length = length(mnemonic_name); + mnemonic_stoppos = mnemonic_startpos + mnemonic_length; + next_slashes = findstr(char(fcsheader(mnemonic_stoppos+1:end)'),mnemonic_separator); + next_slash = next_slashes(1) + mnemonic_stoppos; + + mneval = char(fcsheader(mnemonic_stoppos+1:next_slash-1)'); +elseif strcmp(mnemonic_separator,'FF') + mnemonic_startpos = findstr(char(fcsheader'),mnemonic_name); + if isempty(mnemonic_startpos) + mneval = []; + return; + end + mnemonic_length = length(mnemonic_name); + mnemonic_stoppos = mnemonic_startpos + mnemonic_length ; + next_formfeeds = find( fcsheader(mnemonic_stoppos+1:end) == 12); + next_formfeed = next_formfeeds(1) + mnemonic_stoppos; + + mneval = char(fcsheader(mnemonic_stoppos + 1 : next_formfeed-1)'); +elseif strcmp(mnemonic_separator,'TAB') + mnemonic_startpos = findstr(char(fcsheader'),mnemonic_name); + if isempty(mnemonic_startpos) + mneval = []; + return; + end + mnemonic_length = length(mnemonic_name); + mnemonic_stoppos = mnemonic_startpos + mnemonic_length ; + next_formfeeds = find( fcsheader(mnemonic_stoppos+1:end) == 9); + next_formfeed = next_formfeeds(1) + mnemonic_stoppos; + + mneval = char(fcsheader(mnemonic_stoppos + 1 : next_formfeed-1)'); + +elseif strcmp(mnemonic_separator, 'LF') + mnemonic_startpos = findstr(char(fcsheader'),mnemonic_name); + if isempty(mnemonic_startpos) + mneval = []; + return; + end + mnemonic_length = length(mnemonic_name); + mnemonic_stoppos = mnemonic_startpos + mnemonic_length ; + next_linefeeds = find( fcsheader(mnemonic_stoppos+1:end) == 10); + next_linefeed = next_linefeeds(1) + mnemonic_stoppos; + + mneval = char(fcsheader(mnemonic_stoppos + 1 : next_linefeed-1)'); + +elseif strcmp(mnemonic_separator, 'RS') + mnemonic_startpos = findstr(char(fcsheader'),mnemonic_name); + if isempty(mnemonic_startpos) + mneval = []; + return; + end + mnemonic_length = length(mnemonic_name); + mnemonic_stoppos = mnemonic_startpos + mnemonic_length ; + next_linefeeds = find( fcsheader(mnemonic_stoppos+1:end) == 30); + next_linefeed = next_linefeeds(1) + mnemonic_stoppos; + + mneval = char(fcsheader(mnemonic_stoppos + 1 : next_linefeed-1)'); + + +end diff --git a/code/fcs_channel_names.m b/code/fcs_channel_names.m new file mode 100644 index 00000000..174a7dc6 --- /dev/null +++ b/code/fcs_channel_names.m @@ -0,0 +1,18 @@ +function [names, hdr] = fcs_channel_names(datafile) +% [names, hdr] = fcs_channel_names(datafile): +% Returns a cell-array of channel names in an FCS file +% The second return is the set of headers that these names have been extracted from + +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed +% in the AUTHORS file in TASBE analytics package distribution's top directory. +% +% This file is part of the TASBE analytics package, and is distributed +% under the terms of the GNU General Public License, with a linking +% exception, as described in the file LICENSE in the TASBE analytics +% package distribution's top directory. + +if ischar(datafile), datafile = DataFile(filename); end; + +[~, hdr] = fca_read(datafile); +names = {hdr.par(:).name}; + diff --git a/fcs_scatter.m b/code/fcs_scatter.m similarity index 66% rename from fcs_scatter.m rename to code/fcs_scatter.m index 3c8a782a..c5b09a7c 100644 --- a/fcs_scatter.m +++ b/code/fcs_scatter.m @@ -1,9 +1,8 @@ -function [data figh] = fcs_scatter(filename,xcolor,ycolor,density,range,visible,largeoutliers,linear,filters) % FCS_SCATTER(filename,xcolor,ycolor,density,range,visible): % Plot a log-log scatter graph of positive points in FCS file % Defaults to non-visible, density 10, range = [] - -% Copyright (C) 2010-2017, Raytheon BBN Technologies and contributors listed +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed % in the AUTHORS file in TASBE analytics package distribution's top directory. % % This file is part of the TASBE analytics package, and is distributed @@ -11,15 +10,20 @@ % exception, as described in the file LICENSE in the TASBE analytics % package distribution's top directory. +function [data figh] = fcs_scatter(datafile,xcolor,ycolor,density,range,visible,largeoutliers,linear,filters) if nargin < 6, visible = false; end; if nargin < 7, largeoutliers = false; end; if nargin < 8 || isempty(linear), linear = [0 0]; end; if nargin < 9, filters = {}; end; -[fcsraw,fcshdr,fcsdat] = fca_readfcs(strtrim(filename)); +plotSize = TASBEConfig.get('plots.heatmapPlotSize'); + +datafile = ensureDataFile(datafile); + +[fcsraw,fcshdr,fcsdat] = fca_read(datafile); % optional discarding of filtered data (e.g., debris, time contamination) for i=1:numel(filters) - fcsdat = feval(filters{i},fcshdr,fcsdat); + fcsdat = applyFilter(filters{i},fcshdr,fcsdat); end xc = get_fcs_color(fcsdat,fcshdr,xcolor); @@ -30,19 +34,20 @@ if linear(2), yv = yc; else yv = log10(yc(pos)); end; if nargin >= 4 && density - h = figure('PaperPosition',[1 1 5 5]); + smoothing = 10; + h = figure('PaperPosition',[1 1 plotSize]); if ~visible, set(h,'visible','off'); end; if nargin < 5, range = []; end; if density >= 1, type = 'image'; else type = 'contour'; end - smoothhist2D([xv yv],10,[200, 200],[],type,range,largeoutliers); + smoothhist2D([xv yv],smoothing,[200, 200],[],type,range,largeoutliers); else - h = figure('PaperPosition',[1 1 5 5]); + h = figure('PaperPosition',[1 1 plotSize]); if ~visible, set(h,'visible','off'); end; plot(xv,yv,'.','MarkerSize',1); if (nargin >= 5 && ~isempty(range)), xlim(range(:,1)); ylim(range(:,2)); end; end -xlabel(['log_{10} ' xcolor ' a.u.']); ylabel(['log_{10} ' ycolor ' a.u.']); -title(sprintf('Scatter of %s vs. %s for %s',xcolor,ycolor,filename)); +xlabel(clean_for_latex(['log_{10} ' xcolor ' a.u.'])); ylabel(clean_for_latex(['log_{10} ' ycolor ' a.u.'])); +title(clean_for_latex(sprintf('Scatter of %s vs. %s for %s',xcolor,ycolor,getFile(datafile)))); data = [xc yc]; figh = h; diff --git a/find_peaks.m b/code/find_peaks.m similarity index 88% rename from find_peaks.m rename to code/find_peaks.m index 5d5862bd..9b6dd474 100644 --- a/find_peaks.m +++ b/code/find_peaks.m @@ -1,4 +1,7 @@ -% Copyright (C) 2010-2017, Raytheon BBN Technologies and contributors listed +% FIND_PEAKS returns peak statistics (maxima, means, and counts) obtained +% from bead histogram. +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed % in the AUTHORS file in TASBE analytics package distribution's top directory. % % This file is part of the TASBE analytics package, and is distributed @@ -6,7 +9,7 @@ % exception, as described in the file LICENSE in the TASBE analytics % package distribution's top directory. -function [peak_maxima peak_means peak_counts] = find_peaks(bin_counts,bin_centers,peak_min_threshold,peak_ratio_threshold) +function [peak_maxima, peak_means, peak_counts] = find_peaks(bin_counts,bin_centers,peak_min_threshold,peak_ratio_threshold) if nargin<4, peak_ratio_threshold = 2; end; if nargin<3, peak_min_threshold = 100; end; @@ -36,10 +39,10 @@ % minima = find(bin_counts(2:(end-1)) <= bin_counts(1:(end-2)) & bin_counts(2:(end-1)) < bin_counts(3:end)); if(numel(maxima) == 0), - warning('TASBE:FindPeaks','Problematic distribution: no peaks found in histogram'); + TASBESession.warn('TASBE:FindPeaks','NoPeaksFound','Problematic distribution: no peaks found in histogram'); maxima(1) = 1; bin_counts(1) = NaN;% put in fake data end; -if(abs(numel(maxima)-numel(minima))>1), error('Internal error: impossible distribution of %i maxima and %i minima',numel(maxima),numel(minima)); end; +if(abs(numel(maxima)-numel(minima))>1), TASBESession.error('TASBE:FindPeaks','ImpossibleDistribution','Internal error: impossible distribution of %i maxima and %i minima',numel(maxima),numel(minima)); end; % enhance with first/last minima to get minima surrounding each maximum if(numel(minima)==0 || minima(1)>maxima(1)), minima = [1 minima]; end; diff --git a/code/getBeadFile.m b/code/getBeadFile.m new file mode 100644 index 00000000..332f60f0 --- /dev/null +++ b/code/getBeadFile.m @@ -0,0 +1,47 @@ +% GETBEADFILE returns FCS filenames for all bead files listed in the Sample Name cell +% for the Rainbow Bead section in the Calibration sheet +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed +% in the AUTHORS file in TASBE analytics package distribution's top directory. +% +% This file is part of the TASBE analytics package, and is distributed +% under the terms of the GNU General Public License, with a linking +% exception, as described in the file LICENSE in the TASBE analytics +% package distribution's top directory. +function beadfiles = getBeadFile(extractor) + TASBEConfig.set('template.displayErrors', 1); + bead_name = {extractor.getExcelValue('bead_name', 'char')}; + TASBEConfig.set('template.displayErrors', 0); + if ~isempty(strfind(bead_name{1}, ',')) + bead_name = strtrim(strsplit(bead_name{1}, ',')); + end + + % Name contains a cell array of bead sample names + % find their corresponding row numbers + beadfiles = {}; + sh_num1 = extractor.getSheetNum('first_sample_num'); + first_sample_row = extractor.getRowNum('first_sample_num'); + sample_num_col = extractor.getColNum('first_sample_num'); + sample_name_col = find(ismember(extractor.col_names, 'SAMPLE NAME'), 1); + if isempty(sample_name_col) + TASBESession.error('getBeadFile', 'InvalidHeaderName', 'The header, SAMPLE NAME, does not match with any column titles in "Samples" sheet.'); + end + % Go through samples in "Samples" sheet and look for matches in name to + % elements in ref_filenames and add filenames to beadfiles array + for i=first_sample_row:size(extractor.sheets{sh_num1},1) + try + num = extractor.getExcelValuePos(sh_num1, i, sample_num_col, 'numeric'); + name = extractor.getExcelValuePos(sh_num1, i, sample_name_col, 'char'); + if isempty(num) + break + end + catch + break + end + ind = find(ismember(bead_name, name), 1); + if ~isempty(ind) + datafile = getExcelFilename(extractor, i); + beadfiles{ind} = datafile{1}; + end + end +end \ No newline at end of file diff --git a/code/getChannelRoles.m b/code/getChannelRoles.m new file mode 100644 index 00000000..f8bb3667 --- /dev/null +++ b/code/getChannelRoles.m @@ -0,0 +1,88 @@ +% GETCHANNELROLES returns print names of Fluorochromes in Calibration sheet and cell array of +% input, output, and constitutive channels. Different combinations are +% considered including pairwise combinations between all labeled inputs and +% outputs +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed +% in the AUTHORS file in TASBE analytics package distribution's top directory. +% +% This file is part of the TASBE analytics package, and is distributed +% under the terms of the GNU General Public License, with a linking +% exception, as described in the file LICENSE in the TASBE analytics +% package distribution's top directory. +function [channel_roles, print_names] = getChannelRoles(CM, extractor) + % Designate which channels have which roles + ref_channels = {'constitutive', 'input', 'output'}; + num_channels = 0; + outputs = {}; + print_names = {}; + sh_num1 = extractor.getSheetNum('first_flchrome_name'); + first_flchrome_row = extractor.getRowNum('first_flchrome_name'); + flchrome_name_col = extractor.getColNum('first_flchrome_name'); + flchrome_type_col = extractor.getColNum('first_flchrome_type'); + for i=first_flchrome_row:size(extractor.sheets{sh_num1},1) + try + print_name = extractor.getExcelValuePos(sh_num1, i, flchrome_name_col, 'char'); + catch + break + end + print_names{end+1} = print_name; + try + channel_type = extractor.getExcelValuePos(sh_num1, i, flchrome_type_col, 'char'); + catch + % Ignore the fluorochromes with nothing in channel type column + continue + end + ind = find(ismember(ref_channels, channel_type), 1); + if ~isempty(ind) + num_channels = num_channels + 1; + try + temp = isempty(outputs{ind}); + outputs{ind}{end+1} = channel_named(CM, print_name); + catch + outputs{ind} = {channel_named(CM, print_name)}; + end + continue + end + TASBESession.warn('getChannelRoles', 'PotentialTypo', 'A channel type of %s does not match with the options constitutive, input, or output', channel_type); + end + + if isempty(outputs) + TASBESession.error('getChannelRoles', 'NoInformation', 'No channels are annotated with constitutive, input, or output.'); + end + + % There should only one constitutive + if ~isempty(outputs) && numel(outputs{1}) ~= 1 + TASBESession.error('getChannelRoles', 'IncorrectNumber', 'Exactly one constitutive channel is allowed'); + end + + channel_roles = {}; + + % There needs to be at least 2 colors + if num_channels < 2 + TASBESession.error('getChannelRoles', 'TooFew', 'There needs to be at least two designated channel types'); + % 2 color case, input and output are from the same channel + elseif num_channels == 2 + if ~isempty(outputs{2}) + channel = outputs{2}{end}; + else + channel = outputs{3}{end}; + end + TASBESession.warn('getChannelRoles', '2Colors', 'Input and output channels are the same'); + channel_roles = {{'input',channel; 'output',channel; 'constitutive',outputs{1}{end}}}; + % 3+ color case, pairwise matching of input & output + else + input = outputs{2}; + output = outputs{3}; + if isempty(input) || isempty(output) + TASBESession.error('getChannelRoles', 'MissingTypes', 'At least two channels should be marked as input and output'); + end + % Double for loop to get all pairwise combinations between input + % and ouput + for j=1:numel(input) + for k=1:numel(output) + channel_roles{end+1} = {'input',input{j}; 'output',output{k}; 'constitutive',outputs{1}{end}}; + end + end + end +end \ No newline at end of file diff --git a/code/getCloudName.m b/code/getCloudName.m new file mode 100644 index 00000000..1128689d --- /dev/null +++ b/code/getCloudName.m @@ -0,0 +1,120 @@ +% Helper function that obtains the correct point cloud filename for a given row in the +% "Samples" sheet with a TemplateExtraction object, row number, and template number as inputs. +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed +% in the AUTHORS file in TASBE analytics package distribution's top directory. +% +% This file is part of the TASBE analytics package, and is distributed +% under the terms of the GNU General Public License, with a linking +% exception, as described in the file LICENSE in the TASBE analytics +function [filename] = getCloudName(extractor, row, template_num) + multiple = 1; + % First get the template number and create position reference variables + sh_num1 = extractor.getSheetNum('first_sample_num'); + TASBEConfig.set('template.displayErrors', 1); + filename_templates = extractor.getExcelCoordinates('filename_templates'); + template_pos = filename_templates{template_num}; + filename_template = extractor.getExcelValuePos(template_pos{1}, template_pos{2}, template_pos{3}, 'char'); + TASBEConfig.set('template.displayErrors', 0); + sh_num2 = template_pos{1}; + start_col = template_pos{3}; + start_row = template_pos{2} + 1; + main_col = start_col + 1; + variable_col = main_col + 1; + sample_start_col = extractor.getColNum('first_sample_num'); + sample_start_row = extractor.getRowNum('first_sample_num') - 1; + sections = {}; + % Collect the parts (sections) of the filename template + for i=start_row:size(extractor.sheets{sh_num2},1) + % Check to see if there is a valid section of the filename template. If so, then check if + % variable + try + section = extractor.getExcelValuePos(sh_num2, i, main_col, 'char'); + catch + try + section = num2str(extractor.getExcelValuePos(sh_num2, i, main_col, 'numeric')); + if isempty(section) + break + end + catch + break + end + end + + try + extractor.getExcelValuePos(sh_num2, i, variable_col, 'char'); + % Find the matching section name in filename template + % and column header in "Samples" + header = section; + j = find(ismember(extractor.col_names, header), 1); + if isempty(j) + TASBESession.error('getCloudName', 'InvalidHeaderName', 'The header, %s, does not match with any column titles in "Samples" sheet.', header); + end + try + section = extractor.getExcelValuePos(sh_num1, row, j, 'char'); + % If the contents is an array, split into + % subsections and make filenames for all + if ~isempty(strfind(section, ',')) + sub_sections = strtrim(strsplit(section, ',')); + sections{end+1} = sub_sections; + multiple = numel(sub_sections); + else + sections{end+1} = {section}; + end + catch + try + section = num2str(extractor.getExcelValuePos(sh_num1, row, j, 'numeric')); + if isempty(section) + TASBESession.warn('getCloudName', 'NoValueFound', 'No value at row %s was found for column, %s in "Samples".', row, header); + else + sections{end+1} = {section}; + end + catch + TASBESession.warn('getCloudName', 'NoValueFound', 'No value at row %s was found for column, %s in "Samples".', row, header); + end + end + catch + % Not variable so just add to sections + sections{end+1} = {section}; + end + + end + positions = {}; + % Replace the numbers in filename_template with the correct section + for i=1:numel(sections) + positions{end+1} = strfind(filename_template, num2str(i)); + end + + names = {}; + for i=1:multiple + names{i} = filename_template; + end + + for j=numel(sections):-1:1 + section = sections{j}; + if ~isempty(section{1}) + % Make sure all sections have the correct length + for k=numel(section):multiple + section{k} = section{end}; + end + for k=1:numel(section) + names{k} = [names{k}(1:positions{j}) section{k} names{k}(positions{j}+1:end)]; + names{k} = [names{k}(1:positions{j}-1) names{k}(positions{j}+1:end)]; + end + end + end + + % Add ext + for i=1:numel(names) + [~, name, ext] = fileparts(names{i}); + exts = {'fcs', 'csv'}; + ind = find(ismember(exts, ext), 1); + if ~isempty(ind) + names{i} = [name '.fcs']; + else + names{i} = [names{i} '.fcs']; + end + end + + filename = names; +end \ No newline at end of file diff --git a/code/getExcelFilename.m b/code/getExcelFilename.m new file mode 100644 index 00000000..0813e335 --- /dev/null +++ b/code/getExcelFilename.m @@ -0,0 +1,81 @@ +% Helper function that obtains the correct filename for a given row in the +% "Samples" sheet with a TemplateExtraction object and row number as inputs. +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed +% in the AUTHORS file in TASBE analytics package distribution's top directory. +% +% This file is part of the TASBE analytics package, and is distributed +% under the terms of the GNU General Public License, with a linking +% exception, as described in the file LICENSE in the TASBE analytics +function [filename] = getExcelFilename(extractor, row) + % Take filenames from Excel and throw error if no filename is found + path = extractor.path; + sh_num1 = extractor.getSheetNum('first_sample_num'); + exclude_col = find(ismember(extractor.col_names, 'Exclude from Batch Analysis'), 1); + if isempty(exclude_col) + TASBESession.error('getExcelFilename', 'InvalidHeaderName', 'The header, Exclude from Batch Analysis, does not match with any column titles in "Samples" sheet.'); + end + template_col = find(ismember(extractor.col_names, 'Template #'), 1); + if isempty(template_col) + TASBESession.error('getExcelFilename', 'InvalidHeaderName', 'The header, Template #, does not match with any column titles in "Samples" sheet.'); + end + TASBEConfig.set('template.displayErrors', 1); + template_num = extractor.getExcelValuePos(sh_num1, row, template_col, 'numeric'); + filename_templates = extractor.getExcelCoordinates('filename_templates'); + template_pos = filename_templates{template_num}; + TASBEConfig.set('template.displayErrors', 0); + % Extracting the data stem path + try + stem = extractor.getExcelValuePos(template_pos{1}, template_pos{2}+1, template_pos{3}+4, 'char'); + stem = make_filename_absolute(stem, path); + catch + TASBESession.warn('getExcelFilename','ValueNotFound','Template %s has no data stem.', num2str(template_num)); + stem = ''; + end + + % Get csv header (if applicable) + try + header = extractor.getExcelValuePos(template_pos{1}, template_pos{2}+1, template_pos{3}+5, 'char'); + [filepath,name,ext] = fileparts(header); + filepath = make_filename_absolute(stem, filepath); + header = [filepath name ext]; + catch + header = ''; + end + + names = {}; + + % Extracting the filenames + for i=exclude_col+1:size(extractor.sheets{sh_num1},2) + try + name = extractor.getExcelValuePos(sh_num1, row, i); + if isempty(name) && isempty(names) + TASBESession.error('getExcelFilename', 'FilenameNotFound', 'No filename found at row %s. Make sure "Click to Update Filenames" button was pressed.', num2str(row)); + elseif ~isempty(name) + names{end+1} = name; + end + catch + if isempty(names) + TASBESession.error('getExcelFilename', 'FilenameNotFound', 'No filename found at row %s. Make sure "Click to Update Filenames" button was pressed.', num2str(row)); + end + break + end + end + + % Add stem name + for i=1:numel(names) + names{i} = [stem names{i}]; + end + + datafiles = {}; + for p=1:numel(names) + if ~isempty(header) + datafile = DataFile('csv', names{p}, header); + else + datafile = DataFile('fcs', names{p}); + end + datafiles{end+1} = datafile; + end + + filename = datafiles; +end \ No newline at end of file diff --git a/code/get_bead_models.m b/code/get_bead_models.m new file mode 100644 index 00000000..5b81fdb9 --- /dev/null +++ b/code/get_bead_models.m @@ -0,0 +1,119 @@ +% GET_BEAD_MODELS returns a list of possible beads that the user can reference when finding +% peaks +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed +% in the AUTHORS file in TASBE analytics package distribution's top directory. +% +% This file is part of the TASBE analytics package, and is distributed +% under the terms of the GNU General Public License, with a linking +% exception, as described in the file LICENSE in the TASBE analytics +% package distribution's top directory. + +function [models] = get_bead_models(forceReload) + if nargin<1, forceReload=false; end; + catalog = getBeadCatalog(forceReload); + models = cell(numel(catalog), 1); + % go through all of the models and add to indices list + for i=1:numel(catalog) + modelEntry = catalog{i}; + models{i} =[modelEntry{1}]; + end + return; +end + +% The catalog has a 4-layer cell structure: +% { {'model', {'batch', {Channel, [peak, peak, ...]}, ... }, ...}, ...} +function returned = getBeadCatalog(forceReload) + persistent catalog; + if nargin<1, forceReload=false; end; + if isempty(catalog) || forceReload, + % Get the first sheet in the catalog , across the whole filled range + [nums txts combo] = xlsread(TASBEConfig.get('beads.catalogFileName'), 1); + catalog = parseCatalog(combo); + end + returned = catalog; +end + +function x = emptyOrNaN(v) + if isempty(v), + x = true; return; + elseif isnumeric(v) && isnan(v(1)), + x = true; return; + else + x = false; return; + end +end + +function catalog = parseCatalog(entries) + currentLine = 1; + catalog = {}; + while currentLine<=size(entries,1) + if emptyOrNaN(entries{currentLine,1}) % skip lines that start with blanks + currentLine = currentLine+1; + else % otherwise, try to parse as a bead model entry + [catalog{end+1} currentLine] = parseModel(entries,currentLine); + % ensure there are no duplicates + assert(isempty(find(cellfun(@(x)(strcmp(catalog{end}{1},x{1})),catalog(1:end-1)),1)),'Line %i: Multiple bead catalog entries for model %s',currentLine,catalog{end}{1}); + end + end +end + +function [model currentLine] = parseModel(entries,currentLine) + % from first line, take first cell to be name; ignore rest + name = entries{currentLine,1}; + assert(ischar(name),'Line %i: Expected bead model name, but first cell in row is not a string',currentLine); + model = {name}; + currentLine = currentLine+1; % advance to start reading batches + % now parse batches until we find one not starting with a string + while currentLine<=size(entries,1) && ischar(entries{currentLine,1}) + [model{end+1} currentLine] = parseBatch(entries,currentLine); + % ensure there are no duplicates + assert(isempty(find(cellfun(@(x)(strcmp(model{end}{1},x{1})),model(2:end-1)),1)),'Line %i: Multiple bead catalog entries for batch %s in %s',currentLine,model{end}{1},name); + end +end + +% duplicated with get_bead_peaks --- consider consolidating +function [batch currentLine] = parseBatch(entries,currentLine) + % from first line, take first cell to be batch name; rest will be parsed amongst + name = entries{currentLine,1}; + assert(ischar(name),'Line %i: Expected bead batch name, but first cell in row is not a string',currentLine); + batch = {name}; + % read read of first line as channel, then advance + batch{2} = parseChannel(entries,currentLine); + currentLine = currentLine+1; + % now parse batches until we hit the end or find a non-nan line or a blank link + while currentLine<=size(entries,1) && ~(ischar(entries{currentLine,1}) || ~ischar(entries{currentLine,2})) + batch{end+1} = parseChannel(entries,currentLine); + currentLine = currentLine+1; + end +end + +% duplicated with get_bead_peaks --- consider consolidating +function channelEntry = parseChannel(entries,currentLine) + row = entries(currentLine,2:end); + name = row{1}; + laser = row{2}; + if ischar(row{3}), filter = row{3}; + elseif emptyOrNaN(row{3}), filter = 'Unspecified'; + else TASBESession.error('TASBE:BeadCatalog','BadFilter','Line %i: filter must be either a string or blank',currentLine); + end + units = row{4}; + try + lastPeak = find(~cellfun(@emptyOrNaN,row(5:end)),1,'last'); + catch e + TASBESession.error('TASBE:BeadCatalog','BadPeakSpecifications','Line %i: couldn''t interpret peak specifications',currentLine); + end + peaks = [row{4+(1:lastPeak)}]; + if isempty(peaks) + TASBESession.error('TASBE:BeadCatalog','MissingPeakSpecification','Line %i: bead peak specification must contain at least one peak.',currentLine); + end + + % Code added to make sure Octave doesn't throw away the empty peak + % cells. + cellPeaks = {row{4+(1:lastPeak)}}; + empties = cellfun('isempty', cellPeaks); + cellPeaks(empties) = {NaN}; + peaks = cell2mat(cellPeaks); + + channelEntry = {name, units, peaks}; +end diff --git a/get_bead_peaks.m b/code/get_bead_peaks.m similarity index 54% rename from get_bead_peaks.m rename to code/get_bead_peaks.m index 28c546e8..cf9acf86 100644 --- a/get_bead_peaks.m +++ b/code/get_bead_peaks.m @@ -1,4 +1,7 @@ -% Copyright (C) 2010-2017, Raytheon BBN Technologies and contributors listed +% GET_BEAD_PEAKS returns the bead peak information (peaks, units, and +% batch) from an inputted bead model and batch using bead catalog. +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed % in the AUTHORS file in TASBE analytics package distribution's top directory. % % This file is part of the TASBE analytics package, and is distributed @@ -6,22 +9,31 @@ % exception, as described in the file LICENSE in the TASBE analytics % package distribution's top directory. -function [peaks units batch] = get_bead_peaks(model,channel,batch) +function [peaks, units, batch] = get_bead_peaks(model,channel,batch) % Model must be a precise string match with the catalog, e.g., "SpheroTech RCP-30-5A" % Channel can either be a Channel matched to laser/filter, or a name matched to the name in the catalog % Batch is an optional parameter: if no batch is specified (or spec is empty), the first listed batch will be used if nargin<3, batch = []; end; % if batch undefined, set to empty - + catalog = getBeadCatalog(); + % remove instances of 'Lot' or 'lot' from the input batch + if ~isempty(batch), batch2 = strrep(batch, 'Lot', ''); else batch2 = []; end; + if ~isempty(batch), batch2 = strrep(batch2, 'lot', ''); end; + % also, trim any whitespace left + if(~isempty(batch2)), batch2 = strtrim(batch2); end; + % search for a matching model of bead (e.g., 'SpheroTech RCP-30-5A') for i=1:numel(catalog) modelEntry = catalog{i}; if strcmp(model,modelEntry{1}) % search for a matching bead batch, if specified (e.g., 'Lot AG01') + num_batch_matches = 0; + matched_batchEntry = modelEntry{2}; for j=2:numel(modelEntry) batchEntry = modelEntry{j}; - if isempty(batch) || strcmp(batch,batchEntry{1}) + if isempty(batch) % search for a matching channel, e.g., laser = 488, filter = 530/30 + % Example input: 'FITC' % laser/filter must match precisely; beyond that there is no requirement for k=2:numel(batchEntry) channelEntry = batchEntry{k}; @@ -36,13 +48,42 @@ end end if isempty(batch), batch = 'unspecified'; end; % put in a scratch name for an omitted batch name - error('Unable to find bead catalog channel entry for model %s, batch %s, channel %s',model,batch,channel); + TASBESession.error('TASBE:BeadCatalog', 'NoChannel', 'Unable to find bead catalog channel entry for model %s, batch %s, channel %s',model,batch,channel); + + elseif strfind(batchEntry{1}, batch2) + num_batch_matches = num_batch_matches + 1; + matched_batchEntry = batchEntry; + end + end + + if num_batch_matches == 1 + % search for a matching channel, e.g., laser = 488, filter = 530/30 + % Example input: 'FITC' + % laser/filter must match precisely; beyond that there is no requirement + for k=2:numel(matched_batchEntry) + channelEntry = matched_batchEntry{k}; + if ischar(channel) % if string, lookup by units; comparison will happen later + match = strcmp(channel,channelEntry{1}); + end + if match + batch = matched_batchEntry{1}; % report the actual used batch + units = channelEntry{2}; + peaks = channelEntry{3}; + return; + end end + if isempty(batch), batch = 'unspecified'; end; % put in a scratch name for an omitted batch name + TASBESession.error('TASBE:BeadCatalog', 'NoChannel', 'Unable to find bead catalog channel entry for model %s, batch %s, channel %s',model,batch,channel); + + elseif num_batch_matches > 1 + TASBESession.error('TASBE:BeadCatalog', 'VagueInput', 'Input bead catalog batch entry for model %s, batch %s is too vague. Reference BeadCatalog.xlsx for batch entry options.',model,batch); + + else + TASBESession.error('TASBE:BeadCatalog', 'NoBatch', 'Unable to find bead catalog batch entry for model %s, batch %s',model,batch); end - error('Unable to find bead catalog batch entry for model %s, batch %s',model,batch); end end - error('Unable to find bead catalog model entry for %s',model); + TASBESession.error('TASBE:BeadCatalog', 'NoModel', 'Unable to find bead catalog model entry for %s',model); end % The catalog has a 4-layer cell structure: @@ -51,18 +92,28 @@ persistent catalog; if nargin<1, forceReload=false; end; if isempty(catalog) || forceReload, - warning('off','MATLAB:xlsread:ActiveX') - [nums txts combo] = xlsread('BeadCatalog.xls'); + % ISSUE-81: The cell range of the spreadsheet must be updated whenever BeadCatalog.xlsx is updated. + [nums txts combo] = xlsread(TASBEConfig.get('beads.catalogFileName'), 1, 'A1:M114'); catalog = parseCatalog(combo); end returned = catalog; end - + +function x = emptyOrNaN(v) + if isempty(v), + x = true; return; + elseif isnumeric(v) && isnan(v(1)), + x = true; return; + else + x = false; return; + end +end + function catalog = parseCatalog(entries) currentLine = 1; catalog = {}; while currentLine<=size(entries,1) - if isnan(entries{currentLine,1}) % skip lines that start with blanks + if emptyOrNaN(entries{currentLine,1}) % skip lines that start with blanks currentLine = currentLine+1; else % otherwise, try to parse as a bead model entry [catalog{end+1} currentLine] = parseModel(entries,currentLine); @@ -71,7 +122,7 @@ end end end - + function [model currentLine] = parseModel(entries,currentLine) % from first line, take first cell to be name; ignore rest name = entries{currentLine,1}; @@ -100,24 +151,32 @@ currentLine = currentLine+1; end end - + function channelEntry = parseChannel(entries,currentLine) row = entries(currentLine,2:end); name = row{1}; laser = row{2}; - if ischar(row{3}), filter = row{3}; - elseif isnan(row{3}), filter = 'Unspecified'; - else error('Line %i: filter must be either a string or blank',currentLine); + if ischar(row{3}), filter = row{3}; + elseif emptyOrNaN(row{3}), filter = 'Unspecified'; + else TASBESession.error('TASBE:BeadCatalog','BadFilter','Line %i: filter must be either a string or blank',currentLine); end units = row{4}; - try - lastPeak = find(~cellfun(@isnan,row(5:end)),1,'last'); + try + lastPeak = find(~cellfun(@emptyOrNaN,row(5:end)),1,'last'); catch e - error('Line %i: couldn''t interpret peak specifications',currentLine); + TASBESession.error('TASBE:BeadCatalog','BadPeakSpecifications','Line %i: couldn''t interpret peak specifications',currentLine); end peaks = [row{4+(1:lastPeak)}]; if isempty(peaks) - error('Line %i: bead peak specification must contain at least one peak.',currentLine); + TASBESession.error('TASBE:BeadCatalog','MissingPeakSpecification','Line %i: bead peak specification must contain at least one peak.',currentLine); end + + % Code added to make sure Octave doesn't throw away the empty peak + % cells. + cellPeaks = {row{4+(1:lastPeak)}}; + empties = cellfun('isempty', cellPeaks); + cellPeaks(empties) = {NaN}; + peaks = cell2mat(cellPeaks); + channelEntry = {name, units, peaks}; end diff --git a/get_fcs_color.m b/code/get_fcs_color.m similarity index 50% rename from get_fcs_color.m rename to code/get_fcs_color.m index eaf93d79..1af4de8f 100644 --- a/get_fcs_color.m +++ b/code/get_fcs_color.m @@ -1,8 +1,7 @@ -function [data hdr] = get_fcs_color(fcsdat,fcshdr,color,suppress_errors) % GET_FCS_COLOR: search through the fcshdr file to determine which column % contains the color of interest, then return that column's data - -% Copyright (C) 2010-2017, Raytheon BBN Technologies and contributors listed +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed % in the AUTHORS file in TASBE analytics package distribution's top directory. % % This file is part of the TASBE analytics package, and is distributed @@ -10,7 +9,8 @@ % exception, as described in the file LICENSE in the TASBE analytics % package distribution's top directory. -if nargin<4, suppress_errors = 0; end; +function [data, hdr] = get_fcs_color(fcsdat,fcshdr,color,suppress_errors) +if nargin<4, suppress_errors = 0; end data = []; hdr = []; for i=1:size(fcshdr.par,2) @@ -18,9 +18,23 @@ data = fcsdat(:,i); hdr = fcshdr.par(i); return; - end; -end; + elseif (strcmp(fcshdr.par(i).rawname,color)) + data = fcsdat(:,i); + hdr = fcshdr.par(i); + return; + end +end + +% Get channel names +channel_names = ''; +for i=1:size(fcshdr.par,2) + if i == 1 + channel_names = fcshdr.par(i).name; + else + channel_names = [channel_names ', ' fcshdr.par(i).name]; + end +end if ~suppress_errors - error('Could not find color %s in FCS data',color); + TASBESession.error('FCS:Select','MissingColor','Could not find color %s in FCS data. The channel options are %s',color,channel_names); end diff --git a/code/make_color_model_excel.m b/code/make_color_model_excel.m new file mode 100644 index 00000000..fdc42ffd --- /dev/null +++ b/code/make_color_model_excel.m @@ -0,0 +1,301 @@ +% Function that uses a template spreadsheet to create and save a Color Model. +% Input includes a TemplateExtraction object. +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed +% in the AUTHORS file in TASBE analytics package distribution's top directory. +% +% This file is part of the TASBE analytics package, and is distributed +% under the terms of the GNU General Public License, with a linking +% exception, as described in the file LICENSE in the TASBE analytics + +function [CM] = make_color_model_excel(extractor) + % Reset and update TASBEConfig + extractor.TASBEConfig_updates(); + path = extractor.path; + % Set TASBEConfigs and create variables needed to generate the CM + TASBEConfig.set('template.displayErrors', 1); + experimentName = extractor.getExcelValue('experimentName', 'char'); + TASBEConfig.set('template.displayErrors', 0); + + TASBEConfig.set('plots.showPlotLocation', 1); + + try + outputName = extractor.getExcelValue('outputName_CM', 'char'); + [~, name, ~] = fileparts(outputName); + outputName = [name '.mat']; + catch + TASBESession.warn('make_color_model_excel', 'MissingPreference', 'Missing Output File Name in "Calibration" sheet'); + outputName = [experimentName '-ColorModel.mat']; + end + + try + outputPath = extractor.getExcelValue('outputPath_CM', 'char'); + outputPath = make_filename_absolute(outputPath, path); + catch + TASBESession.warn('make_color_model_excel', 'MissingPreference', 'Missing Output File Path in "Calibration" sheet'); + outputPath = path; + end + + try + transChannelMin = extractor.getExcelValue('transChannelMin', 'cell'); + catch + TASBESession.warn('make_color_model_excel', 'MissingPreference', 'Missing Translation Channel Min in "Calibration" sheet'); + transChannelMin = {}; + end + + try + plot_path = extractor.getExcelValue('plots.plotPath', 'char', 1); + % display(plot_path); + plot_path = make_filename_absolute(plot_path, path); + TASBEConfig.set('plots.plotPath', plot_path); + catch + TASBESession.warn('make_color_model_excel', 'MissingPreference', 'Missing plot path in "Calibration" sheet'); + plot_path = end_with_slash(fullfile(path, 'plots/')); + TASBEConfig.set('plots.plotPath', plot_path); + end + + extractor.setTASBEConfig('beads.beadModel', 'char'); + extractor.setTASBEConfig('beads.beadBatch', 'char'); + extractor.setTASBEConfig('beads.rangeMin', 'numeric'); + extractor.setTASBEConfig('beads.rangeMax', 'numeric'); + extractor.setTASBEConfig('beads.peakThreshold', 'numeric'); + extractor.setTASBEConfig('beads.beadChannel', 'char'); + extractor.setTASBEConfig('beads.secondaryBeadChannel', 'char'); + + % Extract bead, blank, and all files (and size bead file if applicable) + % ref_filenames = {'blank','beads','all','sizebead'}; + sizebeadfile = []; + TASBEConfig.set('template.displayErrors', 1); + ref_filenames = {extractor.getExcelValue('blank_name', 'char'), extractor.getExcelValue('all_name', 'char')}; + TASBEConfig.set('template.displayErrors', 0); + size_bead = false; + try + size_bead_name = extractor.getExcelValue('size_bead_name', 'char'); + ref_filenames{end+1} = size_bead_name; + size_bead = true; + catch + TASBESession.notify('make_color_model_excel', 'NoSizeBeads', 'Size bead feature not being used.'); + end + output_filenames = {}; + sh_num1 = extractor.getSheetNum('first_sample_num'); + first_sample_row = extractor.getRowNum('first_sample_num'); + sample_num_col = extractor.getColNum('first_sample_num'); + sample_name_col = find(ismember(extractor.col_names, 'SAMPLE NAME'), 1); + if isempty(sample_name_col) + TASBESession.error('make_color_model_excel', 'InvalidHeaderName', 'The header, SAMPLE NAME, does not match with any column titles in "Samples" sheet.'); + end + % Go through samples in "Samples" sheet and look for matches in name to + % elements in ref_filenames + for i=first_sample_row:size(extractor.sheets{sh_num1},1) + try + num = extractor.getExcelValuePos(sh_num1, i, sample_num_col, 'numeric'); + name = extractor.getExcelValuePos(sh_num1, i, sample_name_col, 'char'); + if isempty(num) + break + end + catch + break + end + for j=1:numel(ref_filenames) + if strcmpi(name, ref_filenames{j}) + datafile = getExcelFilename(extractor, i); + output_filenames{j} = datafile{1}; + end + end + end + bead_files = getBeadFile(extractor); + beads_file = bead_files{1}; + blank_file = output_filenames{1}; + all_file = output_filenames{2}; + if size_bead + sizebeadfile = output_filenames{3}; + end + + % Autodetect gating with an N-dimensional gaussian-mixture-model + autogate = GMMGating(blank_file); + + % Dealing with channels + print_names = {}; + channel_names = {}; + sample_ids = {}; + all_channels = false; + % Determine relevant channels + try + rel_channels = extractor.getExcelValue('relevant_channels', 'cell'); + catch + % this means that all channels are relevant + all_channels = true; + end + % Create one channel for each color + channels = {}; + sh_num2 = extractor.getSheetNum('first_flchrome_name'); + first_flchrome_row = extractor.getRowNum('first_flchrome_name'); + flchrome_name_col = extractor.getColNum('first_flchrome_name'); + flchrome_channel_col = extractor.getColNum('first_flchrome_channel'); + flchrome_wavlen_col = extractor.getColNum('first_flchrome_wavlen'); + flchrome_filter_col = extractor.getColNum('first_flchrome_filter'); + flchrome_color_col = extractor.getColNum('first_flchrome_color'); + flchrome_id_col = extractor.getColNum('first_flchrome_id'); + for i=first_flchrome_row:size(extractor.sheets{sh_num2},1) + try + print_name = extractor.getExcelValuePos(sh_num2, i, flchrome_name_col, 'char'); + catch + break + end + ind = i - (first_flchrome_row-1); + if all_channels || ~isempty(find([rel_channels{:}] == ind, 1)) + % Extract the rest of the information for the channel + channel_name = extractor.getExcelValuePos(sh_num2, i, flchrome_channel_col, 'char'); + excit_wavelen = extractor.getExcelValuePos(sh_num2, i, flchrome_wavlen_col, 'numeric'); + filter = strtrim(strsplit(extractor.getExcelValuePos(sh_num2, i, flchrome_filter_col, 'char'), '/')); + color = extractor.getExcelValuePos(sh_num2, i, flchrome_color_col, 'char'); + print_names{ind} = print_name; + channel_names{ind} = channel_name; + channels{ind} = Channel(channel_name, excit_wavelen, str2double(filter{1}), str2double(filter{2})); + channels{ind} = setPrintName(channels{ind}, print_name); % Name to print on charts + channels{ind} = setLineSpec(channels{ind}, color); % Color for lines, when needed + try + id = extractor.getExcelValuePos(sh_num2, i, flchrome_id_col, 'char'); + catch + id = print_name; + end + sample_ids{ind} = id; + end + end + + % Create all non-fluorescence channels + num_nonflr = 0; + first_nonflr_row = extractor.getRowNum('first_nonflr_name'); + nonflr_name_col = extractor.getColNum('first_nonflr_name'); + nonflr_channel_col = extractor.getColNum('first_nonflr_channel'); + nonflr_wavlen_col = extractor.getColNum('first_nonflr_wavlen'); + nonflr_filter_col = extractor.getColNum('first_nonflr_filter'); + nonflr_color_col = extractor.getColNum('first_nonflr_color'); + for i=first_nonflr_row:size(extractor.sheets{sh_num2},1) + try + print_name = extractor.getExcelValuePos(sh_num2, i, nonflr_name_col, 'char'); + catch + break + end + % Extract the rest of the information for the channel + channel_name = extractor.getExcelValuePos(sh_num2, i, nonflr_channel_col, 'char'); + excit_wavelen = extractor.getExcelValuePos(sh_num2, i, nonflr_wavlen_col, 'numeric'); + filter = strtrim(strsplit(extractor.getExcelValuePos(sh_num2, i, nonflr_filter_col, 'char'), '/')); + color = extractor.getExcelValuePos(sh_num2, i, nonflr_color_col, 'char'); + % FSC and SSC channels can be added to be read unprocessed to MEFL + channels{end+1} = Channel(channel_name, excit_wavelen, str2double(filter{1}), str2double(filter{2})); + channels{end} = setPrintName(channels{end}, print_name); % Name to print on charts + channels{end} = setLineSpec(channels{end}, color); % Color for lines, when needed + % If the name is FSC or SSC (or one of those with '-A', '-H', or '-W') it will automatically be unprocessed; otherwise, set it + channels{end} = setIsUnprocessed(channels{end}, true); + num_nonflr = num_nonflr + 1; + end + + % Make sure non-fluorescence channel made if size_bead is true + if size_bead && num_nonflr == 0 + TASBESession.warn('make_color_model_excel', 'NoSizeBeadChannel', 'Size bead feature requires at least one non-fluorescence channel.'); + end + + % Obtain channel filenames using sample_ids + colorfiles = {}; + for i=first_sample_row:size(extractor.sheets{sh_num1},1) + try + num = extractor.getExcelValuePos(sh_num1, i, sample_num_col, 'numeric'); + name = extractor.getExcelValuePos(sh_num1, i, sample_name_col, 'char'); + if isempty(num) + break + end + catch + break + end + for j=1:numel(sample_ids) + if strcmpi(name, sample_ids{j}) + datafile = getExcelFilename(extractor, i); + colorfiles{j} = datafile{1}; + end + end + end + + % Included a check to make sure that the number of channels matches with + % the number in the template + if numel(channels) ~= extractor.getExcelValue('num_channels', 'numeric') + TASBESession.warn('make_color_model_excel', 'DimensionMismatch', 'Channel dimensions do not match with number of channels from template'); + end + + % Multi-color controls are used for converting other colors into FITC units + colorpairfiles = {}; + % Entries are: channel1, channel2, constitutive channel, filename + % This allows channel1 and channel2 to be converted into one another. + % If you only have two colors, you can set consitutive-channel to equal channel1 or channel2 + if size_bead + n_channels = numel(channels) - num_nonflr; + else + n_channels = numel(channels); + end + + if n_channels == 2 + colorpairfiles{1} = {channels{1}, channels{2}, channels{2}, all_file}; + else + for i=1:n_channels-1 + if i >= 2 + colorpairfiles{end+1} = {channels{1}, channels{i+1}, channels{i-1}, all_file}; + else + colorpairfiles{end+1} = {channels{1}, channels{i+1}, channels{i+2}, all_file}; + end + end + end + + % Making the color model + CM = ColorModel(beads_file, blank_file, channels, colorfiles, colorpairfiles, sizebeadfile); + CM = set_ERF_channel_name(CM, channel_names{1}); + CM = add_prefilter(CM,autogate); + + if ~isempty(transChannelMin) + TASBEConfig.set('colortranslation.channelMinimum',cell2mat(transChannelMin)); + end + + if size_bead + % Setting size bead configs + CM=set_um_channel_name(CM, 'FSC-A'); + extractor.setTASBEConfig('sizebeads.beadModel', 'char'); + extractor.setTASBEConfig('sizebeads.beadBatch', 'char'); + extractor.setTASBEConfig('sizebeads.rangeMin', 'numeric'); + extractor.setTASBEConfig('sizebeads.rangeMax', 'numeric'); + extractor.setTASBEConfig('sizebeads.peakThreshold', 'numeric'); + extractor.setTASBEConfig('sizebeads.beadChannel', 'char'); + end + + % Execute and save the model + CM = resolve(CM); + if ~isdir(outputPath) + sanitized_path = strrep(outputPath, '/', '/'); + sanitized_path = strrep(sanitized_path, '\', '\'); + sanitized_path = strrep(sanitized_path, ':', ':'); + TASBESession.notify('OutputFig','MakeDirectory','Directory does not exist, attempting to create it: %s',sanitized_path); + mkdir(outputPath); + end + save('-V7',[outputPath, outputName],'CM'); + + % Conduct bead comparisons if applicable + % If size of beadfiles is greater than 1, then run bead comparisons + if numel(bead_files) > 1 + try + tolerance = extractor.getExcelValue('bead_tolerance', 'numeric'); + catch + tolerance = 0.5; + TASBESession.notify('make_color_model_excel', 'MissingPreference', 'Bead comparison tolerance defaulting to 0.5'); + end + + for i=2:numel(bead_files) + [ok, ratios] = check_beads_identical(CM, bead_files{i}, tolerance); + TASBESession.notify('make_color_model_excel', 'BeadCompRatio', 'Ratios between peaks: %.2f \n', ratios); + % A warning is thrown if two beadfiles are not considered identical + if ok + TASBESession.succeed('make_color_model_excel', 'Identical', 'Bead files are sufficiently identical to each other'); + else + TASBESession.warn('make_color_model_excel', 'NotIdentical', 'Bead files are not identical to each other!'); + end + end + end + TASBEConfig.set('plots.showPlotLocation', 0); +end diff --git a/code/per_color_constitutive_analysis.m b/code/per_color_constitutive_analysis.m new file mode 100644 index 00000000..a9d352c4 --- /dev/null +++ b/code/per_color_constitutive_analysis.m @@ -0,0 +1,176 @@ +% PER_COLOR_CONSTITUTIVE analyzes the inputted batch_description for batch +% analysis and outputs the results and sampleresults for further plotting. +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed +% in the AUTHORS file in TASBE analytics package distribution's top directory. +% +% This file is part of the TASBE analytics package, and is distributed +% under the terms of the GNU General Public License, with a linking +% exception, as described in the file LICENSE in the TASBE analytics +% package distribution's top directory. + +function [results, sampleresults] = per_color_constitutive_analysis(colorModel,batch_description,colors,AP, cloudNames) +% The 'results' here is not a standard ExperimentResults, but a similar scratch structure + +TASBESession.warn('TASBE:Analysis','UpdateNeeded','Need to update per_color_constitutive_analysis to use new samplestatistics'); +n_conditions = size(batch_description,1); + +% check to make sure batch_file has the correct dimensions +if size(batch_description, 2) ~= 2 + TASBESession.error('TASBE:Analysis', 'DimensionMismatch', 'Batch analysis invoked with incorrect number of columns. Make sure batch_file is a n X 2 matrix.'); +end +% ensure all files referenced are DataFiles +batch_description(:,2) = cellfun(@(entry)({cellfun(@(f)({ensureDataFile(f)}),entry)}),batch_description(:,2)); + +data = cell(n_conditions,1); +n_removed = data; n_events = data; +csv_filenames = {}; +for i = 1:n_conditions + condition_name = batch_description{i,1}; + fileset = batch_description{i,2}; + experiment = Experiment(condition_name,'', {0,fileset}); + [data{i},n_removed_sub] = read_data(colorModel, experiment, AP); + n_removed{i} = [n_removed_sub{1}{:}]; + for j=1:numel(fileset), n_events{i}(j) = size(data{i}{1}{j},1); end + if exist('cloudNames', 'var') + filenames = {cloudNames{i}}; + else + datafiles = getInducerLevelsToFiles(experiment); % returns array of datafiles + % convert datafiles to filenames + filenames = {}; + for k=1:numel(datafiles) + perInducerDataFiles = datafiles{k}; + perInducerFiles = {}; + for p=1:numel(perInducerDataFiles) + perInducerFiles{end+1} = getFile(perInducerDataFiles{p}); + end + filenames{end+1} = perInducerFiles; + end + end + csv_filename = writeFcsPointCloudCSV(colorModel, filenames, data{i}); + if ~isempty(csv_filename) + csv_filenames = [csv_filenames csv_filename]; + end +end + +% Create point cloud header +if TASBEConfig.get('flow.outputPointCloud') + writePointCloudHeader(colorModel, csv_filenames); +end + +% first do all the processing +rawresults = cell(size(colors)); +for i=1:numel(colors) + fprintf(['Processing for color ' colors{i} '...\n']); + AP = setChannelLabels(AP,{'constitutive',channel_named(colorModel,colors{i})}); + rawresults{i} = process_constitutive_batch( colorModel, batch_description, AP, data); +end + +bincenters = get_bin_centers(getBins(AP)); + +results = cell(n_conditions,1); sampleresults = results; +threshold = TASBEConfig.get('flow.onThreshold'); +fracs_removed = {}; +for i=1:n_conditions + replicatecounts = numel(rawresults{1}{i,2}); + samplebincounts = cell(replicatecounts,1); + sample_gmm_means = samplebincounts; sample_gmm_stds = samplebincounts; sample_gmm_weights = samplebincounts; + samplemeans = zeros(replicatecounts,numel(colors)); samplestds = samplemeans; + results{i}.condition = batch_description{i,1}; + results{i}.bincenters = bincenters; + for j=1:numel(colors) + % kludge needs generalization + derived_channel = strcmp(getUnits(getChannel(colorModel,j)),'Boolean'); + ER = rawresults{j}{i,1}; + SR = rawresults{j}{i,2}; + rawbincounts = getBinCounts(ER); + results{i}.bincounts(:,j) = rawbincounts; + if(~derived_channel) + results{i}.means(j) = geomean(bincenters',rawbincounts); + results{i}.stds(j) = geostd(bincenters',rawbincounts); + else + results{i}.means(j) = log10(get_bin_widths(getBins(AP)))/2+wmean(log10(bincenters'),rawbincounts); % KLUDGE FOR BOOLEAN + results{i}.stds(j) = wstd(log10(bincenters'),rawbincounts); + end + [results{i}.gmm_means(:,j), results{i}.gmm_stds(:,j), results{i}.gmm_weights(:,j)] = get_channel_gmm_results(rawresults{j}{i,1},'constitutive'); + % per-sample histograms + for k=1:replicatecounts + samplebincounts{k}(:,j) = SR{k}.BinCounts; + if(~derived_channel) + samplemeans(k,j) = geomean(bincenters',SR{k}.BinCounts); + samplestds(k,j) = geostd(bincenters',SR{k}.BinCounts); + else + samplemeans(k,j) = log10(get_bin_widths(getBins(AP)))/2+wmean(log10(bincenters'),SR{k}.BinCounts); + samplestds(k,j) = wstd(log10(bincenters'),SR{k}.BinCounts); + end + color_column = find(colorModel,channel_named(colorModel,colors{j})); + sample_gmm_means{k}(:,j) = SR{k}.PopComponentMeans(:,color_column); + sample_gmm_stds{k}(:,j) = SR{k}.PopComponentStandardDevs(:,color_column); + sample_gmm_weights{k}(:,j) = SR{k}.PopComponentWeights(:,color_column); + results{i}.n_events_used(k,j) = sum(SR{k}.BinCounts); + results{i}.n_events_outofrange(k,j) = SR{k}.OutOfRange; + end + if(~derived_channel) + results{i}.stdofmeans(j) = geostd(samplemeans(:,j)); + else + results{i}.stdofmeans(j) = std(samplemeans(:,j)); + end + results{i}.stdofstds(j) = mean(samplestds(:,j)); + end + on_fracs = {}; + off_fracs = {}; + for k=1:replicatecounts + on_counts = sum(data{i}{1}{k} >= threshold); + off_counts = sum(data{i}{1}{k} < threshold); + on_total_count = sum(on_counts); + off_total_count = sum(off_counts); + on_frac = on_total_count/(on_total_count+off_total_count); + off_frac = off_total_count/(on_total_count+off_total_count); + on_fracs{end+1} = on_frac; + off_fracs{end+1} = off_frac; + sampleresults{i}{k} = SampleResults([], batch_description{i,2}{k}, setChannelLabels(AP,colors'), samplebincounts{k}, samplemeans(k,:), samplestds(k,:), ... + [], [], [], [], [], [], [], [], [], sample_gmm_means{k}, sample_gmm_stds{k}, sample_gmm_weights{k}, on_frac, off_frac); + end + results{i}.on_fracMean = mean(cell2mat(on_fracs)); + results{i}.on_fracStd = std(cell2mat(on_fracs)); + results{i}.off_fracMean = mean(cell2mat(off_fracs)); + results{i}.off_fracStd = std(cell2mat(off_fracs)); + results{i}.n_events = n_events{i}; + results{i}.n_events_removed = n_removed{i}; + frac = n_removed{i}/n_events{i}; + fracs_removed{end+1} = frac; + results{i}.frac_removed = frac; +end + +%%%%%%%%%%%%%%%%%% +% walk through all results and see if there's reason for statistical concern +max_events = 0; +for i=1:n_conditions + if ~isempty(results{i}.n_events) + max_events = max(max_events,max(results{i}.n_events)); + end +end +for i=1:n_conditions + cur_events = min(results{i}.n_events); + if ~isempty(cur_events) && (max_events/cur_events > TASBEConfig.get('flow.conditionEventRatioWarning')) + TASBESession.warn('TASBE:Analysis','HighConditionSizeVariation','High variation in events per condition:\n max=%i, Condition "%s" = %i',... + max_events, results{i}.condition, cur_events); + end +end + +% warn when some samples have a fraction of gated particles that is very +% different +median_fracs_removed = median(cell2mat(fracs_removed)); +lower_bound = (1-TASBEConfig.get('flow.conditionFracGatedWarning'))*median_fracs_removed; +upper_bound = (1+TASBEConfig.get('flow.conditionFracGatedWarning'))*median_fracs_removed; +for i=1:n_conditions + frac = results{i}.frac_removed; + if frac < lower_bound + TASBESession.warn('TASBE:Analysis', 'HighGatingVariation', 'Fraction of gated particles in condition "%s" is significantly lower than the median: frac=%i, median=%i', results{i}.condition, frac, median_fracs_removed); + elseif frac > upper_bound + TASBESession.warn('TASBE:Analysis', 'HighGatingVariation', 'Fraction of gated particles in condition "%s" is significantly higher than the median: frac=%i, median=%i', results{i}.condition, frac, median_fracs_removed); + end +end + + + diff --git a/plot_IO_characterization.m b/code/plot_IO_characterization.m similarity index 50% rename from plot_IO_characterization.m rename to code/plot_IO_characterization.m index 0484d19a..a5f744cf 100644 --- a/plot_IO_characterization.m +++ b/code/plot_IO_characterization.m @@ -1,4 +1,7 @@ -% Copyright (C) 2010-2017, Raytheon BBN Technologies and contributors listed +% PLOT_IO_CHARACTERIZATION plots plain input/output plots for transfer +% curve analysis. +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed % in the AUTHORS file in TASBE analytics package distribution's top directory. % % This file is part of the TASBE analytics package, and is distributed @@ -6,12 +9,15 @@ % exception, as described in the file LICENSE in the TASBE analytics % package distribution's top directory. -function plot_IO_characterization(results,outputsettings,in_channel,out_channel) -if nargin<3, in_channel = 'input'; end; -if nargin<4, out_channel = 'output'; end; +function plot_IO_characterization(results,in_channel,out_channel) +if nargin<2, in_channel = 'input'; end; +if nargin<3, out_channel = 'output'; end; -step = outputsettings.PlotEveryN; -ticks = outputsettings.PlotTickMarks; +step = TASBEConfig.get('OutputSettings.PlotEveryN'); +ticks = TASBEConfig.get('OutputSettings.PlotTickMarks'); +stemName = TASBEConfig.get('OutputSettings.StemName'); +directory = TASBEConfig.get('plots.plotPath'); +figsize = TASBEConfig.get('OutputSettings.FigureSize'); AP = getAnalysisParameters(results); n_bins = get_n_bins(getBins(AP)); @@ -25,7 +31,7 @@ function plot_IO_characterization(results,outputsettings,in_channel,out_channel) %%% I/O plots: % Plain I/O plot: -h = figure('PaperPosition',[1 1 5 3.66]); +h = figure('PaperPosition',[1 1 figsize]); set(h,'visible','off'); for i=1:step:n_bins which = fa(i,:)>getMinFractionActive(AP); @@ -33,16 +39,20 @@ function plot_IO_characterization(results,outputsettings,in_channel,out_channel) if ticks loglog(input_mean(i,which),output_mean(i,which),'+','Color',hsv2rgb([hues(i) 1 0.9])); end + % plot isolated points + isolated = isolated_points(input_mean(i,:),1) | isolated_points(output_mean(i,:),1); + loglog(input_mean(i,which & isolated),output_mean(i,which & isolated),'+','Color',hsv2rgb([hues(i) 1 0.9])); hold on; + % plot standard deviations loglog(input_mean(i,which),output_mean(i,which).*output_std(i,which),':','Color',hsv2rgb([hues(i) 1 0.9])); loglog(input_mean(i,which),output_mean(i,which)./output_std(i,which),':','Color',hsv2rgb([hues(i) 1 0.9])); -end; -%if(outputSettings.FixedAxis), axis([1e2 1e10 1e2 1e10]); end; -xlabel(['IFP ' in_units]); ylabel(['OFP ' out_units]); +end +%if(TASBEConfig.get('OutputSettings.FixedAxis')), axis([1e2 1e10 1e2 1e10]); end; +xlabel(['IFP ' clean_for_latex(in_units)]); ylabel(['OFP ' clean_for_latex(out_units)]); set(gca,'XScale','log'); set(gca,'YScale','log'); -if(outputsettings.FixedInputAxis), xlim(outputsettings.FixedInputAxis); end; -if(outputsettings.FixedOutputAxis), ylim(outputsettings.FixedOutputAxis); end; -title(['Raw ',outputsettings.StemName,' transfer curve, colored by constitutive bin']); -outputfig(h,[outputsettings.StemName,'-',outputsettings.DeviceName,'-mean'],outputsettings.Directory); +if(TASBEConfig.isSet('OutputSettings.FixedInputAxis')), xlim(TASBEConfig.get('OutputSettings.FixedInputAxis')); end +if(TASBEConfig.isSet('OutputSettings.FixedOutputAxis')), ylim(TASBEConfig.get('OutputSettings.FixedOutputAxis')); end +title(['Raw ',clean_for_latex(stemName),' transfer curve, colored by constitutive bin']); +outputfig(h,[clean_for_latex(stemName),'-mean'],directory); %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% % Plasmid system is disabled, due to uncertainty about correctness @@ -60,12 +70,12 @@ function plot_IO_characterization(results,outputsettings,in_channel,out_channel) % loglog(input_mean(i,which),output_mean(i,which)./pe(i,which).*output_std(i,which),':','Color',hsv2rgb([hues(i) 1 0.9])); % loglog(input_mean(i,which),output_mean(i,which)./pe(i,which)./output_std(i,which),':','Color',hsv2rgb([hues(i) 1 0.9])); % end; -% %if(outputSettings.FixedAxis), axis([1e2 1e10 1e2 1e10]); end; +% %if(TASBEConfig.get('OutputSettings.FixedAxis')), axis([1e2 1e10 1e2 1e10]); end; % set(gca,'XScale','log'); set(gca,'YScale','log'); -% xlabel(['IFP ' in_units]); ylabel(['OFP ' out_units '/plasmid']); -% if(outputsettings.FixedNormalizedInputAxis), xlim(outputsettings.FixedNormalizedInputAxis); end; -% if(outputsettings.FixedNormalizedOutputAxis), ylim(outputsettings.FixedNormalizedOutputAxis); end; -% title(['Normalized ',outputsettings.DeviceName,' transfer curve, colored by plasmid count']); -% outputfig(h,[outputsettings.StemName,'-',outputsettings.DeviceName,'-mean-norm'],outputsettings.Directory); +% xlabel(['IFP ' clean_for_latex(in_units)]); ylabel(['OFP ' clean_for_latex(out_units) '/plasmid']); +% if(TASBEConfig.get('OutputSettings.FixedNormalizedInputAxis')), xlim(TASBEConfig.get('OutputSettings.FixedNormalizedInputAxis')); end; +% if(TASBEConfig.get('OutputSettings.FixedNormalizedOutputAxis')), ylim(TASBEConfig.get('OutputSettings.FixedNormalizedOutputAxis')); end; +% title(['Normalized ',TASBEConfig.get('OutputSettings.DeviceName'),' transfer curve, colored by plasmid count']); +% outputfig(h,[TASBEConfig.get('OutputSettings.StemName'),'-',TASBEConfig.get('OutputSettings.DeviceName'),'-mean-norm'],TASBEConfig.get('OutputSettings.Directory')); end diff --git a/code/plot_batch_histograms.m b/code/plot_batch_histograms.m new file mode 100644 index 00000000..c001bd7a --- /dev/null +++ b/code/plot_batch_histograms.m @@ -0,0 +1,143 @@ +% PLOT_BATCH_HISTOGRAMS creates the bincount plots for batch analysis +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed +% in the AUTHORS file in TASBE analytics package distribution's top directory. +% +% This file is part of the TASBE analytics package, and is distributed +% under the terms of the GNU General Public License, with a linking +% exception, as described in the file LICENSE in the TASBE analytics +% package distribution's top directory. + +function plot_batch_histograms(results,sampleresults,CM,linespecs) +% Elements of linespecs can either be LineSpecs, or ColorSpecs (e.g. three-element +% 0..1 vectors representing RGB color values); currently, only single-letter +% color linespecs are properly handled. +figsize = TASBEConfig.get('OutputSettings.FigureSize'); + + +% Obtain channel names in order to generate linespecs +channels = getChannelNames(sampleresults{1}{1}.AnalysisParameters); % channel names are same across conditions and replicates +if (~exist('linespecs', 'var')) + % Build linespecs from sampleresults + linespecs = cell(numel(channels),1); + for i=1:numel(channels) + if isempty(getLineSpec(channel_named(CM, channels{i}))) + linespecs{i} = 'k'; + TASBESession.warn('plot_batch_histograms','NoLineSpecs','Linespec for channel %s not found. Defaulting to black.', channels{i}); + else + linespecs{i} = getLineSpec(channel_named(CM, channels{i})); + end + end +end +% Build unit names for X axis label +unitnames = {}; +unitlegend = []; +for i=1:numel(channels) + units = getUnits(channel_named(CM, channels{i})); + if isempty(find(cellfun(@(u)(strcmp(u,units)),unitnames),1)) % if name is new + unitnames{end+1} = units; + if ~isempty(unitlegend), unitlegend = [unitlegend ' / ']; end; + unitlegend = [unitlegend clean_for_latex(units)]; + end +end + + +if numel(linespecs) ~= numel(getChannelNames(sampleresults{1}{1}.AnalysisParameters)) + TASBESession.error('plot_batch_histograms','LineSpecDimensionMismatch', 'Size of linespecs does not match with number of channels'); +end + +n_conditions = size(sampleresults,1); +n_colors = numel(linespecs); + +fprintf('Plotting histograms'); + +% Create legendentries +legendentries = getChannelNames(sampleresults{1}{1}.AnalysisParameters); + +% one bincount plot per condition +maxcount = 1e1; +for i=1:n_conditions + lines = []; + % TODO: this should really be using a standard number + h = figure('PaperPosition',[1 1 figsize]); + set(h,'visible','off'); + bin_centers = results{i}.bincenters; + for k=1:n_colors + replicates = sampleresults{i}; + numReplicates = numel(replicates); + for j=1:numReplicates + counts = replicates{j}.BinCounts; + ls = linespecs{k}; + isolates = isolated_points(counts(:,k),1); + if(ischar(ls) && length(ls)==1 && length(findstr(ls, 'rgbcmykw')) == 1) + line1 = loglog(bin_centers,counts(:,k),ls); hold on; + loglog(bin_centers(isolates),counts(isolates,k),['+' ls]); % add isolated points with markers + else + line1 = loglog(bin_centers,counts(:,k),'Color', ls); hold on; + loglog(bin_centers(isolates),counts(isolates,k),'+','Color',ls); % add isolated points with markers + end + + if j == 1 + lines(end+1) = line1; + end + end + maxcount = max(maxcount,max(max(counts))); + end + + for j=1:numReplicates + for k=1:n_colors + ls = linespecs{k}; + if(ischar(ls) && length(ls)==1 && length(findstr(ls, 'rgbcmykw')) == 1) + loglog([results{i}.means(k) results{i}.means(k)],[1 maxcount],[ls '--']); hold on; + else + loglog([results{i}.means(k) results{i}.means(k)],[1 maxcount], 'Color', ls, 'LineStyle', '--'); hold on; + end + end + end + + % add the plot of the GMM fit if it's available + if TASBEConfig.get('histogram.plotGMM') + for k=1:n_colors + replicates = sampleresults{i}; + numReplicates = numel(replicates); + for j=1:numReplicates + fp_dist.mu = replicates{j}.PopComponentMeans; + fp_dist.Sigma(1,1,:) = replicates{j}.PopComponentStandardDevs; + fp_dist.weight = replicates{j}.PopComponentWeights; + bin_widths = get_bin_widths(getBins(replicates{j}.AnalysisParameters)); + counts = replicates{j}.BinCounts; + multiplier = sum(counts)*log10(bin_widths); + + model = gmm_pdf(fp_dist, log10(bin_centers)')*multiplier; + ls = linespecs{k}; + if(ischar(ls) && length(ls)==1 && length(findstr(ls, 'rgbcmykw')) == 1) + plot(bin_centers,model,[ls '--']); hold on; + for l=1:numel(fp_dist.mu) + loglog([10^fp_dist.mu(l) 10^fp_dist.mu(l)],[1 maxcount],[ls ':']); + end + else + plot(bin_centers,model,'Color', ls, 'LineStyle', '--'); hold on; + for l=1:numel(fp_dist.mu) + loglog([10^fp_dist.mu(l) 10^fp_dist.mu(l)],[1 maxcount],'Color', ls, 'LineStyle', ':'); + end + end + end + end + end + + xlabel(unitlegend); ylabel('Count'); + legend(lines, legendentries,'Location','Best'); + if(TASBEConfig.isSet('OutputSettings.FixedBinningAxis')), xlim(TASBEConfig.get('OutputSettings.FixedBinningAxis')); end + if(TASBEConfig.isSet('OutputSettings.FixedHistogramAxis')), ylim(TASBEConfig.get('OutputSettings.FixedHistogramAxis')); else ylim([1e0 10.^(ceil(log10(maxcount)))]); end + + title([TASBEConfig.get('OutputSettings.StemName') ' ' clean_for_latex(results{i}.condition) ' bin counts, by color']); + + if(strcmp(TASBEConfig.get('OutputSettings.StemName'), ' ') || strcmp(TASBEConfig.get('OutputSettings.StemName'), '')) + outputfig(h,[results{i}.condition '-bincounts'],TASBEConfig.get('plots.plotPath')); + else + outputfig(h,[TASBEConfig.get('OutputSettings.StemName') '-' results{i}.condition '-bincounts'],TASBEConfig.get('plots.plotPath')); + end + + fprintf('.'); +end +fprintf('\n'); diff --git a/plot_bin_statistics.m b/code/plot_bin_statistics.m similarity index 50% rename from plot_bin_statistics.m rename to code/plot_bin_statistics.m index dda585ec..d147aa60 100644 --- a/plot_bin_statistics.m +++ b/code/plot_bin_statistics.m @@ -1,4 +1,7 @@ -% Copyright (C) 2010-2017, Raytheon BBN Technologies and contributors listed +% PLOT_BIN_STATISTICS creates bincount plots by CFP level and fraction +% active per bin for plusminus and transfer curve analysis. +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed % in the AUTHORS file in TASBE analytics package distribution's top directory. % % This file is part of the TASBE analytics package, and is distributed @@ -6,22 +9,35 @@ % exception, as described in the file LICENSE in the TASBE analytics % package distribution's top directory. -function plot_bin_statistics(sampleresults,outputsettings) - -n_inductions = numel(sampleresults); -hues = (1:n_inductions)/n_inductions; +function plot_bin_statistics(sampleresults, inducer_levels) +n_var = numel(sampleresults); +hues = (1:n_var)/n_var; cfp_units = ''; +stemName = TASBEConfig.get('OutputSettings.StemName'); +directory = TASBEConfig.get('plots.plotPath'); +figsize = TASBEConfig.get('OutputSettings.FigureSize'); + +% Create legendentries +legendentries = cell(0); +for i=1:n_var + entrystr = num2str(inducer_levels(i)); + legendentries{end+1} = entrystr; % not pre-allocated because we don't know how many are valid +end + %%% Bin count plots: % Counts by CFP level: maxcount = 1e1; -h = figure('PaperPosition',[1 1 5 3.66]); +h = figure('PaperPosition',[1 1 figsize]); set(h,'visible','off'); -for i=1:n_inductions +lines = []; +legendentries2 = legendentries; +legendentries2{end+1} = 'Gaussian Mixture model'; +for i=1:n_var replicates = sampleresults{i}; numReplicates = numel(replicates); - for j=1:numReplicates, + for j=1:numReplicates counts = replicates{j}.BinCounts; analysisParam = replicates{j}.AnalysisParameters; bins = getBins(analysisParam); @@ -43,18 +59,19 @@ function plot_bin_statistics(sampleresults,outputsettings) else e = nanLoc - 1 + start - 1; end - loglog(bin_centers(start:e),counts(start:e),'-','Color',hsv2rgb([hues(i) 1 0.9])); hold on; + line1 = loglog(bin_centers(start:e),counts(start:e),'-','Color',hsv2rgb([hues(i) 1 0.9])); hold on; + if(start == e), loglog(bin_centers(start),counts(start),'+','Color',hsv2rgb([hues(i) 1 0.9])); hold on; end % make sure isolated points show start = max(start+1, e+1); end % loglog(get_bin_centers(bins),counts,'-','Color',hsv2rgb([hues(i) 1 0.9])); hold on; %%% Gaussian Mixture model - if(~isempty(replicates{j}.PlasmidModel)) + if(~isempty(replicates{j}.PlasmidModel) && ~isempty(get_fp_dist(replicates{j}.PlasmidModel))) multiplier = sum(counts)*log10(bin_widths); fp_dist = get_fp_dist(replicates{j}.PlasmidModel); model = gmm_pdf(fp_dist, log10(bin_centers)')*multiplier; - plot(bin_centers,model,'--','Color',hsv2rgb([hues(i) 1 0.9])); hold on; + line2 = plot(bin_centers,model,'--','Color',hsv2rgb([hues(i) 1 0.9])); hold on; end %%% Old distribution model % [fullmodel pbins] = CFP_distribution_model(replicates{j}.PlasmidModel); @@ -62,38 +79,69 @@ function plot_bin_statistics(sampleresults,outputsettings) % submodel = fullmodel(which)*sum(counts)/sum(fullmodel(which)); % loglog(pbins(which),submodel,'--','Color',hsv2rgb([hues(i) 1 0.9])); maxcount = max(maxcount,max(counts)); + + % Determines which type of lines should be in the legend + if j==1 + lines(end+1) = line1; + end + + if i == n_var && j == numReplicates + lines(end+1) = line2; + end end -end; -xlabel(['Constitutive ' cfp_units]); ylabel('Count'); -if(outputsettings.FixedXAxis), xlim(outputsettings.FixedXAxis); end; -if(outputsettings.FixedYAxis), ylim(outputsettings.FixedYAxis); else ylim([1e0 10.^(ceil(log10(maxcount)))]); end; -title([outputsettings.StemName,' bin counts, colored by inducer level']); -outputfig(h,[outputsettings.StemName,'-bincounts'],outputsettings.Directory); +end +xlabel(['Constitutive ' clean_for_latex(cfp_units)]); ylabel('Count'); +if TASBEConfig.get('histogram.displayLegend') + legend(lines, legendentries2,'Location','Best'); +end +if(TASBEConfig.isSet('OutputSettings.FixedBinningAxis')), xlim(TASBEConfig.get('OutputSettings.FixedBinningAxis')); end +if(TASBEConfig.isSet('OutputSettings.FixedHistogramAxis')), ylim(TASBEConfig.get('OutputSettings.FixedHistogramAxis')); else ylim([1e0 10.^(ceil(log10(maxcount)))]); end +title([clean_for_latex(stemName),' bin counts, colored by inducer level']); +if(strcmp(clean_for_latex(stemName), ' ') || strcmp(clean_for_latex(stemName), '')) + outputfig(h,'bincounts', directory); +else + outputfig(h,[clean_for_latex(stemName),'-bincounts'],directory); +end % Fraction active per bin: -h = figure('PaperPosition',[1 1 5 3.66]); +h = figure('PaperPosition',[1 1 figsize]); set(h,'visible','off'); -for i=1:n_inductions +lines = []; +for i=1:n_var replicates = sampleresults{i}; numReplicates = numel(replicates); - for j=1:numReplicates, + for j=1:numReplicates analysisParam = replicates{j}.AnalysisParameters; bins = getBins(analysisParam); - if ~isempty(replicates{j}.FractionActive), - semilogx(get_bin_centers(bins),replicates{j}.FractionActive,'-','Color',hsv2rgb([hues(i) 1 0.9])); hold on; + if ~isempty(replicates{j}.FractionActive) + line1 = semilogx(get_bin_centers(bins),replicates{j}.FractionActive,'-','Color',hsv2rgb([hues(i) 1 0.9])); hold on; + end + + % Determines which type of lines should be in the legend + if j==1 + lines(end+1) = line1; end end -end; -xlabel(['CFP ' cfp_units]); ylabel('Estimated Fraction Active'); +end +xlabel(['CFP ' clean_for_latex(cfp_units)]); ylabel('Estimated Fraction Active'); +if TASBEConfig.get('histogram.displayLegend') + legend(lines, legendentries,'Location','Best'); +end +if(TASBEConfig.isSet('OutputSettings.FixedBinningAxis')), xlim(TASBEConfig.get('OutputSettings.FixedBinningAxis')); end ylim([-0.05 1.05]); -title([outputsettings.StemName,' estimated fraction of cells active, colored by inducer level']); -outputfig(h, [outputsettings.StemName,'-active'],outputsettings.Directory); +title([clean_for_latex(stemName),' estimated fraction of cells active, colored by inducer level']); +if(strcmp(clean_for_latex(stemName), ' ') || strcmp(clean_for_latex(stemName), '')) + outputfig(h,'active', directory); +else + outputfig(h, [clean_for_latex(stemName),'-active'],directory); +end + %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% % Plasmid system is disabled, due to uncertainty about correctness %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% % Counts by estimated plasmid count: -% h = figure('PaperPosition',[1 1 5 3.66]); +% h = figure('PaperPosition',[1 1 figsize]); % set(h,'visible','off'); % for i=1:n_inductions % replicates = sampleresults{i}; @@ -123,5 +171,5 @@ function plot_bin_statistics(sampleresults,outputsettings) % set(gca,'XScale','log'); set(gca,'YScale','log'); % xlabel('Estimated Plasmid Count'); ylabel('Count'); % ylim([1e0 10.^(ceil(log10(maxcount)))]); -% title([outputsettings.StemName,' bin counts, colored by inducer level']); -% outputfig(h,[outputsettings.StemName,'-plasmid-bincounts'],outputsettings.Directory); +% title([TASBEConfig.get('OutputSettings.StemName'),' bin counts, colored by inducer level']); +% outputfig(h,[TASBEConfig.get('OutputSettings.StemName'),'-plasmid-bincounts'],TASBEConfig.get('OutputSettings.Directory')); diff --git a/code/plot_bin_statistics_all.m b/code/plot_bin_statistics_all.m new file mode 100644 index 00000000..e9ff5764 --- /dev/null +++ b/code/plot_bin_statistics_all.m @@ -0,0 +1,211 @@ +% PLOT_BIN_STATISTICS_ALL creates bincount plots by CFP level and fraction +% active per bin for plusminus and transfer curve analysis with results from +% all condition levels combined into one plot. +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed +% in the AUTHORS file in TASBE analytics package distribution's top directory. +% +% This file is part of the TASBE analytics package, and is distributed +% under the terms of the GNU General Public License, with a linking +% exception, as described in the file LICENSE in the TASBE analytics +% package distribution's top directory. + +function plot_bin_statistics_all(allsampleresults, batch_names, inducer_levels, index, channelName) +cfp_units = ''; + +stemName = TASBEConfig.get('OutputSettings.StemName'); +directory = TASBEConfig.get('plots.plotPath'); +figsize = TASBEConfig.get('OutputSettings.FigureSize'); + +% Setting up additional plot features +n_var = numel(allsampleresults{1}); +n_batch = numel(batch_names); +% Determine which dimension is varied by which line spec property (marker +% or color) +ref_marker_types = {'o', '*', '.', 'x'}; +by_n_var = 0; % state variable +if n_var > n_batch + hues = (1:n_var)./n_var; + marker_types = ref_marker_types(1:n_batch); + by_n_var = 1; +else + marker_types = ref_marker_types(1:n_var); + hues = (1:n_batch)./(n_batch); +end + +% Create legendentries +legendentries = cell(0); +for j=1:n_batch + if j == 1 + for k=1:n_var + entrystr = num2str(inducer_levels(k)); + legendentries{end+1} = [char(batch_names{1}) ' ' entrystr]; % not pre-allocated because we don't know how many are valid + end + else + entrystr = char(batch_names{j}); + legendentries{end+1} = entrystr; + end +end + +%%% Bin count plots: +% Counts by CFP level: +maxcount = 1e1; +h = figure('PaperPosition',[1 1 figsize]); +set(h,'visible','off'); +lines = []; +legendentries2 = legendentries; +legendentries2{end+1} = 'Gaussian Mixture model'; +for k=1:n_batch + sampleresults = allsampleresults{k}; + for i=1:n_var + replicates = sampleresults{i}; + numReplicates = numel(replicates); + for j=1:numReplicates + counts = replicates{j}.Histograms(:,index); + % counts = replicates{j}.BinCounts; + analysisParam = replicates{j}.AnalysisParameters; + bins = getBins(analysisParam); + bin_centers = get_bin_centers(bins); + bin_widths = get_bin_widths(bins); + rep_units = getChannelUnits(analysisParam,'constitutive'); + if strcmp(cfp_units,''), cfp_units = rep_units; + else if ~strcmp(cfp_units,rep_units), cfp_units = 'a.u.'; + end + end + + start = 1; + bin_size = numel(bin_centers); + + while (start <= bin_size) + nanLoc = find(isnan(bin_centers(start:bin_size)), 1); + if isempty(nanLoc) + e = bin_size; + else + e = nanLoc - 1 + start - 1; + end + if by_n_var + line1 = loglog(bin_centers(start:e),counts(start:e),['-' marker_types{k}],'Color',hsv2rgb([hues(i) 1 0.9])); hold on; + if(start == e), loglog(bin_centers(start),counts(start),marker_types{k},'Color',hsv2rgb([hues(i) 1 0.9])); hold on; end % make sure isolated points show + start = max(start+1, e+1); + else + line1 = loglog(bin_centers(start:e),counts(start:e),['-' marker_types{i}],'Color',hsv2rgb([hues(k) 1 0.9])); hold on; + if(start == e), loglog(bin_centers(start),counts(start),marker_types{i},'Color',hsv2rgb([hues(k) 1 0.9])); hold on; end % make sure isolated points show + start = max(start+1, e+1); + end + end + % loglog(get_bin_centers(bins),counts,'-','Color',hsv2rgb([hues(i) 1 0.9])); hold on; + + %%% Gaussian Mixture model + if(~isempty(replicates{j}.PlasmidModel) && ~isempty(get_fp_dist(replicates{j}.PlasmidModel))) + multiplier = sum(counts)*log10(bin_widths); + fp_dist = get_fp_dist(replicates{j}.PlasmidModel); + model = gmm_pdf(fp_dist, log10(bin_centers)')*multiplier; + if by_n_var + line2 = plot(bin_centers,model,['--' marker_types{k}],'Color',hsv2rgb([hues(i) 1 0.9]),'MarkerSize', 3); hold on; + else + line2 = plot(bin_centers,model,['--' marker_types{i}],'Color',hsv2rgb([hues(k) 1 0.9]),'MarkerSize', 3); hold on; + end + end + %%% Old distribution model + % [fullmodel pbins] = CFP_distribution_model(replicates{j}.PlasmidModel); + % which = pbins>=min(get_bin_centers(bins)) & pbins<=max(get_bin_centers(bins)); + % submodel = fullmodel(which)*sum(counts)/sum(fullmodel(which)); + % loglog(pbins(which),submodel,'--','Color',hsv2rgb([hues(i) 1 0.9])); + maxcount = max(maxcount,max(counts)); + + % Determines which type of lines should be in the legend + if j == 1 && (i == 1 || k == 1 ) + lines(end+1) = line1; + end + + if i == n_var && j == numReplicates && k == n_batch + lines(end+1) = line2; + end + end + end +end +xlabel([channelName ' ' clean_for_latex(cfp_units)]); ylabel('Count'); +legend(lines, legendentries2,'Location','Best'); +if(TASBEConfig.isSet('OutputSettings.FixedBinningAxis')), xlim(TASBEConfig.get('OutputSettings.FixedBinningAxis')); end +if(TASBEConfig.isSet('OutputSettings.FixedHistogramAxis')), ylim(TASBEConfig.get('OutputSettings.FixedHistogramAxis')); else ylim([1e0 10.^(ceil(log10(maxcount)))]); end +title(['All ' clean_for_latex(stemName),' bin counts, colored by inducer level']); +if(strcmp(clean_for_latex(stemName), ' ') || strcmp(clean_for_latex(stemName), '')) + outputfig(h,['all-' channelName 'bincounts'],directory); +else + outputfig(h,[clean_for_latex(stemName),'-all-' channelName '-bincounts'],directory); +end + +% Fraction active per bin: +h = figure('PaperPosition',[1 1 figsize]); +set(h,'visible','off'); +lines = []; +for k=1:n_batch + sampleresults = allsampleresults{k}; + for i=1:n_var + replicates = sampleresults{i}; + numReplicates = numel(replicates); + for j=1:numReplicates + analysisParam = replicates{j}.AnalysisParameters; + bins = getBins(analysisParam); + if ~isempty(replicates{j}.FractionActive) + if by_n_var + line1 = semilogx(get_bin_centers(bins),replicates{j}.FractionActive,['-' marker_types{k}],'Color',hsv2rgb([hues(i) 1 0.9])); hold on; + else + line1 = semilogx(get_bin_centers(bins),replicates{j}.FractionActive,['-' marker_types{i}],'Color',hsv2rgb([hues(k) 1 0.9])); hold on; + end + end + + % Determines which type of lines should be in the legend + if j == 1 && (i == 1 || k == 1 ) + lines(end+1) = line1; + end + end + end +end +xlabel(['CFP ' clean_for_latex(cfp_units)]); ylabel('Estimated Fraction Active'); +legend(lines, legendentries,'Location','Best'); +if(TASBEConfig.isSet('OutputSettings.FixedBinningAxis')), xlim(TASBEConfig.get('OutputSettings.FixedBinningAxis')); end +ylim([-0.05 1.05]); +title(['All ' clean_for_latex(stemName),' estimated fraction of cells active, colored by inducer level']); +if(strcmp(clean_for_latex(stemName), ' ') || strcmp(clean_for_latex(stemName), '')) + outputfig(h, 'all-active',directory); +else + outputfig(h, [clean_for_latex(stemName),'-all-active'],directory); +end + +%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% +% Plasmid system is disabled, due to uncertainty about correctness +%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% +% Counts by estimated plasmid count: +% h = figure('PaperPosition',[1 1 figsize]); +% set(h,'visible','off'); +% for i=1:n_inductions +% replicates = sampleresults{i}; +% numReplicates = numel(replicates); +% for j=1:numReplicates, +% pe = replicates{j}.PlasmidEstimates; +% counts = replicates{j}.BinCounts; +% active = replicates{j}.FractionActive; +% pe(active<0.9) = NaN; +% +% start = 1; +% pe_size = size(pe, 1); +% while (start <= pe_size) +% nanLoc = find(isnan(pe(start:pe_size)), 1); +% if isempty(nanLoc) +% e = pe_size; +% else +% e = nanLoc - 1 + start - 1; +% end +% loglog(pe(start:e),counts(start:e),'-','Color',hsv2rgb([hues(i) 1 0.9])); hold on; +% start = max(start+1, e+1); +% end +% +% % loglog(replicates{j}.PlasmidEstimates,replicates{j}.BinCounts,'-','Color',hsv2rgb([hues(i) 1 0.9])); hold on; +% end +% end; +% set(gca,'XScale','log'); set(gca,'YScale','log'); +% xlabel('Estimated Plasmid Count'); ylabel('Count'); +% ylim([1e0 10.^(ceil(log10(maxcount)))]); +% title([TASBEConfig.get('OutputSettings.StemName'),' bin counts, colored by inducer level']); +% outputfig(h,[TASBEConfig.get('OutputSettings.StemName'),'-plasmid-bincounts'],TASBEConfig.get('OutputSettings.Directory')); diff --git a/code/plot_inducer_characterization.m b/code/plot_inducer_characterization.m new file mode 100644 index 00000000..36125673 --- /dev/null +++ b/code/plot_inducer_characterization.m @@ -0,0 +1,92 @@ +% PLOT_INDUCER_CHARACTERIZATION creates plain inducer plots for transfer curve analysis. +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed +% in the AUTHORS file in TASBE analytics package distribution's top directory. +% +% This file is part of the TASBE analytics package, and is distributed +% under the terms of the GNU General Public License, with a linking +% exception, as described in the file LICENSE in the TASBE analytics +% package distribution's top directory. + +function plot_inducer_characterization(results) + +step = TASBEConfig.get('OutputSettings.PlotEveryN'); +ticks = TASBEConfig.get('OutputSettings.PlotTickMarks'); +stemName = TASBEConfig.get('OutputSettings.StemName'); +deviceName = TASBEConfig.get('OutputSettings.DeviceName'); +directory = TASBEConfig.get('plots.plotPath'); +figsize = TASBEConfig.get('OutputSettings.FigureSize'); + +AP = getAnalysisParameters(results); +n_bins = get_n_bins(getBins(AP)); +hues = (1:n_bins)./n_bins; + +[input_mean input_std] = get_channel_results(results,'input'); +in_units = getChannelUnits(AP,'input'); + +TASBESession.warn('TASBE:Plots','AssumingSingleInducer','Assuming only a single inducer exists'); +InducerName = getInducerName(getExperiment(results),1); +inducer_levels = getInducerLevelsToFiles(getExperiment(results),1); +which = inducer_levels==0; +% Find the smallest non-zero value, min value, and max_value and thresholds from inducer_levels +min_non_zero = min(inducer_levels(inducer_levels>0)); +min_value = min(inducer_levels); +max_value = max(inducer_levels); +higher_threshold = log10(min_non_zero)- 1; % stands for start in ZeroOnLog function +lower_threshold = higher_threshold - 1; % stands for zero in ZeroOnLog function +% set the zero values to the lower_threshold +inducer_levels(which) = 10^lower_threshold; + +fa = getFractionActive(results); + +%%%% Inducer plots +% Plain inducer plot: +h = figure('PaperPosition',[1 1 figsize]); +set(h,'visible','off'); +for i=1:step:n_bins + which = fa(i,:)>getMinFractionActive(AP); + loglog(inducer_levels(which),input_mean(i,which),'-','Color',hsv2rgb([hues(i) 1 0.9])); hold on; + if ticks + loglog(inducer_levels(which),input_mean(i,which),'+','Color',hsv2rgb([hues(i) 1 0.9])); hold on; + end + % plot isolated points + isolated = isolated_points(input_mean(i,:),1); + loglog(inducer_levels(which & isolated),input_mean(i,which & isolated),'+','Color',hsv2rgb([hues(i) 1 0.9])); hold on; + % plot standard deviations + loglog(inducer_levels(which),input_mean(i,which).*input_std(i,which),':','Color',hsv2rgb([hues(i) 1 0.9])); + loglog(inducer_levels(which),input_mean(i,which)./input_std(i,which),':','Color',hsv2rgb([hues(i) 1 0.9])); +end +xlabel(['[',clean_for_latex(InducerName),']']); ylabel(['IFP ' clean_for_latex(in_units)]); +set(gca,'XScale','log'); set(gca,'YScale','log'); +if(TASBEConfig.isSet('OutputSettings.FixedInducerAxis')), xlim(TASBEConfig.get('OutputSettings.FixedInducerAxis')); end +if(TASBEConfig.isSet('OutputSettings.FixedInputAxis')), ylim(TASBEConfig.get('OutputSettings.FixedInputAxis')); end +title(['Raw ',clean_for_latex(deviceName),' transfer curve, colored by constitutive bin (non-equivalent colors)']); +% Edit ticks on plot to include 0 +if min_value <= 0 + xlim([10^lower_threshold max_value]); % set limit of x-axis to match with zero and start positions + ZeroOnLog(10^lower_threshold,0.5*10^higher_threshold); % call ZeroOnLog with thresholds (0.5 is for scaling of '\\') +end +outputfig(h,[clean_for_latex(stemName),'-',clean_for_latex(deviceName),'-mean'],directory); + +%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% +% Plasmid system is disabled, due to uncertainty about correctness +%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% +% % Normalized inducer plot: +% h = figure('PaperPosition',[1 1 figsize]); +% set(h,'visible','off'); +% for i=1:step:n_bins +% which = fa(i,:)>0.9; +% pe=getPlasmidEstimates(results); +% loglog(inducer_levels(which),input_mean(i,which)./pe(i,which),'-','Color',hsv2rgb([hues(i) 1 0.9])); hold on; +% if ticks +% loglog(inducer_levels(which),input_mean(i,which)./pe(i,which),'+','Color',hsv2rgb([hues(i) 1 0.9])); +% end +% loglog(inducer_levels(which),input_mean(i,which)./pe(i,which).*input_std(i,which),':','Color',hsv2rgb([hues(i) 1 0.9])); +% loglog(inducer_levels(which),input_mean(i,which)./pe(i,which)./input_std(i,which),':','Color',hsv2rgb([hues(i) 1 0.9])); +% end; +% xlabel(['[',clean_for_latex(InducerName),']']); ylabel(['IFP ' clean_for_latex(in_units) '/plasmid']); +% set(gca,'XScale','log'); set(gca,'YScale','log'); +% if(TASBEConfig.get('OutputSettings.FixedInducerAxis')), xlim(TASBEConfig.get('OutputSettings.FixedInducerAxis')); end; +% if(TASBEConfig.get('OutputSettings.FixedNormalizedInputAxis')), ylim(TASBEConfig.get('OutputSettings.FixedNormalizedInputAxis')); end; +% title(['Normalized ',TASBEConfig.get('OutputSettings.DeviceName'),' transfer curve, colored by plasmid bin (non-equivalent colors)']); +% outputfig(h,[TASBEConfig.get('OutputSettings.StemName'),'-',TASBEConfig.get('OutputSettings.DeviceName'),'-mean-norm'],TASBEConfig.get('OutputSettings.Directory')); diff --git a/plot_interference_heatmap.m b/code/plot_interference_heatmap.m similarity index 94% rename from plot_interference_heatmap.m rename to code/plot_interference_heatmap.m index e9145143..aaa836b2 100644 --- a/plot_interference_heatmap.m +++ b/code/plot_interference_heatmap.m @@ -1,4 +1,6 @@ -% Copyright (C) 2010-2017, Raytheon BBN Technologies and contributors listed +% A specific script written to create curves for a 6 FP x 6 channel coarse experiment +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed % in the AUTHORS file in TASBE analytics package distribution's top directory. % % This file is part of the TASBE analytics package, and is distributed diff --git a/code/plot_plusminus_comparison.m b/code/plot_plusminus_comparison.m new file mode 100644 index 00000000..b598d554 --- /dev/null +++ b/code/plot_plusminus_comparison.m @@ -0,0 +1,505 @@ +% PLOT_PLUSMINUS_COMPARISON outputs many plots based on the results from +% plusminus analysis. +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed +% in the AUTHORS file in TASBE analytics package distribution's top directory. +% +% This file is part of the TASBE analytics package, and is distributed +% under the terms of the GNU General Public License, with a linking +% exception, as described in the file LICENSE in the TASBE analytics +% package distribution's top directory. + +function plot_plusminus_comparison(all_pm_results, batch_names) +% Obtaining TASBEConfig preferences for various graphs +step = TASBEConfig.get('OutputSettings.PlotEveryN'); +ticks = TASBEConfig.get('OutputSettings.PlotTickMarks'); +directory = TASBEConfig.get('plots.plotPath'); +stemName = TASBEConfig.get('OutputSettings.StemName'); +figsize = TASBEConfig.get('OutputSettings.FigureSize'); + +% Setting up additional plot features +variable = getInducerLevelsToFiles(getExperiment(all_pm_results{1}.PlusResults),1); +n_var = numel(variable); +n_comparisons = numel(all_pm_results); +% Determine which dimension is varied by which line spec property (marker +% or color) +ref_marker_types = {'o', '*', '.', 'x'}; +by_n_var = 0; % state variable +if n_var > n_comparisons+1 + hues = (1:n_var)./n_var; + marker_types = ref_marker_types(1:n_comparisons+1); + by_n_var = 1; +else + marker_types = ref_marker_types(1:n_var); + hues = (1:n_comparisons+1)./(n_comparisons+1); +end + +% Gather all of the AP, bin_centers, and units +all_AP = {}; +all_bin_centers = {}; +for i=1:n_comparisons + AP = getAnalysisParameters(all_pm_results{i}.PlusResults); + bin_centers = get_bin_centers(getBins(AP)); + all_AP{i} = AP; + all_bin_centers{i} = bin_centers; +end +in_units = getChannelUnits(all_AP{1},'input'); +out_units = getChannelUnits(all_AP{1},'output'); +cfp_units = getChannelUnits(all_AP{1},'constitutive'); + +% Create legendentries +legendentries = cell(0); +for j=1:n_comparisons+1 + if j == 1 + for k=1:step:n_var + which = all_pm_results{1}.Valid(:,k,1) & all_pm_results{1}.Valid(:,k,2); + entrystr = num2str(variable(k)); + if numel(which)>0 && sum(which)>0 + legendentries{end+1} = [char(batch_names{1}) ' ' entrystr]; % not pre-allocated because we don't know how many are valid + else + warning('PlotPlusMinus:EmptyResults','No active results for %s: not enough data or bad component fit',entrystr); + end + end + else + entrystr = char(batch_names{j}); + legendentries{end+1} = entrystr; + end +end + +% Legendentries for comparison graphs +comlegendentries = legendentries(1:end-1); + +%%% I/O plots: +% Plain I/O plot: +h = figure('PaperPosition',[1 1 figsize]); +set(h,'visible','off'); +lines = []; +add_lines = true; +for i=1:numel(all_pm_results) + pm_results = all_pm_results{i}; + % Plot the results for each batch_name and level + for j=1:step:n_var + which = pm_results.Valid(:,j,1) & pm_results.Valid(:,j,2); + if sum(which)==0, continue; end % don't try to plot when lines are empty + if by_n_var + line = loglog(pm_results.InMeans(which,j,1),pm_results.OutMeans(which,j,1),['-' marker_types{i}],'Color',hsv2rgb([hues(j) 1 0.9])); hold on; + line2 = loglog(pm_results.InMeans(which,j,2),pm_results.OutMeans(which,j,2),['-' marker_types{i+1}],'Color',hsv2rgb([hues(j) 1 0.9])); hold on; + else + line = loglog(pm_results.InMeans(which,j,1),pm_results.OutMeans(which,j,1),['-' marker_types{j}],'Color',hsv2rgb([hues(i) 1 0.9])); hold on; + line2 = loglog(pm_results.InMeans(which,j,2),pm_results.OutMeans(which,j,2),['-' marker_types{j}],'Color',hsv2rgb([hues(i+1) 1 0.9])); hold on; + end + + % To avoid duplicating lines, only plot the last batch_name once + if i ~= numel(all_pm_results) + set(line2, 'visible', 'off'); + end + + % Determines which type of lines should be in the legend + if j == 1 || i == 1 + lines(end+1) = line; + if i == numel(all_pm_results) && add_lines + lines(end+1) = line2; + add_lines = false; + end + end + + end + + % Plot error envelope if specified + if TASBEConfig.get('plusminus.plotError') + for j=1:step:n_var + which = pm_results.Valid(:,j,1) & pm_results.Valid(:,j,2); + if by_n_var + loglog(pm_results.InMeans(which,j,1),pm_results.OutMeans(which,j,1).*pm_results.OutStandardDevs(which,j,1),[':' marker_types{i}],'Color',hsv2rgb([hues(j) 1 0.9]), 'MarkerSize', 3); + loglog(pm_results.InMeans(which,j,1),pm_results.OutMeans(which,j,1)./pm_results.OutStandardDevs(which,j,1),[':' marker_types{i}],'Color',hsv2rgb([hues(j) 1 0.9]), 'MarkerSize', 3); + line2_1 = loglog(pm_results.InMeans(which,j,2),pm_results.OutMeans(which,j,2).*pm_results.OutStandardDevs(which,j,2),[':' marker_types{i+1}],'Color',hsv2rgb([hues(j) 1 0.9]), 'MarkerSize', 3); + line2_2 = loglog(pm_results.InMeans(which,j,2),pm_results.OutMeans(which,j,2)./pm_results.OutStandardDevs(which,j,2),[':' marker_types{i+1}],'Color',hsv2rgb([hues(j) 1 0.9]), 'MarkerSize', 3); + else + loglog(pm_results.InMeans(which,j,1),pm_results.OutMeans(which,j,1).*pm_results.OutStandardDevs(which,j,1),[':' marker_types{j}],'Color',hsv2rgb([hues(i) 1 0.9]), 'MarkerSize', 3); + loglog(pm_results.InMeans(which,j,1),pm_results.OutMeans(which,j,1)./pm_results.OutStandardDevs(which,j,1),[':' marker_types{j}],'Color',hsv2rgb([hues(i) 1 0.9]), 'MarkerSize', 3); + line2_1 = loglog(pm_results.InMeans(which,j,2),pm_results.OutMeans(which,j,2).*pm_results.OutStandardDevs(which,j,2),[':' marker_types{j}],'Color',hsv2rgb([hues(i+1) 1 0.9]), 'MarkerSize', 3); + line2_2 = loglog(pm_results.InMeans(which,j,2),pm_results.OutMeans(which,j,2)./pm_results.OutStandardDevs(which,j,2),[':' marker_types{j}],'Color',hsv2rgb([hues(i+1) 1 0.9]), 'MarkerSize', 3); + end + + if i ~= numel(all_pm_results) + set(line2_1, 'visible', 'off'); + set(line2_2, 'visible', 'off'); + end + end + end + hold on; +end +xlabel(['IFP ' clean_for_latex(in_units)]); ylabel(['OFP ' clean_for_latex(out_units)]); +set(gca,'XScale','log'); set(gca,'YScale','log'); +legend(lines, legendentries,'Location','Best'); +if(TASBEConfig.isSet('OutputSettings.FixedInputAxis')), xlim(TASBEConfig.get('OutputSettings.FixedInputAxis')); end +if(TASBEConfig.isSet('OutputSettings.FixedOutputAxis')), ylim(TASBEConfig.get('OutputSettings.FixedOutputAxis')); end +title(['Raw All ',clean_for_latex(stemName),' Transfer Curves']); +if(strcmp(clean_for_latex(stemName), ' ') || strcmp(clean_for_latex(stemName), '')) + outputfig(h,'all-mean',directory); +else + outputfig(h,[clean_for_latex(stemName),'-all-mean'],directory); +end + +% normalized I/O plot +h = figure('PaperPosition',[1 1 figsize]); +set(h,'visible','off'); +lines = []; +add_lines = true; +for i=1:numel(all_pm_results) + pm_results = all_pm_results{i}; + % Plot the results for each batch_name and level + for j=1:step:n_var + which = pm_results.Valid(:,j,1) & pm_results.Valid(:,j,2); + if sum(which)==0, continue; end % don't try to plot when lines are empty + if by_n_var + line = loglog(pm_results.InMeans(which,j,1),pm_results.OutMeans(which,j,1)./all_bin_centers{i}(which)',['-' marker_types{i}],'Color',hsv2rgb([hues(j) 1 0.9])); hold on; + line2 = loglog(pm_results.InMeans(which,j,2),pm_results.OutMeans(which,j,2)./all_bin_centers{i}(which)',['-' marker_types{i+1}],'Color',hsv2rgb([hues(j) 1 0.9])); hold on; + else + line = loglog(pm_results.InMeans(which,j,1),pm_results.OutMeans(which,j,1)./all_bin_centers{i}(which)',['-' marker_types{j}],'Color',hsv2rgb([hues(i) 1 0.9])); hold on; + line2 = loglog(pm_results.InMeans(which,j,2),pm_results.OutMeans(which,j,2)./all_bin_centers{i}(which)',['-' marker_types{j}],'Color',hsv2rgb([hues(i+1) 1 0.9])); hold on; + end + + % To avoid duplicating lines, only plot the last batch_name once + if i ~= numel(all_pm_results) + set(line2, 'visible', 'off'); + end + + % Determines which type of lines should be in the legend + if j == 1 || i == 1 + lines(end+1) = line; + if i == numel(all_pm_results) && add_lines + lines(end+1) = line2; + add_lines = false; + end + end + + end + % Plot error envelope if specified + if TASBEConfig.get('plusminus.plotError') + for j=1:step:n_var + which = pm_results.Valid(:,j,1) & pm_results.Valid(:,j,2); + if by_n_var + loglog(pm_results.InMeans(which,j,1),pm_results.OutMeans(which,j,1)./bin_centers(which)'.*pm_results.OutStandardDevs(which,j,1),[':' marker_types{i}],'Color',hsv2rgb([hues(j) 1 0.9]), 'MarkerSize', 3); + loglog(pm_results.InMeans(which,j,1),pm_results.OutMeans(which,j,1)./bin_centers(which)'./pm_results.OutStandardDevs(which,j,1),[':' marker_types{i}],'Color',hsv2rgb([hues(j) 1 0.9]), 'MarkerSize', 3); + line2_1 = loglog(pm_results.InMeans(which,j,2),pm_results.OutMeans(which,j,2)./bin_centers(which)'.*pm_results.OutStandardDevs(which,j,2),[':' marker_types{i+1}],'Color',hsv2rgb([hues(j) 1 0.9]), 'MarkerSize', 3); + line2_2 = loglog(pm_results.InMeans(which,j,2),pm_results.OutMeans(which,j,2)./bin_centers(which)'./pm_results.OutStandardDevs(which,j,2),[':' marker_types{i+1}],'Color',hsv2rgb([hues(j) 1 0.9]), 'MarkerSize', 3); + else + loglog(pm_results.InMeans(which,j,1),pm_results.OutMeans(which,j,1)./bin_centers(which)'.*pm_results.OutStandardDevs(which,j,1),[':' marker_types{j}],'Color',hsv2rgb([hues(i) 1 0.9]), 'MarkerSize', 3); + loglog(pm_results.InMeans(which,j,1),pm_results.OutMeans(which,j,1)./bin_centers(which)'./pm_results.OutStandardDevs(which,j,1),[':' marker_types{j}],'Color',hsv2rgb([hues(i) 1 0.9]), 'MarkerSize', 3); + line2_1 = loglog(pm_results.InMeans(which,j,2),pm_results.OutMeans(which,j,2)./bin_centers(which)'.*pm_results.OutStandardDevs(which,j,2),[':' marker_types{j}],'Color',hsv2rgb([hues(i+1) 1 0.9]), 'MarkerSize', 3); + line2_2 = loglog(pm_results.InMeans(which,j,2),pm_results.OutMeans(which,j,2)./bin_centers(which)'./pm_results.OutStandardDevs(which,j,2),[':' marker_types{j}],'Color',hsv2rgb([hues(i+1) 1 0.9]), 'MarkerSize', 3); + end + + if i ~= numel(all_pm_results) + set(line2_1, 'visible', 'off'); + set(line2_2, 'visible', 'off'); + end + end + end + hold on; +end +xlabel(['IFP ' clean_for_latex(in_units)]); ylabel(['OFP ' clean_for_latex(out_units) ' / CFP ' clean_for_latex(cfp_units)]); +set(gca,'XScale','log'); set(gca,'YScale','log'); +legend(lines, clean_for_latex(legendentries),'Location','Best'); +if(TASBEConfig.isSet('OutputSettings.FixedInputAxis')), xlim(TASBEConfig.get('OutputSettings.FixedInputAxis')); end +if(TASBEConfig.isSet('OutputSettings.FixedNormalizedOutputAxis')), ylim(TASBEConfig.get('OutputSettings.FixedNormalizedOutputAxis')); end +title(['All ' clean_for_latex(stemName),' Transfer Curves Normalized by CFP']); +if(strcmp(clean_for_latex(stemName), ' ') || strcmp(clean_for_latex(stemName), '')) + outputfig(h,'all-mean-norm',directory); +else + outputfig(h,[clean_for_latex(stemName),'-all-mean-norm'],directory); +end + +% IFP vs. CFP +h = figure('PaperPosition',[1 1 figsize]); +set(h,'visible','off'); +lines = []; +add_lines = true; +for i=1:numel(all_pm_results) + pm_results = all_pm_results{i}; + % Plot the results for each batch_name and level + for j=1:step:n_var + which = pm_results.Valid(:,j,1) & pm_results.Valid(:,j,2); + if sum(which)==0, continue; end % don't try to plot when lines are empty + if by_n_var + line = loglog(all_bin_centers{i}(which),pm_results.InMeans(which,j,1),['-' marker_types{i}],'Color',hsv2rgb([hues(j) 1 0.9])); hold on; + line2 = loglog(all_bin_centers{i}(which),pm_results.InMeans(which,j,2),['-' marker_types{i+1}],'Color',hsv2rgb([hues(j) 1 0.9])); hold on; + else + line = loglog(all_bin_centers{i}(which),pm_results.InMeans(which,j,1),['-' marker_types{j}],'Color',hsv2rgb([hues(i) 1 0.9])); hold on; + line2 = loglog(all_bin_centers{i}(which),pm_results.InMeans(which,j,2),['-' marker_types{j}],'Color',hsv2rgb([hues(i+1) 1 0.9])); hold on; + end + + % To avoid duplicating lines, only plot the last batch_name once + if i ~= numel(all_pm_results) + set(line2, 'visible', 'off'); + end + + % Determines which type of lines should be in the legend + if j == 1 || i == 1 + lines(end+1) = line; + if i == numel(all_pm_results) && add_lines + lines(end+1) = line2; + add_lines = false; + end + end + + end + + % Plot error envelope if specified + if TASBEConfig.get('plusminus.plotError') + for j=1:step:n_var + which = pm_results.Valid(:,j,1) & pm_results.Valid(:,j,2); + if by_n_var + loglog(all_bin_centers{i}(which),pm_results.InMeans(which,j,1).*pm_results.InStandardDevs(which,j,1),[':' marker_types{i}],'Color',hsv2rgb([hues(j) 1 0.9]), 'MarkerSize', 3); + loglog(all_bin_centers{i}(which),pm_results.InMeans(which,j,1)./pm_results.InStandardDevs(which,j,1),[':' marker_types{i}],'Color',hsv2rgb([hues(j) 1 0.9]), 'MarkerSize', 3); + line2_1 = loglog(all_bin_centers{i}(which),pm_results.InMeans(which,j,2).*pm_results.InStandardDevs(which,j,2),[':' marker_types{i+1}],'Color',hsv2rgb([hues(j) 1 0.9]), 'MarkerSize', 3); + line2_2 = loglog(all_bin_centers{i}(which),pm_results.InMeans(which,j,2)./pm_results.InStandardDevs(which,j,2),[':' marker_types{i+1}],'Color',hsv2rgb([hues(j) 1 0.9]), 'MarkerSize', 3); + else + loglog(all_bin_centers{i}(which),pm_results.InMeans(which,j,1).*pm_results.InStandardDevs(which,j,1),[':' marker_types{j}],'Color',hsv2rgb([hues(i) 1 0.9]), 'MarkerSize', 3); + loglog(all_bin_centers{i}(which),pm_results.InMeans(which,j,1)./pm_results.InStandardDevs(which,j,1),[':' marker_types{j}],'Color',hsv2rgb([hues(i) 1 0.9]), 'MarkerSize', 3); + line2_1 = loglog(all_bin_centers{i}(which),pm_results.InMeans(which,j,2).*pm_results.InStandardDevs(which,j,2),[':' marker_types{j}],'Color',hsv2rgb([hues(i+1) 1 0.9]), 'MarkerSize', 3); + line2_2 = loglog(all_bin_centers{i}(which),pm_results.InMeans(which,j,2)./pm_results.InStandardDevs(which,j,2),[':' marker_types{j}],'Color',hsv2rgb([hues(i+1) 1 0.9]), 'MarkerSize', 3); + end + + if i ~= numel(all_pm_results) + set(line2_1, 'visible', 'off'); + set(line2_2, 'visible', 'off'); + end + end + end + hold on; +end +xlabel(['CFP ' clean_for_latex(cfp_units)]); ylabel(['IFP ' clean_for_latex(out_units)]); +set(gca,'XScale','log'); set(gca,'YScale','log'); +legend(lines, clean_for_latex(legendentries),'Location','Best'); +if(TASBEConfig.isSet('OutputSettings.FixedBinningAxis')), xlim(TASBEConfig.get('OutputSettings.FixedBinningAxis')); end +if(TASBEConfig.isSet('OutputSettings.FixedInputAxis')), ylim(TASBEConfig.get('OutputSettings.FixedInputAxis')); end +title(['All ' clean_for_latex(stemName),' IFP vs. CFP']); +if(strcmp(clean_for_latex(stemName), ' ') || strcmp(clean_for_latex(stemName), '')) + outputfig(h,'all-input-v-cfp',directory); +else + outputfig(h,[clean_for_latex(stemName),'-all-input-v-cfp'],directory); +end + +% OFP vs. CFP +h = figure('PaperPosition',[1 1 figsize]); +set(h,'visible','off'); +lines = []; +add_lines = true; +for i=1:numel(all_pm_results) + pm_results = all_pm_results{i}; + % Plot the results for each batch_name and level + for j=1:step:n_var + which = pm_results.Valid(:,j,1) & pm_results.Valid(:,j,2); + if sum(which)==0, continue; end % don't try to plot when lines are empty + if by_n_var + line = loglog(all_bin_centers{i}(which),pm_results.OutMeans(which,j,1),['-' marker_types{i}],'Color',hsv2rgb([hues(j) 1 0.9])); hold on; + line2 = loglog(all_bin_centers{i}(which),pm_results.OutMeans(which,j,2),['-' marker_types{i+1}],'Color',hsv2rgb([hues(j) 1 0.9])); hold on; + else + line = loglog(all_bin_centers{i}(which),pm_results.OutMeans(which,j,1),['-' marker_types{j}],'Color',hsv2rgb([hues(i) 1 0.9])); hold on; + line2 = loglog(all_bin_centers{i}(which),pm_results.OutMeans(which,j,2),['-' marker_types{j}],'Color',hsv2rgb([hues(i+1) 1 0.9])); hold on; + end + + % To avoid duplicating lines, only plot the last batch_name once + if i ~= numel(all_pm_results) + set(line2, 'visible', 'off'); + end + + % Determines which type of lines should be in the legend + if j == 1 || i == 1 + lines(end+1) = line; + if i == numel(all_pm_results) && add_lines + lines(end+1) = line2; + add_lines = false; + end + end + + end + + % Plot error envelope if specified + if TASBEConfig.get('plusminus.plotError') + for j=1:step:n_var + which = pm_results.Valid(:,j,1) & pm_results.Valid(:,j,2); + if by_n_var + loglog(all_bin_centers{i}(which),pm_results.OutMeans(which,j,1).*pm_results.OutStandardDevs(which,j,1),[':' marker_types{i}],'Color',hsv2rgb([hues(j) 1 0.9]), 'MarkerSize', 3); + loglog(all_bin_centers{i}(which),pm_results.OutMeans(which,j,1)./pm_results.OutStandardDevs(which,j,1),[':' marker_types{i}],'Color',hsv2rgb([hues(j) 1 0.9]), 'MarkerSize', 3); + line2_1 = loglog(all_bin_centers{i}(which),pm_results.OutMeans(which,j,2).*pm_results.OutStandardDevs(which,j,2),[':' marker_types{i+1}],'Color',hsv2rgb([hues(j) 1 0.9]), 'MarkerSize', 3); + line2_2 = loglog(all_bin_centers{i}(which),pm_results.OutMeans(which,j,2)./pm_results.OutStandardDevs(which,j,2),[':' marker_types{i+1}],'Color',hsv2rgb([hues(j) 1 0.9]), 'MarkerSize', 3); + else + loglog(all_bin_centers{i}(which),pm_results.OutMeans(which,j,1).*pm_results.OutStandardDevs(which,j,1),[':' marker_types{j}],'Color',hsv2rgb([hues(i) 1 0.9]), 'MarkerSize', 3); + loglog(all_bin_centers{i}(which),pm_results.OutMeans(which,j,1)./pm_results.OutStandardDevs(which,j,1),[':' marker_types{j}],'Color',hsv2rgb([hues(i) 1 0.9]), 'MarkerSize', 3); + line2_1 = loglog(all_bin_centers{i}(which),pm_results.OutMeans(which,j,2).*pm_results.OutStandardDevs(which,j,2),[':' marker_types{j}],'Color',hsv2rgb([hues(i+1) 1 0.9]), 'MarkerSize', 3); + line2_2 = loglog(all_bin_centers{i}(which),pm_results.OutMeans(which,j,2)./pm_results.OutStandardDevs(which,j,2),[':' marker_types{j}],'Color',hsv2rgb([hues(i+1) 1 0.9]), 'MarkerSize', 3); + end + + if i ~= numel(all_pm_results) + set(line2_1, 'visible', 'off'); + set(line2_2, 'visible', 'off'); + end + end + end + hold on; +end +xlabel(['CFP ' clean_for_latex(cfp_units)]); ylabel(['OFP ' clean_for_latex(out_units)]); +set(gca,'XScale','log'); set(gca,'YScale','log'); +legend(lines, clean_for_latex(legendentries),'Location','Best'); +if(TASBEConfig.isSet('OutputSettings.FixedBinningAxis')), xlim(TASBEConfig.get('OutputSettings.FixedBinningAxis')); end +if(TASBEConfig.isSet('OutputSettings.FixedOutputAxis')), ylim(TASBEConfig.get('OutputSettings.FixedOutputAxis')); end +title(['All ' clean_for_latex(stemName),' OFP vs. CFP']); +if(strcmp(clean_for_latex(stemName), ' ') || strcmp(clean_for_latex(stemName), '')) + outputfig(h,'all-v-cfp',directory); +else + outputfig(h,[clean_for_latex(stemName),'-all-v-cfp'],directory); +end + +% % Relative change in OFP vs. CFP +% Removed because it wasn't ever useful +% h = figure('PaperPosition',[1 1 figsize]); +% set(h,'visible','off'); +% for i=1:step:n_var +% which = find(pm_results.Valid(1:(end-1),i,1) & pm_results.Valid(1:(end-1),i,2) & ... +% pm_results.Valid(2:end,i,1) & pm_results.Valid(2:end,i,2)); +% marginal_centers = (bin_centers(which) + bin_centers(which+1)) / 2; +% p_ofp_difference = pm_results.OutMeans(which+1,i,1) ./ pm_results.OutMeans(which,i,1); +% m_ofp_difference = pm_results.OutMeans(which+1,i,2) ./ pm_results.OutMeans(which,i,2); +% cfp_difference = (bin_centers(which+1) ./ bin_centers(which)); +% semilogx(marginal_centers,p_ofp_difference./cfp_difference',[ptick '-'],'Color',hsv2rgb([hues(i) 1 0.9])); hold on; +% end +% for i=1:step:n_var +% which = find(pm_results.Valid(1:(end-1),i,1) & pm_results.Valid(1:(end-1),i,2) & ... +% pm_results.Valid(2:end,i,1) & pm_results.Valid(2:end,i,2)); +% marginal_centers = (bin_centers(which) + bin_centers(which+1)) / 2; +% p_ofp_difference = pm_results.OutMeans(which+1,i,1) ./ pm_results.OutMeans(which,i,1); +% m_ofp_difference = pm_results.OutMeans(which+1,i,2) ./ pm_results.OutMeans(which,i,2); +% cfp_difference = (bin_centers(which+1) ./ bin_centers(which)); +% semilogx(marginal_centers,m_ofp_difference./cfp_difference',[ntick '--'],'Color',hsv2rgb([hues(i) 1 0.9])); +% end; +% xlabel(['CFP ' cfp_units]); ylabel(['OFP ' out_units ' / CFP ' cfp_units]); +% set(gca,'XScale','log'); set(gca,'YScale','linear'); +% legend('Location','Best',pmlegendentries,'Minus'); +% if(OutputSettings.FixedInputAxis), xlim(OutputSettings.FixedInputAxis); end; +% if(OutputSettings.FixedOutputAxis), ylim(OutputSettings.FixedOutputAxis); end; +% title([OutputSettings.StemName,' marginal change in OFP vs. CFP']); +% outputfig(h,[OutputSettings.StemName,'-',OutputSettings.DeviceName,'-marginal-ofp'],directory); +% + +% ratio plot +h = figure('PaperPosition',[1 1 figsize]); +set(h,'visible','off'); +lines = []; +for i=1:numel(all_pm_results) + pm_results = all_pm_results{i}; + for j=1:step:n_var + which = pm_results.Valid(:,j,1) & pm_results.Valid(:,j,2); + if sum(which)==0, continue; end % don't try to plot when lines are empty + if by_n_var + line = semilogx(all_bin_centers{i}(which),pm_results.Ratios(which,j),['-' marker_types{i}],'Color',hsv2rgb([hues(j) 1 0.9])); hold on; + else + line = semilogx(all_bin_centers{i}(which),pm_results.Ratios(which,j),['-' marker_types{j}],'Color',hsv2rgb([hues(i) 1 0.9])); hold on; + end + + % Determines which type of lines should be in the legend + if j == 1 || i == 1 + lines(end+1) = line; + end + end + hold on; +end +xlabel(['CFP ' clean_for_latex(cfp_units)]); ylabel('Fold Activation'); +set(gca,'XScale','log'); set(gca,'YScale','log'); +legend(lines, clean_for_latex(comlegendentries),'Location','Best'); +if(TASBEConfig.isSet('OutputSettings.FixedBinningAxis')), xlim(TASBEConfig.get('OutputSettings.FixedBinningAxis')); end +if(TASBEConfig.isSet('OutputSettings.FixedRatioAxis')), ylim(TASBEConfig.get('OutputSettings.FixedRatioAxis')); end +title(['All Ratios (in respect to ' batch_names{end} ') for ',clean_for_latex(stemName)]); +if(strcmp(clean_for_latex(stemName), ' ') || strcmp(clean_for_latex(stemName), '')) + outputfig(h,'all-ratios',directory); +else + outputfig(h,[clean_for_latex(stemName),'-all-ratios'],directory); +end + +% SNR plots +legendentries2 = legendentries; +for i=1:numel(legendentries) + legendentries2{i} = [legendentries{i} ' output SNR']; +end +legendentries2{end} = 'input SNR'; +h = figure('PaperPosition',[1 1 figsize]); +set(h,'visible','off'); +lines = []; +for i=1:numel(all_pm_results) + pm_results = all_pm_results{i}; + for j=1:step:n_var + which = pm_results.Valid(:,j,1) & pm_results.Valid(:,j,2); + if sum(which)==0, continue; end % don't try to plot when lines are empty + if by_n_var + line = semilogx(all_bin_centers{i}(which),pm_results.OutputSNR(which,j),['-' marker_types{i}],'Color',hsv2rgb([hues(j) 1 0.9])); hold on; + else + line = semilogx(all_bin_centers{i}(which),pm_results.OutputSNR(which,j),['-' marker_types{j}],'Color',hsv2rgb([hues(i) 1 0.9])); hold on; + end + + % Determines which type of lines should be in the legend + if j == 1 || i == 1 + lines(end+1) = line; + end + end + + for j=1:step:n_var + which = pm_results.Valid(:,j,1) & pm_results.Valid(:,j,2); + if sum(which)==0, continue; end % don't try to plot when lines are empty + if by_n_var + line = loglog(all_bin_centers{i}(which),pm_results.InputSNR(which,j),[':' marker_types{i}],'Color',hsv2rgb([hues(j) 1 0.9])); hold on; + else + line = loglog(all_bin_centers{i}(which),pm_results.InputSNR(which,j),[':' marker_types{j}],'Color',hsv2rgb([hues(i) 1 0.9])); hold on; + end + % Determines which type of lines should be in the legend + if j == 1 && i == numel(all_pm_results) + lines(end+1) = line; + end + end + hold on; +end +xlabel(['CFP ' clean_for_latex(cfp_units)]); ylabel('SNR (db)'); +set(gca,'XScale','log'); +legend(lines, clean_for_latex(legendentries2),'Location','Best'); +if(TASBEConfig.isSet('OutputSettings.FixedBinningAxis')), xlim(TASBEConfig.get('OutputSettings.FixedBinningAxis')); end +if(TASBEConfig.isSet('OutputSettings.FixedSNRAxis')), ylim(TASBEConfig.get('OutputSettings.FixedSNRAxis')); end +title(['All ' clean_for_latex(stemName),' SNR vs. CFP']); +if(strcmp(clean_for_latex(stemName), ' ') || strcmp(clean_for_latex(stemName), '')) + outputfig(h,'all-SNR',directory); +else + outputfig(h,[clean_for_latex(stemName),'-all-SNR'],directory); +end + +% Delta SNR plots +h = figure('PaperPosition',[1 1 figsize]); +set(h,'visible','off'); +lines = []; +for i=1:numel(all_pm_results) + pm_results = all_pm_results{i}; + for j=1:step:n_var + which = pm_results.Valid(:,j,1) & pm_results.Valid(:,j,2); + if sum(which)==0, continue; end % don't try to plot when lines are empty + if by_n_var + line = semilogx(all_bin_centers{i}(which),pm_results.OutputSNR(which,j)-pm_results.InputSNR(which,j),['-' marker_types{i}],'Color',hsv2rgb([hues(j) 1 0.9])); hold on; + else + line = semilogx(all_bin_centers{i}(which),pm_results.OutputSNR(which,j)-pm_results.InputSNR(which,j),['-' marker_types{j}],'Color',hsv2rgb([hues(i) 1 0.9])); hold on; + end + % Determines which type of lines should be in the legend + if j == 1 || i == 1 + lines(end+1) = line; + end + end + hold on; +end +xlabel(['CFP ' clean_for_latex(cfp_units)]); ylabel('\Delta SNR (db)'); +set(gca,'XScale','log'); +legend(lines, clean_for_latex(comlegendentries),'Location','Best'); +if(TASBEConfig.isSet('OutputSettings.FixedBinningAxis')), xlim(TASBEConfig.get('OutputSettings.FixedBinningAxis')); end +if(TASBEConfig.isSet('OutputSettings.FixedDeltaSNRAxis')), ylim(TASBEConfig.get('OutputSettings.FixedDeltaSNRAxis')); end +title(['All ' clean_for_latex(stemName),' \Delta SNR vs. CFP']); +if(strcmp(clean_for_latex(stemName), ' ') || strcmp(clean_for_latex(stemName), '')) + outputfig(h,'all-dSNR',directory); +else + outputfig(h,[clean_for_latex(stemName),'-all-dSNR'],directory); +end diff --git a/plot_pm_bar_graphs.m b/code/plot_pm_bar_graphs.m similarity index 75% rename from plot_pm_bar_graphs.m rename to code/plot_pm_bar_graphs.m index 34997c34..ff867c8d 100644 --- a/plot_pm_bar_graphs.m +++ b/code/plot_pm_bar_graphs.m @@ -1,4 +1,9 @@ -% Copyright (C) 2010-2017, Raytheon BBN Technologies and contributors listed +% Given a dataset make of plus/minus results, plot two bar graphs giving the mean behaviors: +% 1. single bar with ratios +% 2. two bars, one with plus the other with minus +% Dataset is cells of: {condition_name, pm_result, index into pm_result} +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed % in the AUTHORS file in TASBE analytics package distribution's top directory. % % This file is part of the TASBE analytics package, and is distributed @@ -6,22 +11,25 @@ % exception, as described in the file LICENSE in the TASBE analytics % package distribution's top directory. -function plot_pm_bar_graphs(dataset,OS,plus_high,count_threshold,low_threshold) -% Given a dataset make of plus/minus results, plot two bar graphs giving the mean behaviors: -% 1. single bar with ratios -% 2. two bars, one with plus the other with minus -% Dataset is cells of: {condition_name, pm_result, index into pm_result} - +function plot_pm_bar_graphs(dataset,plus_high,count_threshold,low_threshold) if (nargin < 3 || isempty(plus_high)), plus_high = 1; end; if (nargin < 4 || isempty(count_threshold)), count_threshold = 100; end; if (nargin < 5 || isempty(low_threshold)), low_threshold = 1; end; +figsize = TASBEConfig.get('OutputSettings.FigureSize'); + +csvfile = TASBEConfig.get('OutputSettings.csvFile'); +description = TASBEConfig.get('OutputSettings.Description'); +stemName = TASBEConfig.get('OutputSettings.StemName'); +deviceName = TASBEConfig.get('OutputSettings.DeviceName'); +directory = TASBEConfig.get('plots.plotPath'); + + if plus_high high = 1; low = 2; % for activation relations else high = 2; low = 1; % for repression relations end -if isempty(OS.FigureSize), figsize = [1 1 6 4]; else figsize = OS.FigureSize; end; pm_high_use_fn = @(ins,counts,valid)(ins(:,:,1)>=low_threshold & ins(:,:,2)>=low_threshold & counts(:,:,1)>=count_threshold & counts(:,:,2)>=count_threshold & valid(:,:,1) & valid(:,:,2)); @@ -61,10 +69,11 @@ function plot_pm_bar_graphs(dataset,OS,plus_high,count_threshold,low_threshold) barwitherr(stdratio,ratio); set(gca,'XTickLabel',{dataset{:,1}}); set(gca,'YSCale','log'); -ylim([ymin ymax]); xlim([0 n_conditions]+0.5); +xlim([0 n_conditions]+0.5); +if(TASBEConfig.isSet('OutputSettings.FixedRatioAxis')), ylim(TASBEConfig.get('OutputSettings.FixedRatioAxis')); else ylim([ymin ymax]); end; ylabel('\pm Ratio of Means'); -title([OS.Description ' Ratios']); -outputfig(h,[OS.StemName '-' OS.DeviceName '-' 'plusminus-ratios-bar'],OS.Directory); +title([description ' Ratios']); +outputfig(h,[stemName '-' deviceName '-' 'plusminus-ratios-bar'],directory); % Second, the absolutes plot ymin = 10.^(round((log10(min(min(plusminus-stdplusminus(:,:,1))))-margin)*10)/10); @@ -74,17 +83,18 @@ function plot_pm_bar_graphs(dataset,OS,plus_high,count_threshold,low_threshold) barwitherr(stdplusminus,plusminus); set(gca,'XTickLabel',{dataset{:,1}}); set(gca,'YSCale','log'); -ylim([ymin ymax]); xlim([0 n_conditions]+0.5); -ylabel('Output MEFL'); -title([OS.Description]); -outputfig(h,[OS.StemName '-' OS.DeviceName '-' 'plusminus-bar'],OS.Directory); +xlim([0 n_conditions]+0.5); +if(TASBEConfig.isSet('OutputSettings.FixedOutputAxis')), ylim(TASBEConfig.get('OutputSettings.FixedOutputAxis')); else ylim([ymin ymax]); end; +ylabel('Output ERF'); +title([description]); +outputfig(h,[stemName '-' deviceName '-' 'plusminus-bar'],directory); -if ~isempty(OS.csvfile) - if isa(OS.csvfile,'char'), csvfid = fopen(OS.csvfile,'w+'); - else csvfid = OS.csvfile; +if ~isempty(csvfile) + if isa(csvfile,'char'), csvfid = fopen(csvfile,'w+'); + else csvfid = csvfile; end - fprintf(csvfid,[OS.Description '\n']); + fprintf(csvfid,[description '\n']); fprintf(csvfid,'Condition,Plus Count,Minus Count,Plus Mean,-2 std.dev,+2 std.dev,Minus Mean,-2 std.dev,+2 std.dev\n'); for i=1:size(dataset,1), fprintf(csvfid,'%s,%i,%i,%.3f,%.3f,%.3f,%.3f,%.3f,%.3f\n',dataset{i,1}, ... diff --git a/plot_population_IO_characterization.m b/code/plot_population_IO_characterization.m similarity index 52% rename from plot_population_IO_characterization.m rename to code/plot_population_IO_characterization.m index e33a6179..17d50f10 100644 --- a/plot_population_IO_characterization.m +++ b/code/plot_population_IO_characterization.m @@ -1,4 +1,7 @@ -% Copyright (C) 2010-2017, Raytheon BBN Technologies and contributors listed +% PLOT_POPULATION_IO_CHARACTERIZATION plots plain input/output plots for transfer +% curve analysis. +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed % in the AUTHORS file in TASBE analytics package distribution's top directory. % % This file is part of the TASBE analytics package, and is distributed @@ -6,9 +9,13 @@ % exception, as described in the file LICENSE in the TASBE analytics % package distribution's top directory. -function plot_population_IO_characterization(results,outputsettings) +function plot_population_IO_characterization(results) -ticks = outputsettings.PlotTickMarks; +ticks = TASBEConfig.get('OutputSettings.PlotTickMarks'); +stemName = TASBEConfig.get('OutputSettings.StemName'); +directory = TASBEConfig.get('plots.plotPath'); +deviceName = TASBEConfig.get('OutputSettings.DeviceName'); +figsize = TASBEConfig.get('OutputSettings.FigureSize'); AP = getAnalysisParameters(results); n_components = getNumGaussianComponents(AP); @@ -21,7 +28,7 @@ function plot_population_IO_characterization(results,outputsettings) %%% I/O plots: % Plain I/O plot: -h = figure('PaperPosition',[1 1 5 3.66]); +h = figure('PaperPosition',[1 1 figsize]); set(h,'visible','off'); for i=1:n_components loglog(10.^input_mean(i,:),10.^output_mean(i,:),'-','Color',hsv2rgb([hues(i) 1 0.9])); hold on; @@ -31,12 +38,12 @@ function plot_population_IO_characterization(results,outputsettings) loglog(10.^input_mean(i,:),10.^(output_mean(i,:)+output_std(i,:)),':','Color',hsv2rgb([hues(i) 1 0.9])); loglog(10.^input_mean(i,:),10.^(output_mean(i,:)-output_std(i,:)),':','Color',hsv2rgb([hues(i) 1 0.9])); end; -%if(outputSettings.FixedAxis), axis([1e2 1e10 1e2 1e10]); end; -xlabel(['IFP ' in_units]); ylabel(['OFP ' out_units]); +%if(TASBEConfig.get('OutputSettings.FixedAxis')), axis([1e2 1e10 1e2 1e10]); end; +xlabel(['IFP ' clean_for_latex(in_units)]); ylabel(['OFP ' clean_for_latex(out_units)]); set(gca,'XScale','log'); set(gca,'YScale','log'); -if(outputsettings.FixedInputAxis), xlim(outputsettings.FixedInputAxis); end; -if(outputsettings.FixedOutputAxis), ylim(outputsettings.FixedOutputAxis); end; -title(['Population ',outputsettings.StemName,' transfer curve, colored by Gaussian component']); -outputfig(h,[outputsettings.StemName,'-',outputsettings.DeviceName,'-pop-mean'],outputsettings.Directory); +if(TASBEConfig.isSet('OutputSettings.FixedInputAxis')), xlim(TASBEConfig.get('OutputSettings.FixedInputAxis')); end; +if(TASBEConfig.isSet('OutputSettings.FixedOutputAxis')), ylim(TASBEConfig.get('OutputSettings.FixedOutputAxis')); end; +title(['Population ',clean_for_latex(stemName),' transfer curve, colored by Gaussian component']); +outputfig(h,[clean_for_latex(stemName),'-',clean_for_latex(deviceName),'-pop-mean'],directory); end diff --git a/code/plot_population_inducer_characterization.m b/code/plot_population_inducer_characterization.m new file mode 100644 index 00000000..d37b6f0a --- /dev/null +++ b/code/plot_population_inducer_characterization.m @@ -0,0 +1,61 @@ +% PLOT_POPULATION_INDUCER_CHARACTERIZATION creates plain inducer plots for transfer curve analysis. +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed +% in the AUTHORS file in TASBE analytics package distribution's top directory. +% +% This file is part of the TASBE analytics package, and is distributed +% under the terms of the GNU General Public License, with a linking +% exception, as described in the file LICENSE in the TASBE analytics +% package distribution's top directory. + +function plot_population_inducer_characterization(results) + +ticks = TASBEConfig.get('OutputSettings.PlotTickMarks'); +stemName = TASBEConfig.get('OutputSettings.StemName'); +directory = TASBEConfig.get('plots.plotPath'); +deviceName = TASBEConfig.get('OutputSettings.DeviceName'); +figsize = TASBEConfig.get('OutputSettings.FigureSize'); + +AP = getAnalysisParameters(results); +n_components = getNumGaussianComponents(AP); +hues = (1:n_components)./n_components; + +[input_mean input_std] = get_channel_population_results(results,'input'); +in_units = getChannelUnits(AP,'input'); + +TASBESession.warn('TASBE:Plots','SingleInducerOnly','Assuming only a single inducer exists'); +InducerName = getInducerName(getExperiment(results),1); +inducer_levels = getInducerLevelsToFiles(getExperiment(results),1); +which = inducer_levels==0; +% Find the smallest non-zero value, min value, and max_value and thresholds from inducer_levels +min_non_zero = min(inducer_levels(inducer_levels>0)); +min_value = min(inducer_levels); +max_value = max(inducer_levels); +higher_threshold = log10(min_non_zero)-1; % stands for start in ZeroOnLog function +lower_threshold = higher_threshold -1; % stands for zero in ZeroOnLog function +% set the zero values to the lower_threshold +inducer_levels(which) = 10^lower_threshold; + +%%%% Inducer plots +% Plain inducer plot: +h = figure('PaperPosition',[1 1 figsize]); +set(h,'visible','off'); +for i=1:n_components + loglog(inducer_levels(:),10.^input_mean(i,:),'-','Color',hsv2rgb([hues(i) 1 0.9])); hold on; + if ticks + loglog(inducer_levels(:),10.^input_mean(i,:),'+','Color',hsv2rgb([hues(i) 1 0.9])); hold on; + end + loglog(inducer_levels(:),10.^(input_mean(i,:)+input_std(i,:)),':','Color',hsv2rgb([hues(i) 1 0.9])); + loglog(inducer_levels(:),10.^(input_mean(i,:)-input_std(i,:)),':','Color',hsv2rgb([hues(i) 1 0.9])); +end; +xlabel(['[',clean_for_latex(InducerName),']']); ylabel(['IFP ' clean_for_latex(in_units)]); +set(gca,'XScale','log'); set(gca,'YScale','log'); +if(TASBEConfig.isSet('OutputSettings.FixedInducerAxis')), xlim(TASBEConfig.get('OutputSettings.FixedInducerAxis')); end; +if(TASBEConfig.isSet('OutputSettings.FixedInputAxis')), ylim(TASBEConfig.get('OutputSettings.FixedInputAxis')); end; +title(['Population ',clean_for_latex(deviceName),' transfer curve, colored by Gaussian component']); +% Edit ticks on plot to include 0 +if min_value <= 0 + xlim([10^lower_threshold max_value]); % set limit of x-axis to match with zero and start positions + ZeroOnLog(10^lower_threshold,0.5*10^higher_threshold); % call ZeroOnLog with thresholds (0.5 is for scaling of '\\') +end +outputfig(h,[clean_for_latex(stemName),'-',clean_for_latex(deviceName),'-pop-mean'],directory); diff --git a/plot_sample_histograms.m b/code/plot_sample_histograms.m similarity index 68% rename from plot_sample_histograms.m rename to code/plot_sample_histograms.m index 910924a6..75ebbb63 100644 --- a/plot_sample_histograms.m +++ b/code/plot_sample_histograms.m @@ -1,4 +1,7 @@ -% Copyright (C) 2010-2017, Raytheon BBN Technologies and contributors listed +% PLOT_SAMPLE_HISTOGRAMS makes an overlapping plot of the histograms for all of the +% different colors in a set of replicates +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed % in the AUTHORS file in TASBE analytics package distribution's top directory. % % This file is part of the TASBE analytics package, and is distributed @@ -6,12 +9,13 @@ % exception, as described in the file LICENSE in the TASBE analytics % package distribution's top directory. -function plot_sample_histograms(sampleresults,outputsettings) -% This makes an overlapping plot of the histograms for all of the -% different colors in a set of replicates - +function plot_sample_histograms(sampleresults) cfp_units = ''; +stemName = TASBEConfig.get('OutputSettings.StemName'); +directory = TASBEConfig.get('plots.plotPath'); +figsize = TASBEConfig.get('OutputSettings.FigureSize'); + AP = sampleresults{1}.AnalysisParameters; channel_set = getChannelNames(AP); n_colors = numel(channel_set); @@ -20,7 +24,7 @@ function plot_sample_histograms(sampleresults,outputsettings) %%% Bin count plots: % Counts by CFP level: maxcount = 1e1; -h = figure('PaperPosition',[1 1 5 3.66]); +h = figure('PaperPosition',[1 1 figsize]); set(h,'visible','off'); for i=1:n_colors color = getLineSpec(getChannel(AP,channel_set{i})); @@ -49,6 +53,7 @@ function plot_sample_histograms(sampleresults,outputsettings) e = nanLoc - 1 + start - 1; end loglog(bin_centers(start:e),counts(start:e),[color '-']); hold on; + if(start == e), loglog(bin_centers(start),counts(start),[color '+']); hold on; end; % make sure isolated points show start = max(start+1, e+1); end % loglog(get_bin_centers(bins),counts,'-','Color',hsv2rgb([hues(i) 1 0.9])); hold on; @@ -64,8 +69,8 @@ function plot_sample_histograms(sampleresults,outputsettings) maxcount = max(maxcount,max(counts)); end end; -xlabel(['Constitutive ' cfp_units]); ylabel('Count'); -if(outputsettings.FixedXAxis), xlim(outputsettings.FixedXAxis); end; -if(outputsettings.FixedYAxis), ylim(outputsettings.FixedYAxis); else ylim([1e0 10.^(ceil(log10(maxcount)))]); end; -title([outputsettings.StemName,' bin counts, colored by inducer level']); -outputfig(h,[outputsettings.StemName,'-histogram'],outputsettings.Directory); +xlabel(['Constitutive ' clean_for_latex(cfp_units)]); ylabel('Count'); +if(TASBEConfig.isSet('OutputSettings.FixedBinningAxis')), xlim(TASBEConfig.get('OutputSettings.FixedBinningAxis')); end; +if(TASBEConfig.isSet('OutputSettings.FixedHistogramAxis')), ylim(TASBEConfig.get('OutputSettings.FixedHistogramAxis')); else ylim([1e0 10.^(ceil(log10(maxcount)))]); end; +title([clean_for_latex(stemName),' bin counts, colored by inducer level']); +outputfig(h,[clean_for_latex(stemName),'-histogram'],directory); diff --git a/code/plot_sample_sets.m b/code/plot_sample_sets.m new file mode 100644 index 00000000..8cf8ba53 --- /dev/null +++ b/code/plot_sample_sets.m @@ -0,0 +1,37 @@ +% PLOT_SAMPLE_SETS creates bin count histograms for a sample set by calling +% plot_sample_histograms for each condition in the inputted +% batch_description. +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed +% in the AUTHORS file in TASBE analytics package distribution's top directory. +% +% This file is part of the TASBE analytics package, and is distributed +% under the terms of the GNU General Public License, with a linking +% exception, as described in the file LICENSE in the TASBE analytics +% package distribution's top directory. + +function plot_sample_sets(batch_description,results) + +%fprintf('Outputting CSV data...\n'); + %sample_set_to_csv(); +batch_size = size(batch_description,1); + +fprintf('Outputting histograms'); +% get/set should be replaced by push/pop of output settings +stemName = TASBEConfig.get('OutputSettings.StemName'); +ERROR = []; +try + for i=1:batch_size, + condition_name = batch_description{i,1}; + TASBEConfig.set('OutputSettings.StemName', [stemName '-' condition_name]); + sampleresults = results{i,2}; + plot_sample_histograms(sampleresults); + fprintf('.'); + end + fprintf('\n'); +catch ERROR +end +TASBEConfig.set('OutputSettings.StemName', stemName); +if ~isempty(ERROR) + rethrow(ERROR); +end diff --git a/code/plusminus_analysis_excel.m b/code/plusminus_analysis_excel.m new file mode 100644 index 00000000..311af29e --- /dev/null +++ b/code/plusminus_analysis_excel.m @@ -0,0 +1,581 @@ +% Function that runs plusminus analysis given a template spreadsheet. A +% TemplateExtraction object and optional Color Model are inputs. Outputs +% results and batch descriptions used for test functions. +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed +% in the AUTHORS file in TASBE analytics package distribution's top directory. +% +% This file is part of the TASBE analytics package, and is distributed +% under the terms of the GNU General Public License, with a linking +% exception, as described in the file LICENSE in the TASBE analytics +function [all_results, all_batch_descrips] = plusminus_analysis_excel(extractor, CM) + % Reset and update TASBEConfig and get exp name + extractor.TASBEConfig_updates(); + path = extractor.path; + TASBEConfig.set('template.displayErrors', 1); + experimentName = extractor.getExcelValue('experimentName', 'char'); + TASBEConfig.set('template.displayErrors', 0); + + TASBEConfig.set('plots.showPlotLocation', 1); + + % Find preference_row + preference_row = 0; + col_num = extractor.getColNum('first_compGroup_PM'); + sh_num = extractor.getSheetNum('first_compGroup_PM'); + for i=1:size(extractor.sheets{sh_num},1) + try + value = extractor.getExcelValuePos(sh_num, i, col_num, 'char'); + if strcmp(value, 'Required: Instructions to use button below') + preference_row = i + 2; + break + end + catch + continue + end + end + if preference_row == 0 + TASBESession.error('plusminus_analysis_excel', 'MissingPreference', 'No end row number found for plusminus analysis. Make sure run button and instructions are in column A.') + end + + % Load the color model + if nargin < 2 + % Obtain the CM_name + try + coords = extractor.getExcelCoordinates('inputName_CM', 2); + CM_name = extractor.getExcelValuePos(coords{1}, preference_row, coords{3}, 'char'); + [~,name,~] = fileparts(CM_name); + CM_name = [name '.mat']; + catch + TASBESession.warn('plusminus_analysis_excel', 'MissingPreference', 'Missing CM Filename in "Comparative Analysis" sheet. Looking in "Calibration" sheet.'); + try + CM_name = extractor.getExcelValue('outputName_CM', 'char'); + [~,name,~] = fileparts(CM_name); + CM_name = [name '.mat']; + catch + TASBESession.warn('plusminus_analysis_excel', 'MissingPreference', 'Missing Output Filename in "Calibration" sheet. Defaulting to exp name.'); + CM_name = [experimentName '-ColorModel.mat']; + end + end + + % Obtain the CM_path + try + coords = extractor.getExcelCoordinates('inputPath_CM', 2); + CM_path = extractor.getExcelValuePos(coords{1}, preference_row, coords{3}, 'char'); + CM_path = make_filename_absolute(CM_path, path); + catch + TASBESession.warn('plusminus_analysis_excel', 'MissingPreference', 'Missing CM Filepath in "Comparative Analysis" sheet. Looking in "Calibration" sheet.'); + try + CM_path = extractor.getExcelValue('outputPath_CM', 'char'); + CM_path = make_filename_absolute(CM_path, path); + catch + TASBESession.warn('plusminus_analysis_excel', 'MissingPreference', 'Missing Output Filepath in "Calibration" sheet. Defaulting to template path.'); + CM_path = path; + end + end + CM_file = [CM_path CM_name]; + + try + load(CM_file); + catch + TASBESession.warn('plusminus_analysis_excel', 'MissingPreference', 'Could not load CM file, creating a new one.'); + CM = make_color_model_excel(extractor); + end + end + + % Set TASBEConfigs and create variables needed to run plusminus analysis + % Analyze on a histogram of 10^[first] to 10^[third] ERF, with bins every 10^[second] + try + coords = extractor.getExcelCoordinates('binseq_min', 2); + binseq_min = extractor.getExcelValuePos(coords{1}, preference_row, coords{3}, 'numeric'); + coords = extractor.getExcelCoordinates('binseq_max', 2); + binseq_max = extractor.getExcelValuePos(coords{1}, preference_row, coords{3}, 'numeric'); + coords = extractor.getExcelCoordinates('binseq_pdecade', 2); + binseq_pdecade = extractor.getExcelValuePos(coords{1}, preference_row, coords{3}, 'numeric'); + bins = BinSequence(binseq_min, (1/binseq_pdecade), binseq_max, 'log_bins'); + catch + bins = BinSequence(); + end + + % Designate which channels have which roles + [channel_roles, ~] = getChannelRoles(CM, extractor); + + if isempty(channel_roles) + TASBESession.warn('plusminus_analysis_excel', 'MissingPreference', 'Missing constitutive, input, output in "Calibration" sheet'); + APs = {AnalysisParameters(bins,{})}; + else + APs = {}; + for j=1:numel(channel_roles) + APs{end+1} = AnalysisParameters(bins,channel_roles{j}); + end + end + + % Obtain the necessary sample filenames and print names + sample_names = {}; + file_names = {}; + sh_num3 = extractor.getSheetNum('first_compGroup_PM'); + sh_num2 = extractor.getSheetNum('first_sample_num'); + first_sample_row = extractor.getRowNum('first_sample_num'); + sample_num_col = extractor.getColNum('first_sample_num'); + col_names = {}; + row_nums = {}; + col_nums = {}; + last_sampleColName_row = preference_row - 5; + % Determine the number of plusminus analysis to run + for i=extractor.getRowNum('primary_sampleColName_PM'): last_sampleColName_row + col_name = {}; + try + value = extractor.getExcelValuePos(sh_num3, i, extractor.getColNum('primary_sampleColName_PM'), 'char'); + col_name{end+1} = value; + row_nums{end+1} = i; + catch + try + value = num2str(extractor.getExcelValuePos(sh_num3, i, extractor.getColNum('primary_sampleColName_PM'), 'numeric')); + if ~isempty(value) + col_name{end+1} = value; + row_nums{end+1} = i; + end + catch + continue + end + end + try + col_name{end+1} = extractor.getExcelValuePos(sh_num3, i, extractor.getColNum('secondary_sampleColName_PM'), 'char'); + if ~isempty(col_name) + col_names{end+1} = col_name; + end + catch + try + value = num2str(extractor.getExcelValuePos(sh_num3, i, extractor.getColNum('secondary_sampleColName_PM'), 'numeric')); + if ~isempty(value) + col_name{end+1} = value; + end + if ~isempty(col_name) + col_names{end+1} = col_name; + end + catch + % no secondary column add col_name to col_names and + % continue + if ~isempty(col_name) + col_names{end+1} = col_name; + end + continue + end + end + end + + % Go through columns to find column numbers of primary and secondary col names + for i=1:numel(col_names) + col_name = col_names{i}; + col_num = {}; + for j=1:numel(col_name) + pos = find(ismember(extractor.col_names, col_name{j}), 1); + if ~isempty(pos) + col_num{j} = pos; + end + end + if numel(col_num) ~= numel(col_name) + TASBESession.error('plusminus_analysis_excel', 'InvalidColumnName', 'Primary/secondary column names in "Comparative Analysis" does not match with any column name in "Samples".'); + end + col_nums{end+1} = col_num; + end + + % Go though comparison groups and store values and column numbers in + % cell array + comp_groups = {}; + comp_group_names = {}; + first_group_col = extractor.getColNum('first_compGroup_PM'); + outputNames = {}; + outputPaths = {}; + plotPaths = {}; + inducer_names = {}; + for i=1:numel(row_nums) + if i == numel(row_nums) + end_row = last_sampleColName_row; + else + end_row = row_nums{i+1}-1; + end + comp_group = {}; + for j=row_nums{i}:end_row + try + group = extractor.getExcelValuePos(sh_num3, j, first_group_col, 'char'); + catch + try + group = num2str(extractor.getExcelValuePos(sh_num3, j, first_group_col, 'numeric')); + if isempty(group) + continue + end + catch + continue + end + end + [group_names, values] = getCompGroups(group); + % Go through group_names and find column numbers + pos = {}; + for k=1:numel(group_names) + temp_pos = find(ismember(extractor.col_names, group_names{k}), 1); + if isempty(temp_pos) + TASBESession.error('plusminus_analysis_excel', 'InvalidColumnName', 'Sample column name, %s, under Comparison Groups in "Comparative Analysis" does not match with any column name in "Samples".', col_name); + else + pos{end+1} = temp_pos; + end + end + comp_group{end+1} = {pos, values}; + comp_group_names{end+1} = group; + end + if isempty(comp_group) + comp_group{end+1} = {}; + end + comp_groups{end+1} = comp_group; + % Get unique preferences + % Obtain output name + try + outputName = extractor.getExcelValuePos(sh_num3, row_nums{i}, extractor.getColNum('outputName_PM'), 'char'); + [~, name, ~] = fileparts(outputName); + outputNames{end+1} = [name '.mat']; + catch + TASBESession.warn('plusminus_analysis_excel', 'MissingPreference', 'Missing Output File Name for Plusminus Analysis %s in "Comparative Analysis" sheet', num2str(i)); + if i > 1 + outputNames{end+1} = [experimentName '-CompAnalysis' num2str(i) '.mat']; + else + outputNames{end+1} = [experimentName '-CompAnalysis.mat']; + end + end + + % Obtain output path + try + outputPath = extractor.getExcelValuePos(sh_num3, row_nums{i}, extractor.getColNum('outputPath_PM'), 'char'); + outputPath = make_filename_absolute(outputPath, path); + outputPaths{end+1} = outputPath; + catch + TASBESession.warn('plusminus_analysis_excel', 'MissingPreference', 'Missing Output File Path for Plusminus Analysis %s in "Comparative Analysis" sheet', num2str(i)); + outputPaths{end+1} = path; + end + + try + plotPath_coord = extractor.getExcelCoordinates('plots.plotPath'); + plot_path = extractor.getExcelValuePos(sh_num3, row_nums{i}, plotPath_coord{3}{3}, 'char'); + plot_path = make_filename_absolute(plot_path, path); + plotPaths{end+1} = plot_path; + catch + TASBESession.warn('plusminus_analysis_excel', 'MissingPreference', 'Missing plot path for Plusminus Analysis %s in "Comparative Analysis" sheet', num2str(i)); + plot_path = end_with_slash(fullfile(path, 'plots/')); + plotPaths{end+1} = plot_path; + end + + inducer_names{end+1} = col_names{i}{1}; + end + + % Get list of distinct values from primary sample column names using + % condition key col_nums{i}. Also get list of distinct values (in + % order) from secondary sample column names + condition_col = extractor.getColNum('first_condition_key'); + condition_sh = extractor.getSheetNum('first_condition_key'); + first_condition_row = extractor.getRowNum('first_condition_key'); + all_keys = {}; + for i=1:numel(col_names) + col_name = col_names{i}; + keys = {}; + for j=first_condition_row:size(extractor.sheets{condition_sh}, 1) + try + value = extractor.getExcelValuePos(condition_sh, j, condition_col, 'char'); + if ~isempty(strfind(value, 'Sample Column Name')) + try + column_name = extractor.getExcelValuePos(condition_sh, j, condition_col+1, 'char'); + ind = find(ismember(col_name, column_name), 1); + if ~isempty(ind) + % get keys + key = {}; + for k=j+2:size(extractor.sheets{condition_sh}, 1) + try + key{end+1} = extractor.getExcelValuePos(condition_sh, k, condition_col, 'char'); + catch + try + part = extractor.getExcelValuePos(condition_sh, k, condition_col, 'numeric'); + if isempty(part) + break + end + key{end+1} = part; + catch + break + end + end + end + keys{end+1} = key; + end + catch + try + column_name = num2str(extractor.getExcelValuePos(condition_sh, j, condition_col+1, 'numeric')); + if isempty(column_name) + continue + end + ind = find(ismember(col_name, column_name), 1); + if ~isempty(ind) + % get keys + key = {}; + for k=j+2:size(extractor.sheets{condition_sh}, 1) + try + key{end+1} = extractor.getExcelValuePos(condition_sh, k, condition_col, 'char'); + catch + try + part = extractor.getExcelValuePos(condition_sh, k, condition_col, 'numeric'); + if isempty(part) + break + end + key{end+1} = part; + catch + break + end + end + end + keys{end+1} = key; + end + catch + continue + end + end + end + catch + continue + end + end + all_keys{end+1} = keys; + end + + all_results = {}; + all_batch_descrips = {}; + for i=1:numel(col_names) + TASBEConfig.set('plots.plotPath', plotPaths{i}); + outputName = outputNames{i}; + outputPath = outputPaths{i}; + keys = all_keys{i}; + comp_group = comp_groups{i}; + col_num = col_nums{i}; + col_name = col_names{i}; + batch_description = {}; % contains all the sample row numbers for groups + % Find the different sets for each group + for k=1:numel(comp_group) + group = {}; + for j=first_sample_row:extractor.getRowNum('last_sample_num') + try + if isempty(comp_group{k}) + group{end+1} = j; + else + %Go through all of the sample column names and make sure all values equal + equal = true; + for x=1:numel(comp_group{k}{1}) + value = extractor.getExcelValuePos(sh_num2, j, comp_group{k}{1}{x}); + if isa(value, 'numeric') + value = num2str(value); + end + if ~strcmp(value, comp_group{k}{2}{x}) + equal = false; + end + end + if equal + group{end+1} = j; + end + end + catch + continue + end + end + if ~isempty(comp_group{k}) + if ~isa(comp_group{k}{2}, 'char') + batch_description{end+1} = {[comp_group_names{k}]; col_name{1}; keys{1}; group}; + else + batch_description{end+1} = {[comp_group_names{k}]; col_name{1}; keys{1}; group}; + end + else + batch_description{end+1} = {experimentName; col_name{1}; keys{1}; group}; + end + end + + % Go through row numbers in groups and extract and organize by keys{1} + for k=1:numel(batch_description) + sets = {}; + for j=1:numel(batch_description{k}{4}) + try + value = extractor.getExcelValuePos(sh_num2, batch_description{k}{4}{j}, col_num{1}); + ind = find(ismember(keys{1}, value), 1); + if ~isempty(ind) + try + temp = isempty(sets{ind}); + sets{ind}{end+1} = batch_description{k}{4}{j}; + catch + sets{ind} = {batch_description{k}{4}{j}}; + end + end + catch + continue + end + end + for j=1:numel(sets) + batch_description{k}{3+j} = sets{j}; + end + end + + % Reorder the sample within the sets if applicable to match with the + % order of the secondary sample column name (else just keep old order) + if numel(col_name) > 1 && numel(keys) > 1 + for z=1:numel(batch_description) + for j=4:numel(batch_description{z}) + set = batch_description{z}{j}; + ordered_set = {}; + for k=1:numel(set) + % Get value at col_num{2} and compare with keys{2} + try + value = extractor.getExcelValuePos(sh_num2, set{k}, col_num{2}); + ind = zeros(0,0); + if isa(value, 'numeric') + for c=1:numel(keys{2}) + if keys{2}{c} == value + ind = c; + break + end + end + else + ind = find(ismember(keys{2}, value), 1); + end + if ~isempty(ind) + ordered_set{ind,1} = value; + ordered_set{ind,2} = getExcelFilename(extractor, set{k}); + end + catch + continue + end + end + batch_description{z}{j} = ordered_set; + end + end + else + % do the same but no reordering + for z=1:numel(batch_description) + for j=4:numel(batch_description{z}) + set = batch_description{z}{j}; + ordered_set = {}; + for k=1:numel(set) + % Get value at col_num{2}} + if numel(col_name) > 1 + try + value = extractor.getExcelValuePos(sh_num2, set{k}, col_num{2}); + ordered_set{end+1,1} = value; + ordered_set{end,2} = getExcelFilename(extractor, set{k}); + catch + continue + end + else + try + value = extractor.getExcelValuePos(sh_num2, set{k}, col_num{1}); + ordered_set{end+1,1} = k; % default to just index + ordered_set{end,2} = getExcelFilename(extractor, set{k}); + catch + continue + end + end + end + batch_description{z}{j} = ordered_set; + end + end + end + + assignin('base','batch_description',batch_description); + + % Go through all possible APs + for j=1:numel(APs) + AP = APs{j}; + % Ignore any bins with less than valid count as noise + try + coords = extractor.getExcelCoordinates('minValidCount', 2); + minValidCount = extractor.getExcelValuePos(coords{1}, preference_row, coords{3}, 'numeric'); + if isempty(minValidCount) + error('empty preference'); + end + AP=setMinValidCount(AP,minValidCount); + catch + TASBESession.warn('plusminus_analysis_excel', 'ImportantMissingPreference', 'Missing Min Valid Count in "Comparative Analysis" sheet'); + end + + % Corresponds to pem_drop_threshold for histogram computation + try + coords = extractor.getExcelCoordinates('minValidau', 2); + minValidau = extractor.getExcelValuePos(coords{1}, preference_row, coords{3}, 'numeric'); + if isempty(minValidau) + error('empty preference'); + end + AP=setPemDropThreshold(AP,minValidau); + catch + TASBESession.warn('plusminus_analysis_excel', 'ImportantMissingPreference', 'Missing Min Valid au in "Samples" sheet'); + end + + % Add autofluorescence back in after removing for compensation? + try + coords = extractor.getExcelCoordinates('autofluorescence', 2); + autofluorescence = extractor.getExcelValuePos(coords{1}, preference_row, coords{3}, 'numeric'); + if isempty(autofluorescence) + error('empty preference'); + end + AP=setUseAutoFluorescence(AP,autofluorescence); + catch + TASBESession.warn('plusminus_analysis_excel', 'ImportantMissingPreference', 'Missing Use Auto Fluorescence in "Comparative Analysis" sheet'); + end + + try + coords = extractor.getExcelCoordinates('minFracActive', 2); + minFracActive = extractor.getExcelValuePos(coords{1}, preference_row, coords{3}, 'numeric'); + if isempty(minFracActive) + error('empty preference'); + end + AP=setMinFractionActive(AP,minFracActive); + catch + TASBESession.warn('plusminus_analysis_excel', 'ImportantMissingPreference', 'Missing Min Fraction Active in "Comparative Analysis" sheet'); + end + + if j > 1 + outputName_parts = strtrim(strsplit(outputName, '.')); + outputName = [outputName_parts{1} '-' num2str(j) '.' outputName_parts{2}]; + for z=1:numel(batch_description) + batch_description{z}{1} = [batch_description{z}{1} '-' num2str(j)]; + end + end + + % Execute the actual analysis + results = process_plusminus_batch(CM, batch_description, AP); + all_results{end+1} = results; + all_batch_descrips{end+1} = batch_description; + % Make additional output plots + for k=1:numel(results) + TASBEConfig.set('OutputSettings.StemName', batch_description{k}{1}); + plot_plusminus_comparison(results{k}, batch_description{k}{3}); + end + + if ~isdir(outputPath) + sanitized_path = strrep(outputPath, '/', '/'); + sanitized_path = strrep(sanitized_path, '\', '\'); + sanitized_path = strrep(sanitized_path, ':', ':'); + TASBESession.notify('OutputFig','MakeDirectory','Directory does not exist, attempting to create it: %s',sanitized_path); + mkdir(outputPath); + end + save('-V7',[outputPath outputName],'batch_description','AP','results'); + end + end + TASBEConfig.set('plots.showPlotLocation', 0); +end + +% Helper function that returns cell array of sample column names and their corresponding values +% for row in Comparison Groups +function [group_names, values] = getCompGroups(group) + group_names = {}; + values = {}; + pairs = strtrim(strsplit(group, ',')); + for i=1:numel(pairs) + sections = strtrim(strsplit(pairs{i}, '=')); + if numel(sections) ~= 2 + TASBESession.error('plusminus_analysis_excel', 'InvalidCompGroup', 'Comparison groups must come in "sample column = value" pairs. %s not valid.', group); + end + group_names{end+1} = sections{1}; + values{end+1} = sections{2}; + end + if numel(group_names) ~= numel(values) + TASBESession.error('plusminus_analysis_excel', 'InvalidCompGroup', 'Comparison groups must come in "sample column = value" pairs. %s not valid.', group); + end +end diff --git a/process_constitutive_batch.m b/code/process_constitutive_batch.m similarity index 57% rename from process_constitutive_batch.m rename to code/process_constitutive_batch.m index 642e3832..c0ed722a 100644 --- a/process_constitutive_batch.m +++ b/code/process_constitutive_batch.m @@ -1,4 +1,8 @@ -% Copyright (C) 2010-2017, Raytheon BBN Technologies and contributors listed +% PROCESS_CONSTITUTIVE_BATCH processes FCS data contained in each condition for batch analysis. +% batch_description is a cell-array of: {condition_name, filenames} +% results is a cell-array of {ExperimentResults, {SampleResults}} +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed % in the AUTHORS file in TASBE analytics package distribution's top directory. % % This file is part of the TASBE analytics package, and is distributed @@ -6,19 +10,30 @@ % exception, as described in the file LICENSE in the TASBE analytics % package distribution's top directory. -function results = process_constitutive_batch( colorModel, batch_description, analysisParams, OSbin) -% batch_description is a cell-array of: {condition_name, filenames} -% results is a cell-array of {ExperimentResults, {SampleResults}} - +function results = process_constitutive_batch( colorModel, batch_description, analysisParams, data) batch_size = size(batch_description,1); % Begin by scanning to make sure all expected files are present fprintf('Confirming files are present...\n'); +condition_names = {}; for i = 1:batch_size fileset = batch_description{i,2}; + condition_name = sanitize_filename(batch_description{i,1}); + if ~any(strcmp(condition_names,condition_name)) + condition_names{end+1} = condition_name; + else + if TASBEConfig.get('flow.duplicateConditionWarning') == 1 + % error + TASBESession.error('TASBE:Analysis','DuplicateCondition','Duplicate condition for %s', condition_name); + else + % warn + TASBESession.warn('TASBE:Analysis','DuplicateCondition','Duplicate condition for %s', condition_name); + end + end for j=1:numel(fileset), - if ~exist(fileset{j},'file'), - error('Could not find file: %s',fileset{j}); + file = getFile(fileset{j}); + if ~exist(file,'file'), + TASBESession.error('TASBE:Analysis','MissingFile','Could not find file: %s',fileset{j}); end end end @@ -30,12 +45,7 @@ experiment = Experiment(condition_name,'', {0,fileset}); fprintf(['Analyzing ' condition_name '...\n']); - sampleresults = process_data(colorModel,experiment,analysisParams); + sampleresults = process_data(colorModel,experiment,analysisParams, data{i}); results{i,1} = summarize_data(colorModel,experiment,analysisParams,sampleresults); results{i,2} = sampleresults{1}; - - if nargin>3, % if supplied an output setting, dump bincounts files - OStmp = OSbin; OStmp.StemName = [OStmp.StemName '-' condition_name]; - plot_bin_statistics(sampleresults,OStmp); - end end diff --git a/process_data.m b/code/process_data.m similarity index 61% rename from process_data.m rename to code/process_data.m index f56f0f68..eb00142c 100644 --- a/process_data.m +++ b/code/process_data.m @@ -1,4 +1,8 @@ -% Copyright (C) 2010-2017, Raytheon BBN Technologies and contributors listed +% PROCESS_DATA processes the data from the fcs files into useful arrays. Here +% the structure of processed data mirrors that of the filenames in the +% experiment. +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed % in the AUTHORS file in TASBE analytics package distribution's top directory. % % This file is part of the TASBE analytics package, and is distributed @@ -6,12 +10,7 @@ % exception, as described in the file LICENSE in the TASBE analytics % package distribution's top directory. -function sampleresults = process_data( colorModel, experiment, analysisParams) -%PROCESS_DATA Process the data from the fcs files into useful arrays. Here -%the structure of processed data mirrors that of the filenames in the -%experiment. - - +function sampleresults = process_data( colorModel, experiment, analysisParams, data) filenames = getInducerLevelsToFiles(experiment); % array of file names n_conditions = numel(filenames); @@ -21,12 +20,10 @@ for i=1:n_conditions perInducerFiles = filenames{i}; numberOfPerInducerFiles = numel(perInducerFiles); - if (numberOfPerInducerFiles == 0), warning('TASBE:Analysis','An inducer level is missing a data file'); end; + if (numberOfPerInducerFiles == 0), TASBESession.warn('TASBE:Analysis','MissingDataFile','An inducer level is missing a data file'); end; for j = 1:numberOfPerInducerFiles fileName = perInducerFiles{j}; - % Read data and extract statistics - data = readfcs_compensated_MEFL(colorModel,fileName, getUseAutoFluorescence(analysisParams), true); - - sampleresults{i}{j} = compute_sample_statistics(colorModel,experiment,fileName,analysisParams,data); + % Extract statistics + sampleresults{i}{j} = compute_sample_statistics(colorModel,experiment,fileName,analysisParams,data{i}{j}); end end diff --git a/code/process_plusminus_batch.m b/code/process_plusminus_batch.m new file mode 100644 index 00000000..370b0caa --- /dev/null +++ b/code/process_plusminus_batch.m @@ -0,0 +1,127 @@ +% PROCESS_PLUSMINUS_BATCH analyzes the batch_description for plusminus +% analysis, conducts comparisons between batches and plots some of the +% results +% +% batch_description is a cell-array of: {condition_name, inducer_name, batch_names, plus_level_file_pairs, minus_level_file_pairs} +% pm_results is a cell-array of PlusMinusResults +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed +% in the AUTHORS file in TASBE analytics package distribution's top directory. +% +% This file is part of the TASBE analytics package, and is distributed +% under the terms of the GNU General Public License, with a linking +% exception, as described in the file LICENSE in the TASBE analytics +% package distribution's top directory. + +function [pm_results, pm_sampleresults] = process_plusminus_batch(colorModel, batch_description, analysisParams) +batch_size = numel(batch_description); + +% check to make sure batch_description has the correct dimensions +category_size = size(batch_description, 1); + +for i=1:category_size + section_size = numel(batch_description{i}); + batch_names_size = numel(batch_description{i}{3}); + if section_size ~= batch_names_size+3 + TASBESession.error('TASBE:Analysis', 'SetDimensionMismatch', 'Plus Minus analysis invoked with incorrect number of sets. Make sure batch_description is a n X 2 matrix with the correct number of sets (size of batch_names including condition_name and inducer_name).'); + end + for j=4:section_size + if size(batch_description{i}{j}, 2) ~= 2 + TASBESession.error('TASBE:Analysis', 'ColumnDimensionMismatch', 'Plus Minus analysis invoked with incorrect number of columns. Make sure batch_description is a n X 2 matrix.'); + end + end +end + +% verify that all files exist +% Begin by scanning to make sure all expected files are present +fprintf('Confirming files are present...\n'); +exp_names = {}; +for i=1:batch_size + batch_names_size = numel(batch_description{i}{3}); + level_file_pairs = cell(batch_names_size); + condition_name = batch_description{i}{1}; + inducer_name = batch_description{i}{2}; + for j=1:batch_names_size + level_file_pairs{j} = batch_description{i}{j+3}; + exp_name = sanitize_filename([condition_name ': ' inducer_name ' ' batch_description{i}{3}{j}]); + if ~any(strcmp(exp_names,exp_name)) + exp_names{end+1} = exp_name; + else + if TASBEConfig.get('flow.duplicateConditionWarning') == 1 + % error + TASBESession.error('TASBE:Analysis','DuplicateCondition','Duplicate condition for %s', exp_name); + else + % warn + TASBESession.warn('TASBE:Analysis','DuplicateCondition','Duplicate condition for %s', exp_name); + end + end + end + for j=1:size(level_file_pairs,1) + fileset = level_file_pairs{j,2}; + for k=1:size(fileset,1) + if ~exist(char(fileset{k,2}),'file') + TASBESession.error('TASBE:Analysis','MissingFile','Could not find file: %s',char(fileset{k,2})); + end + end + end +end + +pm_results = cell(batch_size,1); +pm_sampleresults = cell(batch_size,1); +for i = 1:batch_size + batch_names_size = numel(batch_description{i}{3}); + condition_name = batch_description{i}{1}; + inducer_name = batch_description{i}{2}; + level_file_pairs = cell(batch_names_size,1); + experiment_names = cell(batch_names_size,1); + experiments = cell(batch_names_size,1); + sampleresults = cell(batch_names_size,1); + results = cell(batch_names_size,1); + % Go through batch_names + for j = 1:batch_names_size + level_file_pair = batch_description{i}{j+3}; + experiment_name = [condition_name ': ' inducer_name ' ' batch_description{i}{3}{j}]; + experiment = Experiment(experiment_name,{inducer_name}, level_file_pair); + data{i} = read_data(colorModel, experiment, analysisParams); + fprintf(['Starting analysis of ' experiment_name '...\n']); + sampleresult = process_data(colorModel,experiment,analysisParams, data{i}); + result = summarize_data(colorModel,experiment,analysisParams,sampleresult); + experiment_names{j} = experiment_name; + experiments{j} = experiment; + sampleresults{j} = sampleresult; + results{j} = result; + level_file_pairs{j} = level_file_pair; + end + + % Comparisons between batches + fprintf(['Computing comparison for ' condition_name '...\n']); + comp_results = cell(numel(results)-1,1); + for j = 1:numel(results)-1 + comp_results{j} = compare_plusminus(results{j},results{end}); % compare against last batch + end + pm_sampleresults{i} = sampleresults; % array of arrays of sampleresults + pm_results{i} = comp_results; % array of arrays of comparisons + % dump bincounts files + % get/set should be replaced by push/pop of output settings + % stemName = TASBEConfig.getexact('OutputSettings.StemName',[]); + ERROR = []; % This is an ugly kludge, and we should figure out a way to avoid it + try + for j = 1:batch_names_size + TASBEConfig.set('OutputSettings.StemName', [condition_name '-' batch_description{i}{3}{j}]); + plot_bin_statistics(sampleresults{j}, getInducerLevelsToFiles(experiments{j},1)); + end + + TASBEConfig.set('OutputSettings.StemName', condition_name); + % Plot bin counts on constitutive channel + constitutive_index = find(colorModel,getChannel(analysisParams, 'constitutive')); + plot_bin_statistics_all(sampleresults, batch_description{i}{3}, getInducerLevelsToFiles(experiments{1},1), constitutive_index, 'Constitutive'); + % Plot bin counts on output channel + output_index = find(colorModel,getChannel(analysisParams, 'output')); + plot_bin_statistics_all(sampleresults, batch_description{i}{3}, getInducerLevelsToFiles(experiments{1},1), output_index, 'Output'); + catch ERROR + end + % TASBEConfig.set('OutputSettings.StemName', stemName); + if ~isempty(ERROR) + rethrow(ERROR); + end +end diff --git a/code/process_transfer_curve.m b/code/process_transfer_curve.m new file mode 100644 index 00000000..ee7b0ee5 --- /dev/null +++ b/code/process_transfer_curve.m @@ -0,0 +1,17 @@ +% PROCESS_TRANSFER_CURVE analyzes the data for transfer curve analysis. +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed +% in the AUTHORS file in TASBE analytics package distribution's top directory. +% +% This file is part of the TASBE analytics package, and is distributed +% under the terms of the GNU General Public License, with a linking +% exception, as described in the file LICENSE in the TASBE analytics +% package distribution's top directory. + +function [results, sampleresults] = process_transfer_curve( colorModel, experiment, analysisParams) + +data = read_data( colorModel, experiment, analysisParams); + +sampleresults = process_data(colorModel,experiment,analysisParams, data); + +results = summarize_data(colorModel,experiment,analysisParams,sampleresults); diff --git a/code/read_data.m b/code/read_data.m new file mode 100644 index 00000000..3e624985 --- /dev/null +++ b/code/read_data.m @@ -0,0 +1,30 @@ +% In READ_DATA, the structure of processed data mirrors that of the filenames in the +% experiment. +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed +% in the AUTHORS file in TASBE analytics package distribution's top directory. +% +% This file is part of the TASBE analytics package, and is distributed +% under the terms of the GNU General Public License, with a linking +% exception, as described in the file LICENSE in the TASBE analytics +% package distribution's top directory. + +function [data,n_removed] = read_data( colorModel, experiment, analysisParams) +datafiles = getInducerLevelsToFiles(experiment); % array of file names +n_conditions = numel(datafiles); + +% Process each file for each condition in turn, computing results +% incrementally +data = cell(size(datafiles)); +n_removed = data; +for i=1:n_conditions + perInducerFiles = datafiles{i}; + numberOfPerInducerFiles = numel(perInducerFiles); + if (numberOfPerInducerFiles == 0), TASBESession.warn('TASBE:Analysis','MissingDataFile','An inducer level is missing a data file'); end; + for j = 1:numberOfPerInducerFiles + datafile = perInducerFiles{j}; + datafile = ensureDataFile(datafile); + % Read data and extract statistics + [data{i}{j},n_removed{i}{j}] = readfcs_compensated_ERF(colorModel, datafile, getUseAutoFluorescence(analysisParams), true); + end +end diff --git a/scan_facs_settings.m b/code/scan_facs_settings.m similarity index 92% rename from scan_facs_settings.m rename to code/scan_facs_settings.m index 1ee5998b..269dc083 100644 --- a/scan_facs_settings.m +++ b/code/scan_facs_settings.m @@ -1,4 +1,12 @@ -% Copyright (C) 2010-2017, Raytheon BBN Technologies and contributors listed +% SCAN_FACS_SETTINGS checks settings in FACS files, to allow validation of lasers, etc. +% - fileset is a cell array: {{filename [, nickname]}, ... } of files to compare +% - channels is a cell array: {{channel [, nickname]}, ... } of channels to investigate +% - fields is a cell array of fields to report values for +% default is all non-null fields except: bit, range, name, decade, log, logzero +% - csvout is an optional name for a .csv file to dump a report to +% Returns a cell array of the channel descriptors from all files +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed % in the AUTHORS file in TASBE analytics package distribution's top directory. % % This file is part of the TASBE analytics package, and is distributed @@ -7,17 +15,9 @@ % package distribution's top directory. function descs = scan_facs_settings(fileset,channels,fields,csvout) -% Checks settings in FACS files, to allow validation of lasers, etc. -% - fileset is a cell array: {{filename [, nickname]}, ... } of files to compare -% - channels is a cell array: {{channel [, nickname]}, ... } of channels to investigate -% - fields is a cell array of fields to report values for -% default is all non-null fields except: bit, range, name, decade, log, logzero -% - csvout is an optional name for a .csv file to dump a report to -% Returns a cell array of the channel descriptors from all files - % if no fields given, take fields from first file's first channel if nargin<3 || numel(fields) == 0 - [dat hdr] = fca_readfcs(fileset{1}{1}); + [dat hdr] = fca_read(fileset{1}{1}); [ignored desc] = get_fcs_color(dat,hdr,channels{1}{1},true); allfields = fieldnames(desc); fields = cell(0); @@ -37,7 +37,7 @@ descs = cell(numel(fileset),numel(channels)); for f=1:numel(fileset) fprintf('.'); - [dat hdr] = fca_readfcs(fileset{f}{1}); + [dat hdr] = fca_read(fileset{f}{1}); for c=1:numel(channels) [ignored desc] = get_fcs_color(dat,hdr,channels{c}{1},true); descs{f,c} = desc; diff --git a/select_channels.m b/code/select_channels.m similarity index 58% rename from select_channels.m rename to code/select_channels.m index 39aea098..78e5ae47 100644 --- a/select_channels.m +++ b/code/select_channels.m @@ -1,4 +1,7 @@ -% Copyright (C) 2010-2017, Raytheon BBN Technologies and contributors listed +% SELECT_CHANNELS makes sure that the inputted raw fcs data and header +% directory matches with one of the inputted channel names. +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed % in the AUTHORS file in TASBE analytics package distribution's top directory. % % This file is part of the TASBE analytics package, and is distributed @@ -6,7 +9,7 @@ % exception, as described in the file LICENSE in the TASBE analytics % package distribution's top directory. -function [selected selected_par] = select_channels(channels,rawfcs,fcshdr) +function [selected, selected_par] = select_channels(channels,rawfcs,fcshdr) selected = zeros(size(rawfcs,1),numel(channels)); selected_par = cell(numel(channels),1); @@ -14,13 +17,13 @@ found = false; for j=1:numel(fcshdr.par) name=getName(channels{i}); - if(strcmp(name,fcshdr.par(j).name)) + if(strcmp(name,fcshdr.par(j).name) || strcmp(name,fcshdr.par(j).rawname)) selected(:,i)=rawfcs(:,j); selected_par{i}=fcshdr.par(j); found=true; continue; end end - if(~found), error('Could not find channel %s',getPrintName(channels{i})); end; + if(~found), TASBESession.error('TASBE:Analysis','MissingChannel','Could not find channel %s',getPrintName(channels{i})); end end end diff --git a/code/serializeBatchOutput.m b/code/serializeBatchOutput.m new file mode 100644 index 00000000..8d752d01 --- /dev/null +++ b/code/serializeBatchOutput.m @@ -0,0 +1,27 @@ +% SERIALIZEBATCHOUTPUT grabs all the data in separate data structures. Then formats it for output +% files used in batch analysis. +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed +% in the AUTHORS file in TASBE analytics package distribution's top directory. +% +% This file is part of the TASBE analytics package, and is distributed +% under the terms of the GNU General Public License, with a linking +% exception, as described in the file LICENSE in the TASBE analytics +% package distribution's top directory. + +function [statisticsFile, histogramFile] = serializeBatchOutput(file_pairs, CM, AP, sampleresults) + channel_names = getChannelNames(sampleresults{1}{1}.AnalysisParameters); % channel names are same across conditions and replicates + channels = cell(numel(channel_names),1); + for i=1:numel(channel_names) + channels{i} = channel_named(CM, channel_names{i}); + end + sampleIds = file_pairs(:,1); + binCenters = get_bin_centers(getBins(AP)); + + % Formats and writes the output to the Statistics file. + statisticsFile = writeStatisticsCsv(CM, channels, sampleIds, sampleresults); + + % Formats and writes the output to the Histogram file. + histogramFile = writeHistogramCsv(channels, sampleIds, sampleresults, binCenters); +end + diff --git a/code/subpopulation_statistics.m b/code/subpopulation_statistics.m new file mode 100644 index 00000000..a6ac6c54 --- /dev/null +++ b/code/subpopulation_statistics.m @@ -0,0 +1,83 @@ +% SUBPOPULATION_STATISTICS returns the stats (counts, means, stds, and excluded) of a certain subset of +% inputted data determined by the selector input. +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed +% in the AUTHORS file in TASBE analytics package distribution's top directory. +% +% This file is part of the TASBE analytics package, and is distributed +% under the terms of the GNU General Public License, with a linking +% exception, as described in the file LICENSE in the TASBE analytics +% package distribution's top directory. + +function [counts, means, stds, excluded] = subpopulation_statistics(BSeq,data,selector,mode,drop_thresholds) +if nargin<5, drop_thresholds = []; end + +bedges = get_bin_edges(BSeq); + +n = numel(bedges)-1; +ncol = size(data,2); + +nbins = get_n_bins(BSeq); + +% create zero sets +counts = zeros(nbins,1); +means = zeros(nbins,ncol); stds = means; + +switch(mode) + case 'geometric' + for i=1:n + selection = data(:,selector)>bedges(i) & data(:,selector)<=bedges(i+1); + if ~isempty(drop_thresholds), selection = selection & data(:,selector)>drop_thresholds(selector); end + which = find(selection); + counts(i) = numel(which); + + if counts(i)==0 + means(i,:) = NaN; + stds(i,:) = NaN; + else + for j=1:ncol + trimmed = data(which,j); + + means(i,j) = geomean(trimmed); + stds(i,j) = geostd(trimmed); + end + end + end + + case 'arithmetic' + for i=1:n + which = find(data(:,selector)>bedges(i) & data(:,selector)<=bedges(i+1)); + counts(i) = numel(which); + + if counts(i)==0 + means(i,:) = NaN; + stds(i,:) = NaN; + else + for j=1:ncol + trimmed = data(which,j); + + means(i,j) = mean(trimmed); + stds(i,j) = std(trimmed); + end + end + end + + otherwise + TASBESession.error('TASBE:Analysis','UnknownStatisticalMode','Unknown statistical mode %s',mode); +end + +excluded = size(data,1) - sum(counts); + +% Iterate through bins and counts to see if detector is saturated +saturation_threshold = TASBEConfig.get('flow.saturationWarning'); +min_valid_count = TASBEConfig.get('flow.saturationMinValidCount'); +for i=5:nbins + avg_counts = mean(counts(i-4:i-2)); + if (avg_counts < (saturation_threshold*counts(i))) && (counts(i) >= min_valid_count) + if isempty(find(counts(i+2:nbins) ~= 0)) + TASBESession.warn('TASBE:Analysis','SaturationDetected','Detector saturation sensed in channel %i', selector); + end + end +end + +end diff --git a/summarize_data.m b/code/summarize_data.m similarity index 85% rename from summarize_data.m rename to code/summarize_data.m index e80f6e57..22e8a80c 100644 --- a/summarize_data.m +++ b/code/summarize_data.m @@ -1,4 +1,7 @@ -% Copyright (C) 2010-2017, Raytheon BBN Technologies and contributors listed +% SUMMARIZE_DATA Given the data from each sample, summarize it into a single +% collection of statistics per condition +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed % in the AUTHORS file in TASBE analytics package distribution's top directory. % % This file is part of the TASBE analytics package, and is distributed @@ -7,9 +10,6 @@ % package distribution's top directory. function experimentresults = summarize_data( colorModel, experiment, analysisParams, sampleresults) -%SUMMARIZE_DATA Given the data from each sample, summarize it into a single -% collection of statistics per condition - filenames = getInducerLevelsToFiles(experiment); % array of file names n_conditions = numel(filenames); @@ -66,8 +66,14 @@ sample_popcmeans = reshape([sampleset.PopComponentMeans],n_components,n_channels,numel(sampleset)); sample_popcstds = reshape([sampleset.PopComponentStandardDevs],n_components,n_channels,numel(sampleset)); sample_popcweights = reshape([sampleset.PopComponentWeights],n_components,n_channels,numel(sampleset)); - sample_plas = [sampleset.PlasmidEstimates]; - sample_active = [sampleset.FractionActive]; + + % Kludge to deal with empty analyses + n_samples = numel(sampleset); + if n_samples>0, sample_plas = zeros(numel(sampleset(1).BinCounts),n_samples); sample_active = sample_plas; end; + for j=1:n_samples, + if ~isempty(sampleset(j).PlasmidEstimates), sample_plas(:,j) = sampleset(j).PlasmidEstimates; end; + if ~isempty(sampleset(j).FractionActive), sample_active(:,j) = sampleset(j).FractionActive; end; + end % track min/max total number of events in a sample for j=1:numel(sampleset) @@ -134,37 +140,20 @@ % and now the k-component gaussian population statistics for j=1:n_components - if sum(valid(j,:))==0, - tmp_expt_popcmeans(j,i,:) = NaN; - tmp_expt_stdofpopcmeans(j,i,:) = NaN; - tmp_expt_popcstds(j,i,:) = NaN; - tmp_expt_stdofpopcstds(j,i,:) = NaN; - tmp_expt_popcweights(j,i,:) = NaN; - tmp_expt_stdofpopcweights(j,i,:) = NaN; - else if sum(valid(j,:))==1, - tmp_expt_popcmeans(j,i,:) = sample_popcmeans(j,:,valid(j,:)); - tmp_expt_stdofpopcmeans(j,i,:) = 0; - tmp_expt_popcstds(j,i,:) = sample_popcstds(j,:,valid(j,:)); - tmp_expt_stdofpopcstds(j,i,:) = 0; - tmp_expt_popcweights(j,i,:) = sample_popcweights(j,:,valid(j,:)); - tmp_expt_stdofpopcweights(j,i,:) = 0; - else - for k=1:n_channels, - tmp_expt_popcmeans(j,i,k) = geomean(sample_popcmeans(j,k,valid(j,:))); - tmp_expt_stdofpopcmeans(j,i,k) = geostd(sample_popcmeans(j,k,valid(j,:))); - tmp_expt_popcstds(j,i,k) = geomean(sample_popcstds(j,k,valid(j,:))); - tmp_expt_stdofpopcstds(j,i,k) = geostd(sample_popcstds(j,k,valid(j,:))); - tmp_expt_popcweights(j,i,k) = mean(sample_popcweights(j,k,valid(j,:))); - tmp_expt_stdofpopcweights(j,i,k) = std(sample_popcweights(j,k,valid(j,:))); + for k=1:n_channels, + tmp_expt_popcmeans(j,i,k) = geomean(sample_popcmeans(j,k,:)); + tmp_expt_stdofpopcmeans(j,i,k) = geostd(sample_popcmeans(j,k,:)); + tmp_expt_popcstds(j,i,k) = geomean(sample_popcstds(j,k,:)); + tmp_expt_stdofpopcstds(j,i,k) = geostd(sample_popcstds(j,k,:)); + tmp_expt_popcweights(j,i,k) = mean(sample_popcweights(j,k,:)); + tmp_expt_stdofpopcweights(j,i,k) = std(sample_popcweights(j,k,:)); end - end - end end end % Test for sanity on variation in sample/sample event counts - should be less than 10x -if max_events/min_events > 10 - warning('TASBE:SampleSize','High variation in events per sample:\n Condition %i, sample %i = %i\n Condition %i, sample %i = %i',... +if max_events/min_events > TASBEConfig.get('flow.replicateEventRatioWarning') + TASBESession.warn('TASBE:SummarizeData','HighSampleSizeVariation','High variation in events per sample:\n Condition %i, sample %i = %i\n Condition %i, sample %i = %i',... max_sample(1), max_sample(2), max_events, min_sample(1), min_sample(2), min_events); end diff --git a/code/tasbe_version.m b/code/tasbe_version.m new file mode 100644 index 00000000..ed2ccc37 --- /dev/null +++ b/code/tasbe_version.m @@ -0,0 +1,31 @@ +% function VERSION = tasbe_version() +% returns a cell array of {major minor patch} +% major and minor are numbers, patch is a string +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed +% in the AUTHORS file in TASBE analytics package distribution's top directory. +% +% This file is part of the TASBE analytics package, and is distributed +% under the terms of the GNU General Public License, with a linking +% exception, as described in the file LICENSE in the TASBE analytics +% package distribution's top directory. + +function version = tasbe_version() + +try + file = fopen([fileparts(mfilename('fullpath')) '/../version.txt'],'r'); + raw_version = textscan(file,'%s'); + if(numel(raw_version) ~= 1), TASBESession.error('TASBE:Version','NotSingleVersion','Could not read single version number from version file.'); return; end; + raw_version = char(raw_version{1}); + fclose(file); +catch e + TASBESession.error('TASBE:Version','CannotReadVersionFile','Could not read version information from TASBE distribution version.txt'); + throw e; +end + +strs = strsplit(raw_version,'.'); +if(numel(strs) ~= 3), TASBESession.error('TASBE:Version','VersionNotSemVer','Version does not follow SemVer convention: %s',raw_version); end; + +version = {str2double(strs{1}) str2double(strs{2}) strs{3}}; + +if(numel(version{1})+numel(version{2}) ~= 2), TASBESession.error('TASBE:Version','VersionNotSemVer','Version does not follow SemVer convention: %s',raw_version); end; diff --git a/code/transfercurve_analysis_excel.m b/code/transfercurve_analysis_excel.m new file mode 100644 index 00000000..ebd51193 --- /dev/null +++ b/code/transfercurve_analysis_excel.m @@ -0,0 +1,406 @@ +% Function that runs transfer curve analysis given a template spreadsheet. +% A TemplateExtraction object and optional Color Model are inputs. Outputs +% results used in test functions. +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed +% in the AUTHORS file in TASBE analytics package distribution's top directory. +% +% This file is part of the TASBE analytics package, and is distributed +% under the terms of the GNU General Public License, with a linking +% exception, as described in the file LICENSE in the TASBE analytics + +function all_results = transfercurve_analysis_excel(extractor, CM) + % Reset and update TASBEConfig and get exp name + extractor.TASBEConfig_updates(); + path = extractor.path; + TASBEConfig.set('template.displayErrors', 1); + experimentName = extractor.getExcelValue('experimentName', 'char'); + TASBEConfig.set('template.displayErrors', 0); + + TASBEConfig.set('plots.showPlotLocation', 1); + + % Determine the number of transfer curve analysis to run + sh_num3 = extractor.getSheetNum('first_compGroup_TC'); + sh_num2 = extractor.getSheetNum('first_sample_num'); + first_sample_row = extractor.getRowNum('first_sample_num'); + sample_num_col = extractor.getColNum('first_sample_num'); + col_names = {}; + col_nums = {}; + row_nums = {}; + num_runs = 0; + for i=extractor.getRowNum('sampleColName_TC'):size(extractor.sheets{sh_num3},1) + try + value = extractor.getExcelValuePos(sh_num3, i, extractor.getColNum('sampleColName_TC'), 'char'); + col_names{end+1} = value; + row_nums{end+1} = i; + num_runs = num_runs + 1; + catch + try + value = num2str(extractor.getExcelValuePos(sh_num3, i, extractor.getColNum('sampleColName_TC'), 'numeric')); + if isempty(value) + break + end + col_names{end+1} = value; + row_nums{end+1} = i; + num_runs = num_runs + 1; + catch + break + end + end + end + + % Find preference_row + preference_row = 0; + col_num = extractor.getColNum('first_compGroup_TC'); + for i=1:size(extractor.sheets{sh_num3},1) + try + value = extractor.getExcelValuePos(sh_num3, i, col_num, 'char'); + if strcmp(value, 'Required: Instructions to use button below') + preference_row = i + 2; + break + end + catch + continue + end + end + if preference_row == 0 + TASBESession.error('transfercurve_analysis_excel', 'MissingPreference', 'No end row number found for plusminus analysis. Make sure run button and instructions are in column A.') + end + + % Load the color model + if nargin < 2 + % Obtain the CM_name + try + coords = extractor.getExcelCoordinates('inputName_CM', 3); + CM_name = extractor.getExcelValuePos(coords{1}, preference_row, coords{3}, 'char'); + [~,name,~] = fileparts(CM_name); + CM_name = [name '.mat']; + catch + TASBESession.warn('transfercurve_analysis_excel', 'MissingPreference', 'Missing CM Filename in "Transfer Curve Analysis" sheet. Looking in "Calibration" sheet.'); + try + CM_name = extractor.getExcelValue('outputName_CM', 'char'); + [~,name,~] = fileparts(CM_name); + CM_name = [name '.mat']; + catch + TASBESession.warn('transfercurve_analysis_excel', 'MissingPreference', 'Missing Output Filename in "Calibration" sheet. Defaulting to exp name.'); + CM_name = [experimentName '-ColorModel.mat']; + end + end + + % Obtain the CM_path + try + coords = extractor.getExcelCoordinates('inputPath_CM', 3); + CM_path = extractor.getExcelValuePos(coords{1}, preference_row, coords{3}, 'char'); + CM_path = make_filename_absolute(CM_path, path); + catch + TASBESession.warn('transfercurve_analysis_excel', 'MissingPreference', 'Missing CM Filepath in "Transfer Curve Analysis" sheet. Looking in "Calibration" sheet.'); + try + CM_path = extractor.getExcelValue('outputPath_CM', 'char'); + CM_path = make_filename_absolute(CM_path, path); + catch + TASBESession.warn('transfercurve_analysis_excel', 'MissingPreference', 'Missing Output Filepath in "Calibration" sheet. Defaulting to template path.'); + CM_path = path; + end + end + CM_file = [CM_path CM_name]; + + try + load(CM_file); + catch + TASBESession.warn('transfercurve_analysis_excel', 'MissingPreference', 'Could not load CM file, creating a new one.'); + CM = make_color_model_excel(extractor); + end + end + + % Set TASBEConfigs and create variables needed to run transfer curve analysis + % Analyze on a histogram of 10^[first] to 10^[third] ERF, with bins every 10^[second] + try + coords = extractor.getExcelCoordinates('binseq_min', 3); + binseq_min = extractor.getExcelValuePos(coords{1}, preference_row, coords{3}, 'numeric'); + coords = extractor.getExcelCoordinates('binseq_max', 3); + binseq_max = extractor.getExcelValuePos(coords{1}, preference_row, coords{3}, 'numeric'); + coords = extractor.getExcelCoordinates('binseq_pdecade', 3); + binseq_pdecade = extractor.getExcelValuePos(coords{1}, preference_row, coords{3}, 'numeric'); + bins = BinSequence(binseq_min, (1/binseq_pdecade), binseq_max, 'log_bins'); + catch + bins = BinSequence(); + end + + % Designate which channels have which roles + [channel_roles, ~] = getChannelRoles(CM, extractor); + + if isempty(channel_roles) + TASBESession.warn('transfercurve_analysis_excel', 'MissingPreference', 'Missing constitutive, input, output in "Calibration" sheet'); + APs = {AnalysisParameters(bins,{})}; + else + APs = {}; + for j=1:numel(channel_roles) + APs{end+1} = AnalysisParameters(bins,channel_roles{j}); + end + end + + % Obtain the necessary sample filenames and print names + % Go through columns to find column number + for i=1:numel(col_names) + col_name = col_names{i}; + pos = find(ismember(extractor.col_names, col_name), 1); + if ~isempty(pos) + col_nums{end+1} = pos; + end + end + if numel(col_nums) ~= numel(col_names) + TASBESession.error('transfercurve_analysis_excel', 'InvalidColumnName', 'Not all Sample Column Names in "Transfer Curve Analysis" are matched with column names in "Samples".'); + end + % Go though comparison groups and store values and column numbers in + % cell array + comp_groups = {}; + comp_group_names = {}; + first_group_col = extractor.getColNum('first_compGroup_TC'); + outputNames = {}; + outputPaths = {}; + stemNames = {}; + plotPaths = {}; + inducer_names = {}; + + for i=1:numel(row_nums) + try + group = extractor.getExcelValuePos(sh_num3, row_nums{i}, first_group_col, 'char'); + catch + try + group = num2str(extractor.getExcelValuePos(sh_num3, row_nums{i}, first_group_col, 'numeric')); + catch + group = ''; + end + end + if ~isempty(group) + [group_names, values] = getCompGroups(group); + % Go through group_names and find column numbers + pos = {}; + for k=1:numel(group_names) + temp_pos = find(ismember(extractor.col_names, group_names{k}), 1); + if isempty(temp_pos) + TASBESession.error('transfercurve_analysis_excel', 'InvalidColumnName', 'Sample column name, %s, under Comparison Groups in "Transfer Curve Analysis" does not match with any column name in "Samples".', col_name); + else + pos{end+1} = temp_pos; + end + end + comp_groups{end+1} = {pos, values}; + comp_group_names{end+1} = group; + end + if isempty(comp_groups) + comp_groups{end+1} = {}; + comp_group_names{end+1} = ''; + end + % Get unique preferences + % Obtain output name + try + outputName = extractor.getExcelValuePos(sh_num3, row_nums{i}, extractor.getColNum('outputName_TC'), 'char'); + [~, name, ~] = fileparts(outputName); + outputNames{end+1} = [name '.mat']; + catch + TASBESession.warn('transfercurve_analysis_excel', 'MissingPreference', 'Missing Output File Name for Transfer Curve Analysis %s in "Transfer Curve Analysis" sheet', num2str(i)); + if i > 1 + outputNames{end+1} = [experimentName '-TransAnalysis' num2str(i) '.mat']; + else + outputNames{end+1} = [experimentName '-TransAnalysis.mat']; + end + end + + % Obtain output path + try + outputPath = extractor.getExcelValuePos(sh_num3, row_nums{i}, extractor.getColNum('outputPath_TC'), 'char'); + outputPath = make_filename_absolute(outputPath, path); + outputPaths{end+1} = outputPath; + catch + TASBESession.warn('transfercurve_analysis_excel', 'MissingPreference', 'Missing Output File Path for Transfer Curve Analysis %s in "Transfer Curve" sheet', num2str(i)); + outputPaths{end+1} = path; + end + + try + stemName_coord = extractor.getExcelCoordinates('OutputSettings.StemName'); + stemNames{end+1} = extractor.getExcelValuePos(sh_num3, row_nums{i}, stemName_coord{3}{3}, 'char'); + catch + TASBESession.warn('transfercurve_analysis_excel', 'MissingPreference', 'Missing Stem Name for Transfer Curve Analysis %s in "Transfer Curve Analysis" sheet. Defaulting to Comparison Groups', num2str(i)); + try + stemNames{end+1} = comp_group_names{i}; + catch + TASBESession.warn('transfercurve_analysis_excel', 'MissingPreference', 'Stem Name for Transfer Curve Analysis %s in "Transfer Curve Analysis" sheet defaulting to exp name.', num2str(i)); + if i > 1 + stemNames{end+1} = [experimentName num2str(i)]; + else + stemNames{end+1} = experimentName; + end + end + end + + try + plotPath_coord = extractor.getExcelCoordinates('plots.plotPath'); + plot_path = extractor.getExcelValuePos(sh_num3, row_nums{i}, plotPath_coord{4}{3}, 'char'); + plot_path = make_filename_absolute(plot_path, path); + plotPaths{end+1} = plot_path; + catch + TASBESession.warn('transfercurve_analysis_excel', 'MissingPreference', 'Missing plot path for Transfer Curve Analysis %s in "Transfer Curve Analysis" sheet', num2str(i)); + plot_path = end_with_slash(fullfile(path, 'plots/')); + plotPaths{end+1} = plot_path; + end + + inducer_names{end+1} = col_names{i}; + end + + all_results = {}; + for i=1:numel(col_names) + sample_names = {}; + file_names = {}; + inducer_name = inducer_names{i}; + stemName = stemNames{i}; + TASBEConfig.set('plots.plotPath', plotPaths{i}); + outputName = outputNames{i}; + outputPath = outputPaths{i}; + % Go though sample rows of selected column and add to cell arrays + for j=first_sample_row:extractor.getRowNum('last_sample_num') + try + equal = true; + value = extractor.getExcelValuePos(sh_num2, j, col_nums{i}, 'numeric'); + if isempty(value) + continue + end + if isempty(comp_groups{i}) + sample_names{end+1} = value; + file = getExcelFilename(extractor, j); + file_names{end+1} = file; + else + %Go through all of the sample column names and make sure all values equal + for x=1:numel(comp_groups{i}{1}) + temp_value = extractor.getExcelValuePos(sh_num2, j, comp_groups{i}{1}{x}); + if isa(temp_value, 'numeric') + temp_value = num2str(temp_value); + end + if ~strcmp(temp_value, comp_groups{i}{2}{x}) + equal = false; + end + end + if equal + sample_names{end+1} = value; + file = getExcelFilename(extractor, j); + file_names{end+1} = file; + end + end + catch + continue + end + end + + % Make a map of condition names to file sets + level_file_pairs = {}; + level_file_pairs(:,1) = sample_names; + level_file_pairs(:,2) = file_names; + + % Go through all possible APs + for j=1:numel(APs) + AP = APs{j}; + % Ignore any bins with less than valid count as noise + try + coords = extractor.getExcelCoordinates('minValidCount', 3); + minValidCount = extractor.getExcelValuePos(coords{1}, preference_row, coords{3}, 'numeric'); + if isempty(minValidCount) + error('empty preference'); + end + AP=setMinValidCount(AP,minValidCount); + catch + TASBESession.warn('transfercurve_analysis_excel', 'ImportantMissingPreference', 'Missing Min Valid Count in "Transfer Curve Analysis" sheet'); + end + + % Corresponds to pem_drop_threshold for histogram computation + try + coords = extractor.getExcelCoordinates('minValidau', 3); + minValidau = extractor.getExcelValuePos(coords{1}, preference_row, coords{3}, 'numeric'); + if isempty(minValidau) + error('empty preference'); + end + AP=setPemDropThreshold(AP,minValidau); + catch + TASBESession.warn('transfercurve_analysis_excel', 'ImportantMissingPreference', 'Missing Min Valid au in "Samples" sheet'); + end + + % Add autofluorescence back in after removing for compensation? + try + coords = extractor.getExcelCoordinates('autofluorescence', 3); + autofluorescence = extractor.getExcelValuePos(coords{1}, preference_row, coords{3}, 'numeric'); + if isempty(autofluorescence) + error('empty preference'); + end + AP=setUseAutoFluorescence(AP,autofluorescence); + catch + TASBESession.warn('transfercurve_analysis_excel', 'ImportantMissingPreference', 'Missing Use Auto Fluorescence in "Transfer Curve Analysis" sheet'); + end + + try + coords = extractor.getExcelCoordinates('minFracActive', 3); + minFracActive = extractor.getExcelValuePos(coords{1}, preference_row, coords{3}, 'numeric'); + if isempty(minFracActive) + error('empty preference'); + end + AP=setMinFractionActive(AP,minFracActive); + catch + TASBESession.warn('transfercurve_analysis_excel', 'ImportantMissingPreference', 'Missing Min Fraction Active in "Transfer Curve Analysis" sheet'); + end + + if j > 1 + stemName = [stemName '-' num2str(j)]; + outputName_parts = strtrim(strsplit(outputName, '.')); + outputName = [outputName_parts{1} '-' num2str(j) '.' outputName_parts{2}]; + end + + TASBEConfig.set('OutputSettings.StemName', stemName); + assignin('base','level_file_pairs',level_file_pairs); + experiment = Experiment(experimentName,{inducer_name}, level_file_pairs); + + % Execute the actual analysis + fprintf('Starting analysis...\n'); + [results, sampleresults] = process_transfer_curve( CM, experiment, AP); + all_results{end+1} = results; + + % Plot how the constitutive fluorescence was distributed + TASBEConfig.set('histogram.displayLegend',false); + plot_bin_statistics(sampleresults, getInducerLevelsToFiles(experiment,1)); + + % Plot the relation between inducer and input fluorescence + TASBEConfig.set('OutputSettings.DeviceName',inducer_name); + plot_inducer_characterization(results); + + % Plot the relation between input and output fluorescence + plot_IO_characterization(results); + + if ~isdir(outputPath) + sanitized_path = strrep(outputPath, '/', '/'); + sanitized_path = strrep(sanitized_path, '\', '\'); + sanitized_path = strrep(sanitized_path, ':', ':'); + TASBESession.notify('OutputFig','MakeDirectory','Directory does not exist, attempting to create it: %s',sanitized_path); + mkdir(outputPath); + end + + % Save the results of computation + save('-V7',[outputPath outputName],'experiment','AP','sampleresults','results'); + end + end + TASBEConfig.set('plots.showPlotLocation', 0); +end + +% Helper function that returns cell array of sample column names and their corresponding values +% for row in Comparison Groups +function [group_names, values] = getCompGroups(group) + group_names = {}; + values = {}; + pairs = strtrim(strsplit(group, ',')); + for i=1:numel(pairs) + sections = strtrim(strsplit(pairs{i}, '=')); + if numel(sections) ~= 2 + TASBESession.error('transfercurve_analysis_excel', 'InvalidCompGroup', 'Comparison groups must come in "sample column = value" pairs'); + end + group_names{end+1} = sections{1}; + values{end+1} = sections{2}; + end + if numel(group_names) ~= numel(values) + TASBESession.error('transfercurve_analysis_excel', 'InvalidCompGroup', 'Comparison groups must come in "sample column = value" pairs'); + end +end diff --git a/code/utils/SNR.m b/code/utils/SNR.m new file mode 100644 index 00000000..43f1e2b5 --- /dev/null +++ b/code/utils/SNR.m @@ -0,0 +1,7 @@ +function SNR_value = SNR(geomean1, geomean2, geostd1, geostd2) + +% TODO: need to handle sigma better --- this is an approximation for when +% the stds are quite similar to one another +sigma = zeros(size(geostd1)); +sigma(:) = geomean([geostd1(:) geostd2(:)]')'; +SNR_value = 20 * log10( abs(log10(geomean1./geomean2))./(2*log10(sigma))); diff --git a/code/utils/clean_for_latex.m b/code/utils/clean_for_latex.m new file mode 100644 index 00000000..415a2fb2 --- /dev/null +++ b/code/utils/clean_for_latex.m @@ -0,0 +1,13 @@ +% CLEAN_FOR_LATEX performs cleanup on latex names (e.g., escaping underscores) +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed +% in the AUTHORS file in TASBE analytics package distribution's top directory. +% +% This file is part of the TASBE analytics package, and is distributed +% under the terms of the GNU General Public License, with a linking +% exception, as described in the file LICENSE in the TASBE analytics +% package distribution's top directory. + +function cleaned = clean_for_latex(name) + +cleaned = regexprep(name,'_','\\_'); diff --git a/code/utils/end_with_slash.m b/code/utils/end_with_slash.m new file mode 100644 index 00000000..e4e2b896 --- /dev/null +++ b/code/utils/end_with_slash.m @@ -0,0 +1,8 @@ +% ensure path ends in slash and slahes are forward not backward +function new_path = end_with_slash(path) + path = strrep(path, '\', '/'); + if path(numel(path)) ~= '/' + path(numel(path)+1) = '/'; + end + new_path = path; +end \ No newline at end of file diff --git a/code/utils/fcs_channel.m b/code/utils/fcs_channel.m new file mode 100644 index 00000000..5ace03a1 --- /dev/null +++ b/code/utils/fcs_channel.m @@ -0,0 +1,33 @@ +function c = fcs_channel() +% function c = fcs_channel() +% +% Makes a blank FCS file channel structure, of the sort produced by +% fca_readfcs and fca_readcsv +% +% Copyright (C) 2019-2019, Raytheon BBN Technologies and contributors listed +% in the AUTHORS file in TASBE analytics package distribution's top directory. +% +% This file is part of the TASBE analytics package, and is distributed +% under the terms of the GNU General Public License, with a linking +% exception, as described in the file LICENSE in the TASBE analytics +% package distribution's top directory. + +c = struct(); +c.name = ''; +c.rawname = ''; +c.range = []; +c.bit = []; +c.voltage = []; +c.filter = []; +c.gain = []; +c.emitter_wavelength = []; +c.emitter_power = []; +c.percent_light = []; +c.detector = []; +c.decade = []; +c.log = []; +c.logzero = []; +c.calibration = []; % FCS 3.1 field not yet properly parsed by fca_readfcs. Might unify with unit later +% Custom additions for harmonization with TASBE channels +c.unit = ''; +c.print_name = ''; diff --git a/geo_error_bars.m b/code/utils/geo_error_bars.m similarity index 77% rename from geo_error_bars.m rename to code/utils/geo_error_bars.m index f55e257d..12e5b6be 100644 --- a/geo_error_bars.m +++ b/code/utils/geo_error_bars.m @@ -1,4 +1,12 @@ -% Copyright (C) 2010-2017, Raytheon BBN Technologies and contributors listed +% function [LU L U] = GEO_ERROR_BARS(val,err) +% +% Function for turning geometric error into Lower/Upper error bar pairs +% for graphing routines that assume arithmetic error +% +% This function assumes that error is represented positively +% in terms of fold, i.e. err >= 1. +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed % in the AUTHORS file in TASBE analytics package distribution's top directory. % % This file is part of the TASBE analytics package, and is distributed @@ -7,14 +15,7 @@ % package distribution's top directory. function [LU L U] = geo_error_bars(val,err) -% function [LU L U] = geo_error_bars(val,err) -% -% Function for turning geometric error into Lower/Upper error bar pairs -% for graphing routines that assume arithmetic error -% -% This function assumes that error is represented positively -% in terms of fold, i.e. err >= 1. - U = val.*(err-1); L = val.*(1-(1./err)); +U(err<1) = NaN; L(err<1) = NaN; % wipe points that don't fit the assumption LU = [L;U]; diff --git a/geomean.m b/code/utils/geomean.m similarity index 81% rename from geomean.m rename to code/utils/geomean.m index 6caf3b5d..879dff58 100644 --- a/geomean.m +++ b/code/utils/geomean.m @@ -1,4 +1,6 @@ -% Copyright (C) 2010-2017, Raytheon BBN Technologies and contributors listed +% GEOMEAN returns the geometric mean of inputted data with optional weights +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed % in the AUTHORS file in TASBE analytics package distribution's top directory. % % This file is part of the TASBE analytics package, and is distributed diff --git a/geostd.m b/code/utils/geostd.m similarity index 79% rename from geostd.m rename to code/utils/geostd.m index 086dd5af..6cc2f319 100644 --- a/geostd.m +++ b/code/utils/geostd.m @@ -1,4 +1,7 @@ -% Copyright (C) 2010-2017, Raytheon BBN Technologies and contributors listed +% GEOSTD returns the geometric standard deviation of inputted data with +% optional weights. +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed % in the AUTHORS file in TASBE analytics package distribution's top directory. % % This file is part of the TASBE analytics package, and is distributed diff --git a/gmm_pdf.m b/code/utils/gmm_pdf.m similarity index 78% rename from gmm_pdf.m rename to code/utils/gmm_pdf.m index 29c8d70c..9df6b764 100644 --- a/gmm_pdf.m +++ b/code/utils/gmm_pdf.m @@ -1,4 +1,7 @@ -% Copyright (C) 2010-2017, Raytheon BBN Technologies and contributors listed +% GMM_PDF returns the probability density function for a fp_dist obtained +% from a PlasmidExpressionModel object. +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed % in the AUTHORS file in TASBE analytics package distribution's top directory. % % This file is part of the TASBE analytics package, and is distributed @@ -7,7 +10,6 @@ % package distribution's top directory. function p = gmm_pdf(gmm,x) - % Note: "Sigma" in the GMM indicates the *variance* and not the std.dev, as would usually be the case. p = zeros(size(x)); for i=1:numel(gmm.mu), diff --git a/code/utils/header_lists_csv.m b/code/utils/header_lists_csv.m new file mode 100644 index 00000000..cf9a6b9d --- /dev/null +++ b/code/utils/header_lists_csv.m @@ -0,0 +1,19 @@ +function file_match = header_lists_csv(fcshdr,filename) +% file_match = header_lists_csv(header,filename) +% Check if fcshdr struct contains an equivalent of the specified CSV filename + +% consider both absolute and relative in comparing with filenames +filenames = fcshdr.filename; +hdrfilename = fcshdr.filepath; +HdrPath = fileparts(hdrfilename); +% Check if file is in the set covered by the header +file_match = 0; +filename_to_compare = strrep(filename, '\', '/'); +for i=1:numel(filenames) + temp_filename = filenames{i}; + temp_filename = strrep(temp_filename, '\', '/'); + if strcmp(temp_filename, filename_to_compare) || strcmp(strcat(HdrPath, '/', temp_filename),filename_to_compare) + file_match = 1; + break + end +end diff --git a/indexof.m b/code/utils/indexof.m similarity index 77% rename from indexof.m rename to code/utils/indexof.m index 2f076571..69cab02f 100644 --- a/indexof.m +++ b/code/utils/indexof.m @@ -1,4 +1,6 @@ -% Copyright (C) 2010-2017, Raytheon BBN Technologies and contributors listed +% INDEXOF returns the index of an inputted object in respect to a cell array +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed % in the AUTHORS file in TASBE analytics package distribution's top directory. % % This file is part of the TASBE analytics package, and is distributed diff --git a/is_octave.m b/code/utils/is_octave.m similarity index 87% rename from is_octave.m rename to code/utils/is_octave.m index f291ba6d..6d6fd335 100644 --- a/is_octave.m +++ b/code/utils/is_octave.m @@ -1,4 +1,6 @@ -% Copyright (C) 2010-2017, Raytheon BBN Technologies and contributors listed +% Function to determine if octave (versus MATLAB) +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed % in the AUTHORS file in TASBE analytics package distribution's top directory. % % This file is part of the TASBE analytics package, and is distributed @@ -6,7 +8,7 @@ % exception, as described in the file LICENSE in the TASBE analytics % package distribution's top directory. -% Function to determine if octave (versus MATLAB) + function value = is_octave() v = ver(); value = strcmpi(v(1).Name,'octave'); diff --git a/code/utils/isolated_points.m b/code/utils/isolated_points.m new file mode 100644 index 00000000..5f7c18d7 --- /dev/null +++ b/code/utils/isolated_points.m @@ -0,0 +1,24 @@ +% ISOLATED_POINTS returns an indicator set that is true for all locations in the sequence +% that will not plot properly without an explicit marker, being isolated +% by a NaN, infinity, or complex number +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed +% in the AUTHORS file in TASBE analytics package distribution's top directory. +% +% This file is part of the TASBE analytics package, and is distributed +% under the terms of the GNU General Public License, with a linking +% exception, as described in the file LICENSE in the TASBE analytics +% package distribution's top directory. + +function which = isolated_points(sequence,log_scale) + +if nargin>1 && log_scale, sequence(sequence<=0) = NaN; end; + +if ~isvector(sequence), TASBESession.error('TASBE:Utilities','IsolatedPointVector','Sequence expected to be vector, but is not'); end; +if size(sequence,1)>1, sequence = sequence'; end; % transpose if needed + +nonplotting = isnan(sequence) | isinf(sequence) | ~isreal(sequence); + +which = ~nonplotting & [1 nonplotting(1:(end-1))] & [nonplotting(2:end) 1]; + +% tested by test_utilities diff --git a/code/utils/limitPrecision.m b/code/utils/limitPrecision.m new file mode 100644 index 00000000..372c420b --- /dev/null +++ b/code/utils/limitPrecision.m @@ -0,0 +1,4 @@ +function limited = limitPrecision(value,digits) + limited = str2num(num2str(value,digits)); +end + diff --git a/code/utils/make_filename_absolute.m b/code/utils/make_filename_absolute.m new file mode 100644 index 00000000..92014414 --- /dev/null +++ b/code/utils/make_filename_absolute.m @@ -0,0 +1,14 @@ +function absolute_name = make_filename_absolute(stem, path) + +if is_octave() + absolute = is_absolute_filename(stem); +else + javaFileObj = javaObject('java.io.File', end_with_slash(stem)); + absolute = javaFileObj.isAbsolute(); +end + +if absolute + absolute_name = end_with_slash(stem); +else + absolute_name = end_with_slash(fullfile(path, stem)); +end diff --git a/nanless.m b/code/utils/nanless.m similarity index 76% rename from nanless.m rename to code/utils/nanless.m index 86575daa..b22c1d5b 100644 --- a/nanless.m +++ b/code/utils/nanless.m @@ -1,4 +1,6 @@ -% Copyright (C) 2010-2017, Raytheon BBN Technologies and contributors listed +% NANLESS removes all instances of nan from an inputted vector +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed % in the AUTHORS file in TASBE analytics package distribution's top directory. % % This file is part of the TASBE analytics package, and is distributed diff --git a/code/utils/outputfig.m b/code/utils/outputfig.m new file mode 100644 index 00000000..4e502372 --- /dev/null +++ b/code/utils/outputfig.m @@ -0,0 +1,73 @@ +% OUTPUTFIG is an indirection that allows us to swap around the preferred +% output format with little effort +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed +% in the AUTHORS file in TASBE analytics package distribution's top directory. +% +% This file is part of the TASBE analytics package, and is distributed +% under the terms of the GNU General Public License, with a linking +% exception, as described in the file LICENSE in the TASBE analytics +% package distribution's top directory. + +function outputfig(h,name,path) +% Default path is current path +if nargin < 3, path = './'; end; % Note: frontslash works for both Windows and Mac/Unix +if path(numel(path)) ~= '/', path(numel(path)+1) = '/'; end; % ensure path ends in slash + +if TASBEConfig.get('testing.fakeFigureSaves'), + % Do not convert to TASBESession: this warning should not be visible in logs, else affects testing observables + warning('TASBE:TestMode','Test mode: not actually saving figure %s/%s',path,name); + return; +end; + +% If directory doesn't exist, try to create it +if ~isdir(path), + sanitized_path = strrep(path, '/', '/'); + sanitized_path = strrep(sanitized_path, '\', '\'); + sanitized_path = strrep(sanitized_path, ':', ':'); + TASBESession.notify('TASBE:OutputFig','MakeDirectory','Directory does not exist, attempting to create it: %s',sanitized_path); + mkdir(path); +end + +name = sanitize_filename(name); +% Note: path must be added after sanitization, because path +% characters need to be removed in sanitization + +maxlength = 75; % 80 character database limit minus file extension +if (length(name) > maxlength) + % shorten the name + s = length(name)-maxlength+2; + shortname = ['X', name(s:end)]; +else + shortname = name; +end + +% Change from opengl to 'painters' rendering, which is faster +set(h,'RendererMode','manual'); +set(h,'Renderer','painters'); +% Now output +if (is_octave) + % Prettify the fonts + FN = findall(h,'-property','FontName'); + set(FN,'FontName','Helvetica'); + %FS = findall(h,'-property','FontSize'); + %set(FS,'FontSize',8); + + % print PDFs + print(h,'-dpdfwrite',[path shortname]); +else + saveas(h,[path shortname '.eps'],'epsc'); +end +saveas(h,[path shortname '.png'],'png'); +saveas(h,[path shortname '.fig']); + +if(strcmp(get(h,'visible'),'off')) + close(h); +end + +% Update session log +if TASBEConfig.get('plots.showPlotLocation') == 1 + TASBESession.succeed('outputfig', 'PlotLocation', ['Plot saved at "' path shortname '.png"']); +end + +end diff --git a/p_gaussian.m b/code/utils/p_gaussian.m similarity index 81% rename from p_gaussian.m rename to code/utils/p_gaussian.m index 5cd52955..6033a60c 100644 --- a/p_gaussian.m +++ b/code/utils/p_gaussian.m @@ -1,4 +1,8 @@ -% Copyright (C) 2010-2017, Raytheon BBN Technologies and contributors listed +% P_GAUSSIAN(low,high,mean,std): compute the probability of falling into the interval +% [low,high] on a gaussian distribution with the specifiec mean +% and standard deviation (default 0,1) +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed % in the AUTHORS file in TASBE analytics package distribution's top directory. % % This file is part of the TASBE analytics package, and is distributed @@ -7,10 +11,6 @@ % package distribution's top directory. function prob = p_gaussian(low,high,mean,std) -%P_GAUSSIAN(low,high,mean,std): compute the probability of falling into the interval -% [low,high] on a gaussian distribution with the specifiec mean -% and standard deviation (default 0,1) - if nargin <= 2, mean=0; end; if nargin <= 3, std=1; end; diff --git a/percentile.m b/code/utils/percentile.m similarity index 57% rename from percentile.m rename to code/utils/percentile.m index fa844443..e5b60a0c 100644 --- a/percentile.m +++ b/code/utils/percentile.m @@ -1,4 +1,6 @@ -% Copyright (C) 2010-2017, Raytheon BBN Technologies and contributors listed +% PERCENTILE returns the data point at a certain percentile. +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed % in the AUTHORS file in TASBE analytics package distribution's top directory. % % This file is part of the TASBE analytics package, and is distributed @@ -7,6 +9,7 @@ % package distribution's top directory. function value = percentile(data,n) -sorted = sort(data); % sort low to high -index = ceil((n/100)*numel(data)); +sorted = sort(data(~isnan(data))); % sort low to high +if isempty(sorted), value = NaN; return; end; % no numbers in --> NaN out +index = ceil((n/100)*numel(sorted)); value = sorted(index); diff --git a/code/utils/sanitizeColumnName.m b/code/utils/sanitizeColumnName.m new file mode 100644 index 00000000..b1ced20f --- /dev/null +++ b/code/utils/sanitizeColumnName.m @@ -0,0 +1,16 @@ +% Matlab does not like hypens or whitespace in variable names +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed +% in the AUTHORS file in TASBE analytics package distribution's top directory. +% +% This file is part of the TASBE analytics package, and is distributed +% under the terms of the GNU General Public License, with a linking +% exception, as described in the file LICENSE in the TASBE analytics +% package distribution's top directory. + +function sanitized = sanitizeColumnName(columnName) +invalidChars = '-*|\s*'; +replacement = '_'; +sanitized = regexprep(columnName,invalidChars,replacement); +end + diff --git a/code/utils/sanitize_filename.m b/code/utils/sanitize_filename.m new file mode 100644 index 00000000..33371b75 --- /dev/null +++ b/code/utils/sanitize_filename.m @@ -0,0 +1,15 @@ +% SANITIZE_FILENAME removes all non-"word" characters from a name (e.g., a filename) +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed +% in the AUTHORS file in TASBE analytics package distribution's top directory. +% +% This file is part of the TASBE analytics package, and is distributed +% under the terms of the GNU General Public License, with a linking +% exception, as described in the file LICENSE in the TASBE analytics +% package distribution's top directory. + +function sanitized = sanitize_filename(name) +sanitized = regexprep(name,'[^\w+\-*=]',''); +if numel(sanitized) < numel(name) + TASBESession.notify('TASBE:SanitizeFilename','UnsafeCharacters','Name "%s" contains unsafe characters: abbreviated to "%s"',name,sanitized); +end diff --git a/std_geo_of_ratio.m b/code/utils/std_geo_of_ratio.m similarity index 91% rename from std_geo_of_ratio.m rename to code/utils/std_geo_of_ratio.m index 3b1cb410..9afc612e 100644 --- a/std_geo_of_ratio.m +++ b/code/utils/std_geo_of_ratio.m @@ -1,4 +1,8 @@ -% Copyright (C) 2010-2017, Raytheon BBN Technologies and contributors listed +% Geometric std.dev. of ratio of independent random variables +% (i.e. assuming covariance = 0) +% No place for covariance here because I'm not sure how to translate it correctly +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed % in the AUTHORS file in TASBE analytics package distribution's top directory. % % This file is part of the TASBE analytics package, and is distributed @@ -7,9 +11,5 @@ % package distribution's top directory. function sr = std_geo_of_ratio(num_mean,denom_mean,num_std,denom_std) -% Geometric std.dev. of ratio of independent random variables -% (i.e. assuming covariance = 0) -% No place for covariance here because I'm not sure how to translate it correctly - sr = 10.^(std_of_ratio(log10(num_mean),log10(denom_mean),log10(num_std),log10(denom_std))); diff --git a/std_of_ratio.m b/code/utils/std_of_ratio.m similarity index 93% rename from std_of_ratio.m rename to code/utils/std_of_ratio.m index d8df1c6f..de631b98 100644 --- a/std_of_ratio.m +++ b/code/utils/std_of_ratio.m @@ -1,4 +1,7 @@ -% Copyright (C) 2010-2017, Raytheon BBN Technologies and contributors listed +% std.dev. of ratio of independent random variables +% (i.e. assuming covariance = 0) +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed % in the AUTHORS file in TASBE analytics package distribution's top directory. % % This file is part of the TASBE analytics package, and is distributed @@ -7,9 +10,6 @@ % package distribution's top directory. function sr = std_of_ratio(num_mean,denom_mean,num_std,denom_std) -% std.dev. of ratio of independent random variables -% (i.e. assuming covariance = 0) - % Taylor expansion for moments of random variables, taken from: % http://en.wikipedia.org/wiki/Taylor_expansions_for_the_moments_of_functions_of_random_variables var_of_ratio = @(num_mean,denom_mean,num_var,denom_var,cov) ... diff --git a/code/utils/wstd.m b/code/utils/wstd.m new file mode 100644 index 00000000..9d82e1a2 --- /dev/null +++ b/code/utils/wstd.m @@ -0,0 +1,23 @@ +% WSTD returns the weighted standard deviation of input data with +% optional weights. +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed +% in the AUTHORS file in TASBE analytics package distribution's top directory. +% +% This file is part of the TASBE analytics package, and is distributed +% under the terms of the GNU General Public License, with a linking +% exception, as described in the file LICENSE in the TASBE analytics +% package distribution's top directory. + +function s = wstd(data,weights) + if (isempty(data)) + s = NaN; + else + if nargin < 2 + s = std(data); + else + valid = weights>0; + s = sqrt(var(data(valid),weights(valid))); + end + end +end diff --git a/code/writeBatchResults.m b/code/writeBatchResults.m new file mode 100644 index 00000000..6391e2b3 --- /dev/null +++ b/code/writeBatchResults.m @@ -0,0 +1,144 @@ +% writeBatchResults outputs the results file with summary data from batch +% analysis. This is used to generate the excel results sheet. +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed +% in the AUTHORS file in TASBE analytics package distribution's top directory. +% +% This file is part of the TASBE analytics package, and is distributed +% under the terms of the GNU General Public License, with a linking +% exception, as described in the file LICENSE in the TASBE analytics +% package distribution's top directory. + +function statsTable = writeBatchResults(file_pairs, colorModel, sampleresults) + channel_names = getChannelNames(sampleresults{1}{1}.AnalysisParameters); % channel names are same across conditions and replicates + channels = cell(numel(channel_names),1); + for i=1:numel(channel_names) + channels{i} = channel_named(colorModel, channel_names{i}); + end + sampleIds = file_pairs(:,1); + + % baseName = sanitize_filename(TASBEConfig.get('OutputSettings.StemName')); + + % Then get the data + numConditions = numel(sampleIds); + numComponents = size(sampleresults{1}{1}.PopComponentMeans,1); + + totalCounts = cell(numConditions, 1); + geoMeans = totalCounts; geoStdDev = totalCounts; + gmmMeans = totalCounts; gmmStds = totalCounts; gmmWeights = totalCounts; + onFracs = totalCounts; offFracs = totalCounts; + + replicates = zeros(numConditions, 1); + + for i=1:numConditions + replicates(i) = numel(sampleresults{i}); + totalCounts{i} = cell(1,replicates(i)); + geoMeans{i} = totalCounts{i}; geoStdDev{i} = totalCounts{i}; + gmmMeans{i} = totalCounts{i}; gmmStds{i} = totalCounts{i}; gmmWeights{i} = totalCounts{i}; + onFracs{i} = totalCounts{i}; offFracs{i} = totalCounts{i}; + for j=1:replicates(i) + totalCounts{i}{j} = sum(sampleresults{i}{j}.BinCounts); + geoMeans{i}{j} = limitPrecision(sampleresults{i}{j}.Means,4); + geoStdDev{i}{j} = limitPrecision(sampleresults{i}{j}.StandardDevs,4); + geoStdDev{i}{j} = limitPrecision(sampleresults{i}{j}.StandardDevs,4); + gmmMeans{i}{j} = limitPrecision(sampleresults{i}{j}.PopComponentMeans,4); + gmmStds{i}{j} = limitPrecision(sampleresults{i}{j}.PopComponentStandardDevs,4); + gmmWeights{i}{j} = limitPrecision(sampleresults{i}{j}.PopComponentWeights,4); + onFracs{i}{j} = limitPrecision(sampleresults{i}{j}.on_frac,4); + offFracs{i}{j} = limitPrecision(sampleresults{i}{j}.off_frac,4); + end + end + + effective_channels = cell(size(channels)); + for i=1:numel(channels) + colors = getChannelNames(sampleresults{1}{1}.AnalysisParameters); % assume batch analysis AP + color_column = find(colorModel,channel_named(colorModel,colors{i})); + effective_channels{i} = channels{color_column}; + end + + % Header is in columnNames variable + columnNames = buildDefaultStatsFileHeader(effective_channels, numComponents); + numColumns = numel(columnNames); + totalReplicates = sum(replicates); + + statsTable = cell(totalReplicates+1, numColumns); + statsTable(1, 1:numColumns) = columnNames; + endingRow = 1; % Because the column labels are in the first row. + + % Put everything in a cell array for Octave + for i=1:numConditions + startingRow = endingRow + 1; + endingRow = startingRow + replicates(i) - 1; + statsTable(startingRow:endingRow,1:numColumns) = formatDataPerSampleIndivdualColumns(numel(channels), sampleIds{i}, totalCounts{i}, geoMeans{i}, geoStdDev{i}, gmmMeans{i}, gmmStds{i}, gmmWeights{i}, onFracs{i}, offFracs{i}); + end +end + + +function perSampleTable = formatDataPerSampleIndivdualColumns(numChannels, sampleId, totalCounts, means, stddevs, gmm_means, gmm_stds, gmm_weights, on_fracs, off_fracs) + % SampleId should just be a string. Means and stddevs should be a 1 by + % number of channels matrix. TotalCounts should be a 1 by number of + % channels matrix. + % Place replicates on separate lines. Padding will be necessary in + % order to build a table. Separate into individual columns.. + numReplicates = numel(totalCounts); + numComponents = size(gmm_means{1},1); + + % Number of rows to pad + rowsOfPadding = numReplicates-1; + + % Need to pad with a column vector + sampleIdPadding = cell(rowsOfPadding, 1); + + % Split by the channels so the table will have the correct column labels. + geoMeans = cell(numReplicates, numChannels); + geoStdDevs = geoMeans; counts = geoMeans; + gmmMeans = cell(numReplicates, numChannels * numComponents); + gmmStds = gmmMeans; gmmWeights = gmmMeans; + + for i=1:numChannels + for j=1:numReplicates + counts{j,i} = totalCounts{j}(i); + geoMeans{j,i} = means{j}(i); + geoStdDevs{j,i} = stddevs{j}(i); + for k=1:numComponents + gmmMeans{j,(i-1)*numComponents + k} = 10.^gmm_means{j}(k,i); + gmmStds{j,(i-1)*numComponents + k} = 10.^gmm_stds{j}(k,i); + gmmWeights{j,(i-1)*numComponents + k} = gmm_weights{j}(k,i); + end + end + end + + % Pad the sampleId + ID = [{sampleId}; sampleIdPadding]; + + perSampleTable = [ID, counts, geoMeans, geoStdDevs, gmmMeans, gmmStds, gmmWeights, transpose(on_fracs), transpose(off_fracs)]; + +end + +function fileHeader = buildDefaultStatsFileHeader(channels, numComponents) + % Default file header to match the default file format. + numChannels = numel(channels); + + binNames = cell(1,numChannels); + meanNames = binNames; stdDevNames = binNames; + gmmMeanNames = cell(1,numChannels*numComponents); + gmmStdNames = gmmMeanNames; gmmWeightNames = gmmMeanNames; + + % Not elegant, but it gets the job done. + for i=1:numChannels + channelName = sanitizeColumnName([getPrintName(channels{i}) '_' getUnits(channels{i})]); + binNames{i} = ['BinCount_' channelName]; + meanNames{i} = ['GeoMean_' channelName]; + stdDevNames{i} = ['GeoStdDev_' channelName]; + for j=1:numComponents + gmmMeanNames{(i-1)*numComponents + j} = sprintf('GMM_Component%i_Mean_%s',j,channelName); + gmmStdNames{(i-1)*numComponents + j} = sprintf('GMM_Component%i_Std_%s',j,channelName); + gmmWeightNames{(i-1)*numComponents + j} = sprintf('GMM_Component%i_Weight_%s',j,channelName); + end + end + + % Don't separate with commas. We want all the column names in a cell + % array so we can pass them to a table. + fileHeader = {'Id', binNames{:}, meanNames{:}, stdDevNames{:}, gmmMeanNames{:}, gmmStdNames{:}, gmmWeightNames{:}, 'On Fraction', 'Off Fraction'}; +end + diff --git a/code/writeFcsPointCloudCSV.m b/code/writeFcsPointCloudCSV.m new file mode 100644 index 00000000..74fae51f --- /dev/null +++ b/code/writeFcsPointCloudCSV.m @@ -0,0 +1,77 @@ +% WRITEFCSPOINTCLOUDCSV calls readfsc_compensated_MEFL to convert the data. Write the data to a +% CSV file and return the data. This will overwrite any existing data. +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed +% in the AUTHORS file in TASBE analytics package distribution's top directory. +% +% This file is part of the TASBE analytics package, and is distributed +% under the terms of the GNU General Public License, with a linking +% exception, as described in the file LICENSE in the TASBE analytics +% package distribution's top directory. + +function csv_filenames = writeFcsPointCloudCSV(CM, filenames, data) + csv_filenames = {}; + if TASBEConfig.get('flow.outputPointCloud') + n_conditions = numel(filenames); + % Write each file for each condition + for i=1:n_conditions + perInducerFiles = filenames{i}; + numberOfPerInducerFiles = numel(perInducerFiles); + for j = 1:numberOfPerInducerFiles + fileName = perInducerFiles{j}; + % Write data + filename = writeIndividualPointCloud(CM, fileName, data{i}{j}); + csv_filenames{end+1} = filename; + end + end + end +end + +function csv_filename = writeIndividualPointCloud(CM, filename, data) + % create output filename for cloud + [~,name,~] = fileparts(filename); + path = TASBEConfig.get('flow.pointCloudPath'); + path = end_with_slash(path); + if ~isdir(path) + TASBESession.notify('TASBE:Utilities','MakeDirectory','Directory does not exist, attempting to create it: %s',path); + mkdir(path); + end + name = sanitize_filename(name); + % If filename already has point cloud extension don't need to add it + if numel(name)>10 && strcmp(name(end-10:end), '_PointCloud') + csvName = [path name '.csv']; + else + csvName = [path name '_PointCloud.csv']; + end + if TASBEConfig.get('flow.pointCloudFileType') + % Store relative filename in JSON header + if numel(name)>10 && strcmp(name(end-10:end), '_PointCloud') + csv_filename = [name '.csv']; + else + csv_filename = [name '_PointCloud.csv']; + end + else + csv_filename = csvName; + end + + % sanitize the channel names + channels = getChannels(CM); + sanitizedChannelName = cell(1, numel(channels)); + + for i=1:numel(channels) + channelName = [getPrintName(channels{i}) '_' getUnits(channels{i})]; + sanitizedChannelName{i} = sanitizeColumnName(channelName); + end + + % Use the channel names as the column labels + columnLabels = strjoin(sanitizedChannelName, ','); + + % Write column labels to file + fprintf('Writing Point Cloud CSV file: %s\n', csvName); + fid = fopen(csvName,'w'); + fprintf(fid, '%s\n', columnLabels); + fclose(fid); + + % Write the data to the file + dlmwrite(csvName, data, '-append','precision','%.2f'); +end diff --git a/code/writeHistogramCsv.m b/code/writeHistogramCsv.m new file mode 100644 index 00000000..20216543 --- /dev/null +++ b/code/writeHistogramCsv.m @@ -0,0 +1,123 @@ +% WRITEHISTOGRAMCSV outputs the histogramFile with bin center and bin count +% data from batch analysis. +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed +% in the AUTHORS file in TASBE analytics package distribution's top directory. +% +% This file is part of the TASBE analytics package, and is distributed +% under the terms of the GNU General Public License, with a linking +% exception, as described in the file LICENSE in the TASBE analytics +% package distribution's top directory. + +function histogramFile = writeHistogramCsv(channels, sampleIds, sampleresults, binCenters) + if TASBEConfig.get('flow.outputHistogramFile') + baseName = sanitize_filename(TASBEConfig.get('OutputSettings.StemName')); + + path = TASBEConfig.get('flow.dataCSVPath'); + path = end_with_slash(path); + if ~isdir(path) + TASBESession.notify('TASBE:Utilities','MakeDirectory','Directory does not exist, attempting to create it: %s',path); + mkdir(path); + end + + % First create the default output filename. + histogramFile = [path baseName '_histogramFile.csv']; + + numConditions = numel(sampleIds); + replicates = zeros(numConditions, 1); + numBinsPerChannel = numel(binCenters); + + % Pull histogram data out of sample results. + binCounts = cell(numConditions, 1); + for i=1:numConditions + replicates(i) = numel(sampleresults{i}); + binCounts{i} = cell(1,replicates(i)); + for j=1:replicates(i) + binCounts{i}{j} = sampleresults{i}{j}.BinCounts; + end + end + + columnNames = buildDefaultHistFileHeader(channels); + numColumns = numel(columnNames); + totalReplicates = sum(replicates); + + histTable = cell(totalReplicates*numBinsPerChannel+1, numColumns); + histTable(1, 1:numColumns) = columnNames; + endingRow = 1; % Because the column labels are in the first row. + + for i=1:numConditions + startingRow = endingRow + 1; + endingRow = startingRow + replicates(i)*numBinsPerChannel - 1; + histTable(startingRow:endingRow,1:numColumns) = formatDataPerSample(channels, sampleIds{i}, limitPrecision(binCenters,4), binCounts{i}); + end + + % Needed to add column names when I created the tables due to conflicts + % with the default names. For a table, the column names must be valid + % matlab variable names so I filtered out spaces and hypens and + % replaced them with underscores. + if (is_octave) + cell2csv(histogramFile, histTable); + else + t = table(histTable); + writetable(t, histogramFile, 'WriteVariableNames', false); + end + else + histogramFile = 'none'; + end + +end + +function perSampleTable = formatDataPerSample(channels, sampleId, binCenters, counts) + % The channels are actually the column labels for the data and the + % binCenters are actually the row labels. To make writing the data to + % a CSV file easier, I'm going to include the binCenters in the table + % like they are data, not just row names. + + % File formatted as follows: + % SampleId, BinCenters, Channel_1_counts, Channel_2_counts, ... + + % Only the sampleId needs to be padded to create the table. + numChannels = numel(channels); + numReplicates = numel(counts); + numBinsPerChannel = numel(binCenters); + + % Number of rows to pad sample id + rowsOfPadding = numBinsPerChannel * numReplicates - 1; + + % Need to pad the sampleId with a column vector + sampleIdPadding = cell(rowsOfPadding, 1); + + % Pad the sampleId + sampleIdPadded = [{sampleId}; sampleIdPadding]; + + % Make sure all rows match up with a bin center + binCentersForAllReplicates = repmat(binCenters', numReplicates, 1); + + % Split by the channels so the table will have the correct column labels. + binCounts = zeros(numReplicates*numBinsPerChannel, numChannels); + for i=1:numChannels + for j=1:numReplicates + startRow = (j-1) * numBinsPerChannel +1; + stopRow = j * numBinsPerChannel; + binCounts(startRow:stopRow, i) = counts{j}(:,i); + end + end + + perSampleTable = [sampleIdPadded, num2cell(binCentersForAllReplicates), num2cell(binCounts)]; +end + +function fileHeader = buildDefaultHistFileHeader(channels) + % Default file header to match the default file format. + numChannels = numel(channels); + binHeaders = cell(1,numChannels); + + % Not elegant, but it gets the job done. + for i=1:numChannels + channelName = [getPrintName(channels{i}) '_' getUnits(channels{i})]; + binHeaders{i} = sanitizeColumnName(['BinCount_' channelName]); + end + + % Don't separate with commas. We want all the column names in a cell + % array so we can pass them to a table. + fileHeader = {'Id', 'BinCenters', binHeaders{:}}; +end diff --git a/code/writePointCloudHeader.m b/code/writePointCloudHeader.m new file mode 100644 index 00000000..baf474e3 --- /dev/null +++ b/code/writePointCloudHeader.m @@ -0,0 +1,33 @@ + +function writePointCloudHeader(CM, filenames) + % create JSON file of point cloud header (one for each batch) + % header consists of the channel names + path = TASBEConfig.get('flow.pointCloudPath'); + path = end_with_slash(path); + if ~isdir(path) + TASBESession.notify('TASBE:Utilities','MakeDirectory','Directory does not exist, attempting to create it: %s',path); + mkdir(path); + end + channels = getChannels(CM); + channel_structs = {}; + for i=1:numel(channels) + channel_name = getName(channels{i}); + print_name = getPrintName(channels{i}); + unit = getUnits(channels{i}); + temp_struct = struct('name', channel_name, 'print_name', print_name, 'unit', unit); + channel_structs{end+1} = temp_struct; + end + s = struct; + s.channels = channel_structs; + s.filenames = filenames; + string = savejson('',s); + stem_name = TASBEConfig.get('OutputSettings.StemName'); + if isempty(stem_name) + stem_name = 'PointCloudHeader'; + end + filename = strcat(path, stem_name, '.json'); + fid = fopen(filename, 'w'); + if fid == -1, error('Cannot create JSON file'); end + fwrite(fid, string, 'char'); + fclose(fid); +end \ No newline at end of file diff --git a/code/writeStatisticsCsv.m b/code/writeStatisticsCsv.m new file mode 100644 index 00000000..771a8882 --- /dev/null +++ b/code/writeStatisticsCsv.m @@ -0,0 +1,159 @@ +% WRITESTATISTICSCSV outputs the stats file with summary data from batch +% analysis. +% +% Copyright (C) 2010-2018, Raytheon BBN Technologies and contributors listed +% in the AUTHORS file in TASBE analytics package distribution's top directory. +% +% This file is part of the TASBE analytics package, and is distributed +% under the terms of the GNU General Public License, with a linking +% exception, as described in the file LICENSE in the TASBE analytics +% package distribution's top directory. + +function statisticsFile = writeStatisticsCsv(colorModel, channels, sampleIds, sampleresults) + if TASBEConfig.get('flow.outputStatisticsFile') + baseName = sanitize_filename(TASBEConfig.get('OutputSettings.StemName')); + + path = TASBEConfig.get('flow.dataCSVPath'); + path = end_with_slash(path); + if ~isdir(path) + TASBESession.notify('TASBE:Utilities','MakeDirectory','Directory does not exist, attempting to create it: %s',path); + mkdir(path); + end + + % First create the default output filename. + statisticsFile = [path baseName '_statisticsFile.csv']; + + numConditions = numel(sampleIds); + numComponents = size(sampleresults{1}{1}.PopComponentMeans,1); + + totalCounts = cell(numConditions, 1); + geoMeans = totalCounts; geoStdDev = totalCounts; + gmmMeans = totalCounts; gmmStds = totalCounts; gmmWeights = totalCounts; + onFracs = totalCounts; offFracs = totalCounts; + + replicates = zeros(numConditions, 1); + + for i=1:numConditions + replicates(i) = numel(sampleresults{i}); + totalCounts{i} = cell(1,replicates(i)); + geoMeans{i} = totalCounts{i}; geoStdDev{i} = totalCounts{i}; + gmmMeans{i} = totalCounts{i}; gmmStds{i} = totalCounts{i}; gmmWeights{i} = totalCounts{i}; + onFracs{i} = totalCounts{i}; offFracs{i} = totalCounts{i}; + for j=1:replicates(i) + totalCounts{i}{j} = sum(sampleresults{i}{j}.BinCounts); + geoMeans{i}{j} = limitPrecision(sampleresults{i}{j}.Means,4); + geoStdDev{i}{j} = limitPrecision(sampleresults{i}{j}.StandardDevs,4); + geoStdDev{i}{j} = limitPrecision(sampleresults{i}{j}.StandardDevs,4); + gmmMeans{i}{j} = limitPrecision(sampleresults{i}{j}.PopComponentMeans,4); + gmmStds{i}{j} = limitPrecision(sampleresults{i}{j}.PopComponentStandardDevs,4); + gmmWeights{i}{j} = limitPrecision(sampleresults{i}{j}.PopComponentWeights,4); + onFracs{i}{j} = limitPrecision(sampleresults{i}{j}.on_frac,4); + offFracs{i}{j} = limitPrecision(sampleresults{i}{j}.off_frac,4); + end + end + + effective_channels = cell(size(channels)); + for i=1:numel(channels) + colors = getChannelNames(sampleresults{1}{1}.AnalysisParameters); % assume batch analysis AP + color_column = find(colorModel,channel_named(colorModel,colors{i})); + effective_channels{i} = channels{color_column}; + end + + columnNames = buildDefaultStatsFileHeader(effective_channels, numComponents); + numColumns = numel(columnNames); + totalReplicates = sum(replicates); + + statsTable = cell(totalReplicates+1, numColumns); + statsTable(1, 1:numColumns) = columnNames; + endingRow = 1; % Because the column labels are in the first row. + + % Put everything in a cell array for Octave + for i=1:numConditions + startingRow = endingRow + 1; + endingRow = startingRow + replicates(i) - 1; + statsTable(startingRow:endingRow,1:numColumns) = formatDataPerSampleIndivdualColumns(numel(channels), sampleIds{i}, totalCounts{i}, geoMeans{i}, geoStdDev{i}, gmmMeans{i}, gmmStds{i}, gmmWeights{i}, onFracs{i}, offFracs{i}); + end + + % Needed to add column names when I created the tables due to conflicts + % with the default names. For a table, the column names must be valid + % matlab variable names so I filtered out spaces and hypens and + % replaced them with underscores. + if (is_octave) + cell2csv(statisticsFile, statsTable); + else + t = table(statsTable); + writetable(t, statisticsFile, 'WriteVariableNames', false); + end + else + statisticsFile = 'none'; + end +end + +function perSampleTable = formatDataPerSampleIndivdualColumns(numChannels, sampleId, totalCounts, means, stddevs, gmm_means, gmm_stds, gmm_weights, on_fracs, off_fracs) + % SampleId should just be a string. Means and stddevs should be a 1 by + % number of channels matrix. TotalCounts should be a 1 by number of + % channels matrix. + % Place replicates on separate lines. Padding will be necessary in + % order to build a table. Separate into individual columns.. + numReplicates = numel(totalCounts); + numComponents = size(gmm_means{1},1); + + % Number of rows to pad + rowsOfPadding = numReplicates-1; + + % Need to pad with a column vector + sampleIdPadding = cell(rowsOfPadding, 1); + + % Split by the channels so the table will have the correct column labels. + geoMeans = cell(numReplicates, numChannels); + geoStdDevs = geoMeans; counts = geoMeans; + gmmMeans = cell(numReplicates, numChannels * numComponents); + gmmStds = gmmMeans; gmmWeights = gmmMeans; + + for i=1:numChannels + for j=1:numReplicates + counts{j,i} = totalCounts{j}(i); + geoMeans{j,i} = means{j}(i); + geoStdDevs{j,i} = stddevs{j}(i); + for k=1:numComponents + gmmMeans{j,(i-1)*numComponents + k} = 10.^gmm_means{j}(k,i); + gmmStds{j,(i-1)*numComponents + k} = 10.^gmm_stds{j}(k,i); + gmmWeights{j,(i-1)*numComponents + k} = gmm_weights{j}(k,i); + end + end + end + + % Pad the sampleId + ID = [{sampleId}; sampleIdPadding]; + + perSampleTable = [ID, counts, geoMeans, geoStdDevs, gmmMeans, gmmStds, gmmWeights, transpose(on_fracs), transpose(off_fracs)]; + +end + +function fileHeader = buildDefaultStatsFileHeader(channels, numComponents) + % Default file header to match the default file format. + numChannels = numel(channels); + + binNames = cell(1,numChannels); + meanNames = binNames; stdDevNames = binNames; + gmmMeanNames = cell(1,numChannels*numComponents); + gmmStdNames = gmmMeanNames; gmmWeightNames = gmmMeanNames; + + % Not elegant, but it gets the job done. + for i=1:numChannels + channelName = sanitizeColumnName([getPrintName(channels{i}) '_' getUnits(channels{i})]); + binNames{i} = ['BinCount_' channelName]; + meanNames{i} = ['GeoMean_' channelName]; + stdDevNames{i} = ['GeoStdDev_' channelName]; + for j=1:numComponents + gmmMeanNames{(i-1)*numComponents + j} = sprintf('GMM_Component%i_Mean_%s',j,channelName); + gmmStdNames{(i-1)*numComponents + j} = sprintf('GMM_Component%i_Std_%s',j,channelName); + gmmWeightNames{(i-1)*numComponents + j} = sprintf('GMM_Component%i_Weight_%s',j,channelName); + end + end + + % Don't separate with commas. We want all the column names in a cell + % array so we can pass them to a table. + fileHeader = {'Id', binNames{:}, meanNames{:}, stdDevNames{:}, gmmMeanNames{:}, gmmStdNames{:}, gmmWeightNames{:}, 'On Fraction', 'Off Fraction'}; +end + diff --git a/compute_sample_statistics.m b/compute_sample_statistics.m deleted file mode 100644 index 77e3adeb..00000000 --- a/compute_sample_statistics.m +++ /dev/null @@ -1,86 +0,0 @@ -% Copyright (C) 2010-2017, Raytheon BBN Technologies and contributors listed -% in the AUTHORS file in TASBE analytics package distribution's top directory. -% -% This file is part of the TASBE analytics package, and is distributed -% under the terms of the GNU General Public License, with a linking -% exception, as described in the file LICENSE in the TASBE analytics -% package distribution's top directory. - -function sampleresults = compute_sample_statistics(colorModel,experiment,samplename,analysisParams,data) -% Compute distribution structure of a data sample -% This can be applied to either real data (from FCS files) or simulated data -% data is an array of MEFL levels (events x channels), in colormodel order of channels - -n_components = getNumGaussianComponents(analysisParams); -n_channels = numel(getChannels(colorModel)); - -% Get the constitutive -constitutive_channel = getChannel(analysisParams, 'constitutive'); -if isempty(constitutive_channel), error('A constitutive channel is required!'); end; -c_index = find(colorModel,constitutive_channel); % Determine data column from ColorModel - -% Lookup distribution models -CFP_af = get_autofluorescence_model(colorModel,c_index); -CFP_noise_model = get_noise_model(colorModel); -CFP_noise = CFP_noise_model.noisemin(c_index); - -bins = getBins(analysisParams); -bin_centers = get_bin_centers(bins); -n_bins = numel(bin_centers); - -% compute population bulk statistics -histograms = zeros(n_bins,n_channels); -popmeans = zeros(n_channels,1); -popstds = zeros(n_channels,1); -poppeaks = cell(n_channels,1); -excluded = zeros(n_channels,1); -nonexpressing_set = ones(size(data,1),1); -popcmeans = zeros(n_components,n_channels); -popcstds = zeros(n_components,n_channels); -popcweights = zeros(n_components,n_channels); -for k=1:n_channels - % compute channel-specific drop threshold: - drop_threshold = au_to_MEFL(colorModel,getChannel(colorModel,k),get_pem_drop_threshold(analysisParams)); - - % divide into included/excluded set - pos = data(:,k)>drop_threshold; - excluded(k) = sum(~pos); - nonexpressing_set = nonexpressing_set & ~pos; % remove non-excluded set from non-expressing - - % compute bulk statistics - histograms(:,k) = hist(log10(data(pos,k)),log10(bin_centers)); - popmeans(k) = geomean(data(pos,k)); - popstds(k) = geostd(data(pos,k)); - poppeaks{k} = find_peaks(histograms(:,k)',bin_centers); % need to include peak detection params in analysisParams - - % For now, disable k-component gaussian statisics computation: - % Needs to be rebuilt as a multi-dimensional gaussian mixture model - if k~=c_index, popcmeans(:,k) = NaN; popcstds(:,k) = NaN; popcweights(:,k) = NaN; continue; end; - % find model fit: - if numel(data), - tmp_PEM = PlasmidExpressionModel(data(:,k),CFP_af,CFP_noise,getMEFLPerPlasmid(analysisParams),drop_threshold,n_components); - dist = get_fp_dist(tmp_PEM); - sortable = zeros(n_components,3); - sortable(:,1) = dist.mu; sortable(:,2) = dist.Sigma(:); sortable(:,3) = dist.weight; - sortrows(sortable); - popcmeans(:,k) = sortable(:,1); popcstds(:,k) = sortable(:,2); popcweights(:,k) = sortable(:,3); - if k==c_index, PEM = tmp_PEM; end; - end -end -nonexpressing = sum(nonexpressing_set); - -% Create (possibly filtered) subpopulation statistics [note: ignore excluded, as already calculated above] -[counts means stds] = subpopulation_statistics(getBins(analysisParams), data, c_index, 'geometric'); -if numel(data) - plasmid_counts = estimate_plasmids(PEM,means(:,c_index)); - fraction_active = estimate_fraction_active(PEM, means(:,c_index)); -else - plasmid_counts = []; - fraction_active = []; - PEM = []; -end - -sampleresults = SampleResults(experiment, samplename, analysisParams, counts, means, stds, ... - fraction_active, plasmid_counts, PEM, ... - histograms, popmeans, popstds, poppeaks, excluded, nonexpressing, ... - popcmeans, popcstds, popcweights); diff --git a/fca_readfcs.m b/fca_readfcs.m deleted file mode 100644 index 727bacaa..00000000 --- a/fca_readfcs.m +++ /dev/null @@ -1,359 +0,0 @@ -function [fcsdat, fcshdr, fcsdatscaled] = fca_readfcs(filename,clip_events) -% [fcsdat, fcshdr, fcsdatscaled] = fca_readfcs(filename); -% -% Read FCS 2.0 and FCS 3.0 type flow cytometry data file and put the list mode -% parameters to the fcsdat array with size of [NumOfPar TotalEvents]. -% Some important header data are stored in the fcshdr structure: -% TotalEvents, NumOfPar, starttime, stoptime and specific info for parameters -% as name, range, bitdepth, logscale(yes-no) and number of decades. -% -% [fcsdat, fcshdr] = fca_readfcs; -% Without filename input the user can select the desired file -% using the standard open file dialog box. -% -% [fcsdat, fcshdr, fcsdatscaled] = fca_readfcs(filename); -% Supplying the third output the fcsdatscaled array contains the scaled -% parameters. It might be useful for logscaled parameters, but no effect -% in the case of linear parameters. The log scaling is the following -% operation for the "ith" parameter: -% fcsdatscaled(:,i) = ... -% 10.^(fcsdat(:,i)/fcshdr.par(i).range*fcshdr.par(i).decade;); - -% Ver 2.5 -% 2006-2009 / University of Debrecen, Institute of Nuclear Medicine -% Laszlo Balkay -% balkay@pet.dote.hu -% -% 14/08/2006 I made some changes in the code by the suggestion of -% Brian Harms and Ivan Cao-Berg -% (given at the user reviews area of Mathwork File exchage) The program should work -% in the case of Becton EPics DLM FCS2.0, CyAn Summit FCS3.0 and FACSDiva type -% list mode files. -% -% 29/01/2008 Updated to read the BD LSR II file format and including the comments of -% Allan Moser (Cira Discovery Sciences, Inc.) -% -% 24/01/2009 Updated to read the Partec CyFlow format file. Thanks for -% Gavin A Price -% -% Further updated by Jacob Beal, 2010 - 2017 - -% if noarg was supplied -if nargin == 0 - [FileName, FilePath] = uigetfile('*.*','Select fcs2.0 file'); - filename = [FilePath,FileName]; - if FileName == 0; - fcsdat = []; fcshdr = []; - return; - end -else - filecheck = dir(filename); - if size(filecheck,1) == 0 - hm = msgbox([filename,': The file does not exist!'], ... - 'FcAnalysis info','warn'); - fcsdat = []; fcshdr = []; - return; - end -end -if nargin<2, clip_events = 1e6; end; - -% if filename arg. only contain PATH, set the default dir to this -% before issuing the uigetfile command. This is an option for the "fca" -% tool -[FilePath, FileNameMain, fext] = fileparts(filename); -FilePath = [FilePath filesep]; -FileName = [FileNameMain, fext]; -if isempty(FileNameMain) - currend_dir = cd; - cd(FilePath); - [FileName, FilePath] = uigetfile('*.*','Select FCS file'); - filename = [FilePath,FileName]; - if FileName == 0; - fcsdat = []; fcshdr = []; - return; - end - cd(currend_dir); -end - -%fid = fopen(filename,'r','ieee-be'); -fid = fopen(filename,'r','b'); -fcsheader_1stline = fread(fid,64,'char'); -fcsheader_type = char(fcsheader_1stline(1:6)'); -% -%reading the header -% -if strcmp(fcsheader_type,'FCS1.0') - hm = msgbox('FCS 1.0 file type is not supported!','FcAnalysis info','warn'); - fcsdat = []; fcshdr = []; - fclose(fid); - return; -elseif strcmp(fcsheader_type,'FCS2.0') || strcmp(fcsheader_type,'FCS3.0') || strcmp(fcsheader_type,'FCS3.1') % FCS2.0 or FCS3.0 or FCS3.1 types - if(strcmp(fcsheader_type,'FCS3.1')), - % To get rid of these warnings, do: warning('off','FCS:Read31'); - %warning('FCS:Read31','FCS3.1 support is experimental'); - %warning('FCS:Read31','FCS3.1 reading does not handle: $PnL with multiple lasers, $PnN non-required values, $PnD parameters, sample volume with $VOL, dataset originality, plate/well identifiers'); - end; - fcshdr.fcstype = fcsheader_type; - FcsHeaderStartPos = str2num(char(fcsheader_1stline(16:18)')); - FcsHeaderStopPos = str2num(char(fcsheader_1stline(19:26)')); - FcsDataStartPos = str2num(char(fcsheader_1stline(27:34)')); - status = fseek(fid,FcsHeaderStartPos,'bof'); - fcsheader_main = fread(fid,FcsHeaderStopPos-FcsHeaderStartPos+1,'char');%read the main header - warning off MATLAB:nonIntegerTruncatedInConversionToChar; - fcshdr.filename = FileName; - fcshdr.filepath = FilePath; - % "The first character of the primary TEXT segment contains the - % delimiter" (FCS standard) - if fcsheader_main(1) == 12 - mnemonic_separator = 'FF'; - else - mnemonic_separator = char(fcsheader_main(1)); - end - if mnemonic_separator == '@';% WinMDI - hm = msgbox([FileName,': The file can not be read (Unsupported FCS type: WinMDI histogram file)'],'FcAnalysis info','warn'); - fcsdat = []; fcshdr = []; - fclose(fid); - return; - end - fcshdr.TotalEvents = str2num(get_mnemonic_value('$TOT',fcsheader_main, mnemonic_separator)); - fcshdr.NumOfPar = str2num(get_mnemonic_value('$PAR',fcsheader_main, mnemonic_separator)); - fcshdr.Creator = get_mnemonic_value('CREATOR',fcsheader_main, mnemonic_separator); - for i=1:fcshdr.NumOfPar - fcshdr.par(i).name = get_mnemonic_value(['$P',num2str(i),'N'],fcsheader_main, mnemonic_separator); - fcshdr.par(i).rawname = fcshdr.par(i).name; - fcshdr.par(i).range = str2num(get_mnemonic_value(['$P',num2str(i),'R'],fcsheader_main, mnemonic_separator)); - fcshdr.par(i).bit = str2num(get_mnemonic_value(['$P',num2str(i),'B'],fcsheader_main, mnemonic_separator)); - - %%%% - % Pick up additional (optional) parameters: - JSB - %%%% - % $PnV Detector voltage for parameter n. - fcshdr.par(i).voltage = get_mnemonic_value(['$P',num2str(i),'V'],fcsheader_main, mnemonic_separator); - if(fcshdr.par(i).voltage), fcshdr.par(i).voltage = str2num(fcshdr.par(i).voltage); end; - % $PnF Name of optical filter for parameter n. - fcshdr.par(i).filter = get_mnemonic_value(['$P',num2str(i),'F'],fcsheader_main, mnemonic_separator); - % $PnG Amplifier gain used for acquisitionof parameter n. - fcshdr.par(i).gain = get_mnemonic_value(['$P',num2str(i),'G'],fcsheader_main, mnemonic_separator); - if(fcshdr.par(i).gain), fcshdr.par(i).gain = str2num(fcshdr.par(i).gain); end; - % $PnL Excitation wavelength for parameter n. - fcshdr.par(i).emitter_wavelength = get_mnemonic_value(['$P',num2str(i),'L'],fcsheader_main, mnemonic_separator); - if(fcshdr.par(i).emitter_wavelength), fcshdr.par(i).emitter_wavelength = str2num(fcshdr.par(i).emitter_wavelength); end; - % $PnO Excitation power for parameter n. - fcshdr.par(i).emitter_power = get_mnemonic_value(['$P',num2str(i),'O'],fcsheader_main, mnemonic_separator); - if(fcshdr.par(i).emitter_power), fcshdr.par(i).emitter_power = str2num(fcshdr.par(i).emitter_power); end; - % $PnP Percent of emitted light collectedby parameter n. - fcshdr.par(i).percent_light = get_mnemonic_value(['$P',num2str(i),'P'],fcsheader_main, mnemonic_separator); - if(fcshdr.par(i).percent_light), fcshdr.par(i).percent_light = str2num(fcshdr.par(i).percent_light); end; - % $PnT Detector type for parameter n. - fcshdr.par(i).detector = get_mnemonic_value(['$P',num2str(i),'T'],fcsheader_main, mnemonic_separator); - %%% not using these: - % $Pkn Peak channel number of univariatehistogram for parameter n. - % $PKNn Count in peak channel of univariatehistogram for parameter n. - % $PnS Name used for parameter n. - replacename = get_mnemonic_value(['$P',num2str(i),'S'],fcsheader_main, mnemonic_separator); - % Replace name if nickname is present and not just whitespace - if(numel(replacename)>0 && ~isempty(find(~isspace(replacename), 1))), fcshdr.par(i).name = replacename; end; - % FCS 3.1-only parameters: - if(strcmp(fcsheader_type,'FCS3.1')), - fcshdr.par(i).calibration = get_mnemonic_value(['$P',num2str(i),'CALIBRATION'],fcsheader_main, mnemonic_separator); - end - -%============== Changed way that amplification type is treated --- ARM ================== - par_exponent_str= (get_mnemonic_value(['$P',num2str(i),'E'],fcsheader_main, mnemonic_separator)); - if isempty(par_exponent_str) - % There is no "$PiE" mnemonic in the Lysys format - % in that case the PiDISPLAY mnem. shows the LOG or LIN definition - islogpar = get_mnemonic_value(['P',num2str(i),'DISPLAY'],fcsheader_main, mnemonic_separator); - if islogpar == 'LOG' - par_exponent_str = '5,1'; - else % islogpar = LIN case - par_exponent_str = '0,0'; - end - end - -% fcshdr.par(i).decade = str2num(par_exponent(1)); -% if fcshdr.par(i).decade == 0 -% fcshdr.par(i).log = 0; -% fcshdr.par(i).logzero = 0; -% else -% fcshdr.par(i).log = 1; -% if (str2num(par_exponent(3)) == 0) -% fcshdr.par(i).logzero = 1; -% else -% fcshdr.par(i).logzero = str2num(par_exponent(3)); -% end -% end - - par_exponent= str2num(par_exponent_str); - fcshdr.par(i).decade = par_exponent(1); - if fcshdr.par(i).decade == 0 - fcshdr.par(i).log = 0; - fcshdr.par(i).logzero = 0; - else - fcshdr.par(i).log = 1; - if (par_exponent(2) == 0) - fcshdr.par(i).logzero = 1; - else - fcshdr.par(i).logzero = par_exponent(2); - end - end - - - -%============================================================================================ - end - fcshdr.starttime = get_mnemonic_value('$BTIM',fcsheader_main, mnemonic_separator); - fcshdr.stoptime = get_mnemonic_value('$ETIM',fcsheader_main, mnemonic_separator); - fcshdr.timestep = get_mnemonic_value('$TIMESTEP',fcsheader_main, mnemonic_separator); - fcshdr.cytometry = get_mnemonic_value('$CYT',fcsheader_main, mnemonic_separator); - fcshdr.date = get_mnemonic_value('$DATE',fcsheader_main, mnemonic_separator); - fcshdr.byteorder = get_mnemonic_value('$BYTEORD',fcsheader_main, mnemonic_separator); - fcshdr.datatype = get_mnemonic_value('$DATATYPE',fcsheader_main, mnemonic_separator); - fcshdr.system = get_mnemonic_value('$SYS',fcsheader_main, mnemonic_separator); - fcshdr.project = get_mnemonic_value('$PROJ',fcsheader_main, mnemonic_separator); - fcshdr.experiment = get_mnemonic_value('$EXP',fcsheader_main, mnemonic_separator); - fcshdr.cells = get_mnemonic_value('$Cells',fcsheader_main, mnemonic_separator); - fcshdr.creator = get_mnemonic_value('CREATOR',fcsheader_main, mnemonic_separator); -else - hm = msgbox([FileName,': The file can not be read (Unsupported FCS type)'],'FcAnalysis info','warn'); - fcsdat = []; fcshdr = []; - fclose(fid); - return; -end - -% deal with size overflow bug for very large FCS files, in which data start gets incorrectly set to zero -% This appears to be triggered, with FACSdiva at least, when the FCS file is more than 100MB, which makes -% the data stop position more than 8 characters and causes it to collide with the start field. -JSB -if FcsDataStartPos==0, - warning('FCS:BadDataStart','FCS file has invalid data start position; guessing based on header end'); - FcsDataStartPos = FcsHeaderStopPos+6; -end - -% optionally truncate events to avoid memory problems with extremely large FCS files -JSB -if fcshdr.TotalEvents>clip_events, - warning('FCS:TooManyEvents','FCS file has more than %i events; truncating to avoid memory problems',clip_events); - fcshdr.TotalEvents = clip_events; -end - -% -%reading the events -% -status = fseek(fid,FcsDataStartPos,'bof'); -if strcmp(fcsheader_type,'FCS2.0') - if strcmp(mnemonic_separator,'\') || strcmp(mnemonic_separator,'FF')... %ordinary or FacsDIVA FCS2.0 - || strcmp(mnemonic_separator,'/') % added by GAP 1/22/09 - if fcshdr.par(1).bit == 16 - fcsdat = uint16(fread(fid,[fcshdr.NumOfPar fcshdr.TotalEvents],'uint16')'); - if strcmp(fcshdr.byteorder,'1,2')...% this is the Cytomics data - || strcmp(fcshdr.byteorder, '1,2,3,4') %added by GAP 1/22/09 - fcsdat = bitor(bitshift(fcsdat,-8),bitshift(fcsdat,8)); - end - elseif fcshdr.par(1).bit == 32 - if fcshdr.datatype ~= 'F' - fcsdat = (fread(fid,[fcshdr.NumOfPar fcshdr.TotalEvents],'uint32')'); - else % 'LYSYS' case - fcsdat = (fread(fid,[fcshdr.NumOfPar fcshdr.TotalEvents],'float32')'); - end - else - bittype = ['ubit',num2str(fcshdr.par(1).bit)]; - fcsdat = fread(fid,[fcshdr.NumOfPar fcshdr.TotalEvents],bittype, 'ieee-le')'; - end - elseif strcmp(mnemonic_separator,'!');% Becton EPics DLM FCS2.0 - fcsdat_ = fread(fid,[fcshdr.NumOfPar fcshdr.TotalEvents],'uint16', 'ieee-le')'; - fcsdat = zeros(fcshdr.TotalEvents,fcshdr.NumOfPar); - for i=1:fcshdr.NumOfPar - bintmp = dec2bin(fcsdat_(:,i)); - fcsdat(:,i) = bin2dec(bintmp(:,7:16)); % only the first 10bit is valid for the parameter - end - end - fclose(fid); -elseif strcmp(fcsheader_type,'FCS3.0') || strcmp(fcsheader_type,'FCS3.1') - if strcmp(fcsheader_type,'FCS3.0') && strcmp(mnemonic_separator,'|') % CyAn Summit FCS3.0 - fcsdat_ = (fread(fid,[fcshdr.NumOfPar fcshdr.TotalEvents],'uint16','ieee-le')'); - fcsdat = zeros(size(fcsdat_)); - new_xrange = 1024; - for i=1:fcshdr.NumOfPar - fcsdat(:,i) = fcsdat_(:,i)*new_xrange/fcshdr.par(i).range; - fcshdr.par(i).range = new_xrange; - end - else % ordinary FCS 3.0 - if fcshdr.datatype == 'I' - if(fcshdr.par(1).bit==32) % assume all have same bit width - fcsdat = uint32(fread(fid,[fcshdr.NumOfPar fcshdr.TotalEvents],'uint32')'); - else if (fcshdr.par(1).bit==16) - fcsdat = uint32(fread(fid,[fcshdr.NumOfPar fcshdr.TotalEvents],'uint16')'); - else if(fcshdr.par(1).bit==24) - fcsdat = uint32(fread(fid,[fcshdr.NumOfPar fcshdr.TotalEvents],'bit24')'); - else - error('Unsupported bit width: %d',fcshdr.par(1).bit); - end - end - end - if strcmp(fcshdr.byteorder, '1,2,3,4') - fcsdat = swapbytes(fcsdat); - end - else - if fcshdr.datatype == 'F' % floating - if strcmp(fcshdr.byteorder, '1,2,3,4') - endian = 'ieee-le'; - else - endian = 'ieee-be'; - end - fcsdat = fread(fid,[fcshdr.NumOfPar fcshdr.TotalEvents],'float32',endian)'; - else - error(['Unsupported FCS 3.0 data type: ' fcshdr.datatype]) - end; - end - end - fclose(fid); -end -% Ensure FCS data is ordinary floating point numbers -fcsdat = double(fcsdat); -% -%calculate the scaled events (for log scales) -% -fcsdatscaled = zeros(size(fcsdat)); -if(numel(fcsdat)>0) - for i = 1 : fcshdr.NumOfPar - Xlogdecade = fcshdr.par(i).decade; - XChannelMax = fcshdr.par(i).range; - Xlogvalatzero = fcshdr.par(i).logzero; - if ~fcshdr.par(i).log - fcsdatscaled(:,i) = fcsdat(:,i); - else - fcsdatscaled(:,i) = Xlogvalatzero*10.^(double(fcsdat(:,i))/XChannelMax*Xlogdecade); - end - end -end - -%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% - -function mneval = get_mnemonic_value(mnemonic_name,fcsheader,mnemonic_separator) - -if strcmp(mnemonic_separator,'\') || strcmp(mnemonic_separator,'!') ... - || strcmp(mnemonic_separator,'|') || strcmp(mnemonic_separator,'@')... - || strcmp(mnemonic_separator, '/') % added by GAP 1/22/08 - mnemonic_startpos = findstr(char(fcsheader'),mnemonic_name); - if isempty(mnemonic_startpos) - mneval = []; - return; - end - mnemonic_length = length(mnemonic_name); - mnemonic_stoppos = mnemonic_startpos + mnemonic_length; - next_slashes = findstr(char(fcsheader(mnemonic_stoppos+1:end)'),mnemonic_separator); - next_slash = next_slashes(1) + mnemonic_stoppos; - - mneval = char(fcsheader(mnemonic_stoppos+1:next_slash-1)'); -elseif strcmp(mnemonic_separator,'FF') - mnemonic_startpos = findstr(char(fcsheader'),mnemonic_name); - if isempty(mnemonic_startpos) - mneval = []; - return; - end - mnemonic_length = length(mnemonic_name); - mnemonic_stoppos = mnemonic_startpos + mnemonic_length ; - next_formfeeds = find( fcsheader(mnemonic_stoppos+1:end) == 12); - next_formfeed = next_formfeeds(1) + mnemonic_stoppos; - - mneval = char(fcsheader(mnemonic_stoppos + 1 : next_formfeed-1)'); -end diff --git a/gmdistribution/@gmdistribution/cdf.m b/gmdistribution/@gmdistribution/cdf.m new file mode 100644 index 00000000..3904efb1 --- /dev/null +++ b/gmdistribution/@gmdistribution/cdf.m @@ -0,0 +1,24 @@ + % Cumulative distribution function for Gaussian mixture distribution + function c = cdf (obj, X) + X = checkX (obj, X, 'cdf'); + p_x_l = zeros (rows (X), obj.NumComponents); + if (obj.SharedCovariance) + if (obj.DiagonalCovariance) + sig = diag (obj.Sigma); + else + sig = obj.Sigma; + end + end + for i = 1:obj.NumComponents + if (~obj.SharedCovariance) + if (obj.DiagonalCovariance) + sig = diag (obj.Sigma(:,:,i)); + else + sig = obj.Sigma(:,:,i); + end + end + p_x_l(:,i) = mvncdf (X,obj.mu(i,:),sig)*obj.PComponents(i); + end + c = sum (p_x_l, 2); + end + diff --git a/gmdistribution/@gmdistribution/cluster.m b/gmdistribution/@gmdistribution/cluster.m new file mode 100644 index 00000000..fa0302ae --- /dev/null +++ b/gmdistribution/@gmdistribution/cluster.m @@ -0,0 +1,16 @@ + % Construct clusters from Gaussian mixture distribution + function [idx,nlogl,P,logpdf,M] = cluster (obj,X) + X = checkX (obj, X, 'cluster'); + [p_x_l, M] = componentProb (obj, X); + [~, idx] = max (p_x_l, [], 2); + if (nargout >= 2) + PDF = sum (p_x_l, 2); + logpdf = log (PDF); + nlogl = -sum (logpdf); + if (nargout >= 3) + P = bsxfun (@rdivide, p_x_l, PDF); + end + end + end + + diff --git a/gmdistribution/@gmdistribution/disp.m b/gmdistribution/@gmdistribution/disp.m new file mode 100644 index 00000000..4f38f5ee --- /dev/null +++ b/gmdistribution/@gmdistribution/disp.m @@ -0,0 +1,39 @@ + % Display Gaussian mixture distribution object + function c = disp (obj) + fprintf('Gaussian mixture distribution with %d components in %d dimension(s)\n', obj.NumComponents, columns (obj.mu)); + for i = 1:obj.NumComponents + fprintf('Clust %d: weight %d\n\tMean: ', i, obj.PComponents(i)); + fprintf('%g ', obj.mu(i,:)); + fprintf('\n'); + if (~obj.SharedCovariance) + fprintf('\tVariance:'); + if (~obj.DiagonalCovariance) + if columns (obj.mu) > 1 + fprintf('\n'); + end + disp(squeeze(obj.Sigma(:,:,i))) + else + fprintf(' diag('); + fprintf('%g ', obj.Sigma(:,:,i)); + fprintf(')\n'); + end + end + end + if (obj.SharedCovariance) + fprintf('Shared variance\n'); + if (~obj.DiagonalCovariance) + obj.Sigma + else + fprintf(' diag('); + fprintf('%g ', obj.Sigma); + fprintf(')\n'); + end + end + if (~isempty (obj.AIC)) + fprintf('AIC=%g BIC=%g NLogL=%g Iter=%d Cged=%d Reg=%g\n', ... + obj.AIC, obj.BIC, obj.NegativeLogLikelihood, ... + obj.NumIterations, obj.Converged, obj.RegularizationValue); + end + end + + diff --git a/gmdistribution/@gmdistribution/display.m b/gmdistribution/@gmdistribution/display.m new file mode 100644 index 00000000..2e04c31a --- /dev/null +++ b/gmdistribution/@gmdistribution/display.m @@ -0,0 +1,6 @@ + % Display Gaussian mixture distribution object + function c = display (obj) + disp(obj); + end + + diff --git a/gmdistribution/@gmdistribution/gmdistribution.m b/gmdistribution/@gmdistribution/gmdistribution.m new file mode 100644 index 00000000..c544711e --- /dev/null +++ b/gmdistribution/@gmdistribution/gmdistribution.m @@ -0,0 +1,121 @@ +% Copyright (C) 2015 Lachlan Andrew +% Converted to old-style classes by Jacob Beal, 2017 +% +% This program is free software; you can redistribute it and/or modify it under +% the terms of the GNU General Public License as published by the Free Software +% Foundation; either version 3 of the License, or (at your option) any later +% version. +% +% This program is distributed in the hope that it will be useful, but WITHOUT +% ANY WARRANTY; without even the implied warranty of MERCHANTABILITY or +% FITNESS FOR A PARTICULAR PURPOSE. See the GNU General Public License for more +% details. +% +% You should have received a copy of the GNU General Public License along with +% this program; if not, see . +% +% -*- texinfo -*- +% @deftypefn {Function File} {@var{GMdist} =} gmdistribution (@var{mu}, @var{Sigma}) +% @deftypefnx {Function File} {@var{GMdist} =} gmdistribution (@var{mu}, @var{Sigma}, @var{p}) +% @deftypefnx {Function File} {@var{GMdist} =} gmdistribution (@var{mu}, @var{Sigma}, @var{p}, @var{extra}) +% Create an object of the gmdistribution class which represents a Gaussian +% mixture model with k components of n-dimensional Gaussians. +% +% Input @var{mu} is a k-by-n matrix specifying the n-dimensional mean of each +% of the k components of the distribution. +% +% Input @var{Sigma} is an array that specifies the variances of the +% distributions, in one of four forms depending on its dimension. +% @itemize +% @item n-by-n-by-k: Slice @var{Sigma}(:,:,i) is the variance of the +% i'th component +% @item 1-by-n-by-k: Slice diag(@var{Sigma}(1,:,i)) is the variance of the +% i'th component +% @item n-by-n: @var{Sigma} is the variance of every component +% @item 1-by-n-by-k: Slice diag(@var{Sigma}) is the variance of every +% component +% @end itemize +% +% If @var{p} is specified, it is a vector of length k specifying the proportion +% of each component. If it is omitted or empty, each component has an equal +% proportion. +% +% Input @var{extra} is used by fitgmdist to indicate the parameters of the +% fitting process. +% @seealso{fitgmdist} +% @end deftypefn +function obj = gmdistribution(mu,sigma,p,extra) + +obj.mu = []; % means +obj.Sigma = []; % covariances +obj.PComponents = []; % mixing proportions +obj.DistributionName = 'gaussian mixture distribution'; % 'gaussian mixture distribution' +obj.NumComponents = []; % Number of mixture components +obj.NumVariables = []; % Dimension d of each Gaussian component + +obj.CovarianceType = []; % 'diagonal' if DiagonalCovariance, 'full' othw +obj.SharedCovariance = []; % true if all components have equal covariance + +% Set by a call to fitgmdist +obj.AIC = []; % Akaike Information Criterion +obj.BIC = []; % Bayes Information Criterion +obj.Converged = []; % true if algorithm converged by MaxIter +obj.NegativeLogLikelihood = []; % Negative of log-likelihood +obj.NlogL = []; % Negative of log-likelihood +obj.NumIterations = []; % Number of iterations +obj.RegularizationValue = []; % const added to diag of cov to make +ve def + +% Private property, which is suggested not to be accessed +obj.DiagonalCovariance = []; % bool summary of 'CovarianceType' + +if nargin>0 + % Construction + if nargin<3, p = []; end; + if nargin<4, extra = []; end; + obj.DistributionName = 'gaussian mixture distribution'; + obj.mu = mu; + obj.Sigma = sigma; + [row_n, col_n] = size(mu); + obj.NumComponents = row_n; %rows (mu); + obj.NumVariables = columns (mu); + if (isempty (p)) + obj.PComponents = ones (1,obj.NumComponents) / obj.NumComponents; + else + if any (p < 0) + error ('gmmdistribution: component weights must be non-negative'); + end + s = sum(p); + if (s == 0) + error ('gmmdistribution: component weights must not be all zero'); + elseif (s ~= 1) + p = p / s; + end + obj.PComponents = p(:)'; + end + if (length (size (sigma)) == 3) + obj.SharedCovariance = false; + else + obj.SharedCovariance = true; + end + [r_sig, c_sig] = size(sigma); + [r_mu, c_mu] = size(mu); + if (r_sig == 1 && c_mu > 1) %(rows (sigma) == 1 && columns (mu) > 1) + obj.DiagonalCovariance = true; + obj.CovarianceType = 'diagonal'; + else + obj.DiagonalCovariance = false; %% full + obj.CovarianceType = 'full'; + end + + if (~isempty (extra)) + obj.AIC = extra.AIC; + obj.BIC = extra.BIC; + obj.Converged = extra.Converged; + obj.NegativeLogLikelihood = extra.NegativeLogLikelihood; + obj.NlogL = extra.NegativeLogLikelihood; + obj.NumIterations = extra.NumIterations; + obj.RegularizationValue = extra.RegularizationValue; + end +end + +obj = class(obj,'gmdistribution'); diff --git a/gmdistribution/@gmdistribution/mahal.m b/gmdistribution/@gmdistribution/mahal.m new file mode 100644 index 00000000..99b2c9e7 --- /dev/null +++ b/gmdistribution/@gmdistribution/mahal.m @@ -0,0 +1,6 @@ + % Mahalanobis distance to component means + function D = mahal (obj,X) + X = checkX (obj, X, 'mahal'); + [~, D] = componentProb (obj,X); + end + diff --git a/gmdistribution/@gmdistribution/pdf.m b/gmdistribution/@gmdistribution/pdf.m new file mode 100644 index 00000000..6c5e70fe --- /dev/null +++ b/gmdistribution/@gmdistribution/pdf.m @@ -0,0 +1,8 @@ + % Probability density function for Gaussian mixture distribution + function c = pdf (obj,X) + X = checkX (obj, X, 'pdf'); + p_x_l = componentProb (obj, X); + c = sum (p_x_l, 2); + end + + diff --git a/gmdistribution/@gmdistribution/posterior.m b/gmdistribution/@gmdistribution/posterior.m new file mode 100644 index 00000000..b485e98a --- /dev/null +++ b/gmdistribution/@gmdistribution/posterior.m @@ -0,0 +1,8 @@ + % Posterior probabilities of components + function c = posterior (obj,X) + X = checkX (obj, X, 'posterior'); + p_x_l = componentProb (obj, X); + c = bsxfun(@rdivide, p_x_l, sum (p_x_l, 2)); + end + + diff --git a/gmdistribution/@gmdistribution/private/checkX.m b/gmdistribution/@gmdistribution/private/checkX.m new file mode 100644 index 00000000..af45fd8d --- /dev/null +++ b/gmdistribution/@gmdistribution/private/checkX.m @@ -0,0 +1,12 @@ + %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% + %% Check format of argument X + function X = checkX (obj, X, name) + if (columns (X) ~= obj.NumVariables) + if (columns (X) == 1 && rows (X) == obj.NumVariables) + X = X'; + else + error ('gmdistribution.%s: X has %d columns instead of %d\n', ... + name, columns (X), obj.NumVariables); + end + end + end diff --git a/gmdistribution/@gmdistribution/private/componentProb.m b/gmdistribution/@gmdistribution/private/componentProb.m new file mode 100644 index 00000000..8497ac21 --- /dev/null +++ b/gmdistribution/@gmdistribution/private/componentProb.m @@ -0,0 +1,29 @@ + % Probability density of (row of) X *and* component l + % Second argument is an array of the Mahalonis distances + function [p_x_l, M] = componentProb (obj, X) + [r_X c_X] = size(X); %num of rows and cols in X + M = zeros (r_X, obj.NumComponents); + dets = zeros (1, obj.NumComponents); % sqrt(determinant) + if (obj.SharedCovariance) + if (obj.DiagonalCovariance) + r = diag (sqrt(obj.Sigma)); + else + r = chol (obj.Sigma); + end + end + for i = 1:obj.NumComponents + dev = bsxfun (@minus, X, obj.mu(i,:)); + if (~obj.SharedCovariance) + if (obj.DiagonalCovariance) + r = diag (sqrt (obj.Sigma(:,:,i))); + else + r = chol (obj.Sigma(:,:,i)); + end + end + M(:,i) = sumsq (dev / r, 2); + dets(i) = prod (diag (r)); + end + p_x_l = exp (-M/2); + coeff = obj.PComponents ./ ((2*pi)^(obj.NumVariables/2).*dets); + p_x_l = bsxfun (@times, p_x_l, coeff); + end diff --git a/gmdistribution/@gmdistribution/random.m b/gmdistribution/@gmdistribution/random.m new file mode 100644 index 00000000..ac9c0970 --- /dev/null +++ b/gmdistribution/@gmdistribution/random.m @@ -0,0 +1,30 @@ +% Random numbers from Gaussian mixture distribution +function c = random (obj,n) + +c = zeros (n, obj.NumVariables); +classes = randsample (obj.NumVariables, n, true, obj.PComponents); +if (obj.SharedCovariance) + if (obj.DiagonalCovariance) + sig = diag (obj.Sigma); + else + sig = obj.Sigma; + end +end + +for i = 1:obj.NumComponents + idx = (classes == i); + k = sum(idx); + if k > 0 + if (~obj.SharedCovariance) + if (obj.DiagonalCovariance) + sig = diag (obj.Sigma(:,:,i)); + else + sig = obj.Sigma(:,:,i); + end + end + % [sig] forces [sig] not to have class 'diagonal', + % since mvnrnd uses automatic broadcast, + % which fails on structured matrices + c(idx,:) = mvnrnd ([obj.mu(i,:)], [sig], k); + end +end diff --git a/gmdistribution/fitgmdist.m b/gmdistribution/fitgmdist.m new file mode 100644 index 00000000..39f3e3e6 --- /dev/null +++ b/gmdistribution/fitgmdist.m @@ -0,0 +1,539 @@ +%% Copyright (C) 2015 Lachlan Andrew +%% +%% This program is free software; you can redistribute it and/or modify it under +%% the terms of the GNU General Public License as published by the Free Software +%% Foundation; either version 3 of the License, or (at your option) any later +%% version. +%% +%% This program is distributed in the hope that it will be useful, but WITHOUT +%% ANY WARRANTY; without even the implied warranty of MERCHANTABILITY or +%% FITNESS FOR A PARTICULAR PURPOSE. See the GNU General Public License for more +%% details. +%% +%% You should have received a copy of the GNU General Public License along with +%% this program; if not, see . + +%% -*- texinfo -*- +%% @deftypefn {Function File} {@var{GMdist} =} fitgmdist (@var{data}, @var{k}, @var{param1}, @var{value1}, @dots{}) +%% Fit a Gaussian mixture model with @var{k} components to @var{data}. +%% Each row of @var{data} is a data sample. Each column is a variable. +%% +%% Optional parameters are: +%% @itemize +%% @item 'start': initialization conditions. Possible values are: +%% @itemize +%% @item 'randSample' (default) takes means uniformly from rows of data +%% @item 'plus' use k-means++ to initialize means +%% @item 'cluster' Performs an initial clustering with 10% of the data +%% @item vector A vector whose length is the number of rows in data, +%% and whose values are 1 to k specify the components +%% each row is initially allocated to. The mean, variance +%% and weight of each component is calculated from that +%% @item structure with elements mu, Sigma PComponents +%% @end itemize +%% For 'randSample', 'plus' and 'cluster', the initial variance of each +%% component is the variance of the entire data sample. +%% +%% @item 'Replicates' Number of random restarts to perform +%% +%% @item 'RegularizationValue' +%% @item 'Regularize' A small number added to the diagonal entries +%% of the covariance to prevent singular covariances +%% +%% @item 'SharedCovariance' +%% @item 'SharedCov' (logical) True if all components must share the +%% same variance, to reduce the number of free parameters +%% +%% @item 'CovarianceType' +%% @item 'CovType' (string). Possible values are: +%% @itemize +%% @item 'full' (default) Allow arbitrary covariance matrices +%% @item 'diagonal' Force covariances to be diagonal, to reduce the +%% number of free parameters. +%% @end itemize +%% +%% @item 'Option' A structure with all of the following fields: +%% @itemize +%% @item 'MaxIter' Maximum number of EM iterations (default 100) +%% @item 'TolFun' Threshold increase in likelihood to terminate EM +%% (default 1e-6) +%% @item 'Display' +%% @itemize +%% @item 'off' (default): display nothing +%% @item 'final': display the number of iterations and likelihood +%% once execution completes +%% @item 'iter': display the above after each iteration +%% @end itemize +%% @end itemize +%% @item 'Weight' A column vector or n-by-2 matrix. The first column +%% consists of non-negative weights given to the +%% samples. +%% If these are all integers, this is equivalent +%% to specifying @var{weight}(i) copies of row i of +%% @var{data}, but potentially faster. +%% +%% If a row of @var{data} is used to represent samples +%% that are similar but not identical, then the second +%% column of @var{weight} indicates the variance of +%% those original samples. Specifically, in the EM +%% algorithm, the contribution of row i towards the +%% variance is set to at least @var{weight}(i,2), to +%% prevent spurious components with zero variance. +%% @end itemize +%% +%% @seealso{gmdistribution, kmeans} +%% @end deftypefn + +function obj = fitgmdist(data, k, varargin) + [~, prop] = parseparams (varargin); + + %% defaults for options + diagonalCovar = false; % 'full'. (true is 'diagonal') + sharedCovar = false; + start = 'randSample'; + replicates = 1; + option.MaxIter= 100; + option.TolFun = 1e-6; + option.Display= 'off'; % 'off' (1 is 'final', 2 is 'iter') + Regularizer = 0; + weights = []; % Each row i counts as 'weights(i,1)' rows + + + % Remove rows containing NaN / NA + data = data(~any (isnan (data), 2),:); + + %used for getting the number of samples + [nRows nCols] = size(data); + %nRows = rows (data); + %nCols = columns (data); + + % Parse options + while (~isempty (prop)) + try + switch (lower (prop{1})) + case {'sharedcovariance',... + 'sharedcov'}, sharedCovar = prop{2}; + case {'covariancetype',... + 'covartype'}, diagonalCovar = prop{2}; + case {'regularizationvalue',... + 'regularize'}, Regularizer = prop{2}; + case 'replicates', replicates = prop{2}; + case 'start', start = prop{2}; + case 'weights', weights = prop{2}; + + case 'option' + option.MaxIter = prop{2}.MaxIter; + option.TolFun = prop{2}.TolFun; + option.Display = prop{2}.Display; + + otherwise + error ('fitgmdist: Unknown option %s', prop{1}); + end + catch ME + if (length (prop) < 2) + error ('fitgmdist: Option ''%s' + 'has no argument', prop{1}); + else + rethrow (ME) + end + end + prop = prop(3:end); + end + + % Process options + + + % check for the 'replicates' property + try + if isempty (1:replicates) + error ('fitgmdist: replicates must be positive'); + end + catch + error ('fitgmdist: invalid number of replicates'); + end + + % check for the 'option' property + MaxIter = option.MaxIter; + TolFun = option.TolFun; + switch (lower (option.Display)) + case 'off', Display = 0; + case 'final', Display = 1; + case 'iter', Display = 2; + case 'notify', Display = 0; + otherwise, error ('fitgmdist: Unknown Display option %s', option.Display); + end + + try + p = ones(1, k) / k; % Default is uniform component proportions + catch ME + if (~isscalar (k) || ~isnumeric (k)) + error ('fitgmdist: The second argument must be a numeric scalar'); + else + rethrow (ME) + end + end + % check for the 'start' property + if (ischar (start)) + start = lower (start); + switch (start) + case {'randsample', 'plus', 'cluster', 'randsamplep', 'plusp', 'clusterp'} + otherwise + error ('fitgmdist: Unknown Start value %s\n', start); + end + component_order_free = true; + else + component_order_free = false; + if (~ismatrix (start) || ~isnumeric (start)) + try + mu = start.mu; + Sigma = start.Sigma; + if (isfield (start, 'ComponentProprition')) + p = start.PComponents(:)'; + end + if (any (size (data, 2) ~= [size(mu,2), size(Sigma)]) || ... + any (k ~= [size(mu,1), size(p,2)])) + error ('fitgmdist: Start parameter has mismatched dimensions'); + end + catch + error ('fitgmdist: invalid start parameter'); + end + if (isfield (start, 'ComponentProprition')) + p = start.PComponents(:)'; + end + else + validIndices = 0; + mu = zeros (k, nRows); + Sigma = zeros (nRows, nRows, k); + for i = 1:k + idx = (start == i); + validIndices = validIndices + sum (idx); + mu(i,:) = mean (data(idx,:)); + Sigma(:,:,i) = cov (data(idx,:)) + Regularizer*eye (nCols); + end + if (validIndices < nRows) + error ('fitgmdist: Start is numeric, but is not integers between 1 and k'); + end + end + start = []; % so that variance isn't recalculated later + replicates = 1; % Will be the same each time anyway + end + + + % check for the 'SharedCovariance' property + if (~islogical (sharedCovar)) + error ('fitgmdist: SharedCoveriance must be logical true or false'); + end + + % check for the 'CovarianceType' property + if (~islogical (diagonalCovar)) + try + if (strcmpi (diagonalCovar, 'diagonal')) + diagonalCovar = true; + elseif (strcmpi (diagonalCovar, 'full')) + diagonalCovar = false; + else + error ('fitgmdist: CovarianceType must be Full or Diagonal'); + end + catch + error ('fitgmdist: CovarianceType must be Full or Diagonal'); + end + end + + % check for the 'Regularizer' property + try + if (Regularizer < 0) + error ('fitgmdist: Regularizer must be non-negative'); + end + catch ME + if (~isscalar (Regularizer) || ~isnumeric (Regularizer)) + error ('fitgmdist: Regularizer must be a numeric scalar'); + else + rethrow (ME) + end + end + + % check for the 'Weights' property and the matrix + try + if (~isempty (weights)) + if (columns (weights) > 2 || any (weights(:) < 0)) + error ('fitgmdist: weights must be a nonnegative numeric dx1 or dx2 matrix'); + end + if (rows (weights) ~= nRows) + error ('fitgmdist: number of weights %d must match number of samples %d',... + rows (weights), nRows) + end + non_zero = (weights(:,1) > 0); + weights = weights(non_zero,:); + data = data (non_zero,:); + + nRows = rows (data); + raw_samples = sum (weights(:,1)); + else + raw_samples = nRows; + end + + % Validate the matrix + if (~isreal (data(k,1))) + error ('fitgmdist: first input argument must be a DxN real data matrix'); + end + catch ME + if (~isnumeric (data) || ~ismatrix (data) || ~isreal (data)) + error ('fitgmdist: first input argument must be a DxN real data matrix'); + elseif (k > nRows || k < 0) + if (exists('non_zero', 'var') && k <= length(non_zero)) + error ('fitgmdist: The number of non-zero weights (%d) must be at least the number of components (%d)', nRows, k); + else + error ('fitgmdist: The number of components (%d) must be a positive number less than the number of data rows (%d)', k, nRows); + end + elseif (~ismatrix (weights) || ~isnumeric (weights)) + error ('fitgmdist: weights must be a nonnegative numeric dx1 or dx2 matrix'); + else + rethrow (ME) + end + end + %if k == 1 + % replicates = 1; + %end + + + % Done processing options + %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% + + % used to hold the probability of each class, given each data vector + try + p_x_l = zeros (nRows, k); % probability of observation x given class l + + best = -realmax; + best_params = []; + diag_slice = 1:(nCols+1):(nCols)^2; + + % Create index slices to calculate symmetric completion of upper triangular Mx + lower_half = zeros(nCols*(nCols-1)/2,1); + upper_half = zeros(nCols*(nCols-1)/2,1); + i = 1; + for rw = 1:nCols + for cl = rw+1:nCols + upper_half(i) = sub2ind([nCols, nCols], rw, cl); + lower_half(i) = sub2ind([nCols, nCols], cl, rw); + i = i + 1; + end + end + + for rep = 1:replicates + if (~isempty (start)) + % Initialize the means + switch (start) + case {'randsample'} + if (isempty (weights)) + idx = randperm (nRows, k); + else + idx = randsample (nRows, k, false, weights); + end + mu = data(idx, :); + case {'plus'} % k-means++, by Arthur and Vassilios + mu(1,:) = data(randi (nRows),:); + d = inf (nRows, 1); % Distance to nearest centroid so far + for i = 2:k + d = min (d, sum (bsxfun (@minus, data, mu(i-1, :)).^2, 2)); + % pick next sample with prob. prop to dist.*weights + if (isempty (weights)) + cs = cumsum (d); + else + cs = cumsum (d .* weights(:,1)); + end + mu(i,:) = data(find (cs > rand * cs(end), 1), :); + end + case {'cluster'} + subsamp = max (k, ceil (nRows/10)); + if (isempty (weights)) + idx = randperm (nRows, subsamp); + else + idx = randsample (nRows, subsamp, false, weights); + end + [~, mu] = kmeans (data(idx), k, 'start', 'sample'); + end + + % Initialize the variance, unless set explicitly + % + Sigma = var (data) + Regularizer; + if (~diagonalCovar) + Sigma = diag (Sigma); + end + if (~sharedCovar) + Sigma = repmat (Sigma, [1, 1, k]); + end + end + % Initialize best_params, in case the attempted fit fails badly: + if isempty(best_params) + best_params.mu = mu; + best_params.Sigma = Sigma; + best_params.p = p; + end + + + % Run the algorithm + iter = 1; + + log_likeli = -inf; + incr = 1; + + while (incr > TolFun && iter <= MaxIter) + iter = iter + 1; + %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% + % 'E step' + % Calculate probability of class l given observations + for i = 1:k + if (sharedCovar) + sig = Sigma; + else + sig = Sigma(:,:,i); + end + if (diagonalCovar) + sig = diag(sig); + end + try + p_x_l (:, i) = mvnpdf (data, mu(i, :), sig); + catch ME + if (strfind (ME.message, 'positive definite')) + error ('fitgmdist: Covariance is not positive definite. Increase RegularizationValue'); + else + rethrow (ME) + end + end + end + % Bayes' rule + p_x_l = bsxfun (@times, p_x_l, p); % weight by priors + p_l_x = bsxfun (@rdivide, p_x_l, sum (p_x_l, 2)); % Normalize + + %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% + % 'M step' + % Calculate new parameters + if (~isempty (weights)) + p_l_x = bsxfun (@times, p_l_x, weights(:,1)); + end + + sum_p_l_x = sum(p_l_x); % row vec of \sum_{data} p(class|data,params) + + p = sum_p_l_x / raw_samples; % new proportions + mu = bsxfun(@rdivide, p_l_x' * data, sum_p_l_x'); % new means + if (sharedCovar) + sumSigma = zeros (size (Sigma(:,:,1))); % diagonalCovar gives size + end + for i = 1:k + % Sigma + deviation = bsxfun(@minus, data, mu(i,:)); + lhs = bsxfun(@times, p_l_x(:,i), deviation); + + % Calculate covariance + % Iterate either over elements of the covariance matrix, since + % there should be fewer of those than rows of data. + for rw = 1:nCols + for cl = rw:nCols + sig(rw,cl) = lhs(:,rw)' * deviation(:,cl); + end + end + sig(lower_half) = sig(upper_half); + + sig = sig/sum_p_l_x(i) + Regularizer*eye (nCols); + + if (columns (weights) > 1) % don't give 'singleton' clusters low var + sig(diag_slice) = max (sig(diag_slice), weights(i,2)); + end + + if (diagonalCovar) + sig = diag(sig)'; + end + + if (sharedCovar) + sumSigma = sumSigma + sig * p(i); % Heuristic. Should it use + else % old p? Something else? + Sigma(:,:,i) = sig; + end + end + if (sharedCovar) + Sigma = sumSigma; + end + %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% + + % calculate the new (and relative change in) log-likelihood + if (isempty (weights)) + new_log_likeli = sum (log (sum (p_x_l, 2))); + else + new_log_likeli = sum (weights(:,1) .* log (sum (p_x_l, 2))); + end + incr = (new_log_likeli - log_likeli)/max(1,abs(new_log_likeli)); + if Display == 2 + fprintf('iter %d log-likelihood %g\n', iter-1, new_log_likeli); + %disp(mu); + end + log_likeli = new_log_likeli; + end + if (log_likeli > best) + best = log_likeli; + best_params.mu = mu; + best_params.Sigma = Sigma; + best_params.p = p; + end + end + catch ME + try + if (1 < MaxIter), end + catch + error ('fitgmdist: invalid MaxIter'); + end + rethrow (ME) + end + + % List components in descending order of proportion, + % unless the order was implicitly specified by 'start' + if (component_order_free) + [~, idx] = sort (-best_params.p); + best_params.p = best_params.p (idx); + best_params.mu = best_params.mu(idx,:); + if (~sharedCovar) + best_params.Sigma = best_params.Sigma(:,:,idx); + end + end + + % Calculate number of parameters + if (diagonalCovar) + params = nCols; + else + params = nCols * (nCols+1) / 2; + end + [rows_num cols_num] = size(mu); + params = params*size (Sigma, 3) + 2*rows_num - 1; %*rows (mu) - 1; + + extra.NegativeLogLikelihood = -best; + extra.AIC = -2*(best - params); + extra.BIC = -2*best + params * log (raw_samples); + extra.Converged = (incr <= TolFun); + extra.NumIterations = iter-1; + extra.RegularizationValue = Regularizer; + + % This works in Octave, but not in Matlab + %obj = gmdistribution (best_params.mu, best_params.Sigma, best_params.p', extra); + obj = gmdistribution (best_params.mu, best_params.Sigma, best_params.p'); + if (Display == 1) + fprintf (' %d iterations log-likelihood = %g\n', ... + -extra.NegativeLogLikelihood, extra.NumIterations); + end +end + +%~demo +%~ %% Generate a two-cluster problem +%~ C1 = randn (100, 2) + 1; +%~ C2 = randn (100, 2) - 1; +%~ data = [C1; C2]; +%~ +%~ %% Perform clustering +%~ GMModel = fitgmdist (data, 2); +%~ +%~ %% Plot the result +%~ figure +%~ [heights, bins] = hist3([c1; c2]); +%~ [xx, yy] = meshgrid(bins{1}, bins{2}); +%~ bbins = [xx(:), yy(:)]; +%~ contour (reshape (GMModel.pdf (bbins), heights)); +%~ hold on +%~ plot (centers (:, 1), centers (:, 2), 'kv', 'markersize', 10); +%~ hold off diff --git a/gmdistribution/mvnrnd.m b/gmdistribution/mvnrnd.m new file mode 100644 index 00000000..1af27dc1 --- /dev/null +++ b/gmdistribution/mvnrnd.m @@ -0,0 +1,138 @@ +%% Copyright (C) 2003 Iain Murray +%% +%% This program is free software; you can redistribute it and/or modify it under the terms of the GNU General Public License as published by the Free Software Foundation; either version 3 of the License, or (at your option) any later version. +%% +%% This program is distributed in the hope that it will be useful, but WITHOUT ANY WARRANTY; without even the implied warranty of MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the GNU General Public License for more details. +%% +%% You should have received a copy of the GNU General Public License along with this program; if not, see . + +%% -*- texinfo -*- +%% @deftypefn {Function File} @var{s} = mvnrnd (@var{mu}, @var{Sigma}) +%% @deftypefnx{Function File} @var{s} = mvnrnd (@var{mu}, @var{Sigma}, @var{n}) +%% @deftypefnx{Function File} @var{s} = mvnrnd (@dots{}, @var{tol}) +%% Draw @var{n} random @var{d}-dimensional vectors from a multivariate Gaussian distribution with mean @var{mu}(@var{n}x@var{d}) and covariance matrix +%% @var{Sigma}(@var{d}x@var{d}). +%% +%% @var{mu} must be @var{n}-by-@var{d} (or 1-by-@var{d} if @var{n} is given) or a scalar. +%% +%% If the argument @var{tol} is given the eigenvalues of @var{Sigma} are checked for positivity against -100*tol. The default value of tol is @code{eps*norm (Sigma, "fro")}. +%% +%% @end deftypefn + +function s = mvnrnd (mu, Sigma, K, tol) + + if nargin<4, tol=eps*norm (Sigma, 'fro'); end; + + % Iain Murray 2003 -- I got sick of this simple thing not being in Octave and locking up a stats-toolbox license in Matlab for no good reason. + % May 2004 take a third arg, cases. Makes it more compatible with Matlab's. + + % Paul Kienzle + % * Add GPL notice. + % * Add docs for argument K + + % 2012 Juan Pablo Carbajal + % * Uses Octave 3.6.2 broadcast. + % * Stabilizes chol by perturbing Sigma with a epsilon multiple of the identity. + % The effect on the generated samples is to add additional independent noise of variance epsilon. Ref: GPML Rasmussen & Williams. 2006. pp 200-201 + % * Improved doc. + % * Added tolerance to the positive definite check + % * Used chol with option 'upper'. + + % 2014 Nir Krakauer + % * Add tests. + % * Allow mu to be scalar, in which case it's assumed that all elements share this mean. + + + %perform some input checking + if ~issquare (Sigma) + error ('Sigma must be a square covariance matrix.'); + end + + d = size(Sigma, 1); + + % If mu is column vector and Sigma not a scalar then assume user didn't read help but let them off and flip mu. Don't be more liberal than this or it will encourage errors (eg what should you do if mu is square?). + if (size (mu, 2) == 1) && (d ~= 1) + mu = mu'; + end + + if nargin >= 3 + n = K; + else + n = size(mu, 1); %1 if mu is scalar + end + + if (~isscalar (mu)) && any(size (mu) ~= [1,d]) && any(size (mu) ~= [n,d]) + error ('mu must be nxd, 1xd, or scalar, where Sigma has dimensions dxd.'); + end + + try + U = chol (Sigma + tol*eye (d),'upper'); + catch + [E , Lambda] = eig (Sigma); + + if min (diag (Lambda)) < -100*tol + error('Sigma must be positive semi-definite. Lowest eigenvalue %g', ... + min (diag (Lambda))); + else + Lambda(Lambda<0) = 0; + end + warning ('mvnrnd:InvalidInput','Cholesky factorization failed. Using diagonalized matrix.') + U = sqrt (Lambda) * E'; + end + + s = randn(n,d)*U + ones(n,1)*mu; +end + +% {{{ END OF CODE --- Guess I should provide an explanation: +% +% We can draw from axis aligned unit Gaussians with randn(d) +% x ~ A*exp(-0.5*x'*x) +% We can then rotate this distribution using +% y = U'*x +% Note that +% x = inv(U')*y +% Our new variable y is distributed according to: +% y ~ B*exp(-0.5*y'*inv(U'*U)*y) +% or +% y ~ N(0,Sigma) +% where +% Sigma = U'*U +% For a given Sigma we can use the chol function to find the corresponding U, +% draw x and find y. We can adjust for a non-zero mean by just adding it on. +% +% But the Cholsky decomposition function doesn't always work... +% Consider Sigma=[1 1;1 1]. Now inv(Sigma) doesn't actually exist, but Matlab's +% mvnrnd provides samples with this covariance st x(1)~N(0,1) x(2)=x(1). The +% fast way to deal with this would do something similar to chol but be clever +% when the rows aren't linearly independent. However, I can't be bothered, so +% another way of doing the decomposition is by diagonalising Sigma (which is +% slower but works). +% if +% [E,Lambda]=eig(Sigma) +% then +% Sigma = E*Lambda*E' +% so +% U = sqrt(Lambda)*E' +% If any Lambdas are negative then Sigma just isn't even positive semi-definite +% so we can give up. +% +% Paul Kienzle adds: +% Where it exists, chol(Sigma) is numerically well behaved. chol(hilb(12)) for doubles and for 100 digit floating point differ in the last digit. +% Where chol(Sigma) doesn't exist, X*sqrt(Lambda)*E' will be somewhat accurate. For example, the elements of sqrt(Lambda)*E' for hilb(12), hilb(55) and hilb(120) are accurate to around 1e-8 or better. This was tested using the TNT+JAMA for eig and chol templates, and qlib for 100 digit precision. +% }}} + +%!shared m, n, C, rho +%! m = 10; n = 3; rho = 0.4; C = rho*ones(n, n) + (1 - rho)*eye(n); +%!assert(size(mvnrnd(0, C, m)), [m n]) +%!assert(size(mvnrnd(zeros(1, n), C, m)), [m n]) +%!assert(size(mvnrnd(zeros(n, 1), C, m)), [m n]) +%!assert(size(mvnrnd(zeros(m, n), C, m)), [m n]) +%!assert(size(mvnrnd(zeros(m, n), C)), [m n]) +%!assert(size(mvnrnd(zeros(1, n), C)), [1 n]) +%!assert(size(mvnrnd(zeros(n, 1), C)), [1 n]) +%!error(mvnrnd(zeros(m+1, n), C, m)) +%!error(mvnrnd(zeros(1, n+1), C, m)) +%!error(mvnrnd(zeros(n+1, 1), C, m)) +%!error(mvnrnd(zeros(m, n), eye(n+1), m)) +%!error(mvnrnd(zeros(m, n), eye(n+1, n), m)) + diff --git a/gmdistribution/randsample.m b/gmdistribution/randsample.m new file mode 100644 index 00000000..6512b6ee --- /dev/null +++ b/gmdistribution/randsample.m @@ -0,0 +1,130 @@ +%% Copyright (C) 2014 - Nir Krakauer +%% +%% This program is free software; you can redistribute it and/or modify +%% it under the terms of the GNU General Public License as published by +%% the Free Software Foundation; either version 3 of the License, or +%% (at your option) any later version. +%% +%% This program is distributed in the hope that it will be useful, +%% but WITHOUT ANY WARRANTY; without even the implied warranty of +%% MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +%% GNU General Public License for more details. +%% +%% You should have received a copy of the GNU General Public License +%% along with this program. If not, see . + +%% Author: Nir Krakauer + +%% -*- texinfo -*- +%% @deftypefn {Function File} {@var{y} =} randsample (@var{v}, @var{k}, @var{replacement}=false [, @var{w}]) +%% Elements sampled from a vector. +%% +%% Returns @var{k} random elements from a vector @var{v} with @var{n} elements, sampled without or with @var{replacement}. +%% +%% If @var{v} is a scalar, samples from 1:@var{v}. +%% +%% If a weight vector @var{w} of the same size as @var{v} is specified, the probablility of each element being sampled is proportional to @var{w}. Unlike Matlab's function of the same name, this can be done for sampling with or without replacement. +%% +%% Randomization is performed using rand(). +%% +%% @seealso{randperm} +%% @end deftypefn + +function y = randsample(v,k,replacement,w) + + if nargin<3, replacement=false; end; + if nargin<4, w = []; end; + + if (isscalar (v) && isreal (v)) + n = v; + vector_v = false; + elseif (isvector (v)) + n = numel (v); + vector_v = true; + else + error ('Octave:invalid-input-arg', 'randsample: The input v must be a vector or positive integer.'); + end + + if k < 0 || ( k > n && ~replacement ) + error ('Octave:invalid-input-arg', 'randsample: The input k must be a non-negative integer. Sampling without replacement needs k <= n.'); + end + + if (all (length (w) ~= [0, n])) + error ('Octave:invalid-input-arg', 'randsample: the size w (%d) must match the first argument (%d)', length(w), n); + end + + + if (replacement) % sample with replacement + if (isempty (w)) % all elements are equally likely to be sampled + y = round (n * rand(1, k) + 0.5); + else + y = weighted_replacement (k, w); + end + else % sample without replacement + if (isempty (w)) % all elements are equally likely to be sampled + y = randperm (n, k); + else % use "accept-reject"-like sampling + y = weighted_replacement (k, w); + while (1) + [yy, idx] = sort (y); % Note: sort keeps order of equal elements. + Idup = [false, (diff (yy)==0)]; + if ~any (Idup) + break + else + Idup(idx) = Idup; % find duplicates in original vector + w(y) = 0; % don't permit resampling + % remove duplicates, then sample again + y = [y(~Idup), (weighted_replacement (sum (Idup), w))]; + end + end + end + end + + if vector_v + y = v(y); + end + +end + +function y = weighted_replacement (k, w) + w = w / sum(w); + w = [0 cumsum(w(:))']; + % distribute k uniform random deviates based on the given weighting + y = arrayfun (@(x) find (w <= x, 1, 'last'), rand (1, k)); +end + +%!test +%! n = 20; +%! k = 5; +%! x = randsample(n, k); +%! assert (size(x), [1 k]); +%! x = randsample(n, k, true); +%! assert (size(x), [1 k]); +%! x = randsample(n, k, false); +%! assert (size(x), [1 k]); +%! x = randsample(n, k, true, ones(n, 1)); +%! assert (size(x), [1 k]); +%! x = randsample(1:n, k); +%! assert (size(x), [1 k]); +%! x = randsample(1:n, k, true); +%! assert (size(x), [1 k]); +%! x = randsample(1:n, k, false); +%! assert (size(x), [1 k]); +%! x = randsample(1:n, k, true, ones(n, 1)); +%! assert (size(x), [1 k]); +%! x = randsample((1:n)', k); +%! assert (size(x), [k 1]); +%! x = randsample((1:n)', k, true); +%! assert (size(x), [k 1]); +%! x = randsample((1:n)', k, false); +%! assert (size(x), [k 1]); +%! x = randsample((1:n)', k, true, ones(n, 1)); +%! assert (size(x), [k 1]); +%! n = 10; +%! k = 100; +%! x = randsample(n, k, true, 1:n); +%! assert (size(x), [1 k]); +%! x = randsample((1:n)', k, true); +%! assert (size(x), [k 1]); +%! x = randsample(k, k, false, 1:k); +%! assert (size(x), [1 k]); diff --git a/ZeroOnLog.m b/library_code/ZeroOnLog.m similarity index 84% rename from ZeroOnLog.m rename to library_code/ZeroOnLog.m index 41d040f3..e7bacd60 100644 --- a/ZeroOnLog.m +++ b/library_code/ZeroOnLog.m @@ -1,13 +1,13 @@ function h=ZeroOnLog(zero,start) -% Create by Jacob Beal in 2014 +% Created by Jacob Beal in 2014 % based on BreakXAxis by Julie Haas (BSD license, copyright 2004), after Michael Robbins % Assumes an already existing plot and axes, just waiting for relabeling and marking yrange = ylim; t1=text((zero+start)/2,yrange(1),'//','fontsize',15); -t2=text((zero+start)/2,yrange(2),'//','fontsize',15); +% t2=text((zero+start)/2,yrange(2),'//','fontsize',15); % For y-axis breaks, use set(t1,'rotation',270); % remap tick marks, and 'erase' them in the gap @@ -18,10 +18,11 @@ mintick = floor(log10(start)); maxtick = floor(log10(xrange(2))); +zerotick = floor(log10(xrange(1))); xtick = zeros((maxtick-mintick+1)*9,1); for i=mintick:maxtick - xtick(i*9+(1:9)) = (1:9)*10^i; + xtick((i-zerotick)*9+(1:9)) = (1:9)*10^i; end xtick = [zero; xtick(xtick>=start&xtick<=xrange(2))]; diff --git a/library_code/ZeroOnLogY.m b/library_code/ZeroOnLogY.m new file mode 100644 index 00000000..e63eaf18 --- /dev/null +++ b/library_code/ZeroOnLogY.m @@ -0,0 +1,45 @@ +function h=ZeroOnLogY(zero,start) + +% Create by Jacob Beal in 2014 +% based on BreakXAxis by Julie Haas (BSD license, copyright 2004), after Michael Robbins +% Assumes an already existing plot and axes, just waiting for relabeling and marking + + +xrange = xlim; +t1=text(xrange(1),(zero+start)/2,'//','fontsize',15); +t2=text(xrange(2),(zero+start)/2,'//','fontsize',15); +set(t1,'rotation',270); +set(t2,'rotation',270); + +% remap tick marks, and 'erase' them in the gap +yrange = ylim; + +% Can't control minor range, so turn off and replace +set(gca,'YMinorTick','off') + +mintick = floor(log10(start)); +maxtick = floor(log10(yrange(2))); +zerotick = floor(log10(yrange(1))); + +ytick = zeros((maxtick-mintick+1)*9,1); +for i=mintick:maxtick + ytick((i-zerotick)*9+(1:9)) = (1:9)*10^i; +end +ytick = [zero; ytick(ytick>=start&ytick<=yrange(2))]; + +labels = cell(numel(ytick),1); +labels{1} = '0'; + +offset = 0.02; +for i=2:numel(ytick) + if log10(ytick(i))==floor(log10(ytick(i))) + label = sprintf('10^{%i}',log10(ytick(i))); + text(xrange(1),ytick(i),...%(yrange(1)-offset*(yrange(2)-yrange(1))),... + label,'HorizontalAlignment','right',... + 'VerticalAlignment','middle','rotation',0);%,'interpreter','LaTeX'); + end + labels{i} = ''; +end + +set(gca,'YTick',ytick); +set(gca,'YTickLabel',labels); diff --git a/library_code/afclean.m b/library_code/afclean.m new file mode 100644 index 00000000..fe88e20c --- /dev/null +++ b/library_code/afclean.m @@ -0,0 +1,155 @@ +function fh_clean=afclean(fh) +%AFCLEAN - Tries to purge an anonymous function of all non-essential workspace data +% +% fh_clean=afclean(fh) +% +%in: +% +% fh: an anonymous funtion +% +%out: +% +% fh_clean: The same as fh, but with its workspace reduced to the +% essential variables. +% +% DISCLAIMERS: The cleaning process will break anonymous functions that call nested +% functions or subfunctions. Unfortunately also, the implementation of AFCLEAN relies +% on a certain amount of undocumented MATLAB, in particular the FUNCTIONS command whose +% behavior in future releases of MATLAB, The MathWorks doesn't guarantee. It also +% makes heavy use of EVAL. When the tool works, it seems to work well, but use at your +% own risk! +% +% Copyright (c) 2015, Matt J +% 2-clause ("Simplified") BSD license + + s=functions(fh); + + s=s.workspace{1}; + + eval(structvars(s).'); + clear s + + fstr=func2str(fh); + + fh_clean=eval(fstr); + +clear fstr fh + + + +function assigns=structvars(varargin) +%STRUCTVARS - print a set of assignment commands that, if executed, would +%assign fields of a structure to individual variables of the same name (or vice +%versa). +% +%Examples: Given structure myStruct, with fields a,b,c, & d +% +% (1) structvars(myStruct) %assign fields to variables +% +% ans = +% +% a = myStruct.a; +% b = myStruct.b; +% c = myStruct.c; +% d = myStruct.d; +% +% (2) structvars(3,myStruct) %split the last result across 3 columns +% +% ans = +% +% a = myStruct.a; c = myStruct.c; d = myStruct.d; +% b = myStruct.b; +% +% (3) structvars(3,myStruct,0) %assign variables to fields +% +% ans = +% +% myStruct.a = a; myStruct.c = c; myStruct.d = d; +% myStruct.b = b; +% +%The routine is useful when you want to pass many arguments to a function +%by packing them in a structure. The commands produced by structvars(...) +%can be conveniently copy/pasted into the file editor at the location in the file +%where the variables need to be unpacked. +% +% +%SYNTAX I: +% +% assigns=structvars(InputStructure,RHS) +% +% in: +% InputStructure: A structure +% RHS: Boolean. If true (default), dot indexing expressions will be on the +% right hand side. +% +% out: +% +% assigns: a text string containing the commands (see Examples above) +% +% +% +% NOTE: If the name of the variable passed as InputStructure cannot be +% determined via inputname() a default name of 'S' will be used. +% +% +%SYNTAX II: +% +% assigns=structvars(nCols,...) +% +%Same as syntax I, but assignment strings will be split across nCols +%columns. +% +% +% by Matt Jacobson +% +% Copyright, Xoran Technologies, Inc. 2009 +% + + +if isnumeric(varargin{1}), + nCols=varargin{1}; + varargin(1)=[]; + idx=2; +else + nCols=1; + idx=1; +end + +nn=length(varargin); +S=varargin{1}; +if nn<2, RHS=true; else RHS=varargin{2}; end + +fields=fieldnames(S); + +sname=inputname(idx); +if isempty(sname), sname='S'; end + + +if RHS + + assigns= cellfun(@(f) [f ' = ' sname '.' f '; '],fields,'uniformoutput',0); + +else %LHS + + assigns= cellfun(@(f) [ sname '.' f ' = ' f '; '],fields,'uniformoutput',0); + +end + +L0=length(assigns); +L=ceil(L0/nCols)*nCols; +Template=false(nCols,L/nCols); +Template(1:L0)=true; +Template=Template.'; + + +Table=cell(size(Template)); +Table(:)={' '}; +Table(Template)=assigns; + + +for ii=1:nCols, + TextCols{ii}=strvcat(Table(:,ii)); +end + + +assigns=[TextCols{:}]; \ No newline at end of file diff --git a/library_code/afslim.m b/library_code/afslim.m new file mode 100644 index 00000000..c3f6b159 --- /dev/null +++ b/library_code/afslim.m @@ -0,0 +1,56 @@ +function varargout= afslim(varargin) +%This is a tool for constructing an anonymous function which carries only +%external parameters specified by the user. +% +% anonFunc = afslim(fun,a,b,c,... ) +% anonFunc = afslim(func2str(fun),a,b,c,... ) +% +%Here, fun() is an anonymous function and a,b,c,... are extra parameters that +%it needs to refer to. As the second syntax shows, it can also be specified in +%string form. +% +% +%EXAMPLE: The following code (important - must be run as an mfile function, not from +%the command line!!) generates two files containing an anonymous function with +%the same functional behavior. However, tst1.mat consumes 259 MB whereas tst2.mat +%consumes only 1 KB. +% +% function test +% +% b=2; +% +% fun1=@(x)x+b; +% fun2=afslim(fun1,b); %alternatively fun2=afslim('@(x)x+b', b) +% +% b=rand(6000); +% +% save tst1 fun1 +% save tst2 fun2 +% +% end +% +% Copyright (c) 2015, Matt J +% 2-clause ("Simplified") BSD license + + + + for iuo99753fqhewsgju__7921zqar=2:length(varargin) + + %iuo99753fqhewsgju__7921zqar : a deliberately unlikely variable name as the + %loop counter, so as not to conflict with variable names passed by the user. + + + eval( [inputname(iuo99753fqhewsgju__7921zqar)... + ' = varargin{' num2str(iuo99753fqhewsgju__7921zqar) '};'] ); + + end + + clear iuo99753fqhewsgju__7921zqar + + varargin(2:end)=[]; + + if ~ischar(varargin{1}), varargin{1}=func2str(varargin{1}); end + + varargout{1}=eval( varargin{1} ); + + clear varargin diff --git a/barwitherr.m b/library_code/barwitherr.m similarity index 96% rename from barwitherr.m rename to library_code/barwitherr.m index eba4794b..30772689 100644 --- a/barwitherr.m +++ b/library_code/barwitherr.m @@ -102,6 +102,10 @@ for col = 1:nCols % Extract the x location data needed for the errorbar plots: x = get(get(handles(col),'children'),'xdata'); + if isempty(x) % Change in representation after r2014 + xMat = handles(col).getSingleBarExtentsArray(1); + x = xMat(2,:); + end % Use the mean x values to call the standard errorbar fn; the % errorbars will now be centred on each bar; these are in ascending % order so use xOrder to ensure y values and errors are too: diff --git a/emgm.m b/library_code/emgm.m similarity index 92% rename from emgm.m rename to library_code/emgm.m index 3b89969b..b79db98e 100755 --- a/emgm.m +++ b/library_code/emgm.m @@ -35,7 +35,7 @@ if converged %fprintf('Converged in %d steps.\n',t-1); else - fprintf('Not converged in %d steps.\n',maxiter); + TASBESession.warn('GMM:Fit','PoorGMMFit','Poor fit for Gaussian mixture model: fitting algorithm did not converge in %d steps.\n',maxiter); end function R = initialization(X, init) diff --git a/herrorbar.m b/library_code/herrorbar.m similarity index 100% rename from herrorbar.m rename to library_code/herrorbar.m diff --git a/hist2.m b/library_code/hist2.m similarity index 100% rename from hist2.m rename to library_code/hist2.m diff --git a/library_code/jsonlab/AUTHORS.txt b/library_code/jsonlab/AUTHORS.txt new file mode 100644 index 00000000..e0bb650f --- /dev/null +++ b/library_code/jsonlab/AUTHORS.txt @@ -0,0 +1,53 @@ +The author of "jsonlab" toolbox is Qianqian Fang. Qianqian +is currently an Assistant Professor in the Department of Bioengineering, +Northeastern University. + +Address: Qianqian Fang + Department of Bioengineering + Northeastern University + 212A Lake Hall + 360 Huntington Ave, Boston, MA 02115, USA + Office: 503 Holmes Hall + Phone[O]: 617-373-3829 +URL: http://fanglab.org +Email: and + + +The script loadjson.m was built upon previous works by + +- Nedialko Krouchev: http://www.mathworks.com/matlabcentral/fileexchange/25713 + date: 2009/11/02 +- François Glineur: http://www.mathworks.com/matlabcentral/fileexchange/23393 + date: 2009/03/22 +- Joel Feenstra: http://www.mathworks.com/matlabcentral/fileexchange/20565 + date: 2008/07/03 + + +This toolbox contains patches submitted by the following contributors: + +- Blake Johnson + part of revision 341 + +- Niclas Borlin + various fixes in revision 394, including + - loadjson crashes for all-zero sparse matrix. + - loadjson crashes for empty sparse matrix. + - Non-zero size of 0-by-N and N-by-0 empty matrices is lost after savejson/loadjson. + - loadjson crashes for sparse real column vector. + - loadjson crashes for sparse complex column vector. + - Data is corrupted by savejson for sparse real row vector. + - savejson crashes for sparse complex row vector. + +- Yul Kang + patches for svn revision 415. + - savejson saves an empty cell array as [] instead of null + - loadjson differentiates an empty struct from an empty array + +- Mykhailo Bratukha + (Pull#14) Bug fix: File path is wrongly inerpreted as JSON string + +- Insik Kim + (Pull#12) Bug fix: Resolving bug that cell type is converted to json with transposed data + +- Sertan Senturk + (Pull#10,#11) Feature: Added matlab object saving to savejson and saveubjson diff --git a/library_code/jsonlab/ChangeLog.txt b/library_code/jsonlab/ChangeLog.txt new file mode 100644 index 00000000..da1e7255 --- /dev/null +++ b/library_code/jsonlab/ChangeLog.txt @@ -0,0 +1,106 @@ +============================================================================ + + JSONlab - a toolbox to encode/decode JSON/UBJSON files in MATLAB/Octave + +---------------------------------------------------------------------------- + +JSONlab ChangeLog (key features marked by *): + +== JSONlab 1.5 (codename: Nominus - alpha), FangQ neu.edu> == + + 2017/01/02 *use Big-endian format to store floating points (d/D) in saveubjson (Issue #25) + 2017/01/02 *speedup parsing large unstructured data by 2x (Issue #9) + 2017/01/01 make parsing independent of white space (Issue #30) + 2016/08/27 allow to parse array of homogeneous elements (Issue 5) + 2016/08/22 permit [] inside file names in savejson + 2016/01/06 fix a bug that prevents saving to a file in savejson + + +== JSONlab 1.2 (codename: Optimus - Update 2), FangQ neu.edu> == + + 2015/12/16 replacing string concatenation by str cells to gain 2x speed in savejson (Issue#17) + 2015/12/11 fix FileName option case bug (SVN rev#495) + 2015/12/11 add SingletCell option, add SingletArray to replace NoRowBracket (Issue#15,#8) + 2015/11/10 fix bug for inerpreting file names as JSON string - by Mykhailo Bratukha (Pull#14) + 2015/10/16 fix bug for cell with transposed data - by Insik Kim (Pull#12) + 2015/09/25 support exporting matlab object to JSON - by Sertan Senturk (Pull#10, #11) + +== JSONlab 1.1 (codename: Optimus - Update 1), FangQ neu.edu> == + + 2015/05/05 *massively accelerating loadjson for parsing large collection of unstructured small objects + 2015/05/05 force array bracket in 1x1 struct to maintain depth (Issue#1) + 2015/05/05 parse logicals in loadjson + 2015/05/05 make options case insensitive + 2015/05/01 reading unicode encoded json files (thanks to Sertan Senturk,Issue#3) + 2015/04/30 allow \uXXXX to represent a unicode in a string (Issue#2) + 2015/03/30 save a 0x0 solid real empty array as null and handel empty struct array + 2015/03/30 properly handle escape characters in a string + 2015/01/24 *implement the UBJSON Draft12 new name format + 2015/01/13 correct cell array indentation inconsistency + +== JSONlab 1.0 (codename: Optimus - Final), FangQ neu.edu> == + + 2015/01/02 polish help info for all major functions, update examples, finalize 1.0 + 2014/12/19 fix a bug to strictly respect NoRowBracket in savejson + +== JSONlab 1.0.0-RC2 (codename: Optimus - RC2), FangQ neu.edu> == + + 2014/11/22 show progress bar in loadjson ('ShowProgress') + 2014/11/17 *add Compact option in savejson to output compact JSON format ('Compact') + 2014/11/17 add FastArrayParser in loadjson to specify fast parser applicable levels + 2014/09/18 *start official github mirror: https://github.com/fangq/jsonlab + +== JSONlab 1.0.0-RC1 (codename: Optimus - RC1), FangQ neu.edu> == + + 2014/09/17 fix several compatibility issues when running on octave versions 3.2-3.8 + 2014/09/17 *support 2D cell and struct arrays in both savejson and saveubjson + 2014/08/04 escape special characters in a JSON string + 2014/02/16 fix a bug when saving ubjson files + +== JSONlab 0.9.9 (codename: Optimus - beta), FangQ neu.edu> == + + 2014/01/22 use binary read and write in saveubjson and loadubjson + +== JSONlab 0.9.8-1 (codename: Optimus - alpha update 1), FangQ neu.edu> == + + 2013/10/07 better round-trip conservation for empty arrays and structs (patch submitted by Yul Kang) + +== JSONlab 0.9.8 (codename: Optimus - alpha), FangQ neu.edu> == + 2013/08/23 *universal Binary JSON (UBJSON) support, including both saveubjson and loadubjson + +== JSONlab 0.9.1 (codename: Rodimus, update 1), FangQ neu.edu> == + 2012/12/18 *handling of various empty and sparse matrices (fixes submitted by Niclas Borlin) + +== JSONlab 0.9.0 (codename: Rodimus), FangQ neu.edu> == + + 2012/06/17 *new format for an invalid leading char, unpacking hex code in savejson + 2012/06/01 support JSONP in savejson + 2012/05/25 fix the empty cell bug (reported by Cyril Davin) + 2012/04/05 savejson can save to a file (suggested by Patrick Rapin) + +== JSONlab 0.8.1 (codename: Sentiel, Update 1), FangQ neu.edu> == + + 2012/02/28 loadjson quotation mark escape bug, see http://bit.ly/yyk1nS + 2012/01/25 patch to handle root-less objects, contributed by Blake Johnson + +== JSONlab 0.8.0 (codename: Sentiel), FangQ neu.edu> == + + 2012/01/13 *speed up loadjson by 20 fold when parsing large data arrays in matlab + 2012/01/11 remove row bracket if an array has 1 element, suggested by Mykel Kochenderfer + 2011/12/22 *accept sequence of 'param',value input in savejson and loadjson + 2011/11/18 fix struct array bug reported by Mykel Kochenderfer + +== JSONlab 0.5.1 (codename: Nexus Update 1), FangQ neu.edu> == + + 2011/10/21 fix a bug in loadjson, previous code does not use any of the acceleration + 2011/10/20 loadjson supports JSON collections - concatenated JSON objects + +== JSONlab 0.5.0 (codename: Nexus), FangQ neu.edu> == + + 2011/10/16 package and release jsonlab 0.5.0 + 2011/10/15 *add json demo and regression test, support cpx numbers, fix double quote bug + 2011/10/11 *speed up readjson dramatically, interpret _Array* tags, show data in root level + 2011/10/10 create jsonlab project, start jsonlab website, add online documentation + 2011/10/07 *speed up savejson by 25x using sprintf instead of mat2str, add options support + 2011/10/06 *savejson works for structs, cells and arrays + 2011/09/09 derive loadjson from JSON parser from MATLAB Central, draft savejson.m diff --git a/library_code/jsonlab/LICENSE_BSD.txt b/library_code/jsonlab/LICENSE_BSD.txt new file mode 100644 index 00000000..3f86af14 --- /dev/null +++ b/library_code/jsonlab/LICENSE_BSD.txt @@ -0,0 +1,25 @@ +Copyright 2011-2017 Qianqian Fang neu.edu>. All rights reserved. + +Redistribution and use in source and binary forms, with or without modification, are +permitted provided that the following conditions are met: + + 1. Redistributions of source code must retain the above copyright notice, this list of + conditions and the following disclaimer. + + 2. Redistributions in binary form must reproduce the above copyright notice, this list + of conditions and the following disclaimer in the documentation and/or other materials + provided with the distribution. + +THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS ''AS IS'' AND ANY EXPRESS OR IMPLIED +WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND +FITNESS FOR A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDERS +OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR +CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR +SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON +ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING +NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF +ADVISED OF THE POSSIBILITY OF SUCH DAMAGE. + +The views and conclusions contained in the software and documentation are those of the +authors and should not be interpreted as representing official policies, either expressed +or implied, of the copyright holders. diff --git a/library_code/jsonlab/README.txt b/library_code/jsonlab/README.txt new file mode 100644 index 00000000..915985ea --- /dev/null +++ b/library_code/jsonlab/README.txt @@ -0,0 +1,431 @@ +=============================================================================== += JSONLab = += An open-source MATLAB/Octave JSON encoder and decoder = +=============================================================================== + +*Copyright (C) 2011-2017 Qianqian Fang +*License: BSD License, see License*.txt +*Version: 1.5 (Nominus - alpha) + +------------------------------------------------------------------------------- + +Table of Content: + +I. Introduction +II. Installation +III.Using JSONLab +IV. Known Issues and TODOs +V. Contribution and feedback + +------------------------------------------------------------------------------- + +I. Introduction + +JSON ([http://www.json.org/ JavaScript Object Notation]) is a highly portable, +human-readable and "[http://en.wikipedia.org/wiki/JSON fat-free]" text format +to represent complex and hierarchical data. It is as powerful as +[http://en.wikipedia.org/wiki/XML XML], but less verbose. JSON format is widely +used for data-exchange in applications, and is essential for the wild success +of [http://en.wikipedia.org/wiki/Ajax_(programming) Ajax] and +[http://en.wikipedia.org/wiki/Web_2.0 Web2.0]. + +UBJSON (Universal Binary JSON) is a binary JSON format, specifically +optimized for compact file size and better performance while keeping +the semantics as simple as the text-based JSON format. Using the UBJSON +format allows to wrap complex binary data in a flexible and extensible +structure, making it possible to process complex and large dataset +without accuracy loss due to text conversions. + +We envision that both JSON and its binary version will serve as part of +the mainstream data-exchange formats for scientific research in the future. +It will provide the flexibility and generality achieved by other popular +general-purpose file specifications, such as +[http://www.hdfgroup.org/HDF5/whatishdf5.html HDF5], with significantly +reduced complexity and enhanced performance. + +JSONLab is a free and open-source implementation of a JSON/UBJSON encoder +and a decoder in the native MATLAB language. It can be used to convert a MATLAB +data structure (array, struct, cell, struct array and cell array) into +JSON/UBJSON formatted strings, or to decode a JSON/UBJSON file into MATLAB +data structure. JSONLab supports both MATLAB and +[http://www.gnu.org/software/octave/ GNU Octave] (a free MATLAB clone). + +------------------------------------------------------------------------------- + +II. Installation + +The installation of JSONLab is no different than any other simple +MATLAB toolbox. You only need to download/unzip the JSONLab package +to a folder, and add the folder's path to MATLAB/Octave's path list +by using the following command: + + addpath('/path/to/jsonlab'); + +If you want to add this path permanently, you need to type "pathtool", +browse to the jsonlab root folder and add to the list, then click "Save". +Then, run "rehash" in MATLAB, and type "which loadjson", if you see an +output, that means JSONLab is installed for MATLAB/Octave. + +------------------------------------------------------------------------------- + +III.Using JSONLab + +JSONLab provides two functions, loadjson.m -- a MATLAB->JSON decoder, +and savejson.m -- a MATLAB->JSON encoder, for the text-based JSON, and +two equivallent functions -- loadubjson and saveubjson for the binary +JSON. The detailed help info for the four functions can be found below: + +=== loadjson.m === +
+  data=loadjson(fname,opt)
+     or
+  data=loadjson(fname,'param1',value1,'param2',value2,...)
+ 
+  parse a JSON (JavaScript Object Notation) file or string
+ 
+  authors:Qianqian Fang (q.fang  neu.edu)
+  created on 2011/09/09, including previous works from 
+ 
+          Nedialko Krouchev: http://www.mathworks.com/matlabcentral/fileexchange/25713
+             created on 2009/11/02
+          François Glineur: http://www.mathworks.com/matlabcentral/fileexchange/23393
+             created on  2009/03/22
+          Joel Feenstra:
+          http://www.mathworks.com/matlabcentral/fileexchange/20565
+             created on 2008/07/03
+ 
+  $Id$
+ 
+  input:
+       fname: input file name, if fname contains "{}" or "[]", fname
+              will be interpreted as a JSON string
+       opt: a struct to store parsing options, opt can be replaced by 
+            a list of ('param',value) pairs - the param string is equivallent
+            to a field in opt. opt can have the following 
+            fields (first in [.|.] is the default)
+ 
+            opt.SimplifyCell [0|1]: if set to 1, loadjson will call cell2mat
+                          for each element of the JSON data, and group 
+                          arrays based on the cell2mat rules.
+            opt.FastArrayParser [1|0 or integer]: if set to 1, use a
+                          speed-optimized array parser when loading an 
+                          array object. The fast array parser may 
+                          collapse block arrays into a single large
+                          array similar to rules defined in cell2mat; 0 to 
+                          use a legacy parser; if set to a larger-than-1
+                          value, this option will specify the minimum
+                          dimension to enable the fast array parser. For
+                          example, if the input is a 3D array, setting
+                          FastArrayParser to 1 will return a 3D array;
+                          setting to 2 will return a cell array of 2D
+                          arrays; setting to 3 will return to a 2D cell
+                          array of 1D vectors; setting to 4 will return a
+                          3D cell array.
+            opt.ShowProgress [0|1]: if set to 1, loadjson displays a progress bar.
+ 
+  output:
+       dat: a cell array, where {...} blocks are converted into cell arrays,
+            and [...] are converted to arrays
+ 
+  examples:
+       dat=loadjson('{"obj":{"string":"value","array":[1,2,3]}}')
+       dat=loadjson(['examples' filesep 'example1.json'])
+       dat=loadjson(['examples' filesep 'example1.json'],'SimplifyCell',1)
+ 
+  license:
+      BSD or GPL version 3, see LICENSE_{BSD,GPLv3}.txt files for details 
+
+ +=== savejson.m === + +
+  json=savejson(rootname,obj,filename)
+     or
+  json=savejson(rootname,obj,opt)
+  json=savejson(rootname,obj,'param1',value1,'param2',value2,...)
+ 
+  convert a MATLAB object (cell, struct or array) into a JSON (JavaScript
+  Object Notation) string
+ 
+  author: Qianqian Fang (q.fang  neu.edu)
+  created on 2011/09/09
+ 
+  $Id$
+ 
+  input:
+       rootname: the name of the root-object, when set to '', the root name
+         is ignored, however, when opt.ForceRootName is set to 1 (see below),
+         the MATLAB variable name will be used as the root name.
+       obj: a MATLAB object (array, cell, cell array, struct, struct array,
+       class instance).
+       filename: a string for the file name to save the output JSON data.
+       opt: a struct for additional options, ignore to use default values.
+         opt can have the following fields (first in [.|.] is the default)
+ 
+         opt.FileName [''|string]: a file name to save the output JSON data
+         opt.FloatFormat ['%.10g'|string]: format to show each numeric element
+                          of a 1D/2D array;
+         opt.ArrayIndent [1|0]: if 1, output explicit data array with
+                          precedent indentation; if 0, no indentation
+         opt.ArrayToStruct[0|1]: when set to 0, savejson outputs 1D/2D
+                          array in JSON array format; if sets to 1, an
+                          array will be shown as a struct with fields
+                          "_ArrayType_", "_ArraySize_" and "_ArrayData_"; for
+                          sparse arrays, the non-zero elements will be
+                          saved to _ArrayData_ field in triplet-format i.e.
+                          (ix,iy,val) and "_ArrayIsSparse_" will be added
+                          with a value of 1; for a complex array, the 
+                          _ArrayData_ array will include two columns 
+                          (4 for sparse) to record the real and imaginary 
+                          parts, and also "_ArrayIsComplex_":1 is added. 
+         opt.ParseLogical [0|1]: if this is set to 1, logical array elem
+                          will use true/false rather than 1/0.
+         opt.SingletArray [0|1]: if this is set to 1, arrays with a single
+                          numerical element will be shown without a square
+                          bracket, unless it is the root object; if 0, square
+                          brackets are forced for any numerical arrays.
+         opt.SingletCell  [1|0]: if 1, always enclose a cell with "[]" 
+                          even it has only one element; if 0, brackets
+                          are ignored when a cell has only 1 element.
+         opt.ForceRootName [0|1]: when set to 1 and rootname is empty, savejson
+                          will use the name of the passed obj variable as the 
+                          root object name; if obj is an expression and 
+                          does not have a name, 'root' will be used; if this 
+                          is set to 0 and rootname is empty, the root level 
+                          will be merged down to the lower level.
+         opt.Inf ['"$1_Inf_"'|string]: a customized regular expression pattern
+                          to represent +/-Inf. The matched pattern is '([-+]*)Inf'
+                          and $1 represents the sign. For those who want to use
+                          1e999 to represent Inf, they can set opt.Inf to '$11e999'
+         opt.NaN ['"_NaN_"'|string]: a customized regular expression pattern
+                          to represent NaN
+         opt.JSONP [''|string]: to generate a JSONP output (JSON with padding),
+                          for example, if opt.JSONP='foo', the JSON data is
+                          wrapped inside a function call as 'foo(...);'
+         opt.UnpackHex [1|0]: conver the 0x[hex code] output by loadjson 
+                          back to the string form
+         opt.SaveBinary [0|1]: 1 - save the JSON file in binary mode; 0 - text mode.
+         opt.Compact [0|1]: 1- out compact JSON format (remove all newlines and tabs)
+ 
+         opt can be replaced by a list of ('param',value) pairs. The param 
+         string is equivallent to a field in opt and is case sensitive.
+  output:
+       json: a string in the JSON format (see http://json.org)
+ 
+  examples:
+       jsonmesh=struct('MeshNode',[0 0 0;1 0 0;0 1 0;1 1 0;0 0 1;1 0 1;0 1 1;1 1 1],... 
+                'MeshTetra',[1 2 4 8;1 3 4 8;1 2 6 8;1 5 6 8;1 5 7 8;1 3 7 8],...
+                'MeshTri',[1 2 4;1 2 6;1 3 4;1 3 7;1 5 6;1 5 7;...
+                           2 8 4;2 8 6;3 8 4;3 8 7;5 8 6;5 8 7],...
+                'MeshCreator','FangQ','MeshTitle','T6 Cube',...
+                'SpecialData',[nan, inf, -inf]);
+       savejson('jmesh',jsonmesh)
+       savejson('',jsonmesh,'ArrayIndent',0,'FloatFormat','\t%.5g')
+ 
+  license:
+      BSD License, see LICENSE_BSD.txt files for details
+
+ +=== loadubjson.m === + +
+  data=loadubjson(fname,opt)
+     or
+  data=loadubjson(fname,'param1',value1,'param2',value2,...)
+ 
+  parse a JSON (JavaScript Object Notation) file or string
+ 
+  authors:Qianqian Fang (q.fang  neu.edu)
+  created on 2013/08/01
+ 
+  $Id$
+ 
+  input:
+       fname: input file name, if fname contains "{}" or "[]", fname
+              will be interpreted as a UBJSON string
+       opt: a struct to store parsing options, opt can be replaced by 
+            a list of ('param',value) pairs - the param string is equivallent
+            to a field in opt. opt can have the following 
+            fields (first in [.|.] is the default)
+ 
+            opt.SimplifyCell [0|1]: if set to 1, loadubjson will call cell2mat
+                          for each element of the JSON data, and group 
+                          arrays based on the cell2mat rules.
+            opt.IntEndian [B|L]: specify the endianness of the integer fields
+                          in the UBJSON input data. B - Big-Endian format for 
+                          integers (as required in the UBJSON specification); 
+                          L - input integer fields are in Little-Endian order.
+            opt.NameIsString [0|1]: for UBJSON Specification Draft 8 or 
+                          earlier versions (JSONLab 1.0 final or earlier), 
+                          the "name" tag is treated as a string. To load 
+                          these UBJSON data, you need to manually set this 
+                          flag to 1.
+ 
+  output:
+       dat: a cell array, where {...} blocks are converted into cell arrays,
+            and [...] are converted to arrays
+ 
+  examples:
+       obj=struct('string','value','array',[1 2 3]);
+       ubjdata=saveubjson('obj',obj);
+       dat=loadubjson(ubjdata)
+       dat=loadubjson(['examples' filesep 'example1.ubj'])
+       dat=loadubjson(['examples' filesep 'example1.ubj'],'SimplifyCell',1)
+ 
+  license:
+      BSD License, see LICENSE_BSD.txt files for details 
+
+ +=== saveubjson.m === + +
+  json=saveubjson(rootname,obj,filename)
+     or
+  json=saveubjson(rootname,obj,opt)
+  json=saveubjson(rootname,obj,'param1',value1,'param2',value2,...)
+ 
+  convert a MATLAB object (cell, struct or array) into a Universal 
+  Binary JSON (UBJSON) binary string
+ 
+  author: Qianqian Fang (q.fang  neu.edu)
+  created on 2013/08/17
+ 
+  $Id$
+ 
+  input:
+       rootname: the name of the root-object, when set to '', the root name
+         is ignored, however, when opt.ForceRootName is set to 1 (see below),
+         the MATLAB variable name will be used as the root name.
+       obj: a MATLAB object (array, cell, cell array, struct, struct array,
+       class instance)
+       filename: a string for the file name to save the output UBJSON data
+       opt: a struct for additional options, ignore to use default values.
+         opt can have the following fields (first in [.|.] is the default)
+ 
+         opt.FileName [''|string]: a file name to save the output JSON data
+         opt.ArrayToStruct[0|1]: when set to 0, saveubjson outputs 1D/2D
+                          array in JSON array format; if sets to 1, an
+                          array will be shown as a struct with fields
+                          "_ArrayType_", "_ArraySize_" and "_ArrayData_"; for
+                          sparse arrays, the non-zero elements will be
+                          saved to _ArrayData_ field in triplet-format i.e.
+                          (ix,iy,val) and "_ArrayIsSparse_" will be added
+                          with a value of 1; for a complex array, the 
+                          _ArrayData_ array will include two columns 
+                          (4 for sparse) to record the real and imaginary 
+                          parts, and also "_ArrayIsComplex_":1 is added. 
+         opt.ParseLogical [1|0]: if this is set to 1, logical array elem
+                          will use true/false rather than 1/0.
+         opt.SingletArray [0|1]: if this is set to 1, arrays with a single
+                          numerical element will be shown without a square
+                          bracket, unless it is the root object; if 0, square
+                          brackets are forced for any numerical arrays.
+         opt.SingletCell  [1|0]: if 1, always enclose a cell with "[]" 
+                          even it has only one element; if 0, brackets
+                          are ignored when a cell has only 1 element.
+         opt.ForceRootName [0|1]: when set to 1 and rootname is empty, saveubjson
+                          will use the name of the passed obj variable as the 
+                          root object name; if obj is an expression and 
+                          does not have a name, 'root' will be used; if this 
+                          is set to 0 and rootname is empty, the root level 
+                          will be merged down to the lower level.
+         opt.JSONP [''|string]: to generate a JSONP output (JSON with padding),
+                          for example, if opt.JSON='foo', the JSON data is
+                          wrapped inside a function call as 'foo(...);'
+         opt.UnpackHex [1|0]: conver the 0x[hex code] output by loadjson 
+                          back to the string form
+ 
+         opt can be replaced by a list of ('param',value) pairs. The param 
+         string is equivallent to a field in opt and is case sensitive.
+  output:
+       json: a binary string in the UBJSON format (see http://ubjson.org)
+ 
+  examples:
+       jsonmesh=struct('MeshNode',[0 0 0;1 0 0;0 1 0;1 1 0;0 0 1;1 0 1;0 1 1;1 1 1],... 
+                'MeshTetra',[1 2 4 8;1 3 4 8;1 2 6 8;1 5 6 8;1 5 7 8;1 3 7 8],...
+                'MeshTri',[1 2 4;1 2 6;1 3 4;1 3 7;1 5 6;1 5 7;...
+                           2 8 4;2 8 6;3 8 4;3 8 7;5 8 6;5 8 7],...
+                'MeshCreator','FangQ','MeshTitle','T6 Cube',...
+                'SpecialData',[nan, inf, -inf]);
+       saveubjson('jsonmesh',jsonmesh)
+       saveubjson('jsonmesh',jsonmesh,'meshdata.ubj')
+ 
+  license:
+      BSD License, see LICENSE_BSD.txt files for details
+
+ + +=== examples === + +Under the "examples" folder, you can find several scripts to demonstrate the +basic utilities of JSONLab. Running the "demo_jsonlab_basic.m" script, you +will see the conversions from MATLAB data structure to JSON text and backward. +In "jsonlab_selftest.m", we load complex JSON files downloaded from the Internet +and validate the loadjson/savejson functions for regression testing purposes. +Similarly, a "demo_ubjson_basic.m" script is provided to test the saveubjson +and loadubjson functions for various matlab data structures. + +Please run these examples and understand how JSONLab works before you use +it to process your data. + +------------------------------------------------------------------------------- + +IV. Known Issues and TODOs + +JSONLab has several known limitations. We are striving to make it more general +and robust. Hopefully in a few future releases, the limitations become less. + +Here are the known issues: + +# 3D or higher dimensional cell/struct-arrays will be converted to 2D arrays; +# When processing names containing multi-byte characters, Octave and MATLAB \ +can give different field-names; you can use feature('DefaultCharacterSet','latin1') \ +in MATLAB to get consistant results +# savejson can not handle class and dataset. +# saveubjson converts a logical array into a uint8 ([U]) array +# an unofficial N-D array count syntax is implemented in saveubjson. We are \ +actively communicating with the UBJSON spec maintainer to investigate the \ +possibility of making it upstream +# loadubjson can not parse all UBJSON Specification (Draft 9) compliant \ +files, however, it can parse all UBJSON files produced by saveubjson. + +------------------------------------------------------------------------------- + +V. Contribution and feedback + +JSONLab is an open-source project. This means you can not only use it and modify +it as you wish, but also you can contribute your changes back to JSONLab so +that everyone else can enjoy the improvement. For anyone who want to contribute, +please download JSONLab source code from its source code repositories by using the +following command: + + git clone https://github.com/fangq/jsonlab.git jsonlab + +or browsing the github site at + + https://github.com/fangq/jsonlab + +alternatively, if you prefer svn, you can checkout the latest code by using + + svn checkout svn://svn.code.sf.net/p/iso2mesh/code/trunk/jsonlab jsonlab + +You can make changes to the files as needed. Once you are satisfied with your +changes, and ready to share it with others, please cd the root directory of +JSONLab, and type + + git diff --no-prefix > yourname_featurename.patch + +or + + svn diff > yourname_featurename.patch + +You then email the .patch file to JSONLab's maintainer, Qianqian Fang, at +the email address shown in the beginning of this file. Qianqian will review +the changes and commit it to the subversion if they are satisfactory. + +We appreciate any suggestions and feedbacks from you. Please use the following +mailing list to report any questions you may have regarding JSONLab: + +https://groups.google.com/forum/?hl=en#!forum/jsonlab-users + +(Subscription to the mailing list is needed in order to post messages). diff --git a/library_code/jsonlab/examples/demo_jsonlab_basic.m b/library_code/jsonlab/examples/demo_jsonlab_basic.m new file mode 100644 index 00000000..d44d4ff1 --- /dev/null +++ b/library_code/jsonlab/examples/demo_jsonlab_basic.m @@ -0,0 +1,181 @@ +%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% +% Demonstration of Basic Utilities of JSONlab +%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% + +rngstate = rand ('state'); +randseed=hex2dec('623F9A9E'); +clear data2json json2data + +fprintf(1,'\n%%=================================================\n') +fprintf(1,'%% a simple scalar value \n') +fprintf(1,'%%=================================================\n\n') + +data2json=pi +savejson('',data2json) +json2data=loadjson(ans) + +fprintf(1,'\n%%=================================================\n') +fprintf(1,'%% a complex number\n') +fprintf(1,'%%=================================================\n\n') + +clear i; +data2json=1+2*i +savejson('',data2json) +json2data=loadjson(ans) + +fprintf(1,'\n%%=================================================\n') +fprintf(1,'%% a complex matrix\n') +fprintf(1,'%%=================================================\n\n') + +data2json=magic(6); +data2json=data2json(:,1:3)+data2json(:,4:6)*i +savejson('',data2json) +json2data=loadjson(ans) + +fprintf(1,'\n%%=================================================\n') +fprintf(1,'%% MATLAB special constants\n') +fprintf(1,'%%=================================================\n\n') + +data2json=[NaN Inf -Inf] +savejson('specials',data2json) +json2data=loadjson(ans) + +fprintf(1,'\n%%=================================================\n') +fprintf(1,'%% a real sparse matrix\n') +fprintf(1,'%%=================================================\n\n') + +data2json=sprand(10,10,0.1) +savejson('sparse',data2json) +json2data=loadjson(ans) + +fprintf(1,'\n%%=================================================\n') +fprintf(1,'%% a complex sparse matrix\n') +fprintf(1,'%%=================================================\n\n') + +data2json=data2json-data2json*i +savejson('complex_sparse',data2json) +json2data=loadjson(ans) + +fprintf(1,'\n%%=================================================\n') +fprintf(1,'%% an all-zero sparse matrix\n') +fprintf(1,'%%=================================================\n\n') + +data2json=sparse(2,3); +savejson('all_zero_sparse',data2json) +json2data=loadjson(ans) + +fprintf(1,'\n%%=================================================\n') +fprintf(1,'%% an empty sparse matrix\n') +fprintf(1,'%%=================================================\n\n') + +data2json=sparse([]); +savejson('empty_sparse',data2json) +json2data=loadjson(ans) + +fprintf(1,'\n%%=================================================\n') +fprintf(1,'%% an empty 0-by-0 real matrix\n') +fprintf(1,'%%=================================================\n\n') + +data2json=[]; +savejson('empty_0by0_real',data2json) +json2data=loadjson(ans) + +fprintf(1,'\n%%=================================================\n') +fprintf(1,'%% an empty 0-by-3 real matrix\n') +fprintf(1,'%%=================================================\n\n') + +data2json=zeros(0,3); +savejson('empty_0by3_real',data2json) +json2data=loadjson(ans) + +fprintf(1,'\n%%=================================================\n') +fprintf(1,'%% a sparse real column vector\n') +fprintf(1,'%%=================================================\n\n') + +data2json=sparse([0,3,0,1,4]'); +savejson('sparse_column_vector',data2json) +json2data=loadjson(ans) + +fprintf(1,'\n%%=================================================\n') +fprintf(1,'%% a sparse complex column vector\n') +fprintf(1,'%%=================================================\n\n') + +data2json=data2json-1i*data2json; +savejson('complex_sparse_column_vector',data2json) +json2data=loadjson(ans) + +fprintf(1,'\n%%=================================================\n') +fprintf(1,'%% a sparse real row vector\n') +fprintf(1,'%%=================================================\n\n') + +data2json=sparse([0,3,0,1,4]); +savejson('sparse_row_vector',data2json) +json2data=loadjson(ans) + +fprintf(1,'\n%%=================================================\n') +fprintf(1,'%% a sparse complex row vector\n') +fprintf(1,'%%=================================================\n\n') + +data2json=data2json-1i*data2json; +savejson('complex_sparse_row_vector',data2json) +json2data=loadjson(ans) + +fprintf(1,'\n%%=================================================\n') +fprintf(1,'%% a structure\n') +fprintf(1,'%%=================================================\n\n') + +data2json=struct('name','Think Different','year',1997,'magic',magic(3),... + 'misfits',[Inf,NaN],'embedded',struct('left',true,'right',false)) +savejson('astruct',data2json,struct('ParseLogical',1)) +json2data=loadjson(ans) +class(json2data.astruct.embedded.left) + +fprintf(1,'\n%%=================================================\n') +fprintf(1,'%% a structure array\n') +fprintf(1,'%%=================================================\n\n') + +data2json=struct('name','Nexus Prime','rank',9); +data2json(2)=struct('name','Sentinel Prime','rank',9); +data2json(3)=struct('name','Optimus Prime','rank',9); +savejson('Supreme Commander',data2json) +json2data=loadjson(ans) + +fprintf(1,'\n%%=================================================\n') +fprintf(1,'%% a cell array\n') +fprintf(1,'%%=================================================\n\n') + +data2json=cell(3,1); +data2json{1}=struct('buzz',1.1,'rex',1.2,'bo',1.3,'hamm',2.0,'slink',2.1,'potato',2.2,... + 'woody',3.0,'sarge',3.1,'etch',4.0,'lenny',5.0,'squeeze',6.0,'wheezy',7.0); +data2json{2}=struct('Ubuntu',['Kubuntu';'Xubuntu';'Lubuntu']); +data2json{3}=[10.04,10.10,11.04,11.10] +savejson('debian',data2json,struct('FloatFormat','%.2f')) +json2data=loadjson(ans) + +fprintf(1,'\n%%=================================================\n') +fprintf(1,'%% invalid field-name handling\n') +fprintf(1,'%%=================================================\n\n') + +json2data=loadjson('{"ValidName":1, "_InvalidName":2, ":Field:":3, "项目":"ç»å¯†"}') + +fprintf(1,'\n%%=================================================\n') +fprintf(1,'%% a 2D cell array\n') +fprintf(1,'%%=================================================\n\n') + +data2json={{1,{2,3}},{4,5},{6};{7},{8,9},{10}}; +savejson('data2json',data2json) +json2data=loadjson(ans) % only savejson works for cell arrays, loadjson has issues + +fprintf(1,'\n%%=================================================\n') +fprintf(1,'%% a 2D struct array\n') +fprintf(1,'%%=================================================\n\n') + +data2json=repmat(struct('idx',0,'data','structs'),[2,3]) +for i=1:6 + data2json(i).idx=i; +end +savejson('data2json',data2json) +json2data=loadjson(ans) + +rand ('state',rngstate); + diff --git a/library_code/jsonlab/examples/demo_ubjson_basic.m b/library_code/jsonlab/examples/demo_ubjson_basic.m new file mode 100644 index 00000000..0c35433a --- /dev/null +++ b/library_code/jsonlab/examples/demo_ubjson_basic.m @@ -0,0 +1,180 @@ +%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% +% Demonstration of Basic Utilities of JSONlab +%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% + +rngstate = rand ('state'); +randseed=hex2dec('623F9A9E'); +clear data2json json2data + +fprintf(1,'\n%%=================================================\n') +fprintf(1,'%% a simple scalar value \n') +fprintf(1,'%%=================================================\n\n') + +data2json=pi +saveubjson('',data2json) +json2data=loadubjson(ans) + +fprintf(1,'\n%%=================================================\n') +fprintf(1,'%% a complex number\n') +fprintf(1,'%%=================================================\n\n') + +clear i; +data2json=1+2*i +saveubjson('',data2json) +json2data=loadubjson(ans) + +fprintf(1,'\n%%=================================================\n') +fprintf(1,'%% a complex matrix\n') +fprintf(1,'%%=================================================\n\n') + +data2json=magic(6); +data2json=data2json(:,1:3)+data2json(:,4:6)*i +saveubjson('',data2json) +json2data=loadubjson(ans) + +fprintf(1,'\n%%=================================================\n') +fprintf(1,'%% MATLAB special constants\n') +fprintf(1,'%%=================================================\n\n') + +data2json=[NaN Inf -Inf] +saveubjson('specials',data2json) +json2data=loadubjson(ans) + +fprintf(1,'\n%%=================================================\n') +fprintf(1,'%% a real sparse matrix\n') +fprintf(1,'%%=================================================\n\n') + +data2json=sprand(10,10,0.1) +saveubjson('sparse',data2json) +json2data=loadubjson(ans) + +fprintf(1,'\n%%=================================================\n') +fprintf(1,'%% a complex sparse matrix\n') +fprintf(1,'%%=================================================\n\n') + +data2json=data2json-data2json*i +saveubjson('complex_sparse',data2json) +json2data=loadubjson(ans) + +fprintf(1,'\n%%=================================================\n') +fprintf(1,'%% an all-zero sparse matrix\n') +fprintf(1,'%%=================================================\n\n') + +data2json=sparse(2,3); +saveubjson('all_zero_sparse',data2json) +json2data=loadubjson(ans) + +fprintf(1,'\n%%=================================================\n') +fprintf(1,'%% an empty sparse matrix\n') +fprintf(1,'%%=================================================\n\n') + +data2json=sparse([]); +saveubjson('empty_sparse',data2json) +json2data=loadubjson(ans) + +fprintf(1,'\n%%=================================================\n') +fprintf(1,'%% an empty 0-by-0 real matrix\n') +fprintf(1,'%%=================================================\n\n') + +data2json=[]; +saveubjson('empty_0by0_real',data2json) +json2data=loadubjson(ans) + +fprintf(1,'\n%%=================================================\n') +fprintf(1,'%% an empty 0-by-3 real matrix\n') +fprintf(1,'%%=================================================\n\n') + +data2json=zeros(0,3); +saveubjson('empty_0by3_real',data2json) +json2data=loadubjson(ans) + +fprintf(1,'\n%%=================================================\n') +fprintf(1,'%% a sparse real column vector\n') +fprintf(1,'%%=================================================\n\n') + +data2json=sparse([0,3,0,1,4]'); +saveubjson('sparse_column_vector',data2json) +json2data=loadubjson(ans) + +fprintf(1,'\n%%=================================================\n') +fprintf(1,'%% a sparse complex column vector\n') +fprintf(1,'%%=================================================\n\n') + +data2json=data2json-1i*data2json; +saveubjson('complex_sparse_column_vector',data2json) +json2data=loadubjson(ans) + +fprintf(1,'\n%%=================================================\n') +fprintf(1,'%% a sparse real row vector\n') +fprintf(1,'%%=================================================\n\n') + +data2json=sparse([0,3,0,1,4]); +saveubjson('sparse_row_vector',data2json) +json2data=loadubjson(ans) + +fprintf(1,'\n%%=================================================\n') +fprintf(1,'%% a sparse complex row vector\n') +fprintf(1,'%%=================================================\n\n') + +data2json=data2json-1i*data2json; +saveubjson('complex_sparse_row_vector',data2json) +json2data=loadubjson(ans) + +fprintf(1,'\n%%=================================================\n') +fprintf(1,'%% a structure\n') +fprintf(1,'%%=================================================\n\n') + +data2json=struct('name','Think Different','year',1997,'magic',magic(3),... + 'misfits',[Inf,NaN],'embedded',struct('left',true,'right',false)) +saveubjson('astruct',data2json,struct('ParseLogical',1)) +json2data=loadubjson(ans) + +fprintf(1,'\n%%=================================================\n') +fprintf(1,'%% a structure array\n') +fprintf(1,'%%=================================================\n\n') + +data2json=struct('name','Nexus Prime','rank',9); +data2json(2)=struct('name','Sentinel Prime','rank',9); +data2json(3)=struct('name','Optimus Prime','rank',9); +saveubjson('Supreme Commander',data2json) +json2data=loadubjson(ans) + +fprintf(1,'\n%%=================================================\n') +fprintf(1,'%% a cell array\n') +fprintf(1,'%%=================================================\n\n') + +data2json=cell(3,1); +data2json{1}=struct('buzz',1.1,'rex',1.2,'bo',1.3,'hamm',2.0,'slink',2.1,'potato',2.2,... + 'woody',3.0,'sarge',3.1,'etch',4.0,'lenny',5.0,'squeeze',6.0,'wheezy',7.0); +data2json{2}=struct('Ubuntu',['Kubuntu';'Xubuntu';'Lubuntu']); +data2json{3}=[10.04,10.10,11.04,11.10] +saveubjson('debian',data2json,struct('FloatFormat','%.2f')) +json2data=loadubjson(ans) + +fprintf(1,'\n%%=================================================\n') +fprintf(1,'%% invalid field-name handling\n') +fprintf(1,'%%=================================================\n\n') + +json2data=loadubjson(saveubjson('',loadjson('{"ValidName":1, "_InvalidName":2, ":Field:":3, "项目":"ç»å¯†"}'))) + +fprintf(1,'\n%%=================================================\n') +fprintf(1,'%% a 2D cell array\n') +fprintf(1,'%%=================================================\n\n') + +data2json={{1,{2,3}},{4,5},{6};{7},{8,9},{10}}; +saveubjson('data2json',data2json) +json2data=loadubjson(ans) % only savejson works for cell arrays, loadjson has issues + +fprintf(1,'\n%%=================================================\n') +fprintf(1,'%% a 2D struct array\n') +fprintf(1,'%%=================================================\n\n') + +data2json=repmat(struct('idx',0,'data','structs'),[2,3]) +for i=1:6 + data2json(i).idx=i; +end +saveubjson('data2json',data2json) +json2data=loadubjson(ans) + +rand ('state',rngstate); + diff --git a/library_code/jsonlab/examples/example1.json b/library_code/jsonlab/examples/example1.json new file mode 100644 index 00000000..be0993ef --- /dev/null +++ b/library_code/jsonlab/examples/example1.json @@ -0,0 +1,23 @@ + { + "firstName": "John", + "lastName": "Smith", + "age": 25, + "address": + { + "streetAddress": "21 2nd Street", + "city": "New York", + "state": "NY", + "postalCode": "10021" + }, + "phoneNumber": + [ + { + "type": "home", + "number": "212 555-1234" + }, + { + "type": "fax", + "number": "646 555-4567" + } + ] + } diff --git a/library_code/jsonlab/examples/example2.json b/library_code/jsonlab/examples/example2.json new file mode 100644 index 00000000..eacfbf5e --- /dev/null +++ b/library_code/jsonlab/examples/example2.json @@ -0,0 +1,22 @@ +{ + "glossary": { + "title": "example glossary", + "GlossDiv": { + "title": "S", + "GlossList": { + "GlossEntry": { + "ID": "SGML", + "SortAs": "SGML", + "GlossTerm": "Standard Generalized Markup Language", + "Acronym": "SGML", + "Abbrev": "ISO 8879:1986", + "GlossDef": { + "para": "A meta-markup language, used to create markup languages such as DocBook.", + "GlossSeeAlso": ["GML", "XML"] + }, + "GlossSee": "markup" + } + } + } + } +} diff --git a/library_code/jsonlab/examples/example3.json b/library_code/jsonlab/examples/example3.json new file mode 100644 index 00000000..f52661bf --- /dev/null +++ b/library_code/jsonlab/examples/example3.json @@ -0,0 +1,11 @@ +{"menu": { + "id": "file", + "value": "_&File", + "popup": { + "menuitem": [ + {"value": "_&New", "onclick": "CreateNewDoc(\"'\\\"Untitled\\\"'\")"}, + {"value": "_&Open", "onclick": "OpenDoc()"}, + {"value": "_&Close", "onclick": "CloseDoc()"} + ] + } +}} diff --git a/library_code/jsonlab/examples/example4.json b/library_code/jsonlab/examples/example4.json new file mode 100644 index 00000000..1872c12f --- /dev/null +++ b/library_code/jsonlab/examples/example4.json @@ -0,0 +1,35 @@ +[ + { + "sample" : { + "rho" : 1 + } + }, + { + "sample" : { + "rho" : 2 + } + }, + [ + { + "_ArrayType_" : "double", + "_ArraySize_" : [1,2], + "_ArrayData_" : [1,0] + }, + { + "_ArrayType_" : "double", + "_ArraySize_" : [1,2], + "_ArrayData_" : [1,1] + }, + { + "_ArrayType_" : "double", + "_ArraySize_" : [1,2], + "_ArrayData_" : [1,2] + } + ], + [ + "Paper", + "Scissors", + "Stone" + ], + ["a", "b\\", "c\"","d\\\"","e\"[","f\\\"[","g[\\","h[\\\""] +] diff --git a/library_code/jsonlab/examples/jsonlab_basictest.matlab b/library_code/jsonlab/examples/jsonlab_basictest.matlab new file mode 100644 index 00000000..4bd16fa6 --- /dev/null +++ b/library_code/jsonlab/examples/jsonlab_basictest.matlab @@ -0,0 +1,671 @@ + + < M A T L A B (R) > + Copyright 1984-2010 The MathWorks, Inc. + Version 7.11.0.584 (R2010b) 64-bit (glnxa64) + August 16, 2010 + + + To get started, type one of these: helpwin, helpdesk, or demo. + For product information, visit www.mathworks.com. + +>> >> >> >> >> >> >> >> >> +%================================================= +>> % a simple scalar value +>> %================================================= + +>> >> +data2json = + + 3.1416 + +>> +ans = + +[3.141592654] + + +>> +json2data = + + 3.1416 + +>> >> +%================================================= +>> % a complex number +>> %================================================= + +>> >> >> +data2json = + + 1.0000 + 2.0000i + +>> +ans = + +{ + "_ArrayType_": "double", + "_ArraySize_": [1,1], + "_ArrayIsComplex_": 1, + "_ArrayData_": [1,2] +} + + +>> +json2data = + + 1.0000 + 2.0000i + +>> >> +%================================================= +>> % a complex matrix +>> %================================================= + +>> >> >> +data2json = + + 35.0000 +26.0000i 1.0000 +19.0000i 6.0000 +24.0000i + 3.0000 +21.0000i 32.0000 +23.0000i 7.0000 +25.0000i + 31.0000 +22.0000i 9.0000 +27.0000i 2.0000 +20.0000i + 8.0000 +17.0000i 28.0000 +10.0000i 33.0000 +15.0000i + 30.0000 +12.0000i 5.0000 +14.0000i 34.0000 +16.0000i + 4.0000 +13.0000i 36.0000 +18.0000i 29.0000 +11.0000i + +>> +ans = + +{ + "_ArrayType_": "double", + "_ArraySize_": [6,3], + "_ArrayIsComplex_": 1, + "_ArrayData_": [ + [35,26], + [3,21], + [31,22], + [8,17], + [30,12], + [4,13], + [1,19], + [32,23], + [9,27], + [28,10], + [5,14], + [36,18], + [6,24], + [7,25], + [2,20], + [33,15], + [34,16], + [29,11] + ] +} + + +>> +json2data = + + 35.0000 +26.0000i 1.0000 +19.0000i 6.0000 +24.0000i + 3.0000 +21.0000i 32.0000 +23.0000i 7.0000 +25.0000i + 31.0000 +22.0000i 9.0000 +27.0000i 2.0000 +20.0000i + 8.0000 +17.0000i 28.0000 +10.0000i 33.0000 +15.0000i + 30.0000 +12.0000i 5.0000 +14.0000i 34.0000 +16.0000i + 4.0000 +13.0000i 36.0000 +18.0000i 29.0000 +11.0000i + +>> >> +%================================================= +>> % MATLAB special constants +>> %================================================= + +>> >> +data2json = + + NaN Inf -Inf + +>> +ans = + +{ + "specials": ["_NaN_","_Inf_","-_Inf_"] +} + + +>> +json2data = + + specials: [NaN Inf -Inf] + +>> >> +%================================================= +>> % a real sparse matrix +>> %================================================= + +>> >> +data2json = + + (1,2) 0.6557 + (9,2) 0.7577 + (3,5) 0.8491 + (10,5) 0.7431 + (10,8) 0.3922 + (7,9) 0.6787 + (2,10) 0.0357 + (6,10) 0.9340 + (10,10) 0.6555 + +>> +ans = + +{ + "sparse": { + "_ArrayType_": "double", + "_ArraySize_": [10,10], + "_ArrayIsSparse_": 1, + "_ArrayData_": [ + [1,2,0.6557406992], + [9,2,0.7577401306], + [3,5,0.8491293059], + [10,5,0.7431324681], + [10,8,0.3922270195], + [7,9,0.6787351549], + [2,10,0.03571167857], + [6,10,0.9339932478], + [10,10,0.6554778902] + ] + } +} + + +>> +json2data = + + sparse: [10x10 double] + +>> >> +%================================================= +>> % a complex sparse matrix +>> %================================================= + +>> >> +data2json = + + (1,2) 0.6557 - 0.6557i + (9,2) 0.7577 - 0.7577i + (3,5) 0.8491 - 0.8491i + (10,5) 0.7431 - 0.7431i + (10,8) 0.3922 - 0.3922i + (7,9) 0.6787 - 0.6787i + (2,10) 0.0357 - 0.0357i + (6,10) 0.9340 - 0.9340i + (10,10) 0.6555 - 0.6555i + +>> +ans = + +{ + "complex_sparse": { + "_ArrayType_": "double", + "_ArraySize_": [10,10], + "_ArrayIsComplex_": 1, + "_ArrayIsSparse_": 1, + "_ArrayData_": [ + [1,2,0.6557406992,-0.6557406992], + [9,2,0.7577401306,-0.7577401306], + [3,5,0.8491293059,-0.8491293059], + [10,5,0.7431324681,-0.7431324681], + [10,8,0.3922270195,-0.3922270195], + [7,9,0.6787351549,-0.6787351549], + [2,10,0.03571167857,-0.03571167857], + [6,10,0.9339932478,-0.9339932478], + [10,10,0.6554778902,-0.6554778902] + ] + } +} + + +>> +json2data = + + complex_sparse: [10x10 double] + +>> >> +%================================================= +>> % an all-zero sparse matrix +>> %================================================= + +>> >> >> +ans = + +{ + "all_zero_sparse": { + "_ArrayType_": "double", + "_ArraySize_": [2,3], + "_ArrayIsSparse_": 1, + "_ArrayData_": null + } +} + + +>> +json2data = + + all_zero_sparse: [2x3 double] + +>> >> +%================================================= +>> % an empty sparse matrix +>> %================================================= + +>> >> >> +ans = + +{ + "empty_sparse": { + "_ArrayType_": "double", + "_ArraySize_": [0,0], + "_ArrayIsSparse_": 1, + "_ArrayData_": null + } +} + + +>> +json2data = + + empty_sparse: [] + +>> >> +%================================================= +>> % an empty 0-by-0 real matrix +>> %================================================= + +>> >> >> +ans = + +{ + "empty_0by0_real": null +} + + +>> +json2data = + + empty_0by0_real: [] + +>> >> +%================================================= +>> % an empty 0-by-3 real matrix +>> %================================================= + +>> >> >> +ans = + +{ + "empty_0by3_real": { + "_ArrayType_": "double", + "_ArraySize_": [0,3], + "_ArrayData_": null + } +} + + +>> +json2data = + + empty_0by3_real: [0x3 double] + +>> >> +%================================================= +>> % a sparse real column vector +>> %================================================= + +>> >> >> +ans = + +{ + "sparse_column_vector": { + "_ArrayType_": "double", + "_ArraySize_": [5,1], + "_ArrayIsSparse_": 1, + "_ArrayData_": [ + [2,3], + [4,1], + [5,4] + ] + } +} + + +>> +json2data = + + sparse_column_vector: [5x1 double] + +>> >> +%================================================= +>> % a sparse complex column vector +>> %================================================= + +>> >> >> +ans = + +{ + "complex_sparse_column_vector": { + "_ArrayType_": "double", + "_ArraySize_": [5,1], + "_ArrayIsComplex_": 1, + "_ArrayIsSparse_": 1, + "_ArrayData_": [ + [2,3,-3], + [4,1,-1], + [5,4,-4] + ] + } +} + + +>> +json2data = + + complex_sparse_column_vector: [5x1 double] + +>> >> +%================================================= +>> % a sparse real row vector +>> %================================================= + +>> >> >> +ans = + +{ + "sparse_row_vector": { + "_ArrayType_": "double", + "_ArraySize_": [1,5], + "_ArrayIsSparse_": 1, + "_ArrayData_": [ + [2,3], + [4,1], + [5,4] + ] + } +} + + +>> +json2data = + + sparse_row_vector: [0 3 0 1 4] + +>> >> +%================================================= +>> % a sparse complex row vector +>> %================================================= + +>> >> >> +ans = + +{ + "complex_sparse_row_vector": { + "_ArrayType_": "double", + "_ArraySize_": [1,5], + "_ArrayIsComplex_": 1, + "_ArrayIsSparse_": 1, + "_ArrayData_": [ + [2,3,-3], + [4,1,-1], + [5,4,-4] + ] + } +} + + +>> +json2data = + + complex_sparse_row_vector: [1x5 double] + +>> >> +%================================================= +>> % a structure +>> %================================================= + +>> >> +data2json = + + name: 'Think Different' + year: 1997 + magic: [3x3 double] + misfits: [Inf NaN] + embedded: [1x1 struct] + +>> +ans = + +{ + "astruct": { + "name": "Think Different", + "year": 1997, + "magic": [ + [8,1,6], + [3,5,7], + [4,9,2] + ], + "misfits": ["_Inf_","_NaN_"], + "embedded": { + "left": true, + "right": false + } + } +} + + +>> +json2data = + + astruct: [1x1 struct] + +>> +ans = + +logical + +>> >> +%================================================= +>> % a structure array +>> %================================================= + +>> >> >> >> >> +ans = + +{ + "Supreme Commander": [ + { + "name": "Nexus Prime", + "rank": 9 + }, + { + "name": "Sentinel Prime", + "rank": 9 + }, + { + "name": "Optimus Prime", + "rank": 9 + } + ] +} + + +>> +json2data = + + Supreme_0x20_Commander: {[1x1 struct] [1x1 struct] [1x1 struct]} + +>> >> +%================================================= +>> % a cell array +>> %================================================= + +>> >> >> >> >> +data2json = + + [1x1 struct] + [1x1 struct] + [1x4 double] + +>> +ans = + +{ + "debian": [ + [ + { + "buzz": 1.10, + "rex": 1.20, + "bo": 1.30, + "hamm": 2.00, + "slink": 2.10, + "potato": 2.20, + "woody": 3.00, + "sarge": 3.10, + "etch": 4.00, + "lenny": 5.00, + "squeeze": 6.00, + "wheezy": 7.00 + } + ], + [ + { + "Ubuntu": [ + "Kubuntu", + "Xubuntu", + "Lubuntu" + ] + } + ], + [ + [10.04,10.10,11.04,11.10] + ] + ] +} + + +>> +json2data = + + debian: {{1x1 cell} {1x1 cell} [10.0400 10.1000 11.0400 11.1000]} + +>> >> +%================================================= +>> % invalid field-name handling +>> %================================================= + +>> >> +json2data = + + ValidName: 1 + x0x5F_InvalidName: 2 + x0x3A_Field_0x3A_: 3 + x0xE9A1B9__0xE79BAE_: 'ç»å¯†' + +>> >> +%================================================= +>> % a 2D cell array +>> %================================================= + +>> >> >> +ans = + +{ + "data2json": [ + [ + [ + 1, + [ + 2, + 3 + ] + ], + [ + 4, + 5 + ], + [ + 6 + ] + ], + [ + [ + 7 + ], + [ + 8, + 9 + ], + [ + 10 + ] + ] + ] +} + + +>> +json2data = + + data2json: {{3x1 cell} {3x1 cell}} + +>> >> +%================================================= +>> % a 2D struct array +>> %================================================= + +>> >> +data2json = + +2x3 struct array with fields: + idx + data + +>> >> +ans = + +{ + "data2json": [ + [ + { + "idx": 1, + "data": "structs" + }, + { + "idx": 2, + "data": "structs" + } + ], + [ + { + "idx": 3, + "data": "structs" + }, + { + "idx": 4, + "data": "structs" + } + ], + [ + { + "idx": 5, + "data": "structs" + }, + { + "idx": 6, + "data": "structs" + } + ] + ] +} + + +>> +json2data = + + data2json: {{1x2 cell} {1x2 cell} {1x2 cell}} + +>> >> >> >> \ No newline at end of file diff --git a/library_code/jsonlab/examples/jsonlab_selftest.m b/library_code/jsonlab/examples/jsonlab_selftest.m new file mode 100644 index 00000000..27aee244 --- /dev/null +++ b/library_code/jsonlab/examples/jsonlab_selftest.m @@ -0,0 +1,27 @@ +%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% +% Regression Test Unit of loadjson and savejson +%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% + +for i=1:4 + fname=sprintf('example%d.json',i); + if(exist(fname,'file')==0) break; end + fprintf(1,'===============================================\n>> %s\n',fname); + json=savejson('data',loadjson(fname)); + fprintf(1,'%s\n',json); + fprintf(1,'%s\n',savejson('data',loadjson(fname),'Compact',1)); + data=loadjson(json); + savejson('data',data,'selftest.json'); + data=loadjson('selftest.json'); +end + +for i=1:4 + fname=sprintf('example%d.json',i); + if(exist(fname,'file')==0) break; end + fprintf(1,'===============================================\n>> %s\n',fname); + json=saveubjson('data',loadjson(fname)); + fprintf(1,'%s\n',json); + data=loadubjson(json); + savejson('',data); + saveubjson('data',data,'selftest.ubj'); + data=loadubjson('selftest.ubj'); +end diff --git a/library_code/jsonlab/examples/jsonlab_selftest.matlab b/library_code/jsonlab/examples/jsonlab_selftest.matlab new file mode 100644 index 00000000..ac652c56 --- /dev/null +++ b/library_code/jsonlab/examples/jsonlab_selftest.matlab @@ -0,0 +1,154 @@ + + < M A T L A B (R) > + Copyright 1984-2010 The MathWorks, Inc. + Version 7.11.0.584 (R2010b) 64-bit (glnxa64) + August 16, 2010 + + + To get started, type one of these: helpwin, helpdesk, or demo. + For product information, visit www.mathworks.com. + +>> >> >> >> >> =============================================== +>> example1.json +{ + "data": { + "firstName": "John", + "lastName": "Smith", + "age": 25, + "address": { + "streetAddress": "21 2nd Street", + "city": "New York", + "state": "NY", + "postalCode": "10021" + }, + "phoneNumber": [ + { + "type": "home", + "number": "212 555-1234" + }, + { + "type": "fax", + "number": "646 555-4567" + } + ] + } +} + +{"data": {"firstName": "John","lastName": "Smith","age": 25,"address": {"streetAddress": "21 2nd Street","city": "New York","state": "NY","postalCode": "10021"},"phoneNumber": [{"type": "home","number": "212 555-1234"},{"type": "fax","number": "646 555-4567"}]}} + +=============================================== +>> example2.json +{ + "data": { + "glossary": { + "title": "example glossary", + "GlossDiv": { + "title": "S", + "GlossList": { + "GlossEntry": { + "ID": "SGML", + "SortAs": "SGML", + "GlossTerm": "Standard Generalized Markup Language", + "Acronym": "SGML", + "Abbrev": "ISO 8879:1986", + "GlossDef": { + "para": "A meta-markup language, used to create markup languages such as DocBook.", + "GlossSeeAlso": [ + "GML", + "XML" + ] + }, + "GlossSee": "markup" + } + } + } + } + } +} + +{"data": {"glossary": {"title": "example glossary","GlossDiv": {"title": "S","GlossList": {"GlossEntry": {"ID": "SGML","SortAs": "SGML","GlossTerm": "Standard Generalized Markup Language","Acronym": "SGML","Abbrev": "ISO 8879:1986","GlossDef": {"para": "A meta-markup language, used to create markup languages such as DocBook.","GlossSeeAlso": ["GML","XML"]},"GlossSee": "markup"}}}}}} + +=============================================== +>> example3.json +{ + "data": { + "menu": { + "id": "file", + "value": "_&File", + "popup": { + "menuitem": [ + { + "value": "_&New", + "onclick": "CreateNewDoc(\"'\\\"Untitled\\\"'\")" + }, + { + "value": "_&Open", + "onclick": "OpenDoc()" + }, + { + "value": "_&Close", + "onclick": "CloseDoc()" + } + ] + } + } + } +} + +{"data": {"menu": {"id": "file","value": "_&File","popup": {"menuitem": [{"value": "_&New","onclick": "CreateNewDoc(\"'\\\"Untitled\\\"'\")"},{"value": "_&Open","onclick": "OpenDoc()"},{"value": "_&Close","onclick": "CloseDoc()"}]}}}} + +=============================================== +>> example4.json +{ + "data": [ + { + "sample": { + "rho": 1 + } + }, + { + "sample": { + "rho": 2 + } + }, + [ + [1,0], + [1,1], + [1,2] + ], + [ + "Paper", + "Scissors", + "Stone" + ], + [ + "a", + "b\\", + "c\"", + "d\\\"", + "e\"[", + "f\\\"[", + "g[\\", + "h[\\\"" + ] + ] +} + +{"data": [{"sample": {"rho": 1}},{"sample": {"rho": 2}},[[1,0],[1,1],[1,2]],["Paper","Scissors","Stone"],["a","b\\","c\"","d\\\"","e\"[","f\\\"[","g[\\","h[\\\""]]} + +>> >> =============================================== +>> example1.json +{Udata{U firstNameSUJohnUlastNameSUSmithUageiUaddress{U streetAddressSU 21 2nd StreetUcitySUNew YorkUstateSUNYU +postalCodeSU10021}U phoneNumber[{UtypeSUhomeUnumberSU 212 555-1234}{UtypeSUfaxUnumberSU 646 555-4567}]}} +=============================================== +>> example2.json +{Udata{Uglossary{UtitleSUexample glossaryUGlossDiv{UtitleCSU GlossList{U +GlossEntry{UIDSUSGMLUSortAsSUSGMLU GlossTermSU$Standard Generalized Markup LanguageUAcronymSUSGMLUAbbrevSU ISO 8879:1986UGlossDef{UparaSUHA meta-markup language, used to create markup languages such as DocBook.U GlossSeeAlso[SUGMLSUXML]}UGlossSeeSUmarkup}}}}}} +=============================================== +>> example3.json +{Udata{Umenu{UidSUfileUvalueSU_&FileUpopup{Umenuitem[{UvalueSU_&NewUonclickSUCreateNewDoc("'\"Untitled\"'")}{UvalueSU_&OpenUonclickSU OpenDoc()}{UvalueSU_&CloseUonclickSU +CloseDoc()}]}}}} +=============================================== +>> example4.json +{Udata[{Usample{Urhoi}}{Usample{Urhoi}}[[$i#U[$i#U[$i#U][SUPaperSUScissorsSUStone][CaSUb\SUc"SUd\"SUe"[SUf\"[SUg[\SUh[\"]]} +>> \ No newline at end of file diff --git a/library_code/jsonlab/examples/jsonlab_speedtest.m b/library_code/jsonlab/examples/jsonlab_speedtest.m new file mode 100644 index 00000000..4990fba0 --- /dev/null +++ b/library_code/jsonlab/examples/jsonlab_speedtest.m @@ -0,0 +1,21 @@ +%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% +% Benchmarking processing speed of savejson and loadjson +%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% + +datalen=[1e3 1e4 1e5 1e6]; +len=length(datalen); +tsave=zeros(len,1); +tload=zeros(len,1); +for i=1:len + tic; + json=savejson('data',struct('d1',rand(datalen(i),3),'d2',rand(datalen(i),3)>0.5)); + tsave(i)=toc; + data=loadjson(json); + tload(i)=toc-tsave(i); + fprintf(1,'matrix size: %d\n',datalen(i)); +end + +loglog(datalen,tsave,'o-',datalen,tload,'r*-'); +legend('savejson runtime (s)','loadjson runtime (s)'); +xlabel('array size'); +ylabel('running time (s)'); diff --git a/library_code/jsonlab/jsonopt.m b/library_code/jsonlab/jsonopt.m new file mode 100644 index 00000000..6ed812ad --- /dev/null +++ b/library_code/jsonlab/jsonopt.m @@ -0,0 +1,35 @@ +function val=jsonopt(key,default,varargin) +% +% val=jsonopt(key,default,optstruct) +% +% setting options based on a struct. The struct can be produced +% by varargin2struct from a list of 'param','value' pairs +% +% authors:Qianqian Fang (q.fang neu.edu) +% +% $Id: loadjson.m 371 2012-06-20 12:43:06Z fangq $ +% +% input: +% key: a string with which one look up a value from a struct +% default: if the key does not exist, return default +% optstruct: a struct where each sub-field is a key +% +% output: +% val: if key exists, val=optstruct.key; otherwise val=default +% +% license: +% BSD License, see LICENSE_BSD.txt files for details +% +% -- this function is part of jsonlab toolbox (http://iso2mesh.sf.net/cgi-bin/index.cgi?jsonlab) +% + +val=default; +if(nargin<=2) return; end +opt=varargin{1}; +if(isstruct(opt)) + if(isfield(opt,key)) + val=getfield(opt,key); + elseif(isfield(opt,lower(key))) + val=getfield(opt,lower(key)); + end +end diff --git a/library_code/jsonlab/loadjson.m b/library_code/jsonlab/loadjson.m new file mode 100644 index 00000000..5ef5d480 --- /dev/null +++ b/library_code/jsonlab/loadjson.m @@ -0,0 +1,503 @@ +function data = loadjson(fname,varargin) +% +% data=loadjson(fname,opt) +% or +% data=loadjson(fname,'param1',value1,'param2',value2,...) +% +% parse a JSON (JavaScript Object Notation) file or string +% +% authors:Qianqian Fang (q.fang neu.edu) +% created on 2011/09/09, including previous works from +% +% Nedialko Krouchev: http://www.mathworks.com/matlabcentral/fileexchange/25713 +% created on 2009/11/02 +% François Glineur: http://www.mathworks.com/matlabcentral/fileexchange/23393 +% created on 2009/03/22 +% Joel Feenstra: +% http://www.mathworks.com/matlabcentral/fileexchange/20565 +% created on 2008/07/03 +% +% $Id$ +% +% input: +% fname: input file name, if fname contains "{}" or "[]", fname +% will be interpreted as a JSON string +% opt: a struct to store parsing options, opt can be replaced by +% a list of ('param',value) pairs - the param string is equivallent +% to a field in opt. opt can have the following +% fields (first in [.|.] is the default) +% +% opt.SimplifyCell [0|1]: if set to 1, loadjson will call cell2mat +% for each element of the JSON data, and group +% arrays based on the cell2mat rules. +% opt.FastArrayParser [1|0 or integer]: if set to 1, use a +% speed-optimized array parser when loading an +% array object. The fast array parser may +% collapse block arrays into a single large +% array similar to rules defined in cell2mat; 0 to +% use a legacy parser; if set to a larger-than-1 +% value, this option will specify the minimum +% dimension to enable the fast array parser. For +% example, if the input is a 3D array, setting +% FastArrayParser to 1 will return a 3D array; +% setting to 2 will return a cell array of 2D +% arrays; setting to 3 will return to a 2D cell +% array of 1D vectors; setting to 4 will return a +% 3D cell array. +% opt.ShowProgress [0|1]: if set to 1, loadjson displays a progress bar. +% +% output: +% dat: a cell array, where {...} blocks are converted into cell arrays, +% and [...] are converted to arrays +% +% examples: +% dat=loadjson('{"obj":{"string":"value","array":[1,2,3]}}') +% dat=loadjson(['examples' filesep 'example1.json']) +% dat=loadjson(['examples' filesep 'example1.json'],'SimplifyCell',1) +% +% license: +% BSD License, see LICENSE_BSD.txt files for details +% +% -- this function is part of JSONLab toolbox (http://iso2mesh.sf.net/cgi-bin/index.cgi?jsonlab) +% + +global pos index_esc isoct arraytoken + +if(regexp(fname,'^\s*(?:\[.*\])|(?:\{.*\})\s*$','once')) + string=fname; +elseif(exist(fname,'file')) + try + string = fileread(fname); + catch + try + string = urlread(['file://',fname]); + catch + string = urlread(['file://',fullfile(pwd,fname)]); + end + end +else + error('input file does not exist'); +end + +pos = 1; len = length(string); inStr = string; +isoct=exist('OCTAVE_VERSION','builtin'); +arraytoken=find(inStr=='[' | inStr==']' | inStr=='"'); +jstr=regexprep(inStr,'\\\\',' '); +escquote=regexp(jstr,'\\"'); +arraytoken=sort([arraytoken escquote]); + +% String delimiters and escape chars identified to improve speed: +esc = find(inStr=='"' | inStr=='\' ); % comparable to: regexp(inStr, '["\\]'); +index_esc = 1; + +opt=varargin2struct(varargin{:}); + +if(jsonopt('ShowProgress',0,opt)==1) + opt.progressbar_=waitbar(0,'loading ...'); +end +jsoncount=1; +while pos <= len + switch(next_char(inStr)) + case '{' + data{jsoncount} = parse_object(inStr, esc, opt); + case '[' + data{jsoncount} = parse_array(inStr, esc, opt); + otherwise + error_pos('Outer level structure must be an object or an array',inStr); + end + jsoncount=jsoncount+1; +end % while + +jsoncount=length(data); +if(jsoncount==1 && iscell(data)) + data=data{1}; +end + +if(isfield(opt,'progressbar_')) + close(opt.progressbar_); +end + +%%------------------------------------------------------------------------- +function object = parse_object(inStr, esc, varargin) + parse_char(inStr, '{'); + object = []; + if next_char(inStr) ~= '}' + while 1 + str = parseStr(inStr, esc, varargin{:}); + if isempty(str) + error_pos('Name of value at position %d cannot be empty',inStr); + end + parse_char(inStr, ':'); + val = parse_value(inStr, esc, varargin{:}); + object.(valid_field(str))=val; + if next_char(inStr) == '}' + break; + end + parse_char(inStr, ','); + end + end + parse_char(inStr, '}'); + if(isstruct(object)) + object=struct2jdata(object); + end + +%%------------------------------------------------------------------------- + +function object = parse_array(inStr, esc, varargin) % JSON array is written in row-major order + global pos isoct + parse_char(inStr, '['); + object = cell(0, 1); + dim2=[]; + arraydepth=jsonopt('JSONLAB_ArrayDepth_',1,varargin{:}); + pbar=-1; + if(isfield(varargin{1},'progressbar_')) + pbar=varargin{1}.progressbar_; + end + + if next_char(inStr) ~= ']' + if(jsonopt('FastArrayParser',1,varargin{:})>=1 && arraydepth>=jsonopt('FastArrayParser',1,varargin{:})) + [endpos, e1l, e1r]=matching_bracket(inStr,pos); + arraystr=['[' inStr(pos:endpos)]; + arraystr=regexprep(arraystr,'"_NaN_"','NaN'); + arraystr=regexprep(arraystr,'"([-+]*)_Inf_"','$1Inf'); + arraystr(arraystr==sprintf('\n'))=[]; + arraystr(arraystr==sprintf('\r'))=[]; + %arraystr=regexprep(arraystr,'\s*,',','); % this is slow,sometimes needed + if(~isempty(e1l) && ~isempty(e1r)) % the array is in 2D or higher D + astr=inStr((e1l+1):(e1r-1)); + astr=regexprep(astr,'"_NaN_"','NaN'); + astr=regexprep(astr,'"([-+]*)_Inf_"','$1Inf'); + astr(astr==sprintf('\n'))=[]; + astr(astr==sprintf('\r'))=[]; + astr(astr==' ')=''; + if(isempty(find(astr=='[', 1))) % array is 2D + dim2=length(sscanf(astr,'%f,',[1 inf])); + end + else % array is 1D + astr=arraystr(2:end-1); + astr(astr==' ')=''; + [obj, count, errmsg, nextidx]=sscanf(astr,'%f,',[1,inf]); + if(nextidx>=length(astr)-1) + object=obj; + pos=endpos; + parse_char(inStr, ']'); + return; + end + end + + try + if(~isempty(dim2)) + astr=arraystr; + astr(astr=='[')=''; + astr(astr==']')=''; + astr=regexprep(astr,'\s*$',''); + astr(astr==' ')=''; + [obj, count, errmsg, nextidx]=sscanf(astr,'%f,',inf); + if(nextidx>=length(astr)-1) + object=reshape(obj,dim2,numel(obj)/dim2)'; + pos=endpos; + parse_char(inStr, ']'); + if(pbar>0) + waitbar(pos/length(inStr),pbar,'loading ...'); + end + return; + end + end + arraystr=regexprep(arraystr,'\]\s*,','];'); + catch + end + else + arraystr='['; + end + try + arraystr=regexprep(arraystr,'^\s*\[','{','once'); + arraystr=regexprep(arraystr,'\]\s*$','}','once'); + if(isoct && regexp(arraystr,'"','once')) + error('Octave eval can produce empty cells for JSON-like input'); + end + object=eval(arraystr); + pos=endpos; + catch + while 1 + newopt=varargin2struct(varargin{:},'JSONLAB_ArrayDepth_',arraydepth+1); + val = parse_value(inStr, esc, newopt); + object{end+1} = val; + if next_char(inStr) == ']' + break; + end + parse_char(inStr, ','); + end + end + end + if(jsonopt('SimplifyCell',0,varargin{:})==1) + try + oldobj=object; + object=cell2mat(object')'; + if(iscell(oldobj) && isstruct(object) && numel(object)>1 && jsonopt('SimplifyCellArray',1,varargin{:})==0) + object=oldobj; + elseif(size(object,1)>1 && ismatrix(object)) + object=object'; + end + catch + end + end + parse_char(inStr, ']'); + + if(pbar>0) + waitbar(pos/length(inStr),pbar,'loading ...'); + end +%%------------------------------------------------------------------------- + +function parse_char(inStr, c) + global pos + pos=skip_whitespace(pos, inStr); + if pos > length(inStr) || inStr(pos) ~= c + error_pos(sprintf('Expected %c at position %%d', c),inStr); + else + pos = pos + 1; + pos=skip_whitespace(pos, inStr); + end + +%%------------------------------------------------------------------------- + +function c = next_char(inStr) + global pos + pos=skip_whitespace(pos, inStr); + if pos > length(inStr) + c = []; + else + c = inStr(pos); + end + +%%------------------------------------------------------------------------- + +function newpos=skip_whitespace(pos, inStr) + newpos=pos; + while newpos <= length(inStr) && isspace(inStr(newpos)) + newpos = newpos + 1; + end + +%%------------------------------------------------------------------------- +function str = parseStr(inStr, esc, varargin) + global pos index_esc + % len, ns = length(inStr), keyboard + if inStr(pos) ~= '"' + error_pos('String starting with " expected at position %d',inStr); + else + pos = pos + 1; + end + str = ''; + while pos <= length(inStr) + while index_esc <= length(esc) && esc(index_esc) < pos + index_esc = index_esc + 1; + end + if index_esc > length(esc) + str = [str inStr(pos:end)]; + pos = length(inStr) + 1; + break; + else + str = [str inStr(pos:esc(index_esc)-1)]; + pos = esc(index_esc); + end + nstr = length(str); + switch inStr(pos) + case '"' + pos = pos + 1; + if(~isempty(str)) + if(strcmp(str,'_Inf_')) + str=Inf; + elseif(strcmp(str,'-_Inf_')) + str=-Inf; + elseif(strcmp(str,'_NaN_')) + str=NaN; + end + end + return; + case '\' + if pos+1 > length(inStr) + error_pos('End of file reached right after escape character',inStr); + end + pos = pos + 1; + switch inStr(pos) + case {'"' '\' '/'} + str(nstr+1) = inStr(pos); + pos = pos + 1; + case {'b' 'f' 'n' 'r' 't'} + str(nstr+1) = sprintf(['\' inStr(pos)]); + pos = pos + 1; + case 'u' + if pos+4 > length(inStr) + error_pos('End of file reached in escaped unicode character',inStr); + end + str(nstr+(1:6)) = inStr(pos-1:pos+4); + pos = pos + 5; + end + otherwise % should never happen + str(nstr+1) = inStr(pos); + keyboard; + pos = pos + 1; + end + end + error_pos('End of file while expecting end of inStr',inStr); + +%%------------------------------------------------------------------------- + +function num = parse_number(inStr, varargin) + global pos isoct + currstr=inStr(pos:min(pos+30,end)); + if(isoct~=0) + numstr=regexp(currstr,'^\s*-?(?:0|[1-9]\d*)(?:\.\d+)?(?:[eE][+\-]?\d+)?','end'); + [num] = sscanf(currstr, '%f', 1); + delta=numstr+1; + else + [num, one, err, delta] = sscanf(currstr, '%f', 1); + if ~isempty(err) + error_pos('Error reading number at position %d',inStr); + end + end + pos = pos + delta-1; + +%%------------------------------------------------------------------------- + +function val = parse_value(inStr, esc, varargin) + global pos + len=length(inStr); + if(isfield(varargin{1},'progressbar_')) + waitbar(pos/len,varargin{1}.progressbar_,'loading ...'); + end + + switch(inStr(pos)) + case '"' + val = parseStr(inStr, esc, varargin{:}); + return; + case '[' + val = parse_array(inStr, esc, varargin{:}); + return; + case '{' + val = parse_object(inStr, esc, varargin{:}); + return; + case {'-','0','1','2','3','4','5','6','7','8','9'} + val = parse_number(inStr, varargin{:}); + return; + case 't' + if pos+3 <= len && strcmpi(inStr(pos:pos+3), 'true') + val = true; + pos = pos + 4; + return; + end + case 'f' + if pos+4 <= len && strcmpi(inStr(pos:pos+4), 'false') + val = false; + pos = pos + 5; + return; + end + case 'n' + if pos+3 <= len && strcmpi(inStr(pos:pos+3), 'null') + val = []; + pos = pos + 4; + return; + end + end + error_pos('Value expected at position %d',inStr); +%%------------------------------------------------------------------------- + +function error_pos(msg, inStr) + global pos len + poShow = max(min([pos-15 pos-1 pos pos+20],len),1); + if poShow(3) == poShow(2) + poShow(3:4) = poShow(2)+[0 -1]; % display nothing after + end + msg = [sprintf(msg, pos) ': ' ... + inStr(poShow(1):poShow(2)) '' inStr(poShow(3):poShow(4)) ]; + error( ['JSONparser:invalidFormat: ' msg] ); + +%%------------------------------------------------------------------------- + +function str = valid_field(str) +global isoct +% From MATLAB doc: field names must begin with a letter, which may be +% followed by any combination of letters, digits, and underscores. +% Invalid characters will be converted to underscores, and the prefix +% "x0x[Hex code]_" will be added if the first character is not a letter. + pos=regexp(str,'^[^A-Za-z]','once'); + if(~isempty(pos)) + if(~isoct && str(1)+0 > 255) + str=regexprep(str,'^([^A-Za-z])','x0x${sprintf(''%X'',unicode2native($1))}_','once'); + else + str=sprintf('x0x%X_%s',char(str(1)),str(2:end)); + end + end + if(isempty(regexp(str,'[^0-9A-Za-z_]', 'once' ))) + return; + end + if(~isoct) + str=regexprep(str,'([^0-9A-Za-z_])','_0x${sprintf(''%X'',unicode2native($1))}_'); + else + pos=regexp(str,'[^0-9A-Za-z_]'); + if(isempty(pos)) + return; + end + str0=str; + pos0=[0 pos(:)' length(str)]; + str=''; + for i=1:length(pos) + str=[str str0(pos0(i)+1:pos(i)-1) sprintf('_0x%X_',str0(pos(i)))]; + end + if(pos(end)~=length(str)) + str=[str str0(pos0(end-1)+1:pos0(end))]; + end + end + %str(~isletter(str) & ~('0' <= str & str <= '9')) = '_'; + +%%------------------------------------------------------------------------- +function endpos = matching_quote(str,pos) +len=length(str); +while(pos1 && str(pos-1)=='\')) + endpos=pos; + return; + end + end + pos=pos+1; +end +error('unmatched quotation mark'); +%%------------------------------------------------------------------------- +function [endpos, e1l, e1r, maxlevel] = matching_bracket(str,pos) +global arraytoken +level=1; +maxlevel=level; +endpos=0; +bpos=arraytoken(arraytoken>=pos); +tokens=str(bpos); +len=length(tokens); +pos=1; +e1l=[]; +e1r=[]; +while(pos<=len) + c=tokens(pos); + if(c==']') + level=level-1; + if(isempty(e1r)) + e1r=bpos(pos); + end + if(level==0) + endpos=bpos(pos); + return + end + end + if(c=='[') + if(isempty(e1l)) + e1l=bpos(pos); + end + level=level+1; + maxlevel=max(maxlevel,level); + end + if(c=='"') + pos=matching_quote(tokens,pos+1); + end + pos=pos+1; +end +if(endpos==0) + error('unmatched "]"'); +end diff --git a/library_code/jsonlab/loadubjson.m b/library_code/jsonlab/loadubjson.m new file mode 100644 index 00000000..91e68fac --- /dev/null +++ b/library_code/jsonlab/loadubjson.m @@ -0,0 +1,457 @@ +function data = loadubjson(fname,varargin) +% +% data=loadubjson(fname,opt) +% or +% data=loadubjson(fname,'param1',value1,'param2',value2,...) +% +% parse a JSON (JavaScript Object Notation) file or string +% +% authors:Qianqian Fang (q.fang neu.edu) +% created on 2013/08/01 +% +% $Id$ +% +% input: +% fname: input file name, if fname contains "{}" or "[]", fname +% will be interpreted as a UBJSON string +% opt: a struct to store parsing options, opt can be replaced by +% a list of ('param',value) pairs - the param string is equivallent +% to a field in opt. opt can have the following +% fields (first in [.|.] is the default) +% +% opt.SimplifyCell [0|1]: if set to 1, loadubjson will call cell2mat +% for each element of the JSON data, and group +% arrays based on the cell2mat rules. +% opt.IntEndian [B|L]: specify the endianness of the integer fields +% in the UBJSON input data. B - Big-Endian format for +% integers (as required in the UBJSON specification); +% L - input integer fields are in Little-Endian order. +% opt.NameIsString [0|1]: for UBJSON Specification Draft 8 or +% earlier versions (JSONLab 1.0 final or earlier), +% the "name" tag is treated as a string. To load +% these UBJSON data, you need to manually set this +% flag to 1. +% +% output: +% dat: a cell array, where {...} blocks are converted into cell arrays, +% and [...] are converted to arrays +% +% examples: +% obj=struct('string','value','array',[1 2 3]); +% ubjdata=saveubjson('obj',obj); +% dat=loadubjson(ubjdata) +% dat=loadubjson(['examples' filesep 'example1.ubj']) +% dat=loadubjson(['examples' filesep 'example1.ubj'],'SimplifyCell',1) +% +% license: +% BSD License, see LICENSE_BSD.txt files for details +% +% -- this function is part of JSONLab toolbox (http://iso2mesh.sf.net/cgi-bin/index.cgi?jsonlab) +% + +global pos inStr len esc index_esc len_esc isoct arraytoken fileendian systemendian + +if(regexp(fname,'[\{\}\]\[]','once')) + string=fname; +elseif(exist(fname,'file')) + fid = fopen(fname,'rb'); + string = fread(fid,inf,'uint8=>char')'; + fclose(fid); +else + error('input file does not exist'); +end + +pos = 1; len = length(string); inStr = string; +isoct=exist('OCTAVE_VERSION','builtin'); +arraytoken=find(inStr=='[' | inStr==']' | inStr=='"'); +jstr=regexprep(inStr,'\\\\',' '); +escquote=regexp(jstr,'\\"'); +arraytoken=sort([arraytoken escquote]); + +% String delimiters and escape chars identified to improve speed: +esc = find(inStr=='"' | inStr=='\' ); % comparable to: regexp(inStr, '["\\]'); +index_esc = 1; len_esc = length(esc); + +opt=varargin2struct(varargin{:}); +fileendian=upper(jsonopt('IntEndian','B',opt)); +[os,maxelem,systemendian]=computer; + +jsoncount=1; +while pos <= len + switch(next_char) + case '{' + data{jsoncount} = parse_object(opt); + case '[' + data{jsoncount} = parse_array(opt); + otherwise + error_pos('Outer level structure must be an object or an array'); + end + jsoncount=jsoncount+1; +end % while + +jsoncount=length(data); +if(jsoncount==1 && iscell(data)) + data=data{1}; +end + +%%------------------------------------------------------------------------- +function object = parse_object(varargin) + parse_char('{'); + object = []; + type=''; + count=-1; + if(next_char == '$') + type=inStr(pos+1); % TODO + pos=pos+2; + end + if(next_char == '#') + pos=pos+1; + count=double(parse_number()); + end + if next_char ~= '}' + num=0; + while 1 + if(jsonopt('NameIsString',0,varargin{:})) + str = parseStr(varargin{:}); + else + str = parse_name(varargin{:}); + end + if isempty(str) + error_pos('Name of value at position %d cannot be empty'); + end + %parse_char(':'); + val = parse_value(varargin{:}); + num=num+1; + object.(valid_field(str))=val; + if next_char == '}' || (count>=0 && num>=count) + break; + end + %parse_char(','); + end + end + if(count==-1) + parse_char('}'); + end + if(isstruct(object)) + object=struct2jdata(object); + end + +%%------------------------------------------------------------------------- +function [cid,len]=elem_info(type) +id=strfind('iUIlLdD',type); +dataclass={'int8','uint8','int16','int32','int64','single','double'}; +bytelen=[1,1,2,4,8,4,8]; +if(id>0) + cid=dataclass{id}; + len=bytelen(id); +else + error_pos('unsupported type at position %d'); +end +%%------------------------------------------------------------------------- + + +function [data, adv]=parse_block(type,count,varargin) +global pos inStr isoct fileendian systemendian +[cid,len]=elem_info(type); +datastr=inStr(pos:pos+len*count-1); +if(isoct) + newdata=int8(datastr); +else + newdata=uint8(datastr); +end +id=strfind('iUIlLdD',type); +if(fileendian~=systemendian) + newdata=swapbytes(typecast(newdata,cid)); +end +data=typecast(newdata,cid); +adv=double(len*count); + +%%------------------------------------------------------------------------- + + +function object = parse_array(varargin) % JSON array is written in row-major order +global pos inStr + parse_char('['); + object = cell(0, 1); + dim=[]; + type=''; + count=-1; + if(next_char == '$') + type=inStr(pos+1); + pos=pos+2; + end + if(next_char == '#') + pos=pos+1; + if(next_char=='[') + dim=parse_array(varargin{:}); + count=prod(double(dim)); + else + count=double(parse_number()); + end + end + if(~isempty(type)) + if(count>=0) + [object, adv]=parse_block(type,count,varargin{:}); + if(~isempty(dim)) + object=reshape(object,dim); + end + pos=pos+adv; + return; + else + endpos=matching_bracket(inStr,pos); + [cid,len]=elem_info(type); + count=(endpos-pos)/len; + [object, adv]=parse_block(type,count,varargin{:}); + pos=pos+adv; + parse_char(']'); + return; + end + end + if next_char ~= ']' + while 1 + val = parse_value(varargin{:}); + object{end+1} = val; + if next_char == ']' + break; + end + %parse_char(','); + end + end + if(jsonopt('SimplifyCell',0,varargin{:})==1) + try + oldobj=object; + object=cell2mat(object')'; + if(iscell(oldobj) && isstruct(object) && numel(object)>1 && jsonopt('SimplifyCellArray',1,varargin{:})==0) + object=oldobj; + elseif(size(object,1)>1 && ismatrix(object)) + object=object'; + end + catch + end + end + if(count==-1) + parse_char(']'); + end + +%%------------------------------------------------------------------------- + +function parse_char(c) + global pos inStr len + skip_whitespace; + if pos > len || inStr(pos) ~= c + error_pos(sprintf('Expected %c at position %%d', c)); + else + pos = pos + 1; + skip_whitespace; + end + +%%------------------------------------------------------------------------- + +function c = next_char + global pos inStr len + skip_whitespace; + if pos > len + c = []; + else + c = inStr(pos); + end + +%%------------------------------------------------------------------------- + +function skip_whitespace + global pos inStr len + while pos <= len && isspace(inStr(pos)) + pos = pos + 1; + end + +%%------------------------------------------------------------------------- +function str = parse_name(varargin) + global pos inStr + bytelen=double(parse_number()); + if(length(inStr)>=pos+bytelen-1) + str=inStr(pos:pos+bytelen-1); + pos=pos+bytelen; + else + error_pos('End of file while expecting end of name'); + end +%%------------------------------------------------------------------------- + +function str = parseStr(varargin) + global pos inStr + % len, ns = length(inStr), keyboard + type=inStr(pos); + if type ~= 'S' && type ~= 'C' && type ~= 'H' + error_pos('String starting with S expected at position %d'); + else + pos = pos + 1; + end + if(type == 'C') + str=inStr(pos); + pos=pos+1; + return; + end + bytelen=double(parse_number()); + if(length(inStr)>=pos+bytelen-1) + str=inStr(pos:pos+bytelen-1); + pos=pos+bytelen; + else + error_pos('End of file while expecting end of inStr'); + end + +%%------------------------------------------------------------------------- + +function num = parse_number(varargin) + global pos inStr isoct fileendian systemendian + id=strfind('iUIlLdD',inStr(pos)); + if(isempty(id)) + error_pos('expecting a number at position %d'); + end + type={'int8','uint8','int16','int32','int64','single','double'}; + bytelen=[1,1,2,4,8,4,8]; + datastr=inStr(pos+1:pos+bytelen(id)); + if(isoct) + newdata=int8(datastr); + else + newdata=uint8(datastr); + end + if(fileendian~=systemendian) + newdata=swapbytes(typecast(newdata,type{id})); + end + num=typecast(newdata,type{id}); + pos = pos + bytelen(id)+1; + +%%------------------------------------------------------------------------- + +function val = parse_value(varargin) + global pos inStr + + switch(inStr(pos)) + case {'S','C','H'} + val = parseStr(varargin{:}); + return; + case '[' + val = parse_array(varargin{:}); + return; + case '{' + val = parse_object(varargin{:}); + return; + case {'i','U','I','l','L','d','D'} + val = parse_number(varargin{:}); + return; + case 'T' + val = true; + pos = pos + 1; + return; + case 'F' + val = false; + pos = pos + 1; + return; + case {'Z','N'} + val = []; + pos = pos + 1; + return; + end + error_pos('Value expected at position %d'); +%%------------------------------------------------------------------------- + +function error_pos(msg) + global pos inStr len + poShow = max(min([pos-15 pos-1 pos pos+20],len),1); + if poShow(3) == poShow(2) + poShow(3:4) = poShow(2)+[0 -1]; % display nothing after + end + msg = [sprintf(msg, pos) ': ' ... + inStr(poShow(1):poShow(2)) '' inStr(poShow(3):poShow(4)) ]; + error( ['JSONparser:invalidFormat: ' msg] ); + +%%------------------------------------------------------------------------- + +function str = valid_field(str) +global isoct +% From MATLAB doc: field names must begin with a letter, which may be +% followed by any combination of letters, digits, and underscores. +% Invalid characters will be converted to underscores, and the prefix +% "x0x[Hex code]_" will be added if the first character is not a letter. + pos=regexp(str,'^[^A-Za-z]','once'); + if(~isempty(pos)) + if(~isoct) + str=regexprep(str,'^([^A-Za-z])','x0x${sprintf(''%X'',unicode2native($1))}_','once'); + else + str=sprintf('x0x%X_%s',char(str(1)),str(2:end)); + end + end + if(isempty(regexp(str,'[^0-9A-Za-z_]', 'once' ))) + return; + end + if(~isoct) + str=regexprep(str,'([^0-9A-Za-z_])','_0x${sprintf(''%X'',unicode2native($1))}_'); + else + pos=regexp(str,'[^0-9A-Za-z_]'); + if(isempty(pos)) + return; + end + str0=str; + pos0=[0 pos(:)' length(str)]; + str=''; + for i=1:length(pos) + str=[str str0(pos0(i)+1:pos(i)-1) sprintf('_0x%X_',str0(pos(i)))]; + end + if(pos(end)~=length(str)) + str=[str str0(pos0(end-1)+1:pos0(end))]; + end + end + %str(~isletter(str) & ~('0' <= str & str <= '9')) = '_'; + +%%------------------------------------------------------------------------- +function endpos = matching_quote(str,pos) +len=length(str); +while(pos1 && str(pos-1)=='\')) + endpos=pos; + return; + end + end + pos=pos+1; +end +error('unmatched quotation mark'); +%%------------------------------------------------------------------------- +function [endpos, e1l, e1r, maxlevel] = matching_bracket(str,pos) +global arraytoken +level=1; +maxlevel=level; +endpos=0; +bpos=arraytoken(arraytoken>=pos); +tokens=str(bpos); +len=length(tokens); +pos=1; +e1l=[]; +e1r=[]; +while(pos<=len) + c=tokens(pos); + if(c==']') + level=level-1; + if(isempty(e1r)) + e1r=bpos(pos); + end + if(level==0) + endpos=bpos(pos); + return + end + end + if(c=='[') + if(isempty(e1l)) + e1l=bpos(pos); + end + level=level+1; + maxlevel=max(maxlevel,level); + end + if(c=='"') + pos=matching_quote(tokens,pos+1); + end + pos=pos+1; +end +if(endpos==0) + error('unmatched "]"'); +end + diff --git a/library_code/jsonlab/mergestruct.m b/library_code/jsonlab/mergestruct.m new file mode 100644 index 00000000..5448c881 --- /dev/null +++ b/library_code/jsonlab/mergestruct.m @@ -0,0 +1,33 @@ +function s=mergestruct(s1,s2) +% +% s=mergestruct(s1,s2) +% +% merge two struct objects into one +% +% authors:Qianqian Fang (q.fang neu.edu) +% date: 2012/12/22 +% +% input: +% s1,s2: a struct object, s1 and s2 can not be arrays +% +% output: +% s: the merged struct object. fields in s1 and s2 will be combined in s. +% +% license: +% BSD License, see LICENSE_BSD.txt files for details +% +% -- this function is part of jsonlab toolbox (http://iso2mesh.sf.net/cgi-bin/index.cgi?jsonlab) +% + +if(~isstruct(s1) || ~isstruct(s2)) + error('input parameters contain non-struct'); +end +if(length(s1)>1 || length(s2)>1) + error('can not merge struct arrays'); +end +fn=fieldnames(s2); +s=s1; +for i=1:length(fn) + s=setfield(s,fn{i},getfield(s2,fn{i})); +end + diff --git a/library_code/jsonlab/savejson.m b/library_code/jsonlab/savejson.m new file mode 100644 index 00000000..0583ce4f --- /dev/null +++ b/library_code/jsonlab/savejson.m @@ -0,0 +1,552 @@ +function json=savejson(rootname,obj,varargin) +% +% json=savejson(rootname,obj,filename) +% or +% json=savejson(rootname,obj,opt) +% json=savejson(rootname,obj,'param1',value1,'param2',value2,...) +% +% convert a MATLAB object (cell, struct or array) into a JSON (JavaScript +% Object Notation) string +% +% author: Qianqian Fang (q.fang neu.edu) +% created on 2011/09/09 +% +% $Id$ +% +% input: +% rootname: the name of the root-object, when set to '', the root name +% is ignored, however, when opt.ForceRootName is set to 1 (see below), +% the MATLAB variable name will be used as the root name. +% obj: a MATLAB object (array, cell, cell array, struct, struct array, +% class instance). +% filename: a string for the file name to save the output JSON data. +% opt: a struct for additional options, ignore to use default values. +% opt can have the following fields (first in [.|.] is the default) +% +% opt.FileName [''|string]: a file name to save the output JSON data +% opt.FloatFormat ['%.10g'|string]: format to show each numeric element +% of a 1D/2D array; +% opt.ArrayIndent [1|0]: if 1, output explicit data array with +% precedent indentation; if 0, no indentation +% opt.ArrayToStruct[0|1]: when set to 0, savejson outputs 1D/2D +% array in JSON array format; if sets to 1, an +% array will be shown as a struct with fields +% "_ArrayType_", "_ArraySize_" and "_ArrayData_"; for +% sparse arrays, the non-zero elements will be +% saved to _ArrayData_ field in triplet-format i.e. +% (ix,iy,val) and "_ArrayIsSparse_" will be added +% with a value of 1; for a complex array, the +% _ArrayData_ array will include two columns +% (4 for sparse) to record the real and imaginary +% parts, and also "_ArrayIsComplex_":1 is added. +% opt.ParseLogical [0|1]: if this is set to 1, logical array elem +% will use true/false rather than 1/0. +% opt.SingletArray [0|1]: if this is set to 1, arrays with a single +% numerical element will be shown without a square +% bracket, unless it is the root object; if 0, square +% brackets are forced for any numerical arrays. +% opt.SingletCell [1|0]: if 1, always enclose a cell with "[]" +% even it has only one element; if 0, brackets +% are ignored when a cell has only 1 element. +% opt.ForceRootName [0|1]: when set to 1 and rootname is empty, savejson +% will use the name of the passed obj variable as the +% root object name; if obj is an expression and +% does not have a name, 'root' will be used; if this +% is set to 0 and rootname is empty, the root level +% will be merged down to the lower level. +% opt.Inf ['"$1_Inf_"'|string]: a customized regular expression pattern +% to represent +/-Inf. The matched pattern is '([-+]*)Inf' +% and $1 represents the sign. For those who want to use +% 1e999 to represent Inf, they can set opt.Inf to '$11e999' +% opt.NaN ['"_NaN_"'|string]: a customized regular expression pattern +% to represent NaN +% opt.JSONP [''|string]: to generate a JSONP output (JSON with padding), +% for example, if opt.JSONP='foo', the JSON data is +% wrapped inside a function call as 'foo(...);' +% opt.UnpackHex [1|0]: conver the 0x[hex code] output by loadjson +% back to the string form +% opt.SaveBinary [0|1]: 1 - save the JSON file in binary mode; 0 - text mode. +% opt.Compact [0|1]: 1- out compact JSON format (remove all newlines and tabs) +% +% opt can be replaced by a list of ('param',value) pairs. The param +% string is equivallent to a field in opt and is case sensitive. +% output: +% json: a string in the JSON format (see http://json.org) +% +% examples: +% jsonmesh=struct('MeshNode',[0 0 0;1 0 0;0 1 0;1 1 0;0 0 1;1 0 1;0 1 1;1 1 1],... +% 'MeshTetra',[1 2 4 8;1 3 4 8;1 2 6 8;1 5 6 8;1 5 7 8;1 3 7 8],... +% 'MeshTri',[1 2 4;1 2 6;1 3 4;1 3 7;1 5 6;1 5 7;... +% 2 8 4;2 8 6;3 8 4;3 8 7;5 8 6;5 8 7],... +% 'MeshCreator','FangQ','MeshTitle','T6 Cube',... +% 'SpecialData',[nan, inf, -inf]); +% savejson('jmesh',jsonmesh) +% savejson('',jsonmesh,'ArrayIndent',0,'FloatFormat','\t%.5g') +% +% license: +% BSD License, see LICENSE_BSD.txt files for details +% +% -- this function is part of JSONLab toolbox (http://iso2mesh.sf.net/cgi-bin/index.cgi?jsonlab) +% + +if(nargin==1) + varname=inputname(1); + obj=rootname; + if(isempty(varname)) + varname='root'; + end + rootname=varname; +else + varname=inputname(2); +end +if(length(varargin)==1 && ischar(varargin{1})) + opt=struct('filename',varargin{1}); +else + opt=varargin2struct(varargin{:}); +end +opt.IsOctave=exist('OCTAVE_VERSION','builtin'); +if(isfield(opt,'norowbracket')) + warning('Option ''NoRowBracket'' is depreciated, please use ''SingletArray'' and set its value to not(NoRowBracket)'); + if(~isfield(opt,'singletarray')) + opt.singletarray=not(opt.norowbracket); + end +end +rootisarray=0; +rootlevel=1; +forceroot=jsonopt('ForceRootName',0,opt); +if((isnumeric(obj) || islogical(obj) || ischar(obj) || isstruct(obj) || ... + iscell(obj) || isobject(obj)) && isempty(rootname) && forceroot==0) + rootisarray=1; + rootlevel=0; +else + if(isempty(rootname)) + rootname=varname; + end +end +if((isstruct(obj) || iscell(obj))&& isempty(rootname) && forceroot) + rootname='root'; +end + +whitespaces=struct('tab',sprintf('\t'),'newline',sprintf('\n'),'sep',sprintf(',\n')); +if(jsonopt('Compact',0,opt)==1) + whitespaces=struct('tab','','newline','','sep',','); +end +if(~isfield(opt,'whitespaces_')) + opt.whitespaces_=whitespaces; +end + +nl=whitespaces.newline; + +json=obj2json(rootname,obj,rootlevel,opt); +if(rootisarray) + json=sprintf('%s%s',json,nl); +else + json=sprintf('{%s%s%s}\n',nl,json,nl); +end + +jsonp=jsonopt('JSONP','',opt); +if(~isempty(jsonp)) + json=sprintf('%s(%s);%s',jsonp,json,nl); +end + +% save to a file if FileName is set, suggested by Patrick Rapin +filename=jsonopt('FileName','',opt); +if(~isempty(filename)) + if(jsonopt('SaveBinary',0,opt)==1) + fid = fopen(filename, 'wb'); + fwrite(fid,json); + else + fid = fopen(filename, 'wt'); + fwrite(fid,json,'char'); + end + fclose(fid); +end + +%%------------------------------------------------------------------------- +function txt=obj2json(name,item,level,varargin) + +if(iscell(item)) + txt=cell2json(name,item,level,varargin{:}); +elseif(isstruct(item)) + txt=struct2json(name,item,level,varargin{:}); +elseif(ischar(item)) + txt=str2json(name,item,level,varargin{:}); +elseif(isobject(item)) + txt=matlabobject2json(name,item,level,varargin{:}); +else + txt=mat2json(name,item,level,varargin{:}); +end + +%%------------------------------------------------------------------------- +function txt=cell2json(name,item,level,varargin) +txt={}; +if(~iscell(item)) + error('input is not a cell'); +end + +dim=size(item); +if(ndims(squeeze(item))>2) % for 3D or higher dimensions, flatten to 2D for now + item=reshape(item,dim(1),numel(item)/dim(1)); + dim=size(item); +end +len=numel(item); +ws=jsonopt('whitespaces_',struct('tab',sprintf('\t'),'newline',sprintf('\n'),'sep',sprintf(',\n')),varargin{:}); +padding0=repmat(ws.tab,1,level); +padding2=repmat(ws.tab,1,level+1); +nl=ws.newline; +bracketlevel=~jsonopt('singletcell',1,varargin{:}); +if(len>bracketlevel) + if(~isempty(name)) + txt={padding0, '"', checkname(name,varargin{:}),'": [', nl}; name=''; + else + txt={padding0, '[', nl}; + end +elseif(len==0) + if(~isempty(name)) + txt={padding0, '"' checkname(name,varargin{:}) '": []'}; name=''; + else + txt={padding0, '[]'}; + end +end +for i=1:dim(1) + if(dim(1)>1) + txt(end+1:end+3)={padding2,'[',nl}; + end + for j=1:dim(2) + txt{end+1}=obj2json(name,item{i,j},level+(dim(1)>1)+(len>bracketlevel),varargin{:}); + if(j1) + txt(end+1:end+3)={nl,padding2,']'}; + end + if(ibracketlevel) + txt(end+1:end+3)={nl,padding0,']'}; +end +txt = sprintf('%s',txt{:}); + +%%------------------------------------------------------------------------- +function txt=struct2json(name,item,level,varargin) +txt={}; +if(~isstruct(item)) + error('input is not a struct'); +end +dim=size(item); +if(ndims(squeeze(item))>2) % for 3D or higher dimensions, flatten to 2D for now + item=reshape(item,dim(1),numel(item)/dim(1)); + dim=size(item); +end +len=numel(item); +forcearray= (len>1 || (jsonopt('SingletArray',0,varargin{:})==1 && level>0)); +ws=struct('tab',sprintf('\t'),'newline',sprintf('\n')); +ws=jsonopt('whitespaces_',ws,varargin{:}); +padding0=repmat(ws.tab,1,level); +padding2=repmat(ws.tab,1,level+1); +padding1=repmat(ws.tab,1,level+(dim(1)>1)+forcearray); +nl=ws.newline; + +if(isempty(item)) + if(~isempty(name)) + txt={padding0, '"', checkname(name,varargin{:}),'": []'}; + else + txt={padding0, '[]'}; + end + txt = sprintf('%s',txt{:}); + return; +end +if(~isempty(name)) + if(forcearray) + txt={padding0, '"', checkname(name,varargin{:}),'": [', nl}; + end +else + if(forcearray) + txt={padding0, '[', nl}; + end +end +for j=1:dim(2) + if(dim(1)>1) + txt(end+1:end+3)={padding2,'[',nl}; + end + for i=1:dim(1) + names = fieldnames(item(i,j)); + if(~isempty(name) && len==1 && ~forcearray) + txt(end+1:end+5)={padding1, '"', checkname(name,varargin{:}),'": {', nl}; + else + txt(end+1:end+3)={padding1, '{', nl}; + end + if(~isempty(names)) + for e=1:length(names) + txt{end+1}=obj2json(names{e},item(i,j).(names{e}),... + level+(dim(1)>1)+1+forcearray,varargin{:}); + if(e1) + txt(end+1:end+3)={nl,padding2,']'}; + end + if(j1) + txt={padding1, '"', checkname(name,varargin{:}),'": [', nl}; + end +else + if(len>1) + txt={padding1, '[', nl}; + end +end +for e=1:len + val=escapejsonstring(item(e,:)); + if(len==1) + obj=['"' checkname(name,varargin{:}) '": ' '"',val,'"']; + if(isempty(name)) + obj=['"',val,'"']; + end + txt(end+1:end+2)={padding1, obj}; + else + txt(end+1:end+4)={padding0,'"',val,'"'}; + end + if(e==len) + sep=''; + end + txt{end+1}=sep; +end +if(len>1) + txt(end+1:end+3)={nl,padding1,']'}; +end +txt = sprintf('%s',txt{:}); + +%%------------------------------------------------------------------------- +function txt=mat2json(name,item,level,varargin) +if(~isnumeric(item) && ~islogical(item)) + error('input is not an array'); +end +ws=struct('tab',sprintf('\t'),'newline',sprintf('\n'),'sep',sprintf(',\n')); +ws=jsonopt('whitespaces_',ws,varargin{:}); +padding1=repmat(ws.tab,1,level); +padding0=repmat(ws.tab,1,level+1); +nl=ws.newline; +sep=ws.sep; + +if(length(size(item))>2 || issparse(item) || ~isreal(item) || ... + (isempty(item) && any(size(item))) ||jsonopt('ArrayToStruct',0,varargin{:})) + if(isempty(name)) + txt=sprintf('%s{%s%s"_ArrayType_": "%s",%s%s"_ArraySize_": %s,%s',... + padding1,nl,padding0,class(item),nl,padding0,regexprep(mat2str(size(item)),'\s+',','),nl); + else + txt=sprintf('%s"%s": {%s%s"_ArrayType_": "%s",%s%s"_ArraySize_": %s,%s',... + padding1,checkname(name,varargin{:}),nl,padding0,class(item),nl,padding0,regexprep(mat2str(size(item)),'\s+',','),nl); + end +else + if(numel(item)==1 && jsonopt('SingletArray',0,varargin{:})==0 && level>0) + numtxt=regexprep(regexprep(matdata2json(item,level+1,varargin{:}),'^\[',''),']',''); + else + numtxt=matdata2json(item,level+1,varargin{:}); + end + if(isempty(name)) + txt=sprintf('%s%s',padding1,numtxt); + else + if(numel(item)==1 && jsonopt('SingletArray',0,varargin{:})==0) + txt=sprintf('%s"%s": %s',padding1,checkname(name,varargin{:}),numtxt); + else + txt=sprintf('%s"%s": %s',padding1,checkname(name,varargin{:}),numtxt); + end + end + return; +end +dataformat='%s%s%s%s%s'; + +if(issparse(item)) + [ix,iy]=find(item); + data=full(item(find(item))); + if(~isreal(item)) + data=[real(data(:)),imag(data(:))]; + if(size(item,1)==1) + % Kludge to have data's 'transposedness' match item's. + % (Necessary for complex row vector handling below.) + data=data'; + end + txt=sprintf(dataformat,txt,padding0,'"_ArrayIsComplex_": ','1', sep); + end + txt=sprintf(dataformat,txt,padding0,'"_ArrayIsSparse_": ','1', sep); + if(size(item,1)==1) + % Row vector, store only column indices. + txt=sprintf(dataformat,txt,padding0,'"_ArrayData_": ',... + matdata2json([iy(:),data'],level+2,varargin{:}), nl); + elseif(size(item,2)==1) + % Column vector, store only row indices. + txt=sprintf(dataformat,txt,padding0,'"_ArrayData_": ',... + matdata2json([ix,data],level+2,varargin{:}), nl); + else + % General case, store row and column indices. + txt=sprintf(dataformat,txt,padding0,'"_ArrayData_": ',... + matdata2json([ix,iy,data],level+2,varargin{:}), nl); + end +else + if(isreal(item)) + txt=sprintf(dataformat,txt,padding0,'"_ArrayData_": ',... + matdata2json(item(:)',level+2,varargin{:}), nl); + else + txt=sprintf(dataformat,txt,padding0,'"_ArrayIsComplex_": ','1', sep); + txt=sprintf(dataformat,txt,padding0,'"_ArrayData_": ',... + matdata2json([real(item(:)) imag(item(:))],level+2,varargin{:}), nl); + end +end +txt=sprintf('%s%s%s',txt,padding1,'}'); + +%%------------------------------------------------------------------------- +function txt=matlabobject2json(name,item,level,varargin) +if numel(item) == 0 %empty object + st = struct(); +else + % "st = struct(item);" would produce an inmutable warning, because it + % make the protected and private properties visible. Instead we get the + % visible properties + propertynames = properties(item); + for p = 1:numel(propertynames) + for o = numel(item):-1:1 % aray of objects + st(o).(propertynames{p}) = item(o).(propertynames{p}); + end + end +end +txt=struct2json(name,st,level,varargin{:}); + +%%------------------------------------------------------------------------- +function txt=matdata2json(mat,level,varargin) + +ws=struct('tab',sprintf('\t'),'newline',sprintf('\n'),'sep',sprintf(',\n')); +ws=jsonopt('whitespaces_',ws,varargin{:}); +tab=ws.tab; +nl=ws.newline; + +if(size(mat,1)==1) + pre=''; + post=''; + level=level-1; +else + pre=sprintf('[%s',nl); + post=sprintf('%s%s]',nl,repmat(tab,1,level-1)); +end + +if(isempty(mat)) + txt='null'; + return; +end +floatformat=jsonopt('FloatFormat','%.10g',varargin{:}); +%if(numel(mat)>1) + formatstr=['[' repmat([floatformat ','],1,size(mat,2)-1) [floatformat sprintf('],%s',nl)]]; +%else +% formatstr=[repmat([floatformat ','],1,size(mat,2)-1) [floatformat sprintf(',\n')]]; +%end + +if(nargin>=2 && size(mat,1)>1 && jsonopt('ArrayIndent',1,varargin{:})==1) + formatstr=[repmat(tab,1,level) formatstr]; +end + +txt=sprintf(formatstr,mat'); +txt(end-length(nl):end)=[]; +if(islogical(mat) && jsonopt('ParseLogical',0,varargin{:})==1) + txt=regexprep(txt,'1','true'); + txt=regexprep(txt,'0','false'); +end +%txt=regexprep(mat2str(mat),'\s+',','); +%txt=regexprep(txt,';',sprintf('],\n[')); +% if(nargin>=2 && size(mat,1)>1) +% txt=regexprep(txt,'\[',[repmat(sprintf('\t'),1,level) '[']); +% end +txt=[pre txt post]; +if(any(isinf(mat(:)))) + txt=regexprep(txt,'([-+]*)Inf',jsonopt('Inf','"$1_Inf_"',varargin{:})); +end +if(any(isnan(mat(:)))) + txt=regexprep(txt,'NaN',jsonopt('NaN','"_NaN_"',varargin{:})); +end + +%%------------------------------------------------------------------------- +function newname=checkname(name,varargin) +isunpack=jsonopt('UnpackHex',1,varargin{:}); +newname=name; +if(isempty(regexp(name,'0x([0-9a-fA-F]+)_','once'))) + return +end +if(isunpack) + isoct=jsonopt('IsOctave',0,varargin{:}); + if(~isoct) + newname=regexprep(name,'(^x|_){1}0x([0-9a-fA-F]+)_','${native2unicode(hex2dec($2))}'); + else + pos=regexp(name,'(^x|_){1}0x([0-9a-fA-F]+)_','start'); + pend=regexp(name,'(^x|_){1}0x([0-9a-fA-F]+)_','end'); + if(isempty(pos)) + return; + end + str0=name; + pos0=[0 pend(:)' length(name)]; + newname=''; + for i=1:length(pos) + newname=[newname str0(pos0(i)+1:pos(i)-1) char(hex2dec(str0(pos(i)+3:pend(i)-1)))]; + end + if(pos(end)~=length(name)) + newname=[newname str0(pos0(end-1)+1:pos0(end))]; + end + end +end + +%%------------------------------------------------------------------------- +function newstr=escapejsonstring(str) +newstr=str; +isoct=exist('OCTAVE_VERSION','builtin'); +if(isoct) + vv=sscanf(OCTAVE_VERSION,'%f'); + if(vv(1)>=3.8) + isoct=0; + end +end +if(isoct) + escapechars={'\\','\"','\/','\a','\f','\n','\r','\t','\v'}; + for i=1:length(escapechars); + newstr=regexprep(newstr,escapechars{i},escapechars{i}); + end + newstr=regexprep(newstr,'\\\\(u[0-9a-fA-F]{4}[^0-9a-fA-F]*)','\$1'); +else + escapechars={'\\','\"','\/','\a','\b','\f','\n','\r','\t','\v'}; + for i=1:length(escapechars); + newstr=regexprep(newstr,escapechars{i},regexprep(escapechars{i},'\\','\\\\')); + end + newstr=regexprep(newstr,'\\\\(u[0-9a-fA-F]{4}[^0-9a-fA-F]*)','\\$1'); +end diff --git a/library_code/jsonlab/saveubjson.m b/library_code/jsonlab/saveubjson.m new file mode 100644 index 00000000..66b3d2cf --- /dev/null +++ b/library_code/jsonlab/saveubjson.m @@ -0,0 +1,562 @@ +function json=saveubjson(rootname,obj,varargin) +% +% json=saveubjson(rootname,obj,filename) +% or +% json=saveubjson(rootname,obj,opt) +% json=saveubjson(rootname,obj,'param1',value1,'param2',value2,...) +% +% convert a MATLAB object (cell, struct or array) into a Universal +% Binary JSON (UBJSON) binary string +% +% author: Qianqian Fang (q.fang neu.edu) +% created on 2013/08/17 +% +% $Id$ +% +% input: +% rootname: the name of the root-object, when set to '', the root name +% is ignored, however, when opt.ForceRootName is set to 1 (see below), +% the MATLAB variable name will be used as the root name. +% obj: a MATLAB object (array, cell, cell array, struct, struct array, +% class instance) +% filename: a string for the file name to save the output UBJSON data +% opt: a struct for additional options, ignore to use default values. +% opt can have the following fields (first in [.|.] is the default) +% +% opt.FileName [''|string]: a file name to save the output JSON data +% opt.ArrayToStruct[0|1]: when set to 0, saveubjson outputs 1D/2D +% array in JSON array format; if sets to 1, an +% array will be shown as a struct with fields +% "_ArrayType_", "_ArraySize_" and "_ArrayData_"; for +% sparse arrays, the non-zero elements will be +% saved to _ArrayData_ field in triplet-format i.e. +% (ix,iy,val) and "_ArrayIsSparse_" will be added +% with a value of 1; for a complex array, the +% _ArrayData_ array will include two columns +% (4 for sparse) to record the real and imaginary +% parts, and also "_ArrayIsComplex_":1 is added. +% opt.ParseLogical [1|0]: if this is set to 1, logical array elem +% will use true/false rather than 1/0. +% opt.SingletArray [0|1]: if this is set to 1, arrays with a single +% numerical element will be shown without a square +% bracket, unless it is the root object; if 0, square +% brackets are forced for any numerical arrays. +% opt.SingletCell [1|0]: if 1, always enclose a cell with "[]" +% even it has only one element; if 0, brackets +% are ignored when a cell has only 1 element. +% opt.ForceRootName [0|1]: when set to 1 and rootname is empty, saveubjson +% will use the name of the passed obj variable as the +% root object name; if obj is an expression and +% does not have a name, 'root' will be used; if this +% is set to 0 and rootname is empty, the root level +% will be merged down to the lower level. +% opt.JSONP [''|string]: to generate a JSONP output (JSON with padding), +% for example, if opt.JSON='foo', the JSON data is +% wrapped inside a function call as 'foo(...);' +% opt.UnpackHex [1|0]: conver the 0x[hex code] output by loadjson +% back to the string form +% +% opt can be replaced by a list of ('param',value) pairs. The param +% string is equivallent to a field in opt and is case sensitive. +% output: +% json: a binary string in the UBJSON format (see http://ubjson.org) +% +% examples: +% jsonmesh=struct('MeshNode',[0 0 0;1 0 0;0 1 0;1 1 0;0 0 1;1 0 1;0 1 1;1 1 1],... +% 'MeshTetra',[1 2 4 8;1 3 4 8;1 2 6 8;1 5 6 8;1 5 7 8;1 3 7 8],... +% 'MeshTri',[1 2 4;1 2 6;1 3 4;1 3 7;1 5 6;1 5 7;... +% 2 8 4;2 8 6;3 8 4;3 8 7;5 8 6;5 8 7],... +% 'MeshCreator','FangQ','MeshTitle','T6 Cube',... +% 'SpecialData',[nan, inf, -inf]); +% saveubjson('jsonmesh',jsonmesh) +% saveubjson('jsonmesh',jsonmesh,'meshdata.ubj') +% +% license: +% BSD License, see LICENSE_BSD.txt files for details +% +% -- this function is part of JSONLab toolbox (http://iso2mesh.sf.net/cgi-bin/index.cgi?jsonlab) +% + +if(nargin==1) + varname=inputname(1); + obj=rootname; + if(isempty(varname)) + varname='root'; + end + rootname=varname; +else + varname=inputname(2); +end +if(length(varargin)==1 && ischar(varargin{1})) + opt=struct('filename',varargin{1}); +else + opt=varargin2struct(varargin{:}); +end +opt.IsOctave=exist('OCTAVE_VERSION','builtin'); +if(isfield(opt,'norowbracket')) + warning('Option ''NoRowBracket'' is depreciated, please use ''SingletArray'' and set its value to not(NoRowBracket)'); + if(~isfield(opt,'singletarray')) + opt.singletarray=not(opt.norowbracket); + end +end +rootisarray=0; +rootlevel=1; +forceroot=jsonopt('ForceRootName',0,opt); +if((isnumeric(obj) || islogical(obj) || ischar(obj) || isstruct(obj) || ... + iscell(obj) || isobject(obj)) && isempty(rootname) && forceroot==0) + rootisarray=1; + rootlevel=0; +else + if(isempty(rootname)) + rootname=varname; + end +end +if((isstruct(obj) || iscell(obj))&& isempty(rootname) && forceroot) + rootname='root'; +end +json=obj2ubjson(rootname,obj,rootlevel,opt); +if(~rootisarray) + json=['{' json '}']; +end + +jsonp=jsonopt('JSONP','',opt); +if(~isempty(jsonp)) + json=[jsonp '(' json ')']; +end + +% save to a file if FileName is set, suggested by Patrick Rapin +filename=jsonopt('FileName','',opt); +if(~isempty(filename)) + fid = fopen(filename, 'wb'); + fwrite(fid,json); + fclose(fid); +end + +%%------------------------------------------------------------------------- +function txt=obj2ubjson(name,item,level,varargin) + +if(iscell(item)) + txt=cell2ubjson(name,item,level,varargin{:}); +elseif(isstruct(item)) + txt=struct2ubjson(name,item,level,varargin{:}); +elseif(ischar(item)) + txt=str2ubjson(name,item,level,varargin{:}); +elseif(isobject(item)) + txt=matlabobject2ubjson(name,item,level,varargin{:}); +else + txt=mat2ubjson(name,item,level,varargin{:}); +end + +%%------------------------------------------------------------------------- +function txt=cell2ubjson(name,item,level,varargin) +txt=''; +if(~iscell(item)) + error('input is not a cell'); +end + +dim=size(item); +if(ndims(squeeze(item))>2) % for 3D or higher dimensions, flatten to 2D for now + item=reshape(item,dim(1),numel(item)/dim(1)); + dim=size(item); +end +bracketlevel=~jsonopt('singletcell',1,varargin{:}); +len=numel(item); % let's handle 1D cell first +if(len>bracketlevel) + if(~isempty(name)) + txt=[N_(checkname(name,varargin{:})) '[']; name=''; + else + txt='['; + end +elseif(len==0) + if(~isempty(name)) + txt=[N_(checkname(name,varargin{:})) 'Z']; name=''; + else + txt='Z'; + end +end +for j=1:dim(2) + if(dim(1)>1) + txt=[txt '[']; + end + for i=1:dim(1) + txt=[txt obj2ubjson(name,item{i,j},level+(len>bracketlevel),varargin{:})]; + end + if(dim(1)>1) + txt=[txt ']']; + end +end +if(len>bracketlevel) + txt=[txt ']']; +end + +%%------------------------------------------------------------------------- +function txt=struct2ubjson(name,item,level,varargin) +txt=''; +if(~isstruct(item)) + error('input is not a struct'); +end +dim=size(item); +if(ndims(squeeze(item))>2) % for 3D or higher dimensions, flatten to 2D for now + item=reshape(item,dim(1),numel(item)/dim(1)); + dim=size(item); +end +len=numel(item); +forcearray= (len>1 || (jsonopt('SingletArray',0,varargin{:})==1 && level>0)); + +if(~isempty(name)) + if(forcearray) + txt=[N_(checkname(name,varargin{:})) '[']; + end +else + if(forcearray) + txt='['; + end +end +for j=1:dim(2) + if(dim(1)>1) + txt=[txt '[']; + end + for i=1:dim(1) + names = fieldnames(item(i,j)); + if(~isempty(name) && len==1 && ~forcearray) + txt=[txt N_(checkname(name,varargin{:})) '{']; + else + txt=[txt '{']; + end + if(~isempty(names)) + for e=1:length(names) + txt=[txt obj2ubjson(names{e},item(i,j).(names{e}),... + level+(dim(1)>1)+1+forcearray,varargin{:})]; + end + end + txt=[txt '}']; + end + if(dim(1)>1) + txt=[txt ']']; + end +end +if(forcearray) + txt=[txt ']']; +end + +%%------------------------------------------------------------------------- +function txt=str2ubjson(name,item,level,varargin) +txt=''; +if(~ischar(item)) + error('input is not a string'); +end +item=reshape(item, max(size(item),[1 0])); +len=size(item,1); + +if(~isempty(name)) + if(len>1) + txt=[N_(checkname(name,varargin{:})) '[']; + end +else + if(len>1) + txt='['; + end +end +for e=1:len + val=item(e,:); + if(len==1) + obj=[N_(checkname(name,varargin{:})) '' '',S_(val),'']; + if(isempty(name)) + obj=['',S_(val),'']; + end + txt=[txt,'',obj]; + else + txt=[txt,'',['',S_(val),'']]; + end +end +if(len>1) + txt=[txt ']']; +end + +%%------------------------------------------------------------------------- +function txt=mat2ubjson(name,item,level,varargin) +if(~isnumeric(item) && ~islogical(item)) + error('input is not an array'); +end + +if(length(size(item))>2 || issparse(item) || ~isreal(item) || ... + (isempty(item) && any(size(item))) ||jsonopt('ArrayToStruct',0,varargin{:})) + cid=I_(uint32(max(size(item)))); + if(isempty(name)) + txt=['{' N_('_ArrayType_'),S_(class(item)),N_('_ArraySize_'),I_a(size(item),cid(1)) ]; + else + if(isempty(item)) + txt=[N_(checkname(name,varargin{:})),'Z']; + return; + else + txt=[N_(checkname(name,varargin{:})),'{',N_('_ArrayType_'),S_(class(item)),N_('_ArraySize_'),I_a(size(item),cid(1))]; + end + end +else + if(isempty(name)) + txt=matdata2ubjson(item,level+1,varargin{:}); + else + if(numel(item)==1 && jsonopt('SingletArray',0,varargin{:})==0) + numtxt=regexprep(regexprep(matdata2ubjson(item,level+1,varargin{:}),'^\[',''),']',''); + txt=[N_(checkname(name,varargin{:})) numtxt]; + else + txt=[N_(checkname(name,varargin{:})),matdata2ubjson(item,level+1,varargin{:})]; + end + end + return; +end +if(issparse(item)) + [ix,iy]=find(item); + data=full(item(find(item))); + if(~isreal(item)) + data=[real(data(:)),imag(data(:))]; + if(size(item,1)==1) + % Kludge to have data's 'transposedness' match item's. + % (Necessary for complex row vector handling below.) + data=data'; + end + txt=[txt,N_('_ArrayIsComplex_'),'T']; + end + txt=[txt,N_('_ArrayIsSparse_'),'T']; + if(size(item,1)==1) + % Row vector, store only column indices. + txt=[txt,N_('_ArrayData_'),... + matdata2ubjson([iy(:),data'],level+2,varargin{:})]; + elseif(size(item,2)==1) + % Column vector, store only row indices. + txt=[txt,N_('_ArrayData_'),... + matdata2ubjson([ix,data],level+2,varargin{:})]; + else + % General case, store row and column indices. + txt=[txt,N_('_ArrayData_'),... + matdata2ubjson([ix,iy,data],level+2,varargin{:})]; + end +else + if(isreal(item)) + txt=[txt,N_('_ArrayData_'),... + matdata2ubjson(item(:)',level+2,varargin{:})]; + else + txt=[txt,N_('_ArrayIsComplex_'),'T']; + txt=[txt,N_('_ArrayData_'),... + matdata2ubjson([real(item(:)) imag(item(:))],level+2,varargin{:})]; + end +end +txt=[txt,'}']; + +%%------------------------------------------------------------------------- +function txt=matlabobject2ubjson(name,item,level,varargin) +if numel(item) == 0 %empty object + st = struct(); +else + % "st = struct(item);" would produce an inmutable warning, because it + % make the protected and private properties visible. Instead we get the + % visible properties + propertynames = properties(item); + for p = 1:numel(propertynames) + for o = numel(item):-1:1 % aray of objects + st(o).(propertynames{p}) = item(o).(propertynames{p}); + end + end +end +txt=struct2ubjson(name,st,level,varargin{:}); + +%%------------------------------------------------------------------------- +function txt=matdata2ubjson(mat,level,varargin) +if(isempty(mat)) + txt='Z'; + return; +end +type=''; +hasnegtive=(mat<0); +if(isa(mat,'integer') || isinteger(mat) || (isfloat(mat) && all(mod(mat(:),1) == 0))) + if(isempty(hasnegtive)) + if(max(mat(:))<=2^8) + type='U'; + end + end + if(isempty(type)) + % todo - need to consider negative ones separately + id= histc(abs(max(mat(:))),[0 2^7 2^15 2^31 2^63]); + if(isempty(id~=0)) + error('high-precision data is not yet supported'); + end + key='iIlL'; + type=key(id~=0); + end + txt=[I_a(mat(:),type,size(mat))]; +elseif(islogical(mat)) + logicalval='FT'; + if(numel(mat)==1) + txt=logicalval(mat+1); + else + txt=['[$U#' I_a(size(mat),'l') typecast(swapbytes(uint8(mat(:)')),'uint8')]; + end +else + if(numel(mat)==1) + txt=['[' D_(mat) ']']; + else + txt=D_a(mat(:),'D',size(mat)); + end +end + +%txt=regexprep(mat2str(mat),'\s+',','); +%txt=regexprep(txt,';',sprintf('],[')); +% if(nargin>=2 && size(mat,1)>1) +% txt=regexprep(txt,'\[',[repmat(sprintf('\t'),1,level) '[']); +% end +if(any(isinf(mat(:)))) + txt=regexprep(txt,'([-+]*)Inf',jsonopt('Inf','"$1_Inf_"',varargin{:})); +end +if(any(isnan(mat(:)))) + txt=regexprep(txt,'NaN',jsonopt('NaN','"_NaN_"',varargin{:})); +end + +%%------------------------------------------------------------------------- +function newname=checkname(name,varargin) +isunpack=jsonopt('UnpackHex',1,varargin{:}); +newname=name; +if(isempty(regexp(name,'0x([0-9a-fA-F]+)_','once'))) + return +end +if(isunpack) + isoct=jsonopt('IsOctave',0,varargin{:}); + if(~isoct) + newname=regexprep(name,'(^x|_){1}0x([0-9a-fA-F]+)_','${native2unicode(hex2dec($2))}'); + else + pos=regexp(name,'(^x|_){1}0x([0-9a-fA-F]+)_','start'); + pend=regexp(name,'(^x|_){1}0x([0-9a-fA-F]+)_','end'); + if(isempty(pos)) + return; + end + str0=name; + pos0=[0 pend(:)' length(name)]; + newname=''; + for i=1:length(pos) + newname=[newname str0(pos0(i)+1:pos(i)-1) char(hex2dec(str0(pos(i)+3:pend(i)-1)))]; + end + if(pos(end)~=length(name)) + newname=[newname str0(pos0(end-1)+1:pos0(end))]; + end + end +end +%%------------------------------------------------------------------------- +function val=N_(str) +val=[I_(int32(length(str))) str]; +%%------------------------------------------------------------------------- +function val=S_(str) +if(length(str)==1) + val=['C' str]; +else + val=['S' I_(int32(length(str))) str]; +end +%%------------------------------------------------------------------------- +function val=I_(num) +if(~isinteger(num)) + error('input is not an integer'); +end +if(num>=0 && num<255) + val=['U' data2byte(swapbytes(cast(num,'uint8')),'uint8')]; + return; +end +key='iIlL'; +cid={'int8','int16','int32','int64'}; +for i=1:4 + if((num>0 && num<2^(i*8-1)) || (num<0 && num>=-2^(i*8-1))) + val=[key(i) data2byte(swapbytes(cast(num,cid{i})),'uint8')]; + return; + end +end +error('unsupported integer'); + +%%------------------------------------------------------------------------- +function val=D_(num) +if(~isfloat(num)) + error('input is not a float'); +end + +if(isa(num,'single')) + val=['d' data2byte(swapbytes(num),'uint8')]; +else + val=['D' data2byte(swapbytes(num),'uint8')]; +end +%%------------------------------------------------------------------------- +function data=I_a(num,type,dim,format) +id=find(ismember('iUIlL',type)); + +if(id==0) + error('unsupported integer array'); +end + +% based on UBJSON specs, all integer types are stored in big endian format + +if(id==1) + data=data2byte(swapbytes(int8(num)),'uint8'); + blen=1; +elseif(id==2) + data=data2byte(swapbytes(uint8(num)),'uint8'); + blen=1; +elseif(id==3) + data=data2byte(swapbytes(int16(num)),'uint8'); + blen=2; +elseif(id==4) + data=data2byte(swapbytes(int32(num)),'uint8'); + blen=4; +elseif(id==5) + data=data2byte(swapbytes(int64(num)),'uint8'); + blen=8; +end + +if(nargin>=3 && length(dim)>=2 && prod(dim)~=dim(2)) + format='opt'; +end +if((nargin<4 || strcmp(format,'opt')) && numel(num)>1) + if(nargin>=3 && (length(dim)==1 || (length(dim)>=2 && prod(dim)~=dim(2)))) + cid=I_(uint32(max(dim))); + data=['$' type '#' I_a(dim,cid(1)) data(:)']; + else + data=['$' type '#' I_(int32(numel(data)/blen)) data(:)']; + end + data=['[' data(:)']; +else + data=reshape(data,blen,numel(data)/blen); + data(2:blen+1,:)=data; + data(1,:)=type; + data=data(:)'; + data=['[' data(:)' ']']; +end +%%------------------------------------------------------------------------- +function data=D_a(num,type,dim,format) +id=find(ismember('dD',type)); + +if(id==0) + error('unsupported float array'); +end + +if(id==1) + data=data2byte(swapbytes(single(num)),'uint8'); +elseif(id==2) + data=data2byte(swapbytes(double(num)),'uint8'); +end + +if(nargin>=3 && length(dim)>=2 && prod(dim)~=dim(2)) + format='opt'; +end +if((nargin<4 || strcmp(format,'opt')) && numel(num)>1) + if(nargin>=3 && (length(dim)==1 || (length(dim)>=2 && prod(dim)~=dim(2)))) + cid=I_(uint32(max(dim))); + data=['$' type '#' I_a(dim,cid(1)) data(:)']; + else + data=['$' type '#' I_(int32(numel(data)/(id*4))) data(:)']; + end + data=['[' data]; +else + data=reshape(data,(id*4),length(data)/(id*4)); + data(2:(id*4+1),:)=data; + data(1,:)=type; + data=data(:)'; + data=['[' data(:)' ']']; +end +%%------------------------------------------------------------------------- +function bytes=data2byte(varargin) +bytes=typecast(varargin{:}); +bytes=bytes(:)'; diff --git a/library_code/jsonlab/struct2jdata.m b/library_code/jsonlab/struct2jdata.m new file mode 100644 index 00000000..8980dfed --- /dev/null +++ b/library_code/jsonlab/struct2jdata.m @@ -0,0 +1,96 @@ +function newdata=struct2jdata(data,varargin) +% +% newdata=struct2jdata(data,opt,...) +% +% convert a JData object (in the form of a struct array) into an array +% +% authors:Qianqian Fang (q.fang neu.edu) +% +% input: +% data: a struct array. If data contains JData keywords in the first +% level children, these fields are parsed and regrouped into a +% data object (arrays, trees, graphs etc) based on JData +% specification. The JData keywords are +% "_ArrayType_", "_ArraySize_", "_ArrayData_" +% "_ArrayIsSparse_", "_ArrayIsComplex_" +% opt: (optional) a list of 'Param',value pairs for additional options +% The supported options include +% 'Recursive', if set to 1, will apply the conversion to +% every child; 0 to disable +% +% output: +% newdata: the covnerted data if the input data does contain a JData +% structure; otherwise, the same as the input. +% +% examples: +% obj=struct('_ArrayType_','double','_ArraySize_',[2 3], +% '_ArrayIsSparse_',1 ,'_ArrayData_',null); +% ubjdata=struct2jdata(obj); +% +% license: +% BSD License, see LICENSE_BSD.txt files for details +% +% -- this function is part of JSONLab toolbox (http://iso2mesh.sf.net/cgi-bin/index.cgi?jsonlab) +% + +fn=fieldnames(data); +newdata=data; +len=length(data); +if(jsonopt('Recursive',0,varargin{:})==1) + for i=1:length(fn) % depth-first + for j=1:len + if(isstruct(getfield(data(j),fn{i}))) + newdata(j)=setfield(newdata(j),fn{i},jstruct2array(getfield(data(j),fn{i}))); + end + end + end +end +if(~isempty(strmatch('x0x5F_ArrayType_',fn)) && ~isempty(strmatch('x0x5F_ArrayData_',fn))) + newdata=cell(len,1); + for j=1:len + ndata=cast(data(j).x0x5F_ArrayData_,data(j).x0x5F_ArrayType_); + iscpx=0; + if(~isempty(strmatch('x0x5F_ArrayIsComplex_',fn))) + if(data(j).x0x5F_ArrayIsComplex_) + iscpx=1; + end + end + if(~isempty(strmatch('x0x5F_ArrayIsSparse_',fn))) + if(data(j).x0x5F_ArrayIsSparse_) + if(~isempty(strmatch('x0x5F_ArraySize_',fn))) + dim=double(data(j).x0x5F_ArraySize_); + if(iscpx && size(ndata,2)==4-any(dim==1)) + ndata(:,end-1)=complex(ndata(:,end-1),ndata(:,end)); + end + if isempty(ndata) + % All-zeros sparse + ndata=sparse(dim(1),prod(dim(2:end))); + elseif dim(1)==1 + % Sparse row vector + ndata=sparse(1,ndata(:,1),ndata(:,2),dim(1),prod(dim(2:end))); + elseif dim(2)==1 + % Sparse column vector + ndata=sparse(ndata(:,1),1,ndata(:,2),dim(1),prod(dim(2:end))); + else + % Generic sparse array. + ndata=sparse(ndata(:,1),ndata(:,2),ndata(:,3),dim(1),prod(dim(2:end))); + end + else + if(iscpx && size(ndata,2)==4) + ndata(:,3)=complex(ndata(:,3),ndata(:,4)); + end + ndata=sparse(ndata(:,1),ndata(:,2),ndata(:,3)); + end + end + elseif(~isempty(strmatch('x0x5F_ArraySize_',fn))) + if(iscpx && size(ndata,2)==2) + ndata=complex(ndata(:,1),ndata(:,2)); + end + ndata=reshape(ndata(:),data(j).x0x5F_ArraySize_); + end + newdata{j}=ndata; + end + if(len==1) + newdata=newdata{1}; + end +end \ No newline at end of file diff --git a/library_code/jsonlab/varargin2struct.m b/library_code/jsonlab/varargin2struct.m new file mode 100644 index 00000000..9d4acf71 --- /dev/null +++ b/library_code/jsonlab/varargin2struct.m @@ -0,0 +1,40 @@ +function opt=varargin2struct(varargin) +% +% opt=varargin2struct('param1',value1,'param2',value2,...) +% or +% opt=varargin2struct(...,optstruct,...) +% +% convert a series of input parameters into a structure +% +% authors:Qianqian Fang (q.fang neu.edu) +% date: 2012/12/22 +% +% input: +% 'param', value: the input parameters should be pairs of a string and a value +% optstruct: if a parameter is a struct, the fields will be merged to the output struct +% +% output: +% opt: a struct where opt.param1=value1, opt.param2=value2 ... +% +% license: +% BSD License, see LICENSE_BSD.txt files for details +% +% -- this function is part of jsonlab toolbox (http://iso2mesh.sf.net/cgi-bin/index.cgi?jsonlab) +% + +len=length(varargin); +opt=struct; +if(len==0) return; end +i=1; +while(i<=len) + if(isstruct(varargin{i})) + opt=mergestruct(opt,varargin{i}); + elseif(ischar(varargin{i}) && i +%% This program is granted to the public domain. + +%% -*- texinfo -*- +%% @deftypefn {Function File} {@var{y} =} mvnpdf (@var{x}) +%% @deftypefnx{Function File} {@var{y} =} mvnpdf (@var{x}, @var{mu}) +%% @deftypefnx{Function File} {@var{y} =} mvnpdf (@var{x}, @var{mu}, @var{sigma}) +%% Compute multivariate normal pdf for @var{x} given mean @var{mu} and covariance matrix +%% @var{sigma}. The dimension of @var{x} is @var{d} x @var{p}, @var{mu} is +%% @var{1} x @var{p} and @var{sigma} is @var{p} x @var{p}. The normal pdf is +%% defined as +%% +%% @example +%% @iftex +%% @tex +%% $$ 1/y^2 = (2 pi)^p |\Sigma| \exp \{ (x-\mu)^T \Sigma^{-1} (x-\mu) \} $$ +%% @end tex +%% @end iftex +%% @ifnottex +%% 1/@var{y}^2 = (2 pi)^@var{p} |@var{Sigma}| exp @{ (@var{x}-@var{mu})' inv(@var{Sigma})@ +%% (@var{x}-@var{mu}) @} +%% @end ifnottex +%% @end example +%% +%% @strong{References} +%% +%% NIST Engineering Statistics Handbook 6.5.4.2 +%% http://www.itl.nist.gov/div898/handbook/pmc/section5/pmc542.htm +%% +%% @strong{Algorithm} +%% +%% Using Cholesky factorization on the positive definite covariance matrix: +%% +%% @example +%% @var{r} = chol (@var{sigma}); +%% @end example +%% +%% where @var{r}'*@var{r} = @var{sigma}. Being upper triangular, the determinant +%% of @var{r} is trivially the product of the diagonal, and the determinant of +%% @var{sigma} is the square of this: +%% +%% @example +%% @var{det} = prod (diag (@var{r}))^2; +%% @end example +%% +%% The formula asks for the square root of the determinant, so no need to +%% square it. +%% +%% The exponential argument @var{A} = @var{x}' * inv (@var{sigma}) * @var{x} +%% +%% @example +%% @var{A} = @var{x}' * inv (@var{sigma}) * @var{x} +%% = @var{x}' * inv (@var{r}' * @var{r}) * @var{x} +%% = @var{x}' * inv (@var{r}) * inv(@var{r}') * @var{x} +%% @end example +%% +%% Given that inv (@var{r}') == inv(@var{r})', at least in theory if not numerically, +%% +%% @example +%% @var{A} = (@var{x}' / @var{r}) * (@var{x}'/@var{r})' = sumsq (@var{x}'/@var{r}) +%% @end example +%% +%% The interface takes the parameters to the multivariate normal in columns rather than +%% rows, so we are actually dealing with the transpose: +%% +%% @example +%% @var{A} = sumsq (@var{x}/r) +%% @end example +%% +%% and the final result is: +%% +%% @example +%% @var{r} = chol (@var{sigma}) +%% @var{y} = (2*pi)^(-@var{p}/2) * exp (-sumsq ((@var{x}-@var{mu})/@var{r}, 2)/2) / prod (diag (@var{r})) +%% @end example +%% +%% @seealso{mvncdf, mvnrnd} +%% @end deftypefn + +function pdf = mvnpdf (x, mu, sigma) + %% Check input + %mu = 0; + %sigma = 1; + if (~ismatrix (x)) + error ('mvnpdf: first input must be a matrix'); + end + + if (~isvector (mu) && ~isscalar (mu)) + error ('mvnpdf: second input must be a real scalar or vector'); + end + + if (~ismatrix (sigma) || ~issquare (sigma)) + error ('mvnpdf: third input must be a square matrix'); + end + + [ps, ps] = size (sigma); + [d, p] = size (x); + if (p ~= ps) + error ('mvnpdf: dimensions of data and covariance matrix does not match'); + end + + if (numel (mu) ~= p && numel (mu) ~= 1) + error ('mvnpdf: dimensions of data does not match dimensions of mean value'); + end + + mu = mu (:).'; + if (all (size (mu) == [1, p])) + mu = repmat (mu, [d, 1]); + end + + if (nargin < 3) + pdf = (2*pi)^(-p/2) * exp (-sumsq (x-mu, 2)/2); + else + r = chol (sigma); + pdf = (2*pi)^(-p/2) * exp (-sumsq ((x-mu)/r, 2)/2) / prod (diag (r)); + end + end + +%~demo +%~ mu = [0, 0]; +%~ sigma = [1, 0.1; 0.1, 0.5]; +%~ [X, Y] = meshgrid (linspace (-3, 3, 25)); +%~ XY = [X(:), Y(:)]; +%~ Z = mvnpdf (XY, mu, sigma); +%~ mesh (X, Y, reshape (Z, size (X))); +%~ colormap jet + +%~test +%~ mu = [1,-1]; +%~ sigma = [.9 .4; .4 .3]; +%~ x = [ 0.5 -1.2; -0.5 -1.4; 0 -1.5]; +%~ p = [ 0.41680003660313; 0.10278162359708; 0.27187267524566 ]; +%~ q = mvnpdf (x, mu, sigma); +%~ assert (p, q, 10*eps); diff --git a/smoothhist2D.m b/library_code/smoothhist2D.m similarity index 95% rename from smoothhist2D.m rename to library_code/smoothhist2D.m index 17a05a6a..8a61ed72 100644 --- a/smoothhist2D.m +++ b/library_code/smoothhist2D.m @@ -38,7 +38,7 @@ function smoothhist2D(X,lambda,nbins,outliercutoff,plottype,range,largeoutliers) % Requires MATLAB® R14. if nargin < 4 || isempty(outliercutoff), outliercutoff = .05; end -if nargin < 5, plottype = 'image'; end +if nargin < 5 || isempty(plottype), plottype = TASBEConfig.get('plots.heatmapPlotType'); end % JSB added this switch on 8/28/12 if nargin < 6 || isempty(range), minx = min(X,[],1); diff --git a/wmean.m b/library_code/wmean.m similarity index 93% rename from wmean.m rename to library_code/wmean.m index a1f3d982..c8c3b233 100644 --- a/wmean.m +++ b/library_code/wmean.m @@ -37,7 +37,7 @@ % Check that there is at least one non-zero weight. if (all(w(:)==0)) - warning('TASBE:WeightedMean','At least one weight must be non-zero.'); + TASBESession.warn('TASBE:WeightedMean','ZeroWeights','At least one weight must be non-zero.'); y = nan; return; end diff --git a/matlab_compat/+containers/Map.m b/matlab_compat/+containers/Map.m new file mode 100644 index 00000000..32f5462f --- /dev/null +++ b/matlab_compat/+containers/Map.m @@ -0,0 +1,783 @@ +## Copyright (C) 2017 Guillaume Flandin +## +## This file is part of Octave. +## +## Octave is free software; you can redistribute it and/or modify it +## under the terms of the GNU General Public License as published by +## the Free Software Foundation; either version 3 of the License, or +## (at your option) any later version. +## +## Octave is distributed in the hope that it will be useful, but +## WITHOUT ANY WARRANTY; without even the implied warranty of +## MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +## GNU General Public License for more details. +## +## You should have received a copy of the GNU General Public License +## along with Octave; see the file COPYING. If not, see +## . + +## -*- texinfo -*- +## @deftypefn {} {@var{m} =} containers.Map () +## @deftypefnx {} {@var{m} =} containers.Map (@var{keys}, @var{vals}) +## @deftypefnx {} {@var{m} =} containers.Map (@var{keys}, @var{vals}, "UniformValues", @var{is_uniform}) +## @deftypefnx {} {@var{m} =} containers.Map ("KeyType", @var{kt}, "ValueType", @var{vt})) +## +## Create an object of the containers.Map class that stores a list of key/value +## pairs. +## +## @var{keys} is an array of @emph{unique} keys for the map. The keys can be +## numeric scalars or strings. The type for numeric keys may be one of +## @qcode{"double"}, @qcode{"single"}, @qcode{"int32"}, @qcode{"uint32"}, +## @qcode{"int64"}, or @qcode{"uint64"}. Other numeric or logical keys will +## be converted to @qcode{"double"}. A single string key may be entered as is. +## Multiple string keys are entered as a cell array of strings. +## +## @var{vals} is an array of values for the map with the @emph{same} number +## of elements as @var{keys}. +## +## When called with no input arguments a default map is created with strings +## as the key type and "any" as the value type. +## +## The @qcode{"UniformValues"} option specifies specifies whether the values of +## the map must be strictly of the same type. If @var{is_uniform} is true, any +## values which would be added to the map are first validated to ensure they +## are of the correct type. +## +## When called with @qcode{"KeyType"} and @qcode{"ValueType"} arguments, create +## an empty map with the specified types. The inputs @var{kt} and @var{vt} are +## the types for the keys and values of the map respectively. Allowed values +## for @var{kt} are @qcode{"char"}, @qcode{"double"}, @qcode{"single"}, +## @qcode{"int32"}, @qcode{"uint32"}, @qcode{"int64"}, @qcode{"uint64"}. +## Allowed values for @var{vt} are @qcode{"any"}, @qcode{"char"}, +## @qcode{"double"}, @qcode{"single"}, @qcode{"int32"}, @qcode{"uint32"}, +## @qcode{"int64"}, @qcode{"uint64"}, @qcode{"logical"}. +## +## The return value @var{m} is an object of the containers.Map class. +## @seealso{struct} +## @end deftypefn + +## -*- texinfo -*- +## @deftypefn {} {} Map.Count () +## Return the number of key/value pairs in the map, as a uint64. +## @end deftypefn +## +## @deftypefn {} {} Map.KeyType () +## Return the key type. +## +## Possible values are listed above when describing input variable @var{kt}. +## @end deftypefn +## +## @deftypefn {} {} Map.ValueType () +## Return the value type. +## +## Possible values are listed above when describing input variable @var{vt}. +## @end deftypefn + +## -*- texinfo -*- +## @deftypefn {} {@var{} =} Map.isKey (@var{keySet}) +## Return a logical array which is true where the elements of @var{keySet} are +## keys of the map and false otherwise. +## +## @var{keySet} is a cell array of keys. If a single key is being checked, it +## can be entered directly as a scalar value or a char vector. +## @end deftypefn +## +## @deftypefn {} {@var{key} =} Map.keys () +## Return the sorted list of all keys of the map as a cell vector. +## @end deftypefn +## +## @deftypefn {} {@var{l} =} Map.length () +## Return the number of key/value pairs in the map. +## @end deftypefn +## +## @deftypefn {} {} Map.remove (@var{keySet}) +## Remove the list of key/value pairs specified by a cell array of keys +## @var{keySet} from the map. +## +## @var{keySet}) can also be a scalar value or a string when specifying a +## single key. +## @end deftypefn +## +## @deftypefn {} {@var{l} =} Map.size (@var{n}) +## @deftypefnx {} {@var{sz} =} Map.size () +## @deftypefnx {} {@var{dim_1}, @dots{}, @var{dim_n} =} Map.size () +## If @var{n} is 1, return the number of key/value pairs in the map, otherwise +## return 1. +## Without input arguments, return vector @code{[@var{l}, 1]} where @var{l} is +## the number of key/value pairs in the map. +## With multiple outputs, return @code{[@var{l}, @dots{}, 1]}. +## @end deftypefn +## +## @deftypefn {} {@var{val} =} Map.values () +## @deftypefnx {} {@var{val} =} Map.values (@var{keySet}) +## Return the list of all the values stored in the map as a cell vector. +## +## If @var{keySet}, a cell array of keys is provided, the corresponding +## values will be returned. +## @end deftypefn + +classdef Map < handle + + properties (GetAccess = public, SetAccess = private) + KeyType = "char"; + ValueType = "any"; + endproperties + + properties (Dependent, SetAccess = protected) + Count = 0; + endproperties + + properties (private) + map = struct (); + + numeric_keys = false; + endproperties + + methods (Access = public) + + function this = Map (varargin) + if (nargin == 0) + ## Empty object with "char" key type and "any" value type. + elseif (nargin == 2 || + (nargin == 4 && strcmpi (varargin{3}, "UniformValues"))) + ## Get Map keys + keys = varargin{1}; + if (isempty (keys)) + error ("containers.Map: empty keys are not allowed"); + endif + if (! iscell (keys)) + if (isnumeric (keys) || islogical (keys)) + keys = num2cell (keys); + else + keys = { keys }; + endif + endif + keys = keys(:); # Use Nx1 column vector to simplify calls to all() + + ## Get Map values + vals = varargin{2}; + if (! iscell (vals)) + if ((isnumeric (vals) || islogical (vals)) && ! isscalar (keys)) + vals = num2cell (vals); + else + vals = { vals }; + endif + endif + vals = vals(:); + if (numel (keys) != numel (vals)) + error ("containers.Map: the number of keys and values must match"); + endif + + ## Determine KeyType + kt = unique (cellfun (@class, keys, "UniformOutput", false)); + if (numel (kt) == 1) + ## Single key type--most common case + if (strcmp (kt{1}, "char")) + ## String is most common key type + else + if (! all (cellfun ("isreal", keys) + & (cellfun ("numel", keys) == 1))) + error ("containers.Map: keys must be real scalar numeric values or char vectors"); + endif + if (any (strcmp (kt{1}, + {"logical", "int8", "uint8", "int16", "uint16"}))) + kt = { "double" }; + endif + endif + this.KeyType = char (kt); + else + ## Multiple key types + if (! all (ismember (kt, {"double", "single", "int8", "uint8", ... + "int16", "uint16", "int32", "uint32", ... + "int64", "uint64", "logical"}))) + error ("containers.Map: when using multiple key types, all types must be numeric"); + else + warning ("containers.Map: all keys will be converted to double"); + this.KeyType = "double"; + endif + endif + + ## Determine ValueType + vt = unique (cellfun (@class, vals, "UniformOutput", false)); + if (numel (vt) == 1 + && (ischar (vals{1}) + || ((isnumeric (vals{1}) || islogical (vals{1})) + && size_equal (vals{:})))) + this.ValueType = vt{1}; + else + this.ValueType = "any"; + endif + + ## Process UniformValues option + if (nargin == 4) + UniformValues = varargin{4}; + if (! isscalar (UniformValues) + || ! (islogical (UniformValues) || isnumeric (UniformValues))) + error ("containers.Map: 'UniformValues' must be a logical scalar"); + endif + + if (UniformValues) + if (! strcmp (this.ValueType, "char") + && (! isscalar (vt) || ! all (cellfun (@numel, vals) == 1))) + error ("containers.Map: when 'UniformValues' is true, all values must be scalars of the same data type"); + endif + else + this.ValueType = "any"; + endif + endif + + ## Check type of keys and values, and define numeric_keys + check_types (this); + + ## Sort keys (faster than call to sort_keys once encoded) + if (this.numeric_keys) + [~, I] = sort (cell2mat (keys)); + else + [~, I] = sort (keys); + endif + keys = keys(I); + vals = vals(I); + ## Convert keys to char vectors + keys = encode_keys (this, keys); + ## Fill in the Map + this.map = cell2struct (vals, keys); + elseif (nargin == 4) + for i = [1, 3] + switch (tolower (varargin{i})) + case "keytype" + this.KeyType = varargin{i+1}; + case "valuetype" + this.ValueType = varargin{i+1}; + otherwise + error ("containers.Map: missing parameter name 'KeyType' or 'ValueType'"); + endswitch + endfor + check_types (this); + else + error ("containers.Map: incorrect number of inputs specified"); + endif + endfunction + + function keySet = keys (this) + keySet = fieldnames (this.map).'; # compatibility requires row vector + keySet = decode_keys (this, keySet); + endfunction + + function valueSet = values (this, keySet) + if (nargin == 1) + valueSet = struct2cell (this.map).'; + else + if (! iscell (keySet)) + error ("containers.Map: input argument 'keySet' must be a cell"); + endif + keySet = encode_keys (this, keySet); + valueSet = cell (size (keySet)); + for i = 1:numel (valueSet) + if (! isfield (this.map, keySet{i})) + error ("containers.Map: key <%s> does not exist", keySet{i}); + endif + valueSet{i} = this.map.(keySet{i}); + endfor + endif + endfunction + + function tf = isKey (this, keySet) + if (! iscell (keySet)) + if (isnumeric (keySet) || islogical (keySet)) + keySet = num2cell (keySet); + else + keySet = { keySet }; + endif + endif + tf = false (size (keySet)); + in = cellfun ("isnumeric", keySet) | cellfun ("islogical", keySet); + if (! this.numeric_keys) + in = !in; + endif + keySet = encode_keys (this, keySet(in)); + tf(in) = isfield (this.map, keySet); + endfunction + + function this = remove (this, keySet) + if (! iscell (keySet)) + if (isnumeric (keySet) || islogical (keySet)) + keySet = num2cell (keySet); + else + keySet = { keySet }; + endif + endif + in = cellfun ("isnumeric", keySet) | cellfun ("islogical", keySet); + if (! this.numeric_keys) + in = !in; + endif + keySet = encode_keys (this, keySet(in)); + in = isfield (this.map, keySet); + this.map = rmfield (this.map, keySet(in)); + endfunction + + function varargout = size (this, n) + c = length (this); + if (nargin == 1) + if (nargout <= 1) + varargout = { [c 1] }; + else + varargout{1} = c; + [varargout{2:nargout}] = deal (1); + endif + else + if (n == 1) + varargout = { c }; + else + varargout = { 1 }; + endif + endif + endfunction + + function len = length (this) + len = double (this.Count); + endfunction + + function tf = isempty (this) + tf = (this.Count == 0); + endfunction + + function count = get.Count (this) + count = uint64 (numfields (this.map)); + endfunction + + function sref = subsref (this, s) + switch (s(1).type) + case "." + switch (s(1).subs) + case "keys" + sref = keys (this); + case "values" + sref = values (this); + case "size" + sref = size (this); + case "length" + sref = length (this); + case "isempty" + sref = isempty (this); + case "Count" + sref = this.Count; + case "KeyType" + sref = this.KeyType; + case "ValueType" + sref = this.ValueType; + case {"isKey", "remove"} + if (numel (s) < 2 || numel (s(2).subs) != 1) + error ("containers.Map: input argument 'KeySet' is missing"); + endif + sref = feval (s(1).subs, this, s(2).subs{1}); + s = s(3:end); + otherwise + error ("containters.Map: unknown property '%s'", s(1).subs); + endswitch + case "()" + key = s(1).subs{1}; + if ((! this.numeric_keys && ! ischar (key)) + || (this.numeric_keys && (! (isnumeric (key) || islogical (key)) + || ! isscalar (key)))) + error ("containers.Map: specified key type does not match the type of this container"); + endif + key = encode_keys (this, key); + if (! isfield (this.map, key)) + error ("containers.Map: specified key <%s> does not exist", key); + endif + sref = this.map.(key); + otherwise + error ("containers.Map: only '()' indexing is supported"); + endswitch + if (numel (s) > 1) + sref = subsref (sref, s(2:end)); + endif + endfunction + + function this = subsasgn (this, s, val) + if (numel (s) > 1) + error ("containers.Map: only one level of indexing is supported"); + endif + switch (s(1).type) + case "." + error ("containers.Map: properties are read-only"); + case "()" + key = s(1).subs{1}; + if ((! this.numeric_keys && ! ischar (key)) + || (this.numeric_keys && (! (isnumeric (key) || islogical (key)) + || ! isscalar (key)))) + error ("containers.Map: specified key type does not match the type of this container"); + endif + if (! strcmp (this.ValueType, "any")) + if ((strcmp (this.ValueType, "char") && ! ischar (val)) + || (! strcmp (this.ValueType, "char") + && (! (isnumeric (val) || islogical (val)) + || ! isscalar (val)))) + error ("containers.Map: specified value type does not match the type of this container"); + endif + val = feval (this.ValueType, val); + endif + key = encode_keys (this, key); + if (isfield (this.map, key)) + this.map.(key) = val; + else + this.map.(key) = val; + this = sort_keys (this); + endif + case "{}" + error ("containers.Map: only '()' indexing is supported for assigning values"); + endswitch + endfunction + + function newobj = horzcat (varargin) + warning ("Octave:language-extension", + "containers.Map: horizontal concatenation is an Octave-only feature"); + newobj = vertcat (varargin{:}); + endfunction + + function newobj = vertcat (varargin) + ## When concatenating maps, the data type of all values must be + ## consistent with the ValueType of the leftmost map. + keySet = cell (1, 0); + for i = 1:numel (varargin) + keySet = [keySet, keys(varargin{i})]; + endfor + valueSet = cell (1, 0); + for i = 1:numel (varargin) + valueSet = [valueSet, values(varargin{i})]; + endfor + newobj = containers.Map (keySet, valueSet); + endfunction + + function disp (this) + printf (" containers.Map object with properties:\n\n"); + printf ([" Count : %d\n" ... + " KeyType : %s\n" ... + " ValueType : %s\n\n"], + this.Count, this.KeyType, this.ValueType); + endfunction + + endmethods + + methods (Access = private) + + ## All keys are encoded as strings. + ## For numeric keys, this requires conversion. + function keys = encode_keys (this, keys) + if (iscellstr (keys) || ischar (keys)) + return; + endif + cell_input = iscell (keys); + if (cell_input) + orig_sz = size (keys); + if (! all (cellfun ("isclass", keys, this.KeyType))) + ## Convert input set to KeyType. This is rarely necessary. + keys = cellfun (@(x) feval (this.KeyType, x), keys); + else + keys = cell2mat (keys); + endif + endif + keys = num2hex (keys); # Force to char matrix with single logical column + if (cell_input) + keys = reshape (cellstr (keys), orig_sz); + endif + endfunction + + function keys = decode_keys (this, keys) + if (this.numeric_keys) + keys = hex2num (keys, this.KeyType); + ## This always returns a 1xN list of keys ignoring input shape + keys = mat2cell (keys(:).', 1, ones (1, numel (keys))); + endif + endfunction + + function this = sort_keys (this) + keySet = keys (this); + if (this.numeric_keys) + [~, p] = sort (cell2mat (keySet)); + else + [~, p] = sort (keySet); + endif + this.map = orderfields (this.map, p); + endfunction + + function check_types (this) + switch (this.KeyType) + case {"char"} + this.numeric_keys = false; + case {"double", "single", "int32", "uint32", "int64", "uint64"} + this.numeric_keys = true; + otherwise + error ("containers.Map: unsupported KeyType"); + endswitch + + if (! any (strcmp (this.ValueType, {"any"; "char"; "logical"; + "double"; "single"; + "int8"; "uint8"; "int16"; "uint16"; + "int32"; "uint32"; + "int64"; "uint64"}))) + error ("containers.Map: unsupported ValueType"); + endif + endfunction + + endmethods + +endclassdef + + +## Test empty Map +%!test +%! m = containers.Map (); +%! assert (m.Count, uint64 (0)); +%! assert (length (m), 0); +%! assert (size (m, 1), 0); +%! assert (size (m, 2), 1); +%! assert (isempty (m)); +%! assert (isempty (keys (m))); +%! assert (isempty (values (m))); +%! assert (isKey (m, "Octave"), false); +%! assert (isKey (m, 42), false); +%! assert (isKey (m, {"Octave", 42}), [false, false]); +%! assert (isKey (m, {"Octave"; 42}), [false; false]); + +## Test string keys +%!test +%! key = {"One", "Two", "Three", "Four"}; +%! val = [1, 2, 3, 4]; +%! m = containers.Map (key, val); +%! assert (m.KeyType, "char"); +%! assert (m.ValueType, "double"); +%! assert (m.Count, uint64 (4)); +%! assert (iscell (keys (m))); +%! assert (iscell (values (m))); +%! assert (size (keys (m)), [1, 4]); +%! assert (size (values (m)), [1, 4]); +%! assert (m("Two"), 2); +%! m("Five") = 5; +%! key2 = {"Six", "Seven", "Eight"}; +%! val2 = [6, 7, 8]; +%! m2 = containers.Map (key2, val2); +%! m = [m; m2]; +%! assert (m.Count, uint64 (8)); +%! k = keys (m); +%! assert (isempty (setdiff (k, [key, "Five", key2]))); +%! v = values (m, {"Three", "Four"; "Five", "Six"}); +%! assert (v, {3, 4; 5, 6}); +%! remove (m, {"Three", "Four"}); +%! k = keys (m); +%! assert (numel (k), 6); +%! assert (m.isKey({"One", "Four"; "Ten", "Five"}), [true,false; false,true]); + +## Test numeric keys +%!test +%! key = [1, 2, 3, 4]; +%! val = {"One", "Two", "Three", "Four"}; +%! m = containers.Map (key, val); +%! assert (m.KeyType, "double"); +%! assert (m.ValueType, "char"); +%! assert (iscell (keys (m))); +%! assert (iscell (values (m))); +%! assert (size (keys (m)), [1, 4]); +%! assert (size (values (m)), [1, 4]); +%! assert (m(2), "Two"); +%! m(5) = "Five"; +%! key2 = [6, 7, 8]; +%! val2 = {"Six", "Seven", "Eight"}; +%! m2 = containers.Map (key2, val2); +%! m = [m; m2]; +%! assert (m.Count, uint64 (8)); +%! k = keys (m); +%! assert (isempty (setdiff (cell2mat (k), [key, 5, key2]))); +%! v = values (m, {3, 4; 5, 6}); +%! assert (v, {"Three", "Four"; "Five", "Six"}); +%! remove (m, {3, 4}); +%! k = keys (m); +%! assert (numel (k), 6); +%! assert (m.isKey({1, 4; 10, 5}), [true,false; false,true]); + +## Test that objects of different sizes force ValueType to "any" +%!test +%! key = [2, 3, 4]; +%! val = {eye(2), eye(3), eye(4)}; +%! m = containers.Map (key, val); +%! assert (m(3), eye (3)); +%! assert (m(2)(2,2), 1); +%! assert (m.KeyType, "double"); +%! assert (m.ValueType, "any"); + +## Test that mixed object types force ValueType to "any" +%!test +%! key = [2, 3, 4]; +%! val = {double(1), single(2), uint8(3)}; +%! m = containers.Map (key, val); +%! assert (m.KeyType, "double"); +%! assert (m.ValueType, "any"); +%! assert (class (m(4)), "uint8"); +%! assert (class (m(3)), "single"); + +## Test that non-numeric, non-char object types force ValueType to "any" +%!test +%! key = {"a", "b"}; +%! val = {struct(), struct()}; +%! m = containers.Map (key, val); +%! assert (m.ValueType, "any"); +%! m = containers.Map (key, val, "UniformValues", true); +%! assert (m.ValueType, "any"); +%! m = containers.Map (key, {1, 2i}); +%! assert (m.ValueType, "double"); + +## Test "UniformValues" input +%!test +%! key = {"one", "two", "three"}; +%! val = {1, 2, 3}; +%! m = containers.Map (key, val, "UniformValues",false); +%! assert (m.ValueType, "any"); +%! m("four") = "GNU"; +%! assert (values (m), {"GNU", 1, 3, 2}); + +## Test 4-input form of Map +%!test +%! m = containers.Map ("KeyType","char", "ValueType","int32"); +%! assert (m.KeyType, "char"); +%! assert (m.ValueType, "int32"); +%! assert (m.Count, uint64 (0)); +%! assert (isempty (m)); + +## Test all allowable key types +%!test +%! key = [2, 3, 4]; +%! val = {2, 3, 4}; +%! types = {"double", "single", "int32", "uint32", "int64", "uint64"}; +%! for type = types +%! type = type{1}; +%! k = feval (type, key); +%! m = containers.Map (k, val); +%! assert (m.KeyType, type); +%! assert (isa (keys (m){1}, type)); +%! endfor +%! assert (all (isKey (m, keys (m)))); + +## Test that other numeric key types are converted to double +%!test +%! key = [0, 1]; +%! val = {1, 2}; +%! types = {"logical", "int8", "uint8", "int16", "uint16"}; +%! for type = types +%! type = type{1}; +%! k = feval (type, key); +%! m = containers.Map (k, val); +%! assert (m.KeyType, "double"); +%! assert (isa (keys (m){1}, "double")); +%! endfor +%! assert (all (isKey (m, keys (m)))); + +## Test removal of keys +%!test +%! m = containers.Map ({"a","b","c"}, {1,2,3}); +%! assert (m.isKey ("a"), true); +%! assert (m.isKey ({"a","d"}), [true, false]); +%! m.remove ("a"); +%! m.remove ({"b","c"}); +%! assert (isempty (m)); + +## Ensure that exact key values are preserved. +%!test +%! keytypes = {"int32", "int64", "uint32", "uint64"}; +%! for keytype = keytypes +%! keytype = keytype{1}; +%! key = intmax (keytype); +%! m = containers.Map (key, pi); +%! assert (m.isKey (key)); +%! assert (m.keys (), {key}); +%! key = intmin (keytype); +%! m = containers.Map (key, pi); +%! assert (m.isKey (key)); +%! assert (m.keys (), {key}); +%! endfor +%! keytypes = {"double", "single"}; +%! for i = 1:numel (keytypes) +%! keytype = keytypes{i}; +%! key = realmax (keytype); +%! m = containers.Map (key, pi); +%! assert (m.isKey (key)); +%! assert (m.keys (), {key}); +%! key = realmin (keytype); +%! m = containers.Map (key, pi); +%! assert (m.isKey (key)); +%! assert (m.keys (), {key}); +%! key = -realmax (keytype); +%! m = containers.Map (key, pi); +%! assert (m.isKey (key)); +%! assert (m.keys (), {key}); +%! endfor + +## Test sort order of keys and values +%!test +%! key = {"d","a","b"}; +%! m = containers.Map (key, 1:numel (key)); +%! assert (keys (m), sort (key)); +%! assert (values (m), {2, 3, 1}); +%! m("c") = 4; +%! assert (keys (m), sort ([key, "c"])); +%! assert (values (m), {2, 3, 4, 1}); +%! key = [Inf, 2, 0, -Inf, -1]; +%! m = containers.Map (key, 1:numel (key)); +%! assert (keys (m), num2cell (sort (key))); +%! assert (values (m), {4, 5, 3, 2, 1}); +%! m(-2) = 6; +%! assert (keys (m), num2cell (sort ([key, -2]))); +%! assert (values (m), {4, 6, 5, 3, 2, 1}); + +## Test horizontal concatenation +%!test +%! m1 = containers.Map ("b", 2); +%! m2 = containers.Map ("a", 1); +%! m3 = [m1, m2]; +%! k = keys (m3); +%! assert (numel (k), 2); +%! assert (k, {"a", "b"}); + +## Test input validation +%!error containers.Map (1,2,3) +%!error containers.Map (1,2,3,4,5) +%!error containers.Map ([], 1) +%!error containers.Map (1, {2, 3}) +%!error containers.Map ({{1}}, 2) +%!error containers.Map ({magic(3)}, 2) +%!warning +%! containers.Map ({1,int8(2)}, {3,4}); +%!error +%! containers.Map ({1, {2}}, {3,4}) +%!error <'UniformValues' must be a logical scalar> +%! containers.Map (1,2, 'UniformValues', ones (2,2)) +%!error <'UniformValues' must be a logical scalar> +%! containers.Map (1,2, 'UniformValues', {true}) +%!error +%! containers.Map ({1,2}, {3, uint32(4)}, "UniformValues", true) +%!error +%! containers.Map ("keytype", "char", "vtype", "any") +%!error <'keySet' must be a cell> +%! m = containers.Map (); +%! values (m, 1); +%#!error +%! m = containers.Map (); +%! values (m, "foobar"); +%!error +%! m = containers.Map (); +%! m.isKey (1,2); +%!error +%! m = containers.Map (); +%! m.foobar; +%!error +%! m = containers.Map ("a", 1); +%! m(1); +%!error +%! m = containers.Map ("a", 1); +%! m("b"); +%!error +%! m = containers.Map ("a", 1); +%! m{1}; +%!error +%! m1 = containers.Map ("KeyType", "cell", "ValueType", "any"); +%!error +%! m1 = containers.Map ("KeyType", "char", "ValueType", "cell"); diff --git a/matlab_compat/io-2.4.10.tar.gz b/matlab_compat/io-2.4.10.tar.gz new file mode 100644 index 00000000..ba51235a Binary files /dev/null and b/matlab_compat/io-2.4.10.tar.gz differ diff --git a/matlab_compat/io-2.4.11.tar.gz b/matlab_compat/io-2.4.11.tar.gz new file mode 100644 index 00000000..02fd1b4a Binary files /dev/null and b/matlab_compat/io-2.4.11.tar.gz differ diff --git a/matlab_compat/var.m b/matlab_compat/var.m new file mode 100644 index 00000000..e1c4ebdc --- /dev/null +++ b/matlab_compat/var.m @@ -0,0 +1,216 @@ +function y = var(x,w,dim,flag) +%VAR Variance. +% For vectors, Y = VAR(X) returns the variance of the values in X. For +% matrices, Y is a row vector containing the variance of each column of +% X. For N-D arrays, VAR operates along the first non-singleton +% dimension of X. +% +% VAR normalizes Y by N-1 if N>1, where N is the sample size. This is +% an unbiased estimator of the variance of the population from which X is +% drawn, as long as X consists of independent, identically distributed +% samples. For N=1, Y is normalized by N. +% +% Y = VAR(X,1) normalizes by N and produces the second moment of the +% sample about its mean. VAR(X,0) is the same as VAR(X). +% +% Y = VAR(X,W) computes the variance using the weight vector W. W +% typically contains either counts or inverse variances. The length of W +% must equal the length of the dimension over which VAR operates, and its +% elements must be nonnegative. If X(I) is assumed to have variance +% proportional to 1/W(I), then Y * MEAN(W)/W(I) is an estimate of the +% variance of X(I). In other words, Y * MEAN(W) is an estimate of +% variance for an observation given weight 1. +% +% Y = VAR(X,W,DIM) takes the variance along the dimension DIM of X. Pass +% in 0 for W to use the default normalization by N-1, or 1 to use N. +% +% The variance is the square of the standard deviation (STD). +% +% VAR(..., MISSING) specifies how NaN (Not-A-Number) values are treated. +% The default is 'includenan': +% +% 'includenan' - the variance of a vector containing NaN values +% is also NaN. +% 'omitnan' - elements of X or W containing NaN values are ignored. +% If all elements are NaN, the result is NaN. +% +% Example: If X = [4 -2 1; 9 5 7], +% then var(X,0,1) is [12.5 24.5 18.0] and var(X,0,2) is [9.0; 4.0]. +% +% Class support for inputs X, W: +% float: double, single +% +% See also MEAN, STD, COV, CORRCOEF. + +% VAR supports both common definitions of variance. If X is a +% vector, then +% +% VAR(X,0) = SUM(RESID.*CONJ(RESID)) / (N-1) +% VAR(X,1) = SUM(RESID.*CONJ(RESID)) / N +% +% where RESID = X - MEAN(X) and N is LENGTH(X). For scalar X, +% the first definition would result in NaN, so the denominator N +% is always used. +% +% The weighted variance for a vector X is defined as +% +% VAR(X,W) = SUM(W.*RESID.*CONJ(RESID)) / SUM(W) +% +% where now RESID is computed using a weighted mean. + +% Copyright 1984-2014 The MathWorks, Inc. + + +if isinteger(x) + error(message('MATLAB:var:integerClass')); +end + +hasFlag = false; +hasW = false; +hasDim = false; +if nargin == 2 + if ischar(w) + flag = w; + hasFlag = true; + else + hasW = true; + end +elseif nargin == 3 + hasW = true; + if ischar(dim) + flag = dim; + hasFlag = true; + else + hasDim = true; + end +elseif nargin == 4 + hasW = true; + hasDim = true; + hasFlag = true; +end + +if ~hasW || isempty(w) + w = 0; +end + +if isequal(x, []) && ~hasDim + y = NaN(class(x)); + return; +end + +if ~hasDim + dim = find(size(x) ~= 1, 1); + if isempty(dim) + dim = 1; + end +end + +n = size(x,dim); + +omitnan = false; +if hasFlag + + if ~isrow(flag) + error(message('MATLAB:var:unknownFlag')); + end + + len = max(length(flag), 1); + s = strncmpi(flag, {'omitnan', 'includenan'}, len); + + if ~any(s) + error(message('MATLAB:var:unknownFlag')); + end + + omitnan = s(1); +end + +% Unweighted variance +if isequal(w,0) || isequal(w,1) + if ~omitnan + if w == 0 + % The unbiased estimator: divide by (n-1). Can't do this + % when n == 0 or 1. + if n > 1 + denom = n - 1; + else + denom = n; + end + else + % The biased estimator: divide by n. + denom = n; % n==0 => return NaNs, n==1 => return zeros + end + + xbar = sum(x, dim) ./ n; + x = bsxfun(@minus, x, xbar); + y = sum(abs(x).^2, dim) ./ denom; % abs guarantees a real result + + else + n = sum(~isnan(x), dim); + if w == 0 + % The unbiased estimator: divide by (n-1). Can't do this when + % n == 0 or 1 + denom = n-1; + denom(n == 1) = 1; + denom(n == 0) = 0; + else + % The biased estimator: divide by n. + denom = n; % n==1 => we'll return zeros + end + + s = sum(x, dim, 'omitnan'); + xs = abs(bsxfun(@minus, x, s ./ n)).^2; + y = sum(xs, dim, 'omitnan') ./ denom; % abs guarantees a real result + ind = sum(~isnan(xs), dim) < n; % did computation of xs add NaNs + y(ind) = NaN; + end + + % Weighted variance +else + + if ~isvector(w) || ~isreal(w) || ~isfloat(w) || ... + (omitnan && ~all(w(~isnan(w)) >= 0)) || (~omitnan && ~all(w >= 0)) + error(message('MATLAB:var:invalidWgts')); + end + + if numel(w) ~= n + if isscalar(w) + error(message('MATLAB:var:invalidWgts')); + else + error(message('MATLAB:var:invalidSizeWgts')); + end + end + + if ~omitnan + + % Normalize W, and embed it in the right number of dims. Then + % replicate it out along the non-working dims to match X's size. + wresize = ones(1,max(ndims(x),dim)); wresize(dim) = n; + w = reshape(w ./ sum(w), wresize); + + x0 = bsxfun(@times, w, x); + x = bsxfun(@minus, x, sum(x0, dim)); + y = sum(bsxfun(@times, w, abs(x).^2), dim); % abs guarantees a real result + + else + % Repeat vector W, such that new W has the same size as X + sz = size(x); sz(end+1:dim) = 1; + wresize = ones(size(sz)); wresize(dim) = sz(dim); + wtile = sz; wtile(dim) = 1; + w = repmat(reshape(w, wresize), wtile); + + % Count up non-NaN weights at non-NaN elements + w(isnan(x)) = NaN; + denom = sum(w, dim, 'omitnan'); % contains no NaN, since w >= 0 + + xbar = sum(w .* x, dim, 'omitnan') ./ denom; + x = bsxfun(@minus, x, xbar); + wx2 = w .* abs(x).^2; + y = sum(wx2, dim, 'omitnan') ./ denom; % abs guarantees a real result + + % Don't omit NaNs caused by computation (not missing data) + ind = any(isnan(wx2) & ~isnan(w), dim); + y(ind) = NaN; + + end + +end diff --git a/octave_compat/columns.m b/octave_compat/columns.m new file mode 100644 index 00000000..33a9296f --- /dev/null +++ b/octave_compat/columns.m @@ -0,0 +1,5 @@ +function n = columns(x) + + n = size(x, 2); + +end diff --git a/errorbar.m b/octave_compat/errorbar.m similarity index 100% rename from errorbar.m rename to octave_compat/errorbar.m diff --git a/octave_compat/flag_implicit_skip_nan.m b/octave_compat/flag_implicit_skip_nan.m new file mode 100644 index 00000000..ab1e80be --- /dev/null +++ b/octave_compat/flag_implicit_skip_nan.m @@ -0,0 +1,65 @@ +function FLAG = flag_implicit_skip_nan(i) +% FLAG_IMPLICIT_SKIP_NAN sets and gets default mode for handling NaNs +% 1 skips NaN's (the default mode if no mode is set) +% 0 NaNs are propagated; input NaN's give NaN's at the output +% +% FLAG = flag_implicit_skip_nan() +% gets current mode +% +% flag_implicit_skip_nan(FLAG) % sets mode +% +% prevFLAG = flag_implicit_skip_nan(nextFLAG) +% gets previous set FLAG and sets FLAG for the future +% flag_implicit_skip_nan(prevFLAG) +% resets FLAG to previous mode +% +% It is used in: +% SUMSKIPNAN, MEDIAN, QUANTILES, TRIMEAN +% and affects many other functions like: +% CENTER, KURTOSIS, MAD, MEAN, MOMENT, RMS, SEM, SKEWNESS, +% STATISTIC, STD, VAR, ZSCORE etc. +% +% The mode is stored in the global variable FLAG_implicit_skip_nan +% It is recommended to use flag_implicit_skip_nan(1) as default and +% flag_implicit_skip_nan(0) should be used for exceptional cases only. +% This feature might disappear without further notice, so you should really not +% rely on it. + + +% This program is free software; you can redistribute it and/or modify +% it under the terms of the GNU General Public License as published by +% the Free Software Foundation; either version 3 of the License, or +% (at your option) any later version. +% +% This program is distributed in the hope that it will be useful, +% but WITHOUT ANY WARRANTY; without even the implied warranty of +% MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +% GNU General Public License for more details. +% +% You should have received a copy of the GNU General Public License +% along with this program; if not, write to the Free Software +% Foundation, Inc., 51 Franklin Street, Fifth Floor, Boston, MA 02110-1301 USA + +% $Id$ +% Copyright (C) 2001-2003,2009 by Alois Schloegl +% This function is part of the NaN-toolbox +% http://pub.ist.ac.at/~schloegl/matlab/NaN/ + + +persistent FLAG_implicit_skip_nan; + +%% if strcmp(version,'3.6'), FLAG_implicit_skip_nan=(1==1); end; %% hack for the use with Freemat3.6 + +%%% set DEFAULT value of FLAG +if isempty(FLAG_implicit_skip_nan), + FLAG_implicit_skip_nan = (1==1); %logical(1); % logical.m not available on 2.0.16 +end; + +FLAG = FLAG_implicit_skip_nan; +if nargin>0, + FLAG_implicit_skip_nan = (i~=0); %logical(i); %logical.m not available in 2.0.16 + if (~i) + warning('flag_implicit_skipnan(0): You are warned!!! You have turned off skipping NaN in sumskipnan. This is not recommended. Make sure you really know what you do.') + end; +end; + diff --git a/octave_compat/issquare.m b/octave_compat/issquare.m new file mode 100644 index 00000000..b7345f14 --- /dev/null +++ b/octave_compat/issquare.m @@ -0,0 +1,46 @@ +%% Copyright (C) 1996, 1997 John W. Eaton +%% +%% This file is part of Octave. +%% +%% Octave is free software; you can redistribute it and/or modify it +%% under the terms of the GNU General Public License as published by +%% the Free Software Foundation; either version 2, or (at your option) +%% any later version. +%% +%% Octave is distributed in the hope that it will be useful, but +%% WITHOUT ANY WARRANTY; without even the implied warranty of +%% MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the GNU +%% General Public License for more details. +%% +%% You should have received a copy of the GNU General Public License +%% along with Octave; see the file COPYING. If not, write to the Free +%% Software Foundation, 59 Temple Place - Suite 330, Boston, MA +%% 02111-1307, USA. + +%% -*- texinfo -*- +%% @deftypefn {Function File} {} issquare (@var{x}) +%% If @var{x} is a square matrix, then return the dimension of @var{x}. +%% Otherwise, return 0. +%% @end deftypefn +%% @seealso{size, rows, columns, length, ismatrix, isscalar, and isvector} + +%% Author: A. S. Hodel +%% Created: August 1993 +%% Adapted-By: jwe + +function retval = issquare (x) + + retval = 0; + + if (nargin == 1) + if (ismatrix (x)) + [nr, nc] = size (x); + if (nr == nc && nr > 0) + retval = nr; + end + end + else + usage ('issquare (x)'); + end + +end diff --git a/octave_compat/rows.m b/octave_compat/rows.m new file mode 100644 index 00000000..e3dc3534 --- /dev/null +++ b/octave_compat/rows.m @@ -0,0 +1,5 @@ +function n = rows(x) + + n = size(x, 1); + +end diff --git a/octave_compat/sumskipnan.m b/octave_compat/sumskipnan.m new file mode 100644 index 00000000..5b2e210a --- /dev/null +++ b/octave_compat/sumskipnan.m @@ -0,0 +1,195 @@ +function [o,count,SSQ] = sumskipnan(x, DIM, W) +% SUMSKIPNAN adds all non-NaN values. +% +% All NaN's are skipped; NaN's are considered as missing values. +% SUMSKIPNAN of NaN's only gives O; and the number of valid elements is return. +% SUMSKIPNAN is also the elementary function for calculating +% various statistics (e.g. MEAN, STD, VAR, RMS, MEANSQ, SKEWNESS, +% KURTOSIS, MOMENT, STATISTIC etc.) from data with missing values. +% SUMSKIPNAN implements the DIMENSION-argument for data with missing values. +% Also the second output argument return the number of valid elements (not NaNs) +% +% Y = sumskipnan(x [,DIM]) +% [Y,N,SSQ] = sumskipnan(x [,DIM]) +% [...] = sumskipnan(x, DIM, W) +% +% x input data +% DIM dimension (default: []) +% empty DIM sets DIM to first non singleton dimension +% W weight vector for weighted sum, numel(W) must fit size(x,DIM) +% Y resulting sum +% N number of valid (not missing) elements +% SSQ sum of squares +% +% the function FLAG_NANS_OCCURED() returns whether any value in x +% is a not-a-number (NaN) +% +% features: +% - can deal with NaN's (missing values) +% - implements dimension argument. +% - computes weighted sum +% - compatible with Matlab and Octave +% +% see also: FLAG_NANS_OCCURED, SUM, NANSUM, MEAN, STD, VAR, RMS, MEANSQ, +% SSQ, MOMENT, SKEWNESS, KURTOSIS, SEM + + +% This program is free software; you can redistribute it and/or modify +% it under the terms of the GNU General Public License as published by +% the Free Software Foundation; either version 3 of the License, or +% (at your option) any later version. +% +% This program is distributed in the hope that it will be useful, +% but WITHOUT ANY WARRANTY; without even the implied warranty of +% MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +% GNU General Public License for more details. +% +% You should have received a copy of the GNU General Public License +% along with this program; If not, see . + +% $Id$ +% Copyright (C) 2000-2005,2009,2011 by Alois Schloegl +% This function is part of the NaN-toolbox +% http://pub.ist.ac.at/~schloegl/matlab/NaN/ + + +global FLAG_NANS_OCCURED; + +if nargin<2, + DIM = []; +end; +if nargin<3, + W = []; +end; + +% an efficient implementation in C of the following lines +% could significantly increase performance +% only one loop and only one check for isnan is needed +% An MEX-Implementation is available in sumskipnan.cpp +% +% Outline of the algorithm: +% for { k=1,o=0,count=0; k++; k1,1); + if isempty(DIM), DIM = 1; end; +end +if (DIM<1), DIM = 1; end; %% Hack, because min([])=0 for FreeMat v3.5 + +%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% +% non-float data +%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% +if (isempty(W) && (~(isa(x,'float') || isa(x,'double')))) || ~flag_implicit_skip_nan(), %%% skip always NaN's + if ~isempty(W) + error('SUMSKIPNAN: weighted sum of integers not supported, yet'); + end; + x = double(x); + o = sum(x,DIM); + if nargout>1 + sz = size(x); + N = sz(DIM); + sz(DIM) = 1; + count = repmat(N,sz); + if nargout>2 + x = x.*x; + SSQ = sum(x,DIM); + end; + end; + return; +end; + +if ~isempty(W) && (size(x,DIM)~=numel(W)) + error('SUMSKIPNAN: size of weight vector does not match size(x,DIM)'); +end; + +%% mex and oct files expect double +x = double(x); + +%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% +% use Matlab-MEX function when available +%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% +%if 1, +try + + %% using sumskipnan_mex.mex + if issparse(x), + fprintf(2,'sumskipnan: sparse matrix converted to full matrix\n'); + x = full(x); + end; + + %% !!! hack: FLAG_NANS_OCCURED is an output argument, reserve memory !!! + if isempty(FLAG_NANS_OCCURED), + FLAG_NANS_OCCURED = logical(0); % default value + end; + + if (nargout<2), + o = sumskipnan_mex(real(x),DIM,FLAG_NANS_OCCURED,W); + if (~isreal(x)) + io = sumskipnan_mex(imag(x),DIM,FLAG_NANS_OCCURED,W); + o = o + i*io; + end; + return; + elseif (nargout==2), + [o,count] = sumskipnan_mex(real(x),DIM,FLAG_NANS_OCCURED,W); + if (~isreal(x)) + [io,icount] = sumskipnan_mex(imag(x),DIM,FLAG_NANS_OCCURED,W); + if any(count(:)-icount(:)) + error('Number of NaNs differ for REAL and IMAG part'); + else + o = o+i*io; + end; + end; + return; + elseif (nargout>=3), + [o,count,SSQ] = sumskipnan_mex(real(x),DIM,FLAG_NANS_OCCURED,W); + if (~isreal(x)) + [io,icount,iSSQ] = sumskipnan_mex(imag(x),DIM,FLAG_NANS_OCCURED,W); + if any(count(:)-icount(:)) + error('Number of NaNs differ for REAL and IMAG part'); + else + o = o+i*io; + SSQ = SSQ+iSSQ; + end; + end; + return; + end; +end; + +if ~isempty(W) + error('weighted sumskipnan requires sumskipnan_mex'); +end; + +%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% +% count non-NaN's +%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% +if nargout>1, + count = sum(x==x,DIM); + FLAG_NANS_OCCURED = any(count(:)2, + x = real(x).^2 + imag(x).^2; + SSQ = sum(x,DIM); +end; + +%!assert(sumskipnan([1,2],1),[1,2]) +%!assert(sumskipnan([1,NaN],2),1) +%!assert(sumskipnan([1,NaN],2),1) +%!assert(sumskipnan([nan,1,4,5]),10) +%!assert(sumskipnan([nan,1,4,5]',1,[3;2;1;0]),6) + + + diff --git a/octave_compat/sumsq.m b/octave_compat/sumsq.m new file mode 100644 index 00000000..7ea9edd1 --- /dev/null +++ b/octave_compat/sumsq.m @@ -0,0 +1,50 @@ +function [o]=sumsq(x,DIM) +% SUMSQ calculates the sum of squares. +% +% [y] = sumsq(x [, DIM]) +% +% DIM dimension +% N STD of N-th dimension +% default or []: first DIMENSION, with more than 1 element +% +% y estimated standard deviation +% +% features: +% - can deal with NaN's (missing values) +% - dimension argument also in Octave +% - compatible to Matlab and Octave +% +% see also: RMS, SUMSKIPNAN, MEAN, VAR, MEANSQ, +% +% +% References(s): + + +% This program is free software; you can redistribute it and/or modify +% it under the terms of the GNU General Public License as published by +% the Free Software Foundation; either version 2 of the License, or +% (at your option) any later version. +% +% This program is distributed in the hope that it will be useful, +% but WITHOUT ANY WARRANTY; without even the implied warranty of +% MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +% GNU General Public License for more details. +% +% You should have received a copy of the GNU General Public License +% along with this program; If not, see . + +% $Id$ +% Copyright (C) 2009,2010 by Alois Schloegl +% This function is part of the NaN-toolbox +% http://pub.ist.ac.at/~schloegl/matlab/NaN/ + +if nargin<2, + DIM = []; +end; +if isempty(DIM), + DIM = find(size(x)>1,1); + if isempty(DIM), DIM=1; end; +end; + +[s,n,o] = sumskipnan(x,DIM); + diff --git a/outputfig.m b/outputfig.m deleted file mode 100644 index 89a2269b..00000000 --- a/outputfig.m +++ /dev/null @@ -1,47 +0,0 @@ -% Copyright (C) 2010-2017, Raytheon BBN Technologies and contributors listed -% in the AUTHORS file in TASBE analytics package distribution's top directory. -% -% This file is part of the TASBE analytics package, and is distributed -% under the terms of the GNU General Public License, with a linking -% exception, as described in the file LICENSE in the TASBE analytics -% package distribution's top directory. - -function outputfig(h,name,path) -% outputfig is an indirection that allows us to swap around the preferred -% output format with little effort - -% Default path is current path -if nargin < 3, path = './'; end; % Note: this might be wrong for Windows -if path(numel(path)) ~= '/', path(numel(path)+1) = '/'; end; % ensure path ends in slash - -name = sanitize_name(name); -% Note: path must be added after sanitization, because path -% characters need to be removed in sanitization - -maxlength = 75; % 80 character database limit minus file extension -if (length(name) > maxlength) - % shorten the name - s = length(name)-maxlength+2; - shortname = ['X', name(s:end)]; -else - shortname = name; -end - -if (is_octave) - % Prettify the fonts - FN = findall(h,'-property','FontName'); - set(FN,'FontName','Helvetica'); - %FS = findall(h,'-property','FontSize'); - %set(FS,'FontSize',8); - - % print PDFs - print(h,'-dpdfwrite',[path shortname]); -else - print(h,'-depsc2',[path shortname]); % Still produce a vector format when invoked by hand via Matlab -end -print(h,'-dpng',[path shortname]); -saveas(h,[path shortname '.fig']); - -if(strcmp(get(h,'visible'),'off')) - close(h); -end diff --git a/per_color_constitutive_analysis.m b/per_color_constitutive_analysis.m deleted file mode 100644 index 0546696e..00000000 --- a/per_color_constitutive_analysis.m +++ /dev/null @@ -1,53 +0,0 @@ -% Copyright (C) 2010-2017, Raytheon BBN Technologies and contributors listed -% in the AUTHORS file in TASBE analytics package distribution's top directory. -% -% This file is part of the TASBE analytics package, and is distributed -% under the terms of the GNU General Public License, with a linking -% exception, as described in the file LICENSE in the TASBE analytics -% package distribution's top directory. - -function [results sampleresults] = per_color_constitutive_analysis(colorModel,batch_description,colors,AP) -% The 'results' here is not a standard ExperimentResults, but a similar scratch structure - -warning('Need to update per_color_constitutive_analysis to use new samplestatistics'); - -% first do all the processing -rawresults = cell(size(colors)); -for i=1:numel(colors), - fprintf(['Processing for color ' colors{i} '...\n']); - AP = setChannelLabels(AP,{'constitutive',channel_named(colorModel,colors{i})}); - rawresults{i} = process_constitutive_batch( colorModel, batch_description, AP); -end - -n_conditions = size(batch_description,1); -bincenters = get_bin_centers(getBins(AP)); - -results = cell(n_conditions,1); sampleresults = results; -for i=1:n_conditions, - replicatecounts = numel(rawresults{1}{i,2}); - samplebincounts = cell(replicatecounts,1); - samplemeans = zeros(replicatecounts,numel(colors)); samplestds = samplemeans; - results{i}.condition = batch_description{i,1}; - results{i}.bincenters = bincenters; - for j=1:numel(colors), - ER = rawresults{j}{i,1}; - SR = rawresults{j}{i,2}; - rawbincounts = getBinCounts(ER); - results{i}.bincounts(:,j) = rawbincounts; - results{i}.means(j) = geomean(bincenters',rawbincounts); - results{i}.stds(j) = geostd(bincenters',rawbincounts); - % per-sample histograms - for k=1:replicatecounts, - samplebincounts{k}(:,j) = SR{k}.BinCounts; - samplemeans(k,j) = geomean(bincenters',SR{k}.BinCounts); - samplestds(k,j) = geostd(bincenters',SR{k}.BinCounts); - end - results{i}.stdofmeans(j) = geostd(samplemeans(:,j)); - results{i}.stdofstds(j) = mean(samplestds(:,j)); - end - for k=1:replicatecounts, - sampleresults{i}{k} = SampleResults([], [], [], samplebincounts{k}, samplemeans(k,:), samplestds(k,:), ... - [], [], [], [], [], [], [], [], [], [], [], []); - end -end - diff --git a/plot_batch_histograms.m b/plot_batch_histograms.m deleted file mode 100644 index a5fc46c8..00000000 --- a/plot_batch_histograms.m +++ /dev/null @@ -1,44 +0,0 @@ -% Copyright (C) 2010-2017, Raytheon BBN Technologies and contributors listed -% in the AUTHORS file in TASBE analytics package distribution's top directory. -% -% This file is part of the TASBE analytics package, and is distributed -% under the terms of the GNU General Public License, with a linking -% exception, as described in the file LICENSE in the TASBE analytics -% package distribution's top directory. - -function plot_batch_histograms(results,sampleresults,outputsettings,linespecs) - -n_conditions = numel(sampleresults); -n_colors = numel(linespecs); - -fprintf('Plotting histograms'); - -% one bincount plot per condition -maxcount = 1e1; -for i=1:n_conditions - h = figure('PaperPosition',[1 1 5 3.66]); - set(h,'visible','off'); - replicates = sampleresults{i}; - numReplicates = numel(replicates); - for j=1:numReplicates, - counts = replicates{j}.BinCounts; - bin_centers = results{i}.bincenters; - for k=1:n_colors - loglog(bin_centers,counts(:,k),linespecs{k}); hold on; - end - maxcount = max(maxcount,max(max(counts))); - end - for j=1:numReplicates, - for k=1:n_colors - loglog([results{i}.means(k) results{i}.means(k)],[1 maxcount],[linespecs{k} '--']); hold on; - end - end - xlabel('CFP MEFL'); ylabel('Count'); - ylim([1e0 10.^(ceil(log10(maxcount)))]); - if(outputsettings.FixedInputAxis), xlim(outputsettings.FixedInputAxis); end; - %ylim([0 maxcount*1.1]); - title([outputsettings.StemName ' ' results{i}.condition ' bin counts, by color']); - outputfig(h,[outputsettings.StemName '-' results{i}.condition '-bincounts'],outputsettings.Directory); - fprintf('.'); -end; -fprintf('\n'); diff --git a/plot_inducer_characterization.m b/plot_inducer_characterization.m deleted file mode 100644 index f16bd52b..00000000 --- a/plot_inducer_characterization.m +++ /dev/null @@ -1,73 +0,0 @@ -% Copyright (C) 2010-2017, Raytheon BBN Technologies and contributors listed -% in the AUTHORS file in TASBE analytics package distribution's top directory. -% -% This file is part of the TASBE analytics package, and is distributed -% under the terms of the GNU General Public License, with a linking -% exception, as described in the file LICENSE in the TASBE analytics -% package distribution's top directory. - -function plot_inducer_characterization(results,outputsettings) - -step = outputsettings.PlotEveryN; -ticks = outputsettings.PlotTickMarks; - -AP = getAnalysisParameters(results); -n_bins = get_n_bins(getBins(AP)); -hues = (1:n_bins)./n_bins; - -[input_mean input_std] = get_channel_results(results,'input'); -in_units = getChannelUnits(AP,'input'); - -warning('TASBE:Plots','Assuming only a single inducer exists'); -InducerName = getInducerName(getExperiment(results),1); -inducer_levels = getInducerLevelsToFiles(getExperiment(results),1); -which = inducer_levels==0; -if isempty(inducer_levels(inducer_levels>0)), - inducer_levels(which) = 1; -else - inducer_levels(which) = min(inducer_levels(inducer_levels>0))/10; -end -fa = getFractionActive(results); - -%%%% Inducer plots -% Plain inducer plot: -h = figure('PaperPosition',[1 1 5 3.66]); -set(h,'visible','off'); -for i=1:step:n_bins - which = fa(i,:)>getMinFractionActive(AP); - loglog(inducer_levels(which),input_mean(i,which),'-','Color',hsv2rgb([hues(i) 1 0.9])); hold on; - if ticks - loglog(inducer_levels(which),input_mean(i,which),'+','Color',hsv2rgb([hues(i) 1 0.9])); hold on; - end - loglog(inducer_levels(which),input_mean(i,which).*input_std(i,which),':','Color',hsv2rgb([hues(i) 1 0.9])); - loglog(inducer_levels(which),input_mean(i,which)./input_std(i,which),':','Color',hsv2rgb([hues(i) 1 0.9])); -end; -xlabel(['[',InducerName,']']); ylabel(['IFP ' in_units]); -set(gca,'XScale','log'); set(gca,'YScale','log'); -if(outputsettings.FixedInducerAxis), xlim(outputsettings.FixedInducerAxis); end; -if(outputsettings.FixedInputAxis), ylim(outputsettings.FixedInputAxis); end; -title(['Raw ',outputsettings.DeviceName,' transfer curve, colored by constitutive bin (non-equivalent colors)']); -outputfig(h,[outputsettings.StemName,'-',outputsettings.DeviceName,'-mean'],outputsettings.Directory); - -%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% -% Plasmid system is disabled, due to uncertainty about correctness -%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% -% % Normalized inducer plot: -% h = figure('PaperPosition',[1 1 5 3.66]); -% set(h,'visible','off'); -% for i=1:step:n_bins -% which = fa(i,:)>0.9; -% pe=getPlasmidEstimates(results); -% loglog(inducer_levels(which),input_mean(i,which)./pe(i,which),'-','Color',hsv2rgb([hues(i) 1 0.9])); hold on; -% if ticks -% loglog(inducer_levels(which),input_mean(i,which)./pe(i,which),'+','Color',hsv2rgb([hues(i) 1 0.9])); -% end -% loglog(inducer_levels(which),input_mean(i,which)./pe(i,which).*input_std(i,which),':','Color',hsv2rgb([hues(i) 1 0.9])); -% loglog(inducer_levels(which),input_mean(i,which)./pe(i,which)./input_std(i,which),':','Color',hsv2rgb([hues(i) 1 0.9])); -% end; -% xlabel(['[',InducerName,']']); ylabel(['IFP ' in_units '/plasmid']); -% set(gca,'XScale','log'); set(gca,'YScale','log'); -% if(outputsettings.FixedInducerAxis), xlim(outputsettings.FixedInducerAxis); end; -% if(outputsettings.FixedNormalizedInputAxis), ylim(outputsettings.FixedNormalizedInputAxis); end; -% title(['Normalized ',outputsettings.DeviceName,' transfer curve, colored by plasmid bin (non-equivalent colors)']); -% outputfig(h,[outputsettings.StemName,'-',outputsettings.DeviceName,'-mean-norm'],outputsettings.Directory); diff --git a/plot_plusminus_comparison.m b/plot_plusminus_comparison.m deleted file mode 100644 index 6ba81db5..00000000 --- a/plot_plusminus_comparison.m +++ /dev/null @@ -1,152 +0,0 @@ -% Copyright (C) 2010-2017, Raytheon BBN Technologies and contributors listed -% in the AUTHORS file in TASBE analytics package distribution's top directory. -% -% This file is part of the TASBE analytics package, and is distributed -% under the terms of the GNU General Public License, with a linking -% exception, as described in the file LICENSE in the TASBE analytics -% package distribution's top directory. - -function plot_plusminus_comparison(pm_results,outputsettings) - -step = outputsettings.PlotEveryN; -ticks = outputsettings.PlotTickMarks; - -variable = getInducerLevelsToFiles(getExperiment(pm_results.PlusResults),1); -n_var = numel(variable); - -AP = getAnalysisParameters(pm_results.PlusResults); -hues = (1:n_var)./n_var; -bin_centers = get_bin_centers(getBins(AP)); -in_units = getChannelUnits(AP,'input'); -out_units = getChannelUnits(AP,'output'); -cfp_units = getChannelUnits(AP,'constitutive'); - -legendentries = cell(n_var,1); -for i=1:n_var, legendentries{i} = num2str(variable(i)); end; - -if n_var == 1, - pmlegendentries{1} = 'Plus'; -else - pmlegendentries = legendentries; -end - -% set tick marks, if any -if ticks, ptick = '+'; ntick = 'o'; -else ptick = []; ntick = []; -end - -%%% I/O plots: -% Plain I/O plot: -h = figure('PaperPosition',[1 1 5 3.66]); -set(h,'visible','off'); -for i=1:step:n_var - which = pm_results.Valid(:,i,1) & pm_results.Valid(:,i,2); - loglog(pm_results.InMeans(which,i,1),pm_results.OutMeans(which,i,1),[ptick '-'],'Color',hsv2rgb([hues(i) 1 0.9])); hold on; -end; -for i=1:step:n_var - which = pm_results.Valid(:,i,1) & pm_results.Valid(:,i,2); - loglog(pm_results.InMeans(which,i,2),pm_results.OutMeans(which,i,2),[ntick '--'],'Color',hsv2rgb([hues(i) 1 0.9])); - loglog(pm_results.InMeans(which,i,1),pm_results.OutMeans(which,i,1).*pm_results.OutStandardDevs(which,i,1),':','Color',hsv2rgb([hues(i) 1 0.9])); - loglog(pm_results.InMeans(which,i,1),pm_results.OutMeans(which,i,1)./pm_results.OutStandardDevs(which,i,1),':','Color',hsv2rgb([hues(i) 1 0.9])); - loglog(pm_results.InMeans(which,i,2),pm_results.OutMeans(which,i,2).*pm_results.OutStandardDevs(which,i,2),':','Color',hsv2rgb([hues(i) 1 0.9])); - loglog(pm_results.InMeans(which,i,2),pm_results.OutMeans(which,i,2)./pm_results.OutStandardDevs(which,i,2),':','Color',hsv2rgb([hues(i) 1 0.9])); -end; -xlabel(['IFP ' in_units]); ylabel(['OFP ' out_units]); -set(gca,'XScale','log'); set(gca,'YScale','log'); -legend('Location','Best',legendentries); -if(outputsettings.FixedInputAxis), xlim(outputsettings.FixedInputAxis); end; -if(outputsettings.FixedOutputAxis), ylim(outputsettings.FixedOutputAxis); end; -title(['Raw ',outputsettings.StemName,' transfer curves']); -outputfig(h,[outputsettings.StemName,'-',outputsettings.DeviceName,'-mean'],outputsettings.Directory); - - -% normalized I/O plot -h = figure('PaperPosition',[1 1 5 3.66]); -set(h,'visible','off'); -for i=1:step:n_var - which = pm_results.Valid(:,i,1) & pm_results.Valid(:,i,2); - loglog(pm_results.InMeans(which,i,1),pm_results.OutMeans(which,i,1)./bin_centers(which)',[ptick '-'],'Color',hsv2rgb([hues(i) 1 0.9])); hold on; -end -for i=1:step:n_var - which = pm_results.Valid(:,i,1) & pm_results.Valid(:,i,2); - loglog(pm_results.InMeans(which,i,2),pm_results.OutMeans(which,i,2)./bin_centers(which)',[ntick '--'],'Color',hsv2rgb([hues(i) 1 0.9])); - loglog(pm_results.InMeans(which,i,1),pm_results.OutMeans(which,i,1)./bin_centers(which)'.*pm_results.OutStandardDevs(which,i,1),':','Color',hsv2rgb([hues(i) 1 0.9])); - loglog(pm_results.InMeans(which,i,1),pm_results.OutMeans(which,i,1)./bin_centers(which)'./pm_results.OutStandardDevs(which,i,1),':','Color',hsv2rgb([hues(i) 1 0.9])); - loglog(pm_results.InMeans(which,i,2),pm_results.OutMeans(which,i,2)./bin_centers(which)'.*pm_results.OutStandardDevs(which,i,2),':','Color',hsv2rgb([hues(i) 1 0.9])); - loglog(pm_results.InMeans(which,i,2),pm_results.OutMeans(which,i,2)./bin_centers(which)'./pm_results.OutStandardDevs(which,i,2),':','Color',hsv2rgb([hues(i) 1 0.9])); -end; -xlabel(['IFP ' in_units]); ylabel(['OFP ' out_units ' / CFP ' cfp_units]); -set(gca,'XScale','log'); set(gca,'YScale','log'); -legend('Location','Best',legendentries); -if(outputsettings.FixedInputAxis), xlim(outputsettings.FixedInputAxis); end; -if(outputsettings.FixedOutputAxis), ylim(outputsettings.FixedOutputAxis); end; -title([outputsettings.StemName,' transfer curves normalized by CFP']); -outputfig(h,[outputsettings.StemName,'-',outputsettings.DeviceName,'-mean-norm'],outputsettings.Directory); - -% OFP vs. CFP -h = figure('PaperPosition',[1 1 5 3.66]); -set(h,'visible','off'); -for i=1:step:n_var - which = pm_results.Valid(:,i,1) & pm_results.Valid(:,i,2); - loglog(bin_centers(which),pm_results.OutMeans(which,i,1),[ptick '-'],'Color',hsv2rgb([hues(i) 1 0.9])); hold on; -end; -for i=1:step:n_var - which = pm_results.Valid(:,i,1) & pm_results.Valid(:,i,2); - loglog(bin_centers(which),pm_results.OutMeans(which,i,2),[ntick '--'],'Color',hsv2rgb([hues(i) 1 0.9])); - loglog(bin_centers(which),pm_results.OutMeans(which,i,1).*pm_results.OutStandardDevs(which,i,1),':','Color',hsv2rgb([hues(i) 1 0.9])); - loglog(bin_centers(which),pm_results.OutMeans(which,i,1)./pm_results.OutStandardDevs(which,i,1),':','Color',hsv2rgb([hues(i) 1 0.9])); - loglog(bin_centers(which),pm_results.OutMeans(which,i,2).*pm_results.OutStandardDevs(which,i,2),':','Color',hsv2rgb([hues(i) 1 0.9])); - loglog(bin_centers(which),pm_results.OutMeans(which,i,2)./pm_results.OutStandardDevs(which,i,2),':','Color',hsv2rgb([hues(i) 1 0.9])); -end; -xlabel(['CFP ' cfp_units]); ylabel(['OFP ' out_units]); -set(gca,'XScale','log'); set(gca,'YScale','log'); -legend('Location','Best',pmlegendentries,'Minus'); -if(outputsettings.FixedInputAxis), xlim(outputsettings.FixedInputAxis); end; -if(outputsettings.FixedOutputAxis), ylim(outputsettings.FixedOutputAxis); end; -title([outputsettings.StemName,' OFP vs. CFP']); -outputfig(h,[outputsettings.StemName,'-',outputsettings.DeviceName,'-v-cfp'],outputsettings.Directory); - -% Relative change in OFP vs. CFP -h = figure('PaperPosition',[1 1 5 3.66]); -set(h,'visible','off'); -for i=1:step:n_var - which = find(pm_results.Valid(1:(end-1),i,1) & pm_results.Valid(1:(end-1),i,2) & ... - pm_results.Valid(2:end,i,1) & pm_results.Valid(2:end,i,2)); - marginal_centers = (bin_centers(which) + bin_centers(which+1)) / 2; - p_ofp_difference = pm_results.OutMeans(which+1,i,1) ./ pm_results.OutMeans(which,i,1); - m_ofp_difference = pm_results.OutMeans(which+1,i,2) ./ pm_results.OutMeans(which,i,2); - cfp_difference = (bin_centers(which+1) ./ bin_centers(which)); - semilogx(marginal_centers,p_ofp_difference./cfp_difference',[ptick '-'],'Color',hsv2rgb([hues(i) 1 0.9])); hold on; -end -for i=1:step:n_var - which = find(pm_results.Valid(1:(end-1),i,1) & pm_results.Valid(1:(end-1),i,2) & ... - pm_results.Valid(2:end,i,1) & pm_results.Valid(2:end,i,2)); - marginal_centers = (bin_centers(which) + bin_centers(which+1)) / 2; - p_ofp_difference = pm_results.OutMeans(which+1,i,1) ./ pm_results.OutMeans(which,i,1); - m_ofp_difference = pm_results.OutMeans(which+1,i,2) ./ pm_results.OutMeans(which,i,2); - cfp_difference = (bin_centers(which+1) ./ bin_centers(which)); - semilogx(marginal_centers,m_ofp_difference./cfp_difference',[ntick '--'],'Color',hsv2rgb([hues(i) 1 0.9])); -end; -xlabel(['CFP ' cfp_units]); ylabel(['OFP ' out_units ' / CFP ' cfp_units]); -set(gca,'XScale','log'); set(gca,'YScale','linear'); -legend('Location','Best',pmlegendentries,'Minus'); -if(outputsettings.FixedInputAxis), xlim(outputsettings.FixedInputAxis); end; -if(outputsettings.FixedOutputAxis), ylim(outputsettings.FixedOutputAxis); end; -title([outputsettings.StemName,' marginal change in OFP vs. CFP']); -outputfig(h,[outputsettings.StemName,'-',outputsettings.DeviceName,'-marginal-ofp'],outputsettings.Directory); - - -% ratio plot -h = figure('PaperPosition',[1 1 5 3.66]); -set(h,'visible','off'); -for i=1:step:n_var - which = pm_results.Valid(:,i,1) & pm_results.Valid(:,i,2); - semilogx(bin_centers(which),pm_results.Ratios(which,i),'-','Color',hsv2rgb([hues(i) 1 0.9])); hold on; -end; -xlabel(['CFP ' cfp_units]); ylabel('Fold Activation'); -set(gca,'XScale','log'); set(gca,'YScale','linear'); -legend('Location','Best',legendentries); -if(outputsettings.FixedInputAxis), xlim(outputsettings.FixedInputAxis); end; -if(outputsettings.FixedOutputAxis), ylim(outputsettings.FixedOutputAxis); end; -title(['+/- Ratios for ',outputsettings.StemName]); -outputfig(h,[outputsettings.StemName,'-',outputsettings.DeviceName,'-ratios'],outputsettings.Directory); diff --git a/plot_population_inducer_characterization.m b/plot_population_inducer_characterization.m deleted file mode 100644 index 5a82f88c..00000000 --- a/plot_population_inducer_characterization.m +++ /dev/null @@ -1,47 +0,0 @@ -% Copyright (C) 2010-2017, Raytheon BBN Technologies and contributors listed -% in the AUTHORS file in TASBE analytics package distribution's top directory. -% -% This file is part of the TASBE analytics package, and is distributed -% under the terms of the GNU General Public License, with a linking -% exception, as described in the file LICENSE in the TASBE analytics -% package distribution's top directory. - -function plot_population_inducer_characterization(results,outputsettings) - -ticks = outputsettings.PlotTickMarks; - -AP = getAnalysisParameters(results); -n_components = getNumGaussianComponents(AP); -hues = (1:n_components)./n_components; - -[input_mean input_std] = get_channel_population_results(results,'input'); -in_units = getChannelUnits(AP,'input'); - -warning('TASBE:Plots','Assuming only a single inducer exists'); -InducerName = getInducerName(getExperiment(results),1); -inducer_levels = getInducerLevelsToFiles(getExperiment(results),1); -which = inducer_levels==0; -if isempty(inducer_levels(inducer_levels>0)), - inducer_levels(which) = 1; - else - inducer_levels(which) = min(inducer_levels(inducer_levels>0))/10; -end - -%%%% Inducer plots -% Plain inducer plot: -h = figure('PaperPosition',[1 1 5 3.66]); -set(h,'visible','off'); -for i=1:n_components - loglog(inducer_levels(:),10.^input_mean(i,:),'-','Color',hsv2rgb([hues(i) 1 0.9])); hold on; - if ticks - loglog(inducer_levels(:),10.^input_mean(i,:),'+','Color',hsv2rgb([hues(i) 1 0.9])); hold on; - end - loglog(inducer_levels(:),10.^(input_mean(i,:)+input_std(i,:)),':','Color',hsv2rgb([hues(i) 1 0.9])); - loglog(inducer_levels(:),10.^(input_mean(i,:)-input_std(i,:)),':','Color',hsv2rgb([hues(i) 1 0.9])); -end; -xlabel(['[',InducerName,']']); ylabel(['IFP ' in_units]); -set(gca,'XScale','log'); set(gca,'YScale','log'); -if(outputsettings.FixedInducerAxis), xlim(outputsettings.FixedInducerAxis); end; -if(outputsettings.FixedInputAxis), ylim(outputsettings.FixedInputAxis); end; -title(['Population ',outputsettings.DeviceName,' transfer curve, colored by Gaussian component']); -outputfig(h,[outputsettings.StemName,'-',outputsettings.DeviceName,'-pop-mean'],outputsettings.Directory); diff --git a/plot_sample_sets.m b/plot_sample_sets.m deleted file mode 100644 index 39181959..00000000 --- a/plot_sample_sets.m +++ /dev/null @@ -1,23 +0,0 @@ -% Copyright (C) 2010-2017, Raytheon BBN Technologies and contributors listed -% in the AUTHORS file in TASBE analytics package distribution's top directory. -% -% This file is part of the TASBE analytics package, and is distributed -% under the terms of the GNU General Public License, with a linking -% exception, as described in the file LICENSE in the TASBE analytics -% package distribution's top directory. - -function plot_sample_sets(batch_description,results,OSbin) - -%fprintf('Outputting CSV data...\n'); - %sample_set_to_csv(); -batch_size = size(batch_description,1); - -fprintf('Outputting histograms'); -for i=1:batch_size, - condition_name = batch_description{i,1}; - OStmp = OSbin; OStmp.StemName = [OStmp.StemName '-' condition_name]; - sampleresults = results{i,2}; - plot_sample_histograms(sampleresults,OStmp); - fprintf('.'); -end -fprintf('\n'); diff --git a/process_plusminus_batch.m b/process_plusminus_batch.m deleted file mode 100644 index 04ab844d..00000000 --- a/process_plusminus_batch.m +++ /dev/null @@ -1,58 +0,0 @@ -% Copyright (C) 2010-2017, Raytheon BBN Technologies and contributors listed -% in the AUTHORS file in TASBE analytics package distribution's top directory. -% -% This file is part of the TASBE analytics package, and is distributed -% under the terms of the GNU General Public License, with a linking -% exception, as described in the file LICENSE in the TASBE analytics -% package distribution's top directory. - -function pm_results = process_plusminus_batch( colorModel, batch_description, analysisParams, OSbin) -% batch_description is a cell-array of: {condition_name, inducer_name, plus_level_file_pairs, minus_level_file_pairs} -% pm_results is a cell-array of PlusMinusResults - -batch_size = numel(batch_description); - -% verify that all files exist -% Begin by scanning to make sure all expected files are present -fprintf('Confirming files are present...\n'); -for i=1:batch_size - level_file_pairs = [batch_description{i}{3}; batch_description{i}{4}]; - for j=1:size(level_file_pairs,1), - fileset = level_file_pairs{j,2}; - for k=1:numel(fileset), - if ~exist(fileset{k},'file'), - error('Could not find file: %s',fileset{k}); - end - end - end -end - -pm_results = cell(batch_size,1); -for i = 1:batch_size - condition_name = batch_description{i}{1}; - inducer_name = batch_description{i}{2}; - p_level_file_pairs = batch_description{i}{3}; - m_level_file_pairs = batch_description{i}{4}; - - experiment_name = [condition_name ': ' inducer_name ' +']; - p_experiment = Experiment(experiment_name,{inducer_name}, p_level_file_pairs); - fprintf(['Starting analysis of ' experiment_name '...\n']); - p_sampleresults = process_data(colorModel,p_experiment,analysisParams); - p_results = summarize_data(colorModel,p_experiment,analysisParams,p_sampleresults); - - experiment_name = [condition_name ': ' inducer_name ' -']; - m_experiment = Experiment(experiment_name,{inducer_name}, m_level_file_pairs); - fprintf(['Starting analysis of ' experiment_name '...\n']); - m_sampleresults = process_data(colorModel,m_experiment,analysisParams); - m_results = summarize_data(colorModel,m_experiment,analysisParams,m_sampleresults); - - fprintf(['Computing comparison for ' condition_name '...\n']); - pm_results{i} = compare_plusminus(p_results,m_results); - - if nargin>3, % if supplied an output setting, dump bincounts files - OSp = OSbin; OSp.StemName = [OSp.StemName condition_name '-plus']; - plot_bin_statistics(p_sampleresults,OSp); - OSm = OSbin; OSm.StemName = [OSm.StemName condition_name '-minus']; - plot_bin_statistics(m_sampleresults,OSm); - end -end diff --git a/sanitize_name.m b/sanitize_name.m deleted file mode 100644 index 60d2b151..00000000 --- a/sanitize_name.m +++ /dev/null @@ -1,15 +0,0 @@ -% Copyright (C) 2010-2017, Raytheon BBN Technologies and contributors listed -% in the AUTHORS file in TASBE analytics package distribution's top directory. -% -% This file is part of the TASBE analytics package, and is distributed -% under the terms of the GNU General Public License, with a linking -% exception, as described in the file LICENSE in the TASBE analytics -% package distribution's top directory. - -function sanitized = sanitize_name(name) -% remove all non-"word" characters from a name (e.g., a filename) - -sanitized = regexprep(name,'[^\w+\-*]',''); -if numel(sanitized) < numel(name) - warning('TASBE:SanitizeName','Name "%s" contains unsafe characters: abbreviated to "%s"',name,sanitized); -end diff --git a/subpopulation_statistics.m b/subpopulation_statistics.m deleted file mode 100644 index 357513dd..00000000 --- a/subpopulation_statistics.m +++ /dev/null @@ -1,70 +0,0 @@ -% Copyright (C) 2010-2017, Raytheon BBN Technologies and contributors listed -% in the AUTHORS file in TASBE analytics package distribution's top directory. -% -% This file is part of the TASBE analytics package, and is distributed -% under the terms of the GNU General Public License, with a linking -% exception, as described in the file LICENSE in the TASBE analytics -% package distribution's top directory. - -function [counts means stds excluded] = subpopulation_statistics(BSeq,data,selector,mode) - -bedges = get_bin_edges(BSeq); - -n = numel(bedges)-1; -ncol = size(data,2); - -nbins = get_n_bins(BSeq); - - -counts = zeros(nbins,1); means = counts; stds = counts; % create zero sets - -switch(mode) - case 'geometric' - for i=1:n - which = find(data(:,selector)>bedges(i) & data(:,selector)<=bedges(i+1)); - counts(i) = numel(which); - - for j=1:ncol -% % to exclude outliers, drop top and bottom 0.1% of data -% sorted = sort(data(which,j)); -% dropsize = ceil(numel(sorted)*0.001); -% if(numel(sorted)-2*dropsize > 0) -% trimmed = sorted(dropsize:(numel(sorted)-dropsize)); -% else -% trimmed = sorted; -% end - trimmed = data(which,j); - - means(i,j) = geomean(trimmed); - stds(i,j) = geostd(trimmed); - end - end - - case 'arithmetic' - for i=1:n - which = find(data(:,selector)>bedges(i) & data(:,selector)<=bedges(i+1)); - counts(i) = numel(which); - - for j=1:ncol -% % to exclude outliers, drop top and bottom 0.1% of data -% sorted = sort(data(which,j)); -% dropsize = ceil(numel(sorted)*0.001); -% if(numel(sorted)-2*dropsize > 0) -% trimmed = sorted(dropsize:(numel(sorted)-dropsize)); -% else -% trimmed = sorted; -% end - trimmed = data(which,j); - - means(i,j) = mean(trimmed); - stds(i,j) = std(trimmed); - end - end - - otherwise - error('Unknown statistical mode %s',mode); -end - -excluded = size(data,1) - sum(counts); - -end diff --git a/tasbe_set_path.m b/tasbe_set_path.m new file mode 100644 index 00000000..97920e77 --- /dev/null +++ b/tasbe_set_path.m @@ -0,0 +1,57 @@ +function directories_added=tasbe_set_path() +% sets the search path for TASBEFlowAnalytics +% +% directories_added=tasbe_set_path() +% +% Output: +% directories_added Cell string with directories that were +% added to the search path. If no +% directories were added to the search path +% (i.e., all functions for TASBEFlowAnalytics were +% already in the search path), then this is +% an empty cell array. +% Note: +% - This adds directory in which this function resides, as well as the +% 'util' sub-directory to the search path + + return_directories_added=nargout>=1; + + root_dir=fileparts(mfilename('fullpath')); + + sub_dirs={'code', 'code/utils', 'library_code', 'library_code/jsonlab'}; % Add directories here as needed + + % Check if it's Octave; if not, assume matlab + v = ver(); + isOctave = strcmpi(v(1).Name,'octave'); + if isOctave, + sub_dirs{end+1} = 'matlab_compat'; + else + sub_dirs{end+1} = 'octave_compat'; + end; + % Check if Matlab gmdistribution function is available; if not, load the free alternative + if isempty(which('gmdistribution')), sub_dirs{end+1} = 'gmdistribution'; end; + + + % Construct the path to be added by adding the pathsep() after + % each subdirectory + make_full_path_with_sep=@(sub_dir)[fullfile(root_dir,sub_dir) ... + pathsep()]; + + full_dirs=cellfun(make_full_path_with_sep,sub_dirs,... + 'UniformOutput',false); + + if return_directories_added + % store original path elements + orig_path_cell=get_path_cell(); + end + + addpath(cat(2,full_dirs{:})); + + if return_directories_added + new_path_cell=get_path_cell(); + directories_added=setdiff(new_path_cell, orig_path_cell); + end + +function pc=get_path_cell() + pc=regexp(path(), pathsep(), 'split'); + diff --git a/tasbe_version.m b/tasbe_version.m deleted file mode 100644 index 0fd7e2b9..00000000 --- a/tasbe_version.m +++ /dev/null @@ -1,10 +0,0 @@ -% Copyright (C) 2010-2017, Raytheon BBN Technologies and contributors listed -% in the AUTHORS file in TASBE analytics package distribution's top directory. -% -% This file is part of the TASBE analytics package, and is distributed -% under the terms of the GNU General Public License, with a linking -% exception, as described in the file LICENSE in the TASBE analytics -% package distribution's top directory. - -function version = tasbe_version() - [err,version] = system(['svnversion ' getenv('tasbe_path')]); diff --git a/test_templates/faulty_batch_template1.xlsx b/test_templates/faulty_batch_template1.xlsx new file mode 100644 index 00000000..7f91cc65 Binary files /dev/null and b/test_templates/faulty_batch_template1.xlsx differ diff --git a/test_templates/test_batch_template1.xlsx b/test_templates/test_batch_template1.xlsx new file mode 100644 index 00000000..041aff6f Binary files /dev/null and b/test_templates/test_batch_template1.xlsx differ diff --git a/test_templates/test_batch_template2.xlsx b/test_templates/test_batch_template2.xlsx new file mode 100644 index 00000000..e2429c02 Binary files /dev/null and b/test_templates/test_batch_template2.xlsx differ diff --git a/test_templates/test_batch_template3.xlsx b/test_templates/test_batch_template3.xlsx new file mode 100644 index 00000000..40e3c2ed Binary files /dev/null and b/test_templates/test_batch_template3.xlsx differ diff --git a/test_templates/test_batch_template4.xlsx b/test_templates/test_batch_template4.xlsx new file mode 100644 index 00000000..ebd7d964 Binary files /dev/null and b/test_templates/test_batch_template4.xlsx differ diff --git a/test_templates/test_batch_template5.xlsx b/test_templates/test_batch_template5.xlsx new file mode 100644 index 00000000..cf16601b Binary files /dev/null and b/test_templates/test_batch_template5.xlsx differ diff --git a/test_templates/test_batch_template_csv.xlsx b/test_templates/test_batch_template_csv.xlsx new file mode 100644 index 00000000..5221d39f Binary files /dev/null and b/test_templates/test_batch_template_csv.xlsx differ diff --git a/tests/LacI-CAGop-au.json b/tests/LacI-CAGop-au.json new file mode 100644 index 00000000..d74728fc --- /dev/null +++ b/tests/LacI-CAGop-au.json @@ -0,0 +1,23 @@ +{ + "channels": [ + { + "name": "FITC-A", + "print_name": "EYFP", + "unit": "a.u." + }, + { + "name": "PE-Tx-Red-YG-A", + "print_name": "mKate", + "unit": "a.u." + }, + { + "name": "Pacific Blue-A", + "print_name": "EBFP2", + "unit": "a.u." + } + ], + "filenames": [ + "../TASBEFlowAnalytics-Tutorial/template_analysis/csv/LacI-CAGop_Dox01_PointCloud.csv" + ] +} + diff --git a/tests/LacI-CAGop-broken.json b/tests/LacI-CAGop-broken.json new file mode 100644 index 00000000..b9f87d45 --- /dev/null +++ b/tests/LacI-CAGop-broken.json @@ -0,0 +1,28 @@ +{ + "channels": [ + { + "name": "FITC-A", + "print_name": "EYFP", + "unit": "a.u.", + "extra_field": "bar" + }, + { + "name": "PE-Tx-Red-YG-A", + "print_name": "mKate", + "unit": "a.u." + }, + { + "name": "Pacific Blue-A", + "print_name": "EBFP2", + "unit": "a.u." + }, + { + "name": "NoChannel", + "print_name": "NoChannel", + "unit": "a.u." + } + ], + "filenames": [ + ] +} + diff --git a/tests/LacI-CAGop-broken2.json b/tests/LacI-CAGop-broken2.json new file mode 100644 index 00000000..c66eed3a --- /dev/null +++ b/tests/LacI-CAGop-broken2.json @@ -0,0 +1,21 @@ +{ + "channels": [ + { + "name": "FITC-A", + "print_name": "EYFP", + "unit": "a.u.", + "extra_field": "bar" + }, + { + "name": "PE-Tx-Red-YG-A", + "print_name": "mKate" + }, + { + "print_name": "EBFP2", + "unit": "a.u." + } + ], + "filenames": [ + ] +} + diff --git a/tests/LacI-CAGop-broken3.json b/tests/LacI-CAGop-broken3.json new file mode 100644 index 00000000..97117803 --- /dev/null +++ b/tests/LacI-CAGop-broken3.json @@ -0,0 +1,23 @@ +{ + "channels": [ + { + "name": "FITC-A", + "print_name": "EYFP", + "unit": "a.u.", + "extra_field": "bar" + }, + { + "name": "PE-Tx-Red-YG-A", + "print_name": "mKate", + "unit": "a.u." + }, + { + "name": "Pacific Blue-A", + "print_name": "EBFP2", + "unit": "a.u." + } + ], + "filenames": [ + ] +} + diff --git a/tests/LacI-CAGop-error1.json b/tests/LacI-CAGop-error1.json new file mode 100644 index 00000000..f52def62 --- /dev/null +++ b/tests/LacI-CAGop-error1.json @@ -0,0 +1,28 @@ +{ + "channels": [ + { + "name": "FITC-A", + "print_name": "EYFP", + "unit": "MEFL" + }, + { + "name": "PE-Tx-Red-YG-A", + "print_name": "mKate", + "unit": "MEFL" + }, + { + "name": "Pacific Blue-A", + "print_name": "EBFP2", + "unit": "MEFL" + }, + { + "name": "Channel4", + "print_name": "Name4", + "unit": "MEFL" + } + ], + "filenames": [ + "../TASBEFlowAnalytics-Tutorial/template_analysis/csv/LacI-CAGop_Dox01_PointCloud.csv" + ] +} + diff --git a/tests/LacI-CAGop-error2.json b/tests/LacI-CAGop-error2.json new file mode 100644 index 00000000..3fb3e008 --- /dev/null +++ b/tests/LacI-CAGop-error2.json @@ -0,0 +1,23 @@ +{ + "channels": [ + { + "name": "FITC-A", + "print_name": "EYFP", + "unit": "MEFL" + }, + { + "name": "PE-Tx-Red-YG-A", + "print_name": "mKate", + "unit": "MEFL" + }, + { + "name": "Pacific Blue-A", + "print_name": "error", + "unit": "MEFL" + } + ], + "filenames": [ + "../TASBEFlowAnalytics-Tutorial/template_analysis/csv/LacI-CAGop_Dox01_PointCloud.csv" + ] +} + diff --git a/tests/LacI-CAGop-mixed.json b/tests/LacI-CAGop-mixed.json new file mode 100644 index 00000000..c6a4b1cc --- /dev/null +++ b/tests/LacI-CAGop-mixed.json @@ -0,0 +1,23 @@ +{ + "channels": [ + { + "name": "FITC-A", + "print_name": "EYFP", + "unit": "a.u." + }, + { + "name": "PE-Tx-Red-YG-A", + "print_name": "mKate", + "unit": "MEFL" + }, + { + "name": "Pacific Blue-A", + "print_name": "EBFP2", + "unit": "a.u." + } + ], + "filenames": [ + "../TASBEFlowAnalytics-Tutorial/template_analysis/csv/LacI-CAGop_Dox01_PointCloud.csv" + ] +} + diff --git a/tests/LacI-CAGop.json b/tests/LacI-CAGop.json new file mode 100644 index 00000000..a6112402 --- /dev/null +++ b/tests/LacI-CAGop.json @@ -0,0 +1,23 @@ +{ + "channels": [ + { + "name": "FITC-A", + "print_name": "EYFP", + "unit": "MEFL" + }, + { + "name": "PE-Tx-Red-YG-A", + "print_name": "mKate", + "unit": "MEFL" + }, + { + "name": "Pacific Blue-A", + "print_name": "EBFP2", + "unit": "MEFL" + } + ], + "filenames": [ + "../TASBEFlowAnalytics-Tutorial/template_analysis/csv/LacI-CAGop_Dox01_PointCloud.csv" + ] +} + diff --git a/tests/LacI-extra-au.json b/tests/LacI-extra-au.json new file mode 100644 index 00000000..e2a111b2 --- /dev/null +++ b/tests/LacI-extra-au.json @@ -0,0 +1,28 @@ +{ + "channels": [ + { + "name": "FITC-A", + "print_name": "EYFP", + "unit": "a.u." + }, + { + "name": "PE-Tx-Red-YG-A", + "print_name": "mKate", + "unit": "a.u." + }, + { + "name": "Pacific Blue-A", + "print_name": "EBFP2", + "unit": "a.u." + }, + { + "name": "Derived_Value", + "print_name": "Derived", + "unit": "Boolean" + } + ], + "filenames": [ + "LacI-extra-column.csv" + ] +} + diff --git a/tests/LacI-extra-column.csv b/tests/LacI-extra-column.csv new file mode 100644 index 00000000..26643afc --- /dev/null +++ b/tests/LacI-extra-column.csv @@ -0,0 +1,51 @@ +EYFP_MEFL,mKate_MEFL,EBFP2_MEFL,Derived_Value +42471.29,40352.2,37366.76,1 +2452.02,42665.24,1156.15,1 +70346.12,67919.83,22964.29,1 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"LacI-extra-column.csv" + ] +} + diff --git a/tests/colormodel_csv/Beads_PointCloud.csv b/tests/colormodel_csv/Beads_PointCloud.csv new file mode 100644 index 00000000..0ad856d1 --- /dev/null +++ b/tests/colormodel_csv/Beads_PointCloud.csv @@ -0,0 +1,114930 @@ +FSC-A,FSC-H,FSC-W,SSC-A,SSC-H,SSC-W,FITC-A,PerCP-Cy5-5-A,PE-YG-A,PE-Tx-Red-YG-A,Pacific Blue-A,AmCyan-A,Time +7874.8,12048,42836,3053.6,3170,63129,24.03,1053.8,55.1,397.1,283.86,278.88,0.1 +8222.7,12776,42179,1919.7,1996,63032,21.36,-40.94,32.3,37.05,14.11,20.75,0.2 +7131,12374,37768,1918.8,2002,62814,12.46,54.29,9.5,-11.4,13.28,-9.96,0.4 +7327,12535,38307,1974.9,2035,63601,22.25,-4.45,-11.4,25.65,3.32,-2.49,0.4 +7120.7,12122,38497,1749.7,1802,63635,-1.78,129.05,32.3,95.95,61.42,83.83,0.6 +8061,12451,42429,1960.7,2003,64151,8.9,-65.86,8.55,0,5.81,1.66,0.7 +8065.4,12609,41920,1885,1953,63255,7.12,167.32,8.55,-21.85,-3.32,11.62,0.7 +7969.4,12442,41977,1992.7,2062,63334,2.67,285.69,32.3,95.95,98.77,67.23,0.7 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+8840.1,12862,45043,1993.6,2074,62995,7.12,163.76,19.95,28.5,1.66,-3.32,9.7 +5796.7,8646,43939,2420.8,2486,63817,9.79,211.82,15.2,42.75,15.77,24.9,9.7 +8256,12385,43687,1866.3,1925,63539,68.53,1935.8,139.65,844.55,485.55,639.93,9.9 +8059,12726,41502,1997.2,2054,63722,0,20.47,34.2,47.5,37.35,44.82,10.1 +9276.2,14523,41859,2111.1,2175,63610,36.49,289.25,27.55,178.6,156.87,139.44,10.1 +3449.1,5563,40633,2592.6,2635,64481,138.84,4938.6,299.25,2235.3,1294.8,1522.2,10.2 +5934.9,9585,40579,2439.5,2533,63117,107.69,3836.8,249.85,1737.5,948.69,1121.3,10.2 +3577,5730,40911,2568.5,2614,64396,0.89,609.65,26.6,240.35,173.47,197.54,10.2 +7754.7,12458,40794,1901.9,1966,63400,-1.78,-61.41,9.5,19,28.22,30.71,10.3 +8926.8,14386,40666,2063.9,2098,64471,8.01,64.97,22.8,38,54.78,40.67,10.3 +9450.1,14702,42125,2144.9,2218,63376,-11.57,238.52,10.45,130.15,116.2,102.09,10.4 +7986.5,12539,41742,1907.3,1979,63161,-20.47,-18.69,-4.75,-12.35,14.11,-3.32,10.4 +7902.7,12548,41275,1974.9,2000,64714,4.45,-82.77,14.25,5.7,-17.43,10.79,10.5 +7827.3,12423,41292,2037.2,2115,63126,76.54,1668.8,90.25,803.7,501.32,601.75,10.7 +8337.4,12622,43289,1924.2,1994,63241,5.34,662.16,37.05,201.4,142.76,156.87,10.8 +8309.9,12588,43263,1948.2,2012,63458,2.67,213.6,-24.7,12.35,-4.98,-13.28,10.8 +3611.8,5498,43052,2516,2554,64562,37.38,1159.7,78.85,529.15,402.55,444.05,10.9 +7948.8,12358,42153,1948.2,1986,64289,49.84,2158.3,119.7,861.65,501.32,616.69,11 +8252.1,12582,42983,1998.9,2034,64406,10.68,-89,-3.8,-4.75,6.64,15.77,11.1 +8225.6,12544,42975,1960.7,2020,63611,6.23,163.76,15.2,-5.7,-19.09,13.28,11.1 +8463.3,12535,44248,2016.7,2071,63819,3.56,78.32,-6.65,-10.45,33.2,20.75,11.3 +6731.6,10427,42310,2386.1,2427,64431,217.16,14115,568.1,4285.4,1994.5,3212.9,11.4 +8256.5,12389,43676,1901,1973,63146,-12.46,121.04,8.55,23.75,13.28,33.2,11.5 +8144.8,12403,43036,1905.5,1971,63358,9.79,10.68,-13.3,16.15,-2.49,-3.32,11.6 +7858.1,12519,41137,1990,2039,63962,-30.26,198.47,10.45,59.85,19.09,26.56,11.7 +8049.7,12623,41792,1931.3,1983,63827,-13.35,-19.58,-8.55,-6.65,14.94,-6.64,11.8 +7880.7,12400,41651,1976.7,2048,63254,47.17,1955.3,106.4,864.5,527.88,633.29,11.8 +7547,12203,40531,1961.6,2027,63420,143.29,8999.7,349.6,2577.3,1087.3,1670,12.2 +7897.8,12663,40874,2016.7,2099,62968,23.14,-26.7,-19,57.95,19.92,28.22,12.3 +7791.5,12507,40827,1954.4,2031,63066,3.56,-66.75,-12.35,4.75,4.15,5.81,12.3 +7778.3,12387,41153,1973.1,2019,64047,56.96,1920.6,108.3,817,514.6,631.63,12.3 +7221.6,12323,38406,1920.6,1987,63347,-0.89,-24.92,-19.95,27.55,5.81,11.62,12.7 +7881.7,12612,40956,1977.6,2000,64801,-11.57,-72.98,2.85,19,4.98,13.28,12.9 +7985.5,12451,42032,2040.8,2071,64579,-3.56,48.06,9.5,10.45,1.66,6.64,13 +8371.7,12894,42550,1955.3,2046,62632,0,219.83,14.25,48.45,43.99,39.84,13 +8251.1,12766,42358,2016.7,2090,63239,124.6,8404.3,300.2,2539.3,1117.2,1784.5,13.2 +7727.8,12364,40962,2011.4,2060,63990,8.01,-16.91,-7.6,12.35,-5.81,0,13.4 +8483.9,14022,39652,2597,2630,64714,5.34,-90.78,13.3,-1.9,0.83,14.11,13.4 +8059,12819,41201,2008.7,2071,63565,-2.67,435.21,22.8,105.45,87.15,94.62,13.4 +7977.2,12437,42035,1893,1941,63916,-34.71,-40.94,-10.45,1.9,-23.24,-19.09,13.5 +8320.2,12782,42659,2068.4,2142,63283,-11.57,32.04,4.75,41.8,25.73,29.05,13.6 +8227.1,12474,43224,2048.8,2106,63755,13.35,15.13,5.7,58.9,36.52,34.86,13.6 +8382.4,12626,43510,1983.8,2034,63919,-5.34,184.23,-27.55,42.75,8.3,11.62,13.6 +8412.8,12691,43444,1974.9,1987,65137,-0.89,62.3,-6.65,23.75,16.6,31.54,13.6 +7672.4,12581,39967,2037.2,2085,64034,9.79,200.25,23.75,44.65,36.52,9.13,13.8 +7610.7,12428,40133,1938.4,1976,64290,8.9,117.48,-5.7,34.2,14.94,37.35,13.9 +6926.1,12175,37282,1990.9,2031,64243,20.47,-60.52,28.5,25.65,18.26,20.75,14 +6770.8,11975,37055,1972.2,2007,64401,161.98,8528.9,337.25,2526.1,1150.4,1817.7,14.1 +7403.4,12531,38719,1995.4,2023,64641,5.34,29.37,-4.75,-2.85,4.15,9.13,14.2 +7012.4,12119,37921,1887.7,1911,64737,7.12,-24.03,5.7,15.2,26.56,8.3,14.7 +3835.7,5890,42679,3303.7,3350,64630,-16.91,10.68,-9.5,0,-4.98,-3.32,14.8 +3747.5,5551,44244,3163.9,3263,63547,16.91,85.44,-3.8,86.45,69.72,48.14,14.8 +8146.7,12416,43001,1937.5,1984,64001,2.67,-87.22,-19.95,-5.7,-13.28,-4.98,14.8 +7850.3,12420,41423,2016.7,2080,63543,16.91,-104.13,-17.1,21.85,-4.15,-1.66,14.9 +8065.4,12626,41864,2032.8,2086,63863,8.9,-73.87,18.05,-1.9,19.92,2.49,15 +9061.1,14522,40892,2095.9,2158,63652,-13.35,-6.23,3.8,-10.45,-5.81,-4.15,15.2 +8386.4,12599,43623,1951.8,2035,62856,17.8,-48.06,11.4,20.9,19.92,4.98,15.5 +8613.7,12794,44123,1992.7,2010,64972,6.23,-94.34,19,-6.65,9.13,-4.15,15.6 +7488.2,12334,39788,2050.6,2078,64671,148.63,8673.9,372.4,2522.3,1173.6,1816,15.8 +7441.1,12532,38913,2006.9,2048,64222,23.14,206.48,30.4,32.3,49.8,40.67,16 +7393.1,12504,38749,1992.7,2060,63395,16.91,305.27,35.15,110.2,88.81,97.94,16 +7239.3,12289,38606,1956.2,2001,64069,-13.35,691.53,42.75,230.85,156.87,161.85,16 +7489.6,12447,39435,2012.3,2059,64049,20.47,-89,6.65,-1.9,-8.3,-4.98,16 +8043.8,12641,41702,2015.8,2053,64350,6.23,170.88,-2.85,30.4,6.64,19.92,16.1 +8075.2,12530,42236,2008.7,2082,63230,-8.9,276.79,14.25,94.05,51.46,73.87,16.2 +7961,12319,42352,1553,1631,62404,10.68,721.79,25.65,214.7,157.7,158.53,16.3 +7524.9,12298,40100,1972.2,2062,62683,-13.35,538.45,35.15,239.4,189.24,188.41,16.6 +5467.9,8510,42109,2416.3,2462,64321,28.48,-18.69,12.35,54.15,42.33,23.24,16.7 +8520.6,12615,44265,1940.2,2007,63355,23.14,139.73,18.05,112.1,92.96,100.43,16.9 +9117.4,13459,44396,2188.5,2275,63044,-15.13,-13.35,-19,-26.6,3.32,-29.05,16.9 +8633.3,12766,44320,1889.5,1950,63502,33.82,453.01,50.35,215.65,189.24,201.69,17 +8339.8,12850,42534,1890.4,1974,62759,10.68,733.36,24.7,218.5,165.17,146.91,17.1 +8175.7,12430,43105,1877.9,1930,63767,16.02,210.04,-2.85,94.05,90.47,70.55,17.1 +8526,12723,43917,2031.9,2119,62841,40.94,1950,107.35,845.5,550.29,659.02,17.1 +8455,12711,43592,2043.4,2103,63680,17.8,163.76,8.55,87.4,96.28,105.41,17.1 +8012,12398,42351,1959.8,2030,63269,21.36,221.61,15.2,114,105.41,93.79,17.2 +8551.5,13334,42030,2354.1,2402,64228,24.92,561.59,30.4,164.35,102.92,104.58,17.3 +8110.5,12657,41995,2019.4,2053,64464,8.01,-37.38,-6.65,6.65,-10.79,-4.98,17.3 +7783.2,12388,41175,1956.2,2016,63593,0,83.66,-9.5,0,14.94,-18.26,17.4 +8358.4,12675,43217,1898.4,1955,63638,-12.46,-72.09,4.75,6.65,-5.81,-17.43,17.4 +8658.8,12703,44672,1926,1979,63780,32.04,465.47,38.95,211.85,170.15,177.62,17.6 +7284.8,12134,39346,1948.2,2006,63648,35.6,492.17,39.9,262.2,166,172.64,17.8 +8678.9,12911,44054,2195.6,2299,62589,111.25,8689.1,329.65,2535.6,1107.2,1785.3,18.2 +8313.8,12751,42730,2009.6,2079,63349,5.34,19.58,-1.9,-3.8,4.15,13.28,18.3 +8059.5,12445,42442,1869.9,1961,62491,102.35,8141.7,317.3,2497.6,1106.4,1771.2,18.3 +7884.6,12578,41082,1996.3,2066,63324,-15.13,-100.57,0,12.35,-9.96,-2.49,18.4 +4670.2,8209,37284,2377.2,2401,64886,27.59,329.3,-8.55,206.15,180.11,184.26,18.5 +7170.2,12307,38182,2006.1,2003,65636,11.57,-2.67,19.95,30.4,36.52,31.54,18.5 +7564.6,12475,39740,2025.6,2091,63487,1.78,700.43,45.6,209,158.53,171.81,18.7 +8467.2,12608,44012,1978.5,2048,63311,-17.8,-104.13,-19,-20.9,20.75,6.64,18.9 +10062,14703,44850,2109.3,2191,63092,5.34,16.02,16.15,12.35,24.07,31.54,18.9 +7745.9,12134,41836,1812.9,1874,63400,2.67,-101.46,-5.7,2.85,1.66,4.98,19 +7434.8,11872,41042,1988.3,2020,64506,72.98,1898.4,133.95,855,539.5,659.02,19.1 +7492.1,12318,39861,2041.7,2110,63413,14.24,178.89,30.4,95.95,76.36,101.26,19.2 +9635.9,14615,43209,2072.8,2119,64107,7.12,120.15,13.3,39.9,33.2,33.2,19.6 +7025.6,12213,37700,2207.2,2214,65335,13.35,456.57,24.7,223.25,173.47,168.49,19.8 +7081,12357,37554,2031.9,2033,65500,5.34,411.18,6.65,87.4,92.96,85.49,19.8 +8447.1,13080,42323,1949.1,1996,63996,77.43,1712.4,140.6,835.05,493.85,601.75,20.2 +9578,14518,43236,2080.8,2134,63903,-11.57,289.25,21.85,76.95,48.14,25.73,20.2 +7117.7,12198,38241,1914.4,1958,64076,36.49,1924.2,122.55,833.15,501.32,644.08,20.5 +7658.7,12450,40315,1977.6,2002,64737,126.38,8354.4,321.1,2467.1,1118,1758.8,20.6 +8826.9,14283,40501,2029.2,2079,63966,-6.23,117.48,-16.15,45.6,23.24,5.81,20.6 +8743.1,12833,44649,1944.7,2017,63185,54.29,1919.7,101.65,903.45,498,618.35,20.7 +8545.1,12951,43241,2022.1,2099,63134,-5.34,-41.83,-10.45,31.35,-8.3,17.43,20.8 +7546,12367,39988,1916.2,1947,64498,-2.67,10.68,6.65,5.7,5.81,-2.49,21.1 +8484.8,13567,40986,2222.3,2303,63240,35.6,318.62,3.8,157.7,93.79,106.24,21.2 +8525.5,12687,44039,1879.7,1999,61624,0.89,431.65,0.95,100.7,60.59,78.85,21.3 +7213.8,12038,39272,2017.6,2066,64002,7.12,110.36,18.05,15.2,20.75,14.94,21.8 +8180.6,12717,42158,1982,2089,62180,-11.57,168.21,-40.85,8.55,8.3,29.05,22.2 +7807.2,12715,40240,2025.6,2123,62531,-8.01,-90.78,-34.2,-12.35,-14.11,13.28,22.3 +7611.7,12449,40071,2035.4,2133,62538,-22.25,173.55,-32.3,1.9,-13.28,3.32,22.3 +7812.6,12629,40542,1982.9,2049,63422,-0.89,-105.02,-24.7,3.8,-12.45,11.62,22.3 +7405.9,12438,39022,1938.4,1986,63966,15.13,-16.02,-9.5,23.75,36.52,18.26,22.6 +7633.2,12329,40575,1898.4,1949,63834,23.14,-132.61,19,13.3,-4.15,8.3,22.6 +8762.2,12812,44820,2346,2444,62909,16.91,408.51,12.35,114,106.24,92.96,22.7 +8450.5,12487,44351,1945.5,2039,62532,114.81,8348.2,314.45,2488.1,1123,1814.4,22.8 +7283.9,10813,44146,2397.7,2457,63953,6.23,560.7,23.75,190,146.91,142.76,22.9 +8013.5,12415,42301,1970.5,2047,63086,-16.91,246.53,5.7,56.05,39.84,7.47,23 +8671.5,13639,41667,2190.3,2243,63996,26.7,1006.6,89.3,357.2,254.81,268.92,23 +7662.6,12453,40326,1915.3,1973,63619,-3.56,31.15,-11.4,50.35,-1.66,-5.81,23.2 +8305,12891,42221,2095.1,2175,63127,128.16,8913.3,333.45,2579.3,1148.7,1806.9,23.2 +9280.6,13542,44913,2349.6,2422,63577,0,299.04,21.85,166.25,117.86,113.71,23.3 +8721,12586,45411,1902.8,1982,62918,17.8,118.37,16.15,6.65,-4.98,0,23.4 +8695,12450,45770,1914.4,1958,64076,55.18,1821.8,126.35,807.5,498.83,609.22,23.5 +9023.4,12906,45820,2055.9,2138,63019,32.04,60.52,28.5,57,39.84,42.33,23.6 +9745.6,14534,43944,1998.9,2054,63779,5.34,154.86,-11.4,-0.95,11.62,17.43,23.6 +7394.1,12214,39674,1991.8,2018,64686,28.48,623,43.7,230.85,190.9,189.24,23.7 +7518.6,12247,40233,1985.6,2003,64966,71.2,1843.2,127.3,851.2,511.28,615.03,23.8 +8388.8,12770,43052,1926,2018,62547,-7.12,-117.48,-13.3,-26.6,-17.43,-6.64,23.9 +8579.4,12968,43358,1988.3,2056,63377,13.35,55.18,-10.45,-2.85,4.15,10.79,24 +7168.2,12418,37830,2069.3,2134,63548,-29.37,35.6,-0.95,3.8,-15.77,-11.62,24.3 +6936.4,12382,36714,2047,2090,64188,0.89,766.29,19.95,232.75,148.57,166.83,24.3 +7661.6,12590,39882,1911.7,1994,62832,-22.25,169.99,10.45,-7.6,-4.98,6.64,24.6 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+7523.5,12191,40444,1929.5,1951,64814,16.02,7.12,15.2,17.1,1.66,0.83,55.9 +7753.3,12260,41445,1956.2,2004,63973,-10.68,750.27,5.7,244.15,166,163.51,56.1 +8130.1,12660,42086,1933.1,1972,64243,12.46,-28.48,5.7,13.3,5.81,9.13,56.2 +5953,8846,44103,2369.2,2398,64748,0.89,480.6,16.15,202.35,161.85,166,56.2 +7208.9,12145,38900,1949.1,1985,64351,11.57,27.59,-9.5,77.9,41.5,40.67,56.6 +7623.9,12514,39927,2051.4,2102,63960,57.85,1954.4,96.9,831.25,519.58,624.99,56.6 +8305,12831,42419,1977.6,2027,63938,117.48,8139,310.65,2421.6,1144.6,1866.7,56.7 +8089.4,12394,42775,1949.1,1994,64060,-7.12,-51.62,-6.65,-7.6,-15.77,0,57 +8165.9,12439,43023,1997.2,2023,64699,138.84,8520.9,320.15,2531.8,1078.2,1702.3,57 +7344.6,12138,39655,2040.8,2062,64861,129.94,8228,337.25,2421.6,1165.3,1894.9,57.2 +7444.6,12191,40020,1894.8,1963,63259,-22.25,117.48,1.9,-4.75,-23.24,-13.28,57.2 +7743,12311,41219,1899.3,1923,64727,-23.14,-103.24,-14.25,-8.55,-33.2,-19.92,57.2 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+7638.6,12622,39661,1994.5,2078,62902,9.79,10.68,-30.4,24.7,15.77,5.81,58.3 +6965.8,12412,36780,1903.7,1944,64178,56.96,1944.7,96.9,844.55,513.77,610.05,58.4 +6886.5,12220,36932,1916.2,1992,63041,12.46,211.82,-35.15,10.45,23.24,-0.83,58.4 +7555.3,13018,38035,2411.9,2446,64622,38.27,-19.58,-6.65,-3.8,7.47,11.62,58.6 +6925.7,12106,37492,1971.3,2042,63269,-9.79,-62.3,8.55,38,26.56,-0.83,58.6 +6396.5,10478,40007,2392.3,2446,64098,48.06,-53.4,54.15,37.05,42.33,24.07,58.6 +8116.9,12855,41380,2440.4,2531,63190,18.69,154.86,31.35,133.95,86.32,90.47,59 +7950.7,13245,39340,2275.7,2393,62324,-51.62,129.05,-16.15,-31.35,-45.65,-24.9,59.1 +7489.2,12455,39407,1964.2,2035,63257,2.67,252.76,43.7,36.1,18.26,25.73,59.2 +8054.1,12459,42366,2040.8,2075,64455,125.49,8630.3,311.6,2554.6,1055.8,1680.8,59.4 +8126.2,12497,42615,1934.9,1953,64927,14.24,-25.81,0.95,33.25,4.98,11.62,59.5 +7788.1,12254,41652,1875.2,1934,63545,25.81,149.52,0.95,0.95,15.77,26.56,59.6 +7074.1,12217,37948,1891.3,1929,64253,11.57,446.78,12.35,233.7,146.08,158.53,59.8 +9034.1,13652,43368,2270.4,2308,64468,-5.34,-86.33,1.9,-9.5,-18.26,-13.28,59.9 +8385.9,12730,43172,1976.7,2026,63941,-18.69,42.72,-4.75,-11.4,-4.98,10.79,60.2 +7817.5,12399,41320,1947.3,1995,63970,36.49,217.16,60.8,119.7,81.34,112.88,60.3 +7535.2,12492,39532,1939.3,2028,62670,-5.34,259.88,11.4,121.6,88.81,93.79,60.4 +7626.4,12453,40135,2016.7,2081,63512,13.35,179.78,19,112.1,100.43,97.94,60.4 +7616.6,12623,39544,2009.6,2079,63349,120.15,8413.2,344.85,2537.4,1113,1796.1,60.4 +8276.1,12672,42802,2020.3,2039,64935,16.02,-28.48,20.9,34.2,27.39,46.48,60.6 +8180.6,12534,42773,1932.2,1974,64148,8.01,492.17,34.2,230.85,171.81,194.22,60.6 +8177.1,12189,43966,1926,1981,63715,64.08,1699.9,125.4,840.75,547.8,635.78,60.7 +8428.5,12679,43566,1971.3,1987,65020,31.15,1866.3,104.5,879.7,512.11,595.94,60.8 +9121.4,13559,44087,2735,2787,64313,-16.02,-110.36,-14.25,-46.55,-14.11,-24.9,60.8 +8511.8,12986,42956,2039,2110,63330,4.45,48.95,-8.55,4.75,27.39,14.94,60.9 +8174.2,12620,42449,2023.9,2092,63401,64.97,1775.5,124.45,857.85,536.18,626.65,61.1 +8366.3,12591,43546,1957.1,2027,63276,-11.57,-119.26,-4.75,10.45,-8.3,-19.09,61.1 +8460.8,12483,44420,1837.8,1891,63694,-7.12,28.48,0.95,18.05,29.05,2.49,61.3 +8474.5,12449,44613,1876.1,1937,63476,1.78,129.05,-4.75,6.65,18.26,0,61.4 +8663.7,12607,45037,1934,1983,63916,1.78,28.48,16.15,30.4,23.24,4.15,61.5 +5796.7,7974,47641,3288.6,3286,65587,20.47,275.01,5.7,45.6,34.03,41.5,61.6 +6917.3,12276,36928,1990.9,2048,63710,-16.02,212.71,10.45,30.4,24.9,15.77,61.7 +7025.1,12243,37605,1991.8,2035,64145,119.26,7780.4,322.05,2572.6,1113.9,1756.3,61.8 +7066.3,12171,38049,2024.8,2043,64951,-2.67,192.24,10.45,105.45,96.28,83.83,61.9 +8403,12839,42893,2063,2147,62973,113.03,8009.1,329.65,2436.8,1131.3,1835.1,62 +8326.1,12732,42857,1996.3,2044,64006,3.56,169.1,24.7,27.55,30.71,31.54,62 +7635.2,12429,40259,1950.9,1997,64022,14.24,-131.72,-19.95,4.75,-4.98,-24.07,62.2 +7515.6,12375,39802,1907.3,1975,63289,71.2,1812,120.65,826.5,502.98,584.32,62.2 +8299.6,14078,38636,2104,2186,63076,-18.69,102.35,-32.3,-19,-14.94,-14.11,62.3 +7069.2,12230,37881,2051.4,2082,64574,17.8,450.34,8.55,131.1,87.15,104.58,62.3 +6934,12276,37017,1966.9,2020,63813,4.45,-87.22,6.65,-4.75,-20.75,-28.22,62.3 +6608.6,12253,35347,2028.3,2077,64000,8.01,-112.14,-21.85,-7.6,-6.64,-15.77,62.4 +6723.8,12130,36327,1914.4,1974,63557,125.49,8698.9,341.05,2530.8,1066.5,1727.2,62.5 +7266.2,12355,38543,1876.1,1955,62892,0,171.77,0,-3.8,-9.96,21.58,62.5 +4613.4,6979,43321,3422.1,3495,64168,47.17,1279.8,85.5,526.3,352.75,374.33,62.6 +7855.2,12278,41928,1927.7,2006,62979,-10.68,612.32,38.95,237.5,151.89,161.02,62.7 +4064.1,5898,45158,2746.5,2798,64331,121.93,4409.9,314.45,2014,1248.3,1455.8,62.8 +6778.7,12175,36488,1909.9,1967,63635,1.78,129.05,10.45,5.7,-1.66,-9.13,63 +6929.6,12319,36865,1923.3,1979,63691,-6.23,139.73,-16.15,2.85,17.43,14.11,63 +6907,12311,36769,1922.4,1975,63791,5.34,-100.57,5.7,16.15,-4.98,-0.83,63.1 +8174.7,12327,43460,1881.5,1911,64523,22.25,472.59,37.05,235.6,164.34,194.22,63.3 +7901.3,12623,41022,2021.2,2079,63714,3.56,-38.27,-19,-5.7,4.98,4.98,63.5 +6552.3,12010,35754,1936.6,1994,63651,-5.34,26.7,-3.8,10.45,-1.66,9.96,63.7 +7468.1,12191,40147,1822.7,1887,63304,57.85,2047.9,102.6,838.85,488.87,582.66,63.8 +7125.6,11831,39471,2055,2103,64040,-8.01,-11.57,1.9,9.5,9.96,29.05,63.9 +7961,12411,42038,1875.2,1947,63120,-0.89,81.88,7.6,-24.7,40.67,2.49,64 +8196.7,12592,42660,1893.9,1952,63586,0,125.49,8.55,19,21.58,9.13,64.1 +8051.2,13019,40529,2287.3,2383,62904,138.84,8378.5,347.7,2528.9,1198.5,1909,64.1 +7516.1,12715,38740,1942.9,2043,62324,40.94,2040.8,88.35,843.6,512.11,634.12,64.5 +9170.4,14378,41799,2046.1,2110,63552,0,241.19,8.55,62.7,39.84,24.07,64.5 +8278.1,12417,43691,1926,1969,64103,-4.45,147.74,7.6,-12.35,-9.13,-25.73,64.6 +5346.4,7446,47056,2473.3,2514,64475,10.68,-96.12,12.35,7.6,19.09,16.6,64.6 +8723,12838,44529,1988.3,2022,64442,22.25,22.25,15.2,33.25,6.64,20.75,64.7 +8266.3,12118,44705,1899.3,1958,63570,26.7,451.23,28.5,232.75,153.55,157.7,64.7 +7182.9,12314,38228,1972.2,2030,63671,16.02,-8.9,56.05,13.3,23.24,33.2,65 +7388.2,12266,39475,1964.2,2014,63916,28.48,258.1,2.85,110.2,90.47,73.04,65.1 +7908.6,12322,42063,1990.9,2006,65044,24.92,271.45,33.25,135.85,110.39,98.77,65.1 +8575,12711,44211,1903.7,1923,64879,8.9,173.55,27.55,93.1,90.47,74.7,65.3 +6936.9,12335,36856,1937.5,2015,63016,-12.46,-35.6,8.55,-20.9,-13.28,-8.3,65.7 +7599.9,12677,39289,2106.6,2181,63301,-6.23,194.02,22.8,132.05,86.32,101.26,65.7 +7887.5,12554,41175,1923.3,2014,62584,-10.68,67.64,-20.9,-3.8,-6.64,0.83,65.8 +8219.3,12591,42781,1953.5,2027,63161,6.23,101.46,-41.8,-5.7,9.13,-6.64,65.8 +7700.8,11919,42343,2113.8,2207,62767,64.08,1870.8,88.35,812.25,486.38,622.5,65.9 +9054.7,13622,43563,2255.3,2326,63543,12.46,125.49,-32.3,2.85,-8.3,-4.15,65.9 +8263.4,12658,42783,1973.1,2054,62956,-24.03,178,-5.7,-27.55,-21.58,-11.62,66 +8281,12677,42810,1934.9,2005,63243,-21.36,-48.95,-21.85,-0.95,-8.3,-16.6,66 +7843.9,12448,41297,2149.3,2228,63223,133.5,8116.8,329.65,2399.7,1163.7,1869.2,66.1 +7692.5,12532,40228,1901,1968,63306,12.46,63.19,-12.35,38.95,21.58,21.58,66.1 +7295.6,12379,38624,1960.7,2031,63267,5.34,-69.42,-12.35,5.7,-24.9,-1.66,66.2 +6922.7,12269,36978,1934,1977,64110,-16.02,-40.05,15.2,-0.95,31.54,23.24,66.4 +3298.2,5527,39108,1639.4,1719,62501,83.66,5512.7,239.4,1538,765.26,1209.3,66.4 +7391.6,12321,39317,1912.6,1989,63019,-16.91,668.39,14.25,193.8,168.49,169.32,66.8 +7550.9,12242,40423,1848.5,1942,62382,-11.57,-46.28,-1.9,1.9,1.66,-1.66,66.8 +7853.2,12880,39959,2249,2324,63422,66.75,2457.3,177.65,1279.7,733.72,894.74,67 +8071.8,13091,40409,2093.3,2167,63307,-8.9,503.74,14.25,227.05,178.45,166,67.1 +8403,12818,42963,2078.1,2150,63346,-7.12,187.79,13.3,7.6,15.77,8.3,67.2 +8029.1,12736,41316,1943.8,2016,63188,3.56,165.54,31.35,6.65,9.13,13.28,67.5 +7102.1,12202,38145,1965.1,2014,63945,26.7,-97.9,-3.8,11.4,-0.83,1.66,67.6 +7389.7,12454,38886,2052.3,2082,64602,7.12,-52.51,-0.95,24.7,9.13,1.66,67.7 +7304.9,12287,38963,1940.2,1999,63608,17.8,42.72,15.2,22.8,19.92,32.37,67.7 +7365.7,12300,39245,1927.7,1996,63295,11.57,228.73,-1.9,112.1,89.64,78.85,67.7 +9769.6,14729,43469,2358.5,2413,64056,162.87,10870,408.5,3151.1,1330.5,2100.7,68 +8479,12653,43917,1960.7,2009,63959,9.79,752.94,37.05,242.25,178.45,188.41,68 +9341.9,14219,43057,2025.6,2047,64852,65.86,2525.8,187.15,1216,674.79,794.31,68 +8158.5,12442,42973,1869.9,1918,63892,70.31,1756.9,140.6,856.9,512.94,605.07,68.1 +7545.5,12429,39786,2045.2,2089,64163,121.04,7990.4,300.2,2383.6,1135.4,1876.6,68.2 +7516.1,12303,40037,1901.9,1963,63497,-6.23,97.9,-4.75,-24.7,-19.09,9.13,68.3 +8386.8,13281,41385,2737.6,2805,63962,187.79,13635,486.4,3796.2,1729.7,2761.4,68.4 +7816.5,12379,41381,1985.6,2031,64071,17.8,-1.78,-21.85,44.65,19.09,13.28,68.5 +8365.8,12662,43300,2015.8,2038,64824,7.12,62.3,13.3,25.65,35.69,23.24,68.6 +8178.6,12582,42600,2059.5,2082,64827,-16.91,202.92,-23.75,21.85,0.83,2.49,68.7 +8973.9,13558,43377,2366.5,2434,63719,-11.57,909.58,46.55,342.95,232.4,243.19,68.7 +7671.4,12439,40418,1930.4,1975,64056,-0.89,743.15,0,244.15,159.36,174.3,68.8 +6252.9,10156,40349,2411,2444,64651,-6.23,26.7,0.95,14.25,14.11,-0.83,68.8 +8039.9,12503,42142,2011.4,2051,64271,-8.01,279.46,8.55,103.55,80.51,68.06,69.1 +8241.8,12583,42926,1982,2007,64721,34.71,244.75,76,116.85,78.85,94.62,69.1 +8801.4,13175,43780,2514.3,2551,64592,195.8,12585,500.65,3736.3,1684.1,2727.4,69.2 +8397.1,12646,43517,2013.2,2038,64738,18.69,-32.93,9.5,30.4,14.11,5.81,69.2 +8519.6,12806,43600,2018.5,2066,64030,113.92,8656.1,339.15,2624.8,1188.6,1855,69.2 +8253.1,12523,43190,2093.3,2139,64135,1.78,-59.63,19.95,-5.7,0.83,3.32,69.3 +7874.8,12543,41145,2033.7,2107,63255,94.34,8470.1,327.75,2452.9,1142.9,1824.3,69.4 +7944.4,12450,41819,1974,2018,64108,-1.78,-98.79,20.9,20.9,4.15,-6.64,69.4 +7953.2,12733,40935,2176.9,2217,64352,4.45,-46.28,19,19.95,-2.49,0.83,69.5 +7739.6,12151,41743,1882.3,1975,62462,6.23,420.08,17.1,97.85,78.02,84.66,69.8 +7349,11918,40412,2095.1,2122,64704,1.78,-16.02,4.75,21.85,-4.98,3.32,70 +7271.1,12177,39133,1942,1953,65166,56.96,1843.2,130.15,890.15,478.08,585.98,70.1 +7458.3,12223,39989,1861,1899,64224,3.56,113.03,46.55,63.65,32.37,15.77,70.1 +6715,11991,36700,2058.6,2099,64274,2.67,152.19,-3.8,95,66.4,73.04,70.2 +7068.3,12291,37688,2019.4,2055,64401,19.58,427.2,21.85,234.65,152.72,159.36,70.2 +7299.5,12475,38347,2120.9,2171,64023,-15.13,135.28,-25.65,-16.15,-9.13,-1.66,70.3 +7696.9,12375,40762,1942,1991,63922,-2.67,410.29,28.5,95.95,92.13,87.98,70.4 +6857.1,10970,40965,2721.6,2798,63747,4.45,-44.5,9.5,20.9,22.41,10.79,70.5 +8135,12589,42349,1933.1,1977,64080,6.23,168.21,41.8,99.75,72.21,92.13,70.5 +7786.6,12251,41654,1940.2,1995,63736,8.9,602.53,74.1,249.85,177.62,189.24,70.6 +7912,12490,41515,2034.5,2078,64165,74.76,2055,152.95,877.8,560.25,642.42,70.6 +7824.8,12530,40926,1929.5,1974,64059,-14.24,46.28,15.2,13.3,20.75,-3.32,70.7 +7580.8,12475,39825,1905.5,1995,62596,-8.9,202.92,-7.6,22.8,27.39,-6.64,70.8 +7637.6,12339,40566,1957.1,2019,63527,4.45,478.82,23.75,230.85,143.59,161.85,70.9 +8591.2,12999,43313,2554.3,2595,64508,112.14,2953,163.4,1252.1,884.78,937.07,71.1 +8094.3,12357,42929,2026.5,2069,64191,1.78,177.11,5.7,-4.75,28.22,5.81,71.2 +7928.2,12519,41504,1938.4,1971,64453,8.01,-68.53,-19,-19.95,2.49,-18.26,71.2 +7899.8,12431,41647,1990,2044,63806,124.6,8752.3,315.4,2572.6,1122.2,1748.8,71.5 +7916.9,12370,41944,1884.1,1942,63583,-6.23,-102.35,-2.85,29.45,4.15,12.45,71.7 +7969.4,12422,42045,1906.4,1970,63420,19.58,753.83,45.6,253.65,183.43,196.71,71.9 +8006.1,12565,41758,2044.3,2085,64258,36.49,565.15,59.85,259.35,189.24,189.24,71.9 +8261.4,13130,41235,2234.8,2302,63623,-0.89,755.61,48.45,319.2,241.53,273.07,72.1 +8211.9,12838,41921,1997.2,2066,63352,-0.89,-2.67,-15.2,38.95,17.43,28.22,72.3 +7619,12102,41259,1922.4,1990,63310,58.74,1885,130.15,849.3,520.41,626.65,72.5 +8657.8,13588,41757,2368.3,2464,62990,23.14,56.96,-4.75,61.75,54.78,53.95,72.5 +8164.4,12587,42509,1932.2,2047,61860,-11.57,109.47,-21.85,-44.65,0.83,-4.15,72.5 +8032.6,12591,41809,1974.9,2043,63352,-12.46,32.93,-19.95,4.75,-9.96,-0.83,72.7 +8425.1,12704,43462,1976.7,2016,64258,-0.89,-39.16,0.95,19.95,-0.83,0.83,72.8 +8121.3,12493,42603,1901,1965,63403,-8.01,128.16,8.55,52.25,10.79,27.39,72.9 +8125.7,12536,42480,1923.3,1980,63659,7.12,201.14,0.95,39.9,8.3,0,72.9 +8331,12647,43171,1963.3,2023,63603,-16.02,190.46,-3.8,2.85,16.6,-6.64,72.9 +8032.1,12599,41780,1887.7,1943,63670,-35.6,346.21,-19,96.9,86.32,85.49,73.4 +8762.2,13476,42612,2228.6,2244,65085,33.82,203.81,18.05,29.45,37.35,32.37,73.5 +8664.2,13597,41760,2325.6,2345,64993,48.06,852.62,61.75,385.7,280.54,275.56,73.5 +8237.9,12607,42824,2026.5,2095,63394,39.16,1888.6,130.15,890.15,514.6,625.82,73.7 +8061,12487,42307,2015,2071,63763,50.73,1954.4,116.85,905.35,503.81,588.47,74.2 +7558.3,12475,39706,2007.8,2095,62809,-17.8,173.55,14.25,-16.15,-7.47,-11.62,74.3 +3499.1,5722,40076,3371.3,3438,64265,114.81,4882.5,286.9,2057.7,1336.3,1609.4,74.5 +7981.1,12947,40399,2003.4,2083,63031,8.01,2092.4,99.75,874.95,534.52,596.77,74.5 +8423.1,13446,41054,2222.3,2294,63489,-32.93,142.4,-6.65,-1.9,3.32,-4.98,74.7 +7756.7,12426,40910,2034.5,2106,63312,100.57,8300.1,329.65,2451.9,1145.4,1877.5,74.7 +7814.5,12542,40833,2104.8,2186,63103,110.36,8604.5,365.75,2520.3,1140.4,1781.2,74.7 +8154.1,12583,42469,2047,2103,63791,-11.57,59.63,1.9,16.15,14.11,-1.66,75 +9424.2,14474,42671,2225,2282,63899,-19.58,11.57,6.65,36.1,20.75,17.43,75.1 +7792.5,12618,40473,1981.1,2026,64085,-4.45,-84.55,-19.95,-5.7,-11.62,-13.28,75.2 +7598.4,12175,40901,1834.3,1835,65511,34.71,501.96,55.1,226.1,156.87,164.34,75.2 +7373.5,11994,40289,1929.5,1994,63417,3.56,504.63,28.5,216.6,189.24,184.26,75.3 +8020.8,12463,42177,1913.5,1983,63239,0,-137.95,-19,-15.2,0,-9.96,75.4 +8082.1,12766,41490,1966.9,2026,63624,6.23,199.36,37.05,106.4,63.91,88.81,75.5 +7485.2,12514,39200,1964.2,2002,64300,17.8,495.73,43.7,261.25,161.85,161.02,75.9 +7500.4,12419,39580,1942.9,1975,64470,-0.89,691.53,36.1,229.9,155.21,158.53,76.1 +7208.4,10833,43608,2267.7,2321,64032,81.88,3500.4,192.85,1499.1,908.02,1077.3,76.1 +7914.5,12490,41528,1941.1,1994,63797,-7.12,256.32,19,128.25,85.49,63.08,76.2 +7215.3,11874,39823,1861.9,1906,64019,-7.12,225.17,17.1,49.4,38.18,39.84,76.4 +7344.1,12131,39676,2019.4,2067,64027,24.92,777.86,44.65,219.45,185.92,205.84,76.6 +7934.1,12562,41392,1999.8,2022,64817,20.47,-50.73,19.95,-9.5,22.41,15.77,76.6 +7841.5,12578,40857,1960.7,2038,63049,-6.23,-64.08,-24.7,-10.45,-8.3,-12.45,76.6 +7950.3,12412,41978,1987.4,2028,64223,8.9,416.52,45.6,212.8,152.72,180.11,76.7 +8104.6,12503,42481,2019.4,2019,65549,-7.12,118.37,14.25,-5.7,29.05,6.64,76.8 +8389.3,12963,42413,2304.2,2371,63690,138.84,8076.8,323.95,2489,1167.8,1874.1,76.9 +8055.1,12567,42007,1967.8,2007,64256,20.47,388.93,54.15,207.1,159.36,199.2,76.9 +8166.3,12651,42304,2096.8,2123,64728,122.82,8852.8,334.4,2506.1,1140.4,1802.8,76.9 +7810.1,12128,42203,1970.5,1984,65089,36.49,225.17,15.2,120.65,94.62,63.91,77 +7444.6,12427,39260,1899.3,1983,62768,-9.79,371.13,6.65,75.05,61.42,63.91,77.1 +7261.8,12159,39141,1882.3,1935,63753,-6.23,10.68,-10.45,4.75,-19.92,1.66,77.1 +7119.7,11507,40549,2888.9,2919,64861,89,3466.6,213.75,1429.8,860.71,1054.9,77.1 +8529.9,12739,43882,2059.5,2099,64301,15.13,-32.04,-3.8,39.9,15.77,14.11,77.4 +8490.2,12738,43682,2017.6,2086,63388,10.68,218.05,25.65,15.2,20.75,21.58,77.4 +8120.3,12299,43269,1904.6,1919,65044,4.45,328.41,32.3,138.7,90.47,84.66,77.4 +7265.7,12171,39123,1963.3,1979,65017,5.34,579.39,20.9,237.5,151.89,166.83,77.6 +7069.2,12134,38181,1764.9,1778,65052,3.56,499.29,53.2,230.85,155.21,140.27,77.7 +8547.6,14252,39305,2158.3,2188,64645,72.09,2751,212.8,1186.5,745.34,851.58,77.9 +7222.6,12203,38789,1894.8,1919,64710,21.36,194.91,0.95,-15.2,28.22,16.6,77.9 +8250.6,13275,40732,2330,2335,65396,26.7,937.17,52.25,363.85,235.72,253.15,78 +7509.7,12298,40019,1935.8,1994,63622,1.78,109.47,20.9,55.1,25.73,19.09,78 +8132,12667,42073,2001.6,2027,64715,8.01,0,4.75,46.55,13.28,24.07,78.1 +7931.1,12290,42293,2031,2050,64928,22.25,469.03,46.55,257.45,167.66,185.92,78.1 +7689.1,12282,41028,1942.9,2014,63221,-11.57,145.96,12.35,5.7,3.32,19.92,78.1 +8012.5,12411,42310,1919.7,1999,62937,1.78,-83.66,0,6.65,-1.66,6.64,78.2 +7881.7,12784,40405,2082.6,2176,62723,5.34,525.1,20.9,230.85,154.38,181.77,78.2 +7370.1,12795,37750,2411,2475,63842,139.73,8379.3,318.25,2513.7,1142.9,1834.3,78.5 +8067.4,12524,42215,1873.4,1976,62135,-14.24,494.84,18.05,195.7,156.04,181.77,78.7 +8048.3,12374,42626,1888.6,1958,63212,-21.36,110.36,7.6,2.85,-9.13,23.24,78.8 +7467.1,12160,40244,1901.9,1920,64919,-4.45,-90.78,12.35,-17.1,-5.81,6.64,79.1 +8610.3,12754,44244,1974,2050,63107,-3.56,116.59,25.65,30.4,14.94,24.07,79.3 +8645.6,12727,44519,1954.4,2039,62818,14.24,552.69,22.8,217.55,154.38,151.89,79.3 +8655.4,12747,44500,2034.5,2079,64134,83.66,1932.2,146.3,903.45,540.33,652.38,79.4 +7500.4,12025,40877,1891.3,1961,63205,71.2,1941.1,130.15,911.05,513.77,619.18,79.6 +7554.3,12300,40250,1993.6,2072,63056,17.8,522.43,24.7,214.7,163.51,195.05,79.6 +7483.8,12430,39457,1924.2,1978,63753,8.9,586.51,20.9,227.05,164.34,180.94,79.8 +7617.1,12164,41038,1917.9,2004,62722,-17.8,698.65,20.9,217.55,124.5,157.7,79.9 +8683.8,13243,42974,2309.6,2383,63516,8.01,-16.91,6.65,22.8,16.6,1.66,80.2 +7987,12312,42514,1880.6,1964,62752,-7.12,-24.03,10.45,10.45,-2.49,16.6,80.2 +7550.9,12098,40904,1790.7,1862,63026,-21.36,121.04,13.3,20.9,-9.96,-8.3,80.3 +7409.3,12341,39347,1911.7,1969,63629,-8.9,11.57,7.6,29.45,33.2,9.13,80.3 +7512.2,12404,39690,1936.6,2000,63460,-10.68,-40.94,4.75,19,1.66,-7.47,80.3 +7557.8,12378,40015,1915.3,1982,63330,-9.79,-77.43,-14.25,-8.55,-4.15,-9.13,80.3 +8380.5,13290,41326,2289.1,2334,64275,14.24,308.83,16.15,191.9,135.29,121.18,80.4 +8128.1,12318,43244,2047,2090,64188,157.53,7711.9,303.05,2367.4,1154.5,1851.7,80.6 +8426,12255,45060,1925.1,1963,64270,152.19,7705.6,327.75,2385.4,1094.8,1757.9,80.8 +9273.3,13685,44409,2313.1,2357,64316,3.56,-47.17,-14.25,-14.25,11.62,8.3,80.9 +8301.1,12643,43029,1951.8,2003,63860,0,-89,1.9,0.95,-13.28,-4.98,81.1 +8300.1,12810,42463,2142.2,2202,63757,150.41,8633.9,326.8,2558.3,1123.8,1796.9,81.2 +8469.2,12515,44350,1960.7,2003,64151,14.24,-58.74,-16.15,0,3.32,26.56,81.2 +8833.7,12667,45704,1973.1,2079,62199,-5.34,223.39,22.8,56.05,35.69,36.52,81.3 +8236.9,12831,42071,2056.8,2101,64157,138.84,8739.8,367.65,2560.3,1147.1,1817.7,81.9 +8219.3,12515,43041,1898.4,1943,64031,75.65,1878.8,115.9,880.65,538.67,651.55,81.9 +8166.8,12479,42890,1917.1,2015,62351,5.34,429.87,-1.9,114.95,84.66,97.11,82.1 +7457.3,12365,39525,2030.1,2057,64679,20.47,-22.25,49.4,19,15.77,35.69,82.4 +7406.4,12160,39916,1915.3,1924,65239,0.89,47.17,21.85,19.95,14.11,11.62,82.4 +7393.1,12112,40003,1915.3,1936,64835,148.63,8477.3,335.35,2489.9,1029.2,1616.8,82.5 +8215.8,12527,42982,1967.8,2027,63622,14.24,-35.6,9.5,16.15,3.32,13.28,82.5 +8765.6,12704,45219,1980.3,2020,64246,78.32,2265.1,106.4,919.6,530.37,590.96,82.6 +8846,12907,44916,1967.8,2027,63622,19.58,630.12,37.05,247.95,170.98,147.74,82.6 +8638.7,12674,44670,2006.1,2034,64636,137.06,8310.8,313.5,2491.8,1108.9,1752.1,82.6 +9102.2,12895,46260,2027.4,2095,63422,-17.8,80.99,-8.55,-2.85,-23.24,-9.96,82.7 +8397.1,12411,44341,1932.2,2011,62968,58.74,1996.3,126.35,859.75,486.38,597.6,82.7 +4641.3,5904,51519,2914.8,2948,64797,7.12,135.28,7.6,33.25,48.97,16.6,83.3 +9096.4,12913,46166,1949.1,2017,63330,17.8,267,48.45,112.1,80.51,94.62,83.3 +8867,13023,44622,2162.7,2191,64690,29.37,-51.62,23.75,-5.7,18.26,3.32,83.4 +9526.1,13807,45216,2423.5,2475,64172,208.26,13295,513,3913.1,1635.9,2590.4,83.4 +8452,12864,43059,1985.6,2020,64420,151.3,8466.6,349.6,2578.3,1108.9,1726.4,83.5 +7347.1,12495,38535,1916.2,1983,63327,12.46,258.99,5.7,15.2,11.62,15.77,83.7 +7483.3,12550,39078,2176.9,2226,64092,-1.78,184.23,-23.75,-4.75,-0.83,-18.26,83.7 +7335.8,12255,39230,1877.9,1931,63734,64.08,1952.7,128.25,863.55,466.46,580.17,83.7 +7472,12634,38759,1946.4,1998,63844,28.48,534,11.4,219.45,146.08,181.77,83.7 +7773.9,12545,40611,1930.4,1989,63606,10.68,160.2,16.15,95.95,102.09,114.54,83.8 +8242.8,12438,43431,1885.9,1958,63123,53.4,1788,90.25,829.35,489.7,597.6,83.9 +9105.2,13650,43716,2212.5,2258,64217,29.37,844.61,34.2,383.8,253.15,234.06,83.9 +8561.8,12875,43581,1945.5,1999,63783,56.07,1910.8,113.05,872.1,508.79,622.5,84 +8354.5,12785,42825,2051.4,2097,64112,44.5,535.78,57.95,265.05,186.75,190.9,84 +8125.7,12599,42267,1955.3,2019,63469,21.36,8.01,5.7,6.65,20.75,11.62,84.1 +9064.5,14277,41609,2032.8,2069,64388,28.48,326.63,15.2,104.5,94.62,107.9,84.1 +7395.6,12270,39501,1957.1,1998,64195,-1.78,50.73,-8.55,6.65,-5.81,-15.77,84.2 +7574.9,12547,39566,2008.7,2055,64060,0.89,485.05,0,212.8,146.08,143.59,84.2 +7562.7,12659,39152,2031,2087,63777,-10.68,44.5,-0.95,35.15,24.07,-6.64,84.2 +7387.7,12423,38973,1884.1,1959,63031,-6.23,106.8,-18.05,5.7,-26.56,-16.6,84.3 +7365.7,12266,39354,2013.2,2078,63492,21.36,510.86,60.8,211.85,172.64,170.98,84.3 +7632.7,12464,40133,1893.9,1940,63979,16.91,721.79,27.55,232.75,156.04,150.23,84.4 +7739.6,12594,40275,2071.9,2114,64231,12.46,22.25,-7.6,50.35,28.22,14.11,84.4 +7909.6,12426,41716,1905.5,1946,64172,48.95,494.84,57.95,245.1,170.15,175.13,84.5 +6885,10082,44754,2537.4,2582,64404,137.95,3139,227.05,1460.2,947.03,1144.6,84.5 +8737.2,13003,44036,2031.9,2095,63561,32.93,573.16,23.75,210.9,190.9,161.85,84.6 +8811.7,14130,40869,2011.4,2034,64808,75.65,2268.6,179.55,1020.3,644.91,784.35,84.9 +7685.7,12564,40090,2000.7,2020,64910,-2.67,93.45,4.75,38,12.45,19.92,84.9 +7538.7,12422,39772,2017.6,2086,63388,136.17,7563.2,348.65,2417.8,1157,1879.1,85 +7864.5,12562,41029,1985.6,2070,62864,-10.68,243.86,1.9,29.45,9.96,32.37,85.1 +8300.6,12970,41942,2045.2,2106,63645,8.9,-21.36,-20.9,19,5.81,9.13,85.1 +8609.8,12692,44457,1981.1,2048,63396,12.46,161.98,38.95,133,89.64,109.56,85.4 +8471.1,12661,43848,1922.4,2001,62962,-3.56,4.45,0,6.65,-0.83,20.75,85.4 +7881.7,12343,41848,1944.7,2003,63627,6.23,645.25,52.25,257.45,163.51,180.11,85.5 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+7648.4,12285,40801,1885,1949,63385,51.62,1968.7,122.55,836,507.96,637.44,87.8 +11262,17349,42541,3390.9,3413,65112,31.15,1013.7,38.95,481.65,352.75,383.46,87.8 +7942.4,12114,42968,1949.1,1986,64318,62.3,1863.7,147.25,901.55,511.28,613.37,87.9 +7904.2,12417,41718,2015.8,2049,64476,11.57,-23.14,5.7,10.45,0,9.13,87.9 +8181,12265,43714,1920.6,1961,64187,11.57,445.89,29.45,228.95,160.19,165.17,87.9 +4953.4,7950,40834,2937,3002,64117,111.25,3928.5,257.45,1712.8,1077.3,1336.3,88 +7518.6,12177,40465,1858.3,1889,64472,0,-73.87,10.45,48.45,24.9,12.45,88.1 +7935.1,13011,39969,2265.9,2311,64258,3.56,81.88,-35.15,24.7,-19.09,17.43,88.2 +7449.5,12487,39097,2037.2,2087,63972,-10.68,98.79,-24.7,8.55,-9.96,10.79,88.3 +7363.7,12355,39060,1981.1,2055,63181,-37.38,164.65,2.85,-15.2,1.66,12.45,88.3 +7775.3,12688,40161,2135.1,2160,64781,-0.89,-56.96,10.45,6.65,35.69,20.75,88.4 +7559.7,12370,40051,1925.1,1990,63398,-21.36,-49.84,-36.1,27.55,0.83,15.77,88.5 +7647.9,12250,40915,1950.9,2030,62982,-8.9,-73.87,-12.35,0.95,10.79,-8.3,88.5 +7462.7,12361,39566,2052.3,2089,64386,141.51,7963.7,342,2482.3,1147.9,1881.6,88.9 +7930.2,12546,41424,2006.9,2034,64664,-0.89,196.69,-10.45,-5.7,20.75,0,89 +7792.5,12507,40832,2032.8,2095,63589,24.92,177.11,17.1,140.6,94.62,116.2,89 +8161,12586,42495,1894.8,1966,63163,10.68,147.74,-18.05,39.9,11.62,2.49,89.1 +4480.1,6127,47920,3480.8,3531,64604,-12.46,93.45,-11.4,20.9,12.45,18.26,89.2 +7940,12435,41846,1937.5,2003,63394,-32.93,145.07,-18.05,-12.35,-4.98,-14.94,89.3 +8279,12778,42462,1987.4,2074,62799,40.94,1829.8,98.8,875.9,507.13,627.48,89.3 +7849.8,12756,40330,1951.8,2016,63448,13.35,1997.2,103.55,876.85,468.95,605.07,89.4 +7703.3,12591,40096,1948.2,1983,64386,57.85,1703.5,158.65,817.95,571.04,659.02,89.5 +7597.5,12417,40099,1991.8,2053,63583,8.01,89,-3.8,-4.75,-0.83,-13.28,89.6 +8948.4,14304,40998,2205.4,2288,63171,0.89,190.46,2.85,43.7,44.82,5.81,89.6 +8483.9,13062,42566,2250.8,2310,63857,142.4,8664.1,313.5,2492.8,1151.2,1828.5,89.8 +8568.6,13271,42314,2977.9,3043,64135,-0.89,-83.66,35.15,6.65,12.45,13.28,89.9 +7508.3,12066,40781,1915.3,1970,63716,55.18,2057.7,114,895.85,486.38,562.74,90 +7469.6,12214,40079,1942,1970,64604,0.89,-44.5,-4.75,-10.45,23.24,-9.96,90.1 +8009.1,12720,41264,2022.1,2096,63225,5.34,-85.44,-18.05,-8.55,7.47,-19.09,90.4 +8009.5,12509,41963,1994.5,2045,63917,-36.49,26.7,-27.55,31.35,7.47,7.47,90.6 +8314.8,12758,42712,1951.8,2022,63260,-21.36,-115.7,-1.9,-18.05,-4.15,-1.66,90.7 +7196.1,11058,42648,2615.7,2658,64493,-3.56,216.27,37.05,25.65,0.83,7.47,90.7 +4262.5,6645,42039,2526.7,2533,65373,22.25,727.13,59.85,208.05,180.11,193.39,90.8 +7821.4,12390,41371,1985.6,2006,64869,11.57,-45.39,15.2,20.9,18.26,19.09,90.8 +8112.9,12342,43080,1847.6,1910,63396,38.27,1817.4,121.6,835.05,522.9,615.03,91 +8762.2,12652,45387,1897.5,1996,62301,40.05,1861.9,102.6,827.45,473.93,590.13,91.1 +5615.4,8334,44158,3146.1,3226,63914,288.36,16703,683.05,4935.3,2206.1,3535.8,91.3 +8295.7,12590,43182,1966,2010,64102,18.69,-35.6,38,-7.6,23.24,13.28,91.4 +7662.1,12482,40230,2015.8,2050,64444,8.9,69.42,13.3,18.05,19.09,19.09,91.6 +7713.1,12503,40429,2003.4,2035,64518,38.27,533.11,50.35,239.4,187.58,214.14,91.6 +8348.6,13205,41434,2427.9,2469,64446,0.89,164.65,-10.45,33.25,28.22,19.92,91.9 +7840.5,12513,41064,1985.6,2033,64008,45.39,2167.1,133,873.05,542.82,649.89,91.9 +7871.4,12958,39810,2147.6,2202,63916,13.35,275.9,15.2,108.3,112.05,98.77,92 +7626.4,12415,40258,1845.9,1919,63038,8.9,87.22,26.6,20.9,37.35,28.22,92.1 +7509.3,12144,40524,1917.1,1968,63840,19.58,639.91,42.75,221.35,177.62,181.77,92.2 +7622.4,12389,40322,2042.5,2097,63834,105.91,8680.2,357.2,2542.2,1104.7,1748.8,92.2 +7786.6,12547,40671,1991.8,2039,64020,66.75,1875.2,124.45,893,500.49,609.22,92.3 +7941.4,12534,41523,1903.7,1954,63849,-6.23,238.52,30.4,86.45,62.25,80.51,92.4 +8119.8,12649,42070,1943.8,2013,63282,153.97,8090.1,357.2,2436.8,1116.3,1782,92.5 +7993.9,12479,41981,1982.9,2015,64493,42.72,324.85,41.8,127.3,108.73,97.94,92.6 +9524.6,15054,41464,2152.9,2186,64544,72.98,2382.5,146.3,1079.2,647.4,781.86,92.8 +8053.6,12526,42137,1839.6,1946,61954,16.91,641.69,32.3,225.15,171.81,181.77,93.4 +7694,12570,40114,1997.2,2078,62986,-25.81,-128.16,-25.65,-33.25,-5.81,-17.43,93.5 +7707.2,12551,40244,1990,2051,63588,109.47,8772.7,334.4,2516.6,1120.5,1744.7,93.5 +7728.8,12531,40421,1900.2,1971,63180,5.34,330.19,26.6,96.9,101.26,94.62,93.6 +8200.6,13160,40839,2356.7,2412,64034,-15.13,-78.32,2.85,-13.3,21.58,9.96,93.6 +7982.1,12388,42228,1906.4,1988,62845,-9.79,511.75,19.95,212.8,168.49,158.53,93.6 +7802.8,12482,40968,2028.3,2098,63359,-5.34,-31.15,15.2,18.05,32.37,18.26,93.6 +8008.1,12430,42222,1948.2,2062,61919,41.83,2257.9,112.1,895.85,494.68,584.32,93.7 +7764.1,12827,39668,1958.9,2079,61750,8.9,289.25,0,133.95,77.19,105.41,93.8 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+8112.9,12584,42251,2036.3,2092,63792,121.04,8831.5,320.15,2594.4,1069,1683.2,176.3 +7715.1,12369,40877,1860.1,1925,63327,31.15,-105.02,18.05,18.05,18.26,12.45,176.3 +8010.5,12312,42639,1966,2028,63533,36.49,629.23,69.35,253.65,186.75,200.86,176.4 +8496.1,12759,43640,1961.6,2023,63546,23.14,387.15,34.2,166.25,82.17,84.66,176.4 +9078.2,13395,44416,2259.7,2339,63314,87.22,2610.4,185.25,1283.4,753.64,932.09,176.6 +8568.6,13044,43051,2071,2160,62837,9.79,120.15,6.65,24.7,9.13,24.07,176.6 +8405,12558,43863,1932.2,1966,64409,11.57,-22.25,8.55,32.3,11.62,-2.49,176.9 +8266.3,12558,43139,1926.8,1994,63329,-0.89,32.93,-7.6,6.65,27.39,-0.83,177.1 +7992.4,12609,41541,1943.8,2021,63031,0,226.95,6.65,20.9,14.94,15.77,177.3 +8981.7,13802,42648,2054.1,2094,64288,147.74,9626.2,373.35,2870.9,1267.4,1956.3,177.4 +8788.6,13656,42177,2326.5,2380,64062,21.36,-5.34,25.65,25.65,27.39,13.28,177.4 +8044.8,12572,41936,1940.2,2024,62823,8.01,29.37,1.9,31.35,-4.98,4.98,177.5 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+8750.4,12595,45531,1928.6,1987,63611,12.46,487.72,57,204.25,163.51,156.87,230.3 +8905.3,12575,46411,1907.3,2011,62156,-10.68,339.09,-3.8,84.55,56.44,73.04,230.3 +9801,14164,45349,3115,3168,64440,56.96,1992.7,147.25,876.85,667.32,731.23,230.4 +7539.6,12362,39971,1902.8,1982,62918,31.15,2053.2,109.25,868.3,527.05,632.46,230.5 +6983,11302,40492,2779.5,2822,64548,5.34,51.62,9.5,59.85,68.06,32.37,230.6 +7550.9,12250,40396,2000.7,2078,63099,128.16,8654.4,338.2,2503.3,1123,1751.3,230.6 +8890.6,12897,45177,1912.6,1985,63146,-2.67,-40.94,-11.4,5.7,3.32,1.66,230.9 +10197,14830,45064,2071.9,2142,63392,24.92,702.21,55.1,343.9,244.85,242.36,231 +7461.2,12456,39257,2000.7,2076,63160,-16.91,32.93,-6.65,5.7,17.43,13.28,231.3 +7754.3,12575,40412,1912.6,2031,61716,42.72,1978.5,96.9,817.95,521.24,615.03,231.4 +7397.5,11968,40508,1990.9,2080,62730,101.46,8088.3,297.35,2288.6,1079,1718.9,231.4 +8440.3,13491,41001,2170.7,2243,63424,-32.04,471.7,11.4,146.3,109.56,116.2,231.4 +7941.4,12691,41009,1934,2019,62776,-17.8,63.19,-7.6,18.05,14.11,9.96,231.5 +8729.4,12765,44817,2050.6,2121,63360,-8.01,4.45,7.6,24.7,29.05,24.9,231.6 +7381.9,12203,39644,1950,2011,63548,120.15,8562.7,308.75,2435.8,1075.7,1693.2,231.8 +7970.3,13103,39864,2331.8,2395,63807,-2.67,171.77,1.9,28.5,13.28,4.15,232 +7291.2,12025,39737,1895.7,1933,64271,6.23,56.07,14.25,28.5,21.58,36.52,232 +8284.9,12630,42990,1949.1,2054,62189,-20.47,186.01,-19,-5.7,14.94,-6.64,232.2 +8978.8,13575,43347,2338,2435,62926,3.56,925.6,41.8,304.95,252.32,249,232.2 +8127.6,12659,42077,2047.9,2071,64805,26.7,-64.97,-1.9,57.95,24.9,18.26,232.3 +7493.1,12421,39535,2002.5,2033,64553,-19.58,-29.37,9.5,12.35,11.62,8.3,232.5 +3409.9,5667,39434,3026.9,3063,64763,4.45,554.47,14.25,259.35,220.78,218.29,232.5 +7678.3,12510,40224,1970.5,2014,64119,14.24,-77.43,12.35,20.9,28.22,2.49,232.7 +7781.7,12587,40516,1913.5,1983,63239,4.45,433.43,35.15,102.6,96.28,88.81,232.7 +8517.2,13635,40937,2242.8,2275,64608,-9.79,-58.74,42.75,14.25,24.9,-4.15,232.7 +7895.4,12251,42236,1941.1,1999,63637,60.52,1694.6,120.65,836.95,524.56,631.63,232.9 +7771.9,12398,41082,1922.4,1978,63694,8.01,33.82,46.55,16.15,4.98,11.62,233.1 +7631.3,12390,40365,1948.2,1986,64289,-3.56,436.1,0.95,103.55,89.64,84.66,233.2 +7498,12326,39866,1946.4,1970,64752,9.79,28.48,3.8,6.65,-5.81,-3.32,233.2 +8056.1,12423,42499,1917.1,1959,64133,15.13,133.5,-21.85,-1.9,-0.83,19.92,233.5 +7968.4,12562,41571,1931.3,1974,64118,28.48,-81.88,10.45,19.95,15.77,2.49,233.6 +7752.3,12467,40752,2015.8,2055,64287,-6.23,-76.54,-7.6,-1.9,4.98,-4.15,233.6 +7889,12426,41607,1974,1994,64879,25.81,-12.46,-9.5,15.2,27.39,7.47,233.7 +7907.6,12207,42454,3109.7,3151,64676,8.01,400.5,18.05,115.9,81.34,87.15,233.7 +7756.7,12319,41265,1898.4,1931,64429,-0.89,-32.04,-7.6,-11.4,-10.79,4.98,233.8 +7859.1,12778,40308,2100.4,2142,64263,-9.79,142.4,-9.5,-3.8,0,18.26,233.8 +7385.3,12114,39954,1962.4,1990,64629,12.46,497.51,6.65,247.95,151.06,188.41,233.9 +7869.9,12420,41527,2015.8,2084,63393,-3.56,256.32,32.3,57,26.56,17.43,234 +8145.8,12306,43381,2001.6,2038,64366,15.13,274.12,24.7,135.85,131.97,92.13,234.2 +8321.7,12936,42159,2017.6,2104,62846,-8.01,248.31,-4.75,90.25,87.15,68.89,234.4 +7807.2,12431,41159,1962.4,2011,63954,2.67,157.53,-44.65,-7.6,4.15,-2.49,234.4 +7644.5,12418,40344,2013.2,2050,64359,-8.01,-112.14,-18.05,14.25,19.92,-4.15,234.5 +8212.9,12986,41448,2059.5,2126,63485,137.06,8649,328.7,2566.9,1137.9,1811.1,234.7 +7957.1,12639,41259,2104,2143,64342,155.75,8126.6,342,2484.3,1173.6,1875.8,234.8 +6879.1,10427,43237,2610.4,2655,64434,34.71,855.29,64.6,425.6,297.97,325.36,234.8 +6731.1,10205,43227,2623.7,2669,64424,-0.89,109.47,6.65,2.85,26.56,4.15,234.8 +8403,12677,43441,2010.5,2053,64180,-14.24,169.99,12.35,33.25,6.64,27.39,234.9 +7942.4,12571,41406,1975.8,2043,63380,131.72,8081.2,331.55,2455.8,1157.8,1886.6,234.9 +8157,12526,42678,1914.4,1978,63428,37.38,28.48,21.85,61.75,43.99,38.18,235 +7661.6,12670,39630,1967.8,2046,63031,-21.36,134.39,-21.85,23.75,0,-7.47,235.1 +7328,12234,39255,1908.2,1978,63222,7.12,-113.03,-6.65,-12.35,0,-10.79,235.1 +7111.9,12136,38405,1870.8,1880,65215,3.56,-91.67,4.75,18.05,9.96,1.66,235.3 +7979.7,12678,41249,1923.3,1970,63982,5.34,151.3,8.55,91.2,96.28,84.66,235.5 +8785.2,14273,40338,2185.8,2225,64383,8.9,633.68,43.7,298.3,216.63,228.25,235.5 +7529.3,12286,40163,2030.1,2042,65154,16.91,-14.24,59.85,57,43.99,50.63,235.7 +7552.4,12490,39628,2002.5,2030,64648,78.32,2161.8,157.7,947.15,540.33,641.59,235.7 +7555.3,12299,40259,1975.8,2027,63881,-9.79,-70.31,-13.3,0,0,14.94,235.8 +7431.8,12335,39485,2080.8,2107,64722,135.28,8410.5,367.65,2621.1,1095.6,1769.6,235.9 +7401.5,12450,38961,1988.3,2034,64062,-9.79,19.58,-15.2,-11.4,-13.28,3.32,236 +7437.7,12450,39152,2020.3,2050,64587,22.25,427.2,43.7,243.2,172.64,190.07,236 +7446,12217,39943,1901,1929,64586,-14.24,89,-10.45,-11.4,4.15,4.98,236 +7988.5,12569,41653,1869,1913,64029,11.57,173.55,7.6,84.55,79.68,84.66,236.2 +7368.6,12130,39811,1909.9,1942,64454,-19.58,-72.09,-16.15,5.7,-11.62,-24.9,236.4 +7521.5,12315,40027,2005.2,2031,64703,-8.01,-77.43,-12.35,-18.05,-12.45,-25.73,236.4 +7846.4,12529,41042,1948.2,2037,62679,-10.68,53.4,12.35,15.2,-0.83,0.83,236.6 +8608.3,13050,43230,2146.7,2206,63774,121.93,8413.2,322.05,2439.6,1177.8,1893.2,236.7 +9266.9,14495,41898,2088.8,2143,63879,-35.6,-140.62,-6.65,-8.55,-9.96,-9.13,236.9 +8285.4,12947,41940,1960.7,2023,63517,4.45,556.25,12.35,227.05,133.63,145.25,236.9 +8616.2,13594,41538,2276.6,2314,64477,11.57,81.88,36.1,53.2,48.14,56.44,237 +8029.6,12802,41105,2079.9,2086,65345,24.92,512.64,38,233.7,165.17,170.98,237.1 +7598.4,12219,40754,1866.3,1915,63870,-15.13,40.94,3.8,0,6.64,16.6,237.1 +7846.9,12747,40343,2017.6,2059,64219,31.15,1764.9,112.1,862.6,518.75,641.59,237.1 +8189.4,12491,42967,1954.4,1995,64204,63.19,2200.1,146.3,897.75,511.28,590.96,237.3 +8016.4,12387,42412,1867.2,1907,64169,-11.57,164.65,-33.25,27.55,10.79,-0.83,237.3 +7792.5,12425,41102,1943.8,1977,64434,52.51,1816.5,127.3,909.15,486.38,609.22,237.6 +7622.4,12316,40561,1978.5,2028,63935,-17.8,-46.28,-11.4,2.85,-5.81,2.49,237.7 +7507.3,12038,40870,1908.2,1910,65473,34.71,582.95,59.85,236.55,179.28,176.79,237.7 +7515.6,12043,40899,1924.2,1963,64240,18.69,314.17,7.6,129.2,74.7,70.55,237.8 +7636.2,12193,41044,1944.7,1953,65256,10.68,51.62,29.45,47.5,33.2,33.2,237.9 +7270.6,11729,40625,1897.5,1937,64199,42.72,1701.7,95.95,839.8,495.51,625.82,237.9 +7629.3,12262,40776,1900.2,1910,65198,2.67,415.63,15.2,117.8,80.51,87.98,238 +7611.2,12185,40936,1958,1993,64385,34.71,1942.9,111.15,874,491.36,578.51,238 +8388.3,13419,40967,2162.7,2175,65165,7.12,-61.41,2.85,36.1,25.73,13.28,238.1 +7677.8,12420,40513,1943.8,1968,64729,1.78,65.86,11.4,23.75,15.77,6.64,238.2 +8451,13507,41004,2227.7,2279,64060,8.01,169.99,13.3,12.35,14.11,4.15,238.2 +7673.9,12403,40548,2042.5,2051,65266,15.13,684.41,32.3,232.75,174.3,175.13,238.8 +7874.8,12674,40720,2074.6,2102,64681,135.28,8164,322.05,2422.5,1157,1844.3,238.9 +7728.8,12410,40815,1941.1,1966,64706,51.62,1926.8,165.3,867.35,520.41,622.5,239.1 +7670,12306,40847,1919.7,1958,64255,-35.6,-111.25,-22.8,-1.9,-20.75,-1.66,239.2 +3637.3,5698,41834,2591.7,2594,65477,114.81,4832.7,311.6,2187.8,1219.3,1435.1,239.3 +7973.8,12661,41274,1982,2021,64272,-0.89,168.21,28.5,104.5,74.7,79.68,239.4 +7736.1,12239,41424,1912.6,1951,64246,27.59,2078.1,129.2,893.95,500.49,595.94,239.5 +7744.9,12353,41089,1952.7,1957,65391,-31.15,-95.23,-23.75,-26.6,-4.15,-9.96,239.6 +7815,12278,41714,1908.2,1910,65473,45.39,1935.8,114.95,879.7,527.88,645.74,240.1 +7703.3,12202,41374,1978.5,2014,64380,55.18,1997.2,127.3,839.8,523.73,622.5,240.3 +7846.9,12317,41751,1928.6,1917,65934,17.8,218.05,44.65,114.95,73.87,109.56,240.4 +7957.6,12419,41993,2049.7,2087,64364,19.58,-62.3,34.2,44.65,32.37,1.66,240.6 +7991.4,12639,41437,2015.8,2079,63545,-12.46,212.71,-1.9,9.5,8.3,-5.81,240.9 +8085,12726,41636,2003.4,2038,64423,2.67,-136.17,7.6,-10.45,9.13,-3.32,241 +8154.1,12682,42137,1962.4,2026,63480,4.45,-99.68,-10.45,4.75,-0.83,-12.45,241.2 +8350.1,12936,42303,2015.8,2088,63271,-18.69,118.37,-9.5,37.05,12.45,26.56,241.2 +8100.7,12676,41881,2002.5,2064,63583,118.37,8300.1,374.3,2576.4,1167.8,1871.6,241.3 +8018.9,12627,41619,1990,2023,64468,-14.24,185.12,-6.65,19,-0.83,-3.32,241.4 +8040.9,12515,42107,1951.8,1971,64897,-8.9,236.74,6.65,84.55,113.71,85.49,241.6 +8388.3,12858,42754,1948.2,1994,64031,5.34,-32.93,-7.6,8.55,20.75,-4.98,242 +8206.5,12568,42793,1944.7,2008,63468,-24.03,154.86,-9.5,-11.4,8.3,-3.32,242 +8124.7,12447,42778,1928.6,1983,63739,70.31,1740.8,118.75,839.8,542.82,637.44,242.1 +8148.7,12430,42963,2106.6,2158,63976,119.26,7978,343.9,2476.6,1164.5,1894.9,242.2 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+8504.9,13578,41050,2219.7,2270,64083,-16.02,90.78,18.05,6.65,19.09,6.64,260.7 +9326.7,14797,41308,2061.2,2153,62743,14.24,282.13,32.3,116.85,102.92,133.63,260.8 +7814,12662,40444,2026.5,2118,62706,-9.79,-12.46,17.1,2.85,22.41,23.24,260.8 +5482.6,8677,41409,2742.1,2821,63703,-10.68,105.91,-10.45,44.65,35.69,38.18,261 +7700.4,12355,40846,1998,2035,64346,11.57,172.66,4.75,127.3,88.81,82.17,261.3 +7883.1,12726,40596,1964.2,2038,63164,128.16,7923.7,330.6,2377.8,1159.5,1865.8,261.5 +8147.7,12679,42114,1970.5,1987,64990,52.51,575.83,68.4,280.25,166.83,184.26,261.7 +8102.2,12518,42418,1982,2050,63363,149.52,7826.7,322.05,2414.9,1143.7,1862.5,261.7 +8137.9,12529,42567,2020.3,2081,63624,-10.68,-38.27,5.7,-4.75,-4.15,-10.79,261.9 +8118.8,12601,42225,1979.4,2009,64569,-15.13,19.58,4.75,29.45,13.28,15.77,262 +9063.5,14074,42205,1972.2,2014,64177,57.85,2237.5,169.1,1018.4,656.53,798.46,262 +8047.3,12438,42401,1858.3,1926,63233,-10.68,497.51,28.5,220.4,168.49,161.85,262.2 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+8391.3,12979,42371,1984.7,2019,64423,72.98,1790.7,124.45,850.25,548.63,639.1,264.4 +7758.7,12565,40467,1901.9,1985,62793,-26.7,170.88,11.4,32.3,7.47,5.81,264.7 +7443.1,12286,39703,1952.7,2010,63666,-0.89,-80.1,18.05,2.85,-12.45,4.98,264.8 +8048.3,12467,42308,1928.6,1959,64520,31.15,478.82,54.15,247.95,143.59,158.53,264.9 +8715.1,12766,44740,1998.9,2058,63655,16.02,691.53,55.1,229.9,170.15,173.47,265 +8796.5,12906,44668,2061.2,2122,63659,12.46,162.87,14.25,11.4,36.52,0.83,265 +8432.9,12518,44149,1983.8,2002,64941,24.03,190.46,2.85,93.1,76.36,78.02,265.1 +8469.2,12631,43942,1954.4,1991,64333,-6.23,-74.76,-17.1,-12.35,-13.28,-13.28,265.1 +8278.5,12507,43379,1953.5,1983,64563,-2.67,174.44,-6.65,7.6,1.66,15.77,265.1 +5061.2,8038,41265,2958.4,2982,65016,122.82,3738.9,255.55,1813.5,942.05,1118.8,265.2 +7397,12205,39719,1963.3,1977,65083,11.57,253.65,18.05,39.9,37.35,40.67,265.3 +8857.7,12982,44716,2008.7,2098,62747,97.01,8623.2,335.35,2483.3,1141.3,1846.8,265.6 +7909.6,12616,41088,2105.7,2172,63537,-17.8,108.58,-27.55,51.3,53.12,89.64,265.8 +7280.4,11859,40234,1913.5,1943,64541,19.58,441.44,30.4,208.05,161.85,159.36,265.9 +7615.6,12304,40564,1983.8,2020,64362,46.28,1919.7,133,858.8,533.69,626.65,266 +7695,12459,40477,1984.7,1999,65067,136.17,8452.3,326.8,2448.1,1149.5,1836.8,266.1 +8280,12471,43512,1928.6,1991,63483,0.89,-18.69,9.5,19.95,4.15,21.58,266.3 +8927.8,12760,45854,1902.8,1948,64016,5.34,407.62,29.45,146.3,99.6,91.3,267 +8549.5,12826,43685,2120,2158,64381,48.95,1966.9,126.35,895.85,526.22,583.49,267.1 +7945.4,12438,41864,1950,1954,65402,-1.78,691.53,10.45,231.8,167.66,165.17,267.2 +7653.3,12234,40998,1990.9,1994,65435,57.85,1713.3,133,840.75,508.79,620.01,267.3 +7601.9,12154,40990,1828.1,1866,64204,-26.7,158.42,-5.7,0.95,3.32,22.41,267.3 +7771.4,12423,40997,2013.2,2035,64833,-5.34,-40.05,-16.15,23.75,3.32,-2.49,267.3 +7742,12448,40760,1899.3,1956,63635,2.67,-79.21,-6.65,17.1,-14.11,-12.45,267.4 +8534.8,12755,43852,1998,2023,64728,28.48,489.5,33.25,218.5,173.47,200.86,267.5 +7021.2,11182,41150,2096.8,2122,64759,23.14,0,31.35,16.15,-4.15,6.64,267.9 +8005.6,12439,42178,1912.6,1907,65729,11.57,-48.06,-2.85,20.9,6.64,17.43,268.1 +8903.3,12925,45144,2079,2137,63759,5.34,616.77,4.75,253.65,157.7,183.43,268.3 +8846.5,14007,41391,2181.4,2231,64079,51.62,2138.7,109.25,965.2,640.76,795.14,268.5 +8052.7,12610,41851,1990,2022,64500,133.5,8513.7,304,2434.8,1163.7,1816.9,268.6 +8813.6,12827,45031,2012.3,2059,64049,16.91,-81.88,-19,22.8,5.81,-17.43,268.8 +9386.9,12866,47815,1974.9,2018,64137,111.25,8217.4,305.9,2455.8,1126.3,1796.1,268.9 +9600.1,12775,49249,2015,2035,64891,25.81,-72.09,-3.8,30.4,11.62,19.09,269 +9081.2,12914,46085,1974.9,2050,63135,129.05,7772.4,317.3,2379.8,1141.3,1888.3,269 +9096.4,12734,46815,2052.3,2138,62910,-3.56,-91.67,-8.55,-10.45,-3.32,9.13,269 +8750.4,12955,44266,2090.6,2127,64415,12.46,69.42,-7.6,19,10.79,2.49,269.1 +8235.4,12567,42947,1939.3,1971,64482,-8.01,113.03,0.95,12.35,-5.81,14.94,269.2 +8070.8,12441,42515,1949.1,1917,66633,60.52,2067.5,145.35,851.2,472.27,579.34,269.3 +8087,12529,42301,1893,1905,65124,7.12,708.44,19.95,224.2,167.66,170.98,269.3 +8966,12861,45688,2067.5,2125,63762,36.49,783.2,44.65,255.55,180.11,187.58,269.6 +9311.5,13077,46665,2062.1,2097,64446,8.9,77.43,19.95,2.85,9.13,18.26,269.7 +8674,12559,45263,1902.8,1963,63527,-21.36,97.01,-9.5,10.45,-20.75,12.45,269.7 +8488.8,12702,43798,2005.2,2058,63854,-30.26,110.36,-9.5,2.85,0,4.15,269.8 +8113.4,12422,42805,2061.2,2073,65164,124.6,8177.3,358.15,2442.4,1176.9,1868.3,270 +7806.7,11994,42656,1919.7,1966,63994,16.91,162.87,8.55,105.45,82.17,83.83,270 +8271.7,12634,42908,1984.7,2046,63572,-2.67,-32.93,14.25,41.8,-4.15,14.94,270.1 +9460.9,13494,45949,2387.9,2450,63874,9.79,202.92,14.25,3.8,26.56,14.94,270.2 +8787.7,12334,46693,1832.5,1898,63275,14.24,663.05,13.3,234.65,166,156.04,270.3 +8806.3,12855,44895,2031.9,2039,65307,10.68,-48.95,-27.55,-7.6,5.81,-10.79,270.3 +8794,12271,46966,2039.9,2075,64427,77.43,2039,133,831.25,517.92,596.77,270.9 +8251.6,12814,42202,2123.5,2170,64133,4.45,-120.15,0,10.45,3.32,-6.64,271.1 +8729.8,12673,45145,1932.2,1953,64838,27.59,235.85,46.55,122.55,121.18,117.86,271.6 +8572.5,13003,43206,2076.4,2107,64583,8.01,272.34,19.95,139.65,131.97,129.48,271.6 +7797.4,12374,41297,1986.5,2018,64512,-11.57,192.24,-17.1,29.45,17.43,17.43,271.8 +8037.5,12353,42641,1981.1,2037,63739,118.37,8075,325.85,2470,1131.3,1837.6,272.3 +7859.1,12521,41135,1971.3,1997,64694,-22.25,-63.19,-28.5,6.65,17.43,-11.62,272.5 +7741,12371,41008,1963.3,1975,65149,17.8,499.29,60.8,224.2,184.26,198.37,272.6 +7798.8,12247,41733,1963.3,2007,64110,21.36,477.93,41.8,236.55,147.74,195.88,273 +3623.1,5586,42506,3268.1,3298,64941,3.56,141.51,35.15,7.6,19.09,14.94,273.1 +7760.6,12419,40953,1983.8,2023,64266,24.03,520.65,40.85,247.95,166.83,151.06,273.1 +7853.2,12594,40866,1886.8,1906,64876,47.17,1886.8,158.65,856.9,513.77,629.14,273.2 +6322.5,10088,41073,2317.6,2348,64686,219.83,14823,617.5,4593.3,1919,3039.5,273.3 +9132.1,14400,41561,2042.5,2096,63865,-4.45,202.03,-1.9,23.75,5.81,22.41,273.3 +7601.4,12056,41321,1877.9,1928,63833,22.25,475.26,30.4,220.4,147.74,180.11,273.4 +7920.9,12467,41638,1909.9,1943,64421,-0.89,192.24,27.55,90.25,53.95,83.83,273.4 +6048.6,8919,44444,2449.3,2519,63722,-14.24,186.9,11.4,34.2,19.92,26.56,273.5 +8210.9,13046,41247,2374.5,2422,64251,13.35,763.62,30.4,332.5,246.51,254.81,273.6 +8724,14022,40774,2062.1,2098,64416,12.46,226.95,10.45,123.5,109.56,96.28,273.8 +7335.8,11781,40808,1729.3,1781,63632,11.57,722.68,40.85,212.8,160.19,200.03,273.8 +7533.3,12287,40181,1889.5,1963,63081,16.02,4.45,6.65,-19.95,1.66,6.64,273.9 +7522,12269,40179,1856.5,1917,63469,37.38,2062.1,128.25,878.75,513.77,628.31,274 +8271.2,13274,40836,2201.9,2286,63124,6.23,210.04,14.25,132.05,85.49,82.17,274.1 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+8589.2,12715,44271,1976.7,2043,63409,-0.89,203.81,22.8,63.65,41.5,29.88,292.1 +9673.6,14927,42471,2145.8,2171,64775,18.69,487.72,51.3,127.3,122.84,131.97,292.3 +8298.6,12598,43170,1931.3,1986,63731,-28.48,198.47,12.35,27.55,-0.83,2.49,292.3 +8176.1,12574,42614,1937.5,2010,63173,-13.35,243.86,12.35,21.85,9.13,0,292.4 +8027.7,12446,42271,2010.5,2090,63043,109.47,7848.9,304.95,2383.6,1142.1,1879.1,292.4 +7911.5,12377,41891,1949.1,1993,64092,18.69,-105.02,0,5.7,27.39,-3.32,292.5 +7869.4,12282,41991,2011.4,2030,64936,140.62,8264.5,327.75,2523.2,1117.2,1753,292.5 +8353,12703,43094,1956.2,2027,63248,-7.12,278.57,-4.75,25.65,54.78,45.65,292.8 +5977.5,8860,44215,2391.4,2424,64655,111.25,3625.9,228.95,1651.1,961.97,1125.5,292.8 +8191.8,12551,42774,1935.8,1975,64234,5.34,265.22,-11.4,35.15,28.22,16.6,292.8 +8210.4,12504,43033,2035.4,2104,63400,123.71,8828.8,357.2,2540.3,1074.8,1694.9,293 +7915.5,12452,41660,1972.2,1984,65148,16.02,73.87,9.5,55.1,21.58,19.09,293.2 +7912,12355,41969,2019.4,2023,65420,142.4,8868.8,363.85,2570.7,1078.2,1731.4,293.2 +7980.1,12538,41712,1984.7,2026,64200,29.37,742.26,39.9,211.85,161.85,190.9,293.3 +7959.1,12430,41963,2008.7,2042,64468,7.12,117.48,13.3,55.1,-9.96,23.24,293.3 +7905.7,12270,42225,1909.9,1966,63667,-8.01,6.23,-9.5,42.75,-14.11,12.45,293.3 +8071.3,12587,42024,1899.3,1983,62768,-4.45,-73.87,-10.45,37.05,6.64,3.32,293.4 +8343.7,12650,43226,2016.7,2046,64599,10.68,153.97,19.95,81.7,97.94,91.3,293.6 +7906.6,12379,41859,1906.4,1983,63004,7.12,-113.92,-3.8,-31.35,-18.26,-16.6,293.6 +7855.7,12278,41931,1834.3,1878,64011,5.34,-99.68,-0.95,6.65,-29.05,-3.32,293.7 +8142.8,12630,42252,2118.2,2130,65173,-11.57,226.06,7.6,122.55,61.42,116.2,293.7 +8070.3,12415,42601,2060.3,2095,64452,-7.12,200.25,-1.9,11.4,-5.81,0.83,293.7 +7867.4,12382,41641,1891.3,1946,63692,-22.25,204.7,0.95,14.25,5.81,10.79,293.8 +8092.8,12699,41765,1902.8,1951,63918,42.72,1763.1,105.45,846.45,477.25,592.62,294 +7986.5,12450,42040,2018.5,2038,64910,32.04,538.45,57.95,235.6,166.83,199.2,294.3 +8013,12556,41824,1923.3,1964,64178,4.45,138.84,-9.5,4.75,-1.66,0.83,294.4 +7980.1,12555,41656,2043.4,2075,64539,24.03,-37.38,-15.2,6.65,-1.66,14.94,294.5 +7925.8,12375,41973,1957.1,1955,65607,9.79,-21.36,12.35,-1.9,0.83,8.3,294.6 +8412.3,12473,44200,2055.9,2125,63405,5.34,478.82,30.4,131.1,100.43,99.6,294.8 +3914.1,6054,42371,2910.3,2966,64305,334.64,20813,845.5,6155,2551.4,4067,295 +7899.3,12607,41064,2123.5,2143,64941,22.25,-65.86,-18.05,17.1,20.75,0.83,295 +7847.4,12553,40969,1961.6,1981,64893,4.45,451.23,38,258.4,172.64,179.28,295 +7721.9,12470,40582,1930.4,1958,64613,-26.7,-2.67,-19.95,-23.75,36.52,-14.11,295.1 +5307.7,8559,40641,2862.2,2923,64174,231.4,15894,598.5,4689.2,2130.6,3392.2,295.2 +8005.1,12747,41157,2022.1,2047,64738,-15.13,-61.41,-28.5,-7.6,16.6,12.45,295.3 +8094.8,12650,41937,1969.6,2046,63088,38.27,1936.6,100.7,853.1,541.99,634.95,295.4 +8009.5,12683,41387,2116.4,2139,64844,13.35,199.36,29.45,124.45,146.91,84.66,295.4 +7732.2,12625,40138,2008.7,2066,63719,-15.13,-80.99,-6.65,12.35,-9.96,3.32,295.6 +7962.5,13038,40024,2167.1,2202,64499,57.85,1901.9,110.2,839.8,506.3,629.14,295.8 +7367.1,12064,40021,2019.4,2032,65130,16.91,8.01,0,19.95,-1.66,20.75,295.8 +8018.4,12860,40862,2525.8,2568,64460,0,98.79,11.4,40.85,7.47,21.58,295.9 +7728.3,12666,39987,1919.7,1978,63605,1.78,-105.91,14.25,-12.35,-26.56,-10.79,295.9 +8193.3,12595,42632,1956.2,2003,64005,8.9,25.81,10.45,27.55,9.96,14.94,296.1 +7737.6,12172,41660,1917.9,1960,64130,23.14,534,25.65,224.2,141.1,169.32,296.1 +8338.3,13187,41439,2254.4,2279,64828,3.56,-95.23,8.55,7.6,-20.75,-3.32,296.2 +7775.8,12483,40823,2060.3,2135,63245,117.48,8342,314.45,2375,1157.8,1856.7,296.2 +8112.9,12743,41724,1972.2,2019,64018,24.03,440.55,43.7,233.7,150.23,149.4,296.2 +7948.3,12618,41282,1939.3,1994,63739,-0.89,-7.12,14.25,47.5,47.31,10.79,296.3 +7808.2,12426,41181,1901.9,1934,64449,9.79,27.59,-5.7,34.2,44.82,19.09,296.3 +7918.4,12490,41548,2079,2138,63729,116.59,8751.4,319.2,2514.6,1108,1772.9,296.3 +6583.1,10695,40340,1893.9,1943,63881,-11.57,-57.85,3.8,26.6,-14.11,-1.66,296.4 +7842.5,12184,42183,1739.1,1804,63177,13.35,234.96,38.95,120.65,85.49,94.62,296.5 +10276,14881,45255,2223.2,2289,63653,-6.23,118.37,-5.7,-15.2,4.15,6.64,296.6 +9586.4,14620,42972,2015.8,2040,64760,72.98,2172.5,157.7,1082,661.51,800.12,296.9 +8150.7,12424,42994,1891.3,1944,63758,-12.46,-113.03,19.95,-10.45,0,7.47,297 +8434.4,12682,43586,1950,1998,63961,12.46,-89.89,0.95,11.4,3.32,5.81,297.1 +7889.5,11997,43098,1917.1,1977,63549,53.4,2095.9,147.25,891.1,510.45,599.26,297.4 +9652,14646,43190,2184.1,2214,64650,1.78,59.63,25.65,34.2,49.8,29.88,297.5 +8919.5,13594,43000,2387,2442,64059,204.7,12719,517.75,3819.9,1562.9,2490.8,297.7 +8452,12954,42760,1994.5,2042,64011,-15.13,307.05,0,110.2,107.07,95.45,297.8 +7989.9,12467,42001,1868.1,1927,63533,-23.14,95.23,2.85,-12.35,16.6,6.64,297.8 +8164.4,12522,42730,1897.5,1966,63252,42.72,1767.5,101.65,827.45,505.47,610.88,297.9 +8115.9,12414,42845,1931.3,1982,63860,11.57,-128.16,-3.8,-6.65,12.45,3.32,297.9 +8247.7,12603,42888,1974,2031,63697,-4.45,84.55,8.55,19.95,41.5,6.64,298 +5849.1,8589,44630,2433.3,2441,65328,267.89,15262,642.2,4658.8,2224.4,3535,298.1 +5342,7951,44031,3125.7,3163,64763,-0.89,202.03,11.4,-13.3,3.32,10.79,298.1 +9842.1,14619,44122,2117.3,2203,62987,163.76,10917,427.5,3314.6,1479.1,2349.7,298.2 +8390.8,12731,43194,1942.9,1999,63696,23.14,-72.98,12.35,19,0,14.11,298.3 +8381,12762,43038,2054.1,2106,63922,28.48,517.09,42.75,240.35,174.3,173.47,298.3 +8216.3,12586,42783,2071.9,2094,64845,40.94,-56.96,6.65,12.35,18.26,22.41,298.6 +8419.7,12463,44274,1902.8,1967,63398,40.05,1798.7,120.65,792.3,489.7,608.39,299 +8860.2,12635,45957,1944.7,2011,63374,27.59,56.96,35.15,34.2,6.64,13.28,299.1 +8301.6,12626,43090,1974,2006,64491,117.48,8605.4,336.3,2533.6,1137.9,1813.5,299.2 +8621.5,12546,45036,1889.5,1958,63242,-3.56,-5.34,24.7,17.1,14.94,20.75,299.3 +7838,12420,41359,2038.1,2103,63514,-16.91,236.74,25.65,37.05,24.07,14.94,300 +7750.3,12172,41729,2001.6,2040,64303,63.19,2087.9,140.6,862.6,521.24,615.86,300.1 +8603.9,12590,44787,2026.5,2110,62943,123.71,8742.5,359.1,2521.3,1158.7,1815.2,300.2 +9939.2,14648,44468,2725.2,2840,62886,-21.36,145.96,-25.65,3.8,16.6,-12.45,300.3 +8146.3,12411,43016,1845.9,1903,63568,7.12,-56.96,12.35,1.9,50.63,0.83,300.4 +8069.8,12446,42493,1994.5,2030,64390,155.75,8443.4,362.9,2539.3,1162,1772.9,300.4 +8382.9,12076,45494,1958,2012,63777,51.62,2087.9,133.95,914.85,522.07,593.45,300.4 +8406.9,12407,44407,1963.3,2003,64238,30.26,634.57,39.9,266,187.58,174.3,300.5 +8511.3,12483,44684,1993.6,2071,63087,14.24,685.3,51.3,265.05,172.64,164.34,300.5 +9221.3,13375,45183,2427.9,2491,63876,208.26,12025,519.65,3575.8,1739.7,2841.1,300.6 +8676.4,12701,44770,2010.5,2057,64055,26.7,123.71,36.1,26.6,40.67,29.05,300.6 +8559.3,12639,44382,1959.8,2011,63867,4.45,-22.25,-12.35,13.3,9.96,24.9,300.7 +4485.5,6321,46505,2718.1,2757,64610,4.45,-22.25,16.15,8.55,22.41,29.88,301.2 +7982.1,12307,42505,1885.9,1923,64272,-17.8,144.18,-8.55,2.85,-4.15,-14.11,301.3 +8654.4,13733,41300,2189.4,2209,64955,83.66,2886.3,198.55,1358.5,722.1,839.13,301.5 +7773.4,12359,41220,1913.5,1987,63112,16.91,-178,-27.55,-23.75,4.98,-1.66,301.6 +8217.8,12483,43144,2028.3,2051,64811,19.58,223.39,23.75,38,38.18,35.69,301.6 +7940.5,12197,42665,1809.4,1841,64410,69.42,1786.2,122.55,855.95,493.02,608.39,301.6 +8621.1,13256,42621,2169.8,2236,63596,-16.91,272.34,-1.9,50.35,23.24,22.41,301.7 +8078.6,12534,42240,1893.9,1942,63913,-8.9,-92.56,-5.7,19,22.41,9.13,301.7 +7335.8,10895,44127,2376.3,2447,63643,25.81,599.86,31.35,191.9,174.3,148.57,301.7 +8557.4,12618,44446,1936.6,1982,64036,0.89,-34.71,11.4,17.1,2.49,18.26,301.7 +7946.8,12271,42442,1980.3,2027,64025,3.56,4.45,-9.5,21.85,27.39,31.54,301.9 +7969.9,12371,42221,1978.5,2039,63590,1.78,-0.89,-22.8,-1.9,3.32,-13.28,301.9 +7503.9,12091,40673,1861,1915,63688,27.59,423.64,45.6,225.15,178.45,186.75,302 +7894.9,12463,41515,2084.4,2127,64223,143.29,8377.6,378.1,2559.3,1151.2,1804.4,302.1 +8862.1,12802,45367,2016.7,2034,64980,20.47,144.18,18.05,123.5,109.56,102.09,302.3 +8021.8,12287,42786,1940.2,1979,64251,1.78,130.83,36.1,36.1,25.73,31.54,302.6 +8348.6,12419,44056,2084.4,2119,64465,117.48,8465.7,346.75,2557.4,1089.8,1704.8,302.8 +8496.1,12398,44911,1874.3,1914,64178,-30.26,25.81,-25.65,-14.25,-23.24,-21.58,302.8 +9189.5,13299,45285,2193,2259,63620,1.78,817.02,40.85,294.5,229.91,255.64,302.8 +9258.5,12802,47396,2019.4,2082,63566,-16.02,37.38,-5.7,10.45,-13.28,-5.81,303 +9067,14349,41411,1910.8,1945,64385,-8.01,363.12,16.15,133,119.52,98.77,303.3 +8368.2,12510,43839,1940.2,1994,63768,-15.13,20.47,-17.1,-27.55,-19.09,0,303.6 +9963.2,14594,44741,2152.9,2162,65260,26.7,77.43,34.2,74.1,57.27,53.95,303.6 +8145.3,11999,44488,1905.5,1963,63616,-34.71,143.29,-20.9,-20.9,-4.15,-22.41,303.7 +7895.9,12071,42868,1874.3,1923,63878,78.32,1855.7,136.8,860.7,508.79,611.71,303.8 +9185.5,14374,41880,2584.6,2678,63249,10.68,702.21,32.3,335.35,229.91,240.7,304 +9049.8,13002,45615,2105.7,2186,63130,-7.12,542.9,18.05,225.15,132.8,172.64,304.4 +8923.4,12752,45860,2014.1,2052,64325,-9.79,5.34,0,38,26.56,27.39,304.4 +6373.4,9006,46379,2435.9,2490,64113,-6.23,-4.45,-0.95,12.35,4.98,13.28,304.4 +8071.8,12559,42121,2208.1,2283,63386,114.81,8412.3,318.25,2418.7,1139.6,1791.1,304.6 +8704.4,12575,45364,1945.5,2011,63403,112.14,8195.1,296.4,2356,1069.9,1771.2,304.9 +8953.8,12611,46530,1976.7,2019,64163,116.59,8111.5,304,2483.3,1113,1780.3,304.9 +9091.5,12684,46974,1907.3,1944,64298,52.51,1845.9,117.8,892.05,465.63,571.04,304.9 +9114,13010,45910,2290,2326,64521,104.13,3037.6,209,1330.9,791.82,961.97,305 +8466.7,12491,44422,2005.2,2043,64322,52.51,1786.2,121.6,881.6,501.32,591.79,305.1 +7450.5,12235,39908,1942,2015,63161,7.12,447.67,6.65,122.55,90.47,73.04,305.3 +7592.1,12426,40041,2004.3,2058,63825,-12.46,-31.15,-5.7,-10.45,11.62,-10.79,305.4 +8161.9,12614,42405,1930.4,1974,64089,15.13,-48.95,13.3,73.15,34.86,29.05,305.5 +8143.8,12526,42608,1951.8,1994,64148,145.96,8168.4,367.65,2422.5,1176.1,1858.4,305.5 +7529.8,11963,41250,2034.5,2095,63645,24.03,500.18,3.8,210.9,149.4,155.21,305.8 +7484.8,12370,39654,2012.3,2034,64836,-7.12,-74.76,-15.2,23.75,24.9,8.3,305.8 +7956.1,13026,40029,2524.9,2562,64588,198.47,12069,492.1,3542.6,1675.8,2744.8,306 +7576.9,12564,39522,2014.1,2036,64830,10.68,249.2,-20.9,17.1,-18.26,-3.32,306 +7583.7,12255,40555,1909.9,1947,64289,-4.45,136.17,-11.4,47.5,2.49,4.15,306.1 +8142.3,12879,41433,1982,2047,63456,12.46,86.33,-16.15,7.6,0,5.81,306.1 +8436.3,12647,43717,1966,2023,63690,-2.67,236.74,30.4,110.2,92.96,82.17,306.4 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+7462.7,12367,39547,1938.4,1967,64584,12.46,10.68,5.7,45.6,10.79,19.09,374.3 +7454.4,12390,39429,1976.7,2034,63689,7.12,153.97,7.6,12.35,-3.32,12.45,374.4 +8916.5,12814,45603,1936.6,1998,63523,130.83,8547.6,304,2562.1,1113,1769.6,374.5 +8851.9,12799,45325,1974,2047,63200,-18.69,223.39,-18.05,-9.5,15.77,19.92,374.5 +4975,6478,50330,3489.7,3566,64134,336.42,22178,881.6,6763,2798.8,4478.7,374.6 +8814.6,12509,46181,1908.2,1961,63770,-7.12,10.68,20.9,23.75,25.73,22.41,374.6 +9001.3,12735,46322,1911.7,1935,64748,-21.36,-66.75,-27.55,-28.5,-22.41,-8.3,374.7 +10381,14771,46059,2089.7,2151,63669,152.19,10782,439.85,3328.8,1489,2471.7,374.7 +9106.7,12854,46430,1960.7,2002,64183,-22.25,93.45,-3.8,26.6,-0.83,14.94,374.7 +9002.8,12965,45508,1998,2049,63906,104.13,8464.8,341.05,2471.9,1161.2,1880.8,374.7 +7928.7,12451,41733,1941.1,1959,64937,40.05,503.74,31.35,228.95,193.39,179.28,374.9 +7955.6,13008,40082,2225,2260,64521,16.02,146.85,33.25,38.95,34.86,45.65,374.9 +8584.3,14314,39303,2091.5,2110,64961,8.9,-51.62,28.5,19,9.13,26.56,375.1 +7867,12479,41315,2021.2,2047,64710,26.7,206.48,50.35,141.55,112.88,91.3,375.2 +8264.8,12822,42243,2047.9,2118,63367,109.47,8613.4,313.5,2476.6,1132.9,1801.1,375.2 +8365.3,12814,42783,1821.8,1866,63985,36.49,485.05,62.7,252.7,189.24,166,375.3 +8780.3,12771,45057,2005.2,2103,62487,-19.58,46.28,2.85,32.3,27.39,15.77,375.3 +7646.5,12463,40208,1942.9,1979,64340,-10.68,-109.47,-4.75,6.65,-4.15,14.94,375.5 +7472.5,12395,39509,2145.8,2203,63834,105.02,8013.6,318.25,2393.1,1149.5,1853.4,375.7 +8366.8,12471,43968,1939.3,2023,62825,64.97,2040.8,120.65,858.8,527.88,604.24,376 +8164.4,12754,41952,2014.1,2086,63276,11.57,137.06,-14.25,46.55,17.43,39.01,376.2 +7789,12367,41276,1913.5,1999,62733,1.78,103.24,-3.8,13.3,4.98,29.88,376.3 +8207.5,12794,42042,1905.5,1994,62627,2.67,258.1,-10.45,47.5,26.56,34.03,376.8 +7819.4,12466,41108,2101.3,2146,64171,20.47,668.39,25.65,203.3,153.55,190.9,377.1 +8014,12483,42073,2066.6,2099,64524,146.85,8316.2,373.35,2492.8,1146.2,1831.8,377.3 +8126.2,12450,42776,1973.1,1986,65111,63.19,1902.8,140.6,914.85,505.47,634.12,377.3 +8248.2,12720,42496,1947.3,2016,63303,-13.35,-129.05,-8.55,-19.95,-27.39,4.15,377.4 +7677.8,12402,40572,2009.6,2070,63624,-13.35,421.86,33.25,105.45,78.02,73.87,377.5 +7448.5,12254,39836,2156.5,2206,64065,131.72,8347.3,327.75,2508.9,1123,1800.3,377.6 +7768.5,12581,40467,2008.7,2033,64754,40.05,1877,121.6,892.05,517.09,613.37,377.7 +8335.4,12407,44029,1840.5,1875,64331,53.4,2193.8,106.4,869.25,499.66,585.98,378 +7888,12563,41149,2074.6,2103,64651,-17.8,195.8,3.8,59.85,41.5,54.78,378.3 +8520.6,12774,43714,2015,2070,63793,1.78,352.44,14.25,83.6,84.66,89.64,378.4 +8595.1,12742,44207,2011.4,2098,62831,34.71,1912.6,106.4,817,532.03,646.57,378.5 +7779.7,12226,41702,2023,2086,63556,12.46,336.42,-1.9,99.75,74.7,83,378.6 +9086.1,14564,40886,2143.1,2176,64546,17.8,255.43,12.35,68.4,34.86,43.16,379 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+7575.4,12382,40095,1925.1,1966,64172,-24.92,33.82,-5.7,-21.85,12.45,-19.92,380.2 +7849.8,12646,40680,2021.2,2054,64489,63.19,1902.8,111.15,918.65,537.84,622.5,380.3 +7733.2,12132,41774,1911.7,1956,64052,71.2,1878.8,148.2,878.75,539.5,641.59,380.3 +7946.8,12346,42184,1887.7,1946,63572,24.92,210.04,0.95,46.55,52.29,31.54,380.3 +8071.8,12466,42435,1881.5,1974,62464,-12.46,210.04,-22.8,28.5,0.83,19.09,380.4 +8648,13102,43257,2389.6,2510,62394,16.91,410.29,25.65,109.25,108.73,111.22,380.5 +8437.3,12981,42597,2140.4,2209,63502,7.12,-30.26,-6.65,31.35,9.13,17.43,380.5 +7846.9,12382,41532,1889.5,1966,62985,10.68,314.17,26.6,115.9,126.99,99.6,380.7 +8126.7,12763,41729,1974.9,2043,63352,105.02,8361.5,339.15,2544.1,1155.4,1851.7,380.7 +8826.4,14098,41030,2242.8,2306,63740,-8.9,188.68,11.4,15.2,3.32,23.24,380.7 +7799.3,12486,40937,1963.3,2034,63259,-16.91,151.3,32.3,102.6,61.42,87.15,380.8 +7946.3,12662,41129,1960.7,2006,64055,-8.9,32.04,20.9,46.55,17.43,19.92,380.8 +7166.7,11271,41671,2418.1,2503,63314,-23.14,141.51,-1.9,-12.35,3.32,16.6,380.8 +8017.4,12644,41555,2023,2084,63617,9.79,114.81,25.65,39.9,17.43,15.77,380.8 +7740,12356,41053,1879.7,1972,62468,-11.57,153.08,20.9,19,12.45,4.98,380.9 +8463.8,13351,41546,2400.3,2423,64923,50.73,712.89,39.9,342.95,237.38,259.79,381.1 +9286.5,14645,41557,2135.1,2193,63806,-25.81,289.25,1.9,38.95,21.58,45.65,381.1 +7922.3,12572,41298,2041.7,2104,63594,140.62,8491.5,364.8,2606.8,1141.3,1796.1,381.2 +7555.3,12298,40262,1971.3,1982,65184,38.27,22.25,44.65,56.05,44.82,43.16,381.3 +7902.2,12591,41131,2087.1,2107,64915,-8.01,200.25,0.95,31.35,13.28,15.77,381.5 +7488.7,12291,39930,1926,1959,64431,5.34,-102.35,12.35,27.55,23.24,8.3,381.8 +6087.8,9943,40125,2806.2,2855,64415,7.12,95.23,26.6,67.45,42.33,45.65,381.8 +7506.3,12298,40001,1943.8,1994,63885,-23.14,-55.18,12.35,12.35,-1.66,4.15,382.1 +7939,12847,40499,2044.3,2143,62519,-6.23,-87.22,18.05,25.65,16.6,19.92,382.2 +8340.8,13045,41903,2004.3,2101,62519,1.78,314.17,23.75,112.1,78.85,106.24,382.3 +8130.1,12767,41734,1936.6,1995,63619,20.47,544.68,19,233.7,170.98,200.03,382.4 +8058.1,12632,41806,1960.7,2028,63360,0,161.09,27.55,100.7,65.57,83,382.4 +8094.3,12647,41944,2012.3,2067,63801,21.36,-50.73,24.7,-4.75,18.26,6.64,382.4 +7511.7,12352,39855,1945.5,1984,64266,-6.23,-32.93,-7.6,18.05,-14.11,4.15,382.5 +7764.1,12493,40729,2005.2,2105,62428,7.12,-114.81,-19.95,-2.85,-5.81,-19.92,382.6 +7461.7,12314,39712,1947.3,2010,63492,27.59,396.05,32.3,215.65,142.76,166.83,382.6 +7448.5,12383,39421,1965.1,2031,63410,16.02,-40.05,4.75,17.1,6.64,18.26,382.7 +8255,13243,40852,2307.8,2363,64004,0.89,267,-16.15,48.45,42.33,19.92,382.8 +7767,12803,39758,1998,2067,63350,-21.36,-8.01,-8.55,26.6,-6.64,10.79,383.1 +8845.5,14667,39524,2264.2,2331,63657,3.56,25.81,-10.45,56.05,34.86,27.39,383.2 +7360.8,12330,39124,1847.6,1946,62224,-10.68,429.87,7.6,93.1,85.49,88.81,383.3 +8868,14633,39717,2096.8,2189,62777,-16.02,152.19,4.75,15.2,-9.13,18.26,383.4 +7465.1,12387,39496,2017.6,2087,63358,90.78,8440.8,342,2522.3,1153.7,1840.1,383.6 +7833.1,12878,39863,2163.6,2238,63357,64.97,1926.8,142.5,901.55,527.05,634.95,383.8 +7512.2,12419,39642,1921.5,1939,64945,5.34,14.24,-1.9,13.3,5.81,8.3,383.8 +7366.7,12168,39676,1942,1996,63762,17.8,546.46,44.65,209.95,185.09,158.53,383.8 +8168.3,13276,40322,2283.7,2312,64735,108.58,2906.7,240.35,1432.6,756.96,877.31,383.9 +7763.1,12566,40487,1978.5,2006,64637,12.46,152.19,22.8,99.75,58.1,59.76,384 +8172.2,12895,41534,2006.1,2111,62278,107.69,8516.4,331.55,2454.8,1130.5,1803.6,384.2 +7845.4,12643,40667,1923.3,2007,62803,99.68,8245,315.4,2493.8,1129.6,1831.8,384.3 +7885.1,12540,41209,1987.4,2056,63348,117.48,8876.9,351.5,2553.6,1079.8,1728.1,384.3 +7848.8,12686,40547,2081.7,2138,63811,131.72,8595.6,346.75,2489.9,1136.3,1811.1,384.6 +7910.6,12725,40741,2016.7,2085,63390,22.25,590.96,50.35,257.45,186.75,175.96,384.6 +8101.7,12673,41896,1942,2005,63476,38.27,1803.1,123.5,868.3,500.49,593.45,384.9 +7985.5,12770,40982,1959.8,1974,65064,41.83,581.17,25.65,227.05,164.34,186.75,384.9 +7836.6,12501,41083,1994.5,2001,65323,13.35,-79.21,19,23.75,13.28,-4.15,385.2 +7891,12515,41322,2004.3,2071,63425,124.6,8829.7,323,2586.8,1080.7,1707.3,385.5 +7913.5,12727,40750,2114.6,2183,63484,21.36,1839.6,107.35,869.25,504.64,625.82,385.6 +7837.1,12554,40912,2017.6,2046,64627,67.64,1937.5,164.35,907.25,538.67,643.25,385.7 +7788.1,12503,40822,1935.8,1943,65291,8.9,-87.22,1.9,16.15,9.13,7.47,385.7 +7714.1,12258,41242,1872.6,1878,65346,32.93,-106.8,17.1,15.2,24.07,8.3,385.9 +7585.2,12074,41171,1909,1930,64825,12.46,14.24,-5.7,21.85,12.45,17.43,385.9 +7687.6,12214,41249,2020.3,2034,65095,137.95,8261.9,368.6,2519.4,1119.7,1776.2,385.9 +8586.8,13306,42292,2432.4,2462,64747,16.02,854.4,67.45,342,252.32,275.56,386.1 +8033.6,12631,41682,1898.4,1971,63121,8.01,162.87,26.6,15.2,21.58,9.13,386.1 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+8227.1,12627,42700,2002.5,1987,66047,0,325.74,33.25,135.85,101.26,87.98,422.1 +7399,11867,40861,1953.5,1983,64563,2.67,-8.9,22.8,6.65,-12.45,10.79,422.5 +8140.9,12483,42740,1908.2,1907,65576,-13.35,202.03,44.65,29.45,14.94,14.11,422.7 +7744,12160,41736,1922.4,1924,65482,54.29,-3.56,-19.95,28.5,26.56,29.88,422.8 +7661.6,12398,40500,1998,2030,64505,-0.89,24.92,2.85,36.1,18.26,18.26,423 +9409.5,14394,42841,2220.6,2254,64563,141.51,10787,404.7,3237.6,1297.3,2065.9,423 +8277.1,12625,42966,1970.5,1969,65585,-7.12,239.41,19.95,129.2,78.85,83,423.1 +8037,12491,42167,1948.2,1983,64386,-10.68,-40.94,1.9,30.4,27.39,5.81,423.3 +8292.8,12574,43222,1899.3,1950,63831,3.56,194.02,-30.4,-30.4,-2.49,10.79,423.3 +7776.8,12414,41055,1989.2,2026,64344,-11.57,-56.96,-30.4,17.1,-19.09,-3.32,423.5 +7347.6,12347,39000,2014.1,2043,64608,0,-100.57,3.8,0.95,0,-10.79,423.5 +8016.9,12547,41874,2002.5,2019,65000,7.12,-122.82,-21.85,-4.75,-29.88,-22.41,423.6 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+8249.6,12566,43025,1949.1,1958,65238,11.57,24.03,48.45,34.2,35.69,9.96,562.6 +8150.7,12512,42692,2040.8,2080,64300,18.69,-19.58,-2.85,10.45,17.43,-1.66,562.6 +8514.7,12749,43770,2031.9,2073,64236,6.23,202.92,17.1,97.85,82.17,78.02,562.7 +8368.2,12702,43176,1965.1,2010,64073,22.25,1945.5,107.35,894.9,476.42,583.49,562.7 +9090,13369,44560,2381.6,2425,64364,186.01,11668,476.9,3674.6,1657.5,2709.9,562.8 +8220.7,12408,43420,1825.4,1896,63095,0,-15.13,-21.85,-4.75,-10.79,1.66,562.8 +8452,12500,44313,1925.1,1956,64500,-1.78,-89.89,-16.15,3.8,6.64,-9.96,562.8 +7870.9,11698,44095,2910.3,2998,63619,0.89,278.57,-13.3,66.5,34.86,42.33,563 +8793,13206,43636,2305.1,2358,64066,20.47,315.95,17.1,111.15,106.24,112.05,563.3 +7467.1,10894,44921,2500.9,2522,64988,34.71,510.86,52.25,250.8,215.8,219.95,563.5 +6532.7,9441,45347,2554.3,2565,65263,53.4,417.41,28.5,218.5,163.51,154.38,563.5 +8319.2,12419,43901,1833.4,1927,62353,-54.29,-234.07,-24.7,-32.3,-13.28,-33.2,564 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+6724.3,10426,42268,2366.5,2394,64783,37.38,1053.8,70.3,417.05,312.08,341.96,565.4 +8415.8,12760,43224,1966.9,2040,63188,35.6,2036.3,106.4,862.6,540.33,626.65,565.9 +8525,12749,43823,1904.6,1949,64043,1.78,574.05,50.35,260.3,167.66,196.71,566 +8636.3,12964,43658,2014.1,2052,64325,136.17,8552,339.15,2502.3,1191.9,1862.5,566.1 +7943.9,12490,41682,2029.2,2090,63629,13.35,200.25,2.85,14.25,19.09,2.49,566.3 +8294.7,12834,42356,2014.1,2066,63889,14.24,0,17.1,44.65,40.67,40.67,566.3 +8595.1,13271,42445,2573.9,2643,63822,-9.79,-114.81,3.8,22.8,-11.62,-8.3,566.5 +8191.8,12662,42399,1935.8,1974,64266,3.56,506.41,25.65,247,151.89,170.15,566.6 +6759.6,10735,41266,2273.1,2315,64349,2.67,859.74,49.4,399,283.03,304.61,566.7 +9260.5,14425,42073,2030.1,2073,64179,46.28,2359.4,145.35,1083,634.12,723.76,567 +8124.7,12720,41860,2036.3,2096,63670,57.85,2120,121.6,835.05,502.15,588.47,567 +8021.8,12370,42499,2031,2098,63442,121.04,9452.7,321.1,2463.3,1100.6,1737.2,567.1 +8064.9,12343,42821,1908.2,1923,65030,2.67,315.95,6.65,86.45,74.7,87.98,567.1 +7947.3,12197,42702,1889.5,1909,64866,-20.47,8.9,-33.25,-19.95,-22.41,-15.77,567.2 +7774.3,12011,42419,1933.1,1947,65067,65.86,1923.3,120.65,821.75,506.3,610.88,567.2 +8117.3,12597,42231,2060.3,2113,63903,2.67,196.69,3.8,2.85,-14.94,24.07,567.3 +8092.8,12554,42247,1982,1998,65012,20.47,-73.87,1.9,17.1,-19.09,36.52,567.3 +7951.7,12326,42278,2010.5,2022,65164,136.17,8286.8,341.05,2490.9,1055.8,1744.7,567.3 +8312.4,12804,42546,2322,2336,65144,27.59,271.45,17.1,133,73.87,93.79,567.5 +8190.8,12608,42576,2039.9,2084,64149,-6.23,140.62,-20.9,-1.9,-15.77,9.96,567.9 +8132.5,12615,42249,2009.6,2055,64089,11.57,27.59,11.4,12.35,10.79,11.62,568 +8523.5,13390,41718,2467.1,2474,65353,19.58,20.47,24.7,16.15,1.66,9.96,568 +7904.7,12619,41052,1914.4,1995,62888,-4.45,319.51,-8.55,111.15,62.25,65.57,568.1 +8518.7,13066,42728,2371,2362,65785,16.91,28.48,9.5,17.1,16.6,14.94,568.3 +7815.5,12232,41874,2072.8,2092,64935,30.26,452.12,9.5,255.55,165.17,160.19,568.3 +7814.5,12238,41848,1928.6,1962,64421,11.57,31.15,-5.7,-24.7,0.83,0,568.5 +7853.2,12491,41203,2001.6,2015,65101,7.12,-5.34,16.15,22.8,6.64,20.75,568.6 +7572,12161,40806,1966,2021,63753,144.18,8873.3,352.45,2496.6,1134.6,1801.9,568.9 +8112.4,12458,42676,1950,1962,65135,42.72,705.77,74.1,245.1,188.41,205.01,568.9 +9358,14493,42316,2173.4,2217,64247,37.38,50.73,7.6,50.35,34.03,27.39,568.9 +8358.9,12715,43084,1924.2,2015,62582,-24.92,160.2,1.9,34.2,10.79,37.35,569.2 +8868.5,13480,43116,2273.1,2348,63444,-10.68,-70.31,-17.1,-5.7,-4.15,10.79,569.2 +8234.9,12654,42649,1974.9,2046,63259,-18.69,123.71,39.9,90.25,73.04,78.02,569.2 +8411.8,13095,42098,2821.3,2867,64491,33.82,948.74,52.25,313.5,248.17,269.75,569.3 +8101.7,12358,42964,1837,1874,64241,-18.69,80.1,-6.65,11.4,21.58,14.11,569.3 +8141.8,12750,41850,1967.8,2026,63653,24.92,352.44,29.45,115.9,77.19,84.66,569.4 +8097.3,12670,41883,2047.9,2106,63728,32.04,523.32,51.3,247,156.04,170.98,569.4 +8189.9,12615,42547,1965.1,2035,63286,-12.46,11.57,14.25,-0.95,14.11,3.32,569.6 +8240.3,12471,43304,1948.2,2007,63616,-23.14,162.87,-6.65,-20.9,4.15,-9.96,569.6 +8335.4,12542,43555,1969.6,2026,63711,3.56,71.2,-9.5,-19.95,-4.98,-23.24,569.8 +8223.2,12433,43345,1962.4,2021,63637,5.34,199.36,1.9,34.2,35.69,13.28,569.8 +8411.8,12567,43867,2015.8,2023,65304,22.25,183.34,31.35,115.9,100.43,69.72,569.8 +8312.9,12389,43974,1958.9,1973,65067,27.59,-62.3,1.9,16.15,23.24,10.79,569.9 +8442.7,12578,43990,1961.6,2002,64212,4.45,-70.31,5.7,3.8,4.98,-2.49,569.9 +8491.7,12506,44500,1919.7,1934,65052,71.2,1984.7,128.25,836.95,507.96,622.5,569.9 +8440.7,12551,44074,1952.7,1991,64274,-26.7,-191.35,-16.15,-13.3,-22.41,-24.07,570 +6231.8,8909,45842,2339.8,2413,63548,4.45,1172.1,56.05,400.9,330.34,351.92,570.1 +8500.5,12498,44574,1960.7,2002,64183,6.23,307.05,25.65,107.35,99.6,80.51,570.2 +8189.4,12263,43766,1988.3,1971,66110,62.3,1798.7,140.6,847.4,518.75,632.46,570.3 +8378.5,12366,44404,1880.6,1886,65347,-8.9,-84.55,1.9,0.95,-17.43,-6.64,570.4 +8587.3,12699,44316,2105.7,2155,64038,126.38,8447.9,347.7,2503.3,1152.9,1807.7,570.5 +8391.7,12582,43710,2094.2,2134,64313,16.02,28.48,33.25,4.75,50.63,-1.66,570.6 +8340.8,12786,42752,2010.5,2054,64148,-33.82,8.01,3.8,-9.5,2.49,-10.79,570.7 +7861.1,12257,42032,1942,2001,63603,-19.58,64.08,-4.75,-15.2,7.47,-12.45,570.7 +7253.5,10730,44302,2770.6,2810,64616,221.61,14783,560.5,4431.8,1943,3056.9,571.1 +8412.3,12643,43606,1995.4,2035,64260,-27.59,137.95,-26.6,-24.7,-14.94,-9.96,571.2 +8086,12867,41185,1903.7,1939,64343,17.8,238.52,32.3,109.25,114.54,93.79,571.4 +7799.8,12471,40989,1976.7,2023,64036,67.64,1913.5,142.5,831.25,528.71,656.53,571.4 +8083.5,12799,41391,1998.9,2047,63997,0,212.71,-30.4,94.05,71.38,53.95,571.5 +8147.2,12462,42845,1948.2,1994,64031,101.46,8476.4,342,2546.9,1079.8,1684.9,571.6 +8130.1,12542,42482,1951.8,1994,64148,13.35,428.98,37.05,238.45,142.76,178.45,571.6 +7988,12475,41964,1957.1,2043,62781,-22.25,115.7,11.4,-12.35,-29.88,-7.47,571.7 +8631.4,13223,42779,2562.3,2579,65112,168.21,12680,518.7,3777.2,1665.8,2708.3,571.7 +7989,12474,41972,1863.7,1934,63152,-8.01,-54.29,-0.95,15.2,-23.24,6.64,571.8 +8411.3,13071,42173,2160.9,2255,62802,106.8,8030.5,308.75,2388.3,1149.5,1885.8,571.8 +8136.9,12785,41710,2071,2101,64601,34.71,19.58,42.75,40.85,27.39,27.39,572 +7981.6,12779,40933,2021.2,2079,63714,30.26,447.67,53.2,225.15,184.26,190.07,572.1 +8250.6,12791,42273,2177.8,2227,64089,104.13,8300.1,316.35,2505.1,1125.5,1781.2,572.2 +9054.7,14158,41913,2578.3,2606,64840,72.98,2617.5,175.75,1140.9,728.74,884.78,572.2 +7488.2,12191,40255,2047,2059,65154,118.37,8414.1,321.1,2523.2,1113,1767.1,572.3 +8005.1,12646,41485,2006.1,2022,65019,48.06,206.48,35.15,-3.8,20.75,17.43,572.5 +5871.2,9822,39175,2929.9,2986,64304,45.39,1801.4,88.35,699.2,495.51,514.6,572.7 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+7840.5,12566,40891,1937.5,1990,63808,41.83,2079.9,106.4,875.9,494.68,593.45,638.3 +7375,12234,39507,1894.8,1934,64208,13.35,37.38,26.6,11.4,16.6,5.81,638.4 +6790.9,11174,39829,2206.3,2242,64493,95.23,3203.1,223.25,1447.8,892.25,1069.9,638.4 +7054.5,12034,38418,1876.1,1942,63313,4.45,180.67,-13.3,-0.95,-13.28,-4.98,638.4 +8887.1,14435,40348,2288.2,2339,64112,-0.89,444.11,28.5,144.4,119.52,99.6,638.5 +4369.3,6070,47174,2524.9,2614,63303,6.23,-70.31,-28.5,-7.6,10.79,-4.15,638.7 +8286.4,12683,42818,2004.3,2075,63302,-8.9,-53.4,-15.2,8.55,-6.64,11.62,638.7 +7962.5,12563,41537,1965.1,2019,63787,17.8,541.12,27.55,248.9,161.85,174.3,638.9 +7446.5,12471,39132,2018.5,2055,64373,62.3,1819.2,140.6,882.55,540.33,648.23,639.1 +7909.1,12391,41831,2017.6,2055,64344,16.91,581.17,48.45,254.6,202.52,199.2,639.2 +9046.4,13270,44677,2260.6,2290,64695,7.12,92.56,10.45,14.25,39.84,8.3,639.4 +8462.8,12635,43895,1974.9,2043,63352,-22.25,-109.47,-11.4,-19,-9.13,-5.81,639.5 +9238.5,14392,42069,2078.1,2124,64121,-14.24,186.9,-5.7,4.75,19.09,-6.64,639.6 +8188.4,12651,42418,2004.3,2079,63181,2.67,171.77,-17.1,16.15,20.75,6.64,639.6 +8208.5,12602,42688,1958.9,2014,63743,10.68,-48.95,-9.5,23.75,12.45,17.43,639.7 +7801.8,12466,41015,1935.8,1990,63749,-7.12,-92.56,-7.6,-1.9,-4.15,0,639.8 +8735.7,12702,45072,2000.7,2030,64591,11.57,202.92,16.15,120.65,72.21,96.28,640.1 +8613.2,12662,44580,1995.4,2066,63296,7.12,-56.96,3.8,-14.25,-17.43,-22.41,640.2 +7930.7,12122,42876,2006.9,2042,64411,72.98,1725.7,165.3,855.95,520.41,648.23,640.2 +8181.5,12694,42239,2005.2,2050,64103,21.36,626.56,22.8,232.75,168.49,161.02,640.3 +7858.6,12645,40729,1967.8,2005,64320,31.15,-40.94,24.7,20.9,25.73,24.9,640.4 +7615.6,12242,40769,1852.1,1938,62631,-27.59,40.94,-18.05,-20.9,14.11,-6.64,640.5 +8689.2,12747,44674,2040.8,2111,63356,134.39,8816.3,344.85,2556.4,1132.9,1789.5,640.7 +7822.4,12225,41934,1938.4,1957,64914,68.53,2059.5,120.65,838.85,578.51,629.14,640.9 +7207.9,12283,38458,1990,2043,63837,-34.71,-12.46,-29.45,-43.7,-24.9,-31.54,641 +7686.1,12306,40933,1901,1970,63242,31.15,725.35,40.85,245.1,157.7,168.49,641.1 +8070.3,12558,42116,1992.7,2046,63829,23.14,27.59,12.35,44.65,19.09,39.01,641.2 +8107.1,12559,42305,2061.2,2143,63036,60.52,1828.1,127.3,857.85,496.34,608.39,641.3 +8291.8,12682,42849,2031.9,2078,64081,60.52,1949.1,90.25,859.75,488.87,595.11,641.3 +8239.8,12603,42847,1980.3,2047,63399,-20.47,-96.12,-13.3,-26.6,-15.77,-7.47,641.4 +8136.5,12567,42431,1940.2,2019,62978,-4.45,168.21,8.55,-17.1,-15.77,9.13,641.6 +8291.3,13534,40149,2478.6,2522,64410,193.13,13133,514.9,3879.8,1601.9,2516.6,641.7 +7302,12256,39046,1954.4,2000,64043,137.06,8752.3,342.95,2565,1067.4,1689.9,641.8 +8257,12535,43170,1993.6,2067,63209,-12.46,13.35,6.65,-0.95,-5.81,-4.15,641.8 +8622,12782,44207,1951.8,2010,63637,24.03,402.28,19.95,114,92.96,88.81,642 +8590.2,12907,43617,2034.5,2095,63645,0,210.04,0,42.75,42.33,29.88,642.1 +8438.3,12882,42929,2016.7,2054,64347,20.47,460.13,41.8,244.15,188.41,195.05,642.1 +4307.1,6611,42697,3495,3559,64358,47.17,1720.4,80.75,602.3,466.46,508.79,642.2 +7870.9,12782,40356,2087.9,2174,62942,112.14,8478.1,311.6,2447.2,1147.9,1853.4,642.5 +7766.5,12598,40402,1993.6,2038,64108,14.24,-48.06,19,9.5,-0.83,4.15,642.8 +6193.1,10745,37773,2523.1,2573,64266,9.79,88.11,19,38,9.96,9.13,643 +8547.1,13015,43038,2087.1,2147,63706,3.56,463.69,32.3,108.3,72.21,87.98,643.2 +8693.6,12991,43857,2078.1,2127,64031,157.53,8560.9,367.65,2483.3,1169.5,1830.1,643.3 +8484.4,12779,43511,1974.9,2043,63352,8.9,33.82,34.2,26.6,37.35,38.18,643.4 +7884.6,12639,40883,2003.4,2063,63642,-23.14,160.2,19.95,23.75,14.94,15.77,643.7 +8317.3,12543,43457,1931.3,1979,63956,8.01,70.31,24.7,-14.25,6.64,-3.32,643.8 +7801.8,11470,44577,2551.6,2622,63777,1.78,-29.37,4.75,-14.25,-0.83,8.3,644.1 +8492.2,12843,43334,2073.7,2155,63064,8.01,59.63,-0.95,42.75,6.64,14.11,644.2 +8297.2,12857,42293,2061.2,2109,64052,20.47,482.38,20.9,263.15,155.21,188.41,644.3 +7720.9,12249,41309,1957.1,2025,63339,106.8,8390,320.15,2540.3,1074.8,1704.8,644.3 +8021.8,12519,41993,1985.6,2067,62955,126.38,8550.2,365.75,2587.8,1114.7,1765.4,644.6 +8313.3,12599,43243,1909.9,1971,63506,1.78,13.35,14.25,23.75,26.56,23.24,644.7 +8083.5,12615,41995,1974,2003,64588,-4.45,-33.82,-1.9,57,-4.15,6.64,644.7 +8298.2,12662,42950,1901,1958,63629,-18.69,-46.28,-2.85,-5.7,0,4.98,644.7 +8263.4,12667,42753,1974.9,2047,63228,-4.45,2.67,-5.7,41.8,23.24,20.75,644.7 +8455.9,13186,42027,1857.4,1942,62682,41.83,1820,114,825.55,488.87,619.18,644.7 +7845.9,12615,40760,1998,2051,63844,133.5,8021.6,322.05,2511.8,1136.3,1834.3,644.7 +7866,12523,41165,1911.7,2015,62177,-10.68,441.44,18.05,240.35,178.45,163.51,644.9 +7884.6,12374,41759,2122.6,2178,63871,18.69,606.98,49.4,213.75,172.64,158.53,645 +9631,14302,44132,2065.7,2110,64160,73.87,2502.7,169.1,1103.9,669.81,760.28,645.3 +8269.7,12455,43514,1888.6,1971,62796,7.12,241.19,3.8,25.65,4.98,-8.3,645.3 +8586.8,12896,43637,1942,2004,63508,10.68,372.02,-3.8,128.25,82.17,92.96,645.4 +8098.2,12535,42340,2055.9,2115,63705,5.34,99.68,-3.8,13.3,1.66,0.83,645.5 +8769.5,12943,44404,2006.1,2075,63359,-4.45,355.11,25.65,91.2,90.47,97.11,645.6 +8570.6,12795,43899,2055,2111,63798,10.68,-99.68,-17.1,11.4,6.64,19.09,645.9 +9051.8,13465,44056,2303.3,2345,64371,-21.36,168.21,-28.5,-3.8,-7.47,11.62,646.1 +8175.2,12606,42501,1980.3,2026,64056,-13.35,-76.54,8.55,6.65,1.66,4.98,646.1 +7864.5,12426,41478,1940.2,2014,63135,1.78,153.08,-6.65,-2.85,5.81,9.96,646.4 +8157.5,12623,42352,1928.6,2015,62727,16.02,97.01,33.25,21.85,1.66,32.37,646.4 +9462.9,14483,42820,2155.6,2227,63434,-13.35,27.59,-10.45,34.2,12.45,34.03,646.5 +7532.8,12388,39850,1978.5,2016,64316,-16.91,133.5,-15.2,52.25,11.62,22.41,646.6 +7342.6,12051,39931,1948.2,1987,64257,53.4,1747.1,118.75,842.65,510.45,624.99,646.7 +6197.5,10478,38763,1851.2,1918,63254,4.45,-74.76,-5.7,20.9,-10.79,17.43,646.8 +7146.6,12101,38704,1908.2,1937,64560,12.46,137.06,40.85,119.7,61.42,88.81,646.8 +7217.7,12414,38104,1932.2,1994,63505,9.79,55.18,5.7,4.75,-4.98,8.3,646.9 +7432.8,12395,39299,2072.8,2127,63866,56.07,2055.9,137.75,846.45,484.72,583.49,646.9 +8899.4,14558,40062,2085.3,2154,63445,14.24,659.49,40.85,314.45,217.46,230.74,646.9 +7923.3,13223,39270,2245.5,2323,63349,48.06,854.4,82.65,331.55,241.53,273.9,647 +7346.1,12406,38806,2024.8,2070,64103,4.45,147.74,6.65,6.65,4.98,6.64,647 +7368.6,12567,38427,2037.2,2103,63486,-10.68,92.56,-5.7,15.2,9.13,9.13,647 +7298.6,12327,38802,1854.8,1927,63079,37.38,679.96,41.8,254.6,156.04,175.96,647 +7579.3,12505,39722,1967.8,2041,63185,-11.57,130.83,0,0,9.13,-1.66,647.1 +8904.8,14343,40688,2154.7,2247,62844,30.26,924.71,90.25,334.4,212.48,262.28,647.3 +7856.7,12379,41594,1939.3,1999,63579,8.01,36.49,17.1,36.1,16.6,31.54,647.7 +7647.4,12326,40661,1956.2,2018,63530,8.9,-15.13,-21.85,-1.9,12.45,-3.32,647.8 +7645.5,12472,40174,1958.9,2024,63428,0.89,235.85,-4.75,36.1,50.63,13.28,647.9 +8115.4,12719,41815,1990.9,2095,62280,-27.59,-54.29,-30.4,33.25,-5.81,0.83,648 +7364.7,12267,39346,1997.2,2075,63078,10.68,137.95,21.85,47.5,14.11,20.75,648.1 +7601.4,12437,40055,1995.4,2037,64197,5.34,265.22,7.6,128.25,73.04,89.64,648.1 +7924.3,12678,40963,1992.7,2070,63089,22.25,199.36,26.6,29.45,30.71,34.86,648.2 +7951.2,12750,40870,2050.6,2126,63210,40.94,380.92,7.6,115.9,114.54,89.64,648.3 +7743.5,12462,40722,2018.5,2084,63477,122.82,8486.1,301.15,2504.2,1113.9,1755.4,648.5 +7468.1,12486,39198,1876.1,1922,63972,30.26,461.02,68.4,236.55,168.49,196.71,648.6 +7393.1,12335,39280,1983.8,2047,63513,23.14,-15.13,8.55,10.45,9.96,19.09,648.7 +7694,12723,39632,2072.8,2115,64229,130.83,8595.6,322.05,2585.9,1191.9,1818.5,648.8 +8151.6,12703,42055,1996.3,2047,63912,8.01,58.74,-15.2,31.35,52.29,14.11,648.9 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+9906.3,15038,43172,2071.9,2126,63869,16.91,612.32,49.4,266.95,195.88,223.27,683.1 +7478.4,11208,43728,2415.5,2460,64349,-12.46,73.87,14.25,14.25,6.64,11.62,683.4 +7446,12090,40363,1966.9,2026,63624,41.83,1815.6,135.85,817.95,527.05,611.71,683.5 +7366.7,12056,40045,1893,1948,63687,30.26,1769.3,95.95,799.9,480.57,600.09,683.5 +8160,12307,43453,1942.9,2007,63442,61.41,1775.5,120.65,880.65,554.44,639.1,684.1 +7642.5,12205,41037,1882.3,1934,63786,18.69,164.65,20.9,14.25,24.07,18.26,684.3 +7904.7,12331,42011,1877.9,1915,64266,-28.48,139.73,-8.55,10.45,3.32,-6.64,684.6 +8455,12769,43394,1997.2,2033,64381,3.56,74.76,20.9,48.45,18.26,8.3,684.6 +7944.4,12500,41651,1956.2,1968,65144,149.52,8414.1,335.35,2516.6,1104.7,1765.4,684.7 +9526.6,14743,42348,2070.1,2103,64512,-2.67,39.16,21.85,52.25,18.26,28.22,684.7 +7873.3,12514,41233,1908.2,1954,63999,8.9,697.76,46.55,223.25,158.53,161.85,684.8 +8417.2,12662,43566,1892.1,1954,63461,7.12,-67.64,-17.1,27.55,9.13,14.11,685.1 +8481.4,12519,44400,1889.5,1943,63730,8.01,-110.36,4.75,17.1,4.15,8.3,685.6 +8830.8,12749,45394,1979.4,2045,63432,-5.34,24.03,22.8,19.95,40.67,7.47,685.6 +8789.6,12617,45656,1997.2,2061,63506,49.84,2047.9,120.65,898.7,520.41,615.03,685.6 +9267.9,13480,45058,2300.6,2380,63351,12.46,379.14,10.45,152,107.9,133.63,685.9 +8810.7,12876,44844,2059.5,2124,63545,3.56,-21.36,-10.45,28.5,14.94,-1.66,685.9 +7538.2,12198,40500,1908.2,1938,64527,-5.34,-92.56,-14.25,8.55,-9.13,-4.15,686.2 +9465.3,14685,42242,2203.6,2253,64100,-4.45,-97.01,-27.55,-6.65,-10.79,-4.98,686.2 +7715.1,12566,40237,1910.8,1954,64088,-0.89,-92.56,37.05,8.55,13.28,-16.6,686.8 +7657.2,12454,40294,1838.7,1858,64857,4.45,-71.2,-9.5,-20.9,15.77,4.98,686.8 +7994.8,12679,41324,2097.7,2147,64032,4.45,161.98,31.35,-3.8,19.09,-1.66,686.8 +7932.1,12523,41511,1994.5,2079,62872,-8.01,186.9,-0.95,33.25,-8.3,-0.83,686.9 +8407.4,13575,40588,2296.2,2355,63900,-2.67,-121.93,-6.65,-20.9,-9.13,-4.98,686.9 +8463.3,12830,43231,1972.2,1998,64691,28.48,2108.4,147.25,881.6,493.85,588.47,687 +8376.5,12611,43531,1996.3,2023,64670,12.46,434.32,28.5,219.45,159.36,147.74,687.1 +8373.1,12653,43368,2000.7,2077,63129,-6.23,-10.68,9.5,9.5,-9.96,5.81,687.1 +8329,12679,43052,2040.8,2103,63597,0.89,-42.72,4.75,7.6,4.98,1.66,687.2 +8590.7,12551,44857,1915.3,1959,64073,20.47,-84.55,31.35,-1.9,16.6,19.09,687.2 +8564.7,12740,44058,1933.1,1952,64901,9.79,515.31,38.95,231.8,152.72,159.36,687.5 +9271.3,13829,43937,1981.1,2037,63739,14.24,-69.42,-6.65,15.2,-0.83,4.98,687.5 +8542.7,12768,43848,1992.7,2048,63767,-12.46,97.9,-8.55,-14.25,9.96,-1.66,687.6 +8185.9,12452,43083,1933.1,2020,62716,27.59,604.31,25.65,225.15,146.91,179.28,687.6 +8484.4,12862,43230,2042.5,2106,63562,-9.79,-34.71,-23.75,19,12.45,-13.28,687.6 +8102.2,12571,42239,1980.3,2043,63523,16.91,-87.22,0.95,30.4,0,14.94,687.8 +7893.9,12550,41222,1894.8,1974,62907,-34.71,157.53,-16.15,104.5,51.46,46.48,687.9 +8509.3,13011,42861,2080.8,2183,62468,113.92,8624.1,323,2502.3,1142.1,1832.6,688 +7552.4,12455,39739,1948.2,2003,63743,4.45,583.84,7.6,226.1,169.32,174.3,688.2 +8040.4,12477,42233,1892.1,1977,62723,-17.8,132.61,-25.65,-5.7,-14.11,-4.98,688.3 +7970.3,12695,41146,1914.4,1991,63014,0,329.3,31.35,103.55,83.83,79.68,688.3 +7382.3,12290,39366,1960.7,2006,64055,9.79,36.49,-16.15,8.55,6.64,7.47,688.6 +8034.5,12359,42605,1979.4,2055,63124,-15.13,651.48,7.6,222.3,150.23,169.32,689.2 +7854.2,12333,41736,1948.2,2009,63553,129.94,8666.8,358.15,2513.7,1149.5,1798.6,689.2 +8010.5,12294,42702,2015.8,2054,64319,130.83,8598.3,363.85,2489.9,1086.5,1718.1,689.2 +8272.7,12818,42297,2063.9,2114,63983,15.13,317.73,52.25,109.25,83,95.45,689.3 +7968.9,12579,41517,2055.9,2087,64559,-0.89,212.71,45.6,17.1,39.84,34.03,689.3 +7914,12475,41575,1905.5,1983,62974,-17.8,121.04,-10.45,-0.95,-0.83,-6.64,689.3 +8308.4,12786,42586,1966,2034,63345,-3.56,146.85,8.55,22.8,11.62,17.43,689.4 +7903.2,12374,41858,1980.3,2034,63804,41.83,2137.8,110.2,856.9,502.15,616.69,689.4 +8420.7,12751,43279,2015.8,2047,64539,12.46,196.69,43.7,124.45,78.85,91.3,689.5 +9214,13593,44423,2520.5,2585,63900,7.12,-77.43,1.9,17.1,12.45,19.92,689.6 +8470.1,12599,44059,1900.2,1939,64223,125.49,8111.5,339.15,2432.9,1124.7,1805.3,689.6 +8312.9,12594,43258,1883.2,1942,63553,21.36,115.7,38,-8.55,27.39,18.26,689.7 +8377.5,12676,43313,2028.3,2064,64403,27.59,30.26,10.45,46.55,8.3,4.15,690 +8387.8,12638,43496,1994.5,2030,64390,15.13,274.12,17.1,123.5,84.66,76.36,690 +8486.8,12602,44135,2036.3,2106,63368,117.48,9028.2,360.05,2572.6,1090.6,1733.9,690.2 +8458.4,12531,44237,1941.1,1975,64411,14.24,424.53,30.4,109.25,82.17,93.79,690.2 +7848.8,12267,41932,1891.3,1935,64054,-21.36,24.03,5.7,0,9.13,-1.66,690.4 +7656.3,12467,40247,2016.7,2051,64441,31.15,-40.94,20.9,18.05,16.6,22.41,690.5 +9130.7,14714,40668,1998.9,2030,64533,176.22,10911,454.1,3411.4,1477.4,2315.7,690.5 +7386.8,11844,40873,1918.8,1952,64423,54.29,1804.9,131.1,872.1,487.21,590.96,690.5 +6794.3,10501,42403,2452.8,2485,64688,-8.01,136.17,8.55,36.1,29.88,17.43,690.6 +8398.6,12532,43920,1880.6,1924,64057,-40.94,153.08,-30.4,-7.6,-6.64,-1.66,690.9 +8016.9,12339,42580,1891.3,1923,64454,32.93,-41.83,15.2,20.9,20.75,21.58,691.1 +8150.7,12472,42829,2095.1,2124,64643,155.75,9108.3,340.1,2670.4,1113.9,1746.3,691.1 +8167.3,12642,42339,1946.4,1990,64101,78.32,1726.6,139.65,874,541.99,633.29,691.1 +7979.7,12653,41330,2017.6,2073,63786,24.92,281.24,-6.65,107.35,95.45,81.34,691.2 +8429,12551,44013,2003.4,2023,64901,55.18,1890.4,120.65,902.5,488.87,586.81,691.3 +7866,12367,41684,1951.8,1979,64634,137.95,8602.7,361,2534.6,1093.1,1684.9,691.9 +8129.1,12095,44047,1930.4,1999,63287,32.04,2105.7,116.85,892.05,515.43,578.51,692.2 +7757.2,12439,40869,1968.7,1975,65326,27.59,479.71,49.4,236.55,170.15,174.3,692.5 +8201.6,12399,43350,2088.8,2107,64971,156.64,8343.8,341.05,2633.4,1079.8,1728.9,692.8 +7756.7,12232,41558,1929.5,1996,63353,8.9,135.28,19.95,88.35,110.39,72.21,692.9 +7228,12058,39285,1914.4,1946,64471,16.91,232.29,8.55,8.55,37.35,28.22,693 +7655.8,12556,39959,2029.2,2076,64059,-5.34,158.42,-1.9,2.85,-0.83,14.11,693.1 +7365.7,11851,40732,1925.1,1967,64139,41.83,1680.3,105.45,816.05,498.83,620.01,693.2 +9018.9,13114,45071,2298,2346,64195,-3.56,-66.75,1.9,4.75,18.26,28.22,693.3 +4367.9,6127,46720,3270.8,3291,65133,21.36,240.3,29.45,71.25,60.59,46.48,693.3 +8438.3,12337,44825,1958,2033,63118,51.62,2055.9,120.65,868.3,541.99,622.5,693.5 +9846.5,14629,44111,2078.1,2133,63851,-8.9,22.25,3.8,58.9,37.35,32.37,693.5 +9485.4,14441,43047,2160.9,2221,63763,-19.58,-48.95,-20.9,0,9.96,-8.3,693.6 +7956.6,12573,41473,2003.4,2025,64837,7.12,186.01,19,95.95,97.11,87.98,693.7 +7918.9,12556,41333,1955.3,1992,64330,22.25,74.76,-7.6,2.85,9.13,9.13,693.8 +8182.5,12452,43065,1974.9,2020,64073,18.69,61.41,16.15,3.8,15.77,-7.47,693.9 +8684.3,12661,44952,1960.7,1974,65093,30.26,7.12,11.4,41.8,12.45,25.73,694 +8879.8,12819,45397,1949.1,1987,64286,1.78,631.9,32.3,228,146.08,161.85,694 +8732.3,12547,45611,1925.1,1975,63879,124.6,8161.3,316.35,2503.3,1140.4,1814.4,694.1 +7451.9,12447,39236,1973.1,2027,63794,-19.58,38.27,-13.3,-11.4,12.45,-4.15,694.4 +7383.3,12236,39545,1956.2,1992,64359,2.67,196.69,14.25,101.65,89.64,62.25,694.5 +7760.1,10790,47133,2408.3,2422,65166,20.47,4.45,15.2,17.1,17.43,34.86,694.7 +4139,5701,47580,2498.2,2581,63434,3.56,766.29,21.85,224.2,190.9,209.16,694.8 +8372.6,12846,42714,1980.3,2078,62453,9.79,-27.59,-0.95,-11.4,7.47,-8.3,694.9 +7566.6,12410,39958,1939.3,1978,64254,5.34,-91.67,5.7,19.95,-9.13,19.09,695 +8028.7,12470,42195,2050.6,2086,64423,107.69,8700.6,372.4,2536.5,1084,1738,695.2 +8433.9,12583,43926,1999.8,2019,64914,16.02,60.52,61.75,14.25,0.83,42.33,695.2 +4740.8,6347,48951,3213.8,3263,64548,22.25,545.57,31.35,300.2,220.78,222.44,695.4 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+8193.3,12541,42816,1940.2,1993,63800,-3.56,363.12,17.1,117.8,53.95,80.51,708.8 +7756.2,12219,41600,1937.5,1995,63648,3.56,-80.1,-18.05,23.75,-25.73,0,708.9 +7525.4,12458,39588,1974.9,2062,62768,-31.15,-105.91,-5.7,14.25,-25.73,0,708.9 +8883.7,14317,40665,2093.3,2157,63600,158.42,11847,458.85,3506.4,1459.1,2314.9,709.1 +7667,11713,42898,2191.2,2257,63625,121.04,8174.6,292.6,2390.2,1135.4,1857.5,709.1 +8074.7,12679,41737,1976.7,2039,63533,-15.13,-14.24,3.8,3.8,-16.6,0,709.1 +7873.8,12767,40418,1990,2079,62732,35.6,2114.6,92.15,898.7,473.1,585.98,709.2 +8904.3,13374,43633,2853.3,2942,63561,2.67,-72.98,-9.5,18.05,3.32,9.96,709.4 +8101.2,12496,42487,1906.4,1972,63355,18.69,-101.46,15.2,9.5,-21.58,17.43,709.5 +8292.3,12631,43024,2015.8,2103,62820,2.67,90.78,-13.3,14.25,-7.47,9.13,709.6 +8439.8,12694,43572,1816.5,1878,63390,36.49,679.07,38.95,218.5,156.04,195.05,709.6 +4380.6,6813,42138,3197.8,3293,63641,280.35,17951,720.1,5252.5,2434.4,3964.1,709.8 +8240.8,12578,42938,2015.8,2034,64951,17.8,195.8,53.2,120.65,80.51,102.09,710 +8595.1,12639,44567,1982.9,2043,63609,-7.12,19.58,1.9,-8.55,-30.71,-8.3,710.1 +8641.2,12871,43999,2019.4,2071,63903,27.59,-49.84,11.4,25.65,4.15,8.3,710.1 +7414.7,12350,39346,1989.2,2030,64217,6.23,64.08,-27.55,47.5,-12.45,-4.98,710.3 +8395.7,13402,41055,2195.6,2254,63839,11.57,404.95,12.35,162.45,141.1,127.82,710.3 +7583.2,12406,40059,2067.5,2118,63972,-8.01,-96.12,-2.85,19.95,4.15,20.75,710.4 +7542.6,12351,40022,1861.9,1947,62671,2.67,132.61,7.6,-13.3,1.66,-1.66,710.4 +8052.2,12732,41447,2135.1,2188,63952,-16.02,-71.2,-12.35,-21.85,7.47,-29.05,710.8 +8216.3,12679,42469,1997.2,2035,64317,-14.24,9.79,10.45,24.7,40.67,30.71,710.9 +7304.4,12122,39490,1840.5,1882,64092,15.13,-54.29,14.25,13.3,8.3,-9.96,711 +7763.6,12469,40805,1966,2001,64390,-15.13,-114.81,-28.5,2.85,-7.47,7.47,711 +7437.2,12262,39749,1958.9,1970,65166,-8.01,649.7,16.15,256.5,151.06,159.36,711 +7420.1,12099,40192,1831.6,1875,64020,-16.02,-96.12,-14.25,-5.7,-15.77,-2.49,711.1 +7865.5,12586,40956,2002.5,2074,63277,51.62,1886.8,108.3,856.9,522.07,620.01,711.2 +8057.6,12353,42748,1885,1937,63777,-19.58,-105.91,-20.9,7.6,-0.83,-12.45,711.4 +7564.6,12274,40391,1941.1,1990,63925,11.57,182.45,7.6,117.8,75.53,111.22,711.7 +7972.8,12647,41315,2034.5,2087,63889,27.59,676.4,67.45,247.95,183.43,205.84,711.7 +7554.8,12307,40230,1937.5,1991,63776,3.56,-117.48,-22.8,4.75,-14.11,-14.11,711.8 +7927.7,12513,41521,2016.7,2081,63512,-42.72,153.08,-7.6,20.9,3.32,-2.49,711.8 +7235.3,10984,43170,2389.6,2456,63766,36.49,854.4,62.7,406.6,288.84,322.87,712 +8304.5,12770,42619,1960.7,2038,63049,-2.67,103.24,0.95,29.45,22.41,13.28,712.1 +8402.5,12682,43421,2001.6,2046,64114,13.35,509.08,18.05,245.1,156.04,163.51,712.1 +9688.3,14617,43438,2041.7,2109,63443,-2.67,-90.78,-4.75,-8.55,3.32,-12.45,712.1 +8033.6,12681,41518,1897.5,2029,61288,-36.49,-63.19,-29.45,-10.45,-25.73,-5.81,712.1 +7213.8,12354,38268,1946.4,1997,63876,53.4,1870.8,121.6,786.6,502.98,600.09,712.4 +7223.1,12044,39304,1990.9,2044,63834,3.56,444.11,15.2,81.7,86.32,93.79,712.5 +7376,12322,39230,1903.7,1926,64778,3.56,-113.92,34.2,11.4,39.84,7.47,712.6 +7412.7,12387,39219,2006.9,2051,64128,-7.12,-118.37,16.15,-3.8,5.81,-8.3,712.8 +7452.9,12455,39216,2126.2,2179,63948,9.79,178.89,-4.75,-15.2,14.11,4.98,712.8 +7173.1,12275,38297,1947.3,2007,63587,-16.02,54.29,-24.7,-0.95,9.13,-21.58,713.1 +7087.4,12170,38166,1914.4,1982,63300,-41.83,142.4,-16.15,-11.4,17.43,6.64,713.1 +7160.9,12251,38307,1906.4,1963,63646,2.67,186.9,-22.8,103.55,74.7,67.23,713.1 +7873.3,12480,41345,1987.4,2048,63596,133.5,8279.7,326.8,2539.3,1182.8,1865,713.2 +8052.7,12650,41719,1998.9,2074,63164,127.27,8335.7,350.55,2504.2,1159.5,1851.7,713.3 +7212.8,12283,38484,1901.9,1947,64019,14.24,-44.5,-28.5,3.8,-20.75,-2.49,713.7 +7764.1,13130,38753,2374.5,2430,64040,196.69,13039,495.9,3915.9,1619.3,2560.6,713.7 +7418.6,12320,39463,1922.4,1984,63501,8.9,-116.59,-36.1,0.95,-8.3,5.81,713.8 +7569.5,12454,39833,1980.3,2050,63306,15.13,198.47,-10.45,89.3,65.57,71.38,713.9 +8009.5,12354,42489,1993.6,2054,63609,44.5,1621.6,116.85,891.1,502.15,607.56,713.9 +8567.2,12699,44213,2019.4,2063,64151,19.58,47.17,44.65,70.3,33.2,48.14,714 +7178.5,12332,38149,1987.4,2028,64223,15.13,66.75,-14.25,15.2,33.2,26.56,714.4 +7433.8,12354,39435,1880.6,1954,63073,0.89,356.89,6.65,110.2,101.26,89.64,714.5 +8243.3,12793,42229,2044.3,2121,63167,22.25,666.61,19.95,224.2,175.96,175.13,714.7 +8273.2,12364,43852,1972.2,2040,63359,56.07,1915.3,107.35,897.75,470.61,546.14,715.3 +8351.1,12747,42935,2059.5,2139,63099,15.13,631.01,27.55,243.2,147.74,172.64,715.3 +8601.5,12502,45089,1928.6,2002,63134,-6.23,699.54,28.5,224.2,161.02,163.51,715.4 +8218.8,12696,42425,1922.4,1996,63119,30.26,-103.24,3.8,7.6,2.49,-1.66,715.5 +8161.9,12629,42355,1974,2037,63510,16.02,598.97,36.1,254.6,155.21,190.07,715.5 +7678.3,12382,40640,1893.9,1930,64311,21.36,174.44,14.25,-5.7,18.26,0,715.6 +7736.1,12675,40000,1933.1,1955,64801,0.89,-106.8,11.4,25.65,4.15,16.6,715.6 +7770.4,12814,39741,2079,2126,64088,19.58,147.74,13.3,38,25.73,16.6,715.6 +7801.3,12641,40445,2030.1,2049,64931,0.89,-101.46,15.2,7.6,0,-3.32,715.7 +7764.5,12537,40588,2009.6,2073,63532,143.29,8591.2,328.7,2605.8,1149.5,1778.7,715.7 +10005,14710,44573,2313.1,2370,63963,12.46,-54.29,28.5,22.8,10.79,29.05,715.8 +8746.5,12883,44494,1950,1975,64706,40.05,441.44,51.3,263.15,185.09,185.09,715.9 +8760.7,12758,45002,1849.4,1910,63457,-5.34,-102.35,19,-19.95,0.83,4.98,716 +7338.7,12345,38959,2069.3,2125,63817,123.71,8738.9,305.9,2504.2,1129.6,1826.8,716.4 +7801.8,12435,41118,2089.7,2115,64753,156.64,8720.2,349.6,2577.3,1110.5,1756.3,716.4 +8316.3,12527,43507,1996.3,2107,62092,-16.02,537.56,23.75,227.05,141.93,142.76,716.6 +8389.3,12614,43587,1967.8,1990,64805,15.13,-36.49,21.85,27.55,11.62,7.47,716.6 +7418.1,12288,39563,1885.9,1936,63840,-2.67,153.97,-4.75,-15.2,0,-3.32,716.8 +7208.9,12131,38945,1988.3,2003,65054,-13.35,88.11,-1.9,41.8,12.45,25.73,716.9 +8685.3,13559,41979,2222.3,2263,64358,40.05,767.18,55.1,352.45,245.68,253.15,717.4 +7832.2,12384,41448,2010.5,2048,64336,145.96,8787,337.25,2585.9,1134.6,1758.8,717.7 +7469.1,11962,40921,1965.1,2010,64073,15.13,781.42,45.6,249.85,156.87,190.9,717.7 +7881.2,12473,41409,1936.6,1993,63683,10.68,-66.75,-4.75,21.85,-14.11,5.81,717.8 +8504.4,12888,43245,1970.5,2028,63677,20.47,207.37,7.6,119.7,101.26,83.83,717.8 +7699.9,12479,40437,2009.6,2011,65491,17.8,58.74,43.7,68.4,39.84,39.01,718.1 +7647.4,12558,39909,2045.2,2110,63524,23.14,408.51,19.95,140.6,83.83,68.89,718.2 +7445.1,12386,39393,1950.9,1986,64377,11.57,-73.87,-27.55,9.5,-19.92,-16.6,718.2 +7874.3,12525,41202,2216.1,2265,64121,97.9,8967.6,331.55,2552.6,1137.9,1775.4,718.4 +8300.6,12364,43998,1934.9,1992,63656,61.41,1871.7,112.1,871.15,507.96,582.66,718.6 +10137,14891,44614,2226.8,2283,63922,-16.02,8.9,-4.75,18.05,9.13,11.62,719.2 +8479.5,12712,43715,1977.6,2028,63907,-1.78,-84.55,-1.9,21.85,19.92,-4.15,719.3 +7254.9,12231,38873,1973.1,2007,64430,-2.67,648.81,19.95,250.8,183.43,167.66,719.5 +6938.9,11710,38834,1977.6,1982,65390,66.75,1875.2,153.9,897.75,498.83,614.2,719.5 +7598.9,12341,40354,2112.9,2145,64554,135.28,8368.7,370.5,2612.5,1091.4,1713.9,719.7 +7796.4,12302,41533,1936.6,1982,64036,-14.24,-46.28,0,-11.4,-8.3,-6.64,719.8 +9182.6,13178,45666,2049.7,2138,62828,118.37,8165.8,341.05,2501.3,1149.5,1824.3,719.9 +7935.1,12604,41259,1982.9,2056,63207,64.08,2098.6,126.35,860.7,537.84,616.69,720.1 +8072.3,12906,40991,2096.8,2174,63210,30.26,643.47,44.65,232.75,180.11,185.92,720.1 +7386.3,12339,39231,1881.5,1891,65205,58.74,691.53,74.1,248.9,185.92,206.67,720.2 +3528,6094,37941,2506.2,2490,65963,35.6,712.89,59.85,227.05,208.33,205.01,720.2 +7343.6,12222,39378,2039.9,2042,65468,15.13,182.45,27.55,31.35,39.84,33.2,720.2 +7867.4,12003,42956,2962.8,2999,64745,13.35,40.05,16.15,-10.45,23.24,4.98,720.4 +8438.3,12622,43813,2006.9,2078,63295,66.75,1995.4,124.45,878.75,544.48,651.55,720.5 +8335.9,12507,43680,1889.5,1963,63081,-5.34,199.36,7.6,-4.75,7.47,29.88,720.5 +8005.6,13191,39774,2283.7,2323,64428,1.78,-120.15,-24.7,16.15,1.66,-8.3,720.7 +7088.8,11916,38987,1899.3,1916,64963,-8.9,32.04,-15.2,-5.7,9.96,-4.15,720.9 +7440.2,12402,39316,1947.3,2006,63619,-14.24,130.83,-19.95,32.3,-5.81,0,720.9 +6336.2,10440,39775,2369.2,2380,65238,-5.34,6.23,24.7,24.7,-2.49,21.58,721 +7729.3,12410,40817,1943.8,1994,63885,-1.78,85.44,14.25,-3.8,-1.66,-9.96,721.1 +5142.1,7018,48018,3351.7,3422,64190,254.54,19138,734.35,5539.4,2417.8,3832.1,721.2 +8158,12147,44014,2007.8,2067,63660,115.7,7827.5,288.8,2292.3,1059.9,1699.8,721.2 +8129.6,12372,43063,1939.3,2036,62424,50.73,1706.1,93.1,817.95,459.82,612.54,721.3 +8105.1,12646,42003,2046.1,2118,63312,-2.67,333.75,38.95,114,80.51,106.24,721.3 +7334.8,12103,39717,1978.5,2023,64093,-10.68,56.96,-34.2,26.6,-3.32,-2.49,721.4 +7569,12491,39712,2083.5,2111,64682,117.48,8390.9,353.4,2552.6,1132.1,1826.8,721.4 +7358.8,12249,39372,2003.4,2025,64837,118.37,8193.3,353.4,2548.8,1105.6,1796.9,721.5 +7193.2,12030,39186,1976.7,2030,63815,134.39,8355.3,328.7,2522.3,1172,1864.2,722.1 +7347.1,12255,39290,2003.4,2047,64140,-2.67,270.56,17.1,40.85,36.52,24.07,722.2 +8726.4,14482,39490,2051.4,2098,64082,-15.13,-77.43,-24.7,-14.25,5.81,-11.62,722.2 +7446.5,12355,39499,1977.6,2019,64192,-14.24,-83.66,-23.75,-5.7,17.43,2.49,722.3 +7233.4,12027,39415,2079.9,2091,65189,120.15,8458.6,314.45,2545.1,1157,1817.7,722.3 +8131.6,12426,42887,2031.9,2110,63109,20.47,241.19,4.75,39.9,46.48,20.75,722.6 +7626.9,12261,40766,1933.1,1953,64868,24.92,-96.12,-4.75,21.85,17.43,-6.64,722.6 +7427.4,12250,39736,1885,1918,64409,44.5,517.09,23.75,205.2,180.11,183.43,722.7 +7293.6,12125,39422,1878.8,1933,63698,5.34,165.54,4.75,2.85,9.96,0,722.8 +8784.2,14345,40131,2072.8,2089,65028,23.14,34.71,25.65,62.7,34.86,14.94,722.8 +8297.7,12517,43445,1936.6,1989,63811,-10.68,-37.38,-7.6,36.1,-17.43,-14.94,723 +8901.8,12951,45046,1999.8,2067,63406,8.9,151.3,11.4,0,27.39,24.9,723.2 +8424.6,12703,43463,1911.7,1995,62800,-36.49,145.07,-6.65,2.85,16.6,7.47,723.3 +7943.4,12570,41414,1940.2,1982,64154,3.56,475.26,7.6,217.55,166,162.68,723.3 +7630.8,12272,40751,2026.5,2048,64849,-7.12,258.1,-9.5,38.95,25.73,6.64,723.4 +5751.1,9195,40990,2654,2703,64347,1.78,-37.38,25.65,42.75,33.2,29.05,723.5 +8417.2,13314,41432,2395,2450,64065,88.11,2961,202.35,1389.8,800.12,917.98,723.5 +7488.7,11957,41045,1974.9,1985,65203,49.84,1838.7,131.1,861.65,512.94,625.82,723.5 +7499,12106,40596,1972.2,2010,64305,14.24,583.84,57,238.45,156.87,166,723.5 +7615.1,12267,40683,1917.1,1983,63357,117.48,7964.6,324.9,2358.8,1157.8,1860.9,723.5 +8330.5,12647,43168,1889.5,1991,62194,0,-48.95,10.45,-5.7,24.07,11.62,723.6 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+7766,12434,40932,1977.6,2034,63718,16.02,200.25,-9.5,25.65,20.75,24.9,749.1 +8483.4,12642,43978,1941.1,1974,64443,66.75,1895.7,124.45,895.85,481.4,561.91,749.4 +8655.9,12857,44121,2063.9,2109,64135,48.95,1938.4,110.2,814.15,498,610.05,749.4 +9330.1,14162,43176,2235.7,2274,64432,137.95,8965,419.9,3032.4,1269.1,2002.8,749.4 +8267.8,12406,43675,1933.1,1974,64177,31.15,499.29,24.7,226.1,174.3,175.13,749.5 +8311.9,12626,43143,2046.1,2070,64780,70.31,1878.8,150.1,820.8,520.41,607.56,749.5 +8375.6,12815,42833,2037.2,2111,63245,153.08,7516,306.85,2297.1,1143.7,1829.3,749.5 +8318.7,12579,43340,1934,1991,63659,32.93,1828.1,102.6,816.05,475.59,615.86,749.7 +8252.6,12526,43177,1943.8,2046,62261,123.71,7612.2,308.75,2223,1118.8,1856.7,749.7 +8385.9,12766,43050,1942.9,1994,63856,-12.46,-71.2,-12.35,-14.25,-2.49,-11.62,749.8 +8825.4,12814,45137,1951.8,2042,62640,-25.81,22.25,1.9,-0.95,-5.81,-15.77,749.9 +8237.9,12590,42881,1969.6,2030,63585,20.47,538.45,39.9,241.3,152.72,180.94,750 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+7488.2,12271,39992,1883.2,1935,63783,5.34,-102.35,10.45,-6.65,7.47,0,753.7 +7208.9,11946,39548,1834.3,1898,63336,-15.13,-5.34,-20.9,-9.5,-19.92,-24.9,753.7 +7635.2,12167,41126,1910.8,1959,63925,30.26,1941.1,116.85,828.4,498,634.12,753.8 +4221.4,6012,46016,2601.5,2652,64287,-12.46,191.35,-11.4,28.5,14.11,-2.49,753.8 +8341.3,12739,42912,1942,2019,63036,-9.79,0.89,4.75,32.3,14.11,-1.66,753.9 +8516.7,12755,43759,2001.6,2055,63833,2.67,-78.32,-35.15,16.15,13.28,4.98,753.9 +7691.5,12347,40825,1895.7,1931,64338,-8.9,14.24,7.6,2.85,6.64,-4.15,754.1 +7265.2,12039,39549,1896.6,1959,63448,129.94,7676.3,307.8,2276.2,1123,1852.6,754.2 +6241.6,10398,39339,2451.9,2506,64123,37.38,876.65,47.5,388.55,307.1,312.91,754.2 +7441.6,12462,39135,2023,2062,64296,16.02,188.68,2.85,51.3,30.71,53.12,754.3 +7159.4,12002,39093,1907.3,1954,63969,33.82,1939.3,128.25,831.25,506.3,639.1,754.4 +7580.8,12647,39283,2128.9,2115,65966,136.17,8262.8,323,2546.9,1155.4,1870.8,754.4 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+7759.6,12555,40505,2061.2,2107,64113,0,-9.79,9.5,51.3,17.43,14.94,758.3 +9214.5,13836,43645,2288.2,2316,64749,38.27,-86.33,29.45,29.45,19.09,11.62,758.4 +8156.1,12408,43078,1967.8,2012,64096,32.04,166.43,46.55,144.4,95.45,84.66,758.6 +5763.9,8783,43008,2451.1,2523,63667,29.37,452.12,44.65,190.95,143.59,169.32,758.6 +5298.9,8447,41111,2492.9,2527,64651,18.69,-15.13,35.15,28.5,23.24,18.26,758.6 +8254.5,12867,42043,2090.6,2167,63226,8.01,143.29,19.95,94.05,78.85,87.15,758.7 +8231.5,12802,42139,2044.3,2082,64350,13.35,33.82,26.6,-0.95,-4.98,4.15,758.7 +7453.9,12583,38822,1970.5,2055,62840,40.05,2128.9,136.8,834.1,529.54,631.63,758.7 +7429.9,12251,39746,1904.6,1951,63977,35.6,419.19,25.65,199.5,155.21,171.81,758.7 +8098.2,13362,39719,2296.2,2290,65713,-7.12,-3.56,-18.05,-21.85,-4.98,0,758.8 +7007,11927,38502,1935.8,1971,64364,19.58,141.51,1.9,40.85,0.83,9.96,758.8 +8490.2,14235,39088,2169.8,2187,65021,2.67,-9.79,1.9,-2.85,-5.81,-17.43,758.9 +8094.8,12947,40975,2250.8,2295,64274,25.81,-36.49,20.9,27.55,4.98,25.73,759 +7974.8,12785,40879,2087.9,2133,64152,-21.36,176.22,5.7,46.55,13.28,0.83,759 +8844,12465,46498,2056.8,2117,63672,-5.34,189.57,-11.4,95,103.75,86.32,759.1 +8934.7,12730,45997,2006.9,2078,63295,-5.34,688.86,13.3,207.1,159.36,185.09,759.2 +9279.1,13034,46656,1950,2010,63579,18.69,2150.2,114.95,878.75,518.75,601.75,759.2 +8061.5,12547,42107,2010.5,2087,63134,113.03,7515.2,304.95,2223,1094.8,1841.8,759.3 +8105.1,13247,40098,2419,2459,64470,193.13,11134,467.4,3425.7,1628.5,2667.6,759.4 +7313.3,12198,39292,1922.4,1986,63437,-26.7,122.82,23.75,17.1,23.24,17.43,759.4 +7631.3,12871,38857,2144,2211,63550,145.07,8044.7,342,2396.8,1134.6,1832.6,759.5 +7792.5,12290,41553,1920.6,1970,63893,15.13,-49.84,0,35.15,14.94,17.43,759.6 +8902.3,12769,45691,1942,2005,63476,-4.45,213.6,-11.4,-4.75,-9.96,-16.6,759.7 +9055.7,12842,46213,2008.7,2062,63843,67.64,1812.9,104.5,769.5,519.58,630.8,759.8 +7789.5,12328,41409,1918.8,1976,63640,-14.24,-153.97,-18.05,-19,-3.32,4.15,760 +7843.4,12227,42040,1990,2067,63096,65.86,2024.8,111.15,825.55,500.49,615.86,760 +8004.2,13354,39281,2232.1,2286,63991,28.48,692.42,35.15,324.9,249,252.32,760.1 +7700.8,12622,39984,2112.9,2170,63810,-0.89,36.49,-2.85,21.85,9.96,9.96,760.1 +7467.1,12533,39046,1981.1,2033,63864,9.79,696.87,39.9,234.65,149.4,169.32,760.1 +7220.1,12206,38766,1887.7,1946,63572,11.57,-60.52,-33.25,-19,16.6,0.83,760.1 +5025,8614,38230,2422.6,2486,63864,-3.56,-9.79,-15.2,-1.9,-1.66,5.81,760.2 +7325.5,12298,39038,1879.7,1930,63827,-17.8,-46.28,-18.05,0.95,-12.45,3.32,760.2 +9690.2,14734,43102,2184.9,2254,63528,19.58,611.43,65.55,301.15,217.46,250.66,760.4 +9660.4,14622,43298,2111.1,2158,64111,32.04,-54.29,7.6,10.45,23.24,24.9,760.4 +8796.5,12798,45045,1975.8,2042,63411,4.45,48.95,0,43.7,31.54,29.05,760.4 +8638.2,12585,44983,1799.6,1885,62566,-6.23,380.92,32.3,112.1,88.81,107.9,760.4 +8531.9,12909,43314,1992.7,2057,63488,1.78,257.21,-1.9,89.3,82.17,92.13,760.6 +7895.4,12391,41759,1847.6,1911,63363,-22.25,380.03,36.1,202.35,151.06,178.45,760.6 +7731.7,12219,41469,1913.5,1995,62859,37.38,1632.3,131.1,808.45,490.53,638.27,760.6 +7441.1,12494,39032,1997.2,2030,64476,-10.68,760.95,39.9,238.45,183.43,209.99,760.7 +7405.4,12521,38760,1998,2061,63534,16.02,-48.95,-0.95,6.65,10.79,14.11,760.8 +8874.9,14440,40279,2678,2760,63589,24.92,-108.58,17.1,5.7,3.32,9.96,760.8 +7455.4,12333,39617,1917.1,1961,64068,-16.02,34.71,-17.1,-2.85,5.81,10.79,760.8 +7570.5,12483,39745,1918.8,1991,63161,-23.14,-4.45,-1.9,3.8,16.6,9.13,760.9 +7521.5,12402,39746,2013.2,2082,63370,-12.46,141.51,38,19,17.43,25.73,760.9 +8081.1,12486,42416,1943.8,1986,64142,52.51,1858.3,105.45,889.2,485.55,570.21,760.9 +8291.8,12411,43785,1909.9,1979,63249,-14.24,702.21,-0.95,230.85,142.76,151.06,761 +8387.3,12540,43834,1856.5,1932,62976,-8.9,-115.7,-3.8,-30.4,-1.66,7.47,761 +10295,14854,45423,2137.8,2134,65652,25.81,8.01,7.6,0.95,14.11,24.9,761.1 +8658.3,12535,45268,1881.5,1943,63460,17.8,-97.01,12.35,-14.25,-16.6,7.47,761.1 +7571.5,12122,40934,1859.2,1930,63132,52.51,1727.5,114,785.65,516.26,627.48,761.3 +7962.5,12727,41002,1989.2,2035,64059,5.34,275.01,32.3,98.8,81.34,85.49,761.3 +7644,12166,41177,1950.9,1954,65431,6.23,134.39,23.75,64.6,43.99,24.07,761.6 +8677.4,12531,45382,1942,1971,64571,-4.45,460.13,16.15,241.3,161.02,167.66,761.7 +9192.9,13671,44069,2285.5,2391,62645,0,-29.37,-23.75,3.8,6.64,-6.64,761.7 +9114,13335,44792,2119.1,2211,62812,113.03,8410.5,313.5,2410.1,1176.1,1887.4,761.8 +8113.4,12642,42060,1977.6,2018,64223,10.68,-103.24,6.65,27.55,-2.49,9.96,761.9 +8505.9,13983,39866,1963.3,2031,63353,-21.36,32.93,-7.6,3.8,-14.11,3.32,762 +7010.9,12111,37938,1893,1935,64115,21.36,-101.46,-19.95,15.2,12.45,3.32,762.1 +8265.3,13378,40490,2026.5,2082,63790,-18.69,258.1,-10.45,31.35,12.45,9.96,762.2 +7917.4,12902,40217,2266.8,2322,63979,-14.24,-4.45,14.25,2.85,7.47,22.41,762.2 +7469.6,12350,39638,1953.5,1998,64078,2.67,-35.6,-10.45,-5.7,-9.13,8.3,762.2 +7890.5,12264,42165,1937.5,2012,63110,-3.56,177.11,21.85,91.2,77.19,88.81,762.3 +8004.2,12115,43298,1875.2,1955,62862,56.07,1943.8,118.75,815.1,510.45,623.33,762.3 +8944.5,12912,45398,2021.2,2064,64177,5.34,40.94,-0.95,60.8,21.58,29.05,762.4 +8039.4,12484,42204,1933.1,1952,64901,20.47,-74.76,24.7,10.45,25.73,-7.47,762.4 +8911.1,12955,45079,2028.3,2079,63938,24.03,525.1,37.05,209,170.15,187.58,762.5 +7911.5,12677,40900,2079.9,2129,64026,40.05,2125.3,116.85,869.25,507.13,594.28,762.6 +7466.1,12575,38911,2002.5,2047,64111,11.57,631.01,-5.7,224.2,149.4,168.49,762.8 +7367.6,12503,38618,2056.8,2087,64587,103.24,8512,314.45,2398.8,1136.3,1849.2,762.8 +8931.2,14327,40854,2234.8,2263,64719,3.56,-22.25,7.6,19,3.32,12.45,762.9 +7777.3,12500,40775,1937.5,1972,64390,61.41,1732.8,112.1,823.65,497.17,641.59,762.9 +8085.5,12655,41872,2009.6,2063,63840,113.03,7995.8,323.95,2510.8,1116.3,1806.9,763 +8184.5,12670,42334,1976.7,2020,64131,8.01,229.62,8.55,105.45,104.58,97.94,763 +9150.8,13242,45288,2017.6,2094,63146,8.01,704.88,32.3,226.1,178.45,175.96,763.1 +8663.2,12811,44318,2120,2203,63066,-18.69,43.61,-1.9,2.85,7.47,-3.32,763.2 +8312.4,12695,42911,1982.9,2023,64238,12.46,-22.25,35.15,48.45,37.35,23.24,763.3 +7992.4,12739,41117,1980.3,2039,63648,0,145.96,7.6,-3.8,12.45,12.45,763.3 +8437.8,13322,41509,2298.9,2362,63784,0.89,188.68,43.7,60.8,31.54,44.82,763.6 +5855,8862,43299,2337.1,2394,63979,52.51,1286,42.75,445.55,332.83,345.28,763.6 +8661.7,12794,44369,1908.2,1994,62715,12.46,123.71,10.45,47.5,17.43,17.43,763.7 +8735.7,12558,45589,1808.5,1886,62842,7.12,145.07,0,-6.65,8.3,-9.96,763.8 +8969.9,12951,45391,2019.4,2071,63903,0,25.81,-0.95,50.35,24.07,29.05,763.8 +8312.9,12166,44780,1934,2006,63183,120.15,7324.7,281.2,2206.8,1076.5,1802.8,763.8 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+8682.3,12806,44433,1975.8,2054,63041,36.49,108.58,46.55,97.85,62.25,87.15,779.6 +8755.3,12733,45063,2015,2073,63701,3.56,158.42,21.85,-12.35,-12.45,5.81,779.6 +9634.4,13720,46020,2427,2520,63118,-13.35,255.43,-4.75,23.75,9.13,17.43,779.7 +8934.7,12667,46226,1885,1967,62805,-17.8,-80.99,-24.7,-0.95,-29.05,-19.92,779.7 +8797,12795,45058,2006.1,2031,64731,55.18,1565.5,89.3,792.3,519.58,643.25,779.9 +6918.8,10351,43805,2454.6,2511,64065,-2.67,-65.86,-20.9,0,-9.13,-5.81,779.9 +8185.9,12567,42689,1922.4,1975,63791,1.78,-40.05,-5.7,3.8,8.3,-7.47,780 +8448.6,13507,40993,2230.3,2263,64590,6.23,-95.23,19,19.95,-16.6,-2.49,780 +7843.9,12560,40928,1898.4,1920,64798,16.02,-75.65,8.55,30.4,12.45,5.81,780 +7438.2,12279,39699,1935.8,1939,65426,-14.24,14.24,-7.6,37.05,8.3,1.66,780.1 +7747.4,12450,40782,1991.8,2018,64686,-4.45,218.05,-17.1,31.35,2.49,4.98,780.2 +7901.7,12703,40766,2060.3,2107,64085,2.67,-78.32,27.55,13.3,34.86,20.75,780.2 +7994.4,12347,42433,1866.3,1947,62821,-22.25,53.4,-6.65,9.5,4.98,-14.94,780.3 +8429,12543,44041,1951.8,2043,62609,128.16,7658.4,314.45,2227.8,1121.3,1833.5,780.3 +8452,12702,43608,1881.5,1962,62846,-5.34,79.21,11.4,39.9,24.07,21.58,780.4 +7833.6,12315,41688,1941.1,2027,62758,24.92,516.2,47.5,221.35,202.52,189.24,780.6 +7897.3,12304,42064,1860.1,1892,64431,14.24,619.44,57,253.65,161.02,176.79,780.6 +7465.1,12346,39627,1893.9,1934,64178,-6.23,-97.9,-0.95,5.7,16.6,-20.75,780.7 +7397,12099,40067,1963.3,1971,65281,52.51,2020.3,119.7,889.2,502.15,598.43,780.8 +7832.7,12390,41430,1987.4,2022,64414,129.05,8269,346.75,2515.6,1086.5,1710.6,780.8 +8237.9,12485,43242,1865.4,1937,63115,-14.24,-105.02,-10.45,-32.3,-37.35,-8.3,781 +8379,12191,45044,1948.2,2031,62865,2.67,623,63.65,195.7,151.06,173.47,781 +9993.5,14719,44496,2184.1,2207,64855,16.91,80.99,27.55,43.7,48.14,22.41,781.1 +8760.7,12790,44890,2078.1,2118,64303,43.61,712.89,27.55,198.55,136.95,151.89,781.1 +8309.9,12353,44086,1940.2,1973,64447,21.36,-72.09,32.3,-11.4,26.56,12.45,781.1 +8391.7,12802,42959,1827.2,1862,64310,24.03,130.83,33.25,96.9,91.3,89.64,781.1 +8516.7,12736,43825,2000.7,2052,63898,9.79,232.29,7.6,19.95,27.39,17.43,781.2 +6090.7,8723,45760,2786.6,2851,64055,20.47,639.91,42.75,174.8,166.83,162.68,781.2 +8559.3,12827,43731,3498.6,3551,64569,29.37,1029.7,37.05,333.45,295.48,313.74,781.2 +7705.7,11805,42779,1911.7,1965,63759,-7.12,81.88,-19,-3.8,9.13,-0.83,781.2 +8503,13375,41664,2331.8,2415,63278,-3.56,-93.45,7.6,-5.7,2.49,8.3,781.2 +8232,12881,41883,2057.7,2113,63820,60.52,1818.3,147.25,843.6,518.75,627.48,781.2 +8177.1,12518,42810,1907.3,1970,63449,13.35,-129.94,0,-20.9,-9.13,18.26,781.2 +7813.5,12467,41074,1986.5,2023,64353,35.6,132.61,32.3,139.65,79.68,99.6,781.3 +7658.2,12290,40837,2013.2,2066,63860,-11.57,413.85,22.8,107.35,74.7,96.28,781.4 +7500.9,12186,40340,1846.8,1882,64309,5.34,58.74,-3.8,42.75,5.81,9.13,781.5 +7803.7,12346,41424,1942.9,1978,64372,9.79,-35.6,14.25,28.5,23.24,23.24,781.6 +9348.7,14366,42648,2089.7,2142,63936,4.45,32.93,3.8,37.05,24.07,29.88,781.7 +8393.2,12645,43500,1805.8,1841,64283,56.96,1787.1,118.75,850.25,481.4,592.62,781.7 +8300.6,12324,44141,1825.4,1860,64317,-8.9,121.93,38.95,-14.25,15.77,12.45,781.7 +8141.8,12507,42663,1901.9,1983,62857,-15.13,167.32,12.35,48.45,21.58,22.41,781.7 +8383.9,12754,43080,2005.2,2086,62997,0.89,129.94,-21.85,15.2,24.07,0,781.7 +8879.3,12863,45239,2013.2,2043,64579,9.79,203.81,3.8,12.35,20.75,9.96,781.7 +7492.1,12338,39796,1909,1958,63898,3.56,229.62,6.65,-0.95,19.92,25.73,782 +7576.4,12615,39360,2023.9,2035,65177,15.13,24.92,-4.75,12.35,13.28,9.13,782.1 +7395.6,12215,39679,1938.4,1955,64980,11.57,106.8,19.95,-5.7,0.83,9.96,782.1 +7452.9,12310,39678,1925.1,1958,64434,5.34,768.96,30.4,228.95,164.34,177.62,782.1 +7342.6,12006,40081,2047,2054,65313,-8.01,510.86,24.7,255.55,135.29,159.36,782.2 +7205.5,11943,39539,1830.7,1859,64539,19.58,250.98,5.7,108.3,72.21,78.85,782.2 +7717.5,12295,41137,1919.7,1971,63831,-7.12,198.47,-14.25,15.2,23.24,25.73,782.3 +7625.4,12210,40928,1958.9,2006,63997,54.29,2053.2,146.3,880.65,510.45,589.3,782.3 +6513.1,10232,41716,2371.8,2408,64552,241.19,15204,618.45,4609.4,1878.3,2954.8,782.3 +9268.4,14453,42027,2078.1,2149,63375,12.46,116.59,11.4,-0.95,5.81,30.71,782.3 +8056.1,12658,41710,1970.5,2006,64375,-11.57,135.28,-30.4,-11.4,-3.32,14.94,782.4 +8017.4,12470,42135,2230.3,2290,63829,91.67,8467.5,318.25,2516.6,1047.5,1679.1,782.5 +7819.9,12543,40858,2012.3,2047,64425,31.15,-55.18,-14.25,-4.75,12.45,16.6,782.5 +7933.6,12939,40184,2226.8,2271,64260,8.9,-36.49,-9.5,-15.2,15.77,19.09,782.6 +7546,12327,40118,2084.4,2115,64587,24.92,214.49,9.5,137.75,93.79,80.51,782.6 +7348.5,12231,39375,1742.6,1767,64632,32.93,1794.2,131.1,780.9,508.79,629.97,782.6 +8273.7,13218,41021,2273.9,2306,64625,-1.78,501.07,6.65,166.25,124.5,121.18,782.7 +7380.4,12215,39597,2009.6,2035,64719,139.73,8765.6,358.15,2617.3,1060.7,1667.5,782.8 +7486.2,12448,39413,2039,2084,64121,57.85,1590.4,135.85,779,524.56,695.54,782.8 +7474.5,12459,39317,1988.3,2031,64157,6.23,218.05,-7.6,52.25,38.18,39.01,782.9 +7589.1,12502,39782,2035.4,2066,64566,5.34,-1.78,-18.05,15.2,27.39,11.62,782.9 +9103.2,14342,41597,2133.3,2150,65028,-4.45,35.6,-19,6.65,12.45,-1.66,782.9 +3922.5,5670,45337,2700.3,2726,64917,-5.34,-44.5,25.65,43.7,26.56,20.75,783 +7805.7,12383,41311,1949.1,1999,63900,-10.68,144.18,7.6,-19.95,5.81,-3.32,783 +8132.5,12950,41156,2338,2386,64218,123.71,8594.7,362.9,2509.9,1138.8,1826.8,783 +8226.1,12330,43723,1839.6,1914,62990,-13.35,123.71,-4.75,-22.8,-2.49,0,783.1 +8159.5,12495,42796,1930.4,1983,63798,8.01,705.77,-19,218.5,141.93,144.42,783.1 +8116.9,12677,41961,1913.5,1969,63689,3.56,550.91,12.35,209.95,151.06,155.21,783.1 +7827.8,12338,41579,1883.2,1958,63034,-4.45,404.06,41.8,181.45,166.83,178.45,783.2 +7848.8,12391,41512,1966.9,2003,64355,18.69,695.09,37.05,243.2,159.36,174.3,783.2 +8491.7,13593,40941,2306.9,2377,63603,14.24,-78.32,11.4,1.9,6.64,4.98,783.2 +7742,12548,40435,1953.5,2000,64014,16.02,5.34,-2.85,22.8,27.39,10.79,783.2 +6308.3,10219,40456,2350.5,2399,64211,16.02,520.65,33.25,206.15,174.3,189.24,783.2 +7451.4,12279,39770,1952.7,1955,65458,-5.34,59.63,12.35,26.6,27.39,17.43,783.4 +7425,12283,39616,1974.9,1995,64876,36.49,-51.62,6.65,6.65,9.13,6.64,783.4 +7539.1,12386,39891,1960.7,1970,65226,44.5,1800.5,125.4,876.85,472.27,557.76,783.5 +7599.9,12183,40882,1926,1959,64431,15.13,-23.14,21.85,0.95,17.43,6.64,783.5 +7911.5,12655,40971,2107.5,2159,63973,-4.45,150.41,37.05,9.5,36.52,29.05,783.5 +8169.8,12679,42228,2028.3,2071,64185,142.4,8762,335.35,2569.8,1160.3,1818.5,783.6 +8338.8,12564,43497,1925.1,2004,62955,135.28,7953,326.8,2468.1,1134.6,1850.1,783.7 +8772.5,12834,44796,1962.4,2018,63732,130.83,8380.2,335.35,2543.1,1103.9,1773.7,783.7 +8414.8,12701,43419,1889.5,1981,62508,-18.69,177.11,-29.45,-16.15,-20.75,-6.64,783.7 +8401,12675,43438,1959.8,2051,62621,-10.68,770.74,32.3,241.3,154.38,160.19,783.7 +8735.2,12808,44696,2005.2,2072,63422,1.78,-89.89,4.75,10.45,-21.58,8.3,783.7 +8431.9,12654,43670,1946.4,1978,64490,8.9,-119.26,3.8,-3.8,14.11,6.64,783.8 +8072.3,12682,41715,1940.2,1998,63640,7.12,179.78,37.05,100.7,83.83,86.32,783.9 +7952.2,12447,41870,1921.5,1967,64020,6.23,-22.25,1.9,16.15,0,38.18,783.9 +7978.7,12513,41788,1900.2,1973,63116,-4.45,161.98,21.85,17.1,-0.83,19.92,783.9 +7574.9,12504,39702,2089.7,2104,65091,153.97,8920.5,363.85,2623.9,1123.8,1801.9,784 +7431.8,12343,39460,2081.7,2083,65495,36.49,499.29,48.45,233.7,177.62,222.44,784 +7418.6,12258,39663,2002.5,2022,64904,-4.45,590.96,37.05,200.45,132.8,138.61,784.1 +7393.1,12135,39927,1866.3,1875,65233,-7.12,35.6,-17.1,-16.15,0.83,16.6,784.1 +8189.9,12537,42812,2015.8,2077,63607,-18.69,-42.72,-3.8,-9.5,-8.3,0,784.2 +8146.3,12407,43030,2001.6,2055,63833,125.49,8519.1,325.85,2545.1,1133.8,1766.2,784.3 +6031.9,8779,45029,2395.9,2399,65451,27.59,839.27,104.5,401.85,302.12,348.6,784.3 +8176.6,12406,43194,1948.2,1986,64289,-5.34,183.34,7.6,127.3,83,96.28,784.3 +9442.3,13902,44512,3310.8,3358,64615,0,37.38,-15.2,62.7,23.24,32.37,784.3 +8292.3,12475,43563,1932.2,1963,64507,-2.67,131.72,17.1,27.55,39.01,12.45,784.3 +7897.8,12059,42922,1904.6,1963,63586,9.79,441.44,46.55,210.9,168.49,195.88,784.4 +8152.6,12999,41102,2019.4,2071,63903,20.47,534,67.45,237.5,190.07,193.39,784.5 +7655.8,12477,40212,1895.7,1981,62714,-0.89,67.64,-25.65,-13.3,-20.75,0,784.5 +7694.5,12359,40801,1932.2,2007,63093,-24.92,128.16,0,-29.45,-14.11,17.43,784.6 +7497,12131,40501,1920.6,1959,64252,129.94,8367.8,316.35,2512.8,1088.1,1760.4,784.6 +7419.1,12131,40081,1892.1,1927,64350,-7.12,-54.29,-11.4,-5.7,14.94,14.94,784.6 +7254.9,11762,40423,2904.1,2978,63909,230.51,14357,529.15,3983.3,1865,3022.9,784.6 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+7803.3,12351,41405,2035.4,2123,62833,-2.67,128.16,14.25,-3.8,4.15,13.28,838 +7863.5,12334,41782,1938.4,1962,64748,40.94,1895.7,126.35,831.25,482.23,594.28,838 +7662.6,12056,41654,2092.4,2120,64682,0.89,-81.88,-2.85,-1.9,-16.6,2.49,838.1 +8011,12510,41967,1920.6,1998,62998,-34.71,-98.79,-32.3,-13.3,-15.77,-20.75,838.2 +8155.1,12685,42132,1906.4,1965,63581,-24.03,139.73,11.4,111.15,53.12,62.25,838.2 +8524.5,12741,43848,1986.5,2033,64036,13.35,132.61,6.65,114,79.68,76.36,838.2 +9358.5,13931,44026,2417.2,2507,63190,-16.02,64.08,18.05,58.9,39.84,26.56,838.2 +5078.4,7067,47094,2769.7,2843,63846,35.6,1464.9,123.5,677.35,497.17,512.11,838.2 +8406.9,12454,44239,1870.8,1910,64190,5.34,-44.5,28.5,-5.7,9.96,-0.83,838.2 +8215.8,12194,44156,1880.6,1974,62434,-10.68,110.36,-8.55,98.8,69.72,78.02,838.3 +8671,12729,44643,1972.2,2029,63703,15.13,-6.23,-2.85,12.35,4.98,6.64,838.4 +8877.8,12879,45176,2019.4,2075,63780,121.04,8530.6,317.3,2459.6,1101.4,1802.8,838.4 +8633.8,12763,44333,1926,2011,62765,-24.92,-46.28,-0.95,6.65,-9.96,-4.15,838.4 +8305.5,12574,43288,1990.9,2046,63772,7.12,-115.7,-13.3,12.35,-19.92,-6.64,838.5 +7621.5,12053,41440,1656.3,1713,63366,21.36,1979.4,97.85,812.25,507.13,621.67,838.5 +7848.8,12470,41249,1974,2006,64491,1.78,145.07,-0.95,14.25,-6.64,0.83,838.7 +5276.8,8311,41610,2506.2,2515,65308,16.91,47.17,15.2,53.2,32.37,23.24,838.7 +8778.4,12768,45058,2002.5,2084,62973,-14.24,153.08,-17.1,6.65,-11.62,-10.79,838.9 +8774.4,12810,44890,1890.4,1978,62632,-1.78,233.18,-5.7,96.9,73.87,84.66,839 +8525,12522,44617,1966.9,2046,63002,110.36,7631.8,295.45,2262.9,1121.3,1872.5,839.1 +7805.2,12267,41699,1901,1947,63989,-3.56,107.69,2.85,25.65,21.58,17.43,839.4 +8083,12546,42223,1989.2,2018,64599,6.23,180.67,1.9,141.55,84.66,70.55,839.4 +8342.7,12624,43310,1992.7,2052,63642,116.59,7888.1,337.25,2400.6,1130.5,1837.6,839.5 +8445.2,12792,43266,1986.5,2024,64321,35.6,611.43,55.1,246.05,191.73,207.5,839.5 +8741.1,12302,46566,1893,1950,63621,48.06,1909.9,129.2,888.25,461.48,539.5,839.6 +9646.6,14020,45093,2282.8,2356,63501,0.89,145.96,0.95,-10.45,19.09,5.81,839.6 +8428.5,12454,44353,1975.8,2034,63661,142.4,8261.9,349.6,2559.3,1084.8,1715.6,839.6 +9028.3,12887,45913,2015.8,2067,63914,15.13,39.16,-2.85,42.75,18.26,23.24,839.7 +8813.1,12571,45945,1930.4,1967,64317,-0.89,-26.7,7.6,11.4,14.94,16.6,839.7 +10142,14887,44648,2029.2,2071,64213,12.46,348.88,20.9,125.4,117.03,118.69,839.7 +8781.3,12625,45583,2016.7,2065,64004,142.4,8792.3,348.65,2507.1,1090.6,1693.2,839.7 +5723.7,8135,46110,2814.2,2903,63531,15.13,757.39,58.9,242.25,186.75,180.94,839.8 +7859.6,12586,40925,1911.7,1998,62706,23.14,1853,90.25,846.45,482.23,599.26,839.9 +7789,12523,40762,1997.2,2027,64571,77.43,1877,141.55,891.1,499.66,616.69,840 +7975.2,12554,41633,2042.5,2090,64048,-8.9,225.17,23.75,22.8,9.96,24.9,840.1 +7607.7,12179,40938,2048.8,2087,64336,116.59,7805.3,320.15,2299.9,1108.9,1855.9,840.1 +8121.3,12681,41971,2052.3,2077,64758,-10.68,-24.03,16.15,41.8,2.49,6.64,840.2 +8058.5,12375,42677,1879.7,1939,63531,-6.23,50.73,-0.95,11.4,-15.77,-11.62,840.2 +8576,13242,42443,2512.5,2570,64069,6.23,-35.6,47.5,38.95,4.15,34.03,840.2 +8425.5,12675,43564,1919.7,1971,63831,18.69,-94.34,1.9,11.4,9.13,0.83,840.3 +9348.7,13577,45126,2256.1,2333,63377,17.8,353.33,1.9,126.35,110.39,112.05,840.3 +9829.4,14667,43920,2166.3,2207,64326,6.23,-24.03,13.3,32.3,20.75,40.67,840.3 +7684.2,12187,41322,1969.6,2031,63554,0,161.98,11.4,80.75,91.3,56.44,840.5 +7486.7,12231,40115,1962.4,2039,63076,53.4,2071,111.15,842.65,513.77,620.84,840.5 +7858.6,12654,40700,1931.3,1978,63989,-12.46,238.52,-2.85,30.4,13.28,22.41,840.5 +7667.5,12283,40910,1910.8,1983,63151,-12.46,186.01,14.25,5.7,24.07,1.66,840.6 +8771.5,13759,41780,2247.3,2299,64061,3.56,119.26,10.45,15.2,29.88,15.77,840.7 +7751.3,12536,40522,1925.1,1948,64765,11.57,439.66,24.7,117.8,107.9,110.39,840.7 +9418.3,14754,41835,2506.2,2550,64411,3.56,22.25,5.7,19,0,19.09,840.8 +7856.2,12386,41568,1998.9,2034,64406,-0.89,-74.76,29.45,0.95,-12.45,10.79,840.8 +8058.1,12811,41222,1924.2,2015,62582,-4.45,192.24,2.85,19.95,31.54,15.77,840.8 +7868.4,12379,41656,1981.1,1995,65081,72.98,1946.4,114.95,907.25,527.88,624.99,840.8 +8396.6,12363,44510,1971.3,2043,63238,-20.47,-41.83,-21.85,-5.7,10.79,8.3,840.9 +8422.6,12783,43181,1957.1,2031,63152,125.49,8738.9,317.3,2512.8,1085.6,1691.5,840.9 +8975.3,12819,45886,1885,1939,63712,-10.68,79.21,-21.85,88.35,84.66,70.55,841 +8584.8,12907,43590,2163.6,2219,63900,119.26,7818.6,342,2415.8,1162,1893.2,841.1 +8551,12547,44664,1959.8,1975,65031,50.73,1855.7,177.65,889.2,510.45,585.98,841.1 +7838.5,12736,40335,2082.6,2131,64048,8.01,-90.78,-3.8,10.45,-13.28,8.3,841.2 +7699.4,12479,40435,1969.6,2015,64058,130.83,7381.7,323,2315.1,1155.4,1931.4,841.2 +8448.6,13356,41456,2338.9,2376,64513,96.12,2737.6,189.05,1349.9,744.51,898.06,841.2 +8021.3,12573,41811,2056.8,2089,64526,67.64,2092.4,119.7,904.4,487.21,604.24,841.2 +7437.2,12137,40159,1976.7,2009,64482,52.51,2071.9,141.55,874,488.04,613.37,841.3 +7669.5,12386,40580,2041.7,2034,65783,90.78,2084.4,151.05,895.85,519.58,651.55,841.4 +7976.2,12551,41648,1983.8,2023,64266,15.13,200.25,43.7,10.45,-4.15,36.52,841.4 +8587.7,12674,44406,1910.8,1942,64484,0,-81.88,14.25,-19.95,-4.15,4.98,841.5 +8863.6,12836,45254,1993.6,2052,63671,0,162.87,17.1,105.45,53.95,97.94,841.6 +9805.9,13773,46659,2546.3,2621,63668,9.79,428.98,30.4,157.7,107.07,111.22,841.7 +9087.5,13213,45074,2073.7,2125,63954,36.49,202.03,49.4,140.6,84.66,99.6,841.7 +8646,12638,44835,2052.3,2094,64232,70.31,1902.8,129.2,848.35,547.8,650.72,841.8 +7576.4,12447,39891,1971.3,2047,63114,-2.67,186.9,7.6,-10.45,-15.77,-14.11,841.9 +7683.7,12534,40175,1998.9,2018,64917,2.67,113.92,4.75,0.95,5.81,0,841.9 +7693,12583,40067,2050.6,2071,64889,1.78,157.53,-3.8,21.85,-19.92,16.6,842 +7252.5,12006,39588,1845,1874,64521,-11.57,47.17,-12.35,19,-14.94,-9.96,842 +7445.6,12381,39411,1913.5,1961,63949,1.78,-38.27,6.65,4.75,-29.05,-9.96,842 +7234.4,11990,39542,1778.2,1842,63267,101.46,7714.5,303.05,2215.4,1079,1806.1,842 +8300.1,13439,40476,2978.8,3023,64578,8.9,794.77,35.15,339.15,231.57,237.38,842 +8230.5,13094,41194,2486.7,2502,65134,186.9,12527,516.8,3929.2,1617.7,2582.1,842.1 +7679.8,12470,40361,1958,2018,63587,12.46,189.57,-3.8,-16.15,4.15,4.98,842.1 +8591.7,12682,44399,1966.9,2062,62513,25.81,110.36,9.5,47.5,19.92,12.45,842.2 +8514.7,12766,43712,1941.1,2042,62297,124.6,8449.7,343.9,2660,1059.9,1689.9,842.3 +8495.6,12847,43338,1966,2059,62576,-12.46,-72.09,-0.95,-23.75,-14.11,-16.6,842.3 +8376.5,12436,44143,1924.2,1972,63947,65.86,2047,138.7,869.25,524.56,615.86,842.4 +8316.3,12951,42083,2048.8,2119,63364,6.23,187.79,18.05,90.25,85.49,102.09,842.4 +7491.1,12346,39765,1850.3,1918,63223,44.5,1893,111.15,855.95,510.45,610.05,842.6 +8748,14275,40162,2013.2,2071,63706,19.58,679.07,44.65,284.05,227.42,246.51,842.6 +8931.7,14633,40002,2096.8,2185,62892,-0.89,-10.68,-12.35,33.25,5.81,16.6,842.6 +7590.1,12501,39791,2012.3,2053,64236,-8.9,203.81,3.8,33.25,41.5,37.35,842.6 +7348.5,12067,39910,1933.1,1975,64145,40.05,446.78,40.85,218.5,175.13,184.26,842.7 +7839,12439,41301,1982.9,2007,64750,120.15,8382.9,321.1,2506.1,1073.2,1733.9,842.8 +8047.8,12695,41545,1990,2055,63464,-16.02,178,-15.2,-9.5,-3.32,-9.13,842.8 +8168.8,12742,42015,2142.2,2178,64460,103.24,8733.6,320.15,2548.8,1087.3,1715.6,842.8 +8438.8,12835,43089,1948.2,2035,62741,0,-38.27,-24.7,-0.95,-19.09,-13.28,843.1 +8014.9,12379,42432,1956.2,2063,62144,0.89,634.57,26.6,222.3,175.13,178.45,843.1 +7946.3,12791,40714,2167.1,2227,63775,106.8,8728.2,342.95,2502.3,1080.7,1716.4,843.2 +8002.7,13163,39844,1985.6,2047,63570,-15.13,582.06,30.4,214.7,147.74,171.81,843.2 +7463.2,12319,39704,2106.6,2139,64544,145.96,8996.1,331.55,2546.9,1134.6,1761.3,843.2 +7631.3,12626,39611,2031,2054,64802,63.19,1683.9,131.1,860.7,516.26,591.79,843.2 +7609.7,12499,39900,2012.3,2087,63190,1.78,127.27,-4.75,2.85,-9.96,-6.64,843.2 +4189.5,6827,40217,3404.3,3455,64573,-3.56,84.55,-7.6,2.85,8.3,-9.96,843.2 +7386.8,12192,39706,2026.5,2112,62884,-13.35,396.94,8.55,84.55,81.34,85.49,843.2 +7299.5,12052,39693,1891.3,1904,65097,-4.45,-80.1,-10.45,14.25,11.62,3.32,843.2 +7443.6,12298,39667,2069.3,2094,64761,139.73,8710.4,344.85,2625.8,1089.8,1695.7,843.3 +7372.1,12150,39764,1966.9,1986,64906,18.69,587.4,26.6,229.9,166,161.02,843.3 +8566.7,12814,43813,2011.4,2074,63558,40.94,202.03,39.9,156.75,95.45,72.21,843.4 +8705.3,12984,43940,2006.9,2076,63356,3.56,-46.28,-15.2,6.65,4.98,-6.64,843.4 +9139,13323,44955,2112.9,2203,62854,108.58,7698.5,330.6,2332.3,1089,1776.2,843.5 +8894,12854,45346,2017.6,2102,62906,-19.58,83.66,2.85,-1.9,10.79,-4.98,843.5 +8684.8,12673,44912,1923.3,1989,63371,43.61,1680.3,132.05,727.7,525.39,636.61,843.6 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+9036.1,13524,43788,2313.1,2340,64783,12.46,50.73,1.9,54.15,30.71,19.09,857.5 +8371.7,12566,43661,1936.6,1958,64821,-32.04,152.19,-10.45,0,12.45,-15.77,857.6 +8423.1,12530,44056,2060.3,2118,63752,-1.78,-96.12,-17.1,-4.75,-1.66,-12.45,857.6 +8539.2,12714,44017,2016.7,2078,63604,-6.23,58.74,18.05,9.5,11.62,12.45,857.7 +8411.8,12787,43112,2040.8,2087,64084,31.15,117.48,30.4,19,29.88,-4.15,857.8 +7398,12286,39463,1986.5,2042,63754,-9.79,150.41,7.6,-7.6,14.11,1.66,857.9 +8354,13535,40450,2151.1,2239,62964,-23.14,95.23,7.6,-3.8,4.15,-0.83,858 +6970.3,12240,37320,2086.2,2132,64127,-6.23,-16.91,-17.1,9.5,29.05,-4.15,858 +7582.3,12402,40067,2049.7,2130,63064,8.9,558.92,23.75,210.9,153.55,171.81,858 +8241.3,12708,42501,1965.1,1972,65307,-11.57,35.6,12.35,5.7,25.73,13.28,858.1 +8044.3,12587,41884,2017.6,2107,62756,0.89,168.21,-4.75,3.8,24.07,-2.49,858.1 +8455,12701,43627,1968.7,2009,64221,63.19,1869,143.45,847.4,553.61,615.03,858.2 +7915,12518,41438,1999.8,2082,62950,123.71,7911.2,297.35,2261,1135.4,1845.9,858.2 +7736.6,12422,40817,2045.2,2102,63766,-15.13,23.14,-19,48.45,35.69,19.09,858.2 +8250.1,12698,42580,1899.3,1966,63311,59.63,1955.3,119.7,873.05,533.69,623.33,858.2 +8654.9,13417,42275,2295.3,2377,63284,-43.61,129.05,-18.05,-41.8,15.77,-0.83,858.4 +7859.6,12931,39833,2015,2067,63886,15.13,271.45,14.25,84.55,117.03,94.62,858.5 +7373,12227,39519,1860.1,1939,62869,13.35,360.45,20.9,91.2,135.29,85.49,858.5 +7039.8,11982,38505,1974.9,2026,63883,113.92,7370.1,300.2,2174.6,1123.8,1811.9,858.5 +6699.8,11789,37245,1717.7,1737,64808,33.82,529.55,29.45,202.35,186.75,179.28,858.5 +6668.9,12087,36159,1916.2,1975,63584,5.34,200.25,-14.25,23.75,42.33,19.92,858.6 +8367.7,12788,42883,1927.7,2020,62543,-27.59,206.48,-34.2,90.25,87.15,62.25,858.9 +7939,12450,41790,2012.3,2086,63220,44.5,1949.1,113.05,822.7,513.77,606.73,858.9 +9391.8,14327,42961,2041.7,2119,63144,7.12,224.28,-18.05,114,92.96,99.6,859 +8239.8,12679,42591,1994.5,2087,62631,-15.13,100.57,-23.75,1.9,23.24,-9.13,859 +6531.7,10267,41693,1748,1819,62977,-8.9,-89,-27.55,-19,16.6,-9.13,859 +8317.3,12548,43440,1845.9,1924,62874,3.56,427.2,-7.6,78.85,78.02,91.3,859.1 +8114.4,12238,43454,1876.1,1962,62667,17.8,676.4,56.05,197.6,177.62,156.87,859.1 +9562.8,14518,43168,2136.9,2178,64299,177.11,11438,496.85,3522.6,1401.9,2214.4,859.2 +7997.3,12666,41379,2028.3,2078,63969,-0.89,151.3,-14.25,116.85,64.74,68.89,859.2 +8315.8,13111,41567,2811.5,2903,63471,-3.56,186.01,6.65,19,25.73,27.39,859.3 +7716.5,12887,39242,2029.2,2135,62288,-9.79,90.78,-18.05,-16.15,-9.13,1.66,859.4 +8250.6,12477,43337,1905.5,1929,64737,5.34,-27.59,11.4,50.35,13.28,22.41,859.5 +8602,12898,43707,2024.8,2066,64228,-13.35,183.34,-17.1,25.65,21.58,17.43,859.6 +8643.1,12743,44451,1968.7,1955,65995,34.71,-70.31,12.35,22.8,24.9,16.6,859.7 +9204.7,13907,43376,2752.8,2819,63996,196.69,12399,513,3745.8,1728.1,2768.9,859.7 +8160,12328,43379,1895.7,1948,63776,16.02,186.9,19.95,135.85,75.53,87.15,859.7 +8462.8,12641,43874,1965.1,2005,64232,19.58,217.16,15.2,35.15,24.9,39.84,859.7 +7354.4,11903,40492,1958,2015,63682,50.73,1743.5,97.85,807.5,501.32,633.29,859.9 +8077.2,13335,39696,1949.1,2003,63772,40.94,2124.4,111.15,960.45,590.13,719.61,859.9 +7836.6,13378,38390,2249,2290,64364,72.09,2967.3,178.6,1353.8,673.13,821.7,859.9 +7212.3,12179,38810,1846.8,1891,64002,-9.79,145.96,12.35,1.9,21.58,6.64,859.9 +6903.6,12213,37045,1951.8,2005,63796,45.39,1872.6,130.15,818.9,527.88,640.76,860 +7269.6,12055,39521,1921.5,1971,63890,37.38,1901.9,127.3,772.35,507.13,640.76,860 +7685.7,12388,40659,1992.7,2068,63150,-7.12,-105.91,-15.2,-11.4,-18.26,-8.3,860 +7871.9,12542,41133,2053.2,2126,63293,122.82,8835,318.25,2531.8,1103.1,1750.5,860.1 +8836.7,13250,43707,2288.2,2338,64140,18.69,210.04,6.65,11.4,15.77,24.07,860.2 +7842,12666,40576,2116.4,2170,63918,23.14,291.92,36.1,99.75,62.25,102.09,860.2 +8702.9,13121,43469,2063,2129,63505,55.18,1796.9,132.05,820.8,502.15,649.89,860.2 +8131.1,12842,41495,2022.1,2058,64392,11.57,227.84,-3.8,96.9,97.11,97.11,860.2 +7977.2,12537,41700,1950,1981,64510,-0.89,24.92,-17.1,-4.75,4.98,4.15,860.3 +4197.3,6345,43353,3012.6,3081,64082,330.19,21245,833.15,6118.9,2937.4,4785.8,860.3 +4276.2,5933,47235,2929,2941,65268,32.04,1056.4,94.05,500.65,385.95,417.49,860.3 +7908.1,12234,42363,1883.2,1962,62905,18.69,-101.46,7.6,-9.5,4.98,0.83,860.3 +7860.1,12451,41372,1949.1,2007,63645,2.67,166.43,6.65,25.65,39.84,29.05,860.3 +8458.4,12742,43504,2108.4,2134,64750,7.12,-99.68,-8.55,-0.95,-13.28,9.96,860.3 +8392.7,12622,43577,1963.3,2014,63888,18.69,416.52,33.25,171,98.77,84.66,860.4 +8049.7,12587,41912,2128,2171,64238,132.61,8463.9,381.9,2522.3,1126.3,1810.2,860.4 +7761.1,12203,41681,1916.2,1967,63842,128.16,8277,373.35,2666.6,1030.9,1670,860.4 +7484.8,12353,39709,1971.3,2037,63424,17.8,374.69,35.15,184.3,167.66,179.28,860.5 +6990.3,11576,39575,1910.8,1980,63247,42.72,2077.3,119.7,858.8,482.23,566.89,860.5 +7782.2,12542,40664,1943.8,1994,63885,-7.12,-104.13,38.95,5.7,3.32,14.11,860.5 +7657.2,12559,39957,2019.4,2091,63292,7.12,94.34,11.4,9.5,2.49,9.13,860.5 +7618.5,12836,38897,2114.6,2176,63688,132.61,8512,322.05,2408.3,1160.3,1842.6,860.5 +7185.4,12230,38504,1873.4,1906,64417,131.72,7748.3,323,2382.6,1099.8,1829.3,860.5 +7882.6,13133,39336,2321.1,2397,63461,-6.23,815.24,29.45,365.75,253.98,257.3,860.6 +7667,12649,39724,1936.6,2029,62553,-8.01,-85.44,-1.9,-2.85,-0.83,7.47,860.7 +8112.9,12763,41659,1941.1,2059,61783,47.17,1749.7,102.6,798,498.83,614.2,860.8 +8816.6,12868,44902,1962.4,2036,63169,-10.68,121.93,-10.45,-15.2,-23.24,-14.11,860.8 +8454,12708,43598,2008.7,2084,63169,-24.92,-16.91,-14.25,41.8,10.79,4.98,860.9 +8570.6,12718,44164,2063.9,2170,62332,28.48,1742.6,76.95,768.55,517.09,638.27,860.9 +8692.6,12794,44527,1921.5,1978,63664,-14.24,577.61,29.45,245.1,134.46,139.44,861 +8883.2,12876,45214,2044.3,2108,63557,54.29,1881.5,138.7,741,480.57,633.29,861 +8324.1,12478,43719,1884.1,1982,62300,-5.34,64.97,-12.35,6.65,-2.49,-16.6,861 +7901.3,12711,40738,2027.4,2083,63787,-9.79,507.3,29.45,253.65,171.81,169.32,861.1 +8333.9,12765,42787,2017.6,2041,64786,24.92,16.91,24.7,50.35,37.35,21.58,861.1 +7362.3,12318,39170,1928.6,1982,63771,16.91,-95.23,6.65,4.75,-4.15,14.94,861.1 +7480.3,12651,38750,2177.8,2223,64204,120.15,7499.1,314.45,2223,1112.2,1879.9,861.2 +7687.6,12475,40386,1991.8,2027,64399,17.8,124.6,0,47.5,13.28,29.05,861.3 +7287.3,12340,38702,1941.1,1984,64119,23.14,141.51,6.65,12.35,4.98,14.11,861.3 +7687.6,12305,40944,1893.9,1973,62909,49.84,2063,139.65,883.5,468.95,561.08,861.4 +8494.2,12548,44363,1950.9,2016,63419,99.68,7725.2,294.5,2248.6,1079,1855.9,861.6 +8378,12525,43837,1936.6,1945,65254,-23.14,187.79,-8.55,26.6,-15.77,-6.64,861.6 +8569.6,12720,44152,1956.2,2000,64101,-15.13,133.5,4.75,-22.8,-49.8,-4.98,861.7 +6962.4,12300,37097,1943.8,1992,63949,-8.9,169.1,13.3,104.5,34.86,72.21,861.9 +7057,12234,37803,1935.8,2010,63115,6.23,-128.16,3.8,19.95,-32.37,-3.32,861.9 +5361.6,10011,35099,2960.1,3003,64601,232.29,14590,563.35,4138.2,1848.4,3107.5,861.9 +6763,12322,35970,1978.5,2034,63747,-24.92,183.34,1.9,37.05,4.98,24.9,861.9 +7245.6,12389,38328,2025.6,2065,64287,-3.56,333.75,22.8,107.35,49.8,78.02,862 +6790.9,12394,35908,2027.4,2094,63452,-13.35,558.03,38,215.65,136.12,179.28,862 +6792.4,11845,37581,1938.4,1969,64518,15.13,-9.79,9.5,28.5,0.83,24.9,862 +7692.5,12314,40940,1966.9,2062,62513,120.15,7374.5,317.3,2233.4,1077.3,1806.1,862.1 +8242.3,12798,42207,1990,2090,62402,-2.67,132.61,12.35,37.05,0,26.56,862.1 +9052.3,14322,41422,2138.7,2198,63767,9.79,83.66,17.1,49.4,11.62,24.9,862.1 +8579.9,12906,43568,2006.9,2078,63295,17.8,-83.66,-1.9,0.95,-19.09,0.83,862.2 +8174.2,12703,42171,1985.6,2079,62591,14.24,144.18,10.45,32.3,14.94,36.52,862.2 +8555.4,12893,43488,2066.6,2137,63376,32.04,-42.72,19.95,13.3,-18.26,14.94,862.2 +8499,12646,44045,1872.6,1926,63718,8.01,204.7,-9.5,14.25,-20.75,2.49,862.3 +8119.3,12599,42234,1950.9,1971,64867,-8.9,48.06,0.95,18.05,-14.11,4.98,862.3 +8112.4,12414,42827,2026.5,2074,64036,15.13,654.15,35.15,259.35,149.4,203.35,862.4 +8443.7,13014,42521,1948.2,2022,63144,11.57,292.81,23.75,101.65,81.34,82.17,862.4 +5433.6,8798,40475,2369.2,2394,64857,-4.45,119.26,21.85,7.6,-4.98,-14.11,862.4 +7231.4,11799,40166,3153.3,3235,63880,8.9,186.01,20.9,29.45,20.75,21.58,862.4 +6814.9,12090,36941,1913.5,1934,64841,-7.12,-115.7,-20.9,-18.05,-15.77,-28.22,862.5 +6881.1,12378,36432,1982,1994,65143,62.3,2075.5,142.5,915.8,522.07,626.65,862.5 +6730.6,12254,35996,2072.8,2094,64873,28.48,415.63,24.7,120.65,87.98,105.41,862.5 +6604.2,11764,36791,1948.2,1972,64745,15.13,663.05,49.4,215.65,157.7,184.26,862.6 +6579.7,11974,36012,1924.2,1958,64404,0.89,58.74,3.8,12.35,13.28,2.49,862.6 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+7688.1,11987,42033,1894.8,1939,64042,-5.34,399.61,8.55,107.35,94.62,71.38,910.4 +8087.9,12546,42249,1934.9,1986,63848,9.79,-73.87,-11.4,2.85,1.66,-9.96,910.4 +7771.4,11900,42799,1949.1,1992,64125,147.74,7269.5,328.7,2635.3,1071.5,1641.7,910.4 +8132.5,12599,42303,1993.6,2035,64203,-0.89,101.46,-11.4,37.05,24.9,5.81,910.4 +8406,12751,43204,1973.1,2031,63669,8.9,155.75,-16.15,15.2,-2.49,-0.83,910.5 +7950.7,12275,42449,1906.4,1975,63259,-0.89,553.58,29.45,231.8,157.7,172.64,910.6 +9075.3,12974,45842,2032.8,2090,63741,-18.69,23.14,21.85,36.1,34.03,18.26,910.7 +9018,13122,45039,2009.6,2066,63748,59.63,1901.9,137.75,878.75,545.31,644.91,910.7 +8218.8,12351,43610,1871.7,1915,64053,26.7,98.79,-5.7,42.75,35.69,34.86,910.8 +8238.9,12459,43338,1868.1,1979,61864,0,625.67,54.15,211.85,163.51,166,910.8 +8522.1,13213,42269,2505.3,2569,63912,4.45,182.45,10.45,4.75,31.54,14.11,910.9 +8080.6,12458,42508,2017.6,2078,63632,126.38,8760.3,319.2,2598.3,1062.4,1669.1,911 +8472.1,12616,44010,1966.9,2024,63687,9.79,101.46,0.95,21.85,44.82,5.81,911.1 +8651.9,12638,44866,1897.5,1966,63252,6.23,-131.72,1.9,-24.7,-35.69,11.62,911.2 +8773.5,12619,45564,2028.3,2079,63938,-2.67,40.94,-24.7,23.75,26.56,21.58,911.3 +8694.6,12618,45158,1798.7,1882,62635,116.59,8525.3,311.6,2517.5,1038.3,1668.3,911.3 +8459.9,12430,44604,1861.9,1918,63618,14.24,118.37,19.95,114.95,59.76,90.47,911.3 +5930,8603,45173,3123,3227,63424,98.79,3803,228,1699.5,1025.9,1241.7,911.4 +8404,12746,43211,2019.4,2062,64182,32.93,-83.66,-9.5,-6.65,-8.3,6.64,911.4 +8448.1,12871,43016,2062.1,2151,62828,-22.25,3.56,-24.7,16.15,-3.32,10.79,911.5 +8034,12651,41619,1994.5,2063,63360,6.23,46.28,-4.75,0,-8.3,7.47,911.6 +8054.1,12751,41396,1854.8,1915,63474,18.69,558.03,30.4,203.3,146.08,163.51,911.6 +7859.6,12481,41270,2159.1,2177,64998,48.95,2270.4,126.35,873.05,527.05,624.16,911.6 +7981.6,12612,41475,1953.5,2000,64014,78.32,1761.3,140.6,843.6,532.03,662.34,911.6 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+9148.3,14429,41551,2168.9,2217,64115,17.8,210.04,31.35,165.3,115.37,117.03,925.3 +8355,13099,41801,2281.1,2331,64132,26.7,82.77,7.6,44.65,45.65,34.86,925.3 +8080.6,12608,42003,1918.8,1984,63384,-23.14,396.94,8.55,91.2,109.56,86.32,925.3 +8151.2,12636,42276,1973.1,2040,63388,12.46,131.72,15.2,116.85,99.6,92.96,925.3 +8482.4,12528,44373,1913.5,1952,64243,-13.35,-18.69,12.35,57.95,5.81,29.88,925.3 +8473.1,12826,43294,1998.9,2078,63043,17.8,-38.27,-9.5,14.25,9.96,14.94,925.5 +6836.5,10831,41366,2331.8,2383,64128,111.25,3016.2,178.6,1366.1,873.99,1051.6,925.5 +7997.3,12554,41748,1872.6,1934,63454,40.05,412.07,35.15,197.6,179.28,175.13,925.6 +7709.2,12462,40542,1988.3,2046,63687,119.26,8306.4,337.25,2445.3,1081.5,1706.5,925.6 +7871.4,12578,41013,2004.3,2018,65090,32.93,531.33,31.35,264.1,190.07,175.13,925.6 +7469.6,12101,40453,1893.9,1941,63946,24.03,598.97,21.85,200.45,170.15,180.94,925.6 +7615.1,12218,40847,1905.5,1966,63519,6.23,27.59,-17.1,-13.3,8.3,-19.92,925.8 +7642,12166,41166,1855.7,1906,63805,55.18,2077.3,133.95,864.5,501.32,581,925.8 +8206.5,12919,41630,2372.7,2355,66030,212.71,11729,507.3,3651.8,1621,2607,925.8 +7862.1,12291,41921,1986.5,2023,64353,10.68,485.05,10.45,206.15,161.02,172.64,926 +8034.5,12418,42402,1909.9,1990,62899,-23.14,124.6,-8.55,-10.45,-13.28,4.98,926 +8326.6,12783,42689,1997.2,2091,62595,2.67,429.87,41.8,115.9,81.34,92.96,926 +7868.4,12334,41808,1943.8,1998,63757,-1.78,-3.56,-9.5,-33.25,-8.3,-4.98,926 +7872.8,12306,41927,1949.1,1990,64189,15.13,433.43,15.2,99.75,94.62,86.32,926.1 +7966.9,12355,42260,1958.9,1987,64609,-3.56,13.35,-14.25,21.85,38.18,14.11,926.1 +7900.8,12510,41390,1958.9,2014,63743,-9.79,75.65,20.9,0,8.3,10.79,926.2 +7836.1,12247,41932,1890.4,1923,64424,9.79,509.97,26.6,226.1,161.02,166.83,926.2 +7619,12086,41314,1901.9,1910,65259,14.24,-85.44,27.55,0.95,11.62,3.32,926.3 +7919.4,12627,41103,2018.5,2039,64878,10.68,190.46,-6.65,19,5.81,9.96,926.5 +8449.1,13297,41642,2270.4,2257,65925,-1.78,25.81,34.2,33.25,7.47,9.96,926.5 +7703.8,12309,41017,1836.1,1909,63032,3.56,169.99,21.85,14.25,-2.49,3.32,926.5 +7762.1,12315,41307,1906.4,1979,63131,-6.23,236.74,11.4,39.9,19.92,9.96,926.6 +8261.9,12495,43333,1871.7,1967,62360,-14.24,245.64,2.85,38,24.9,34.03,926.6 +8186.9,12426,43179,1998,2014,65017,10.68,77.43,37.05,54.15,35.69,39.84,926.6 +9479,14154,43890,2402.1,2494,63121,-14.24,184.23,7.6,5.7,-4.15,15.77,926.8 +9827.4,14617,44062,2035.4,2089,63855,50.73,2353.2,144.4,1111.5,622.5,758.62,926.8 +8128.6,12675,42029,2091.5,2163,63370,105.02,8794.1,354.35,2607.8,1095.6,1708.1,926.9 +7940,12573,41387,1873.4,1949,62996,-15.13,685.3,31.35,209.95,149.4,161.02,926.9 +7743,12342,41115,2094.2,2146,63953,60.52,1886.8,132.05,763.8,522.9,663.17,927 +7908.6,12501,41461,2007.8,2053,64094,49.84,1895.7,125.4,878.75,488.87,610.88,927.1 +8085.5,12614,42008,2016.7,2050,64473,27.59,-94.34,5.7,3.8,15.77,22.41,927.2 +9506,14874,41884,2120.9,2158,64408,28.48,-46.28,15.2,-15.2,-19.09,21.58,927.2 +8390.8,12611,43605,1959.8,2007,63994,10.68,-2.67,7.6,29.45,14.11,18.26,927.2 +8896,13466,43295,2446.6,2462,65126,198.47,12935,514.9,3866.5,1616.8,2554.7,927.3 +8557.4,12870,43575,2020.3,2098,63109,-8.01,29.37,-1.9,16.15,9.96,2.49,927.3 +9638.3,14267,44274,2280.2,2347,63670,24.03,686.19,23.75,245.1,175.13,182.6,927.3 +8558.8,12782,43883,2078.1,2106,64669,16.02,-52.51,19,-1.9,-2.49,2.49,927.4 +8048.3,12579,41931,2006.9,2039,64506,10.68,190.46,1.9,-20.9,12.45,9.13,927.5 +7741.5,12378,40988,1971.3,2026,63768,5.34,456.57,36.1,147.25,95.45,82.17,927.5 +8262.4,13187,41062,2263.3,2263,65544,24.92,182.45,8.55,67.45,60.59,50.63,927.6 +7599.4,12231,40719,1895.7,1911,65011,10.68,236.74,37.05,115.9,69.72,72.21,927.6 +7901.7,12681,40837,2210.8,2237,64767,16.91,603.42,55.1,232.75,162.68,164.34,927.7 +8367.2,13515,40574,2243.7,2271,64748,12.46,464.58,31.35,226.1,184.26,209.99,927.7 +7604.3,12303,40507,1918.8,1935,64989,6.23,-97.01,1.9,0.95,-5.81,8.3,927.8 +7731.2,12459,40667,2016.7,2043,64694,-9.79,164.65,1.9,-3.8,10.79,13.28,927.9 +7693,12432,40554,1947.3,1984,64324,51.62,2001.6,96.9,827.45,476.42,590.96,927.9 +7849.8,12532,41050,1992.7,2000,65297,0.89,-53.4,15.2,26.6,9.13,5.81,928 +8286.9,13296,40846,2265.9,2304,64453,95.23,2752.8,161.5,1261.6,718.78,883.12,928.2 +8268.3,13164,41163,2215.2,2204,65869,7.12,-64.08,-17.1,0,14.11,13.28,928.2 +8138.4,12762,41793,2079.9,2094,65096,8.9,-6.23,19,-2.85,10.79,8.3,928.4 +7014.4,11167,41165,2019.4,2011,65810,8.01,-60.52,17.1,19.95,0,2.49,928.4 +7602.4,12206,40818,1993.6,1998,65392,15.13,62.3,23.75,52.25,46.48,29.88,928.4 +7844.9,12616,40752,1998,1996,65603,34.71,-45.39,35.15,47.5,35.69,31.54,928.4 +7806.7,12472,41021,1962.4,1976,65087,19.58,493.06,57.95,228.95,168.49,163.51,928.5 +7614.1,12159,41039,1990.9,1995,65402,2.67,-10.68,-5.7,1.9,8.3,12.45,928.5 +8557.4,12614,44460,1999.8,2050,63932,8.9,291.92,16.15,51.3,45.65,14.94,928.6 +7809.6,12167,42066,1901,1939,64253,26.7,-32.93,-16.15,-2.85,-4.98,-4.98,928.7 +9455.5,14466,42837,2370.1,2386,65098,20.47,170.88,-0.95,37.05,30.71,43.16,928.7 +7484.3,11778,41644,1890.4,1910,64862,8.9,133.5,3.8,90.25,76.36,73.04,928.7 +7726.3,11826,42817,2767.9,2786,65110,-12.46,-60.52,8.55,-17.1,12.45,4.98,928.8 +7832.2,12428,41301,1991.8,2024,64494,12.46,217.16,1.9,109.25,87.15,62.25,928.8 +7686.6,12195,41308,1966,1971,65370,57.85,2047,135.85,855,484.72,576.02,928.9 +7886.6,12672,40787,1937.5,1984,64001,-6.23,201.14,4.75,11.4,8.3,14.11,928.9 +7540.1,12152,40664,1870.8,1852,66201,64.97,1691.9,136.8,840.75,516.26,632.46,929 +8559.8,13346,42033,2427,2434,65348,27.59,394.27,11.4,176.7,124.5,130.31,929.1 +7837.1,12234,41982,1976.7,1978,65493,40.94,1856.5,117.8,866.4,527.05,619.18,929.1 +8424.6,12537,44039,1950.9,1997,64022,6.23,150.41,-6.65,27.55,9.96,21.58,929.2 +8479,12714,43706,1954.4,2026,63221,110.36,8526.2,335.35,2508.9,1085.6,1757.9,929.2 +8388.8,12707,43265,1943.8,2003,63598,-25.81,-15.13,-8.55,4.75,16.6,8.3,929.2 +8566.2,12644,44400,2011.4,2032,64872,-2.67,179.78,5.7,136.8,68.89,92.96,929.3 +8460.3,12652,43824,1882.3,1996,61804,-4.45,-87.22,-8.55,22.8,13.28,-4.98,929.4 +8179.1,12494,42903,1926.8,1962,64362,-3.56,131.72,54.15,119.7,86.32,93.79,929.4 +8157,12556,42576,1990,2040,63931,114.81,8128.4,327.75,2472.8,1165.3,1894.1,929.4 +7929.7,12432,41802,2250.8,2291,64386,-14.24,546.46,27.55,181.45,111.22,126.16,929.5 +7602.8,12037,41394,1861.9,1909,63918,-32.93,44.5,21.85,-26.6,10.79,-9.96,929.5 +7245.6,11591,40967,1859.2,1891,64434,40.94,1667.9,116.85,754.3,488.87,602.58,929.5 +8052.7,12808,41204,2106.6,2156,64035,-25.81,147.74,32.3,25.65,14.94,1.66,929.5 +7952.7,12617,41308,2060.3,2093,64514,160.2,8555.6,399.95,2556.4,1133.8,1775.4,929.6 +8690.6,13706,41555,2176.1,2218,64296,24.92,484.16,57.95,179.55,136.12,144.42,929.6 +7898.8,12599,41087,1955.3,1971,65015,25.81,304.38,53.2,130.15,91.3,109.56,929.6 +7891.9,12470,41476,1975.8,2002,64678,35.6,-64.97,21.85,36.1,57.27,-0.83,929.6 +7925.3,12194,42594,1839.6,1862,64749,-6.23,-123.71,-12.35,-0.95,10.79,-13.28,929.8 +9445.7,14377,43057,2162.7,2217,63931,-6.23,-9.79,-14.25,-10.45,9.13,-15.77,929.8 +8282.5,12529,43323,2010.5,2049,64305,-9.79,-4.45,4.75,26.6,9.96,5.81,929.8 +8394.7,12749,43153,2036.3,2109,63278,123.71,7796.4,315.4,2219.2,1131.3,1857.5,929.8 +8343.2,12294,44476,1905.5,1970,63390,-8.01,-80.99,-7.6,-3.8,-17.43,-31.54,929.9 +8673.5,12593,45138,1981.1,2018,64339,135.28,7892.5,338.2,2360.8,1132.9,1894.1,929.9 +9353.6,13539,45276,2797.3,2903,63149,8.9,-104.13,-9.5,11.4,3.32,6.64,929.9 +8785.7,12442,46277,3343.7,3402,64413,59.63,2086.2,163.4,768.55,607.56,651.55,930 +8388.3,12250,44876,2003.4,2062,63673,39.16,2223.2,141.55,912.95,487.21,571.87,930 +8691.1,12751,44670,1965.1,1979,65076,-8.01,94.34,5.7,19,25.73,17.43,930 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+8699.5,12443,45819,1877.9,1915,64266,-0.89,-22.25,-18.05,-1.9,24.07,6.64,1087.1 +8347.2,12644,43265,2089.7,2128,64357,-8.9,204.7,3.8,40.85,39.84,23.24,1087.1 +8468.7,12602,44041,2121.8,2158,64435,-1.78,239.41,32.3,113.05,99.6,96.28,1087.1 +7889,12187,42423,1906.4,1947,64169,10.68,178.89,8.55,108.3,98.77,83.83,1087.2 +8178.6,12478,42955,1933.1,1930,65641,32.04,768.07,46.55,264.1,174.3,178.45,1087.2 +8078.1,12566,42130,2001.6,2050,63989,-10.68,194.02,6.65,37.05,23.24,22.41,1087.4 +7903.7,12362,41901,2017.6,2078,63632,48.95,2012.3,120.65,865.45,511.28,612.54,1087.4 +7969.4,12406,42099,2059.5,2038,66226,23.14,420.97,57.95,235.6,176.79,187.58,1087.5 +8181.5,12763,42011,2014.1,2043,64608,32.04,605.2,51.3,218.5,195.05,195.88,1087.5 +8184,12698,42239,2265.1,2270,65393,136.17,9398.4,369.55,2681.8,1142.1,1771.2,1087.5 +8331.5,12146,44954,1850.3,1890,64160,-7.12,188.68,31.35,121.6,75.53,76.36,1087.6 +8884.7,12709,45815,1982,2021,64272,2.67,560.7,36.1,247.95,149.4,170.98,1087.6 +8976.3,12883,45663,2033.7,2115,63015,115.7,8903.6,335.35,2600.1,1045.8,1644.2,1087.7 +8939.6,12780,45842,1974,2012,64299,8.9,42.72,1.9,60.8,28.22,36.52,1087.7 +8380.5,12511,43899,1922.4,1967,64050,-7.12,-112.14,-2.85,-2.85,-14.11,0.83,1087.8 +8136.9,12510,42627,1884.1,1930,63978,-4.45,145.96,9.5,102.6,78.02,69.72,1087.9 +8176.6,12557,42674,2008.7,2009,65527,126.38,8346.4,341.05,2558.3,1145.4,1823.5,1087.9 +8193.3,12623,42538,2082.6,2095,65148,137.06,8930.3,362.9,2599.2,1130.5,1724.7,1088 +8374.1,12751,43040,1959.8,1979,64900,-11.57,144.18,9.5,-10.45,9.96,-10.79,1088.1 +8180.1,12566,42662,1968.7,2002,64445,46.28,2140.4,128.25,864.5,511.28,592.62,1088.2 +8485.3,12178,45664,1908.2,1942,64394,-9.79,142.4,10.45,108.3,77.19,76.36,1088.2 +8292.3,12250,44363,1877.9,1898,64842,40.05,1883.2,160.55,800.85,512.11,626.65,1088.3 +9204.7,12714,47447,2032.8,2058,64732,59.63,1977.6,143.45,872.1,493.85,609.22,1088.3 +9557.9,13398,46752,2112,2162,64019,21.36,112.14,10.45,8.55,0.83,22.41,1088.3 +9089,13063,45599,2083.5,2135,63955,9.79,-80.1,5.7,11.4,10.79,-0.83,1088.3 +8576,12442,45172,1909,1946,64292,65.86,1858.3,125.4,892.05,468.12,572.7,1088.4 +8311.9,12715,42841,1996.3,2079,62928,-8.9,-16.02,-2.85,13.3,2.49,7.47,1088.5 +8020.3,12321,42660,1962.4,1957,65719,16.02,237.63,10.45,65.55,12.45,32.37,1088.6 +7697.4,11966,42158,1917.1,1918,65504,18.69,194.91,22.8,101.65,82.17,82.17,1088.6 +7920.9,12119,42834,1991.8,1975,66094,16.02,340.87,15.2,135.85,85.49,73.04,1088.6 +7235.8,11210,42302,2106.6,2090,66057,49.84,2070.1,155.8,818.9,468.12,554.44,1088.7 +7957.1,12396,42068,1969.6,1960,65856,-3.56,157.53,-4.75,-1.9,4.15,-7.47,1088.7 +7940.5,12355,42119,1863.7,1895,64452,-24.92,53.4,-14.25,-18.05,-10.79,-9.96,1088.7 +8753.4,12900,44470,2015,2052,64353,-7.12,377.36,28.5,225.15,160.19,183.43,1089 +9170.8,13127,45785,1974,2023,63949,-12.46,195.8,31.35,105.45,62.25,90.47,1089 +8444.2,12548,44102,1925.1,1972,63976,-11.57,425.42,7.6,120.65,86.32,73.04,1089.1 +7955.2,12286,42434,1950,1962,65135,29.37,529.55,23.75,304.95,168.49,167.66,1089.1 +7966.4,12311,42408,1926.8,1971,64068,-8.9,-37.38,31.35,-2.85,15.77,4.15,1089.1 +7906.6,12023,43098,1872.6,1911,64218,-6.23,90.78,-15.2,81.7,81.34,74.7,1089.3 +7993.4,12630,41477,1999.8,2022,64817,63.19,2153.8,132.05,870.2,532.03,637.44,1089.3 +8050.7,12367,42663,1866.3,1915,63870,19.58,355.11,-6.65,73.15,69.72,89.64,1089.4 +7834.1,12310,41707,1961.6,1970,65255,15.13,-43.61,29.45,8.55,39.84,25.73,1089.4 +8156.5,12666,42203,2132.4,2154,64880,11.57,462.8,27.55,218.5,179.28,176.79,1089.4 +8083,12635,41926,2016.7,2043,64694,2.67,109.47,-2.85,0.95,2.49,4.15,1089.4 +8001.7,12470,42053,1952.7,1970,64959,-10.68,68.53,-28.5,-16.15,-15.77,-6.64,1089.5 +7591.1,12056,41265,1801.4,1848,63882,29.37,389.82,27.55,216.6,139.44,175.13,1089.6 +8421.6,12869,42888,2040.8,2065,64767,38.27,188.68,39.9,150.1,86.32,112.88,1089.6 +8630.4,13371,42300,2318.4,2319,65520,0.89,77.43,9.5,77.9,39.84,36.52,1089.6 +7650.9,12068,41548,1892.1,1904,65128,3.56,-80.1,-2.85,11.4,-1.66,-3.32,1089.8 +7625.9,12214,40918,1912.6,1942,64544,21.36,476.15,38.95,196.65,142.76,168.49,1089.8 +7478.4,11951,41009,1945.5,1979,64428,43.61,1687.4,114,768.55,490.53,616.69,1089.8 +7667,12206,41166,1918.8,1930,65157,12.46,16.02,3.8,40.85,14.11,14.11,1089.9 +7460.3,11455,42681,2949.5,2991,64626,0.89,182.45,0,23.75,24.07,10.79,1090 +7989.5,12562,41681,1959.8,1986,64671,56.07,2072.8,112.1,837.9,486.38,583.49,1090.1 +3693.1,5839,41451,2741.2,2731,65781,2.67,104.13,45.6,90.25,53.95,39.01,1090.1 +8349.6,12662,43216,1941.1,2006,63415,0,660.38,52.25,240.35,170.98,180.11,1090.2 +9583.4,14082,44600,2264.2,2370,62609,-16.02,79.21,-27.55,12.35,-17.43,4.15,1090.3 +7684.2,12130,41516,1865.4,1894,64548,-12.46,233.18,-4.75,103.55,66.4,82.17,1090.3 +8085.5,12724,41645,1994.5,2080,62842,45.39,1781.8,105.45,861.65,523.73,634.95,1090.3 +8368.2,12915,42464,1976.7,2071,62552,32.04,1968.7,114,827.45,500.49,628.31,1090.3 +7730.7,12238,41399,1855.7,1950,62365,-17.8,128.16,-12.35,7.6,-22.41,8.3,1090.4 +7873.3,12486,41325,2013.2,2066,63860,-2.67,-48.06,-5.7,14.25,5.81,1.66,1090.4 +7837.1,12218,42037,1836.1,1898,63398,7.12,292.81,10.45,113.05,89.64,72.21,1090.4 +7763.1,12406,41009,1968.7,1986,64964,34.71,498.4,38,243.2,178.45,180.11,1090.5 +7910.1,12544,41326,2026.5,2020,65748,11.57,-10.68,16.15,18.05,39.01,16.6,1090.7 +7846.9,12417,41415,1805.8,1921,61606,-55.18,53.4,-22.8,-49.4,-11.62,-41.5,1090.7 +8259,12636,42835,1955.3,2027,63219,-22.25,-41.83,7.6,-6.65,-4.98,-0.83,1090.8 +8676.4,12662,44907,2023.9,2082,63706,6.23,537.56,46.55,231.8,156.04,170.98,1090.9 +8431.4,12834,43055,1961.6,2018,63703,2.67,670.17,29.45,201.4,148.57,180.94,1090.9 +8327.5,12701,42969,1862.8,1949,62636,32.04,1866.3,134.9,754.3,481.4,611.71,1090.9 +8344.2,12300,44459,1953.5,1960,65320,19.58,186.01,36.1,119.7,81.34,98.77,1091 +8879.3,13150,44252,2048.8,2158,62219,-2.67,141.51,8.55,95.95,62.25,75.53,1091 +8287.9,12626,43019,1944.7,1970,64693,-13.35,191.35,14.25,85.5,80.51,78.85,1091.1 +8395.7,12675,43410,1992.7,2007,65069,8.01,3.56,25.65,19.95,17.43,13.28,1091.1 +7530.8,11559,42697,2689.6,2775,63519,18.69,1067.1,30.4,358.15,274.73,297.97,1091.1 +7966.4,12361,42237,1924.2,1965,64175,69.42,1660.7,97.85,848.35,497.17,611.71,1091.1 +7946.8,12373,42092,1856.5,1873,64960,11.57,-56.07,-1.9,4.75,7.47,7.47,1091.3 +8760.2,13494,42546,2330,2390,63891,-5.34,116.59,-16.15,18.05,-10.79,-15.77,1091.3 +7848.8,12176,42245,1844.1,1892,63876,9.79,-37.38,21.85,3.8,20.75,19.09,1091.4 +8102.6,12642,42004,1952.7,1986,64436,20.47,398.72,33.25,199.5,168.49,162.68,1091.4 +7929.7,12307,42226,1864.5,1875,65171,-2.67,-73.87,1.9,-10.45,-1.66,4.98,1091.4 +8135.5,12543,42507,1941.1,1979,64281,-19.58,-16.91,-7.6,11.4,7.47,18.26,1091.4 +8086,12539,42262,1963.3,1999,64367,-1.78,65.86,-2.85,13.3,2.49,24.9,1091.4 +8254.5,12820,42197,2014.1,2068,63827,-13.35,56.07,25.65,26.6,48.14,34.03,1091.4 +8214.4,12496,43081,1892.1,1936,64051,0.89,-17.8,-20.9,-23.75,3.32,14.11,1091.5 +8291.8,12442,43675,2096.8,2190,62748,99.68,7973.5,325.85,2216.3,1124.7,1899,1091.6 +8313.3,12634,43124,1921.5,1978,63664,-6.23,-5.34,35.15,38,36.52,26.56,1091.6 +8091.4,12432,42654,1956.2,2003,64005,-10.68,37.38,9.5,-14.25,1.66,3.32,1091.8 +9456.5,14320,43278,2088.8,2112,64817,19.58,491.28,22.8,144.4,101.26,117.86,1091.9 +8144.8,12499,42706,2043.4,2051,65294,60.52,1973.1,139.65,894.9,501.32,604.24,1092 +8320.2,12806,42579,2058.6,2102,64182,159.31,8109.7,337.25,2344.6,1132.9,1831,1092 +8166.8,12577,42556,1904.6,1905,65522,47.17,42.72,38,66.5,25.73,30.71,1092 +8147.2,12605,42359,1974.9,2013,64296,36.49,506.41,44.65,244.15,151.89,161.02,1092.1 +8211.9,12666,42490,1996.3,2042,64068,35.6,168.21,39.9,141.55,94.62,110.39,1092.1 +8367.7,12798,42849,1909,1966,63638,16.91,226.95,9.5,122.55,78.85,92.13,1092.2 +8830.3,13175,43924,2128,2195,63535,148.63,7387,320.15,2326.6,1136.3,1946.3,1092.2 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+8558.3,12899,43482,1917.1,1987,63229,42.72,2167.1,133,865.45,506.3,579.34,1180.3 +8277.1,12463,43525,2176.1,2239,63693,28.48,524.21,58.9,238.45,188.41,182.6,1180.3 +8120.3,12459,42714,2032.8,2091,63711,4.45,-80.1,0.95,0,22.41,15.77,1180.4 +9698.6,14621,43472,2209.9,2269,63828,20.47,206.48,-1.9,9.5,48.97,27.39,1180.4 +8433.4,12686,43567,1950,1998,63961,-11.57,10.68,12.35,-10.45,12.45,6.64,1180.4 +8514.7,12899,43261,1926.8,1987,63552,5.34,770.74,25.65,238.45,174.3,158.53,1180.4 +8305,12627,43104,1941.1,2003,63510,8.9,-64.97,12.35,15.2,20.75,7.47,1180.4 +8593.1,12959,43457,1989.2,2043,63809,22.25,29.37,-0.95,28.5,36.52,26.56,1180.4 +8304.5,12786,42566,1943.8,1970,64663,126.38,8156.9,340.1,2386.4,1149.5,1849.2,1180.5 +8283.5,12710,42712,1906.4,1970,63420,153.97,7719,299.25,2194.5,1073.2,1769.6,1180.6 +8242.3,12833,42092,1927.7,2005,63011,-8.01,-164.65,-18.05,-30.4,-19.92,-5.81,1180.7 +8145.3,12520,42636,1927.7,1992,63422,-8.9,-149.52,-4.75,-53.2,-12.45,-13.28,1180.7 +8405.5,12958,42511,2020.3,2046,64713,141.51,8856.4,341.05,2565,1115.5,1746.3,1180.7 +8233,12867,41933,2010.5,2087,63134,13.35,36.49,-21.85,2.85,5.81,1.66,1180.7 +8247.7,12832,42123,2060.3,2128,63453,130.83,7711.9,318.25,2337.9,1113,1802.8,1180.8 +8155.1,12671,42179,1977.6,2027,63938,12.46,15.13,14.25,60.8,31.54,20.75,1180.8 +9445.7,14651,42252,2215.2,2287,63479,5.34,299.93,-6.65,187.15,113.71,125.33,1180.9 +7953.7,12540,41567,2004.3,2092,62788,138.84,8740.7,358.15,2617.3,1110.5,1762.9,1181.1 +8689.7,13787,41306,2455.5,2543,63281,0.89,970.99,25.65,344.85,244.85,269.75,1181.2 +8064.9,12790,41325,2015.8,2086,63332,8.01,16.91,-16.15,19,43.16,24.07,1181.2 +7953.7,12842,40590,2163.6,2254,62907,104.13,7733.2,256.5,2284.8,1121.3,1885.8,1181.3 +3961.7,6191,41937,2736.8,2763,64913,43.61,1451.6,87.4,573.8,396.74,436.58,1181.4 +7756.2,12382,41052,1899.3,1982,62800,-10.68,120.15,-3.8,3.8,30.71,8.3,1181.4 +7238.8,11582,40960,2096.8,2158,63679,9.79,539.34,21.85,251.75,151.06,155.21,1181.4 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+9115.5,13943,42845,2391.4,2467,63528,26.7,764.51,57.95,329.65,233.23,256.47,1181.9 +8064.4,12418,42560,1968.7,1993,64736,9.79,66.75,-34.2,-19.95,3.32,9.13,1182 +4153.7,6185,44013,2885.4,2937,64384,286.58,18289,764.75,5699,2621.1,4348.4,1182 +8028.2,12397,42440,1856.5,1869,65099,-6.23,-91.67,-13.3,17.1,-6.64,-6.64,1182 +8287.9,12588,43148,1931.3,1976,64053,-8.01,26.7,0,-10.45,9.96,24.07,1182 +7965,12227,42692,1871.7,1895,64729,70.31,1661.6,143.45,831.25,520.41,659.85,1182 +8259.9,12560,43099,2008.7,1988,66219,79.21,1968.7,133,908.2,521.24,620.84,1182 +7973.3,12218,42768,2039,2058,64931,152.19,8875.1,347.7,2495.6,1027.5,1606.9,1182 +8105.1,12483,42552,2041.7,2087,64112,137.95,8832.4,347.7,2543.1,1128.8,1762.9,1182 +8757.3,13539,42390,2467.1,2551,63380,187.79,11568,465.5,3363.9,1575.3,2636.9,1182.1 +8419.2,12743,43299,1950.9,2003,63831,-10.68,-49.84,0,0,-6.64,5.81,1182.2 +8270.7,12499,43366,1869.9,1927,63594,-2.67,161.09,11.4,-7.6,-14.94,0.83,1182.2 +8600,12719,44312,1958,1995,64321,4.45,240.3,28.5,119.7,63.91,85.49,1182.2 +8913.1,13473,43356,2170.7,2241,63480,-12.46,156.64,3.8,12.35,-3.32,-7.47,1182.2 +8289.3,12564,43239,1952.7,2004,63857,15.13,155.75,11.4,15.2,15.77,4.15,1182.3 +9042.5,13759,43070,2241.9,2315,63467,2.67,159.31,0.95,-20.9,14.94,3.32,1182.4 +8315.8,12779,42647,2063.9,2143,63117,15.13,610.54,28.5,258.4,170.15,187.58,1182.5 +8300.6,12814,42453,1967.8,2058,62663,37.38,562.48,21.85,232.75,164.34,168.49,1182.5 +8159,12567,42549,1928.6,2003,63103,-6.23,-109.47,-3.8,12.35,-34.03,-11.62,1182.5 +8226.6,12730,42352,2126.2,2222,62711,112.14,8154.2,305.9,2398.8,1158.7,1921.4,1182.5 +8105.1,12446,42678,1963.3,2020,63698,-10.68,33.82,-14.25,-1.9,-32.37,0.83,1182.6 +8178.1,12558,42679,1924.2,1978,63753,-3.56,-2.67,-9.5,-12.35,-30.71,-10.79,1182.7 +8165.9,12439,43023,1868.1,1955,62623,-32.04,-53.4,-22.8,-11.4,-32.37,-12.45,1182.8 +8224.2,12484,43174,2033.7,2080,64076,-19.58,-3.56,4.75,13.3,-8.3,18.26,1182.8 +8110.5,12446,42707,1925.1,1982,63654,-8.9,-9.79,-0.95,32.3,1.66,11.62,1182.8 +8059.5,12359,42737,1860.1,1891,64465,-15.13,-55.18,1.9,-2.85,-13.28,-4.15,1182.9 +8249.6,12599,42912,1982,2003,64850,30.26,558.92,53.2,237.5,156.04,173.47,1182.9 +8389.3,12815,42903,1989.2,2027,64312,9.79,-72.98,11.4,9.5,-24.07,-4.15,1182.9 +8122.7,12488,42627,1958,1992,64417,23.14,597.19,76,239.4,156.87,180.94,1183 +8267.8,12826,42245,1966.9,1994,64645,-11.57,-59.63,19.95,13.3,-23.24,4.15,1183 +8047.3,12530,42090,1907.3,1974,63321,-8.01,-39.16,10.45,11.4,-22.41,-1.66,1183 +8014.4,12415,42306,1927.7,1979,63838,14.24,169.1,31.35,112.1,66.4,71.38,1183.1 +4220.9,6209,44551,2649.5,2673,64961,69.42,1343.9,83.6,633.65,458.16,471.44,1183.1 +8056.1,12509,42207,2006.9,2030,64792,9.79,641.69,16.15,210.9,141.93,185.92,1183.2 +7706.2,11994,42107,1601.1,1662,63135,20.47,412.07,11.4,210.9,138.61,150.23,1183.2 +8037,12420,42408,1929.5,1956,64649,-17.8,158.42,-14.25,1.9,-14.94,8.3,1183.2 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+7868.4,12315,41873,1843.2,1899,63610,48.95,1971.3,129.2,842.65,486.38,583.49,1183.7 +8212.4,12563,42841,2047.9,2035,65951,24.92,144.18,29.45,106.4,66.4,81.34,1183.8 +7803.7,12219,41855,1800.5,1839,64163,2.67,552.69,53.2,240.35,166.83,176.79,1183.8 +8149.2,12622,42312,1982.9,2026,64142,-7.12,35.6,1.9,50.35,24.07,26.56,1183.8 +8424.1,12754,43287,2350.5,2374,64887,125.49,8564.5,343.9,2621.1,1113.9,1722.3,1183.9 +9619.2,14474,43554,2249,2270,64931,-16.02,-7.12,-4.75,14.25,13.28,-2.49,1183.9 +8101.7,12310,43132,1876.1,1878,65470,90.78,7928.1,331.55,2362.6,1120.5,1824.3,1183.9 +8321.7,12830,42507,1972.2,2042,63297,-9.79,-22.25,-14.25,10.45,-13.28,-4.15,1183.9 +7955.6,12587,41422,1913.5,1967,63754,6.23,107.69,-23.75,90.25,91.3,70.55,1184.1 +8102.2,12279,43243,1901,1927,64653,30.26,201.14,-1.9,134.9,87.15,72.21,1184.2 +8442.7,12888,42931,1990.9,2056,63462,3.56,241.19,1.9,30.4,9.13,35.69,1184.2 +8283.9,12714,42701,2043.4,2094,63954,-4.45,45.39,-26.6,45.6,10.79,19.92,1184.3 +8674,13378,42492,2167.1,2178,65210,179.78,12515,505.4,3920.6,1467.4,2335.6,1184.3 +7847.8,12257,41961,1911.7,1941,64547,20.47,34.71,-13.3,30.4,27.39,41.5,1184.3 +8422.6,12826,43036,2015,2062,64041,21.36,687.97,32.3,224.2,166,179.28,1184.3 +8025.2,12527,41985,2093.3,2159,63541,11.57,-72.98,-3.8,23.75,11.62,8.3,1184.3 +7886.1,12490,41379,2020.3,2046,64713,4.45,-64.97,-6.65,21.85,-22.41,-19.92,1184.5 +7833.1,12323,41658,1924.2,1955,64503,-0.89,-41.83,-9.5,27.55,26.56,11.62,1184.7 +7743.5,12239,41464,1860.1,1899,64194,-8.9,315.95,-19,103.55,94.62,78.02,1184.7 +7775.3,12342,41287,1876.1,1942,63313,-17.8,127.27,-19,-17.1,-23.24,0.83,1184.8 +7650.4,12067,41549,1921.5,1959,64282,-8.9,508.19,32.3,217.55,151.06,160.19,1184.8 +7891.5,12237,42263,1719.5,1757,64137,-1.78,68.53,12.35,37.05,28.22,14.94,1184.8 +8086.5,12419,42673,1970.5,1971,65518,26.7,209.15,38,142.5,73.04,83.83,1184.9 +8098.2,12387,42845,1960.7,2003,64151,8.01,378.25,20.9,148.2,73.87,82.17,1184.9 +7986.5,12299,42557,1917.1,1983,63357,16.91,631.01,29.45,208.05,156.87,175.13,1184.9 +8425.5,12930,42705,1957.1,1974,64975,20.47,220.72,33.25,98.8,90.47,83.83,1184.9 +8738.7,13482,42479,2193,2238,64217,16.91,25.81,-4.75,10.45,32.37,13.28,1185 +8086,12586,42104,2015,2042,64668,11.57,-41.83,-2.85,37.05,29.05,-2.49,1185 +7774.3,12337,41298,1922.4,1937,65042,-6.23,-57.85,-3.8,26.6,24.9,6.64,1185.1 +7963,12582,41477,2068.4,2102,64487,129.05,8646.3,369.55,2580.2,1138.8,1772.9,1185.1 +8088.4,12498,42413,2014.1,2006,65800,1.78,451.23,39.9,255.55,183.43,171.81,1185.2 +8856.8,13488,43034,2370.1,2372,65483,13.35,8.01,-8.55,29.45,-3.32,-8.3,1185.2 +8052.2,12471,42315,1944.7,1939,65727,-15.13,-67.64,-22.8,-24.7,15.77,-1.66,1185.3 +7786.1,12353,41307,1899.3,1905,65339,7.12,49.84,17.1,59.85,41.5,35.69,1185.4 +6819.8,10454,42753,3068.7,3042,66112,66.75,1493.4,132.05,704.9,556.93,637.44,1185.4 +7824.3,12399,41356,2019.4,2043,64779,142.4,7901.4,313.5,2261,1188.6,1927.3,1185.4 +7667.5,12134,41412,1879.7,1890,65178,32.04,678.18,38,269.8,175.96,221.61,1185.4 +7888.5,12470,41458,1926,1958,64464,28.48,447.67,38,227.05,188.41,219.12,1185.4 +7566.1,11927,41574,2004.3,2023,64930,133.5,7358.5,325.85,2162.2,1053.3,1768.7,1185.4 +7526.9,11975,41193,2043.4,2103,63680,16.91,-119.26,-0.95,19.95,12.45,9.13,1185.5 +7998.8,12527,41846,1989.2,2043,63809,15.13,480.6,19.95,230.85,176.79,187.58,1185.5 +7821.4,12344,41525,1923.3,2024,62275,106.8,8212.9,291.65,2321.8,1120.5,1788.7,1185.6 +7942.9,12706,40969,1966.9,2006,64259,-1.78,-13.35,-23.75,3.8,-2.49,-4.98,1185.7 +8064.9,12467,42395,1991.8,2007,65040,6.23,190.46,10.45,119.7,98.77,89.64,1185.8 +7692,12124,41579,2019.4,2044,64748,-8.9,87.22,-2.85,17.1,-2.49,-3.32,1186 +7849.8,12389,41524,2072.8,2101,64657,134.39,8458.6,333.45,2641.9,1071.5,1694.9,1186 +8007.1,12683,41374,2056.8,2091,64464,19.58,-61.41,-11.4,13.3,2.49,-3.32,1186 +7819.4,12301,41660,1997.2,2009,65150,127.27,7245.5,306.85,2159.3,1074,1795.3,1186.1 +8509.3,12554,44422,1925.1,1978,63782,-10.68,33.82,-1.9,38,9.96,5.81,1186.2 +8524,12763,43770,1915.3,2015,62293,-10.68,257.21,10.45,93.1,71.38,50.63,1186.3 +7982.6,12157,43033,1848.5,1897,63862,-1.78,-154.86,10.45,-19,9.96,-18.26,1186.3 +8094.3,12615,42051,2074.6,2115,64284,140.62,8505.7,326.8,2567.8,1059.1,1662.5,1186.4 +8634.8,13306,42529,2166.3,2218,64007,7.12,-71.2,19.95,-2.85,4.15,4.15,1186.4 +7941.9,12408,41947,1974.9,1996,64844,9.79,182.45,-21.85,9.5,5.81,-0.83,1186.4 +8065.9,12731,41521,2080.8,2139,63753,-2.67,251.87,19,102.6,95.45,88.81,1186.4 +8030.1,12677,41513,2055.9,2081,64746,7.12,101.46,11.4,26.6,4.15,13.28,1186.5 +7659.2,12166,41259,1885,1938,63744,1.78,121.93,-17.1,16.15,5.81,8.3,1186.5 +7876.3,12347,41806,2031,2031,65535,139.73,8441.6,341.05,2508.9,1059.9,1689,1186.6 +8105.1,12642,42017,2029.2,2070,64244,-29.37,-8.01,-18.05,-1.9,-30.71,-16.6,1186.6 +7976.2,12454,41973,1896.6,1974,62966,-7.12,656.82,6.65,192.85,132.8,155.21,1186.6 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+9419.3,14669,42082,2188.5,2237,64115,25.81,817.02,39.9,308.75,209.16,251.49,1189.8 +8038.9,12391,42518,1914.4,1911,65652,-3.56,-6.23,-18.05,12.35,8.3,3.32,1189.8 +8241.3,12606,42845,1948.2,1982,64419,8.01,165.54,19.95,30.4,43.99,28.22,1190 +8410.4,12358,44601,1937.5,1954,64984,3.56,138.84,7.6,109.25,68.06,84.66,1190 +8884.2,12939,44998,2052.3,2139,62881,-4.45,-61.41,10.45,14.25,15.77,7.47,1190 +8686.2,12492,45570,2050.6,2108,63750,17.8,165.54,23.75,129.2,78.02,84.66,1190.1 +4703,6268,49173,3290.3,3371,63968,39.16,510.86,27.55,216.6,183.43,203.35,1190.1 +9330.1,13847,44158,2400.3,2439,64497,25.81,787.65,66.5,387.6,257.3,267.26,1190.1 +9050.8,13380,44331,2255.3,2320,63707,30.26,515.31,46.55,167.2,132.8,141.1,1190.1 +8680.8,12818,44383,1998,2066,63381,129.94,8220,373.35,2596.3,1102.2,1721.4,1190.2 +7964.5,12491,41787,1917.1,1947,64528,-4.45,36.49,23.75,6.65,37.35,15.77,1190.3 +9607.4,15023,41911,2097.7,2127,64634,4.45,267.89,38.95,146.3,99.6,98.77,1190.4 +7803.3,12182,41979,1901.9,1906,65396,73.87,2083.5,131.1,858.8,487.21,587.64,1190.4 +7859.6,12314,41829,1965.1,1966,65507,16.91,525.99,40.85,285.95,174.3,180.94,1190.5 +7889,12486,41407,1974,1938,66754,32.93,68.53,43.7,57,60.59,36.52,1190.5 +8056.1,12475,42322,1876.1,1951,63021,-24.92,124.6,8.55,4.75,-10.79,-0.83,1190.7 +8516.7,12974,43021,1953.5,2026,63192,-23.14,48.95,-13.3,9.5,8.3,-0.83,1190.7 +9679.5,14699,43156,2020.3,2111,62720,-15.13,133.5,-24.7,-21.85,-30.71,0.83,1190.8 +8391.3,12755,43115,1979.4,2039,63619,-32.93,80.1,-39.9,-1.9,11.62,18.26,1190.8 +8104.6,12641,42017,1958,2021,63493,0,242.97,25.65,6.65,26.56,28.22,1190.9 +7742.5,12447,40766,1965.1,1979,65076,16.02,-38.27,23.75,7.6,17.43,14.94,1190.9 +7635.2,12227,40924,1962.4,1987,64726,10.68,187.79,15.2,45.6,18.26,39.84,1191 +7741,12271,41343,1887.7,1931,64066,-22.25,105.02,-25.65,-2.85,-9.96,6.64,1191.1 +7609.2,12056,41363,1912.6,1932,64878,-5.34,-41.83,-12.35,7.6,-9.13,-1.66,1191.2 +7765,12507,40688,2003.4,2047,64140,3.56,1.78,-10.45,31.35,9.96,5.81,1191.3 +7829.2,12456,41193,1932.2,1960,64606,-3.56,251.87,-5.7,66.5,71.38,63.08,1191.3 +8614.7,13288,42487,2678.9,2732,64262,84.55,3188.9,191.9,1319.5,795.97,963.63,1191.4 +8114.4,12707,41850,1995.4,2055,63635,16.02,113.92,-13.3,25.65,17.43,3.32,1191.4 +8158,12878,41516,2048.8,2122,63275,146.85,7368.3,286.9,2174.6,1107.2,1856.7,1191.4 +7863,12527,41136,1892.1,1963,63170,-14.24,-46.28,-7.6,0.95,-9.96,4.15,1191.5 +8033.1,12547,41959,1960.7,1991,64538,-19.58,202.92,-16.15,17.1,45.65,6.64,1191.6 +8342.7,12654,43208,1949.1,1978,64578,4.45,212.71,8.55,101.65,97.11,87.15,1191.7 +8234.5,12722,42419,2000.7,2034,64464,-31.15,154.86,-19.95,-24.7,-9.96,-1.66,1191.7 +8373.6,12691,43241,1907.3,1939,64464,-8.01,503.74,30.4,243.2,156.04,146.91,1191.7 +8395.7,12630,43564,1993.6,2006,65131,-2.67,166.43,3.8,64.6,83.83,82.17,1191.7 +7827.3,12430,41268,2036.3,2046,65226,8.01,-70.31,-15.2,27.55,11.62,6.64,1191.8 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+8037,12686,41519,2041.7,2106,63534,103.24,8395.4,322.05,2456.7,1162,1874.1,1193.2 +7802.8,12368,41346,1910.8,1952,64154,-3.56,-81.88,-5.7,-2.85,0,11.62,1193.2 +9377.6,14407,42658,2087.9,2115,64698,6.23,353.33,4.75,148.2,104.58,118.69,1193.3 +8165.4,12832,41702,1964.2,2032,63350,15.13,-44.5,-2.85,12.35,6.64,21.58,1193.3 +7886.1,12304,42004,1887.7,1940,63769,143.29,8907.1,347.7,2564.1,1051.6,1640.9,1193.4 +8241.3,12684,42581,2027.4,2092,63513,133.5,8209.4,329.65,2487.1,1131.3,1799.4,1193.4 +7524.4,11965,41214,2136,2189,63949,67.64,1623.4,125.4,802.75,493.02,637.44,1193.4 +7905.2,12669,40893,1961.6,2025,63483,67.64,1830.7,137.75,811.3,529.54,630.8,1193.5 +7751.8,12352,41129,1960.7,1988,64635,-5.34,-54.29,-16.15,-21.85,-15.77,-14.11,1193.6 +7856.7,12507,41168,1948.2,1979,64516,54.29,1862.8,129.2,909.15,474.76,565.23,1193.6 +7857.6,12406,41509,1916.2,1954,64267,-21.36,187.79,-5.7,-10.45,-14.11,-9.13,1193.7 +7819.9,12460,41130,1909,1960,63832,21.36,95.23,-15.2,4.75,8.3,4.98,1193.7 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+7990.9,12604,41550,2097.7,2124,64725,8.9,-65.86,12.35,20.9,-4.98,-1.66,1196.4 +7853.2,12242,42041,1969.6,1970,65522,116.59,7481.3,328.7,2286.6,1105.6,1843.4,1196.5 +8051.7,12590,41912,2104,2138,64493,116.59,8568.9,352.45,2526.1,1230.9,1908.2,1196.5 +7955.2,12390,42078,1880.6,1942,63463,-19.58,89,0.95,-26.6,3.32,-21.58,1196.5 +8380.5,12800,42908,2057.7,2096,64338,-20.47,191.35,-23.75,13.3,-2.49,-6.64,1196.5 +8319.2,12606,43250,1868.1,1918,63831,-29.37,120.15,19.95,95,39.84,36.52,1196.7 +7849.8,12422,41414,1966.9,2002,64387,-24.92,225.17,-6.65,49.4,24.07,8.3,1196.8 +7828.2,12386,41420,2047.9,2086,64339,8.01,671.06,50.35,226.1,168.49,188.41,1196.9 +7621.5,12081,41344,1910.8,1909,65599,6.23,-100.57,13.3,6.65,-9.96,-15.77,1196.9 +8101.7,12663,41929,2036.3,2023,65968,16.02,234.96,49.4,137.75,90.47,83.83,1197 +7804.7,12370,41349,1950.9,1974,64768,-19.58,173.55,18.05,9.5,9.13,19.09,1197.1 +8065.9,12927,40892,2087.9,2127,64333,8.01,42.72,7.6,58.9,45.65,30.71,1197.1 +7889.5,12545,41215,2052.3,2065,65134,-9.79,-79.21,-15.2,22.8,0,19.09,1197.2 +9008.7,14255,41416,2103.1,2127,64799,-16.02,857.96,25.65,285.95,185.92,197.54,1197.2 +8087.9,12535,42286,2061.2,2035,66381,39.16,35.6,15.2,62.7,27.39,33.2,1197.5 +7913.5,12326,42075,1953.5,1974,64857,110.36,7951.3,278.35,2301.8,1132.9,1888.3,1197.5 +7642.5,11862,42224,1936.6,1954,64954,121.04,7628.2,338.2,2362.6,1118,1815.2,1197.6 +7987.5,12315,42507,1941.1,1967,64673,7.12,94.34,31.35,31.35,5.81,36.52,1197.7 +7922.3,12641,41072,2034.5,2053,64947,9.79,-16.02,-16.15,27.55,4.98,14.11,1197.8 +8404,13054,42191,2271.3,2282,65228,0,-32.04,-1.9,23.75,13.28,4.98,1197.8 +7663.6,12153,41327,1974,1993,64912,18.69,431.65,23.75,121.6,76.36,93.79,1197.8 +7932.1,12519,41524,2123.5,2151,64699,23.14,719.12,58.9,208.05,180.11,205.84,1198 +8011,12637,41545,1998.9,2009,65208,6.23,32.93,-0.95,-1.9,29.05,14.11,1198 +7592.1,12149,40954,1914.4,1925,65175,56.07,1607.3,101.65,752.4,489.7,620.84,1198 +7899.8,12532,41312,1982,2000,64947,129.94,8955.2,324.9,2599.2,1084.8,1711.5,1198 +7812.1,12458,41096,1937.5,1962,64719,2.67,162.87,-9.5,31.35,-3.32,18.26,1198 +7911.5,12439,41683,1927.7,1955,64622,-16.02,24.92,-1.9,20.9,6.64,14.94,1198.3 +7950.3,12455,41833,2003.4,2051,64015,-8.9,-51.62,21.85,21.85,18.26,2.49,1198.3 +8204.1,12463,43141,1924.2,1951,64635,35.6,456.57,61.75,258.4,166,185.09,1198.5 +8216.3,12353,43590,1853,1873,64836,10.68,-15.13,19,22.8,25.73,19.92,1198.5 +8186.4,12560,42715,2056.8,2083,64711,0,-41.83,-10.45,7.6,1.66,6.64,1198.6 +8177.1,12571,42630,1972.2,1979,65312,4.45,-42.72,-14.25,26.6,3.32,6.64,1198.6 +8246.7,12850,42059,2062.1,2098,64416,-3.56,-73.87,-8.55,-22.8,-32.37,-6.64,1198.7 +8218.8,12815,42031,2109.3,2155,64146,116.59,8317.9,328.7,2522.3,1142.1,1821,1198.7 +7828.2,12223,41973,1869,1903,64365,-8.01,-46.28,2.85,-12.35,9.13,-6.64,1198.7 +5840.3,8858,43210,3349.1,3338,65753,-6.23,200.25,26.6,82.65,61.42,58.1,1198.8 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+8230.5,12564,42932,2012.3,2020,65286,72.09,1845,142.5,866.4,523.73,612.54,1200.1 +4921.1,6831,47212,1525.5,1515,65988,91.67,2062.1,160.55,834.1,508.79,592.62,1200.2 +8188.9,12465,43054,1913.5,1953,64211,1.78,23.14,33.25,27.55,11.62,14.94,1200.4 +7941.4,12223,42580,1883.2,1903,64856,20.47,207.37,19,94.05,90.47,89.64,1200.5 +8358.4,12504,43808,1902.8,1980,62981,12.46,246.53,12.35,79.8,62.25,78.85,1200.6 +8460.8,12671,43760,2064.8,2107,64223,8.01,-81.88,-20.9,-10.45,-29.05,-16.6,1200.6 +8871,13007,44696,2019.4,2075,63780,28.48,-73.87,29.45,8.55,17.43,17.43,1200.7 +8447.1,12523,44206,1997.2,2043,64066,122.82,8300.1,352.45,2443.4,1102.2,1771.2,1200.8 +4011.6,5679,46294,2799.1,2827,64888,302.6,17643,716.3,5264.9,2686.7,4493.6,1200.8 +8987.6,13406,43936,2382.5,2430,64256,63.19,2511.6,133,1178.9,736.21,917.98,1200.9 +8357.9,12245,44732,2009.6,2037,64655,-8.01,144.18,1.9,123.5,75.53,58.1,1200.9 +8519.6,12807,43597,1973.1,2023,63920,-4.45,-56.96,-20.9,12.35,-30.71,-11.62,1200.9 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+7910.6,12518,41414,2003.4,2050,64046,16.91,545.57,50.35,238.45,161.02,170.98,1353 +9539.8,14540,42999,2305.1,2344,64448,24.03,269.67,39.9,137.75,92.96,108.73,1353 +8291.3,12593,43149,1913.5,1989,63048,32.93,559.81,28.5,231.8,157.7,161.85,1353 +7723.4,12194,41509,1842.3,1917,62982,-24.03,72.98,-7.6,-6.65,-18.26,-19.09,1353.2 +7779.2,12534,40675,1974.9,2022,64010,7.12,142.4,10.45,78.85,76.36,73.87,1353.2 +8990,14518,40582,2146.7,2178,64594,24.92,213.6,4.75,55.1,41.5,34.03,1353.2 +7171.1,12288,38246,2080.8,2084,65436,19.58,114.81,14.25,128.25,85.49,92.96,1353.3 +5706.1,9962,37538,1803.1,1838,64293,5.34,229.62,32.3,3.8,-4.15,22.41,1353.3 +7342.6,12663,38001,1946.4,2019,63180,64.08,1820.9,124.45,835.05,478.91,608.39,1353.3 +7085.9,12282,37810,2009.6,2030,64878,2.67,87.22,-8.55,33.25,1.66,1.66,1353.3 +8121.3,13815,38526,2324.7,2355,64692,67.64,2319.3,170.05,1043.1,568.55,653.21,1353.4 +8397.1,14289,38513,2063.9,2101,64379,15.13,-40.05,19,17.1,5.81,11.62,1353.5 +7129,12247,38149,1942.9,1971,64601,11.57,337.31,35.15,104.5,76.36,83,1353.5 +7375.5,12235,39506,1982,2027,64082,6.23,236.74,15.2,18.05,23.24,36.52,1353.5 +8073.2,12518,42266,1907.3,1974,63321,-5.34,-69.42,36.1,12.35,29.05,14.11,1353.6 +9086.6,13386,44487,2257,2334,63375,-8.9,77.43,18.05,43.7,28.22,6.64,1353.7 +7877.2,12211,42277,1899.3,1971,63151,2.67,425.42,11.4,120.65,68.06,68.89,1353.8 +9613.3,14782,42621,2102.2,2186,63023,0,57.85,2.85,30.4,43.99,36.52,1353.8 +7865.5,12335,41789,1926.8,1951,64725,-7.12,-96.12,7.6,-2.85,-2.49,-11.62,1353.8 +7123.6,12100,38583,2029.2,2064,64431,-9.79,181.56,18.05,8.55,-4.98,7.47,1354 +7262.8,12302,38691,1950.9,1982,64507,-7.12,-12.46,19.95,10.45,37.35,7.47,1354 +7112.8,12112,38486,1951.8,1968,64996,15.13,509.08,43.7,239.4,157.7,189.24,1354 +7313.3,12366,38758,2079,2090,65192,16.02,246.53,47.5,117.8,105.41,83.83,1354 +7209.9,12182,38787,1898.4,1890,65826,26.7,61.41,1.9,51.3,58.1,29.88,1354 +6943.3,11791,38592,2023,2063,64264,72.09,1948.2,124.45,940.5,507.13,594.28,1354 +7288.8,12320,38772,1969.6,1968,65588,11.57,39.16,1.9,32.3,19.92,17.43,1354.1 +7674.9,12516,40187,1995.4,2068,63235,2.67,-60.52,-32.3,0,5.81,10.79,1354.2 +7590.6,12270,40543,1933.1,1994,63534,-10.68,175.33,-16.15,-19.95,-1.66,-8.3,1354.2 +7507.8,12209,40301,1880.6,1893,65106,-17.8,-105.91,-19,-24.7,-20.75,-6.64,1354.2 +8229.5,12674,42554,2013.2,2070,63737,1.78,556.25,45.6,234.65,168.49,160.19,1354.2 +6385.2,9810,42656,2873.8,2946,63930,108.58,3082.1,192.85,1397.4,864.86,1077.3,1354.2 +8953.8,13633,43042,2136,2213,63256,-37.38,-112.14,-35.15,-33.25,-30.71,-6.64,1354.3 +8715.1,13044,43787,2007.8,2052,64126,28.48,2078.1,116.85,855.95,537.01,619.18,1354.4 +4864.2,6880,46335,2977.1,3088,63181,31.15,1206.8,67.45,434.15,367.69,428.28,1354.4 +8313.8,12463,43718,1985.6,2043,63694,62.3,1786.2,134.9,878.75,521.24,594.28,1354.4 +8013.5,12403,42342,2043.4,2035,65808,24.92,307.05,21.85,130.15,102.92,74.7,1354.5 +7401.5,12205,39743,1873.4,1961,62610,-43.61,149.52,-38,-33.25,-5.81,-21.58,1354.6 +7290.2,12623,37849,2120.9,2187,63554,5.34,93.45,-14.25,24.7,23.24,-4.98,1354.6 +7027.1,12218,37693,1984.7,2010,64711,-12.46,250.98,4.75,41.8,48.14,22.41,1354.6 +3314.4,6234,34843,2622.8,2666,64475,19.58,1075.1,58.9,412.3,321.21,361.88,1354.7 +7037.4,12205,37788,1979.4,2009,64569,8.9,-72.98,13.3,-4.75,0.83,-5.81,1354.7 +7321.6,12608,38057,1944.7,1984,64236,1.78,-14.24,2.85,10.45,9.13,14.94,1354.8 +7112.4,12333,37794,2013.2,2093,63037,127.27,8343.8,349.6,2430.1,1145.4,1812.7,1354.8 +6941.3,11927,38141,1780.9,1847,63190,41.83,2025.6,101.65,808.45,535.35,639.1,1354.8 +8103.6,12467,42599,1967.8,2023,63747,-18.69,-61.41,-6.65,16.15,4.15,-5.81,1355 +7961.5,12655,41230,2061.2,2123,63630,61.41,1823.6,133.95,839.8,507.96,605.9,1355 +7970.8,12148,43001,1940.2,1988,63960,12.46,118.37,49.4,47.5,27.39,13.28,1355.1 +8031.6,12566,41888,2037.2,2070,64498,24.03,18.69,27.55,36.1,27.39,41.5,1355.1 +7838,12635,40655,2007.8,2091,62930,20.47,638.13,55.1,220.4,193.39,183.43,1355.1 +7229,12183,38887,2009.6,2023,65103,8.01,-89,-5.7,6.65,4.98,5.81,1355.2 +7505.3,12735,38623,2059.5,2123,63575,-10.68,-130.83,-7.6,-3.8,9.96,15.77,1355.2 +7199.1,12342,38227,2063.9,2102,64348,123.71,8316.2,319.2,2525.1,1117.2,1808.6,1355.2 +6813.9,11725,38086,1944.7,1981,64333,42.72,2083.5,114,878.75,466.46,558.59,1355.2 +7230.4,12420,38153,2010.5,2064,63838,-25.81,173.55,4.75,-1.9,0,-9.96,1355.3 +6683.1,11423,38342,1660.7,1695,64211,17.8,574.94,34.2,222.3,150.23,149.4,1355.3 +7194.7,12190,38680,1971.3,1982,65184,41.83,693.31,45.6,242.25,182.6,186.75,1355.5 +7531.8,12313,40088,1947.3,1978,64519,6.23,178.89,-12.35,35.15,13.28,23.24,1355.7 +7482.8,12459,39360,1991.8,2063,63275,6.23,36.49,-6.65,-8.55,16.6,14.11,1355.7 +7992.9,12702,41239,1974.9,2062,62768,-9.79,-118.37,-44.65,0.95,-27.39,-10.79,1355.7 +7671,12335,40756,1898.4,1935,64295,-22.25,163.76,-43.7,-13.3,-29.05,-14.11,1355.7 +8177.6,12502,42867,1932.2,1990,63632,7.12,27.59,-26.6,-20.9,3.32,7.47,1355.8 +7646,12325,40656,1966.9,1969,65466,7.12,-72.09,-22.8,-7.6,-4.98,19.09,1355.9 +7267.2,12327,38636,2008.7,2055,64060,-13.35,396.94,10.45,98.8,69.72,108.73,1355.9 +7717,12447,40632,2006.1,1995,65899,48.95,1867.2,112.1,865.45,509.62,628.31,1355.9 +3682.8,6357,37967,2599.7,2625,64904,138.84,3830.6,290.7,1749.9,1045,1303.1,1356 +7677.3,12402,40569,2020.3,2050,64587,12.46,-27.59,5.7,-19.95,-0.83,7.47,1356.1 +8632.8,13686,41339,2289.1,2338,64165,30.26,826.81,57,331.55,245.68,257.3,1356.2 +8042.4,12663,41622,2031,2055,64770,84.55,1879.7,150.1,884.45,513.77,603.41,1356.2 +8174.7,12300,43556,1933.1,1976,64113,-18.69,98.79,2.85,-4.75,-20.75,19.92,1356.3 +8259.9,12263,44143,2025.6,2055,64600,20.47,478.82,38,241.3,149.4,184.26,1356.3 +7893.9,12410,41687,1839.6,1934,62338,-16.91,149.52,20.9,114,63.08,85.49,1356.3 +8043.4,12294,42877,1936.6,2006,63270,27.59,2185.8,145.35,910.1,451.52,566.06,1356.3 +8986.1,12952,45469,2062.1,2104,64232,119.26,8112.4,295.45,2440.6,1137.1,1877.5,1356.3 +7903.2,12384,41824,1974.9,2016,64200,17.8,558.92,46.55,250.8,155.21,190.07,1356.4 +8172.7,12530,42746,1933.1,2002,63280,20.47,152.19,43.7,25.65,22.41,17.43,1356.5 +7535.2,12278,40221,1944.7,1958,65089,18.69,-121.04,18.05,29.45,4.15,21.58,1356.5 +8515.2,14123,39514,2016.7,2075,63696,52.51,2306,140.6,1002.3,682.26,805.93,1356.6 +7603.8,12571,39641,1938.4,1995,63677,-6.23,362.23,13.3,70.3,73.87,78.85,1356.6 +7309.8,12314,38903,1905.5,1978,63134,67.64,1890.4,111.15,885.4,505.47,587.64,1356.6 +7348,12359,38964,1917.9,1955,64294,-15.13,-104.13,-11.4,-0.95,7.47,-4.98,1356.6 +7445.1,12427,39263,2006.9,2047,64254,4.45,-96.12,-7.6,19,6.64,-6.64,1356.7 +8268.3,13140,41238,2232.1,2256,64842,20.47,283.91,19,188.1,136.12,112.88,1356.8 +7850.8,12434,41379,1981.1,2022,64212,143.29,8823.5,358.15,2523.2,1167.8,1799.4,1356.8 +8181,12974,41325,2085.3,2142,63800,144.18,7825.8,340.1,2381.6,1130.5,1842.6,1356.8 +7905.2,12434,41666,1946.4,1986,64230,10.68,-3.56,6.65,14.25,9.13,14.11,1356.8 +9214.5,13803,43750,2427.9,2495,63774,0.89,-69.42,19.95,18.05,0,0,1356.9 +8858.7,13382,43384,2280.2,2338,63915,85.44,2877.4,177.65,1336.7,709.65,842.45,1356.9 +5427.2,7742,45942,2508,2586,63560,12.46,80.1,-14.25,3.8,0.83,2.49,1357 +7724.9,11700,43270,2094.2,2160,63539,15.13,98.79,15.2,84.55,84.66,80.51,1357 +7914,12246,42353,1828.1,1910,62724,5.34,161.98,-7.6,10.45,-8.3,4.15,1357 +7955.2,12435,41926,2031.9,2135,62370,65.86,1877,100.7,792.3,507.13,605.07,1357 +3484.9,5439,41990,2753.7,2811,64199,23.14,291.03,22.8,84.55,63.08,39.01,1357.1 +7430.9,12551,38801,2040.8,2083,64207,4.45,112.14,-19.95,85.5,48.97,73.04,1357.3 +7238.3,12051,39363,1853,1875,64766,10.68,-98.79,13.3,-9.5,9.13,-5.81,1357.4 +8034.5,13231,39797,2328.2,2335,65346,22.25,564.26,33.25,162.45,128.65,119.52,1357.4 +7135.9,11987,39014,1972.2,2007,64401,44.5,1852.1,133.95,845.5,499.66,609.22,1357.4 +7363.2,12143,39739,1946.4,1967,64851,25.81,-105.02,16.15,-3.8,7.47,15.77,1357.4 +3383,5520,40164,2629.9,2656,64893,120.15,4460.7,290.7,2160.3,1278.2,1534.7,1357.5 +7741,12822,39566,2006.1,2082,63146,40.05,1727.5,113.05,781.85,495.51,628.31,1357.5 +8131.6,12590,42328,1998.9,2062,63532,6.23,-10.68,23.75,18.05,-23.24,27.39,1357.5 +7911.1,12350,41980,1947.3,2026,62991,21.36,275.01,24.7,51.3,40.67,35.69,1357.6 +8057.1,12560,42040,1981.1,2000,64918,0.89,192.24,19.95,30.4,24.9,48.97,1357.6 +8217.8,12614,42696,1917.1,1954,64297,-16.02,48.06,-5.7,28.5,29.88,24.07,1357.6 +8374.1,12797,42885,2024.8,2105,63038,147.74,7274.9,336.3,2223,1150.4,1870,1357.6 +8676.4,13014,43693,2128.9,2178,64058,132.61,7914.8,332.5,2382.6,1190.2,1894.9,1357.7 +8723,12922,44240,2020.3,2094,63229,52.51,2125.3,152.95,857.85,554.44,622.5,1357.7 +8598.5,12805,44007,2064.8,2129,63560,15.13,-56.07,20.9,38.95,29.05,14.11,1357.7 +7806.2,12753,40115,2198.3,2210,65189,161.09,8073.2,348.65,2483.3,1126.3,1836,1357.9 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+7678.3,12565,40048,1958.9,1969,65200,48.95,1856.5,99.75,889.2,483.89,590.13,1375.3 +7351.5,12158,39627,1949.1,1998,63932,-1.78,-137.06,-8.55,1.9,0,-1.66,1375.3 +7499.5,12311,39922,1960.7,2007,64023,5.34,200.25,-9.5,50.35,26.56,16.6,1375.3 +8712.2,14171,40291,2190.3,2207,65040,-1.78,-81.88,9.5,12.35,5.81,4.15,1375.3 +5173.9,8292,40892,2874.7,2912,64697,-24.92,-0.89,-19.95,-3.8,-4.15,-14.11,1375.4 +7432.8,12336,39487,1922.4,1952,64542,-5.34,-103.24,-22.8,26.6,17.43,0.83,1375.4 +7393.6,12146,39894,1931.3,1954,64775,-14.24,16.02,-7.6,22.8,14.94,-0.83,1375.4 +7714.6,12326,41017,1924.2,1970,64012,1.78,-13.35,14.25,4.75,14.94,14.11,1375.5 +7524.4,12106,40734,1938.4,1978,64225,8.9,94.34,-2.85,34.2,26.56,21.58,1375.5 +8082.6,11939,44367,1960.7,1987,64668,11.57,178,9.5,114,102.92,102.92,1375.5 +8484.8,12563,44262,2075.5,2135,63709,0,188.68,11.4,2.85,12.45,21.58,1375.6 +8866.1,12486,46536,1887.7,1970,62798,-10.68,-86.33,-24.7,-11.4,-14.94,-16.6,1375.6 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+8926.8,13986,41830,2249.9,2290,64389,14.24,145.96,2.85,0.95,-2.49,4.15,1485.8 +8229.1,12746,42311,2222.3,2286,63711,-2.67,170.88,4.75,23.75,34.86,36.52,1485.8 +7808.6,12206,41926,1884.1,1930,63978,-9.79,125.49,-6.65,-5.7,21.58,-2.49,1485.9 +8175.7,12554,42680,1945.5,1978,64461,3.56,195.8,33.25,91.2,85.49,83,1485.9 +8381.9,12682,43315,1909.9,1994,62773,-20.47,101.46,-12.35,25.65,5.81,18.26,1486.1 +8070.8,12575,42062,2032.8,2107,63227,-21.36,230.51,-10.45,12.35,2.49,24.9,1486.1 +8092.8,12550,42261,1937.5,1974,64325,41.83,2041.7,90.25,855.95,496.34,618.35,1486.1 +8670.1,13430,42308,2255.3,2294,64429,200.25,11555,479.75,3649.9,1541.3,2516.6,1486.1 +8004.2,12602,41625,2047.9,2106,63728,31.15,148.63,24.7,12.35,36.52,22.41,1486.2 +8042.9,12627,41744,1995.4,2067,63265,-29.37,146.85,-11.4,-16.15,-15.77,-7.47,1486.3 +8537.3,12983,43095,1979.4,2023,64122,-10.68,478.82,18.05,224.2,156.87,160.19,1486.3 +8291.8,12729,42691,1952.7,2013,63572,3.56,-64.08,-26.6,-17.1,-9.13,0,1486.4 +8931.7,13451,43517,2124.4,2159,64487,8.01,41.83,-17.1,-27.55,-13.28,8.3,1486.4 +8067.4,12291,43015,1971.3,2003,64500,58.74,1853,116.85,885.4,469.78,573.53,1486.4 +8069.3,12634,41858,1954.4,1998,64107,5.34,86.33,19,19.95,37.35,24.07,1486.4 +8161.4,12715,42066,1944.7,2015,63248,41.83,703.99,21.85,221.35,166.83,190.9,1486.4 +7941.9,12487,41682,2015,2087,63274,124.6,7596.1,296.4,2137.5,1099.8,1845.9,1486.5 +7860.6,12327,41790,1832.5,1875,64051,-27.59,32.93,-15.2,-18.05,-15.77,-21.58,1486.5 +7989.9,12517,41833,1938.4,1973,64387,-5.34,-55.18,-20.9,0.95,-9.13,-12.45,1486.5 +8013,12599,41681,1932.2,1975,64115,-14.24,-51.62,-8.55,-37.05,-16.6,-10.79,1486.5 +8123.7,12790,41626,1950,2018,63327,43.61,2015.8,97.85,797.05,521.24,611.71,1486.6 +7809.1,12205,41932,1866.3,1913,63937,9.79,129.05,1.9,66.5,73.04,75.53,1486.6 +8091.4,12664,41873,1922.4,1960,64279,56.96,1787.1,125.4,824.6,507.13,615.86,1486.6 +7923.3,12392,41903,1996.3,2044,64006,33.82,503.74,56.05,266,149.4,186.75,1486.6 +8871,13839,42009,2352.3,2395,64367,21.36,87.22,20.9,68.4,55.61,44.82,1486.7 +8184.5,12814,41859,2104.8,2154,64041,128.16,8395.4,336.3,2532.7,1189.4,1870.8,1486.7 +8030.6,12478,42178,2116.4,2170,63918,162.87,8650.8,361.95,2530.8,1124.7,1748,1486.7 +8273.2,12818,42299,2035.4,2082,64070,150.41,8993.5,351.5,2608.7,1132.1,1699.8,1486.7 +7990.9,12374,42322,1939.3,1986,63995,6.23,153.97,22.8,42.75,33.2,41.5,1486.8 +8251.6,12877,41996,2069.3,2126,63787,5.34,-65.86,17.1,44.65,8.3,29.05,1487 +7989.9,12503,41880,1946.4,1975,64588,-7.12,56.07,4.75,20.9,22.41,18.26,1487.1 +9405.5,14589,42251,2105.7,2169,63625,-19.58,178,0.95,12.35,31.54,37.35,1487.1 +8105.1,12519,42430,1931.3,1987,63699,-20.47,392.49,-9.5,107.35,78.02,82.17,1487.3 +8162.9,12627,42367,2087.9,2115,64698,137.06,8945.4,355.3,2574.5,1113,1757.9,1487.5 +8230.5,12783,42196,2055,2107,63919,123.71,8540.4,313.5,2494.7,1099.8,1757.1,1487.5 +8009.5,12442,42189,1874.3,1946,63123,-8.9,198.47,18.05,28.5,21.58,9.13,1487.6 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+8189.9,12627,42507,2006.1,2039,64477,18.69,392.49,55.1,112.1,102.92,94.62,1488.6 +8841.6,13614,42562,2355.8,2430,63536,0.89,-80.1,-1.9,-23.75,-11.62,6.64,1488.6 +7929.7,12192,42625,1889.5,1920,64494,-9.79,-105.91,-15.2,7.6,3.32,-4.98,1488.7 +8033.6,12308,42776,1893,1924,64481,-17.8,-103.24,-22.8,0.95,6.64,-4.98,1488.7 +8134,12468,42755,1978.5,1984,65353,-1.78,-89.89,32.3,16.15,-4.98,9.96,1488.8 +8930.3,13647,42885,2378.1,2431,64109,0,105.02,-12.35,42.75,19.09,42.33,1488.8 +7984.6,12198,42898,1878.8,1926,63930,-8.01,-14.24,0.95,-32.3,1.66,-1.66,1488.8 +8272.7,12299,44081,1973.1,2015,64174,5.34,751.16,31.35,233.7,166,167.66,1488.9 +8280.5,12515,43362,1948.2,1971,64778,44.5,1948.2,102.6,873.05,492.19,596.77,1488.9 +7946.3,11940,43616,1847.6,1860,65101,12.46,521.54,52.25,190,154.38,175.96,1488.9 +8092.8,12319,43053,1883.2,1903,64856,27.59,1909,104.5,796.1,504.64,595.11,1489 +8048.7,12363,42666,1947.3,1999,63842,119.26,7385.2,284.05,2199.3,1093.9,1840.1,1489 +8189.4,12631,42491,1941.1,1987,64022,-3.56,-72.98,2.85,0.95,18.26,-0.83,1489.1 +8186.4,12522,42845,2027.4,2026,65582,8.01,111.25,27.55,9.5,15.77,23.24,1489.1 +8031.6,12379,42520,1895.7,1915,64876,-8.01,26.7,12.35,20.9,-2.49,19.92,1489.1 +4109.6,6054,44488,2762.6,2770,65360,299.04,19705,766.65,5813,2460.1,3884.4,1489.1 +8395.2,12643,43517,2776.8,2775,65579,12.46,-67.64,32.3,3.8,19.92,23.24,1489.2 +8076.2,12334,42912,2014.1,2026,65150,119.26,7921.9,354.35,2481.4,1113,1748,1489.4 +7694,11758,42884,1896.6,1902,65350,28.48,396.94,30.4,76,88.81,100.43,1489.4 +8272.7,12711,42653,2031.9,2083,63927,1.78,137.95,7.6,-17.1,10.79,6.64,1489.5 +8495.6,12830,43396,2061.2,2062,65512,128.16,9060.2,324.9,2627.7,1162,1756.3,1489.5 +8270.7,12551,43186,2057.7,2087,64615,6.23,749.38,33.25,257.45,188.41,185.92,1489.5 +4800,6898,45604,2880.9,2866,65877,-26.7,-15.13,7.6,-24.7,-1.66,-9.13,1489.6 +8273.2,12476,43459,1899.3,1932,64425,-11.57,-78.32,9.5,-23.75,-1.66,-15.77,1489.6 +8148.7,12304,43403,2002.5,2000,65618,56.07,2107.5,139.65,910.1,564.4,658.19,1489.7 +8767.1,13143,43716,2160,2195,64492,175.33,11850,465.5,3463.7,1555.4,2573.8,1489.8 +8538.7,12803,43708,2022.1,2067,64112,22.25,157.53,38,113.05,83.83,86.32,1489.8 +8733.8,12806,44696,1943.8,1970,64663,23.14,2165.4,97.85,865.45,468.95,581.83,1489.9 +8207,11976,44911,2902.3,2968,64085,-16.02,385.37,34.2,178.6,138.61,126.16,1489.9 +7891,11690,44238,1979.4,2030,63901,3.56,376.47,28.5,94.05,86.32,104.58,1490 +8527,12695,44019,1860.1,1923,63392,-5.34,460.13,29.45,208.05,163.51,192.56,1490 +8519.6,12726,43874,1949.1,1970,64841,18.69,183.34,15.2,134.9,85.49,98.77,1490.1 +8832.3,13300,43521,2248.1,2260,65192,-27.59,53.4,-7.6,46.55,6.64,13.28,1490.2 +8320.2,12642,43132,1964.2,2002,64300,-1.78,-107.69,-40.85,13.3,-19.09,0.83,1490.2 +8912.6,13438,43466,2445.7,2494,64267,-17.8,67.64,-33.25,11.4,19.92,29.88,1490.2 +9157.1,13539,44325,2813.3,2807,65683,194.02,13555,497.8,4023.3,1762.9,2762.2,1490.3 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+7325.5,11948,40181,1972.2,2028,63734,73.87,1859.2,139.65,908.2,485.55,585.15,1584.6 +8086.5,13218,40093,2304.2,2338,64589,84.55,2889.8,164.35,1274.9,781.86,929.6,1584.6 +8025.7,12799,41095,1930.4,2015,62785,-12.46,286.58,-8.55,111.15,79.68,87.98,1584.7 +7681.7,12729,39550,2159.1,2221,63711,-4.45,733.36,27.55,338.2,215.8,206.67,1584.7 +6338.1,10311,40285,2314.9,2343,64750,-8.01,12.46,17.1,64.6,35.69,45.65,1584.7 +7384.8,12387,39071,1976.7,2007,64546,-24.92,-42.72,-8.55,-11.4,-15.77,-6.64,1584.8 +7818.9,12625,40588,1897.5,1969,63156,15.13,436.1,28.5,123.5,105.41,116.2,1585 +8166.3,12852,41642,2100.4,2148,64084,127.27,7418.1,290.7,2279.1,1125.5,1871.6,1585.1 +8293.7,12834,42351,1964.2,2038,63164,2.67,210.93,0.95,84.55,60.59,87.15,1585.1 +8421.1,12794,43136,1888.6,1982,62447,11.57,5.34,3.8,-7.6,-9.13,-2.49,1585.1 +8593.6,12793,44023,1966.9,2077,62062,123.71,7526.7,273.6,2239.1,1144.6,1860.9,1585.1 +8374.1,12406,44237,1856.5,1910,63702,134.39,7351.4,280.25,2245.8,1100.6,1833.5,1585.1 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+9223.3,13122,46064,2053.2,2118,63532,-9.79,-101.46,-25.65,4.75,-9.13,-1.66,1589.1 +9154.2,13203,45439,2055.9,2131,63226,99.68,8756.7,330.6,2588.8,1101.4,1761.3,1589.2 +7547,10580,46748,2308.7,2340,64658,-27.59,-49.84,-15.2,14.25,9.96,14.11,1589.2 +9994,14646,44720,2118.2,2194,63272,-18.69,-58.74,2.85,4.75,-4.98,-6.64,1589.2 +8092.4,12382,42832,1941.1,1994,63797,8.01,408.51,12.35,221.35,156.04,162.68,1589.3 +7961,12170,42871,1847.6,1914,63264,0.89,578.5,-6.65,209.95,163.51,169.32,1589.3 +8180.6,12483,42948,2071.9,2115,64201,109.47,8598.3,323.95,2534.6,1148.7,1840.1,1589.3 +7659.2,12274,40896,1946.4,2002,63717,43.61,2014.1,109.25,832.2,518.75,620.84,1589.3 +8252.6,13239,40852,2258.8,2295,64503,13.35,232.29,26.6,57,33.2,54.78,1589.4 +7456.8,12218,39998,1841.4,1850,65232,4.45,137.06,42.75,-2.85,16.6,26.56,1589.4 +7401.5,12111,40051,1996.3,1999,65447,36.49,661.27,52.25,263.15,178.45,211.65,1589.4 +7715.1,12632,40026,2168,2168,65537,36.49,499.29,75.05,223.25,170.98,195.88,1589.4 +7834.6,12615,40701,2081.7,2051,66517,40.94,-69.42,53.2,22.8,37.35,22.41,1589.5 +7602.8,12518,39803,1999.8,2054,63808,25.81,-16.02,42.75,27.55,39.84,34.86,1589.5 +7582.3,12438,39951,2025.6,2070,64132,-11.57,149.52,16.15,-8.55,8.3,8.3,1589.5 +7876.8,12322,41893,1897.5,1890,65795,12.46,154.86,13.3,37.05,24.9,29.88,1589.5 +8661.2,12610,45014,2062.1,2130,63448,110.36,9061.1,345.8,2573.6,1106.4,1748.8,1589.7 +8809.7,12779,45180,1937.5,1995,63648,-3.56,-105.02,-19,-27.55,-11.62,-17.43,1589.7 +8229.1,12404,43478,1901.9,1988,62699,-13.35,220.72,-0.95,15.2,34.03,7.47,1589.7 +7695.5,10678,47231,2626.4,2662,64659,-13.35,145.96,-19.95,-19.95,0,-12.45,1589.7 +9080.2,12844,46331,2020.3,2072,63901,0.89,-119.26,-11.4,-5.7,-19.92,-1.66,1589.7 +8002.2,11997,43714,1833.4,1881,63878,6.23,408.51,54.15,225.15,156.04,172.64,1589.8 +8718.1,13055,43765,2073.7,2155,63064,-0.89,0,-6.65,4.75,9.13,0.83,1589.8 +7213.8,11952,39555,1928.6,1939,65186,113.03,7505.4,305.9,2293.3,1117.2,1836,1590 +7202,11954,39484,1915.3,1974,63587,-37.38,124.6,-6.65,-2.85,-7.47,-10.79,1590.1 +7465.1,12281,39837,1909.9,1929,64888,-16.02,-18.69,9.5,-0.95,-9.96,2.49,1590.1 +7639.1,12406,40354,2639.7,2630,65779,72.98,2745.6,204.25,1294.8,810.91,964.46,1590.2 +7784.6,12716,40121,2100.4,2136,64444,-11.57,-81.88,-11.4,7.6,-3.32,-6.64,1590.2 +8569.1,13264,42339,2337.1,2368,64682,-26.7,-66.75,-39.9,-7.6,2.49,-1.66,1590.3 +8059.5,12282,43005,1981.1,2014,64467,24.92,418.3,19,269.8,150.23,187.58,1590.3 +8468.2,12524,44313,2005.2,2024,64926,25.81,-22.25,18.05,44.65,-5.81,24.07,1590.4 +8332.9,12294,44421,1853.9,1894,64147,7.12,178,-20.9,-4.75,10.79,9.96,1590.4 +8266.8,12634,42882,1907.3,1982,63065,-2.67,364.9,-14.25,90.25,78.85,87.98,1590.5 +9383.5,14419,42649,2177.8,2215,64436,5.34,47.17,12.35,42.75,27.39,23.24,1590.5 +7921.8,12463,41657,1958,1999,64192,45.39,234.96,57,122.55,116.2,138.61,1590.5 +7877.2,12707,40627,2079,2135,63818,-6.23,226.06,-6.65,15.2,13.28,17.43,1590.6 +7583.2,12535,39647,1953.5,1975,64824,17.8,446.78,6.65,137.75,83,107.9,1590.6 +7315.2,12106,39601,1988.3,1994,65347,9.79,-89.89,-33.25,-24.7,-10.79,9.13,1590.7 +7395.1,12226,39640,2017.6,2054,64376,113.92,8812.8,344.85,2534.6,1092.3,1736.4,1590.8 +7545,12463,39675,2000.7,2063,63558,-8.01,429.87,8.55,180.5,156.04,177.62,1590.8 +7606.3,12397,40210,1917.9,1961,64097,109.47,8809.2,312.55,2581.1,1094.8,1721.4,1590.8 +8091.9,12443,42619,1917.1,1963,64002,8.01,135.28,12.35,-3.8,13.28,-4.98,1590.9 +8442.7,12490,44300,1947.3,2014,63366,-12.46,100.57,10.45,18.05,20.75,21.58,1591 +8281,12695,42749,1944.7,2003,63627,-13.35,34.71,14.25,6.65,-3.32,0.83,1591.1 +8624,12703,44492,2005.2,2079,63209,2.67,202.03,1.9,18.05,33.2,4.15,1591.2 +7271.1,11031,43198,2410.1,2455,64338,17.8,192.24,13.3,57.95,56.44,43.16,1591.2 +7468.6,12325,39713,1968.7,2006,64317,130.83,7928.1,309.7,2322.8,1131.3,1856.7,1591.5 +7696.9,12361,40808,1896.6,1946,63872,81.88,1867.2,114,861.65,492.19,606.73,1591.5 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+7581.3,12042,41259,1926,1978,63812,-2.67,383.59,16.15,71.25,95.45,77.19,1658.6 +7806.2,12298,41599,1886.8,1902,65012,1.78,-109.47,38,27.55,4.98,20.75,1658.7 +7755.2,12235,41540,1888.6,1931,64096,23.14,112.14,56.05,2.85,-3.32,0,1658.7 +8066.4,12530,42190,1966,2006,64230,22.25,757.39,53.2,254.6,175.13,180.11,1658.7 +8363.3,12903,42478,2088.8,2167,63172,78.32,2005.2,101.65,855,547.8,657.36,1658.7 +7745.4,12048,42132,1931.3,1972,64183,0.89,497.51,38.95,227.05,159.36,169.32,1658.7 +8305,12466,43661,1838.7,1926,62567,9.79,567.82,25.65,205.2,153.55,159.36,1658.8 +8813.1,13003,44419,1989.2,2063,63190,139.73,7519.6,350.55,2278.1,1100.6,1843.4,1658.8 +8490.7,12699,43818,2131.6,2171,64345,3.56,807.23,36.1,261.25,182.6,163.51,1658.9 +8232,12643,42671,1933.1,2023,62623,-8.9,404.06,-7.6,53.2,85.49,88.81,1658.9 +7937.5,12644,41141,2011.4,2052,64239,17.8,86.33,0.95,36.1,34.03,17.43,1659.1 +7678.8,12098,41597,1988.3,2002,65086,142.4,8702.4,329.65,2536.5,1060.7,1670,1659.1 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+8156.1,12639,42291,2035.4,2111,63190,121.04,7777.7,294.5,2219.2,1121.3,1830.1,1707.4 +8099.2,12463,42589,2007.8,2047,64282,118.37,8091.9,297.35,2426.3,1110.5,1816.9,1707.5 +8080.1,12398,42712,1853.9,1934,62821,-18.69,121.04,-11.4,85.5,60.59,69.72,1707.6 +8758.3,13331,43056,2400.3,2419,65030,2.67,-36.49,-7.6,10.45,-13.28,-4.15,1707.7 +8351.6,12766,42874,2048.8,2074,64739,-3.56,189.57,4.75,-7.6,21.58,17.43,1707.7 +8236.4,12429,43429,1876.1,1901,64678,8.01,-99.68,42.75,0,14.94,8.3,1707.8 +8205,12619,42612,1990,1995,65373,-2.67,138.84,24.7,32.3,29.05,23.24,1707.8 +8223.2,12627,42680,2080.8,2099,64968,18.69,364.01,27.55,234.65,166,184.26,1707.9 +8226.6,12593,42813,1966,2001,64390,6.23,-101.46,5.7,5.7,4.98,-1.66,1707.9 +7888,12075,42812,1998,1995,65636,131.72,7832.9,323.95,2319.9,1147.9,1911.5,1708 +8009.5,12150,43203,1905.5,1942,64304,34.71,1962.4,116.85,813.2,507.13,600.92,1708 +8231.5,12407,43480,1922.4,1955,64443,-11.57,-113.92,-14.25,4.75,0,-17.43,1708 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+7957.1,12284,42452,1725.7,1804,62692,59.63,1866.3,124.45,836.95,514.6,603.41,1708.8 +8156.1,12496,42775,1959.8,1972,65130,106.8,8439.9,330.6,2546,1086.5,1712.3,1708.9 +8059,12306,42919,1943.8,1986,64142,-0.89,-4.45,3.8,12.35,2.49,11.62,1708.9 +8050.2,12356,42698,2015.8,2052,64381,23.14,269.67,0,109.25,84.66,80.51,1709 +9257.6,14282,42480,2039,2074,64430,68.53,2296.2,152.95,1031.7,672.3,801.78,1709.1 +9532,14626,42711,2178.7,2162,66043,39.16,691.53,51.3,329.65,250.66,236.55,1709.1 +8167.3,12525,42735,1994.5,2025,64549,-15.13,64.08,-11.4,-5.7,13.28,-5.81,1709.2 +7991.9,12240,42791,1950,1972,64805,13.35,322.18,21.85,87.4,73.04,80.51,1709.3 +8142.3,12391,43065,1904.6,1939,64373,-16.02,105.91,-24.7,-10.45,-7.47,-10.79,1709.4 +4579.1,6730,44590,3020.7,3054,64821,-20.47,313.28,15.2,38,44.82,20.75,1709.4 +8267.3,12520,43275,2028.3,2060,64528,-25.81,-79.21,-16.15,5.7,0,-10.79,1709.4 +8333.4,12711,42966,1990,2007,64982,-11.57,161.09,8.55,95.95,60.59,63.08,1709.5 +8033.6,12266,42922,1982.9,2014,64525,117.48,8836.8,354.35,2637.2,1047.5,1662.5,1709.5 +8056.6,12329,42826,1932.2,1977,64051,58.74,1872.6,124.45,828.4,505.47,626.65,1709.5 +8992,13604,43318,2652.2,2724,63809,13.35,171.77,-0.95,20.9,4.98,9.96,1709.6 +7988.5,12231,42804,1891.3,1943,63791,-0.89,-107.69,-38,6.65,14.11,8.3,1709.7 +7961,12287,42462,1932.2,1979,63986,7.12,-115.7,2.85,1.9,14.94,10.79,1709.7 +8038,12401,42478,1968.7,2005,64349,8.01,427.2,74.1,202.35,166,186.75,1709.8 +8235.9,12554,42994,2019.4,2058,64307,-0.89,207.37,7.6,44.65,34.86,16.6,1709.8 +7875.3,12105,42636,1856.5,1917,63469,-4.45,611.43,38.95,189.05,139.44,163.51,1709.9 +8376.5,12660,43362,1959.8,1975,65031,-3.56,-42.72,-3.8,-5.7,4.98,3.32,1709.9 +8316.3,12354,44117,1882.3,1890,65271,7.12,149.52,18.05,13.3,-8.3,-2.49,1710 +8642.1,12844,44096,2046.1,2072,64717,48.06,1809.4,133.95,882.55,536.18,647.4,1710 +8451,12639,43820,1941.1,1951,65203,61.41,1951.8,145.35,884.45,527.05,592.62,1710 +8334.4,12367,44166,1982,1999,64980,0.89,181.56,9.5,99.75,89.64,80.51,1710 +8338.3,12615,43318,1977.6,2019,64192,19.58,-9.79,0.95,1.9,14.11,11.62,1710.1 +8403.5,12706,43344,1956.2,1974,64946,114.81,8153.3,358.15,2510.8,1074,1734.7,1710.1 +9603.5,14527,43325,2050.6,2059,65267,22.25,660.38,48.45,285.95,202.52,209.16,1710.1 +8430,12742,43358,2023.9,2018,65726,14.24,10.68,25.65,62.7,34.86,37.35,1710.1 +8051.2,12187,43296,1841.4,1855,65056,-1.78,151.3,16.15,21.85,-19.92,-4.15,1710.2 +7868.9,12095,42637,1539.7,1595,63264,-20.47,538.45,11.4,205.2,141.93,159.36,1710.2 +8143.8,12399,43045,1903.7,1915,65150,-6.23,-55.18,-6.65,15.2,-3.32,-0.83,1710.2 +8053.6,12269,43019,1931.3,1945,65074,18.69,119.26,-4.75,20.9,18.26,28.22,1710.2 +8167.8,12646,42328,2045.2,2086,64255,1.78,61.41,-5.7,-20.9,-8.3,-4.15,1710.4 +6501.8,9818,43400,2327.3,2398,63605,-12.46,203.81,5.7,38.95,19.92,3.32,1710.4 +8132.5,12290,43366,1953.5,1954,65521,7.12,205.59,2.85,37.05,25.73,17.43,1710.5 +8006.1,12290,42692,1961.6,1954,65790,-3.56,24.03,12.35,43.7,11.62,22.41,1710.5 +7478.4,11352,43173,2752.8,2712,66521,255.43,14155,586.15,4123.9,1770.4,2890.1,1710.6 +8182.5,12487,42945,1971.3,1971,65548,-18.69,-52.51,-10.45,-14.25,-9.96,-7.47,1710.7 +8119.8,12443,42766,1996.3,2011,65056,132.61,8389.1,352.45,2597.3,1112.2,1733,1710.7 +8272.7,12535,43252,1942.9,1971,64601,-14.24,16.02,-16.15,-18.05,-14.94,-15.77,1710.7 +8197.7,12546,42822,1952.7,1974,64828,-0.89,174.44,3.8,11.4,-4.98,1.66,1710.7 +8700.4,13247,43043,2273.1,2267,65711,28.48,953.19,80.75,375.25,239.87,247.34,1710.7 +8105.1,12518,42433,1974.9,1970,65699,30.26,566.04,31.35,256.5,173.47,168.49,1710.8 +8055.1,12370,42676,2015,1986,66492,153.97,8803.9,344.85,2639.1,1077.3,1664.2,1710.8 +7988.5,12375,42306,2003.4,2007,65418,28.48,672.84,42.75,234.65,183.43,181.77,1710.8 +8791.1,13482,42733,2169.8,2206,64461,10.68,247.42,47.5,159.6,121.18,119.52,1710.8 +7916.4,12140,42736,1874.3,1884,65200,16.91,-104.13,14.25,-17.1,9.96,-2.49,1710.9 +9494.2,14446,43072,2373.6,2362,65859,0.89,110.36,21.85,29.45,6.64,18.26,1710.9 +5620.3,8323,44255,3002.9,2999,65620,264.33,16542,677.35,5166.1,1980.4,3162.3,1710.9 +8223.2,12422,43384,1969.6,1974,65389,16.91,81.88,29.45,52.25,43.16,19.09,1710.9 +8303,12368,43997,1905.5,1939,64403,121.04,8826.1,338.2,2560.3,1073.2,1676.6,1711 +8476.5,12647,43925,1940.2,1971,64512,4.45,203.81,8.55,41.8,13.28,15.77,1711 +8391.3,12651,43469,2018.5,2079,63630,143.29,8099.9,358.15,2291.4,1174.4,1914,1711.1 +8040.4,12344,42688,2009.6,2040,64560,124.6,8639.2,353.4,2638.1,1063.2,1651.7,1711.2 +8028.7,12314,42729,1944.7,1946,65491,30.26,-80.1,-18.05,-33.25,4.15,-20.75,1711.2 +8207,12635,42569,1944.7,2015,63248,-30.26,24.92,0,14.25,1.66,-16.6,1711.2 +8046.3,12321,42799,1901.9,1889,65985,10.68,37.38,22.8,22.8,23.24,7.47,1711.2 +8164.4,12572,42560,1965.1,1992,64652,63.19,1775.5,97.85,776.15,512.94,639.93,1711.3 +8254.5,12550,43105,2048.8,2050,65497,-0.89,59.63,16.15,4.75,0.83,7.47,1711.3 +8089.9,12398,42763,2039.9,2090,63964,0.89,156.64,-19,-31.35,-16.6,2.49,1711.3 +8043.4,12304,42842,1943.8,1952,65259,9.79,-94.34,31.35,-11.4,0.83,15.77,1711.3 +8134,12360,43129,1885.9,1903,64947,2.67,-36.49,-7.6,13.3,3.32,15.77,1711.3 +8039.4,12239,43049,1971.3,1979,65283,24.92,454.79,66.5,227.05,166,175.13,1711.3 +8011.5,12255,42843,1840.5,1871,64468,-32.93,200.25,6.65,34.2,0.83,-4.98,1711.4 +4689.8,7075,43442,2784.8,2807,65018,21.36,1181,42.75,412.3,311.25,357.73,1711.4 +7874.8,12150,42476,1839.6,1846,65310,-9.79,-127.27,-35.15,-9.5,-5.81,-12.45,1711.5 +8279,12410,43721,1980.3,2014,64438,40.05,1990,117.8,883.5,511.28,630.8,1711.5 +8057.1,12304,42915,1950,1952,65469,0,13.35,8.55,21.85,29.88,9.13,1711.6 +9201.2,13892,43407,2644.2,2596,66753,25.81,315.06,12.35,197.6,106.24,124.5,1711.7 +9460.9,14435,42953,2232.1,2247,65102,182.45,9599.5,380,2873.8,1372,2253.4,1711.7 +8152.6,12347,43273,1876.1,1915,64205,65.86,606.09,25.65,232.75,117.03,154.38,1711.7 +8233,12463,43293,1941.1,1951,65203,28.48,161.98,1.9,19.95,10.79,13.28,1711.7 +8136,12425,42913,2055.9,2057,65501,42.72,435.21,27.55,132.05,116.2,90.47,1711.7 +8185.9,12642,42436,2020.3,2054,64461,137.95,8566.3,346.75,2607.8,1102.2,1751.3,1711.8 +7961.5,12232,42656,1964.2,1980,65014,34.71,292.81,42.75,100.7,90.47,92.13,1711.8 +6677.2,10106,43301,2427,2430,65456,12.46,143.29,-2.85,11.4,19.92,30.71,1711.8 +8235.9,12634,42722,2258.8,2256,65618,-0.89,554.47,9.5,247,127.82,158.53,1711.9 +7880.7,12126,42592,1862.8,1854,65846,-11.57,-67.64,-12.35,-34.2,0.83,-15.77,1712.1 +8053.6,12283,42970,1946.4,1951,65382,29.37,1843.2,98.8,839.8,537.01,605.07,1712.1 +8315.8,12908,42221,1798.7,1852,63650,-8.9,178.89,3.8,92.15,73.04,86.32,1712.1 +7986.5,12258,42699,1827.2,1842,65008,53.4,1869,107.35,804.65,514.6,622.5,1712.1 +8762.2,13377,42927,2427.9,2469,64446,208.26,11244,468.35,3485.6,1626,2681.7,1712.1 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+7927.7,12511,41527,2039,2079,64275,2.67,-49.84,-10.45,25.65,38.18,9.96,2013.1 +7691.5,11950,42182,1921.5,1978,63664,53.4,1877.9,110.2,868.3,497.17,612.54,2013.1 +7624.4,12250,40790,2013.2,2046,64485,118.37,9072.7,324.9,2585.9,1070.7,1694,2013.1 +7835.6,12605,40739,1979.4,1981,65482,15.13,354.22,4.75,136.8,111.22,103.75,2013.3 +5288.1,8633,40144,2387,2425,64509,9.79,420.97,35.15,195.7,152.72,166.83,2013.3 +7489.6,12090,40599,1910.8,1918,65291,8.9,39.16,-0.95,6.65,3.32,-0.83,2013.3 +8867.5,14118,41163,2352.3,2390,64501,19.58,590.07,32.3,277.4,203.35,202.52,2013.3 +7456.3,12105,40368,1870.8,1913,64090,-16.02,174.44,-4.75,19.95,29.88,9.13,2013.3 +7534.2,12319,40082,1902.8,1931,64580,-39.16,113.92,-35.15,-9.5,8.3,-13.28,2013.4 +7544.5,12262,40323,1933.1,1986,63790,-8.01,-52.51,0.95,10.45,-20.75,-3.32,2013.5 +7660.7,12361,40616,1925.1,1962,64302,3.56,5.34,22.8,14.25,16.6,8.3,2013.5 +9129.7,14511,41232,2176.9,2239,63719,-4.45,-76.54,-3.8,-6.65,-2.49,-10.79,2013.6 +7630.8,12231,40887,1861,1891,64496,-17.8,70.31,7.6,26.6,12.45,17.43,2013.6 +7833.6,12419,41339,1965.1,1975,65208,14.24,-8.9,18.05,40.85,10.79,13.28,2013.6 +7590.1,12118,41048,1918.8,1942,64754,137.06,7336.3,293.55,2175.5,1101.4,1855.9,2013.7 +9119.4,14116,42338,2191.2,2208,65037,167.32,9374.4,425.6,3056.1,1406,2260.9,2013.7 +8161.9,12646,42298,1947.3,1990,64130,21.36,165.54,45.6,129.2,104.58,96.28,2013.7 +7856.2,12281,41923,1876.1,1945,63215,-21.36,258.1,-26.6,28.5,20.75,13.28,2013.8 +8295.2,12706,42786,1963.3,2038,63135,-16.02,-62.3,0,14.25,-8.3,16.6,2013.8 +7748.4,12114,41918,1862.8,1874,65143,8.9,-57.85,6.65,7.6,12.45,5.81,2013.8 +7828.2,12310,41676,1805.8,1826,64811,53.4,2071.9,133,845.5,454.01,559.42,2013.8 +7829.7,12178,42136,1919.7,1926,65323,1.78,64.97,26.6,88.35,26.56,30.71,2013.9 +8250.6,12887,41958,1996.3,1991,65709,33.82,612.32,42.75,262.2,146.08,173.47,2013.9 +7774.8,12261,41557,1879.7,1857,66336,138.84,8680.2,342.95,2591.6,1065.7,1685.7,2013.9 +7344.6,11867,40561,1872.6,1903,64488,80.99,1666.1,107.35,769.5,519.58,654.87,2014 +3928.8,6053,42537,3709.5,3749,64846,10.68,413.85,26.6,99.75,80.51,66.4,2014 +7831.7,12429,41295,1990,2009,64918,26.7,-56.07,-0.95,13.3,12.45,7.47,2014 +7607.3,12113,41158,1934,1937,65433,122.82,8434.5,334.4,2544.1,1076.5,1728.9,2014 +7731.2,12195,41548,1972.2,1991,64918,3.56,533.11,16.15,226.1,158.53,161.85,2014 +7574.9,12166,40805,1974,1970,65670,-5.34,-67.64,-2.85,-5.7,6.64,4.15,2014.1 +7763.6,12271,41463,1973.1,1995,64818,-2.67,-64.97,-10.45,-44.65,1.66,-26.56,2014.1 +7764.5,12289,41408,1897.5,1906,65243,-18.69,-14.24,11.4,23.75,39.84,19.92,2014.2 +7758.7,12206,41658,1869.9,1902,64430,7.12,497.51,32.3,209,180.94,163.51,2014.2 +8004.2,12666,41415,2136.9,2218,63139,111.25,7783,300.2,2243.9,1138.8,1851.7,2014.2 +8568.6,13274,42305,2258.8,2318,63863,10.68,63.19,27.55,27.55,43.16,18.26,2014.3 +7971.3,12512,41753,2020.3,2016,65676,14.24,-3.56,10.45,17.1,24.07,3.32,2014.4 +8476.5,13202,42078,2356.7,2354,65612,12.46,31.15,26.6,44.65,39.84,24.07,2014.4 +7758.2,12074,42110,1975.8,1994,64938,164.65,8116.8,345.8,2439.6,1142.9,1829.3,2014.4 +8194.3,12466,43079,1958,1974,65005,62.3,1912.6,128.25,850.25,535.35,632.46,2014.4 +7836.1,12430,41315,1921.5,1978,63664,-22.25,-77.43,-9.5,-33.25,-2.49,-12.45,2014.5 +7488.7,12036,40776,1885,1888,65433,8.01,-85.44,10.45,-0.95,4.98,12.45,2014.6 +7736.6,12270,41322,1956.2,1950,65745,-6.23,161.09,-3.8,17.1,23.24,17.43,2014.7 +7486.2,12019,40820,1849.4,1891,64095,19.58,1828.1,103.55,785.65,489.7,607.56,2014.7 +7767.5,12431,40950,2120,2159,64352,121.93,8390.9,350.55,2489.9,1102.2,1768.7,2014.8 +7602.4,12199,40842,1981.1,1991,65211,-2.67,58.74,5.7,36.1,29.88,31.54,2014.8 +8663.2,13313,42646,2393.2,2421,64784,-6.23,481.49,0,147.25,133.63,136.12,2014.8 +7813.1,12437,41170,1952.7,1989,64339,-27.59,-93.45,11.4,-18.05,12.45,-4.15,2014.9 +8008.6,12591,41684,2047.9,2091,64185,-5.34,265.22,0,21.85,31.54,39.01,2014.9 +7628.3,12070,41419,2007.8,2018,65206,10.68,476.15,9.5,250.8,141.93,153.55,2015.1 +7864.5,12385,41615,1962.4,2005,64145,-12.46,234.07,-9.5,22.8,14.94,19.09,2015.1 +7805.7,12236,41807,1960.7,1948,65962,-7.12,-91.67,7.6,5.7,-11.62,-0.83,2015.1 +7704.8,12149,41562,1900.2,1877,66344,62.3,1701.7,114.95,825.55,514.6,602.58,2015.1 +8064.4,12851,41126,2039,2051,65152,55.18,1875.2,130.15,882.55,458.99,573.53,2015.2 +4924,7754,41617,3392.7,3374,65899,111.25,4000.6,281.2,1895.3,963.63,1138.8,2015.2 +7468.1,12010,40752,1888.6,1914,64666,0.89,708.44,38.95,228.95,168.49,187.58,2015.2 +7417.1,11806,41173,1879.7,1866,66016,34.71,-110.36,5.7,4.75,-12.45,6.64,2015.2 +7625.9,12126,41215,1997.2,2014,64988,135.28,7505.4,332.5,2322.8,1170.3,1891.6,2015.3 +5333.2,8277,42227,2920.1,2885,66333,9.79,16.91,-10.45,3.8,-1.66,1.66,2015.4 +7701.3,12197,41380,1996.3,1989,65776,16.91,33.82,24.7,29.45,29.88,24.9,2015.4 +7816.5,12282,41708,2047.9,2046,65597,20.47,207.37,48.45,45.6,48.97,40.67,2015.4 +7838,12442,41285,2006.9,2010,65437,37.38,157.53,50.35,108.3,88.81,107.07,2015.4 +8017.9,12534,41923,2047,2054,65313,18.69,151.3,38,105.45,67.23,87.98,2015.4 +7909.1,12396,41814,1948.2,1976,64614,2.67,-85.44,-4.75,4.75,13.28,19.09,2015.6 +7524.4,12059,40892,1885.9,1915,64540,-20.47,-114.81,-23.75,-9.5,-16.6,-4.15,2015.6 +8028.2,12757,41243,1985.6,2001,65031,8.9,227.84,16.15,109.25,97.11,92.13,2015.6 +7963.5,12496,41765,2016.7,2048,64536,-2.67,134.39,9.5,28.5,17.43,29.88,2015.7 +7667,12078,41602,1866.3,1886,64852,-7.12,94.34,3.8,16.15,29.88,-2.49,2015.9 +8046.3,12674,41607,2046.1,2054,65284,137.95,7981.5,321.1,2390.2,1121.3,1823.5,2015.9 +7828.2,12468,41148,2063.9,2052,65916,127.27,8081.2,357.2,2436.8,1150.4,1836,2015.9 +8041.9,12246,43037,2019.4,2018,65582,106.8,8609,338.2,2569.8,1151.2,1777,2016 +8007.6,12363,42448,1894.8,1951,63649,-15.13,84.55,-8.55,8.55,1.66,11.62,2016.1 +9512.9,14491,43022,2235.7,2283,64178,-28.48,24.03,-32.3,-2.85,8.3,-12.45,2016.1 +8264.8,12310,44000,1946.4,2006,63590,11.57,590.07,5.7,189.05,139.44,170.15,2016.2 +8732.8,12683,45124,2011.4,2043,64522,-1.78,-37.38,-4.75,-8.55,3.32,14.11,2016.2 +8300.6,12265,44353,1878.8,1917,64230,-21.36,129.94,-7.6,-13.3,-0.83,-6.64,2016.3 +8250.6,12341,43814,1933.1,1921,65948,35.6,176.22,58.9,-7.6,19.09,36.52,2016.4 +7931.6,12367,42032,1996.3,1979,66108,11.57,196.69,23.75,36.1,26.56,25.73,2016.5 +8026.2,12398,42427,1983.8,2010,64682,127.27,7669.1,323,2318.9,1077.3,1769.6,2016.5 +7950.3,12247,42543,1901,1895,65745,13.35,155.75,22.8,38,17.43,6.64,2016.6 +7879.2,12136,42549,1978.5,1980,65485,-7.12,185.12,11.4,-27.55,7.47,3.32,2016.6 +7799.8,12191,41930,1923.3,1935,65139,7.12,-131.72,15.2,-0.95,12.45,0.83,2016.6 +7709.2,11804,42801,2007.8,2008,65531,77.43,1681.2,130.15,787.55,509.62,646.57,2016.7 +5610.5,8608,42715,2436.8,2480,64395,257.21,15018,613.7,4538.1,2162.1,3510.1,2016.7 +8301.1,12625,43091,1912.6,1941,64577,-9.79,-67.64,-21.85,-26.6,-22.41,3.32,2016.7 +7793,11984,42617,1813.8,1856,64047,-22.25,-137.06,-19.95,-25.65,-26.56,-17.43,2016.8 +7930.2,12284,42308,1935.8,1944,65258,-9.79,-73.87,12.35,-2.85,7.47,10.79,2016.8 +8219.3,12231,44040,1931.3,1907,66371,13.35,229.62,29.45,112.1,76.36,103.75,2016.8 +7883.1,12017,42991,1867.2,1873,65334,18.69,4.45,7.6,7.6,4.15,0,2016.8 +8430.5,12694,43524,2058.6,2054,65682,146.85,8394.5,348.65,2523.2,1166.2,1870,2016.9 +8632.3,13181,42920,1986.5,2041,63785,29.37,202.03,23.75,126.35,83.83,92.96,2016.9 +7721.9,12203,41470,1954.4,1979,64723,9.79,96.12,24.7,24.7,41.5,22.41,2017 +8225.1,12605,42764,1903.7,1961,63621,117.48,7905.9,341.05,2387.3,1108,1841.8,2017 +7903.7,12425,41688,1900.2,1929,64556,8.9,-134.39,-8.55,3.8,-53.12,-15.77,2017.1 +7750.3,12222,41558,2015.8,2026,65208,-21.36,115.7,-5.7,-14.25,-10.79,0,2017.1 +7717.5,12195,41474,1949.1,1971,64808,-12.46,-10.68,-4.75,19,-14.11,5.81,2017.1 +7548.9,11935,41452,2153.8,2191,64423,5.34,124.6,-18.05,-3.8,-14.11,3.32,2017.1 +7025.6,10858,42405,2407.4,2410,65467,7.12,865.97,40.85,361,244.85,292.99,2017.2 +8006.1,12639,41513,1957.1,1995,64291,17.8,29.37,-23.75,41.8,2.49,17.43,2017.2 +7691.5,11803,42707,2015,2047,64510,24.92,-99.68,-10.45,-0.95,9.96,9.13,2017.3 +7755.2,12086,42053,1964.2,1970,65344,-0.89,185.12,6.65,44.65,9.13,5.81,2017.4 +7933.6,12487,41638,2025.6,2067,64225,8.01,69.42,2.85,19.95,9.96,21.58,2017.5 +7997.8,12371,42369,1901.9,1959,63627,33.82,2087.9,90.25,897.75,487.21,589.3,2017.6 +7961.5,12352,42241,1917.1,1920,65436,-8.01,-53.4,-23.75,13.3,-17.43,-20.75,2017.6 +8066.4,12278,43056,1925.1,1922,65641,0.89,-15.13,-11.4,-7.6,-16.6,3.32,2017.7 +7977.7,12336,42382,1990.9,2036,64085,9.79,586.51,10.45,206.15,162.68,177.62,2017.7 +8927.8,13719,42648,2338,2423,63238,-18.69,16.91,-28.5,8.55,-9.13,-15.77,2017.7 +7826.3,12279,41771,1949.1,1971,64808,3.56,238.52,-10.45,45.6,4.98,31.54,2017.7 +7978.2,12557,41639,2033.7,2045,65172,19.58,-81.88,-2.85,21.85,-19.92,32.37,2017.7 +7966.4,12438,41975,2025.6,2054,64631,16.02,-85.44,1.9,18.05,0.83,19.92,2017.8 +7971.8,12455,41946,2008.7,2019,65203,1.78,131.72,24.7,133,55.61,82.17,2017.8 +5858,8877,43247,2465.3,2505,64497,-3.56,48.06,-4.75,33.25,14.94,23.24,2017.8 +8086.5,12520,42329,1924.2,1928,65406,20.47,151.3,27.55,128.25,85.49,83,2017.9 +7618.5,11983,41666,1939.3,1979,64222,75.65,1760.4,131.1,828.4,533.69,672.3,2017.9 +8529.4,12879,43403,2002.5,2063,63614,8.9,214.49,18.05,116.85,78.02,80.51,2018.1 +8297.7,12551,43327,1920.6,1975,63732,-10.68,88.11,21.85,42.75,30.71,13.28,2018.1 +8476.5,12670,43845,1856.5,1914,63569,40.05,574.94,56.05,218.5,182.6,191.73,2018.2 +8867.5,13333,43587,2289.1,2321,64635,1.78,205.59,-8.55,27.55,-7.47,-1.66,2018.2 +9836.3,14637,44041,2136,2189,63949,30.26,704.88,76,321.1,231.57,228.25,2018.3 +8234,12579,42899,1954.4,1959,65383,-0.89,-113.92,-23.75,31.35,24.07,6.64,2018.3 +8308,12970,41979,2042.5,2110,63441,-26.7,139.73,4.75,17.1,37.35,-7.47,2018.4 +8076.2,12509,42312,1994.5,1981,65982,8.01,-105.91,11.4,33.25,14.11,6.64,2018.4 +7859.6,12203,42210,1843.2,1887,64014,32.04,392.49,39.9,230.85,161.85,189.24,2018.4 +7988.5,12514,41836,1973.1,1990,64980,-14.24,201.14,-32.3,-11.4,-23.24,-4.98,2018.5 +7332.9,10590,45379,2335.4,2410,63506,8.9,-64.08,-9.5,14.25,17.43,4.15,2018.7 +8112.9,12597,42208,1852.1,1941,62534,-8.9,-95.23,4.75,-28.5,-22.41,4.15,2018.8 +8174.2,12651,42345,1958.9,2011,63838,-7.12,43.61,2.85,2.85,23.24,5.81,2018.8 +9791.2,14658,43776,2211.6,2214,65466,-20.47,149.52,-3.8,10.45,19.09,12.45,2018.8 +8019.3,12369,42490,1962.4,2017,63764,39.16,2120,120.65,907.25,490.53,588.47,2018.9 +7567.1,11775,42116,1863.7,1919,63646,64.97,1953.5,126.35,813.2,524.56,654.04,2018.9 +7734.7,12340,41078,2181.4,2228,64165,127.27,7719.9,306.85,2202.1,1113.9,1845.1,2019 +7802.8,12390,41272,2026.5,2022,65683,3.56,94.34,-7.6,3.8,2.49,7.47,2019.1 +7753.8,12346,41159,1987.4,1994,65318,16.91,-74.76,-6.65,7.6,-13.28,5.81,2019.2 +7734.2,12293,41232,1918.8,1921,65462,24.92,-49.84,22.8,16.15,16.6,19.92,2019.2 +7874.3,12426,41530,2023.9,2010,65988,26.7,236.74,6.65,119.7,89.64,94.62,2019.3 +7660.7,12087,41536,1950.9,1923,66486,1.78,-26.7,21.85,38.95,4.98,11.62,2019.5 +7699.9,12389,40731,1956.2,2006,63910,-17.8,-16.02,-7.6,42.75,-6.64,0.83,2019.6 +9000.8,14171,41626,2184.9,2171,65957,10.68,45.39,-7.6,22.8,7.47,11.62,2019.6 +8321.2,13321,40938,2945,2957,65270,42.72,-9.79,33.25,33.25,33.2,35.69,2019.9 +8127.6,12638,42147,1979.4,2042,63526,-18.69,-96.12,-23.75,-29.45,20.75,-14.11,2020 +7798.8,12166,42011,1905.5,1958,63778,-18.69,108.58,-37.05,3.8,21.58,10.79,2020.2 +8071.8,12515,42269,2022.1,2067,64112,-19.58,118.37,-6.65,-5.7,14.94,29.88,2020.3 +7369.6,11910,40552,1865.4,1858,65798,5.34,-97.9,20.9,0,18.26,4.15,2020.3 +7744.9,12435,40818,1903.7,1939,64343,12.46,6.23,-12.35,34.2,34.86,16.6,2020.3 +7720,12337,41010,2003.4,1989,66010,3.56,557.14,38.95,214.7,175.96,156.87,2020.3 +7569,12146,40840,1909,1926,64959,-0.89,153.08,25.65,76.95,87.98,76.36,2020.3 +7637.6,12342,40556,1998.9,2066,63409,-24.03,605.2,35.15,251.75,163.51,164.34,2020.4 +8389.8,13323,41269,2389.6,2463,63584,0.89,110.36,-8.55,11.4,5.81,23.24,2020.5 +7547.5,12154,40697,1767.5,1822,63577,-10.68,-87.22,-13.3,-9.5,-2.49,2.49,2020.5 +8072.8,12530,42223,1992.7,2006,65102,-8.01,-56.07,13.3,-0.95,-23.24,11.62,2020.6 +8882.2,13507,43097,2798.2,2835,64684,-3.56,113.03,12.35,57.95,29.05,34.03,2020.6 +8153.6,12507,42724,2023.9,2059,64418,130.83,8651.7,350.55,2507.1,1166.2,1858.4,2020.8 +7996.8,12447,42105,1960.7,1999,64279,-1.78,99.68,-1.9,32.3,0.83,19.09,2020.8 +7962,12363,42206,1869,1951,62782,1.78,197.58,3.8,21.85,21.58,6.64,2020.8 +7740.5,12375,40993,1896.6,1943,63971,64.08,1819.2,79.8,737.2,449.03,604.24,2020.9 +7990.4,12644,41416,2109.3,2144,64475,3.56,136.17,19.95,27.55,35.69,32.37,2020.9 +7816,12372,41402,1909.9,1952,64124,48.06,-8.01,-5.7,1.9,9.96,38.18,2020.9 +8071.3,12672,41742,2028.3,2103,63208,-9.79,206.48,-1.9,2.85,1.66,4.98,2021 +7994.8,12455,42067,2052.3,2055,65451,17.8,436.1,16.15,124.45,79.68,80.51,2021.1 +7731.2,12211,41493,1926.8,1959,64460,-7.12,198.47,-4.75,19,19.09,12.45,2021.1 +8282,12843,42262,2392.3,2395,65463,21.36,237.63,25.65,70.3,62.25,45.65,2021.1 +7960.5,12341,42274,2032.8,2033,65528,47.17,2017.6,140.6,882.55,535.35,647.4,2021.3 +9407,14587,42264,2023.9,2059,64418,-3.56,81.88,0,32.3,18.26,20.75,2021.3 +7309.8,11407,41997,2031,2059,64644,-11.57,-25.81,6.65,41.8,-6.64,9.96,2021.3 +8101.7,12442,42674,1979.4,1994,65055,3.56,-19.58,14.25,21.85,9.13,21.58,2021.3 +8087.5,12451,42568,1892.1,1943,63821,5.34,396.05,36.1,228.95,142.76,177.62,2021.4 +8885.7,13387,43500,2362.1,2415,64099,3.56,-31.15,14.25,3.8,-20.75,33.2,2021.4 +7949.3,12077,43137,1757.8,1821,63260,11.57,-31.15,-14.25,31.35,-16.6,10.79,2021.4 +7986.5,12329,42453,1986.5,2045,63661,17.8,512.64,16.15,190.95,127.82,185.09,2021.4 +8164.9,12599,42471,1952.7,1987,64403,-13.35,-16.02,-24.7,-16.15,-31.54,-12.45,2021.5 +8014,12502,42009,1950,2002,63833,-22.25,250.09,9.5,21.85,-8.3,16.6,2021.5 +8027.7,12377,42506,1897.5,1929,64465,0,-85.44,-14.25,-4.75,-43.99,-11.62,2021.5 +7981.6,12343,42379,1939.3,1987,63963,46.28,1911.7,103.55,804.65,470.61,613.37,2021.6 +7864.5,12027,42854,1986.5,2027,64226,23.14,2032.8,119.7,924.35,449.86,549.46,2021.6 +9099.8,13758,43347,2350.5,2362,65217,25.81,-10.68,5.7,25.65,-17.43,11.62,2021.7 +8062.5,12162,43445,1925.1,1942,64965,55.18,1837,122.55,806.55,512.11,632.46,2021.8 +8309.4,12622,43144,2005.2,2010,65379,32.93,181.56,19,47.5,27.39,38.18,2021.8 +8394.7,12732,43210,1991.8,2060,63367,20.47,112.14,5.7,3.8,-8.3,-4.98,2021.9 +8601,12534,44972,1946.4,1974,64621,5.34,40.05,10.45,22.8,19.09,19.92,2022 +8577.5,12755,44071,2050.6,2115,63539,-14.24,-58.74,-6.65,-10.45,-20.75,-14.11,2022 +9735.8,14263,44734,2055,2099,64163,59.63,2344.3,143.45,979.45,610.05,810.91,2022 +8710.2,12775,44684,2168.9,2243,63372,101.46,7722.5,312.55,2331.3,1108,1837.6,2022.1 +8673,12702,44748,1875.2,1962,62638,-32.93,-127.27,-30.4,-28.5,-39.01,-18.26,2022.1 +7961.5,11394,45793,2579.2,2642,63979,-21.36,235.85,-8.55,16.15,-34.86,0,2022.1 +8554.9,12726,44056,2078.1,2098,64916,-7.12,1.78,3.8,-20.9,-17.43,-9.13,2022.1 +8322.2,12374,44076,2382.5,2402,65005,10.68,264.33,36.1,141.55,118.69,119.52,2022.1 +7870.9,12006,42964,2108.4,2102,65736,-2.67,-0.89,-2.85,15.2,2.49,14.94,2022.3 +8172.7,12491,42879,2004.3,2047,64168,24.03,356.89,59.85,112.1,103.75,94.62,2022.5 +8392.2,12776,43049,1938.4,1992,63773,-8.01,137.06,-3.8,-17.1,-11.62,-5.81,2022.6 +8224.7,12406,43448,1963.3,2006,64142,45.39,1786.2,132.05,835.05,527.88,642.42,2022.6 +8943.5,13287,44112,2457.3,2487,64753,219.83,13395,488.3,3983.3,1581.2,2469.3,2022.7 +8400.6,12327,44661,1804,1831,64571,17.8,491.28,13.3,210.9,156.87,182.6,2022.7 +8527,12702,43995,1969.6,2026,63711,-16.02,34.71,-10.45,21.85,3.32,13.28,2022.7 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+8042.4,12265,42973,1976.7,1933,67017,28.48,246.53,39.9,105.45,84.66,86.32,2142.1 +7872.3,12230,42185,1960.7,1906,67416,16.91,-3.56,15.2,29.45,6.64,7.47,2142.1 +7830.7,12087,42458,1934,1927,65773,-19.58,-57.85,-4.75,-12.35,-4.98,10.79,2142.1 +7484.8,11770,41675,1953.5,1946,65790,19.58,460.13,33.25,194.75,143.59,170.15,2142.3 +7746.4,12146,41797,1887.7,1862,66440,22.25,-94.34,-2.85,3.8,-14.94,8.3,2142.3 +8564.7,13279,42270,2287.3,2315,64752,-0.89,66.75,-11.4,0,14.11,2.49,2142.3 +8000.7,12227,42883,1969.6,1971,65488,122.82,8248.5,321.1,2470.9,1132.1,1779.5,2142.4 +8087.5,12331,42983,1956.2,1951,65711,1.78,110.36,-14.25,27.55,14.94,17.43,2142.5 +8896.9,13122,44434,2265.1,2230,66566,31.15,663.94,78.85,355.3,251.49,273.07,2142.6 +7998.8,11986,43735,1822.7,1814,65851,-18.69,69.42,14.25,17.1,-13.28,-14.11,2142.6 +8376.5,12767,42999,1977.6,1967,65889,40.94,416.52,80.75,220.4,173.47,186.75,2142.7 +7861.6,12066,42700,1853.9,1842,65958,6.23,-109.47,19,19,-1.66,-1.66,2142.7 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+7699.4,11978,42126,2039.9,2030,65855,99.68,8716.7,338.2,2633.4,1065.7,1663.3,2143.5 +7628.8,11894,42035,1959.8,1938,66273,128.16,8081.2,327.75,2414.9,1065.7,1718.9,2143.5 +8443.7,13107,42219,2156.5,2135,66195,14.24,404.95,41.8,166.25,126.99,112.05,2143.6 +7842.5,12320,41718,1914.4,1892,66312,5.34,-32.04,-19.95,20.9,5.81,7.47,2143.7 +7940,12487,41672,2001.6,2039,64334,123.71,8050.9,310.65,2409.2,1143.7,1850.1,2143.7 +8200.6,12842,41850,2084.4,2090,65360,9.79,428.98,37.05,125.4,101.26,93.79,2143.7 +7903.7,12356,41921,1898.4,1924,64663,-28.48,303.49,-14.25,103.55,68.06,85.49,2143.8 +8161.4,12639,42319,1996.3,2027,64542,44.5,2132.4,130.15,859.75,517.92,631.63,2143.8 +7918.4,12124,42803,1911.7,1896,66079,-12.46,63.19,-20.9,24.7,21.58,-1.66,2143.8 +7928.2,12479,41637,1941.1,1967,64673,-16.02,-97.01,-2.85,-4.75,-16.6,5.81,2143.8 +5735.5,8570,43860,2354.1,2346,65761,0,-72.09,15.2,23.75,24.9,22.41,2143.9 +7876.8,12139,42525,1963.3,1963,65547,0.89,186.01,-6.65,28.5,-14.11,25.73,2143.9 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+7195.6,12102,38967,1930.4,1958,64613,21.36,285.69,28.5,133,83.83,66.4,2190.9 +7270.1,12282,38793,2024.8,2074,63980,17.8,402.28,33.25,98.8,82.17,84.66,2190.9 +8568.1,14414,38957,2221.4,2266,64247,13.35,-17.8,-16.15,9.5,-6.64,0,2190.9 +7304.4,12202,39232,1997.2,2042,64097,8.9,636.35,12.35,190.95,139.44,171.81,2191 +7429.9,11948,40754,1877,1880,65432,-7.12,-55.18,-17.1,15.2,-8.3,4.98,2191.1 +7879.7,12534,41200,1987.4,1990,65449,3.56,112.14,19,46.55,16.6,30.71,2191.1 +6230.8,9579,42629,2711.8,2735,64981,-0.89,305.27,37.05,143.45,154.38,156.87,2191.1 +9378.6,14521,42327,1999.8,2025,64721,8.9,581.17,18.05,286.9,200.03,208.33,2191.1 +8599,13206,42673,2406.6,2422,65118,-18.69,169.1,-6.65,13.3,-2.49,-6.64,2191.1 +8913.6,12923,45203,2045.2,2059,65097,12.46,464.58,13.3,220.4,126.99,142.76,2191.2 +8480.9,12737,43637,2006.9,2033,64696,-4.45,1.78,-12.35,-6.65,0,5.81,2191.2 +8435.4,12720,43461,1997.2,2036,64286,48.06,1869.9,86.45,779.95,517.92,624.99,2191.2 +8844.5,12808,45256,2017.6,2008,65850,8.01,66.75,3.8,20.9,19.92,5.81,2191.2 +8726.4,12799,44683,1980.3,2015,64406,19.58,384.48,23.75,118.75,109.56,87.15,2191.2 +8140.4,12226,43635,1874.3,1890,64993,0.89,-35.6,-0.95,13.3,16.6,-0.83,2191.3 +7579.8,11786,42148,1836.1,1870,64347,18.69,490.39,51.3,242.25,170.98,178.45,2191.3 +7778.8,12335,41329,1927.7,1963,64359,4.45,-72.09,-4.75,1.9,5.81,10.79,2191.4 +7596.5,12407,40126,1917.1,1927,65198,67.64,1742.6,106.4,872.1,502.98,619.18,2191.4 +7663.1,12539,40052,1961.6,2027,63420,13.35,-26.7,5.7,14.25,15.77,-5.81,2191.5 +7715.5,12441,40643,2030.1,2029,65571,14.24,210.04,30.4,118.75,87.15,92.96,2191.6 +7745.4,12598,40292,2041.7,2070,64639,11.57,161.98,-3.8,-6.65,24.9,21.58,2191.6 +7667.5,12422,40452,2001.6,1986,66051,-15.13,-91.67,-33.25,-15.2,24.9,-18.26,2191.7 +7867.9,12659,40732,1998,2055,63720,22.25,617.66,29.45,225.15,171.81,172.64,2191.8 +8104.6,12427,42741,1939.3,2011,63200,125.49,7577.5,261.25,2144.1,1086.5,1838.4,2191.8 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+7565.1,12334,40197,2052.3,2090,64355,122.82,9161.7,334.4,2647.6,1074.8,1671.6,2194.9 +7532.3,12182,40522,1894.8,1890,65703,19.58,-80.1,-6.65,-3.8,14.94,20.75,2194.9 +7568.1,12134,40875,1897.5,1926,64566,-16.02,113.03,-47.5,-19,-5.81,-12.45,2195 +7817,12430,41214,1973.1,1998,64720,-16.91,-12.46,-15.2,-16.15,9.96,-12.45,2195 +8886.6,13545,42997,2646,2685,64583,-19.58,35.6,-3.8,50.35,39.01,33.2,2195.1 +7945.4,12283,42392,1912.6,1931,64912,-6.23,188.68,22.8,98.8,84.66,74.7,2195.1 +8401.5,12699,43358,1932.2,1983,63857,-8.9,-114.81,-35.15,-2.85,22.41,2.49,2195.1 +7888.5,12150,42550,1881.5,1893,65136,113.92,8677.5,335.35,2601.1,1067.4,1661.7,2195.2 +8174.7,12750,42018,2002.5,2042,64268,20.47,419.19,20.9,176.7,180.94,183.43,2195.2 +7867,12186,42308,1910.8,1950,64220,12.46,176.22,3.8,94.05,71.38,83,2195.2 +8022.3,12498,42067,1878.8,1906,64600,48.95,1896.6,123.5,819.85,522.9,639.1,2195.2 +7575.4,12246,40541,1946.4,1954,65282,18.69,123.71,38,102.6,77.19,104.58,2195.3 +7515.1,12270,40139,2010.5,2030,64907,-0.89,263.44,9.5,69.35,33.2,45.65,2195.3 +7102.6,11759,39584,1954.4,1951,65652,74.76,1796.9,146.3,891.1,509.62,634.12,2195.3 +7254,12063,39409,1934,1951,64964,-10.68,112.14,20.9,56.05,30.71,38.18,2195.4 +7361.8,12315,39177,1983.8,2015,64522,2.67,2.67,30.4,49.4,39.84,37.35,2195.4 +7521.5,12377,39826,1998,1994,65669,2.67,-105.02,-4.75,14.25,-3.32,19.92,2195.5 +7555.3,12439,39806,1922.4,1955,64443,-2.67,394.27,30.4,83.6,84.66,94.62,2195.6 +7428.4,12254,39728,1904.6,1962,63619,-7.12,499.29,18.05,220.4,173.47,178.45,2195.6 +6789.9,11084,40147,2423.5,2456,64668,-31.15,155.75,-8.55,-14.25,-10.79,0,2195.6 +5305.2,8686,40028,2366.5,2410,64353,97.9,3650.8,227.05,1690,1032.5,1230.9,2195.6 +8018.4,12983,40475,2191.2,2199,65303,-8.9,161.98,-15.2,-4.75,0.83,-0.83,2195.7 +7472,12096,40483,2010.5,2032,64843,24.03,250.98,52.25,88.35,73.87,91.3,2195.7 +7732.7,12220,41471,1810.3,1800,65910,60.52,1889.5,117.8,801.8,520.41,626.65,2195.9 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+8888.1,13571,42922,2303.3,2307,65431,166.43,12880,502.55,3840.8,1580.3,2476.7,2229.6 +7681.2,12001,41946,1864.5,1861,65661,-14.24,144.18,-0.95,5.7,7.47,17.43,2229.6 +7990.4,12373,42323,1959.8,1953,65764,140.62,8301.9,350.55,2545.1,1119.7,1764.6,2229.7 +8144.8,12741,41894,2005.2,2005,65542,22.25,-94.34,6.65,0.95,14.11,19.09,2229.7 +7917.4,12479,41580,1983.8,2015,64522,-20.47,-121.93,16.15,17.1,-1.66,3.32,2229.7 +7842.5,12370,41549,2063.9,2070,65343,105.91,8456.8,329.65,2492.8,1123,1778.7,2229.8 +7902.7,12489,41470,2001.6,2029,64651,-10.68,-109.47,-13.3,-13.3,9.96,-4.98,2229.8 +7792,12247,41696,1825.4,1843,64910,1.78,0,-14.25,-25.65,8.3,1.66,2229.8 +7747.4,12055,42118,1854.8,1843,65954,40.94,1728.4,119.7,820.8,513.77,578.51,2229.9 +8082.6,12786,41428,2081.7,2098,65027,-23.14,6.23,-55.1,-28.5,-4.15,9.13,2229.9 +7655.3,12093,41486,1828.9,1881,63723,-32.04,132.61,-53.2,-22.8,-9.96,-19.92,2229.9 +7728.8,12131,41754,1918.8,1959,64192,-0.89,670.17,-1.9,232.75,163.51,180.11,2230 +7784.6,12247,41657,1908.2,1911,65439,7.12,218.05,0.95,32.3,15.77,30.71,2230 +8264.8,13079,41413,2172.5,2179,65340,120.15,8083,308.75,2335.1,1151.2,1867.5,2230 +8145.8,12695,42051,2024.8,2055,64571,-4.45,-5.34,5.7,31.35,22.41,15.77,2230.1 +7975.7,12438,42024,2131.6,2146,65095,5.34,551.8,0,222.3,151.06,161.02,2230.1 +8055.6,12320,42852,1951.8,1956,65394,69.42,1906.4,128.25,864.5,518.75,617.52,2230.3 +8003.7,12292,42672,1877.9,1888,65185,0,-120.15,-0.95,4.75,2.49,6.64,2230.3 +8206,12406,43349,1868.1,1878,65191,19.58,380.92,19.95,106.4,86.32,77.19,2230.3 +8217.8,12789,42111,2316.7,2321,65414,26.7,287.47,0.95,190,174.3,136.95,2230.5 +8091.4,12445,42610,1942.9,1981,64275,119.26,8578.7,319.2,2581.1,1110.5,1764.6,2230.6 +8022.8,12343,42597,1893.9,1911,64950,-2.67,-53.4,22.8,-0.95,-3.32,7.47,2230.6 +8184,12542,42764,1995.4,1998,65450,26.7,445.89,12.35,252.7,157.7,157.7,2230.6 +8238.9,12582,42914,1982,1986,65405,10.68,4.45,14.25,19,25.73,18.26,2230.7 +8085,12230,43324,1822.7,1842,64850,55.18,1615.3,127.3,832.2,510.45,635.78,2230.7 +9798,14540,44163,2120,2152,64561,-15.13,258.99,14.25,62.7,46.48,38.18,2230.8 +8746.5,12827,44688,1937.5,1979,64163,81.88,1950,95,855,577.68,604.24,2230.9 +8525,12714,43943,2031,2030,65568,126.38,8106.1,284.05,2361.7,1153.7,1878.3,2231 +9016,12707,46500,1928.6,1955,64652,-11.57,746.71,28.5,226.1,152.72,164.34,2231 +6176.5,8444,47937,2603.3,2604,65517,32.04,1101.8,81.7,444.6,305.44,371.01,2231.1 +8105.1,12494,42514,1952.7,1962,65224,31.15,148.63,13.3,108.3,93.79,74.7,2231.2 +8605.4,13299,42406,2183.2,2215,64594,17.8,890.89,44.65,318.25,220.78,258.13,2231.2 +8303.5,12511,43496,1924.2,1931,65305,28.48,657.71,56.05,215.65,141.1,167.66,2231.2 +7810.1,12222,41879,1947.3,1946,65580,-0.89,233.18,-6.65,98.8,62.25,70.55,2231.2 +7687.6,12140,41500,1877.9,1912,64367,-8.01,-105.02,3.8,1.9,31.54,-3.32,2231.2 +7772.4,12227,41660,1972.2,1959,65979,2.67,-9.79,21.85,-10.45,12.45,-6.64,2231.3 +7808.6,12502,40933,1944.7,1938,65761,11.57,-6.23,8.55,48.45,29.05,13.28,2231.4 +7689.1,12455,40459,1952.7,1959,65324,11.57,-76.54,10.45,14.25,-0.83,14.94,2231.4 +8061.5,12346,42793,1950,1946,65670,-12.46,-106.8,-0.95,-30.4,-35.69,-12.45,2231.5 +8144.3,12226,43656,1601.1,1622,64692,48.06,1569.1,89.3,759.05,476.42,614.2,2231.5 +8424.1,12559,43959,1934,1983,63916,-40.05,-55.18,-35.15,-39.9,-24.07,-33.2,2231.6 +9194.9,13531,44534,2278.4,2287,65290,-13.35,734.25,32.3,326.8,224.93,224.1,2231.6 +4117.5,5914,45628,3065.2,3066,65518,14.24,1120.5,68.4,498.75,404.21,409.19,2231.6 +8447.6,12714,43544,1987.4,1998,65187,-0.89,-78.32,-25.65,-6.65,-9.13,-14.11,2231.7 +8324.6,12602,43292,1955.3,1998,64136,8.9,-23.14,14.25,25.65,2.49,6.64,2231.7 +8381.9,12670,43356,2090.6,2106,65057,-10.68,213.6,3.8,13.3,7.47,20.75,2231.7 +7635.2,11786,42455,2014.1,2030,65022,4.45,261.66,-15.2,98.8,71.38,96.28,2231.7 +7722.4,12267,41257,1902.8,1947,64049,-1.78,132.61,32.3,0,-19.09,0.83,2231.9 +7683.2,11720,42963,2922.8,2888,66325,34.71,1055.5,74.1,397.1,298.8,308.76,2232 +7758.2,12215,41624,1933.1,1939,65336,-0.89,-115.7,7.6,-18.05,-9.13,-9.96,2232.1 +7845.4,12059,42637,1953.5,1979,64693,53.4,1808.5,130.15,823.65,527.88,663.17,2232.1 +9303.6,14447,42204,2645.1,2671,64900,16.91,-95.23,30.4,-3.8,18.26,10.79,2232.1 +8259.4,12571,43059,1959.8,2011,63867,-10.68,194.91,31.35,35.15,19.92,17.43,2232.2 +8331.5,12428,43934,1915.3,1896,66202,0,-68.53,11.4,11.4,-4.15,-5.81,2232.3 +9704.9,14443,44037,2101.3,2159,63784,-3.56,183.34,20.9,5.7,18.26,2.49,2232.3 +8505.4,12590,44274,2005.2,2010,65379,47.17,2176.9,139.65,913.9,538.67,613.37,2232.4 +8400.1,12282,44822,1964.2,1978,65080,21.36,436.1,28.5,217.55,166.83,155.21,2232.4 +8247.2,12518,43177,1968.7,1986,64964,5.34,126.38,-10.45,-15.2,19.92,-3.32,2232.5 +8407.4,12507,44054,1901.9,1915,65089,18.69,709.33,15.2,236.55,183.43,184.26,2232.5 +8102.2,12615,42091,1946.4,1987,64198,5.34,205.59,-2.85,99.75,80.51,74.7,2232.6 +8170.8,12242,43741,1903.7,1906,65457,62.3,1848.5,129.2,882.55,502.98,615.86,2232.6 +9553,14411,43444,2135.1,2111,66284,4.45,219.83,-29.45,22.8,15.77,15.77,2232.6 +8047.3,12322,42800,1911.7,1910,65595,19.58,12.46,14.25,27.55,31.54,39.01,2232.7 +8634.3,12964,43648,2045.2,2068,64814,32.04,-58.74,6.65,-14.25,9.13,13.28,2232.7 +8911.6,13038,44795,1998,1998,65538,-5.34,216.27,-5.7,150.1,93.79,98.77,2232.8 +8870,12734,45650,2079.9,2090,65220,32.04,546.46,53.2,253.65,152.72,166,2232.8 +8797,12722,45317,1919.7,1974,63734,-1.78,82.77,-12.35,-22.8,-8.3,3.32,2232.9 +9188.5,13165,45741,2282.8,2301,65019,-8.9,44.5,-18.05,5.7,-1.66,5.81,2232.9 +8201.1,12299,43700,1928.6,1983,63739,44.5,1812,122.55,760.95,492.19,618.35,2233 +8297.2,12395,43870,1947.3,1963,65013,-7.12,113.92,15.2,8.55,0,-0.83,2233 +8543.2,12646,44274,1961.6,1974,65123,4.45,175.33,20.9,68.4,14.94,19.92,2233.1 +7416.6,11367,42760,2060.3,2055,65707,49.84,1748,125.4,830.3,474.76,574.36,2233.1 +8057.6,12382,42647,1952.7,1966,65091,-0.89,-54.29,27.55,22.8,0,-3.32,2233.1 +7100.1,10810,43045,2401.2,2414,65189,-2.67,-101.46,5.7,19,9.96,-4.98,2233.1 +7762.6,11937,42618,1877,1893,64982,20.47,550.02,60.8,251.75,152.72,161.85,2233.1 +7956.1,12366,42165,1957.1,1950,65775,8.9,117.48,33.25,87.4,19.09,27.39,2233.2 +8885.7,13697,42515,2348.7,2353,65417,18.69,137.06,27.55,35.15,9.96,1.66,2233.2 +8014.9,12505,42005,2062.1,2077,65067,134.39,7955.7,352.45,2430.1,1098.1,1772.9,2233.3 +8351.6,12695,43114,1920.6,1955,64384,-17.8,225.17,18.05,20.9,29.05,15.77,2233.4 +8485.8,12847,43288,1887.7,1951,63409,-34.71,15.13,-4.75,-27.55,-28.22,-19.92,2233.4 +8412.3,12630,43651,1997.2,2050,63847,-9.79,323.96,33.25,114,73.04,73.04,2233.5 +9768.6,14683,43601,2125.3,2155,64633,-16.02,-72.09,-1.9,28.5,9.96,-6.64,2233.5 +8389.8,12435,44217,2005.2,2039,64449,125.49,8965.9,318.25,2668.6,1095.6,1712.3,2233.5 +8440.3,12595,43917,1893.9,1895,65499,-3.56,-97.01,1.9,-6.65,-9.13,4.15,2233.5 +8372.6,12533,43781,2010.5,2053,64180,118.37,8585.8,350.55,2560.3,1066.5,1703.2,2233.6 +8051.7,12298,42907,1850.3,1850,65547,12.46,412.96,20.9,109.25,78.85,78.02,2233.6 +8268.8,12642,42865,1959.8,1970,65196,-6.23,-118.37,-16.15,0.95,-24.9,-7.47,2233.6 +7986.5,12554,41692,2023,2062,64296,140.62,8643.7,359.1,2607.8,1084.8,1711.5,2233.6 +7676.3,12083,41635,1889.5,1891,65483,63.19,1721.3,127.3,868.3,512.94,622.5,2233.7 +8130.1,12580,42354,2081.7,2084,65464,-1.78,-50.73,-29.45,25.65,8.3,26.56,2233.7 +7917.4,12558,41318,1973.1,1978,65375,-5.34,-95.23,-8.55,23.75,4.15,-10.79,2233.8 +7891,12202,42382,1828.1,1866,64204,-15.13,-63.19,-32.3,-7.6,-22.41,5.81,2233.9 +8350.1,12522,43702,1977.6,1998,64866,57.85,1811.2,106.4,856.9,522.9,639.93,2234 +8454,12751,43451,2008.7,2027,64945,110.36,8911.6,339.15,2625.8,1097.3,1760.4,2234 +8240.3,12615,42809,1917.1,1939,64794,-14.24,-134.39,15.2,-15.2,-10.79,5.81,2234 +8120.3,12290,43301,1935.8,1990,63749,111.25,8096.3,296.4,2317.1,1121.3,1847.6,2234 +8470.6,12633,43943,2049.7,2057,65302,136.17,8330.4,327.75,2526.1,1100.6,1762.1,2234.1 +8479,12852,43237,1984.7,2032,64010,72.09,1985.6,144.4,857.85,522.07,619.18,2234.2 +8466.7,12723,43612,2045.2,2051,65351,-0.89,183.34,18.05,14.25,24.9,16.6,2234.2 +8305.5,12326,44159,1901.9,1862,66941,36.49,480.6,58.9,249.85,160.19,202.52,2234.2 +4346.3,6055,47042,2791,2812,65048,9.79,824.14,66.5,304,242.36,244.85,2234.3 +8463.3,12745,43519,2011.4,2029,64968,3.56,102.35,11.4,35.15,40.67,18.26,2234.4 +8280,12375,43850,1917.1,1955,64264,130.83,7499.1,319.2,2234.4,1124.7,1866.7,2234.5 +8172.7,12454,43007,1890.4,1910,64862,2.67,-35.6,-13.3,17.1,-9.96,0,2234.5 +8960.6,12886,45572,1997.2,2018,64859,48.06,1937.5,121.6,896.8,498,595.11,2234.7 +9051.8,12811,46305,2017.6,2063,64095,-11.57,450.34,23.75,95,102.09,101.26,2234.7 +8584.3,12603,44639,1908.2,1931,64761,9.79,501.96,32.3,228.95,165.17,182.6,2234.7 +8875.4,12874,45181,2008.7,2042,64468,8.9,3.56,-2.85,1.9,22.41,10.79,2234.8 +9323.2,12944,47204,1976.7,2020,64131,-16.02,242.97,11.4,31.35,27.39,15.77,2234.8 +9144.4,12727,47088,1868.1,1939,63140,-8.01,137.06,-17.1,-12.35,9.13,6.64,2234.8 +8991,12765,46160,2059.5,2105,64118,7.12,274.12,19.95,100.7,84.66,102.09,2234.8 +9048.3,13223,44845,2242.8,2263,64951,8.01,150.41,32.3,42.75,24.9,42.33,2234.8 +4702,6111,50426,2589,2619,64786,126.38,4688.5,340.1,2300.9,1415.2,1717.3,2234.9 +9122.3,13030,45882,2055,2054,65568,14.24,467.25,47.5,240.35,153.55,173.47,2234.9 +8418.7,12697,43453,1936.6,1965,64590,-12.46,-47.17,11.4,38.95,4.15,34.86,2234.9 +9016.5,12920,45736,2143.1,2172,64665,9.79,173.55,5.7,106.4,57.27,80.51,2235 +8424.6,12402,44518,1879.7,1906,64631,125.49,8519.1,312.55,2431.1,1032.5,1640.9,2235.1 +9013.5,12966,45559,1900.2,1926,64656,103.24,8189.8,306.85,2454.8,1166.2,1864.2,2235.1 +8711.7,12636,45183,2016.7,2040,64789,121.04,8609,319.2,2507.1,1039.2,1662.5,2235.1 +8604.4,12991,43407,2075.5,2139,63590,2.67,56.07,-32.3,27.55,3.32,14.94,2235.1 +9035.6,12844,46104,2016.7,2076,63665,4.45,163.76,-14.25,-5.7,18.26,4.15,2235.2 +8317.3,12629,43161,1957.1,2017,63590,-10.68,160.2,-27.55,-34.2,6.64,6.64,2235.2 +8172.2,12402,43185,2038.1,2086,64031,5.34,462.8,17.1,211.85,126.99,165.17,2235.2 +8944,12919,45371,2055,2071,65030,-0.89,-21.36,-44.65,-7.6,2.49,9.96,2235.2 +8564.2,12570,44651,1897.5,1950,63771,-9.79,165.54,17.1,-27.55,-11.62,-10.79,2235.3 +8376.1,12560,43705,2016.7,2052,64410,9.79,0,3.8,30.4,6.64,28.22,2235.3 +8535.8,12814,43656,1950,2010,63579,14.24,416.52,49.4,219.45,157.7,173.47,2235.3 +8395.2,12608,43638,2009.6,2036,64687,-2.67,647.92,25.65,212.8,153.55,163.51,2235.4 +8277.1,12501,43392,1929.5,1969,64222,-28.48,34.71,0,15.2,1.66,19.09,2235.4 +5666.9,8234,45104,3057.1,3049,65711,99.68,4094,222.3,1810.7,1014.3,1196.9,2235.4 +8227.6,12704,42444,1974.9,2016,64200,-33.82,-43.61,-29.45,-9.5,-14.94,-11.62,2235.4 +8303.5,12777,42591,2106.6,2089,66089,155.75,8391.8,380.95,2622.9,1114.7,1737.2,2235.5 +8157.5,12487,42813,1959.8,1955,65696,19.58,200.25,35.15,-6.65,32.37,29.05,2235.5 +7734.7,12477,40627,2015.8,2057,64225,68.53,1748,109.25,794.2,522.07,673.13,2235.5 +8268.3,12619,42941,1991.8,2011,64911,9.79,302.6,24.7,29.45,25.73,30.71,2235.5 +9079.2,13835,43008,2193.8,2219,64793,43.61,307.94,51.3,154.85,121.18,141.1,2235.5 +7448.5,12118,40283,1825.4,1846,64804,-29.37,-76.54,8.55,-19.95,-25.73,-9.96,2235.8 +8710.2,12646,45140,2012.3,2018,65351,30.26,689.75,78.85,257.45,170.98,203.35,2235.8 +7818,12410,41286,2066.6,2058,65809,129.05,8186.2,338.2,2495.6,1165.3,1877.5,2235.8 +9139.5,14271,41971,2563.2,2603,64534,3.56,736.92,36.1,279.3,225.76,261.45,2235.9 +8254,12619,42867,1940.2,1967,64643,-5.34,-32.93,-8.55,26.6,13.28,26.56,2235.9 +7822.4,12275,41763,1948.2,1959,65175,-2.67,71.2,11.4,19,15.77,19.09,2235.9 +8112,12591,42223,1880.6,1919,64224,-45.39,-56.07,-18.05,10.45,1.66,-0.83,2236 +8074.2,12317,42961,1848.5,1897,63862,16.91,149.52,22.8,90.25,68.89,87.15,2236 +7941.9,12662,41106,1944.7,1986,64171,-11.57,-102.35,-7.6,-9.5,0,18.26,2236 +7731.2,12234,41415,2003.4,2046,64171,-14.24,364.01,23.75,96.9,92.13,95.45,2236.1 +8193.3,12590,42649,1926.8,1966,64231,-9.79,7.12,12.35,-5.7,11.62,4.98,2236.1 +7839.5,12290,41804,1871.7,1890,64900,-14.24,173.55,5.7,13.3,2.49,12.45,2236.3 +8185.5,12506,42895,1989.2,2010,64856,16.91,526.88,67.45,261.25,200.03,192.56,2236.3 +8172.2,12691,42201,1999.8,2003,65432,-15.13,-58.74,-15.2,27.55,-13.28,-9.13,2236.4 +8616.2,12904,43759,1964.2,1992,64622,-7.12,170.88,-24.7,2.85,4.98,-9.13,2236.4 +8636.7,12579,44997,1953.5,1971,64956,-8.01,-39.16,-36.1,19,-3.32,2.49,2236.4 +8111.5,12534,42412,1910.8,1938,64617,-0.89,169.1,8.55,3.8,7.47,13.28,2236.5 +8215.3,12466,43190,1939.3,1958,64910,0,178,-19.95,30.4,26.56,7.47,2236.5 +8165.4,12514,42762,1928.6,1926,65626,13.35,70.31,-18.05,12.35,18.26,-0.83,2236.5 +8156.5,12398,43116,1940.2,1962,64808,0.89,-83.66,7.6,9.5,12.45,2.49,2236.6 +8530.4,12803,43665,1981.1,1991,65211,6.23,335.53,28.5,93.1,74.7,93.79,2236.9 +8725.4,12738,44892,1994.5,1986,65816,-2.67,471.7,58.9,234.65,141.93,173.47,2237.1 +8331.5,12304,44377,1928.6,1968,64225,9.79,408.51,20.9,115.9,68.06,105.41,2237.1 +8279.5,12681,42789,1926,1961,64365,-7.12,163.76,-11.4,8.55,-9.13,18.26,2237.1 +8264.3,12479,43402,1893,1919,64649,8.01,-70.31,28.5,4.75,5.81,30.71,2237.2 +7585.7,11782,42195,1691,1686,65730,24.03,1745.3,114,742.9,485.55,627.48,2237.2 +9205.6,14535,41507,2200.1,2259,63827,-28.48,-0.89,-16.15,10.45,-1.66,8.3,2237.2 +7874.8,12503,41277,1966,1991,64713,-22.25,444.11,31.35,100.7,64.74,91.3,2237.2 +8247.2,12549,43070,1957.1,1953,65674,-37.38,-101.46,-29.45,-9.5,-14.11,-19.92,2237.2 +7818.9,12095,42366,1926.8,1967,64198,-18.69,21.36,-25.65,0,1.66,0,2237.3 +7445.6,12197,40006,1908.2,1941,64427,-32.93,-73.87,-29.45,-8.55,-19.92,-5.81,2237.4 +8280,12548,43245,2025.6,2084,63701,-21.36,-126.38,12.35,-23.75,-10.79,-15.77,2237.4 +8258.5,12611,42917,2008.7,2035,64690,4.45,194.91,26.6,95.95,100.43,92.96,2237.5 +7591.1,12262,40572,1837,1842,65357,-24.03,-96.12,32.3,21.85,14.11,-1.66,2237.5 +7669,12127,41444,2300.6,2315,65130,0,67.64,17.1,46.55,53.12,35.69,2237.6 +7594,12437,40016,2008.7,2053,64123,139.73,8482.6,338.2,2556.4,1161.2,1861.7,2237.6 +7485.2,12289,39918,1995.4,2017,64834,36.49,1876.1,131.1,851.2,551.95,650.72,2237.6 +7671.4,12305,40858,2012.3,2005,65774,151.3,8173.8,329.65,2493.8,1186.9,1894.1,2237.7 +8042.9,12611,41797,1960.7,1991,64538,-22.25,-10.68,-31.35,0,-25.73,-14.11,2237.9 +7755.7,12323,41246,1981.1,1971,65873,67.64,1964.2,126.35,887.3,483.89,571.87,2237.9 +7845.4,12340,41666,1958,1968,65203,-0.89,136.17,-1.9,-1.9,-14.94,-17.43,2237.9 +7714.6,12198,41448,1856.5,1846,65910,64.08,2065.7,133,852.15,466.46,544.48,2238 +7678.8,12431,40482,1991.8,2043,63894,4.45,92.56,15.2,19,23.24,11.62,2238 +7284.8,11718,40742,1827.2,1842,65008,69.42,1629.6,132.05,754.3,484.72,586.81,2238 +8631.8,13496,41916,2652.2,2680,64856,201.14,12338,509.2,3656.6,1715.6,2749.8,2238 +7590.6,12320,40378,1913.5,1936,64774,38.27,504.63,15.2,197.6,151.89,158.53,2238.1 +7739.6,12471,40672,2014.1,2039,64735,12.46,-40.94,0.95,5.7,11.62,7.47,2238.1 +8243.3,12816,42153,2198.3,2224,64779,33.82,123.71,10.45,28.5,11.62,0.83,2238.2 +7789,12292,41528,1967.8,2000,64481,3.56,182.45,-36.1,-5.7,4.98,3.32,2238.2 +8089.4,12631,41972,1979.4,2023,64122,2.67,96.12,5.7,-14.25,4.98,9.96,2238.2 +7744,12405,40912,1992.7,2005,65134,34.71,-71.2,-2.85,-5.7,-4.98,-4.15,2238.2 +7498,12007,40925,1627.8,1607,66385,51.62,484.16,41.8,236.55,151.06,174.3,2238.3 +8684.8,12978,43856,1895.7,1894,65595,51.62,1695.4,125.4,802.75,461.48,588.47,2238.4 +7511.2,12112,40642,1846.8,1856,65209,8.01,-150.41,30.4,17.1,8.3,4.15,2238.4 +8656.3,12955,43790,2216.1,2223,65333,120.15,8097.2,329.65,2392.1,1129.6,1855.9,2238.4 +9272.3,14544,41781,2239.2,2240,65514,164.65,9936.8,421.8,2866.1,1390.3,2267.6,2238.4 +8284.4,12721,42680,1885.9,1921,64339,-20.47,-117.48,-22.8,6.65,-12.45,-6.64,2238.5 +8113.9,12293,43257,1846.8,1877,64480,-8.01,-140.62,15.2,-3.8,-12.45,-0.83,2238.6 +8512.3,12492,44657,1996.3,2031,64415,124.6,7798.2,322.05,2403.5,1142.9,1875.8,2238.7 +8748.5,12531,45754,2038.1,2051,65124,137.06,7612.2,321.1,2317.1,1121.3,1875,2238.7 +8374.1,12415,44205,1930.4,1915,66063,85.44,1753.3,123.5,803.7,516.26,622.5,2238.7 +7255.9,10706,44417,2444.8,2482,64555,-22.25,208.26,10.45,43.7,12.45,9.13,2238.8 +8115.4,12368,43002,2015.8,2000,66055,137.06,8567.1,339.15,2599.2,1130.5,1785.3,2238.8 +7975.7,12462,41943,2172.5,2186,65131,33.82,144.18,38.95,149.15,81.34,97.11,2238.8 +8176.6,12614,42482,1926.8,1958,64493,-10.68,-113.03,0,2.85,-16.6,-12.45,2238.8 +7728.3,12150,41686,1831.6,1842,65167,-1.78,-51.62,-4.75,-21.85,-6.64,8.3,2238.9 +7809.6,12112,42257,2035.4,2055,64912,-4.45,278.57,8.55,111.15,107.07,86.32,2239 +7906.2,12458,41591,1974.9,1998,64779,-21.36,110.36,-18.05,5.7,3.32,0,2239 +8014.4,12321,42629,1950.9,1957,65331,0.89,307.94,-13.3,112.1,65.57,73.87,2239.1 +8666.1,12299,46178,1955.3,1967,65147,64.97,1816.5,106.4,849.3,531.2,621.67,2239.1 +10412,14798,46112,2004.3,1978,66407,-8.9,-72.09,-18.05,6.65,-15.77,-2.49,2239.1 +8077.2,12300,43036,1909.9,1900,65879,16.91,18.69,14.25,34.2,18.26,44.82,2239.2 +9003.3,12726,46365,1929.5,1926,65656,1.78,-61.41,-24.7,-35.15,-17.43,-13.28,2239.2 +8185,12407,43234,1934.9,1943,65261,18.69,-70.31,-20.9,25.65,23.24,29.05,2239.3 +8220.2,12380,43515,1896.6,1912,65008,24.03,161.09,29.45,92.15,83.83,92.13,2239.3 +7826.3,12246,41883,1900.2,1906,65335,24.92,182.45,-10.45,137.75,68.06,77.19,2239.4 +7789.5,12283,41561,1966,1983,64975,7.12,16.02,7.6,37.05,28.22,17.43,2239.5 +7514.1,12187,40408,1917.9,1935,64959,10.68,171.77,-19,-8.55,14.94,11.62,2239.5 +7730.2,12274,41275,1909,1958,63898,50.73,1953.5,91.2,863.55,533.69,611.71,2239.5 +7768.5,12594,40425,2037.2,2082,64126,-12.46,500.18,18.05,85.5,81.34,83.83,2239.5 +7496,12140,40466,1853,1884,64457,-16.02,-54.29,-15.2,0.95,1.66,-15.77,2239.6 +7812.1,12525,40876,1985.6,2009,64772,-8.9,-15.13,-13.3,28.5,29.88,12.45,2239.6 +7759.2,12272,41436,1993.6,1972,66254,-23.14,-117.48,-20.9,0.95,-22.41,2.49,2239.6 +7638.6,12398,40378,1852.1,1898,63951,-29.37,-30.26,-8.55,-22.8,0.83,-24.07,2239.6 +7518.1,12260,40188,1917.1,1940,64761,0,189.57,3.8,6.65,19.92,24.07,2239.6 +7534.7,12195,40492,1927.7,1943,65021,57.85,1926,98.8,829.35,520.41,627.48,2239.6 +8259.4,12810,42255,1984.7,1998,65100,15.13,-66.75,-10.45,20.9,3.32,6.64,2239.7 +8420.2,12589,43834,1958,1981,64775,15.13,278.57,-19,67.45,41.5,29.88,2239.8 +8458.4,12491,44378,1993.6,2031,64329,26.7,274.12,24.7,96.9,107.07,107.9,2239.8 +8240.8,12293,43933,1893.9,1909,65018,-2.67,-66.75,-7.6,7.6,5.81,20.75,2239.8 +8734.3,12707,45047,1934,1987,63787,-15.13,153.08,-20.9,-9.5,4.15,2.49,2239.9 +4563.4,6147,48652,2750.1,2739,65802,-33.82,81.88,-24.7,35.15,8.3,9.96,2239.9 +8209.5,12234,43977,1940.2,1962,64808,55.18,1861,119.7,891.1,512.94,596.77,2240 +8125.7,12726,41845,2220.6,2262,64335,-12.46,640.8,19,186.2,150.23,175.13,2240 +7648.4,12215,41035,1918.8,1943,64721,132.61,8810.1,302.1,2585.9,1073.2,1660,2240.1 +6585.6,10342,41732,3451.4,3458,65411,411.18,28036,1101,8361.9,3450.3,5523.6,2240.1 +7555.3,12422,39860,1940.2,1958,64940,-15.13,7.12,7.6,10.45,25.73,34.03,2240.1 +7832.2,12597,40747,1973.1,2001,64623,16.02,303.49,23.75,116.85,86.32,83.83,2240.2 +5752.6,8938,42180,2376.3,2378,65489,45.39,1208.6,61.75,464.55,332.83,334.49,2240.2 +7726.3,12439,40707,2021.2,2035,65091,42.72,1762.2,149.15,829.35,517.92,621.67,2240.2 +7784.6,12491,40843,2108.4,2127,64963,129.94,8771,356.25,2613.4,1101.4,1713.1,2240.2 +7573.9,12073,41114,2074.6,2073,65586,143.29,7915.7,325.85,2427.3,1140.4,1855,2240.3 +8295.2,12607,43122,2063,2059,65664,39.16,1881.5,148.2,879.7,550.29,646.57,2240.3 +8161.9,12315,43435,1898.4,1899,65514,23.14,-47.17,-11.4,16.15,-7.47,0.83,2240.3 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+7532.3,12475,39570,2010.5,2043,64494,6.23,182.45,11.4,70.3,54.78,36.52,2250.7 +7891.9,12946,39951,2288.2,2322,64582,-6.23,204.7,19,109.25,93.79,106.24,2250.8 +7534.7,12370,39919,1977.6,1974,65655,5.34,452.12,2.85,123.5,82.17,95.45,2250.8 +7888,12724,40628,1976.7,2020,64131,9.79,252.76,5.7,96.9,66.4,106.24,2250.8 +7818.9,12239,41868,1925.1,1951,64665,-14.24,-69.42,-21.85,-41.8,-4.98,-7.47,2250.9 +8342.3,12597,43401,1921.5,1969,63955,-35.6,151.3,-19.95,-32.3,-18.26,8.3,2250.9 +8498.1,12456,44712,1905.5,1932,64637,4.45,-47.17,-28.5,13.3,9.13,5.81,2251 +9598.6,14274,44070,2000.7,2006,65364,-3.56,-23.14,-13.3,-14.25,-8.3,-18.26,2251 +8633.3,12706,44530,1950,1970,64870,50.73,1832.5,89.3,856.9,510.45,627.48,2251 +8769.5,12687,45300,2016.7,2063,64066,105.91,8795,357.2,2584,1050.8,1672.4,2251 +8681.8,12942,43963,1996.3,2026,64574,16.02,-76.54,6.65,13.3,-3.32,14.11,2251.1 +8135,12641,42175,2159.1,2161,65480,71.2,1843.2,131.1,870.2,522.9,643.25,2251.1 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+7934.1,12607,41244,2060.3,2095,64452,129.05,7270.4,289.75,2185.9,1083.2,1812.7,2251.5 +7732.7,12399,40872,1933.1,1963,64537,-5.34,-28.48,-8.55,45.6,17.43,10.79,2251.6 +8162.9,12531,42691,1971.3,1991,64889,30.26,185.12,25.65,125.4,81.34,109.56,2251.6 +6666,10390,42046,3134.6,3142,65381,229.62,14241,594.7,4176.2,1953.8,3210.4,2251.8 +7671.4,12103,41540,1920.6,1939,64915,145.07,8227.2,362.9,2476.6,1147.9,1822.7,2251.8 +7473,12166,40256,1867.2,1922,63668,-16.91,-109.47,-5.7,-2.85,10.79,-7.47,2252 +7654.3,12293,40806,1894.8,1937,64109,-6.23,-50.73,9.5,5.7,-4.98,3.32,2252 +7474.5,12086,40530,2138.7,2162,64829,77.43,1876.1,136.8,902.5,494.68,614.2,2252 +8307,13435,40521,2177.8,2191,65142,4.45,-121.04,13.3,-7.6,0,-0.83,2252 +7508.3,12286,40051,1923.3,1982,63595,-16.02,96.12,12.35,0,23.24,20.75,2252 +7433.8,12211,39897,2015.8,2051,64413,0,224.28,12.35,106.4,58.93,73.87,2252.1 +7392.1,12071,40133,1929.5,1971,64157,0,187.79,24.7,84.55,92.13,98.77,2252.1 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+8110,12797,41533,2062.1,2109,64080,-2.67,26.7,7.6,35.15,31.54,23.24,2259.4 +7693,12313,40946,1907.3,1945,64265,16.02,7.12,-16.15,8.55,10.79,19.09,2259.5 +7842.9,12525,41038,2015,2045,64573,38.27,44.5,36.1,62.7,42.33,27.39,2259.6 +7827.3,12369,41472,1890.4,1921,64491,24.03,459.24,28.5,201.4,180.11,167.66,2259.7 +7845.9,12591,40838,1896.6,1963,63319,-21.36,-27.59,-7.6,13.3,3.32,-16.6,2259.8 +7880.7,12571,41084,1956.2,2015,63624,-35.6,132.61,-11.4,22.8,18.26,10.79,2259.8 +7759.6,12312,41304,1846.8,1884,64240,7.12,144.18,-28.5,0,11.62,3.32,2259.8 +7844.9,12514,41084,1972.2,2038,63421,4.45,-79.21,15.2,-2.85,-4.15,9.13,2259.8 +9241.9,14578,41547,2112.9,2146,64524,-10.68,298.15,12.35,243.2,104.58,97.94,2259.9 +8038.5,12739,41354,1933.1,1991,63629,-1.78,315.95,3.8,60.8,97.11,78.02,2259.9 +8273.2,12707,42669,1999.8,2007,65302,108.58,8741.6,344.85,2564.1,1087.3,1748,2260 +8068.8,12609,41938,2064.8,2069,65403,18.69,716.45,28.5,266.95,178.45,156.87,2260.1 +8277.1,12967,41833,2087.1,2119,64548,-5.34,136.17,18.05,39.9,28.22,42.33,2260.1 +8870.5,13346,43559,2218.8,2226,65323,121.93,8771.8,338.2,2675.2,1130.5,1788.7,2260.2 +8437.3,12553,44049,1901,1929,64586,10.68,16.02,-16.15,16.15,23.24,-4.15,2260.3 +8367.2,12569,43628,1964.2,2013,63948,13.35,510.86,-10.45,222.3,162.68,156.87,2260.3 +8792.6,13451,42839,2339.8,2395,64026,162.87,12490,469.3,3712.6,1674.9,2663.5,2260.3 +8223.7,12691,42467,2034.5,2071,64382,113.92,7735.9,283.1,2311.3,1113.9,1858.4,2260.3 +8468.2,12587,44091,2055.9,2091,64436,8.9,-10.68,-7.6,43.7,24.07,-9.13,2260.4 +8339.3,12731,42929,2010.5,2043,64494,-16.02,452.12,5.7,107.35,71.38,80.51,2260.4 +8169.3,12539,42697,2035.4,2079,64163,18.69,483.27,51.3,213.75,151.06,163.51,2260.4 +7973.8,12159,42978,1837,1887,63798,55.18,1990,114,844.55,505.47,652.38,2260.5 +8073.2,12348,42848,1993.6,2044,63920,11.57,496.62,19.95,225.15,162.68,176.79,2260.5 +8267.3,12658,42803,1950,2002,63833,-9.79,168.21,-17.1,15.2,4.15,10.79,2260.5 +8289.8,12623,43039,2011.4,2059,64021,59.63,1924.2,108.3,930.05,505.47,627.48,2260.5 +8165.9,12540,42676,1914.4,1980,63364,11.57,163.76,-3.8,-11.4,18.26,10.79,2260.5 +4058.2,5954,44669,3105.2,3122,65184,0,-64.08,-14.25,21.85,4.15,20.75,2260.5 +8227.6,12529,43036,1944.7,1953,65256,20.47,-109.47,-37.05,-12.35,-4.15,-19.09,2260.5 +4109.6,6084,44268,3469.2,3504,64886,154.86,4409.9,275.5,1896.2,1277.4,1601.9,2260.6 +9711.8,14610,43564,2100.4,2134,64504,0.89,415.63,9.5,146.3,112.05,89.64,2260.6 +8500.5,12842,43380,2051.4,2110,63717,-2.67,-9.79,-27.55,-21.85,-21.58,10.79,2260.7 +10028,14614,44972,2175.2,2198,64855,3.56,7.12,-12.35,46.55,15.77,12.45,2260.8 +8992,12434,47394,3463.9,3458,65647,404.06,31252,1152.3,8758,3744.1,5920.4,2260.9 +8671.5,12634,44982,1998,2010,65146,-4.45,-22.25,2.85,5.7,3.32,9.96,2261 +8871.5,13110,44348,2159.1,2230,63454,-48.95,133.5,-8.55,-2.85,-18.26,2.49,2261 +8853.3,13616,42612,2368.3,2356,65878,-4.45,47.17,19,40.85,45.65,32.37,2261.1 +8026.7,12539,41952,2017.6,2043,64722,-4.45,103.24,-12.35,17.1,9.96,8.3,2261.1 +7933.6,12527,41505,2077.3,2143,63526,121.93,8544,317.3,2467.1,1133.8,1807.7,2261.2 +8209,12883,41759,2019.4,2035,65034,27.59,558.03,49.4,228.95,179.28,196.71,2261.2 +8277.6,12861,42180,2177.8,2189,65202,132.61,8937.4,333.45,2626.8,1153.7,1780.3,2261.4 +8009.1,12471,42088,1816.5,1843,64593,-6.23,-105.02,-5.7,-21.85,-12.45,-8.3,2261.4 +8093.3,12373,42868,1939.3,1953,65077,32.04,1826.3,96.9,779.95,507.13,649.89,2261.5 +8340.8,12643,43235,2007.8,2003,65694,-8.01,-102.35,-20.9,-18.05,-17.43,-22.41,2261.5 +8359.9,12745,42987,1886.8,1929,64102,-14.24,190.46,-9.5,15.2,4.98,-2.49,2261.6 +8117.3,12258,43398,1909,1910,65503,-2.67,95.23,-19,-26.6,-19.92,4.15,2261.7 +7975.7,12390,42187,1938.4,1970,64485,139.73,8032.3,320.15,2317.1,1127.1,1859.2,2261.7 +8315.3,12911,42208,2420.8,2443,64940,92.56,2311.3,182.4,1148.5,716.29,907.19,2261.7 +9146.8,14133,42415,2106.6,2133,64726,179.78,10852,454.1,3349.7,1474.9,2389.6,2261.8 +8080.6,12495,42383,2015.8,2047,64539,113.03,9110,323.95,2570.7,1082.3,1730.5,2261.9 +8450,12638,43819,1932.2,1946,65071,-2.67,246.53,0.95,49.4,20.75,20.75,2262.1 +8349.6,12815,42700,2061.2,2095,64480,-12.46,235.85,13.3,11.4,13.28,11.62,2262.1 +8047.8,12170,43338,2025.6,1998,66443,21.36,459.24,46.55,236.55,178.45,158.53,2262.2 +8136.9,12234,43589,1873.4,1902,64552,-3.56,72.98,7.6,46.55,19.09,6.64,2262.2 +7200.6,10995,42919,1986.5,1991,65387,2.67,-113.92,16.15,5.7,7.47,-16.6,2262.3 +8303.5,12606,43168,2029.2,2074,64120,2.67,828.59,31.35,278.35,195.05,209.16,2262.4 +8303,12553,43348,2011.4,2041,64586,121.93,7718.1,338.2,2228.7,1136.3,1900.7,2262.4 +8499.5,12696,43874,2056.8,2072,65055,-7.12,253.65,32.3,100.7,89.64,77.19,2262.4 +8536.3,12500,44755,1950.9,1920,66590,0,-111.25,-5.7,2.85,-2.49,-15.77,2262.4 +8637.7,12677,44654,2079.9,2101,64879,-17.8,192.24,11.4,-8.55,15.77,-1.66,2262.4 +8653.4,12808,44278,2021.2,1992,66496,71.2,1885,133,925.3,525.39,619.18,2262.5 +9690.7,14581,43556,2024.8,2021,65658,3.56,194.02,38.95,125.4,102.92,122.01,2262.5 +8070.8,12265,43125,1950.9,1965,65065,3.56,133.5,-2.85,6.65,12.45,-2.49,2262.5 +4260.1,5935,47041,2711.8,2731,65076,22.25,386.26,12.35,215.65,204.18,224.93,2262.6 +9036.1,12879,45981,2039,2043,65407,35.6,640.8,54.15,241.3,144.42,177.62,2262.6 +9305.6,13463,45298,2233.9,2211,66215,25.81,331.08,50.35,178.6,107.07,146.91,2262.8 +8447.6,12330,44900,1898.4,1918,64865,0,211.82,14.25,80.75,64.74,58.93,2262.8 +8619.1,12514,45138,1830.7,1810,66287,59.63,1950.9,135.85,855,499.66,583.49,2262.9 +8310.9,12519,43507,1973.1,1955,66144,34.71,9.79,11.4,32.3,45.65,29.88,2262.9 +8596.6,13529,41643,2321.1,2333,65202,-11.57,79.21,33.25,18.05,22.41,19.09,2263 +7958.6,12726,40985,2037.2,2054,65000,5.34,174.44,32.3,-14.25,4.15,-4.15,2263.1 +7817.5,12314,41605,1959.8,1966,65329,121.93,8504,318.25,2556.4,1098.1,1748.8,2263.1 +8209.5,12649,42534,1998,1993,65702,71.2,1865.4,128.25,849.3,483.89,620.84,2263.1 +7867.4,12182,42325,1974.9,1990,65039,17.8,-89.89,25.65,-4.75,-3.32,11.62,2263.3 +7844.4,11968,42955,1767.5,1760,65817,-9.79,199.36,11.4,89.3,83,67.23,2263.3 +7880.2,12210,42296,1917.1,1922,65368,-4.45,217.16,-13.3,39.9,-1.66,1.66,2263.4 +8053.6,12846,41087,2052.3,2094,64232,8.01,461.02,37.05,254.6,184.26,174.3,2263.5 +7852.3,12494,41188,2039,2062,64805,24.03,304.38,25.65,131.1,83.83,107.07,2263.6 +7789,12539,40710,1976.7,2011,64418,11.57,554.47,22.8,229.9,186.75,191.73,2263.7 +7680.3,12362,40716,1931.3,1962,64511,14.24,-4.45,22.8,31.35,13.28,11.62,2263.7 +7301.5,11630,41144,1747.1,1802,63538,23.14,418.3,58.9,242.25,136.12,148.57,2263.8 +7697.9,12287,41059,1914.4,1931,64972,3.56,-24.92,15.2,5.7,9.13,5.81,2263.8 +8016.4,12583,41752,1965.1,2007,64168,-25.81,2.67,-0.95,21.85,-5.81,8.3,2263.8 +7971.3,12433,42018,1915.3,1957,64139,44.5,1899.3,135.85,863.55,532.03,642.42,2263.9 +8250.6,12662,42704,1980.3,1990,65215,1.78,428.09,26.6,235.6,156.87,178.45,2263.9 +7821.4,12350,41505,1969.6,1978,65257,26.7,1748.8,112.1,864.5,526.22,632.46,2264 +7912,12411,41779,2178.7,2187,65288,38.27,1840.5,114.95,890.15,517.92,616.69,2264 +8194.3,12291,43692,1928.6,1927,65591,138.84,8809.2,336.3,2565,1079,1713.1,2264 +8376.1,12906,42533,2064.8,2094,64622,-15.13,202.92,-19.95,10.45,24.9,-4.15,2264.1 +8482.9,13034,42653,2036.3,2058,64846,1.78,322.18,19,117.8,75.53,89.64,2264.1 +7733.7,12268,41313,1926,1928,65467,0.89,109.47,-12.35,-3.8,-7.47,-1.66,2264.2 +7810.6,12225,41871,1890.4,1893,65445,8.01,145.96,-4.75,0.95,24.07,-4.98,2264.2 +8102.2,12580,42208,2006.1,2016,65213,10.68,232.29,38,29.45,32.37,28.22,2264.2 +8104.6,12559,42292,1959.8,1967,65295,21.36,631.9,25.65,253.65,176.79,179.28,2264.2 +7937.5,12395,41968,1998,1999,65505,3.56,-67.64,4.75,40.85,24.07,17.43,2264.2 +7685.7,11990,42009,1882.3,1890,65271,28.48,537.56,37.05,225.15,174.3,183.43,2264.4 +8492.7,12554,44335,2148.5,2142,65734,23.14,548.24,24.7,250.8,152.72,164.34,2264.4 +8630.9,12835,44070,2127.1,2119,65787,26.7,173.55,13.3,32.3,21.58,49.8,2264.5 +8384.4,12770,43029,2029.2,2038,65253,58.74,2129.8,130.15,893,485.55,566.06,2264.5 +8430.9,12467,44319,1929.5,1943,65081,7.12,-95.23,-9.5,13.3,14.94,13.28,2264.6 +8241.8,12590,42902,1916.2,1950,64399,14.24,-101.46,13.3,11.4,8.3,-2.49,2264.6 +9952.4,14746,44232,2156.5,2158,65490,12.46,64.97,3.8,43.7,15.77,18.26,2264.6 +8932.7,13304,44003,2075.5,2104,64648,143.29,8342,321.1,2513.7,1137.1,1801.1,2264.6 +8379.5,12416,44230,1911.7,1892,66219,19.58,-80.1,12.35,13.3,10.79,18.26,2264.7 +8459.9,12644,43849,1918.8,1920,65496,10.68,164.65,27.55,132.05,97.11,97.94,2264.7 +7931.1,12438,41789,1918.8,1958,64225,-19.58,-78.32,6.65,24.7,19.09,16.6,2264.7 +7915,12297,42182,1880.6,1933,63758,-17.8,21.36,-37.05,-43.7,-8.3,-12.45,2264.8 +8075.2,12443,42531,1857.4,1883,64646,-12.46,165.54,-11.4,-0.95,4.98,9.13,2264.8 +7909.1,12324,42059,1946.4,1952,65349,-16.91,-50.73,-8.55,-19.95,-32.37,-15.77,2264.8 +8123.2,12802,41584,1917.9,1974,63675,18.69,189.57,-1.9,7.6,19.09,19.09,2264.8 +5839.8,9007,42491,2629.9,2667,64626,7.12,79.21,46.55,48.45,55.61,61.42,2265 +7857.6,12046,42749,1864.5,1902,64246,-12.46,461.91,13.3,265.05,141.93,150.23,2265 +8126.7,12487,42651,1912.6,1991,62956,-17.8,-123.71,4.75,-25.65,3.32,-8.3,2265 +8127.1,12491,42640,1921.5,1967,64020,7.12,110.36,-16.15,39.9,33.2,20.75,2265.1 +7673.4,12323,40809,1970.5,2007,64343,144.18,8150.6,315.4,2393.1,1133.8,1863.3,2265.2 +7551.4,12230,40465,1957.1,1942,66046,30.26,-129.05,-14.25,12.35,14.94,-19.92,2265.2 +7834.6,12578,40821,1948.2,1954,65342,1.78,-50.73,-2.85,0.95,-6.64,-25.73,2265.3 +7742.5,12663,40070,2046.1,2087,64252,9.79,0,0,26.6,11.62,1.66,2265.3 +6735.1,11444,38569,2086.2,2160,63296,2.67,158.42,21.85,-6.65,11.62,3.32,2265.3 +7216.2,12266,38556,1936.6,2014,63019,-12.46,150.41,4.75,7.6,-19.92,-7.47,2265.4 +7013.9,11922,38556,1893.9,1894,65533,16.91,27.59,-23.75,23.75,8.3,10.79,2265.6 +7111.4,12143,38380,1933.1,1963,64537,5.34,-81.88,-1.9,1.9,9.13,2.49,2265.6 +7956.6,13191,39530,2303.3,2327,64869,5.34,560.7,15.2,157.7,107.9,118.69,2265.6 +7396.1,12039,40262,1871.7,1875,65420,15.13,-77.43,10.45,1.9,6.64,1.66,2265.8 +7788.6,12394,41184,1866.3,1866,65548,-1.78,167.32,9.5,102.6,75.53,73.87,2265.8 +7539.6,11990,41211,1856.5,1878,64787,53.4,1871.7,107.35,812.25,513.77,619.18,2265.8 +7344.6,11889,40486,1935.8,1937,65494,12.46,201.14,20.9,121.6,83.83,83,2266 +7440.6,11959,40775,1872.6,1843,66587,39.16,203.81,46.55,114.95,100.43,92.13,2266 +7696.9,12343,40867,2105.7,2099,65746,144.18,8401.6,377.15,2751.2,1110.5,1746.3,2266 +7490.1,12037,40780,1921.5,1953,64479,22.25,255.43,7.6,44.65,29.05,24.9,2266.1 +7524.9,12159,40559,1871.7,1887,65004,15.13,236.74,38,95.95,78.85,62.25,2266.1 +7986.5,12626,41454,1996.3,2006,65218,32.04,113.92,29.45,23.75,36.52,32.37,2266.2 +7867,12231,42153,1912.6,1955,64115,-2.67,379.14,-1.9,82.65,79.68,84.66,2266.4 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+8227.1,12608,42764,2005.2,2020,65055,-9.79,-19.58,5.7,14.25,-14.11,-3.32,2288.1 +7987,12267,42670,1903.7,1915,65150,146.85,7425.3,351.5,2385.4,1145.4,1853.4,2288.2 +8351.1,12786,42804,2024.8,2034,65238,150.41,8477.3,347.7,2544.1,1155.4,1837.6,2288.2 +7922.3,12173,42652,2068.4,2061,65770,23.14,554.47,61.75,265.05,156.87,181.77,2288.2 +8164.9,12606,42447,1998,2030,64505,73.87,1934,141.55,923.4,507.13,590.96,2288.3 +7952.7,12344,42222,1907.3,1928,64831,22.25,280.35,-14.25,38.95,18.26,5.81,2288.3 +5813.9,8731,43640,2314,2271,66777,53.4,906.91,76.95,427.5,307.93,354.41,2288.3 +7746.4,11817,42961,3112.3,3165,64445,41.83,830.37,49.4,414.2,274.73,296.31,2288.4 +8099.7,12552,42290,2103.1,2092,65883,20.47,80.99,40.85,52.25,39.84,31.54,2288.4 +7891.5,12250,42218,1987.4,1998,65187,11.57,24.03,4.75,46.55,14.11,19.92,2288.4 +7797.4,12123,42152,1931.3,1935,65411,16.91,-78.32,0.95,4.75,-18.26,-5.81,2288.4 +8073.7,12468,42438,1997.2,2016,64924,24.03,178.89,13.3,144.4,81.34,72.21,2288.4 +7781.2,11894,42874,1908.2,1910,65473,24.03,678.18,47.5,206.15,147.74,171.81,2288.6 +8174.2,12305,43535,1974,1941,66651,29.37,447.67,51.3,245.1,174.3,182.6,2288.6 +8283,12754,42562,2062.1,2102,64293,73.87,1754.2,114.95,790.4,514.6,651.55,2288.7 +8138.4,12550,42499,1933.1,1954,64834,5.34,120.15,7.6,54.15,14.94,24.07,2288.7 +8096.8,12446,42635,2006.9,2026,64920,-10.68,2.67,20.9,23.75,15.77,31.54,2288.7 +7348.5,11150,43192,2500.9,2554,64173,-15.13,141.51,-9.5,9.5,2.49,-15.77,2288.7 +8023.3,12330,42645,1863.7,1882,64897,-27.59,-44.5,-18.05,-8.55,-0.83,-4.15,2288.8 +7959.6,12245,42600,1835.2,1877,64076,-22.25,176.22,-9.5,10.45,6.64,-8.3,2288.9 +7936,12334,42168,1845.9,1930,62679,-21.36,96.12,-18.05,-8.55,-9.13,-19.92,2288.9 +7999.3,12427,42185,1879.7,1947,63270,-3.56,-118.37,1.9,2.85,-8.3,-2.49,2288.9 +8199.2,12732,42204,1960.7,2012,63864,-11.57,110.36,24.7,24.7,24.07,10.79,2289 +8080.1,12355,42860,1953.5,1991,64303,7.12,154.86,26.6,40.85,42.33,14.11,2289.1 +8089.9,12547,42255,2020.3,2055,64429,11.57,147.74,17.1,43.7,31.54,23.24,2289.3 +8206.5,12557,42830,1965.1,1993,64619,-13.35,155.75,1.9,14.25,9.96,13.28,2289.3 +8214.9,12733,42281,1998,2041,64157,62.3,1873.4,110.2,841.7,504.64,600.09,2289.3 +8071.8,12506,42299,2011.4,2030,64936,-9.79,720.9,40.85,234.65,146.91,167.66,2289.4 +8260.4,12758,42433,2156.5,2166,65248,19.58,204.7,41.8,137.75,78.85,100.43,2289.4 +6826.2,10182,43936,2295.3,2322,64783,23.14,360.45,22.8,183.35,131.97,132.8,2289.4 +8244.7,12630,42781,1995.4,2002,65319,71.2,1868.1,142.5,919.6,524.56,654.87,2289.5 +8212.9,12594,42738,1964.2,1986,64818,25.81,32.04,-19.95,33.25,10.79,16.6,2289.5 +9026.3,13661,43302,2292.6,2329,64513,47.17,864.19,68.4,401.85,239.04,264.77,2289.5 +6079.4,8999,44274,2307.8,2307,65558,22.25,-81.88,12.35,12.35,15.77,15.77,2289.5 +8081.1,12494,42388,2023,2030,65309,129.94,8672.2,332.5,2511.8,1142.9,1857.5,2289.6 +8068.3,12385,42694,1946.4,1973,64653,-13.35,161.09,0.95,-28.5,-37.35,-9.96,2289.7 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+7944.4,12322,42253,1926,1942,64995,-2.67,-32.93,-13.3,5.7,-6.64,0,2290.3 +8028.2,12367,42543,1952.7,1995,64145,120.15,8498.6,307.8,2492.8,1098.9,1752.1,2290.3 +8009.5,12439,42199,2049.7,2087,64364,121.93,8398,320.15,2425.3,1135.4,1862.5,2290.4 +7970.8,12255,42626,1911.7,1915,65424,19.58,212.71,27.55,112.1,87.15,71.38,2290.5 +8106.1,12468,42608,2006.1,1988,66131,-2.67,156.64,19,7.6,26.56,9.13,2290.5 +7734.7,11939,42457,2153.8,2147,65744,14.24,-83.66,20.9,13.3,14.11,5.81,2290.6 +7924.8,12195,42588,1890.4,1891,65514,-1.78,66.75,4.75,16.15,8.3,5.81,2290.6 +8033.6,12388,42500,1927.7,1920,65800,7.12,-95.23,12.35,17.1,-3.32,-3.32,2290.6 +7904.7,12308,42090,2004.3,2052,64012,70.31,2078.1,124.45,869.25,544.48,634.12,2290.6 +7917.4,12179,42604,1958.9,1959,65532,0.89,134.39,-0.95,11.4,0.83,14.94,2290.7 +8857.7,13598,42690,2270.4,2282,65203,16.91,373.8,7.6,171.95,127.82,118.69,2290.8 +7917.9,12327,42095,1933.1,1959,64669,27.59,404.06,41.8,191.9,168.49,202.52,2290.8 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+8034.5,12490,42158,1895.7,1962,63321,-24.03,120.15,-14.25,-55.1,-62.25,-15.77,2300.1 +8043.4,12231,43098,1832.5,1879,63915,-2.67,350.66,18.05,94.05,62.25,82.17,2300.1 +8254.5,12526,43188,1895.7,1934,64238,-8.01,56.96,-6.65,7.6,-9.13,5.81,2300.1 +9614.3,14406,43737,2114.6,2118,65432,4.45,326.63,20.9,140.6,89.64,101.26,2300.1 +8409.4,12516,44033,1980.3,1972,65810,19.58,569.6,10.45,241.3,140.27,151.89,2300.2 +8675.9,12943,43930,2241.9,2267,64811,111.25,8843,326.8,2581.1,1099.8,1762.1,2300.2 +8515.2,12598,44297,1927.7,1938,65189,20.47,700.43,28.5,241.3,133.63,151.89,2300.2 +8327.1,12403,43999,1918.8,1939,64855,7.12,-71.2,-23.75,-11.4,2.49,-4.98,2300.2 +8544.6,12441,45011,1909,1913,65401,8.01,92.56,-26.6,3.8,-9.13,9.96,2300.3 +8622,12513,45157,1901,1905,65400,1.78,45.39,-1.9,-8.55,24.07,15.77,2300.4 +8447.1,12482,44351,3277.9,3286,65374,3.56,306.16,-12.35,73.15,25.73,37.35,2300.4 +7851.8,12210,42144,1961.6,1986,64730,26.7,211.82,19.95,134.9,100.43,101.26,2300.5 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+7966.4,12225,42707,1844.1,1857,65080,15.13,471.7,46.55,209.95,158.53,185.09,2302.2 +8433.9,13189,41908,2287.3,2289,65487,-15.13,227.84,-1.9,27.55,31.54,24.9,2302.2 +8344.7,12603,43393,1950.9,1983,64474,115.7,7929.9,326.8,2383.6,1121.3,1855,2302.3 +7785.6,12378,41221,1960.7,1994,64441,-13.35,-36.49,9.5,-15.2,-17.43,-1.66,2302.4 +7917.9,12367,41959,2048.8,2063,65084,20.47,162.87,-11.4,92.15,65.57,92.96,2302.4 +7318.6,11783,40706,1924.2,1955,64503,11.57,627.45,15.2,197.6,172.64,171.81,2302.4 +7654.3,12318,40723,1872.6,1898,64658,1.78,-83.66,1.9,10.45,-0.83,4.15,2302.4 +7645.5,12081,41475,1934,1909,66393,26.7,342.65,26.6,107.35,80.51,78.02,2302.5 +7559.7,12059,41084,1881.5,1903,64794,29.37,-2.67,-17.1,2.85,30.71,31.54,2302.5 +8357,13249,41338,2282.8,2289,65360,92.56,2969.9,207.1,1340.4,737.04,866.52,2302.5 +7666.5,12246,41028,1886.8,1910,64740,49.84,1958,141.55,835.05,482.23,610.88,2302.6 +7788.6,12314,41451,2084.4,2058,66376,15.13,-101.46,-1.9,-18.05,-1.66,3.32,2302.6 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+8375.1,12610,43527,2042.5,2086,64171,14.24,-61.41,-21.85,22.8,6.64,-0.83,2386 +8512.8,12811,43548,1934.9,1979,64074,64.97,1796,120.65,859.75,515.43,647.4,2386.1 +8623.5,12679,44574,2137.8,2163,64772,52.51,1922.4,127.3,915.8,530.37,626.65,2386.1 +7974.3,12111,43151,1855.7,1903,63905,0,89,-4.75,14.25,13.28,12.45,2386.3 +8061.5,12383,42665,1997.2,2047,63940,-8.01,258.99,-18.05,46.55,18.26,7.47,2386.4 +8113.9,12601,42199,2035.4,2077,64224,2.67,-4.45,-10.45,36.1,35.69,8.3,2386.4 +7963.5,12471,41849,1973.1,1987,65079,49.84,1820,96.9,859.75,525.39,627.48,2386.4 +7753.8,12187,41696,1902.8,1935,64446,1.78,202.92,31.35,99.75,117.03,92.13,2386.4 +4178.7,6558,41759,2967.3,2986,65125,25.81,1707,112.1,645.05,450.69,476.42,2386.5 +7451.9,12072,40455,1842.3,1896,63680,-19.58,-108.58,-26.6,12.35,-22.41,-0.83,2386.6 +8228.6,12973,41568,2202.8,2237,64533,137.95,8729.1,341.05,2485.2,1204.3,1892.4,2386.7 +7951.7,12364,42148,1966,1992,64681,3.56,-58.74,-4.75,-15.2,5.81,-9.13,2386.7 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+7968.9,12094,43182,1832.5,1854,64776,-13.35,145.96,12.35,-14.25,-19.09,5.81,2420 +5967.7,8783,44529,2570.3,2603,64713,-8.9,97.9,-2.85,55.1,15.77,47.31,2420 +8580.4,13221,42533,2293.5,2341,64207,27.59,144.18,2.85,104.5,73.87,79.68,2420 +8327.5,12584,43369,2007.8,2028,64885,130.83,8479.9,345.8,2556.4,1112.2,1825.2,2420.1 +9431,14380,42981,2153.8,2184,64630,164.65,10576,406.6,3211.9,1338,2123.1,2420.1 +8177.1,12530,42769,1895.7,1942,63974,8.9,-80.1,15.2,-1.9,2.49,39.84,2420.2 +8060.5,12334,42829,1883.2,1914,64483,5.34,275.9,33.25,62.7,55.61,31.54,2420.2 +7676.3,11632,43249,3026.9,3044,65168,8.01,-38.27,1.9,24.7,36.52,25.73,2420.3 +8278.1,12634,42941,1942,2014,63192,-12.46,-151.3,0.95,-7.6,10.79,-15.77,2420.4 +8164.4,12634,42351,1897.5,1966,63252,-11.57,-115.7,10.45,15.2,13.28,-26.56,2420.5 +8132.5,12426,42892,1920.6,1962,64154,3.56,129.05,28.5,115.9,91.3,73.87,2420.5 +8061.5,12402,42599,2125.3,2114,65887,122.82,8174.6,340.1,2552.6,1132.9,1796.1,2420.5 +8358.4,12845,42645,2013.2,2057,64140,16.91,515.31,30.4,257.45,170.98,172.64,2420.6 +9318.8,14568,41922,2125.3,2168,64246,18.69,243.86,32.3,142.5,86.32,101.26,2420.7 +7815,12142,42181,1884.1,1902,64920,-5.34,55.18,26.6,1.9,-1.66,6.64,2420.7 +7989.9,12435,42109,2019.4,2003,66073,40.05,232.29,57.95,143.45,111.22,107.9,2420.7 +8296.7,12823,42403,2011.4,2023,65160,155.75,8429.2,374.3,2571.6,1167.8,1860,2420.7 +5222.9,7804,43861,2679.8,2700,65045,43.61,971.88,44.65,501.6,306.27,378.48,2420.8 +8554.9,13302,42148,2229.4,2262,64593,-5.34,-55.18,-16.15,-37.05,-11.62,-18.26,2420.8 +8225.1,12668,42552,2031.9,2076,64143,-1.78,-56.07,-3.8,19.95,34.03,8.3,2420.8 +7886.1,12274,42107,1980.3,1990,65215,115.7,7321.1,355.3,2355.1,1136.3,1874.1,2420.8 +8028.2,12330,42671,1897.5,1962,63381,21.36,355.11,22.8,89.3,85.49,103.75,2420.8 +9485.9,14487,42912,2112,2183,63404,10.68,252.76,38.95,117.8,99.6,105.41,2420.9 +8109.5,12536,42395,1860.1,1932,63097,48.95,1951.8,116.85,865.45,491.36,617.52,2420.9 +8318.2,12472,43709,2056.8,2092,64433,129.94,8704.2,327.75,2594.4,1019.2,1645.9,2420.9 +8440.7,12638,43771,2089.7,2110,64906,3.56,146.85,8.55,-6.65,-6.64,-4.15,2420.9 +8669.1,12987,43747,2241,2319,63332,-12.46,155.75,-22.8,-37.05,-24.07,-19.09,2421 +9041.5,13102,45225,2068.4,2142,63283,1.78,61.41,-0.95,30.4,9.13,4.98,2421 +8558.8,12579,44591,1952.7,1987,64403,14.24,52.51,2.85,33.25,15.77,24.07,2421.1 +8383.4,12459,44098,1975.8,2063,62766,56.96,1772,117.8,828.4,516.26,644.08,2421.2 +8613.2,12671,44549,1972.2,2031,63640,9.79,173.55,0,-4.75,14.11,4.98,2421.2 +8168.3,12491,42856,1986.5,2031,64099,34.71,-0.89,-10.45,0,24.07,-11.62,2421.3 +8291.3,12547,43307,2006.1,2003,65636,12.46,226.06,1.9,31.35,23.24,13.28,2421.3 +8127.1,12335,43180,1958,1963,65369,17.8,-80.99,4.75,21.85,15.77,3.32,2421.3 +8368.2,12779,42916,1982.9,2043,63609,5.34,-34.71,-2.85,26.6,8.3,7.47,2421.3 +8145.8,12090,44156,2358.5,2410,64136,0,1120.5,37.05,386.65,237.38,270.58,2421.5 +8369.7,12527,43787,1993.6,2047,63826,-22.25,170.88,-12.35,-0.95,-8.3,2.49,2421.6 +8540.7,12522,44699,1942,1998,63698,-9.79,275.01,17.1,38,38.18,27.39,2421.6 +5042.6,6831,48378,2904.1,2901,65605,148.63,5687.1,374.3,2534.6,1542.1,1831.8,2421.6 +9031.2,13033,45413,2134.2,2221,62975,133.5,7354.1,290.7,2214.4,1109.7,1848.4,2421.7 +4930.4,7103,45490,2464.4,2511,64320,0,60.52,7.6,49.4,48.14,16.6,2421.8 +8135,12417,42936,2025.6,2053,64663,-0.89,188.68,0,8.55,3.32,3.32,2421.9 +4741.2,6922,44889,2883.6,2878,65664,24.92,-46.28,-1.9,20.9,10.79,20.75,2422 +8237.4,12685,42558,2023,2077,63831,-12.46,163.76,-8.55,1.9,13.28,-14.94,2422 +7987,12308,42528,2004.3,2016,65155,-14.24,110.36,-10.45,47.5,33.2,30.71,2422 +8211.9,12541,42913,1942,1965,64768,-17.8,201.14,17.1,85.5,59.76,55.61,2422 +8150.2,12638,42264,1910.8,1934,64751,2.67,492.17,40.85,252.7,168.49,179.28,2422.2 +8328,12690,43009,1987.4,2022,64414,1.78,29.37,8.55,21.85,20.75,9.96,2422.2 +8622,12694,44513,2015.8,2082,63454,7.12,106.8,-4.75,13.3,10.79,1.66,2422.3 +8622,12978,43539,2092.4,2150,63780,124.6,7972.6,333.45,2400.6,1109.7,1845.1,2422.3 +8202.1,12622,42587,1889.5,1966,62985,15.13,12.46,-27.55,15.2,37.35,26.56,2422.4 +8316.3,12792,42606,1984.7,2088,62294,-24.92,168.21,-18.05,10.45,13.28,22.41,2422.5 +8196.2,12522,42896,2003.4,2094,62700,-4.45,480.6,-8.55,222.3,147.74,157.7,2422.5 +8149.2,12474,42814,1856.5,1918,63436,-12.46,-73.87,-33.25,-24.7,-19.09,-15.77,2422.5 +7931.1,12350,42087,1954.4,2010,63724,4.45,97.01,-17.1,-0.95,-2.49,18.26,2422.5 +7823.3,12104,42359,1890.4,1932,64124,-4.45,103.24,30.4,14.25,3.32,9.96,2422.6 +8114.9,12467,42658,1937.5,1959,64818,5.34,-40.05,-11.4,-3.8,-12.45,7.47,2422.6 +8095.3,12395,42802,1935.8,1947,65157,1.78,181.56,-39.9,22.8,-4.98,9.96,2422.6 +8154.1,12479,42823,2037.2,2063,64717,-5.34,209.15,-9.5,8.55,4.15,39.84,2422.6 +8328,12562,43447,1917.9,1954,64327,12.46,210.04,3.8,113.05,93.79,97.94,2422.8 +8760.7,12646,45401,1953.5,2002,63950,-20.47,492.17,18.05,215.65,151.89,166,2422.9 +8492.2,12779,43551,1959.8,2031,63238,-25.81,64.08,-36.1,-25.65,-7.47,-5.81,2422.9 +8537.3,12839,43578,1985.6,2067,62955,-29.37,151.3,-21.85,-9.5,-3.32,3.32,2422.9 +8789.6,12641,45569,1887.7,1941,63736,-19.58,165.54,-57.95,-30.4,-21.58,-23.24,2423 +9267.4,13066,46483,2125.3,2202,63254,92.56,8981,313.5,2533.6,1107.2,1788.7,2423 +8844.5,12622,45922,1955.3,2014,63627,0,98.79,4.75,4.75,9.96,7.47,2423 +8662.7,12396,45799,1901,1960,63565,107.69,7473.3,306.85,2202.1,1093.9,1821,2423 +9260,13014,46632,1924.2,1958,64404,121.04,8240.5,298.3,2460.5,1109.7,1808.6,2423 +8030.6,12405,42426,2015,2054,64290,130.83,7896.1,335.35,2347.4,1126.3,1833.5,2423.2 +8119.3,12467,42681,2062.1,2087,64755,3.56,-23.14,-7.6,-6.65,30.71,20.75,2423.2 +9342.8,14319,42761,1997.2,2015,64956,-10.68,-65.86,-6.65,8.55,-2.49,-6.64,2423.2 +8113.4,12567,42311,1943.8,1987,64110,-8.01,98.79,19,20.9,8.3,14.94,2423.3 +8176.6,12439,43079,1911.7,1959,63954,-16.91,83.66,-17.1,6.65,9.13,-4.15,2423.3 +8391.7,12867,42742,1969.6,2023,63805,9.79,293.7,4.75,136.8,87.15,92.96,2423.3 +8342.3,12790,42746,1945.5,1986,64201,-9.79,97.01,10.45,5.7,3.32,11.62,2423.3 +8240.8,12667,42636,2021.2,2063,64208,18.69,104.13,18.05,34.2,19.92,20.75,2423.3 +8239.8,12700,42520,2037.2,2088,63942,-20.47,25.81,-8.55,23.75,16.6,15.77,2423.4 +8499.5,13206,42180,2198.3,2278,63243,115.7,7911.2,272.65,2264.8,1147.9,1870,2423.4 +8336.4,12688,43059,1946.4,1975,64588,11.57,-78.32,16.15,21.85,15.77,23.24,2423.5 +8162.4,12274,43583,2027.4,2054,64688,30.26,210.93,28.5,129.2,77.19,96.28,2423.5 +8040.9,12195,43212,1948.2,1987,64257,16.91,201.14,-6.65,116.85,71.38,95.45,2423.5 +9020.9,12927,45733,1982,2043,63580,16.02,427.2,20.9,101.65,93.79,88.81,2423.6 +8944.5,12569,46637,1995.4,2077,62961,28.48,386.26,37.05,213.75,166,187.58,2423.6 +8973.9,12934,45470,1992.7,2054,63580,1.78,-8.9,-7.6,20.9,14.94,0,2423.7 +10145,14716,45182,2125.3,2152,64724,-25.81,470.81,9.5,117.8,103.75,104.58,2423.7 +8872.9,12786,45479,1915.3,1954,64237,2.67,-68.53,17.1,-5.7,-21.58,-1.66,2423.7 +8860.2,12698,45729,1989.2,2042,63840,143.29,7585.5,310.65,2329.4,1149.5,1879.1,2423.7 +8666.1,12921,43955,1972.2,2041,63328,8.9,58.74,8.55,19,22.41,12.45,2423.8 +8169.8,12631,42389,2077.3,2087,65230,21.36,-5.34,0.95,11.4,20.75,24.9,2423.8 +8115.9,12615,42163,2053.2,2099,64107,17.8,699.54,25.65,208.05,176.79,176.79,2423.9 +8467.7,12827,43263,2797.3,2859,64121,-32.04,162.87,-4.75,-4.75,32.37,-3.32,2424.1 +8185,12747,42081,1966.9,2027,63593,11.57,-95.23,2.85,7.6,29.05,3.32,2424.2 +8056.1,12492,42264,1919.7,1960,64190,15.13,166.43,-21.85,3.8,19.09,4.15,2424.2 +8316.8,12420,43885,1896.6,1952,63676,2.67,217.16,-7.6,78.85,97.11,92.13,2424.3 +8223.7,12482,43178,1930.4,1958,64613,21.36,182.45,34.2,88.35,115.37,102.92,2424.3 +8035.5,12419,42404,1904.6,1927,64774,-7.12,-76.54,0.95,-2.85,6.64,-9.13,2424.4 +8173.7,12627,42423,1973.1,2007,64430,-16.02,-18.69,-30.4,3.8,19.09,-12.45,2424.4 +8311.9,12875,42309,2099.5,2155,63848,116.59,8350,326.8,2490.9,1134.6,1797.8,2424.4 +9135.1,14158,42285,2104,2106,65473,5.34,65.86,-5.7,-1.9,25.73,10.79,2424.5 +7984.6,12591,41559,1926,1967,64169,24.92,-96.12,63.65,10.45,43.99,9.96,2424.5 +7986.5,12338,42422,1981.1,1938,66995,8.9,72.98,-13.3,22.8,37.35,19.09,2424.5 +7815.5,12202,41976,1866.3,1918,63770,-10.68,270.56,-6.65,11.4,39.01,20.75,2424.6 +8060,12547,42099,2003.4,2039,64391,0.89,173.55,-5.7,-19.95,16.6,-3.32,2424.6 +7976.2,12395,42173,2025.6,2043,64979,143.29,8707.8,344.85,2610.6,1086.5,1722.3,2424.6 +3833.8,5744,43741,2639.7,2672,64745,-11.57,-77.43,14.25,20.9,18.26,1.66,2424.6 +7866,12207,42230,1936.6,1951,65054,-0.89,-13.35,-3.8,-5.7,-19.09,-7.47,2424.7 +8025.7,12321,42689,1806.7,1841,64315,6.23,65.86,-19,30.4,44.82,4.98,2424.8 +8088.9,12446,42593,1912.6,1978,63369,-24.92,33.82,13.3,-18.05,-2.49,11.62,2424.9 +8202.1,12460,43141,2012.3,2076,63525,-24.92,161.09,5.7,-16.15,6.64,13.28,2424.9 +8437.3,12606,43864,1982,2014,64496,-3.56,-89,17.1,-9.5,-12.45,-9.13,2425.1 +6472.9,9332,45457,2537.4,2596,64056,0.89,-89,-8.55,-7.6,13.28,8.3,2425.1 +7866.5,12253,42074,1859.2,1849,65898,53.4,135.28,36.1,104.5,70.55,73.04,2425.2 +7920.4,12479,41595,1958.9,1999,64221,8.01,-52.51,4.75,17.1,15.77,-9.96,2425.3 +7912,12298,42163,1961.6,1982,64860,145.96,8036.7,366.7,2387.3,1159.5,1857.5,2425.3 +8080.6,12611,41993,1936.6,1971,64394,38.27,-70.31,37.05,23.75,14.11,11.62,2425.3 +7958.6,12414,42015,1964.2,1998,64428,9.79,493.95,4.75,238.45,155.21,173.47,2425.4 +8089.9,12063,43951,1699,1743,63882,15.13,498.4,29.45,217.55,139.44,180.11,2425.5 +9996.5,14790,44295,2067.5,2118,63972,3.56,25.81,3.8,-6.65,1.66,-7.47,2425.5 +8562.8,12475,44983,1885.9,1935,63873,1.78,171.77,-1.9,7.6,0,-3.32,2425.6 +8561.8,12870,43598,2034.5,2066,64538,8.01,-16.91,28.5,51.3,-1.66,20.75,2425.7 +8264.3,12756,42459,2095.9,2100,65410,129.05,8863.5,368.6,2580.2,1094.8,1758.8,2425.8 +7045.2,10863,42504,2726.1,2763,64660,0.89,-85.44,-16.15,25.65,-15.77,9.13,2425.9 +8380.5,13031,42147,2042.5,2067,64761,-1.78,172.66,19,106.4,55.61,95.45,2425.9 +8308,12819,42474,2251.7,2243,65790,12.46,501.07,37.05,260.3,158.53,161.02,2426 +7751.8,12078,42062,1920.6,1978,63635,-2.67,291.03,19.95,114,94.62,92.13,2426.1 +8110.5,12625,42101,2026.5,2021,65715,3.56,-142.4,-35.15,-12.35,-42.33,-5.81,2426.1 +8313.3,12560,43378,1919.7,1940,64851,63.19,1810.3,115.9,877.8,535.35,634.12,2426.4 +8373.1,12731,43103,2013.2,2059,64078,55.18,2016.7,135.85,873.05,527.05,658.19,2426.4 +8128.1,12566,42391,1984.7,2034,63948,-17.8,60.52,-18.05,-7.6,10.79,-7.47,2426.4 +7959.6,12616,41347,1980.3,2024,64119,19.58,22.25,-2.85,-19,-0.83,-7.47,2426.5 +6628.2,10430,41648,1820,1838,64896,3.56,19.58,-0.95,44.65,16.6,19.09,2426.6 +7616.6,11895,41964,1854.8,1859,65387,48.06,172.66,34.2,112.1,99.6,83.83,2426.6 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+8561.3,12659,44322,2050.6,2115,63539,137.95,7460,318.25,2300.9,1132.9,1870.8,2428.2 +6902.6,10506,43058,2388.8,2414,64851,220.72,14932,566.2,4391.9,1868.3,3012.1,2428.2 +8038.5,12486,42192,2049.7,2070,64892,35.6,59.63,31.35,12.35,31.54,27.39,2428.3 +7922.3,12496,41549,1916.2,1968,63810,21.36,158.42,22.8,26.6,21.58,34.03,2428.3 +7683.7,12251,41103,1823.6,1883,63469,0,27.59,-13.3,17.1,0.83,23.24,2428.4 +7456.3,11894,41084,1875.2,1890,65024,-3.56,95.23,-5.7,-0.95,38.18,22.41,2428.7 +7774.8,12186,41813,1905.5,1978,63134,-2.67,153.08,-7.6,14.25,9.13,-17.43,2428.8 +9579.5,14546,43160,2061.2,2086,64758,17.8,276.79,37.05,95,103.75,112.88,2428.8 +8330.5,12637,43202,1905.5,1981,63038,-16.02,78.32,-21.85,7.6,-10.79,-15.77,2428.8 +9037.1,13571,43641,2314,2371,63960,-14.24,153.08,-19.95,-7.6,-14.11,-7.47,2428.8 +9966.1,14822,44066,2231.2,2290,63854,65.86,2600.6,161.5,1133.3,690.56,830,2428.9 +8605.4,12580,44830,1882.3,1940,63589,5.34,243.86,5.7,26.6,34.03,31.54,2429 +8349.1,12663,43210,1874.3,1939,63351,-7.12,4.45,9.5,24.7,27.39,21.58,2429 +8189.9,12362,43418,1867.2,1918,63801,-8.9,-3.56,0.95,-26.6,-5.81,-6.64,2429 +8431.9,13343,41415,2341.6,2399,63968,40.94,1001.3,47.5,349.6,237.38,239.04,2429.2 +7680.3,12194,41277,1898.4,1890,65826,5.34,-92.56,11.4,0.95,5.81,-8.3,2429.2 +3717.1,5927,41101,2561.4,2599,64588,21.36,1365.3,68.4,510.15,407.53,432.43,2429.3 +8061,12775,41353,2142.2,2199,63844,145.96,8698,340.1,2614.4,1120.5,1773.7,2429.3 +8005.1,12727,41221,2107.5,2147,64331,22.25,323.07,-8.55,91.2,65.57,84.66,2429.4 +7948.3,12550,41506,1967.8,2022,63779,-12.46,104.13,-18.05,-8.55,-14.94,-7.47,2429.4 +8019.3,12430,42281,1934.9,1994,63592,-18.69,-78.32,0.95,-3.8,-7.47,9.96,2429.4 +8118.8,12646,42075,1986.5,2018,64512,-2.67,-67.64,-1.9,18.05,0,13.28,2429.4 +8115.9,12471,42649,2268.6,2307,64445,127.27,7872.9,304,2306.6,1091.4,1808.6,2429.4 +8426.5,12682,43545,1982.9,2026,64142,-8.9,-45.39,17.1,-1.9,12.45,20.75,2429.4 +8404,12627,43618,2024.8,2055,64571,24.92,103.24,27.55,19.95,40.67,14.11,2429.5 +8470.1,12374,44860,1910.8,1974,63439,68.53,1695.4,133,784.7,522.9,641.59,2429.5 +8273.7,12335,43958,1957.1,2031,63152,6.23,443.22,29.45,205.2,150.23,176.79,2429.5 +8790.1,12730,45253,1932.2,1982,63889,58.74,1969.6,131.1,900.6,510.45,585.98,2429.6 +8525.5,12740,43856,2029.2,2112,62967,128.16,7839.1,324.9,2345.6,1094.8,1785.3,2429.6 +8029.1,12643,41620,2024.8,2039,65078,35.6,440.55,38,209.95,177.62,207.5,2429.7 +8980.7,14409,40847,2062.1,2153,62770,-10.68,34.71,11.4,6.65,33.2,0,2429.8 +7829.7,12310,41684,1876.1,1910,64374,-16.02,-146.85,-6.65,-16.15,-14.11,-17.43,2429.9 +8741.6,13970,41009,2067.5,2086,64954,-7.12,21.36,-32.3,-0.95,15.77,3.32,2430 +7749.8,12278,41366,1922.4,1970,63952,110.36,7880.1,307.8,2470.9,1133.8,1792,2430.1 +8013.5,12656,41496,1884.1,1956,63128,32.93,1959.8,114,782.8,504.64,605.9,2430.1 +8937.1,13842,42313,1909,1954,64028,-0.89,462.8,8.55,116.85,131.97,115.37,2430.1 +7978.2,12493,41852,1950.9,2009,63640,-18.69,293.7,10.45,87.4,105.41,92.96,2430.1 +7911.1,12426,41724,1975.8,2026,63912,20.47,-77.43,13.3,28.5,30.71,24.9,2430.2 +7606.8,12146,41044,1856.5,1906,63835,-16.02,-97.9,-26.6,-6.65,-0.83,-13.28,2430.3 +7819.9,12401,41326,1958.9,1969,65200,-7.12,-72.98,13.3,21.85,11.62,13.28,2430.3 +7610.2,12133,41106,1904.6,1909,65385,15.13,111.25,-15.2,0,40.67,-0.83,2430.3 +7928.7,12426,41817,1999.8,2010,65204,79.21,1926,137.75,887.3,517.92,605.9,2430.5 +7736.1,12395,40903,2019.4,2063,64151,7.12,-52.51,-15.2,13.3,9.96,0.83,2430.5 +7702.3,12220,41308,1961.6,1992,64535,0,66.75,3.8,-1.9,28.22,9.96,2430.5 +7278,11557,41271,2056.8,2049,65785,128.16,7734.1,332.5,2286.6,1117.2,1785.3,2430.6 +7510.7,12030,40916,1876.1,1914,64239,4.45,561.59,3.8,208.05,180.11,174.3,2430.6 +7730.2,12355,41004,2002.5,2039,64363,-32.04,127.27,16.15,85.5,12.45,71.38,2430.8 +6590.5,10131,42633,2751.9,2771,65084,17.8,108.58,28.5,86.45,35.69,65.57,2430.8 +7731.7,12400,40863,1983.8,2004,64876,-10.68,243.86,10.45,20.9,-6.64,18.26,2431 +7625.9,12262,40758,2039.9,2066,64707,8.9,242.97,0.95,38,16.6,14.11,2431.1 +7637.1,12311,40655,2016.7,2039,64821,38.27,124.6,21.85,60.8,27.39,26.56,2431.1 +7823.8,12562,40817,2039.9,2050,65212,15.13,-31.15,22.8,54.15,15.77,29.05,2431.1 +7187.8,11619,40542,1924.2,1939,65035,49.84,1683.9,107.35,756.2,484.72,639.93,2431.2 +7521,12136,40614,1895.7,1916,64842,-8.9,1.78,-24.7,-19.95,4.98,0,2431.4 +7740,12215,41527,1980.3,1955,66382,145.07,8771.8,359.1,2584,1108,1735.5,2431.4 +8320.7,12689,42975,1977.6,2037,63624,129.05,7410.1,316.35,2217.3,1064.1,1784.5,2431.5 +7967.4,12503,41762,1956.2,1955,65577,35.6,477.04,79.8,266,178.45,198.37,2431.6 +8022.3,12278,42820,1966.9,1990,64775,0,-123.71,-1.9,15.2,4.98,-10.79,2431.6 +7601.4,12122,41096,1901.9,1934,64449,-2.67,-105.02,-17.1,22.8,-13.28,-11.62,2431.7 +7524.4,12078,40828,1949.1,1966,64973,16.91,750.27,17.1,247.95,131.14,158.53,2431.7 +7417.6,12030,40409,2015,2010,65698,78.32,1756.9,106.4,786.6,486.38,615.03,2431.7 +7449.5,11726,41635,1888.6,1902,65074,28.48,440.55,16.15,246.05,154.38,151.89,2431.7 +8102.6,12422,42748,1936.6,1910,66450,8.01,66.75,-15.2,36.1,31.54,-2.49,2431.8 +7748.4,12346,41131,1998.9,2014,65046,16.91,44.5,-9.5,31.35,23.24,0.83,2431.9 +8183,12387,43294,1902.8,1923,64848,-6.23,130.83,1.9,26.6,0.83,3.32,2431.9 +3631.4,5753,41367,2581.9,2573,65762,-25.81,13.35,-28.5,-9.5,-4.98,-15.77,2431.9 +7209.4,11610,40695,1723,1722,65576,18.69,-94.34,3.8,16.15,15.77,-3.32,2432 +7804.7,12562,40717,2012.3,2050,64330,5.34,251.87,15.2,53.2,44.82,13.28,2432.1 +7563.6,12078,41041,1867.2,1914,63934,11.57,441.44,15.2,214.7,153.55,137.78,2432.1 +7744.5,12534,40493,2013.2,2034,64865,40.05,1923.3,107.35,872.1,495.51,629.97,2432.3 +7547,12223,40465,1913.5,1935,64808,-3.56,352.44,20.9,116.85,78.02,96.28,2432.3 +7548.9,12122,40812,1972.2,1994,64821,36.49,592.74,54.15,266,144.42,170.98,2432.3 +7819.4,12494,41016,2044.3,2078,64474,67.64,1920.6,127.3,892.05,498.83,601.75,2432.3 +7699.4,12474,40451,2025.6,2046,64884,-12.46,470.81,22.8,250.8,143.59,156.87,2432.3 +8277.6,13222,41029,2368.3,2434,63767,58.74,2788.4,194.75,1305.3,747.83,923.79,2432.3 +7645.5,12161,41202,1898.4,1890,65826,-5.34,149.52,-0.95,91.2,59.76,76.36,2432.4 +7822.9,12338,41553,1958,1974,65005,-20.47,145.96,-2.85,36.1,8.3,38.18,2432.4 +5792.8,8576,44267,3080.3,3120,64702,-4.45,78.32,2.85,54.15,34.03,53.12,2432.5 +8552,12900,43447,2041.7,2068,64701,-24.92,394.27,15.2,128.25,107.9,94.62,2432.5 +7818.9,12314,41613,1950.9,1950,65566,2.67,-69.42,5.7,30.4,22.41,10.79,2432.6 +8032.1,12502,42105,1993.6,1970,66321,-5.34,-64.97,-5.7,46.55,8.3,12.45,2432.6 +8201.1,13198,40724,2337.1,2382,64302,14.24,561.59,22.8,160.55,135.29,132.8,2432.6 +6468.5,10366,40895,2303.3,2314,65234,4.45,373.8,21.85,205.2,146.91,134.46,2432.7 +7776.8,12647,40299,1981.1,2051,63304,-3.56,-93.45,-22.8,2.85,6.64,-13.28,2432.7 +7965.9,12492,41791,1933.1,2008,63091,-13.35,-13.35,12.35,7.6,2.49,4.98,2432.9 +7560.7,12234,40502,1961.6,1998,64341,-0.89,574.05,17.1,189.05,152.72,164.34,2432.9 +7649.9,12344,40614,2015.8,2028,65143,41.83,2027.4,110.2,928.15,508.79,567.72,2433 +7700.4,12354,40849,2146.7,2162,65072,125.49,8856.4,311.6,2573.6,1118.8,1774.5,2433 +7710.6,12461,40552,1911.7,1945,64415,15.13,-37.38,24.7,-4.75,48.14,23.24,2433.2 +7612.2,11971,41673,3202.2,3143,66771,32.04,-64.08,18.05,18.05,46.48,14.94,2433.2 +7774.8,12387,41134,1974,1955,66174,94.34,1775.5,130.15,848.35,558.59,675.62,2433.2 +7927.2,12527,41472,1971.3,2015,64116,24.92,717.34,17.1,254.6,169.32,171.81,2433.3 +7871.4,12553,41094,2023,2061,64327,28.48,-29.37,27.55,20.9,20.75,23.24,2433.3 +7335.8,11768,40853,1756,1788,64362,58.74,1977.6,152,817,535.35,637.44,2433.3 +7849.8,12375,41571,1943.8,1971,64630,9.79,-42.72,-0.95,3.8,28.22,19.09,2433.4 +5822.2,8578,44482,3298.3,3330,64913,-5.34,67.64,-15.2,10.45,43.16,35.69,2433.4 +7945.8,12346,42179,1864.5,1914,63843,1.78,489.5,49.4,203.3,147.74,192.56,2433.5 +8109,12590,42211,2119.1,2186,63530,151.3,8714.9,346.75,2583.1,1084,1779.5,2433.6 +7813.1,12383,41350,1927.7,1967,64228,9.79,135.28,-7.6,15.2,-4.15,15.77,2433.6 +8599.5,13446,41914,2625.5,2630,65424,183.34,11918,498.75,3617.6,1673.3,2730.7,2433.6 +7966.9,12381,42171,1909,1929,64858,-0.89,19.58,7.6,25.65,-4.15,4.98,2433.7 +8081.1,12702,41694,2101.3,2106,65389,175.33,9007.7,342,2620.1,1106.4,1770.4,2433.7 +8329.5,12795,42664,2010.5,2031,64875,14.24,663.05,50.35,270.75,167.66,176.79,2433.8 +8014,12384,42410,2096.8,2068,66450,152.19,8046.5,371.45,2453.8,1188.6,1926.4,2433.8 +7949.3,12275,42441,1946.4,1971,64719,5.34,267.89,-0.95,46.55,28.22,27.39,2433.9 +8866.5,13801,42104,2284.6,2329,64287,-21.36,253.65,-10.45,35.15,37.35,14.11,2433.9 +8116.4,12466,42669,2565.9,2566,65533,0.89,2.67,4.75,13.3,5.81,13.28,2434.1 +4844.1,7314,43405,3116.8,3126,65343,20.47,416.52,14.25,222.3,158.53,190.07,2434.2 +8112.4,12666,41975,1997.2,2046,63972,2.67,250.09,12.35,0,6.64,17.43,2434.2 +8160,12626,42355,2028.3,2038,65224,11.57,62.3,1.9,41.8,17.43,19.92,2434.2 +8114.4,12559,42343,1928.6,1963,64389,2.67,287.47,30.4,92.15,78.85,70.55,2434.2 +8234.5,12455,43328,1981.1,1975,65740,-5.34,186.9,-7.6,-1.9,-4.98,-17.43,2434.4 +8220.2,12326,43706,2011.4,2022,65192,135.28,8944.5,323.95,2518.4,1067.4,1705.7,2434.4 +7901.3,12107,42770,1863.7,1883,64863,11.57,-0.89,2.85,11.4,0,0.83,2434.5 +8846.5,13391,43295,2346.9,2335,65871,34.71,735.14,38.95,352.45,247.34,268.09,2434.5 +8092.4,12493,42451,2045.2,2078,64502,141.51,8645.5,310.65,2530.8,1092.3,1758.8,2434.6 +7063.8,10819,42789,2596.1,2579,65971,-5.34,73.87,-35.15,48.45,6.64,32.37,2434.6 +8034.5,12462,42253,2017.6,2026,65265,-4.45,-32.04,-6.65,16.15,9.13,14.94,2434.7 +7999.3,12541,41802,1982,2013,64528,14.24,7.12,8.55,49.4,28.22,40.67,2434.7 +8038.5,12477,42222,1999.8,2057,63715,-1.78,192.24,4.75,20.9,31.54,21.58,2434.8 +7569,11587,42810,2693.1,2723,64817,237.63,15130,562.4,4197.1,1826,2934.1,2434.8 +7991.9,12271,42683,2123.5,2123,65553,12.46,190.46,29.45,117.8,85.49,97.11,2434.8 +8136,12525,42571,2061.2,2093,64542,-7.12,-40.05,13.3,-1.9,10.79,20.75,2434.8 +8122.7,12699,41919,1879.7,1903,64733,-8.01,603.42,25.65,238.45,157.7,164.34,2434.9 +7920.9,12337,42077,1963.3,1973,65215,7.12,0.89,12.35,9.5,-0.83,14.11,2435 +8274.1,12998,41718,2096.8,2130,64516,22.25,267,18.05,106.4,87.98,94.62,2435 +7818.9,12263,41786,1998,2023,64728,52.51,1719.5,116.85,794.2,510.45,640.76,2435 +8254,12890,41966,2061.2,2094,64511,140.62,8694.4,343.9,2546,1159.5,1832.6,2435 +8154.6,12763,41872,2004.3,2043,64294,16.02,-95.23,19.95,9.5,-20.75,-0.83,2435 +8104.6,12398,42841,2136,2122,65968,145.96,8796.8,363.85,2588.8,1100.6,1748,2435 +7892.9,12154,42560,1833.4,1870,64253,-16.02,71.2,-25.65,11.4,7.47,14.11,2435.1 +8167.3,12559,42619,1988.3,2015,64666,-12.46,350.66,-3.8,109.25,68.06,69.72,2435.1 +8062,12494,42288,1987.4,1998,65187,118.37,8177.3,333.45,2467.1,1121.3,1804.4,2435.2 +8206,12947,41538,2236.6,2291,63979,134.39,7710.1,285,2210.6,1094.8,1844.3,2435.3 +7991.9,12485,41951,1982,1989,65306,13.35,-5.34,-8.55,25.65,9.13,21.58,2435.3 +7942.9,12398,41986,1850.3,1902,63755,-12.46,64.97,-19.95,-35.15,-5.81,-12.45,2435.3 +8067.4,12581,42024,2073.7,2097,64808,127.27,7823.1,323,2348.4,1112.2,1821.8,2435.4 +8210.4,12903,41702,2044.3,2083,64319,8.01,24.92,-3.8,-8.55,7.47,-12.45,2435.4 +9224.3,14338,42162,2026.5,2070,64160,22.25,776.97,20.9,296.4,179.28,176.79,2435.4 +7962,12407,42057,1924.2,1987,63464,25.81,1977.6,116.85,889.2,487.21,576.85,2435.5 +8148.2,12545,42567,1975.8,2005,64582,15.13,514.42,37.05,241.3,158.53,170.15,2435.6 +8172.2,12638,42378,2374.5,2426,64145,186.01,11930,469.3,3437.1,1648.4,2788.8,2435.6 +7990.4,12361,42364,1884.1,1901,64954,-1.78,-86.33,11.4,1.9,4.15,-16.6,2435.7 +7970.8,12322,42394,1950,1958,65268,146.85,8396.3,354.35,2584.9,1098.1,1741.3,2435.7 +8547.6,12759,43904,1987.4,1991,65417,-2.67,-196.69,2.85,-0.95,-11.62,18.26,2435.7 +9471.7,14544,42680,2131.6,2148,65034,17.8,138.84,13.3,23.75,5.81,25.73,2435.8 +7890.5,12371,41800,1903.7,1907,65423,34.71,483.27,17.1,225.15,156.87,184.26,2435.8 +7450.9,11818,41319,1902.8,1914,65153,61.41,1745.3,105.45,866.4,461.48,541.16,2435.9 +7780.7,12299,41460,1924.2,1983,63592,62.3,1814.7,114,831.25,505.47,645.74,2435.9 +8284.9,13310,40793,2368.3,2414,64295,198.47,12607,484.5,3829.4,1647.5,2661,2436 +7570,12215,40615,1972.2,2007,64401,116.59,8463.9,325.85,2589.7,1058.3,1679.9,2436 +9103.7,14594,40881,2206.3,2210,65427,16.91,-72.09,3.8,7.6,4.15,9.13,2436 +7550.4,12276,40308,1997.2,2016,64924,65.86,1795.1,106.4,851.2,503.81,608.39,2436 +7870.4,12660,40742,2035.4,2064,64629,133.5,9114.5,325.85,2617.3,1103.1,1717.3,2436.1 +7402.9,12029,40332,1905.5,1933,64603,17.8,446.78,14.25,206.15,147.74,170.15,2436.1 +7643.5,12300,40726,1917.1,1928,65164,-3.56,16.02,6.65,35.15,29.88,23.24,2436.1 +3875.4,6102,41622,3563.6,3606,64765,-17.8,148.63,38,-2.85,1.66,5.81,2436.2 +7911.5,12774,40590,2103.1,2134,64586,16.91,443.22,21.85,202.35,145.25,176.79,2436.2 +7656.7,12234,41016,1820.9,1854,64367,124.6,7939.7,340.1,2578.3,1074.8,1689,2436.3 +7864,12610,40870,2028.3,2054,64716,4.45,-92.56,38,7.6,8.3,9.96,2436.3 +8105.6,12391,42870,1947.3,1955,65279,6.23,407.62,28.5,220.4,178.45,187.58,2436.4 +7944.4,12498,41658,1966,2006,64230,-24.92,113.03,-10.45,1.9,4.98,-4.98,2436.5 +8065.4,12854,41121,2142.2,2189,64136,130.83,8811.9,355.3,2679,1176.9,1810.2,2436.6 +7623.4,12209,40921,1974.9,1985,65203,5.34,22.25,4.75,29.45,40.67,9.96,2436.7 +7573.9,12131,40917,1894.8,1907,65117,8.01,157.53,21.85,124.45,87.98,94.62,2436.7 +7723.4,12448,40662,1910.8,1940,64551,7.12,-113.92,19.95,-5.7,16.6,16.6,2436.7 +7772.4,12583,40481,1992.7,2035,64174,-1.78,-89,-15.2,19.95,-3.32,3.32,2436.7 +7779.2,12638,40340,2017.6,2094,63146,5.34,604.31,19,195.7,176.79,194.22,2436.7 +8781.3,14143,40691,2143.1,2155,65175,6.23,13.35,13.3,33.25,14.11,39.01,2436.8 +7593,12320,40391,1880.6,1892,65140,3.56,161.98,-5.7,21.85,18.26,12.45,2436.8 +7655.8,12510,40106,2040.8,2078,64362,1.78,461.02,38.95,222.3,156.87,165.17,2436.9 +8573.5,13681,41070,2322.9,2321,65590,-8.9,141.51,-12.35,-2.85,4.98,-16.6,2437 +7874.3,12430,41517,1936.6,1930,65761,-13.35,20.47,-16.15,61.75,17.43,10.79,2437 +7751.3,12300,41300,1937.5,1932,65724,123.71,8199.6,344.85,2539.3,1097.3,1743.8,2437.1 +7736.1,12323,41142,1955.3,1959,65413,3.56,-74.76,15.2,7.6,29.05,0.83,2437.1 +8647.5,13835,40963,2205.4,2239,64553,70.31,2386.1,187.15,1135.3,726.25,873.99,2437.1 +7613.1,12293,40587,1921.5,1973,63826,10.68,240.3,22.8,92.15,84.66,92.13,2437.1 +7712.6,12424,40684,1932.2,1960,64606,1.78,-28.48,7.6,3.8,21.58,-3.32,2437.2 +7857.2,12500,41194,2063,2068,65378,21.36,14.24,21.85,42.75,35.69,34.03,2437.2 +7484.3,12106,40516,1901,1946,64022,9.79,481.49,29.45,209.95,164.34,181.77,2437.2 +7806.2,12371,41354,2010.5,2007,65651,25.81,144.18,32.3,43.7,46.48,46.48,2437.4 +4248.3,6710,41493,2785.7,2786,65529,24.92,642.58,43.7,308.75,268.09,283.03,2437.4 +7755.7,12402,40984,1975.8,2002,64678,103.24,7742.1,317.3,2370.3,1154.5,1851.7,2437.4 +7946.8,12655,41154,1973.1,2011,64302,21.36,137.95,18.05,35.15,31.54,14.94,2437.5 +7883.1,12479,41400,2003.4,1995,65812,35.6,506.41,55.1,245.1,180.94,168.49,2437.5 +5402.7,8444,41932,2561.4,2600,64564,-2.67,307.05,31.35,88.35,52.29,51.46,2437.6 +8061,12246,43139,1970.5,1938,66634,26.7,18.69,15.2,55.1,39.84,36.52,2437.6 +5727.1,8794,42681,2461.7,2526,63869,94.34,3661.5,225.15,1578.9,1005.1,1225.1,2437.7 +8455,12947,42798,2090.6,2067,66285,145.96,8601.8,358.15,2623.9,1106.4,1742.2,2437.8 +7996.8,12307,42584,1956.2,1975,64913,49.84,2095.9,118.75,858.8,537.84,626.65,2437.8 +8135,12553,42471,1964.2,1977,65113,-4.45,469.03,21.85,114.95,97.11,69.72,2437.8 +8666.1,13431,42286,2308.7,2359,64137,-14.24,35.6,-38.95,-6.65,-11.62,-10.79,2437.9 +7997.3,12336,42486,1988.3,2000,65151,19.58,462.8,44.65,253.65,161.02,160.19,2437.9 +7842.5,12343,41640,2005.2,2067,63576,-16.91,145.96,-19,-0.95,8.3,0,2437.9 +7988.5,12547,41726,2008.7,2055,64060,6.23,-48.95,3.8,9.5,10.79,-5.81,2438.1 +8060,12347,42781,1897.5,1899,65484,14.24,-57.85,13.3,21.85,-1.66,6.64,2438.2 +8960.6,13418,43765,2336.3,2334,65599,9.79,60.52,14.25,46.55,9.96,21.58,2438.2 +8382.4,12686,43304,2019.4,2046,64684,20.47,470.81,50.35,226.1,142.76,170.15,2438.2 +9713.8,14715,43262,2074.6,2123,64042,-20.47,27.59,-15.2,13.3,-27.39,-9.13,2438.2 +8375.6,12651,43388,1932.2,1951,64904,44.5,541.12,54.15,223.25,147.74,154.38,2438.3 +8656.3,12969,43743,1992.7,2026,64459,25.81,436.99,27.55,221.35,170.15,175.13,2438.3 +7375,10634,45451,2349.6,2362,65192,-28.48,347.99,-9.5,148.2,114.54,115.37,2438.4 +5741.8,8230,45722,3269,3238,66163,46.28,1590.4,77.9,651.7,483.89,521.24,2438.4 +8169.3,12479,42903,1925.1,1967,64139,0.89,430.76,3.8,114.95,74.7,88.81,2438.5 +8267.3,12499,43348,1959.8,1971,65163,29.37,1731,98.8,856.9,512.11,647.4,2438.5 +7795.4,12257,41681,2006.9,2037,64569,132.61,7041.7,299.25,2166.9,1090.6,1802.8,2438.6 +10921,16823,42543,3409.6,3379,66129,19.58,283.91,23.75,158.65,89.64,88.81,2438.6 +7935.1,12531,41500,1998,1971,66435,27.59,25.81,-4.75,57,9.96,14.11,2438.6 +7942.4,12510,41608,1941.1,1962,64838,-8.01,178,0,-30.4,-8.3,-14.94,2438.7 +7955.6,12401,42043,1976.7,1989,65130,17.8,160.2,46.55,82.65,73.87,56.44,2438.7 +7915.5,12331,42069,1968.7,1995,64671,-7.12,191.35,-14.25,125.4,73.04,63.91,2438.7 +7973.8,12418,42082,1991.8,1986,65728,20.47,102.35,0,45.6,15.77,38.18,2438.8 +7859.6,12509,41177,1911.7,1981,63244,1.78,191.35,0.95,18.05,-2.49,-0.83,2438.8 +7904.2,12554,41262,1920.6,1934,65083,-8.9,53.4,16.15,30.4,29.88,19.09,2438.9 +7976.2,12307,42474,1929.5,1943,65081,-19.58,42.72,39.9,16.15,-0.83,7.47,2439 +8333.4,12994,42030,2441.3,2434,65732,187.79,11766,487.35,3548.3,1691.5,2791.3,2439 +7996.3,12331,42498,1848.5,1855,65307,-6.23,-106.8,0,15.2,-6.64,-1.66,2439.1 +7823.8,12442,41211,2203.6,2222,64994,127.27,8659.7,362.9,2619.1,1198.5,1887.4,2439.2 +7629.3,12219,40919,1967.8,2011,64128,53.4,1741.7,111.15,795.15,512.94,623.33,2439.2 +7856.7,12425,41440,1947.3,1949,65480,23.14,192.24,18.05,115.9,97.11,87.98,2439.3 +7801.8,12463,41025,1924.2,1979,63721,8.9,231.4,11.4,38,31.54,24.9,2439.3 +7887.5,12444,41539,1956.2,1979,64782,8.01,27.59,-5.7,31.35,31.54,20.75,2439.5 +8326.6,13105,41640,2346,2357,65231,9.79,306.16,14.25,167.2,110.39,131.14,2439.6 +7952.2,12347,42209,2040.8,2011,66506,162.87,7927.2,354.35,2489,1128,1816,2439.8 +7939,12398,41966,2002.5,1950,67300,27.59,-32.93,7.6,32.3,41.5,33.2,2439.8 +8003.2,12568,41733,2019.4,2040,64875,-10.68,142.4,-17.1,4.75,14.94,16.6,2440 +8038,12458,42284,2071.9,2090,64969,-0.89,186.9,2.85,10.45,-3.32,9.13,2440 +7908.1,12324,42053,1898.4,1908,65205,-13.35,97.9,27.55,-16.15,6.64,11.62,2440 +7995.3,12286,42649,1864.5,1850,66051,12.46,131.72,12.35,16.15,8.3,4.15,2440 +4086.6,5923,45217,2982.4,2967,65876,16.91,844.61,54.15,297.35,234.06,232.4,2440 +8717.6,13328,42866,2321.1,2320,65568,-7.12,-74.76,11.4,0,4.15,11.62,2440.1 +8084,12609,42017,1974.9,2021,64041,122.82,7954.8,285,2268.6,1080.7,1782.8,2440.1 +7990.9,12415,42182,2060.3,2059,65579,14.24,253.65,33.25,111.15,93.79,84.66,2440.1 +7951.2,12151,42885,2019.4,2035,65034,48.06,1900.2,126.35,822.7,512.11,649.06,2440.1 +7927.2,12309,42206,1862.8,1941,62895,86.33,8490.6,313.5,2526.1,1084,1715.6,2440.2 +7895.4,12255,42222,1887.7,1931,64066,34.71,2009.6,79.8,819.85,517.09,642.42,2440.2 +8148.7,12599,42387,2021.2,2051,64583,17.8,300.82,6.65,60.8,48.97,28.22,2440.3 +7866,11980,43030,1904.6,1928,64741,11.57,498.4,30.4,220.4,167.66,174.3,2440.3 +8940,13490,43432,2268.6,2310,64362,0,176.22,0.95,5.7,55.61,20.75,2440.4 +7764.5,11730,43381,2470.6,2530,63998,-8.01,24.92,11.4,19,46.48,25.73,2440.4 +9031.2,13702,43196,2751.9,2790,64641,7.12,95.23,-5.7,72.2,84.66,36.52,2440.4 +8415.8,12990,42458,2105.7,2142,64427,120.15,8078.5,304.95,2425.3,1157.8,1798.6,2440.4 +7763.6,12008,42371,1871.7,1916,64020,-32.93,373.8,-14.25,79.8,83,81.34,2440.5 +7953.2,12269,42483,1962.4,1981,64922,-8.9,-129.05,-0.95,-11.4,43.16,1.66,2440.5 +8054.1,12555,42042,1989.2,2027,64312,-5.34,-16.02,-6.65,39.9,43.16,19.92,2440.6 +7992.4,12350,42412,1908.2,1918,65200,-6.23,80.1,3.8,19,33.2,20.75,2440.6 +9478.6,14619,42492,2156.5,2223,63575,-16.02,294.59,-18.05,148.2,126.16,97.94,2440.8 +8413.8,13074,42176,2283.7,2310,64791,129.94,8625.9,312.55,2559.3,1206,1871.6,2440.8 +8052.7,12427,42467,1990,2011,64853,-15.13,-35.6,30.4,0.95,32.37,9.96,2440.8 +8114.4,12581,42269,1875.2,1921,63975,-19.58,417.41,21.85,198.55,174.3,177.62,2440.8 +7948.3,12366,42123,1972.2,1998,64691,15.13,350.66,14.25,106.4,91.3,94.62,2440.8 +8017.9,12493,42060,1978.5,1997,64928,27.59,255.43,-11.4,95.95,104.58,106.24,2440.8 +8277.6,12704,42701,2195.6,2208,65169,138.84,8516.4,352.45,2620.1,1130.5,1738,2440.9 +8336.4,12847,42526,2092.4,2095,65454,139.73,8540.4,357.2,2585.9,1113,1757.1,2440.9 +8041.9,12466,42278,1907.3,1938,64497,6.23,241.19,1.9,25.65,44.82,21.58,2440.9 +5788.9,8910,42579,2405.7,2446,64455,0,-63.19,18.05,-34.2,20.75,-6.64,2440.9 +8209,12606,42677,1946.4,1978,64490,120.15,8224.5,302.1,2462.4,1137.1,1827.7,2440.9 +7782.2,12183,41863,1832.5,1859,64602,-2.67,-45.39,-32.3,-41.8,-9.13,14.94,2441 +8093.8,12624,42018,1935.8,1984,63942,37.38,1934,105.45,837.9,515.43,604.24,2441 +8393.2,12983,42368,1950,2019,63296,17.8,170.88,2.85,21.85,27.39,22.41,2441 +7854.7,12215,42142,1884.1,1895,65160,-3.56,213.6,6.65,-9.5,5.81,-4.15,2441.1 +8274.6,12839,42237,2130.7,2151,64916,39.16,-62.3,28.5,35.15,21.58,-2.49,2441.3 +8024.2,12558,41876,2187.6,2202,65108,154.86,7361.2,316.35,2213.5,1140.4,1872.5,2441.3 +8144.8,12704,42016,2030.1,2032,65474,38.27,630.12,64.6,252.7,168.49,177.62,2441.3 +7851.8,12228,42082,1917.1,1908,65847,7.12,-105.91,-8.55,-20.9,-12.45,-10.79,2441.4 +7981.1,12478,41918,1994.5,1994,65552,-7.12,105.02,-4.75,-23.75,0.83,-8.3,2441.4 +8043.8,12495,42190,1976.7,2011,64418,0,-30.26,-3.8,-7.6,-0.83,0,2441.4 +9046.9,13875,42731,2211.6,2231,64968,90.78,2785.7,175.75,1404.1,680.6,840.79,2441.4 +7823.8,12194,42049,1898.4,1922,64730,17.8,-86.33,34.2,-15.2,-3.32,19.92,2441.6 +8136,12807,41633,1992.7,2051,63673,0.89,202.03,-5.7,43.7,4.15,17.43,2441.6 +8123.2,12757,41731,2015.8,2049,64476,3.56,134.39,23.75,68.4,30.71,44.82,2441.7 +7893.4,12371,41816,1930.4,1971,64186,147.74,7783.9,301.15,2223.9,1068.2,1804.4,2441.7 +8471.1,13147,42227,2192.1,2239,64162,7.12,255.43,11.4,133,94.62,106.24,2441.7 +7985,12623,41457,2005.2,2043,64322,7.12,194.91,5.7,23.75,9.13,16.6,2441.7 +8121.3,12742,41770,2130.7,2130,65556,36.49,159.31,19,41.8,29.05,56.44,2441.8 +7900.8,12441,41619,1995.4,2045,63946,57.85,1788.9,105.45,832.2,474.76,581.83,2441.8 +8144.3,12497,42710,1934,1941,65299,9.79,17.8,-18.05,18.05,12.45,10.79,2441.9 +8092.4,12631,41987,1982,1991,65241,-4.45,46.28,-14.25,14.25,4.98,15.77,2441.9 +8229.1,12747,42308,2160.9,2207,64168,49.84,1732.8,109.25,786.6,529.54,638.27,2442.1 +8521.6,12521,44603,1875.2,1885,65196,-6.23,-56.07,7.6,-7.6,-2.49,-11.62,2442.1 +7986.5,12395,42227,1990,1995,65373,-2.67,103.24,32.3,2.85,3.32,8.3,2442.1 +7967.9,12202,42795,1987.4,1966,66248,17.8,165.54,35.15,128.25,87.98,97.94,2442.2 +8185.9,12690,42275,2016.7,2054,64347,4.45,24.92,-6.65,-10.45,-3.32,-4.15,2442.2 +8183.5,12534,42789,2006.1,1990,66065,-8.9,-64.08,13.3,14.25,18.26,6.64,2442.2 +8045.3,11979,44015,2001.6,1979,66285,78.32,1895.7,174.8,922.45,512.11,580.17,2442.3 +8838.1,13678,42347,2362.1,2398,64554,16.02,-100.57,-15.2,-2.85,7.47,-9.96,2442.3 +7946.8,12470,41764,1929.5,1986,63672,4.45,167.32,6.65,0.95,12.45,-13.28,2442.4 +8015.9,12557,41836,1998.9,2025,64693,4.45,688.86,13.3,204.25,147.74,172.64,2442.4 +7879.2,12380,41710,1950.9,1944,65768,0.89,206.48,-14.25,1.9,22.41,23.24,2442.5 +7744.5,12039,42158,1984.7,2007,64808,1.78,194.02,8.55,117.8,80.51,77.19,2442.5 +7641.6,11971,41834,1912.6,1907,65729,62.3,1836.1,112.1,874.95,487.21,591.79,2442.5 +7747.4,12186,41665,2050.6,2062,65172,127.27,8559.1,341.05,2475.7,1164.5,1901.5,2442.5 +8034.5,12434,42348,2035.4,2006,66497,16.02,30.26,19,-5.7,11.62,32.37,2442.5 +8028.2,12381,42495,1926,1917,65842,22.25,544.68,34.2,234.65,161.02,174.3,2442.6 +8079.6,12633,41914,1950.9,1997,64022,-15.13,153.97,-18.05,-4.75,2.49,13.28,2442.7 +8126.7,12711,41900,2083.5,2087,65426,130.83,7440.4,287.85,2219.2,1129.6,1856.7,2442.7 +7736.1,12147,41738,1857.4,1863,65340,-7.12,251.87,-3.8,83.6,78.02,88.81,2442.9 +7689.1,11886,42395,1804,1806,65465,58.74,1850.3,116.85,901.55,463.97,565.23,2442.9 +7790.5,12234,41733,1887.7,1918,64500,3.56,201.14,-1.9,21.85,-5.81,32.37,2442.9 +8955.2,13995,41936,2349.6,2347,65609,140.62,9986.7,388.55,2895.6,1353.7,2229.4,2443 +8752.4,13671,41957,2068.4,2087,64951,-4.45,-72.09,-7.6,-24.7,-3.32,10.79,2443 +7911.1,12426,41724,1926.8,1946,64891,-21.36,48.95,-22.8,-1.9,3.32,7.47,2443 +7808.6,12208,41919,1937.5,1956,64917,-4.45,211.82,18.05,105.45,45.65,68.06,2443 +8255.5,12814,42222,1964.2,1998,64428,5.34,420.97,23.75,120.65,73.87,102.92,2443.2 +5504.2,8032,44911,2783.9,2756,66200,-8.01,309.72,-22.8,106.4,18.26,48.97,2443.2 +8238.4,12646,42694,2109.3,2118,65267,145.96,8195.1,347.7,2502.3,1156.2,1897.4,2443.3 +8176.1,12671,42288,2001.6,2027,64715,11.57,633.68,38.95,195.7,136.12,169.32,2443.3 +8076.7,12318,42971,1983.8,2026,64171,0.89,335.53,23.75,129.2,35.69,66.4,2443.4 +8059,12294,42961,1979.4,1974,65714,125.49,7851.6,308.75,2394,1119.7,1842.6,2443.4 +8263.9,12435,43553,1966,1955,65905,10.68,439.66,8.55,110.2,71.38,90.47,2443.5 +7884.1,12199,42355,1934.9,1939,65396,10.68,97.01,-0.95,29.45,3.32,0.83,2443.5 +8297.2,12635,43036,1968.7,1995,64671,21.36,451.23,5.7,238.45,141.1,176.79,2443.5 +7834.1,11792,43539,1795.1,1808,65069,39.16,752.05,33.25,257.45,141.93,156.87,2443.6 +8021.3,12455,42207,1963.3,2007,64110,5.34,352.44,19,106.4,77.19,97.11,2443.7 +6047.1,9086,43617,2428.8,2494,63823,16.91,-128.16,-11.4,-7.6,-37.35,-20.75,2443.8 +8065.4,12426,42538,2033.7,2090,63769,-18.69,22.25,-16.15,28.5,-19.09,4.15,2443.8 +8165.4,12399,43159,1917.9,1947,64558,13.35,-87.22,11.4,6.65,-14.94,9.13,2443.8 +8630.4,12839,44053,1996.3,2039,64163,22.25,719.12,68.4,236.55,155.21,195.88,2443.9 +8707.3,12722,44855,2015,2022,65308,83.66,1702.6,133.95,810.35,482.23,634.95,2443.9 +9369.3,13766,44605,2293.5,2294,65523,8.9,-70.31,25.65,21.85,-9.13,3.32,2443.9 +8617.6,12815,44071,2059.5,2079,64920,18.69,346.21,25.65,103.55,105.41,96.28,2444 +8311.4,12014,45338,1843.2,1838,65721,10.68,154.86,32.3,96.9,85.49,83.83,2444 +8623,12490,45246,1893,1914,64818,-5.34,-115.7,-15.2,-16.15,-18.26,-11.62,2444 +8537.3,12462,44896,1930.4,1966,64350,-3.56,-88.11,-6.65,10.45,-9.96,3.32,2444 +8878.3,12685,45869,1952.7,1965,65124,-8.01,56.96,-9.5,-9.5,-14.94,-6.64,2444 +8578.4,12321,45629,1902.8,1973,63205,-10.68,615.88,7.6,177.65,113.71,152.72,2444.1 +8308.9,12041,45223,1996.3,1993,65644,57.85,1919.7,132.05,892.05,475.59,554.44,2444.1 +8446.6,12556,44087,2015.8,2031,65047,-5.34,-28.48,-20.9,-11.4,29.05,-15.77,2444.2 +8221.7,12438,43320,1931.3,1970,64249,4.45,137.95,-13.3,23.75,35.69,21.58,2444.3 +8103.1,12495,42501,1881.5,1931,63855,12.46,379.14,11.4,92.15,91.3,88.81,2444.3 +8127.1,12528,42514,1991.8,2000,65268,17.8,-42.72,-24.7,-1.9,19.09,-3.32,2444.4 +9329.6,14295,42772,1989.2,2019,64567,19.58,569.6,19,299.25,234.89,248.17,2444.4 +8163.4,12490,42834,1960.7,1978,64962,-10.68,8.9,-2.85,37.05,29.88,12.45,2444.4 +8366.3,12839,42705,2024.8,2083,63703,0,174.44,-18.05,99.75,98.77,63.91,2444.4 +8248.7,12576,42985,1946.4,1988,64166,-28.48,-27.59,-40.85,12.35,26.56,-29.05,2444.5 +8136,12262,43484,1842.3,1894,63747,-14.24,239.41,-4.75,13.3,44.82,9.96,2444.5 +8492.7,12756,43633,2043.4,2064,64883,120.15,8680.2,342.95,2595.4,1135.4,1748.8,2444.5 +8660.8,12574,45140,1866.3,1886,64852,-6.23,214.49,-0.95,28.5,39.01,25.73,2444.5 +7925.3,11489,45208,2711.8,2689,66092,218.05,15609,589.95,4402.3,1719.8,2664.3,2444.6 +9620.2,13787,45729,2315.8,2303,65900,41.83,861.52,88.35,389.5,257.3,261.45,2444.6 +8321.7,12397,43992,2031.9,2041,65243,40.94,531.33,38.95,256.5,170.15,163.51,2444.7 +8053.2,12439,42429,1972.2,1971,65577,20.47,-50.73,-5.7,19,35.69,20.75,2444.8 +7592.6,12085,41174,1851.2,1825,66477,12.46,42.72,-10.45,1.9,28.22,11.62,2444.9 +7712.1,12284,41145,1967.8,2008,64224,28.48,474.37,19,210.9,183.43,193.39,2445 +7678.3,12339,40782,1958,1971,65104,33.82,506.41,0,205.2,190.07,185.09,2445 +7623.4,12209,40921,1921.5,1937,65012,43.61,1727.5,97.85,799.9,502.98,617.52,2445.1 +7720,12315,41083,1884.1,1915,64480,29.37,569.6,26.6,185.25,180.11,183.43,2445.1 +7810.1,12255,41766,1920.6,1931,65184,22.25,8.01,-3.8,20.9,24.9,3.32,2445.1 +8029.6,12768,41215,2019.4,2052,64495,0,168.21,-17.1,15.2,39.01,3.32,2445.1 +7873.3,12473,41368,1933.1,1961,64603,8.9,47.17,-14.25,35.15,0,15.77,2445.2 +7909.6,12406,41783,2013.2,2022,65250,38.27,538.45,0,267.9,122.01,172.64,2445.2 +8055.1,12487,42276,1927.7,1943,65021,8.9,-83.66,2.85,2.85,-15.77,-4.15,2445.2 +8159.5,12525,42694,1900.2,1945,64025,1.78,192.24,-7.6,88.35,42.33,66.4,2445.2 +7767.5,12062,42203,1886.8,1902,65012,-5.34,149.52,-8.55,35.15,-16.6,-4.98,2445.3 +7810.6,12076,42388,1870.8,1896,64664,-8.9,369.35,24.7,86.45,51.46,79.68,2445.4 +7746.9,12328,41183,1898.4,1944,63998,-1.78,33.82,18.05,19.95,-20.75,4.98,2445.5 +8994.4,14211,41479,2119.1,2131,65170,2.67,186.01,13.3,19.95,9.96,22.41,2445.6 +7865.5,12454,41390,1991.8,2018,64686,10.68,-68.53,33.25,25.65,14.11,12.45,2445.6 +7728.3,12235,41396,1978.5,2043,63466,24.03,102.35,19,30.4,3.32,40.67,2445.6 +7846.9,12462,41266,1978.5,2030,63872,20.47,-14.24,12.35,2.85,14.11,6.64,2445.6 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+8774.9,12503,45995,1914.4,1927,65107,134.39,7458.2,311.6,2319.9,1110.5,1847.6,2460.5 +9089.5,12939,46038,2072.8,2107,64473,3.56,65.86,35.15,15.2,14.94,17.43,2460.6 +9299.7,12803,47603,1968.7,1959,65860,15.13,187.79,37.05,117.8,95.45,90.47,2460.6 +8580.9,12349,45539,1906.4,1933,64633,2.67,48.95,0.95,12.35,14.94,14.94,2460.6 +8979.7,12945,45461,1923.3,1969,64015,-18.69,-64.08,-19,3.8,17.43,8.3,2460.7 +6412.6,8966,46872,2383.4,2374,65796,32.93,966.54,60.8,464.55,338.64,371.84,2460.8 +9406.5,13575,45412,2251.7,2311,63854,-8.01,-85.44,-36.1,2.85,9.96,-4.15,2460.8 +8759.2,12427,46193,1909.9,1919,65227,9.79,113.03,-12.35,32.3,32.37,23.24,2460.9 +10017,13843,47421,2745.6,2791,64471,-7.12,166.43,-12.35,-22.8,6.64,-4.15,2460.9 +9401.6,13088,47077,2033.7,2084,63953,121.04,8086.5,304.95,2201.1,1134.6,1862.5,2460.9 +8935.2,12063,48543,2016.7,2031,65076,-4.45,80.1,4.75,-7.6,-9.96,-3.32,2460.9 +9575.6,12958,48429,1869,1914,63995,-13.35,406.73,17.1,81.7,80.51,64.74,2461 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+7370.1,12159,39724,1911.7,1951,64217,1.78,104.13,0,17.1,1.66,14.94,2462.5 +7254.9,12241,38842,1998,2033,64409,-16.91,-105.02,-5.7,18.05,2.49,9.13,2462.6 +8990,14367,41009,2122.6,2111,65898,171.77,11465,465.5,3481.8,1433.4,2245.1,2462.8 +7989,12448,42060,1874.3,1892,64924,11.57,16.02,17.1,5.7,9.13,-3.32,2462.9 +7975.7,12363,42279,1958,2011,63809,105.02,8636.6,346.75,2605.8,1107.2,1753.8,2463 +8363.3,12866,42601,1986.5,2066,63014,-19.58,380.03,19,96.9,78.85,96.28,2463 +7423.5,11834,41111,1717.7,1754,64180,48.06,1944.7,109.25,849.3,507.96,631.63,2463.1 +7237.3,11942,39717,1838.7,1890,63759,-7.12,-127.27,19.95,-12.35,-9.13,-5.81,2463.1 +7866,12423,41496,1935.8,1955,64891,-8.01,127.27,-6.65,21.85,-1.66,8.3,2463.1 +8461.8,13331,41599,2201,2215,65121,-4.45,115.7,-19.95,32.3,24.07,14.94,2463.2 +9290.4,14824,41072,2330.9,2360,64728,26.7,250.09,50.35,148.2,126.99,110.39,2463.3 +5203.3,8162,41779,2595.2,2610,65165,8.9,-116.59,-11.4,6.65,17.43,6.64,2463.5 +7865.5,12486,41284,1998.9,2018,64917,-0.89,-57.85,-25.65,-4.75,3.32,1.66,2463.5 +8261.9,12971,41743,2063.9,2079,65060,49.84,1819.2,100.7,831.25,532.03,628.31,2463.5 +8430.5,12578,43926,1956.2,1942,66016,42.72,532.22,68.4,280.25,181.77,170.98,2463.6 +8380,12896,42586,2187.6,2160,66374,42.72,309.72,36.1,152,116.2,117.86,2463.6 +3942.5,5866,44047,2774.1,2778,65445,4.45,51.62,-19,37.05,-6.64,2.49,2463.7 +8830.8,13055,44330,2029.2,2047,64966,-7.12,-59.63,-9.5,21.85,32.37,19.09,2463.7 +8525.5,12543,44545,1845,1851,65323,24.03,482.38,8.55,226.1,154.38,161.02,2463.7 +7839,12239,41975,1918.8,1951,64456,14.24,504.63,35.15,209,155.21,166,2463.7 +8135,12810,41619,2029.2,2078,63997,-5.34,-64.97,4.75,26.6,8.3,12.45,2463.7 +8440.7,12620,43833,1983.8,2024,64235,28.48,1933.1,100.7,755.25,516.26,637.44,2463.8 +8365.3,12766,42944,2011.4,2062,63928,122.82,9078,311.6,2558.3,1146.2,1782.8,2463.8 +8519.1,12654,44121,1972.2,1994,64821,-3.56,-97.9,8.55,-0.95,7.47,-12.45,2463.8 +7646.9,12606,39755,2006.1,2042,64383,-9.79,-136.17,-9.5,-53.2,-16.6,-26.56,2463.9 +8359.4,12718,43076,2013.2,2074,63614,2.67,226.95,38,30.4,29.05,10.79,2464 +8861.2,12970,44774,2045.2,2078,64502,122.82,9050.4,352.45,2610.6,1094.8,1713.9,2464.1 +8982.2,12979,45355,2026.5,2083,63759,-8.9,16.91,-3.8,26.6,12.45,10.79,2464.2 +9010.1,12817,46071,1871.7,1957,62678,-7.12,137.95,0,8.55,-6.64,-4.98,2464.2 +8638.2,12889,43922,2029.2,2077,64028,52.51,2077.3,133.95,855,544.48,647.4,2464.2 +8755.3,12962,44267,1964.2,2018,63790,8.01,136.17,11.4,20.9,28.22,29.05,2464.2 +9086.6,13179,45185,2048.8,2107,63725,22.25,508.19,41.8,273.6,163.51,207.5,2464.2 +5682.5,8863,42019,2476.9,2523,64338,241.19,16064,649.8,4964.7,2016.1,3205.5,2464.4 +8105.1,12499,42497,1869.9,1911,64126,-9.79,129.94,-9.5,-34.2,-12.45,-18.26,2464.4 +8256,12651,42769,2089.7,2127,64387,102.35,9150.1,344.85,2594.4,1051.6,1654.2,2464.4 +8223.2,12838,41978,1958,2022,63462,-12.46,9.79,-16.15,19,-15.77,19.92,2464.5 +8038,12681,41541,1942,2013,63224,-23.14,448.56,-2.85,109.25,43.16,89.64,2464.5 +8040.4,12573,41910,1828.9,1917,62526,-0.89,203.81,16.15,3.8,-42.33,-14.94,2464.5 +7632.2,12458,40150,1936.6,1966,64557,-9.79,416.52,15.2,103.55,44.82,86.32,2464.6 +7899.3,12501,41412,2009.6,2097,62805,-32.93,371.13,-25.65,94.05,59.76,67.23,2464.7 +8087.5,13220,40092,2343.4,2372,64745,2.67,213.6,2.85,-9.5,-9.13,13.28,2464.7 +7337.3,12407,38757,1990,2035,64088,25.81,194.02,-9.5,7.6,2.49,4.98,2464.8 +8374.1,12675,43298,2016.7,2055,64316,56.96,2156.5,133.95,870.2,498,613.37,2464.8 +8197.2,12230,43926,1971.3,2022,63894,54.29,1650.1,120.65,786.6,481.4,636.61,2464.9 +8493.7,12720,43761,2107.5,2148,64301,31.15,-24.92,-15.2,42.75,-2.49,26.56,2464.9 +3482.4,5823,39194,2229.4,2267,64450,131.72,4134.9,285.95,1956,1212.6,1534.7,2464.9 +9864.7,14731,43886,2118.2,2143,64778,24.92,888.22,57,316.35,185.09,209.99,2464.9 +8603.9,12934,43596,2002.5,2034,64521,32.04,-42.72,-10.45,30.4,-11.62,21.58,2464.9 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+8120.3,12215,43567,2081.7,2119,64383,20.47,743.15,34.2,244.15,151.06,157.7,2516.3 +8360.4,12476,43917,1997.2,1976,66238,33.82,-64.08,24.7,63.65,38.18,5.81,2516.4 +8351.6,12646,43281,2002.5,2038,64394,60.52,1941.1,115.9,818.9,510.45,641.59,2516.4 +8742.6,13043,43928,2280.2,2275,65685,89.89,2635.3,189.05,1365.2,769.41,921.3,2516.5 +7958.6,11968,43581,1837,1840,65428,20.47,209.15,9.5,107.35,78.02,80.51,2516.5 +8233,12455,43320,1921.5,1895,66453,32.93,169.99,50.35,113.05,102.92,106.24,2516.6 +8530.4,12812,43635,1987.4,2012,64734,24.92,260.77,42.75,47.5,43.16,20.75,2516.6 +8361.4,12515,43785,1998.9,2007,65273,8.9,-67.64,21.85,-7.6,14.94,2.49,2516.6 +7958.1,12045,43299,1861.9,1869,65286,10.68,641.69,19.95,212.8,151.89,169.32,2516.8 +9294.8,14003,43501,2285.5,2291,65379,95.23,3063.4,219.45,1412.7,747,835.81,2516.9 +8157,12378,43188,1998.9,2014,65046,39.16,496.62,48.45,236.55,212.48,192.56,2516.9 +8222.2,12610,42732,1950.9,1958,65298,17.8,513.53,35.15,220.4,196.71,173.47,2517 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+8316.8,12855,42400,1881.5,1959,62942,1.78,495.73,1.9,202.35,135.29,162.68,2608 +8088.4,12718,41680,2015.8,2026,65208,-3.56,164.65,14.25,4.75,-0.83,16.6,2608.1 +7739.6,12119,41853,1982,1987,65372,17.8,427.2,36.1,117.8,93.79,92.96,2608.1 +7083.9,10919,42518,2376.3,2371,65683,32.93,536.67,43.7,204.25,166,162.68,2608.1 +7865.5,12363,41695,1965.1,1979,65076,28.48,422.75,38.95,240.35,177.62,189.24,2608.2 +8080.6,12601,42026,2030.1,2057,64679,136.17,8595.6,323.95,2536.5,1137.1,1830.1,2608.3 +7927.7,12386,41947,1906.4,1906,65549,-18.69,-33.82,5.7,-11.4,28.22,16.6,2608.4 +7796.4,12267,41652,1964.2,2031,63381,-3.56,167.32,-42.75,-9.5,0,-2.49,2608.4 +8534.3,13235,42260,2452.8,2471,65054,-0.89,32.04,19,76,52.29,34.86,2608.5 +7893.9,12169,42513,1884.1,1869,66067,1.78,70.31,7.6,15.2,27.39,36.52,2608.5 +7986.5,12525,41789,1917.1,1945,64595,-13.35,114.81,-3.8,-14.25,-14.11,6.64,2608.6 +6038.3,9266,42707,2464.4,2470,65388,-19.58,-147.74,-8.55,4.75,-17.43,9.96,2608.6 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+8684.3,12818,44401,2155.6,2162,65341,120.15,8503.1,341.05,2505.1,1171.1,1901.5,2610 +7740,12123,41842,1830.7,1871,64125,1.78,-66.75,0,-2.85,-13.28,10.79,2610.2 +7838,12307,41738,1790.7,1827,64233,3.56,293.7,19,115.9,79.68,73.87,2610.2 +7853.2,12270,41945,1954.4,1982,64625,8.9,-24.92,5.7,40.85,24.07,10.79,2610.3 +7946.3,12492,41688,1991.8,2008,65008,-8.9,-5.34,-31.35,42.75,-0.83,-4.98,2610.3 +7476.4,11684,41936,1938.4,1972,64420,10.68,619.44,25.65,238.45,160.19,170.15,2610.3 +8088.9,12288,43141,1964.2,2000,64364,37.38,1799.6,88.35,809.4,493.85,598.43,2610.4 +8145.8,12647,42211,2013.2,2035,64833,119.26,8847.5,321.1,2563.1,1121.3,1768.7,2610.5 +8007.1,12361,42452,1909,1929,64858,-14.24,405.84,7.6,78.85,92.96,114.54,2610.6 +7913.5,12158,42657,1887.7,1946,63572,-7.12,696.87,2.85,208.05,180.11,185.92,2610.6 +7895.9,12343,41924,1893,1927,64381,52.51,2002.5,111.15,792.3,507.13,654.04,2610.6 +7915.5,12287,42219,1856.5,1903,63936,-5.34,-91.67,-9.5,4.75,20.75,-1.66,2610.8 +7937.5,12358,42094,1975.8,1986,65199,35.6,497.51,39.9,230.85,170.98,179.28,2610.8 +7760.6,12102,42026,2225,2246,64923,3.56,194.02,19,137.75,101.26,81.34,2610.9 +7764.5,12186,41758,1968.7,1994,64704,4.45,203.81,13.3,121.6,120.35,98.77,2610.9 +7830.7,12254,41880,1975.8,1982,65331,8.9,114.81,28.5,38.95,37.35,27.39,2610.9 +5599.2,8487,43237,2479.5,2471,65763,33.82,360.45,21.85,64.6,56.44,53.95,2610.9 +7852.3,12232,42070,1910.8,1932,64818,8.9,-45.39,-15.2,12.35,34.03,-4.98,2610.9 +8308.4,12739,42743,2108.4,2119,65208,16.91,-77.43,1.9,21.85,2.49,-10.79,2611 +8997.9,13715,42996,2405.7,2435,64747,-13.35,263.44,-8.55,48.45,16.6,1.66,2611.3 +7899.3,12210,42399,1891.3,1894,65441,21.36,-7.12,-5.7,18.05,19.92,-13.28,2611.3 +8015.9,12399,42369,1984.7,1995,65198,129.94,7927.2,312.55,2380.7,1128,1845.1,2611.3 +7804.2,12099,42273,1894.8,1895,65529,48.95,1598.4,109.25,800.85,499.66,615.86,2611.4 +8060,12394,42619,1940.2,1962,64808,7.12,32.93,-17.1,5.7,13.28,-4.15,2611.5 +8257.5,12716,42558,2165.4,2204,64387,-18.69,385.37,8.55,114.95,79.68,84.66,2611.5 +8162.9,12750,41958,1989.2,2046,63715,-3.56,-0.89,-33.25,22.8,3.32,-7.47,2611.5 +8162.9,12596,42471,1935.8,1936,65528,-10.68,122.82,-24.7,54.15,17.43,16.6,2611.6 +8469.7,12746,43548,1991.8,2014,64814,119.26,8757.6,347.7,2568.8,1072.4,1711.5,2611.7 +8296.2,12566,43267,2017.6,2022,65394,-11.57,35.6,4.75,56.05,22.41,37.35,2611.7 +8164.9,12351,43324,1837,1851,65039,-22.25,-88.11,-17.1,9.5,-12.45,-6.64,2611.8 +8076.7,12308,43006,1922.4,1924,65482,55.18,-80.99,19.95,37.05,19.92,37.35,2611.9 +8645.6,13174,43009,2362.1,2374,65206,185.12,12324,481.65,3545.4,1614.3,2657.7,2611.9 +8001.7,12275,42721,1961.6,1987,64697,33.82,2144,134.9,864.5,510.45,620.84,2611.9 +8227.6,12735,42340,1982.9,2027,64111,28.48,127.27,5.7,88.35,64.74,96.28,2612 +9369.8,14383,42693,2162.7,2203,64337,183.34,12055,466.45,3514.1,1459.1,2317.4,2612 +8244.3,12595,42898,1958.9,2003,64093,18.69,61.41,-8.55,48.45,-18.26,2.49,2612.1 +7707.7,11811,42768,1899.3,1927,64593,60.52,1710.6,132.05,847.4,488.87,577.68,2612.1 +8198.2,12510,42948,1955.3,1982,64654,-16.02,116.59,0,10.45,-0.83,-1.66,2612.2 +8366.8,12629,43418,1991.8,2001,65235,124.6,8506.6,330.6,2514.6,1101.4,1766.2,2612.2 +8624,13161,42944,2199.2,2233,64544,-21.36,202.92,-22.8,95,58.1,68.06,2612.4 +8079.1,12323,42966,1884.1,1895,65160,-14.24,-63.19,-12.35,-21.85,-20.75,5.81,2612.4 +8327.1,12563,43439,1937.5,1959,64818,-9.79,42.72,-20.9,-3.8,7.47,0,2612.4 +8024.2,12170,43211,2027.4,2042,65068,42.72,1849.4,121.6,853.1,513.77,601.75,2612.4 +3776.9,5503,44980,2697.6,2747,64357,106.8,4685.9,280.25,2090.9,1292.3,1554.6,2612.5 +8430.5,12978,42572,1982,2038,63736,-8.01,528.66,7.6,220.4,144.42,170.15,2612.5 +8161.9,12518,42730,2025.6,2050,64757,0.89,-52.51,23.75,2.85,0,6.64,2612.5 +8321.7,12719,42878,1909,1967,63605,79.21,2055,121.6,893,518.75,627.48,2612.5 +8229.1,12623,42724,1965.1,2011,64041,-6.23,18.69,-28.5,5.7,13.28,-9.96,2612.6 +8262.4,12719,42573,2054.1,2127,63290,49.84,390.71,19.95,185.25,162.68,180.11,2612.7 +8088.4,12565,42187,2002.5,2065,63552,2.67,-80.1,-26.6,-16.15,-16.6,-12.45,2612.8 +8136.9,12619,42259,2145.8,2175,64656,120.15,7613.9,339.15,2280,1117.2,1849.2,2612.8 +8040.9,12481,42222,1957.1,1989,64485,25.81,209.15,37.05,98.8,102.09,98.77,2612.8 +9179.7,14210,42336,2058.6,2034,66328,23.14,4.45,0,-6.65,19.92,19.92,2612.9 +8298.2,12643,43014,2994,3008,65230,6.23,210.04,-4.75,6.65,1.66,-5.81,2612.9 +9218.9,14242,42422,2094.2,2098,65416,22.25,520.65,37.05,153.9,140.27,126.16,2613 +7961,12445,41923,2029.2,2041,65157,7.12,40.94,11.4,-29.45,4.98,8.3,2613 +7402.4,11656,41620,1848.5,1880,64439,18.69,242.97,4.75,109.25,86.32,86.32,2613 +7995.3,12513,41875,2019.4,2037,64970,-13.35,263.44,32.3,57,22.41,14.11,2613 +8017.4,12624,41621,2108.4,2132,64811,143.29,7373.6,293.55,2186.9,1115.5,1863.3,2613.1 +8294.2,13030,41717,2278.4,2294,65090,18.69,-59.63,-9.5,-4.75,13.28,9.96,2613.1 +7892.9,12494,41402,1966,2014,63974,2.67,616.77,47.5,249.85,205.84,184.26,2613.2 +7909.1,12539,41337,2010.5,2095,62893,-16.02,246.53,2.85,114,93.79,99.6,2613.3 +5326.3,8315,41980,2518.7,2543,64910,12.46,199.36,9.5,10.45,-1.66,20.75,2613.3 +7884.6,12499,41341,1876.1,1895,64883,32.93,536.67,30.4,224.2,168.49,180.94,2613.4 +7934.1,12654,41091,1938.4,2010,63202,5.34,145.07,-7.6,0,-15.77,-0.83,2613.4 +8055.6,12687,41612,2199.2,2219,64951,128.16,8768.3,337.25,2660,1114.7,1723.9,2613.4 +7750.3,12211,41596,1872.6,1907,64352,1.78,148.63,-4.75,81.7,72.21,78.85,2613.4 +7934.1,12513,41554,1933.1,1985,63822,-1.78,-43.61,-19.95,-7.6,-10.79,-15.77,2613.4 +7761.1,12160,41828,1885,1888,65433,22.25,375.58,8.55,195.7,151.89,176.79,2613.5 +8248.7,12822,42161,2078.1,2118,64303,10.68,-22.25,-10.45,36.1,14.94,18.26,2613.6 +8450.5,12966,42713,2011.4,2054,64177,63.19,2081.7,107.35,883.5,532.86,628.31,2613.7 +7744.9,11921,42578,1964.2,1973,65245,161.09,8253,317.3,2354.1,1143.7,1845.1,2613.7 +8259.9,12713,42580,1973.1,2013,64238,112.14,7734.1,287.85,2388.3,1149.5,1879.9,2613.8 +8113.9,12411,42845,2015.8,2015,65564,48.95,471.7,41.8,259.35,193.39,185.09,2613.8 +8021.3,12239,42952,1970.5,1967,65651,49.84,16.02,43.7,73.15,37.35,43.16,2613.8 +8373.6,12911,42504,1926.8,1999,63171,-0.89,197.58,-5.7,11.4,19.92,5.81,2613.9 +5267,7795,44282,2880.9,2931,64416,114.81,3945.4,232.75,1753.7,1103.1,1331.3,2613.9 +8030.6,12314,42739,1893.9,1966,63133,-21.36,68.53,-25.65,-40.85,-19.09,7.47,2614 +8194.8,12547,42803,2096.8,2115,64973,-16.91,254.54,-4.75,38.95,34.86,14.11,2614 +8296.2,12547,43333,1990.9,2007,65011,-1.78,166.43,16.15,105.45,63.08,70.55,2614.1 +8127.1,12334,43183,1950,1982,64478,-20.47,398.72,40.85,186.2,138.61,165.17,2614.1 +8456.9,13071,42402,2253.5,2255,65492,0.89,189.57,54.15,110.2,97.94,100.43,2614.2 +7707.2,12291,41095,1919.7,1939,64885,-18.69,183.34,-19.95,15.2,-16.6,4.98,2614.4 +7889,12539,41232,2083.5,2091,65301,131.72,9022.8,331.55,2607.8,1123.8,1733.9,2614.4 +7540.6,11858,41675,1769.3,1794,64634,40.94,1681.2,100.7,823.65,455.67,558.59,2614.4 +7860.1,12339,41747,1893.9,1911,64950,4.45,382.7,-6.65,113.05,73.04,87.98,2614.4 +7691.5,12246,41162,1963.3,1990,64658,-2.67,-48.06,-6.65,-23.75,-22.41,-21.58,2614.5 +7618.5,12246,40771,1869,1938,63203,-30.26,101.46,-26.6,-24.7,-3.32,-12.45,2614.5 +7394.1,11691,41449,1904.6,1935,64506,96.12,8087.4,307.8,2400.6,1016.8,1665.8,2614.5 +7794.9,12347,41374,2002.5,2015,65129,1.78,-91.67,7.6,-7.6,-4.98,0,2614.5 +7954.7,12480,41772,2079.9,2112,64541,48.95,2031.9,133.95,927.2,498,585.98,2614.6 +7688.6,12027,41896,1910.8,1919,65257,8.01,115.7,20.9,25.65,24.9,19.92,2614.7 +7773.4,12295,41434,1954.4,1971,64985,-10.68,21.36,-9.5,31.35,39.01,-2.49,2614.7 +7906.6,12371,41886,1955.3,1987,64491,-20.47,50.73,18.05,-7.6,3.32,-21.58,2614.7 +7709.2,12258,41216,1944.7,1986,64171,-1.78,1912.6,97.85,887.3,464.8,566.06,2614.8 +7779.7,12274,41539,2011.4,1990,66241,-1.78,97.9,0.95,40.85,14.11,14.11,2614.8 +7714.1,12065,41902,1927.7,1921,65766,-2.67,185.12,-7.6,117.8,67.23,67.23,2614.9 +7819.9,12383,41386,2014.1,2015,65506,5.34,639.02,61.75,218.5,192.56,195.05,2614.9 +7854.7,12231,42087,1947.3,1939,65817,-5.34,286.58,13.3,39.9,8.3,32.37,2615.1 +7861.6,12360,41684,1993.6,1976,66120,0,-25.81,-27.55,-9.5,-2.49,8.3,2615.1 +7655.8,12019,41745,1902.8,1927,64714,15.13,-14.24,-1.9,-18.05,18.26,1.66,2615.1 +7845.4,12194,42165,1957.1,1954,65640,4.45,18.69,0.95,49.4,21.58,25.73,2615.1 +8710.2,13434,42492,2268.6,2266,65611,41.83,1040.4,43.7,372.4,236.55,250.66,2615.2 +7645.5,11958,41901,1840.5,1878,64228,2.67,203.81,9.5,19.95,19.09,14.11,2615.2 +8027.2,12595,41768,1986.5,2003,64995,32.93,25.81,10.45,39.9,24.07,32.37,2615.3 +7854.2,12466,41291,1918.8,1974,63705,-22.25,0,-38,1.9,-8.3,-5.81,2615.3 +7838.5,12336,41643,1934.9,1952,64961,8.01,610.54,26.6,237.5,164.34,163.51,2615.3 +8985.1,13998,42067,2038.1,2046,65283,26.7,579.39,37.05,301.15,175.13,195.05,2615.3 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+7749.4,12513,40587,1932.2,1973,64180,93.45,8137.3,304.95,2518.4,1151.2,1833.5,2623.7 +7668,12387,40569,1925.1,1971,64009,100.57,8985.4,312.55,2565.9,1042.5,1648.4,2623.7 +7571.5,12434,39907,1969.6,2018,63963,124.6,7449.3,300.2,2254.3,1110.5,1837.6,2623.8 +8703.4,14154,40298,2091.5,2154,63634,13.35,-67.64,14.25,10.45,5.81,13.28,2623.8 +7485.7,12231,40110,1887.7,1907,64872,0,-60.52,21.85,45.6,9.13,9.96,2623.8 +7327.5,11961,40148,1809.4,1833,64691,2.67,-68.53,-3.8,18.05,8.3,8.3,2623.8 +7493.1,12011,40885,1902.8,1947,64049,10.68,609.65,20.9,238.45,157.7,190.9,2623.9 +7600.4,12282,40555,1957.1,2010,63812,-12.46,41.83,-1.9,10.45,8.3,4.98,2623.9 +8230.5,12651,42637,2057.7,2095,64369,-24.03,72.09,2.85,1.9,-24.07,-14.94,2624 +8062,12046,43861,1974.9,2030,63757,3.56,565.15,23.75,214.7,166.83,171.81,2624 +7483.8,11046,44401,2446.6,2466,65021,-40.05,-56.07,2.85,-23.75,4.98,-5.81,2624 +8549,12786,43819,1929.5,1938,65249,69.42,1988.3,123.5,926.25,480.57,587.64,2624.1 +8129.6,12423,42887,1966.9,2007,64227,24.03,108.58,3.8,44.65,42.33,39.84,2624.1 +7163.3,11850,39616,1915.3,1930,65036,12.46,291.03,18.05,32.3,43.16,36.52,2624.3 +6781.6,10931,40659,2461.7,2487,64870,2.67,207.37,-6.65,21.85,9.96,19.09,2624.4 +7469.6,12138,40330,1962.4,1982,64890,-12.46,111.25,-2.85,46.55,20.75,9.96,2624.4 +8896,14414,40447,2184.9,2186,65505,-3.56,48.06,-15.2,-16.15,-5.81,3.32,2624.4 +7996.3,13115,39958,2251.7,2303,64076,-21.36,639.02,26.6,240.35,154.38,188.41,2624.5 +5367,8199,42899,2938.8,2915,66071,36.49,1267.4,62.7,408.5,306.27,332.83,2624.6 +8261.4,13435,40299,2422.6,2479,64044,4.45,-87.22,5.7,8.55,16.6,12.45,2624.6 +8306.5,12653,43023,1910.8,1949,64253,40.94,1970.5,119.7,857.85,511.28,588.47,2624.6 +7401.9,12094,40110,1931.3,1946,65041,-0.89,-78.32,7.6,25.65,22.41,6.64,2624.7 +7629.8,12531,39903,1970.5,1987,64990,25.81,-77.43,10.45,7.6,23.24,6.64,2624.7 +7509.3,12326,39926,1928.6,1938,65219,-6.23,72.09,15.2,19,31.54,5.81,2624.7 +10079,15158,43576,2135.1,2118,66065,69.42,2569.4,200.45,1229.3,652.38,752.81,2624.7 +9047.9,14510,40866,2316.7,2366,64170,171.77,10922,439.85,3174.9,1356.2,2154.7,2624.7 +7378.9,11887,40682,1892.1,1899,65299,50.73,1516.6,121.6,786.6,490.53,651.55,2624.7 +7395.1,12224,39647,1943.8,1908,66764,-1.78,-56.07,-18.05,23.75,27.39,21.58,2624.9 +7356.4,12190,39549,2022.1,2062,64267,10.68,535.78,65.55,218.5,180.94,202.52,2624.9 +7499.9,12132,40514,1946.4,1936,65889,33.82,437.88,51.3,247,186.75,188.41,2624.9 +7689.6,12590,40027,2025.6,2026,65524,-0.89,126.38,-8.55,20.9,39.84,19.09,2625.1 +7695.5,12557,40163,2019.4,2013,65745,7.12,27.59,35.15,41.8,40.67,14.11,2625.2 +8025.2,12979,40522,2272.2,2259,65918,31.15,967.43,47.5,392.35,280.54,253.98,2625.2 +7687.6,12425,40549,2025.6,1994,66576,0,150.41,45.6,128.25,107.07,71.38,2625.3 +9534.9,14793,42242,2453.7,2429,66203,17.8,-100.57,-10.45,19.95,26.56,0.83,2625.4 +7658.7,12460,40283,2019.4,2024,65387,-3.56,77.43,-3.8,34.2,19.92,24.9,2625.5 +7712.6,12570,40211,1979.4,1966,65981,12.46,439.66,36.1,223.25,174.3,183.43,2625.5 +9383,14754,41679,2111.1,2114,65445,-15.13,809.01,14.25,265.05,193.39,207.5,2625.5 +8341.3,13592,40219,2268.6,2344,63428,0.89,550.91,3.8,147.25,117.03,117.03,2625.6 +9008.7,14517,40669,2089.7,2113,64814,3.56,-71.2,-15.2,17.1,23.24,1.66,2625.6 +7572.5,12358,40158,1958,1990,64482,0.89,170.88,24.7,85.5,89.64,107.07,2625.6 +7497.5,12190,40308,1834.3,1854,64839,43.61,1828.1,104.5,861.65,463.14,575.19,2625.6 +7937,12363,42074,1872.6,1899,64624,19.58,450.34,-4.75,95.95,79.68,83,2625.9 +8387.8,12755,43097,1973.1,2035,63544,-15.13,237.63,-19,94.05,85.49,98.77,2625.9 +8291.3,12687,42830,2192.1,2207,65093,26.7,786.76,36.1,240.35,172.64,180.94,2625.9 +8110.5,12272,43312,2001.6,2016,65068,121.93,7883.6,313.5,2416.8,1103.9,1844.3,2626 +9322.7,14627,41770,2219.7,2215,65674,22.25,261.66,40.85,154.85,103.75,119.52,2626.2 +8109.5,12678,41920,1912.6,1954,64148,-0.89,-77.43,1.9,0.95,3.32,0.83,2626.3 +9174.3,14240,42222,2702,2756,64253,14.24,114.81,6.65,67.45,33.2,54.78,2626.3 +8011,12582,41727,1952.7,1958,65357,2.67,-73.87,15.2,9.5,32.37,29.05,2626.4 +7731.2,12099,41877,1946.4,1991,64069,32.93,1795.1,99.75,786.6,507.13,634.12,2626.4 +8823.4,13737,42095,2327.3,2413,63210,4.45,-92.56,-26.6,-18.05,-0.83,-0.83,2626.5 +8364.3,12994,42186,2035.4,2070,64442,54.29,1996.3,149.15,828.4,520.41,647.4,2626.5 +8314.8,12886,42288,2052.3,2102,63988,-3.56,250.98,6.65,39.9,11.62,26.56,2626.5 +8035,12468,42235,1965.1,2000,64393,64.08,1937.5,140.6,910.1,473.93,590.13,2626.5 +8326.6,12847,42476,1992.7,2015,64811,-1.78,140.62,11.4,92.15,54.78,92.96,2626.5 +8324.1,12739,42824,1985.6,2003,64966,2.67,12.46,-5.7,28.5,11.62,28.22,2626.5 +8329.5,12557,43472,1951.8,1993,64180,23.14,508.19,27.55,223.25,135.29,174.3,2626.5 +9430.5,13698,45119,2313.1,2306,65738,-1.78,34.71,0.95,57,26.56,18.26,2626.7 +8391.7,12836,42845,2015,2036,64859,-8.9,-128.16,2.85,1.9,-20.75,-8.3,2626.7 +8553.9,12730,44037,2046.1,2042,65668,-0.89,-67.64,8.55,14.25,29.05,22.41,2626.7 +8872.4,13399,43396,2288.2,2263,66265,11.57,-39.16,-0.95,8.55,0,17.43,2626.8 +8369.2,12855,42667,2043.4,2099,63801,54.29,2014.1,147.25,827.45,525.39,634.95,2626.8 +8008.1,12226,42926,1918.8,1926,65292,58.74,1855.7,130.15,823.65,514.6,649.06,2626.8 +4263.5,6235,44813,2668.2,2683,65175,284.8,18060,728.65,5520.4,2480,3991.5,2626.8 +8451,12930,42834,2077.3,2130,63913,-29.37,42.72,-25.65,26.6,-9.13,-4.98,2626.9 +8433.9,12743,43375,1971.3,2019,63989,-16.91,-5.34,-24.7,15.2,-7.47,5.81,2627 +5861.9,8417,45641,2896.9,2901,65445,27.59,525.99,10.45,226.1,149.4,166,2627 +8637.7,12898,43889,2004.3,2054,63950,-24.92,161.98,-15.2,-15.2,-7.47,3.32,2627 +8944,13445,43596,2523.1,2581,64067,-3.56,329.3,4.75,146.3,107.07,116.2,2627 +6023.6,8908,44315,3094.5,3148,64423,64.08,1381.3,102.6,637.45,509.62,551.95,2627 +8528.5,12874,43415,2105.7,2154,64068,130.83,8990.8,361,2604.9,1058.3,1699.8,2627.1 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+8984.6,14533,40516,2182.3,2225,64278,-11.57,145.96,10.45,38,12.45,6.64,2643 +9097.8,14352,41544,2594.3,2592,65595,16.91,890,92.15,332.5,239.87,250.66,2643.1 +8771.5,12527,45889,1962.4,1995,64467,5.34,-1.78,19,44.65,16.6,23.24,2643.3 +8773,12497,46007,1812,1841,64505,-18.69,22.25,-6.65,-17.1,-22.41,3.32,2643.4 +8536.8,12600,44402,1959.8,1992,64476,9.79,19.58,16.15,16.15,3.32,19.09,2643.5 +9051.8,14477,40977,2100.4,2141,64293,27.59,-91.67,-3.8,23.75,8.3,13.28,2643.6 +7432.8,11923,40855,1884.1,1891,65298,2.67,64.97,22.8,0,27.39,19.09,2643.6 +7763.6,12539,40577,1909,1963,63735,-2.67,-53.4,29.45,25.65,-3.32,8.3,2643.7 +8008.6,12411,42289,1923.3,1947,64738,12.46,545.57,51.3,232.75,142.76,170.15,2643.8 +7605.3,11893,41909,1821.8,1861,64157,61.41,1693.7,112.1,801.8,488.04,632.46,2643.8 +8068.8,12470,42406,1951.8,1954,65461,24.03,16.02,7.6,20.9,15.77,14.94,2643.8 +8730.3,12634,45287,2017.6,2042,64754,65.86,1873.4,107.35,856.9,508.79,600.92,2643.9 +9253.2,12701,47745,1946.4,1998,63844,-2.67,193.13,-4.75,5.7,-3.32,19.09,2644 +5632.6,7950,46432,3722.9,3706,65834,14.24,337.31,-26.6,49.4,68.06,63.91,2644.2 +7824.8,12014,42684,3168.4,3198,64929,242.97,14789,525.35,4034.6,1882.4,2989.7,2644.2 +7810.6,12385,41330,1935.8,1925,65902,50.73,150.41,1.9,121.6,58.93,91.3,2644.3 +7771.4,12257,41552,2002.5,1989,65981,6.23,558.03,7.6,216.6,172.64,161.85,2644.4 +7833.1,12430,41299,1965.1,1978,65109,-3.56,191.35,-22.8,-39.9,15.77,-13.28,2644.4 +7827.3,12278,41779,1971.3,1974,65448,145.96,7321.1,334.4,2308.5,1138.8,1882.4,2644.4 +8286.9,13047,41626,2350.5,2375,64860,189.57,10692,438.9,3399.1,1578.7,2653.5,2644.5 +8808.2,12921,44676,2375.4,2381,65382,-0.89,135.28,-25.65,7.6,17.43,-9.96,2644.6 +8773.9,12750,45099,2029.2,2010,66162,-1.78,29.37,12.35,0.95,21.58,5.81,2644.6 +8707.3,12629,45185,2256.1,2277,64936,1.78,249.2,32.3,118.75,83,101.26,2644.6 +8790.1,12704,45345,1882.3,1892,65202,2.67,446.78,8.55,261.25,144.42,151.06,2644.7 +8850.4,12812,45272,2011.4,2040,64617,-5.34,-10.68,-10.45,0,20.75,15.77,2644.7 +8999.3,12657,46597,1951.8,1973,64831,0,-111.25,20.9,-8.55,4.98,4.98,2644.7 +8767.1,12639,45459,1940.2,1931,65848,16.02,8.01,25.65,18.05,7.47,16.6,2644.8 +8169.3,11957,44776,1946.4,1973,64653,80.99,1789.8,114.95,784.7,510.45,619.18,2644.8 +8295.7,12630,43046,2121.8,2118,65652,147.74,7497.4,311.6,2208.8,1118.8,1852.6,2644.8 +8383.9,12503,43945,1909.9,1891,66192,11.57,287.47,32.3,135.85,88.81,86.32,2644.8 +7995.8,12698,41267,2055,2110,63828,-32.93,209.15,5.7,43.7,18.26,17.43,2644.9 +7613.1,12097,41244,2031,2033,65471,113.92,7670.9,336.3,2388.3,1129.6,1876.6,2644.9 +7881.7,12632,40891,2037.2,2072,64436,116.59,7796.4,325.85,2462.4,1142.1,1893.2,2644.9 +7975.2,12645,41334,2201.9,2193,65801,0.89,660.38,18.05,236.55,161.02,173.47,2645 +7998.8,12686,41322,2117.3,2122,65391,121.93,8439,354.35,2570.7,1093.1,1754.6,2645 +4421.3,6946,41715,2816.8,2854,64683,344.43,20511,845.5,6359.3,2930.7,4938.5,2645 +7521,12057,40881,1845.9,1885,64175,-10.68,-42.72,-17.1,6.65,-22.41,5.81,2645.1 +6635.6,10126,42946,3094.5,3134,64711,16.02,721.79,29.45,203.3,156.87,149.4,2645.1 +8061.5,12502,42259,2103.1,2098,65694,120.15,8359.8,338.2,2589.7,1147.9,1847.6,2645.2 +8475,12528,44334,1948.2,1940,65813,19.58,-11.57,1.9,19.95,16.6,9.96,2645.3 +8981.7,13030,45175,1982,2002,64882,-8.9,194.02,-21.85,29.45,30.71,4.15,2645.4 +8727.4,12799,44688,1969.6,1995,64701,-14.24,172.66,16.15,0.95,16.6,9.13,2645.4 +8551.5,12510,44799,2049.7,2046,65654,35.6,720.01,17.1,200.45,162.68,151.06,2645.4 +8236.9,12420,43463,1891.3,1908,64961,5.34,56.07,-26.6,-4.75,-10.79,0.83,2645.5 +8831.3,13439,43066,2144,2175,64602,6.23,438.77,24.7,207.1,158.53,185.92,2645.5 +3783.8,5668,43750,2644.2,2624,66040,15.13,125.49,-2.85,91.2,31.54,55.61,2645.6 +7624.9,12094,41318,1937.5,1982,64066,20.47,390.71,16.15,120.65,68.06,66.4,2645.6 +7820.4,12468,41107,2010.5,2000,65880,11.57,38.27,19.95,-9.5,-4.15,9.96,2645.6 +7684.2,12223,41200,1892.1,1899,65299,28.48,86.33,34.2,28.5,43.99,14.11,2645.7 +9277.7,14523,41866,2118.2,2143,64778,-25.81,79.21,7.6,31.35,28.22,23.24,2645.7 +7794.4,12308,41503,2046.1,2064,64968,156.64,8949,366.7,2625.8,1119.7,1751.3,2645.7 +6554.7,10168,42247,2354.1,2344,65817,10.68,56.07,-2.85,49.4,24.07,20.75,2645.8 +5531.6,8039,45095,2990.4,2947,66501,175.33,5390.7,347.7,2480.4,1610.2,1975.4,2645.8 +6362.6,9524,43782,1951.8,1984,64471,-4.45,57.85,-19.95,-34.2,-10.79,-3.32,2645.9 +7686.6,11567,43551,2630.8,2655,64940,-12.46,154.86,-40.85,-10.45,-20.75,-24.9,2645.9 +8819.5,12741,45365,2061.2,2017,66973,127.27,8647.2,380,2594.4,1106.4,1759.6,2646.1 +8033.1,12383,42514,1974.9,1963,65934,13.35,-10.68,24.7,25.65,28.22,34.03,2646.2 +7873.3,12147,42478,1967.8,1991,64772,22.25,128.16,22.8,38.95,35.69,37.35,2646.2 +7951.2,12373,42115,1937.5,1969,64489,-32.93,-137.95,-22.8,-22.8,-30.71,-19.92,2646.2 +7517.6,12134,40603,1849.4,1858,65233,40.94,180.67,37.05,103.55,87.15,109.56,2646.3 +8330,13307,41025,2175.2,2203,64708,8.9,27.59,-16.15,-8.55,-9.96,3.32,2646.3 +7532.8,12140,40665,1938.4,1944,65348,-8.01,68.53,17.1,-5.7,-18.26,14.11,2646.3 +7549.4,12018,41168,1855.7,1858,65453,-7.12,-33.82,-8.55,-3.8,-9.13,-3.32,2646.4 +5523.8,8950,40448,2354.1,2354,65537,41.83,751.16,60.8,382.85,317.89,349.43,2646.5 +8499,13303,41870,2366.5,2359,65745,192.24,11521,475.95,3506.4,1644.2,2721.6,2646.5 +8632.3,12557,45053,1993.6,1977,66086,116.59,8914.2,351.5,2616.3,1100.6,1706.5,2646.6 +8605.4,12654,44568,1927.7,1962,64392,-22.25,-58.74,-23.75,3.8,-1.66,-8.3,2646.7 +8184,12627,42476,1955.3,1955,65547,25.81,200.25,13.3,35.15,40.67,8.3,2646.8 +7751.3,12234,41523,1994.5,1982,65949,38.27,496.62,32.3,238.45,172.64,170.15,2646.9 +7721.4,12334,41027,1954.4,1966,65151,5.34,-32.93,16.15,33.25,39.01,9.96,2647.1 +7604.3,12267,40626,1867.2,1864,65649,14.24,-8.9,1.9,-3.8,12.45,4.98,2647.1 +7817,12295,41667,1932.2,1959,64639,11.57,389.82,26.6,125.4,101.26,92.96,2647.2 +8472.6,12792,43407,2024.8,2047,64824,2.67,631.9,39.9,251.75,177.62,164.34,2647.3 +8146.7,12219,43695,1955.3,1979,64752,-14.24,-12.46,-1.9,30.4,29.88,14.11,2647.4 +8491.7,12489,44560,1988.3,2025,64347,6.23,493.95,25.65,228,196.71,190.07,2647.4 +5724.7,8545,43905,2947.7,2949,65507,0,50.73,-1.9,38,35.69,32.37,2647.5 +7676.8,12363,40695,1890.4,1919,64558,-14.24,72.98,3.8,-0.95,2.49,6.64,2647.5 +3653.9,5822,41131,2918.3,2894,66087,7.12,560.7,60.8,297.35,236.55,220.78,2647.5 +8820,14247,40572,2224.1,2215,65806,183.34,10676,456.95,3200.6,1335.5,2109.9,2647.6 +7674.4,12410,40528,2070.1,2074,65414,154.86,8758.5,349.6,2551.7,1176.9,1840.9,2647.6 +7380.9,11792,41020,2944.1,2944,65539,242.97,14243,582.35,4150.5,1879.1,2998.8,2647.6 +7505.3,12217,40261,2075.5,2109,64494,0,3.56,14.25,18.05,15.77,24.07,2647.7 +7381.4,12070,40078,1945.5,1974,64591,15.13,144.18,17.1,107.35,100.43,104.58,2647.7 +7569.5,12263,40453,1934.9,1975,64204,98.79,7584.6,330.6,2400.6,1136.3,1860,2647.7 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+7601.9,12377,40252,1974,2025,63886,-2.67,682.63,20.9,235.6,163.51,200.03,2655.4 +7335.8,12226,39323,1995.4,2022,64673,-16.91,234.07,-9.5,22.8,33.2,28.22,2655.4 +7260.3,12273,38769,1950,1973,64772,-18.69,90.78,0.95,1.9,-1.66,5.81,2655.5 +8873.4,14388,40418,2121.8,2164,64257,-21.36,-112.14,-12.35,23.75,-0.83,-11.62,2655.5 +7747.4,12379,41016,1966.9,1995,64613,-20.47,281.24,-5.7,11.4,20.75,8.3,2655.6 +7303.5,12246,39085,1969.6,2002,64474,115.7,7514.3,316.35,2243.9,1093.9,1840.1,2655.6 +8059,12653,41742,2202.8,2217,65115,147.74,8563.6,366.7,2640.1,1083.2,1677.4,2655.6 +9300.2,14573,41824,2160,2173,65145,2.67,-106.8,-23.75,2.85,-21.58,-9.13,2655.7 +8182,12851,41726,2041.7,2067,64733,78.32,1989.2,152.95,886.35,520.41,617.52,2655.7 +8164.4,12769,41903,2008.7,2049,64248,9.79,8.9,-13.3,19,14.94,9.13,2655.8 +7769.4,12141,41939,1848.5,1865,64957,7.12,-92.56,-29.45,2.85,0,-10.79,2655.8 +8073.2,12562,42118,2054.1,2054,65540,132.61,8581.4,328.7,2532.7,1111.4,1762.9,2655.8 +7963.5,12750,40933,1985.6,2026,64229,26.7,195.8,24.7,92.15,83.83,83,2655.9 +7653.8,12212,41074,1914.4,1952,64273,57.85,1961.6,106.4,889.2,481.4,574.36,2655.9 +7565.1,12318,40249,1928.6,1966,64290,-1.78,137.95,0,97.85,62.25,63.91,2656 +7394.1,12467,38869,1950.9,1991,64215,12.46,40.05,2.85,20.9,-0.83,10.79,2656.1 +7425.5,12264,39680,1990,1996,65340,1.78,96.12,-0.95,39.9,9.96,10.79,2656.1 +7482.3,12337,39747,1996.3,1973,66309,27.59,78.32,44.65,62.7,53.95,34.03,2656.1 +7615.1,12648,39458,2152,2156,65415,16.91,-4.45,32.3,78.85,52.29,46.48,2656.1 +7346.6,12203,39455,1916.2,1951,64366,-4.45,-71.2,16.15,-8.55,6.64,0,2656.2 +7856.7,12514,41145,2093.3,2050,66920,11.57,202.92,19.95,24.7,9.96,37.35,2656.2 +7432.3,11969,40696,2052.3,2085,64509,-4.45,469.03,19.95,204.25,141.93,167.66,2656.3 +7722.4,12573,40253,1938.4,1981,64127,-17.8,70.31,7.6,-13.3,5.81,16.6,2656.3 +8936.1,14210,41213,2174.3,2166,65786,6.23,53.4,25.65,46.55,25.73,9.96,2656.3 +7755.7,12478,40734,2062.1,2094,64539,112.14,8765.6,320.15,2558.3,1130.5,1797.8,2656.3 +7506.8,12360,39803,1990,2024,64436,42.72,360.45,32.3,114.95,69.72,100.43,2656.4 +7339.2,12247,39274,1997.2,2039,64191,25.81,631.01,16.15,220.4,181.77,181.77,2656.5 +7206.9,12004,39346,1889.5,1908,64900,32.04,1674.1,140.6,832.2,498.83,635.78,2656.5 +7467.1,12467,39253,1933.1,1987,63758,-29.37,113.92,-19,-15.2,-30.71,-26.56,2656.5 +7483.8,12643,38793,2062.1,2083,64879,-7.12,-24.03,38,16.15,27.39,21.58,2656.6 +7424,12519,38864,1996.3,2023,64670,5.34,-59.63,10.45,7.6,19.92,22.41,2656.6 +7128,11924,39177,1865.4,1856,65869,-14.24,-81.88,1.9,-12.35,-19.92,12.45,2656.6 +7235.3,12235,38756,1900.2,1951,63828,-26.7,115.7,-19.95,-19.95,9.13,-11.62,2656.6 +7218.2,12224,38699,1950.9,1968,64966,-24.92,156.64,-17.1,95.95,56.44,79.68,2656.6 +7142.2,12174,38449,1924.2,1978,63753,-15.13,-118.37,-13.3,-7.6,-14.11,11.62,2656.6 +7609.7,12790,38992,2194.7,2262,63587,8.9,1867.2,97.85,836.95,535.35,640.76,2656.7 +7326,12316,38983,1894.8,1944,63878,24.92,2106.6,112.1,870.2,525.39,610.05,2656.7 +7414.2,12482,38928,1967.8,2002,64416,4.45,299.93,26.6,89.3,92.96,76.36,2656.7 +7277.5,12202,39087,1976.7,1982,65360,13.35,69.42,4.75,-12.35,29.88,2.49,2656.8 +7270.1,12185,39102,1962.4,1993,64531,-20.47,206.48,0.95,28.5,35.69,14.94,2656.8 +8437.8,14046,39369,2128,2138,65229,18.69,347.1,11.4,138.7,107.07,86.32,2656.8 +4151.3,6995,38893,3329.5,3331,65506,146.85,5548.3,380.95,2698.9,1389.4,1636.8,2656.8 +7502.9,12303,39967,1941.1,1979,64281,0,27.59,-8.55,11.4,-13.28,10.79,2656.9 +7385.3,12171,39767,1945.5,1995,63911,18.69,517.98,31.35,228,152.72,175.13,2657 +4572.7,7566,39608,3617,3610,65662,19.58,1922.4,107.35,693.5,473.93,493.85,2657 +7611.2,12487,39946,1934.9,1991,63688,42.72,1869.9,97.85,827.45,490.53,620.84,2657 +7582.3,12226,40644,1979.4,2002,64795,129.94,8773.6,359.1,2638.1,1051.6,1687.4,2657 +3342.8,5680,38569,2597.9,2612,65182,50.73,1618.9,97.85,635.55,436.58,451.52,2657.1 +7418.1,12192,39875,1907.3,1892,66065,29.37,-40.94,2.85,34.2,9.13,16.6,2657.1 +7409.8,12455,38989,2010.5,2055,64117,11.57,-5.34,0.95,17.1,10.79,24.9,2657.1 +7386.8,12534,38623,2033.7,2066,64510,119.26,8104.3,326.8,2319.9,1114.7,1822.7,2657.1 +3985.7,6648,39291,2990.4,2988,65589,123.71,4289.8,293.55,1936.1,1181.1,1406,2657.2 +7201,12079,39070,1866.3,1899,64409,0,13.35,8.55,-15.2,-14.94,3.32,2657.3 +7721.4,12474,40567,1984.7,2046,63572,7.12,41.83,19.95,26.6,6.64,29.05,2657.3 +7724.4,12389,40861,1947.3,1937,65885,-2.67,166.43,35.15,-31.35,-18.26,4.15,2657.4 +7569,11932,41573,1637.6,1608,66742,16.02,463.69,49.4,206.15,138.61,170.98,2657.5 +7785.1,12580,40557,2062.1,2068,65350,-3.56,-46.28,14.25,8.55,-15.77,8.3,2657.5 +8096.8,12498,42457,2018.5,2002,66077,30.26,534,64.6,252.7,156.87,177.62,2657.7 +7602.8,12334,40397,2017.6,2010,65785,-2.67,423.64,1.9,116.85,62.25,83.83,2657.7 +7958.6,12480,41793,1969.6,1988,64928,37.38,43.61,7.6,24.7,18.26,21.58,2657.7 +7530.3,12054,40941,1945.5,1938,65791,61.41,1777.3,124.45,911.05,470.61,615.03,2657.8 +8159,12554,42593,1942,1946,65401,-11.57,79.21,36.1,-1.9,3.32,4.15,2657.9 +7808.2,12118,42228,1866.3,1862,65688,16.91,-75.65,45.6,-14.25,-18.26,-12.45,2657.9 +7860.6,12513,41169,1992.7,2017,64747,8.01,-16.91,-5.7,-14.25,-10.79,6.64,2657.9 +7987.5,12421,42144,2025.6,2069,64163,116.59,8225.4,298.3,2451.9,1085.6,1733,2657.9 +8150.7,12674,42146,1982.9,2034,63890,-8.01,590.07,40.85,199.5,168.49,181.77,2657.9 +8105.1,12626,42070,1965.1,1970,65374,71.2,1753.3,158.65,861.65,532.86,664,2658.1 +7715.5,12037,42008,1869,1889,64842,-8.01,-126.38,-5.7,3.8,-19.09,0,2658.2 +7984.1,12323,42461,1986.5,1975,65917,0,171.77,31.35,40.85,34.03,27.39,2658.2 +7893.4,12455,41534,1906.4,1927,64835,3.56,-72.98,19.95,18.05,11.62,34.03,2658.2 +7669,12262,40988,2011.4,2034,64808,-17.8,12.46,-2.85,18.05,17.43,7.47,2658.3 +7823.3,12394,41368,1937.5,1982,64066,-23.14,93.45,-1.9,7.6,0,16.6,2658.4 +7682.2,12214,41220,1934.9,1922,65975,23.14,233.18,41.8,118.75,109.56,95.45,2658.5 +7708.2,12148,41584,1901,1888,65989,15.13,89,2.85,4.75,-3.32,-3.32,2658.5 +7705.7,12387,40769,2034.5,2055,64884,28.48,737.81,34.2,232.75,161.85,180.11,2658.7 +8022.3,12544,41912,2010.5,2004,65749,26.7,-3.56,-14.25,46.55,2.49,-8.3,2658.8 +8020.3,12435,42269,1973.1,1959,66009,28.48,242.08,-3.8,94.05,68.89,78.85,2658.8 +7922.8,12686,40929,2016.7,2058,64222,-24.92,-89,0,-9.5,-20.75,-4.98,2658.8 +7847.4,12258,41955,1919.7,1926,65323,3.56,137.95,23.75,-7.6,31.54,9.13,2659 +8156.5,12369,43217,2030.1,2021,65831,35.6,171.77,33.25,117.8,68.06,102.92,2659 +7979.7,12540,41703,2007.8,2008,65531,-9.79,428.98,19.95,115.9,87.98,97.11,2659 +8148.2,12635,42264,1996.3,2015,64927,25.81,293.7,29.45,117.8,80.51,106.24,2659.1 +8042.9,12299,42857,1943.8,1979,64369,-8.01,185.12,-10.45,11.4,-0.83,11.62,2659.3 +8313.3,12547,43423,1932.2,1955,64771,-25.81,-36.49,-44.65,9.5,6.64,14.94,2659.3 +7968.4,12150,42981,1895.7,1942,63974,-10.68,75.65,-11.4,-16.15,-15.77,-10.79,2659.3 +8084.5,12230,43322,1869.9,1890,64839,0,69.42,-25.65,0,-7.47,3.32,2659.4 +8317.3,12281,44384,1807.6,1849,64068,50.73,2015,93.1,888.25,485.55,554.44,2659.5 +8631.8,12871,43951,1974.9,2007,64488,57.85,1726.6,122.55,833.15,518.75,641.59,2659.5 +9062.5,13451,44155,2523.1,2507,65958,196.69,12540,516.8,3866.5,1659.2,2626.1,2659.5 +8374.1,12602,43549,1913.5,1930,64976,-11.57,48.95,-8.55,1.9,-2.49,4.15,2659.5 +8149.2,12153,43945,1795.1,1833,64182,-4.45,87.22,-4.75,18.05,3.32,10.79,2659.5 +8147.7,12205,43750,1838.7,1865,64613,3.56,143.29,-14.25,120.65,57.27,83,2659.5 +4617.3,6278,48200,3660.6,3638,65943,56.96,1461.4,112.1,627,417.49,463.14,2659.6 +7520.5,10802,45627,2798.2,2770,66202,35.6,1017.3,66.5,436.05,307.93,336.98,2659.7 +8721.5,12843,44505,1992.7,2047,63798,21.36,117.48,-18.05,5.7,21.58,-7.47,2659.7 +10008,14714,44574,2066.6,2090,64802,10.68,-80.1,-11.4,35.15,-11.62,-19.09,2659.7 +8252.6,12579,42996,1966,2007,64198,-32.04,45.39,-8.55,-8.55,8.3,8.3,2659.7 +8397.1,12599,43679,1893,1907,65056,7.12,320.4,-24.7,106.4,85.49,58.93,2659.8 +8594.1,12707,44324,2005.2,2003,65607,-5.34,267.89,27.55,92.15,92.13,79.68,2659.8 +8369.7,12719,43126,2086.2,2123,64399,123.71,8067,319.2,2313.3,1146.2,1885.8,2660 +8334.4,12558,43494,1996.3,2030,64447,-11.57,-63.19,-3.8,-19,-10.79,-12.45,2660 +8533.8,12632,44274,1970.5,2012,64183,20.47,127.27,15.2,76.95,88.81,94.62,2660 +8397.1,12418,44316,1909,1910,65503,5.34,404.95,48.45,105.45,83,96.28,2660.1 +8206,12338,43588,1879.7,1826,67463,24.92,222.5,20.9,8.55,25.73,19.09,2660.1 +8279,12411,43717,2013.2,2015,65477,145.96,8506.6,373.35,2505.1,1159.5,1811.1,2660.1 +9298.7,13775,44240,2371,2363,65757,5.34,180.67,12.35,-6.65,21.58,-6.64,2660.2 +8362.8,12849,42654,2055.9,2049,65757,-8.9,664.83,20.9,219.45,157.7,171.81,2660.3 +7704.3,12024,41992,1912.6,1948,64345,-22.25,130.83,13.3,14.25,4.15,-16.6,2660.3 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+8036.5,12390,42508,1932.2,1974,64148,4.45,161.09,0,10.45,19.92,9.96,2700.4 +8967.5,13726,42816,2194.7,2202,65320,-13.35,-56.07,-1.9,-8.55,6.64,18.26,2700.4 +5531.6,8554,42380,2623.7,2654,64788,22.25,-35.6,7.6,-11.4,28.22,22.41,2700.6 +7747.4,12299,41282,1960.7,1995,64408,24.03,161.98,4.75,84.55,77.19,69.72,2700.7 +7677.8,12221,41173,1995.4,1993,65614,13.35,299.93,-1.9,85.5,76.36,66.4,2700.7 +8233.5,12587,42869,3382.9,3419,64844,7.12,-10.68,-14.25,-26.6,-7.47,-10.79,2700.8 +7672.9,12257,41026,1880.6,1893,65106,-12.46,-56.96,10.45,2.85,19.92,4.15,2700.9 +7798.4,12376,41295,2016.7,1992,66350,29.37,82.77,20.9,26.6,26.56,34.03,2700.9 +7888,12442,41549,1982.9,1982,65566,35.6,1914.4,134.9,893,507.96,609.22,2700.9 +6389.6,10106,41436,2329.1,2330,65512,105.02,2931.7,190,1354.7,913.83,1174.4,2701 +8130.1,12593,42310,1958,1937,66247,28.48,720.9,41.8,247,183.43,180.11,2701 +7803.3,12335,41459,2077.3,2059,66117,15.13,379.14,36.1,141.55,119.52,92.13,2701 +8070.3,12559,42113,1917.9,1947,64558,-16.91,-82.77,-17.1,-12.35,-17.43,-18.26,2701.1 +8113.4,12804,41528,2056.8,2064,65307,51.62,1891.3,145.35,854.05,483.06,607.56,2701.1 +8073.7,12611,41957,1973.1,1927,67105,6.23,240.3,26.6,103.55,96.28,83.83,2701.1 +8037.5,12646,41653,2023.9,2018,65726,12.46,21.36,19,41.8,19.09,35.69,2701.2 +7725.8,12138,41714,1930.4,1930,65550,-16.02,27.59,24.7,7.6,-6.64,5.81,2701.3 +7900.8,12366,41872,1918.8,1934,65022,-10.68,16.91,-9.5,-10.45,12.45,0,2701.3 +6675.3,10411,42020,2437.7,2427,65825,-8.01,40.94,-5.7,64.6,64.74,28.22,2701.3 +8054.6,12746,41414,2067.5,2090,64830,-21.36,218.94,-0.95,19,24.07,28.22,2701.3 +8442.2,13026,42474,2679.8,2662,65974,-2.67,200.25,-12.35,-34.2,-6.64,-5.81,2701.4 +7458.8,11917,41019,1990,1982,65802,74.76,1676.8,134.9,765.7,498.83,626.65,2701.5 +8804.3,13539,42618,2198.3,2163,66606,54.29,625.67,58.9,325.85,228.25,247.34,2701.6 +7660.2,12075,41575,2020.3,2031,65191,129.05,7960.2,303.05,2347.4,1150.4,1868.3,2701.6 +7835.6,12231,41985,1922.4,1907,66065,-1.78,-93.45,-12.35,0,-13.28,-9.13,2701.6 +7963.5,12635,41305,1981.1,2015,64435,-9.79,-72.98,-8.55,-23.75,-30.71,-12.45,2701.7 +7953.7,12275,42465,1902.8,1911,65255,24.92,1731,103.55,761.9,491.36,610.88,2701.7 +9069.4,14297,41573,2113.8,2121,65312,-14.24,29.37,-29.45,-7.6,0,-26.56,2701.9 +7679.3,12158,41394,1824.5,1870,63941,-0.89,228.73,10.45,24.7,33.2,11.62,2701.9 +7828.7,12277,41791,1950,1953,65435,-8.01,212.71,1.9,-1.9,-1.66,-3.32,2702.1 +9260.5,14507,41835,2228.6,2255,64768,-19.58,3.56,16.15,11.4,8.3,7.47,2702.1 +8103.1,12565,42264,2415.5,2421,65386,245.64,14002,550.05,3966.3,1635.9,2574.7,2702.2 +7810.1,12370,41378,1998,1990,65801,17.8,-8.9,8.55,37.05,3.32,-2.49,2702.2 +7671.4,12074,41640,1886.8,1898,65149,54.29,1875.2,143.45,841.7,512.11,609.22,2702.2 +7902.2,12383,41822,1986.5,1995,65256,10.68,-59.63,-1.9,-4.75,-15.77,14.94,2702.2 +7743.5,12286,41305,1887.7,1930,64099,16.91,-22.25,6.65,1.9,4.15,11.62,2702.2 +8081.1,12647,41876,2053.2,2083,64599,-20.47,331.08,-13.3,67.45,49.8,63.08,2702.2 +7984.6,12471,41959,2003.4,2019,65029,-29.37,-42.72,-43.7,-46.55,-22.41,-31.54,2702.3 +6647.8,10327,42188,2399.4,2407,65330,-0.89,809.9,54.15,392.35,267.26,317.89,2702.3 +8256.5,12882,42004,2229.4,2226,65638,1.78,-86.33,-18.05,-16.15,-14.11,-8.3,2702.3 +3315.3,5379,40393,1752.4,1795,63981,28.48,1534.4,80.75,539.6,315.4,423.3,2702.4 +9154.2,14278,42018,2181.4,2178,65638,24.03,618.55,45.6,289.75,206.67,240.7,2702.4 +8135,12729,41883,1883.2,1881,65614,71.2,1982.9,114.95,893.95,484.72,583.49,2702.4 +7834.6,12321,41673,1950.9,1973,64801,12.46,-69.42,14.25,-21.85,-6.64,0.83,2702.4 +7486.7,11651,42112,2892.5,2899,65389,13.35,566.04,34.2,149.15,109.56,155.21,2702.4 +7009.9,10755,42715,2316.7,2291,66270,30.26,1019,51.3,386.65,314.57,352.75,2702.5 +7796.9,12346,41388,1917.1,1934,64962,32.04,150.41,7.6,51.3,33.2,29.88,2702.7 +7927.2,12182,42646,1888.6,1890,65487,10.68,-8.9,7.6,19.95,17.43,9.96,2702.7 +7489.6,11795,41614,1870.8,1872,65493,67.64,1616.2,128.25,798,491.36,629.97,2702.9 +7740,12159,41718,1880.6,1899,64900,16.91,112.14,1.9,20.9,29.05,13.28,2702.9 +8457.9,13111,42277,2027.4,2023,65679,52.51,2177.8,130.15,904.4,533.69,618.35,2703 +7901.7,12327,42009,1979.4,1971,65814,3.56,-48.95,19,16.15,4.15,11.62,2703 +8031.6,12159,43290,1961.6,1963,65488,-4.45,153.97,-18.05,88.35,87.98,81.34,2703.1 +7887.5,12087,42766,2113.8,2103,65871,-9.79,237.63,26.6,114,80.51,87.15,2703.1 +8086,12624,41977,1968.7,2000,64510,-6.23,123.71,4.75,41.8,19.92,32.37,2703.2 +7878.7,12142,42525,1939.3,1946,65311,-4.45,-78.32,-12.35,4.75,0,7.47,2703.3 +8838.1,13579,42655,2278.4,2271,65750,-8.9,-119.26,-13.3,-27.55,-9.96,-1.66,2703.3 +7997.8,12387,42314,2015.8,2007,65825,-7.12,372.91,21.85,106.4,98.77,82.17,2703.3 +7961,12406,42055,2054.1,2070,65033,123.71,7945.9,304,2239.1,1137.1,1876.6,2703.3 +7969.9,12215,42760,1910.8,1911,65530,43.61,1957.1,126.35,914.85,503.81,581.83,2703.4 +7989.5,12274,42659,2039.9,2066,64707,8.01,566.04,43.7,215.65,185.09,182.6,2703.4 +5850.6,8624,44460,2375.4,2372,65630,-7.12,-40.94,8.55,16.15,15.77,2.49,2703.4 +8293.3,12479,43554,1955.3,1967,65147,-4.45,92.56,-1.9,23.75,30.71,13.28,2703.4 +8249.2,12436,43472,1930.4,1936,65347,8.9,-3.56,9.5,5.7,13.28,2.49,2703.5 +8356,12491,43841,1928.6,1995,63356,105.02,8288.6,306.85,2448.1,1115.5,1815.2,2703.6 +9084.1,13643,43637,2253.5,2271,65030,-20.47,0,8.55,-3.8,10.79,1.66,2703.6 +8028.2,12253,42939,1875.2,1917,64108,-16.02,-113.03,-8.55,-14.25,-3.32,0.83,2703.6 +8293.3,12420,43761,1948.2,1984,64354,15.13,222.5,35.15,103.55,76.36,93.79,2703.7 +8302.1,12675,42926,2032.8,2035,65464,145.07,7847.1,306.85,2294.3,1152.9,1925.6,2703.8 +8059,12538,42124,1971.3,1998,64662,11.57,200.25,7.6,123.5,82.17,82.17,2703.8 +8425.5,13122,42080,2262.4,2249,65926,0.89,168.21,9.5,79.8,24.9,27.39,2703.8 +7569,12198,40666,2016.7,2054,64347,22.25,598.08,18.05,198.55,158.53,189.24,2703.9 +3621.6,5924,40065,3591.1,3616,65086,-11.57,-3.56,-10.45,30.4,8.3,21.58,2703.9 +7458.8,12148,40239,1726.6,1744,64882,56.07,1797.8,152.95,795.15,524.56,637.44,2704 +7595.5,12452,39976,1947.3,1988,64195,11.57,-125.49,5.7,9.5,10.79,16.6,2704 +7545,12270,40299,1923.3,1934,65173,19.58,-14.24,50.35,14.25,24.07,17.43,2704 +7486.2,12139,40417,1863.7,1887,64725,13.35,-68.53,32.3,8.55,16.6,32.37,2704 +7931.6,12750,40769,2055.9,2110,63856,-15.13,230.51,14.25,19,18.26,25.73,2704.1 +7819.9,12543,40858,1973.1,2027,63794,-10.68,30.26,-2.85,-2.85,21.58,6.64,2704.1 +7886.1,12435,41562,1715,1735,64782,21.36,331.08,44.65,224.2,146.08,182.6,2704.1 +7928.7,12327,42153,1908.2,1943,64361,5.34,30.26,16.15,6.65,28.22,11.62,2704.1 +7807.2,12271,41696,1855.7,1887,64447,4.45,-34.71,0.95,22.8,5.81,-6.64,2704.1 +7741.5,12415,40866,1961.6,1979,64958,7.12,123.71,45.6,36.1,27.39,40.67,2704.2 +8024.7,12610,41706,2019.4,2070,63934,-13.35,-24.92,-31.35,31.35,26.56,17.43,2704.2 +7968.4,12506,41757,1893,1930,64281,-9.79,408.51,2.85,134.9,63.08,73.04,2704.2 +8258.5,12678,42690,1985.6,2018,64483,-0.89,-116.59,-16.15,-19,-4.98,-4.15,2704.3 +8197.7,12595,42655,1888.6,1907,64903,66.75,1772,117.8,785.65,550.29,596.77,2704.4 +8105.6,12468,42606,2070.1,2068,65604,33.82,4.45,21.85,41.8,21.58,30.71,2704.5 +7928.7,12229,42490,1962.4,1969,65318,129.05,7387.9,310.65,2256.3,1146.2,1874.1,2704.6 +8714.7,13354,42768,3001.1,3018,65169,31.15,263.44,38,64.6,50.63,39.84,2704.7 +8214.9,12658,42532,2036.3,2066,64595,5.34,172.66,11.4,15.2,6.64,4.15,2704.7 +7930.7,12151,42774,1900.2,1895,65714,4.45,-62.3,15.2,16.15,14.11,1.66,2704.7 +8112.4,12355,43032,1942.9,1943,65532,2.67,167.32,6.65,46.55,29.05,17.43,2704.7 +8006.6,12337,42532,1962.4,2005,64145,-4.45,-67.64,-5.7,-3.8,-17.43,3.32,2704.8 +7198.6,10808,43650,2500.9,2488,65876,3.56,130.83,0,29.45,-4.15,12.45,2704.9 +8379,12867,42677,2015,2019,65405,29.37,433.43,16.15,112.1,96.28,87.98,2705 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+8640.7,13242,42764,2233,2270,64468,28.48,-47.17,5.7,18.05,3.32,19.09,2718.9 +7941.9,12377,42052,1929.5,1965,64353,4.45,-88.11,-10.45,17.1,2.49,0.83,2718.9 +7898.8,12468,41519,2029.2,2051,64839,-2.67,131.72,-27.55,66.5,58.1,47.31,2719 +8024.7,12707,41387,1991.8,2035,64145,-21.36,40.94,-4.75,20.9,4.15,5.81,2719.1 +7887,12332,41914,1884.1,1880,65680,-21.36,-79.21,-26.6,12.35,11.62,-0.83,2719.1 +8205.5,12698,42350,2164.5,2158,65733,123.71,8321.5,328.7,2584,1185.2,1888.3,2719.1 +7841,12203,42110,1975.8,1919,67476,45.39,2046.1,129.2,893.95,505.47,595.11,2719.1 +7752.8,12095,42008,2945,2939,65670,69.42,3159.5,180.5,1440.2,900.55,1079,2719.2 +7930.7,12539,41450,2031.9,2043,65179,39.16,505.52,26.6,237.5,183.43,190.9,2719.4 +7773.9,12413,41043,2078.1,2121,64212,129.05,8372.2,315.4,2436.8,1199.3,1899,2719.4 +5398.3,8394,42147,2362.1,2378,65097,8.01,131.72,12.35,17.1,45.65,24.9,2719.5 +7806.2,12386,41304,2011.4,2018,65322,61.41,1757.8,77.9,768.55,540.33,634.12,2719.5 +7782.2,12436,41011,1986.5,1988,65486,113.92,8663.3,327.75,2571.6,1095.6,1729.7,2719.6 +7919.9,12423,41780,1939.3,1943,65412,56.07,1999.8,139.65,890.15,517.09,616.69,2719.7 +7822.4,12325,41594,1938.4,1937,65584,9.79,50.73,26.6,15.2,6.64,28.22,2719.7 +7879.7,12427,41555,1939.3,1979,64222,-6.23,126.38,-9.5,-41.8,-10.79,-9.96,2719.7 +7911.1,12639,41021,1987.4,1999,65155,-6.23,-101.46,14.25,-0.95,0.83,11.62,2719.9 +7546,12111,40834,1955.3,1995,64233,14.24,385.37,66.5,221.35,184.26,180.94,2719.9 +7844.4,12505,41111,1972.2,2013,64209,-8.01,125.49,18.05,-6.65,17.43,3.32,2720 +8183,12311,43561,1870.8,1927,63624,16.91,97.9,-14.25,0,14.94,-11.62,2720 +8345.2,12658,43207,1953.5,2006,63822,41.83,1928.6,110.2,844.55,528.71,619.18,2720 +8556.9,12703,44146,1980.3,2047,63399,0.89,66.75,-18.05,-2.85,21.58,6.64,2720.1 +8116.9,12455,42709,2000.7,2019,64943,3.56,-17.8,8.55,-2.85,-9.13,14.11,2720.1 +7930.2,12253,42415,1900.2,1977,62988,-5.34,-38.27,17.1,29.45,22.41,5.81,2720.2 +8055.1,12639,41768,2025.6,2063,64349,24.03,442.33,19.95,109.25,113.71,97.11,2720.3 +7714.6,12154,41598,1913.5,1962,63916,61.41,1929.5,123.5,801.8,525.39,664,2720.3 +7885.1,12510,41307,1876.1,1934,63575,0,185.12,-9.5,95.95,78.02,86.32,2720.3 +7983.6,12463,41981,1999.8,1995,65695,23.14,269.67,5.7,119.7,88.81,84.66,2720.5 +7878.7,12290,42013,1908.2,1922,65064,-13.35,-129.05,-30.4,-6.65,8.3,-11.62,2720.5 +5489,8434,42652,2499.1,2566,63828,-5.34,-129.94,-2.85,-0.95,-4.98,-15.77,2720.5 +7809.1,12150,42122,1986.5,1974,65950,134.39,8740.7,352.45,2621.1,1054.1,1661.7,2720.6 +8300.1,12659,42970,2082.6,2135,63928,8.9,119.26,8.55,31.35,31.54,21.58,2720.6 +8276.6,12459,43536,1937.5,1995,63648,26.7,1869.9,98.8,747.65,490.53,611.71,2720.7 +8205,12610,42643,2053.2,2070,65005,-5.34,76.54,-12.35,13.3,9.96,-1.66,2720.7 +8242.3,12530,43110,2004.3,2002,65611,14.24,532.22,20.9,227.05,173.47,175.96,2720.8 +8174.2,12425,43115,1943.8,1977,64434,125.49,8305.5,347.7,2597.3,1067.4,1704,2720.9 +3795.5,5608,44355,2575.7,2572,65629,-14.24,-123.71,-22.8,-5.7,-7.47,-9.96,2720.9 +7881.2,12294,42012,1943.8,1974,64532,37.38,408.51,14.25,199.5,159.36,166,2720.9 +7874.3,12163,42428,1892.1,1895,65437,115.7,8163.1,325.85,2415.8,1078.2,1780.3,2720.9 +8152.6,12480,42812,2012.3,2048,64393,10.68,357.78,8.55,134.9,79.68,79.68,2720.9 +7942.4,12226,42574,2023.9,2022,65596,161.98,8271.7,349.6,2556.4,1114.7,1787.8,2720.9 +7942.4,12527,41551,2039.9,2107,63448,40.05,476.15,34.2,223.25,150.23,160.19,2721 +7764.1,12115,42000,1845.9,1875,64517,12.46,-80.1,3.8,-10.45,4.98,-3.32,2721 +8058.5,12471,42348,1845,1863,64902,10.68,526.88,19.95,226.1,171.81,162.68,2721 +7873.8,12308,41925,2010.5,2004,65749,12.46,-22.25,0.95,31.35,4.15,8.3,2721.1 +8638.7,13181,42952,2177.8,2169,65803,80.99,2743.9,202.35,1346.2,703.01,845.77,2721.1 +8043.8,12383,42571,1925.1,1963,64270,-7.12,-132.61,-6.65,-33.25,-17.43,-22.41,2721.2 +8080.6,12474,42454,2012.3,2030,64964,3.56,46.28,-8.55,10.45,19.09,4.15,2721.2 +8048.7,12477,42276,1980.3,1993,65117,-24.03,55.18,0.95,14.25,56.44,31.54,2721.2 +8148.7,12582,42444,1922.4,1970,63952,1.78,9.79,4.75,29.45,4.15,-0.83,2721.3 +7969.9,12244,42659,1953.5,1988,64400,62.3,1942.9,141.55,898.7,480.57,573.53,2721.3 +8156.5,12564,42546,2012.3,2036,64773,1.78,-84.55,8.55,14.25,9.96,1.66,2721.4 +8193.3,12583,42673,2060.3,2099,64329,161.09,7755.5,322.05,2269.6,1134.6,1850.9,2721.4 +8234,12563,42953,1998.9,2007,65273,0,-11.57,5.7,4.75,14.94,4.98,2721.4 +5045,7563,43717,2587.2,2635,64348,27.59,1097.4,58.9,429.4,371.01,376.82,2721.4 +8155.6,12583,42477,2010.5,2019,65260,9.79,253.65,10.45,127.3,88.81,91.3,2721.4 +8174.2,12571,42614,1934,1967,64436,7.12,61.41,19,22.8,34.03,19.92,2721.5 +9306.6,14431,42264,2120,2159,64352,166.43,10446,435.1,3040,1489.8,2452.6,2721.5 +8122.7,12512,42546,1927.7,1952,64722,3.56,275.01,20.9,34.2,17.43,34.03,2721.5 +8048.7,12466,42314,1942,1970,64604,-3.56,-46.28,15.2,4.75,-8.3,-11.62,2721.6 +7868.4,12113,42571,2011.4,2037,64712,40.05,1845,110.2,893,504.64,602.58,2721.6 +8433.4,12512,44173,1837,1876,64172,-28.48,125.49,-14.25,-14.25,-7.47,-12.45,2721.7 +8420.7,12470,44255,1950.9,1970,64900,-17.8,175.33,1.9,95,69.72,68.06,2721.7 +8080.1,12490,42397,2003.4,2026,64805,122.82,8099,323.95,2431.1,1123,1808.6,2721.7 +8495.1,12714,43789,2002.5,2042,64268,12.46,98.79,19.95,-9.5,14.11,17.43,2721.8 +7631.8,12124,41253,1982.9,2024,64206,52.51,1669.6,124.45,825.55,510.45,647.4,2721.9 +7909.6,12480,41535,1958,1968,65203,27.59,-95.23,-2.85,9.5,-1.66,27.39,2721.9 +7957.6,12637,41268,1995.4,2061,63449,54.29,1683.9,98.8,798,505.47,629.97,2721.9 +7923.8,12434,41764,1989.2,2002,65115,12.46,210.93,-21.85,0.95,20.75,9.96,2722 +4027.3,5930,44508,3205.8,3242,64804,8.9,-160.2,-20.9,5.7,-14.11,-6.64,2722.1 +8094.8,12558,42244,2015.8,2074,63699,133.5,8212,318.25,2571.6,1121.3,1785.3,2722.1 +8367.7,13095,41878,2264.2,2339,63439,-5.34,178.89,-21.85,5.7,-5.81,2.49,2722.1 +3992.5,5983,43733,3190.6,3247,64399,-16.91,-133.5,2.85,-26.6,5.81,-12.45,2722.1 +7973.3,12544,41656,2061.2,2080,64945,-3.56,-59.63,-21.85,-5.7,-14.11,22.41,2722.2 +8087,12761,41532,2023.9,2093,63371,-10.68,172.66,-5.7,82.65,58.93,73.87,2722.2 +7784.1,12385,41190,1928.6,1953,64718,-14.24,-89,-3.8,8.55,-10.79,8.3,2722.2 +5764.9,8890,42498,2354.1,2366,65205,0.89,385.37,48.45,170.05,145.25,172.64,2722.3 +7985.5,12555,41684,1958.9,1963,65399,-9.79,-103.24,11.4,25.65,-5.81,13.28,2722.3 +8006.1,12710,41282,2058.6,2070,65174,8.9,2.67,-10.45,35.15,19.09,23.24,2722.3 +7979.7,12594,41524,1959.8,1990,64541,41.83,1958.9,114,855,510.45,649.06,2722.3 +8700,13410,42518,2347.8,2370,64923,-6.23,204.7,7.6,35.15,34.03,34.03,2722.4 +8141.8,12750,41850,2023.9,2026,65467,141.51,8370.5,357.2,2613.4,1110.5,1805.3,2722.4 +7785.1,12491,40846,1871.7,1919,63920,40.05,2005.2,145.35,780.9,522.07,624.16,2722.5 +7932.1,12470,41687,1973.1,1970,65640,25.81,2.67,28.5,42.75,48.97,27.39,2722.5 +7844.9,12574,40888,2000.7,2026,64718,16.02,-68.53,-9.5,17.1,23.24,15.77,2722.5 +7854.7,12613,40812,1932.2,1985,63792,-20.47,-193.13,-19.95,-17.1,-5.81,-11.62,2722.5 +7798.8,12563,40683,1997.2,2019,64827,47.17,151.3,15.2,34.2,17.43,25.73,2722.6 +7684.7,12352,40773,1952.7,2000,63985,23.14,-55.18,5.7,16.15,4.98,14.94,2722.6 +7553.8,12210,40545,1915.3,1970,63716,-0.89,-67.64,-6.65,4.75,-8.3,6.64,2722.6 +9203.2,14443,41760,2118.2,2175,63825,13.35,-38.27,-25.65,2.85,-8.3,4.15,2722.7 +8040.4,12555,41970,1966,1995,64584,11.57,507.3,23.75,208.05,163.51,172.64,2722.7 +7692,12275,41068,1976.7,2019,64163,40.94,1754.2,110.2,778.05,511.28,656.53,2722.8 +7602.8,12221,40771,2077.3,2141,63585,26.7,560.7,32.3,225.15,165.17,192.56,2722.8 +7606.8,12195,40879,2006.9,2039,64506,-4.45,188.68,39.9,130.15,86.32,106.24,2722.9 +7561.2,12150,40784,1824.5,1858,64354,-11.57,156.64,-0.95,13.3,12.45,21.58,2722.9 +9057.7,14278,41575,2694,2690,65634,161.09,11650,491.15,3527.3,1523,2422.8,2722.9 +6072.6,9211,43206,3318.8,3327,65375,-0.89,164.65,-8.55,-5.7,30.71,-6.64,2723 +8084,12592,42074,1987.4,2000,65122,146.85,7336.3,294.5,2317.1,1069,1796.1,2723 +5918.7,8985,43171,2421.7,2425,65447,-15.13,-23.14,0.95,-3.8,-7.47,0.83,2723 +8120.3,12731,41801,2071.9,2075,65439,28.48,24.92,20.9,57,25.73,40.67,2723.1 +8100.2,12410,42776,1962.4,1978,65021,-3.56,531.33,6.65,221.35,158.53,143.59,2723.1 +8134.5,12607,42286,2035.4,2059,64786,11.57,64.97,-20.9,19,-9.13,19.92,2723.1 +7981.6,12479,41917,1966,1995,64584,7.12,171.77,-3.8,-0.95,9.96,-3.32,2723.2 +7701.3,11982,42123,1904.6,1930,64674,60.52,1848.5,138.7,896.8,479.74,586.81,2723.2 +7770.9,12411,41034,1870.8,1919,63889,3.56,370.24,3.8,201.4,143.59,182.6,2723.2 +8384.9,13175,41709,2182.3,2215,64568,10.68,26.7,-16.15,23.75,13.28,-10.79,2723.3 +7611.7,12118,41165,1914.4,1942,64604,4.45,173.55,4.75,105.45,80.51,77.19,2723.3 +7738.6,12364,41019,2015.8,2072,63760,-8.9,-29.37,-15.2,-6.65,0.83,12.45,2723.3 +7793.9,12258,41669,1929.5,1910,66206,24.03,41.83,2.85,19,13.28,-1.66,2723.4 +8125.7,12495,42619,2080.8,2091,65217,119.26,7001.6,323.95,2221.1,1142.9,1901.5,2723.6 +8127.6,12463,42739,1950.9,1967,64999,5.34,-66.75,-6.65,34.2,2.49,17.43,2723.6 +8545.1,13111,42713,2090.6,2131,64294,44.5,1816.5,108.3,880.65,499.66,633.29,2723.6 +8797.5,13314,43304,2264.2,2278,65138,77.43,2981.5,200.45,1363.3,773.56,915.49,2723.7 +8349.6,12737,42961,1971.3,2002,64533,-12.46,276.79,-10.45,25.65,16.6,29.05,2723.7 +7919.9,12504,41510,1911.7,1964,63791,-19.58,413.85,26.6,140.6,97.11,86.32,2723.9 +7544.5,11873,41644,1888.6,1909,64835,32.04,2052.3,103.55,876.85,473.93,590.96,2724 +7811.6,12242,41818,1947.3,1974,64650,10.68,231.4,2.85,128.25,92.13,89.64,2724 +7871.4,12287,41984,2021.2,2043,64836,122.82,8519.1,321.1,2544.1,1108.9,1727.2,2724 +7895.4,12195,42430,1891.3,1879,65963,2.67,-48.95,19,24.7,12.45,7.47,2724.2 +7796.4,12170,41984,2023,2058,64420,128.16,7659.3,338.2,2405.4,1142.1,1851.7,2724.2 +8064.4,12547,42122,1995.4,2003,65287,-10.68,-15.13,-11.4,30.4,29.05,42.33,2724.3 +8020.3,12398,42396,1961.6,2010,63957,109.47,7752.8,310.65,2384.5,1144.6,1850.9,2724.3 +8051.2,12523,42134,2032.8,2095,63589,-22.25,50.73,1.9,-38.95,-14.11,1.66,2724.3 +7942.4,12310,42284,2010.5,2018,65293,113.92,7711.9,285.95,2314.2,1146.2,1890.7,2724.3 +8009.5,12336,42551,1990,1988,65603,-11.57,164.65,-7.6,14.25,16.6,19.09,2724.4 +8014.9,12316,42649,1950.9,1964,65098,-5.34,460.13,27.55,243.2,157.7,159.36,2724.4 +8021.8,12449,42230,1928.6,1973,64062,-16.91,241.19,-5.7,2.85,14.94,18.26,2724.4 +8286.4,12808,42400,1899.3,1916,64963,42.72,1961.6,108.3,890.15,485.55,579.34,2724.5 +7940.9,12295,42328,1921.5,1939,64945,-0.89,145.07,26.6,85.5,72.21,81.34,2724.5 +8263.9,12575,43068,1990,2015,64724,136.17,8402.5,357.2,2538.4,1137.9,1804.4,2724.5 +8173.7,12407,43175,2015.8,2035,64919,-2.67,-55.18,4.75,0.95,-8.3,-7.47,2724.6 +7932.1,12413,41879,2043.4,2077,64477,121.93,8393.6,334.4,2438.6,1129.6,1821,2724.7 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+8212.9,13169,40872,2716.3,2741,64945,16.02,295.48,61.75,163.4,114.54,132.8,2797.5 +7808.2,12667,40397,1985.6,2047,63570,43.61,1933.1,122.55,873.05,520.41,645.74,2797.6 +7336.8,12244,39270,2005.2,2068,63545,41.83,2063,130.15,831.25,519.58,637.44,2797.7 +7224.1,12067,39234,1883.2,1927,64048,-8.9,-11.57,-1.9,-19.95,-9.13,-7.47,2797.7 +7552.4,12577,39354,1910.8,1957,63990,-0.89,656.82,35.15,209.95,159.36,163.51,2797.8 +7537.7,12565,39315,2009.6,2085,63167,40.05,1980.3,95.95,866.4,517.09,628.31,2797.8 +7731.7,12541,40404,1947.3,1993,64034,-30.26,54.29,-31.35,-25.65,-29.88,-24.9,2798 +7611.7,12283,40612,2059.5,2111,63936,100.57,8599.2,317.3,2470,1115.5,1816,2798 +7407.3,12109,40090,1857.4,1917,63499,-28.48,153.97,-0.95,-42.75,-12.45,-18.26,2798 +8102.2,12662,41935,2055,2086,64562,-5.34,190.46,0.95,102.6,78.02,82.17,2798.2 +9259.5,14351,42285,2265.1,2283,65021,142.4,10902,414.2,3264.2,1303.1,2050.1,2798.2 +7431.8,11507,42327,2907.6,2931,65013,0.89,344.43,16.15,170.05,150.23,136.12,2798.3 +8801.4,13347,43216,2390.5,2407,65088,0,319.51,40.85,157.7,155.21,127.82,2798.3 +9283.5,13886,43814,2166.3,2202,64472,163.76,9410.9,390.45,2772.1,1138.8,1803.6,2798.3 +7957.1,12044,43298,1885.9,1900,65050,31.15,248.31,47.5,121.6,107.07,99.6,2798.4 +7633.7,11649,42946,1920.6,1937,64982,44.5,506.41,26.6,190.95,169.32,177.62,2798.4 +8237.9,13074,41294,2312.2,2310,65599,11.57,75.65,10.45,16.15,23.24,15.77,2798.4 +7848.8,12654,40650,2233,2250,65041,29.37,566.93,76.95,229.9,190.9,187.58,2798.4 +7789,12434,41054,1974.9,1986,65170,93.45,2023.9,126.35,923.4,504.64,571.04,2798.5 +7754.7,12470,40755,2100.4,2102,65486,1.78,172.66,-2.85,21.85,14.94,7.47,2798.7 +8058.5,12542,42108,2011.4,2030,64936,16.02,11.57,18.05,19,15.77,20.75,2798.7 +8229.1,12715,42414,2013.2,2091,63097,0.89,113.03,-1.9,-6.65,0.83,4.98,2798.8 +9518.7,14558,42851,2218.8,2282,63720,11.57,138.84,-4.75,2.85,9.13,4.15,2798.8 +7904.7,12017,43109,1904.6,1973,63264,-24.03,121.04,1.9,69.35,57.27,68.89,2798.9 +8193.8,12588,42659,1936.6,2012,63081,-26.7,136.17,-45.6,-24.7,-28.22,-3.32,2798.9 +7863.5,12609,40871,2067.5,2101,64490,-14.24,-57.85,20.9,8.55,-4.15,1.66,2799 +7632.7,12247,40844,1875.2,1884,65231,32.04,410.29,53.2,247,176.79,161.85,2799.1 +3466.8,5500,41309,2687.8,2684,65629,46.28,1239.8,87.4,561.45,444.88,470.61,2799.2 +7745.4,12267,41380,1903.7,1903,65560,40.05,533.11,43.7,262.2,187.58,182.6,2799.3 +8653.9,13451,42164,2364.7,2415,64172,190.46,11291,479.75,3584.3,1650,2713.3,2799.4 +8160,12452,42947,1938.4,1936,65618,22.25,567.82,24.7,232.75,166.83,153.55,2799.5 +7915.5,12311,42137,1998.9,2023,64757,131.72,8192.5,363.85,2608.7,1132.9,1800.3,2799.5 +7790,12217,41788,2017.6,2029,65169,-8.01,-106.8,21.85,-1.9,-10.79,3.32,2799.5 +8388.8,12807,42927,2176.1,2179,65447,-10.68,54.29,7.6,12.35,9.96,17.43,2799.6 +7890.5,12260,42179,1884.1,1904,64852,32.04,1618,92.15,769.5,470.61,623.33,2799.6 +7674.4,12095,41583,1958.9,1967,65266,32.04,718.23,16.15,221.35,149.4,176.79,2799.7 +7683.2,12156,41422,1910.8,1916,65359,71.2,2140.4,162.45,863.55,498.83,609.22,2799.8 +7750.8,12231,41530,1995.4,1975,66212,26.7,-91.67,11.4,22.8,-1.66,14.94,2799.8 +7804.7,12319,41520,2081.7,2063,66130,23.14,-80.1,-3.8,0.95,6.64,13.28,2799.9 +7753.8,12282,41374,1994.5,1998,65421,147.74,8220.9,341.05,2515.6,1146.2,1847.6,2799.9 +7896.8,12456,41548,1972.2,2008,64369,-5.34,675.51,30.4,228.95,136.95,157.7,2799.9 +7458.8,11747,41612,1845.9,1879,64380,-4.45,695.09,23.75,228,145.25,180.94,2799.9 +6139.7,9520,42266,3099,3072,66112,-8.01,-74.76,-0.95,0,-8.3,15.77,2800 +8348.1,12824,42662,2295.3,2344,64175,1.78,121.93,5.7,-14.25,12.45,3.32,2800.1 +7710.2,12288,41121,1992.7,1987,65724,7.12,-50.73,33.25,15.2,9.13,11.62,2800.5 +7562.2,11950,41472,2113.8,2158,64192,-8.9,177.11,-5.7,5.7,14.94,-4.15,2800.6 +8181,12266,43710,1920.6,1966,64023,7.12,-65.86,-14.25,1.9,29.05,4.15,2800.7 +7935.6,12338,42151,1943.8,1986,64142,16.02,174.44,9.5,104.5,69.72,75.53,2800.7 +7786.6,11903,42872,1945.5,2015,63277,23.14,323.96,31.35,84.55,75.53,108.73,2800.8 +8015.9,12404,42352,2010.5,2004,65749,31.15,27.59,0,20.9,32.37,19.92,2800.8 +8287.4,12374,43892,1873.4,1910,64282,-9.79,194.02,-17.1,-6.65,7.47,-6.64,2800.8 +9592.7,14346,43822,2099.5,2122,64841,-2.67,194.91,-0.95,131.1,105.41,110.39,2800.8 +7910.6,12007,43177,1969.6,1991,64831,70.31,1977.6,95.95,917.7,486.38,557.76,2800.9 +8159,12799,41777,2106.6,2139,64544,121.04,9153.6,359.1,2508.9,1125.5,1816,2801.1 +7905.7,12513,41405,2023.9,2017,65759,143.29,8344.6,341.05,2564.1,1144.6,1806.9,2801.1 +7891.5,12243,42242,1946.4,1955,65249,36.49,151.3,21.85,111.15,74.7,97.11,2801.1 +7914,12444,41679,1930.4,1976,64024,10.68,-6.23,-29.45,18.05,-5.81,-11.62,2801.2 +7845.4,12436,41344,2061.2,2048,65960,18.69,-97.01,36.1,0,30.71,19.92,2801.2 +7828.2,12403,41364,1997.2,2007,65215,3.56,487.72,1.9,214.7,149.4,154.38,2801.3 +7721.4,12115,41769,1886.8,1891,65390,-3.56,-145.07,-23.75,-20.9,-4.98,-3.32,2801.3 +8006.1,12442,42171,2012.3,2030,64964,-1.78,-57.85,-2.85,10.45,-2.49,-5.81,2801.4 +7978.7,12497,41841,2031,2034,65439,19.58,6.23,25.65,50.35,31.54,30.71,2801.4 +8876.4,13612,42736,2242.8,2252,65268,24.03,-112.14,-3.8,16.15,-19.92,9.13,2801.4 +7901.3,12283,42157,1974.9,2015,64232,63.19,2184.1,123.5,874.95,519.58,615.03,2801.4 +5727.1,8865,42339,2453.7,2449,65663,265.22,15223,624.15,4401.4,2143.1,3515.1,2801.5 +7572,11934,41582,1961.6,1994,64470,0,152.19,16.15,17.1,24.07,37.35,2801.5 +6755.1,10329,42860,3082.1,3081,65559,2.67,19.58,-6.65,43.7,19.09,34.03,2801.5 +7920.9,12363,41988,1897.5,1967,63220,-2.67,173.55,-16.15,137.75,81.34,112.05,2801.5 +7885.6,12472,41436,1908.2,1944,64328,27.59,2120,131.1,864.5,494.68,576.85,2801.6 +7966.4,12663,41229,2200.1,2211,65212,0.89,-56.96,35.15,40.85,28.22,23.24,2801.6 +7929.7,12547,41419,1960.7,1939,66268,-14.24,365.79,26.6,122.55,82.17,86.32,2801.6 +7409.3,11918,40743,1889.5,1930,64160,15.13,38.27,9.5,45.6,39.84,17.43,2801.7 +5150.4,8111,41615,3064.3,3067,65478,-12.46,-3.56,2.85,29.45,19.09,-13.28,2801.7 +7466.1,11772,41565,1744.4,1736,65853,51.62,1849.4,124.45,843.6,489.7,609.22,2801.7 +7610.7,12112,41180,2015,2020,65372,-5.34,11.57,4.75,12.35,17.43,5.81,2801.8 +7698.9,12246,41202,1974,1986,65141,9.79,534.89,24.7,248.9,158.53,141.1,2801.8 +7802.3,12450,41071,1899.3,1958,63570,-2.67,113.03,16.15,16.15,-15.77,-4.98,2801.8 +7869.9,12527,41172,2114.6,2143,64669,134.39,8964.1,361.95,2584.9,1167.8,1837.6,2801.9 +7829.2,12547,40894,1950,2007,63674,-6.23,170.88,-20.9,19.95,11.62,-3.32,2801.9 +7558.7,12124,40859,1862.8,1880,64935,-10.68,186.01,-29.45,8.55,-0.83,1.66,2801.9 +7643,12190,41090,1929.5,1982,63801,5.34,380.03,33.25,211.85,161.02,154.38,2801.9 +7958.1,12559,41527,2044.3,2079,64443,-15.13,-78.32,-35.15,18.05,-25.73,7.47,2802 +8882.7,13965,41685,2336.3,2393,63982,-5.34,309.72,28.5,171,111.22,108.73,2802 +7751.3,12294,41320,1899.3,1926,64626,-8.01,-122.82,0,36.1,0,4.15,2802 +7984.1,12261,42675,1909,1937,64590,-9.79,26.7,-2.85,-7.6,13.28,-6.64,2802 +8296.7,12830,42380,1971.3,2042,63269,7.12,-65.86,19,21.85,4.15,-4.98,2802 +8533.4,13027,42929,2036.3,2103,63458,-7.12,181.56,9.5,-7.6,14.94,11.62,2802.1 +8274.6,12471,43484,2024.8,2035,65206,74.76,1873.4,142.5,900.6,520.41,615.86,2802.1 +5860.9,8625,44533,2333.6,2369,64556,78.32,3408.7,200.45,1552.3,1024.2,1251.6,2802.1 +8015.9,12158,43209,2095.1,2138,64220,108.58,7639.8,278.35,2214.4,1082.3,1824.3,2802.1 +8325.1,12654,43116,2041.7,2078,64390,-8.01,97.01,16.15,6.65,1.66,0,2802.1 +8230.5,12558,42952,1992.7,2046,63829,0,-33.82,-4.75,21.85,24.9,4.15,2802.1 +7914,12263,42294,2168.9,2215,64173,134.39,7798.2,292.6,2373.1,1148.7,1857.5,2802.2 +8010.5,12257,42831,2037.2,2049,65159,-1.78,515.31,27.55,224.2,145.25,154.38,2802.2 +8053.6,12392,42592,1756.9,1756,65568,16.91,401.39,-9.5,132.05,69.72,83.83,2802.2 +7949.8,12481,41743,1987.4,2021,64445,2.67,5.34,8.55,3.8,9.13,9.96,2802.2 +7926.7,12362,42023,1942.9,1962,64897,-25.81,118.37,-16.15,-14.25,0.83,0.83,2802.2 +8177.1,12554,42687,2499.1,2542,64430,1.78,95.23,21.85,34.2,18.26,37.35,2802.2 +7727.8,12251,41339,1913.5,1951,64276,-21.36,-98.79,-21.85,-4.75,-30.71,-9.13,2802.3 +7830.7,12455,41204,2017.6,2039,64849,120.15,7839.1,310.65,2361.7,1144.6,1891.6,2802.3 +7523.5,11971,41188,1890.4,1907,64964,9.79,-127.27,-19,20.9,-34.86,-9.13,2802.4 +7981.1,12607,41489,2016.7,2047,64567,16.91,256.32,38.95,117.8,83,94.62,2802.5 +7865.5,12494,41258,1979.4,1982,65449,28.48,129.05,22.8,95,88.81,89.64,2802.5 +7698.4,12214,41307,2000.7,2006,65364,29.37,707.55,36.1,227.05,170.98,187.58,2802.5 +7906.2,12555,41269,2193,2223,64650,149.52,7905.9,310.65,2299.9,1103.1,1806.9,2802.5 +9311,14643,41672,2045.2,2087,64224,178.89,9118,351.5,2648.6,1320.5,2188.7,2802.6 +8110.5,12694,41872,2011.4,2022,65192,7.12,145.07,30.4,89.3,55.61,78.85,2802.6 +7806.2,12151,42102,1890.4,1879,65932,-26.7,-41.83,-7.6,0,-8.3,-0.83,2802.6 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+7685.2,12334,40835,2010.5,2058,64024,125.49,8426.5,315.4,2426.3,1107.2,1799.4,2841.5 +7748.4,12426,40866,1856.5,1952,62331,-10.68,-148.63,-15.2,-25.65,-19.92,-32.37,2841.5 +8062,12588,41972,1969.6,2076,62176,81.88,7574.8,293.55,2204,1117.2,1866.7,2841.6 +7909.6,12490,41502,1896.6,1946,63872,-8.01,-88.11,17.1,0.95,24.07,9.96,2841.7 +5254.3,7966,43227,3087.4,3114,64976,108.58,4301.4,285.95,1846.8,1039.2,1174.4,2841.7 +7988,12417,42160,1923.3,2001,62991,10.68,-129.05,-0.95,-24.7,-8.3,-4.15,2841.7 +8182.5,12595,42576,1996.3,2035,64289,105.91,9049.5,369.55,2633.4,1090.6,1677.4,2841.7 +8028.2,12688,41467,2149.3,2208,63795,17.8,212.71,26.6,67.45,19.92,36.52,2841.9 +8136.9,12464,42784,1961.6,1988,64664,80.1,2079.9,148.2,901.55,515.43,612.54,2841.9 +8128.1,12466,42731,1934.9,1958,64761,32.93,38.27,19.95,55.1,32.37,42.33,2841.9 +8049.7,12527,42113,1926.8,1947,64858,0,-54.29,-7.6,19,19.09,8.3,2842 +8180.6,12791,41914,2010.5,2051,64242,16.91,463.69,38,215.65,164.34,179.28,2842 +8138.4,12793,41691,1977.6,2029,63875,-4.45,-78.32,-18.05,36.1,-4.15,0,2842 +7973.3,12454,41957,1917.1,1986,63261,15.13,118.37,0.95,19,31.54,17.43,2842 +8874.4,13447,43251,2249,2295,64223,-32.04,140.62,-19.95,1.9,6.64,-7.47,2842.1 +8807.3,13020,44331,1995.4,2056,63604,17.8,143.29,33.25,100.7,72.21,74.7,2842.1 +8394.2,12910,42612,2104,2158,63895,137.95,8367.8,368.6,2440.6,1089.8,1767.9,2842.2 +8248.2,12642,42758,2257,2310,64033,9.79,133.5,-1.9,0.95,-2.49,22.41,2842.3 +7774.8,12325,41341,1918.8,1957,64258,127.27,8790.5,347.7,2634.3,1029.2,1647.5,2842.3 +8077.2,12559,42149,1998,2031,64473,52.51,1753.3,114,846.45,544.48,646.57,2842.5 +8234,12565,42946,2069.3,2133,63577,-10.68,369.35,9.5,69.35,68.06,53.95,2842.5 +9694.7,14795,42943,2550.7,2635,63440,40.05,2670.9,139.65,1097.3,644.08,795.14,2842.5 +7920.9,12355,42015,2009.6,2103,62626,100.57,7124.4,260.3,2170.8,1079,1845.9,2842.5 +8289.8,12835,42328,2054.1,2119,63529,-19.58,57.85,16.15,22.8,46.48,-4.15,2842.6 +7925.3,12446,41731,1899.3,1962,63440,36.49,1941.1,131.1,886.35,484.72,546.97,2842.6 +7952.2,12298,42377,1877.9,1918,64166,-16.91,-2.67,9.5,13.3,0.83,3.32,2842.7 +7812.1,12314,41576,1871.7,1918,63953,8.9,626.56,36.1,234.65,156.87,171.81,2842.7 +8242.3,12722,42459,2003.4,2022,64933,110.36,8804.8,352.45,2626.8,1054.1,1688.2,2842.7 +8226.6,12782,42180,2010.5,2078,63407,17.8,169.99,30.4,56.05,11.62,24.07,2842.8 +8093.8,12771,41534,2131.6,2151,64943,82.77,2155.6,161.5,892.05,546.97,645.74,2842.8 +8180.1,12597,42557,2011.4,2085,63223,36.49,412.96,24.7,220.4,195.88,174.3,2842.8 +8332,12527,43589,1950.9,1999,63958,3.56,287.47,15.2,115.9,86.32,79.68,2842.8 +7697.4,12286,41060,2090.6,2138,64083,135.28,7880.1,305.9,2566.9,1115.5,1767.1,2843 +7865,12655,40730,1999.8,2063,63529,17.8,466.36,-14.25,234.65,163.51,151.06,2843 +7922.8,12728,40794,2149.3,2216,63565,1.78,199.36,-5.7,-3.8,17.43,-15.77,2843 +7463.7,12363,39565,1990.9,2027,64370,11.57,183.34,9.5,21.85,13.28,8.3,2843.1 +7404.9,12355,39279,2037.2,2071,64467,-1.78,-97.9,22.8,-5.7,-9.13,-9.13,2843.1 +7583.2,12287,40447,1957.1,2011,63780,-2.67,146.85,-17.1,18.05,-12.45,9.96,2843.1 +7671.9,12492,40249,2055.9,2104,64038,132.61,8756.7,342.95,2585.9,1134.6,1777.9,2843.2 +7804.7,12591,40623,2060.3,2075,65073,8.01,61.41,30.4,51.3,29.88,14.11,2843.3 +7859.1,12700,40555,1995.4,2024,64609,-8.01,-7.12,0.95,50.35,15.77,2.49,2843.3 +7522,12296,40091,1865.4,1900,64344,-8.9,168.21,17.1,17.1,32.37,9.13,2843.4 +7371.1,12175,39677,1846.8,1887,64138,-11.57,-115.7,-19,-2.85,6.64,7.47,2843.4 +7576.4,12525,39643,1933.1,1977,64080,5.34,77.43,-24.7,25.65,4.98,-7.47,2843.5 +5392,8694,40645,2339.8,2354,65141,111.25,3157.7,219.45,1519,1001.8,1225.1,2843.5 +7370.1,12439,38830,2039.9,2115,63208,-1.78,695.09,42.75,234.65,165.17,156.87,2843.6 +7878.7,12633,40872,2025.6,2041,65043,6.23,-116.59,-12.35,12.35,5.81,-9.96,2843.6 +7682.7,12531,40180,1972.2,1971,65577,57.85,548.24,72.2,252.7,169.32,193.39,2843.7 +7132,12195,38327,1919.7,1891,66532,40.94,178.89,8.55,121.6,80.51,112.88,2843.7 +7509.3,12302,40004,1899.3,1978,62927,-28.48,-144.18,-38,-8.55,-13.28,-26.56,2843.7 +7644,12528,39987,1921.5,1956,64380,-7.12,-109.47,12.35,23.75,18.26,28.22,2843.8 +7589.1,12434,40000,1870.8,1910,64190,32.04,1820.9,109.25,874,513.77,585.15,2843.9 +7552.9,12659,39101,1904.6,1975,63200,-24.92,-26.7,-19.95,-17.1,-9.13,-10.79,2843.9 +8392.7,12987,42352,2066.6,2155,62847,95.23,8544.9,342.95,2521.3,1162.8,1860.9,2843.9 +7804.2,12139,42133,1942.9,1983,64210,4.45,126.38,5.7,100.7,58.1,71.38,2843.9 +8456.9,13019,42571,1998.9,2075,63134,-6.23,-72.09,6.65,20.9,15.77,10.79,2844 +7626.9,12403,40299,1978.5,2023,64093,-22.25,-121.04,-3.8,14.25,-6.64,-19.92,2844 +8931.7,14214,41181,2095.1,2102,65320,56.07,2265.9,139.65,1083,627.48,741.19,2844.1 +8361.4,12784,42864,2186.7,2228,64322,23.14,631.01,50.35,263.15,164.34,189.24,2844.1 +8524.5,13552,41224,2306.9,2352,64279,0,49.84,-2.85,55.1,33.2,34.86,2844.2 +8147.2,12868,41493,1995.4,2048,63852,-5.34,426.31,16.15,125.4,107.9,80.51,2844.2 +7700.4,12379,40767,2021.2,2059,64333,107.69,8763.8,352.45,2488.1,1088.1,1711.5,2844.2 +7697.4,12523,40282,2020.3,2075,63808,3.56,386.26,8.55,205.2,165.17,187.58,2844.2 +7741.5,12697,39958,2064.8,2154,62822,97.9,8059.8,298.3,2354.1,1163.7,1907.3,2844.3 +7594.5,12517,39763,2015.8,2086,63332,2.67,-24.03,-15.2,-8.55,23.24,20.75,2844.4 +8056.1,12724,41494,1953.5,2004,63886,-16.91,106.8,-38.95,-7.6,-8.3,-9.13,2844.4 +7822.4,12279,41750,1988.3,2071,62918,-11.57,150.41,0,-1.9,0,-10.79,2844.4 +7667,12331,40748,1961.6,2015,63798,13.35,-56.96,3.8,-5.7,5.81,7.47,2844.4 +8002.7,12718,41238,2036.3,2042,65354,124.6,8921.4,349.6,2574.5,1084.8,1681.6,2844.5 +7763.6,12379,41101,1964.2,2015,63885,108.58,8029.6,318.25,2387.3,1085.6,1777.9,2844.5 +6605.2,10134,42715,2885.4,2898,65251,1.78,175.33,-7.6,0,4.15,12.45,2844.7 +8230.5,12890,41846,1999.8,2046,64057,22.25,186.9,20.9,14.25,14.11,22.41,2844.8 +8329,12903,42304,2514.3,2547,64693,185.12,12124,474.05,3626.1,1703.2,2841.1,2844.9 +7554.3,12321,40182,1909.9,1957,63960,3.56,382.7,5.7,120.65,83,92.96,2845 +7533.8,12188,40510,2055.9,2092,64405,12.46,361.34,-8.55,104.5,83,78.02,2845 +7322.6,12148,39504,1851.2,1891,64157,0,73.87,0,-6.65,28.22,13.28,2845.1 +7335.8,12099,39735,1899.3,1895,65683,-1.78,266.11,19,64.6,43.99,36.52,2845.1 +7256.4,12118,39244,1780.9,1798,64912,14.24,165.54,28.5,116.85,84.66,110.39,2845.1 +7574.9,12427,39948,2105.7,2107,65497,8.9,8.01,0,37.05,4.98,19.92,2845.1 +7656.3,12602,39816,1962.4,2010,63986,-15.13,67.64,-17.1,12.35,16.6,1.66,2845.1 +7377.9,12196,39646,2019.4,2032,65130,109.47,7960.2,293.55,2521.3,1130.5,1846.8,2845.2 +8815.1,14363,40222,2043.4,2091,64045,38.27,2403,147.25,1083.9,688.9,868.18,2845.2 +7731.2,12595,40228,2070.1,2135,63545,-40.05,220.72,-15.2,24.7,4.98,11.62,2845.2 +7955.2,12573,41466,2007.8,2077,63354,-14.24,466.36,5.7,219.45,170.15,167.66,2845.2 +7785.6,12198,41830,1905.5,1958,63778,-10.68,645.25,35.15,222.3,154.38,182.6,2845.3 +7971.8,12138,43042,1811.2,1886,62935,-21.36,214.49,3.8,103.55,78.85,82.17,2845.4 +7670,12542,40078,2042.5,2090,64048,-8.01,-30.26,-8.55,15.2,19.92,-15.77,2845.5 +7829.7,12348,41556,2944.1,3020,63889,221.61,14212,561.45,4021.3,1840.9,2936.5,2845.6 +7970.8,12575,41541,1982,2015,64464,0,-2.67,-5.7,-2.85,18.26,-0.83,2845.6 +8035,12690,41496,2022.1,2070,64019,-1.78,26.7,9.5,16.15,20.75,11.62,2845.6 +7449.5,12319,39631,1997.2,2011,65085,22.25,118.37,50.35,93.1,96.28,102.92,2845.7 +6326.4,10294,40277,2480.4,2482,65495,243.86,12911,539.6,3992.8,1983.7,3293.4,2845.7 +8092.4,12543,42282,1976.7,2059,62916,129.94,7338,311.6,2238.2,1148.7,1903.2,2846 +8100.2,12250,43335,1817.4,1850,64380,4.45,422.75,18.05,112.1,78.85,81.34,2846 +9213,14022,43060,2547.2,2598,64254,15.13,-5.34,-24.7,-11.4,4.98,-1.66,2846 +8283.5,12612,43043,1974.9,2004,64585,7.12,123.71,-19,16.15,0,-5.81,2846.1 +9583.4,14521,43252,2053.2,2105,63924,72.98,2552.5,175.75,1162.8,723.76,871.5,2846.1 +8997.4,13750,42884,2279.3,2310,64665,8.9,339.98,15.2,150.1,105.41,117.03,2846.1 +6924.7,10434,43494,2573,2626,64213,89.89,3580.5,194.75,1520.9,907.19,1079.8,2846.1 +6909.5,10474,43233,2597.9,2670,63767,15.13,1076.9,75.05,418.95,323.7,325.36,2846.2 +7862.5,12481,41285,2005.2,2053,64009,-0.89,-16.91,9.5,12.35,17.43,4.98,2846.2 +8085.5,12652,41882,2003.4,2040,64360,77.43,2029.2,149.15,926.25,522.9,614.2,2846.2 +7746.9,12318,41216,1850.3,1898,63889,3.56,-74.76,-2.85,4.75,-24.07,-13.28,2846.2 +7383.3,11970,40424,1833.4,1890,63573,-3.56,412.07,27.55,200.45,131.97,154.38,2846.3 +7750.8,12321,41227,1942,1953,65166,-3.56,24.03,-5.7,6.65,14.94,-4.98,2846.4 +7949.3,12422,41939,1986.5,2006,64898,115.7,7892.5,327.75,2350.3,1113.9,1831,2846.5 +7628.3,12036,41536,1764.9,1796,64400,3.56,218.05,33.25,108.3,86.32,101.26,2846.5 +7818.4,12227,41906,1967.8,1987,64902,57.85,1818.3,142.5,859.75,513.77,639.1,2846.5 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+7951.2,12238,42580,1891.3,1870,66281,39.16,1887.7,133.95,929.1,486.38,566.06,2862.1 +8124.2,12378,43014,1948.2,1966,64943,18.69,119.26,47.5,64.6,70.55,49.8,2862.3 +7939.5,12114,42952,1934.9,1954,64894,117.48,8494.2,357.2,2539.3,1103.1,1778.7,2862.4 +4020.9,6103,43178,3386.4,3379,65680,-18.69,7.12,-19,-2.85,24.07,8.3,2862.4 +7815,12314,41592,1938.4,1982,64095,-8.01,406.73,25.65,88.35,98.77,79.68,2862.4 +7963.5,12351,42255,1923.3,1947,64738,-14.24,169.1,-15.2,-11.4,-4.98,7.47,2862.4 +8267.8,12931,41902,2168,2215,64147,136.17,7890.7,322.05,2386.4,1170.3,1920.6,2862.5 +8087.5,12554,42219,2048.8,2074,64739,112.14,8136.4,337.25,2420.6,1129.6,1844.3,2862.5 +7944.4,12607,41298,1932.2,1983,63857,-2.67,-64.08,0.95,-11.4,1.66,11.62,2862.6 +7658.2,11970,41929,1883.2,1906,64753,3.56,131.72,48.45,0.95,15.77,24.07,2862.7 +9250.2,14381,42154,2484.9,2509,64906,32.93,71.2,66.5,64.6,48.14,49.8,2862.7 +7685.7,12147,41466,1851.2,1911,63485,-14.24,-101.46,-22.8,-18.05,-1.66,-0.83,2862.7 +7737.6,12298,41234,1876.1,1950,63053,-0.89,16.91,-23.75,4.75,-3.32,-17.43,2862.7 +8596.1,13451,41882,2243.7,2255,65207,-0.89,-19.58,10.45,14.25,27.39,7.47,2862.8 +7832.7,12271,41832,2018.5,2059,64248,3.56,371.13,16.15,86.45,92.13,90.47,2862.8 +7818.9,12219,41936,1915.3,1899,66098,27.59,517.09,38.95,239.4,164.34,158.53,2862.9 +8061,12584,41981,2079,2124,64149,-1.78,590.07,15.2,204.25,171.81,194.22,2863 +7962.5,12235,42651,1891.3,1919,64588,19.58,-92.56,-10.45,2.85,-1.66,3.32,2863 +7954.7,12370,42144,1983.8,1990,65332,-12.46,101.46,-10.45,9.5,21.58,12.45,2863 +8012.5,12479,42079,2040.8,2043,65464,32.04,526.88,49.4,238.45,155.21,186.75,2863.1 +8075.2,12334,42907,1986.5,2010,64769,11.57,-46.28,4.75,14.25,15.77,7.47,2863.1 +8055.6,12643,41757,2019.4,2035,65034,32.93,36.49,29.45,35.15,28.22,28.22,2863.1 +8036,12560,41931,2071.9,2064,65787,124.6,8860.8,349.6,2620.1,1065.7,1726.4,2863.3 +8215.8,12774,42151,2016.7,2018,65495,-10.68,-85.44,-16.15,0,0.83,-4.98,2863.3 +3666.7,5502,43675,2660.2,2650,65788,30.26,19.58,24.7,27.55,12.45,27.39,2863.4 +8119.8,12629,42136,1981.1,2005,64756,33.82,178.89,6.65,96.9,52.29,81.34,2863.5 +7818.9,12401,41321,1982,2005,64785,0,-79.21,9.5,-19,10.79,-11.62,2863.6 +7824.8,12283,41749,1885,1887,65467,6.23,-58.74,1.9,8.55,8.3,9.96,2863.6 +7946.8,12463,41788,2016.7,2015,65593,8.01,177.11,19.95,130.15,106.24,97.94,2863.7 +7857.2,12345,41711,1957.1,1965,65273,-23.14,-31.15,4.75,29.45,58.93,18.26,2863.7 +7986.5,12505,41856,1990,2058,63372,-42.72,-36.49,-0.95,27.55,0,2.49,2863.8 +7959.6,12302,42403,1930.4,1918,65960,27.59,1780,127.3,894.9,502.98,608.39,2863.9 +7868.4,12233,42154,1836.1,1901,63298,-15.13,53.4,-21.85,-13.3,-24.9,-21.58,2864 +7044.2,10740,42984,2356.7,2372,65114,-10.68,65.86,-22.8,12.35,-17.43,0.83,2864 +8939.1,13454,43543,2173.4,2174,65517,-4.45,302.6,26.6,166.25,58.93,102.09,2864 +3926.9,5807,44317,2652.2,2603,66775,-9.79,-164.65,4.75,2.85,22.41,33.2,2864.1 +8124.7,12486,42645,2095.9,2130,64488,16.02,616.77,21.85,228.95,179.28,193.39,2864.1 +8322.2,12654,43101,2029.2,2042,65125,6.23,465.47,33.25,225.15,152.72,178.45,2864.1 +8682.3,13414,42419,2254.4,2258,65431,13.35,219.83,14.25,141.55,100.43,112.88,2864.2 +8100.2,12683,41856,1972.2,2027,63766,113.03,8041.1,323,2318.9,1075.7,1795.3,2864.2 +7892.4,12222,42320,1863.7,1876,65105,8.9,-35.6,-0.95,0.95,4.98,-3.32,2864.3 +8201.6,12649,42494,2094.2,2073,66205,143.29,8541.3,329.65,2632.4,1157,1808.6,2864.3 +8097.3,12475,42538,2028.3,2043,65065,11.57,4.45,14.25,31.35,18.26,0,2864.3 +8264.8,12843,42174,2023,2091,63404,16.91,307.94,15.2,136.8,75.53,73.87,2864.3 +8098.2,12690,41822,2047,2086,64311,44.5,1627.8,130.15,781.85,503.81,651.55,2864.4 +7803.3,12143,42114,1887.7,1899,65146,13.35,-86.33,-20.9,9.5,-4.98,-9.13,2864.4 +8050.7,12490,42243,2125.3,2110,66012,0,31.15,-1.9,35.15,-5.81,12.45,2864.4 +7985,12366,42318,1937.5,1930,65792,25.81,-73.87,1.9,16.15,1.66,0.83,2864.5 +8061.5,12390,42641,1946.4,1938,65821,37.38,784.98,44.65,255.55,180.11,196.71,2864.5 +8126.7,12703,41926,1966,2015,63943,-8.9,-79.21,-4.75,-6.65,9.96,4.98,2864.5 +8145.8,12641,42231,1959.8,1985,64703,12.46,-62.3,-0.95,11.4,4.98,5.81,2864.6 +8373.1,12769,42974,2006.1,1989,66098,40.05,476.15,42.75,228.95,181.77,181.77,2864.6 +7892.4,12066,42867,1838.7,1878,64166,14.24,185.12,-8.55,-20.9,-16.6,-5.81,2864.7 +8076.2,12415,42632,2134.2,2127,65758,43.61,723.57,23.75,249.85,195.88,192.56,2864.7 +8250.1,12705,42557,2171.6,2161,65857,53.4,566.04,49.4,274.55,170.15,183.43,2864.8 +8065.9,12347,42813,1946.4,1951,65382,14.24,177.11,2.85,-9.5,12.45,19.09,2864.8 +7982.1,12282,42592,1843.2,1854,65154,2.67,29.37,-26.6,1.9,-0.83,14.11,2864.8 +8046.3,12382,42588,2005.2,1994,65903,8.9,218.05,-22.8,11.4,10.79,24.07,2864.8 +8455,12830,43188,2019.4,2030,65194,12.46,266.11,-12.35,26.6,22.41,4.15,2864.8 +8193.8,12535,42839,1961.6,1991,64567,-4.45,5.34,-1.9,-3.8,-4.98,5.81,2864.9 +8225.6,12346,43664,1983.8,1978,65728,138.84,8720.2,350.55,2509.9,1117.2,1795.3,2865 +7987,12184,42961,1966.9,1960,65767,149.52,7379,307.8,2258.1,1120.5,1879.9,2865 +7890.5,12192,42414,1989.2,1984,65706,-7.12,21.36,38,21.85,19.09,23.24,2865 +8555.4,12439,45075,1934,1923,65910,8.9,709.33,26.6,240.35,131.14,156.04,2865 +8643.6,12569,45069,1963.3,1981,64952,1.78,411.18,17.1,71.25,93.79,84.66,2865.1 +8398.1,12846,42844,2154.7,2174,64954,130.83,8565.4,358.15,2620.1,1115.5,1750.5,2865.1 +8020.8,12172,43185,2115.5,2092,66273,119.26,8423,325.85,2527,1086.5,1755.4,2865.2 +8360.9,12410,44153,1966.9,1994,64645,-2.67,-36.49,18.05,21.85,9.96,9.13,2865.2 +8183.5,12214,43910,1897.5,1922,64700,-8.01,46.28,11.4,63.65,63.91,72.21,2865.2 +8102.6,12305,43154,1921.5,1973,63826,-20.47,129.05,15.2,115.9,62.25,72.21,2865.2 +8236.4,12571,42939,1954.4,1979,64723,65.86,1942.9,135.85,887.3,516.26,621.67,2865.3 +8138.4,12588,42370,1977.6,1992,65062,10.68,558.03,38.95,277.4,150.23,168.49,2865.4 +7936.5,12416,41892,2015.8,2032,65015,33.82,1853,93.1,744.8,485.55,624.16,2865.4 +8527,13019,42924,2615.7,2651,64664,172.66,11797,462.65,3560.6,1752.1,2882.6,2865.4 +7896.8,12206,42399,1902.8,1918,65017,-3.56,-16.02,2.85,13.3,-5.81,-4.98,2865.5 +7905.7,12422,41709,2022.1,2022,65539,113.92,7951.3,333.45,2411.1,1141.3,1844.3,2865.5 +7491.6,11649,42147,2105.7,2101,65684,0.89,-40.94,8.55,13.3,9.13,-0.83,2865.5 +8011.5,12181,43103,1896.6,1861,66789,12.46,-85.44,1.9,-4.75,-10.79,-3.32,2865.6 +7972.3,12186,42875,1988.3,1962,66413,1.78,211.82,19.95,23.75,23.24,26.56,2865.6 +7689.1,12061,41780,1922.4,1913,65858,58.74,1710.6,144.4,844.55,505.47,625.82,2865.6 +8509.3,12481,44681,2019.4,2018,65582,6.23,226.95,39.9,95,83,107.9,2865.7 +7837.1,11110,46229,3420.3,3378,66356,457.46,27757,1131.4,8593.7,3409.6,5454.8,2865.7 +7744,12022,42215,2026.5,2002,66339,76.54,2023.9,146.3,891.1,517.09,632.46,2865.7 +7999.3,12416,42223,1988.3,1984,65677,141.51,7772.4,319.2,2261.9,1110.5,1826,2865.8 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+7670,12086,41590,1841.4,1862,64811,53.4,1952.7,144.4,839.8,523.73,624.99,2866.1 +8825.9,13751,42063,2306.9,2259,66925,27.59,492.17,44.65,189.05,137.78,122.84,2866.1 +7741.5,12258,41389,1933.1,1958,64702,102.35,7910.3,283.1,2315.1,1110.5,1841.8,2866.2 +7760.6,12009,42352,1951.8,1945,65764,9.79,426.31,56.05,228.95,172.64,187.58,2866.2 +8004.6,12250,42824,1885.9,1886,65533,-18.69,147.74,23.75,34.2,12.45,25.73,2866.3 +9307.1,14160,43075,2172.5,2144,66407,1.78,0.89,-3.8,49.4,5.81,24.07,2866.3 +7717,11972,42244,2046.1,2020,66383,59.63,1950,143.45,924.35,516.26,606.73,2866.3 +8099.7,12735,41682,2074.6,2075,65523,12.46,223.39,8.55,27.55,19.09,19.09,2866.3 +8057.6,12142,43490,1933.1,1946,65101,119.26,8333.1,330.6,2565,1021.7,1616.8,2866.3 +9015,13899,42507,2202.8,2219,65056,-32.04,-144.18,19,-8.55,-16.6,17.43,2866.4 +7998.8,12230,42862,1970.5,1958,65953,-18.69,-126.38,19,24.7,14.94,3.32,2866.4 +8043.4,12556,41982,2077.3,2092,65074,-20.47,-118.37,-13.3,-10.45,-3.32,4.15,2866.4 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+8264.3,12655,42798,1955.3,1983,64622,28.48,446.78,9.5,192.85,147.74,169.32,2880.1 +7905.7,12391,41813,1986.5,1971,66051,16.02,-10.68,25.65,3.8,29.05,19.09,2880.1 +7879.7,12290,42018,1970.5,1954,66088,14.24,729.8,53.2,210.9,173.47,184.26,2880.1 +7800.8,12426,41142,2015.8,2026,65208,38.27,484.16,46.55,237.5,148.57,170.15,2880.2 +7882.6,12488,41367,1993.6,1996,65457,17.8,607.87,47.5,241.3,140.27,182.6,2880.2 +7533.8,11999,41148,1935.8,1935,65561,130.83,7842.7,299.25,2268.6,1118,1821,2880.2 +7805.2,12437,41129,2071,2097,64724,63.19,1983.8,133.95,861.65,517.09,647.4,2880.3 +7909.1,12432,41693,1926,1952,64662,0,-113.03,-3.8,0,-12.45,5.81,2880.3 +7940,12416,41910,1984.7,1972,65958,0.89,190.46,1.9,17.1,17.43,18.26,2880.4 +7950.3,12551,41513,2062.1,2071,65255,21.36,426.31,21.85,130.15,103.75,92.13,2880.4 +7978.7,12482,41892,1942.9,1958,65030,129.94,7989.5,324.9,2427.3,1098.9,1748.8,2880.4 +8398.1,13151,41851,2497.3,2543,64359,190.46,12474,477.85,3600.5,1679.9,2762.2,2880.4 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+7856.2,12442,41381,2012.3,2030,64964,-1.78,-25.81,36.1,12.35,-12.45,10.79,2899.6 +8337.4,12816,42634,2036.3,2084,64037,117.48,7748.3,346.75,2439.6,1157.8,1880.8,2899.6 +8777.4,13126,43824,2229.4,2230,65520,69.42,2923.6,209.95,1382.3,703.01,834.98,2899.7 +8217.3,12394,43451,1934.9,1978,64107,13.35,640.8,37.05,233.7,168.49,202.52,2899.7 +7576.4,11124,44636,2459.1,2464,65405,-1.78,-100.57,2.85,12.35,14.94,2.49,2899.7 +8460.3,12610,43970,1974,1990,65010,-2.67,78.32,-7.6,2.85,14.94,11.62,2899.7 +8472.1,12643,43916,1960.7,1975,65060,4.45,304.38,38,93.1,95.45,87.98,2899.7 +8544.6,12766,43865,2039.9,2106,63478,-15.13,171.77,-6.65,1.9,4.98,1.66,2899.8 +7507.3,11083,44392,1949.1,1999,63900,-0.89,-99.68,-10.45,15.2,3.32,17.43,2899.8 +8048.3,12202,43227,1875.2,1934,63545,-2.67,330.19,42.75,84.55,84.66,112.88,2899.8 +8252.1,12570,43024,2006.9,2062,63786,126.38,7530.3,324.9,2272.4,1122.2,1887.4,2899.9 +8032.1,12446,42294,1915.3,1978,63458,-19.58,112.14,18.05,-6.65,-4.15,-1.66,2899.9 +7993.9,12373,42341,2033.7,2081,64045,4.45,170.88,4.75,-1.9,-4.98,14.11,2899.9 +8102.6,12671,41908,1903.7,2015,61916,24.03,1940.2,100.7,800.85,490.53,624.99,2900 +8039.4,12786,41207,2018.5,2098,63053,34.71,1748,97.85,774.25,495.51,631.63,2900 +7788.1,12231,41730,1849.4,1895,63960,-32.93,-59.63,13.3,16.15,12.45,5.81,2900 +7839.5,12367,41544,1990,2047,63712,16.02,-69.42,31.35,24.7,10.79,14.11,2900 +7330.4,11706,41039,1947.3,1950,65446,38.27,1821.8,124.45,859.75,456.5,539.5,2900.1 +7295.1,11750,40689,1833.4,1862,64529,62.3,1545.9,109.25,748.6,488.04,607.56,2900.1 +6775.7,10406,42673,2378.1,2418,64454,204.7,15375,597.55,4522.9,2016.9,3177.2,2900.2 +8367.2,12663,43304,2015.8,2019,65434,10.68,-49.84,24.7,24.7,12.45,14.11,2900.2 +8823.4,12774,45268,2055.9,2086,64590,4.45,-105.02,-27.55,5.7,-36.52,-34.86,2900.4 +5364.5,7142,49226,3432.7,3462,64982,8.01,-56.07,20.9,48.45,34.03,26.56,2900.4 +8656.3,12939,43844,1957.1,2011,63780,6.23,214.49,33.25,130.15,86.32,85.49,2900.5 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+7642.5,12210,41021,2008.7,2006,65625,98.79,8432.8,313.5,2478.6,1137.9,1836.8,2901.4 +4923.5,7627,42306,3899.1,3903,65470,6.23,-70.31,0,29.45,20.75,31.54,2901.5 +7646,12168,41181,1959.8,1960,65529,14.24,283.02,18.05,126.35,103.75,95.45,2901.5 +7819.4,12382,41387,2010.5,2046,64399,16.91,-76.54,26.6,6.65,-4.15,15.77,2901.6 +8019.8,12382,42448,2008.7,2030,64849,18.69,238.52,23.75,57,39.01,30.71,2901.6 +8498.1,12672,43950,2048.8,2119,63364,121.04,7780.4,305.9,2240.1,1152,1888.3,2901.7 +8028.7,12228,43030,1921.5,1956,64380,8.01,142.4,-7.6,123.5,81.34,87.98,2901.9 +8381.9,12702,43247,2095.9,2138,64247,114.81,8297.5,312.55,2376.9,1118,1810.2,2901.9 +8444.2,12660,43712,1961.6,2000,64276,-2.67,629.23,17.1,217.55,170.15,170.98,2901.9 +8034,12613,41744,1948.2,1973,64713,-7.12,19.58,5.7,-2.85,17.43,6.64,2901.9 +7830.7,12234,41948,1959.8,1966,65329,-32.04,70.31,10.45,26.6,47.31,27.39,2902 +7958.6,12389,42100,1934,1989,63723,-13.35,157.53,0.95,4.75,6.64,2.49,2902 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+8767.1,12896,44553,2046.1,2080,64468,32.93,-39.16,19,36.1,5.81,10.79,2942.4 +9139.5,13254,45191,2176.1,2230,63951,-3.56,401.39,39.9,147.25,95.45,103.75,2942.4 +9510.4,13545,46015,2267.7,2313,64253,11.57,18.69,11.4,8.55,12.45,19.09,2942.4 +8402.5,12751,43186,1976.7,2015,64290,26.7,72.98,26.6,19.95,13.28,19.92,2942.5 +8574.5,12915,43511,2015,2071,63763,47.17,1925.1,152.95,844.55,535.35,656.53,2942.5 +8821.5,13091,44162,2055,2099,64163,56.96,1823.6,144.4,916.75,517.92,627.48,2942.5 +7830.7,12615,40681,2006.1,2051,64100,12.46,535.78,20.9,219.45,177.62,189.24,2942.6 +7727.8,12436,40724,1998.9,2048,63966,37.38,1718.6,85.5,760.95,488.87,648.23,2942.7 +7907.1,12758,40618,1947.3,2034,62743,-27.59,62.3,-18.05,2.85,1.66,-7.47,2942.7 +7772.4,12288,41453,1850.3,1892,64092,-15.13,244.75,3.8,15.2,32.37,19.92,2942.8 +7906.2,12346,41968,1893.9,1934,64178,56.07,1938.4,126.35,873.05,522.07,621.67,2942.8 +8906.2,13215,44168,2230.3,2287,63912,141.51,8544,355.3,2646.7,1123,1782.8,2942.9 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+7833.6,12481,41133,2047,2069,64839,140.62,9159.9,367.65,2574.5,1101.4,1718.9,2945.5 +7585.7,12139,40954,1910.8,1935,64717,5.34,-58.74,10.45,28.5,18.26,6.64,2945.5 +7856.2,12355,41672,1621.6,1623,65479,25.81,594.52,50.35,276.45,168.49,177.62,2945.5 +8159,12547,42616,2094.2,2147,63923,-11.57,89.89,-6.65,10.45,0.83,-4.15,2945.6 +8570.1,12761,44013,1998.9,2057,63686,52.51,1837,141.55,850.25,532.86,636.61,2945.6 +5814.3,8545,44593,1730.2,1781,63665,-0.89,-90.78,-0.95,-3.8,-0.83,-3.32,2945.6 +6513.6,9105,46883,2377.2,2421,64350,114.81,3519.9,215.65,1638.8,1027.5,1219.3,2945.7 +8275.6,12145,44656,1924.2,1973,63914,115.7,8228.9,313.5,2424.4,1035.8,1683.2,2945.7 +8940,13262,44178,2362.9,2442,63415,-17.8,7.12,5.7,6.65,-19.09,-11.62,2945.8 +8327.1,12854,42455,2072.8,2114,64259,16.02,735.14,21.85,215.65,174.3,187.58,2945.8 +7763.1,12335,41245,1959.8,1983,64769,17.8,45.39,30.4,46.55,45.65,39.84,2945.9 +7537.7,12360,39967,1974.9,2024,63946,119.26,8847.5,339.15,2568.8,1144.6,1793.6,2945.9 +7405.4,12037,40319,1731,1777,63841,-2.67,451.23,35.15,97.85,108.73,79.68,2945.9 +7308.4,12082,39642,1891.3,1874,66139,-3.56,119.26,8.55,6.65,21.58,22.41,2946 +7173.6,11878,39580,1969.6,1986,64994,18.69,129.05,15.2,107.35,80.51,78.02,2946 +6240.1,10009,40859,2321.1,2345,64869,83.66,3122.1,231.8,1416.4,941.22,1155.4,2946 +7537.7,12309,40132,2006.1,2001,65702,14.24,-40.94,18.05,26.6,14.94,13.28,2946 +7290.2,12015,39765,1921.5,1951,64545,39.16,1892.1,155.8,879.7,468.12,569.38,2946 +7930.7,12399,41918,1970.5,2015,64087,15.13,-111.25,14.25,6.65,0,10.79,2946.1 +8004.2,12498,41972,1991.8,2006,65073,34.71,535.78,56.05,266.95,177.62,177.62,2946.1 +7604.3,12395,40206,2122.6,2175,63959,130.83,7564.1,306.85,2278.1,1103.9,1853.4,2946.1 +7900.8,12386,41804,1904.6,1926,64808,58.74,1830.7,116.85,850.25,540.33,644.91,2946.1 +9185.5,12695,47419,1893.9,1927,64411,-15.13,202.03,3.8,12.35,1.66,-8.3,2946.3 +8432.9,12513,44167,1950.9,1985,64410,-8.9,26.7,32.3,67.45,36.52,27.39,2946.3 +8612.7,13287,42481,2277.5,2291,65150,32.04,721.79,25.65,364.8,214.97,233.23,2946.5 +7538.7,12385,39891,2031.9,2033,65500,9.79,-46.28,-18.05,34.2,20.75,-4.15,2946.5 +7596,12263,40594,1950.9,1987,64345,-10.68,98.79,-10.45,36.1,13.28,0,2946.5 +7454.4,12398,39404,2081.7,2090,65276,129.05,8756.7,344.85,2490.9,1204.3,1892.4,2946.7 +7393.1,12339,39267,2050.6,2067,65015,-8.01,-72.98,-22.8,6.65,4.98,-20.75,2946.7 +7563.2,12498,39659,1958,2006,63968,-12.46,-80.1,-13.3,14.25,11.62,19.09,2946.7 +8400.1,13286,41435,2291.8,2345,64048,17.8,-104.13,19.95,-5.7,-6.64,-13.28,2946.8 +7700.8,12067,41823,1970.5,2003,64471,50.73,1924.2,120.65,815.1,520.41,641.59,2947 +7850.8,12486,41207,2060.3,2082,64855,-2.67,175.33,-14.25,36.1,19.09,39.01,2947.1 +7409.3,12177,39876,1953.5,1973,64890,118.37,8050.9,304.95,2374.1,1072.4,1762.9,2947.2 +7636.2,12584,39768,1973.1,2028,63763,-16.91,-47.17,-31.35,-33.25,-21.58,-0.83,2947.2 +7188.3,11906,39568,2009.6,2034,64750,-11.57,63.19,-18.05,14.25,14.94,13.28,2947.2 +7546.5,12463,39683,1959.8,1979,64900,51.62,1677.7,122.55,797.05,499.66,633.29,2947.2 +3247.2,5523,38532,2948.6,2936,65817,52.51,1141.9,91.2,532.95,405.87,401.72,2947.3 +7763.6,12887,39481,2128.9,2179,64029,-9.79,87.22,10.45,-13.3,-2.49,1.66,2947.3 +7455.4,12297,39733,2039,2057,64962,2.67,39.16,-25.65,15.2,15.77,4.15,2947.3 +7504.8,12328,39896,1901,1916,65024,-6.23,13.35,-6.65,-19.95,-12.45,-14.94,2947.3 +7708.7,12524,40338,2018.5,2060,64216,1.78,680.85,7.6,225.15,140.27,154.38,2947.4 +7681.2,12482,40330,1950,2002,63833,-1.78,404.06,8.55,225.15,151.89,151.89,2947.4 +7547,12325,40130,1904.6,1957,63781,1.78,-25.81,-17.1,31.35,14.94,8.3,2947.4 +8418.2,13095,42130,2267.7,2343,63430,91.67,2566.8,165.3,1222.7,758.62,927.11,2947.5 +3783.8,5497,45111,2838.2,2941,63245,124.6,4486.5,248.9,1858.2,1259.1,1568.7,2947.7 +7906.6,12164,42599,1955.3,2004,63944,21.36,575.83,15.2,247,154.38,140.27,2947.7 +7387.7,12115,39964,1901,1959,63597,6.23,142.4,19,85.5,85.49,59.76,2947.7 +7713.1,12535,40326,1990.9,2023,64497,11.57,5.34,11.4,15.2,24.07,-3.32,2947.8 +7617.5,12143,41112,1916.2,1931,65033,52.51,1908.2,134.9,852.15,500.49,603.41,2947.8 +7507.8,12006,40982,1910.8,1938,64617,39.16,576.72,51.3,218.5,161.85,185.09,2947.8 +7589.1,12387,40152,1947.3,1975,64617,18.69,-106.8,4.75,-8.55,29.88,7.47,2947.9 +8231.5,13466,40061,2246.4,2298,64063,2.67,25.81,19.95,19.95,5.81,2.49,2947.9 +7815,12524,40895,1914.4,1980,63364,17.8,191.35,-0.95,101.65,93.79,89.64,2948 +8261.9,12726,42547,2152.9,2178,64781,47.17,31.15,18.05,61.75,35.69,34.03,2948.1 +7783.7,12366,41251,2100.4,2138,64383,37.38,549.13,31.35,261.25,211.65,214.14,2948.1 +7902.7,12495,41450,1948.2,1999,63871,11.57,53.4,34.2,28.5,27.39,4.98,2948.1 +8136,12500,42656,1974.9,2016,64200,9.79,140.62,16.15,29.45,27.39,14.94,2948.1 +8638.2,12749,44405,2014.1,2073,63673,34.71,-58.74,40.85,6.65,19.92,8.3,2948.1 +8607.8,12625,44683,2062.1,2113,63958,132.61,8398.9,323,2386.4,1144.6,1856.7,2948.2 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+8375.6,13399,40966,2503.6,2547,64419,181.56,12585,459.8,3766.8,1674.1,2680.9,2950.9 +7381.9,12238,39531,1947.3,2010,63492,8.01,107.69,17.1,-15.2,29.05,18.26,2951 +7480.3,12350,39695,1917.1,1966,63905,8.9,-86.33,19,2.85,-11.62,9.13,2951 +7784.1,12422,41068,1949.1,2002,63804,-5.34,-69.42,12.35,4.75,16.6,9.96,2951 +7523.5,12246,40263,1859.2,1910,63793,-16.02,199.36,-34.2,-32.3,-19.09,-3.32,2951 +7194.2,11988,39329,2000.7,2020,64910,122.82,7513.4,290.7,2333.2,1139.6,1892.4,2951.1 +7200.1,12046,39172,1946.4,1930,66094,-1.78,208.26,-15.2,88.35,73.04,58.1,2951.2 +7966.9,12583,41494,2047.9,2071,64805,51.62,1808.5,151.05,886.35,511.28,610.88,2951.4 +8693.6,13590,41924,2353.2,2406,64097,-11.57,-124.6,-10.45,22.8,-9.13,12.45,2951.5 +7709.7,12354,40899,2024.8,2070,64103,-19.58,-25.81,-19.95,-9.5,13.28,8.3,2951.5 +7556.8,12606,39286,2013.2,2078,63492,-0.89,94.34,-12.35,30.4,-19.09,-19.92,2951.5 +8160.5,12538,42655,2023,2046,64798,132.61,8132.8,308.75,2475.7,1148.7,1844.3,2951.5 +5848.1,8618,44473,3159.5,3178,65154,366.68,23726,979.45,7453.7,3190.5,5228.2,2951.5 +7623.9,12302,40615,1909.9,1950,64190,1.78,-30.26,22.8,6.65,11.62,3.32,2951.6 +7999.7,12647,41454,1980.3,2035,63773,-21.36,105.02,11.4,-16.15,-19.09,-1.66,2951.7 +8451.5,13494,41046,2392.3,2434,64414,79.21,2842.7,183.35,1298.7,758.62,907.19,2951.7 +7537.7,12344,40019,1860.1,1912,63757,-0.89,671.95,34.2,239.4,155.21,179.28,2951.8 +7609.7,12475,39977,2007.8,2095,62809,-7.12,-107.69,-9.5,11.4,-16.6,-13.28,2951.8 +7873.3,12413,41568,1929.5,1977,63962,137.95,7272.2,327.75,2164.1,1074,1790.3,2952 +7877.7,12358,41777,1905.5,1942,64304,7.12,-113.92,22.8,13.3,7.47,-3.32,2952 +7941.4,12278,42389,2475.1,2498,64935,2.67,-89,10.45,0,15.77,14.94,2952 +7902.7,12155,42609,1980.3,1995,65051,27.59,732.47,68.4,257.45,184.26,183.43,2952.1 +8648,12602,44973,1989.2,2046,63715,-14.24,124.6,-1.9,11.4,2.49,8.3,2952.1 +8563.2,12998,43176,2048.8,2118,63394,-2.67,134.39,21.85,15.2,19.92,39.01,2952.1 +8722,13038,43841,1935.8,2014,62990,-11.57,247.42,-3.8,116.85,90.47,74.7,2952.2 +8781.3,12845,44803,1991.8,2041,63957,-0.89,-79.21,-5.7,-24.7,-1.66,5.81,2952.2 +8451,12663,43737,1869.9,1907,64261,55.18,1926.8,121.6,877.8,508.79,616.69,2952.3 +8259.9,12703,42614,2005.2,2015,65216,1.78,205.59,-6.65,129.2,98.77,77.19,2952.4 +7708.7,12210,41376,1930.4,1970,64219,10.68,636.35,33.25,225.15,150.23,186.75,2952.5 +7961,12398,42082,1917.9,1978,63546,19.58,-8.9,6.65,29.45,21.58,26.56,2952.5 +7931.1,12571,41347,2027.4,2079,63910,5.34,63.19,-5.7,4.75,24.07,-8.3,2952.7 +8007.6,12670,41419,2302.4,2346,64319,213.6,12602,468.35,3784.8,1660.8,2713.3,2952.7 +7565.1,12030,41213,1833.4,1902,63172,39.16,1877.9,57.95,768.55,473.93,607.56,2952.7 +8112.9,12631,42094,1957.1,1975,64942,48.95,169.1,25.65,109.25,82.17,85.49,2952.8 +7842.5,12157,42277,1953.5,1977,64759,20.47,248.31,35.15,105.45,86.32,91.3,2952.8 +8054.6,12637,41772,1952.7,1993,64209,0,149.52,33.25,30.4,14.11,4.98,2952.9 +8205.5,12644,42531,2045.2,2080,64440,-5.34,282.13,-3.8,32.3,17.43,28.22,2952.9 +8018.9,12502,42035,1957.1,1958,65506,-3.56,181.56,18.05,22.8,18.26,9.96,2953 +7695,12295,41016,1929.5,1959,64550,55.18,1929.5,122.55,795.15,517.92,654.87,2953 +6317.6,10026,41295,3163.1,3214,64497,-20.47,336.42,-15.2,57.95,13.28,14.11,2953.1 +7778.8,12269,41551,1998.9,2025,64693,-34.71,115.7,-3.8,7.6,-9.13,-3.32,2953.2 +4538.4,6995,42520,3391.8,3415,65091,-2.67,237.63,17.1,76.95,33.2,35.69,2953.2 +7932.1,12190,42645,1864.5,1898,64381,43.61,1893,95,823.65,491.36,596.77,2953.2 +8053.2,12299,42912,1895.7,1919,64740,-5.34,-76.54,-9.5,-18.05,10.79,1.66,2953.3 +9232.1,14271,42396,2107.5,2139,64572,-11.57,280.35,22.8,154.85,133.63,126.99,2953.3 +9015.5,13760,42939,2292.6,2307,65128,1.78,284.8,39.9,61.75,50.63,57.27,2953.4 +8225.1,12513,43079,1936.6,1985,63939,-4.45,-67.64,-19.95,15.2,14.11,17.43,2953.4 +8804.3,12878,44805,2028.3,2094,63480,9.79,375.58,16.15,133,94.62,86.32,2953.4 +8542.2,12485,44839,1894.8,1925,64508,-2.67,-65.86,-7.6,9.5,0.83,-1.66,2953.4 +8129.1,12515,42569,2006.9,2051,64128,12.46,193.13,4.75,28.5,3.32,9.13,2953.5 +8585.3,12659,44446,1912.6,1939,64644,20.47,631.9,32.3,224.2,167.66,182.6,2953.5 +8288.8,12607,43089,2013.2,2063,63953,10.68,32.04,27.55,40.85,29.05,22.41,2953.5 +8618.6,12551,45003,1939.3,1943,65412,-15.13,-125.49,-25.65,-17.1,2.49,-8.3,2953.8 +8842.5,12839,45136,2128.9,2151,64862,17.8,206.48,27.55,105.45,63.08,82.17,2953.8 +9003.3,12801,46093,2105.7,2145,64336,72.09,2075.5,122.55,874.95,503.81,589.3,2953.9 +7408.8,10334,46985,2529.4,2590,64002,-3.56,92.56,-17.1,10.45,1.66,-11.62,2953.9 +9470.7,13069,47492,1933.1,1977,64080,-7.12,-48.95,11.4,23.75,2.49,-6.64,2954 +9365.4,12883,47642,1960.7,2035,63142,0,766.29,57,227.05,146.91,161.02,2954 +9058.1,12581,47185,1986.5,2049,63536,2.67,510.86,30.4,183.35,133.63,148.57,2954 +10756,15015,46947,2141.3,2183,64285,12.46,298.15,26.6,46.55,46.48,48.14,2954.1 +8907.7,12803,45597,1928.6,2019,62603,3.56,-97.9,-13.3,-14.25,5.81,-14.11,2954.2 +8896.4,12843,45397,1996.3,2075,63049,-6.23,145.96,0,1.9,25.73,16.6,2954.2 +8708.8,12715,44887,2002.5,2059,63738,142.4,7379,319.2,2237.3,1150.4,1874.1,2954.2 +8880.3,12679,45901,1967.8,2007,64256,16.02,-100.57,18.05,-29.45,14.94,-1.66,2954.2 +8933.7,12643,46308,1910.8,1959,63925,-22.25,162.87,-28.5,-5.7,1.66,13.28,2954.2 +8946.4,12929,45349,2061.2,2113,63931,-14.24,-53.4,-24.7,11.4,4.98,0.83,2954.2 +9245.3,13428,45122,2338.9,2372,64622,-10.68,202.92,-19.95,34.2,27.39,29.88,2954.3 +8404,12627,43618,1957.1,2003,64035,8.9,304.38,0.95,124.45,93.79,72.21,2954.3 +8572.5,12859,43690,1954.4,2011,63693,21.36,755.61,38.95,245.1,180.11,174.3,2954.4 +8776.4,12811,44897,2003.4,2059,63766,70.31,1885,130.15,846.45,513.77,633.29,2954.4 +9111.1,12667,47138,1976.7,2027,63909,24.03,741.37,18.05,242.25,177.62,180.11,2954.5 +8300.6,12256,44385,1939.3,2004,63420,55.18,1925.1,132.05,774.25,506.3,643.25,2954.5 +9066,12786,46469,1950.9,2022,63231,24.92,-58.74,19.95,26.6,23.24,18.26,2954.6 +9005.2,13036,45272,1949.1,2012,63487,13.35,-94.34,-29.45,26.6,24.07,6.64,2954.6 +8684.8,12494,45555,1972.2,2042,63297,130.83,8748.7,328.7,2544.1,1019.2,1615.2,2954.6 +8216.3,12380,43495,1903.7,1964,63524,134.39,7390.6,290.7,2151.8,1109.7,1841.8,2954.7 +8632.3,12947,43696,2021.2,2087,63469,-7.12,-106.8,-48.45,-2.85,5.81,9.13,2954.7 +8308,12475,43645,2092.4,2123,64591,0.89,-60.52,0,22.8,30.71,17.43,2954.8 +8345.7,12776,42810,2138.7,2172,64530,124.6,9038.8,355.3,2558.3,1086.5,1718.9,2954.8 +7938.5,12198,42651,2038.1,2070,64526,116.59,8176.4,328.7,2497.6,1126.3,1791.1,2954.9 +8128.1,12406,42938,1899.3,1922,64761,-4.45,751.16,54.15,223.25,164.34,176.79,2954.9 +8183.5,12510,42871,2011.4,2078,63436,135.28,8354.4,336.3,2441.5,1142.9,1852.6,2955 +8269.7,12690,42708,1992.7,2038,64080,-6.23,-12.46,-14.25,18.05,-2.49,-14.11,2955 +8028.2,12414,42382,1984.7,1994,65230,34.71,153.08,37.05,133.95,101.26,70.55,2955 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+9267.4,13158,46158,2102.2,2162,63723,-19.58,-104.13,-32.3,-24.7,-0.83,-14.11,3019.6 +8931.7,12554,46627,1891.3,1966,63044,-1.78,264.33,-3.8,90.25,71.38,64.74,3019.6 +8155.1,12378,43177,1893.9,1966,63133,16.91,35.6,-28.5,-10.45,0.83,-11.62,3019.8 +8136,12448,42834,1916.2,1956,64201,12.46,-96.12,19.95,2.85,9.13,12.45,3019.8 +8284.4,12642,42946,2022.1,2066,64143,20.47,22.25,5.7,33.25,39.84,29.88,3019.8 +9198.8,13624,44249,2408.3,2456,64264,21.36,173.55,31.35,11.4,29.88,29.88,3019.8 +8066.4,12252,43147,1861,1932,63127,16.02,15.13,15.2,28.5,29.88,29.05,3019.8 +8798,12687,45447,2039,2111,63300,71.2,1774.7,89.3,777.1,517.92,639.93,3019.9 +8739.2,12640,45311,1974.9,2020,64073,123.71,8693.5,324.9,2548.8,1054.1,1635.1,3019.9 +8096.8,12292,43169,1909.9,1972,63474,25.81,410.29,24.7,222.3,177.62,168.49,3019.9 +8721,12837,44523,2215.2,2273,63870,24.92,257.21,35.15,107.35,83,110.39,3019.9 +9086.6,12654,47060,1869.9,1898,64565,5.34,5.34,0.95,-7.6,-9.96,3.32,3020 +9680.4,13705,46291,2308.7,2409,62806,0.89,276.79,12.35,52.25,59.76,27.39,3020 +9124.3,12955,46157,1961.6,2027,63420,-4.45,174.44,15.2,15.2,11.62,20.75,3020 +9076.8,12951,45931,1988.3,2055,63408,53.4,1677.7,103.55,811.3,517.09,651.55,3020 +9188,13001,46315,1977.6,2045,63375,26.7,411.18,23.75,203.3,170.15,162.68,3020.1 +8227.6,12473,43230,1918.8,1981,63480,14.24,435.21,20.9,112.1,83.83,90.47,3020.2 +8171.2,12473,42934,1912.6,1981,63274,21.36,445.89,42.75,191.9,139.44,199.2,3020.2 +8250.1,12631,42806,1949.1,1987,64286,140.62,8701.5,358.15,2613.4,1081.5,1679.9,3020.2 +8204.1,12602,42665,1950,2030,62953,0,-61.41,0,21.85,-15.77,3.32,3020.3 +7564.1,12175,40716,1888.6,1931,64096,7.12,25.81,-29.45,23.75,-2.49,9.96,3020.4 +7571,12286,40385,1845,1866,64797,49.84,1757.8,140.6,818.9,512.94,628.31,3020.4 +8014,13075,40168,2299.8,2355,63999,23.14,400.5,-9.5,106.4,120.35,87.98,3020.4 +7613.6,12415,40191,1970.5,1999,64600,-4.45,54.29,1.9,80.75,29.05,29.05,3020.4 +8173.7,13451,39824,2072.8,2111,64350,167.32,8553.8,355.3,2572.6,1176.1,1889.1,3020.4 +7951.7,12619,41297,2009.6,2091,62985,-14.24,97.9,-29.45,34.2,-0.83,4.98,3020.5 +8621.5,13051,43293,2080.8,2187,62354,97.9,8195.1,301.15,2375.9,1118.8,1831,3020.6 +8390.3,12747,43137,1996.3,2095,62448,-34.71,78.32,-25.65,-11.4,-23.24,-3.32,3020.6 +9884.8,14818,43718,2372.7,2422,64203,153.08,10883,418,3303.1,1307.3,2048.4,3020.8 +8367.7,12838,42716,1944.7,2038,62534,-16.91,77.43,-3.8,25.65,31.54,26.56,3020.8 +4663.3,6530,46802,2638.8,2678,64578,262.55,18466,701.1,5534.7,2251.8,3627.1,3020.8 +8068.3,12723,41560,2013.2,2083,63339,-21.36,-133.5,-40.85,-29.45,-25.73,-25.73,3020.9 +8161.9,12659,42255,2022.1,2083,63619,18.69,194.02,9.5,119.7,86.32,92.13,3020.9 +7687.6,11913,42291,1855.7,1949,62397,48.06,2039,136.8,841.7,515.43,621.67,3020.9 +7576.4,12296,40381,2064.8,2136,63351,0,689.75,-5.7,201.4,167.66,185.92,3020.9 +7556.8,12171,40690,1817.4,1903,62587,133.5,7953,270.75,2274.3,1105.6,1848.4,3021 +7876.8,12750,40487,2071,2138,63483,23.14,495.73,29.45,219.45,188.41,199.2,3021 +7855.7,12852,40058,2205.4,2260,63953,10.68,182.45,-38,7.6,22.41,20.75,3021 +7447,12337,39560,1944.7,2001,63690,56.96,1947.3,111.15,898.7,535.35,628.31,3021 +5188.6,8273,41102,3561.8,3553,65698,15.13,714.67,31.35,291.65,249,271.41,3021 +7763.6,12210,41670,1943.8,1974,64532,64.97,1880.6,118.75,865.45,522.9,628.31,3021.2 +9027.8,13637,43385,2292.6,2357,63746,4.45,533.11,-5.7,130.15,111.22,111.22,3021.3 +8315.8,12684,42966,1982,2056,63178,0.89,30.26,-32.3,-31.35,5.81,-16.6,3021.3 +8819,12904,44789,1973.1,2044,63264,24.92,392.49,30.4,127.3,94.62,77.19,3021.3 +9051.8,12755,46509,1882.3,1927,64017,8.01,-90.78,25.65,13.3,26.56,11.62,3021.4 +9013.5,13019,45373,2073.7,2123,64014,40.05,120.15,43.7,37.05,41.5,32.37,3021.4 +8635.8,12679,44637,1948.2,2003,63743,39.16,426.31,71.25,227.05,166,191.73,3021.4 +8287.4,12650,42934,1982.9,2046,63515,8.9,286.58,8.55,56.05,29.05,14.11,3021.5 +8169.8,12830,41731,2071,2158,62895,129.94,8147.9,303.05,2443.4,1162.8,1840.1,3021.6 +8010,12540,41862,1913.5,1992,62953,-13.35,89.89,-7.6,-19,3.32,-5.81,3021.6 +8157,12793,41787,2095.9,2189,62750,-17.8,48.95,-9.5,-24.7,4.98,-9.96,3021.6 +7826.3,12355,41514,1870.8,1923,63756,11.57,31.15,-3.8,0,10.79,6.64,3021.6 +7836.1,12615,40709,1932.2,2003,63219,14.24,16.91,13.3,-6.65,5.81,18.26,3021.7 +7711.6,12421,40688,1934.9,2005,63243,5.34,86.33,10.45,-8.55,-4.98,11.62,3021.7 +7673.4,12320,40819,2016.7,2068,63912,4.45,479.71,42.75,243.2,141.1,155.21,3021.7 +7565.1,12021,41243,1893,1973,62880,137.06,7517.8,327.75,2267.6,1105.6,1826,3021.7 +8555.9,12635,44378,2042.5,2091,64017,119.26,8748.7,341.05,2574.5,1073.2,1657.5,3021.9 +8646,12653,44782,1941.1,2009,63321,-5.34,198.47,11.4,130.15,68.06,77.19,3022 +8914.6,13167,44370,2216.1,2335,62199,-11.57,105.91,-15.2,12.35,39.84,10.79,3022 +8715.1,13010,43901,1926.8,2002,63076,-14.24,406.73,19.95,131.1,97.94,90.47,3022.1 +8720,12889,44338,2054.1,2141,62877,-8.9,135.28,-16.15,5.7,19.09,-2.49,3022.1 +8161.4,12557,42595,1885,1965,62869,5.34,408.51,0,89.3,90.47,70.55,3022.1 +7780.2,12174,41883,1952.7,1998,64049,55.18,1986.5,115.9,914.85,510.45,598.43,3022.3 +7880.2,12401,41645,1917.9,1973,63707,19.58,121.93,19.95,22.8,54.78,39.84,3022.3 +8741.1,13539,42312,2246.4,2291,64259,39.16,681.74,63.65,340.1,262.28,268.92,3022.4 +8193.8,12528,42863,2009.6,2032,64814,24.03,298.15,28.5,111.15,105.41,99.6,3022.4 +8283.5,12920,42017,2009.6,2060,63933,69.42,1883.2,112.1,844.55,520.41,644.08,3022.4 +8157,12574,42515,1934,1978,64077,22.25,591.85,43.7,244.15,154.38,154.38,3022.5 +8176.1,12482,42928,1909.9,1970,63538,35.6,1967.8,88.35,798.95,502.98,617.52,3022.5 +8351.1,12554,43595,1913.5,1998,62764,-16.02,40.94,-8.55,12.35,-13.28,13.28,3022.5 +8526,12614,44297,1905.5,1974,63262,15.13,146.85,7.6,93.1,97.94,88.81,3022.6 +8177.1,12467,42985,1998.9,2055,63748,-8.9,-21.36,5.7,-8.55,23.24,7.47,3022.7 +8172.7,12987,41242,2053.2,2123,63382,26.7,202.92,21.85,104.5,97.94,91.3,3022.8 +7915.5,12537,41377,2013.2,2042,64611,29.37,487.72,47.5,207.1,144.42,160.19,3022.9 +5430.7,8674,41031,2652.2,2745,63320,98.79,3426.5,205.2,1553.3,963.63,1181.9,3023 +7635.2,12251,40844,1831.6,1883,63748,14.24,409.4,26.6,199.5,156.87,160.19,3023 +7866,12471,41336,1879.7,1955,63011,-5.34,241.19,23.75,105.45,107.07,94.62,3023 +7951.7,12391,42057,1845.9,1927,62776,-16.91,-143.29,-1.9,-18.05,14.11,-13.28,3023.1 +7984.6,12390,42234,1958.9,2006,63997,-1.78,312.39,12.35,105.45,89.64,63.08,3023.1 +8626,12822,44089,2092.4,2130,64379,21.36,595.41,38,254.6,170.98,176.79,3023.1 +8922.4,12860,45470,1962.4,2024,63543,24.03,147.74,14.25,19,12.45,33.2,3023.2 +9021.4,13477,43869,2339.8,2405,63760,-6.23,-61.41,2.85,27.55,19.09,14.94,3023.2 +8544.6,12638,44309,1904.6,1930,64674,49.84,2046.1,117.8,892.05,511.28,583.49,3023.2 +8604.4,12599,44757,1926.8,1971,64068,30.26,598.08,87.4,223.25,205.84,202.52,3023.3 +8463.3,12586,44069,1944.7,2030,62781,-4.45,-26.7,18.05,-1.9,4.98,-8.3,3023.4 +8514.2,12483,44700,2020.3,2083,63563,132.61,9249.8,384.75,2644.8,1091.4,1699,3023.4 +8454.5,12667,43741,1906.4,1979,63131,17.8,46.28,-6.65,7.6,44.82,11.62,3023.4 +8611.8,13054,43234,2025.6,2106,63035,-29.37,-74.76,-29.45,-38.95,6.64,-14.11,3023.6 +8185,12455,43068,1885,1971,62677,-11.57,226.06,6.65,-6.65,-0.83,3.32,3023.6 +7323.1,10498,45716,2398.6,2438,64476,201.14,15122,582.35,4573.3,1855.9,2928.2,3023.6 +8365.8,12575,43599,1958.9,2043,62838,25.81,446.78,51.3,167.2,149.4,169.32,3023.7 +8761.2,13073,43921,2069.3,2161,62754,8.01,-54.29,12.35,-6.65,-7.47,-6.64,3023.7 +7381.4,11014,43921,2360.3,2450,63136,10.68,48.06,10.45,-7.6,13.28,6.64,3023.8 +8125.2,12479,42671,1958,2047,62687,74.76,1754.2,104.5,790.4,502.98,625.82,3023.9 +9086.1,12802,46513,1958.9,2022,63491,32.93,641.69,60.8,262.2,198.37,202.52,3023.9 +8976.8,12755,46123,1976.7,2019,64163,12.46,461.02,57.95,220.4,163.51,170.98,3024 +6616.5,8774,49421,2482.2,2518,64604,8.9,42.72,28.5,0,19.09,8.3,3024 +8328.5,12722,42904,2019.4,2102,62961,-28.48,255.43,-25.65,0.95,14.94,-0.83,3024 +9000.3,12699,46448,1945.5,1995,63911,2.67,-85.44,-6.65,-14.25,3.32,8.3,3024 +8764.6,12868,44638,1926.8,1988,63520,-18.69,-86.33,-16.15,0,-15.77,-11.62,3024 +7871.9,12299,41946,2835.5,2907,63925,8.01,96.12,43.7,-0.95,9.13,18.26,3024.2 +8017.4,12350,42545,1950.9,2014,63482,30.26,447.67,19,256.5,152.72,163.51,3024.3 +7729.3,11878,42646,1806.7,1890,62648,58.74,1623.4,100.7,760,491.36,598.43,3024.4 +7731.7,12574,40298,1964.2,2026,63538,2.67,230.51,33.25,110.2,85.49,81.34,3024.6 +7975.7,12666,41268,1942,2026,62818,19.58,-83.66,4.75,26.6,2.49,4.98,3024.6 +7790,12766,39991,2223.2,2298,63403,121.93,8584.9,351.5,2518.4,1149.5,1873.3,3024.7 +7582.3,12446,39925,1937.5,1978,64195,-8.01,80.99,-3.8,1.9,22.41,9.13,3024.8 +8250.1,12555,43065,1948.2,1979,64516,9.79,362.23,-1.9,120.65,87.15,75.53,3024.8 +7977.7,12632,41389,2019.4,2088,63383,13.35,28.48,2.85,-7.6,-7.47,6.64,3024.9 +4840.7,7739,40992,2751,2779,64875,-17.8,-70.31,-4.75,27.55,0,4.98,3024.9 +6595.4,10634,40647,2496.4,2590,63169,-0.89,480.6,19,172.9,125.33,138.61,3024.9 +7836.6,12299,41758,1844.1,1915,63109,10.68,437.88,3.8,198.55,157.7,145.25,3025 +8047.3,13237,39842,2260.6,2305,64274,-6.23,-24.92,-13.3,4.75,16.6,0,3025 +7385.8,12518,38667,2055,2118,63587,121.93,7769.7,312.55,2354.1,1110.5,1822.7,3025 +7998.8,12734,41166,1976.7,2078,62341,110.36,8189.8,328.7,2385.4,1156.2,1813.5,3025.1 +7309.3,12406,38612,2081.7,2166,62986,112.14,7405.7,292.6,2180.3,1017.6,1736.4,3025.1 +7154.5,11989,39109,1918.8,1953,64390,119.26,8053.6,312.55,2489,1119.7,1791.1,3025.1 +7426,12278,39637,1933.1,1986,63790,13.35,-17.8,7.6,-9.5,0.83,-0.83,3025.2 +8508.9,13274,42010,2338,2414,63474,32.93,366.68,22.8,160.55,133.63,148.57,3025.2 +7592.1,12211,40746,1836.1,1891,63632,24.92,672.84,36.1,241.3,178.45,197.54,3025.4 +8281.5,12854,42223,1974.9,2022,64010,49.84,454.79,61.75,253.65,175.13,194.22,3025.4 +8831.8,13820,41881,2233.9,2300,63653,20.47,47.17,47.5,32.3,14.11,17.43,3025.4 +8447.1,13168,42041,2322.9,2368,64288,-0.89,38.27,19,77.9,20.75,34.86,3025.5 +7650.4,12607,39770,2012.3,2107,62590,11.57,79.21,14.25,19,-12.45,2.49,3025.6 +7801.3,12498,40908,1998.9,2038,64280,13.35,275.01,32.3,72.2,47.31,44.82,3025.7 +8065.9,12258,43123,1849.4,1906,63591,-12.46,344.43,8.55,127.3,69.72,91.3,3025.7 +8676.4,12943,43933,1997.2,2059,63568,4.45,578.5,44.65,249.85,170.15,190.07,3025.8 +7617.1,12378,40329,1880.6,1962,62816,-3.56,8.01,19,10.45,-6.64,34.86,3025.8 +8593.1,12701,44340,1979.4,2061,62940,19.58,222.5,19,115.9,100.43,89.64,3025.8 +8654.4,13054,43448,1966.9,2042,63126,-24.03,-72.98,64.6,0,4.98,4.15,3025.8 +8580.4,12819,43866,1977.6,2039,63562,-36.49,177.11,11.4,11.4,8.3,-1.66,3025.9 +8093.3,12462,42562,1878.8,1962,62757,8.9,-80.99,8.55,16.15,15.77,14.11,3025.9 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+7159.9,12366,37945,2063.9,2094,64594,142.4,8436.3,334.4,2491.8,1182.8,1885.8,3026.7 +6852.2,11780,38121,1845,1892,63907,2.67,358.67,10.45,133.95,82.17,94.62,3026.8 +7405.4,12207,39757,1989.2,2015,64695,-1.78,70.31,-0.95,10.45,9.96,24.07,3026.8 +7197.1,12325,38269,1956.2,2005,63942,42.72,1701.7,124.45,855.95,548.63,654.04,3026.8 +7603.8,12997,38341,2215.2,2257,64323,8.9,432.54,12.35,161.5,126.99,107.07,3026.8 +7724.4,13163,38458,2629.9,2699,63859,89,2800.8,186.2,1273.9,810.08,997.66,3026.8 +7703.3,12571,40159,2047.9,2107,63697,-25.81,168.21,-29.45,-12.35,-13.28,-17.43,3026.8 +7405.4,12346,39310,2023.9,2074,63952,11.57,40.94,32.3,36.1,17.43,29.88,3026.9 +7254,12231,38868,2026.5,2051,64754,143.29,8471,352.45,2625.8,1162,1803.6,3026.9 +7735.1,12242,41409,1929.5,2006,63037,24.92,698.65,23.75,240.35,161.85,180.11,3026.9 +7555.3,12364,40047,1902.8,1976,63109,-1.78,-57.85,-9.5,28.5,9.13,2.49,3026.9 +7607.3,12558,39700,2057.7,2126,63430,142.4,8844.8,366.7,2555.5,1088.1,1739.7,3027 +4970.6,7837,41566,3503.9,3577,64197,30.26,1842.3,94.05,665.95,522.9,552.78,3027.1 +7533.8,12286,40187,1978.5,2062,62881,-16.91,201.14,28.5,-1.9,18.26,24.07,3027.2 +3601,5722,41244,3307.2,3422,63338,295.48,18710,746.7,5591.7,2646,4368.3,3027.2 +7516.1,12599,39096,2026.5,2103,63153,3.56,434.32,71.25,256.5,155.21,166,3027.3 +8364.8,13480,40667,3149.7,3208,64345,65.86,1973.1,132.05,795.15,624.99,719.61,3027.4 +7385.3,12182,39731,1919.7,1970,63864,-3.56,-21.36,5.7,0,-14.94,0.83,3027.4 +7820.4,12543,40861,2015,2059,64134,117.48,8098.1,344.85,2495.6,1162,1868.3,3027.5 +7760.6,12583,40420,2037.2,2115,63126,115.7,7534.7,289.75,2282.8,1128.8,1860.9,3027.5 +7974.3,12519,41745,1998.9,2055,63748,153.97,8568,357.2,2612.5,1108.9,1753.8,3027.5 +8774.4,14271,40294,2116.4,2175,63771,-7.12,202.92,15.2,122.55,92.13,97.94,3027.6 +7734.2,12151,41714,1862.8,1907,64016,64.08,1810.3,96.9,836,495.51,627.48,3027.6 +8007.6,12298,42672,1864.5,1950,62664,25.81,388.04,26.6,197.6,144.42,178.45,3027.6 +7844.4,12355,41610,1890.4,1943,63760,19.58,386.26,40.85,213.75,142.76,154.38,3027.6 +7975.2,12361,42283,2013.2,2061,64015,125.49,8363.3,342,2525.1,1078.2,1717.3,3027.7 +8063,12459,42412,1947.3,2031,62836,28.48,432.54,-8.55,104.5,81.34,67.23,3027.7 +8299.1,12558,43310,1975.8,2030,63786,14.24,-50.73,-1.9,-10.45,-5.81,13.28,3027.7 +9584.9,14791,42469,2463.5,2547,63388,179.78,10230,419.9,3139.8,1411,2362.2,3027.8 +7724.4,12622,40106,2027.4,2058,64562,29.37,171.77,29.45,111.15,97.11,93.79,3027.8 +7652.8,12199,41113,1790.7,1879,62456,-35.6,13.35,0.95,-31.35,-29.05,-20.75,3027.9 +7649.9,12291,40789,1979.4,2003,64763,6.23,-40.94,38,6.65,47.31,22.41,3027.9 +8077.2,13212,40065,2438.6,2504,63824,5.34,-70.31,-22.8,3.8,8.3,-5.81,3028 +7709.7,12518,40363,1917.1,2006,62630,-8.9,79.21,0.95,48.45,24.07,34.03,3028.1 +7912,12483,41538,1746.2,1795,63754,4.45,388.93,12.35,100.7,88.81,96.28,3028.1 +7797.9,12218,41827,1859.2,1918,63527,121.93,8489.7,339.15,2523.2,1027.5,1627.6,3028.1 +8189.4,12748,42101,2014.1,2092,63095,-8.01,92.56,-14.25,-10.45,-2.49,-12.45,3028.2 +8454,12604,43957,2013.2,2044,64548,9.79,200.25,6.65,69.35,30.71,23.24,3028.3 +8380,12675,43329,2057.7,2087,64615,24.03,483.27,70.3,267.9,198.37,195.05,3028.3 +7166.3,10842,43317,2428.8,2458,64758,7.12,865.08,54.15,396.15,281.37,299.63,3028.4 +7956.6,12378,42127,1934.9,1978,64107,13.35,-47.17,26.6,37.05,14.11,7.47,3028.4 +8193.8,12581,42682,2023,2049,64703,-18.69,-120.15,10.45,-5.7,22.41,17.43,3028.4 +6651.3,11077,39352,2573,2657,63464,-7.12,-67.64,-29.45,10.45,24.07,-22.41,3028.5 +7454.9,12266,39831,2023,2078,63800,-3.56,-84.55,-33.25,6.65,-3.32,-9.96,3028.6 +7879.2,13186,39161,2186.7,2214,64729,16.02,862.41,42.75,379.05,259.79,249,3028.7 +7992.4,13468,38891,2250.8,2332,63254,-4.45,146.85,-9.5,18.05,-11.62,-0.83,3028.7 +7982.1,12752,41022,1982,2064,62933,45.39,1997.2,136.8,827.45,533.69,625.82,3028.8 +7470.5,12407,39461,1908.2,1959,63835,8.9,160.2,8.55,101.65,86.32,89.64,3028.8 +8106.6,12490,42536,1917.1,1978,63517,16.91,127.27,12.35,96.9,63.91,78.02,3028.8 +6159.3,9190,43923,2400.3,2470,63687,136.17,3141.7,239.4,1543.8,1005.1,1248.3,3028.9 +6769.4,10119,43842,2958.4,3063,63297,9.79,290.14,6.65,56.05,35.69,53.95,3028.9 +8161.4,12403,43124,1902.8,1955,63787,49.84,369.35,51.3,217.55,143.59,180.11,3029 +8065.9,12478,42363,1953.5,2010,63695,2.67,252.76,13.3,132.05,82.17,96.28,3029 +8393.2,12669,43418,2238.3,2249,65226,131.72,8210.3,346.75,2540.3,1116.3,1801.1,3029 +7622,12071,41381,1934.9,2003,63307,126.38,7529.4,312.55,2270.5,1094.8,1847.6,3029.1 +8180.6,12892,41586,1997.2,2076,63047,32.93,1970.5,111.15,869.25,513.77,604.24,3029.1 +7284.3,12275,38891,1967.8,2003,64384,15.13,218.94,37.05,127.3,77.19,98.77,3029.2 +7170.2,11847,39664,2004.3,2051,64043,40.94,2102.2,113.05,903.45,513.77,610.05,3029.2 +7395.1,12197,39735,2033.7,2097,63556,10.68,398.72,2.85,110.2,78.02,85.49,3029.2 +3470.7,5791,39277,2962.8,2975,65267,7.12,97.9,4.75,30.4,23.24,3.32,3029.3 +7523.5,12321,40018,1989.2,2033,64122,-8.9,182.45,-19,17.1,28.22,-7.47,3029.3 +7712.1,12652,39948,2070.1,2104,64481,10.68,5.34,10.45,35.15,37.35,1.66,3029.4 +7959.1,12468,41836,2042.5,2068,64729,14.24,289.25,19.95,49.4,26.56,30.71,3029.4 +9151.7,14478,41426,2300.6,2330,64710,23.14,517.98,28.5,188.1,122.84,102.09,3029.4 +7922.3,12485,41586,1958.9,2005,64029,9.79,343.54,32.3,123.5,86.32,86.32,3029.4 +8033.6,12410,42424,1864.5,1902,64246,81.88,1987.4,156.75,855.95,542.82,624.16,3029.4 +8688.7,12615,45138,1996.3,2023,64670,-4.45,-86.33,-5.7,2.85,13.28,18.26,3029.5 +8250.1,12598,42918,2037.2,2018,66160,37.38,155.75,18.05,46.55,30.71,39.01,3029.6 +7951.7,12190,42750,1979.4,2030,63901,10.68,310.61,30.4,122.55,98.77,104.58,3029.6 +7799.3,11393,44864,2713.6,2789,63764,23.14,-41.83,13.3,25.65,14.94,14.11,3029.7 +8336.4,12695,43035,1927.7,2023,62450,-21.36,162.87,-0.95,21.85,1.66,18.26,3029.7 +7891.9,12439,41579,1902.8,1939,64313,63.19,2048.8,161.5,877.8,493.85,605.9,3029.8 +7370.6,12367,39059,1998,2047,63969,-1.78,237.63,34.2,105.45,83,84.66,3029.9 +7503.4,12328,39888,1980.3,1996,65019,15.13,177.11,26.6,126.35,95.45,119.52,3029.9 +7692.5,12430,40558,1913.5,1962,63916,-1.78,53.4,14.25,34.2,-3.32,11.62,3029.9 +7608.2,12451,40046,1926,2003,63015,-14.24,-34.71,-16.15,8.55,14.11,17.43,3030 +7505.3,12069,40755,1955.3,2021,63406,-22.25,419.19,-5.7,98.8,56.44,59.76,3030 +7791,12354,41330,1893,1926,64414,-8.01,-76.54,-6.65,1.9,1.66,-6.64,3030.1 +8014.4,12618,41626,1946.4,2014,63337,-4.45,40.94,-26.6,-23.75,-9.13,-11.62,3030.1 +7740,12214,41530,1925.1,1974,63912,1.78,34.71,-2.85,22.8,39.01,39.01,3030.1 +8263.9,12558,43126,2097.7,2142,64182,-8.01,-55.18,-1.9,10.45,-0.83,-9.96,3030.2 +7791,12348,41350,1971.3,2028,63705,7.12,129.05,-11.4,-10.45,9.13,14.94,3030.4 +7634.2,12416,40296,1975.8,2004,64614,57.85,1973.1,142.5,890.15,502.98,597.6,3030.5 +5497.8,9130,39464,2549,2590,64498,-15.13,102.35,-8.55,3.8,7.47,3.32,3030.5 +7442.6,12391,39364,1966,1991,64713,-6.23,18.69,-23.75,2.85,-0.83,-1.66,3030.6 +8789.6,14279,40342,2134.2,2183,64072,-8.9,218.05,26.6,42.75,49.8,22.41,3030.6 +7493.1,12362,39724,2047.9,2090,64216,-8.01,16.91,-6.65,32.3,17.43,8.3,3030.7 +7779.2,12477,40861,1981.1,2025,64117,1.78,205.59,38,105.45,66.4,83.83,3030.7 +7675.4,12097,41582,1852.1,1873,64804,-0.89,248.31,9.5,6.65,24.9,26.56,3030.8 +9075.3,13734,43306,2290,2338,64190,24.92,690.64,74.1,342,228.25,269.75,3030.8 +7778.3,12630,40361,1907.3,1970,63449,56.96,1738.2,130.15,817,492.19,615.86,3030.8 +8604.4,12642,44605,2056.8,2082,64742,32.93,230.51,39.9,139.65,136.12,141.1,3030.9 +7908.1,12479,41531,1927.7,1947,64888,40.05,371.13,50.35,153.9,89.64,102.92,3030.9 +8186.4,13169,40740,2278.4,2325,64222,0,72.09,30.4,42.75,14.11,39.01,3031 +8089.4,12865,41209,2236.6,2257,64943,82.77,2879.1,219.45,1306.3,747.83,911.34,3031.1 +7187.8,11383,41383,2676.2,2723,64410,6.23,321.29,31.35,69.35,29.05,45.65,3031.1 +7369.1,12184,39637,1998.9,1992,65764,31.15,489.5,49.4,256.5,180.11,188.41,3031.1 +7391.2,12247,39551,2028.3,2067,64309,33.82,382.7,42.75,247.95,138.61,168.49,3031.1 +7362.7,12214,39506,1981.1,2006,64724,-4.45,-54.29,-3.8,-0.95,1.66,9.96,3031.2 +4250.8,7215,38611,2460,2511,64204,246.53,16536,629.85,4844,2238.5,3647,3031.2 +4774.6,7944,39389,1770.2,1852,62642,-17.8,-0.89,-22.8,-11.4,-0.83,-2.49,3031.2 +7526.4,12145,40613,2012.3,2033,64868,105.91,8056.3,342,2449.1,1095.6,1785.3,3031.3 +7710.6,12279,41154,1917.9,1955,64294,7.12,33.82,-10.45,28.5,-4.98,4.98,3031.3 +8499.5,12830,43416,2071.9,2110,64353,-8.9,-89,-2.85,7.6,25.73,9.13,3031.5 +8425.1,12770,43238,1998.9,2070,63286,-16.91,8.9,19.95,38,20.75,26.56,3031.5 +8206.5,12368,43485,1897.5,1972,63059,21.36,455.68,42.75,188.1,169.32,188.41,3031.5 +8162.4,12417,43081,2049.7,2129,63094,38.27,1849.4,104.5,798.95,468.95,615.03,3031.5 +8512.8,12673,44022,2023.9,2081,63737,109.47,8385.6,305.9,2498.5,1087.3,1762.1,3031.5 +8478.5,12527,44356,1943.8,1963,64894,-24.03,37.38,12.35,17.1,20.75,15.77,3031.6 +8361.4,12651,43314,1963.3,2043,62981,105.91,7986,298.3,2289.5,1101.4,1785.3,3031.6 +8306.5,12623,43126,1862.8,1947,62701,-15.13,18.69,-2.85,-26.6,-25.73,-22.41,3031.6 +8297.2,12578,43231,1888.6,1970,62827,-36.49,127.27,-11.4,-2.85,0.83,12.45,3031.7 +7930.2,12735,40810,2006.9,2079,63265,8.9,178.89,15.2,2.85,21.58,14.11,3031.7 +7940,12448,41802,1937.5,1984,64001,1.78,105.02,-9.5,13.3,-0.83,0.83,3031.8 +7877.2,12485,41349,2004.3,2033,64610,-6.23,144.18,-31.35,-2.85,14.11,24.9,3031.9 +7304.9,12130,39467,1990.9,2002,65174,134.39,8560.9,345.8,2515.6,1135.4,1796.9,3031.9 +7238.3,12034,39419,1906.4,1926,64868,39.16,390.71,11.4,243.2,176.79,188.41,3031.9 +8029.1,12715,41384,2197.4,2267,63524,42.72,456.57,17.1,213.75,166.83,175.13,3032.1 +8086.5,12787,41445,1953.5,1971,64956,7.12,151.3,0,113.05,78.85,104.58,3032.1 +8207,12578,42762,2029.2,2018,65900,38.27,449.45,57.95,242.25,167.66,196.71,3032.1 +8419.2,12710,43411,2011.4,2038,64681,37.38,-27.59,-10.45,19.95,7.47,22.41,3032.1 +8446.6,12616,43877,1912.6,1996,62798,5.34,-70.31,0,19,6.64,7.47,3032.1 +8786.7,13126,43870,2001.6,2054,63864,58.74,496.62,57,245.1,161.85,190.9,3032.1 +8200.6,12534,42878,1957.1,2002,64067,16.91,-56.07,27.55,18.05,-0.83,7.47,3032.1 +8208,12711,42319,2028.3,2055,64685,149.52,7877.4,342,2583.1,1152,1816,3032.1 +10073,14739,44789,2284.6,2343,63903,87.22,2401.2,171,1092.5,647.4,753.64,3032.2 +5152.4,7345,45972,3652.6,3697,64748,36.49,1023.5,85.5,359.1,237.38,263.11,3032.2 +8882.7,13058,44581,2105.7,2182,63246,136.17,9170.6,369.55,2614.4,1109.7,1762.9,3032.2 +4695.2,6474,47529,3147,3214,64171,298.15,19341,801.8,5834.9,2486.7,3994,3032.3 +8486.8,12809,43422,2010.5,2089,63074,8.9,201.14,36.1,122.55,92.96,84.66,3032.3 +7851.3,12061,42662,1829.8,1885,63618,133.5,8343.8,361.95,2517.5,1013.4,1613.5,3032.3 +8096.8,12458,42593,1983.8,2026,64171,19.58,160.2,43.7,126.35,86.32,136.95,3032.3 +9049.3,13746,43144,2284.6,2354,63605,72.09,2810.6,209,1353.8,756.96,919.64,3032.4 +7974.8,12402,42141,1845,1922,62909,-1.78,-24.92,23.75,19,-3.32,9.13,3032.4 +7771.4,12271,41505,1889.5,1951,63469,2.67,144.18,18.05,-4.75,-4.98,0.83,3032.4 +7741.5,12314,41201,2041.7,2094,63898,112.14,8202.2,337.25,2525.1,1137.1,1864.2,3032.4 +7728.8,12478,40592,2298,2362,63760,-10.68,108.58,23.75,-17.1,-1.66,9.96,3032.5 +7242.2,12175,38984,1934,1979,64045,26.7,2024.8,103.55,823.65,520.41,652.38,3032.5 +7335.8,12335,38975,1921.5,1995,63122,107.69,7251.7,298.3,2247.7,1067.4,1762.9,3032.5 +7290.7,12129,39394,1926.8,1969,64133,39.16,1998,107.35,868.3,502.15,607.56,3032.5 +5701.1,9794,38149,1787.1,1826,64141,89.89,7336.3,314.45,2196.4,1008.4,1618.5,3032.6 +7380.9,12333,39221,2017.6,2061,64157,12.46,119.26,7.6,-10.45,-10.79,0.83,3032.6 +7511.7,12483,39437,1968.7,2035,63400,3.56,289.25,6.65,30.4,1.66,33.2,3032.6 +6107.9,9167,43666,2402.1,2479,63503,-18.69,-67.64,1.9,11.4,2.49,-0.83,3032.8 +8063.9,12466,42394,2017.6,2050,64501,42.72,1882.3,141.55,863.55,519.58,637.44,3032.8 +8504,13203,42211,2371.8,2419,64259,-21.36,-22.25,-19.95,-12.35,-19.09,-19.92,3032.8 +7634.2,12440,40218,2016.7,2024,65301,3.56,581.17,35.15,231.8,156.04,174.3,3033.1 +7556.8,12507,39597,1934,1999,63404,-30.26,-102.35,-6.65,-24.7,-26.56,-1.66,3033.1 +7884.6,12877,40128,2502.7,2541,64548,92.56,3255.6,152.95,1394.6,785.18,959.48,3033.2 +7308.8,12078,39658,1912.6,1914,65488,-5.34,157.53,-14.25,-7.6,10.79,-1.66,3033.3 +7716,12342,40972,2002.5,2022,64904,-20.47,164.65,3.8,2.85,-2.49,3.32,3033.4 +7679.3,12411,40550,1973.1,1999,64688,23.14,187.79,39.9,104.5,80.51,94.62,3033.4 +8317.3,12660,43055,1934.9,1984,63913,-5.34,441.44,16.15,209,139.44,150.23,3033.5 +8409.9,12574,43832,1952.7,2014,63540,-16.02,-76.54,-38.95,-21.85,-34.86,-20.75,3033.5 +8458.9,12727,43558,1974.9,2007,64488,-28.48,139.73,-35.15,3.8,-2.49,-12.45,3033.5 +8494.2,12766,43606,1977.6,2014,64351,120.15,8510.2,334.4,2554.6,1090.6,1731.4,3033.5 +8226.1,12455,43284,1877,1923,63969,1.78,-64.08,-8.55,16.15,3.32,21.58,3033.5 +9707.4,14595,43589,2078.1,2135,63791,-8.01,8.9,40.85,31.35,32.37,17.43,3033.5 +8250.6,12267,44079,1933.1,1995,63502,31.15,1866.3,139.65,893.95,518.75,615.86,3033.6 +8664.7,12770,44467,1882.3,1958,63004,-6.23,107.69,16.15,-0.95,-16.6,13.28,3033.6 +8754.3,12794,44843,2062.1,2090,64662,0,55.18,6.65,5.7,-5.81,3.32,3033.6 +9179.7,13578,44307,2360.3,2430,63656,186.9,12374,494,3814.3,1603.6,2601.2,3033.6 +7939.5,12343,42155,1799.6,1895,62236,120.15,7422.6,290.7,2204.9,1052.4,1737.2,3033.7 +8011.5,12529,41906,1928.6,1985,63675,-12.46,183.34,7.6,30.4,19.92,24.07,3033.7 +7514.1,12233,40256,1934.9,1993,63624,8.01,10.68,-12.35,22.8,-7.47,8.3,3033.7 +7458.3,12218,40005,1869.9,1918,63892,7.12,-84.55,4.75,4.75,15.77,8.3,3033.8 +7641.1,12582,39800,1972.2,2034,63546,-20.47,238.52,12.35,108.3,89.64,95.45,3033.8 +8089.9,13158,40293,2339.8,2370,64701,10.68,210.93,27.55,47.5,36.52,32.37,3033.9 +7606.3,12344,40383,1926,1944,64928,-12.46,-83.66,-18.05,40.85,4.98,4.98,3033.9 +8181,12992,41268,2331.8,2384,64101,65.86,2998.4,201.4,1392.7,714.63,854.07,3034 +8114.4,12484,42597,1926.8,1984,63648,-7.12,176.22,10.45,34.2,20.75,0,3034 +8209,12054,44631,1850.3,1922,63092,39.16,1954.4,100.7,806.55,497.17,610.88,3034.1 +8822,12597,45896,1943.8,1953,65226,-17.8,-137.95,-1.9,-12.35,-6.64,-8.3,3034.1 +8629.9,13054,43325,2171.6,2254,63140,127.27,8928.5,344.85,2616.3,1136.3,1752.1,3034.2 +7895.4,12208,42385,1956.2,1968,65144,121.93,8634.8,325.85,2520.3,1084,1704,3034.3 +7593.5,12365,40247,2008.7,2057,63998,0,179.78,17.1,114.95,69.72,95.45,3034.4 +7392.1,12143,39896,1948.2,1979,64516,52.51,1664.3,112.1,781.85,512.94,589.3,3034.4 +8828.3,14291,40485,2249,2279,64674,84.55,2422.6,170.05,1178,664,812.57,3034.5 +7638.1,12415,40320,1933.1,1951,64934,12.46,419.19,34.2,122.55,90.47,80.51,3034.5 +5309.6,8674,40117,2966.4,3014,64500,147.74,5214.5,362.9,2420.6,1500.6,1873.3,3034.6 +7481.3,12092,40547,1691.9,1736,63871,-16.91,140.62,-11.4,79.8,54.78,44.82,3034.6 +3756.3,6058,40636,3243.2,3262,65157,145.07,5320.4,311.6,2395.9,1235.9,1469.1,3034.6 +8475,13687,40580,2223.2,2247,64842,18.69,32.04,-0.95,36.1,49.8,36.52,3034.6 +6161.3,9594,42087,2580.1,2654,63711,24.92,342.65,13.3,196.65,148.57,167.66,3034.7 +8052.2,12548,42055,1977.6,2036,63656,131.72,8656.1,331.55,2555.5,1079,1738.8,3034.7 +8212.9,12873,41812,2023.9,2061,64355,8.9,6.23,8.55,41.8,49.8,31.54,3034.7 +8636.7,12787,44265,2006.9,2007,65534,31.15,591.85,44.65,244.15,184.26,176.79,3034.8 +9101.3,13514,44136,2403.9,2462,63989,12.46,32.93,15.2,27.55,20.75,20.75,3034.8 +8408.4,12492,44112,1934,1980,64012,22.25,191.35,46.55,128.25,80.51,87.15,3034.8 +6505.7,9221,46238,2499.1,2549,64254,255.43,16403,655.5,4870.6,2182.9,3456.9,3034.8 +7647.4,12462,40217,1943.8,1998,63757,-11.57,211.82,50.35,28.5,43.16,12.45,3035.1 +7628.3,12326,40559,2023,2038,65053,0,-44.5,19.95,33.25,9.13,19.09,3035.1 +7388.2,12174,39773,1895.7,1950,63711,15.13,125.49,-3.8,38.95,19.09,8.3,3035.1 +7514.6,12295,40055,1963.3,1991,64626,-32.93,-111.25,-8.55,-11.4,-13.28,-14.11,3035.2 +7260.3,11879,40055,1905.5,1923,64939,3.56,415.63,24.7,234.65,153.55,172.64,3035.2 +8880.8,14287,40737,2252.6,2299,64213,-22.25,-10.68,2.85,-2.85,3.32,11.62,3035.2 +7507.8,11996,41016,2459.1,2523,63875,-3.56,166.43,-19.95,3.8,-4.15,11.62,3035.3 +8011.5,12479,42074,1960.7,2027,63391,-12.46,244.75,-16.15,23.75,25.73,11.62,3035.3 +8779.3,13026,44170,2073.7,2130,63804,-8.01,244.75,-21.85,2.85,5.81,24.07,3035.4 +8304.5,12233,44490,1929.5,2009,62943,-35.6,-95.23,-39.9,-8.55,-5.81,-29.05,3035.4 +7983.1,11567,45230,2458.2,2543,63350,2.67,-36.49,-22.8,5.7,11.62,9.96,3035.5 +8683.3,12795,44476,2154.7,2223,63522,135.28,7891.6,318.25,2305.6,1116.3,1860.9,3035.6 +7969.9,12091,43198,1834.3,1903,63170,4.45,446.78,18.05,239.4,166,171.81,3035.6 +8171.7,12458,42988,2065.7,2126,63677,142.4,8956.1,362.9,2566.9,1110.5,1733,3035.6 +8273.7,13345,40631,2148.5,2145,65642,11.57,351.55,47.5,128.25,105.41,84.66,3035.8 +8398.1,13686,40215,2198.3,2210,65189,16.91,36.49,9.5,60.8,36.52,37.35,3035.9 +7859.1,12391,41567,1991.8,2003,65170,125.49,8648.1,346.75,2597.3,1113.9,1713.9,3036 +8114.4,12546,42387,1956.2,2006,63910,124.6,8727.3,322.05,2574.5,1120.5,1759.6,3036 +8735.7,12951,44205,2041.7,2087,64112,-16.02,168.21,-4.75,97.85,87.15,67.23,3036 +8972.4,12818,45874,1942,2022,62942,43.61,1996.3,140.6,877.8,511.28,623.33,3036.1 +8595.1,12712,44312,1942,2028,62756,-5.34,175.33,4.75,54.15,15.77,22.41,3036.1 +8767.6,12995,44216,2018.5,2071,63875,0,-81.88,25.65,15.2,-2.49,-9.96,3036.1 +8774.9,12842,44781,2113.8,2170,63837,0,113.92,25.65,18.05,9.96,11.62,3036.2 +8669.6,12712,44695,1947.3,2024,63053,21.36,178,17.1,9.5,9.13,2.49,3036.2 +8079.1,12392,42727,1971.3,2012,64212,8.9,29.37,19.95,28.5,28.22,18.26,3036.3 +7710.2,11879,42537,1975.8,2003,64646,60.52,1812,145.35,850.25,527.05,617.52,3036.3 +7348.5,11986,40180,1890.4,1926,64323,16.02,550.91,43.7,192.85,149.4,187.58,3036.4 +7583.7,12340,40276,1967.8,1984,65001,-9.79,176.22,-13.3,103.55,74.7,74.7,3036.5 +8374.1,13534,40550,2248.1,2318,63561,-17.8,113.92,-22.8,-10.45,5.81,-7.47,3036.5 +8334.4,12783,42729,2012.3,2031,64932,7.12,427.2,46.55,129.2,96.28,100.43,3036.6 +7833.6,12367,41512,1879.7,1931,63794,0.89,45.39,1.9,-1.9,6.64,15.77,3036.7 +8497.6,12702,43843,1974.9,2010,64392,8.01,-65.86,21.85,13.3,32.37,8.3,3036.9 +8668.6,12793,44407,1906.4,1945,64235,29.37,255.43,44.65,123.5,98.77,83.83,3036.9 +8206,12851,41848,1954.4,2035,62942,-17.8,145.96,-4.75,7.6,-7.47,-4.98,3036.9 +7553.4,12380,39985,1952.7,2008,63730,10.68,-70.31,-24.7,-7.6,5.81,-5.81,3037 +8847,14157,40955,2019.4,2057,64338,-8.9,297.26,5.7,131.1,118.69,100.43,3037 +7698.9,12542,40229,1981.1,2042,63583,-18.69,-18.69,-44.65,-26.6,-27.39,2.49,3037.2 +7759.2,12302,41335,1857.4,1902,64000,61.41,2005.2,124.45,877.8,475.59,562.74,3037.2 +7884.1,12308,41980,1911.7,1952,64184,-14.24,145.07,4.75,97.85,45.65,63.08,3037.3 +8137.9,12541,42527,1880.6,1913,64425,4.45,119.26,9.5,-7.6,18.26,7.47,3037.3 +7956.6,12255,42550,2023,2047,64767,129.94,8108.8,352.45,2484.3,1089.8,1762.9,3037.3 +8438.3,12543,44089,2043.4,2075,64539,139.73,8755.8,350.55,2558.3,1139.6,1770.4,3037.3 +8415.8,12566,43891,1901.9,1954,63790,-3.56,242.97,5.7,31.35,22.41,21.58,3037.3 +8571.1,12906,43524,2008.7,2090,62988,1.78,250.09,15.2,41.8,24.9,18.26,3037.4 +8501,12718,43806,1927.7,1966,64261,21.36,-32.04,5.7,16.15,9.13,15.77,3037.4 +8630.9,12626,44799,1953.5,1970,64989,17.8,482.38,35.15,246.05,176.79,182.6,3037.4 +8922.9,12823,45603,1926,1955,64563,28.48,443.22,16.15,225.15,183.43,178.45,3037.4 +8173.2,12346,43386,1898.4,1950,63801,-16.91,70.31,-18.05,-6.65,0,-4.98,3037.4 +8417.2,12302,44841,1982.9,2010,64653,57.85,1802.3,157.7,906.3,489.7,581.83,3037.4 +8789.6,12412,46410,1949.1,2012,63487,61.41,1785.3,141.55,811.3,517.09,661.51,3037.5 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+6095.6,9848,40565,2487.6,2504,65105,7.12,140.62,5.7,6.65,18.26,-1.66,3040.5 +7320.1,11895,40330,1828.1,1859,64445,-1.78,88.11,-27.55,2.85,-0.83,-13.28,3040.5 +7622.9,12414,40243,1932.2,1978,64018,7.12,210.93,-3.8,97.85,78.85,85.49,3040.5 +7744.5,12591,40310,2127.1,2203,63278,-0.89,-22.25,-0.95,47.5,25.73,11.62,3040.5 +8151.2,12894,41430,2088.8,2138,64029,40.94,514.42,31.35,275.5,161.85,181.77,3040.6 +9712.3,14365,44309,2044.3,2109,63526,84.55,2451.1,172.9,1196,707.16,843.28,3040.7 +8669.1,12830,44282,1936.6,1998,63523,18.69,16.91,-15.2,18.05,23.24,19.92,3040.7 +8444.2,12397,44640,1926,1961,64365,13.35,-40.94,-15.2,4.75,29.05,-0.83,3040.7 +8307,12373,43999,2026.5,2081,63821,115.7,8892.9,307.8,2587.8,1084,1663.3,3040.8 +8326.1,12527,43559,1990.9,2047,63741,1.78,6.23,-16.15,-34.2,4.98,-1.66,3040.8 +7903.7,12328,42016,1861.9,1964,62128,85.44,7619.3,283.1,2270.5,1093.9,1787,3040.8 +8003.2,12579,41696,1968.7,2016,63998,36.49,1926,105.45,837.9,526.22,630.8,3040.9 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+8268.8,12516,43297,1981.1,2016,64403,127.27,6889.5,290.7,2201.1,1082.3,1848.4,3054.1 +8245.7,12359,43725,1869.9,1911,64126,-6.23,-103.24,-4.75,-6.65,5.81,-10.79,3054.1 +9026.3,13266,44591,2207.2,2230,64866,11.57,188.68,27.55,12.35,-0.83,10.79,3054.2 +8458.9,12703,43640,1953.5,2027,63161,120.15,8838.6,321.1,2570.7,1085.6,1748,3054.3 +8493.7,12542,44382,1990,2014,64756,-5.34,-64.97,-12.35,10.45,-0.83,-4.98,3054.3 +9920,14634,44425,2824,2858,64756,-28.48,-49.84,-30.4,-16.15,-12.45,-4.15,3054.3 +8951.3,12814,45781,1998,1998,65538,-9.79,39.16,-9.5,4.75,0.83,16.6,3054.4 +8904.3,12788,45633,1938.4,1956,64947,42.72,1587.8,92.15,779,481.4,626.65,3054.4 +7095.7,9376,49597,2509.8,2532,64961,11.57,-49.84,6.65,-23.75,14.94,13.28,3054.4 +9848,13726,47020,2341.6,2330,65862,27.59,610.54,43.7,342,256.47,273.9,3054.4 +9119.4,12947,46161,2058.6,2083,64767,0,147.74,-15.2,31.35,1.66,14.94,3054.5 +5041.6,6440,51305,3335.7,3308,66085,-4.45,164.65,39.9,80.75,41.5,61.42,3054.5 +9217.4,12863,46962,1930.4,1967,64317,-8.9,155.75,40.85,114.95,53.12,67.23,3054.6 +9145.9,12775,46918,1942.9,1943,65532,1.78,155.75,33.25,101.65,69.72,73.87,3054.6 +8655.4,12482,45444,1842.3,1858,64982,10.68,49.84,6.65,1.9,-5.81,4.15,3054.6 +8201.6,12078,44503,1947.3,1950,65446,40.94,1779.1,120.65,857.85,497.17,594.28,3054.7 +9724,14450,44102,2155.6,2178,64861,17.8,305.27,39.9,95,100.43,97.94,3054.7 +8198.7,12519,42919,1949.1,1955,65338,5.34,-78.32,30.4,-3.8,17.43,14.94,3054.8 +8338.8,12671,43129,2008.7,2043,64437,114.81,8179.1,342.95,2537.4,1102.2,1732.2,3054.9 +8386.4,12628,43523,2087.1,2080,65758,119.26,8770.1,354.35,2617.3,1057.4,1667.5,3055 +9344.8,13017,47048,1944.7,1978,64431,-9.79,-49.84,-15.2,-1.9,-9.13,-25.73,3055.2 +8706.3,12470,45756,1993.6,2038,64108,29.37,1814.7,112.1,836.95,497.17,580.17,3055.2 +8200.2,12623,42573,1961.6,1999,64309,-15.13,0,-19.95,-28.5,-24.9,-4.98,3055.4 +7929.2,12258,42392,2024.8,2022,65625,-1.78,171.77,23.75,112.1,74.7,69.72,3055.4 +8212.9,12619,42653,1999.8,2063,63529,46.28,1915.3,118.75,820.8,516.26,664,3055.7 +8511.8,12863,43367,1818.3,1839,64797,39.16,1690.1,114.95,808.45,494.68,602.58,3055.7 +8407.9,12627,43638,1755.1,1763,65242,34.71,1702.6,123.5,825.55,511.28,648.23,3055.7 +8843,12832,45163,1994.5,2020,64708,23.14,467.25,67.45,234.65,164.34,182.6,3055.8 +8787.7,12686,45397,1957.1,1978,64844,10.68,-25.81,5.7,-18.05,-11.62,-6.64,3055.9 +8541.7,12557,44580,2004.3,2009,65382,9.79,-46.28,7.6,7.6,-4.98,1.66,3055.9 +8371.7,12706,43180,2005.2,2050,64103,0.89,451.23,20.9,206.15,137.78,171.81,3056 +7752.3,11851,42870,1658.1,1675,64874,32.04,473.48,73.15,253.65,157.7,184.26,3056.1 +8485.8,12971,42875,1928.6,1915,66002,28.48,568.71,66.5,229.9,163.51,185.92,3056.1 +8049.2,12268,42999,1945.5,1944,65588,22.25,277.68,39.9,114,90.47,95.45,3056.1 +8888.6,13535,43038,2275.7,2299,64873,0.89,-29.37,42.75,-15.2,24.9,20.75,3056.2 +8053.6,12426,42476,1937.5,1998,63553,-22.25,404.95,15.2,101.65,92.13,93.79,3056.2 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+7773.4,12027,42358,3022.4,3119,63507,31.15,425.42,20.9,187.15,141.1,136.12,3067.4 +9301.7,14402,42327,2160.9,2162,65503,7.12,-87.22,-13.3,21.85,7.47,-14.94,3067.4 +8045.8,12514,42136,1918.8,1970,63834,16.02,-131.72,9.5,15.2,-3.32,-4.15,3067.4 +8074.2,12638,41870,2055,2106,63949,3.56,-39.16,3.8,0,-11.62,2.49,3067.4 +8175.7,12614,42477,1998.9,2018,64917,8.01,661.27,41.8,256.5,146.91,169.32,3067.5 +8231.5,12781,42208,2100.4,2142,64263,-17.8,-67.64,-22.8,16.15,-9.13,-6.64,3067.5 +8240.3,12760,42323,2118.2,2172,63913,126.38,8487,340.1,2529.8,1142.1,1814.4,3067.6 +8151.2,12531,42630,2035.4,2067,64535,-5.34,470.81,-19.95,117.8,82.17,52.29,3067.6 +8224.7,12615,42728,1989.2,2007,64953,11.57,-46.28,-15.2,24.7,-1.66,4.98,3067.7 +8241.8,12643,42722,1907.3,1923,65000,80.1,1884.1,144.4,894.9,509.62,620.84,3067.8 +8210,12637,42577,1990,2025,64405,14.24,229.62,57,114,83,77.19,3067.9 +8284.4,12578,43165,1944.7,1974,64562,8.01,218.94,43.7,112.1,83.83,97.11,3068 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+8067.4,12454,42452,1994.5,2006,65160,-3.56,212.71,17.1,99.75,83,87.15,3086.3 +8067.9,12551,42127,2008.7,2055,64060,11.57,704.88,14.25,214.7,142.76,166,3086.5 +5671.8,8687,42789,2419.9,2459,64494,-8.9,242.08,-13.3,-3.8,19.92,30.71,3086.6 +8088.9,12585,42123,2023,2057,64452,4.45,189.57,7.6,27.55,29.88,16.6,3086.7 +8071.8,12547,42161,2031.9,2055,64798,129.94,7950.4,347.7,2372.1,1168.6,1904,3086.7 +8086.5,12562,42187,2072.8,2134,63657,8.01,172.66,19.95,7.6,5.81,9.96,3086.7 +8533.4,13087,42733,2302.4,2303,65520,-7.12,318.62,45.6,55.1,39.01,37.35,3086.8 +8180.1,12419,43167,1949.1,1955,65338,111.25,8664.1,295.45,2581.1,1110.5,1763.8,3086.9 +8464.3,12602,44018,1949.1,1950,65506,46.28,1967.8,133,901.55,514.6,583.49,3086.9 +7961,12175,42853,1848.5,1851,65449,-14.24,-107.69,-13.3,6.65,-8.3,-11.62,3086.9 +8748,12673,45238,1907.3,1937,64530,-24.03,-28.48,-25.65,-19.95,-15.77,-14.94,3087 +8065.9,12251,43148,1934,1983,63916,112.14,8405.2,271.7,2453.8,1090.6,1774.5,3087 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+8089.4,12331,42993,1961.6,1979,64958,18.69,-33.82,10.45,19.95,14.94,9.13,3087.3 +8310.9,12695,42904,1988.3,2003,65054,2.67,200.25,-11.4,35.15,25.73,13.28,3087.3 +8531.4,12995,43025,2152,2183,64606,131.72,8360.7,290.7,2429.1,1174.4,1893.2,3087.3 +8248.2,12531,43137,1967.8,2023,63747,128.16,8771.8,350.55,2529.8,1078.2,1716.4,3087.3 +8059,12580,41984,1974,2016,64171,-2.67,-64.08,-1.9,12.35,-34.03,-12.45,3087.4 +8220.7,12763,42212,2040.8,2079,64331,136.17,8806.5,340.1,2575.4,1094.8,1747.2,3087.4 +8055.6,12494,42255,1962.4,1998,64370,-8.9,169.1,10.45,126.35,59.76,71.38,3087.5 +8055.1,12272,43017,1798.7,1828,64485,-8.01,174.44,29.45,110.2,75.53,89.64,3087.5 +7154.5,10786,43471,2434.1,2418,65974,-10.68,-97.01,-26.6,2.85,4.15,-26.56,3087.5 +8324.1,12717,42898,1980.3,2025,64088,41.83,2152,160.55,885.4,504.64,607.56,3087.6 +8340.3,12498,43734,2004.3,2006,65480,128.16,8636.6,350.55,2606.8,1069,1676.6,3087.6 +8024.2,12331,42647,2025.6,2063,64349,125.49,7951.3,298.3,2339.8,1106.4,1827.7,3087.6 +7749.4,11967,42438,1994.5,2011,64998,6.23,640.8,45.6,248.9,161.85,183.43,3087.7 +8313.3,12602,43233,1934,1950,64997,16.02,490.39,51.3,234.65,173.47,182.6,3087.7 +8234.5,12373,43615,1966,1941,66380,19.58,189.57,63.65,126.35,72.21,89.64,3087.7 +8408.9,12770,43155,2475.1,2482,65354,-21.36,18.69,21.85,26.6,4.15,36.52,3087.7 +8060.5,12460,42396,1931.3,1932,65512,-19.58,-107.69,13.3,19,6.64,-7.47,3087.8 +8704.4,13362,42692,2292.6,2306,65156,-11.57,-44.5,45.6,20.9,28.22,5.81,3087.8 +7918.4,12212,42494,1965.1,1968,65440,28.48,566.04,41.8,258.4,171.81,187.58,3087.8 +8114.4,12458,42686,2143.1,2174,64605,35.6,432.54,47.5,247.95,164.34,176.79,3087.8 +8180.6,12742,42075,2071.9,2130,63749,-2.67,121.93,11.4,11.4,4.15,15.77,3087.8 +8303,12687,42890,1966,1995,64584,25.81,499.29,31.35,259.35,176.79,165.17,3087.8 +9390.9,14239,43222,2079,2095,65037,70.31,2159.1,152.95,1021.3,644.91,759.45,3087.9 +8411.8,12618,43690,2006.9,2042,64411,137.06,9239.1,345.8,2622.9,1112.2,1694.9,3087.9 +8487.8,12642,44001,1948.2,1986,64289,61.41,2140.4,147.25,930.05,503.81,590.13,3088 +8783.7,13270,43380,2174.3,2230,63898,114.81,9379.7,374.3,2805.3,1118.8,1738,3088 +8447.6,12827,43161,2105.7,2187,63101,-28.48,-86.33,-14.25,-1.9,4.15,-9.96,3088 +8045.8,12257,43019,1883.2,1925,64114,-8.01,319.51,34.2,107.35,92.96,83,3088 +8199.7,12669,42416,2003.4,2041,64328,67.64,2059.5,169.1,925.3,540.33,632.46,3088.1 +3761.7,5477,45012,2600.6,2625,64926,8.9,62.3,36.1,0,35.69,5.81,3088.1 +8343.2,12943,42245,2063.9,2095,64563,21.36,187.79,38.95,150.1,111.22,103.75,3088.1 +7855.2,12291,41884,1999.8,2023,64785,26.7,161.09,58.9,97.85,84.66,93.79,3088.1 +8113.9,12487,42585,2087.1,2103,65039,144.18,8835.9,366.7,2555.5,1133.8,1779.5,3088.2 +8122.2,12654,42066,2018.5,2046,64656,-1.78,176.22,18.05,43.7,46.48,32.37,3088.2 +8084.5,12715,41669,2213.4,2267,63987,20.47,556.25,54.15,206.15,187.58,196.71,3088.2 +9040,14123,41949,2424.4,2447,64930,186.9,11102,430.35,3360.1,1463.3,2346.4,3088.2 +8147.2,12722,41970,2015.8,2066,63945,9.79,45.39,7.6,-2.85,5.81,23.24,3088.2 +8030.6,12471,42201,1908.2,1943,64361,46.28,1715,100.7,789.45,527.88,655.7,3088.4 +8430,13078,42244,2204.5,2230,64787,-7.12,292.81,6.65,141.55,110.39,123.67,3088.5 +8018.4,12570,41805,1924.2,1962,64273,-15.13,-83.66,7.6,-4.75,11.62,4.98,3088.5 +8154.6,12690,42113,1997.2,2002,65378,-1.78,-25.81,29.45,8.55,15.77,14.94,3088.6 +6677.2,10331,42358,1789.8,1791,65492,24.92,129.94,45.6,114,92.13,79.68,3088.7 +6741.4,10179,43404,2437.7,2483,64341,-4.45,185.12,25.65,77.9,57.27,64.74,3088.7 +8061.5,12574,42017,1841.4,1902,63448,-18.69,-15.13,0,1.9,21.58,-19.92,3088.7 +8071.3,12551,42145,2048.8,2055,65338,143.29,8952.5,369.55,2632.4,1108,1721.4,3088.7 +7785.6,12196,41836,1853.9,1876,64763,-24.92,67.64,-16.15,5.7,34.03,4.98,3088.8 +8469.7,13014,42652,2115.5,2134,64969,137.95,7791.1,336.3,2308.5,1108,1846.8,3088.9 +8306,12345,44094,1862.8,1865,65458,128.16,8540.4,339.15,2598.3,1039.2,1617.7,3088.9 +8309.4,12739,42748,2463.5,2455,65763,8.9,132.61,35.15,53.2,48.14,44.82,3088.9 +8285.4,12814,42375,1966.9,2014,64003,24.92,-39.16,-7.6,51.3,26.56,19.09,3089 +7786.1,12251,41651,1918.8,1931,65123,-2.67,-80.99,20.9,6.65,29.05,0,3089.1 +7852.3,12442,41360,2015,2046,64542,11.57,-60.52,-6.65,7.6,31.54,8.3,3089.2 +8114.4,12790,41578,2173.4,2262,62968,105.02,8702.4,316.35,2584,1124.7,1758.8,3089.2 +7565.1,11975,41402,1959.8,2023,63488,-11.57,354.22,1.9,95,94.62,89.64,3089.2 +7974.8,12547,41654,1948.2,1971,64778,2.67,185.12,-2.85,26.6,33.2,14.94,3089.2 +8213.9,13007,41386,1963.3,2047,62858,16.91,351.55,29.45,88.35,104.58,95.45,3089.3 +9329.1,14655,41719,2120,2171,63996,7.12,223.39,-3.8,126.35,126.16,102.92,3089.3 +8075.2,12648,41842,2003.4,2040,64360,130.83,8668.6,335.35,2580.2,1117.2,1792.8,3089.4 +9214.5,14435,41834,2088.8,2115,64725,38.27,310.61,18.05,129.2,111.22,102.09,3089.4 +8097.7,12882,41197,1970.5,2002,64504,40.05,476.15,5.7,219.45,148.57,171.81,3089.5 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+7757.7,12174,41762,1917.9,1962,64065,25.81,92.56,-13.3,7.6,29.88,-3.32,3092.8 +4608,7083,42636,2341.6,2347,65385,98.79,3657,237.5,1745.2,1058.3,1270.7,3092.8 +7962.5,12479,41817,1998,2027,64600,-24.92,142.4,-38,-5.7,-9.96,7.47,3092.9 +7928.2,12359,42041,1889.5,1911,64798,-7.12,258.99,-6.65,42.75,2.49,14.11,3092.9 +7793,12274,41610,1851.2,1894,64055,-9.79,304.38,8.55,95,67.23,83,3093 +7924.3,12373,41972,1962.4,1985,64791,7.12,161.98,7.6,109.25,66.4,89.64,3093 +7965.4,12454,41916,1895.7,1910,65045,0,-73.87,-19.95,-7.6,-5.81,4.98,3093 +7888.5,12040,42939,1875.2,1896,64818,6.23,474.37,57,202.35,174.3,185.09,3093.2 +7936.5,12182,42696,1985.6,2034,63976,0,287.47,6.65,47.5,22.41,34.03,3093.2 +7841.5,12187,42168,1904.6,1935,64506,32.93,678.18,42.75,229.9,166.83,198.37,3093.4 +7314.2,11164,42937,2388.8,2408,65012,52.51,896.23,57.95,385.7,303.78,317.06,3093.4 +6815.9,10518,42469,2332.7,2354,64943,228.73,14080,618.45,4352.9,2055.1,3320,3093.4 +8015.4,12382,42424,1921.5,1966,64053,-11.57,-70.31,-26.6,12.35,3.32,7.47,3093.5 +8267.8,12430,43591,2039.9,2074,64458,107.69,7606.8,283.1,2318.9,1112.2,1845.1,3093.7 +8615.2,12782,44172,1955.3,2010,63753,-19.58,371.13,10.45,114,69.72,75.53,3093.7 +8624.5,12627,44762,2007.8,2039,64534,8.01,-54.29,-18.05,0,14.11,-17.43,3093.7 +8216.3,12216,44079,1877,1928,63803,6.23,288.36,39.9,95,84.66,83.83,3093.7 +8522.1,12471,44784,1878.8,1907,64567,-3.56,-25.81,-4.75,21.85,23.24,4.98,3093.8 +8099.7,12123,43786,1899.3,1963,63408,-10.68,265.22,13.3,90.25,71.38,81.34,3093.9 +8211.9,12149,44298,1862.8,1925,63417,-15.13,88.11,-18.05,-19,-5.81,-4.15,3093.9 +9031.2,13230,44737,2219.7,2270,64083,8.9,247.42,-8.55,125.4,72.21,75.53,3094 +9282.1,13619,44666,2589,2627,64588,213.6,13165,497.8,3864.6,1660.8,2618.6,3094 +8544.1,12620,44370,2138.7,2188,64058,83.66,8989,309.7,2516.6,1070.7,1692.4,3094 +8515.2,12999,42930,2225,2263,64436,126.38,8998.8,367.65,2641.9,1111.4,1759.6,3094.1 +8643.1,13287,42631,2264.2,2295,64655,93.45,2581,168.15,1231.2,862.37,945.37,3094.2 +8129.6,12432,42856,1841.4,1908,63249,3.56,341.76,13.3,101.65,97.94,78.85,3094.3 +9409.5,14323,43054,2192.1,2211,64975,-16.02,232.29,10.45,25.65,10.79,14.94,3094.3 +8211.9,12462,43185,1940.2,1978,64284,109.47,8523.5,336.3,2513.7,1067.4,1740.5,3094.4 +8209,12563,42823,1919.7,1955,64354,-19.58,-89,-15.2,-13.3,-14.11,-15.77,3094.4 +8494.6,13006,42804,2254.4,2318,63737,62.3,2598.8,142.5,1139,721.27,916.32,3094.4 +8132.5,12427,42888,1850.3,1903,63721,28.48,1867.2,118.75,870.2,475.59,558.59,3094.4 +9325.2,13823,44212,2362.9,2415,64124,6.23,387.15,2.85,147.25,157.7,115.37,3094.5 +8504,12795,43557,2043.4,2091,64045,129.05,8932.9,330.6,2457.6,1179.4,1831.8,3094.5 +8145.3,12483,42763,1955.3,1987,64491,30.26,496.62,43.7,242.25,156.04,166.83,3094.6 +7923.3,12158,42709,1919.7,1930,65187,49.84,452.12,14.25,238.45,172.64,180.11,3094.6 +7901.7,12196,42461,1930.4,1956,64679,-8.9,48.06,19,-0.95,-7.47,-4.98,3094.7 +7805.2,12034,42506,1982.9,1986,65434,24.03,461.02,21.85,231.8,168.49,158.53,3094.9 +8241.3,12608,42838,1921.5,1920,65588,8.01,453.9,38,254.6,163.51,166,3095 +8359.4,12420,44110,1956.2,2004,63973,110.36,8266.3,360.05,2295.2,1124.7,1897.4,3095 +8343.2,12727,42962,2012.3,2039,64678,24.92,-96.12,11.4,2.85,14.94,21.58,3095.1 +8322.7,12415,43933,1930.4,1999,63287,26.7,695.98,14.25,223.25,159.36,175.96,3095.1 +8417.7,12667,43551,2059.5,2107,64057,22.25,-83.66,16.15,35.15,18.26,8.3,3095.1 +8085.5,12386,42781,1925.1,1986,63525,12.46,-8.9,0.95,22.8,24.9,25.73,3095.2 +8355,12973,42207,2017.6,2073,63786,32.93,657.71,29.45,234.65,157.7,190.07,3095.2 +8041.9,12409,42472,1980.3,2013,64470,43.61,-57.85,30.4,-2.85,-6.64,13.28,3095.2 +7634.2,11792,42428,1886.8,1904,64944,4.45,312.39,21.85,164.35,167.66,179.28,3095.3 +8197.7,12571,42737,2040.8,2075,64455,3.56,372.91,18.05,79.8,87.15,81.34,3095.4 +8191.8,12490,42983,1939.3,1966,64646,-12.46,100.57,4.75,-10.45,-10.79,-15.77,3095.4 +8412.3,12522,44027,3340.2,3358,65188,8.01,0,-19,2.85,-5.81,7.47,3095.4 +8282,12554,43235,2013.2,2078,63492,22.25,496.62,14.25,228,151.06,171.81,3095.5 +8248.2,12381,43660,1880.6,1929,63891,111.25,8325.1,325.85,2550.8,1055.8,1657.5,3095.5 +8525,12781,43713,1958.9,2029,63271,-9.79,-20.47,34.2,27.55,3.32,-4.15,3095.5 +9296.3,14046,43375,2214.3,2282,63592,0.89,71.2,16.15,40.85,11.62,3.32,3095.5 +5127.4,6910,48629,2954.8,3050,63490,7.12,183.34,11.4,33.25,26.56,12.45,3095.6 +8455,12657,43778,2039,2097,63723,126.38,7472.4,300.2,2173.6,1081.5,1816.9,3095.6 +8536.8,12579,44476,1917.1,2019,62227,8.9,178.89,-18.05,17.1,11.62,9.13,3095.6 +8950.8,12757,45983,1942.9,1985,64145,16.91,101.46,6.65,35.15,45.65,30.71,3095.7 +9061.1,13026,45588,2137.8,2198,63740,21.36,210.04,0,32.3,29.88,32.37,3095.7 +8103.1,12302,43168,1926,1950,64728,-10.68,-54.29,-23.75,8.55,7.47,-3.32,3095.7 +8423.1,12559,43954,1887.7,1947,63540,-3.56,390.71,3.8,87.4,74.7,78.85,3095.8 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+8273.2,12494,43396,1918.8,1978,63576,-11.57,-77.43,-24.7,27.55,-21.58,4.98,3099.4 +4097.9,5806,46255,3043.8,3150,63327,-2.67,137.95,10.45,13.3,9.13,17.43,3099.4 +8879.8,13334,43644,2221.4,2262,64361,91.67,2879.1,175.75,1383.2,698.03,813.4,3099.4 +8221.7,12407,43429,1861.9,1923,63453,-17.8,42.72,15.2,-14.25,-7.47,-3.32,3099.5 +8279.5,12491,43440,1916.2,1983,63327,-17.8,5.34,11.4,52.25,15.77,13.28,3099.5 +9701,14490,43876,2156.5,2202,64181,-10.68,23.14,19,39.9,0,31.54,3099.5 +8117.8,12389,42942,1964.2,2001,64332,10.68,-12.46,7.6,16.15,5.81,4.15,3099.5 +8181.5,12501,42891,1941.1,1957,65003,-3.56,196.69,1.9,122.55,50.63,60.59,3099.7 +8367.7,12775,42927,2015,2055,64259,39.16,1911.7,114.95,886.35,545.31,654.04,3099.7 +7908.6,12682,40869,2105.7,2170,63595,113.03,8416.7,347.7,2503.3,1150.4,1831,3099.7 +7815.5,12399,41310,2006.9,2043,64380,-5.34,-96.12,-4.75,0.95,-9.13,3.32,3099.7 +7744.5,12291,41294,1948.2,1971,64778,18.69,226.06,15.2,132.05,71.38,85.49,3099.8 +7890.5,12574,41125,2044.3,2126,63018,-20.47,231.4,15.2,6.65,20.75,16.6,3099.9 +8271.2,12506,43344,1931.3,1998,63348,-31.15,129.94,34.2,10.45,14.94,10.79,3099.9 +8254,12602,42925,1912.6,2014,62237,-34.71,239.41,-23.75,48.45,18.26,2.49,3100 +7780.7,12110,42107,1874.3,1950,62993,-13.35,49.84,15.2,15.2,1.66,9.13,3100 +8020.8,12515,42002,1950,1987,64315,7.12,246.53,17.1,48.45,8.3,14.11,3100 +8520.1,12692,43994,1883.2,1920,64281,17.8,291.03,2.85,130.15,93.79,87.98,3100.1 +4629,6930,43776,2510.7,2546,64627,276.79,17618,721.05,5367.5,2083.3,3295.1,3100.2 +8113.9,12574,42290,1999.8,2030,64562,5.34,299.93,21.85,56.05,25.73,30.71,3100.2 +7887.5,11833,43684,2907.6,2957,64442,28.48,137.06,36.1,68.4,33.2,29.05,3100.3 +7885.1,12426,41587,2031.9,2078,64081,62.3,1966,122.55,897.75,521.24,638.27,3100.3 +7688.6,12239,41170,1945.5,1963,64953,66.75,1752.4,126.35,860.7,510.45,624.99,3100.4 +7673.9,12198,41229,1983.8,1986,65464,4.45,177.11,-0.95,33.25,15.77,18.26,3100.4 +7610.2,12144,41069,1987.4,2032,64097,0.89,391.6,9.5,128.25,53.95,68.89,3100.5 +7780.2,12293,41478,1904.6,1953,63912,-7.12,-98.79,-16.15,6.65,-18.26,0.83,3100.6 +7987,12279,42629,1903.7,1907,65423,10.68,354.22,14.25,108.3,90.47,71.38,3100.6 +8375.6,12671,43319,1901,1947,63989,24.03,471.7,-0.95,212.8,121.18,157.7,3100.7 +8567.7,12709,44180,1931.3,1973,64151,3.56,-94.34,6.65,-28.5,18.26,-13.28,3100.8 +8475,12710,43699,2034.5,2098,63554,15.13,2022.1,133,878.75,512.11,579.34,3100.9 +7909.1,12379,41872,1946.4,2011,63432,-19.58,582.06,16.15,237.5,152.72,161.85,3100.9 +7986,12566,41650,2266.8,2274,65329,122.82,8609,370.5,2594.4,1087.3,1712.3,3101 +9053.7,14165,41888,2192.1,2225,64566,153.08,10781,445.55,3207.2,1268.2,2024.4,3101 +8012.5,12700,41347,2065.7,2108,64221,-3.56,183.34,-4.75,38,23.24,15.77,3101 +8052.2,12722,41480,1912.6,1954,64148,3.56,1957.1,116.85,864.5,480.57,588.47,3101.1 +8369.7,13039,42067,2223.2,2235,65191,24.03,32.04,14.25,65.55,51.46,32.37,3101.2 +8081.6,12430,42609,1964.2,1998,64428,0.89,16.91,-1.9,-2.85,3.32,-17.43,3101.2 +8120.3,12688,41943,1950.9,2020,63294,11.57,-24.92,-5.7,15.2,36.52,-0.83,3101.3 +8105.6,12488,42537,1995.4,2028,64482,-0.89,454.79,19.95,116.85,100.43,68.06,3101.3 +8529.9,12460,44865,1875.2,1916,64141,-18.69,36.49,5.7,-0.95,1.66,-29.05,3101.3 +8634.8,12901,43864,2095.9,2165,63446,8.01,262.55,-6.65,40.85,49.8,15.77,3101.3 +8499.5,12511,44523,1899.3,1947,63929,-24.92,24.92,-12.35,9.5,-1.66,-9.13,3101.3 +9948.5,14741,44229,2084.4,2165,63096,15.13,460.13,57,116.85,122.84,115.37,3101.4 +8664.2,12542,45273,1803.1,1870,63193,-29.37,-76.54,-15.2,-24.7,-0.83,0.83,3101.4 +9030.2,12767,46354,1870.8,1935,63361,-18.69,-24.92,38.95,6.65,3.32,-7.47,3101.4 +8708.8,12298,46409,1915.3,1994,62949,-13.35,151.3,45.6,97.85,75.53,70.55,3101.4 +9101.3,12946,46073,1958.9,1990,64511,-24.92,-32.04,2.85,2.85,-9.96,-19.92,3101.5 +8516.2,12402,45002,1917.1,1970,63775,-3.56,172.66,3.8,17.1,27.39,17.43,3101.5 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+7744.5,12175,41687,1933.1,1979,64015,119.26,7667.4,315.4,2356,1113.9,1863.3,3118 +8319.7,12646,43116,1946.4,1990,64101,2.67,94.34,21.85,21.85,28.22,20.75,3118.1 +7979.7,12399,42177,1986.5,2027,64226,16.91,237.63,52.25,100.7,73.87,102.92,3118.1 +9338.4,14212,43062,2192.1,2240,64134,44.5,2723.4,146.3,1200.8,672.3,782.69,3118.3 +8914.6,13631,42860,2252.6,2319,63659,0.89,-66.75,-46.55,-8.55,5.81,-9.96,3118.3 +8204.1,12542,42869,1901.9,1966,63400,-16.91,-78.32,16.15,7.6,-9.13,-9.13,3118.4 +9358,14520,42237,2083.5,2124,64286,2.67,156.64,-9.5,16.15,9.96,-9.96,3118.5 +7923.3,12229,42461,1896.6,1937,64169,24.92,160.2,25.65,129.2,118.69,97.11,3118.5 +7825.3,11958,42887,1892.1,1906,65059,24.03,-45.39,36.1,18.05,14.94,33.2,3118.8 +7990.4,12343,42426,1898.4,1939,64163,24.03,151.3,-19,37.05,41.5,28.22,3118.8 +8090.9,12470,42522,2065.7,2146,63083,123.71,7681.6,298.3,2211.6,1128,1871.6,3118.8 +8086.5,12534,42281,1920.6,1970,63893,0,34.71,-17.1,33.25,-22.41,9.13,3119.1 +8018.9,12514,41995,2019.4,2022,65452,24.92,-64.97,44.65,8.55,23.24,25.73,3119.2 +8388.3,13072,42054,2380.8,2400,65010,203.81,11321,459.8,3407.6,1624.3,2724.9,3119.2 +7793.9,12163,41995,1941.1,1975,64411,-8.9,-41.83,4.75,-11.4,13.28,0.83,3119.3 +7936.5,12474,41697,1947.3,1982,64389,9.79,169.1,29.45,89.3,85.49,74.7,3119.3 +7918.4,12475,41598,2020.3,2063,64180,45.39,1710.6,155.8,822.7,538.67,667.32,3119.3 +8088.4,12563,42194,1960.7,1975,65060,21.36,208.26,42.75,122.55,87.15,78.85,3119.4 +8049.2,12523,42124,1888.6,1963,63051,-41.83,-60.52,-22.8,9.5,-15.77,-14.94,3119.5 +8270.2,12690,42711,1924.2,2018,62489,8.9,-87.22,16.15,-14.25,17.43,-2.49,3119.5 +7987,12281,42622,1957.1,2057,62354,-1.78,366.68,8.55,114,103.75,88.81,3119.5 +7842,12096,42488,1834.3,1888,63672,-13.35,211.82,4.75,40.85,4.98,23.24,3119.5 +8966,13567,43311,2633.5,2687,64231,30.26,778.75,54.15,393.3,268.92,274.73,3119.5 +8200.2,12351,43511,1853.9,1919,63312,-6.23,310.61,0,59.85,44.82,10.79,3119.6 +8273.2,12611,42993,2040.8,2099,63718,7.12,-43.61,4.75,37.05,26.56,14.11,3119.6 +8038,12500,42142,1934,2000,63372,-13.35,80.99,-38,-24.7,-15.77,9.13,3119.7 +8242.3,12787,42243,2075.5,2131,63829,70.31,1844.1,96.9,877.8,522.07,631.63,3119.8 +7721.9,12200,41481,1837,1896,63495,-21.36,118.37,-16.15,29.45,9.96,8.3,3119.8 +8373.1,13068,41991,2287.3,2344,63951,-12.46,48.06,-4.75,19.95,15.77,14.11,3119.9 +8158.5,12859,41580,2120.9,2191,63438,122.82,8058.1,299.25,2322.8,1127.1,1821,3119.9 +7904.7,12358,41920,1974,2002,64620,-3.56,118.37,9.5,17.1,17.43,14.94,3120 +8002.2,12549,41791,2014.1,2065,63920,-2.67,645.25,30.4,231.8,153.55,172.64,3120.3 +8888.1,13934,41804,1990,2036,64057,5.34,396.94,0.95,118.75,136.12,125.33,3120.4 +7919.4,12340,42059,1907.3,1952,64034,-11.57,-45.39,-32.3,-7.6,9.13,0,3120.4 +7690.1,12070,41754,1829.8,1878,63855,-7.12,-55.18,-6.65,-18.05,5.81,-6.64,3120.4 +8196.2,12799,41968,2351.4,2331,66109,9.79,-72.98,11.4,27.55,44.82,20.75,3120.5 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+8450.5,12669,43714,1964.2,1997,64461,24.03,473.48,64.6,263.15,155.21,169.32,3141.6 +8794,13415,42961,2589.9,2679,63356,-21.36,-54.29,-4.75,25.65,-0.83,-4.15,3141.8 +8070.8,12413,42611,1990,2013,64789,60.52,1800.5,140.6,867.35,518.75,634.95,3141.9 +8196.7,12314,43624,1881.5,1930,63888,6.23,-73.87,25.65,24.7,4.98,10.79,3142 +8112.4,12286,43273,1970.5,1994,64762,-17.8,-100.57,-36.1,-5.7,-5.81,-4.98,3142 +8264.8,12332,43922,1885,1932,63942,-19.58,-124.6,13.3,-25.65,-17.43,-18.26,3142 +7971.8,12060,43320,3023.3,3096,63998,-13.35,151.3,-3.8,-18.05,-7.47,-1.66,3142.1 +8344.2,12493,43772,1942.9,2013,63253,120.15,8439,357.2,2434.8,1121.3,1810.2,3142.2 +9151.7,13963,42954,2037.2,2059,64842,10.68,638.13,10.45,326.8,222.44,211.65,3142.2 +7833.6,12338,41610,1857.4,1910,63732,16.02,114.81,-2.85,117.8,62.25,72.21,3142.3 +7743.5,12070,42044,1942,1974,64473,54.29,1909.9,103.55,878.75,458.99,554.44,3142.4 +8116.4,12401,42893,1892.1,1953,63494,-2.67,178,-19.95,2.85,-0.83,12.45,3142.4 +7761.6,12132,41927,1956.2,2000,64101,131.72,7258.8,279.3,2173.6,1097.3,1865,3142.4 +7626.4,12348,40476,2014.1,2040,64703,-8.01,-143.29,-24.7,-18.05,-9.96,-19.09,3142.4 +7760.1,12308,41320,1917.9,1956,64261,0.89,45.39,17.1,27.55,12.45,26.56,3142.5 +7818.4,12526,40906,2074.6,2058,66064,48.95,1925.1,134.9,932.9,541.16,636.61,3142.5 +7581.8,12162,40855,1942.9,1958,65030,-2.67,178,9.5,125.4,74.7,86.32,3142.5 +8138.4,12747,41842,1996.3,2043,64037,137.06,8835,377.15,2628.6,1079.8,1692.4,3142.5 +7952.7,12615,41315,1942.9,2007,63442,-8.01,161.09,18.05,98.8,61.42,74.7,3142.6 +7521,12108,40708,1958,2028,63274,56.96,2176.9,133.95,895.85,449.03,546.97,3142.6 +7714.1,12069,41888,2003.4,2038,64423,36.49,644.36,32.3,232.75,174.3,193.39,3142.8 +7587.7,11993,41463,1753.3,1801,63800,13.35,-123.71,19,14.25,-4.98,1.66,3142.8 +7787.6,12335,41375,2010.5,2075,63499,138.84,7287.3,310.65,2277.1,1037.5,1700.7,3142.8 +7876.8,12348,41805,2042.5,2044,65490,61.41,1863.7,122.55,913.9,507.96,591.79,3142.8 +9388.4,14462,42544,2135.1,2174,64364,53.4,2495.6,158.65,1200.8,629.14,751.98,3142.9 +8611.8,13003,43404,2017.6,2031,65105,-2.67,428.98,35.15,136.8,92.96,101.26,3142.9 +8141.4,12263,43509,2954.8,2967,65267,-0.89,30.26,19,12.35,13.28,12.45,3143 +7913,12530,41388,1976.7,2002,64707,3.56,243.86,13.3,32.3,35.69,19.09,3143.1 +7717.5,12058,41945,1975.8,2010,64421,54.29,1853.9,111.15,814.15,522.07,642.42,3143.1 +7819.9,12091,42386,1910.8,1931,64851,23.14,12.46,10.45,79.8,34.03,23.24,3143.1 +10100,14858,44549,2620.2,2666,64409,7.12,321.29,-3.8,134.9,107.07,118.69,3143.4 +8523.5,12474,44781,1921.5,1962,64184,16.02,760.95,21.85,225.15,148.57,141.1,3143.4 +8380.5,12371,44396,1887.7,1927,64199,0.89,-113.92,-13.3,5.7,-17.43,-15.77,3143.4 +8489.7,12523,44429,1657.2,1711,63475,27.59,551.8,19,244.15,163.51,166.83,3143.5 +9249.7,13639,44445,2270.4,2275,65403,14.24,-56.07,-25.65,0.95,-15.77,-14.11,3143.5 +8397.1,12373,44477,1999.8,2037,64340,57.85,1999.8,130.15,876.85,530.37,639.1,3143.5 +8617.1,12576,44906,1944.7,1984,64236,18.69,142.4,30.4,89.3,70.55,93.79,3143.5 +8782.8,13024,44194,1980.3,1988,65281,16.91,247.42,10.45,99.75,67.23,64.74,3143.6 +8216.3,11931,45132,1981.1,2015,64435,20.47,313.28,31.35,112.1,89.64,83,3143.7 +7894.9,12165,42532,1923.3,1893,66585,29.37,-88.11,32.3,19.95,25.73,5.81,3143.7 +8111.5,12298,43226,2042.5,2058,65044,56.07,2109.3,138.7,902.5,477.25,579.34,3143.8 +8428,12376,44630,2048.8,2056,65306,16.02,95.23,-12.35,33.25,19.92,12.45,3143.8 +8123.2,12170,43744,2010.5,2026,65035,32.04,596.3,78.85,198.55,177.62,159.36,3143.9 +8735.2,12799,44728,1974.9,2027,63852,-2.67,180.67,16.15,88.35,73.04,78.02,3143.9 +8222.7,12486,43159,2153.8,2150,65652,39.16,277.68,20.9,138.7,108.73,118.69,3144 +8152.6,12151,43971,1843.2,1863,64839,125.49,8071.4,321.1,2482.3,1118,1770.4,3144.1 +8637.2,12401,45645,1864.5,1905,64144,-7.12,-66.75,-21.85,-34.2,1.66,-14.11,3144.1 +8781.3,12619,45605,1878.8,1963,62725,-15.13,89,-20.9,-27.55,-0.83,-12.45,3144.1 +7890.5,12020,43021,2985.9,2996,65316,40.05,857.96,61.75,392.35,312.91,299.63,3144.2 +7493.6,12084,40640,1895.7,1924,64572,2.67,91.67,8.55,-7.6,-18.26,14.11,3144.3 +7962,12713,41044,1943.8,1993,63917,0,-18.69,-21.85,-16.15,-4.15,-2.49,3144.4 +7587.7,12275,40510,1868.1,1927,63533,-9.79,27.59,-3.8,31.35,12.45,21.58,3144.4 +8029.6,13033,40377,2321.1,2365,64320,177.11,11817,469.3,3642.3,1660.8,2731.5,3144.4 +7558.3,12357,40086,1983.8,2021,64330,116.59,9092.2,333.45,2610.6,1086.5,1684.1,3144.5 +7676.3,12276,40981,1970.5,1971,65518,61.41,2031.9,142.5,924.35,537.84,594.28,3144.5 +7712.6,12338,40967,1879.7,1954,63043,-0.89,128.16,-12.35,-7.6,0,3.32,3144.6 +8037.5,12413,42435,1981.1,2041,63614,46.28,1982,148.2,911.05,543.65,629.14,3144.6 +8303,12634,43070,2006.9,2030,64792,132.61,8550.2,358.15,2607.8,1163.7,1807.7,3144.7 +7927.2,12281,42303,2092.4,2093,65517,4.45,-104.13,6.65,24.7,-1.66,4.15,3144.7 +8381.5,12459,44088,1925.1,1983,63621,-14.24,-155.75,-9.5,-19,4.15,-6.64,3144.7 +7965.9,12191,42823,1885.9,1915,64540,4.45,-26.7,-32.3,23.75,17.43,0.83,3144.9 +8009.1,12434,42213,1984.7,2002,64970,10.68,-24.92,25.65,0,24.07,12.45,3145 +7989.9,12470,41991,1950.9,1974,64768,-12.46,19.58,28.5,0.95,18.26,10.79,3145 +8625.5,13313,42461,2282,2293,65220,-16.02,-97.01,-1.9,16.15,-4.98,-15.77,3145.1 +5709.5,8891,42085,3724.6,3723,65565,19.58,228.73,58.9,100.7,94.62,82.17,3145.1 +8067.4,12359,42779,2041.7,2039,65621,4.45,394.27,2.85,112.1,79.68,69.72,3145.2 +5915.3,8278,46831,2870.3,2930,64200,114.81,4170.5,284.05,1828.8,1079,1286.5,3145.3 +8223.2,12443,43311,1917.1,1979,63485,-18.69,-50.73,-11.4,-4.75,-24.07,-15.77,3145.3 +8286.9,12368,43911,1914.4,1940,64671,2.67,155.75,7.6,76.95,56.44,68.89,3145.3 +8792.6,12547,45926,1956.2,2007,63878,14.24,-64.97,8.55,15.2,2.49,1.66,3145.3 +9013.5,12983,45499,1949.1,2019,63267,0.89,123.71,0.95,7.6,-0.83,12.45,3145.3 +8332,12681,43060,1930.4,1993,63478,32.93,-77.43,26.6,46.55,35.69,8.3,3145.5 +8099.2,12599,42130,2044.3,2051,65323,42.72,553.58,58.9,247.95,170.15,177.62,3145.7 +7963.5,12432,41980,2026.5,2048,64849,139.73,8741.6,369.55,2613.4,1142.9,1805.3,3145.7 +8163.4,12660,42259,1985.6,2048,63539,-25.81,222.5,-4.75,23.75,-7.47,9.13,3145.7 +7640.1,12218,40981,1864.5,1898,64381,0,247.42,14.25,109.25,53.12,78.02,3145.8 +7612.2,12300,40559,2006.9,2076,63356,134.39,7369.2,323.95,2223.9,1100.6,1818.5,3145.8 +4965.7,7688,42330,3724.6,3772,64713,-5.34,-5.34,-12.35,-9.5,9.96,0,3145.8 +9001.8,13956,42272,2018.5,2064,64092,62.3,2283.7,166.25,1054.5,670.64,862.37,3146.1 +8344.7,12391,44135,1877.9,1939,63471,65.86,1588.7,122.55,797.05,528.71,639.93,3146.2 +8322.2,12383,44044,2006.9,2075,63387,73.87,1667.9,118.75,798.95,518.75,637.44,3146.2 +8357.9,13335,41076,2242.8,2279,64495,-8.01,-5.34,-7.6,0.95,0,-9.13,3146.3 +7449,12214,39969,1981.1,1990,65244,1.78,653.26,17.1,241.3,175.96,183.43,3146.3 +7329.9,12186,39420,2029.2,2074,64120,48.95,1946.4,110.2,855.95,503.81,567.72,3146.3 +7290.7,12092,39514,2025.6,2056,64568,47.17,1748,116.85,840.75,502.15,621.67,3146.3 +7529.8,12533,39374,1979.4,2017,64313,-21.36,-78.32,-20.9,-18.05,-18.26,-3.32,3146.4 +7667,12370,40620,1969.6,2022,63837,8.01,47.17,15.2,23.75,23.24,15.77,3146.5 +7920.4,12456,41672,2006.9,2028,64856,22.25,0.89,10.45,14.25,35.69,42.33,3146.6 +7920.4,12429,41763,1950.9,1993,64151,72.09,2043.4,146.3,868.3,500.49,590.96,3146.6 +9345.3,14523,42171,2260.6,2299,64441,36.49,-95.23,0.95,15.2,15.77,4.98,3146.6 +8024.2,12339,42619,1896.6,1975,62934,29.37,631.9,37.05,211.85,172.64,185.09,3146.7 +7926.7,12359,42033,1853.9,1923,63180,10.68,246.53,0.95,32.3,17.43,23.24,3146.7 +7614.6,12223,40827,1874.3,1935,63482,-16.02,-117.48,-19.95,-25.65,-9.96,-34.03,3146.8 +7078.5,10771,43069,2306,2343,64501,-9.79,-120.15,-39.9,-16.15,-13.28,-4.98,3146.8 +7642,12308,40691,1974.9,2020,64073,119.26,8385.6,298.3,2485.2,1116.3,1818.5,3146.8 +6594.4,10438,41404,2374.5,2434,63934,-10.68,530.44,-14.25,163.4,112.05,138.61,3146.9 +7418.6,11584,41970,3261.8,3236,66060,-6.23,-13.35,8.55,62.7,29.05,29.88,3147 +7671.4,12346,40722,1975.8,1998,64808,4.45,127.27,1.9,11.4,-0.83,7.47,3147 +7633.2,12038,41556,1978.5,2006,64637,121.93,7916.5,317.3,2470,1129.6,1816,3147.1 +8367.2,12493,43893,2019.4,2061,64214,-0.89,-87.22,-10.45,0,8.3,0.83,3147.2 +8361.4,12486,43887,1942.9,2002,63600,30.26,123.71,42.75,112.1,92.13,72.21,3147.2 +8343.7,12166,44946,1917.9,1974,63675,8.01,340.87,31.35,94.05,63.91,97.11,3147.2 +8415.3,12539,43983,1919.7,1967,63961,3.56,176.22,10.45,57.95,25.73,4.98,3147.3 +9064.5,12871,46154,2030.1,2099,63384,-16.02,-48.06,19.95,24.7,25.73,27.39,3147.3 +8680.4,12531,45397,1907.3,1955,63936,27.59,210.04,13.3,127.3,91.3,84.66,3147.4 +8785.7,12775,45071,1948.2,2007,63616,20.47,186.9,23.75,134.9,83,99.6,3147.4 +9343.8,14187,43163,1965.1,2015,63914,15.13,754.72,65.55,282.15,188.41,244.02,3147.6 +7802.8,12287,41618,1942.9,1951,65263,-7.12,-109.47,22.8,-3.8,-6.64,14.11,3147.6 +7805.2,12495,40938,1985.6,2047,63570,13.35,40.94,27.55,38.95,44.82,54.78,3147.6 +7713.1,12340,40963,1997.2,2016,64924,-13.35,7.12,-9.5,-19,-8.3,10.79,3147.7 +6090.7,9911,40274,1713.3,1747,64270,86.33,6537.9,266.95,1913.3,974.42,1611,3147.7 +8387.8,13143,41825,2326.5,2359,64632,1.78,81.88,-20.9,25.65,38.18,33.2,3147.7 +9024.3,13798,42863,2278.4,2338,63865,-15.13,47.17,-12.35,-7.6,-4.15,-11.62,3147.9 +8499,12743,43710,1972.2,2039,63390,8.01,-4.45,-15.2,37.05,28.22,24.07,3147.9 +8896.9,12676,45998,1955.3,1988,64459,15.13,-16.91,-21.85,29.45,17.43,9.96,3147.9 +8818.5,12514,46183,1977.6,2038,63593,115.7,8164.9,308.75,2473.8,1054.1,1694.9,3147.9 +8235.4,12514,43129,2009.6,2054,64120,0.89,158.42,-29.45,16.15,11.62,-2.49,3148 +9485.9,13700,45377,2325.6,2352,64800,-3.56,85.44,-17.1,-11.4,8.3,1.66,3148 +8634.8,12541,45123,1877,1933,63638,24.92,434.32,5.7,103.55,89.64,83.83,3148 +8403,12670,43465,1956.2,2014,63656,-9.79,26.7,-1.9,-14.25,9.13,-17.43,3148.1 +8580.9,12715,44228,1955.3,2027,63219,16.02,491.28,43.7,263.15,156.87,166,3148.1 +8459.4,13138,42198,2182.3,2242,63790,91.67,2682.5,171,1254,758.62,905.53,3148.1 +8056.6,12399,42584,1872.6,1983,61886,-6.23,109.47,-19.95,15.2,-1.66,3.32,3148.1 +7651.4,12406,40419,1999.8,2050,63932,45.39,1979.4,124.45,881.6,514.6,618.35,3148.2 +6614.5,10740,40362,2543.6,2564,65015,9.79,-2.67,1.9,-4.75,-9.13,22.41,3148.3 +7579.8,12402,40054,1934,1970,64337,6.23,-84.55,-12.35,19.95,-0.83,-3.32,3148.3 +5954.5,9727,40119,2880,2939,64221,-32.04,151.3,1.9,-4.75,-20.75,9.96,3148.3 +7415.2,12098,40169,1917.1,1938,64828,-23.14,26.7,-17.1,46.55,21.58,14.94,3148.3 +7564.1,12291,40332,2020.3,2039,64935,8.9,15.13,0,42.75,26.56,23.24,3148.3 +7427.4,12056,40375,1879.7,1916,64294,-0.89,22.25,-10.45,13.3,9.13,15.77,3148.4 +7742,12099,41936,1853.9,1907,63710,-18.69,384.48,-1.9,113.05,69.72,77.19,3148.5 +7737.6,12190,41599,1893,1898,65364,49.84,161.98,44.65,114,94.62,97.94,3148.5 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+7840,12322,41698,1885.9,1922,64305,-12.46,-102.35,19.95,-7.6,-16.6,-4.98,3224.3 +8013,12430,42248,1971.3,2014,64148,11.57,-89,2.85,-10.45,-38.18,-4.98,3224.3 +8125.7,12538,42473,1991.8,2030,64303,13.35,-45.39,-18.05,-19,5.81,-4.98,3224.4 +8010,12454,42151,1970.5,2022,63866,-32.04,-72.98,-13.3,6.65,13.28,4.98,3224.4 +8930.7,13344,43861,2273.1,2356,63229,56.07,2799.9,172.9,1178,738.7,925.45,3224.4 +8275.6,12599,43047,1957.1,2007,63907,25.81,648.81,18.05,260.3,166,181.77,3224.5 +8255,12559,43077,2061.2,2091,64603,29.37,113.03,7.6,30.4,26.56,22.41,3224.5 +7696.4,12497,40361,1958.9,1989,64544,71.2,1948.2,148.2,871.15,500.49,615.86,3224.7 +7535.7,12376,39905,1909,1992,62807,7.12,390.71,56.05,212.8,145.25,165.17,3224.7 +7662.1,12254,40978,1947.3,1914,66677,12.46,-44.5,26.6,10.45,4.15,11.62,3224.7 +7826.3,12318,41639,1887.7,1934,63967,-9.79,164.65,8.55,27.55,11.62,9.13,3224.9 +9520.2,14557,42860,2120,2201,63124,49.84,2563.2,147.25,1123.8,688.9,833.32,3224.9 +9048.3,13650,43443,2238.3,2262,64851,91.67,2802.6,196.65,1368,756.96,864.86,3224.9 +8075.7,12487,42384,1896.6,1959,63448,10.68,-70.31,-14.25,25.65,3.32,-3.32,3224.9 +9130.2,12902,46377,2020.3,2066,64086,0.89,24.92,17.1,35.15,40.67,26.56,3225 +7503.4,10343,47543,2374.5,2439,63803,110.36,3379.3,194.75,1428.8,934.58,1132.9,3225 +8787.2,12717,45284,1876.1,1950,63053,-12.46,-79.21,-6.65,-18.05,-22.41,-17.43,3225.1 +8346.2,12399,44114,1871.7,1935,63391,28.48,1751.5,107.35,832.2,502.98,632.46,3225.1 +9524.1,14330,43557,1968.7,2046,63059,-4.45,258.1,-3.8,161.5,104.58,110.39,3225.1 +4085.1,5894,45423,2954.8,2982,64938,-15.13,398.72,20.9,71.25,29.88,48.14,3225.2 +7966.9,12620,41372,2013.2,2092,63067,-7.12,-115.7,-0.95,-28.5,7.47,-3.32,3225.3 +7746.4,12407,40918,1891.3,1907,64995,-12.46,100.57,5.7,-18.05,-4.98,-1.66,3225.3 +7694.5,12503,40332,1990,2019,64596,-3.56,-40.05,3.8,16.15,19.92,13.28,3225.4 +7587.2,12248,40597,1995.4,2028,64482,16.91,-73.87,2.85,23.75,24.07,25.73,3225.4 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+7414.7,12243,39690,2088.8,2115,64725,-10.68,94.34,-1.9,38,18.26,13.28,3226.1 +7399,12255,39568,1999.8,2031,64530,101.46,7699.4,308.75,2332.3,1114.7,1839.3,3226.1 +7608.7,12417,40158,2092.4,2097,65392,-12.46,37.38,-19,30.4,4.98,14.94,3226.2 +8148.2,12747,41892,2043.4,2095,63923,6.23,219.83,26.6,108.3,73.87,62.25,3226.2 +9096.4,13635,43721,2247.3,2343,62858,64.97,2957.5,180.5,1322.4,759.45,917.15,3226.3 +8212.9,12587,42762,2012.3,2047,64425,20.47,7.12,20.9,24.7,2.49,10.79,3226.4 +8439.8,12596,43911,2088.8,2112,64817,148.63,8340.2,353.4,2443.4,1157,1861.7,3226.4 +8421.1,12553,43965,1990.9,2057,63431,72.09,1687.4,135.85,828.4,538.67,653.21,3226.4 +8451.5,12725,43527,2007.8,2081,63232,2.67,-92.56,7.6,-12.35,-3.32,7.47,3226.4 +8398.1,12794,43018,2025.6,2126,62442,50.73,1784.4,148.2,865.45,502.98,605.07,3226.5 +8107.5,12530,42405,1920.6,2006,62747,34.71,2007.8,115.9,888.25,493.02,616.69,3226.5 +7979.7,12377,42252,1864.5,1977,61808,0.89,212.71,1.9,31.35,4.98,-2.49,3226.5 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+7570.5,12058,41146,1885.9,1930,64039,4.45,279.46,15.2,123.5,75.53,92.13,3236.4 +7532.8,12235,40349,1974,1979,65371,6.23,273.23,16.15,76.95,110.39,96.28,3236.4 +7543.6,12064,40979,1985.6,2004,64934,-2.67,412.96,38,111.15,117.03,93.79,3236.5 +8207,12706,42331,1941.1,2002,63542,-13.35,142.4,21.85,11.4,6.64,2.49,3236.6 +7800.8,12374,41315,1940.2,1974,64414,-14.24,234.96,-1.9,97.85,79.68,61.42,3236.6 +7630.3,12145,41174,1920.6,1937,64982,-16.02,0.89,-5.7,-18.05,-9.13,-10.79,3236.6 +7711.1,12079,41838,1949.1,1963,65072,50.73,1979.4,140.6,824.6,502.15,624.16,3236.6 +7942.4,12667,41092,2014.1,2047,64482,0,198.47,21.85,12.35,15.77,17.43,3236.7 +8838.1,13439,43100,2384.3,2427,64383,80.1,2841.8,209,1333.8,731.23,895.57,3236.7 +7844.4,12363,41583,2122.6,2187,63608,108.58,7945,323,2358.8,1118.8,1848.4,3236.7 +8668.6,13408,42371,2207.2,2260,64005,8.9,221.61,-6.65,7.6,18.26,4.98,3236.8 +8202.1,12732,42219,2005.2,2044,64291,-2.67,18.69,6.65,37.05,11.62,19.09,3236.8 +7490.1,12143,40424,1917.9,1963,64032,8.01,489.5,28.5,228,182.6,186.75,3236.9 +7494.1,12146,40436,1938.4,1974,64355,-3.56,259.88,2.85,108.3,117.03,95.45,3237 +8455.4,13432,41255,2322.9,2380,63964,7.12,250.09,19.95,143.45,111.22,124.5,3237 +7646,11969,41865,1942.9,2001,63632,55.18,1953.5,131.1,814.15,549.46,659.85,3237.1 +7691,12323,40902,2010.5,2067,63745,0.89,24.92,13.3,0.95,0,18.26,3237.1 +7729.8,12350,41018,1929.5,1982,63801,20.47,193.13,39.9,116.85,100.43,79.68,3237.1 +8057.1,12390,42617,1944.7,1974,64562,0.89,-67.64,-20.9,-3.8,9.13,-2.49,3237.1 +8578.4,12615,44566,1916.2,1971,63713,-2.67,-35.6,-6.65,23.75,-9.13,2.49,3237.2 +8708.3,12667,45055,1967.8,2043,63123,-6.23,-2.67,1.9,32.3,29.05,20.75,3237.3 +8049.7,12547,42046,1997.2,2035,64317,2.67,20.47,-22.8,39.9,39.01,22.41,3237.3 +8464.3,12956,42815,2085.3,2172,62919,13.35,407.62,42.75,128.25,109.56,111.22,3237.3 +7685.2,12198,41290,1871.7,1926,63687,13.35,169.99,18.05,5.7,21.58,13.28,3237.5 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+8264.3,12650,42815,2019.4,2062,64182,23.14,178.89,15.2,46.55,43.99,35.69,3239.6 +8266.8,12383,43751,1924.2,1983,63592,137.95,8491.5,335.35,2523.2,1059.9,1689.9,3239.7 +8488.3,12833,43348,2048.8,2113,63544,-3.56,204.7,-21.85,24.7,-8.3,-6.64,3239.7 +9820.1,14447,44547,2083.5,2171,62894,65.86,2702,188.1,1282.5,647.4,801.78,3239.8 +8600,12453,45259,1985.6,2017,64515,-12.46,169.99,14.25,2.85,8.3,4.15,3239.9 +8484.4,12181,45647,1909.9,1957,63960,9.79,-25.81,32.3,53.2,19.09,18.26,3239.9 +8512.3,12795,43600,1969.6,2059,62690,-20.47,140.62,-20.9,12.35,6.64,-6.64,3239.9 +9250.7,13834,43824,2019.4,2090,63323,15.13,711.11,20.9,231.8,192.56,190.07,3239.9 +8293.3,12875,42214,2029.2,2107,63116,-17.8,138.84,-8.55,-15.2,-0.83,-6.64,3240 +8640.2,13051,43387,1939.3,1999,63579,2.67,158.42,-1.9,93.1,78.02,53.95,3240 +8890.6,13487,43201,2233,2303,63544,-7.12,-38.27,-3.8,6.65,-4.98,-5.81,3240.1 +7905.2,12341,41980,1949.1,1973,64742,28.48,21.36,21.85,47.5,48.14,30.71,3240.1 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+8029.6,12734,41325,2125.3,2190,63600,0.89,278.57,33.25,121.6,74.7,83.83,3242 +7776.8,12469,40874,1960.7,2005,64087,56.96,1701.7,115.9,810.35,512.94,624.16,3242 +7720.9,12363,40928,1866.3,1903,64273,8.01,-80.1,-2.85,0,16.6,9.96,3242.2 +7783.2,12346,41315,1914.4,1950,64339,27.59,418.3,35.15,255.55,168.49,196.71,3242.3 +7796.9,12136,42104,1985.6,2060,63169,101.46,7969.9,300.2,2233.4,1100.6,1790.3,3242.3 +7293.2,11148,42874,2455.5,2536,63456,-7.12,-64.08,-24.7,-11.4,-7.47,-5.81,3242.3 +8502,12586,44270,1994.5,2078,62902,121.04,8463.9,324.9,2442.4,1055.8,1738.8,3242.4 +8347.6,12298,44485,1876.1,1918,64105,25.81,477.04,39.9,235.6,157.7,182.6,3242.5 +8601.5,12698,44393,1979.4,2042,63526,-1.78,86.33,-19.95,-32.3,2.49,14.11,3242.5 +8427,12627,43737,1907.3,1991,62780,-18.69,116.59,-10.45,89.3,72.21,80.51,3242.5 +8877.3,13631,42681,2410.1,2447,64548,158.42,12880,503.5,3732.6,1559.6,2468.4,3242.6 +7971.3,12429,42031,1895.7,1949,63744,18.69,469.03,23.75,214.7,136.12,173.47,3242.6 +7175.6,11602,40532,1933.1,1990,63661,-17.8,136.17,-22.8,-22.8,-16.6,3.32,3242.7 +7712.6,12514,40391,1993.6,2054,63609,-10.68,184.23,-3.8,-6.65,20.75,25.73,3242.7 +7652.3,12239,40976,1974,2027,63823,29.37,531.33,33.25,204.25,186.75,188.41,3242.7 +8848.4,14214,40797,2059.5,2086,64702,7.12,208.26,3.8,111.15,105.41,101.26,3242.7 +7683.7,12466,40395,1927.7,1954,64655,-13.35,209.15,-3.8,3.8,7.47,-1.66,3242.7 +7652.8,12322,40702,2110.2,2134,64805,-3.56,24.03,11.4,0.95,0,-1.66,3242.8 +7811.6,12719,40250,1921.5,1983,63504,68.53,1999.8,114,831.25,526.22,637.44,3242.8 +8728.9,13982,40914,2136.9,2174,64417,34.71,681.74,57.95,285,213.31,229.91,3242.8 +7664.1,12391,40535,1978.5,2039,63590,-2.67,28.48,-1.9,25.65,-5.81,24.9,3242.9 +7746.4,12275,41358,1890.4,1927,64290,-5.34,53.4,28.5,26.6,24.07,22.41,3242.9 +8462.3,13370,41480,1836.1,1882,63937,156.64,8473.7,371.45,2606.8,1189.4,1981.2,3242.9 +8281.5,12616,43020,1957.1,1992,64388,23.14,65.86,29.45,20.9,37.35,35.69,3242.9 +9144.9,13696,43759,2198.3,2231,64575,17.8,-99.68,20.9,4.75,0.83,-2.49,3243 +8379.5,12717,43183,1987.4,2029,64191,-12.46,-117.48,12.35,-11.4,6.64,-5.81,3243 +8791.6,13455,42822,2804.4,2891,63573,2.67,83.66,11.4,13.3,9.96,12.45,3243 +8580.4,12836,43808,2026.5,2084,63729,-0.89,155.75,31.35,13.3,17.43,-5.81,3243 +8666.6,12766,44491,1934.9,2010,63086,8.9,-37.38,4.75,-15.2,-24.9,-28.22,3243 +9025.3,12827,46112,1967.8,2031,63496,-5.34,-51.62,-19.95,-7.6,-6.64,10.79,3243.1 +8255.5,12543,43134,1935.8,1999,63462,4.45,0,-5.7,18.05,1.66,3.32,3243.2 +7860.6,12527,41123,1955.3,2011,63722,24.92,325.74,36.1,65.55,25.73,48.14,3243.3 +7735.1,12663,40032,1945.5,1987,64169,-8.9,100.57,4.75,9.5,31.54,20.75,3243.4 +7484.3,12266,39988,1870.8,1930,63525,127.27,7454.6,335.35,2190.7,1043.3,1748,3243.4 +7732.7,12253,41359,1883.2,1933,63849,-11.57,-121.93,-12.35,3.8,-23.24,-8.3,3243.6 +7593.5,11883,41879,1902.8,1947,64049,3.56,286.58,19.95,101.65,58.1,80.51,3243.6 +7849.8,12158,42313,1867.2,1914,63934,0,137.95,19,10.45,0,1.66,3243.6 +8609.8,12778,44158,2083.5,2158,63273,-10.68,197.58,-10.45,45.6,5.81,34.03,3243.7 +7349.5,10726,44906,2336.3,2370,64603,82.77,3083,222.3,1490.5,873.99,1072.4,3243.7 +8597.5,12831,43913,1982,2075,62600,-12.46,3.56,-8.55,4.75,2.49,13.28,3243.8 +8811.2,12975,44505,1992.7,2095,62336,105.02,8647.2,318.25,2519.4,1135.4,1804.4,3243.8 +9452.1,13626,45461,2481.3,2554,63671,156.64,12655,475,3721.1,1665.8,2705,3243.8 +8926.3,13566,43122,2302.4,2350,64209,129.94,8313.5,350.55,2433.9,1139.6,1873.3,3243.9 +6535.6,9714,44093,2952.1,2998,64533,-3.56,-44.5,21.85,37.05,5.81,11.62,3243.9 +5290.5,8514,40724,3351.7,3350,65570,38.27,350.66,32.3,117.8,80.51,84.66,3244 +7522.5,12411,39722,1876.1,1951,63021,-0.89,145.07,4.75,114.95,82.17,99.6,3244 +8230.5,13391,40280,2249,2299,64112,-5.34,299.93,18.05,171,100.43,93.79,3244.2 +7519.5,12230,40294,1867.2,1922,63668,-2.67,121.04,8.55,93.1,94.62,91.3,3244.2 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+5330.7,8634,40463,2773.2,2794,65049,117.48,3766.5,254.6,1636.8,1056.6,1320.5,3244.6 +7421.1,12091,40224,2039.9,2063,64802,15.13,259.88,15.2,37.05,48.14,35.69,3244.7 +7515.6,12206,40353,1874.3,1886,65131,21.36,-105.02,2.85,1.9,9.13,3.32,3244.7 +7657.7,12299,40805,2140.4,2139,65580,142.4,8223.6,333.45,2502.3,1110.5,1772.9,3244.7 +8186.4,12572,42675,1946.4,1980,64425,14.24,-65.86,9.5,2.85,9.13,13.28,3245 +9151.2,13492,44451,2428.8,2464,64600,182.45,12286,493.05,3895,1601.1,2612.8,3245 +8493.7,12416,44833,1877,1968,62506,0,42.72,0,19,24.07,30.71,3245.1 +8781.8,12634,45553,1989.2,2042,63840,-3.56,162.87,21.85,22.8,15.77,1.66,3245.1 +8433.9,12619,43801,2026.5,2075,64005,6.23,26.7,9.5,-13.3,14.11,15.77,3245.3 +8205,12712,42301,2136,2188,63978,132.61,7600.6,334.4,2383.6,1208.5,1970.4,3245.3 +9360,14534,42206,2210.8,2246,64508,5.34,57.85,-3.8,31.35,39.01,34.03,3245.3 +8105.1,12737,41703,1919.7,1973,63767,0.89,-64.97,-15.2,-7.6,19.92,-4.15,3245.3 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+6672.8,10309,42420,2339.8,2357,65058,101.46,3059.8,200.45,1345.2,904.7,1126.3,3245.9 +5720.3,8248,45451,2883.6,2968,63672,113.03,3801.2,228.95,1674.8,1069.9,1341.3,3245.9 +7814,12619,40582,2042.5,2095,63895,24.03,229.62,8.55,113.05,89.64,102.92,3245.9 +7562.2,12274,40378,1953.5,1986,64465,2.67,1.78,-7.6,-21.85,-0.83,4.15,3246 +7437.7,12026,40532,1957.1,1962,65373,12.46,138.84,1.9,91.2,73.04,78.02,3246 +7559.2,12301,40273,2026.5,2057,64565,123.71,8631.2,374.3,2578.3,1109.7,1762.9,3246.1 +8176.6,13187,40636,2006.1,2019,65116,153.97,8670.4,391.4,2846.2,1140.4,1796.1,3246.1 +7677.8,12483,40309,1957.1,1991,64420,27.59,433.43,31.35,233.7,173.47,190.9,3246.1 +7435.8,11809,41266,1901.9,1953,63822,1.78,460.13,19.95,215.65,175.96,178.45,3246.1 +8017.9,12545,41886,2015,2001,65993,23.14,568.71,31.35,223.25,179.28,182.6,3246.2 +7738.6,12376,40979,1889.5,1928,64226,-4.45,321.29,22.8,73.15,57.27,78.85,3246.2 +8053.2,12238,43126,1958.9,2010,63870,55.18,1909.9,115.9,882.55,475.59,568.55,3246.3 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+7839.5,12399,41436,1883.2,1899,64992,0.89,-90.78,3.8,0.95,-16.6,-11.62,3274.5 +7779.2,12348,41288,1888.6,1912,64733,-4.45,93.45,8.55,31.35,8.3,4.15,3274.6 +7592.6,12086,41170,1852.1,1862,65187,34.71,-113.03,15.2,4.75,30.71,0,3274.6 +7634.7,12233,40901,1934,1929,65705,32.04,121.93,19.95,104.5,97.94,88.81,3274.6 +7706.2,12240,41261,1933.1,1920,65982,22.25,159.31,53.2,127.3,92.13,87.15,3274.6 +7725.8,12361,40961,1974,1993,64912,0,14.24,-4.75,-6.65,6.64,-3.32,3274.7 +3970.5,5947,43755,2766.1,2799,64766,8.9,-54.29,-5.7,28.5,11.62,4.98,3274.7 +8091.4,12507,42398,2100.4,2159,63757,-16.02,-33.82,0,15.2,4.98,22.41,3274.8 +8780.3,12987,44308,1910.8,1995,62771,55.18,1612.7,131.1,797.05,520.41,655.7,3274.9 +9163,13147,45676,2209,2271,63746,58.74,1719.5,136.8,792.3,529.54,659.85,3274.9 +8622,12634,44725,1938.4,1982,64095,-2.67,-7.12,8.55,29.45,0,19.09,3274.9 +8403.5,12583,43768,1877.9,1907,64536,-5.34,-25.81,7.6,-7.6,7.47,-2.49,3274.9 +8186.9,12763,42039,2104.8,2175,63422,12.46,531.33,25.65,185.25,217.46,176.79,3275.1 +8423.1,13134,42030,2151.1,2190,64373,56.96,2064.8,148.2,937.65,512.11,630.8,3275.1 +7838.5,12668,40551,2043.4,2095,63923,8.9,262.55,48.45,123.5,121.18,95.45,3275.2 +8227.1,12628,42696,1950,2016,63390,8.9,26.7,-8.55,44.65,48.97,28.22,3275.4 +8391.3,12554,43805,1951.8,2010,63637,-1.78,100.57,-22.8,0.95,0.83,-4.98,3275.6 +8474.1,12483,44489,1865.4,1875,65202,2.67,186.01,27.55,88.35,73.87,68.06,3275.6 +8226.6,12243,44037,1801.4,1863,63368,4.45,-67.64,4.75,-0.95,0,5.81,3275.6 +4632,6775,44806,2985.1,3047,64204,303.49,19293,777.1,5886.2,2311.6,3635.4,3275.6 +9468.8,14451,42941,2184.9,2259,63388,64.97,2482.2,169.1,1111.5,624.16,724.59,3275.7 +7857.2,12367,41637,1934.9,1995,63560,4.45,169.99,0.95,2.85,4.98,-0.83,3275.7 +7516.1,12146,40555,1870.8,1938,63263,66.75,1870.8,116.85,810.35,505.47,657.36,3275.8 +3687.3,5643,42823,2617.5,2619,65498,134.39,4037.9,295.45,1959.8,1228.4,1500.6,3275.8 +6521.4,10450,40898,2347.8,2358,65253,24.92,1021.7,71.25,411.35,303.78,329.51,3275.9 +7620,12261,40729,1992.7,2001,65264,11.57,-60.52,-11.4,5.7,4.98,20.75,3275.9 +7689.6,12438,40516,1914.4,1942,64604,-6.23,167.32,-12.35,-13.3,-7.47,-5.81,3275.9 +7697.9,12500,40359,1892.1,1936,64051,5.34,179.78,-10.45,-12.35,5.81,-2.49,3276 +7696.9,12410,40647,2016.7,2058,64222,1.78,300.82,-3.8,96.9,48.97,75.53,3276 +7784.1,12598,40494,1982.9,2006,64782,-7.12,13.35,5.7,2.85,5.81,0.83,3276 +7843.4,12566,40906,2034.5,2082,64042,-12.46,132.61,12.35,-8.55,-4.15,-2.49,3276 +6554.7,10430,41186,2365.6,2410,64329,-21.36,-109.47,-19.95,-27.55,-33.2,-4.98,3276 +8149.7,12269,43532,1842.3,1870,64565,-17.8,72.98,-3.8,25.65,7.47,18.26,3276.2 +7883.6,12274,42094,1926.8,1970,64101,-9.79,87.22,29.45,-6.65,7.47,7.47,3276.4 +7709.2,12292,41102,1908.2,1924,64996,15.13,10.68,-1.9,-1.9,6.64,27.39,3276.4 +7805.2,12567,40704,2006.1,2067,63604,-29.37,161.98,-19,29.45,5.81,4.98,3276.4 +8408.4,13390,41154,2322.9,2378,64017,-0.89,-89.89,0,15.2,4.98,-3.32,3276.4 +7943.9,12595,41335,2043.4,2083,64291,12.46,2.67,14.25,30.4,44.82,46.48,3276.4 +7610.2,12187,40924,1949.1,1979,64546,0,172.66,-0.95,27.55,43.99,19.92,3276.5 +7917.4,12690,40889,2015.8,2050,64444,17.8,54.29,12.35,38.95,11.62,30.71,3276.5 +7747.9,12427,40860,1985.6,2047,63570,58.74,1818.3,119.7,840.75,509.62,604.24,3276.6 +7790,12347,41348,1978.5,2011,64476,0.89,244.75,-8.55,17.1,24.9,17.43,3276.6 +7951.2,12306,42345,1944.7,1970,64693,-26.7,-128.16,-28.5,-4.75,-17.43,-16.6,3276.7 +7981.1,12671,41279,1861,1951,62512,-7.12,486.83,35.15,231.8,146.08,144.42,3276.7 +8602.4,12999,43370,2107.5,2151,64211,134.39,8406.9,348.65,2538.4,1140.4,1846.8,3276.9 +8381.9,12563,43725,1917.9,1991,63131,-17.8,-104.13,-18.05,-41.8,-23.24,-14.94,3276.9 +8149.2,12367,43185,1926,1967,64169,6.23,-28.48,-19,37.05,4.15,3.32,3277 +7850.8,12028,42776,1928.6,1980,63836,12.46,-127.27,-6.65,-12.35,-42.33,-19.92,3277 +8023.8,12592,41760,2043.4,2084,64261,55.18,1897.5,89.3,855.95,485.55,586.81,3277.1 +7732.7,12159,41679,1840.5,1919,62856,-19.58,40.05,-25.65,-23.75,-38.18,-14.94,3277.1 +4514.4,6891,42933,3381.1,3423,64734,-2.67,105.02,-20.9,-1.9,-4.15,0.83,3277.1 +7930.7,12655,41070,1981.1,1995,65081,-1.78,112.14,1.9,-1.9,-13.28,0,3277.2 +7839,12167,42224,1707.9,1703,65725,32.04,543.79,71.25,258.4,190.07,171.81,3277.3 +7723.4,12251,41316,2005.2,1995,65870,28.48,591.85,52.25,222.3,165.17,180.94,3277.3 +8673.5,13292,42765,2182.3,2236,63961,-14.24,-9.79,21.85,-1.9,2.49,-14.94,3277.3 +8627.9,13214,42791,2286.4,2334,64200,80.99,2731.4,210.9,1364.2,769.41,929.6,3277.4 +9449.2,13390,46248,2437.7,2474,64575,179.78,11947,470.25,3678.4,1618.5,2656.8,3277.5 +8005.1,12295,42670,2013.2,2067,63830,14.24,263.44,30.4,136.8,69.72,102.09,3277.5 +8142.3,12163,43872,1706.1,1735,64445,66.75,1839.6,116.85,772.35,507.13,649.06,3277.6 +7914.5,12568,41270,2189.4,2220,64633,-3.56,1.78,9.5,30.4,14.11,24.07,3277.7 +7794.9,12286,41580,1979.4,1994,65055,15.13,-10.68,22.8,24.7,33.2,18.26,3277.8 +8947.4,14122,41522,2072.8,2090,64997,187.79,10211,429.4,2991.6,1470.8,2448.5,3277.8 +7854.2,12450,41344,1985.6,2006,64869,130.83,8813.7,361,2511.8,1151.2,1806.9,3277.9 +7624.9,12132,41189,1856.5,1876,64856,-12.46,133.5,-5.7,0,23.24,10.79,3277.9 +7880.2,12441,41511,2046.1,2041,65700,7.12,13.35,15.2,-13.3,11.62,3.32,3277.9 +8478.5,13351,41618,2335.4,2391,64011,33.82,445,23.75,157.7,117.03,124.5,3277.9 +7752.3,12086,42037,1760.4,1782,64742,7.12,440.55,40.85,224.2,143.59,156.04,3278 +7732.2,12062,42011,1825.4,1866,64110,65.86,1621.6,82.65,751.45,468.12,594.28,3278 +8126.2,12621,42196,2041.7,2089,64051,-8.9,-119.26,-34.2,-14.25,-26.56,-15.77,3278.1 +8490.7,12458,44666,1913.5,1930,64976,19.58,16.91,-7.6,61.75,39.01,30.71,3278.2 +8462.8,12586,44066,1917.1,1966,63905,19.58,253.65,5.7,111.15,68.06,78.85,3278.3 +8222.2,12591,42796,2051.4,2047,65678,-10.68,130.83,6.65,-5.7,14.94,9.96,3278.3 +5585.5,8579,42668,2443.9,2487,64401,6.23,157.53,18.05,76.95,70.55,49.8,3278.3 +8060,12267,43060,1892.1,1935,64084,22.25,548.24,26.6,218.5,155.21,175.96,3278.4 +7923.8,12415,41828,1944.7,1967,64791,40.05,1612.7,124.45,788.5,469.78,625.82,3278.5 +8147.7,12731,41942,2065.7,2095,64619,-17.8,228.73,2.85,104.5,91.3,67.23,3278.6 +8874.4,13570,42859,2646,2697,64296,5.34,148.63,19,38,13.28,8.3,3278.7 +9534.9,14258,43827,2105.7,2162,63831,143.29,10238,408.5,3227.1,1509.8,2471.7,3278.8 +10110,14735,44964,2160.9,2213,63994,18.69,118.37,49.4,8.55,28.22,9.96,3278.9 +8719.5,12636,45224,1933.1,1992,63598,17.8,-3.56,31.35,41.8,25.73,33.2,3278.9 +8148.7,12327,43322,1887.7,1955,63280,8.9,-31.15,-13.3,-5.7,-6.64,-32.37,3279 +8594.1,12869,43766,2074.6,2133,63741,-7.12,388.93,6.65,117.8,97.11,86.32,3279 +7482.8,11825,41471,1814.7,1841,64600,56.96,1899.3,104.5,779,486.38,606.73,3279.1 +8563.7,13499,41576,2013.2,2015,65477,8.01,197.58,1.9,120.65,97.11,84.66,3279.2 +8000.7,12542,41806,2030.1,2062,64522,8.9,52.51,3.8,6.65,1.66,-15.77,3279.2 +7780.2,12136,42014,1979.4,2040,63588,53.4,1828.9,96.9,837.9,497.17,624.99,3279.3 +8254.5,12686,42643,2000.7,2062,63588,-12.46,251.87,-4.75,18.05,21.58,17.43,3279.3 +8492.7,12599,44176,1950.9,1959,65264,0.89,-63.19,-28.5,25.65,0,-3.32,3279.3 +8277.1,12595,43068,2079.9,2099,64941,-4.45,196.69,13.3,13.3,30.71,23.24,3279.3 +8222.7,12666,42546,1976.7,1998,64837,32.04,-32.04,12.35,30.4,14.94,29.05,3279.4 +4865.2,6824,46724,3002.9,3052,64481,23.14,624.78,15.2,265.05,185.92,184.26,3279.4 +8875.9,12932,44981,1931.3,2004,63159,2.67,-78.32,2.85,-29.45,-3.32,-18.26,3279.4 +4940.7,6491,49883,2662,2735,63787,-2.67,16.02,-19.95,-7.6,0.83,-3.32,3279.5 +8909.2,12734,45851,1992.7,2046,63829,-8.9,-39.16,-8.55,-20.9,8.3,3.32,3279.5 +8685.3,12733,44702,1999.8,2045,64088,-7.12,192.24,2.85,18.05,13.28,9.96,3279.6 +8280,12555,43221,2015.8,2059,64163,17.8,232.29,44.65,114,77.19,87.98,3279.6 +7874.3,11918,43300,1886.8,1918,64470,120.15,7761.7,326.8,2311.3,1088.1,1752.1,3279.6 +7916,12619,41111,2017.6,2063,64095,30.26,534,59.85,250.8,190.9,171.81,3279.8 +6434.7,10154,41531,2848,2878,64853,21.36,-80.99,19,31.35,9.13,14.11,3279.8 +7205.9,11491,41097,2294.4,2291,65634,-0.89,-15.13,0,15.2,-1.66,-4.98,3279.9 +8111,12428,42771,1977.6,2028,63907,-17.8,16.91,-19,-11.4,-4.15,0,3280 +7850.8,12103,42511,1828.1,1843,65005,40.94,2188.5,96.9,855,491.36,587.64,3280 +8290.8,12427,43723,1996.3,1995,65578,35.6,1826.3,94.05,836,503.81,635.78,3280 +8394.7,12558,43809,2044.3,2074,64598,23.14,473.48,30.4,225.15,151.06,171.81,3280.1 +4711.8,6842,45132,2784.8,2810,64949,4.45,-89.89,-5.7,12.35,-12.45,8.3,3280.1 +8096.3,12581,42174,2032.8,2053,64890,15.13,80.1,9.5,13.3,11.62,4.15,3280.3 +5518.4,8617,41970,2451.9,2445,65722,-18.69,16.02,17.1,4.75,24.07,10.79,3280.3 +9143.4,14528,41246,2144.9,2144,65564,7.12,8.9,-25.65,-3.8,17.43,3.32,3280.4 +8239.8,12843,42047,2112.9,2175,63664,127.27,8033.1,307.8,2386.4,1143.7,1876.6,3280.6 +6833.5,10246,43709,2345.1,2374,64740,7.12,335.53,27.55,186.2,145.25,163.51,3280.6 +8294.7,12492,43516,1853,1916,63380,1.78,156.64,11.4,-6.65,-0.83,9.13,3280.6 +8519.6,12342,45239,1907.3,1974,63321,45.39,1949.1,128.25,810.35,488.04,610.05,3280.7 +8463.8,12424,44646,1894.8,1912,64947,3.56,-77.43,-2.85,28.5,8.3,18.26,3280.8 +8455,12570,44081,1988.3,2010,64827,27.59,122.82,5.7,48.45,37.35,24.9,3280.9 +8531.9,12698,44034,2010.5,2046,64399,5.34,-21.36,-6.65,3.8,14.94,14.11,3280.9 +9299.7,14478,42096,2071.9,2122,63989,-13.35,-43.61,-16.15,9.5,-12.45,5.81,3280.9 +9340.4,14262,42920,2122.6,2166,64224,-2.67,-71.2,-10.45,4.75,12.45,-5.81,3281 +9649.1,14702,43012,2107.5,2174,63532,-8.01,62.3,-2.85,3.8,4.98,-10.79,3281 +6798.3,10547,42242,2662,2679,65120,-6.23,167.32,10.45,0,14.11,3.32,3281.1 +9355.1,14734,41611,2330.9,2366,64564,184.23,9997.4,412.3,2973.5,1383.6,2223.6,3281.1 +8226.6,12568,42898,2017.6,2059,64219,11.57,-77.43,-8.55,17.1,9.96,-1.66,3281.2 +8363.8,12782,42883,2277.5,2298,64952,123.71,8222.7,317.3,2508.9,1186.1,1914,3281.2 +8279.5,12455,43565,1887.7,1939,63802,-26.7,149.52,-13.3,0.95,5.81,-7.47,3281.3 +9361.5,13930,44043,2410.1,2442,64680,181.56,11598,434.15,3384.8,1606.9,2636.9,3281.3 +8551,12491,44864,1925.1,1979,63750,-25.81,158.42,-10.45,-10.45,-24.9,-20.75,3281.3 +8764.6,12922,44451,1998,2078,63015,24.03,686.19,55.1,208.05,158.53,178.45,3281.4 +8660.8,12952,43823,2012.3,2060,64018,15.13,425.42,18.05,209.95,151.89,174.3,3281.4 +8745,12633,45366,2138.7,2189,64029,123.71,8374,323.95,2533.6,1108,1739.7,3281.5 +8516.7,12590,44333,2009.6,2126,61948,101.46,7657.6,286.9,2274.3,1133.8,1821.8,3281.5 +8383.9,12462,44090,1873.4,1966,62451,-7.12,-65.86,-15.2,12.35,-17.43,-2.49,3281.5 +8195.7,12458,43114,1889.5,1982,62476,5.34,222.5,-3.8,-9.5,14.11,6.64,3281.5 +8315.8,12443,43798,1905.5,1967,63487,5.34,140.62,-10.45,26.6,17.43,9.13,3281.5 +8290.3,12168,44651,1873.4,1932,63550,9.79,485.05,23.75,198.55,174.3,186.75,3281.5 +8915.5,13555,43105,2308.7,2339,64686,5.34,-79.21,-13.3,18.05,18.26,11.62,3281.6 +7840.5,12263,41901,1909.9,1932,64788,49.84,-60.52,2.85,15.2,29.05,45.65,3281.6 +7912,12430,41715,1938.4,1962,64748,28.48,264.33,12.35,42.75,49.8,28.22,3281.6 +8242.3,12778,42273,2031.9,2106,63229,133.5,8499.5,327.75,2520.3,1093.1,1728.1,3281.7 +7973.8,12558,41612,1917.9,1982,63418,72.09,1792.5,105.45,865.45,567.72,662.34,3281.7 +7937.5,12322,42217,1893.9,1938,64045,5.34,-113.03,32.3,-14.25,23.24,6.64,3281.8 +7805.2,12170,42031,1857.4,1902,64000,36.49,43.61,3.8,12.35,34.03,9.13,3281.8 +7986.5,12514,41825,2026.5,2038,65167,121.93,8243.2,343.9,2584.9,1138.8,1842.6,3281.8 +7135.9,11123,42044,2799.1,2867,63983,4.45,197.58,10.45,29.45,17.43,23.24,3281.8 +8523.5,13418,41631,2308.7,2350,64383,26.7,443.22,30.4,171.95,126.16,130.31,3281.9 +8149.7,12587,42432,2063,2095,64536,-18.69,-101.46,-15.2,-17.1,6.64,3.32,3282 +5947.6,8768,44455,3227.1,3268,64717,411.18,27099,1025,7930.6,3324.1,5276.3,3282.1 +8091.4,12515,42371,1982.9,2039,63734,6.23,350.66,4.75,95,87.98,74.7,3282.1 +7794.9,12423,41121,1889.5,1943,63730,24.03,415.63,19.95,132.05,93.79,105.41,3282.1 +7961.5,12580,41476,2035.4,2052,65007,7.12,155.75,8.55,107.35,75.53,85.49,3282.2 +7573.9,12079,41093,1940.2,1967,64643,156.64,8112.4,338.2,2417.8,1098.1,1751.3,3282.3 +8596.1,13481,41789,2504.5,2557,64189,211.82,11682,471.2,3435.2,1676.6,2822.8,3282.3 +7744.9,12428,40841,2049.7,2079,64611,24.03,222.5,31.35,49.4,29.88,39.01,3282.4 +8002.7,12779,41041,2060.3,2171,62196,-1.78,234.07,-27.55,46.55,11.62,15.77,3282.4 +4094.4,6606,40620,3237.8,3278,64733,109.47,4610.2,293.55,1951.3,1091.4,1291.5,3282.6 +7760.1,12326,41260,1879.7,1938,63564,9.79,169.1,-10.45,129.2,63.08,73.04,3282.6 +7864,12404,41549,1948.2,2004,63712,0,-119.26,12.35,1.9,-9.13,0.83,3282.6 +7657.2,12422,40398,2021.2,2038,64995,-18.69,52.51,-27.55,-0.95,-6.64,-3.32,3282.7 +7947.3,12564,41455,1979.4,2036,63713,0.89,-57.85,-9.5,0,-15.77,23.24,3282.7 +7766,12431,40942,2014.1,2059,64106,8.9,169.1,21.85,26.6,11.62,13.28,3282.8 +6237.7,9642,42397,2845.3,2862,65154,240.3,16956,605.15,4804.1,1913.1,2998,3282.9 +8746.5,13550,42303,2912.1,3002,63573,29.37,786.76,78.85,346.75,253.98,277.22,3282.9 +7961.5,12778,40833,2031,2078,64053,127.27,8147.9,314.45,2322.8,1158.7,1860,3283 +8179.1,12731,42104,1973.1,2043,63295,10.68,445,33.25,193.8,162.68,175.13,3283 +7876.8,12510,41264,2051.4,2074,64823,132.61,8820.8,347.7,2598.3,1124.7,1743,3283.1 +7490.6,12032,40800,1867.2,1888,64815,-0.89,80.99,1.9,16.15,14.11,8.3,3283.1 +8038.9,12596,41826,1990,2032,64183,3.56,119.26,12.35,50.35,25.73,29.05,3283.2 +7922.3,12570,41304,2014.1,2048,64450,32.93,-79.21,21.85,1.9,-2.49,11.62,3283.3 +7899.3,12362,41877,1997.2,2030,64476,149.52,7612.2,311.6,2242.9,1130.5,1879.1,3283.3 +7345.6,11669,41255,2074.6,2113,64345,-8.01,397.83,-2.85,80.75,80.51,78.85,3283.4 +8620.6,12820,44068,1998,2032,64441,15.13,-78.32,-4.75,-2.85,-16.6,-1.66,3283.4 +8015.9,12311,42672,1975.8,2035,63629,-15.13,-129.94,-52.25,-22.8,-22.41,-34.03,3283.4 +7734.2,12173,41639,2032.8,2093,63650,137.06,8456.8,329.65,2586.8,1092.3,1711.5,3283.5 +8452,12799,43278,1924.2,1995,63210,0.89,200.25,8.55,-15.2,7.47,-14.11,3283.5 +7859.1,12399,41540,1983.8,1995,65168,-4.45,157.53,-11.4,-29.45,7.47,-0.83,3283.5 +7974.8,12570,41578,1974.9,2026,63883,12.46,543.79,18.05,192.85,161.85,166.83,3283.5 +8092.4,12526,42339,1865.4,1918,63740,26.7,507.3,5.7,216.6,151.89,161.85,3283.6 +5399.3,8162,43353,2780.4,2854,63845,22.25,620.33,37.05,172.9,152.72,148.57,3283.6 +7780.7,12200,41796,1933.1,1948,65034,-8.9,-11.57,1.9,-4.75,-5.81,-1.66,3283.7 +7939,12262,42431,1896.6,1938,64136,4.45,-12.46,14.25,19.95,-4.98,-4.98,3283.7 +8099.7,12622,42055,1921.5,1978,63664,-0.89,144.18,10.45,0.95,15.77,4.98,3283.8 +3695.1,6027,40179,1542.4,1579,64016,-7.12,350.66,13.3,75.05,70.55,61.42,3283.8 +7974.8,12735,41039,2045.2,2075,64595,-19.58,8.01,-7.6,9.5,11.62,-16.6,3283.8 +7951.7,12479,41760,1966.9,1999,64484,19.58,-51.62,14.25,11.4,23.24,8.3,3283.9 +7843.4,12286,41838,1923.3,1918,65717,8.9,-43.61,14.25,-1.9,27.39,9.13,3283.9 +7588.1,12178,40836,1896.6,1926,64535,139.73,8071.4,301.15,2351.3,1138.8,1878.3,3283.9 +8320.2,12839,42470,2023.9,2071,64044,75.65,1761.3,139.65,778.05,501.32,645.74,3283.9 +7710.2,12440,40618,1985.6,2040,63788,-2.67,389.82,12.35,89.3,75.53,80.51,3284 +7708.7,12265,41190,1909.9,1945,64355,-31.15,-9.79,-14.25,4.75,4.98,7.47,3284 +8505.4,12695,43908,2122.6,2119,65649,17.8,32.93,23.75,38.95,14.94,8.3,3284.1 +8317.8,12543,43459,1963.3,2015,63856,-12.46,75.65,-11.4,30.4,-12.45,-7.47,3284.1 +8326.6,12716,42914,2084.4,2136,63952,3.56,461.02,33.25,220.4,164.34,162.68,3284.1 +8310.9,12483,43632,1937.5,1943,65352,-7.12,401.39,10.45,117.8,98.77,101.26,3284.2 +8107.1,12668,41941,2017.6,2028,65201,27.59,350.66,39.9,108.3,119.52,100.43,3284.3 +10911,16873,42378,3379.3,3373,65659,7.12,85.44,-25.65,-13.3,26.56,7.47,3284.4 +7713.1,12387,40808,1909,1955,63996,4.45,134.39,-3.8,95.95,82.17,62.25,3284.4 +8009.1,12315,42621,2088.8,2143,63879,51.62,1827.2,125.4,868.3,482.23,566.06,3284.5 +8022.3,12367,42512,2019.4,2091,63292,38.27,1845,84.55,806.55,519.58,604.24,3284.5 +8206,12523,42944,1981.1,2027,64053,-23.14,-9.79,5.7,8.55,4.98,-7.47,3284.5 +7953.7,12319,42313,1955.3,1995,64233,-27.59,210.04,-27.55,-11.4,21.58,3.32,3284.5 +7734.7,12099,41896,1877.9,1911,64401,-40.94,43.61,-17.1,-25.65,-20.75,0.83,3284.5 +8146.3,12546,42553,2070.1,2114,64176,145.07,8605.4,331.55,2524.1,1142.9,1826.8,3284.6 +9220.3,14079,42919,2476,2511,64622,77.43,2314,156.75,1024.1,565.23,672.3,3284.7 +9069.4,13539,43901,2338,2391,64084,2.67,74.76,14.25,53.2,53.12,27.39,3284.7 +8112.4,12400,42876,1987.4,1988,65515,13.35,16.91,25.65,35.15,35.69,18.26,3284.7 +9441.8,14319,43214,2075.5,2127,63949,33.82,681.74,54.15,257.45,209.16,235.72,3284.8 +8278.1,12500,43401,1878.8,1920,64129,6.23,-71.2,-15.2,-33.25,20.75,17.43,3284.8 +7932.6,12357,42071,1995.4,2037,64197,23.14,1928.6,105.45,871.15,543.65,630.8,3284.8 +8128.1,12445,42803,1987.4,2025,64318,53.4,1904.6,111.15,870.2,454.84,554.44,3284.9 +7342.6,10854,44335,2487.6,2470,66002,234.96,15481,603.25,4449.8,1822.7,2880.9,3284.9 +7954.2,12507,41679,2014.1,2043,64608,11.57,417.41,8.55,94.05,70.55,84.66,3284.9 +8260.9,12601,42964,2019.4,2013,65745,29.37,1.78,6.65,20.9,19.92,32.37,3284.9 +7939,12327,42207,1921.5,1943,64811,-22.25,-20.47,-3.8,-49.4,-12.45,-1.66,3285.1 +8888.1,13411,43434,2395.9,2423,64802,17.8,-4.45,-13.3,17.1,16.6,11.62,3285.1 +7999.7,12413,42236,1991.8,2013,64846,58.74,1825.4,127.3,830.3,528.71,660.68,3285.1 +8400.1,12610,43656,2034.5,2018,66073,116.59,8445.2,359.1,2571.6,1111.4,1741.3,3285.1 +8327.5,12727,42882,1952.7,2019,63383,12.46,611.43,-2.85,213.75,162.68,184.26,3285.2 +8351.6,12734,42982,1986.5,2030,64131,6.23,-74.76,3.8,-25.65,2.49,-5.81,3285.2 +8302.1,12340,44091,1963.3,2036,63197,9.79,721.79,40.85,213.75,142.76,148.57,3285.2 +8199.2,12302,43679,1882.3,1902,64859,22.25,49.84,18.05,13.3,4.15,-0.83,3285.3 +8221.7,12688,42467,2048.8,2112,63574,9.79,-27.59,0.95,0.95,-7.47,0.83,3285.5 +7883.6,11902,43410,2829.3,2894,64071,8.01,-26.7,-7.6,-16.15,-9.13,-15.77,3285.5 +7925.3,12699,40900,2020.3,2107,62839,-32.93,110.36,-11.4,-5.7,-24.07,-27.39,3285.6 +9478.6,14514,42799,2083.5,2134,63985,-8.01,95.23,-0.95,9.5,11.62,11.62,3285.6 +8019.3,11821,44459,2806.2,2925,62874,-30.26,-144.18,-12.35,5.7,2.49,-7.47,3285.8 +8074.2,12630,41896,1992.7,2002,65232,150.41,8408.7,335.35,2376.9,1167,1879.1,3285.9 +8495.1,12815,43444,2133.3,2191,63811,120.15,8033.1,318.25,2479.5,1158.7,1840.1,3285.9 +8076.2,12486,42390,2019.4,2034,65066,30.26,-36.49,17.1,35.15,22.41,6.64,3286 +8194.8,13087,41037,2287.3,2299,65202,25.81,113.03,17.1,18.05,34.03,23.24,3286 +8888.1,13871,41993,2142.2,2159,65027,191.35,9831.8,389.5,2897.5,1376.1,2256.8,3286 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+8599.5,12936,43567,2062.1,2140,63151,-9.79,54.29,23.75,34.2,47.31,31.54,3302.1 +8036.5,12839,41022,1993.6,2051,63702,-5.34,-102.35,-20.9,-14.25,-4.15,-10.79,3302.2 +8977.3,13590,43292,2281.1,2278,65624,13.35,80.99,0.95,31.35,56.44,28.22,3302.3 +7907.6,12355,41945,1959.8,1971,65163,144.18,8137.3,339.15,2567.8,1072.4,1696.5,3302.3 +7901.7,12646,40950,1945.5,1958,65119,13.35,-2.67,-3.8,9.5,29.88,18.26,3302.3 +8004.6,12551,41797,2234.8,2259,64834,13.35,-85.44,-2.85,-29.45,6.64,-4.98,3302.4 +7821.9,12682,40421,2050.6,2094,64176,-7.12,-14.24,-11.4,20.9,47.31,18.26,3302.4 +7763.6,12594,40400,1958.9,2018,63616,-13.35,130.83,-15.2,17.1,32.37,16.6,3302.5 +7589.1,12257,40578,1971.3,1985,65085,2.67,-112.14,-10.45,0,8.3,1.66,3302.5 +7467.6,12093,40469,1843.2,1897,63677,7.12,146.85,1.9,0,6.64,-5.81,3302.5 +7693,12535,40221,2083.5,2099,65052,0,722.68,36.1,225.15,181.77,197.54,3302.5 +7562.2,12198,40629,1871.7,1910,64221,0,-107.69,0.95,-9.5,13.28,-2.49,3302.5 +7790,12438,41046,1947.3,2002,63746,-28.48,40.05,-6.65,-23.75,4.98,4.98,3302.6 +8722.5,13839,41306,2218.8,2303,63139,-2.67,221.61,19.95,104.5,137.78,110.39,3302.6 +9043.9,14286,41488,2089.7,2154,63580,0.89,768.96,42.75,282.15,216.63,201.69,3302.6 +8396.2,12049,45668,1957.1,2001,64099,67.64,1761.3,124.45,803.7,546.14,654.87,3302.8 +8567.7,12511,44880,1910.8,1963,63794,-5.34,136.17,33.25,111.15,88.81,109.56,3302.9 +8233.5,12467,43281,2032.8,2019,65983,30.26,-98.79,-0.95,-10.45,5.81,16.6,3302.9 +8119.8,12378,42991,1924.2,1982,63624,117.48,8746,319.2,2503.3,1102.2,1750.5,3303 +8168.3,12561,42617,1977.6,1973,65688,25.81,-94.34,-9.5,-7.6,6.64,3.32,3303 +8345.7,13004,42060,2104.8,2172,63510,-0.89,-32.04,9.5,33.25,9.13,23.24,3303 +7839.5,12484,41154,1903.7,1952,63915,0,50.73,20.9,-14.25,-20.75,1.66,3303 +7460.3,11821,41360,1946.4,1993,64005,14.24,242.97,26.6,87.4,55.61,84.66,3303 +7706.2,12275,41143,2618.4,2627,65321,9.79,115.7,-7.6,-21.85,-23.24,0.83,3303.1 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+7804.2,12554,40741,1967.8,2014,64032,4.45,163.76,31.35,88.35,60.59,81.34,3317.2 +6302.9,9216,44820,3302.8,3444,62849,-24.92,221.61,5.7,39.9,9.96,8.3,3317.2 +8951.3,14375,40809,2222.3,2247,64816,19.58,138.84,30.4,45.6,38.18,26.56,3317.3 +9089,12763,46671,1901.9,1979,62984,19.58,46.28,7.6,26.6,8.3,20.75,3317.5 +9345.8,13053,46923,1934,1993,63595,2.67,306.16,17.1,140.6,69.72,97.94,3317.5 +9569.2,13106,47850,2009.6,2066,63748,-3.56,78.32,6.65,55.1,22.41,46.48,3317.5 +9007.2,12868,45873,2079.9,2144,63578,156.64,8845.7,355.3,2597.3,1108.9,1753,3317.5 +9293.8,12963,46986,1971.3,2055,62868,-2.67,-47.17,2.85,20.9,2.49,9.13,3317.6 +9219.4,13041,46331,2006.1,2081,63176,10.68,-2.67,-14.25,41.8,1.66,10.79,3317.6 +9801,13308,48265,2039.9,2136,62587,3.56,447.67,27.55,231.8,161.02,170.15,3317.6 +8714.7,12910,44239,2004.3,2090,62848,34.71,412.07,55.1,212.8,170.15,193.39,3317.7 +8937.1,13098,44717,2049.7,2106,63783,17.8,-41.83,13.3,35.15,0,-1.66,3317.7 +9185.5,12693,47426,1888.6,1937,63898,14.24,-27.59,-9.5,-9.5,-11.62,-10.79,3317.7 +7892.9,12114,42700,1798.7,1846,63856,89,2003.4,156.75,898.7,527.88,608.39,3317.7 +8164.9,12786,41850,2043.4,2086,64199,-7.12,-80.1,-20.9,1.9,-19.92,1.66,3317.9 +7672.4,12309,40850,2011.4,2053,64208,112.14,8561.8,336.3,2524.1,1121.3,1750.5,3317.9 +7521.5,12187,40447,1871.7,1931,63522,9.79,76.54,-8.55,20.9,2.49,9.96,3318 +7770.9,12302,41398,1868.1,1902,64368,-3.56,-50.73,-8.55,9.5,-5.81,4.98,3318 +8518.2,13335,41863,2273.9,2323,64152,18.69,323.07,16.15,170.05,110.39,129.48,3318 +7844.9,12247,41980,1876.1,1911,64340,8.01,-79.21,3.8,7.6,-9.13,-15.77,3318 +8392.2,12851,42798,1980.3,2039,63648,34.71,40.94,-4.75,14.25,-14.94,15.77,3318 +8241.3,12730,42428,1971.3,2026,63768,-8.01,140.62,-10.45,2.85,-13.28,0.83,3318 +8493.7,12532,44418,1954.4,1984,64560,21.36,64.97,8.55,-0.95,18.26,12.45,3318.1 +9470.2,13151,47193,2002.5,2095,62642,5.34,241.19,4.75,35.15,35.69,35.69,3318.1 +9593.7,13163,47765,2079,2143,63580,0,255.43,-18.05,57.95,39.01,9.13,3318.2 +5065.1,6426,51657,2663.8,2730,63946,12.46,141.51,-5.7,67.45,64.74,39.84,3318.3 +9145.4,13370,44828,1917.9,1998,62910,-5.34,178.89,15.2,79.8,82.17,78.02,3318.3 +8278.5,12541,43262,1961.6,2029,63358,7.12,41.83,-26.6,38.95,21.58,33.2,3318.3 +7857.6,12087,42604,1804,1863,63462,54.29,1764,116.85,802.75,524.56,651.55,3318.4 +8233,12818,42094,1954.4,2054,62359,23.14,390.71,36.1,188.1,164.34,179.28,3318.4 +7746.4,12524,40536,2000.7,2060,63650,127.27,7494.7,285.95,2205.9,1122.2,1876.6,3318.4 +7490.6,12257,40051,2058.6,2065,65332,17.8,527.77,19,222.3,170.15,175.96,3318.5 +7621.5,12229,40844,1936.6,1985,63939,12.46,564.26,56.05,227.05,156.04,173.47,3318.5 +8006.6,12382,42378,1988.3,2030,64188,-3.56,-94.34,-1.9,-12.35,4.98,-2.49,3318.5 +8430,12892,42853,2020.3,2092,63290,-11.57,-97.9,8.55,-21.85,8.3,4.15,3318.6 +8623,12838,44019,2017.6,2034,65009,-6.23,574.94,35.15,266.95,166,168.49,3318.7 +8980.7,12744,46183,2042.5,2088,64109,-5.34,742.26,58.9,224.2,151.89,170.98,3318.7 +9170.4,12786,47004,2019.4,2102,62961,132.61,7797.3,329.65,2337,1157,1895.7,3318.7 +8431.4,12024,45955,2011.4,2076,63497,8.01,413.85,23.75,191.9,158.53,174.3,3318.8 +9423.2,13066,47265,2005.2,2074,63361,142.4,8393.6,322.05,2442.4,1141.3,1876.6,3318.8 +10309,14025,48172,2330.9,2377,64265,18.69,796.55,55.1,363.85,224.1,239.87,3318.9 +8004.2,12398,42310,1984.7,2030,64074,24.03,272.34,5.7,125.4,92.13,97.11,3319.2 +8152.1,12806,41719,2017.6,2066,64002,-7.12,166.43,18.05,-15.2,0.83,-0.83,3319.2 +7706.2,12056,41891,1956.2,1976,64880,121.93,7847.1,321.1,2282.8,1090.6,1816,3319.2 +9236.5,12869,47037,1877,1925,63902,25.81,-37.38,0.95,17.1,22.41,7.47,3319.4 +8833.2,12755,45386,1962.4,2003,64209,136.17,7701.2,315.4,2246.8,1117.2,1882.4,3319.4 +9038,13023,45482,2026.5,2059,64503,51.62,208.26,37.05,137.75,127.82,97.11,3319.4 +9494.2,12951,48044,2032.8,2071,64326,145.96,8247.6,331.55,2410.1,1160.3,1865,3319.4 +9417.3,12697,48608,2048.8,2105,63786,136.17,7816.9,311.6,2290.4,1091.4,1791.1,3319.4 +9454.5,12691,48823,1955.3,1971,65015,21.36,250.09,10.45,16.15,9.13,5.81,3319.4 +9816.7,13198,48746,2039.9,2062,64833,30.26,158.42,14.25,37.05,21.58,1.66,3319.4 +9581.5,13051,48114,2012.3,2059,64049,24.03,421.86,12.35,227.05,173.47,182.6,3319.5 +11123,15042,48464,2020.3,2054,64461,32.04,645.25,30.4,307.8,224.1,200.03,3319.5 +7139.3,8898,52583,2718.1,2738,65059,264.33,16335,665.95,4847.9,2094.1,3313.4,3319.6 +9597.6,12845,48968,1991.8,2029,64335,59.63,630.12,44.65,251.75,169.32,183.43,3319.6 +9139.5,12946,46266,1961.6,1970,65255,30.26,-33.82,-5.7,-1.9,19.09,-2.49,3319.7 +9254.6,13154,46109,2213.4,2274,63790,35.6,712,55.1,210.9,175.13,200.03,3319.7 +9125.8,13039,45867,2011.4,2059,64021,20.47,-75.65,37.05,23.75,19.92,21.58,3319.7 +9098.8,12971,45972,1990.9,2031,64243,25.81,541.12,71.25,253.65,199.2,202.52,3319.7 +8158,12788,41808,2155.6,2196,64330,17.8,210.04,19,145.35,107.9,115.37,3319.8 +8201.1,12405,43327,1870.8,1921,63823,13.35,26.7,12.35,16.15,26.56,29.88,3319.8 +8774.4,13001,44231,2049.7,2105,63813,1.78,64.97,0.95,-9.5,-1.66,23.24,3319.8 +7703.8,11843,42631,1925.1,2003,62986,1.78,374.69,24.7,100.7,97.11,98.77,3319.9 +5897.6,9211,41962,2451.1,2511,63972,-7.12,323.96,30.4,178.6,141.93,139.44,3319.9 +8703.4,12534,45507,2018.5,2066,64030,58.74,1632.3,96.9,789.45,507.13,625.82,3320.2 +9766.2,14725,43466,2151.1,2213,63704,0.89,-33.82,-16.15,5.7,12.45,-3.32,3320.2 +6049.1,8446,46937,2370.1,2442,63606,20.47,844.61,47.5,411.35,336.98,361.88,3320.3 +8463.8,12607,43998,1892.1,1963,63170,13.35,288.36,-3.8,99.75,87.15,80.51,3320.3 +8678.4,12707,44759,1959.8,1971,65163,0.89,195.8,3.8,159.6,77.19,89.64,3320.3 +7601.9,12223,40759,1885.9,1915,64540,4.45,176.22,-11.4,-3.8,4.15,-2.49,3320.4 +7906.2,12547,41296,1965.1,2003,64297,38.27,78.32,23.75,29.45,34.86,27.39,3320.4 +7711.1,12479,40497,2105.7,2155,64038,37.38,99.68,-12.35,27.55,47.31,39.84,3320.5 +8988.6,14585,40389,2249,2281,64617,-5.34,-53.4,-0.95,11.4,-4.15,11.62,3320.5 +7449.5,12538,38938,2033.7,2094,63647,11.57,628.34,8.55,220.4,169.32,169.32,3320.5 +7470.1,12258,39938,1966,2006,64230,-9.79,273.23,-1.9,54.15,33.2,27.39,3320.5 +7699.4,12655,39872,2048.8,2107,63725,29.37,552.69,25.65,250.8,155.21,161.85,3320.5 +7527.4,12317,40052,1894.8,1945,63845,-7.12,-10.68,12.35,30.4,-1.66,6.64,3320.6 +7901.3,12566,41208,1986.5,2022,64385,12.46,194.91,19.95,32.3,23.24,23.24,3320.6 +7994.8,12389,42292,1891.3,1969,62948,99.68,7508.9,273.6,2252.4,1093.9,1839.3,3320.7 +8067.4,12403,42627,2039.9,2099,63690,-20.47,-45.39,12.35,7.6,-4.15,1.66,3320.7 +8271.7,12666,42799,1947.3,2030,62867,-18.69,14.24,-23.75,7.6,-14.94,-0.83,3320.7 +9598.1,14490,43411,2129.8,2170,64321,24.03,719.12,55.1,303.05,219.95,220.78,3320.7 +8594.6,12887,43707,1928.6,1987,63611,8.9,178,48.45,110.2,80.51,83.83,3320.8 +8836.7,12995,44565,1990.9,2035,64117,1.78,394.27,5.7,192.85,140.27,172.64,3320.8 +8578.4,12555,44779,1846.8,1919,63069,-31.15,94.34,-3.8,-32.3,7.47,-4.15,3320.8 +7891.5,12091,42773,1885,1967,62805,11.57,202.03,42.75,123.5,81.34,87.98,3321 +8200.6,12526,42906,1943.8,1982,64272,-6.23,-54.29,15.2,-8.55,8.3,6.64,3321 +8027.7,12395,42445,1845,1919,63008,-3.56,221.61,9.5,29.45,64.74,29.88,3321.1 +4964.2,7746,42000,2775.9,2806,64833,16.02,124.6,18.05,85.5,70.55,59.76,3321.1 +7797.9,12483,40939,2005.2,2035,64575,1.78,-94.34,13.3,22.8,16.6,4.98,3321.2 +7135.9,11972,39063,1960.7,2004,64119,127.27,7928.1,342,2413,1155.4,1879.9,3321.2 +7389.7,11586,41800,3293,3334,64730,-10.68,-64.08,-3.8,19.95,16.6,10.79,3321.3 +7980.1,12538,41712,2005.2,2046,64228,121.04,8500.4,363.85,2554.6,1127.1,1821.8,3321.3 +8283,12402,43770,1933.1,1986,63790,-8.9,-32.04,-1.9,-3.8,-2.49,1.66,3321.3 +8190.4,12742,42125,2015.8,2098,62970,-19.58,-9.79,10.45,-3.8,5.81,3.32,3321.4 +7341.2,10527,45703,2175.2,2239,63667,75.65,3134.6,196.65,1455.4,890.59,1056.6,3321.4 +8540.2,12408,45107,1940.2,1976,64349,24.92,731.58,76,253.65,178.45,179.28,3321.5 +8541.7,12568,44541,1900.2,1960,63535,-8.9,-101.46,-6.65,5.7,34.03,8.3,3321.5 +8388.3,12315,44640,1826.3,1887,63427,2.67,231.4,33.25,118.75,82.17,63.91,3321.5 +8535.8,12654,44208,1970.5,2030,63614,0,-66.75,-1.9,23.75,6.64,18.26,3321.6 +8356.5,12479,43886,2008.7,2043,64437,8.01,120.15,-7.6,52.25,39.84,19.92,3321.6 +8054.1,12235,43141,1920.6,2015,62466,42.72,1959.8,125.4,788.5,530.37,628.31,3321.6 +8357.9,12515,43767,1919.7,1987,63317,-24.92,219.83,-20.9,17.1,11.62,14.11,3321.6 +8662.2,13486,42095,2215.2,2270,63954,31.15,920.26,35.15,381.9,260.62,261.45,3321.7 +7219.2,12038,39302,1915.3,1954,64237,-3.56,62.3,18.05,25.65,31.54,8.3,3321.7 +6397.9,10835,38698,1964.2,2007,64139,24.92,364.01,27.55,209.95,161.85,181.77,3321.7 +7472.5,12156,40286,1958,2047,62687,51.62,1630.5,116.85,792.3,512.94,656.53,3321.9 +7461.7,12542,38990,1926,2010,62796,-16.91,490.39,19,208.05,126.16,147.74,3322 +8299.1,12502,43504,1892.1,1942,63853,-10.68,165.54,-4.75,-19,24.07,-5.81,3322 +9941.1,14768,44116,2012.3,2116,62324,25.81,122.82,23.75,-37.05,-0.83,-4.98,3322 +6310.2,9719,42550,3044.7,3127,63811,259.88,17038,607.05,4473.5,2175.4,3588.9,3322.1 +4654,5979,51013,2702,2763,64090,45.39,619.44,89.3,270.75,264.77,274.73,3322.2 +8858.2,12843,45202,2067.5,2111,64185,30.26,272.34,18.05,51.3,58.1,39.84,3322.2 +7879.7,12181,42394,1947.3,2001,63778,3.56,361.34,46.55,208.05,163.51,197.54,3322.3 +8276.1,12669,42812,1996.3,2041,64100,-8.01,11.57,-19.95,-5.7,-12.45,2.49,3322.3 +8485.3,12656,43939,1987.4,2048,63596,-26.7,-21.36,0.95,-4.75,-19.09,-23.24,3322.3 +6928.6,12048,37689,1966.9,2020,63813,25.81,449.45,46.55,242.25,160.19,171.81,3322.5 +7095.7,12150,38274,1952.7,1990,64306,128.16,7399.5,322.05,2280,1141.3,1889.1,3322.5 +7006,11931,38483,1944.7,1963,64923,54.29,1849.4,125.4,882.55,546.14,649.89,3322.6 +8150.2,12292,43453,1586.9,1639,63452,-0.89,777.86,25.65,226.1,150.23,169.32,3322.7 +8217.3,12322,43705,1833.4,1874,64116,2.67,-27.59,0,-3.8,-19.09,-15.77,3322.7 +8523.1,12495,44703,2014.1,2079,63489,-2.67,-6.23,20.9,23.75,7.47,38.18,3322.7 +8913.6,12638,46223,2002.5,2062,63645,87.22,7775,283.1,2351.3,1131.3,1875.8,3322.8 +8133,11226,47480,2458.2,2538,63475,-17.8,112.14,-17.1,44.65,13.28,18.26,3322.8 +9548.1,13886,45063,2259.7,2330,63559,-8.9,305.27,14.25,169.1,93.79,101.26,3322.8 +9198.3,12976,46456,2108.4,2164,63852,121.93,8811.9,346.75,2616.3,1101.4,1779.5,3322.9 +7843.9,12272,41889,1910.8,1956,64023,8.9,-105.02,14.25,12.35,1.66,6.64,3323 +8626.5,13087,43199,2465.3,2523,64037,15.13,17.8,23.75,59.85,63.91,42.33,3323 +8273.2,12698,42699,2062.1,2126,63567,26.7,232.29,12.35,45.6,52.29,39.01,3323.1 +7460.3,12443,39292,2070.1,2107,64390,16.91,-80.99,42.75,1.9,6.64,0.83,3323.1 +7206.4,11902,39681,1892.1,1898,65334,77.43,1780.9,157.7,881.6,481.4,579.34,3323.2 +8620.6,12354,45731,2072.8,2066,65752,146.85,8790.5,379.05,2584,1077.3,1686.6,3323.3 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+8624.5,12635,44734,1917.1,1967,63872,24.03,430.76,70.3,204.25,173.47,205.84,3324.9 +9357.5,14759,41551,2139.6,2167,64706,68.53,2443.9,147.25,1050.7,732.89,778.54,3325 +8539.2,13023,42972,2096.8,2191,62720,0,160.2,2.85,10.45,7.47,14.11,3325 +7593,12025,41382,2998.4,3049,64449,7.12,249.2,-7.6,62.7,29.05,35.69,3325 +8143.3,12361,43175,1924.2,1961,64305,3.56,-80.1,18.05,41.8,13.28,-7.47,3325.1 +7957.6,12459,41858,2090.6,2143,63934,59.63,1934,122.55,904.4,537.84,634.12,3325.2 +7840,12516,41052,2012.3,2064,63894,-11.57,40.05,10.45,6.65,16.6,13.28,3325.2 +8123.2,12486,42637,1900.2,1926,64656,-10.68,60.52,33.25,-0.95,4.98,2.49,3325.2 +8317.3,12810,42551,2023,2058,64420,129.05,8484.4,340.1,2585.9,1156.2,1825.2,3325.2 +8920.5,12887,45364,2048.8,2115,63484,120.15,8283.2,361.95,2480.4,1144.6,1831.8,3325.3 +8463.8,12347,44924,1835.2,1887,63736,-19.58,49.84,0.95,1.9,10.79,11.62,3325.3 +9851.5,14502,44520,2030.1,2086,63779,-8.9,-85.44,8.55,1.9,3.32,4.98,3325.3 +8466.7,12826,43262,1970.5,2062,62627,36.49,1790.7,103.55,841.7,523.73,645.74,3325.3 +8613.2,12772,44196,1996.3,2039,64163,9.79,189.57,29.45,3.8,-9.13,-10.79,3325.4 +8442.7,12451,44438,1907.3,1927,64865,-8.01,-0.89,-4.75,0.95,14.94,12.45,3325.4 +8032.6,11002,47848,2324.7,2394,63638,14.24,787.65,53.2,376.2,266.43,314.57,3325.4 +10502,14742,46688,2181.4,2230,64107,-16.91,59.63,-19.95,11.4,-4.98,2.49,3325.4 +9053.2,12706,46696,1886.8,1958,63153,98.79,7480.4,305.9,2321.8,1126.3,1814.4,3325.4 +8804.3,12650,45613,1936.6,1994,63651,-9.79,158.42,-9.5,78.85,82.17,64.74,3325.4 +8252.6,12239,44190,1966.9,2063,62483,8.01,511.75,14.25,228.95,194.22,179.28,3325.4 +8776.9,13158,43715,2126.2,2182,63860,43.61,482.38,15.2,244.15,147.74,175.96,3325.5 +7431.3,12290,39627,2044.3,2086,64227,25.81,157.53,21.85,32.3,13.28,25.73,3325.7 +7756.2,12443,40851,2068.4,2111,64212,9.79,114.81,5.7,-0.95,12.45,8.3,3325.7 +7901.7,12614,41053,1961.6,2002,64212,121.04,7410.1,322.05,2216.3,1093.1,1848.4,3325.9 +8215.8,12526,42985,1886.8,1934,63937,-5.34,82.77,-3.8,28.5,11.62,9.96,3325.9 +8094.8,12378,42858,2038.1,2074,64402,-3.56,-55.18,-25.65,14.25,-21.58,7.47,3326 +9657.4,14678,43120,2240.1,2310,63554,168.21,10425,413.25,3064.7,1385.3,2216.9,3326.1 +8362.8,12666,43271,2062.1,2110,64049,-16.02,-85.44,18.05,-12.35,-7.47,3.32,3326.1 +8293.7,12570,43241,2193,2270,63312,110.36,8439,348.65,2401.6,1162,1869.2,3326.2 +7887,12304,42010,1836.1,1872,64278,-6.23,-8.01,30.4,57.95,14.11,19.09,3326.2 +8077.2,12602,42005,1971.3,1998,64662,-0.89,-0.89,3.8,49.4,28.22,23.24,3326.3 +7342.2,12398,38811,1909,1982,63124,-12.46,404.06,-10.45,94.05,66.4,93.79,3326.3 +7136.4,11918,39242,1915.3,1950,64369,44.5,1985.6,122.55,858.8,506.3,634.95,3326.3 +7840.5,12430,41338,2017.6,2062,64126,5.34,-81.88,17.1,6.65,6.64,2.49,3326.4 +6385.2,10646,39307,2453.7,2486,64685,8.9,637.24,40.85,200.45,131.14,145.25,3326.5 +8263.9,12794,42331,1991.8,2062,63305,23.14,567.82,41.8,240.35,170.98,186.75,3326.5 +8321.7,12712,42902,1954.4,2012,63661,78.32,1772,120.65,855,512.11,590.96,3326.6 +7710.6,12301,41080,1885,1961,62997,12.46,265.22,11.4,122.55,87.15,98.77,3326.6 +7982.6,12196,42895,1955.3,1972,64982,29.37,23.14,11.4,47.5,30.71,28.22,3326.7 +8075.2,12575,42085,1972.2,2047,63143,32.93,2032.8,102.6,872.1,516.26,610.05,3326.9 +7885.6,12454,41496,1966,1974,65271,42.72,1947.3,99.75,885.4,479.74,578.51,3326.9 +7976.2,12390,42190,1961.6,1990,64599,128.16,8684.6,328.7,2534.6,1136.3,1741.3,3326.9 +7950.3,12475,41766,1962.4,2027,63449,142.4,7307.8,292.6,2196.4,1118,1845.9,3327 +7745.4,12723,39897,2006.1,2071,63481,9.79,-79.21,0,3.8,12.45,-13.28,3327 +7630.8,12263,40780,1838.7,1911,63058,-24.03,429.87,43.7,127.3,92.96,96.28,3327.1 +7909.6,12292,42171,1919.7,1956,64321,73.87,1858.3,134.9,838.85,540.33,658.19,3327.1 +8058.1,12294,42955,1860.1,1906,63958,0.89,414.74,1.9,120.65,68.06,73.87,3327.1 +8194.3,12578,42695,2007.8,2038,64566,72.98,1891.3,122.55,901.55,509.62,638.27,3327.1 +7451.4,12175,40110,1914.4,1947,64438,10.68,137.06,37.05,10.45,33.2,14.94,3327.2 +7694,12350,40829,1980.3,2030,63930,16.02,83.66,13.3,6.65,14.11,-4.15,3327.2 +8639.2,12586,44985,2084.4,2126,64253,-6.23,-18.69,-12.35,27.55,-11.62,-9.96,3327.4 +8456.9,12715,43589,2013.2,2059,64078,-29.37,-22.25,-2.85,34.2,-8.3,12.45,3327.4 +8482.9,12487,44521,1943.8,1955,65159,62.3,1694.6,136.8,832.2,481.4,610.05,3327.5 +8261.4,12591,43000,2011.4,2075,63527,8.01,111.25,3.8,7.6,4.15,-4.15,3327.5 +8409.4,12908,42696,2047,2104,63761,18.69,614.99,30.4,223.25,152.72,162.68,3327.5 +8898.9,13548,43047,2474.2,2552,63538,1.78,151.3,27.55,-6.65,10.79,-2.49,3327.5 +8159.5,12517,42721,1954.4,2037,62880,122.82,7849.8,310.65,2420.6,1126.3,1883.3,3327.6 +7657.2,12483,40201,1999.8,2003,65432,131.72,8567.1,335.35,2551.7,1069.9,1674.1,3327.6 +7864.5,12598,40912,2002.5,2050,64017,-8.01,418.3,12.35,103.55,83.83,70.55,3327.7 +6147.5,10179,39580,2501.8,2547,64373,-14.24,-103.24,-2.85,-5.7,-8.3,5.81,3327.8 +7317.7,11977,40041,1891.3,1993,62190,33.82,1663.4,85.5,767.6,501.32,621.67,3327.8 +7308.4,12327,38855,2007.8,2115,62216,-40.05,63.19,-7.6,-10.45,-10.79,0,3327.8 +7714.1,12437,40649,1994.5,2037,64168,-0.89,24.92,-4.75,10.45,11.62,-2.49,3327.8 +7438.7,12183,40015,1833.4,1891,63540,0,148.63,6.65,76,92.13,82.17,3327.9 +7315.2,11986,39997,1980.3,2050,63306,102.35,8944.5,320.15,2553.6,1042.5,1589.4,3327.9 +9130.2,14382,41604,2492,2574,63448,0.89,354.22,31.35,133,144.42,107.07,3327.9 +8196.7,12479,43047,1948.2,1999,63871,58.74,1780.9,113.05,860.7,518.75,654.87,3328 +5561,8134,44805,3099,3170,64068,8.9,-90.78,-8.55,13.3,8.3,7.47,3328 +8451,12934,42821,1974.9,2034,63632,-3.56,292.81,19,97.85,77.19,87.98,3328 +8018.4,12725,41296,1899.3,2005,62080,-2.67,137.95,7.6,104.5,72.21,83.83,3328 +8604.9,12746,44244,1942,1982,64213,48.95,1855.7,133.95,883.5,525.39,588.47,3328 +7681.2,12391,40626,1917.9,2003,62753,-8.01,72.98,24.7,6.65,16.6,0.83,3328.1 +7903.7,12465,41555,2065.7,2097,64557,154.86,7883.6,340.1,2467.1,1145.4,1826.8,3328.2 +8495.1,14294,38949,2112.9,2146,64524,77.43,2047.9,138.7,994.65,645.74,806.76,3328.3 +7451.4,12238,39903,1964.2,1982,64948,74.76,1912.6,124.45,860.7,511.28,625.82,3328.3 +8355.5,13875,39466,2040.8,2087,64084,59.63,2226.8,158.65,1032.7,613.37,785.18,3328.4 +7247.6,12312,38578,2008.7,2056,64029,-3.56,-46.28,-0.95,-8.55,-4.15,-6.64,3328.4 +7100.6,12021,38711,1808.5,1905,62216,-28.48,147.74,-13.3,-25.65,-34.86,-7.47,3328.4 +7114.8,11950,39019,1882.3,1946,63392,26.7,1844.1,107.35,840.75,521.24,605.9,3328.5 +7877.7,12322,41899,1963.3,1990,64658,61.41,1889.5,128.25,896.8,493.85,596.77,3328.6 +7718.5,12470,40564,1877.9,1954,62984,0,104.13,-7.6,-8.55,-26.56,9.96,3328.6 +8222.2,12738,42303,2031.9,2086,63835,-8.01,-85.44,-11.4,-13.3,5.81,-4.98,3328.6 +8114.4,12516,42488,2009.6,2052,64182,9.79,-71.2,-12.35,-6.65,-8.3,-4.15,3328.7 +7806.2,12206,41913,1937.5,1966,64587,15.13,477.04,21.85,213.75,167.66,181.77,3328.7 +8224.2,12879,41849,2017.6,2101,62935,8.01,27.59,8.55,-3.8,15.77,19.09,3328.8 +7699.4,12283,41080,1871.7,1915,64053,0.89,-118.37,3.8,-29.45,-20.75,-3.32,3328.8 +7811.1,12571,40721,1929.5,2043,61896,6.23,-67.64,-14.25,-0.95,-21.58,-0.83,3328.8 +9043,14486,40911,2501.8,2594,63206,0.89,404.06,34.2,103.55,105.41,104.58,3328.8 +8913.1,14418,40514,2095.1,2150,63861,-6.23,582.95,35.15,268.85,200.03,239.87,3328.9 +7723.9,12709,39829,2021.2,2133,62101,-16.02,-84.55,14.25,4.75,-23.24,10.79,3329 +7518.1,12238,40260,1837,1934,62248,-0.89,129.94,40.85,99.75,68.89,90.47,3329 +7627.3,12071,41410,2017.6,2071,63847,32.04,1973.1,119.7,918.65,511.28,599.26,3329.1 +7743.5,12495,40614,2016.7,2075,63696,94.34,8323.3,314.45,2440.6,1137.9,1807.7,3329.1 +8292.8,12835,42343,1947.3,1975,64617,21.36,468.14,64.6,241.3,171.81,171.81,3329.1 +8579.9,13158,42734,2156.5,2242,63036,37.38,805.45,47.5,356.25,200.86,259.79,3329.2 +8182,12497,42908,1887.7,1925,64266,0.89,144.18,-14.25,0,9.96,9.96,3329.2 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+8156.1,12622,42348,2046.1,2126,63073,123.71,7876.5,337.25,2333.2,1162,1889.9,3394 +8117.3,12530,42456,1987.4,2006,64927,5.34,195.8,2.85,92.15,78.85,76.36,3394 +8362.8,12977,42234,1917.9,1925,65296,36.49,626.56,66.5,273.6,171.81,194.22,3394.1 +8278.5,13032,41632,2093.3,2140,64105,158.42,7832.9,321.1,2314.2,1154.5,1890.7,3394.1 +8793.5,13715,42019,2405.7,2435,64747,67.64,2890.7,189.05,1314.8,756.13,869.01,3394.2 +8504.4,13331,41808,2347.8,2387,64460,-0.89,-72.98,-2.85,18.05,4.15,12.45,3394.2 +7840.5,12422,41365,1928.6,1974,64030,-12.46,679.96,48.45,237.5,137.78,193.39,3394.2 +7788.6,12334,41384,1969.6,1998,64603,-9.79,-35.6,-11.4,7.6,14.11,10.79,3394.3 +8037,12339,42687,1852.1,1895,64052,24.92,32.93,11.4,19.95,-4.15,4.98,3394.3 +7624.4,12072,41391,1719.5,1752,64320,23.14,421.86,40.85,98.8,90.47,97.94,3394.4 +8139.4,12835,41560,2120,2147,64711,24.03,169.1,37.05,111.15,97.11,102.09,3394.4 +7907.6,12539,41330,2105.7,2155,64038,149.52,7393.2,335.35,2345.6,1173.6,1944.7,3394.4 +7950.3,12555,41500,2084.4,2111,64710,40.94,772.52,59.85,249.85,185.92,197.54,3394.4 +7837.6,12331,41655,2015,2031,65018,37.38,-61.41,22.8,51.3,13.28,12.45,3394.5 +8741.1,13620,42060,2000.7,2036,64400,43.61,487.72,63.65,263.15,187.58,200.86,3394.5 +8173.7,12426,43109,1946.4,1966,64884,1.78,128.16,-1.9,-1.9,-7.47,4.15,3394.6 +9129.7,13661,43798,2217.9,2269,64059,13.35,846.39,15.2,340.1,220.78,244.02,3394.6 +8586.8,12574,44754,1968.7,2014,64061,23.14,108.58,13.3,48.45,19.09,29.88,3394.7 +9078.2,12990,45801,2005.2,2026,64862,73.87,1862.8,129.2,872.1,533.69,637.44,3394.7 +7959.6,12399,42071,1901,1931,64519,34.71,624.78,38.95,255.55,141.93,152.72,3394.8 +8092.4,12413,42725,1991.8,1993,65497,3.56,171.77,6.65,35.15,-3.32,24.9,3394.8 +8079.6,12537,42235,1930.4,1945,65044,18.69,-73.87,13.3,14.25,-22.41,-1.66,3394.9 +8042.4,12701,41498,1973.1,2009,64366,10.68,-115.7,-10.45,26.6,-14.11,-9.13,3394.9 +7972.3,12426,42047,1911.7,1914,65458,74.76,1815.6,137.75,866.4,518.75,618.35,3395 +7887.5,12295,42043,1959.8,1987,64638,16.91,680.85,34.2,235.6,171.81,171.81,3395 +8142.3,12708,41991,2015,2080,63487,9.79,126.38,-22.8,6.65,-18.26,-16.6,3395 +9313.9,14285,42730,2155.6,2201,64184,24.03,9.79,24.7,10.45,20.75,17.43,3395.1 +8464.3,12695,43695,1974.9,2007,64488,11.57,69.42,0,-10.45,33.2,12.45,3395.1 +8578.4,12704,44253,1951.8,2036,62825,-6.23,226.06,-24.7,5.7,2.49,-7.47,3395.2 +8386.8,12347,44516,2011.4,2063,63897,98.79,7929.9,284.05,2321.8,1113.9,1824.3,3395.4 +8367.7,12671,43279,2005.2,2063,63699,-5.34,193.13,29.45,118.75,98.77,84.66,3395.4 +8331,12604,43318,1982,2044,63549,-7.12,450.34,-17.1,87.4,80.51,68.89,3395.4 +8282,12753,42560,2069.3,2097,64669,8.9,-56.07,-14.25,-4.75,11.62,-4.15,3395.5 +8159,12755,41921,2055,2087,64531,62.3,1808.5,98.8,871.15,536.18,635.78,3395.5 +8287.4,12818,42372,2160.9,2226,63620,-12.46,42.72,-10.45,11.4,12.45,27.39,3395.5 +3694.6,5602,43222,2666.4,2674,65351,-26.7,-92.56,-2.85,-0.95,5.81,6.64,3395.5 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+8810.2,12478,46272,1856.5,1898,64104,6.23,-27.59,14.25,1.9,6.64,15.77,3396.6 +9147.3,13083,45821,2081.7,2159,63190,7.12,49.84,2.85,55.1,22.41,39.01,3396.6 +8519.1,12739,43827,1994.5,2035,64231,0.89,32.93,28.5,25.65,18.26,31.54,3396.6 +7834.1,11998,42792,2299.8,2330,64685,3.56,174.44,16.15,100.7,77.19,80.51,3396.6 +5355.7,8199,42809,2665.6,2663,65599,8.01,120.15,4.75,68.4,48.14,55.61,3396.7 +7958.1,12528,41630,1943.8,1987,64110,16.91,-122.82,-1.9,-10.45,4.98,0.83,3396.7 +7913.5,12279,42236,1901,1911,65194,-0.89,-52.51,-5.7,35.15,-6.64,19.92,3396.8 +7660.2,11982,41898,2004.3,2026,64833,21.36,451.23,14.25,224.2,161.02,190.9,3397 +7941.4,12330,42210,1872.6,1882,65207,-3.56,-95.23,-9.5,-15.2,-14.11,-4.15,3397 +9345.3,14607,41929,2246.4,2287,64371,74.76,2296.2,149.15,1086.8,668.98,834.98,3397 +8408.4,12669,43496,1954.4,1981,64657,17.8,24.92,6.65,29.45,-3.32,12.45,3397.1 +9873,14899,43428,2249,2291,64335,7.12,-16.02,-19,-28.5,-14.11,-0.83,3397.2 +8795.5,12862,44816,1925.1,1998,63144,-14.24,-39.16,-39.9,-18.05,-13.28,-28.22,3397.2 +8472.1,12406,44755,2012.3,2034,64836,118.37,8441.6,317.3,2473.8,1123,1812.7,3397.3 +8513.8,12672,44031,2015.8,2032,65015,13.35,32.04,11.4,27.55,33.2,9.96,3397.4 +8170.8,12513,42794,2002.5,2033,64553,21.36,-62.3,22.8,14.25,14.94,12.45,3397.4 +7907.6,12134,42709,1907.3,1926,64899,19.58,688.86,54.15,241.3,172.64,188.41,3397.4 +7991.4,12294,42600,1877,1894,64948,20.47,-27.59,-11.4,15.2,-3.32,9.96,3397.4 +7844.4,12304,41782,2030.1,2032,65474,156.64,8689.1,341.05,2558.3,1159.5,1777.9,3397.5 +7828.7,12229,41955,1936.6,1941,65389,24.03,-91.67,9.5,11.4,31.54,4.98,3397.5 +8399.1,13063,42138,2389.6,2371,66052,11.57,170.88,38.95,69.35,42.33,41.5,3397.5 +8043.8,12623,41762,2040.8,2059,64956,-6.23,234.96,22.8,39.9,48.97,13.28,3397.5 +7805.2,12264,41709,1898.4,1912,65069,-2.67,8.01,15.2,27.55,26.56,10.79,3397.6 +7753.8,12238,41522,1888.6,1934,63997,-24.92,-90.78,-1.9,19,20.75,-6.64,3397.7 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+8712.7,13361,42736,2399.4,2417,65060,8.9,-93.45,12.35,19,-2.49,5.81,3398.7 +8089.9,12511,42377,1969.6,1967,65622,12.46,8.01,19,28.5,-10.79,3.32,3398.7 +7854.2,12404,41497,1878.8,1920,64129,0,139.73,24.7,0.95,14.11,-3.32,3398.8 +7788.6,12238,41709,1924.2,1950,64668,57.85,1826.3,96.9,872.1,517.92,639.1,3398.9 +8089.4,12491,42442,1958.9,2015,63711,-13.35,47.17,-14.25,9.5,5.81,2.49,3398.9 +8308,12722,42798,1982,2018,64368,3.56,191.35,-3.8,123.5,87.98,81.34,3399 +8400.6,12378,44477,2006.9,2062,63786,40.05,2017.6,83.6,895.85,502.98,602.58,3399 +8633.8,12620,44836,2001.6,2024,64811,15.13,24.92,-7.6,51.3,30.71,14.11,3399.1 +8361.4,12437,44060,1905.5,1953,63942,-16.91,117.48,-2.85,18.05,0.83,20.75,3399.2 +4943.6,6998,46297,3047.4,3106,64299,347.99,21127,865.45,6450.5,2952.3,4968.4,3399.2 +8100.7,12471,42570,2018.5,2007,65912,18.69,105.91,10.45,20.9,29.88,16.6,3399.3 +8080.1,12483,42421,1977.6,1987,65225,24.92,322.18,20.9,117.8,83,104.58,3399.4 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+7927.2,12387,41941,1956.2,1971,65045,-8.9,197.58,2.85,10.45,29.88,23.24,3406.1 +8153.1,12830,41646,2000.7,2074,63220,8.9,218.05,-19,30.4,35.69,32.37,3406.1 +8077.7,12591,42044,1933.1,1999,63375,19.58,787.65,0.95,243.2,180.11,189.24,3406.1 +7810.1,12361,41408,1998,2045,64031,52.51,1633.2,119.7,748.6,523.73,632.46,3406.1 +7966.4,12483,41824,1950.9,1971,64867,9.79,186.01,-12.35,-4.75,15.77,6.64,3406.1 +7776.8,12258,41578,1858.3,1926,63233,47.17,1893,112.1,753.35,507.13,623.33,3406.2 +7779.7,12276,41532,2144.9,2176,64599,116.59,7759.9,294.5,2294.3,1137.9,1874.1,3406.2 +7765,12266,41488,1945.5,1978,64461,19.58,418.3,1.9,190.95,177.62,184.26,3406.2 +7893.4,12383,41775,1946.4,2011,63432,-1.78,170.88,-22.8,12.35,-2.49,3.32,3406.3 +7937,12422,41874,2068.4,2086,64982,91.67,2130.7,119.7,870.2,495.51,600.09,3406.3 +7600.4,11899,41861,2004.3,2047,64168,18.69,212.71,-2.85,44.65,36.52,34.86,3406.3 +7915,12469,41600,2033.7,2065,64541,132.61,7872,305.9,2384.5,1145.4,1871.6,3406.4 +7765.5,12210,41681,1910.8,1922,65155,5.34,-51.62,25.65,17.1,6.64,-3.32,3406.5 +7932.6,12488,41630,1950,1996,64025,2.67,-20.47,5.7,59.85,12.45,3.32,3406.5 +8626,13490,41906,2554.3,2614,64039,-17.8,-44.5,-1.9,19.95,14.11,14.94,3406.7 +8203.1,12582,42728,2006.9,2018,65177,11.57,-19.58,0.95,16.15,-11.62,-14.94,3406.7 +8042.9,12402,42501,1992.7,2034,64206,5.34,-75.65,-11.4,4.75,-6.64,-5.81,3406.7 +8119.8,12695,41917,2003.4,2035,64518,39.16,1911.7,115.9,914.85,520.41,594.28,3406.8 +8232,12683,42537,1927.7,1983,63710,39.16,2079.9,153.9,937.65,541.16,625.82,3406.9 +7892.9,12191,42431,1893,1899,65330,40.05,398.72,21.85,248.9,170.15,201.69,3407 +7726.3,12028,42098,1986.5,2008,64834,28.48,509.97,27.55,252.7,161.02,156.04,3407.1 +8096.3,12666,41891,2039,2058,64931,138.84,8600.1,337.25,2620.1,1136.3,1799.4,3407.1 +9501.1,14722,42295,2089.7,2082,65779,161.09,11446,460.75,3510.3,1358.7,2151.4,3407.1 +8113.9,12547,42381,2015,2007,65796,17.8,270.56,5.7,123.5,83.83,97.11,3407.1 +7718,12175,41545,1837.8,1899,63426,53.4,1563.7,76.95,684.95,529.54,615.86,3407.1 +8162.4,12875,41548,2021.2,2059,64333,-1.78,-82.77,-13.3,-7.6,-14.11,-6.64,3407.2 +8259,12646,42801,1949.1,2022,63173,-17.8,-86.33,-13.3,-17.1,-35.69,-9.96,3407.3 +8630.9,13029,43413,2067.5,2117,64003,17.8,23.14,-19,40.85,8.3,13.28,3407.3 +8389.8,12531,43878,2173.4,2227,63958,141.51,8743.4,352.45,2570.7,1084.8,1688.2,3407.4 +8152.1,12603,42391,1960.7,2031,63267,3.56,178,-25.65,-1.9,-21.58,11.62,3407.4 +8019.8,12439,42253,1885.9,1911,64676,-2.67,-36.49,-10.45,10.45,-15.77,-15.77,3407.4 +7927.7,12281,42305,1983.8,2029,64076,-32.93,103.24,17.1,-24.7,-8.3,-3.32,3407.6 +8216.8,12379,43501,1948.2,1979,64516,20.47,1870.8,113.05,873.05,457.33,546.97,3407.7 +8690.6,13347,42673,2472.4,2483,65257,-11.57,574.05,16.15,168.15,131.97,125.33,3407.7 +8316.8,12555,43413,1994.5,1999,65388,0.89,106.8,-19.95,112.1,81.34,76.36,3407.7 +8036.5,11802,44626,1904.6,1918,65078,27.59,229.62,34.2,133,106.24,91.3,3407.8 +8288.4,12711,42733,2007.8,2019,65174,8.01,7.12,9.5,33.25,29.05,24.9,3407.8 +8211.4,12493,43076,1917.9,1933,65026,10.68,85.44,10.45,58.9,30.71,25.73,3407.9 +4527.6,6894,43040,3066.9,3082,65216,16.02,400.5,50.35,73.15,73.87,71.38,3408.1 +7796.9,12059,42373,1902.8,1899,65668,13.35,241.19,38.95,136.8,87.98,97.94,3408.1 +4720.7,7163,43190,3300.1,3343,64695,290.14,18552,722,5279.1,2452.6,3916.8,3408.2 +8159.5,12690,42139,1997.2,2002,65378,-23.14,-110.36,-29.45,15.2,-15.77,-17.43,3408.3 +8165.9,12447,42995,1912.6,1931,64912,-21.36,141.51,0.95,90.25,79.68,87.15,3408.3 +5663.4,8338,44514,3271.6,3254,65891,7.12,-14.24,-13.3,-4.75,-16.6,-6.64,3408.4 +8365.8,12329,44469,1888.6,1917,64564,-1.78,198.47,18.05,31.35,26.56,25.73,3408.4 +8546.1,13223,42356,2204.5,2247,64297,2.67,161.98,44.65,-2.85,28.22,9.96,3408.5 +7751.8,12099,41989,1765.8,1811,63899,30.26,1837.8,132.05,776.15,500.49,629.14,3408.6 +7844.4,12158,42284,1931.3,1946,65041,95.23,8406.9,331.55,2436.8,1081.5,1761.3,3408.6 +8069.8,12650,41807,2191.2,2238,64165,-8.9,-76.54,-9.5,16.15,-24.07,-15.77,3408.6 +8090.9,12455,42573,1929.5,1975,64027,-19.58,582.06,6.65,210.9,146.08,158.53,3408.7 +7976.2,12386,42203,2043.4,2102,63710,-16.02,-73.87,0,-26.6,-0.83,-19.92,3408.7 +7882.6,12387,41705,1958,1987,64580,-9.79,-46.28,-27.55,-16.15,10.79,-4.15,3408.7 +8001.2,12290,42666,1910.8,1958,63957,27.59,176.22,46.55,0,43.16,21.58,3408.8 +8046.8,12452,42351,2163.6,2208,64218,110.36,8150.6,317.3,2447.2,1117.2,1813.5,3408.8 +7912,12571,41248,1887.7,1951,63409,5.34,503.74,49.4,177.65,140.27,185.92,3408.9 +7688.6,12313,40923,1812,1881,63133,-6.23,-44.5,-24.7,19.95,8.3,8.3,3408.9 +7824.3,12283,41747,1971.3,1983,65151,-0.89,-85.44,-0.95,5.7,11.62,-8.3,3409 +7917.4,12423,41767,2001.6,1975,66419,151.3,8489.7,339.15,2501.3,1121.3,1723.9,3409.1 +8300.1,12942,42030,2798.2,2794,65634,5.34,-66.75,44.65,-5.7,4.15,7.47,3409.2 +7742,12140,41794,2017.6,2008,65850,59.63,1909,144.4,855.95,488.04,561.91,3409.3 +8318.2,12867,42368,2024.8,2083,63703,-2.67,185.12,-12.35,-9.5,-7.47,3.32,3409.3 +9176.2,14188,42386,2144,2168,64811,4.45,167.32,4.75,5.7,3.32,-6.64,3409.3 +7938.5,12594,41310,1937.5,1974,64325,1.78,178.89,-12.35,15.2,16.6,24.07,3409.5 +7847.4,12278,41887,1899.3,1906,65304,-8.9,-4.45,-1.9,-21.85,17.43,4.98,3409.5 +8101.2,12556,42284,1917.9,1932,65059,-15.13,432.54,20.9,106.4,105.41,73.87,3409.6 +7939,12249,42476,1966,1981,65040,0.89,126.38,-2.85,4.75,15.77,1.66,3409.7 +8104.1,12462,42618,2003.4,1998,65713,155.75,7107.5,344.85,2230.6,1137.1,1882.4,3409.8 +8558.8,13255,42317,2267.7,2243,66258,17.8,-79.21,24.7,13.3,34.86,8.3,3409.8 +3776.4,5799,42678,2658.4,2659,65522,-17.8,178.89,-27.55,-19.95,9.96,-2.49,3409.8 +7855.2,12482,41243,1944.7,1986,64171,9.79,349.77,4.75,106.4,92.13,92.96,3409.9 +8112.9,12887,41258,2183.2,2215,64594,-16.02,200.25,-3.8,19.95,29.05,-7.47,3409.9 +8112.4,12575,42279,2002.5,2031,64616,17.8,-91.67,12.35,23.75,44.82,28.22,3410 +7984.1,12430,42095,1942,1950,65266,-2.67,-96.12,-21.85,34.2,14.11,-11.62,3410 +8014,12473,42107,1940.2,2009,63292,-0.89,144.18,-3.8,38,23.24,13.28,3410 +7969.9,12599,41457,2023,2067,64140,6.23,16.91,-9.5,27.55,34.86,19.92,3410.1 +7610.2,12028,41465,1869,1896,64603,17.8,46.28,-10.45,30.4,21.58,36.52,3410.1 +9230.6,14522,41657,2215.2,2270,63954,2.67,-78.32,-19,27.55,9.96,14.11,3410.1 +8965.5,14033,41870,2015,2069,63824,72.98,2157.4,126.35,969,654.04,784.35,3410.1 +9377.6,14693,41828,2145.8,2213,63546,16.02,104.13,-9.5,19.95,9.96,-1.66,3410.2 +8305,12643,43050,1991.8,2023,64526,59.63,1787.1,94.05,813.2,502.15,646.57,3410.3 +8323.1,12573,43384,1922.4,1949,64642,5.34,733.36,21.85,211.85,160.19,180.11,3410.4 +8393.7,12530,43902,1930.4,1910,66236,69.42,1842.3,131.1,879.7,497.17,585.98,3410.4 +8150.7,12583,42451,1922.4,1955,64443,-13.35,28.48,-28.5,-16.15,-16.6,-10.79,3410.4 +9442.3,14347,43132,2069.3,2063,65735,-5.34,-8.01,-23.75,-9.5,14.11,-4.15,3410.4 +8015.4,12271,42808,1887.7,1887,65560,-7.12,169.99,-14.25,-15.2,-13.28,-16.6,3410.4 +7720.4,12121,41743,2003.4,2013,65223,123.71,8000.2,321.1,2351.3,1101.4,1797.8,3410.5 +7806.2,12346,41437,1962.4,1994,64499,-1.78,66.75,5.7,-0.95,12.45,-4.15,3410.5 +8136.5,12714,41940,2177.8,2206,64699,118.37,8922.3,344.85,2582.1,1117.2,1749.6,3410.6 +8021.3,12511,42018,2069.3,2091,64854,144.18,8981,363.85,2558.3,1168.6,1836,3410.6 +9302.2,14258,42757,2168.9,2194,64787,-10.68,-123.71,0,9.5,-17.43,-11.62,3410.6 +8450,12605,43934,1918.8,1933,65056,2.67,-70.31,-14.25,2.85,-19.09,-13.28,3410.7 +8130.6,12478,42703,1901,1930,64553,33.82,176.22,15.2,24.7,-4.98,-4.98,3410.8 +8129.6,12826,41539,1979.4,2046,63401,-1.78,-91.67,1.9,-0.95,-24.07,-15.77,3410.9 +7880.7,12242,42188,1740.8,1750,65193,16.02,488.61,53.2,228.95,151.89,173.47,3410.9 +8054.1,12665,41677,2051.4,2093,64235,16.02,241.19,25.65,17.1,-0.83,21.58,3410.9 +5773.7,8913,42453,2489.3,2481,65756,-17.8,27.59,-11.4,3.8,-27.39,-7.47,3410.9 +7958.1,12506,41703,1970.5,2010,64247,-24.03,142.4,-8.55,5.7,-24.07,0,3411 +8038.5,12539,42014,1972.2,1999,64659,-11.57,179.78,19.95,16.15,-16.6,2.49,3411 +7969.4,12386,42167,1913.5,1910,65656,-5.34,108.58,8.55,9.5,1.66,10.79,3411 +8051.7,12524,42133,2034.5,2072,64351,-3.56,515.31,38.95,245.1,140.27,195.05,3411.2 +9639.3,14632,43174,2276.6,2312,64533,61.41,2360.3,163.4,1095.3,634.12,739.53,3411.2 +8367.7,12694,43201,2005.2,2066,63606,121.93,8074.1,332.5,2382.6,1168.6,1934.7,3411.2 +6309.2,9287,44523,2455.5,2515,63986,11.57,1192.6,93.1,411.35,320.38,343.62,3411.2 +8423.1,12820,43059,1937.5,2000,63489,-3.56,198.47,-22.8,36.1,-5.81,14.11,3411.2 +8344.2,12787,42766,1962.4,2019,63700,-15.13,-41.83,-20.9,-26.6,-25.73,-4.98,3411.2 +8653.9,13230,42868,2062.1,2126,63567,-5.34,-74.76,-13.3,-12.35,-9.96,0.83,3411.3 +4616.8,6107,49544,2807.1,2847,64617,5.34,246.53,26.6,10.45,20.75,40.67,3411.3 +9441.3,13770,44934,2313.1,2366,64071,-1.78,-121.04,-5.7,-14.25,-6.64,-9.13,3411.4 +8596.1,12708,44331,1976.7,2020,64131,-6.23,-100.57,-26.6,-19,4.15,4.15,3411.4 +8379,12518,43867,1977.6,2018,64223,68.53,1985.6,121.6,896.8,477.25,581,3411.4 +8386.8,12596,43636,2031.9,2080,64020,-8.9,436.1,4.75,90.25,65.57,111.22,3411.4 +6155.9,8897,45345,3203.1,3285,63902,121.93,3785.2,234.65,1574.2,1031.7,1304.8,3411.4 +7888,12212,42331,1901.9,1920,64919,-4.45,712.89,33.25,206.15,125.33,171.81,3411.6 +7889,12278,42109,1911.7,1926,65050,51.62,1849.4,111.15,900.6,519.58,615.86,3411.6 +7954.7,12405,42025,2142.2,2177,64489,121.93,8458.6,379.05,2415.8,1161.2,1848.4,3411.6 +8201.1,12607,42633,2012.3,2011,65578,-1.78,204.7,5.7,2.85,10.79,18.26,3411.6 +8313.3,12455,43743,2140.4,2135,65703,-10.68,-72.09,-4.75,-1.9,6.64,11.62,3411.7 +8287.9,12560,43245,2009.6,2000,65851,15.13,141.51,5.7,9.5,15.77,29.88,3411.8 +8172.7,12611,42471,2028.3,2023,65708,8.01,420.08,27.55,77.9,80.51,78.85,3411.8 +6901.6,10684,42335,2501.8,2524,64959,6.23,108.58,9.5,30.4,2.49,29.05,3411.9 +8003.2,12621,41557,2015.8,2009,65759,-9.79,-37.38,19.95,3.8,21.58,14.94,3411.9 +7814.5,12271,41735,1902.8,1931,64580,5.34,62.3,0.95,-14.25,2.49,16.6,3411.9 +7958.1,12403,42050,1953.5,1975,64824,12.46,486.83,8.55,208.05,138.61,157.7,3412 +7981.6,12455,41998,2036.3,2051,65067,119.26,8100.8,333.45,2289.5,1150.4,1904.8,3412 +8193.8,12742,42143,2052.3,2082,64602,8.01,572.27,23.75,228.95,171.81,184.26,3412.1 +8103.6,12559,42287,2108.4,2123,65086,-30.26,-31.15,0,32.3,20.75,35.69,3412.1 +8627.9,13403,42188,2376.3,2395,65024,-17.8,39.16,-0.95,-3.8,15.77,6.64,3412.1 +7968.4,12446,41959,1885.9,1930,64039,-2.67,493.06,21.85,208.05,169.32,174.3,3412.2 +8411.3,12881,42795,1961.6,1973,65156,103.24,7671.8,290.7,2173.6,1119.7,1847.6,3412.2 +8104.1,12342,43033,1886.8,1910,64740,21.36,2217.9,116.85,879.7,495.51,586.81,3412.3 +8034,11918,44178,1910.8,1930,64885,37.38,1739.1,122.55,780.9,502.98,616.69,3412.3 +7844.9,11956,43001,2104.8,2112,65314,-13.35,135.28,35.15,51.3,24.07,19.09,3412.3 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+8892.5,13439,43365,2300.6,2347,64242,4.45,1012.8,67.45,362.9,242.36,248.17,3446.3 +8307.5,12595,43227,2004.3,2051,64043,24.92,439.66,28.5,128.25,102.09,113.71,3446.4 +8113.9,12334,43113,1896.6,1930,64402,-0.89,-78.32,28.5,-23.75,-7.47,4.98,3446.5 +8146.3,12500,42710,2044.3,2080,64412,-8.01,274.12,12.35,59.85,34.03,39.01,3446.6 +8257,12539,43156,1958,2043,62809,-19.58,217.16,-31.35,2.85,8.3,1.66,3446.7 +8329.5,12762,42774,2001.6,2046,64114,-5.34,93.45,6.65,26.6,14.94,22.41,3446.7 +8235.4,12590,42869,1926.8,1962,64362,13.35,97.01,1.9,6.65,23.24,-1.66,3446.7 +8126.7,12398,42958,2021.2,2042,64868,120.15,8519.1,333.45,2499.4,1112.2,1772,3446.8 +8137.4,12376,43091,1908.2,1916,65268,41.83,489.5,38.95,236.55,149.4,146.91,3446.8 +8406.9,12670,43485,1988.3,2030,64188,8.01,-56.07,-4.75,3.8,4.15,-2.49,3446.8 +8491.7,12950,42974,2015,2086,63304,28.48,558.03,19.95,232.75,167.66,172.64,3446.8 +8413.3,12707,43391,2015,2051,64384,12.46,470.81,38,246.05,141.93,168.49,3446.9 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+8067.9,12564,42083,1972.2,2000,64626,-14.24,164.65,-4.75,-3.8,19.92,-16.6,3447.4 +8096.8,12547,42291,1955.3,2007,63849,15.13,137.06,1.9,14.25,19.92,4.98,3447.5 +8570.6,13018,43147,2160,2218,63823,144.18,8746,348.65,2585.9,1153.7,1821,3447.5 +8585.3,13146,42800,2218.8,2286,63609,-16.02,240.3,0,12.35,8.3,0,3447.6 +7895.4,12353,41887,1965.1,1985,64880,3.56,47.17,18.05,17.1,-9.96,-1.66,3447.8 +7394.6,11423,42424,2926.3,2959,64812,12.46,-41.83,26.6,38,24.9,23.24,3447.8 +5689.4,8596,43376,3137.3,3136,65562,419.19,25771,985.15,7305.5,3098.4,4939.3,3447.9 +8611.8,13283,42489,2261.5,2263,65492,17.8,728.02,57,353.4,241.53,227.42,3448 +7932.1,12318,42202,1928.6,1930,65489,-11.57,-97.01,-19,-23.75,2.49,-12.45,3448 +7661.2,12024,41757,1812,1852,64122,114.81,7152,288.8,2090,1018.4,1704.8,3448 +7988.5,12406,42200,1884.1,1894,65194,-37.38,-137.06,11.4,7.6,10.79,-1.66,3448.1 +7938,12291,42326,1983.8,1987,65431,9.79,97.9,9.5,11.4,35.69,10.79,3448.1 +8037.5,12510,42106,1951.8,1982,64536,138.84,7822.2,329.65,2303.8,1146.2,1890.7,3448.1 +8127.1,12631,42168,1984.7,1991,65329,75.65,1857.4,154.85,892.05,487.21,580.17,3448.1 +8097.7,12627,42028,1997.2,2023,64699,2.67,-80.1,7.6,-11.4,-3.32,-0.83,3448.2 +9396.7,14577,42246,2190.3,2181,65815,-2.67,-89,14.25,-4.75,-4.98,-8.3,3448.4 +7999.3,12549,41775,1943.8,1969,64696,16.91,-100.57,0,34.2,19.09,-1.66,3448.4 +8034.5,12513,42080,1949.1,1941,65809,9.79,41.83,59.85,23.75,50.63,42.33,3448.5 +7987,12329,42456,1884.1,1897,65091,27.59,-20.47,42.75,7.6,59.76,23.24,3448.5 +8870.5,13908,41799,2246.4,2288,64343,19.58,-42.72,35.15,15.2,26.56,15.77,3448.5 +8066.9,12725,41546,2032.8,2081,64017,18.69,665.72,24.7,211.85,190.07,180.11,3448.5 +7899.8,12323,42013,1887.7,1875,65980,0.89,-97.01,3.8,3.8,20.75,-10.79,3448.5 +7786.6,11966,42646,1869.9,1930,63495,-22.25,566.04,15.2,195.7,142.76,170.98,3448.7 +8047.8,12395,42551,1950,1995,64057,-14.24,-89,-16.15,18.05,-6.64,-8.3,3448.8 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+7899.3,12089,42823,2249.9,2346,62852,-10.68,44.5,5.7,-6.65,-9.96,19.09,3449.3 +8347.6,12591,43449,1971.3,2015,64116,1.78,35.6,19.95,1.9,-14.94,21.58,3449.4 +8359.9,12635,43362,1992.7,2047,63798,0.89,72.09,6.65,24.7,2.49,-4.98,3449.4 +8413.8,12810,43045,1991.8,2014,64814,8.01,490.39,60.8,257.45,155.21,195.05,3449.4 +8923.4,13630,42906,2557.9,2558,65532,21.36,769.85,72.2,384.75,274.73,281.37,3449.5 +8215.3,12774,42148,2250.8,2290,64414,145.07,7754.6,316.35,2251.5,1143.7,1906.5,3449.5 +9068.9,14215,41811,2165.4,2199,64534,83.66,2209.9,166.25,1053.5,655.7,811.74,3449.5 +7903.2,12262,42240,1910.8,1894,66118,19.58,177.11,21.85,34.2,12.45,30.71,3449.5 +8186.9,12458,43068,1903.7,1902,65595,17.8,-94.34,7.6,-3.8,-9.13,29.05,3449.5 +8152.1,12560,42536,2005.2,2016,65184,-1.78,21.36,38,-0.95,19.09,27.39,3449.5 +9101.3,14141,42179,2143.1,2141,65601,34.71,727.13,44.65,393.3,247.34,251.49,3449.5 +8121.8,12792,41609,2149.3,2188,64378,12.46,76.54,11.4,33.25,0.83,14.94,3449.6 +8006.6,12512,41937,2004.3,2007,65447,24.92,152.19,-15.2,27.55,9.13,6.64,3449.6 +7872.8,12390,41643,1995.4,1990,65713,35.6,18.69,36.1,65.55,29.88,32.37,3449.7 +7905.7,12463,41571,1946.4,1979,64457,32.93,419.19,36.1,247.95,163.51,183.43,3449.7 +7921.3,12594,41221,1958.9,2006,63997,5.34,608.76,35.15,198.55,130.31,180.94,3449.8 +7716.5,12096,41808,1964.2,2000,64364,119.26,8317.9,311.6,2492.8,1092.3,1810.2,3449.8 +9136,14315,41826,2025.6,2043,64979,-10.68,-59.63,-14.25,7.6,-10.79,11.62,3449.8 +5603.1,8659,42408,2355.8,2371,65117,39.16,1108.9,51.3,458.85,324.53,368.52,3449.8 +7893.4,12410,41684,1929.5,1946,64981,-0.89,-77.43,-1.9,7.6,-8.3,-5.81,3449.9 +7874.8,12394,41640,1990,2046,63744,7.12,478.82,35.15,225.15,163.51,185.92,3450 +7764.1,12172,41803,1899.3,1932,64425,-12.46,22.25,-26.6,-2.85,-0.83,0,3450 +8272.7,12977,41778,2006.1,2017,65181,0,186.9,2.85,116.85,72.21,60.59,3450 +6783.6,10358,42920,2768.8,2786,65131,207.37,15885,594.7,4672.1,1922.3,3080.1,3450.1 +7863.5,12402,41553,1902.8,1922,64882,-17.8,385.37,-8.55,82.65,39.84,52.29,3450.1 +5419.9,8299,42800,2972.6,2959,65837,4.45,473.48,39.9,229.9,165.17,174.3,3450.2 +8928.8,13894,42116,2045.2,2054,65256,0,97.9,-10.45,48.45,14.11,10.79,3450.2 +8022.3,12523,41983,2032.8,2079,64078,121.04,8312.6,334.4,2543.1,1151.2,1832.6,3450.2 +7727.3,12262,41300,1976.7,2006,64578,-15.13,-2.67,-18.05,-4.75,-15.77,-4.15,3450.3 +7886.1,12409,41649,1918.8,1977,63608,-4.45,148.63,10.45,8.55,14.11,11.62,3450.3 +7868.4,12360,41720,2067.5,2120,63912,19.58,245.64,10.45,119.7,91.3,89.64,3450.4 +8086.5,12895,41098,1991.8,2011,64911,11.57,3.56,13.3,29.45,42.33,17.43,3450.4 +8156.1,12711,42051,1956.2,2023,63373,16.02,535.78,11.4,232.75,162.68,165.17,3450.6 +7952.2,12403,42019,1991.8,2055,63521,44.5,1771.1,112.1,827.45,502.98,629.14,3450.6 +8092.4,12502,42420,1942,2002,63571,56.96,2132.4,130.15,926.25,492.19,600.09,3450.7 +8413.3,12923,42666,2021.2,2091,63348,2.67,322.18,45.6,90.25,84.66,88.81,3450.8 +8230.5,12615,42758,2019.4,2055,64401,11.57,221.61,33.25,115.9,90.47,107.9,3450.8 +8769.5,13373,42976,2241,2265,64842,11.57,8.9,2.85,66.5,39.01,23.24,3450.9 +8176.1,12928,41447,1958.9,1988,64576,22.25,180.67,16.15,92.15,77.19,78.02,3450.9 +7842.9,12400,41451,1884.1,1904,64852,-10.68,-109.47,-11.4,6.65,-0.83,1.66,3451 +7828.7,12270,41814,1960.7,1982,64831,40.05,1787.1,134.9,856.9,488.04,588.47,3451 +8304.5,12721,42783,2017.6,2017,65556,10.68,405.84,12.35,222.3,141.1,168.49,3451.1 +7825.3,12264,41817,1958,1996,64288,-1.78,-8.9,25.65,-11.4,5.81,-6.64,3451.2 +8483.4,12678,43853,1946.4,1938,65821,6.23,345.32,34.2,113.05,92.96,96.28,3451.2 +8179.1,12453,43044,2030.1,2065,64428,12.46,34.71,0,9.5,-3.32,10.79,3451.2 +8743.1,13283,43137,2451.1,2503,64176,8.9,392.49,30.4,171.95,146.08,151.06,3451.3 +8100.2,12626,42045,1977.6,2002,64737,14.24,-8.01,2.85,13.3,32.37,22.41,3451.3 +8066.4,12638,41829,2160,2190,64639,148.63,7916.5,323.95,2392.1,1189.4,1938,3451.3 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+8307,12682,42927,1942.9,1962,64897,22.25,199.36,30.4,25.65,29.88,11.62,3456 +8210,12620,42634,1998,1996,65603,32.93,806.34,57.95,235.6,163.51,177.62,3456 +7764.5,11878,42840,1944.7,1974,64562,89,1912.6,126.35,926.25,504.64,599.26,3456.1 +8261.4,12586,43018,2070.1,2094,64789,1.78,-75.65,-2.85,-8.55,-6.64,-8.3,3456.2 +8546.1,12942,43276,2210.8,2250,64393,-2.67,130.83,-26.6,-12.35,5.81,-16.6,3456.2 +8692.6,12703,44846,1990,1995,65373,0.89,416.52,14.25,89.3,78.02,93.79,3456.2 +8535.3,12538,44614,1976.7,1950,66433,17.8,48.06,0,20.9,11.62,0.83,3456.2 +8340.8,12510,43695,1973.1,2010,64334,9.79,-45.39,-31.35,1.9,13.28,5.81,3456.3 +8423.6,12571,43914,2030.1,2043,65122,20.47,-88.11,-26.6,-40.85,4.98,-7.47,3456.3 +8171.2,12379,43260,2056.8,2027,66499,35.6,711.11,19,220.4,167.66,189.24,3456.4 +8460.3,12810,43283,1987.4,2026,64286,-25.81,202.03,-10.45,-26.6,-6.64,-19.92,3456.4 +8116.4,12569,42320,1995.4,2013,64962,34.71,137.95,14.25,63.65,29.88,45.65,3456.4 +7977.7,12383,42221,1942,1979,64310,42.72,376.47,41.8,199.5,159.36,171.81,3456.5 +8232,12642,42675,1998,2038,64251,45.39,2124.4,124.45,816.05,611.71,678.11,3456.5 +8192.3,12440,43158,1885,1899,65054,0,-44.5,-11.4,1.9,0.83,-6.64,3456.6 +8295.7,12719,42744,1956.2,2011,63751,13.35,133.5,-5.7,-17.1,2.49,0,3456.6 +8116.9,12419,42833,1962.4,1943,66192,33.82,456.57,57,285.95,171.81,209.16,3456.8 +7959.6,12379,42139,1924.2,1947,64768,8.01,204.7,28.5,72.2,39.84,39.01,3456.8 +8058.1,12308,42906,1843.2,1840,65650,-1.78,-33.82,-2.85,4.75,-8.3,1.66,3456.8 +8290.8,12190,44573,1789.8,1838,63817,-24.92,73.87,-23.75,19.95,19.09,12.45,3456.9 +8405,12581,43783,1915.3,1905,65890,12.46,275.01,27.55,118.75,83,87.15,3456.9 +8343.2,12629,43296,2033.7,2053,64918,118.37,8601.8,348.65,2469.1,1126.3,1791.1,3456.9 +8441.7,12608,43880,1931.3,1940,65242,-31.15,147.74,-10.45,-23.75,4.15,4.98,3457 +8046.3,12269,42980,1986.5,2025,64289,-4.45,77.43,10.45,4.75,-9.13,9.96,3457.2 +8015.4,12376,42445,1955.3,1976,64850,26.7,2055,116.85,904.4,508.79,649.06,3457.4 +7097.6,10702,43464,2607.7,2590,65984,225.17,12748,515.85,3841.8,1922.3,3221.2,3457.5 +9610.9,14393,43761,2042.5,2045,65457,18.69,602.53,31.35,305.9,184.26,190.07,3457.5 +8261.4,12499,43317,1915.3,1907,65821,0.89,-113.92,-12.35,-10.45,-4.98,-12.45,3457.6 +8710.2,12654,45111,1959.8,1978,64932,-13.35,-43.61,-26.6,3.8,0.83,0,3457.6 +8513.8,12670,44038,2013.2,2026,65121,11.57,85.44,1.9,0.95,5.81,9.13,3457.7 +8838.1,12826,45159,1957.1,1962,65373,17.8,562.48,34.2,227.05,150.23,163.51,3457.7 +8763.7,12727,45127,1991.8,2007,65040,0,174.44,18.05,111.15,74.7,87.15,3457.7 +7996.8,12483,41983,1996.3,2007,65186,2.67,19.58,6.65,38,-1.66,16.6,3457.9 +7855.2,12258,41997,1885.9,1890,65394,9.79,-87.22,11.4,25.65,-0.83,9.96,3457.9 +7929.7,12443,41765,1960.7,2015,63769,8.9,204.7,13.3,42.75,14.11,27.39,3458 +5412.5,8166,43438,2920.1,2934,65225,32.93,1545.9,93.1,675.45,445.71,502.15,3458 +8026.7,12564,41869,1982,2004,64818,15.13,184.23,15.2,121.6,53.12,76.36,3458 +9144.4,13265,45178,2336.3,2325,65853,19.58,11.57,3.8,34.2,11.62,24.9,3458.2 +8351.6,12545,43629,1994.5,1969,66384,0.89,-67.64,4.75,10.45,21.58,3.32,3458.3 +8224.7,12511,43083,1959.8,1983,64769,-0.89,240.3,25.65,41.8,15.77,29.88,3458.3 +8132.5,12492,42665,1970.5,1980,65220,-8.9,-92.56,-6.65,-10.45,0.83,14.94,3458.4 +7778.3,12243,41637,2049.7,2071,64861,150.41,8237.8,372.4,2605.8,1091.4,1687.4,3458.4 +7604.3,12140,41051,1916.2,1944,64598,2.67,126.38,-10.45,38.95,24.9,25.73,3458.4 +7983.1,12430,42090,1925.1,1962,64302,5.34,185.12,3.8,-1.9,4.15,7.47,3458.5 +7904.2,12350,41944,1946.4,1998,63844,-43.61,58.74,-17.1,19,-14.94,7.47,3458.6 +6999.6,10918,42016,2431.5,2470,64514,68.53,3214.7,190,1400.3,865.69,1105.6,3458.6 +7887,12480,41417,2007.8,2068,63630,-25.81,-36.49,-54.15,-8.55,-19.92,-11.62,3458.6 +7860.6,12557,41025,1989.2,2057,63374,1.78,-14.24,-8.55,19,-9.96,29.88,3458.7 +7809.1,12331,41503,1932.2,1963,64507,-15.13,115.7,6.65,-35.15,-7.47,0,3458.7 +7920.4,12306,42180,1947.3,2006,63619,75.65,7278.4,279.3,2184.1,1079.8,1848.4,3458.9 +8288.4,12918,42049,2104,2102,65597,-3.56,-48.95,-1.9,0,11.62,13.28,3459 +7982.1,12435,42068,1943.8,1939,65697,-10.68,-117.48,9.5,-1.9,14.11,19.92,3459 +8197.7,12736,42183,2080.8,2116,64446,1.78,-76.54,36.1,-18.05,9.96,19.09,3459.1 +8185,12576,42653,2017.6,2016,65589,-8.01,-24.03,18.05,19.95,36.52,6.64,3459.1 +8050.7,12478,42283,2015.8,2026,65208,30.26,1998,122.55,858.8,527.88,664.83,3459.1 +8060,12425,42513,1963.3,1945,66154,25.81,-78.32,48.45,18.05,20.75,36.52,3459.2 +8170.3,12651,42324,1889.5,1967,62953,0.89,-84.55,7.6,19,-0.83,6.64,3459.3 +8165.9,11846,45176,3279.6,3238,66379,427.2,26358,1102,8538.6,3706.8,6119.6,3459.6 +8547.6,12631,44349,1973.1,1959,66009,-9.79,-37.38,-26.6,24.7,19.09,6.64,3459.7 +7769.4,12016,42375,1961.6,1952,65857,134.39,7578.4,321.1,2265.8,1124.7,1855.9,3459.7 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+8301.1,12594,43197,1990,1986,65669,-2.67,226.95,36.1,115.9,101.26,92.96,3565.1 +8277.1,12566,43168,1961.6,1970,65255,-7.12,-8.9,-1.9,-0.95,18.26,14.11,3565.1 +8042.4,12107,43534,1929.5,1919,65895,31.15,2093.3,122.55,857.85,521.24,621.67,3565.1 +8108,12430,42749,1979.4,1982,65449,113.03,7994,321.1,2401.6,1130.5,1823.5,3565.2 +8124.2,12414,42889,1927.7,1946,64921,-12.46,337.31,2.85,97.85,63.91,61.42,3565.2 +8263.9,12723,42567,2020.3,2055,64429,-16.91,51.62,3.8,-10.45,-4.98,0,3565.2 +7052.1,9911,46632,2885.4,2871,65864,217.16,16341,655.5,4930.5,1796.9,2886.7,3565.3 +8849.9,12721,45593,1930.4,1953,64778,89.89,8029.6,323.95,2413,1111.4,1828.5,3565.3 +8982.2,12928,45533,2007.8,2020,65141,-8.9,481.49,21.85,229.9,162.68,170.15,3565.3 +9324.7,13352,45769,2335.4,2328,65743,185.12,12145,512.05,3761.1,1609.4,2606.2,3565.4 +9047.9,12874,46059,1945.5,1918,66477,5.34,169.1,6.65,118.75,67.23,90.47,3565.4 +5121,6354,52819,2583.7,2550,66401,46.28,631.01,19.95,248.9,180.94,194.22,3565.5 +8661.2,12831,44238,2019.4,1999,66205,139.73,8712.2,337.25,2568.8,1128.8,1765.4,3565.6 +8686.2,12676,44909,2112.9,2068,66958,-5.34,-103.24,19,4.75,-0.83,-13.28,3565.6 +8383.9,12326,44576,1922.4,1874,67229,13.35,175.33,24.7,127.3,76.36,78.85,3565.6 +8401.5,12674,43444,1974,1922,67310,5.34,200.25,38,145.35,100.43,92.96,3565.7 +8357.9,12718,43069,2056.8,2058,65497,10.68,-3.56,2.85,-0.95,11.62,8.3,3565.7 +8364.8,12710,43131,2078.1,2066,65921,57.85,1980.3,150.1,904.4,522.07,612.54,3565.7 +7890,12219,42318,1939.3,1951,65143,-8.01,-129.94,-10.45,1.9,-20.75,-11.62,3565.8 +8722.5,13218,43247,2713.6,2706,65720,-1.78,266.11,10.45,138.7,102.92,102.09,3565.8 +8324.6,12759,42759,1991.8,1987,65695,13.35,202.92,-5.7,17.1,8.3,14.11,3565.8 +8847.9,13682,42381,1954.4,1938,66092,25.81,675.51,30.4,241.3,174.3,192.56,3565.8 +8000.7,12147,43166,1960.7,1927,66681,6.23,184.23,19,113.05,78.85,75.53,3565.8 +8127.6,12401,42952,2002.5,1973,66516,14.24,-43.61,45.6,18.05,43.16,31.54,3565.9 +6272.5,8599,47805,2759,2775,65158,4.45,83.66,7.6,67.45,39.01,40.67,3565.9 +10144,14422,46096,2275.7,2246,66403,-15.13,434.32,13.3,134.9,76.36,104.58,3566 +8991,12854,45841,2030.1,2038,65282,-8.9,126.38,21.85,2.85,0.83,4.15,3566 +9065.5,12658,46936,1957.1,1954,65640,74.76,2087.1,142.5,929.1,521.24,604.24,3566 +9140.5,12596,47557,1937.5,1952,65050,19.58,27.59,0.95,13.3,7.47,9.96,3566 +9464.8,13312,46596,2386.1,2352,66486,31.15,-54.29,42.75,6.65,0,33.2,3566.1 +9043.9,12791,46338,2049.7,2039,65879,3.56,-48.06,19.95,31.35,14.94,19.09,3566.1 +8709.3,12771,44693,1980.3,1971,65844,22.25,703.99,59.85,243.2,165.17,189.24,3566.2 +8341.8,12424,44002,1933.1,1944,65168,-27.59,137.95,-13.3,115.9,80.51,79.68,3566.3 +8231,12355,43661,1945.5,1927,66167,-27.59,155.75,-19,19,21.58,1.66,3566.3 +7928.7,12383,41962,1914.4,1935,64838,-5.34,116.59,16.15,11.4,16.6,11.62,3566.3 +7775.8,12403,41086,1977.6,1987,65225,0.89,-100.57,0,6.65,1.66,0,3566.4 +7655.3,12240,40988,1877.9,1892,65048,-5.34,162.87,27.55,110.2,84.66,87.15,3566.4 +7858.1,12464,41318,1994.5,1988,65750,10.68,-15.13,23.75,38,25.73,20.75,3566.4 +7682.7,12281,40998,1924.2,1965,64175,-10.68,382.7,24.7,75.05,78.02,78.02,3566.5 +8812.2,12766,45238,2015.8,2042,64697,-2.67,114.81,25.65,7.6,17.43,14.94,3566.7 +8446.1,12326,44907,2015,1986,66492,20.47,502.85,69.35,256.5,173.47,213.31,3566.7 +4614.3,5982,50552,2605.9,2590,65939,20.47,687.08,45.6,238.45,214.14,209.16,3566.8 +8687.7,12910,44102,2054.1,2094,64288,99.68,8512,317.3,2470,1109.7,1764.6,3566.9 +8594.6,12873,43755,2041.7,2077,64421,-13.35,246.53,13.3,27.55,19.92,2.49,3566.9 +8418.2,12555,43942,1969.6,1999,64571,120.15,8018,321.1,2409.2,1130.5,1829.3,3566.9 +8718.1,13291,42988,2178.7,2171,65769,76.54,2726.1,162.45,1360.4,715.46,854.9,3566.9 +7921.3,12226,42461,1950,1942,65806,-4.45,21.36,-8.55,20.9,-18.26,0,3566.9 +8032.1,12362,42581,1986.5,1982,65684,8.01,-8.9,-23.75,48.45,10.79,3.32,3566.9 +8611.3,13326,42349,2173.4,2186,65158,-0.89,-115.7,0.95,-7.6,-7.47,8.3,3567 +7619,12082,41328,1899.3,1906,65304,48.06,1837,94.05,850.25,493.85,610.05,3567 +7374,12087,39982,1852.1,1875,64735,2.67,-48.95,-19,-19.95,-16.6,-8.3,3567.1 +7516.1,12175,40458,1926.8,1947,64858,-6.23,128.16,-2.85,1.9,26.56,23.24,3567.1 +7619,12150,41096,1809.4,1810,65513,16.91,-63.19,-11.4,-4.75,1.66,-2.49,3567.1 +8074.2,12492,42359,1925.1,1932,65301,-11.57,794.77,3.8,226.1,181.77,182.6,3567.1 +9560.9,14494,43230,2125.3,2094,66516,182.45,11327,476.9,3401.9,1522.2,2407.8,3567.2 +8758.8,12820,44775,2050.6,2052,65490,12.46,156.64,1.9,86.45,76.36,67.23,3567.3 +6795.3,9917,44907,2913.9,2921,65376,0.89,64.97,-29.45,7.6,-0.83,-1.66,3567.3 +8495.6,12634,44069,1958.9,1966,65299,141.51,8512,350.55,2578.3,1108.9,1782.8,3567.3 +8718.6,12450,45894,1869,1874,65361,-1.78,695.98,25.65,227.05,166.83,163.51,3567.4 +8646.5,12674,44710,1924.2,1942,64935,16.91,687.97,70.3,239.4,143.59,166,3567.4 +8799.4,13078,44095,2233,2242,65273,-7.12,125.49,-4.75,40.85,17.43,25.73,3567.4 +8307,12474,43643,2086.2,2090,65416,-22.25,-105.02,5.7,-12.35,-10.79,-3.32,3567.5 +8879.8,12796,45479,1877.9,1903,64672,-20.47,127.27,-4.75,3.8,3.32,2.49,3567.5 +8468.2,12639,43909,2031.9,2031,65564,4.45,260.77,-14.25,24.7,22.41,32.37,3567.6 +6531.7,10145,42194,2435,2421,65916,-8.01,-56.07,-0.95,30.4,-3.32,-4.15,3567.6 +4018.5,5896,44667,2650.4,2636,65895,-11.57,256.32,16.15,81.7,33.2,17.43,3567.7 +8768.1,13207,43509,2258.8,2259,65531,0,254.54,39.9,145.35,101.26,126.99,3567.8 +8208,12470,43137,1953.5,1942,65926,8.01,169.1,13.3,41.8,14.11,18.26,3567.8 +8708.3,12403,46014,1806.7,1815,65236,42.72,2019.4,139.65,925.3,499.66,578.51,3568 +8732.8,12483,45847,1920.6,1939,64915,4.45,-64.08,-6.65,26.6,24.07,4.98,3568 +9145.9,13150,45580,1996.3,2030,64447,128.16,7982.4,321.1,2454.8,1137.9,1850.1,3568 +8880.3,12762,45602,1900.2,1950,63861,15.13,12.46,5.7,14.25,16.6,12.45,3568 +9214,13086,46144,2040.8,2074,64486,19.58,178.89,9.5,106.4,92.96,93.79,3568 +9088.5,12871,46277,1924.2,1955,64503,-16.91,143.29,-21.85,95.95,56.44,66.4,3568.1 +8237.4,12383,43596,1976.7,2015,64290,32.93,681.74,45.6,241.3,197.54,189.24,3568.1 +8681.8,12672,44900,1938.4,1940,65483,13.35,-98.79,-4.75,2.85,0,16.6,3568.2 +8225.6,12583,42842,2053.2,2051,65607,59.63,2125.3,113.05,894.9,506.3,609.22,3568.3 +8623,13442,42041,2114.6,2118,65432,105.91,2574.8,184.3,1193.2,755.3,907.19,3568.3 +7922.3,12443,41726,1947.3,1979,64487,-8.9,139.73,12.35,95,82.17,78.02,3568.4 +7671.4,11813,42560,1903.7,1909,65354,55.18,1881.5,98.8,817,502.15,611.71,3568.4 +7950.7,12609,41324,2002.5,2021,64936,72.09,1642,149.15,791.35,516.26,659.02,3568.4 +7712.6,12315,41044,1896.6,1899,65453,-6.23,-89,-6.65,-5.7,-13.28,5.81,3568.5 +8555.4,12775,43889,2015,2019,65405,37.38,760.95,57.95,225.15,194.22,182.6,3568.5 +8455,12827,43198,2050.6,2063,65141,19.58,732.47,74.1,228,169.32,195.05,3568.5 +8674.5,13603,41792,2093.3,2067,66369,33.82,-63.19,17.1,8.55,4.98,32.37,3568.5 +7970.8,12397,42137,1958.9,1981,64805,23.14,207.37,13.3,22.8,36.52,21.58,3568.6 +9295.8,13091,46536,2019.4,2035,65034,76.54,1920.6,136.8,828.4,501.32,617.52,3568.7 +8841.1,12627,45886,1978.5,1975,65651,13.35,507.3,50.35,240.35,153.55,164.34,3568.7 +8503,12618,44163,1958.9,1962,65432,-1.78,93.45,7.6,77.9,36.52,57.27,3568.7 +8651.9,12458,45514,1936.6,1934,65625,59.63,1990,107.35,880.65,498,586.81,3568.8 +8743.6,12628,45377,1929.5,1924,65724,13.35,131.72,3.8,22.8,10.79,-7.47,3568.8 +8685.7,12680,44892,1987.4,1976,65913,58.74,1813.8,151.05,860.7,504.64,582.66,3568.8 +8261.4,12223,44295,1939.3,1947,65277,12.46,702.21,31.35,240.35,151.89,143.59,3568.8 +7863,12166,42357,2006.9,1986,66227,124.6,7684.3,315.4,2300.9,1122.2,1855,3569 +9230.1,14019,43149,2161.8,2135,66359,64.08,2438.6,166.25,1087.8,636.61,745.34,3569 +8270.7,12419,43645,1912.6,1927,65047,8.9,133.5,-9.5,59.85,24.9,14.11,3569.1 +8473.1,12391,44814,1913.5,1927,65077,14.24,1834.3,116.85,791.35,495.51,618.35,3569.1 +9241.4,13374,45285,2185.8,2206,64937,80.99,2679.8,186.2,1289.2,764.43,947.03,3569.3 +8649.5,12502,45341,1904.6,1874,66606,-9.79,-120.15,-12.35,-4.75,-13.28,7.47,3569.3 +8809.7,12502,46181,2050.6,2038,65940,-1.78,507.3,48.45,219.45,159.36,148.57,3569.3 +8776.9,12603,45640,1929.5,1931,65486,2.67,-75.65,0.95,-1.9,8.3,6.64,3569.4 +9870.6,13207,48980,2346.9,2355,65311,183.34,13510,556.7,4064.1,1703.2,2719.9,3569.4 +9036.1,12942,45757,2010.5,2042,64525,-0.89,138.84,5.7,20.9,28.22,21.58,3569.4 +8796,12611,45710,1962.4,1955,65786,24.03,-75.65,19,14.25,0.83,-1.66,3569.5 +8692.1,12495,45590,1947.3,1963,65013,14.24,-48.95,28.5,30.4,21.58,21.58,3569.5 +9169.9,12977,46309,2029.2,2034,65381,142.4,7949.5,326.8,2361.7,1161.2,1906.5,3569.5 +8484.4,12670,43886,2039,2030,65826,16.91,148.63,-0.95,30.4,37.35,43.99,3569.6 +8136,12648,42157,2079.9,2092,65158,8.01,-7.12,-6.65,11.4,6.64,0,3569.7 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+7654.8,12156,41269,2038.1,2040,65475,173.55,7764.4,342.95,2495.6,1132.9,1801.9,3577.6 +8225.1,12620,42713,1968.7,1960,65826,-3.56,146.85,-18.05,34.2,26.56,20.75,3577.7 +9226.2,13270,45565,2469.8,2438,66389,5.34,-16.91,-19,19,10.79,10.79,3577.8 +5133.7,7054,47696,2718.1,2734,65154,40.94,1336.8,88.35,590.9,468.95,507.13,3577.8 +8641.6,12629,44844,1935.8,1925,65902,23.14,155.75,21.85,97.85,97.94,93.79,3577.9 +8626.5,12563,45001,1941.1,1955,65070,16.91,306.16,24.7,125.4,87.15,87.15,3577.9 +8315.3,12178,44749,1834.3,1830,65690,16.91,-91.67,8.55,-17.1,0.83,-4.15,3577.9 +7893.9,11938,43335,1841.4,1846,65373,40.05,-59.63,18.05,-7.6,-6.64,7.47,3577.9 +8173.7,12380,43269,2000.7,1996,65691,8.9,244.75,6.65,28.5,11.62,9.96,3577.9 +8209.5,12383,43448,2043.4,2075,64539,124.6,8911.6,351.5,2540.3,1135.4,1791.1,3577.9 +7548.9,12158,40692,2051.4,2090,64327,14.24,369.35,35.15,85.5,87.98,84.66,3578 +7704.8,12303,41042,1988.3,1963,66379,22.25,-71.2,-1.9,15.2,-0.83,9.96,3578 +7536.7,12126,40733,1919.7,1930,65187,129.94,7922.8,338.2,2514.6,1132.9,1833.5,3578.2 +7798.8,12380,41285,1992.7,2012,64908,1.78,167.32,32.3,117.8,115.37,95.45,3578.2 +7993.4,12306,42569,2017.6,2018,65524,153.97,7896.1,324.9,2352.2,1165.3,1907.3,3578.3 +8264.3,12634,42869,2065.7,2030,66688,15.13,212.71,37.05,30.4,-3.32,-1.66,3578.3 +7992.9,12594,41593,2055,2066,65187,126.38,8004.7,354.35,2454.8,1197.7,1916.5,3578.4 +8297.7,12411,43816,1861.9,1871,65217,9.79,8.01,-18.05,-0.95,-6.64,4.15,3578.4 +8069.8,12271,43099,1919.7,1931,65154,-4.45,-4.45,12.35,5.7,-22.41,31.54,3578.6 +8142.8,12839,41565,2022.1,2019,65636,55.18,2057.7,109.25,920.55,532.86,644.08,3578.6 +7752.8,12434,40863,1993.6,2038,64108,-15.13,-78.32,-21.85,-15.2,-13.28,-11.62,3578.7 +7892.9,12650,40891,2020.3,2062,64211,-6.23,96.12,-8.55,17.1,9.96,8.3,3578.7 +8522.1,13578,41133,2322.9,2366,64342,-6.23,178,-33.25,-10.45,-12.45,5.81,3578.7 +7929.2,12551,41403,2031.9,2051,64925,129.05,8359.8,341.05,2438.6,1137.9,1832.6,3578.8 +7826.8,12223,41965,1879.7,1951,63140,45.39,2164.5,141.55,871.15,495.51,606.73,3578.8 +9412.4,13687,45068,1903.7,1939,64343,16.02,2120,104.5,912.95,572.7,687.24,3579.1 +8871.9,12992,44753,2092.4,2084,65800,118.37,8590.3,344.85,2584,1146.2,1799.4,3579.2 +8028.7,12307,42753,1928.6,1939,65186,-21.36,38.27,-8.55,14.25,30.71,25.73,3579.4 +8384.9,12821,42860,2028.3,2037,65256,-8.01,557.14,28.5,229.9,153.55,176.79,3579.4 +7931.1,12281,42324,1936.6,1949,65120,11.57,-51.62,13.3,14.25,14.94,11.62,3579.4 +8027.2,12494,42106,2062.1,2078,65035,18.69,495.73,14.25,253.65,166.83,165.17,3579.4 +8289.3,12970,41885,2136,2142,65352,13.35,-97.9,-8.55,26.6,0.83,13.28,3579.4 +4701.6,7042,43755,2584.6,2566,66010,48.95,1336.8,83.6,550.05,370.18,351.09,3579.5 +7891,12338,41915,1927.7,1910,66145,23.14,146.85,42.75,26.6,39.01,42.33,3579.6 +8809.7,12922,44680,1960.7,2010,63928,45.39,2049.7,107.35,879.7,518.75,620.84,3579.7 +8006.6,12138,43230,1846.8,1886,64172,-23.14,414.74,19.95,100.7,65.57,80.51,3579.7 +9042.5,13679,43322,2264.2,2287,64881,18.69,701.32,53.2,324.9,230.74,239.87,3579.7 +9017.5,12875,45901,1951.8,1995,64116,0,-97.9,-15.2,-21.85,19.92,-17.43,3579.7 +10541,15070,45840,2265.9,2298,64622,-11.57,-138.84,3.8,3.8,-13.28,-6.64,3579.8 +9354.1,13250,46266,2031,2018,65958,67.64,1894.8,146.3,893,517.92,622.5,3579.8 +8132,12123,43961,1924.2,1915,65850,16.02,453.9,57.95,109.25,106.24,104.58,3579.9 +8541.7,12395,45162,1921.5,1967,64020,37.38,1969.6,106.4,877.8,483.06,538.67,3580 +8126.7,12524,42525,2024.8,2028,65431,-41.83,134.39,-11.4,1.9,6.64,-13.28,3580.1 +7836.6,12469,41188,2015.8,2021,65369,21.36,89,6.65,12.35,0.83,4.98,3580.1 +7560.7,12098,40957,1930.4,1910,66236,18.69,507.3,50.35,260.3,166,151.89,3580.1 +7964.5,12659,41232,2017.6,2023,65362,16.91,-63.19,7.6,9.5,-0.83,2.49,3580.1 +8005.1,12614,41591,2033.7,2050,65013,6.23,207.37,19.95,142.5,91.3,84.66,3580.1 +7681.2,12419,40534,2018.5,2023,65391,9.79,129.94,2.85,-7.6,3.32,3.32,3580.2 +7561.2,12099,40956,1966.9,2003,64355,143.29,8437.2,336.3,2595.4,1049.1,1645.9,3580.2 +8063.9,12511,42241,1974.9,1983,65269,-5.34,-61.41,9.5,20.9,4.15,0.83,3580.2 +7880.2,12481,41378,1967.8,1973,65363,9.79,49.84,-16.15,43.7,17.43,10.79,3580.3 +3833.8,5845,42985,2686,2645,66552,5.34,-26.7,4.75,-8.55,-12.45,8.3,3580.3 +3966.1,5678,45777,2978.8,3002,65030,3.56,140.62,13.3,-10.45,-16.6,-3.32,3580.4 +8313.8,12450,43763,1925.1,1926,65504,27.59,179.78,2.85,128.25,86.32,86.32,3580.4 +8798.9,12926,44611,2186.7,2206,64964,5.34,-83.66,5.7,22.8,-4.15,1.66,3580.5 +8936.6,13099,44711,2210.8,2223,65175,140.62,8672.2,342,2738.8,1177.8,1855.9,3580.5 +8262.4,12732,42529,1945.5,2008,63497,-10.68,440.55,13.3,115.9,58.93,76.36,3580.6 +8558.3,13246,42343,2200.1,2218,65007,0,-47.17,9.5,-7.6,14.11,0,3580.8 +5719.3,8507,44060,3131,3135,65453,10.68,137.06,10.45,91.2,68.06,43.16,3580.9 +8202.6,12423,43272,1925.1,1923,65607,-15.13,257.21,-1.9,48.45,0,9.96,3581 +8568.1,12727,44121,2014.1,2019,65376,20.47,428.98,29.45,218.5,178.45,185.92,3581 +8278.5,12474,43494,1895.7,1918,64774,-7.12,-8.9,-0.95,-2.85,4.15,0.83,3581 +8561.8,13061,42960,2031.9,2081,63989,-18.69,242.97,7.6,44.65,17.43,30.71,3581 +9241.9,13611,44499,2442.2,2443,65513,196.69,12928,510.15,3844.6,1600.2,2571.3,3581 +8845,13043,44443,2095.1,2131,64431,-2.67,34.71,6.65,0.95,2.49,0,3581.1 +4494.8,6184,47634,3390.9,3388,65592,311.5,19417,743.85,5628.8,2585.4,4125.9,3581.1 +9155.2,12801,46871,1913.5,1909,65690,16.91,10.68,0.95,58.9,26.56,0.83,3581.1 +9102.2,12930,46135,1932.2,1958,64672,11.57,729.8,34.2,250.8,175.96,149.4,3581.1 +8840.1,12551,46159,1936.6,1955,64921,30.26,1938.4,98.8,883.5,498,606.73,3581.2 +9065,13062,45482,1986.5,2050,63505,-8.01,465.47,34.2,214.7,136.95,161.02,3581.2 +8770.5,12667,45377,2002.5,2011,65259,-16.91,179.78,-22.8,12.35,6.64,-7.47,3581.3 +8514.2,12799,43596,1939.3,1963,64745,-18.69,259.88,-22.8,12.35,14.94,16.6,3581.3 +8463.8,12653,43838,2015,2013,65600,-1.78,116.59,-20.9,39.9,27.39,29.05,3581.3 +8341.3,12394,44106,1852.1,1870,64908,16.02,97.9,-29.45,-13.3,-34.03,7.47,3581.4 +8034.5,12446,42307,2020.3,2062,64211,139.73,7702.9,277.4,2113.8,1065.7,1815.2,3581.4 +8007.6,12429,42223,1974,1981,65305,16.02,-33.82,-20.9,26.6,-15.77,9.96,3581.5 +8066.4,12762,41423,1939.3,1998,63611,-10.68,140.62,-20.9,-7.6,-3.32,18.26,3581.5 +8354,12639,43317,2040.8,2075,64455,139.73,9016.6,342,2605.8,1083.2,1727.2,3581.6 +9593.7,13954,45058,2369.2,2402,64641,7.12,758.28,20.9,312.55,211.65,237.38,3581.7 +8908.2,12958,45054,2014.1,2046,64513,12.46,177.11,6.65,99.75,63.91,68.89,3581.7 +7571.5,10567,46958,2402.1,2407,65403,-9.79,75.65,-12.35,8.55,5.81,9.96,3581.8 +9074.8,12855,46264,1905.5,1959,63746,-22.25,173.55,-0.95,8.55,-4.15,-9.96,3581.9 +8407.9,12409,44405,1901.9,1933,64483,48.06,-71.2,33.25,50.35,22.41,23.24,3581.9 +8519.1,12551,44483,2059.5,2051,65806,11.57,235.85,31.35,19.95,26.56,18.26,3581.9 +7692,12014,41960,1802.3,1854,63707,-18.69,469.03,24.7,228,136.12,165.17,3582 +7807.7,12387,41308,1947.3,1975,64617,-7.12,169.1,19,4.75,14.11,-5.81,3582 +7722.4,12307,41123,1895.7,1943,63941,-0.89,-8.9,-10.45,19.95,19.92,14.94,3582 +8101.7,12478,42551,1991.8,1978,65994,12.46,136.17,-31.35,-14.25,19.92,16.6,3582.1 +7735.6,12190,41588,1936.6,1966,64557,-11.57,-103.24,2.85,-5.7,9.96,-4.15,3582.1 +7823.3,12439,41218,1969.6,2019,63932,4.45,-23.14,11.4,34.2,32.37,15.77,3582.1 +7583.2,12087,41117,1870.8,1891,64835,32.93,143.29,36.1,44.65,58.93,60.59,3582.1 +7829.2,12487,41090,1944.7,1975,64529,-4.45,-13.35,39.9,30.4,22.41,6.64,3582.2 +7458.8,11920,41008,1886.8,1940,63739,1.78,392.49,8.55,199.5,146.08,168.49,3582.2 +7818.4,12279,41729,1950,2007,63674,98.79,8113.2,312.55,2420.6,1104.7,1782.8,3582.2 +7921.8,12379,41939,1903.7,1947,64079,-16.91,356.89,13.3,122.55,61.42,48.14,3582.3 +8269.7,12659,42813,2071.9,2083,65187,112.14,8834.1,337.25,2543.1,1101.4,1755.4,3582.3 +8210,12394,43412,1936.6,1946,65221,108.58,7801.7,326.8,2371.2,1123.8,1835.1,3582.3 +8050.7,12459,42348,1971.3,1995,64759,25.81,183.34,31.35,148.2,79.68,92.13,3582.4 +8162.9,12643,42313,1968.7,1987,64932,16.91,364.9,46.55,218.5,146.91,181.77,3582.4 +7009.5,10601,43333,2321.1,2333,65202,81.88,3254.7,202.35,1475.3,905.53,1130.5,3582.4 +8183.5,12573,42656,1979.4,1997,64957,-26.7,-121.93,-37.05,-9.5,9.96,-3.32,3582.5 +8044.3,12400,42516,1990,2004,65079,-15.13,-56.96,-38,-1.9,17.43,4.15,3582.6 +7955.2,12523,41631,1992.7,2015,64811,33.82,1719.5,61.75,789.45,551.12,632.46,3582.6 +7561.2,12118,40892,1912.6,1922,65216,-14.24,-105.91,3.8,-0.95,-9.13,0,3582.7 +7979.7,12772,40945,2017.6,2052,64438,-3.56,-27.59,-16.15,-12.35,5.81,16.6,3582.7 +7542.6,12112,40812,1911.7,1972,63533,6.23,345.32,9.5,85.5,68.89,93.79,3582.8 +7771.9,12375,41159,1929.5,1959,64550,-9.79,454.79,20.9,208.05,138.61,170.15,3582.8 +7870.9,12618,40880,2117.3,2174,63827,113.92,8233.4,335.35,2346.5,1081.5,1811.9,3582.8 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+8362.3,12599,43498,1976.7,1955,66263,57.85,2058.6,154.85,931,488.04,595.94,3609.4 +8515.2,12644,44136,1963.3,1952,65917,9.79,-59.63,-6.65,7.6,24.9,22.41,3609.5 +8394.7,12508,43984,2018.5,2028,65230,45.39,1804.9,153.9,869.25,511.28,631.63,3609.5 +8357.9,12670,43232,1911.7,1950,64249,-10.68,99.68,18.05,6.65,2.49,0,3609.6 +7487.2,12155,40369,1917.1,1931,65063,4.45,-82.77,-38,-19,-35.69,-19.92,3609.7 +8249.2,13329,40559,2351.4,2389,64504,-12.46,123.71,-1.9,26.6,8.3,24.9,3609.7 +7690.1,12520,40254,2081.7,2104,64842,108.58,7534.7,257.45,2197.3,1107.2,1840.1,3609.7 +7874.3,12438,41490,1939.3,1958,64910,16.91,544.68,9.5,200.45,142.76,169.32,3609.8 +8002.2,12615,41572,1992.7,1987,65724,-28.48,-38.27,0,31.35,11.62,15.77,3609.8 +8174.2,12327,43458,1922.4,1943,64841,-12.46,166.43,-13.3,17.1,19.09,0.83,3609.9 +8423.6,12727,43376,1997.2,2003,65345,-21.36,-7.12,-19,-25.65,-4.98,3.32,3610 +8377,12395,44292,1910.8,1947,64319,29.37,-32.93,8.55,23.75,45.65,7.47,3610 +8297.2,12470,43606,1975.8,1954,66267,2.67,-81.88,29.45,2.85,19.09,25.73,3610.1 +8040.4,12607,41797,2083.5,2107,64805,-17.8,253.65,9.5,112.1,85.49,78.85,3610.2 +7471,12044,40653,1898.4,1880,66176,17.8,145.96,-3.8,116.85,62.25,82.17,3610.3 +9134.6,14238,42046,2131.6,2122,65831,-1.78,249.2,11.4,33.25,30.71,26.56,3610.3 +7163.3,12027,39033,1909,1899,65883,28.48,-114.81,28.5,3.8,13.28,24.07,3610.3 +7217.2,12048,39259,2009.6,1984,66382,97.01,2033.7,141.55,874.95,537.84,620.01,3610.3 +8010,12723,41260,2155.6,2135,66168,0.89,223.39,13.3,30.4,24.9,22.41,3610.4 +7996.8,12583,41650,1998,1975,66301,38.27,242.08,15.2,132.05,95.45,112.88,3610.4 +7552.4,12313,40198,1941.1,1949,65270,4.45,-59.63,-5.7,22.8,-11.62,12.45,3610.5 +8196.2,12469,43079,1863.7,1857,65771,1.78,435.21,40.85,119.7,83.83,92.13,3610.5 +7576.4,12342,40231,2002.5,2054,63893,-28.48,68.53,-20.9,6.65,-24.9,2.49,3610.5 +8915.5,13405,43587,2295.3,2297,65488,5.34,323.96,28.5,167.2,95.45,112.88,3610.6 +8464.8,12426,44644,1909.9,1914,65397,-7.12,-121.04,5.7,-6.65,-29.05,-4.15,3610.6 +9979.3,14935,43790,3198.7,3159,66359,44.5,2193.8,144.4,874.95,685.58,753.64,3610.7 +7928.2,12499,41570,2095.9,2083,65943,20.47,167.32,58.9,110.2,48.97,84.66,3610.8 +7893.4,12465,41500,1986.5,2001,65060,14.24,-119.26,18.05,7.6,-16.6,-0.83,3610.8 +7695.5,12295,41019,1889.5,1911,64798,0,340.87,36.1,186.2,144.42,174.3,3611 +7816,12262,41774,1966.9,1970,65433,9.79,18.69,5.7,44.65,39.84,24.9,3611 +8374.1,12846,42722,2070.1,2078,65288,135.28,8646.3,314.45,2517.5,1146.2,1818.5,3611.1 +8273.7,12450,43552,1921.5,1926,65383,-10.68,87.22,-13.3,2.85,-11.62,-10.79,3611.2 +8676.4,12678,44851,1935.8,1958,64791,2.67,-99.68,-10.45,-30.4,-8.3,-10.79,3611.3 +8420.7,12355,44667,1988.3,1991,65446,89.89,8225.4,294.5,2460.5,1070.7,1714.8,3611.3 +8667.1,12758,44522,2007.8,2018,65206,-1.78,139.73,-5.7,56.05,34.86,24.07,3611.3 +6850.7,10427,43058,2700.3,2719,65084,8.9,597.19,18.05,168.15,157.7,166,3611.4 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+8006.1,12511,41938,1977.6,1999,64834,-1.78,111.25,8.55,72.2,60.59,68.06,3612.6 +7940,12459,41765,1880.6,1915,64358,-15.13,-123.71,-16.15,-4.75,-14.11,-14.94,3612.7 +8081.6,12570,42135,1908.2,1934,64660,-14.24,-150.41,7.6,-15.2,0.83,0.83,3612.7 +7993.4,12309,42559,1868.1,1861,65786,18.69,89.89,20.9,83.6,99.6,82.17,3612.8 +8043.4,12331,42748,1887.7,1919,64467,-25.81,-58.74,-4.75,24.7,10.79,-25.73,3612.8 +8041.4,12431,42394,1886.8,1915,64571,-1.78,-113.03,2.85,3.8,-22.41,-14.94,3613.2 +8795.5,13317,43285,2141.3,2161,64940,-16.02,157.53,-12.35,-18.05,16.6,12.45,3613.2 +8269.2,12338,43924,1982.9,2022,64269,34.71,1666.1,95.95,823.65,513.77,624.99,3613.3 +8533.8,12695,44055,2039,2039,65536,-9.79,16.02,5.7,36.1,46.48,25.73,3613.4 +8559.3,12611,44481,2019.4,1975,67010,26.7,127.27,32.3,29.45,26.56,47.31,3613.4 +8675,12862,44202,2273.1,2250,66208,32.93,9.79,41.8,44.65,24.9,60.59,3613.4 +8623.5,12739,44364,2005.2,1991,66002,36.49,56.07,31.35,57.95,34.03,34.03,3613.4 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+7174.6,11610,40499,1871.7,1898,64627,23.14,2102.2,105.45,834.1,500.49,612.54,3614.1 +8767.6,14509,39602,2243.7,2281,64464,-29.37,38.27,-9.5,14.25,-4.15,3.32,3614.2 +7337.3,12383,38832,2060.3,2107,64085,105.91,7632.6,287.85,2214.4,1074.8,1806.1,3614.2 +7595.5,12618,39450,2003.4,2058,63797,-3.56,194.91,-1.9,114,53.12,67.23,3614.3 +7521,12352,39904,1982,2000,64947,9.79,374.69,-19,114.95,75.53,85.49,3614.3 +7318.1,12274,39075,1942.9,1954,65163,-3.56,-76.54,-6.65,-17.1,17.43,12.45,3614.3 +7610.7,12315,40501,2180.5,2171,65823,19.58,-0.89,10.45,40.85,21.58,19.09,3614.4 +7548.5,12380,39959,1997.2,2024,64667,24.92,60.52,-23.75,5.7,6.64,-0.83,3614.4 +7660.7,12324,40738,1949.1,1952,65439,23.14,721.79,38.95,247,177.62,166,3614.4 +7949.3,12667,41128,2013.2,2063,63953,53.4,1919.7,113.05,909.15,497.17,605.9,3614.4 +9420.3,13858,44549,2394.1,2406,65212,-15.13,-6.23,-11.4,-0.95,-0.83,16.6,3614.5 +8487.8,12679,43872,1931.3,1907,66371,30.26,162.87,4.75,17.1,-20.75,6.64,3614.6 +8329.5,12862,42442,2035.4,2078,64193,-3.56,3.56,5.7,4.75,-0.83,4.98,3614.7 +7978.2,12727,41083,2037.2,2055,64969,-2.67,76.54,-5.7,23.75,15.77,2.49,3614.8 +7687.6,12571,40078,2028.3,2043,65065,-3.56,-53.4,-0.95,2.85,4.98,8.3,3614.8 +7314.2,11931,40176,1812,1823,65142,57.85,2039.9,102.6,822.7,512.94,645.74,3614.8 +8581.4,14279,39386,2187.6,2215,64726,128.16,9928,361.95,3027.6,1311.4,2110.7,3614.8 +7275,12218,39022,1979.4,2010,64537,12.46,-54.29,5.7,0.95,7.47,8.3,3614.9 +7352,12292,39198,2001.6,2032,64556,-0.89,43.61,15.2,7.6,-3.32,17.43,3614.9 +7270.1,12357,38558,2075.5,2117,64251,-0.89,-50.73,24.7,5.7,9.96,14.94,3614.9 +7064.3,11890,38938,1928.6,1974,64030,49.84,2125.3,116.85,893,471.44,549.46,3614.9 +7150.1,12018,38990,1838.7,1862,64717,16.91,-40.94,-19,-0.95,6.64,-9.13,3615 +7656.3,12467,40247,2006.9,1991,66061,1.78,-21.36,9.5,36.1,36.52,20.75,3615.1 +3981.3,5825,44792,2429.7,2450,64993,17.8,496.62,33.25,241.3,169.32,192.56,3615.2 +8241.3,12446,43396,1929.5,1950,64848,141.51,8716.7,351.5,2619.1,1071.5,1670,3615.2 +8452,12673,43708,2108.4,2113,65394,105.91,9143,317.3,2603.9,1087.3,1736.4,3615.3 +8205,12770,42109,1973.1,2006,64462,26.7,2116.4,97.85,851.2,478.91,579.34,3615.4 +9505,15387,40484,2041.7,2091,63990,-9.79,188.68,0.95,122.55,84.66,83,3615.5 +7250.5,12212,38910,2032.8,2016,66081,16.02,-37.38,8.55,29.45,14.11,12.45,3615.5 +7806.2,12550,40764,2036.3,2006,66527,39.16,43.61,19,60.8,35.69,39.84,3615.6 +8322.7,12564,43412,2012.3,1988,66337,8.01,225.17,-1.9,126.35,80.51,80.51,3615.7 +7923.8,12362,42007,1930.4,1914,66098,6.23,-101.46,9.5,24.7,-23.24,0,3615.7 +8046.8,12466,42303,1951.8,1954,65461,-16.91,150.41,-6.65,22.8,13.28,5.81,3615.7 +8755.3,12851,44649,1955.3,1943,65952,8.01,-44.5,0,34.2,7.47,-11.62,3615.9 +8435.4,12494,44247,1914.4,1934,64871,22.25,424.53,24.7,233.7,159.36,182.6,3615.9 +10324,14826,45637,2245.5,2238,65755,-8.01,179.78,0.95,42.75,55.61,19.92,3615.9 +9144.9,13097,45760,2251.7,2233,66085,132.61,8514.6,359.1,2599.2,1111.4,1747.2,3615.9 +8752.9,12907,44443,1995.4,1999,65417,62.3,2135.1,144.4,916.75,512.94,610.05,3616 +8738.2,12946,44235,1958,1970,65137,-14.24,-72.98,14.25,-11.4,-7.47,-2.49,3616 +8482.4,12623,44039,2050.6,2095,64146,110.36,7486.7,286.9,2156.5,1106.4,1867.5,3616 +8496.6,13227,42098,2492.9,2479,65903,88.11,2929.9,201.4,1433.5,750.32,894.74,3616.1 +7962.5,12829,40676,2252.6,2301,64157,126.38,8943.6,371.45,2603,1088.1,1749.6,3616.1 +7150.1,12015,39000,1978.5,1995,64993,120.15,7418.1,334.4,2287.6,1140.4,1913.1,3616.2 +7852.3,12666,40629,2152.9,2186,64544,18.69,425.42,24.7,120.65,102.92,89.64,3616.2 +8030.1,13138,40056,2123.5,2146,64850,-35.6,-68.53,-7.6,-7.6,1.66,-14.11,3616.2 +5609,8963,41012,2515.1,2483,66384,2.67,87.22,-20.9,82.65,22.41,39.84,3616.3 +9022.4,14382,41113,2114.6,2142,64699,-8.9,41.83,14.25,62.7,25.73,23.24,3616.3 +7506.8,12482,39414,2089.7,2098,65277,5.34,-82.77,13.3,9.5,-1.66,-2.49,3616.3 +9170.8,14343,41903,2128.9,2119,65842,-8.9,-71.2,-30.4,0.95,-20.75,10.79,3616.3 +8520.6,12522,44594,1908.2,1918,65200,-3.56,-27.59,-20.9,2.85,21.58,13.28,3616.4 +8061,12594,41947,2057.7,2054,65653,22.25,532.22,49.4,230.85,170.15,173.47,3616.4 +8811.2,14022,41182,2051.4,2054,65455,-0.89,272.34,36.1,73.15,61.42,46.48,3616.4 +9431,14235,43419,2170.7,2155,66014,0.89,223.39,-21.85,158.65,105.41,92.13,3616.5 +9636.8,14559,43379,2089.7,2095,65371,31.15,752.05,84.55,338.2,259.79,273.07,3616.6 +8896,12874,45285,1958,1998,64224,-0.89,55.18,34.2,23.75,46.48,32.37,3616.6 +8131.1,12882,41366,2035.4,2054,64943,-3.56,-23.14,1.9,7.6,-10.79,14.94,3616.6 +4310.5,7019,40247,3378.4,3423,64683,-2.67,1214.8,57.95,393.3,341.96,378.48,3616.7 +7325.5,12294,39050,1895.7,1954,63581,-23.14,0,-8.55,0.95,-25.73,-6.64,3616.7 +7316.7,12342,38852,2023.9,2054,64574,24.92,-60.52,37.05,28.5,8.3,25.73,3616.9 +7226,11772,40228,1975.8,1980,65397,127.27,8051.8,325.85,2431.1,1110.5,1764.6,3617 +7524,12159,40553,1967.8,1979,65165,-4.45,-122.82,16.15,-19,3.32,0,3617 +7999.3,12590,41639,2443.9,2494,64221,0,94.34,11.4,30.4,26.56,19.92,3617 +8787.7,12899,44648,2018.5,2051,64498,24.03,16.91,-27.55,54.15,41.5,14.11,3617.1 +8669.1,12583,45151,1878.8,1923,64029,-11.57,-89.89,-18.05,-19,-10.79,-1.66,3617.2 +4166.5,5884,46406,2746.5,2760,65216,-0.89,8.9,12.35,70.3,34.86,37.35,3617.2 +4294.4,6021,46742,2914.8,2885,66212,6.23,-53.4,7.6,30.4,-4.15,18.26,3617.3 +8241.8,12579,42939,1987.4,1959,66485,7.12,-100.57,5.7,-6.65,11.62,-0.83,3617.4 +7862.5,12442,41415,2071.9,2094,64845,17.8,459.24,31.35,240.35,141.93,158.53,3617.4 +7372.1,12045,40111,1928.6,1934,65354,151.3,7956.6,368.6,2432.9,1123.8,1845.9,3617.6 +6986.4,11482,39877,2997.5,2954,66502,54.29,849.06,89.3,388.55,271.41,313.74,3617.6 +8105.6,12267,43304,1868.1,1919,63798,-27.59,28.48,-28.5,0,0,-2.49,3617.7 +8406.9,12602,43720,2003.4,2026,64805,15.13,405.84,12.35,207.1,155.21,190.9,3617.7 +8817.5,12661,45641,1906.4,1937,64500,0.89,147.74,4.75,34.2,35.69,29.88,3617.8 +9374.7,13336,46069,2345.1,2392,64252,184.23,11667,469.3,3520.7,1675.8,2804.6,3617.8 +10642,15238,45771,2129.8,2162,64559,6.23,234.96,59.85,124.45,101.26,104.58,3617.8 +8792.6,12613,45685,1885,1921,64309,-5.34,60.52,-7.6,-14.25,-9.13,-19.92,3617.8 +8385.9,13342,41191,2408.3,2442,64633,85.44,2536.5,170.05,1190.3,781.86,943.71,3618 +7539.6,12182,40561,1892.1,1874,66170,12.46,-80.99,28.5,10.45,11.62,4.15,3618 +7781.7,12417,41071,1888.6,1905,64971,16.91,146.85,3.8,122.55,83.83,80.51,3618.1 +7256.4,11395,41734,2892.5,2871,66027,97.9,3058.9,203.3,1376.5,834.98,1032.5,3618.3 +7904.2,12323,42036,2018.5,2003,66044,13.35,-74.76,20.9,7.6,10.79,27.39,3618.4 +8180.6,12675,42297,1993.6,2023,64584,8.01,113.03,0,14.25,4.15,10.79,3618.4 +8316.8,12754,42735,2036.3,2038,65482,23.14,544.68,50.35,209,182.6,195.05,3618.4 +8327.5,12155,44900,1871.7,1899,64593,98.79,8586.7,327.75,2514.6,993.51,1581.2,3618.5 +8979.3,13254,44399,2258.8,2278,64984,147.74,8467.5,345.8,2501.3,1160.3,1840.1,3618.6 +8079.6,12254,43211,1958,1978,64873,71.2,1661.6,132.05,785.65,509.62,659.02,3618.6 +8264.8,12415,43628,1989.2,1983,65739,11.57,202.92,27.55,105.45,71.38,73.87,3618.6 +9262,14470,41948,2234.8,2258,64862,182.45,9594.2,363.85,2795.8,1353.7,2249.3,3618.7 +8229.1,12727,42374,2007.8,2003,65694,149.52,8608.1,357.2,2504.2,1127.1,1784.5,3618.7 +7552.4,12295,40256,2111.1,2131,64923,13.35,550.02,42.75,202.35,136.12,169.32,3618.7 +7481.8,12190,40224,1866.3,1898,64442,7.12,-100.57,-41.8,-10.45,-19.09,-7.47,3618.8 +8289.8,13338,40732,2299.8,2330,64685,70.31,2708.3,170.05,1351.8,723.76,855.73,3618.8 +7337.8,12190,39449,1985.6,1978,65787,24.92,443.22,25.65,240.35,146.08,150.23,3618.8 +7496.5,12490,39335,1979.4,2000,64860,-5.34,191.35,17.1,31.35,21.58,7.47,3618.9 +7475,12122,40412,1966.9,1982,65037,21.36,381.81,19.95,135.85,93.79,80.51,3618.9 +7619.5,12518,39891,2074.6,2050,66322,86.33,1569.1,116.85,800.85,657.36,623.33,3618.9 +8717.1,12870,44389,2020.3,2038,64967,27.59,0,8.55,33.25,22.41,32.37,3619 +8329,12454,43829,1984.7,1986,65493,12.46,61.41,0.95,25.65,11.62,16.6,3619 +9303.1,12967,47019,1917.9,1939,64825,2.67,229.62,25.65,95.95,76.36,80.51,3619.1 +8367.7,12212,44906,2036.3,2036,65546,8.01,197.58,24.7,115.9,81.34,87.15,3619.1 +9123.8,12803,46703,1977.6,2019,64192,-11.57,56.07,-7.6,6.65,18.26,25.73,3619.2 +8935.6,12475,46942,1923.3,1967,64080,-11.57,339.98,-18.05,75.05,60.59,73.87,3619.2 +8941,12794,45800,2053.2,2110,63773,-9.79,-77.43,-8.55,-4.75,-43.16,-20.75,3619.3 +8569.1,12630,44464,1937.5,1954,64984,-8.01,168.21,17.1,98.8,55.61,73.04,3619.4 +8252.1,12758,42390,2199.2,2210,65215,110.36,8912.5,337.25,2512.8,1194.4,1871.6,3619.4 +7787.6,12497,40839,1998.9,2001,65469,16.02,162.87,17.1,117.8,68.06,62.25,3619.5 +7588.1,12239,40632,1949.1,1963,65072,-1.78,211.82,26.6,123.5,73.87,98.77,3619.6 +8086,12563,42181,1999.8,2003,65432,-15.13,-105.02,-2.85,13.3,6.64,9.96,3619.6 +8982.7,12783,46052,2007.8,2027,64917,113.92,8426.5,356.25,2564.1,1089.8,1766.2,3619.7 +8679.4,12699,44792,1981.1,2011,64563,8.01,189.57,22.8,116.85,83,78.85,3619.7 +9452.1,12977,47735,1984.7,1985,65526,-10.68,-80.1,-11.4,-29.45,-18.26,-8.3,3619.7 +9485.4,13007,47792,1910.8,1935,64717,43.61,1964.2,114.95,906.3,470.61,559.42,3619.7 +9429.6,13590,45473,2186.7,2230,64264,-23.14,14.24,-6.65,-10.45,-27.39,-1.66,3619.8 +8645.6,12138,46679,2791.9,2782,65770,202.92,14349,559.55,4165.8,1685.7,2789.6,3619.8 +9201.2,12963,46518,2009.6,2023,65103,-1.78,221.61,5.7,96.9,48.14,78.85,3619.8 +9320.3,12918,47284,1961.6,2018,63703,-19.58,80.1,5.7,-12.35,12.45,5.81,3619.8 +9053.7,12530,47354,1910.8,1958,63957,43.61,1675,115.9,797.05,451.52,590.13,3619.8 +9492.8,13202,47123,1973.1,2002,64591,-5.34,10.68,31.35,41.8,27.39,18.26,3619.8 +6607.6,9046,47871,2457.3,2450,65731,8.9,-57.85,0.95,25.65,16.6,4.98,3619.8 +9221.8,13011,46450,2003.4,2023,64901,25.81,-48.95,29.45,21.85,14.94,19.09,3619.9 +8881.7,13610,42768,2293.5,2314,64956,184.23,12316,494,3714.5,1514.8,2460.1,3620 +8008.6,13271,39549,2274.8,2311,64511,61.41,2715.4,163.4,1202.7,731.23,908.85,3620.2 +7359.8,12348,39062,1923.3,1932,65241,-0.89,12.46,7.6,23.75,14.11,38.18,3620.2 +7655.8,12417,40407,2086.2,2097,65197,-1.78,684.41,22.8,231.8,160.19,172.64,3620.3 +8607.3,12681,44483,2042.5,2045,65457,10.68,35.6,3.8,47.5,19.92,31.54,3620.5 +8467.2,12568,44152,2021.2,2072,63929,22.25,119.26,31.35,80.75,96.28,94.62,3620.5 +7586.7,12029,41333,1828.9,1838,65213,-7.12,-122.82,-21.85,-29.45,-10.79,-20.75,3620.6 +7336.3,12100,39735,1907.3,1888,66205,72.09,1845,116.85,828.4,501.32,598.43,3620.6 +7992.4,13339,39268,2353.2,2399,64284,-33.82,100.57,-24.7,15.2,-6.64,-7.47,3620.7 +7239.3,12253,38720,1928.6,1949,64851,47.17,1944.7,114,878.75,475.59,566.06,3620.7 +7302,12270,39001,1962.4,2030,63355,-49.84,133.5,-21.85,19.95,0,1.66,3620.8 +7351.5,12209,39462,2041.7,2065,64795,122.82,9014.8,335.35,2577.3,1080.7,1722.3,3620.8 +7434.8,12219,39876,1982.9,2015,64493,-2.67,34.71,-10.45,4.75,8.3,32.37,3620.8 +7173.6,12094,38873,1973.1,1978,65375,124.6,8296.6,336.3,2463.3,1123.8,1804.4,3620.8 +7192.2,12282,38377,1787.1,1834,63861,109.47,7364.8,255.55,2173.6,1056.6,1728.1,3620.9 +7289.7,12431,38431,1978.5,2015,64348,7.12,160.2,15.2,96.9,66.4,83,3620.9 +7135.9,12022,38900,2004.3,2018,65090,43.61,2159.1,133,866.4,483.89,577.68,3620.9 +7420.6,12351,39374,2015,2027,65147,-11.57,148.63,0,-9.5,-0.83,-14.94,3620.9 +7395.1,12178,39797,1904.6,1938,64407,-6.23,-2.67,-16.15,15.2,9.13,5.81,3620.9 +7400,12507,38775,2013.2,2047,64453,17.8,582.06,44.65,245.1,230.74,217.46,3620.9 +7729.3,12527,40436,1957.1,1967,65206,24.03,-61.41,4.75,12.35,9.96,10.79,3620.9 +8701.9,12814,44505,2015.8,2046,64570,121.04,8552,355.3,2582.1,1139.6,1854.2,3621 +8567.7,12661,44348,1918.8,1905,66012,72.09,2057.7,138.7,912,503.81,599.26,3621.1 +8634.8,12619,44844,2013.2,2027,65089,3.56,228.73,-4.75,34.2,23.24,26.56,3621.1 +7946.3,12070,43146,1895.7,1906,65182,-4.45,518.87,38.95,226.1,146.91,164.34,3621.1 +8004.2,12206,42976,1885,1898,65088,0.89,-66.75,-6.65,0,4.98,6.64,3621.2 +8293.3,12346,44023,1876.1,1902,64644,40.94,1915.3,119.7,829.35,518.75,621.67,3621.2 +8120.8,12414,42871,2174.3,2202,64711,0,564.26,55.1,199.5,168.49,173.47,3621.3 +7793.9,12294,41547,1959.8,1942,66136,4.45,130.83,21.85,40.85,23.24,26.56,3621.3 +7472,12040,40672,1907.3,1900,65787,7.12,165.54,29.45,0.95,17.43,16.6,3621.3 +7072.7,11933,38843,2145.8,2137,65806,42.72,1923.3,144.4,872.1,528.71,612.54,3621.5 +6274.9,10200,40317,2460,2424,66508,236.74,13311,584.25,4197.1,1988.7,3263.6,3621.6 +5711.9,8820,42442,2518.7,2480,66559,231.4,16088,607.05,4758.5,2133.9,3446.2,3621.6 +9193.4,13384,45016,2381.6,2383,65499,-14.24,247.42,-7.6,40.85,47.31,21.58,3621.7 +8521.6,12703,43964,2043.4,2059,65041,108.58,9153.6,303.05,2531.8,1135.4,1786.2,3621.7 +8770,12489,46021,1948.2,1981,64451,-40.05,32.04,7.6,6.65,6.64,7.47,3621.7 +8924.9,12795,45713,1881.5,1899,64931,-8.9,-137.06,10.45,0,-8.3,-4.15,3621.7 +5170,7022,48251,2977.1,3018,64647,282.13,17901,644.1,4956.1,2456.8,4059.5,3621.7 +8691.1,12667,44966,1921.5,1915,65759,45.39,1831.6,170.05,880.65,488.04,615.86,3621.8 +7542.6,10518,46997,2401.2,2370,66399,15.13,1000.4,67.45,418,290.5,307.93,3621.8 +8872.4,12726,45691,1949.1,1990,64189,-3.56,-129.94,-20.9,3.8,13.28,-13.28,3621.8 +9754.4,14606,43767,2004.3,2046,64200,0,-121.93,-4.75,-23.75,-14.11,-18.26,3621.8 +8430.5,12531,44090,1887.7,1923,64333,-40.94,146.85,-2.85,-8.55,-5.81,-9.13,3621.8 +6206.8,8642,47069,2876.5,2834,66518,30.26,198.47,30.4,113.05,65.57,78.02,3621.9 +8036,12412,42430,2010.5,1980,66546,37.38,468.14,57.95,255.55,175.96,184.26,3621.9 +7386.3,12146,39854,1930.4,1922,65823,-4.45,-107.69,-2.85,-3.8,10.79,-1.66,3622 +7233.9,12064,39297,1853.9,1828,66463,18.69,485.94,23.75,222.3,158.53,158.53,3622 +7973.3,13259,39410,2225.9,2283,63897,33.82,651.48,50.35,315.4,242.36,258.13,3622 +3674,6461,37267,3220,3213,65679,-14.24,97.9,29.45,-9.5,31.54,20.75,3622 +7230.9,12138,39042,1974.9,1982,65302,34.71,142.4,23.75,104.5,99.6,92.96,3622.1 +7326.5,12262,39157,1992.7,1990,65625,129.94,8703.3,357.2,2546,1103.1,1705.7,3622.1 +7137.8,12022,38911,1966.9,1974,65300,-3.56,-77.43,-5.7,7.6,3.32,4.15,3622.2 +8394.7,13874,39654,1974.9,1970,65699,52.51,683.52,15.2,300.2,204.18,203.35,3622.2 +7603.8,12160,40981,2004.3,1972,66609,129.05,8619.6,324.9,2553.6,1097.3,1728.9,3622.3 +7856.7,12127,42458,1946.4,1947,65517,39.16,623.89,64.6,250.8,188.41,195.88,3622.3 +8511.8,12644,44118,1865.4,1888,64753,2.67,369.35,31.35,82.65,90.47,77.19,3622.4 +8700,12672,44994,1989.2,2000,65180,-11.57,2.67,25.65,19.95,16.6,10.79,3622.4 +8164.4,12166,43980,2006.9,2006,65567,138.84,7865.8,339.15,2237.3,1123.8,1855.9,3622.5 +7924.3,12362,42010,1939.3,1914,66403,11.57,151.3,3.8,99.75,78.02,78.85,3622.5 +7852.3,12174,42271,1886.8,1902,65012,-17.8,-8.9,-27.55,2.85,14.11,3.32,3622.5 +8508.4,14043,39707,2160,2159,65567,20.47,637.24,63.65,290.7,177.62,218.29,3622.8 +7356.4,12325,39116,1934.9,1937,65464,23.14,663.05,51.3,249.85,159.36,175.96,3622.8 +8011.5,12338,42555,1926,1942,64995,13.35,-66.75,16.15,16.15,12.45,21.58,3622.9 +8027.2,12462,42214,1801.4,1802,65513,9.79,272.34,9.5,115.9,79.68,100.43,3622.9 +8082.1,12142,43623,1930.4,1962,64481,47.17,2071,122.55,822.7,501.32,602.58,3623 +8589.7,12927,43547,2112.9,2159,64135,1.78,62.3,13.3,32.3,-1.66,12.45,3623 +6116.2,8581,46711,2411.9,2405,65724,-8.01,163.76,-7.6,15.2,9.96,20.75,3623.1 +9588.8,14252,44093,2255.3,2268,65168,170.88,9388.6,404.7,2806.3,1328.8,2241,3623.1 +9566.8,14124,44390,2068.4,2056,65930,153.08,9394.8,420.85,3069.4,1388.6,2260.1,3623.2 +7592.1,11979,41535,1820.9,1855,64333,-4.45,-63.19,1.9,14.25,10.79,19.92,3623.3 +3713.7,5814,41861,2631.7,2614,65981,114.81,5133.5,333.45,2431.1,1289,1522.2,3623.3 +7669,12106,41516,1892.1,1882,65889,24.03,89.89,0,10.45,13.28,31.54,3623.4 +7296.6,11866,40299,2019.4,1994,66371,146.85,7567.7,323.95,2294.3,1123,1855.9,3623.4 +7592.6,12066,41239,1956.2,1954,65610,19.58,80.99,-11.4,29.45,29.05,13.28,3623.4 +8332.5,12473,43781,1957.1,1961,65406,45.39,525.99,23.75,271.7,162.68,178.45,3623.5 +7939,12300,42300,1881.5,1896,65033,11.57,180.67,15.2,83.6,55.61,82.17,3623.5 +8751.4,12589,45558,2007.8,1993,66024,32.93,192.24,15.2,130.15,90.47,80.51,3623.6 +9499.1,13402,46451,2417.2,2410,65733,-4.45,-53.4,-11.4,16.15,0,-10.79,3623.8 +8526,12494,44722,1931.3,1950,64908,16.02,-20.47,-13.3,-6.65,13.28,-2.49,3623.8 +8297.7,12059,45095,1818.3,1855,64238,-16.02,79.21,-5.7,-14.25,-9.13,0,3623.8 +10207,14833,45096,2144,2117,66372,41.83,707.55,49.4,290.7,235.72,230.74,3623.8 +8191.3,12333,43528,1972.2,1965,65777,36.49,462.8,73.15,263.15,200.03,195.88,3623.9 +8010,12159,43173,1963.3,1963,65547,149.52,7637.1,302.1,2350.3,1164.5,1879.1,3623.9 +8511.3,12815,43527,1930.4,1919,65926,66.75,1915.3,130.15,908.2,530.37,613.37,3623.9 +7938.5,12562,41415,2096.8,2086,65877,19.58,76.54,5.7,40.85,11.62,29.88,3623.9 +7750.8,12438,40839,1990.9,1986,65699,28.48,-3.56,27.55,16.15,7.47,6.64,3624 +7559.7,12079,41016,1886.8,1915,64571,17.8,67.64,34.2,12.35,6.64,5.81,3624 +7347.1,12084,39846,1986.5,1984,65618,83.66,1642,122.55,816.05,514.6,638.27,3624 +7789.5,12658,40330,2337.1,2354,65067,32.04,582.95,58.9,240.35,177.62,174.3,3624.1 +6245.1,10066,40659,2951.2,2934,65921,20.47,201.14,29.45,89.3,49.8,40.67,3624.1 +7488.2,12138,40430,1946.4,1934,65957,30.26,-57.85,12.35,11.4,-2.49,14.94,3624.1 +7520,12105,40713,1867.2,1881,65056,57.85,2178.7,87.4,910.1,502.15,573.53,3624.1 +6185.8,9930,40825,2438.6,2414,66204,235.85,14985,621.3,4625.5,1930.6,3055.2,3624.2 +9591.3,14547,43210,2142.2,2151,65269,5.34,157.53,13.3,6.65,8.3,-2.49,3624.3 +7691,11810,42679,1870.8,1862,65845,21.36,589.18,21.85,222.3,170.15,186.75,3624.3 +8000.7,12326,42539,1973.1,2002,64591,-17.8,-106.8,12.35,-15.2,-20.75,-19.09,3624.3 +8375.1,12423,44182,1920.6,1975,63732,-53.4,155.75,-6.65,-19.95,0.83,-8.3,3624.3 +8237.9,12562,42977,1935.8,1942,65325,-5.34,-55.18,0,0,11.62,4.98,3624.3 +8309.4,12177,44721,1901.9,1941,64217,0.89,682.63,21.85,227.05,162.68,157.7,3624.4 +8540.2,12482,44840,1941.1,1970,64574,0,89.89,-20.9,8.55,-7.47,-1.66,3624.4 +8356,12703,43109,2103.1,2155,63957,135.28,7727,295.45,2234.4,1124.7,1868.3,3624.4 +8515.2,12722,43865,1999.8,1986,65992,23.14,99.68,-7.6,50.35,4.15,19.09,3624.5 +8120.8,12294,43290,1981.1,2006,64724,12.46,40.05,21.85,0,11.62,20.75,3624.5 +9098.3,13510,44135,2643.3,2658,65174,81.88,2652.2,188.1,1238.8,809.25,1015.9,3624.5 +9050.3,14382,41240,2079,2110,64574,163.76,9303.2,391.4,2813.9,1362.9,2254.3,3624.5 +7852.3,12427,41410,1928.6,1979,63868,-7.12,73.87,16.15,-1.9,8.3,4.98,3624.6 +7959.1,12287,42452,1956.2,1979,64782,4.45,-107.69,20.9,11.4,2.49,4.98,3624.6 +8027.2,12978,40535,2385.2,2390,65404,-4.45,226.06,13.3,38.95,34.03,17.43,3624.7 +7484.8,12408,39533,1960.7,1992,64505,3.56,167.32,-19,11.4,7.47,-14.94,3624.7 +7860.6,13111,39292,2449.3,2467,65065,0.89,-40.05,-2.85,20.9,13.28,9.13,3624.7 +7245.6,12311,38571,1970.5,2039,63333,4.45,278.57,28.5,86.45,78.02,89.64,3624.8 +7549.4,12531,39483,1998.9,2039,64248,-1.78,-48.06,-22.8,-7.6,-3.32,-10.79,3624.8 +7317.2,12112,39592,1856.5,1876,64856,37.38,1890.4,99.75,859.75,490.53,568.55,3624.8 +7310.8,12218,39214,1927.7,1966,64261,-8.9,159.31,3.8,19,20.75,-15.77,3624.8 +7876.3,12359,41765,1885,1923,64242,-15.13,15.13,12.35,16.15,5.81,0,3624.9 +7923.3,12173,42657,1887.7,1917,64534,8.01,122.82,5.7,114.95,83.83,74.7,3625 +9092.9,13371,44568,2076.4,2111,64461,44.5,496.62,61.75,255.55,164.34,181.77,3625 +8666.6,12666,44843,1948.2,1946,65610,26.7,204.7,27.55,117.8,128.65,107.07,3625 +8649,12755,44439,2432.4,2407,66227,91.67,3245.8,196.65,1409.8,778.54,877.31,3625.1 +8455.4,12813,43248,1939.3,1997,63643,8.01,183.34,-17.1,-19,7.47,1.66,3625.1 +7984.6,12391,42230,1990.9,2007,65011,17.8,-29.37,4.75,59.85,16.6,24.07,3625.2 +8313.3,12394,43959,1826.3,1854,64556,-29.37,73.87,-33.25,-33.25,-5.81,-15.77,3625.2 +7920.9,12283,42262,1880.6,1919,64224,19.58,493.95,35.15,223.25,137.78,166,3625.2 +7519.5,12177,40470,2130.7,2117,65959,145.96,8868,373.35,2673.3,1088.1,1689.9,3625.4 +8165.9,12626,42385,2049.7,2018,66565,28.48,239.41,40.85,119.7,87.98,87.98,3625.4 +7923.8,12094,42938,1902.8,1898,65702,12.46,514.42,38,257.45,164.34,170.98,3625.5 +8164.4,12402,43143,1909.9,1958,63927,-11.57,174.44,23.75,38,61.42,9.13,3625.6 +10192,14763,45244,2298,2283,65966,6.23,-2.67,-4.75,19,20.75,12.45,3625.6 +7705.7,11211,45045,2039.9,2047,65308,74.76,3199.6,175.75,1407.9,890.59,1065.7,3625.8 +8564.7,12686,44245,1965.1,1982,64978,58.74,2135.1,112.1,849.3,521.24,631.63,3625.8 +3701.5,5867,41346,2820.4,2847,64924,18.69,1279.8,103.55,602.3,453.18,488.04,3625.9 +7492.1,12464,39394,1958.9,1968,65233,35.6,1748,88.35,789.45,532.03,644.08,3626 +7616.6,12194,40935,1878.8,1878,65564,-23.14,186.01,-1.9,43.7,5.81,15.77,3626 +7647.4,12656,39600,2175.2,2176,65511,-16.91,1.78,4.75,-1.9,-4.98,0.83,3626.1 +8088.9,13135,40359,2323.8,2299,66243,-17.8,-58.74,-37.05,-1.9,3.32,7.47,3626.1 +7756.2,12410,40960,1919.7,1950,64519,-25.81,43.61,-21.85,9.5,-37.35,-18.26,3626.1 +7663.6,12151,41333,2066.6,2051,66034,113.92,8192.5,333.45,2462.4,1070.7,1774.5,3626.1 +8532.4,13014,42967,2669.1,2678,65318,-4.45,-33.82,15.2,-2.85,4.98,-9.96,3626.2 +6670.4,10474,41737,2492.9,2510,65089,-4.45,190.46,18.05,8.55,3.32,8.3,3626.2 +7979.2,12266,42632,1980.3,1982,65478,-1.78,616.77,34.2,212.8,157.7,161.85,3626.2 +8277.6,12327,44007,1888.6,1923,64363,-8.01,141.51,2.85,-7.6,-5.81,0.83,3626.3 +8352,12901,42428,2016.7,1985,66584,24.92,85.44,46.55,60.8,46.48,53.95,3626.4 +8267.8,13035,41568,2302.4,2303,65520,-14.24,152.19,0,7.6,32.37,6.64,3626.5 +7345.6,12271,39231,1995.4,2015,64898,0.89,126.38,34.2,31.35,31.54,24.9,3626.6 +7380.9,12358,39142,2028.3,2034,65353,-8.9,248.31,37.05,30.4,29.05,14.94,3626.6 +7481.8,12358,39677,2029.2,2034,65381,1.78,8.9,12.35,-3.8,-5.81,8.3,3626.7 +7302,12029,39782,1853,1865,65114,-11.57,-126.38,18.05,-2.85,0.83,-5.81,3626.7 +7237.3,12070,39296,1983.8,1986,65464,20.47,478.82,24.7,256.5,172.64,171.81,3626.7 +7464.7,12175,40181,1887.7,1903,65009,-25.81,189.57,-20.9,91.2,49.8,49.8,3626.8 +7377,12086,40001,1907.3,1922,65034,-32.04,189.57,-5.7,99.75,62.25,65.57,3626.8 +8229.1,12442,43345,1960.7,1946,66030,131.72,8614.3,329.65,2530.8,1056.6,1642.6,3627.1 +9276.2,13623,44625,2312.2,2323,65232,13.35,896.23,33.25,322.05,257.3,290.5,3627.1 +7727.8,12138,41724,1934.9,1946,65161,3.56,224.28,-18.05,18.05,-14.11,-5.81,3627.2 +4409.5,6682,43248,2636.2,2586,66808,116.59,4084.2,285,1873.4,1020.1,1238.4,3627.2 +8042.4,12499,42169,1985.6,1971,66021,16.02,-36.49,20.9,57,20.75,38.18,3627.2 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+8394.7,12669,43425,2015,2029,65083,116.59,7597,284.05,2173.6,1081.5,1831,3649.5 +7910.6,12223,42414,1894.8,1935,64175,-7.12,59.63,-16.15,-24.7,-3.32,-15.77,3649.5 +8218.3,12450,43261,1923.3,1958,64374,-14.24,-63.19,-37.05,-21.85,-9.13,-14.94,3649.5 +8790.6,12702,45355,2017.6,2058,64250,4.45,-45.39,-0.95,9.5,0.83,1.66,3649.6 +6221.5,8629,47252,2573,2645,63752,-3.56,34.71,-19,5.7,9.13,-3.32,3649.7 +8691.6,12706,44830,1934,1926,65807,4.45,-75.65,22.8,-17.1,-8.3,-2.49,3649.7 +8041.4,12453,42319,1990,1985,65702,12.46,412.07,-1.9,114,97.11,84.66,3649.7 +7489.2,11940,41106,1994.5,2004,65225,108.58,8720.2,317.3,2583.1,1061.6,1643.4,3649.9 +7389.7,12195,39712,1885,1923,64242,157.53,7994.9,320.15,2374.1,1125.5,1814.4,3649.9 +7540.1,12394,39870,1909,1946,64292,40.94,1855.7,109.25,833.15,507.96,637.44,3650 +7540.6,12416,39802,1977.6,2000,64801,-26.7,140.62,-12.35,23.75,11.62,4.98,3650 +7509.3,12421,39621,1950.9,1985,64410,-27.59,235.85,-8.55,22.8,34.86,17.43,3650 +7591.6,12325,40367,1966,1985,64909,14.24,-12.46,18.05,16.15,15.77,30.71,3650.1 +7742,12275,41334,1974.9,1939,66750,1.78,196.69,-19.95,18.05,1.66,0,3650.1 +9665.3,14427,43905,2326.5,2347,64962,166.43,10373,391.4,3117.9,1338.8,2138.9,3650.2 +9170.4,13663,43987,2376.3,2411,64593,169.99,11902,508.25,3841.8,1632.6,2643.6,3650.2 +8295.7,12558,43292,1962.4,1982,64890,-15.13,90.78,-43.7,-2.85,24.07,-3.32,3650.2 +9369.8,14542,42227,2335.4,2330,65687,0.89,498.4,29.45,165.3,98.77,114.54,3650.3 +7400,12076,40159,1843.2,1867,64700,9.79,9.79,8.55,0.95,-14.94,13.28,3650.4 +7581.3,12253,40549,1985.6,1965,66223,20.47,-72.98,23.75,23.75,-3.32,21.58,3650.4 +7009.5,10715,42872,2366.5,2399,64648,24.03,-99.68,17.1,11.4,-9.13,8.3,3650.4 +8305,12711,42819,2159.1,2135,66277,19.58,-21.36,0.95,13.3,-2.49,-2.49,3650.4 +4822.6,8111,38966,2763.4,2763,65547,15.13,13.35,0.95,4.75,4.15,19.09,3650.4 +7331.4,12150,39545,2031,2050,64928,25.81,608.76,36.1,238.45,200.86,193.39,3650.5 +7224.6,12172,38898,1909,1951,64127,-18.69,158.42,37.05,1.9,2.49,8.3,3650.6 +7460.7,12280,39817,1949.1,2012,63487,14.24,2021.2,95,808.45,502.15,641.59,3650.7 +7543.1,12278,40262,1872.6,1874,65486,-40.05,66.75,25.65,7.6,10.79,2.49,3650.7 +8114.9,13391,39715,2346.9,2395,64221,-21.36,58.74,6.65,-7.6,-33.2,-4.98,3650.8 +9074.8,14244,41753,2070.1,2064,65731,-21.36,163.76,-6.65,-24.7,-1.66,2.49,3650.8 +7772.9,12336,41294,1890.4,1892,65479,-20.47,-116.59,1.9,17.1,-11.62,-1.66,3650.8 +7927.7,12510,41531,1903.7,1898,65733,-3.56,-57.85,11.4,0.95,17.43,2.49,3650.9 +7956.1,12349,42223,1935.8,1929,65765,4.45,-64.08,7.6,3.8,-10.79,8.3,3650.9 +9536.9,14727,42440,2170.7,2167,65648,-17.8,-113.92,-20.9,-30.4,-58.1,-20.75,3650.9 +8382.4,12862,42711,2145.8,2138,65775,142.4,8912.5,361.95,2601.1,1167.8,1846.8,3651 +8403.5,12498,44066,2026.5,2034,65295,-16.91,92.56,-3.8,-20.9,0,-15.77,3651 +8153.6,12559,42548,1940.2,1931,65848,19.58,-71.2,22.8,1.9,19.92,13.28,3651 +7962.5,12286,42474,1946.4,1966,64884,52.51,2001.6,134.9,814.15,528.71,639.1,3651.1 +7986.5,12422,42135,2012.3,1990,66270,-11.57,6.23,26.6,36.1,53.95,34.86,3651.1 +9186.5,14569,41324,2138.7,2125,65958,25.81,327.52,29.45,140.6,131.14,122.84,3651.1 +7298.1,12245,39060,1928.6,1969,64192,24.03,267,-1.9,70.3,18.26,19.92,3651.3 +7499,12364,39749,1949.1,1960,65172,28.48,395.16,20.9,148.2,104.58,112.05,3651.3 +8014.4,12698,41364,1974.9,2014,64264,31.15,590.96,21.85,189.05,145.25,198.37,3651.3 +7153,11758,39869,1925.1,1914,65915,89.89,2023,133.95,915.8,476.42,577.68,3651.3 +7894.9,12649,40904,2057.7,2077,64926,63.19,1841.4,111.15,871.15,525.39,652.38,3651.4 +6045.1,9702,40834,2377.2,2370,65735,7.12,600.75,16.15,145.35,172.64,171.81,3651.4 +8283,12809,42379,2067.5,2077,65235,27.59,288.36,41.8,50.35,48.97,53.95,3651.5 +8070.8,12342,42856,1990,2006,65015,26.7,143.29,29.45,14.25,48.14,33.2,3651.5 +8038.9,12450,42316,2047,2034,65955,21.36,-56.07,12.35,0.95,17.43,-7.47,3651.5 +8558.3,12766,43935,2226.8,2254,64745,124.6,8761.2,342,2558.3,1063.2,1670.8,3651.5 +5843.3,8627,44389,2384.3,2391,65353,-15.13,113.03,9.5,-21.85,5.81,6.64,3651.6 +7854.2,12123,42459,1850.3,1871,64811,16.02,187.79,29.45,138.7,75.53,102.92,3651.6 +8247.7,12414,43541,2060.3,2062,65484,-2.67,168.21,31.35,107.35,90.47,68.06,3651.6 +8086.5,12539,42265,1963.3,1983,64886,23.14,761.84,31.35,209.95,174.3,173.47,3651.6 +9102.2,14169,42101,2081.7,2073,65811,3.56,43.61,21.85,5.7,-9.13,-0.83,3651.7 +6679.7,10922,40081,1956.2,1994,64294,-5.34,323.96,14.25,93.1,74.7,64.74,3651.7 +7814,12490,41001,2015,2014,65567,3.56,234.96,31.35,90.25,77.19,85.49,3651.8 +7715.5,12571,40223,2022.1,2063,64236,-5.34,-64.97,-1.9,-9.5,0,-0.83,3651.8 +7744,12555,40423,1970.5,1999,64600,18.69,447.67,37.05,233.7,178.45,170.98,3651.9 +7887.5,12541,41218,1990,1993,65439,5.34,211.82,19,41.8,38.18,22.41,3652.3 +7724.4,12284,41210,1915.3,1916,65511,3.56,-79.21,-11.4,-24.7,-31.54,-12.45,3652.3 +7895.9,12607,41046,1995.4,2015,64898,-1.78,506.41,18.05,228,138.61,150.23,3652.3 +8608.8,14118,39962,2162.7,2178,65076,50.73,864.19,49.4,296.4,241.53,225.76,3652.3 +7540.6,12399,39857,2117.3,2111,65732,27.59,529.55,44.65,245.1,170.98,204.18,3652.4 +7321.6,12110,39622,1902.8,1914,65153,-13.35,-108.58,-15.2,-28.5,-3.32,-5.81,3652.5 +7345.1,12080,39848,1863.7,1872,65244,1.78,-56.07,-6.65,12.35,5.81,11.62,3652.6 +9087,14598,40795,2073.7,2082,65275,55.18,2420.8,149.15,1117.2,631.63,759.45,3652.6 +5547.3,8931,40706,2572.1,2595,64958,219.83,16056,609.9,4700.6,2038.5,3300.1,3652.7 +7783.2,12377,41212,2082.6,2057,66352,124.6,8872.4,334.4,2643.8,1124.7,1768.7,3652.8 +7513.2,12202,40353,1862.8,1870,65283,3.56,-48.95,4.75,-9.5,1.66,-9.96,3652.8 +7970.8,12379,42199,1935.8,1935,65561,40.94,775.19,55.1,229.9,181.77,180.94,3652.9 +7705.7,12529,40307,2010.5,2005,65716,-4.45,-62.3,-5.7,-2.85,-9.13,0.83,3652.9 +7682.7,12334,40822,1984.7,1998,65100,113.92,7585.5,304,2327.5,1149.5,1913.1,3652.9 +8022.3,13015,40396,2191.2,2211,64949,132.61,8968.5,368.6,2646.7,1109.7,1782.8,3653 +6931.5,11442,39702,2488.4,2518,64767,-18.69,201.14,-36.1,41.8,6.64,25.73,3653.1 +7614.6,12810,38956,2048.8,2110,63635,125.49,8593.8,281.2,2519.4,1097.3,1793.6,3653.1 +7431.8,12499,38967,1913.5,1955,64145,7.12,463.69,-3.8,200.45,159.36,146.08,3653.1 +7393.6,12403,39067,2013.2,2055,64202,-24.03,-57.85,-11.4,-0.95,-8.3,-2.49,3653.1 +5229.8,8605,39830,2320.2,2313,65741,97.9,3539.5,201.4,1697.7,947.86,1127.1,3653.2 +7744,12710,39930,2258.8,2262,65444,126.38,7756.4,326.8,2349.3,1160.3,1899,3653.2 +7590.6,12638,39362,2014.1,2030,65022,18.69,113.03,36.1,7.6,24.9,15.77,3653.2 +7436.2,12266,39731,1958,1966,65269,37.38,550.02,51.3,247.95,179.28,185.09,3653.3 +8199.2,13239,40588,2297.1,2275,66172,38.27,462.8,30.4,181.45,171.81,145.25,3653.3 +5543.4,8933,40668,2392.3,2369,66181,3.56,-67.64,-3.8,14.25,-4.98,9.96,3653.4 +7698.4,12250,41185,1921.5,1950,64579,4.45,158.42,-11.4,-13.3,8.3,10.79,3653.5 +7437.2,12161,40079,1843.2,1889,63947,-0.89,59.63,-15.2,-5.7,13.28,-11.62,3653.5 +7925.3,12623,41146,2034.5,2075,64258,117.48,8995.2,317.3,2584.9,1111.4,1772.9,3653.6 +7343.6,12029,40009,1859.2,1897,64230,2.67,-114.81,-7.6,-10.45,18.26,-2.49,3653.7 +3620.1,5786,41004,3106.1,3102,65623,-7.12,139.73,-3.8,8.55,1.66,12.45,3653.8 +7496.5,12017,40883,1895.7,1909,65079,18.69,226.06,30.4,127.3,114.54,83.83,3653.8 +7947.8,12486,41716,1980.3,2002,64824,11.57,617.66,33.25,206.15,187.58,192.56,3654 +8012.5,12406,42327,1939.3,1938,65580,19.58,639.02,38,230.85,159.36,169.32,3654 +7798.4,12396,41229,1914.4,1916,65481,8.01,-7.12,15.2,22.8,10.79,12.45,3654.1 +8251.1,13003,41586,2270.4,2315,64273,0,291.03,7.6,102.6,61.42,80.51,3654.1 +7923.3,12532,41435,1967.8,1984,65001,35.6,146.85,17.1,93.1,83,72.21,3654.1 +7617.5,11929,41850,2935.2,2953,65141,-6.23,-24.92,-10.45,-47.5,-3.32,-11.62,3654.2 +7785.1,12456,40961,1947.3,1983,64357,8.01,91.67,-20.9,56.05,20.75,9.13,3654.3 +7816.5,12431,41208,2002.5,2047,64111,-7.12,206.48,7.6,42.75,27.39,22.41,3654.4 +7532.3,12051,40962,1843.2,1895,63744,41.83,1919.7,100.7,798.95,494.68,614.2,3654.4 +7887,12421,41614,1935.8,1957,64824,12.46,0,-1.9,60.8,19.92,10.79,3654.4 +8063.9,12700,41612,1974.9,2044,63321,-34.71,32.04,-26.6,4.75,0.83,-11.62,3654.4 +7941.4,12509,41606,2062.1,2089,64693,21.36,33.82,33.25,42.75,23.24,5.81,3654.5 +9450.6,14715,42090,2165.4,2171,65366,177.11,11172,428.45,3335.4,1521.4,2404.5,3654.6 +7787.6,12215,41782,1861,1859,65606,-7.12,12.46,-8.55,29.45,13.28,-12.45,3654.6 +8013,12599,41681,2007.8,2007,65563,16.02,414.74,42.75,139.65,85.49,92.13,3654.7 +9133.6,14339,41745,2360.3,2355,65683,8.9,118.37,2.85,8.55,14.94,-4.15,3654.7 +8390.3,13375,41111,2305.1,2351,64257,0.89,301.71,26.6,132.05,113.71,131.97,3654.8 +8081.6,12531,42266,2035.4,2071,64410,6.23,268.78,2.85,95,87.98,69.72,3655 +9216.4,14082,42892,2040.8,2070,64611,-1.78,173.55,5.7,119.7,92.13,102.09,3655.2 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+8001.7,12545,41801,2064.8,2069,65403,137.06,8354.4,342.95,2534.6,1146.2,1825.2,3675.2 +8140.9,12824,41603,2006.1,2028,64827,20.47,-42.72,-19.95,12.35,11.62,0,3675.2 +7955.6,12686,41099,2027.4,2042,65068,6.23,56.96,7.6,8.55,9.13,-10.79,3675.2 +7902.7,12383,41824,1989.2,1999,65213,5.34,-8.9,12.35,23.75,35.69,18.26,3675.3 +8910.2,14046,41573,2272.2,2270,65599,12.46,37.38,45.6,61.75,41.5,21.58,3675.3 +8760.7,13525,42450,2313.1,2305,65767,5.34,-76.54,17.1,-0.95,4.15,-10.79,3675.4 +8106.1,12547,42340,1924.2,1943,64901,-0.89,108.58,0,12.35,-15.77,-11.62,3675.4 +8830.3,13582,42608,2271.3,2318,64215,64.97,2650.4,181.45,1288.2,735.38,848.26,3675.4 +9237.5,14275,42409,2112.9,2103,65843,5.34,-85.44,19,0,4.15,16.6,3675.4 +7710.2,12031,41999,2009.6,2031,64846,135.28,7825.8,356.25,2347.4,1131.3,1850.1,3675.5 +7958.6,12299,42408,2041.7,2075,64483,128.16,7528.5,283.1,2234.4,1109.7,1851.7,3675.5 +7955.2,12364,42167,1920.6,1960,64219,12.46,27.59,8.55,30.4,15.77,17.43,3675.6 +6925.2,10746,42234,2630.8,2666,64672,79.21,3249.4,207.1,1475.3,924.62,1093.9,3675.7 +7755.7,12321,41253,1971.3,2001,64565,142.4,7680.7,349.6,2547.9,1146.2,1832.6,3675.7 +7690.6,12321,40906,1861.9,1905,64053,-3.56,82.77,-2.85,7.6,-4.98,-7.47,3675.8 +7587.7,12175,40843,1910.8,1967,63665,167.32,8572.5,377.15,2618.2,1062.4,1679.1,3675.8 +7842,12678,40537,2033.7,2066,64510,23.14,113.92,17.1,27.55,28.22,17.43,3675.9 +7740,12475,40661,1975.8,2011,64389,3.56,229.62,21.85,12.35,32.37,40.67,3676 +7731.2,12480,40599,2122.6,2160,64403,1.78,29.37,-12.35,-35.15,-4.15,-12.45,3676 +7838.5,12452,41255,2020.3,2020,65546,13.35,-32.93,18.05,43.7,37.35,25.73,3676 +7402.4,11578,41901,2576.6,2586,65297,0,131.72,1.9,-13.3,26.56,-9.13,3676.1 +6759.6,10604,41776,2425.3,2463,64532,-6.23,541.12,5.7,159.6,139.44,138.61,3676.1 +7671.4,12135,41430,1959.8,1971,65163,40.94,2193.8,119.7,894.9,490.53,592.62,3676.1 +7854.7,12466,41294,2041.7,2082,64266,3.56,18.69,-6.65,21.85,23.24,23.24,3676.2 +7717.5,12203,41447,1948.2,1979,64516,4.45,44.5,-13.3,9.5,5.81,9.96,3676.2 +7658.2,12047,41661,1971.3,2011,64244,13.35,751.16,44.65,225.15,161.02,175.13,3676.3 +7853.2,12366,41620,1943.8,1978,64402,-14.24,-92.56,28.5,-18.05,-23.24,0,3676.3 +7963.5,12515,41702,2017.6,2019,65492,6.23,18.69,18.05,25.65,19.09,25.73,3676.3 +7640.1,12023,41645,1871.7,1875,65420,-3.56,-37.38,8.55,2.85,14.94,8.3,3676.4 +8039.4,12559,41952,1966.9,2015,63972,6.23,250.09,10.45,48.45,9.96,24.07,3676.5 +8117.3,12667,41997,2095.1,2127,64552,3.56,525.1,30.4,267.9,146.08,160.19,3676.5 +8147.7,12496,42731,1877,1908,64472,8.01,190.46,0,107.35,82.17,85.49,3676.5 +8008.1,12426,42235,1913.5,1950,64309,-9.79,97.01,-2.85,-3.8,35.69,-9.13,3676.6 +8065.9,12506,42268,1884.1,1882,65610,56.96,1894.8,124.45,889.2,480.57,585.15,3676.7 +8033.1,12523,42039,2031,2043,65150,5.34,174.44,11.4,103.55,64.74,97.94,3676.7 +8275.6,12851,42203,2020.3,2035,65063,8.01,230.51,7.6,55.1,9.96,15.77,3676.8 +8035,12485,42177,2049.7,2001,67130,1.78,35.6,-8.55,41.8,31.54,40.67,3676.9 +8094.3,12566,42215,1993.6,2006,65131,16.91,-10.68,5.7,42.75,31.54,66.4,3676.9 +7875.8,12290,41997,1946.4,1990,64101,24.03,-20.47,22.8,53.2,14.94,35.69,3677 +7952.2,12243,42568,1975.8,1959,66098,22.25,-6.23,-6.65,26.6,-0.83,18.26,3677 +8261.4,12907,41948,2041.7,2091,63990,129.05,7584.6,292.6,2217.3,1109.7,1868.3,3677 +8191.3,12665,42387,2023,2025,65470,-22.25,-75.65,-22.8,5.7,7.47,-5.81,3677.1 +7863,12112,42546,1780,1796,64952,32.93,1931.3,100.7,819.85,509.62,624.16,3677.1 +8066.4,12398,42639,1923.3,1946,64771,60.52,2103.1,137.75,876.85,483.89,576.85,3677.1 +8020.3,12383,42447,1886.8,1903,64978,-10.68,165.54,0,-0.95,13.28,12.45,3677.1 +8045.8,12351,42692,1883.2,1871,65965,-6.23,-125.49,-0.95,0,-4.98,-18.26,3677.2 +9563.3,14729,42552,2147.6,2169,64889,10.68,41.83,4.75,60.8,42.33,20.75,3677.3 +8156.1,12668,42194,1970.5,2043,63209,-16.91,48.95,-14.25,-39.9,-5.81,-9.96,3677.4 +7907.1,12131,42717,1794.2,1827,64361,-26.7,153.97,-14.25,-21.85,9.96,-14.94,3677.4 +8307,12806,42512,2031.9,2086,63835,-18.69,99.68,-18.05,-2.85,8.3,-15.77,3677.4 +7609.2,11910,41870,1867.2,1906,64203,1.78,317.73,19.95,187.15,147.74,161.85,3677.4 +8780.8,13582,42369,2918.3,2922,65453,2.67,124.6,24.7,65.55,52.29,30.71,3677.5 +7820.4,12153,42172,1934,1933,65569,40.05,1709.7,114,809.4,522.07,617.52,3677.5 +7842.5,12375,41532,1911.7,1927,65016,-8.01,-69.42,-15.2,21.85,12.45,8.3,3677.5 +7944.4,12686,41041,2024.8,2062,64352,-8.9,148.63,21.85,9.5,8.3,13.28,3677.7 +8863.1,14094,41213,1971.3,1994,64792,8.01,6.23,27.55,29.45,19.92,15.77,3677.7 +7865.5,12319,41844,1862.8,1887,64694,14.24,521.54,49.4,237.5,139.44,197.54,3677.8 +7890.5,12327,41949,1986.5,1971,66051,6.23,667.5,38,232.75,151.89,160.19,3677.9 +7841,12401,41438,1961.6,1953,65823,28.48,223.39,25.65,42.75,24.07,33.2,3677.9 +7862.1,12504,41207,2034.5,2024,65877,131.72,8638.3,379.05,2575.4,1121.3,1750.5,3677.9 +8029.6,12574,41851,2123.5,2062,67492,26.7,-26.7,35.15,34.2,26.56,29.88,3677.9 +8923.4,14054,41611,2101.3,2098,65639,15.13,83.66,-7.6,17.1,18.26,20.75,3677.9 +7756.2,12230,41563,1888.6,1874,66046,-19.58,-98.79,5.7,-7.6,-7.47,-4.15,3678 +7498,12087,40654,1892.1,1907,65025,11.57,-11.57,12.35,52.25,22.41,28.22,3678.1 +7493.1,12081,40648,1909,1953,64061,-16.02,-79.21,4.75,19.95,-13.28,7.47,3678.2 +7153.5,11694,40090,1899.3,1914,65031,22.25,464.58,30.4,228,157.7,187.58,3678.2 +8261.4,13279,40773,2409.2,2415,65379,202.92,12939,538.65,3969.1,1587.8,2522.4,3678.2 +7480.8,12222,40113,1948.2,1982,64419,114.81,7580.1,349.6,2252.4,1121.3,1828.5,3678.3 +5006.3,8119,40411,2509.8,2519,65297,2.67,-63.19,18.05,27.55,24.9,23.24,3678.3 +7862.1,12716,40520,2085.3,2072,65956,140.62,8067.9,408.5,2641.9,1123,1796.1,3678.4 +7643.5,12211,41022,1880.6,1895,65037,5.34,-135.28,38,20.9,9.13,-2.49,3678.4 +7551.4,12152,40725,1827.2,1852,64657,59.63,2071,158.65,903.45,506.3,619.18,3678.4 +8038.5,12717,41425,1993.6,1949,67036,75.65,1851.2,160.55,928.15,529.54,616.69,3678.4 +7597,12149,40981,1898.4,1925,64629,21.36,512.64,38,213.75,173.47,183.43,3678.5 +7854.7,12383,41570,2012.3,2011,65578,17.8,171.77,21.85,113.05,92.96,81.34,3678.6 +7591.6,12187,40824,1880.6,1899,64900,-2.67,90.78,-22.8,0,19.92,13.28,3678.6 +7553.4,12187,40618,1878.8,1919,64163,29.37,1742.6,101.65,776.15,488.87,609.22,3678.6 +7931.6,12414,41873,1855.7,1914,63538,-36.49,113.92,-14.25,-19,-11.62,-21.58,3678.6 +7301.5,11558,41401,2133.3,2130,65638,124.6,8265.4,331.55,2468.1,1044.1,1624.3,3678.7 +7812.1,12410,41255,2085.3,2106,64891,16.91,169.99,31.35,17.1,17.43,27.39,3678.7 +7849.8,12519,41093,2056.8,2055,65593,5.34,74.76,-0.95,18.05,27.39,17.43,3678.7 +7883.6,12614,40959,1990.9,2018,64657,19.58,411.18,50.35,203.3,164.34,182.6,3678.8 +8796.5,14038,41066,2125.3,2130,65392,13.35,77.43,10.45,21.85,20.75,-0.83,3678.9 +7720.4,12350,40969,1981.1,1994,65113,15.13,25.81,11.4,11.4,24.07,4.15,3678.9 +7709.2,12295,41092,2085.3,2099,65107,121.04,8817.2,317.3,2597.3,1084,1684.9,3678.9 +7738.1,12376,40976,1927.7,1960,64457,0.89,60.52,24.7,-21.85,19.92,5.81,3678.9 +8011,12374,42428,1853,1906,63713,-4.45,357.78,22.8,84.55,56.44,90.47,3679 +8259,12574,43046,2002.5,2014,65162,-16.02,-24.03,-23.75,21.85,4.15,15.77,3679.1 +9783.8,14767,43421,2986.8,2975,65797,49.84,2300.6,158.65,1065.9,561.08,661.51,3679.1 +8463.8,12725,43590,2037.2,2037,65543,34.71,-60.52,-5.7,5.7,21.58,-2.49,3679.2 +8313.8,12323,44214,2084.4,2083,65579,64.97,1974.9,135.85,897.75,545.31,649.89,3679.2 +8283.9,12547,43269,2001.6,2019,64972,9.79,-46.28,20.9,21.85,22.41,13.28,3679.2 +7882.6,12334,41884,1968.7,2010,64189,4.45,-37.38,-5.7,30.4,21.58,8.3,3679.3 +8221.2,12815,42043,2066.6,2091,64771,151.3,8383.8,367.65,2555.5,1166.2,1859.2,3679.4 +8047.8,12487,42237,1920.6,1939,64915,26.7,350.66,37.05,149.15,97.94,104.58,3679.4 +8196.2,12655,42446,1956.2,2027,63248,133.5,8592.1,325.85,2555.5,1092.3,1730.5,3679.5 +8020.8,12578,41791,1950,1970,64870,8.01,50.73,5.7,27.55,14.11,10.79,3679.5 +8492.2,12562,44304,1965.1,1970,65374,-8.01,-12.46,-8.55,-26.6,-12.45,-33.2,3679.6 +8106.6,12511,42464,1897.5,1931,64398,-10.68,243.86,13.3,36.1,4.15,9.96,3679.7 +7980.6,12147,43057,1809.4,1815,65333,-6.23,-40.05,14.25,-8.55,3.32,4.98,3679.9 +8116.9,12222,43524,1998,1966,66604,27.59,465.47,51.3,250.8,161.02,181.77,3679.9 +7905.2,12390,41814,1909,1958,63898,10.68,172.66,15.2,91.2,82.17,88.81,3679.9 +8249.6,12678,42645,1979.4,2050,63278,12.46,56.07,9.5,-2.85,-4.15,-0.83,3680.1 +8138.4,12642,42189,1948.2,1990,64160,94.34,1727.5,135.85,806.55,511.28,636.61,3680.2 +7856.2,12370,41622,1940.2,1958,64940,8.01,-59.63,-13.3,-9.5,-8.3,4.98,3680.2 +9401.1,14657,42035,2238.3,2261,64879,-2.67,-69.42,18.05,9.5,-4.98,0.83,3680.2 +8164.9,12799,41807,2007.8,2059,63908,37.38,704.88,41.8,260.3,160.19,175.96,3680.3 +3892.1,5874,43424,3558.2,3538,65911,41.83,1489.9,96.9,593.75,394.25,444.05,3680.3 +7975.2,12538,41687,2019.4,2042,64811,24.92,12.46,-9.5,32.3,15.77,14.94,3680.3 +7778.3,12163,41910,1958.9,1987,64609,-4.45,239.41,-12.35,30.4,21.58,17.43,3680.4 +7824.3,12242,41887,1899.3,1910,65167,-5.34,-89,-41.8,-11.4,-14.11,-14.11,3680.5 +8122.7,12750,41751,1982,2014,64496,29.37,163.76,31.35,124.45,97.94,92.96,3680.6 +7596,11794,42209,1918.8,1910,65839,7.12,185.12,-0.95,140.6,87.98,69.72,3680.6 +8082.1,12519,42309,1927.7,1987,63581,-0.89,-16.91,7.6,32.3,10.79,11.62,3680.6 +5566.4,8412,43367,2273.1,2300,64768,113.92,3340.2,246.05,1606.4,1022.6,1268.2,3680.6 +8165.4,12782,41866,2021.2,2074,63867,-4.45,-100.57,0,32.3,0.83,-8.3,3680.7 +8020.8,12424,42309,1951.8,1976,64732,-16.02,126.38,-2.85,-5.7,-3.32,-9.13,3680.7 +8189.9,12562,42727,2013.2,2038,64738,115.7,8872.4,330.6,2555.5,1136.3,1766.2,3680.7 +7899.3,12202,42426,1909,1918,65230,17.8,-57.85,-10.45,18.05,15.77,15.77,3680.9 +8017.4,12319,42652,2055,2075,64905,-16.91,257.21,14.25,36.1,18.26,33.2,3681 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+7870.9,12259,42077,1926.8,1939,65125,0.89,250.09,44.65,30.4,25.73,14.94,3731.9 +8636.3,12534,45156,1893.9,1922,64579,-30.26,41.83,-10.45,37.05,-14.11,-30.71,3732.1 +8441.7,12446,44451,1901.9,1898,65672,4.45,-26.7,-15.2,18.05,24.07,7.47,3732.3 +8585.8,12533,44896,1866.3,1889,64750,-24.03,-54.29,-2.85,-18.05,-18.26,-24.9,3732.3 +8702.4,12629,45160,1972.2,1953,66182,-7.12,274.12,27.55,89.3,79.68,68.89,3732.3 +8189.4,12279,43709,1890.4,1911,64828,40.05,1965.1,130.15,866.4,503.81,571.87,3732.3 +8226.1,12470,43232,2039.9,2034,65725,6.23,161.09,-7.6,34.2,15.77,9.96,3732.4 +8058.5,12740,41454,2092.4,2132,64318,55.18,1853,150.1,862.6,532.03,656.53,3732.6 +7987,12381,42277,1909,1949,64193,7.12,467.25,39.9,181.45,166.83,188.41,3732.7 +8667.6,12366,45936,1930.4,1962,64481,116.59,7986,316.35,2316.1,1129.6,1835.1,3732.8 +8373.1,12302,44606,1941.1,1962,64838,55.18,1818.3,122.55,856.9,509.62,613.37,3732.8 +10106,14741,44931,2234.8,2245,65238,-29.37,-68.53,-19,-16.15,-10.79,-10.79,3732.9 +8702.4,12507,45600,2038.1,2075,64371,-7.12,545.57,28.5,230.85,156.04,156.04,3732.9 +9542.3,13142,47585,1960.7,2022,63548,-16.91,-23.14,-31.35,-2.85,-6.64,-18.26,3732.9 +9018,12295,48068,1902.8,1907,65392,147.74,7892.5,349.6,2301.8,1044.1,1727.2,3733 +3907.3,5634,45450,3130.1,3138,65372,8.9,-40.05,27.55,38.95,25.73,14.11,3733 +3856.3,6103,41410,3662.3,3635,66029,300.82,17840,704.9,5263,2355.5,3681,3733.2 +7733.7,12419,40811,1954.4,1975,64854,22.25,5.34,23.75,53.2,50.63,26.56,3733.2 +7617.5,12266,40700,1943.8,1982,64272,14.24,404.95,-6.65,95.95,71.38,90.47,3733.2 +7945.4,12727,40914,1963.3,2003,64238,13.35,689.75,28.5,193.8,126.99,172.64,3733.2 +7706.7,12427,40643,2060.3,2127,63482,100.57,7579.2,299.25,2317.1,1143.7,1870,3733.3 +7671.9,12283,40934,1917.1,1951,64396,13.35,-36.49,1.9,13.3,12.45,-1.66,3733.3 +9484,13974,44478,2338,2374,64543,80.99,2853.3,205.2,1363.3,747,899.72,3733.4 +8664.7,12682,44776,1994.5,2014,64901,34.71,96.12,0,19,12.45,-0.83,3733.4 +8645.6,12756,44418,1920.6,1956,64351,-0.89,147.74,17.1,-5.7,-0.83,8.3,3733.4 +9281.6,13271,45835,2155.6,2215,63778,13.35,420.08,22.8,123.5,94.62,92.96,3733.4 +9109.1,12864,46407,1921.5,1972,63858,23.14,462.8,22.8,206.15,114.54,161.02,3733.5 +9385,13082,47015,1998.9,2058,63655,-3.56,19.58,0,0.95,-4.98,-4.15,3733.5 +10780,15270,46268,2068.4,2114,64121,-10.68,80.1,-5.7,-9.5,14.94,-14.94,3733.6 +9633.4,13850,45584,2381.6,2426,64338,-19.58,176.22,-7.6,-11.4,4.15,5.81,3733.7 +8381.9,12734,43138,1960.7,1978,64962,42.72,1860.1,117.8,871.15,541.16,646.57,3733.7 +7443.6,12521,38960,1930.4,1997,63351,-15.13,224.28,13.3,5.7,10.79,19.09,3733.8 +7316.2,12387,38708,1967.8,2023,63747,-0.89,-35.6,16.15,0.95,11.62,14.94,3733.8 +7367.6,12378,39008,1987.4,2046,63658,16.02,778.75,64.6,234.65,164.34,174.3,3733.8 +7815,12670,40423,2028.3,2058,64591,0.89,-47.17,23.75,8.55,18.26,24.07,3733.8 +7493.6,12539,39166,1965.1,2031,63410,-5.34,82.77,15.2,16.15,-14.11,-12.45,3733.8 +7573,12881,38530,2007.8,2081,63232,39.16,2152.9,124.45,828.4,516.26,623.33,3733.8 +7426.9,12672,38410,2027.4,2100,63271,-7.12,161.98,33.25,36.1,24.07,30.71,3733.9 +8009.1,12578,41730,2005.2,2034,64607,-8.9,272.34,-11.4,43.7,16.6,16.6,3734.1 +8007.6,12494,42003,2149.3,2190,64320,129.05,8161.3,300.2,2240.1,1064.1,1745.5,3734.1 +8106.6,12339,43056,1995.4,1991,65680,79.21,2045.2,133.95,891.1,507.13,608.39,3734.1 +8211.9,12651,42540,1974.9,2011,64360,70.31,1929.5,145.35,909.15,514.6,584.32,3734.2 +7207.4,12142,38902,2063.9,2074,65217,124.6,8050,352.45,2437.7,1157.8,1870,3734.4 +4412.9,7427,38940,3870.6,3895,65126,176.22,6211.3,380,2673.3,1569.5,1864.2,3734.4 +7034.4,12455,37014,1939.3,1991,63835,-25.81,129.05,21.85,-13.3,-14.11,-13.28,3734.4 +6883,12050,37435,1970.5,2002,64504,44.5,1818.3,88.35,791.35,527.05,651.55,3734.4 +6033.9,10407,37997,2375.4,2435,63932,-28.48,108.58,-17.1,-31.35,-34.03,-31.54,3734.4 +7253,12567,37824,2062.1,2103,64262,126.38,8277,342,2420.6,1134.6,1856.7,3734.5 +7035.4,12390,37213,2053.2,2082,64630,12.46,175.33,0.95,-6.65,24.9,16.6,3734.5 +7198.1,12626,37362,2129.8,2134,65406,7.12,651.48,20.9,228.95,169.32,173.47,3734.5 +7366.2,12242,39434,1968.7,1970,65492,-40.94,-2.67,-12.35,4.75,-16.6,3.32,3734.6 +7879.2,12491,41339,1929.5,1979,63897,-25.81,67.64,-12.35,-20.9,-6.64,-10.79,3734.6 +7747.4,12556,40437,2017.6,2044,64691,8.01,-46.28,2.85,19.95,-4.98,0,3734.7 +7905.2,13014,39809,2253.5,2278,64831,177.11,10909,472.15,3477.9,1567,2648.5,3734.7 +8685.3,12694,44840,1965.1,2018,63819,-24.03,146.85,19.95,-1.9,-14.94,-17.43,3734.8 +4666.8,5945,51445,3172,3209,64780,299.93,17621,730.55,5404.5,2602.1,4360.8,3734.8 +9019.9,13114,45076,2541.8,2542,65532,-19.58,-93.45,5.7,-15.2,-12.45,0.83,3734.9 +9216.4,13063,46238,2096.8,2119,64851,142.4,8648.1,354.35,2577.3,1134.6,1821.8,3734.9 +8231,12466,43272,1916.2,1894,66303,-6.23,-102.35,28.5,-5.7,1.66,-4.98,3735 +7909.1,12500,41466,2020.3,2016,65676,-4.45,712,21.85,211.85,165.17,177.62,3735.1 +7572.5,12202,40671,1883.2,1918,64348,-1.78,13.35,22.8,19.95,-2.49,9.13,3735.2 +3771,5866,42131,2615.7,2602,65881,-16.91,141.51,-5.7,93.1,46.48,53.95,3735.2 +8938.1,13435,43600,2343.4,2335,65771,44.5,995.02,73.15,426.55,246.51,254.81,3735.3 +8345.2,11271,48524,2463.5,2492,64787,-7.12,26.7,-14.25,-20.9,-26.56,-10.79,3735.4 +8583.3,12519,44933,1924.2,1907,66126,7.12,-38.27,0.95,-12.35,-10.79,0.83,3735.4 +9646.1,14546,43460,2279.3,2278,65573,10.68,662.16,57,285,193.39,205.84,3735.6 +6189.7,8640,46950,2317.6,2288,66383,108.58,3353.5,200.45,1548.5,1037.5,1264.1,3735.6 +8026.2,12440,42283,1985.6,1976,65854,26.7,487.72,38,253.65,168.49,178.45,3735.6 +7717,12178,41529,1945.5,1942,65655,7.12,44.5,4.75,28.5,24.9,14.94,3735.7 +7663.1,12234,41050,2057.7,2042,66039,20.47,46.28,14.25,12.35,45.65,47.31,3735.7 +7674.9,12351,40724,2006.1,2031,64731,15.13,687.97,38,190.95,166,172.64,3735.7 +7303,11935,40101,1910.8,1935,64717,23.14,147.74,8.55,-19,9.13,8.3,3735.8 +7951.7,12767,40818,2763.4,2735,66218,16.02,63.19,-17.1,-17.1,-14.94,-3.32,3735.8 +7530.8,12291,40155,1927.7,1943,65021,-1.78,-52.51,-17.1,28.5,27.39,14.11,3735.8 +8059,12352,42759,1993.6,2004,65196,16.91,745.82,47.5,245.1,183.43,192.56,3736 +8208,12450,43206,2145.8,2134,65898,113.03,7857.8,324.9,2358.8,1153.7,1909,3736 +8390.3,12703,43286,1974,1963,65904,17.8,425.42,42.75,122.55,97.94,113.71,3736 +8660.3,12511,45365,1894.8,1871,66370,-3.56,-9.79,-4.75,8.55,11.62,9.13,3736.1 +8758.3,12695,45213,1940.2,1971,64512,8.9,-0.89,2.85,22.8,7.47,6.64,3736.1 +7538.7,11198,44120,2382.5,2382,65551,16.02,946.07,69.35,402.8,257.3,301.29,3736.1 +6400.4,10151,41322,2492,2487,65668,-0.89,130.83,2.85,86.45,45.65,59.76,3736.3 +7726.8,12302,41163,2015,2014,65567,7.12,237.63,16.15,137.75,107.9,105.41,3736.3 +7502.9,11895,41337,1893.9,1875,66197,26.7,475.26,35.15,266,188.41,183.43,3736.3 +7569.5,12446,39858,2018.5,2042,64782,-13.35,16.02,10.45,33.25,22.41,4.98,3736.4 +7557.3,12395,39958,1969.6,1999,64571,-0.89,-121.04,-23.75,16.15,-14.94,-12.45,3736.4 +7362.7,12151,39711,1900.2,1927,64623,-8.9,232.29,0,42.75,30.71,25.73,3736.4 +7325,12100,39674,1940.2,1968,64610,63.19,1826.3,114,831.25,527.88,627.48,3736.4 +7623.4,12477,40042,2003.4,2013,65223,18.69,-80.99,6.65,27.55,29.05,26.56,3736.5 +8095.8,12997,40822,2314.9,2305,65817,2.67,318.62,36.1,133.95,121.18,108.73,3736.6 +7588.6,12394,40127,1973.1,1982,65243,29.37,505.52,44.65,207.1,178.45,200.86,3736.6 +7494.6,12167,40368,1959.8,1975,65031,0,87.22,12.35,15.2,23.24,23.24,3736.6 +7816.5,12652,40489,2056.8,2076,64930,58.74,2019.4,140.6,831.25,522.07,634.12,3736.6 +8586.3,13278,42379,2477.8,2446,66387,193.13,13448,522.5,3945.3,1581.2,2534,3736.7 +7965.4,12409,42068,2046.1,2077,64561,135.28,8607.2,347.7,2556.4,1187.7,1858.4,3736.7 +8201.6,12454,43159,1930.4,1906,66375,1.78,-5.34,-17.1,0.95,-12.45,-7.47,3736.7 +7932.6,12045,43161,1866.3,1869,65442,3.56,154.86,4.75,96.9,74.7,80.51,3736.7 +9959.7,14829,44017,2129.8,2189,63763,-16.91,364.01,-7.6,107.35,74.7,101.26,3736.7 +9280.6,13655,44541,2214.3,2195,66113,4.45,63.19,31.35,3.8,-10.79,5.81,3737 +8217.3,12594,42761,1971.3,1954,66118,10.68,-60.52,4.75,-22.8,7.47,-3.32,3737.1 +8070.3,12431,42546,1908.2,1931,64761,1.78,711.11,-1.9,208.05,163.51,170.98,3737.1 +9514.8,14455,43138,2178.7,2183,65408,-5.34,-89,-16.15,-1.9,-9.96,-14.11,3737.1 +8122.2,12554,42401,1892.1,1934,64118,33.82,471.7,44.65,203.3,176.79,176.79,3737.1 +8087,12687,41774,2147.6,2207,63771,0,175.33,-16.15,30.4,12.45,4.98,3737.1 +8084,12779,41458,1991.8,2043,63894,9.79,-45.39,6.65,9.5,1.66,4.15,3737.1 +7971.8,12359,42272,1979.4,1971,65814,7.12,-18.69,24.7,57,21.58,29.05,3737.2 +9084.1,13618,43717,2472.4,2454,66028,25.81,80.1,29.45,59.85,68.89,39.84,3737.2 +8287.4,12585,43156,1986.5,1997,65191,27.59,124.6,23.75,130.15,91.3,87.15,3737.2 +8433.9,12748,43358,2054.1,2040,65990,57.85,1862.8,134.9,904.4,493.02,597.6,3737.3 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+8115.4,12679,41947,2081.7,2083,65495,16.91,193.13,8.55,124.45,80.51,81.34,3762.3 +7838,12370,41526,2005.2,2022,64991,-16.91,92.56,14.25,10.45,12.45,-6.64,3762.4 +7914,12235,42391,1937.5,1947,65217,60.52,2128.9,125.4,943.35,521.24,597.6,3762.4 +5841.3,9054,42281,2457.3,2478,64988,24.92,387.15,38,173.85,168.49,162.68,3762.4 +7673.4,11907,42234,1935.8,1943,65291,18.69,520.65,44.65,217.55,141.93,166,3762.5 +8582.4,12927,43510,2055.9,2059,65437,8.01,-88.11,25.65,7.6,9.13,-0.83,3762.6 +9792.7,14469,44355,2159.1,2181,64879,-22.25,90.78,-3.8,-40.85,-22.41,-21.58,3762.7 +8311.9,12234,44526,1892.1,1902,65196,131.72,7641.5,335.35,2300.9,1143.7,1873.3,3762.7 +8654.4,12794,44331,2068.4,2042,66382,22.25,48.95,29.45,49.4,50.63,36.52,3762.7 +8353.5,12318,44444,1900.2,1886,66028,12.46,-97.01,45.6,15.2,-1.66,-4.98,3762.7 +8300.1,12286,44274,1885,1902,64951,-23.14,-91.67,-19,-21.85,-20.75,-15.77,3762.8 +8097.7,12147,43689,1887.7,1895,65283,6.23,432.54,18.05,228.95,146.91,160.19,3762.8 +8272.7,12407,43698,1958,1959,65503,121.04,8239.6,302.1,2489,1076.5,1762.9,3762.8 +8387.8,12438,44196,1937.5,1938,65520,-13.35,249.2,-17.1,11.4,9.13,26.56,3762.9 +7971.8,12242,42676,1884.1,1894,65194,-18.69,0,-20.9,16.15,7.47,-5.81,3762.9 +8278.5,12572,43155,1953.5,1944,65858,-8.01,-24.03,-2.85,-3.8,-19.09,-17.43,3762.9 +8307,12785,42582,1785.3,1813,64536,39.16,1710.6,88.35,784.7,486.38,615.86,3763 +8281.5,12838,42276,2086.2,2098,65166,118.37,8103.4,326.8,2431.1,1152,1877.5,3763 +7861.1,12114,42528,1875.2,1874,65579,40.05,1885,111.15,798.95,496.34,639.1,3763 +5833,8680,44040,2451.9,2428,66182,11.57,-102.35,16.15,-30.4,1.66,-12.45,3763.1 +7686.1,11754,42855,1882.3,1902,64859,64.08,1788.9,117.8,785.65,505.47,654.87,3763.2 +8103.6,12116,43833,1961.6,1924,66815,16.02,448.56,44.65,250.8,170.15,170.98,3763.2 +8343.7,12249,44642,1950.9,1930,66245,129.05,8350.9,331.55,2495.6,1072.4,1759.6,3763.4 +8622,12499,45208,1921.5,1911,65896,-3.56,-81.88,-21.85,-30.4,-18.26,5.81,3763.4 +8577.9,12455,45136,1901.9,1907,65362,-1.78,167.32,-21.85,-21.85,-3.32,9.96,3763.4 +8619.1,12542,45038,1931.3,1945,65074,-29.37,164.65,-18.05,-18.05,-20.75,4.98,3763.5 +9642.7,14354,44026,2094.2,2086,65793,-0.89,-82.77,26.6,-9.5,-28.22,1.66,3763.5 +7877.7,12171,42418,1933.1,1915,66155,8.9,-73.87,3.8,15.2,-23.24,0.83,3763.6 +8087,12566,42176,1927.7,1938,65189,2.67,-70.31,25.65,30.4,-12.45,7.47,3763.6 +8009.1,12395,42346,1946.4,1979,64457,16.02,-11.57,14.25,-11.4,-14.94,0,3763.8 +7834.1,12119,42365,1877,1907,64505,0,140.62,1.9,-7.6,13.28,-7.47,3763.8 +8559.3,12581,44587,1889.5,1894,65379,-14.24,-100.57,-28.5,-10.45,-10.79,-18.26,3763.9 +8397.6,12806,42976,1999.8,2018,64946,-3.56,-126.38,19.95,5.7,4.15,-6.64,3763.9 +8426.5,12546,44017,2015,2006,65829,18.69,161.98,29.45,124.45,63.91,95.45,3764.1 +4088.6,5906,45369,2894.3,2898,65452,26.7,782.31,25.65,231.8,183.43,208.33,3764.1 +8380,12675,43329,1945.5,1959,65086,12.46,615.88,41.8,221.35,151.06,180.11,3764.1 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+8290.3,12508,43437,1955.3,1963,65280,4.45,213.6,14.25,74.1,74.7,67.23,3764.9 +8157,12285,43515,1891.3,1869,66316,-0.89,-101.46,-4.75,19,0.83,3.32,3765 +10148,14526,45784,2136,2122,65968,14.24,-71.2,19,37.05,19.09,8.3,3765.2 +9222.3,13454,44923,2349.6,2314,66544,28.48,27.59,7.6,34.2,48.97,35.69,3765.2 +8698,12534,45479,1895.7,1890,65734,11.57,-50.73,-2.85,14.25,7.47,22.41,3765.2 +8848.9,12687,45710,1974,1983,65239,-24.92,123.71,-29.45,14.25,5.81,-11.62,3765.3 +8159.5,12032,44443,2049.7,2052,65462,-24.03,-110.36,-14.25,-3.8,-4.15,-12.45,3765.4 +8617.1,12699,44471,1966.9,1995,64613,-9.79,140.62,-20.9,115.9,92.96,79.68,3765.4 +8994.9,13661,43151,2251.7,2265,65151,34.71,347.1,16.15,151.05,114.54,116.2,3765.5 +8169.3,12263,43658,1886.8,1891,65390,-23.14,-33.82,-6.65,40.85,6.64,-14.11,3765.5 +8386.4,12489,44007,1994.5,1997,65454,18.69,425.42,48.45,243.2,163.51,161.02,3765.5 +8533.4,12583,44444,1972.2,1971,65577,-10.68,729.8,17.1,227.05,181.77,166,3765.5 +5951.5,8743,44612,2353.2,2343,65820,-12.46,34.71,-24.7,0.95,25.73,-7.47,3765.5 +8027.7,12413,42383,1962.4,1981,64922,103.24,8135.5,317.3,2446.3,1153.7,1864.2,3765.5 +7986.5,12487,41916,2038.1,2099,63635,-12.46,194.02,17.1,114,62.25,86.32,3765.7 +7856.2,12233,42088,2053.2,2109,63803,52.51,2126.2,98.8,886.35,496.34,576.02,3765.7 +8011.5,12401,42339,2004.3,2017,65123,-2.67,142.4,-7.6,30.4,16.6,15.77,3765.7 +8230.5,12812,42101,1915.3,1944,64568,18.69,644.36,14.25,234.65,161.85,166,3765.7 +8462.8,13077,42412,2142.2,2149,65330,58.74,2197.4,141.55,904.4,538.67,642.42,3765.7 +8014.4,12585,41735,1989.2,2009,64888,-6.23,194.02,-14.25,44.65,35.69,19.92,3765.7 +8440.7,12674,43646,1963.3,1986,64788,-6.23,160.2,1.9,88.35,58.1,59.76,3765.8 +8319.7,12582,43335,2009.6,2038,64623,-5.34,536.67,20.9,235.6,180.94,168.49,3765.8 +8731.8,13086,43730,1891.3,1946,63692,7.12,430.76,-2.85,99.75,75.53,69.72,3765.8 +9481,14296,43463,2107.5,2108,65521,4.45,637.24,30.4,270.75,178.45,216.63,3765.9 +7865.5,12011,42917,1843.2,1871,64562,11.57,466.36,19,230.85,121.18,161.02,3765.9 +8694.6,13096,43510,2278.4,2264,65953,69.42,2896.9,161.5,1328.1,712.14,884.78,3765.9 +8096.3,12136,43721,1665.2,1672,65269,-7.12,234.07,6.65,71.25,46.48,63.91,3766 +8240.8,12466,43323,1898.4,1890,65826,1.78,-24.03,12.35,39.9,20.75,19.92,3766 +8303,12708,42819,2017.6,2036,64945,18.69,156.64,-8.55,25.65,-9.13,11.62,3766 +7931.6,12242,42461,2095.1,2082,65947,110.36,8866.2,329.65,2561.2,1124.7,1817.7,3766.1 +8111.5,12423,42791,2018.5,1987,66576,57.85,1883.2,138.7,920.55,504.64,596.77,3766.1 +9299.7,14138,43108,2096.8,2094,65625,19.58,148.63,39.9,47.5,53.12,43.99,3766.2 +7912.5,12268,42269,1892.1,1900,65265,-0.89,34.71,19,0.95,-0.83,14.11,3766.3 +8349.1,12721,43013,1963.3,1989,64691,6.23,145.07,8.55,-11.4,-13.28,9.13,3766.3 +8424.1,12807,43108,1915.3,1943,64601,4.45,457.46,30.4,230.85,137.78,156.04,3766.3 +8209.5,12531,42935,2063.9,2071,65312,161.09,8038.5,332.5,2311.3,1146.2,1868.3,3766.4 +8327.1,12580,43380,2005.2,1972,66638,16.02,76.54,18.05,18.05,17.43,34.86,3766.4 +8690.2,13111,43438,2038.1,2067,64620,10.68,516.2,24.7,227.05,155.21,182.6,3766.4 +8477,12578,44168,1934,1922,65944,18.69,163.76,33.25,104.5,89.64,87.15,3766.5 +9275.7,14273,42590,2052.3,2065,65134,-8.9,108.58,-4.75,35.15,23.24,22.41,3766.5 +8192.3,12460,43089,1922.4,1944,64808,0.89,-69.42,4.75,31.35,21.58,19.92,3766.6 +8626.9,12635,44747,1934,1951,64964,2.67,-55.18,3.8,-5.7,-14.94,0,3766.6 +8154.6,12275,43537,2166.3,2151,66001,131.72,8747.8,350.55,2484.3,1163.7,1810.2,3766.6 +8442.2,12898,42896,2064.8,2086,64870,117.48,8480.8,329.65,2446.3,1123.8,1833.5,3766.6 +8232,12406,43486,1962.4,1974,65153,121.04,8989,356.25,2598.3,1079.8,1670,3766.6 +7914.5,11867,43708,1779.1,1791,65101,-25.81,132.61,25.65,73.15,68.89,78.02,3766.7 +8396.2,12451,44193,1922.4,1927,65380,-21.36,-107.69,3.8,-11.4,-28.22,0.83,3766.9 +7955.2,11942,43657,1892.1,1910,64923,46.28,1733.7,108.3,815.1,502.98,629.14,3766.9 +8269.7,12050,44976,1829.8,1846,64962,-20.47,64.97,20.9,-26.6,-14.94,5.81,3766.9 +8581.9,12534,44872,1857.4,1878,64818,0,-82.77,-5.7,-14.25,19.09,22.41,3766.9 +8543.6,12463,44926,1870.8,1899,64562,-15.13,-123.71,-5.7,-8.55,-4.98,-7.47,3767 +8527.5,12748,43839,1956.2,1976,64880,12.46,-48.06,9.5,19,29.05,17.43,3767 +8477,12482,44508,1919.7,1954,64387,-17.8,359.56,38,76,61.42,78.02,3767 +8907.2,12994,44924,1990,1986,65669,9.79,467.25,67.45,222.3,144.42,169.32,3767 +8512.8,12552,44447,1788.9,1816,64558,2.67,349.77,7.6,90.25,52.29,59.76,3767.1 +9114.5,13441,44441,2580.1,2577,65615,173.55,13337,509.2,3925.4,1588.6,2547.3,3767.1 +8834.2,12956,44687,2102.2,2088,65981,31.15,747.6,55.1,290.7,187.58,203.35,3767.1 +8450.5,12474,44398,1944.7,1946,65491,29.37,652.37,61.75,223.25,190.9,199.2,3767.1 +8660.8,12619,44979,2036.3,2011,66361,145.07,8743.4,365.75,2606.8,1114.7,1757.9,3767.1 +8100.2,11979,44315,1950,1951,65502,49.84,1650.9,130.15,798.95,510.45,649.89,3767.2 +8514.7,12658,44084,2107.5,2098,65833,144.18,8490.6,318.25,2546.9,1140.4,1821.8,3767.2 +8505.4,12571,44341,1950,1951,65502,22.25,154.86,-2.85,37.05,16.6,16.6,3767.2 +8273.7,12395,43745,1902.8,1935,64446,43.61,563.37,35.15,217.55,156.04,189.24,3767.3 +8316.3,12450,43776,1942,1974,64473,3.56,214.49,-19,29.45,6.64,19.92,3767.4 +8011.5,12295,42704,1968.7,1987,64932,19.58,436.99,21.85,211.85,142.76,171.81,3767.4 +8477,12711,43706,2103.1,2071,66551,157.53,8585.8,332.5,2588.8,1153.7,1865,3767.4 +8056.1,12271,43025,1952.7,1983,64533,62.3,1814.7,120.65,830.3,536.18,668.15,3767.4 +8089.9,12342,42957,1883.2,1890,65302,24.92,136.17,-6.65,100.7,58.1,89.64,3767.4 +8032.1,12459,42250,2047,2043,65664,156.64,8085.6,369.55,2440.6,1149.5,1852.6,3767.5 +9483.5,14487,42901,2140.4,2135,65703,15.13,319.51,26.6,147.25,128.65,129.48,3767.5 +8259,12606,42937,2018.5,2046,64656,134.39,8965,367.65,2585.9,1125.5,1804.4,3767.5 +8140.9,12410,42991,2000.7,1998,65625,21.36,274.12,22.8,85.5,34.86,43.99,3767.6 +8230,12504,43135,1962.4,1932,66569,48.95,1960.7,147.25,884.45,535.35,660.68,3767.6 +8271.7,12623,42945,2017.6,2027,65233,45.39,176.22,31.35,139.65,77.19,87.15,3767.6 +9535.9,14623,42737,2272.2,2283,65225,181.56,10896,444.6,3212.9,1337.1,2129.8,3767.6 +8685.3,13398,42484,2415.5,2406,65794,-2.67,29.37,27.55,62.7,34.03,24.07,3767.8 +8214.4,12739,42259,2136.9,2115,66214,17.8,-45.39,17.1,6.65,14.11,20.75,3767.8 +8144.8,12550,42532,2004.3,2006,65480,-8.01,76.54,11.4,18.05,-16.6,30.71,3767.8 +8148.2,12471,42819,2028.3,2019,65838,-0.89,40.94,-11.4,41.8,0.83,19.92,3767.8 +7740.5,12319,41179,1902.8,1899,65668,-9.79,26.7,19,27.55,8.3,14.11,3768 +7587.2,11983,41495,1894.8,1903,65254,19.58,-84.55,-12.35,11.4,17.43,20.75,3768 +9526.1,14830,42097,2249.9,2254,65417,3.56,145.96,17.1,-3.8,23.24,24.07,3768.1 +7744.5,12147,41783,1929.5,1923,65758,43.61,437.88,57.95,217.55,191.73,195.88,3768.1 +7880.2,12390,41682,1924.2,1910,66023,2.67,-2.67,-6.65,27.55,30.71,35.69,3768.1 +7851.3,12299,41836,1975.8,1931,67056,32.93,522.43,56.05,255.55,170.15,167.66,3768.1 +7776.8,12312,41395,1946.4,1960,65082,14.24,16.02,26.6,55.1,29.05,26.56,3768.2 +7906.2,12398,41792,1957.1,1946,65910,8.01,-91.67,25.65,-0.95,-3.32,24.9,3768.2 +7950.3,12354,42175,1934,1922,65944,16.91,623,65.55,235.6,178.45,209.16,3768.2 +7932.1,12547,41431,2000.7,1991,65856,-17.8,-89.89,-0.95,-21.85,-3.32,-16.6,3768.3 +8022.3,12402,42392,1893,1910,64954,-31.15,-80.99,2.85,-26.6,-17.43,-4.98,3768.3 +7984.6,12359,42340,1998.9,2023,64757,30.26,1860.1,115.9,855,489.7,586.81,3768.3 +7909.6,12435,41686,2030.1,2039,65250,8.01,394.27,28.5,98.8,82.17,84.66,3768.3 +8091.9,12639,41958,1995.4,2027,64514,40.94,1771.1,119.7,802.75,542.82,661.51,3768.4 +8138.4,12659,42133,1974.9,1991,65006,8.01,178,34.2,98.8,98.77,96.28,3768.4 +8072.8,12578,42062,2024.8,2006,66149,11.57,-58.74,-2.85,-3.8,14.94,19.09,3768.4 +8573,13068,42994,2235.7,2236,65527,17.8,-50.73,-11.4,-4.75,39.01,9.13,3768.7 +8258,12535,43175,1974,1943,66582,1.78,-80.1,28.5,-3.8,4.98,16.6,3768.7 +8053.2,12317,42849,1911.7,1945,64415,-12.46,-82.77,-10.45,8.55,12.45,0.83,3768.8 +8391.3,12856,42776,2081.7,2108,64719,127.27,7551.6,308.75,2221.1,1116.3,1875.8,3768.8 +8411.8,12778,43143,2036.3,2042,65354,-14.24,162.87,-16.15,12.35,26.56,0.83,3768.8 +8441.2,12769,43324,1964.2,2002,64300,-14.24,32.93,-8.55,-23.75,-3.32,-2.49,3768.8 +8321.7,12502,43623,2041.7,2018,66304,20.47,14.24,20.9,47.5,31.54,21.58,3768.9 +8406.9,12527,43982,1926.8,1935,65260,16.91,-45.39,24.7,5.7,2.49,-4.98,3768.9 +8430.9,12859,42968,2092.4,2111,64958,36.49,-74.76,9.5,8.55,1.66,-3.32,3768.9 +8469.7,12721,43634,2036.3,2049,65130,-1.78,233.18,16.15,64.6,46.48,20.75,3769 +8060,12232,43184,1831.6,1848,64955,68.53,1870.8,122.55,791.35,539.5,651.55,3769 +8514.7,12841,43456,1991.8,2029,64335,74.76,1621.6,129.2,805.6,496.34,624.16,3769 +8193.3,12282,43719,2006.1,2010,65408,30.26,443.22,38.95,114,92.13,93.79,3769 +8244.7,12755,42362,1983.8,1971,65962,49.84,1702.6,81.7,831.25,503.81,634.95,3769 +8434.4,12740,43387,2032.8,2096,63559,-18.69,16.02,-31.35,-9.5,-10.79,-8.3,3769.1 +8010.5,12191,43063,1893,1883,65885,64.08,1922.4,157.7,906.3,469.78,578.51,3769.2 +7488.7,11509,42643,2142.2,2161,64967,14.24,657.71,27.55,211.85,161.02,138.61,3769.3 +9230.6,14433,41914,2466.2,2481,65145,171.77,12084,473.1,3513.1,1448.3,2284.2,3769.3 +8116.4,12747,41729,2036.3,2063,64688,-8.01,-44.5,3.8,-6.65,-4.98,24.9,3769.3 +8421.6,12799,43122,2013.2,2043,64579,-25.81,67.64,-18.05,-3.8,-12.45,1.66,3769.3 +8156.5,12758,41899,2038.1,2070,64526,13.35,159.31,23.75,130.15,106.24,96.28,3769.4 +8274.6,12930,41940,2070.1,2098,64666,-8.01,-4.45,-0.95,-32.3,4.98,-4.15,3769.4 +8070.8,12114,43662,1880.6,1894,65071,43.61,1785.3,113.05,817,498,605.07,3769.5 +8230,12729,42373,1965.1,1993,64619,6.23,376.47,16.15,82.65,103.75,100.43,3769.7 +8967,13486,43576,2150.2,2170,64939,11.57,-14.24,1.9,5.7,15.77,12.45,3769.7 +7833.1,12434,41286,1993.6,2006,65131,2.67,210.93,2.85,16.15,2.49,8.3,3769.9 +7986.5,12507,41849,2020.3,1999,66234,3.56,-26.7,9.5,29.45,0.83,21.58,3770 +7824.8,12562,40822,2089.7,2114,64783,105.91,7875.6,350.55,2368.3,1144.6,1868.3,3770.2 +8430.9,12831,43062,2018.5,2043,64751,-22.25,-93.45,-11.4,16.15,-4.15,-1.66,3770.2 +8290.3,12379,43890,1913.5,1887,66456,6.23,-48.95,9.5,10.45,-1.66,3.32,3770.2 +8446.1,12786,43292,1922.4,1954,64476,-3.56,-21.36,-15.2,4.75,-24.07,-26.56,3770.2 +8448.1,12635,43819,1955.3,1983,64622,37.38,2094.2,123.5,915.8,510.45,558.59,3770.2 +7789,12046,42376,1891.3,1934,64087,15.13,157.53,5.7,28.5,4.15,19.09,3770.4 +7843.9,12250,41964,1858.3,1898,64166,12.46,217.16,-0.95,128.25,73.87,86.32,3770.4 +7920.4,12366,41975,1989.2,1994,65377,-8.01,92.56,-25.65,13.3,12.45,0.83,3770.5 +8009.1,12432,42220,2007.8,2036,64630,115.7,8866.2,313.5,2625.8,1137.1,1805.3,3770.5 +7965.4,12498,41769,2031.9,2066,64453,-5.34,-52.51,-14.25,12.35,-4.15,8.3,3770.5 +7659.2,12150,41313,1901,1958,63629,9.79,172.66,-13.3,18.05,0.83,7.47,3770.6 +7624.9,12138,41169,1890.4,1898,65272,7.12,-69.42,-0.95,7.6,19.09,14.11,3770.6 +7721.4,12262,41268,1942,1938,65671,0,-55.18,12.35,16.15,3.32,9.13,3770.7 +8264.8,13050,41505,2200.1,2238,64426,-31.15,136.17,-20.9,16.15,-13.28,3.32,3770.7 +7909.1,12438,41673,2055.9,2082,64714,10.68,120.15,5.7,14.25,-12.45,-0.83,3770.8 +7426,11827,41149,1891.3,1911,64859,58.74,1794.2,104.5,889.2,481.4,600.92,3770.8 +7745.4,12339,41138,2092.4,2083,65831,-0.89,158.42,17.1,114.95,83,78.85,3770.8 +7627.8,12175,41059,1889.5,1915,64662,-16.02,-34.71,-10.45,-22.8,-19.09,7.47,3770.8 +7954.7,12352,42205,1942,1968,64670,-38.27,158.42,-14.25,-19.95,10.79,5.81,3770.8 +3624.5,5502,43173,2844.4,2878,64772,-16.91,66.75,-0.95,19.95,15.77,21.58,3770.8 +7567.1,12014,41278,1896.6,1934,64268,32.93,2120.9,132.05,884.45,517.92,602.58,3770.9 +8444.2,12574,44011,1979.4,1998,64925,2.67,763.62,15.2,235.6,161.85,159.36,3770.9 +8241.8,12749,42367,2015.8,2013,65629,32.93,12.46,30.4,26.6,25.73,24.07,3771.1 +8350.1,12426,44039,2050.6,2026,66330,171.77,8734.5,369.55,2694.2,1115.5,1729.7,3771.1 +8249.2,12454,43409,1976.7,1970,65759,27.59,105.02,34.2,34.2,30.71,29.88,3771.1 +7536.2,11985,41209,1877.9,1877,65567,10.68,-100.57,11.4,-19,-20.75,4.15,3771.1 +7571.5,12138,40880,1881.5,1898,64965,0.89,32.04,0,18.05,14.94,11.62,3771.2 +8997.4,14360,41062,2110.2,2124,65110,4.45,85.44,3.8,28.5,38.18,25.73,3771.2 +7644,12391,40429,1929.5,1943,65081,-19.58,195.8,-14.25,5.7,8.3,10.79,3771.3 +8592.6,13191,42690,2338.9,2327,65872,96.12,2670,202.35,1318.6,777.71,926.28,3771.4 +7904.2,12311,42077,1957.1,1959,65473,59.63,1873.4,124.45,896.8,492.19,597.6,3771.5 +8373.6,12668,43320,2034.5,2056,64852,74.76,1856.5,141.55,839.8,559.42,659.02,3771.5 +8204.6,12571,42773,2022.1,1999,66293,46.28,476.15,68.4,258.4,179.28,188.41,3771.5 +8329.5,12454,43832,2064.8,2098,64499,139.73,7532.1,296.4,2329.4,1129.6,1890.7,3771.6 +8139.4,12490,42708,1917.9,1918,65534,57.85,1882.3,132.05,918.65,537.01,597.6,3771.7 +7794.9,12297,41542,2015,2029,65083,-10.68,49.84,3.8,0.95,6.64,0,3771.8 +7849.3,12647,40675,1932.2,1971,64246,-1.78,-94.34,-19.95,27.55,-15.77,3.32,3771.8 +7756.2,12414,40947,1990,2026,64373,-33.82,-108.58,-19.95,-10.45,-3.32,4.15,3771.8 +7839,12431,41327,2019.4,2047,64653,-20.47,192.24,-5.7,26.6,13.28,7.47,3771.9 +7890.5,12386,41750,1983.8,1990,65332,4.45,563.37,25.65,226.1,182.6,188.41,3772.1 +8035.5,12547,41971,2042.5,2039,65650,11.57,-47.17,7.6,13.3,19.92,22.41,3772.1 +8187.9,12792,41948,2089.7,2124,64478,10.68,445.89,56.05,227.05,173.47,178.45,3772.1 +8020.3,12529,41952,1985.6,2001,65031,5.34,106.8,28.5,16.15,9.96,3.32,3772.1 +9098.8,13555,43991,2312.2,2339,64786,1.78,176.22,7.6,72.2,41.5,39.01,3772.2 +8391.7,12492,44025,1948.2,1960,65142,10.68,57.85,22.8,36.1,32.37,9.96,3772.2 +8250.1,12407,43579,1835.2,1859,64696,-24.03,83.66,-31.35,11.4,-10.79,-9.96,3772.3 +8545.1,12880,43479,2008.7,2032,64785,55.18,1758.6,105.45,888.25,488.87,592.62,3772.3 +8429.5,12684,43554,1949.1,1976,64644,4.45,-51.62,-10.45,38,-12.45,-5.81,3772.3 +8315.8,12521,43526,1917.1,1933,64996,-9.79,-105.02,0.95,-13.3,-13.28,-2.49,3772.3 +8076.7,12276,43118,1932.2,1904,66506,9.79,-76.54,-12.35,7.6,2.49,-3.32,3772.3 +5931.5,8839,43978,2427,2403,66191,8.9,89,-17.1,15.2,20.75,-1.66,3772.3 +8371.7,13121,41814,2239.2,2277,64449,-32.93,56.07,-2.85,-38,-9.13,-4.98,3772.5 +7670,12190,41235,1886.8,1930,64069,-18.69,172.66,-18.05,15.2,4.98,-16.6,3772.5 +7837.6,12335,41641,1876.1,1919,64072,-40.94,1.78,5.7,1.9,-27.39,-10.79,3772.5 +7781.7,12479,40867,1938.4,1983,64063,14.24,216.27,5.7,38.95,20.75,25.73,3772.5 +7799.3,12322,41482,1922.4,1942,64875,74.76,1889.5,154.85,886.35,502.98,595.94,3772.6 +8013,12643,41536,2078.1,2067,65890,33.82,514.42,29.45,272.65,182.6,173.47,3772.6 +7972.8,12333,42366,1881.5,1885,65413,-8.9,-54.29,-13.3,-10.45,-0.83,-8.3,3772.7 +8442.2,12676,43647,2009.6,2019,65232,11.57,439.66,7.6,93.1,81.34,82.17,3772.7 +8605.9,12358,45638,1886.8,1846,66984,16.02,206.48,27.55,94.05,95.45,76.36,3772.8 +8601,12535,44968,1979.4,1987,65284,7.12,475.26,55.1,214.7,159.36,192.56,3772.8 +8671.5,12525,45373,1950,1929,66249,-0.89,113.03,0.95,19.95,-6.64,10.79,3772.9 +8789.6,12718,45293,1866.3,1870,65407,61.41,1968.7,127.3,815.1,532.86,630.8,3772.9 +8584.8,12422,45292,1937.5,1938,65520,-4.45,-29.37,12.35,5.7,10.79,23.24,3773 +8277.6,12179,44542,1869.9,1879,65218,-4.45,-87.22,2.85,6.65,-9.96,4.15,3773 +8574.5,12531,44844,1981.1,2003,64821,136.17,7552.5,329.65,2290.4,1117.2,1852.6,3773 +8632.3,12695,44563,1948.2,1964,65009,52.51,2072.8,119.7,911.05,516.26,615.86,3773 +8288.4,12583,43168,2111.1,2115,65415,117.48,9185.7,352.45,2591.6,1070.7,1689.9,3773.1 +7916.9,12539,41378,1984.7,2015,64551,134.39,8237.8,338.2,2577.3,1127.1,1836.8,3773.2 +7850.3,12482,41217,1978.5,2006,64637,10.68,-29.37,-7.6,-8.55,-10.79,-6.64,3773.3 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+8938.1,13754,42589,2289.1,2346,63946,23.14,740.48,36.1,326.8,233.23,246.51,3800.3 +8589.2,12734,44205,1785.3,1822,64217,72.98,1816.5,131.1,788.5,485.55,599.26,3800.4 +8295.7,12368,43958,1953.5,1972,64923,15.13,-63.19,6.65,-16.15,-6.64,11.62,3800.4 +8205,12647,42518,2139.6,2167,64706,36.49,281.24,18.05,88.35,73.87,97.11,3800.5 +5929.5,8852,43899,3627.6,3652,65099,31.15,1009.3,70.3,343.9,271.41,273.07,3800.5 +8014,12415,42304,1936.6,1995,63619,-0.89,190.46,24.7,19,9.13,6.64,3800.6 +7837.1,12203,42089,1909,1947,64259,-1.78,-99.68,-10.45,-5.7,-9.13,-29.88,3800.6 +8175.7,12730,42090,2112.9,2170,63810,5.34,444.11,24.7,215.65,161.85,160.19,3800.6 +8170.3,12626,42408,2106.6,2114,65308,76.54,1915.3,123.5,863.55,529.54,634.95,3800.7 +9600.1,14967,42036,2292.6,2359,63692,148.63,10347,362.9,2987.8,1323,2132.3,3800.9 +8509.3,13128,42479,2262.4,2252,65838,83.66,2841.8,172.9,1289.2,744.51,865.69,3800.9 +8057.1,12540,42108,2015.8,2056,64256,52.51,1929.5,129.2,882.55,502.98,577.68,3800.9 +8056.1,12590,41935,1950.9,1962,65165,13.35,172.66,14.25,99.75,72.21,68.06,3800.9 +7875.8,12186,42356,1836.1,1866,64485,18.69,264.33,-0.95,111.15,72.21,82.17,3800.9 +7889.5,12383,41754,1863.7,1935,63120,-43.61,143.29,-14.25,-18.05,-24.9,-16.6,3801 +8064.4,12269,43077,1974,1981,65305,11.57,208.26,61.75,110.2,110.39,122.84,3801.1 +7701.8,11879,42491,1996.3,2023,64670,4.45,139.73,-14.25,19,17.43,9.13,3801.1 +8252.6,12454,43427,1907.3,1942,64364,23.14,-72.09,32.3,-1.9,4.98,3.32,3801.1 +8389.3,13054,42117,2362.9,2394,64686,178,11461,438.9,3312.6,1656.7,2758.1,3801.2 +7941.4,12434,41857,1885.9,1926,64172,-2.67,157.53,-20.9,20.9,10.79,15.77,3801.3 +8486.8,12576,44226,1890.4,1920,64524,8.01,175.33,19,2.85,12.45,32.37,3801.4 +8414.3,12618,43703,2002.5,1994,65815,9.79,135.28,-5.7,69.35,28.22,48.97,3801.4 +4338,5998,47398,3031.3,2974,66800,36.49,536.67,78.85,287.85,187.58,191.73,3801.4 +7542.1,11058,44699,2646,2706,64082,-0.89,78.32,-10.45,74.1,52.29,34.03,3801.7 +9543.7,14531,43043,2064.8,2083,64963,11.57,164.65,7.6,27.55,0,-1.66,3801.8 +8201.1,12590,42690,2034.5,2062,64663,-6.23,208.26,-0.95,28.5,6.64,3.32,3801.8 +8251.6,12660,42715,2065.7,2068,65463,20.47,180.67,19,115.9,85.49,91.3,3802 +8267.3,12786,42375,2049.7,2034,66041,5.34,26.7,9.5,48.45,25.73,26.56,3802 +8390.8,12955,42447,2015.8,2059,64163,-13.35,200.25,-17.1,74.1,67.23,92.13,3802 +8138.4,12481,42734,2014.1,2037,64798,12.46,-69.42,19.95,55.1,34.03,24.9,3802.1 +7974.3,12470,41909,2070.1,2070,65540,19.58,210.93,52.25,124.45,94.62,102.92,3802.1 +7833.1,12267,41848,1931.3,1931,65546,4.45,206.48,13.3,26.6,34.03,28.22,3802.2 +8105.6,12623,42082,2029.2,2107,63116,122.82,7887.2,304.95,2304.7,1115.5,1847.6,3802.2 +8404.5,12834,42917,2045.2,2121,63195,-17.8,-83.66,-12.35,-22.8,-18.26,-13.28,3802.3 +8387.8,12738,43155,1928.6,1986,63643,-18.69,194.91,19.95,123.5,69.72,69.72,3802.3 +8502.5,12534,44457,1892.1,1910,64923,2.67,-128.16,7.6,-23.75,3.32,-0.83,3802.3 +7878.7,12327,41887,1944.7,1975,64529,1.78,-47.17,-1.9,3.8,24.07,13.28,3802.5 +8042.9,12482,42229,2003.4,2038,64423,22.25,505.52,32.3,230.85,136.12,174.3,3802.5 +8044.8,12435,42399,2022.1,2019,65636,75.65,1762.2,101.65,804.65,665.66,689.73,3802.5 +7935.1,12257,42427,1990,2005,65047,5.34,-115.7,-9.5,-3.8,20.75,-6.64,3802.6 +8649.5,13074,43357,2216.1,2214,65598,7.12,-73.87,-6.65,25.65,19.09,7.47,3802.6 +9247.3,14346,42244,2062.1,2074,65161,-9.79,655.93,13.3,272.65,194.22,219.95,3802.7 +7996.3,12455,42075,1938.4,1955,64980,-20.47,66.75,-20.9,39.9,23.24,4.98,3802.7 +7798.4,12226,41802,1938.4,1990,63837,-25.81,222.5,8.55,-6.65,3.32,19.92,3802.7 +8036,12562,41924,2001.6,2022,64875,5.34,263.44,-12.35,7.6,12.45,5.81,3802.8 +8339.3,12738,42905,2043.4,2082,64322,52.51,1893.9,135.85,865.45,540.33,631.63,3803 +8203.6,12514,42962,1934.9,1970,64367,-7.12,-106.8,-5.7,-16.15,-8.3,-2.49,3803.1 +8205,12782,42069,1966,1982,65007,44.5,390.71,76,103.55,121.18,124.5,3803.1 +6527.8,10082,42433,2428.8,2402,66267,16.91,145.96,10.45,1.9,29.88,34.86,3803.2 +7864.5,12449,41402,1969.6,1985,65027,11.57,167.32,23.75,95,87.15,98.77,3803.2 +8069.8,12318,42934,1921.5,1914,65793,15.13,168.21,23.75,122.55,87.15,99.6,3803.3 +7779.2,12311,41412,1950.9,1975,64736,11.57,-43.61,11.4,-1.9,-8.3,22.41,3803.4 +7669,11989,41921,1901.9,1877,66406,145.07,7767,329.65,2349.3,1094.8,1787.8,3803.4 +7685.7,12163,41411,1911.7,1891,66254,1.78,-44.5,40.85,-4.75,-4.98,5.81,3803.5 +8000.7,12367,42398,1953.5,2011,63664,-9.79,186.01,19,-6.65,24.9,2.49,3803.6 +8285.4,12556,43246,2064.8,2108,64193,48.06,2263.3,122.55,905.35,508.79,618.35,3803.6 +8430,12762,43290,1996.3,2026,64574,9.79,461.02,41.8,232.75,148.57,176.79,3803.6 +8258,12714,42567,2027.4,2042,65068,137.06,7938.8,352.45,2355.1,1128,1848.4,3803.6 +8360.4,12827,42715,2126.2,2175,64066,137.95,8392.7,317.3,2368.3,1120.5,1821,3803.6 +8943,13675,42858,2184.9,2235,64068,5.34,291.03,32.3,149.15,118.69,118.69,3803.7 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+7522,11892,41453,1869.9,1904,64362,29.37,555.36,42.75,196.65,144.42,166,3804.4 +8303,12664,42968,1926,1980,63747,2.67,-90.78,-0.95,-21.85,9.13,-12.45,3804.5 +8043.4,12551,41999,2002.5,2007,65389,52.51,1985.6,110.2,860.7,515.43,627.48,3804.5 +7896.8,12531,41300,1934,1959,64699,27.59,490.39,42.75,202.35,163.51,184.26,3804.6 +7814,12286,41682,1995.4,1982,65978,23.14,16.91,-3.8,-1.9,-8.3,13.28,3804.6 +7901.7,12477,41504,1934,1981,63980,-35.6,-113.03,11.4,0,-18.26,-19.09,3804.6 +7877.2,12356,41781,2008.7,2000,65822,7.12,-23.14,32.3,34.2,19.09,21.58,3804.6 +7566.1,11998,41328,1844.1,1866,64766,-27.59,-72.09,-23.75,-13.3,7.47,-22.41,3804.7 +7794.9,12235,41753,1832.5,1883,63779,-31.15,109.47,-20.9,-9.5,-7.47,-9.96,3804.8 +7738.6,11746,43177,1984.7,1990,65361,6.23,106.8,21.85,95,80.51,90.47,3804.9 +8602,13548,41610,2341.6,2376,64587,-7.12,153.97,0,-14.25,-8.3,-10.79,3804.9 +8071.8,12525,42235,2065.7,2110,64160,130.83,8641,320.15,2583.1,1109.7,1735.5,3804.9 +8356.5,12482,43875,1935.8,1970,64397,17.8,445.89,27.55,226.1,170.15,175.96,3805 +8310.9,12754,42705,1964.2,2002,64300,12.46,242.97,38.95,113.05,102.09,98.77,3805.1 +8065.9,12515,42238,1984.7,1991,65329,-5.34,139.73,11.4,47.5,31.54,17.43,3805.1 +8169.8,12559,42632,1928.6,1951,64785,-10.68,-63.19,-14.25,-43.7,-13.28,-3.32,3805.3 +7874.3,12278,42030,1877,1890,65086,6.23,123.71,19,57,55.61,78.85,3805.4 +7503.9,11247,43725,2361.2,2351,65820,240.3,14954,566.2,4235.1,1900.7,2996.3,3805.4 +9374.7,14259,43087,2111.1,2083,66419,164.65,10921,439.85,3253.8,1557.1,2470.1,3805.4 +8594.6,13409,42006,2387,2401,65153,-9.79,-92.56,-14.25,5.7,-28.22,-12.45,3805.5 +7879.7,12418,41585,1988.3,2018,64570,-3.56,149.52,0.95,34.2,29.88,29.05,3805.5 +8486.3,13310,41785,2070.1,2078,65288,134.39,9349.5,379.05,2794.9,1090.6,1708.1,3805.5 +8023.3,12509,42035,2131.6,2189,63816,122.82,8369.6,314.45,2532.7,1094.8,1716.4,3805.5 +8045.8,12259,43012,1863.7,1879,65001,17.8,428.09,31.35,220.4,157.7,158.53,3805.6 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+7826.3,12334,41584,1901,1902,65503,13.35,194.91,25.65,41.8,27.39,23.24,3827.1 +8039.9,12778,41235,1957.1,1994,64324,8.9,633.68,11.4,195.7,180.94,153.55,3827.2 +7931.1,12531,41479,2094.2,2115,64891,0.89,186.01,6.65,111.15,94.62,79.68,3827.2 +8203.6,12863,41797,2160.9,2159,65594,1.78,655.93,49.4,278.35,200.03,205.01,3827.2 +7683.2,11947,42147,1874.3,1887,65096,-8.01,27.59,9.5,11.4,19.92,13.28,3827.2 +7920.9,12102,42894,1934,1954,64864,29.37,655.04,41.8,199.5,177.62,191.73,3827.3 +7903.2,12344,41959,1996.3,2044,64006,123.71,9081.6,320.15,2584,1089,1692.4,3827.3 +7919.9,12359,41997,1899.3,1911,65133,-15.13,-102.35,-0.95,-15.2,1.66,-8.3,3827.3 +7867.4,12354,41736,2017.6,2050,64501,17.8,76.54,-2.85,7.6,28.22,13.28,3827.4 +7762.1,12211,41659,1899.3,1939,64193,48.06,1877.9,121.6,854.05,530.37,639.1,3827.5 +8067.9,12290,43022,1914.4,1958,64076,-7.12,190.46,14.25,5.7,21.58,19.92,3827.5 +8745.5,12461,45995,1856.5,1917,63469,4.45,177.11,-2.85,-18.05,0,-12.45,3827.6 +8767.6,12639,45462,1954.4,1983,64592,-4.45,-77.43,-0.95,-1.9,14.11,-16.6,3827.6 +8417.7,12471,44236,1853,1907,63680,-5.34,621.22,19,213.75,146.08,158.53,3827.7 +7777.8,12356,41253,1980.3,1988,65281,7.12,25.81,-17.1,19,4.98,11.62,3827.8 +8180.1,13007,41215,2225.9,2239,65152,13.35,186.9,34.2,36.1,27.39,32.37,3827.9 +8046.8,12479,42259,2039.9,2011,66477,22.25,459.24,51.3,105.45,109.56,101.26,3827.9 +8224.2,12875,41862,2115.5,2143,64696,8.01,143.29,11.4,101.65,93.79,90.47,3828.1 +8140.4,12605,42323,1958,1997,64256,0,-32.93,12.35,9.5,-4.98,-9.13,3828.1 +8162.9,12634,42343,1998.9,2062,63532,111.25,7988.6,316.35,2299.9,1132.1,1831,3828.2 +8753.9,12794,44841,2018.5,2046,64656,3.56,-62.3,1.9,32.3,7.47,14.11,3828.2 +8576.5,12767,44025,2104.8,2159,63892,9.79,245.64,38,17.1,21.58,37.35,3828.3 +8397.1,12762,43121,2075.5,2138,63620,-8.9,-1.78,3.8,35.15,4.98,20.75,3828.3 +8425.5,12722,43403,1954.4,2006,63852,14.24,178.89,24.7,109.25,73.87,75.53,3828.3 +7755.7,12250,41492,1934,1950,64997,-14.24,-53.4,21.85,12.35,0.83,8.3,3828.4 +8265.8,13066,41459,2276.6,2286,65267,2.67,-48.06,23.75,35.15,16.6,33.2,3828.5 +7699.9,12401,40692,2014.1,2053,64293,44.5,1715.9,94.05,780.9,506.3,627.48,3828.5 +8147.2,12665,42158,1918.8,1945,64655,12.46,141.51,11.4,124.45,83,91.3,3828.6 +7702.3,12366,40820,2023,2046,64798,34.71,613.21,18.05,222.3,166,195.88,3828.6 +7818,12225,41911,1888.6,1889,65521,7.12,723.57,32.3,241.3,170.98,175.96,3828.7 +7884.6,12480,41404,2169.8,2176,65350,138.84,8809.2,342,2609.6,1142.1,1782,3828.7 +8154.6,12767,41859,1987.4,2059,63256,0.89,76.54,17.1,51.3,32.37,24.9,3828.8 +7970.8,12518,41730,1944.7,2002,63659,-8.01,495.73,17.1,215.65,142.76,161.85,3828.9 +7813.1,12269,41734,1910.8,1977,63343,-35.6,66.75,-28.5,2.85,-29.88,-16.6,3828.9 +7830.7,12192,42093,1810.3,1840,64477,16.91,541.12,48.45,242.25,142.76,158.53,3829 +6598.3,10083,42887,2522.3,2531,65310,31.15,-4.45,20.9,19.95,15.77,14.11,3829 +7935.1,12342,42135,1871.7,1906,64356,-8.9,-103.24,7.6,3.8,6.64,4.98,3829 +7972.3,12655,41286,2087.1,2127,64305,36.49,1756,124.45,810.35,522.07,626.65,3829.1 +7681.2,12139,41469,1866.3,1903,64273,-22.25,161.98,-1.9,6.65,-27.39,20.75,3829.2 +7840.5,12338,41646,2073.7,2066,65780,145.96,8197.8,322.05,2497.6,1132.9,1836,3829.3 +7654.8,12171,41218,1961.6,1967,65355,27.59,230.51,17.1,123.5,95.45,98.77,3829.4 +8011.5,12657,41482,2046.1,2081,64437,-2.67,154.86,-2.85,0.95,19.92,8.3,3829.4 +8762.7,13416,42805,2350.5,2392,64399,192.24,11347,469.3,3425.7,1674.9,2739.8,3829.5 +8902.3,12998,44886,2390.5,2466,63531,16.02,983.45,47.5,335.35,257.3,273.9,3829.5 +7875.8,12182,42370,1934,1986,63819,7.12,228.73,0.95,100.7,102.09,100.43,3829.6 +7826.8,12436,41246,1953.5,1988,64400,12.46,267,19,99.75,81.34,70.55,3829.8 +7617.1,12172,41011,1953.5,1976,64791,119.26,7762.6,332.5,2288.6,1163.7,1938,3829.8 +7782.7,12303,41457,1852.1,1867,65013,68.53,1795.1,114,844.55,531.2,582.66,3829.9 +7863.5,12411,41523,1986.5,2011,64737,-16.02,55.18,-19,-2.85,1.66,-15.77,3829.9 +8070.8,12567,42089,1937.5,1971,64423,-29.37,171.77,-10.45,12.35,-11.62,-4.15,3830 +8469.2,12904,43013,1972.2,2012,64241,-6.23,582.06,36.1,227.05,168.49,187.58,3830.1 +8683.3,13087,43483,2100.4,2187,62941,109.47,8513.7,290.7,2476.6,1120.5,1808.6,3830.2 +9567.3,14527,43161,2186.7,2239,64006,4.45,47.17,14.25,56.05,39.84,40.67,3830.3 +8388.8,12504,43967,1991.8,2040,63988,-4.45,272.34,-7.6,49.4,10.79,14.11,3830.3 +7962,12312,42381,1909.9,1944,64388,0.89,168.21,14.25,-13.3,2.49,16.6,3830.3 +8271.7,12482,43430,1654.5,1682,64465,66.75,1963.3,114.95,870.2,467.29,561.08,3830.4 +8078.6,12671,41784,1970.5,2015,64087,124.6,7709.2,318.25,2319.9,1120.5,1863.3,3830.4 +7770.4,12215,41690,1827.2,1875,63864,7.12,221.61,4.75,9.5,12.45,28.22,3830.4 +7921.8,12630,41106,1921.5,1990,63280,2.67,405.84,30.4,124.45,78.02,107.9,3830.5 +7926.2,12488,41596,1975.8,1992,65003,30.26,363.12,28.5,124.45,89.64,108.73,3830.6 +8615.7,12905,43753,2118.2,2153,64477,25.81,423.64,40.85,238.45,164.34,178.45,3830.8 +8268.3,12468,43461,1941.1,1968,64640,21.36,-17.8,47.5,32.3,31.54,26.56,3830.9 +7933.1,12259,42410,1942.9,1975,64470,80.99,1776.4,139.65,806.55,525.39,678.94,3831 +8152.6,12454,42901,2009.6,2034,64750,-6.23,-95.23,-15.2,5.7,22.41,-1.66,3831 +8500,13055,42670,2207.2,2255,64147,129.05,9374.4,345.8,2718.9,1134.6,1740.5,3831 +7965.9,12446,41946,1962.4,1966,65418,8.01,246.53,31.35,23.75,62.25,41.5,3831 +3286.4,5190,41499,1584.2,1606,64646,25.81,1429.3,75.05,606.1,307.1,371.01,3831.1 +7840,12287,41817,1828.9,1883,63655,-14.24,-89.89,-8.55,-15.2,0.83,-9.96,3831.2 +7879.7,12406,41625,1949.1,1970,64841,24.92,663.94,-13.3,229.9,159.36,188.41,3831.3 +7930.7,12215,42550,1865.4,1908,64074,-6.23,-18.69,-11.4,26.6,3.32,-11.62,3831.4 +8574.5,12600,44598,2047.9,2088,64277,101.46,8652.6,336.3,2565.9,1160.3,1865,3831.4 +9044.4,13317,44510,2249.9,2293,64305,-16.91,-69.42,-4.75,-12.35,-15.77,-26.56,3831.5 +8485.8,12373,44947,1964.2,2005,64203,13.35,286.58,3.8,36.1,45.65,19.09,3831.6 +8900.4,13609,42861,2474.2,2557,63414,21.36,836.6,76.95,333.45,263.94,284.69,3831.6 +8411.3,12507,44075,2021.2,2059,64333,120.15,8904.5,336.3,2601.1,1074.8,1687.4,3831.6 +8278.1,12528,43304,1969.6,2016,64027,-28.48,258.99,1.9,26.6,27.39,23.24,3831.7 +7878.2,12356,41786,1934.9,1972,64302,0.89,184.23,3.8,22.8,-3.32,26.56,3831.8 +8284.4,12811,42380,2686,2715,64836,-18.69,147.74,56.05,22.8,9.13,17.43,3832 +8262.4,12744,42489,2077.3,2092,65074,5.34,95.23,30.4,-5.7,13.28,5.81,3832 +8657.8,13095,43329,2129.8,2147,65010,-8.9,291.92,31.35,114.95,67.23,92.13,3832.1 +8773.9,12703,45266,2176.9,2223,64178,-1.78,748.49,33.25,235.6,147.74,141.93,3832.2 +8773.9,12801,44919,2034.5,2101,63463,-2.67,600.75,25.65,217.55,161.02,163.51,3832.2 +8537.3,12898,43379,1905.5,1990,62753,56.07,1670.5,108.3,742.9,445.71,568.55,3832.2 +8452.5,12634,43845,2031.9,2090,63713,58.74,1929.5,149.15,876.85,559.42,620.84,3832.3 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+8087,12463,42525,2083.5,2111,64682,134.39,8463.9,348.65,2556.4,1101.4,1731.4,3853.9 +9490.3,14519,42838,2139.6,2183,64232,29.37,608.76,38.95,318.25,205.84,219.12,3854 +8448.6,12734,43481,1977.6,2042,63469,112.14,8256.5,304.95,2399.7,1122.2,1831,3854 +8109.5,12344,43054,1905.5,1964,63584,-14.24,153.08,18.05,-11.4,7.47,6.64,3854 +8378,12528,43827,1923.3,1956,64440,16.02,-41.83,27.55,1.9,4.98,23.24,3854.1 +8837.2,12818,45183,2015.8,2050,64444,10.68,618.55,32.3,246.05,146.08,170.98,3854.1 +8879.8,12646,46018,1949.1,2006,63677,13.35,451.23,36.1,217.55,154.38,163.51,3854.2 +8440.3,12496,44265,1835.2,1888,63703,-7.12,81.88,-15.2,-15.2,-9.96,0.83,3854.2 +7955.6,12432,41939,1894.8,1904,65220,-0.89,175.33,4.75,-12.35,-5.81,3.32,3854.4 +4580.5,7062,42508,2524.9,2534,65301,-8.9,19.58,7.6,-1.9,-0.83,13.28,3854.5 +7992.4,12523,41826,2167.1,2207,64353,14.24,481.49,54.15,251.75,155.21,160.19,3854.5 +8319.7,13021,41874,2548.1,2569,65002,11.57,275.9,29.45,177.65,120.35,120.35,3854.6 +4007.7,6142,42763,3264.5,3262,65587,48.95,1346.6,111.15,556.7,473.93,531.2,3854.6 +8313.8,12689,42939,1926.8,1957,64526,106.8,7954.8,339.15,2479.5,1072.4,1746.3,3854.6 +8082.6,12458,42519,2015.8,2030,65079,2.67,335.53,30.4,115.9,88.81,78.85,3854.7 +8270.2,12411,43671,1873.4,1903,64518,-8.9,-78.32,16.15,0.95,22.41,9.96,3854.7 +8567.7,13155,42683,2214.3,2227,65163,119.26,9009.5,331.55,2612.5,1156.2,1843.4,3854.8 +8682.8,12714,44757,1930.4,1998,63319,2.67,-125.49,-31.35,-6.65,3.32,-3.32,3854.8 +8793,12976,44410,1924.2,2016,62551,-24.92,524.21,-8.55,210.9,143.59,180.11,3854.8 +8184.5,12382,43319,1818.3,1886,63182,-17.8,-44.5,-10.45,-12.35,-2.49,8.3,3854.8 +8278.1,12776,42463,1997.2,2028,64539,169.99,8274.3,363.85,2462.4,1147.9,1864.2,3854.9 +8008.1,12363,42451,1962.4,2015,63827,17.8,233.18,39.9,40.85,11.62,34.86,3854.9 +7812.6,12214,41919,1796,1830,64319,32.93,160.2,35.15,112.1,72.21,109.56,3855 +8052.7,12539,42088,1974,2011,64331,8.01,0,16.15,8.55,19.09,19.92,3855 +8087,12455,42552,1996.3,2003,65316,7.12,296.37,16.15,63.65,60.59,44.82,3855 +8003.2,12546,41806,2022.1,2038,65024,25.81,54.29,-17.1,29.45,24.9,11.62,3855 +8987.1,13968,42166,1987.4,1972,66047,39.16,257.21,35.15,132.05,105.41,100.43,3855 +8727.4,13492,42392,2341.6,2384,64370,78.32,2690.5,179.55,1254,760.28,916.32,3855.1 +8125.2,12656,42074,2036.3,2084,64037,-27.59,135.28,34.2,-16.15,34.03,10.79,3855.1 +8073.2,12704,41647,1918.8,1972,63769,32.04,1763.1,105.45,798.95,539.5,649.89,3855.1 +7960.1,12523,41657,1986.5,2011,64737,11.57,210.04,24.7,110.2,92.96,112.88,3855.2 +9215.4,14099,42836,2678,2695,65123,80.99,2764.3,208.05,1209.3,757.79,912.17,3855.3 +8271.7,12466,43486,1933.1,1958,64702,7.12,116.59,11.4,30.4,29.05,23.24,3855.4 +8195.7,12545,42815,2012.3,2069,63740,13.35,112.14,6.65,19.95,-13.28,-2.49,3855.4 +8134,12050,44238,2881.8,2962,63762,18.69,98.79,-2.85,-1.9,-30.71,-25.73,3855.4 +8371.7,12525,43804,1978.5,2009,64540,-2.67,-20.47,-28.5,26.6,-22.41,-4.15,3855.4 +8457.9,12676,43728,2026.5,2064,64346,-22.25,-56.07,-44.65,20.9,-4.15,-14.11,3855.4 +8193.8,12247,43846,2053.2,2087,64476,39.16,388.93,22.8,133,96.28,117.03,3855.5 +7972.8,12140,43040,1860.1,1880,64842,7.12,162.87,-3.8,114.95,72.21,79.68,3855.5 +8194.8,12391,43342,1935.8,1975,64234,55.18,1885.9,130.15,836.95,551.12,662.34,3855.5 +8438.3,12544,44086,1913.5,1924,65178,12.46,-2.67,-15.2,54.15,11.62,27.39,3855.5 +8282,12332,44013,1831.6,1900,63177,-3.56,712,13.3,235.6,144.42,146.91,3855.6 +8080.6,12351,42877,1919.7,1983,63445,-13.35,70.31,-4.75,18.05,6.64,1.66,3855.6 +8109,12463,42641,1944.7,1983,64269,-4.45,-49.84,-10.45,-17.1,-8.3,-7.47,3855.6 +8650,13304,42610,2463.5,2488,64891,34.71,799.22,44.65,364.8,235.72,272.24,3855.7 +7986,12518,41810,2043.4,2066,64820,-4.45,-93.45,-18.05,-0.95,-4.98,-7.47,3855.7 +5349.8,8023,43700,2911.2,2947,64740,1.78,-116.59,2.85,-26.6,-36.52,-3.32,3855.7 +8735.7,13710,41758,2382.5,2430,64256,19.58,744.04,67.45,340.1,227.42,263.94,3855.7 +7722.9,12214,41438,1861.9,1906,64019,-9.79,650.59,19.95,216.6,146.08,175.96,3855.8 +7775.8,12218,41709,1885,1934,63876,-23.14,177.11,-13.3,-5.7,7.47,23.24,3855.8 +7922.3,12426,41783,1950,2010,63579,35.6,798.33,44.65,235.6,147.74,174.3,3855.8 +8032.6,12287,42844,1911.7,1947,64348,-8.9,184.23,12.35,46.55,34.03,49.8,3855.9 +8226.1,12556,42936,1870.8,1928,63591,20.47,-70.31,9.5,12.35,13.28,2.49,3855.9 +8356.5,12709,43091,2166.3,2209,64268,9.79,344.43,8.55,161.5,116.2,119.52,3856 +8420.2,12606,43775,1909.9,1934,64721,72.98,1973.1,134.9,896.8,498.83,613.37,3856 +8108.5,12542,42370,1920.6,1962,64154,45.39,1780.9,111.15,893.95,530.37,627.48,3856.1 +8327.1,12558,43456,1942.9,1982,64242,68.53,1862.8,122.55,898.7,507.96,603.41,3856.1 +8206.5,12470,43129,1875.2,1906,64478,-6.23,-7.12,-8.55,10.45,-13.28,7.47,3856.1 +8107.1,12393,42871,1998.9,2025,64693,-9.79,0.89,-22.8,4.75,-1.66,-9.13,3856.1 +8290.8,12751,42612,2014.1,2059,64106,130.83,8528.9,323.95,2582.1,1118.8,1800.3,3856.2 +7407.3,11209,43309,2629.9,2685,64192,216.27,14520,587.1,4388,2002.8,3210.4,3856.2 +8060.5,12576,42005,2016.7,2036,64916,127.27,8560,316.35,2505.1,1068.2,1707.3,3856.2 +8106.1,12624,42082,2028.3,2064,64403,-22.25,366.68,8.55,86.45,78.02,81.34,3856.3 +7525.9,12004,41088,1967.8,1968,65529,10.68,120.15,22.8,116.85,81.34,78.85,3856.4 +8129.6,12829,41529,2517.8,2537,65040,199.36,11135,480.7,3412.4,1679.9,2788.8,3856.4 +7947.3,12544,41521,2014.1,2036,64830,-9.79,-52.51,-30.4,2.85,4.98,3.32,3856.4 +4171.4,6443,42430,2863.1,2907,64547,108.58,4113.6,239.4,1811.7,1123.8,1357,3856.5 +7881.2,12532,41214,1979.4,1984,65383,11.57,388.93,14.25,109.25,98.77,87.15,3856.5 +3577.5,5505,42589,2591.7,2593,65503,19.58,-94.34,22.8,-14.25,-9.96,-5.81,3856.6 +7892.4,12299,42055,1974.9,1963,65934,11.57,-66.75,4.75,6.65,14.94,23.24,3856.6 +7795.9,12198,41885,1930.4,1958,64613,65.86,1699,133.95,774.25,486.38,610.05,3856.6 +8796.5,13430,42925,2172.5,2194,64893,-8.01,-51.62,27.55,-15.2,-18.26,6.64,3856.7 +8301.1,12768,42608,2161.8,2192,64633,30.26,155.75,10.45,100.7,85.49,97.94,3856.8 +8063,12611,41901,1979.4,2003,64763,69.42,2182.3,146.3,920.55,528.71,622.5,3856.8 +8091.9,12914,41065,2026.5,2066,64284,13.35,485.94,32.3,234.65,151.06,177.62,3856.8 +8763.7,13627,42147,2257.9,2299,64365,-1.78,-71.2,5.7,-11.4,4.15,4.98,3856.8 +7825.3,12320,41627,1938.4,1936,65618,0.89,4.45,11.4,46.55,43.16,24.07,3857 +7348,11623,41432,1899.3,1927,64593,66.75,1967.8,138.7,945.25,511.28,598.43,3857 +8075.7,12872,41116,2168.9,2204,64493,-26.7,161.98,-16.15,-25.65,-0.83,-4.98,3857.1 +7898.3,12607,41058,1926,1963,64299,54.29,1832.5,95,790.4,522.9,645.74,3857.1 +7744.9,12443,40792,1911.7,1951,64217,57.85,1796.9,87.4,783.75,502.98,615.03,3857.2 +8070.8,12818,41264,2081.7,2134,63930,0.89,72.98,8.55,78.85,78.02,80.51,3857.2 +8057.1,12572,42000,1975.8,2028,63849,-2.67,-83.66,-30.4,10.45,-4.15,-37.35,3857.3 +7832.2,12230,41970,1874.3,1922,63911,-23.14,97.9,-39.9,-1.9,-7.47,-4.15,3857.3 +7687.6,11948,42167,1948.2,2008,63585,27.59,523.32,57.95,259.35,196.71,192.56,3857.3 +8262.4,12561,43108,2056.8,2081,64774,-27.59,148.63,1.9,60.8,17.43,29.05,3857.3 +7933.6,12419,41866,1960.7,1987,64668,8.01,169.1,20.9,46.55,48.97,20.75,3857.4 +8208.5,12771,42123,1948.2,2003,63743,50.73,1701.7,102.6,826.5,531.2,657.36,3857.4 +9362.9,14382,42665,2106.6,2122,65061,-32.93,107.69,5.7,6.65,-3.32,-13.28,3857.5 +8255.5,12751,42431,2067.5,2123,63822,28.48,465.47,35.15,247.95,174.3,180.11,3857.5 +8204.6,12906,41662,2137.8,2206,63509,-8.9,36.49,0,45.6,17.43,12.45,3857.5 +7971.8,12662,41261,2004.3,2022,64962,23.14,-6.23,-1.9,67.45,63.08,15.77,3857.5 +8112.9,12666,41978,1883.2,1982,62270,-6.23,145.07,-20.9,-2.85,22.41,0,3857.5 +8030.6,12510,42070,1970.5,2042,63240,-37.38,81.88,-6.65,-24.7,9.13,-18.26,3857.6 +7813.5,12443,41153,1982.9,2027,64111,-8.01,-70.31,-2.85,-17.1,-3.32,-11.62,3857.6 +8046.8,12607,41830,1925.1,1999,63112,15.13,218.05,8.55,124.45,55.61,65.57,3857.7 +4081.2,6003,44555,3230.7,3287,64413,7.12,138.84,13.3,12.35,28.22,21.58,3857.8 +8037.5,12426,42390,1988.3,2010,64827,65.86,2040.8,120.65,890.15,539.5,653.21,3857.8 +8059.5,12316,42886,1970.5,2012,64183,72.09,1657.2,99.75,768.55,526.22,657.36,3857.9 +8484.8,12885,43156,1996.3,2065,63355,119.26,8498.6,332.5,2432.9,1201.8,1904,3857.9 +8107.5,12470,42609,2015,2054,64290,134.39,8682.8,354.35,2605.8,1130.5,1746.3,3858 +8193.3,12578,42690,2002.5,2054,63893,113.92,7924.6,312.55,2334.1,1134.6,1837.6,3858.1 +8328,12926,42224,2027.4,2110,62971,10.68,208.26,-7.6,14.25,0,2.49,3858.1 +8172.7,12483,42907,1876.1,1911,64340,7.12,-86.33,-14.25,-17.1,0,12.45,3858.1 +8143.8,12391,43073,1958,2019,63556,7.12,160.2,-20.9,9.5,-25.73,-9.13,3858.1 +8001.2,12332,42521,1934.9,2008,63149,24.03,426.31,34.2,213.75,152.72,166.83,3858.2 +7936,12270,42388,1869.9,1966,62332,5.34,520.65,52.25,187.15,156.87,180.11,3858.3 +8251.6,12535,43141,2001.6,2055,63833,117.48,8924.9,312.55,2609.6,1120.5,1766.2,3858.4 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+8123.7,12719,41858,2084.4,2127,64223,-9.79,145.96,-18.05,31.35,22.41,13.28,3928.4 +7768,12102,42066,1934.9,1954,64894,-1.78,354.22,15.2,114.95,73.87,72.21,3928.4 +7791,12217,41793,1923.3,1965,64145,-12.46,109.47,2.85,36.1,15.77,9.13,3928.4 +8826.4,13566,42639,2387,2414,64802,201.14,12919,511.1,3848.4,1575.3,2460.9,3928.4 +7886.1,12298,42025,1924.2,1914,65885,128.16,8177.3,345.8,2526.1,1157.8,1831.8,3928.4 +7940,12416,41910,1982,2004,64818,16.02,-68.53,-11.4,-2.85,18.26,-6.64,3928.4 +7702.3,12063,41845,1839.6,1883,64027,-2.67,-18.69,-1.9,-11.4,2.49,-2.49,3928.4 +8057.6,12698,41586,1990.9,2026,64402,68.53,1747.1,112.1,794.2,533.69,643.25,3928.4 +7769.4,12231,41630,1929.5,1959,64550,-2.67,360.45,21.85,209,167.66,161.02,3928.5 +7932.1,12298,42270,1942,1962,64867,-33.82,-59.63,-23.75,-28.5,-3.32,-35.69,3928.5 +8012,12426,42256,1948.2,1962,65075,62.3,1749.7,107.35,867.35,516.26,629.14,3928.6 +8179.1,12546,42725,2023,2006,66090,1.78,-72.09,-18.05,16.15,-4.15,-14.11,3928.7 +6542,10036,42720,2961.9,2960,65579,7.12,-65.86,13.3,4.75,9.96,9.13,3928.7 +7848.3,12208,42132,1934.9,1920,66043,25.81,51.62,36.1,83.6,54.78,53.95,3928.8 +7920.4,12301,42197,1943.8,1929,66037,34.71,448.56,38.95,227.05,160.19,163.51,3928.9 +8060.5,12588,41965,2005.2,2012,65314,129.94,8802.1,343.9,2588.8,1098.9,1748.8,3928.9 +7432.3,11664,41760,1939.3,1936,65648,20.47,348.88,15.2,110.2,85.49,74.7,3928.9 +7509.3,11690,42098,1977.6,1978,65522,2.67,154.86,0,122.55,76.36,53.95,3928.9 +7798.4,12264,41673,2015.8,2056,64256,8.01,430.76,19,221.35,131.97,152.72,3929 +8125.2,12680,41995,2065.7,2060,65717,121.04,8729.1,349.6,2644.8,1066.5,1680.8,3929.1 +8706.3,13407,42558,2338,2347,65286,17.8,356,25.65,172.9,128.65,130.31,3929.2 +9268.8,14539,41780,2063.9,2079,65060,-5.34,143.29,2.85,8.55,-4.98,-2.49,3929.3 +7729.8,12105,41849,1778.2,1801,64707,24.03,423.64,25.65,119.7,96.28,99.6,3929.3 +8729.8,13329,42923,2437.7,2433,65663,23.14,-71.2,4.75,6.65,0.83,10.79,3929.4 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+8526.5,12633,44233,1936.6,1981,64068,139.73,7815.1,328.7,2316.1,1118.8,1833.5,3999.4 +8006.6,12302,42653,2138.7,2158,64949,1.78,-80.1,-4.75,7.6,22.41,7.47,3999.7 +8933.2,13462,43489,2327.3,2342,65126,79.21,2779.5,196.65,1388.9,759.45,892.25,3999.7 +7122.1,10258,45502,3035.8,2978,66808,17.8,28.48,55.1,38,33.2,23.24,3999.7 +9903.9,14859,43681,2157.4,2203,64178,-18.69,-45.39,-28.5,8.55,-1.66,-13.28,3999.8 +8544.1,12538,44660,2084.4,2106,64863,-3.56,75.65,-8.55,22.8,16.6,29.05,4000 +9008.7,12770,46233,1920.6,1942,64814,-10.68,17.8,-13.3,24.7,15.77,14.11,4000 +8799.4,12495,46153,1849.4,1903,63691,-24.03,-98.79,-15.2,12.35,9.96,-7.47,4000 +8734.3,12550,45610,1870.8,1890,64870,4.45,-21.36,-14.25,29.45,22.41,19.92,4000 +8307,12487,43598,2031,2019,65925,57.85,1728.4,138.7,822.7,532.03,641.59,4000.2 +7811.6,12153,42125,1864.5,1869,65380,127.27,7195.6,274.55,2188.8,1081.5,1819.4,4000.3 +7863.5,12172,42338,1989.2,1963,66409,-21.36,181.56,3.8,-0.95,-14.11,5.81,4000.4 +7876.3,12298,41973,1816.5,1802,66063,37.38,428.98,67.45,229.9,161.85,185.92,4000.5 +8096.8,12629,42017,1994.5,1969,66384,150.41,8589.4,352.45,2573.6,1092.3,1723.9,4000.6 +8010.5,12429,42238,2158.3,2173,65091,24.92,603.42,43.7,227.05,147.74,162.68,4000.7 +8541.7,12761,43867,2121.8,2157,64465,0,196.69,3.8,11.4,20.75,3.32,4000.7 +8504.9,13074,42633,2317.6,2354,64522,16.91,59.63,-9.5,-6.65,17.43,-9.96,4000.8 +8042.9,12458,42310,1993.6,1998,65392,-3.56,65.86,16.15,-9.5,0,-6.64,4000.8 +7585.2,12154,40900,1981.1,1982,65508,-2.67,-99.68,24.7,-12.35,-5.81,-14.11,4000.9 +7636.7,12134,41246,2136.9,2098,66751,9.79,625.67,82.65,257.45,196.71,236.55,4000.9 +8146.3,12566,42485,2017.6,2034,65009,1.78,605.2,19,203.3,161.02,182.6,4001.3 +9492.8,14540,42787,2129.8,2175,64173,-30.26,-110.36,6.65,1.9,-22.41,-4.15,4001.3 +8293.3,12544,43328,2015.8,2032,65015,109.47,8639.2,367.65,2607.8,1104.7,1735.5,4001.3 +8435.4,12707,43505,2190.3,2195,65395,102.35,9041.5,319.2,2632.4,1064.1,1688.2,4001.3 +8308.4,12536,43435,2110.2,2136,64744,129.94,8543.1,348.65,2521.3,1152,1843.4,4001.4 +7680.3,12399,40595,2015.8,1983,66622,8.01,692.42,36.1,225.15,155.21,166,4001.6 +7273.1,11877,40132,1977.6,2001,64769,24.03,712.89,17.1,243.2,168.49,185.92,4001.6 +7890,12543,41224,2115.5,2079,66688,32.93,251.87,19.95,130.15,108.73,97.94,4001.7 +8557.4,13600,41236,2365.6,2308,67172,29.37,309.72,37.05,150.1,137.78,119.52,4001.7 +7752.3,12334,41191,1954.4,1950,65685,6.23,22.25,0,-11.4,24.07,25.73,4001.7 +7622.9,12302,40609,1954.4,1962,65283,23.14,417.41,38,182.4,158.53,171.81,4001.8 +7687.6,12307,40937,2071,2051,66176,137.95,8020.7,323.95,2455.8,1165.3,1871.6,4001.8 +8262.4,12630,42873,2015.8,2006,65858,4.45,331.97,25.65,87.4,90.47,85.49,4002 +8229.5,12710,42434,2047,2054,65313,113.92,8463,342.95,2473.8,1178.6,1884.1,4002 +4610.4,7138,42329,2505.3,2502,65624,-17.8,53.4,0.95,67.45,13.28,33.2,4002 +7144.7,10674,43867,2977.1,3014,64733,20.47,246.53,30.4,121.6,78.85,87.15,4002 +9667.7,15244,41563,2101.3,2152,63992,-16.91,421.86,14.25,260.3,195.05,195.05,4002.1 +7813.5,12359,41433,2006.9,1987,66194,-8.9,190.46,2.85,56.05,34.86,46.48,4002.1 +7807.2,12319,41533,2112,2091,66193,147.74,8805.7,343.9,2571.6,1154.5,1830.1,4002.1 +7955.2,12530,41608,2067.5,2066,65583,58.74,2291.8,153.9,928.15,527.05,646.57,4002.2 +8977.8,13669,43044,2387.9,2337,66963,4.45,63.19,11.4,60.8,39.01,39.84,4002.2 +8643.6,13310,42560,2178.7,2186,65318,4.45,440.55,18.05,160.55,132.8,130.31,4002.3 +8251.1,12621,42845,1934.9,1945,65194,-9.79,98.79,1.9,4.75,-16.6,0,4002.4 +7909.1,12421,41730,2071,2049,66241,18.69,234.07,-0.95,31.35,31.54,19.09,4002.5 +8424.6,13351,41354,2471.5,2483,65233,24.92,74.76,27.55,54.15,31.54,35.69,4002.5 +7714.1,12274,41189,1869.9,1874,65392,-15.13,175.33,-18.05,-8.55,-9.96,8.3,4002.7 +8011.5,12614,41624,2000.7,2018,64975,129.94,9062,335.35,2536.5,1103.9,1754.6,4002.8 +8213.9,12403,43401,1908.2,1895,65991,-4.45,-13.35,-20.9,14.25,23.24,16.6,4002.8 +8091.9,12316,43058,2010.5,1992,66145,136.17,7444,339.15,2250.6,1126.3,1861.7,4002.8 +8802.9,12455,46319,1842.3,1875,64393,-16.91,8.01,-35.15,10.45,4.15,-13.28,4002.9 +9012.6,12854,45951,2006.9,2034,64664,4.45,319.51,-0.95,108.3,72.21,75.53,4002.9 +8367.7,12790,42876,2037.2,2054,65000,-0.89,267.89,0.95,87.4,81.34,75.53,4002.9 +9239.4,13852,43713,2406.6,2424,65064,12.46,910.47,32.3,335.35,222.44,223.27,4002.9 +8722.5,12605,45350,1962.4,1997,64402,-29.37,265.22,-7.6,40.85,11.62,9.96,4003 +8550,12717,44062,2070.1,2093,64820,-10.68,396.05,20.9,127.3,90.47,101.26,4003 +8149.7,12486,42776,1986.5,1990,65420,-9.79,22.25,-1.9,42.75,9.96,32.37,4003.1 +8342.7,12842,42575,2018.5,2062,64154,46.28,1835.2,125.4,837.9,530.37,650.72,4003.1 +8249.2,12567,43019,2060.3,2071,65199,49.84,2061.2,78.85,859.75,501.32,573.53,4003.1 +8289.8,12561,43251,1958,1985,64645,-19.58,167.32,-14.25,-12.35,-9.96,3.32,4003.1 +9577,14745,42566,2188.5,2201,65164,-1.78,24.92,51.3,15.2,27.39,13.28,4003.1 +7862.5,12317,41835,1878.8,1917,64230,-8.01,19.58,9.5,5.7,15.77,18.26,4003.2 +8031.6,12442,42305,2020.3,2030,65223,8.9,-1.78,21.85,41.8,40.67,32.37,4003.2 +8540.7,12551,44596,1954.4,1955,65517,8.01,-52.51,28.5,1.9,24.07,22.41,4003.2 +8041.4,11983,43979,2035.4,2063,64660,132.61,8644.6,360.05,2435.8,1069.9,1694.9,4003.3 +8331.5,12591,43365,2013.2,2027,65089,14.24,192.24,3.8,113.05,87.15,94.62,4003.4 +8357.9,12693,43153,1917.1,1941,64728,1.78,212.71,19.95,108.3,89.64,85.49,4003.5 +8440.7,12576,43986,1934.9,1952,64961,-10.68,221.61,19.95,61.75,36.52,32.37,4003.5 +8657.3,12815,44274,1984.7,1979,65725,16.02,4.45,2.85,56.05,39.84,42.33,4003.6 +8783.7,12866,44742,2144,2166,64871,11.57,659.49,17.1,201.4,191.73,205.01,4003.6 +8107.1,12185,43603,1960.7,1965,65392,45.39,2005.2,131.1,933.85,497.17,561.91,4003.7 +8389.8,12951,42455,2058.6,2087,64643,-29.37,2.67,-10.45,37.05,14.11,-9.13,4003.7 +7735.1,11836,42830,1913.5,1960,63981,27.59,2128.9,125.4,892.05,454.84,556.1,4003.7 +8260.9,12692,42656,2080.8,2100,64937,-8.01,713.78,9.5,200.45,151.89,158.53,4003.8 +8466.7,12736,43567,2128.9,2132,65440,-26.7,5.34,-5.7,-23.75,-0.83,-6.64,4003.8 +9542.3,14343,43600,2073.7,2151,63181,-45.39,68.53,-31.35,0.95,-10.79,-13.28,4003.9 +8383.4,12799,42926,2109.3,2187,63208,-10.68,402.28,22.8,178.6,160.19,142.76,4003.9 +8337.8,12603,43357,1981.1,2011,64563,-13.35,262.55,-22.8,25.65,28.22,18.26,4004 +10004,15199,43135,2140.4,2159,64973,77.43,2672.7,144.4,1233.1,668.98,758.62,4004 +8114.9,12510,42511,1953.5,1982,64595,-3.56,59.63,-10.45,51.3,56.44,24.07,4004 +8342.7,12789,42752,1954.4,1969,65051,64.97,1926,115.9,894.9,542.82,626.65,4004 +8620.1,12515,45140,1910.8,1923,65121,7.12,159.31,-11.4,9.5,9.96,0.83,4004.2 +8951.8,12991,45159,1957.1,2015,63653,-24.92,-76.54,-27.55,-38.95,-22.41,-19.09,4004.2 +8779.3,12790,44985,2025.6,2038,65139,-11.57,97.9,-14.25,-12.35,-29.05,-7.47,4004.3 +9804.9,14342,44804,2031,2066,64425,-12.46,24.03,-18.05,-8.55,-33.2,-1.66,4004.3 +8535.8,12353,45285,1973.1,1969,65673,-22.25,-93.45,-37.05,10.45,-21.58,-4.98,4004.3 +8882.7,12776,45565,1963.3,1960,65648,-29.37,32.04,-30.4,22.8,-7.47,17.43,4004.3 +8918,13061,44748,2237.5,2225,65903,64.97,2611.3,158.65,1262.5,718.78,898.06,4004.4 +8281,12691,42763,2031.9,2039,65307,-39.16,422.75,-5.7,111.15,87.15,82.17,4004.4 +8192.3,12681,42338,2001.6,2010,65262,-29.37,-96.12,-6.65,-6.65,-14.11,-0.83,4004.5 +8213.4,12551,42887,1982,1959,66306,4.45,-100.57,-1.9,24.7,21.58,-10.79,4004.5 +7864.5,11943,43156,3186.2,3171,65850,16.91,-82.77,10.45,21.85,9.13,15.77,4004.6 +8842,13601,42605,2294.4,2325,64674,0,-42.72,12.35,54.15,26.56,27.39,4004.6 +8238.4,12701,42509,1991.8,2025,64462,8.01,434.32,7.6,127.3,82.17,105.41,4004.6 +8301.1,12507,43497,1911.7,1903,65836,12.46,140.62,-0.95,43.7,13.28,-5.81,4004.7 +5734,8243,45588,3071.4,3043,66147,6.23,77.43,-6.65,38.95,14.11,19.92,4004.7 +8072.3,12342,42864,2007.8,2022,65077,-14.24,319.51,-2.85,94.05,112.05,117.86,4004.8 +8408.9,12410,44407,1901.9,1902,65534,-3.56,184.23,30.4,15.2,26.56,22.41,4004.8 +7734.2,11251,45051,2516.9,2519,65482,228.73,12910,528.2,3784.8,1871.6,3113.3,4004.8 +8276.1,12729,42610,1962.4,1993,64531,-5.34,32.04,17.1,37.05,13.28,32.37,4004.8 +8234,12675,42574,2005.2,2023,64958,-8.01,243.86,10.45,53.2,20.75,16.6,4004.8 +5016.6,6804,48320,2528.5,2484,66710,271.45,18336,721.05,5286.8,2264.2,3661.1,4004.9 +3977.3,5886,44284,2682.5,2670,65842,4.45,-28.48,25.65,24.7,10.79,32.37,4005 +8261.4,12670,42732,1980.3,1994,65084,11.57,738.7,29.45,268.85,159.36,171.81,4005 +8191.8,12511,42911,2045.2,2047,65479,10.68,17.8,31.35,13.3,26.56,20.75,4005 +8345.2,12811,42691,2092.4,2095,65454,135.28,8589.4,330.6,2599.2,1181.9,1892.4,4005 +8129.1,12387,43009,1924.2,1927,65440,16.02,133.5,10.45,26.6,34.86,9.96,4005.1 +8285.9,12574,43186,1831.6,1838,65309,38.27,199.36,14.25,117.8,118.69,83.83,4005.1 +8136.5,12383,43061,1890.4,1915,64693,22.25,-95.23,-15.2,2.85,2.49,-15.77,4005.2 +8490.2,12704,43798,2030.1,2039,65250,-9.79,-110.36,0,-12.35,13.28,-0.83,4005.2 +7985,11987,43656,1885,1895,65191,-1.78,248.31,-1.9,88.35,58.93,76.36,4005.2 +8656.8,12818,44261,1967.8,2022,63779,21.36,1610.9,103.55,787.55,497.17,616.69,4005.2 +8671,12791,44427,2038.1,2083,64123,-0.89,-15.13,-17.1,-19,15.77,-10.79,4005.3 +8207,12443,43225,1936.6,1963,64656,-14.24,-72.98,-32.3,-22.8,-12.45,-1.66,4005.4 +8299.1,12522,43435,1959.8,1982,64801,-1.78,-24.03,-23.75,4.75,-4.15,16.6,4005.4 +8966.5,13630,43113,2246.4,2298,64063,-19.58,-91.67,-50.35,-44.65,-31.54,-18.26,4005.4 +7647.9,11812,42433,1925.1,1924,65572,56.07,1804,76.95,789.45,502.15,637.44,4005.4 +8127.1,12397,42964,1907.3,1949,64133,-12.46,403.17,0.95,99.75,56.44,71.38,4005.4 +8333.4,12767,42777,2057.7,2059,65494,-4.45,460.13,37.05,106.4,120.35,131.14,4005.5 +8265.3,12526,43244,2013.2,1998,66034,16.91,131.72,-19,21.85,15.77,17.43,4005.5 +8278.5,12652,42882,2044.3,2072,64661,46.28,473.48,26.6,217.55,164.34,180.94,4005.6 +8218.3,12378,43512,2023,2010,65959,141.51,8161.3,328.7,2497.6,1125.5,1835.1,4005.6 +8239.4,12746,42364,1914.4,1962,63946,-7.12,69.42,-16.15,-1.9,-16.6,-12.45,4005.6 +8114.4,12411,42848,1964.2,1999,64396,-14.24,129.94,-18.05,-0.95,-24.07,-13.28,4005.6 +6853.1,10347,43407,2322.9,2319,65646,12.46,123.71,18.05,-7.6,0.83,16.6,4005.7 +7842,12099,42477,1915.3,1943,64601,29.37,699.54,20.9,207.1,168.49,171.81,4005.7 +7967.9,12252,42620,1889.5,1884,65726,16.02,-130.83,-0.95,-27.55,-16.6,-3.32,4005.8 +7783.2,11175,45644,2484,2519,64625,13.35,-75.65,-3.8,30.4,9.13,8.3,4005.9 +8148.2,12294,43436,2016.7,2038,64852,3.56,-74.76,-5.7,15.2,-15.77,9.96,4005.9 +8267.3,12439,43557,2074.6,2071,65650,24.92,224.28,9.5,114.95,77.19,107.9,4006 +8083,12216,43364,1971.3,1980,65250,13.35,288.36,29.45,122.55,82.17,78.02,4006 +7976.2,12415,42105,1946.4,1963,64983,6.23,92.56,35.15,60.8,24.9,29.88,4006 +7179,11065,42520,2606.8,2601,65682,9.79,145.07,0.95,-9.5,14.94,21.58,4006.1 +7771.4,12163,41873,1975.8,1971,65696,2.67,-99.68,-2.85,-19.95,7.47,5.81,4006.1 +8226.6,12616,42735,2133.3,2108,66323,14.24,16.91,17.1,56.05,31.54,39.84,4006.1 +8318.7,12300,44323,1884.1,1880,65680,6.23,94.34,-5.7,8.55,22.41,19.09,4006.2 +7948.3,12063,43182,1985.6,1983,65622,137.95,7462.6,292.6,2136.6,1061.6,1797.8,4006.3 +7896.8,12093,42796,1893.9,1897,65430,9.79,37.38,11.4,-0.95,15.77,26.56,4006.4 +8151.6,12890,41445,2104,2090,65974,54.29,529.55,54.15,235.6,208.33,195.05,4006.4 +7719,12079,41880,1841.4,1819,66343,48.95,-57.85,22.8,37.05,37.35,22.41,4006.4 +7614.1,12254,40721,2134.2,2158,64814,132.61,7354.1,289.75,2207.8,1128.8,1870,4006.5 +7634.2,12127,41256,1870.8,1935,63361,-16.91,56.07,-17.1,-11.4,-20.75,-6.64,4006.6 +7867.4,12635,40807,1992.7,2011,64940,34.71,1851.2,116.85,893,483.89,585.15,4006.7 +8092.8,12835,41322,2054.1,2055,65508,-14.24,121.93,-2.85,-0.95,-7.47,3.32,4006.8 +7834.6,12455,41224,1951.8,1975,64765,-26.7,116.59,-1.9,-24.7,-21.58,-4.15,4006.8 +8064.4,12349,42798,2012.3,1981,66571,124.6,8549.3,328.7,2514.6,1140.4,1823.5,4006.8 +6719.4,10358,42514,2386.1,2338,66884,11.57,95.23,44.65,47.5,36.52,39.84,4006.9 +8224.2,12459,43260,1967.8,1983,65033,-2.67,-89.89,-17.1,-13.3,-39.84,-5.81,4006.9 +8041.9,12259,42991,2025.6,1991,66676,8.01,227.84,20.9,105.45,88.81,83,4007 +7474.5,11991,40851,1893.9,1859,66767,30.26,239.41,17.1,100.7,83.83,92.13,4007 +7498.5,12074,40701,1938.4,1978,64225,-22.25,125.49,-15.2,23.75,17.43,-2.49,4007.1 +6395.5,10200,41092,2282,2264,66056,15.13,137.95,4.75,38.95,31.54,25.73,4007.1 +3745.1,6095,40269,2606.8,2607,65531,33.82,405.84,8.55,236.55,150.23,170.15,4007.1 +7055.5,10860,42577,2071.9,2076,65407,116.59,8112.4,301.15,2427.3,1025.9,1635.1,4007.1 +7540.1,12016,41124,1854.8,1872,64932,2.67,133.5,-25.65,-11.4,-20.75,0,4007.2 +8064.9,12470,42385,1970.5,2006,64375,-0.89,675.51,20.9,212.8,144.42,162.68,4007.2 +8456.4,12567,44100,1959.8,1955,65696,7.12,2.67,3.8,11.4,9.96,9.96,4007.2 +7664.6,12008,41831,1924.2,1948,64735,8.9,-11.57,5.7,51.3,-3.32,-7.47,4007.3 +8157,13115,40761,2241.9,2255,65156,-1.78,104.13,2.85,11.4,-15.77,-9.13,4007.3 +7580.3,12311,40353,1994.5,2019,64740,-0.89,203.81,21.85,41.8,26.56,12.45,4007.4 +7716.5,12575,40216,1929.5,1951,64814,11.57,295.48,10.45,125.4,88.81,91.3,4007.4 +7752.3,12165,41764,1981.1,1973,65806,8.01,-21.36,15.2,13.3,25.73,15.77,4007.4 +7591.1,11972,41554,1868.1,1872,65400,-33.82,72.98,2.85,-11.4,9.96,-10.79,4007.4 +7733.7,12422,40801,1775.5,1750,66493,-3.56,228.73,17.1,108.3,87.98,93.79,4007.5 +7683.2,12262,41064,1972.2,1970,65611,-22.25,-70.31,-19,2.85,-19.92,-14.94,4007.5 +7564.6,11824,41928,1934,1904,66568,7.12,594.52,37.05,248.9,154.38,179.28,4007.7 +7655.8,12254,40944,1934.9,1946,65161,21.36,-111.25,-19.95,13.3,-4.98,9.96,4007.7 +7654.3,12326,40697,1922.4,1942,64875,-15.13,-77.43,-38,2.85,13.28,-2.49,4007.7 +8099.2,12530,42362,1930.4,1958,64613,-6.23,29.37,9.5,9.5,-2.49,10.79,4007.8 +7794.9,12158,42017,1977.6,2026,63970,135.28,8973,355.3,2656.2,1081.5,1714.8,4007.8 +7778.3,12266,41558,1927.7,1930,65459,15.13,139.73,23.75,135.85,76.36,91.3,4007.9 +7552.9,12023,41170,1861.9,1847,66064,-5.34,-42.72,-4.75,-1.9,24.9,3.32,4007.9 +7581.3,12119,40997,1911.7,1923,65152,9.79,-2.67,-2.85,-10.45,-9.96,-2.49,4007.9 +8090.4,12511,42380,1938.4,1931,65788,137.06,8075.9,355.3,2453.8,1157,1854.2,4008 +7721.4,12094,41841,1885,1870,66062,21.36,159.31,15.2,-4.75,41.5,17.43,4008 +7655.8,12139,41332,2035.4,2043,65293,153.08,8382.9,337.25,2457.6,1076.5,1709,4008 +7939,12431,41854,2086.2,2075,65888,24.03,23.14,19,11.4,1.66,-1.66,4008.1 +8306,12612,43161,1996.3,1984,65941,135.28,8599.2,351.5,2499.4,1163.7,1847.6,4008.1 +6495.4,10150,41939,2399.4,2386,65905,3.56,36.49,19,39.9,36.52,29.88,4008.1 +8414.3,13098,42101,2260.6,2250,65845,89,2879.1,222.3,1388.9,748.66,868.18,4008.1 +8891,13243,43999,2315.8,2303,65900,178.89,12440,481.65,3752.5,1583.6,2577.1,4008.2 +8248.2,12567,43014,2067.5,2035,66582,12.46,168.21,28.5,33.25,28.22,17.43,4008.3 +7910.6,12134,42725,1960.7,1922,66855,145.07,8061.6,343.9,2492.8,1144.6,1806.1,4008.3 +7844.9,12079,42563,1795.1,1819,64676,-1.78,156.64,-14.25,11.4,17.43,7.47,4008.3 +7618.5,11946,41795,1893,1866,66485,7.12,-121.93,18.05,-16.15,11.62,7.47,4008.5 +7991.9,12634,41456,1975.8,1978,65463,-9.79,-122.82,-1.9,2.85,5.81,7.47,4008.5 +8014,12557,41825,2037.2,2073,64405,15.13,159.31,2.85,3.8,16.6,2.49,4008.5 +8016.4,12512,41989,1936.6,1920,66104,11.57,194.91,32.3,12.35,18.26,18.26,4008.6 +7809.1,12179,42021,1881.5,1875,65762,39.16,113.92,-8.55,94.05,67.23,90.47,4008.7 +8406,12455,44231,1904.6,1927,64774,2.67,151.3,0,-4.75,8.3,-11.62,4008.7 +8883.2,13450,43284,2653.1,2654,65514,95.23,2641.5,171.95,1223.6,825.02,1027.5,4008.7 +8618.6,12528,45085,1976.7,1956,66229,2.67,-53.4,38.95,5.7,3.32,14.94,4008.8 +8244.7,12487,43271,1993.6,1987,65754,-11.57,-93.45,-1.9,-3.8,0,-14.11,4008.9 +8522.1,12319,45337,1941.1,1931,65878,-2.67,8.9,24.7,20.9,17.43,29.88,4008.9 +8343.2,12527,43648,2139.6,2143,65431,126.38,7568.6,327.75,2380.7,1101.4,1810.2,4009 +7750.8,12198,41643,2017.6,2034,65009,20.47,835.71,53.2,228,143.59,164.34,4009 +8240.3,12757,42333,1981.1,2021,64243,28.48,-3.56,8.55,51.3,20.75,32.37,4009.1 +7924.8,12375,41968,2063.9,2067,65438,17.8,13.35,-24.7,-21.85,-14.94,0.83,4009.2 +8797.5,13227,43589,2176.1,2219,64268,-27.59,119.26,-19,-13.3,-19.09,3.32,4009.2 +7653.8,12045,41644,1877,1897,64845,-18.69,230.51,-16.15,8.55,19.09,24.9,4009.3 +9379.1,14169,43381,2034.5,2041,65329,-8.01,201.14,-16.15,1.9,17.43,4.15,4009.4 +8433.4,12331,44821,1868.1,1867,65575,9.79,707.55,36.1,236.55,178.45,159.36,4009.5 +9854.4,14386,44892,2331.8,2294,66616,24.03,-36.49,22.8,-2.85,0.83,2.49,4009.5 +9788.7,14515,44197,2157.4,2183,64766,2.67,451.23,8.55,109.25,115.37,129.48,4009.5 +8469.7,12448,44591,1837,1824,66002,48.95,1851.2,107.35,885.4,469.78,568.55,4009.5 +8573,12638,44457,2013.2,1994,66166,33.82,483.27,45.6,269.8,161.85,158.53,4009.5 +8270.2,12276,44151,1881.5,1888,65309,7.12,-71.2,0.95,1.9,-3.32,-4.15,4009.5 +8629.4,12753,44345,2511.6,2501,65813,32.04,568.71,19.95,180.5,144.42,124.5,4009.6 +7780.2,12091,42171,2025.6,2047,64852,127.27,8092.8,319.2,2377.8,1171.1,1904.8,4009.6 +7745.9,12094,41974,1911.7,1902,65871,18.69,431.65,13.3,133.95,107.07,95.45,4009.6 +8113.9,12531,42435,1986.5,1959,66455,14.24,-35.6,30.4,22.8,28.22,28.22,4009.7 +8153.6,12659,42211,1909,1971,63476,46.28,1724.8,99.75,856.9,507.96,641.59,4009.8 +8559.8,13250,42338,2836.4,2882,64500,24.92,351.55,15.2,166.25,115.37,139.44,4009.8 +7821.9,12117,42305,1914.4,1925,65175,16.02,30.26,42.75,18.05,20.75,21.58,4009.9 +3760.3,5659,43547,2632.6,2619,65877,37.38,8.9,6.65,56.05,30.71,34.86,4009.9 +8154.6,12734,41968,1970.5,2014,64119,33.82,738.7,41.8,239.4,211.65,224.1,4009.9 +8104.1,12446,42673,1954.4,1934,66229,0.89,150.41,15.2,45.6,14.11,17.43,4010 +8210,12239,43962,1915.3,1931,65002,0,-81.88,-19.95,-1.9,-4.15,13.28,4010 +8472.1,12460,44561,1918.8,1916,65633,0.89,141.51,23.75,19.95,34.86,24.07,4010.1 +8970.4,12628,46554,1901,1872,66553,5.34,180.67,9.5,116.85,76.36,68.06,4010.2 +8358.4,12511,43784,1924.2,1967,64109,132.61,7877.4,290.7,2445.3,1042.5,1676.6,4010.3 +8462.3,12825,43243,2152.9,2169,65050,124.6,8392.7,322.05,2443.4,1145.4,1845.1,4010.3 +8134,12303,43328,2127.1,2143,65050,134.39,8092.8,309.7,2489,1147.1,1870.8,4010.3 +8054.1,12355,42722,1992.7,2023,64555,-4.45,181.56,-13.3,27.55,-4.98,7.47,4010.4 +8223.2,12630,42669,2011.4,2054,64177,114.81,7849.8,282.15,2240.1,1130.5,1850.9,4010.4 +8184.5,12425,43169,2574.8,2605,64775,23.14,1051.1,49.4,402.8,270.58,291.33,4010.4 +7966.4,12259,42588,1950,1927,66318,-16.02,105.02,-12.35,-10.45,17.43,8.3,4010.5 +8152.1,12458,42885,2006.9,2030,64792,-23.14,-99.68,-22.8,-3.8,1.66,-4.98,4010.5 +8529.4,13118,42612,2306.9,2334,64774,-21.36,35.6,-15.2,-33.25,-12.45,-7.47,4010.5 +9452.6,14414,42978,2029.2,2062,64494,-26.7,-25.81,-26.6,-22.8,-40.67,-4.98,4010.5 +8216.8,12413,43382,1933.1,1918,66051,78.32,1946.4,114,908.2,472.27,562.74,4010.6 +8161.9,12453,42954,1930.4,1969,64252,1.78,199.36,-14.25,25.65,29.88,26.56,4010.6 +8074.2,12257,43171,1865.4,1845,66262,34.71,-17.8,-16.15,-1.9,8.3,10.79,4010.6 +8262.4,12259,44170,1956.2,1959,65443,148.63,7891.6,319.2,2408.3,1108.9,1782.8,4010.6 +8245.7,12475,43318,1925.1,1915,65881,11.57,-37.38,-5.7,9.5,9.96,-3.32,4010.7 +5755.1,8237,45789,2797.3,2797,65542,0.89,184.23,6.65,1.9,20.75,11.62,4010.7 +8359.9,12538,43697,1957.1,1978,64844,12.46,145.96,0,32.3,41.5,43.99,4010.9 +10359,14458,46954,3018.9,2986,66258,182.45,6850.3,475.95,3358.3,1928.9,2290,4010.9 +8747.5,12451,46042,1931.3,1923,65819,-21.36,61.41,15.2,2.85,10.79,-7.47,4010.9 +8529.9,12699,44021,1949.1,1967,64940,7.12,191.35,10.45,117.8,100.43,109.56,4010.9 +8661.7,12679,44771,1924.2,1923,65576,-5.34,-66.75,3.8,22.8,-6.64,-2.49,4011 +7599.4,11747,42397,1900.2,1923,64757,48.06,1665.2,130.15,777.1,494.68,622.5,4011 +8118.8,12611,42191,1967.8,1975,65297,-7.12,-44.5,-3.8,20.9,11.62,3.32,4011 +8559.8,12976,43232,2500.9,2468,66410,225.17,12239,524.4,3773.4,1674.9,2706.6,4011.1 +8198.2,12566,42756,2017.6,2002,66048,160.2,8436.3,374.3,2508.9,1095.6,1701.5,4011.1 +8234.9,12623,42754,1964.2,1963,65577,20.47,485.94,8.55,261.25,142.76,167.66,4011.2 +8557.4,12991,43170,2332.7,2363,64695,186.9,12113,515.85,3671.8,1624.3,2680.9,4011.2 +7883.6,12126,42608,2016.7,2042,64725,8.9,507.3,88.35,239.4,163.51,185.09,4011.2 +8296.7,12773,42569,2055,2081,64718,-4.45,372.02,3.8,95.95,89.64,85.49,4011.2 +8235.4,12655,42649,1932.2,1995,63473,36.49,2089.7,111.15,828.4,502.15,578.51,4011.3 +8437.8,12583,43947,1989.2,1971,66139,14.24,-37.38,0,11.4,-0.83,-6.64,4011.4 +8128.1,12235,43538,1942.9,1967,64732,8.9,40.05,-8.55,-0.95,9.13,4.15,4011.5 +8272.2,12334,43954,1894.8,1898,65426,20.47,199.36,6.65,28.5,29.05,14.11,4011.5 +4062.6,6063,43913,3441.6,3467,65056,-0.89,113.03,17.1,30.4,38.18,15.77,4011.6 +7923.3,12195,42580,2028.3,2067,64309,2.67,-103.24,8.55,-4.75,19.09,0.83,4011.8 +8339.3,12899,42370,1799.6,1847,63853,15.13,553.58,19,252.7,163.51,161.02,4011.9 +7915,12198,42525,1898.4,1926,64596,15.13,234.96,-13.3,30.4,33.2,19.09,4011.9 +8560.3,12707,44150,2012.3,2008,65676,170.88,7697.6,340.1,2353.1,1176.9,1894.9,4012.1 +8632.8,12524,45174,2019.4,2012,65777,25.81,184.23,46.55,108.3,115.37,92.96,4012.1 +8561.8,12391,45283,1902.8,1911,65255,25.81,-106.8,20.9,-3.8,-11.62,5.81,4012.1 +8743.6,12484,45900,1876.1,1860,66104,19.58,226.95,22.8,104.5,68.06,81.34,4012.1 +9116,13067,45720,2082.6,2091,65273,45.39,412.96,62.7,215.65,157.7,181.77,4012.2 +8746.5,12635,45367,1999.8,1995,65695,-6.23,272.34,31.35,33.25,15.77,36.52,4012.2 +8831.3,12710,45536,2034.5,2038,65425,117.48,9118.9,357.2,2664.8,1108.9,1750.5,4012.2 +8269.2,12042,45004,1861.9,1870,65251,18.69,728.02,42.75,222.3,167.66,170.98,4012.2 +9010.1,12804,46117,2039,2036,65632,126.38,8811.9,343.9,2569.8,1108,1728.9,4012.2 +8662.7,12606,45036,1990,1994,65406,-8.01,192.24,-5.7,6.65,9.96,0.83,4012.3 +8430.9,12502,44195,1869.9,1890,64839,-6.23,-121.93,-12.35,-0.95,-4.15,-20.75,4012.3 +9684.9,14431,43982,1964.2,1935,66526,-12.46,-111.25,-20.9,19.95,-10.79,-14.94,4012.3 +8208,12729,42259,1914.4,1913,65584,1.78,183.34,21.85,111.15,92.13,82.17,4012.4 +7979.7,12283,42575,1965.1,1963,65607,11.57,149.52,2.85,19.95,12.45,19.92,4012.5 +8000.7,12478,42021,1926.8,1930,65429,29.37,-113.03,-18.05,-5.7,3.32,-2.49,4012.5 +8786.7,12496,46082,1931.3,1940,65242,7.12,489.5,38.95,222.3,168.49,175.13,4012.7 +8793.5,12443,46315,1967.8,1979,65165,41.83,1985.6,93.1,902.5,494.68,595.11,4012.7 +8843.5,12683,45697,1912.6,1947,64378,-8.01,8.01,-10.45,12.35,39.84,15.77,4012.7 +8926.8,12838,45570,2153.8,2178,64808,92.56,8160.4,295.45,2443.4,1164.5,1817.7,4012.7 +9216.9,13127,46015,2085.3,2119,64493,8.01,521.54,9.5,247,151.89,160.19,4012.8 +8730.8,12978,44089,2245.5,2262,65057,8.9,-4.45,-0.95,42.75,13.28,24.07,4012.9 +8453.5,12451,44495,2027.4,1987,66869,15.13,-58.74,1.9,21.85,19.92,28.22,4012.9 +8585.8,12678,44382,2015.8,2022,65337,129.05,8500.4,354.35,2575.4,1098.1,1727.2,4012.9 +4382.1,6528,43993,3060.7,3044,65896,-5.34,-79.21,10.45,32.3,21.58,34.03,4013 +8073.2,12463,42453,2018.5,2005,65978,-15.13,275.9,21.85,114.95,84.66,106.24,4013 +7724.9,12014,42139,1878.8,1930,63797,9.79,104.13,0,4.75,19.92,9.13,4013.1 +7914,12270,42270,1926,1950,64728,-8.01,153.08,18.05,7.6,23.24,14.94,4013.1 +8106.1,12578,42236,2006.1,2038,64509,18.69,89,18.05,70.3,32.37,33.2,4013.1 +7955.2,12354,42201,1995.4,1990,65713,19.58,113.03,17.1,15.2,6.64,16.6,4013.1 +7873.3,12215,42242,1928.6,1891,66840,32.93,64.97,8.55,7.6,14.11,30.71,4013.2 +7908.1,12402,41789,1951.8,1958,65327,153.08,7533.9,322.05,2299.9,1100.6,1836.8,4013.2 +9237,14306,42315,2504.5,2482,66129,10.68,100.57,-9.5,39.9,25.73,0,4013.2 +8192.8,12378,43377,1928.6,1946,64951,70.31,1783.6,104.5,864.5,477.25,588.47,4013.3 +8291.3,12555,43280,2055.9,2095,64313,-22.25,82.77,-34.2,-8.55,-33.2,-9.13,4013.3 +8464.8,12443,44583,1861,1887,64633,-16.02,89,0,12.35,0.83,-18.26,4013.4 +8341.3,12636,43262,2056.8,2043,65978,7.12,287.47,14.25,140.6,99.6,90.47,4013.5 +8319.7,12623,43194,2059.5,2079,64920,125.49,8356.2,359.1,2618.2,1099.8,1739.7,4013.6 +7824.3,12207,42007,1984.7,1995,65198,124.6,8520,348.65,2457.6,1164.5,1827.7,4013.6 +8105.6,12638,42033,2032.8,2030,65625,32.04,-24.03,21.85,-4.75,16.6,9.96,4013.6 +7851.3,12327,41741,2012.3,2003,65840,-15.13,249.2,48.45,100.7,88.81,77.19,4013.7 +7944.9,12582,41382,1971.3,1974,65448,11.57,-11.57,-8.55,-11.4,6.64,10.79,4013.7 +7883.6,12401,41663,1973.1,1969,65673,115.7,8077.6,335.35,2514.6,1158.7,1865,4013.7 +7483.8,11817,41504,2014.1,2061,64044,2.67,-19.58,-4.75,15.2,0.83,5.81,4013.7 +8428,12706,43471,2193.8,2134,67374,67.64,1955.3,132.05,906.3,534.52,618.35,4013.9 +8361.9,12677,43228,2004.3,2005,65512,22.25,-116.59,11.4,20.9,14.94,9.96,4013.9 +8301.6,12224,44507,1923.3,1904,66200,66.75,1975.8,155.8,925.3,515.43,597.6,4014 +8701.4,12737,44772,2093.3,2085,65796,161.09,8925.8,343.9,2646.7,1090.6,1687.4,4014 +8462.8,12376,44814,2015.8,2008,65792,26.7,267.89,38.95,36.1,40.67,45.65,4014 +8599.5,12452,45260,1956.2,1904,67333,24.92,-40.94,29.45,28.5,29.05,18.26,4014 +8856.8,12410,46772,2004.3,1998,65742,125.49,7867.6,375.25,2384.5,1155.4,1901.5,4014.1 +8617.1,12286,45966,1885.9,1914,64574,21.36,663.94,34.2,219.45,184.26,184.26,4014.2 +8720,12798,44654,2134.2,2154,64934,126.38,7654,310.65,2253.4,1172,1908.2,4014.2 +8579.4,12659,44416,2006.1,2035,64604,-7.12,98.79,-18.05,11.4,19.92,5.81,4014.2 +8203.6,12194,44090,1876.1,1874,65610,-1.78,-104.13,-11.4,8.55,0,0.83,4014.2 +8194.3,12155,44181,1833.4,1835,65479,11.57,69.42,-15.2,-0.95,-15.77,-8.3,4014.3 +8009.1,12164,43150,1946.4,1952,65349,138.84,7565.9,304.95,2335.1,1122.2,1860.9,4014.3 +7799.8,11711,43649,2713.6,2683,66284,16.02,1101.8,63.65,452.2,230.74,275.56,4014.3 +8161.9,12414,43088,2017.6,2010,65785,-15.13,48.95,7.6,51.3,31.54,14.11,4014.3 +8089.4,12642,41935,1986.5,2022,64385,-20.47,-33.82,-19,48.45,12.45,8.3,4014.4 +7672.9,11920,42186,1772.9,1796,64692,-18.69,90.78,-13.3,18.05,-10.79,11.62,4014.4 +8063.4,12214,43266,1837.8,1810,66544,-3.56,179.78,-25.65,31.35,24.9,32.37,4014.4 +8921.4,12867,45440,2072.8,2071,65593,-20.47,165.54,-25.65,-2.85,-2.49,-6.64,4014.6 +8799.9,12690,45446,2046.1,2034,65926,-16.02,185.12,-13.3,37.05,7.47,19.09,4014.7 +8742.1,12602,45463,1934.9,1946,65161,-4.45,-44.5,5.7,-16.15,-1.66,-1.66,4014.7 +8240.8,12526,43116,2041.7,2026,66043,10.68,488.61,3.8,245.1,131.14,151.89,4014.8 +7688.6,11875,42432,1913.5,1895,66176,11.57,424.53,12.35,214.7,148.57,156.04,4014.9 +7910.1,12138,42708,1982,1966,66070,19.58,403.17,29.45,111.15,93.79,97.94,4014.9 +9001.3,14031,42043,2156.5,2143,65948,8.01,91.67,-17.1,10.45,0,-6.64,4014.9 +7778.3,12238,41654,2034.5,2062,64663,119.26,8439.9,320.15,2623.9,1079,1697.3,4015 +7656.7,12244,40983,1932.2,1923,65849,8.01,153.97,-1.9,14.25,9.96,13.28,4015 +7592.6,12181,40849,1913.5,1893,66246,-9.79,101.46,-4.75,2.85,7.47,14.11,4015.1 +7669.5,12345,40715,2190.3,2189,65575,141.51,7767,349.6,2459.6,1211.8,1981.2,4015.1 +7824.3,12553,40849,1976.7,1981,65393,8.9,-40.94,-1.9,12.35,-5.81,17.43,4015.2 +7872.8,12194,42312,1898.4,1942,64064,-9.79,-115.7,4.75,8.55,-14.11,-7.47,4015.3 +8174.7,12435,43083,1903.7,1907,65423,-0.89,272.34,-3.8,114,83,76.36,4015.3 +7990.4,12293,42598,1859.2,1829,66618,-2.67,691.53,36.1,233.7,133.63,137.78,4015.4 +7681.7,12089,41644,2008.7,2010,65495,22.25,655.93,42.75,258.4,182.6,168.49,4015.4 +7828.2,12157,42201,1856.5,1869,65099,-24.92,34.71,-0.95,6.65,6.64,14.11,4015.5 +7448.5,11966,40794,1926.8,1950,64758,125.49,7702.1,311.6,2259.1,1094.8,1820.2,4015.5 +7671.4,12170,41311,1909.9,1934,64721,115.7,7132.5,302.1,2174.6,1041.7,1774.5,4015.5 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+5767.3,8409,44948,2983.3,2985,65498,45.39,1866.3,91.2,719.15,488.04,518.75,4015.9 +8239.4,12427,43452,1930.4,1967,64317,-15.13,62.3,3.8,2.85,-15.77,8.3,4015.9 +8627.4,12717,44461,2573.9,2590,65128,-8.01,141.51,-25.65,11.4,-0.83,33.2,4016 +8554.4,12582,44558,2107.5,2118,65212,42.72,81.88,32.3,46.55,53.12,23.24,4016 +8435.8,12299,44951,2060.3,2059,65579,157.53,8090.1,343.9,2460.5,1121.3,1806.1,4016 +8603.9,12466,45232,2023,2018,65697,150.41,8711.3,327.75,2540.3,1119.7,1755.4,4016 +8537.3,12462,44896,1860.1,1902,64092,10.68,-52.51,-4.75,1.9,-4.98,7.47,4016.1 +8244.3,12159,44436,1837.8,1855,64930,7.12,-62.3,-32.3,-14.25,0,-6.64,4016.1 +8773.5,12939,44438,2145.8,2155,65256,22.25,-32.04,-2.85,46.55,24.07,10.79,4016.2 +9325.2,13606,44917,2323.8,2322,65587,6.23,275.01,40.85,165.3,130.31,142.76,4016.2 +8338.3,12391,44101,2009.6,2019,65232,24.92,722.68,22.8,218.5,170.98,168.49,4016.2 +8127.1,12251,43476,1908.2,1931,64761,-9.79,95.23,-1.9,9.5,28.22,6.64,4016.3 +8516.7,12694,43970,1974.9,1990,65039,4.45,-26.7,-19.95,-21.85,6.64,-4.98,4016.3 +8410.9,12618,43685,2018.5,2058,64279,130.83,7922.8,329.65,2287.6,1168.6,1919.8,4016.3 +8281.5,12495,43436,1960.7,1963,65458,-1.78,-39.16,-14.25,19,11.62,-2.49,4016.4 +8513.3,12861,43381,2066.6,2073,65333,129.94,9136.7,385.7,2618.2,1105.6,1748,4016.4 +8299.1,12496,43525,1913.5,1872,66989,152.19,7995.8,351.5,2400.6,1099.8,1777,4016.4 +8393.2,12646,43497,2047.9,2050,65469,72.98,1962.4,157.7,857.85,531.2,634.12,4016.4 +8491.2,12699,43821,2063.9,2095,64563,14.24,-9.79,-19,32.3,9.13,17.43,4016.4 +8355.5,12444,44004,1994.5,2012,64966,113.03,7800.9,303.05,2379.8,1119.7,1854.2,4016.5 +8902.8,13095,44556,2156.5,2195,64386,129.94,8274.3,326.8,2394,1183.6,1909,4016.6 +8766.1,12674,45329,1976.7,1990,65098,6.23,67.64,19.95,2.85,-2.49,14.94,4016.6 +8772,12866,44682,2165.4,2198,64563,136.17,7811.5,322.05,2326.6,1103.1,1841.8,4016.7 +7732.7,11736,43181,1795.1,1820,64640,48.95,1970.5,135.85,900.6,494.68,567.72,4016.8 +8177.1,12506,42851,2024.8,2010,66017,42.72,542.01,37.05,250.8,192.56,177.62,4016.8 +8247.2,12346,43778,1869.9,1886,64976,16.02,-16.91,31.35,-4.75,19.92,11.62,4017 +7951.2,12256,42517,1904.6,1936,64473,15.13,192.24,-5.7,-22.8,4.15,9.13,4017 +8540.2,13035,42938,2405.7,2431,64853,-26.7,168.21,-28.5,4.75,12.45,16.6,4017.1 +8033.1,12378,42531,2054.1,2078,64783,10.68,664.83,25.65,260.3,200.03,194.22,4017.2 +8613.7,13207,42743,2314.9,2295,66104,75.65,2568.5,164.35,1284.4,760.28,932.92,4017.2 +8126.2,12588,42307,1988.3,2008,64892,-11.57,-16.02,18.05,43.7,14.11,20.75,4017.4 +3983.2,5879,44403,2856.9,2867,65305,14.24,160.2,24.7,92.15,47.31,51.46,4017.4 +8124.2,12614,42209,2106.6,2098,65806,5.34,-14.24,9.5,5.7,12.45,3.32,4017.5 +7978.7,12371,42267,2023.9,2051,64669,7.12,106.8,-5.7,51.3,18.26,19.92,4017.5 +7800.3,12223,41823,1904.6,1931,64640,9.79,-40.05,13.3,0.95,14.11,11.62,4017.5 +7773.4,12130,41998,1938.4,1974,64355,-4.45,38.27,7.6,9.5,0.83,-7.47,4017.6 +7980.1,12314,42471,2009.6,2026,65006,8.01,-20.47,34.2,22.8,1.66,20.75,4017.7 +8511.8,12911,43206,2053.2,2091,64352,123.71,8244.1,308.75,2348.4,1105.6,1795.3,4017.7 +8276.1,12663,42832,2012.3,2019,65318,28.48,-92.56,29.45,12.35,37.35,12.45,4017.8 +8388.3,12459,44124,1947.3,1931,66090,29.37,483.27,55.1,257.45,163.51,164.34,4017.8 +8287.4,12207,44493,1942,1951,65233,4.45,151.3,28.5,88.35,66.4,52.29,4018 +8233.5,12186,44279,1908.2,1902,65748,63.19,2062.1,114,860.7,485.55,600.09,4018 +8004.6,11949,43903,1888.6,1929,64163,19.58,165.54,10.45,-18.05,46.48,11.62,4018.1 +7714.6,11665,43342,2872.9,2881,65352,4.45,280.35,-3.8,133,131.97,132.8,4018.3 +9415.8,14467,42654,2152,2179,64725,153.97,11425,449.35,3519.8,1453.3,2300.8,4018.4 +8233.5,12173,44327,1916.2,1933,64965,5.34,142.4,-24.7,82.65,80.51,81.34,4018.5 +7276.5,10505,45395,2503.6,2489,65920,241.19,15369,582.35,4389.9,1849.2,2916.6,4018.6 +8907.7,12887,45300,2173.4,2199,64772,119.26,8765.6,354.35,2609.6,1088.1,1737.2,4018.6 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+9148.8,12909,46446,2079,2109,64605,21.36,457.46,16.15,126.35,107.07,103.75,4051.4 +4840.2,6000,52868,2738.5,2691,66694,30.26,379.14,63.65,89.3,63.91,79.68,4051.5 +9876.4,13839,46771,2653.1,2651,65588,207.37,12323,516.8,3590.1,1744.7,2827.8,4051.5 +9002.8,12987,45430,2018.5,2031,65133,17.8,69.42,1.9,27.55,22.41,4.98,4051.5 +8607.3,12726,44326,2106.6,2118,65184,127.27,8185.3,324.9,2541.3,1144.6,1771.2,4051.6 +8603.4,13146,42890,2285.5,2334,64175,-13.35,87.22,-5.7,6.65,-0.83,4.15,4051.6 +7865.5,12474,41324,1925.1,1946,64831,-11.57,218.05,3.8,98.8,50.63,87.98,4051.7 +8295.7,13285,40923,2379,2369,65812,20.47,-68.53,-1.9,-1.9,6.64,4.98,4051.8 +6861.5,10682,42096,2562.3,2538,66164,28.48,-79.21,39.9,45.6,24.9,24.9,4051.9 +5881.5,8662,44499,2352.3,2338,65936,13.35,135.28,19.95,26.6,28.22,24.07,4051.9 +10161,14591,45639,2005.2,2027,64830,8.01,-95.23,-19.95,-0.95,-0.83,-3.32,4052 +8962.6,12819,45820,1989.2,1971,66139,3.56,-41.83,26.6,39.9,24.07,22.41,4052.1 +9197.8,13103,46004,2062.1,2107,64140,-6.23,184.23,24.7,-0.95,14.94,3.32,4052.1 +8666.6,12531,45326,1830.7,1863,64401,-4.45,-105.91,-8.55,14.25,-6.64,-1.66,4052.2 +8072.3,12068,43837,1928.6,1924,65694,9.79,-80.1,-6.65,43.7,20.75,21.58,4052.2 +5826.6,9095,41985,2460.8,2467,65373,8.01,68.53,-17.1,84.55,53.12,46.48,4052.3 +8351.1,13215,41415,2052.3,2047,65707,14.24,552.69,78.85,260.3,163.51,166,4052.3 +7673.9,12581,39974,2014.1,2049,64419,8.9,11.57,-12.35,28.5,17.43,14.94,4052.4 +7597,12578,39583,1971.3,2018,64021,-19.58,277.68,15.2,109.25,50.63,56.44,4052.5 +7641.6,12518,40006,2168,2182,65117,28.48,345.32,4.75,107.35,92.13,100.43,4052.5 +7509.7,12266,40124,1990.9,2026,64402,134.39,8730.9,350.55,2588.8,1077.3,1695.7,4052.5 +3570.1,5799,40347,2588.1,2611,64962,-8.9,-81.88,3.8,35.15,19.92,17.43,4052.5 +7477.4,12142,40359,1853,1898,63982,-20.47,-116.59,-19,-3.8,-6.64,-14.94,4052.5 +7755.7,12399,40994,1916.2,1947,64498,10.68,624.78,28.5,204.25,161.02,170.15,4052.6 +7970.3,12315,42415,2019.4,1999,66205,69.42,1863.7,141.55,912.95,518.75,589.3,4052.6 +7908.1,12290,42170,1977.6,1986,65258,48.95,1839.6,115.9,807.5,526.22,665.66,4052.6 +8118.8,12428,42813,1965.1,1964,65573,74.76,1958,128.25,866.4,517.09,625.82,4052.6 +6866.4,10369,43398,2408.3,2389,66067,45.39,813.46,62.7,406.6,320.38,329.51,4052.6 +8337.8,12418,44003,1877.9,1926,63899,-16.91,223.39,-19,52.25,31.54,10.79,4052.6 +8537.3,12299,45491,1882.3,1915,64419,49.84,1853,111.15,861.65,546.14,602.58,4052.7 +8496.6,12699,43849,1975.8,1995,64905,2.67,262.55,7.6,124.45,93.79,63.91,4052.8 +8571.6,12823,43808,1974.9,2039,63476,-14.24,217.16,-8.55,8.55,56.44,22.41,4052.8 +7494.6,12311,39896,1911.7,1927,65016,-14.24,50.73,-17.1,7.6,-2.49,-4.15,4053.2 +7441.6,12274,39734,1932.2,1958,64672,-39.16,226.95,-33.25,38.95,2.49,4.98,4053.2 +7844.9,12219,42076,1902.8,1919,64983,-19.58,-94.34,-11.4,9.5,-18.26,2.49,4053.3 +8130.6,12829,41534,1946.4,1965,64917,-3.56,202.03,0,94.05,58.93,84.66,4053.3 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+7318.1,12214,39267,1947.3,1974,64650,42.72,1915.3,128.25,821.75,510.45,633.29,4053.8 +4610.4,7394,40864,3366.9,3350,65866,44.5,937.17,58.9,314.45,263.11,290.5,4053.9 +7663.6,12351,40664,1926,1883,67031,74.76,1850.3,130.15,865.45,498.83,618.35,4053.9 +4529.1,6797,43669,2922.8,2905,65937,-18.69,145.96,-14.25,92.15,53.12,55.61,4054 +8242.3,12600,42870,2128.9,2152,64832,61.41,1890.4,107.35,806.55,527.05,653.21,4054 +7810.6,11946,42849,1832.5,1834,65483,0,165.54,9.5,-8.55,38.18,10.79,4054 +7957.1,12387,42099,1929.5,1939,65216,57.85,2054.1,140.6,859.75,521.24,628.31,4054.1 +7749.4,11973,42417,1934.9,1925,65872,18.69,534.89,31.35,237.5,191.73,181.77,4054.2 +7947.3,12361,42135,1906.4,1929,64768,-1.78,-73.87,-1.9,23.75,-4.15,-3.32,4054.2 +7280.4,12113,39390,2025.6,2065,64287,-13.35,255.43,-16.15,37.05,16.6,21.58,4054.3 +7697.4,12429,40587,2173.4,2153,66156,10.68,412.96,9.5,231.8,176.79,190.07,4054.3 +7472.5,12194,40161,1942.9,1942,65565,8.01,192.24,26.6,108.3,67.23,81.34,4054.4 +7364.7,12226,39478,1920.6,1954,64416,14.24,489.5,31.35,241.3,151.89,168.49,4054.4 +7745.4,12433,40827,1984.7,1989,65394,23.14,-10.68,-7.6,29.45,26.56,20.75,4054.5 +7727.3,12294,41192,1971.3,1970,65581,-0.89,68.53,5.7,-16.15,21.58,0,4054.5 +5684.5,8426,44213,3155.1,3198,64656,6.23,650.59,35.15,184.3,156.04,163.51,4054.6 +9655.5,14390,43974,2265.1,2230,66566,181.56,10428,432.25,3271.8,1294.8,2041.8,4054.7 +8532.4,12434,44972,1939.3,1938,65580,12.46,17.8,-5.7,-20.9,8.3,9.96,4054.7 +8419.7,12458,44292,1933.1,1950,64967,12.46,95.23,17.1,27.55,22.41,16.6,4054.8 +8387.3,12342,44537,1910.8,1926,65020,64.08,1665.2,132.05,820.8,526.22,628.31,4054.8 +8699.5,12879,44268,2047,2079,64527,-10.68,237.63,17.1,74.1,31.54,14.94,4054.8 +8249.6,12242,44163,1863.7,1858,65736,14.24,-83.66,-3.8,15.2,7.47,13.28,4054.8 +8955.7,14444,40634,2232.1,2204,66372,4.45,-35.6,14.25,25.65,28.22,29.88,4054.9 +7450.5,12250,39859,2051.4,2090,64327,82.77,8153.3,308.75,2415.8,1186.9,1888.3,4054.9 +7287.8,12159,39280,1931.3,1963,64478,-12.46,195.8,-8.55,32.3,22.41,28.22,4055 +8083.5,13238,40018,2535.6,2550,65166,5.34,106.8,-5.7,20.9,14.11,2.49,4055 +7692.5,12683,39749,2141.3,2175,64522,8.01,-122.82,19.95,-2.85,8.3,1.66,4055 +7337.3,12278,39164,1993.6,2002,65261,126.38,7818.6,292.6,2242.9,1123.8,1889.1,4055.1 +7377,12232,39524,1966.9,1980,65102,-40.05,-136.17,0.95,-38,2.49,-2.49,4055.1 +7525.4,12433,39667,1969.6,1985,65027,-10.68,95.23,21.85,-20.9,10.79,4.98,4055.1 +7442.1,12274,39737,1848.5,1894,63963,-7.12,15.13,-12.35,-8.55,9.13,-20.75,4055.2 +8449.6,12415,44603,1851.2,1883,64429,-15.13,132.61,6.65,-22.8,-2.49,-12.45,4055.3 +8302.1,12859,42312,2221.4,2223,65490,30.26,-11.57,14.25,30.4,6.64,26.56,4055.3 +8476,12095,45927,2834.6,2895,64170,99.68,3118.6,183.35,1357.5,860.71,1047.5,4055.3 +8672.5,12425,45743,1934.9,1965,64531,5.34,162.87,12.35,123.5,97.94,93.79,4055.3 +8714.7,12725,44882,1960.7,1958,65625,-6.23,-79.21,-1.9,11.4,-13.28,-10.79,4055.4 +8826.4,12738,45411,1900.2,1954,63730,-0.89,667.5,-4.75,180.5,158.53,166,4055.4 +9006.2,12818,46047,1979.4,1986,65317,-8.9,410.29,21.85,254.6,181.77,175.96,4055.4 +8409.9,12765,43177,2019.4,2041,64843,1.78,29.37,10.45,45.6,24.07,8.3,4055.4 +7982.6,12466,41966,1958.9,1954,65700,16.02,31.15,-0.95,25.65,28.22,27.39,4055.4 +7971.3,12250,42646,1922.4,1918,65686,-2.67,180.67,30.4,106.4,93.79,79.68,4055.5 +8511.8,12575,44360,1974,2011,64331,-31.15,88.11,-14.25,-22.8,-10.79,-10.79,4055.5 +7876.3,12683,40698,2005.2,2011,65346,25.81,242.97,41.8,42.75,34.86,15.77,4055.5 +8028.7,12338,42646,1905.5,1894,65934,22.25,464.58,62.7,225.15,143.59,162.68,4055.5 +7499.9,11890,41339,1878.8,1890,65147,55.18,1916.2,115.9,831.25,473.93,592.62,4055.6 +7127.5,11901,39250,1830.7,1849,64888,1.78,-106.8,18.05,-31.35,-9.96,7.47,4055.6 +7326.5,12123,39606,1942,1951,65233,8.01,-8.01,0.95,54.15,21.58,3.32,4055.7 +7095.2,11881,39137,1903.7,1933,64543,-16.91,192.24,-15.2,0,-12.45,9.96,4055.7 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+8234.9,12811,42127,2047,2107,63670,-17.8,174.44,-33.25,31.35,24.07,16.6,4202.3 +8180.6,12735,42098,1982.9,2011,64621,45.39,1916.2,115.9,829.35,481.4,590.96,4202.4 +8860.2,13468,43114,2104.8,2123,64976,-8.9,164.65,-3.8,14.25,-5.81,10.79,4202.4 +8164.4,12648,42304,1908.2,1947,64229,0,-20.47,9.5,8.55,30.71,19.09,4202.5 +7983.6,12410,42160,2014.1,1994,66196,8.01,-8.01,11.4,76,39.01,18.26,4202.7 +7876.3,12336,41843,2014.1,2020,65344,27.59,122.82,41.8,18.05,22.41,36.52,4202.7 +7992.4,12372,42337,1999.8,1984,66059,0.89,-108.58,-1.9,0.95,5.81,4.15,4202.8 +7983.6,12486,41904,1985.6,2002,64999,16.91,97.01,-4.75,50.35,14.11,9.96,4202.8 +8340.8,12970,42145,2348.7,2350,65500,42.72,672.84,42.75,250.8,180.94,196.71,4203 +5513.5,8511,42455,2443.1,2459,65111,114.81,3526.2,258.4,1536.2,1015.9,1214.3,4203.1 +7857.6,12310,41833,1934.9,1942,65295,1.78,-88.11,24.7,11.4,-14.11,0.83,4203.1 +7762.6,12200,41699,2025.6,2040,65075,153.97,7183.2,301.15,2216.3,1096.4,1824.3,4203.1 +7959.6,12418,42007,1937.5,1942,65385,20.47,159.31,26.6,127.3,82.17,96.28,4203.2 +8814.6,13711,42132,2340.7,2335,65696,208.26,12888,518.7,3902.6,1593.6,2518.2,4203.2 +7738.6,12232,41461,1955.3,1976,64850,36.49,399.61,34.2,222.3,169.32,196.71,4203.2 +7718,12157,41606,1926,1913,65980,-2.67,-11.57,19.95,45.6,16.6,20.75,4203.2 +7744.5,12250,41432,1909.9,1934,64721,-16.91,52.51,-20.9,14.25,-2.49,-13.28,4203.3 +8123.7,12827,41506,2079.9,2127,64086,125.49,7889,327.75,2403.5,1107.2,1826,4203.3 +9204.2,14475,41672,2138.7,2187,64088,17.8,7.12,1.9,-17.1,-12.45,6.64,4203.4 +8597,13314,42318,2229.4,2274,64252,14.24,480.6,33.25,144.4,132.8,131.97,4203.4 +7647.9,12059,41563,1904.6,1947,64109,7.12,31.15,-17.1,23.75,3.32,-3.32,4203.5 +7928.2,12434,41787,1960.7,1958,65625,0,1.78,16.15,21.85,-6.64,19.92,4203.5 +7867.4,12385,41631,1910.8,1921,65189,35.6,418.3,38.95,231.8,146.91,185.09,4203.5 +7962.5,12508,41720,1920.6,1944,64748,24.92,267,14.25,115.9,57.27,69.72,4203.5 +8001.2,12671,41383,2020.3,2059,64304,24.92,479.71,16.15,124.45,92.13,108.73,4203.6 +5613.4,8822,41701,2419.9,2434,65157,23.14,1093.8,67.45,389.5,334.49,367.69,4203.6 +7721.9,12194,41501,1950.9,1958,65298,56.96,1830.7,127.3,854.05,510.45,599.26,4203.7 +7695.9,12346,40852,1983.8,2030,64045,7.12,55.18,12.35,6.65,17.43,25.73,4203.9 +7781.2,12135,42023,1899.3,1907,65270,-1.78,79.21,-23.75,6.65,10.79,16.6,4203.9 +7860.1,12315,41829,2132.4,2091,66835,23.14,207.37,22.8,134.9,112.05,87.98,4204 +7683.7,12351,40771,1968.7,1999,64542,48.06,2013.2,140.6,899.65,495.51,594.28,4204.1 +7428.4,11816,41201,1878.8,1864,66056,10.68,702.21,31.35,249.85,191.73,209.16,4204.1 +7792.5,12459,40989,1923.3,1935,65139,2.67,-71.2,-17.1,25.65,4.15,-10.79,4204.1 +7757.2,12523,40595,2018.5,2079,63630,16.91,229.62,8.55,44.65,44.82,19.92,4204.1 +7714.6,12364,40891,1969.6,1944,66398,17.8,148.63,25.65,110.2,85.49,89.64,4204.2 +7566.1,11987,41366,2864,2887,65014,1.78,24.03,-0.95,5.7,9.96,-13.28,4204.2 +6862.9,11039,40744,2329.1,2367,64487,-5.34,173.55,-15.2,-20.9,11.62,-11.62,4204.3 +7891,12655,40865,2037.2,2091,63850,49.84,2143.1,110.2,902.5,493.02,601.75,4204.3 +8283.5,13045,41615,2316.7,2309,65754,-5.34,-92.56,-11.4,-0.95,-8.3,-10.79,4204.4 +6085.8,9723,41020,2947.7,2991,64587,-18.69,137.06,8.55,36.1,29.05,19.09,4204.4 +8002.2,12518,41894,1958.9,1974,65034,-7.12,-92.56,0.95,-7.6,-30.71,-14.94,4204.5 +8098.2,12566,42235,1987.4,2006,64927,-29.37,142.4,-5.7,2.85,0.83,1.66,4204.5 +8139.4,12695,42018,2034.5,2067,64507,32.93,1838.7,122.55,832.2,487.21,607.56,4204.6 +7892.4,12520,41313,2021.2,2024,65445,-8.01,-56.07,-10.45,9.5,-21.58,-10.79,4204.6 +8184.5,12600,42570,1990,1964,66405,24.03,724.46,33.25,264.1,171.81,172.64,4204.6 +7967.9,12379,42183,1966.9,1983,65004,0.89,0.89,28.5,18.05,10.79,7.47,4204.6 +8350.1,13066,41882,2186.7,2174,65920,8.9,145.96,30.4,65.55,28.22,24.07,4204.6 +7630.8,12195,41008,1952.7,1955,65458,16.02,372.91,76,125.4,98.77,109.56,4204.6 +7720.9,12454,40629,1995.4,1970,66380,25.81,570.49,51.3,261.25,170.15,185.09,4204.6 +7708.2,12390,40772,1912.6,1942,64544,113.92,7533.9,320.15,2314.2,1159.5,1887.4,4204.7 +7678.3,12338,40785,2111.1,2146,64470,44.5,1756.9,97.85,748.6,508.79,644.91,4204.7 +7662.1,12246,41005,2012.3,2018,65351,-8.01,-50.73,-4.75,0.95,-10.79,-16.6,4204.7 +7832.2,12535,40948,2076.4,2087,65202,150.41,7497.4,292.6,2298.1,1117.2,1844.3,4204.8 +8157,12729,41997,1990.9,2029,64306,-13.35,160.2,-3.8,21.85,6.64,-9.13,4204.8 +8434.4,13240,41749,2317.6,2300,66036,9.79,100.57,56.05,42.75,53.95,29.05,4204.9 +7815,12404,41290,2015.8,2032,65015,49.84,1964.2,125.4,850.25,552.78,643.25,4204.9 +7921.3,12437,41741,1998,2005,65309,28.48,1972.2,138.7,903.45,506.3,567.72,4204.9 +7687.1,12051,41804,1913.5,1939,64674,-12.46,-13.35,-13.3,1.9,21.58,9.96,4204.9 +7878.7,12466,41420,1965.1,1990,64717,-0.89,30.26,-0.95,40.85,27.39,9.13,4205 +7579.3,12015,41342,1833.4,1867,64357,17.8,89.89,-3.8,17.1,43.16,0.83,4205 +8078.1,12698,41692,2188.5,2254,63632,105.91,9038.8,358.15,2579.3,1114.7,1705.7,4205.1 +7918.4,12408,41823,1898.4,1928,64529,67.64,2124.4,140.6,941.45,551.12,627.48,4205.2 +7717,12151,41621,1893,1907,65056,-3.56,-31.15,8.55,28.5,41.5,27.39,4205.2 +8046.3,12663,41643,1970.5,1987,64990,50.73,1982.9,137.75,913.9,532.86,602.58,4205.2 +8096.8,12531,42345,2041.7,2071,64608,-14.24,11.57,-6.65,49.4,48.14,34.03,4205.5 +8115.9,12489,42588,2007.8,2025,64981,22.25,575.83,41.8,190,173.47,185.92,4205.7 +8214.4,12541,42926,1845.9,1853,65283,40.94,1858.3,97.85,840.75,479.74,575.19,4205.7 +7916,12190,42558,2136.9,2158,64895,54.29,1803.1,130.15,834.1,487.21,588.47,4205.7 +7981.1,11962,43726,1904.6,1934,64540,-2.67,217.16,-8.55,7.6,1.66,14.11,4205.8 +8287.9,12392,43831,1864.5,1880,64997,0.89,5.34,3.8,31.35,-9.96,11.62,4205.8 +8311.4,12382,43991,1948.2,1978,64549,0,295.48,-2.85,49.4,-0.83,44.82,4205.9 +8220.2,12335,43674,1942,1915,66459,-0.89,-89.89,-19.95,4.75,-32.37,-9.96,4205.9 +8280.5,12350,43941,1858.3,1898,64166,34.71,2005.2,119.7,837.9,469.78,612.54,4205.9 +8508.4,12659,44048,1975.8,2003,64646,1.78,483.27,8.55,188.1,140.27,184.26,4205.9 +8609.8,12654,44591,1938.4,1962,64748,-16.02,-100.57,-2.85,-11.4,-33.2,-1.66,4205.9 +7984.1,12096,43258,1854.8,1876,64794,54.29,1855.7,137.75,875.9,473.93,595.94,4206 +8208,12599,42695,1976.7,2003,64675,53.4,1752.4,138.7,774.25,487.21,638.27,4206 +7676.8,12055,41734,1826.3,1879,63697,-8.9,342.65,-0.95,90.25,53.95,83.83,4206.1 +7785.6,12245,41669,1892.1,1953,63494,-15.13,153.08,-11.4,-23.75,-21.58,-10.79,4206.2 +7776.3,12132,42007,1926.8,1972,64036,-25.81,183.34,-32.3,17.1,-7.47,-8.3,4206.2 +8742.6,12527,45738,1939.3,1951,65143,4.45,63.19,-13.3,32.3,21.58,10.79,4206.3 +8905.8,13309,43854,2363.8,2365,65504,11.57,715.56,51.3,370.5,211.65,226.59,4206.4 +8376.5,12756,43036,2021.2,2023,65477,1.78,-73.87,16.15,10.45,2.49,6.64,4206.6 +8560.3,12866,43604,1977.6,1990,65127,24.03,551.8,46.55,255.55,173.47,174.3,4206.6 +8077.2,12475,42432,2064.8,2095,64591,122.82,8202.2,310.65,2466.2,1185.2,1879.1,4206.9 +7818.9,12114,42300,1953.5,1958,65387,9.79,-42.72,-5.7,-15.2,0.83,33.2,4207 +9090.5,13640,43677,2270.4,2264,65721,89.89,2868.5,234.65,1395.5,756.96,898.06,4207 +8209.5,12447,43224,1954.4,1947,65786,4.45,-93.45,18.05,-3.8,23.24,18.26,4207.1 +8577,12632,44498,1969.6,2012,64154,18.69,2040.8,97.85,893.95,504.64,600.92,4207.2 +8185,12594,42592,2011.4,2018,65322,6.23,31.15,29.45,30.4,40.67,35.69,4207.3 +7965.9,12306,42423,1934.9,1938,65430,-6.23,267.89,19.95,91.2,89.64,97.94,4207.3 +8188.9,12574,42681,2021.2,2042,64868,-5.34,514.42,28.5,214.7,153.55,166,4207.3 +7983.1,12531,41751,1963.3,2007,64110,-9.79,-83.66,-12.35,-15.2,-23.24,-14.11,4207.3 +8001.2,12425,42203,1975.8,2025,63944,0,152.19,-3.8,84.55,53.95,75.53,4207.3 +7764.1,11941,42612,1840.5,1889,63854,6.23,571.38,17.1,213.75,162.68,177.62,4207.4 +9555,14371,43574,2130.7,2131,65526,48.06,703.99,76.95,327.75,215.8,229.08,4207.5 +7835.1,12270,41849,1958.9,2026,63365,126.38,7612.2,300.2,2259.1,1120.5,1855.9,4207.6 +8512.3,12942,43105,2034.5,2094,63675,8.9,129.94,20.9,34.2,38.18,29.05,4207.6 +7728.3,11845,42759,2226.8,2229,65471,22.25,121.93,23.75,24.7,18.26,35.69,4207.7 +4696.2,6830,45061,3366.9,3322,66421,28.48,19.58,48.45,57,53.12,48.97,4207.7 +8326.6,12526,43565,1920.6,1934,65083,16.91,56.96,34.2,39.9,48.97,21.58,4207.7 +9129.7,13286,45034,2329.1,2358,64734,8.01,141.51,19.95,10.45,30.71,21.58,4207.7 +8397.6,12329,44638,1924.2,1949,64701,-5.34,-31.15,29.45,0.95,33.2,13.28,4207.8 +8417.7,12368,44604,1855.7,1876,64825,-8.9,132.61,0,12.35,19.09,-1.66,4207.8 +8892,12506,46597,1889.5,1918,64561,13.35,58.74,-13.3,12.35,-8.3,-3.32,4207.8 +8956.7,12522,46876,1917.9,1946,64591,15.13,606.98,38,302.1,144.42,150.23,4207.8 +8504.9,12710,43854,2142.2,2118,66286,19.58,282.13,25.65,59.85,45.65,41.5,4207.9 +8472.6,12989,42748,2253.5,2265,65203,8.01,-18.69,27.55,28.5,35.69,19.92,4208 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+7982.1,12380,42255,1967.8,1948,66202,-8.9,-91.67,11.4,20.9,6.64,12.45,4235.8 +7937,12328,42193,2012.3,2012,65545,0.89,256.32,16.15,38.95,20.75,46.48,4235.8 +4637.4,7187,42287,2638.8,2647,65334,-3.56,-12.46,45.6,9.5,3.32,6.64,4235.8 +7978.2,12694,41189,2051.4,2086,64451,22.25,-78.32,11.4,26.6,18.26,11.62,4235.8 +7787.1,12320,41423,1893,1924,64481,5.34,201.14,16.15,43.7,18.26,13.28,4236 +8381.9,13119,41872,2343.4,2363,64992,157.53,7646,349.6,2396.8,1142.1,1867.5,4236 +7680.8,12139,41467,1902.8,1919,64983,5.34,47.17,5.7,57.95,41.5,29.05,4236 +7922.3,12509,41506,1998,2029,64536,15.13,21.36,51.3,9.5,17.43,14.11,4236 +7762.1,12444,40879,2047,2056,65249,18.69,-58.74,-2.85,-4.75,-8.3,-6.64,4236.1 +7862.5,12543,41081,1948.2,2015,63364,14.24,199.36,5.7,-14.25,-14.11,-2.49,4236.1 +8498.1,12550,44377,1919.7,1922,65459,28.48,422.75,7.6,211.85,193.39,154.38,4236.3 +8348.1,12461,43905,1938.4,1965,64650,3.56,431.65,4.75,96.9,73.04,72.21,4236.3 +8297.7,12815,42434,2073.7,2107,64500,16.02,213.6,-13.3,89.3,83.83,78.02,4236.3 +8167.8,12668,42255,2095.1,2136,64280,140.62,7710.1,304.95,2213.5,1074,1795.3,4236.4 +7805.7,12321,41519,1876.1,1969,62445,-7.12,-8.9,-8.55,-19.95,-14.11,-22.41,4236.5 +7275.5,10545,45217,2396.8,2433,64560,215.38,14103,582.35,4306.4,2034.3,3319.2,4236.7 +8117.3,12266,43370,1933.1,1978,64048,-22.25,-105.91,6.65,2.85,0,6.64,4236.7 +8277.6,12631,42948,2115.5,2147,64575,118.37,7773.3,322.05,2283.8,1123.8,1855.9,4236.7 +9387.9,14347,42883,2138.7,2175,64441,153.97,10869,429.4,3378.2,1496.5,2392.1,4236.8 +8052.2,12631,41779,2027.4,2055,64656,5.34,-102.35,20.9,-0.95,3.32,-14.11,4236.8 +6288.7,9482,43465,3133.7,3082,66635,-1.78,-19.58,-20.9,6.65,-0.83,5.81,4236.8 +9253.7,14172,42792,2046.1,2088,64221,-25.81,439.66,4.75,141.55,98.77,95.45,4236.9 +7961,12162,42899,1960.7,1990,64570,46.28,2107.5,126.35,874,459.82,587.64,4236.9 +8661.7,13152,43161,2305.1,2320,65115,10.68,547.35,24.7,145.35,95.45,120.35,4236.9 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+8034,12386,42509,1892.1,1954,63461,40.05,1877,129.2,843.6,510.45,620.84,4237.9 +8005.6,12714,41266,1942.9,1978,64372,17.8,751.16,58.9,245.1,175.96,180.11,4238 +8046.8,12589,41890,2028.3,2077,64000,-8.9,54.29,-11.4,57.95,14.94,18.26,4238 +8536.3,13387,41789,2387,2411,64883,15.13,-52.51,34.2,33.25,17.43,21.58,4238 +7955.2,12458,41849,1975.8,1994,64938,16.91,-36.49,16.15,30.4,24.07,36.52,4238.1 +8268.8,12455,43509,1962.4,1959,65651,21.36,98.79,8.55,52.25,34.03,30.71,4238.1 +7837.6,12335,41641,1905.5,1931,64670,25.81,-30.26,3.8,-16.15,-5.81,8.3,4238.2 +8527.5,12899,43326,2103.1,2147,64195,-8.9,343.54,16.15,100.7,70.55,75.53,4238.3 +7915,12342,42028,1921.5,1974,63793,-4.45,480.6,22.8,211.85,151.06,195.05,4238.3 +8144.3,12786,41744,1948.2,1986,64289,-29.37,-5.34,-11.4,1.9,-4.98,12.45,4238.4 +7877.2,12407,41609,2078.1,2099,64885,112.14,8437.2,332.5,2483.3,1173.6,1880.8,4238.4 +8157.5,12499,42772,2018.5,2055,64373,-10.68,-25.81,11.4,31.35,4.98,26.56,4238.6 +6876.7,10551,42713,2306,2323,65056,41.83,875.76,62.7,380,287.18,336.98,4238.7 +7882.1,12310,41963,1995.4,2018,64801,-11.57,168.21,26.6,4.75,5.81,14.94,4238.7 +7903.7,12402,41766,1883.2,1910,64618,9.79,-106.8,-13.3,10.45,-21.58,-7.47,4238.8 +7874.8,12231,42195,2083.5,2119,64438,16.02,500.18,10.45,222.3,136.95,127.82,4238.8 +7874.8,12360,41754,1986.5,1992,65354,11.57,26.7,14.25,16.15,-3.32,-3.32,4238.8 +6661.6,10192,42835,2478.6,2480,65500,208.26,14145,584.25,4317.8,1979.5,3226.2,4238.8 +6840.9,10522,42608,2346,2362,65093,20.47,626.56,19,185.25,156.04,141.1,4238.9 +7730.2,12091,41900,1853,1887,64354,3.56,-140.62,-10.45,10.45,-8.3,-13.28,4239 +7940.9,12527,41544,1972.2,1999,64659,8.9,43.61,19.95,30.4,17.43,20.75,4239 +8100.2,12613,42088,1949.1,2005,63709,-12.46,-57.85,6.65,32.3,9.96,2.49,4239 +7817.5,12312,41612,1931.3,1960,64576,0.89,174.44,37.05,107.35,83.83,76.36,4239 +5981.9,9218,42529,2417.2,2466,64240,-6.23,171.77,18.05,-1.9,5.81,-14.11,4239 +8620.6,12946,43640,2000.7,2082,62978,-22.25,-106.8,6.65,17.1,-8.3,16.6,4239.2 +8510.3,12474,44712,1975.8,2058,62918,27.59,1851.2,104.5,818.9,528.71,638.27,4239.2 +8650.5,12832,44180,2086.2,2148,63649,2.67,176.22,24.7,112.1,70.55,88.81,4239.2 +8495.6,12439,44760,2004.3,2071,63425,1.78,19.58,12.35,11.4,-4.98,9.13,4239.3 +8380.5,12747,43086,1974,2047,63200,114.81,8287.7,285.95,2354.1,1132.9,1834.3,4239.3 +7951.2,12028,43323,1932.2,1992,63568,56.07,1757.8,95,827.45,495.51,630.8,4239.3 +8228.1,12848,41970,2010.5,2048,64336,-11.57,-16.91,-7.6,-1.9,25.73,19.09,4239.4 +7833.1,12174,42168,1939.3,1946,65311,-2.67,124.6,22.8,94.05,92.13,75.53,4239.5 +8611.8,13279,42502,2215.2,2235,64956,35.6,852.62,46.55,376.2,242.36,224.1,4239.5 +7911.1,12275,42237,1986.5,2019,64480,7.12,12.46,2.85,38,46.48,27.39,4239.5 +8425.1,12748,43312,2022.1,2072,63957,-9.79,129.94,-23.75,27.55,3.32,-2.49,4239.6 +7735.1,12091,41926,1907.3,1967,63546,40.94,1836.1,122.55,768.55,515.43,649.89,4239.6 +8162.9,12597,42468,2098.6,2129,64601,121.93,8542.2,344.85,2508.9,1143.7,1829.3,4239.6 +8102.6,12524,42400,1990.9,2028,64338,22.25,581.17,39.9,211.85,185.09,158.53,4239.7 +8155.1,12557,42562,2025.6,2045,64916,21.36,20.47,11.4,30.4,11.62,24.07,4239.7 +8119.3,12467,42681,1937.5,1939,65486,14.24,21.36,-4.75,14.25,11.62,4.15,4239.7 +7785.1,11966,42638,1983.8,1994,65201,13.35,763.62,39.9,254.6,162.68,136.12,4239.7 +8010,12435,42215,1909.9,1939,64554,33.82,437.88,51.3,234.65,151.89,157.7,4239.7 +8218.8,12873,41841,2020.3,2073,63870,-0.89,107.69,-18.05,21.85,17.43,3.32,4239.7 +7922.3,12231,42449,1899.3,1927,64593,125.49,7798.2,322.05,2359.8,1098.1,1779.5,4239.8 +7989.9,12289,42610,1865.4,1909,64041,8.01,-110.36,12.35,4.75,-8.3,-4.15,4239.8 +8166.3,12577,42553,2018.5,2049,64561,24.03,345.32,10.45,125.4,91.3,103.75,4239.9 +8050.7,12276,42979,1853,1892,64184,10.68,-40.05,16.15,21.85,13.28,17.43,4239.9 +7731.2,11696,43320,2906.7,2932,64971,15.13,142.4,-3.8,30.4,27.39,25.73,4240 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+7862.5,12070,42691,1847.6,1858,65171,10.68,113.92,15.2,18.05,20.75,34.03,4266.9 +4298.3,5886,47858,2543.6,2554,65270,303.49,20591,858.8,6456.2,2500.8,3954.9,4266.9 +4558.5,6545,45645,2713.6,2721,65358,5.34,158.42,11.4,35.15,34.86,47.31,4267 +8348.6,12678,43156,1996.3,2018,64830,9.79,-87.22,-6.65,18.05,18.26,3.32,4267 +8236.4,12443,43380,1913.5,1931,64942,21.36,-52.51,18.05,36.1,26.56,14.94,4267.1 +8342.3,12203,44802,1895.7,1935,64205,137.06,8062.5,356.25,2447.2,1106.4,1791.1,4267.1 +8221.7,12511,43068,1959.8,1999,64250,9.79,-76.54,5.7,6.65,-3.32,-13.28,4267.1 +8294.2,12647,42980,1982,2020,64304,4.45,12.46,-10.45,5.7,4.98,-4.98,4267.2 +8133.5,12411,42949,1949.1,1995,64028,-14.24,-41.83,-19.95,5.7,-3.32,-19.09,4267.3 +8239.4,12535,43077,1931.3,1959,64609,-0.89,66.75,15.2,17.1,6.64,-6.64,4267.4 +8249.6,12419,43534,1950,1971,64837,-8.01,-33.82,-5.7,27.55,22.41,17.43,4267.4 +8004.6,12342,42505,1917.1,1954,64297,-34.71,157.53,16.15,-19,13.28,7.47,4267.5 +8066.4,12059,43838,1915.3,1947,64468,126.38,8973.9,354.35,2530.8,1051.6,1606.9,4267.5 +8278.1,12458,43547,1923.3,1966,64112,-12.46,154.86,24.7,98.8,75.53,78.85,4267.6 +8109,12175,43649,1909.9,1967,63635,-4.45,683.52,12.35,207.1,152.72,146.91,4267.7 +8139.9,12374,43111,2054.1,2070,65033,-11.57,641.69,41.8,209,146.91,161.02,4267.7 +8150.2,12438,42943,1927.7,1958,64523,4.45,554.47,38.95,233.7,168.49,170.98,4267.7 +8320.2,12509,43590,2052.3,2073,64883,1.78,478.82,43.7,226.1,161.02,166,4267.7 +8929.3,13498,43354,2311.3,2394,63273,9.79,410.29,6.65,149.15,124.5,125.33,4267.8 +8246.2,12564,43014,1998.9,2064,63470,56.07,2005.2,91.2,854.05,512.11,629.97,4267.8 +8262.9,12525,43235,1926,1949,64761,9.79,445,19.95,236.55,180.11,162.68,4267.8 +8704.4,13165,43331,2218.8,2269,64085,16.91,131.72,-2.85,30.4,22.41,30.71,4267.8 +8935.6,13550,43218,2201.9,2234,64593,11.57,-52.51,3.8,-4.75,10.79,16.6,4267.9 +8317.3,12746,42765,1964.2,1978,65080,-6.23,195.8,1.9,-11.4,9.13,9.96,4267.9 +8150.7,12523,42654,2136.9,2171,64506,40.05,250.09,25.65,106.4,112.05,103.75,4267.9 +8190.4,12631,42496,1947.3,1955,65279,13.35,219.83,14.25,30.4,38.18,38.18,4268 +8950.3,13667,42919,2233.9,2231,65621,28.48,565.15,36.1,267.9,174.3,179.28,4268 +8349.1,12465,43896,1965.1,2001,64361,40.94,1733.7,105.45,813.2,551.95,640.76,4268.1 +9114.5,13441,44441,2806.2,2837,64824,-0.89,125.49,12.35,71.25,47.31,29.05,4268.3 +8092.4,11943,44406,1878.8,1911,64431,68.53,2047,145.35,871.15,491.36,584.32,4268.3 +7782.2,11982,42565,1869,1886,64945,66.75,1663.4,150.1,808.45,513.77,642.42,4268.4 +8450,12608,43923,1989.2,2036,64028,26.7,72.98,25.65,8.55,24.9,17.43,4268.4 +8145.8,12526,42619,1915.3,1946,64501,28.48,182.45,28.5,140.6,101.26,112.88,4268.4 +8417.2,12682,43497,2041.7,2090,64020,7.12,434.32,12.35,139.65,89.64,108.73,4268.6 +8133,12387,43029,1957.1,1987,64550,-8.01,164.65,6.65,24.7,7.47,16.6,4268.6 +8291.8,12721,42718,1957.1,1985,64615,4.45,81.88,19.95,23.75,19.09,30.71,4268.6 +8036,12191,43200,1893,1947,63719,-18.69,362.23,-5.7,93.1,73.87,84.66,4268.6 +8342.7,12621,43321,2030.1,2109,63084,-14.24,356,19.95,90.25,79.68,71.38,4268.6 +8254,12554,43089,1926.8,1966,64231,-8.01,36.49,12.35,19.95,29.88,15.77,4268.7 +8313.8,12631,43136,2020.3,2035,65063,6.23,158.42,38,114.95,93.79,94.62,4268.8 +8270.7,12455,43519,1969.6,2003,64442,-2.67,-7.12,20.9,12.35,9.96,7.47,4268.8 +8909.7,12707,45951,1989.2,2083,62583,-16.91,367.57,30.4,245.1,136.12,156.04,4269 +9464.4,13778,45018,2314,2354,64422,1.78,-69.42,7.6,11.4,-9.96,-4.98,4269 +8089.4,12256,43256,1909.9,1936,64654,0.89,195.8,0,-2.85,11.62,24.9,4269.1 +8373.1,12510,43864,1901.9,1950,63920,4.45,69.42,-28.5,10.45,-14.94,-1.66,4269.1 +8511.3,12815,43527,2032.8,2075,64202,16.91,695.98,50.35,229.9,145.25,160.19,4269.1 +6868.3,10243,43944,2819.5,2791,66206,401.39,25203,1044,7978.1,3447.8,5596.7,4269.1 +7800.3,12017,42540,1966,1989,64779,124.6,7001.6,324.9,2154.6,1083.2,1830.1,4269.2 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+7974.3,12444,41996,1952.7,1992,64242,12.46,159.31,15.2,100.7,68.06,69.72,4270.5 +7945.8,12457,41803,1989.2,1977,65939,28.48,-10.68,2.85,7.6,35.69,7.47,4270.6 +8814.1,13262,43556,2438.6,2446,65338,15.13,833.93,38.95,322.05,256.47,269.75,4270.7 +8251.1,12567,43029,1987.4,2003,65025,9.79,178.89,11.4,94.05,94.62,78.85,4270.8 +7952.7,12147,42907,1857.4,1879,64784,-5.34,158.42,-8.55,13.3,-4.98,-4.98,4270.8 +8213.4,12493,43086,1982,2057,63147,-1.78,-10.68,0.95,12.35,28.22,-6.64,4270.8 +3739.7,5787,42351,2663.8,2683,65066,21.36,1236.2,76,486.4,407.53,435.75,4270.9 +8076.7,12631,41906,2007.8,2019,65174,-0.89,387.15,23.75,140.6,73.04,95.45,4271 +7892.4,12350,41882,1954.4,1978,64755,-0.89,47.17,-11.4,9.5,6.64,15.77,4271 +7874.3,12308,41928,2038.1,2020,66123,41.83,1872.6,124.45,889.2,514.6,624.99,4271.1 +8032.6,12435,42334,1928.6,1955,64652,7.12,461.02,37.05,233.7,152.72,190.9,4271.1 +7868.4,12258,42068,2004.3,2034,64578,110.36,8653.5,353.4,2609.6,1068.2,1703.2,4271.1 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+7847.8,12219,42092,1887.7,1887,65560,5.34,1.78,22.8,35.15,12.45,34.86,4307.8 +8109,12521,42443,1982.9,1977,65732,17.8,195.8,23.75,40.85,13.28,39.84,4307.8 +8454.5,12656,43779,2007.8,2016,65271,-4.45,140.62,-16.15,20.9,-0.83,-10.79,4307.9 +8488.8,12699,43808,2072.8,2091,64966,131.72,7761.7,325.85,2300.9,1157.8,1913.1,4307.9 +7405.9,10666,45504,2414.6,2414,65551,0.89,197.58,42.75,14.25,32.37,34.03,4307.9 +8312.9,12422,43857,1900.2,1890,65888,64.08,1602,154.85,821.75,513.77,638.27,4307.9 +9333,13667,44754,2204.5,2195,65821,0.89,280.35,45.6,151.05,102.92,127.82,4308 +8699,12558,45397,1952.7,1978,64696,-1.78,-37.38,17.1,31.35,25.73,22.41,4308 +9003.3,13172,44795,2311.3,2327,65095,0,-23.14,13.3,3.8,1.66,17.43,4308.1 +6561.6,9016,47695,2427.9,2408,66078,12.46,440.55,36.1,228,156.87,161.02,4308.1 +8401.5,12571,43799,2007.8,2027,64917,15.13,-20.47,8.55,36.1,16.6,11.62,4308.2 +8212.9,12246,43952,1964.2,1986,64818,52.51,2055.9,124.45,929.1,521.24,588.47,4308.2 +8630.9,12887,43892,2048.8,2099,63968,5.34,308.83,16.15,43.7,42.33,40.67,4308.2 +8487.8,13443,41379,2345.1,2403,63958,13.35,90.78,13.3,52.25,40.67,49.8,4308.2 +7733.2,12583,40277,2080.8,2083,65467,72.98,2014.1,175.75,882.55,501.32,611.71,4308.3 +9303.1,14466,42146,3103.4,3058,66510,84.55,1888.6,161.5,871.15,592.62,642.42,4308.4 +7765.5,12638,40269,1953.5,2010,63695,-7.12,163.76,-1.9,116.85,58.1,89.64,4308.4 +7823.8,12676,40450,2043.4,2100,63771,49.84,1682.1,99.75,774.25,473.93,638.27,4308.4 +7686.1,12318,40893,2013.2,2014,65509,2.67,-97.9,7.6,14.25,-24.07,-4.15,4308.5 +7633.7,12242,40866,1918.8,1942,64754,11.57,9.79,-11.4,41.8,0,34.86,4308.5 +7928.7,12295,42262,1948.2,1943,65712,-23.14,-71.2,-8.55,6.65,-18.26,7.47,4308.5 +7935.1,12358,42081,1861.9,1862,65532,11.57,514.42,18.05,224.2,141.93,166,4308.5 +8565.7,12926,43429,2483.1,2474,65777,202.92,13916,519.65,4025.1,1621.8,2594.6,4308.6 +9632.4,14775,42726,2239.2,2231,65778,-1.78,64.08,-22.8,62.7,11.62,28.22,4308.6 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+7836.1,12454,41235,2038.1,2050,65156,92.56,8866.2,336.3,2558.3,1098.1,1711.5,4309.2 +8767.1,13668,42037,2212.5,2228,65081,10.68,265.22,11.4,150.1,102.09,112.88,4309.2 +8201.6,12672,42416,2017.6,2016,65589,0,-93.45,12.35,-0.95,44.82,17.43,4309.3 +8546.6,12890,43453,2060.3,2090,64606,7.12,488.61,42.75,204.25,158.53,186.75,4309.4 +8367.2,12443,44069,1926,1935,65230,-5.34,-113.92,-26.6,-9.5,-14.94,3.32,4309.4 +9534.4,14214,43960,2108.4,2118,65239,28.48,2175.2,154.85,1047.8,615.86,756.96,4309.4 +8128.1,12174,43756,1961.6,1966,65388,43.61,2049.7,131.1,863.55,512.94,576.02,4309.4 +8211.9,12600,42712,1975.8,1980,65397,3.56,95.23,23.75,2.85,19.09,26.56,4309.5 +8140.4,12840,41549,2014.1,2047,64482,109.47,8399.8,322.05,2508,1137.1,1791.1,4309.6 +8012,12342,42544,2035.4,2038,65453,110.36,8294.8,318.25,2506.1,1083.2,1746.3,4309.7 +8304,12624,43109,2051.4,2051,65550,-17.8,-5.34,-10.45,36.1,9.96,6.64,4309.7 +8811.2,13349,43258,2379,2369,65812,19.58,952.3,37.05,337.25,263.94,276.39,4309.8 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+9275.7,13059,46550,1922.4,1971,63920,4.45,119.26,22.8,18.05,9.96,5.81,4370.1 +4777,6086,51440,2911.2,2882,66200,32.04,93.45,11.4,103.55,78.85,63.91,4370.1 +8667.6,12776,44462,2039.9,2060,64896,-2.67,-62.3,-5.7,27.55,3.32,3.32,4370.2 +8258,12450,43469,2012.3,2038,64709,147.74,8573.4,321.1,2461.4,1149.5,1852.6,4370.2 +7809.1,12436,41153,1994.5,1972,66283,45.39,808.12,41.8,232.75,152.72,176.79,4370.3 +7598.4,12183,40874,1939.3,1955,65010,-7.12,-9.79,-18.05,2.85,5.81,0,4370.3 +7497.5,12441,39495,1972.2,2013,64209,123.71,8794.1,322.05,2540.3,1145.4,1802.8,4370.4 +7492.6,12239,40120,1952.7,1999,64017,-8.01,71.2,-1.9,7.6,-5.81,16.6,4370.4 +7932.1,12369,42028,1879.7,1873,65770,3.56,102.35,-13.3,14.25,16.6,17.43,4370.5 +8166.8,12571,42576,1642,1659,64866,73.87,1962.4,125.4,887.3,449.03,541.16,4370.5 +8279,12467,43521,2024.8,2035,65206,134.39,8797.6,355.3,2565,1136.3,1828.5,4370.7 +9043,12845,46138,1988.3,2025,64347,20.47,501.07,56.05,223.25,180.11,192.56,4370.8 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+8872.4,12446,46719,2001.6,2010,65262,35.6,1808.5,89.3,836,467.29,599.26,4371.5 +9110.1,12842,46491,1924.2,1946,64801,-13.35,174.44,4.75,89.3,75.53,68.89,4371.5 +8179.6,12433,43116,2031,2021,65860,-18.69,624.78,45.6,224.2,165.17,155.21,4371.5 +7619,12276,40674,1986.5,1975,65917,3.56,-89.89,2.85,0.95,34.86,26.56,4371.8 +8388.8,12635,43512,2061.2,2043,66121,34.71,67.64,17.1,48.45,19.92,39.84,4371.8 +9032.7,12850,46067,1891.3,1922,64487,45.39,1710.6,133,775.2,473.1,603.41,4371.9 +9112.5,12781,46726,1928.6,1949,64851,-21.36,64.08,-20.9,-9.5,-24.07,-9.13,4371.9 +8942.5,12650,46329,1946.4,1966,64884,-36.49,192.24,-9.5,28.5,-4.15,18.26,4371.9 +8641.6,12474,45402,1847.6,1898,63797,40.94,1946.4,117.8,778.05,492.19,597.6,4371.9 +9142.4,12803,46798,1987.4,2019,64509,-0.89,60.52,24.7,32.3,9.96,8.3,4372 +7925.3,12530,41452,2027.4,2017,65875,3.56,709.33,56.05,228.95,180.94,188.41,4372.3 +7549.9,12243,40414,1947.3,1927,66227,-1.78,17.8,33.25,71.25,25.73,37.35,4372.4 +7876.3,12532,41189,2034.5,2020,66008,9.79,39.16,41.8,59.85,43.99,47.31,4372.4 +8341.3,12948,42219,2078.1,2080,65478,-15.13,421.86,21.85,92.15,78.02,84.66,4372.5 +8619.1,12638,44695,1911.7,1966,63727,-1.78,380.92,51.3,76,95.45,87.98,4372.6 +8694.1,12572,45321,2070.1,2104,64481,-9.79,356.89,-10.45,76.95,82.17,83,4372.6 +8854.8,12878,45062,2028.3,2094,63480,107.69,8572.5,331.55,2445.3,1147.9,1803.6,4372.7 +9485.9,13565,45829,2302.4,2301,65577,-17.8,100.57,15.2,64.6,39.01,39.84,4372.8 +6200.5,8596,47272,3151.5,3140,65776,-17.8,254.54,40.85,32.3,33.2,24.9,4372.8 +8441.7,12631,43800,1935.8,1927,65834,21.36,-32.04,48.45,30.4,25.73,-1.66,4372.8 +8431.4,12653,43670,1990.9,1977,65998,15.13,188.68,-14.25,29.45,42.33,11.62,4372.8 +8387.3,12838,42816,2124.4,2146,64877,1.78,-102.35,19,2.85,15.77,10.79,4372.8 +7835.6,12406,41392,1963.3,1942,66256,-1.78,456.57,58.9,101.65,124.5,105.41,4372.9 +7648.9,12666,39577,2005.2,2042,64354,3.56,295.48,10.45,124.45,101.26,88.81,4372.9 +7426.4,12408,39225,1964.2,1992,64622,19.58,104.13,-9.5,-17.1,12.45,-15.77,4372.9 +6763,11128,39829,2485.8,2492,65372,16.02,117.48,8.55,58.9,54.78,39.01,4373 +7689.6,12622,39926,2068.4,2090,64857,-9.79,-10.68,-15.2,13.3,34.03,11.62,4373.1 +7528.9,12258,40252,1888.6,1910,64801,-14.24,659.49,31.35,209,175.13,159.36,4373.1 +8034,12662,41583,2028.3,2054,64716,57.85,1952.7,140.6,827.45,549.46,670.64,4373.1 +8655.4,12580,45090,1973.1,2000,64656,64.08,1901.9,108.3,869.25,488.87,630.8,4373.3 +10073,14686,44952,2486.7,2542,64109,6.23,-64.08,-10.45,-12.35,-8.3,9.13,4373.3 +9106.7,12976,45994,2043.4,2048,65390,33.82,-6.23,-3.8,-9.5,23.24,19.09,4373.4 +8765.6,12851,44702,2088.8,2099,65218,6.23,-97.01,19,0,-19.92,-8.3,4373.5 +8233,12540,43027,1974.9,2028,63820,5.34,307.05,4.75,104.5,71.38,93.79,4373.5 +8799.4,13543,42581,1921.5,1911,65896,55.18,2345.1,158.65,1127.7,585.15,727.91,4373.6 +8237.4,12977,41600,2418.1,2417,65567,181.56,10951,462.65,3357.3,1601.9,2740.7,4373.6 +7854.7,12190,42229,2059.5,2074,65077,121.04,8770.1,368.6,2580.2,1114.7,1730.5,4373.7 +6520.4,9266,46117,2533.8,2550,65120,-16.91,104.13,-33.25,-1.9,9.96,-4.15,4373.8 +8913.6,12954,45095,2147.6,2170,64859,31.15,2009.6,93.1,836,532.03,628.31,4373.9 +9089,12698,46910,1918.8,1914,65702,53.4,2026.5,121.6,871.15,522.9,614.2,4373.9 +9388.4,13219,46545,1971.3,2007,64372,-19.58,-36.49,-18.05,28.5,14.11,-3.32,4373.9 +9151.2,12927,46394,1981.1,2011,64563,-11.57,372.91,12.35,104.5,91.3,63.08,4374 +8773.9,12559,45785,1862.8,1951,62572,32.93,1911.7,91.2,800.85,520.41,656.53,4374 +8700,12494,45635,1928.6,1966,64290,59.63,1872.6,127.3,873.05,513.77,611.71,4374.1 +8458.4,12530,44240,1943.8,1942,65595,22.25,-53.4,28.5,-16.15,5.81,5.81,4374.1 +9641.2,14759,42811,2086.2,2119,64520,9.79,299.04,29.45,133,127.82,131.14,4374.2 +8787.7,13389,43014,2204.5,2217,65167,8.9,-85.44,4.75,13.3,31.54,8.3,4374.2 +8178.1,12774,41957,1950.9,1970,64900,146.85,7808,329.65,2297.1,1121.3,1823.5,4374.2 +7616.6,12150,41083,1952.7,1958,65357,-9.79,149.52,6.65,-5.7,4.98,16.6,4374.2 +7749.4,12571,40399,2144,2159,65081,122.82,8071.4,320.15,2410.1,1172.8,1899.9,4374.3 +6402.8,10521,39884,2536.5,2537,65523,-4.45,219.83,9.5,15.2,1.66,24.9,4374.4 +8554.9,13526,41450,2314,2354,64422,-12.46,-50.73,-8.55,-0.95,14.11,9.13,4374.4 +7936.5,12614,41234,2124.4,2134,65242,7.12,749.38,38,245.1,166.83,185.09,4374.4 +8084.5,12402,42721,1888.6,1906,64937,-8.01,-123.71,-38,-0.95,6.64,-14.11,4374.4 +8160.5,12467,42898,1967.8,1975,65297,-26.7,-97.9,-7.6,-5.7,1.66,-4.98,4374.5 +4300.2,6112,46109,2546.3,2564,65083,-0.89,590.07,32.3,224.2,180.11,193.39,4374.5 +4707.4,6008,51349,2519.6,2556,64602,5.34,51.62,-3.8,44.65,10.79,26.56,4374.6 +7614.6,12372,40335,1906.4,1936,64533,10.68,488.61,29.45,194.75,149.4,179.28,4374.8 +7621.5,12622,39572,2111.1,2138,64711,123.71,8344.6,332.5,2449.1,1141.3,1816,4375 +8753.9,14499,39568,2162.7,2167,65406,0,-66.75,14.25,51.3,29.88,24.07,4375 +9417.3,14458,42687,2176.1,2170,65719,12.46,-57.85,19.95,19,33.2,6.64,4375.1 +8339.8,12583,43436,1988.3,1971,66110,22.25,-60.52,26.6,20.9,14.94,10.79,4375.2 +8950.3,12703,46176,1982,2047,63456,12.46,387.15,-5.7,108.3,63.08,73.87,4375.4 +8624,12947,43654,1929.5,1955,64682,-18.69,354.22,29.45,97.85,74.7,97.11,4375.4 +8788.2,12746,45186,2029.2,2042,65125,-13.35,-47.17,-0.95,-9.5,0,-3.32,4375.4 +8322.2,12544,43479,1916.2,1924,65269,-12.46,65.86,12.35,26.6,10.79,14.94,4375.5 +7858.6,12498,41208,1910.8,1922,65155,20.47,438.77,30.4,242.25,159.36,170.98,4375.6 +7615.6,11887,41987,2904.1,2907,65470,3.56,-81.88,5.7,7.6,32.37,-1.66,4375.6 +7509.7,12278,40085,1952.7,1990,64306,8.01,106.8,19,-1.9,5.81,4.15,4375.6 +8066.4,12498,42298,1957.1,1942,66046,-6.23,35.6,19.95,10.45,-4.98,6.64,4375.7 +8092.8,12570,42194,2015.8,2046,64570,39.16,2106.6,134.9,902.5,522.07,606.73,4375.7 +8506.4,12628,44146,1960.7,1984,64765,14.24,129.05,29.45,98.8,92.13,88.81,4375.7 +8823.4,13010,44447,2031.9,2070,64329,17.8,207.37,19.95,96.9,85.49,108.73,4375.8 +8555.9,12535,44732,1951.8,1987,64374,13.35,-26.7,0.95,13.3,6.64,9.13,4375.8 +8757.8,12414,46234,1970.5,2014,64119,64.97,1769.3,99.75,836.95,521.24,627.48,4375.8 +8852.3,12691,45713,1953.5,1975,64824,17.8,267,-16.15,98.8,89.64,91.3,4375.9 +8887.1,12802,45495,1901.9,1970,63272,-14.24,153.97,-13.3,3.8,-24.9,1.66,4376 +8799.4,12737,45276,1892.1,1969,62978,1.78,-22.25,-25.65,27.55,5.81,11.62,4376 +8701.9,12636,45132,1872.6,1884,65138,19.58,112.14,12.35,37.05,7.47,4.98,4376.1 +8312.4,12282,44354,1860.1,1840,66252,15.13,39.16,17.1,21.85,12.45,26.56,4376.1 +7870.4,12375,41680,1866.3,1875,65233,-16.91,-62.3,16.15,32.3,-11.62,-12.45,4376.2 +8500.5,13255,42029,2352.3,2375,64909,202.03,12505,518.7,3750.6,1674.9,2690,4376.3 +8019.3,12732,41278,2015.8,2056,64256,142.4,7929.9,301.15,2348.4,1085.6,1812.7,4376.3 +6623.8,10548,41155,2358.5,2375,65081,21.36,110.36,-3.8,52.25,2.49,-11.62,4376.3 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+6324.4,9249,44813,2383.4,2401,65056,12.46,522.43,17.1,189.05,154.38,187.58,4389.5 +8362.3,12621,43422,1948.2,1965,64976,-13.35,14.24,0.95,28.5,23.24,29.88,4389.6 +9603,14774,42598,2213.4,2210,65638,20.47,627.45,56.05,275.5,179.28,208.33,4389.8 +8675.9,12690,44806,1936.6,1990,63779,-16.91,397.83,-16.15,100.7,55.61,89.64,4389.9 +8371.2,12345,44440,1841.4,1913,63083,-8.9,254.54,-11.4,21.85,34.86,9.13,4390 +9012.1,12944,45629,1811.2,1860,63815,13.35,353.33,41.8,214.7,165.17,183.43,4390 +8897.4,12926,45111,1964.2,1994,64558,119.26,8944.5,341.05,2643.8,1084.8,1673.3,4390 +8580.9,12594,44653,2054.1,2086,64534,22.25,373.8,33.25,197.6,163.51,185.92,4390.1 +8955.2,12914,45446,1902.8,1942,64214,10.68,-68.53,-27.55,9.5,14.11,2.49,4390.1 +9125.3,13291,44995,2005.2,2027,64830,21.36,159.31,9.5,111.15,81.34,92.96,4390.2 +7111.4,12030,38741,1902.8,1914,65153,10.68,-102.35,-17.1,5.7,9.13,2.49,4390.3 +4860.8,8546,37276,2408.3,2438,64739,-11.57,247.42,-7.6,12.35,-3.32,0,4390.3 +7864,12305,41883,1833.4,1857,64703,-16.02,-93.45,-23.75,-15.2,-18.26,-16.6,4390.4 +7011.4,11795,38957,1910.8,1927,64986,33.82,1934,124.45,885.4,479.74,584.32,4390.4 +7519.5,12335,39951,1952.7,1951,65592,-9.79,-47.17,-17.1,26.6,-9.13,-20.75,4390.5 +8857.7,14368,40402,2297.1,2304,65339,147.74,11061,401.85,3192,1289.8,2045.9,4390.5 +8675,13190,43103,2330,2326,65649,188.68,11726,499.7,3700.3,1622.7,2664.3,4390.6 +7991.9,12082,43350,1922.4,1938,65008,-0.89,304.38,20.9,94.05,78.02,85.49,4390.6 +7947.3,12302,42337,1874.3,1930,63646,1.78,508.19,13.3,195.7,140.27,182.6,4390.6 +8084,12531,42279,1918.8,1923,65394,13.35,-70.31,19.95,20.9,-7.47,-0.83,4390.6 +8048.3,12319,42816,1926,1947,64828,-2.67,36.49,22.8,41.8,29.88,24.07,4390.7 +8166.3,12455,42970,1927.7,1939,65155,1.78,-97.01,23.75,3.8,9.13,10.79,4390.7 +8136.9,12610,42289,1995.4,1986,65846,13.35,-69.42,23.75,46.55,-4.15,11.62,4390.8 +8031.6,12679,41514,2008.7,2023,65074,-8.9,202.03,28.5,57,0,33.2,4390.8 +7472.5,11782,41565,2908.5,2898,65774,48.06,1086.7,75.05,381.9,254.81,281.37,4390.8 +7777.3,12603,40442,2018.5,2063,64123,122.82,7673.6,311.6,2270.5,1108,1822.7,4390.9 +6858.5,11869,37870,1860.1,1897,64261,-18.69,-53.4,6.65,-3.8,-17.43,5.81,4390.9 +7063.4,12012,38537,1861,1896,64326,-11.57,253.65,6.65,45.6,9.96,24.07,4391 +7561.2,12706,39000,2059.5,2118,63725,18.69,-43.61,10.45,33.25,15.77,12.45,4391.1 +7212.8,12318,38375,1934,1978,64077,25.81,-129.05,-0.95,11.4,11.62,1.66,4391.1 +5740.8,8343,45095,3154.2,3175,65106,25.81,480.6,33.25,232.75,170.15,162.68,4391.2 +9177.2,13590,44256,2329.1,2354,64844,8.01,178,-0.95,30.4,34.86,5.81,4391.3 +8214.9,12070,44604,1859.2,1894,64332,59.63,2042.5,138.7,867.35,548.63,628.31,4391.3 +8587.7,12564,44795,1890.4,1892,65479,-19.58,-93.45,7.6,5.7,33.2,-11.62,4391.3 +8761.2,12718,45147,1950,1982,64478,-23.14,215.38,-13.3,17.1,41.5,19.92,4391.3 +8485.8,12587,44183,2006.1,2015,65245,-2.67,-108.58,-20.9,-6.65,-1.66,-2.49,4391.4 +5911.9,8549,45320,2881.8,2865,65921,263.44,17825,666.9,5220.3,2105.7,3334.1,4391.4 +8245.7,12352,43749,1870.8,1856,66058,-19.58,9.79,22.8,5.7,19.92,10.79,4391.5 +7865.5,12486,41284,2009.6,2002,65785,33.82,276.79,21.85,105.45,89.64,94.62,4391.6 +8122.7,12523,42508,2001.6,2011,65230,-10.68,186.01,-14.25,16.15,-17.43,-2.49,4391.6 +7368.1,12202,39574,1999.8,2026,64689,113.03,8600.1,335.35,2508.9,1137.9,1816.9,4391.6 +7170.7,12051,38996,1918.8,1907,65943,-16.91,5.34,-3.8,21.85,20.75,39.01,4391.7 +7724.9,12649,40023,2031,2057,64707,14.24,211.82,36.1,40.85,0,25.73,4391.7 +8048.3,12580,41928,1931.3,1968,64314,19.58,9.79,7.6,38.95,-6.64,25.73,4391.8 +7389.2,12334,39262,1966,1998,64487,1.78,-73.87,-2.85,-10.45,-12.45,-4.15,4391.8 +4744.7,7175,43338,2441.3,2435,65705,265.22,16243,657.4,4927.6,2248.5,3716.7,4391.8 +7891.5,12358,41849,2012.3,2018,65351,-0.89,-140.62,-17.1,-27.55,-15.77,7.47,4391.8 +8137.4,12303,43347,1885,1935,63843,-11.57,-65.86,12.35,8.55,-10.79,2.49,4391.9 +9627,13655,46204,2453.7,2471,65078,-14.24,143.29,-17.1,26.6,11.62,16.6,4392 +8475,12458,44583,1897.5,1934,64298,8.01,-43.61,17.1,7.6,29.88,24.07,4392 +8427,12385,44592,1905.5,1909,65416,26.7,202.92,16.15,110.2,71.38,83.83,4392 +8906.2,12856,45401,2099.5,2136,64416,143.29,8780.7,358.15,2631.5,1105.6,1711.5,4392 +8862.1,12575,46186,1898.4,1931,64429,43.61,1919.7,125.4,871.15,484.72,579.34,4392 +8651.9,12366,45853,2033.7,2078,64137,30.26,1975.8,112.1,910.1,472.27,566.06,4392 +8137.9,12478,42741,1949.1,1962,65105,43.61,509.08,57,232.75,170.15,186.75,4392.1 +3837.7,5573,45129,2777.7,2805,64898,35.6,758.28,66.5,266.95,225.76,242.36,4392.1 +8463.3,12627,43926,1962.4,1975,65120,14.24,-29.37,43.7,49.4,35.69,33.2,4392.2 +7465.6,12091,40465,2010.5,2015,65390,24.03,16.91,2.85,42.75,23.24,24.9,4392.2 +8196.2,13242,40564,2203.6,2234,64645,32.04,714.67,57,354.35,231.57,264.77,4392.2 +7667.5,12555,40024,2105.7,2127,64881,34.71,2120.9,97.85,911.05,502.98,582.66,4392.3 +8013,13211,39750,2326.5,2335,65296,172.66,12776,496.85,3844.6,1625.1,2565.5,4392.4 +7376,12283,39355,1934.9,1963,64597,8.9,198.47,15.2,106.4,85.49,78.02,4392.4 +7714.6,12424,40694,1947.3,1976,64585,7.12,248.31,54.15,55.1,42.33,39.84,4392.5 +7482.3,12423,39472,1982.9,2003,64879,0,360.45,18.05,146.3,91.3,92.13,4392.5 +7152,10706,43781,2323.8,2290,66503,7.12,-115.7,-25.65,-24.7,-16.6,-14.11,4392.5 +7640.6,12413,40339,1995.4,2029,64450,-7.12,2.67,-3.8,28.5,15.77,14.94,4392.5 +7605.3,12052,41356,1913.5,1904,65863,-16.91,137.95,-10.45,-3.8,19.92,5.81,4392.6 +7184.4,10085,46687,3042,3057,65215,23.14,9.79,30.4,57,23.24,32.37,4392.7 +7700.8,12279,41101,1897.5,1892,65726,0.89,-91.67,-0.95,18.05,11.62,-1.66,4392.8 +7755.2,12275,41405,1874.3,1859,66077,11.57,-102.35,2.85,13.3,14.94,-5.81,4392.8 +7122.1,12187,38300,1871.7,1903,64457,-4.45,-64.08,-9.5,9.5,15.77,-2.49,4392.9 +3103.7,5590,36387,3167.5,3218,64508,100.57,4572.8,269.8,1985.5,1245.8,1566.2,4393 +7178,12131,38778,1851.2,1911,63485,-1.78,727.13,36.1,247.95,132.8,137.78,4393 +7401.5,12382,39175,2025.6,2010,66046,15.13,-57.85,15.2,-5.7,-17.43,-5.81,4393 +7819.9,12406,41310,1895.7,1922,64639,-17.8,-28.48,-0.95,60.8,14.11,14.94,4393.1 +8311.9,12831,42454,2196.5,2219,64872,95.23,8288.6,300.2,2412.1,1154.5,1865,4393.1 +8936.1,12706,46091,1906.4,1954,63939,2.67,202.92,-7.6,27.55,28.22,33.2,4393.3 +8795.5,12786,45082,2035.4,2054,64943,-9.79,-66.75,-14.25,32.3,10.79,-7.47,4393.3 +8466.7,12555,44195,2068.4,2075,65326,32.93,2104,119.7,908.2,468.12,572.7,4393.5 +9284,14624,41605,2348.7,2336,65893,0.89,435.21,22.8,143.45,97.94,122.01,4393.6 +7799.3,12430,41121,1903.7,1918,65048,-0.89,169.1,17.1,62.7,68.89,36.52,4393.7 +7874.3,12398,41624,1947.3,1994,64002,5.34,639.02,46.55,202.35,180.94,186.75,4393.7 +8056.1,12292,42952,1970.5,1959,65919,117.48,8804.8,337.25,2625.8,1124.7,1706.5,4393.8 +9133.1,12890,46435,1924.2,1982,63624,-25.81,-11.57,-20.9,-0.95,-8.3,2.49,4393.9 +8203.1,11421,47071,2506.2,2521,65152,5.34,242.08,-0.95,21.85,-5.81,3.32,4394 +9054.7,12862,46137,2015.8,2026,65208,3.56,85.44,1.9,47.5,47.31,24.07,4394 +9020.4,12831,46073,1963.3,2027,63478,-8.9,227.84,-10.45,38.95,19.09,14.94,4394 +7708.7,11994,42121,1874.3,1898,64719,69.42,1648.3,115.9,785.65,480.57,620.01,4394.1 +6936,10881,41775,2447.5,2421,66253,26.7,145.07,13.3,91.2,45.65,66.4,4394.2 +7425.5,12271,39657,1986.5,2011,64737,3.56,128.16,23.75,4.75,11.62,20.75,4394.2 +3412.4,5735,38994,2625.5,2615,65799,268.78,16744,698.25,5250.6,2420.3,3972.4,4394.3 +8351.1,13550,40391,2286.4,2286,65548,29.37,692.42,58.9,334.4,242.36,251.49,4394.3 +7841,12439,41311,2001.6,1975,66419,0,131.72,11.4,30.4,39.01,21.58,4394.4 +8489.3,12565,44278,1992.7,1985,65791,16.91,16.02,-1.9,41.8,9.13,35.69,4394.5 +8900.9,12777,45654,1909.9,1917,65295,-4.45,87.22,12.35,11.4,24.07,18.26,4394.6 +7424.5,12283,39613,1908.2,1915,65302,9.79,-7.12,-7.6,54.15,30.71,26.56,4394.8 +7849.3,12374,41572,1926.8,1922,65701,9.79,-32.04,14.25,37.05,29.88,33.2,4394.8 +7156.9,12153,38594,2008.7,2009,65527,10.68,-47.17,14.25,6.65,9.13,4.15,4394.9 +8133.5,13511,39452,2077.3,2087,65230,11.57,-54.29,6.65,35.15,9.13,13.28,4394.9 +3758.3,6711,36702,3208.4,3219,65321,14.24,1230.9,88.35,531.05,356.07,374.33,4394.9 +7208.4,12126,38958,1909,1930,64825,-5.34,-17.8,39.9,7.6,35.69,9.96,4394.9 +7311.3,12090,39632,1822.7,1850,64570,5.34,160.2,18.05,12.35,19.09,9.96,4395 +7537.2,12326,40074,2105.7,2118,65157,144.18,8095.4,354.35,2435.8,1183.6,1928.9,4395.1 +8905.8,13615,42868,2345.1,2399,64065,111.25,2759,205.2,1290.1,746.17,924.62,4395.1 +8073.7,12522,42255,1943.8,1946,65461,-12.46,-113.92,4.75,-1.9,-5.81,8.3,4395.1 +9325.7,13791,44316,2240.1,2299,63858,32.04,164.65,1.9,5.7,-12.45,-9.13,4395.2 +8853.3,12946,44818,2105.7,2098,65778,49.84,271.45,50.35,132.05,66.4,107.9,4395.2 +8724,12686,45068,2004.3,1994,65874,97.9,2141.3,152.95,920.55,496.34,629.14,4395.2 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+7739.6,11860,42767,1975.8,1952,66335,-16.91,2.67,-3.8,46.55,20.75,16.6,4403.9 +8232,12605,42800,2070.1,2073,65446,0.89,237.63,23.75,100.7,68.89,86.32,4403.9 +7810.1,12215,41903,1820.9,1847,64611,-15.13,115.7,9.5,105.45,68.89,67.23,4403.9 +7553.8,12190,40611,1988.3,2014,64698,21.36,177.11,49.4,97.85,110.39,108.73,4404.1 +7546,12083,40928,1990.9,1987,65666,16.02,-17.8,31.35,41.8,24.9,26.56,4404.1 +7419.1,12097,40193,1899.3,1893,65753,-8.01,-88.11,-19,1.9,-13.28,-4.98,4404.1 +7729.8,12444,40709,2046.1,2044,65604,6.23,-20.47,15.2,40.85,23.24,37.35,4404.2 +8371.7,13394,40962,2516.9,2550,64686,-1.78,65.86,11.4,62.7,39.84,30.71,4404.3 +7624.4,12390,40329,1990,1990,65537,132.61,7654,304.95,2329.4,1141.3,1854.2,4404.3 +7516.6,12022,40976,1873.4,1858,66081,50.73,2170.7,161.5,889.2,493.02,571.87,4404.5 +7783.7,12418,41078,1923.3,1906,66131,45.39,2127.1,109.25,913.9,473.1,550.29,4404.5 +7857.2,12499,41197,1983.8,1975,65828,3.56,206.48,30.4,111.15,68.06,83.83,4404.5 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+6303.9,10045,41128,2502.7,2509,65371,20.47,670.17,36.1,200.45,153.55,151.89,4405.1 +7875.3,12446,41468,2006.1,2030,64763,-16.02,-32.93,-4.75,6.65,-0.83,-0.83,4405.3 +7877.7,12314,41926,1913.5,1946,64441,-16.02,29.37,-9.5,5.7,9.96,-14.11,4405.3 +8465.2,13183,42083,2952.1,2959,65384,15.13,54.29,-7.6,36.1,63.91,30.71,4405.3 +7947.3,12159,42835,1880.6,1899,64900,113.03,7845.4,316.35,2380.7,1118.8,1829.3,4405.4 +8138.4,12663,42119,2012.3,2035,64805,-4.45,64.08,-18.05,25.65,3.32,7.47,4405.4 +8409.9,12627,43648,1902.8,1955,63787,3.56,-113.92,-27.55,15.2,-8.3,-7.47,4405.5 +8392.7,12615,43601,2083.5,2103,64928,131.72,8820.8,355.3,2580.2,1123,1767.1,4405.5 +8453.5,12669,43729,1917.1,1933,64996,-4.45,-91.67,-8.55,-5.7,-8.3,-1.66,4405.6 +8504.4,12706,43865,1991.8,1990,65596,13.35,-31.15,8.55,33.25,5.81,11.62,4405.6 +8573,13022,43146,2160,2218,63823,137.06,7907.6,323.95,2325.6,1128,1875,4405.7 +8093.3,12371,42875,1927.7,1923,65698,-29.37,109.47,19,-22.8,0,-9.13,4405.8 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+8817.5,12774,45238,1917.9,1926,65262,55.18,1848.5,126.35,873.05,530.37,591.79,4410 +8488.8,12319,45159,1960.7,1999,64279,16.91,186.01,16.15,122.55,92.96,105.41,4410 +8956.7,12922,45425,2080.8,2122,64264,147.74,8380.2,382.85,2519.4,1172,1876.6,4410.1 +8290.8,12498,43475,2061.2,2082,64883,-8.9,83.66,-1.9,-1.9,21.58,-3.32,4410.1 +8440.7,12727,43464,2031.9,2055,64798,154.86,7786.6,324.9,2353.1,1161.2,1889.9,4410.1 +8696.5,12710,44841,1928.6,1926,65626,11.57,597.19,36.1,236.55,161.02,158.53,4410.1 +8812.2,12814,45069,1980.3,2090,62095,-23.14,-174.44,-5.7,-53.2,-19.92,-24.9,4410.1 +8095.3,12638,41979,2003.4,2030,64677,-22.25,-95.23,0.95,-19,-2.49,-9.96,4410.3 +7633.7,12255,40823,1893,1903,65193,2.67,-83.66,-13.3,24.7,5.81,-14.94,4410.3 +7607.3,12294,40552,1837,1810,66512,84.55,1948.2,127.3,933.85,501.32,592.62,4410.4 +7507.8,12193,40353,1979.4,1957,66285,34.71,178.89,37.05,116.85,98.77,100.43,4410.4 +7542.6,12281,40250,2088.8,2077,65909,34.71,2027.4,135.85,865.45,502.15,632.46,4410.4 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+8650.5,12635,44869,1909.9,1951,64157,0.89,161.98,-7.6,2.85,12.45,2.49,4411.2 +9894.6,14530,44628,2068.4,2098,64610,5.34,194.91,20.9,38,43.16,37.35,4411.2 +8413.3,12399,44469,2034.5,2063,64632,137.95,8514.6,324.9,2578.3,1060.7,1643.4,4411.3 +8686.2,12521,45464,1845,1901,63604,-6.23,16.91,-17.1,-19,-14.94,7.47,4411.3 +8871.9,12916,45016,1935.8,1952,64990,-13.35,323.96,9.5,76,73.04,73.87,4411.3 +8747.5,12608,45469,1907.3,1940,64430,-16.02,-120.15,-5.7,-29.45,-12.45,-1.66,4411.3 +8803.8,12623,45708,1896.6,1967,63190,-18.69,25.81,-27.55,-25.65,-9.13,-6.64,4411.4 +8982.7,12895,45652,2001.6,2075,63218,-7.12,712,48.45,196.65,158.53,161.85,4411.4 +8967,12909,45523,2094.2,2137,64223,0,373.8,13.3,83.6,87.15,53.12,4411.4 +8704.4,12490,45672,1901,1966,63371,7.12,165.54,-4.75,-30.4,17.43,9.13,4411.4 +5550.2,7858,46289,2909.4,2902,65703,126.38,4213.3,257.45,1836.3,1032.5,1209.3,4411.5 +8849.4,12899,44961,2040.8,2131,62761,-13.35,-20.47,-4.75,-20.9,-11.62,-12.45,4411.5 +8919,12809,45633,2002.5,2061,63676,50.73,1987.4,110.2,912.95,494.68,592.62,4411.5 +8140.9,12466,42798,1839.6,1874,64334,-8.01,138.84,1.9,-1.9,-1.66,0.83,4411.5 +8757.3,12623,45466,1942.9,1963,64864,2.67,-13.35,-22.8,42.75,19.92,12.45,4411.6 +8356,12504,43795,1887.7,1960,63118,8.01,691.53,30.4,236.55,174.3,175.96,4411.6 +9806.9,14579,44084,2258.8,2275,65070,-19.58,77.43,3.8,52.25,35.69,31.54,4411.6 +7969.9,12598,41460,1929.5,1942,65115,45.39,2027.4,107.35,820.8,522.9,640.76,4411.7 +8250.1,12614,42864,1996.3,2038,64194,-11.57,506.41,5.7,205.2,141.1,156.87,4411.8 +8325.1,12618,43239,2013.2,2014,65509,60.52,1915.3,159.6,917.7,496.34,584.32,4411.8 +8414.8,12699,43426,2110.2,2143,64533,0,172.66,34.2,120.65,87.15,86.32,4411.8 +8647.5,12609,44946,2063,2065,65473,128.16,8452.3,351.5,2477.6,1093.9,1774.5,4411.9 +6421.5,8955,46995,2347.8,2399,64138,-4.45,620.33,36.1,173.85,175.96,186.75,4411.9 +8734.7,12599,45435,2015.8,2071,63791,12.46,425.42,8.55,100.7,111.22,92.13,4411.9 +8956.7,12806,45837,1990,1990,65537,5.34,139.73,10.45,23.75,6.64,11.62,4412 +9037.1,12896,45925,2033.7,2048,65077,8.01,-60.52,17.1,13.3,15.77,8.3,4412 +8245.2,12417,43518,1907.3,1905,65614,17.8,-105.91,17.1,26.6,42.33,-0.83,4412.2 +7802.3,12494,40926,1911.7,1930,64915,-17.8,56.96,-11.4,-23.75,-21.58,-1.66,4412.3 +7751.8,12680,40065,1973.1,2024,63889,103.24,8205.8,324.9,2463.3,1053.3,1678.3,4412.3 +7619,12466,40055,2029.2,2066,64369,-16.02,186.01,3.8,5.7,10.79,9.96,4412.4 +7328.4,12222,39296,2048.8,2110,63635,4.45,606.98,34.2,188.1,156.87,179.28,4412.4 +7375.5,12045,40129,1837,1885,63866,39.16,1830.7,114.95,844.55,491.36,611.71,4412.4 +7570,12245,40515,1868.1,1873,65365,6.23,-109.47,19,-16.15,-13.28,-5.81,4412.4 +7415.2,12263,39628,1951.8,2007,63733,-8.01,83.66,-11.4,0.95,18.26,-14.11,4412.4 +7192.7,11800,39948,2306.9,2312,65391,71.2,2641.5,238.45,1344.3,900.55,1097.3,4412.4 +7382.8,12147,39832,1954.4,1959,65383,-12.46,168.21,35.15,45.6,43.99,41.5,4412.4 +7711.1,12115,41713,2120.9,2131,65224,14.24,121.04,21.85,80.75,48.14,79.68,4412.5 +8260.9,12403,43650,1870.8,1895,64698,8.01,189.57,2.85,-11.4,14.94,0.83,4412.6 +8338.3,12419,44002,1920.6,1939,64915,29.37,498.4,27.55,226.1,160.19,191.73,4412.6 +8622,12691,44524,1944.7,1991,64010,-10.68,-69.42,-19,-29.45,-22.41,-4.98,4412.6 +9107.1,13079,45634,2061.2,2119,63750,-8.01,95.23,1.9,-4.75,4.15,-9.13,4412.7 +8553.9,12712,44099,2085.3,2076,65829,36.49,35.6,20.9,40.85,32.37,52.29,4412.7 +8648.5,12719,44562,1982.9,1983,65533,22.25,102.35,12.35,19.95,10.79,24.9,4412.7 +8611.8,12787,44137,2111.1,2131,64923,79.21,1948.2,133,931.95,526.22,640.76,4412.8 +8478,12494,44470,1860.1,1882,64773,24.92,-56.07,11.4,-2.85,-10.79,4.15,4412.8 +7677.8,12049,41761,1869,1857,65960,-2.67,-64.08,-19.95,-23.75,17.43,6.64,4412.9 +7366.2,12211,39534,2122.6,2119,65649,153.08,8204,364.8,2481.4,1194.4,1895.7,4413 +7458.3,12335,39626,1961.6,1995,64437,11.57,39.16,14.25,57.95,53.12,34.03,4413 +7304.4,12303,38909,2012.3,2047,64425,123.71,8458.6,323,2457.6,1172.8,1857.5,4413 +7347.6,12246,39321,1903.7,1910,65320,-8.9,105.91,-28.5,0,2.49,7.47,4413.1 +9224.3,13341,45313,2306,2318,65196,16.02,-33.82,9.5,47.5,53.95,43.16,4413.2 +9015,13047,45283,2024.8,2067,64196,69.42,1514.8,117.8,783.75,526.22,655.7,4413.2 +8818,12846,44987,1916.2,1998,62852,28.48,396.05,45.6,191.9,163.51,170.98,4413.3 +8246.7,11757,45969,2910.3,2941,64852,17.8,-1.78,4.75,21.85,29.88,15.77,4413.3 +8917,12802,45648,1959.8,2022,63519,-32.93,-99.68,-16.15,-28.5,-1.66,-4.98,4413.3 +8982.2,12818,45924,1976.7,2002,64707,-20.47,-76.54,-38,-14.25,-0.83,4.98,4413.4 +8545.1,12283,45592,1947.3,1983,64357,112.14,8512.8,317.3,2622.9,1076.5,1679.1,4413.4 +8742.6,12999,44077,2047,2071,64777,-11.57,88.11,21.85,-19,23.24,22.41,4413.5 +8104.1,12386,42880,1906.4,1910,65412,3.56,-73.87,24.7,0.95,-14.11,19.92,4413.5 +8173.2,12403,43186,1867.2,1879,65125,-5.34,109.47,0,2.85,24.07,30.71,4413.5 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+8493.7,12610,44143,1958,1970,65137,-4.45,427.2,5.7,91.2,67.23,71.38,4447.6 +8609.8,12759,44224,1990,2003,65112,99.68,8746,298.3,2596.3,1050.8,1657.5,4447.6 +4580.5,6246,48061,2556.1,2534,66107,45.39,1623.4,91.2,656.45,447.37,470.61,4447.6 +8568.6,12859,43670,2038.1,2063,64745,16.02,-77.43,-7.6,-5.7,8.3,8.3,4447.7 +8294.7,12548,43322,1956.2,1968,65144,-2.67,-16.91,-17.1,9.5,14.11,7.47,4447.7 +8418.7,12400,44494,1961.6,1972,65189,-4.45,186.9,-4.75,107.35,62.25,58.93,4447.7 +8891,13151,44307,2031.9,2075,64174,-15.13,138.84,-4.75,86.45,57.27,71.38,4447.8 +8556.9,12422,45144,1923.3,1958,64374,39.16,1919.7,96.9,805.6,522.07,654.87,4447.8 +8428,12575,43923,1918.8,1931,65123,1.78,-55.18,10.45,4.75,1.66,0,4447.9 +8360.4,12830,42705,2078.1,2094,65040,153.08,8888.4,384.75,2624.8,1108.9,1731.4,4447.9 +7763.1,12458,40838,1935.8,1966,64528,15.13,65.86,7.6,-9.5,8.3,3.32,4448 +7673.4,12446,40405,1973.1,1978,65375,36.49,47.17,-7.6,31.35,53.12,42.33,4448 +7811.1,12243,41812,1896.6,1911,65042,19.58,246.53,7.6,35.15,43.16,25.73,4448 +8189.9,12833,41824,2024.8,2053,64634,28.48,631.9,3.8,242.25,166,176.79,4448 +7478.4,12441,39394,1941.1,1993,63829,-12.46,255.43,-24.7,85.5,49.8,77.19,4448.1 +7900.3,12631,40991,1993.6,2035,64203,-8.01,140.62,-19.95,-34.2,-19.92,-9.96,4448.1 +8681.3,13591,41862,2168.9,2195,64758,51.62,1967.8,124.45,925.3,526.22,650.72,4448.2 +8568.1,13178,42611,2242.8,2218,66269,97.01,2965.5,216.6,1304.3,761.94,937.9,4448.2 +8109.5,12611,42143,1998,1987,65900,13.35,35.6,-3.8,5.7,4.98,-6.64,4448.2 +8214.9,12291,43802,1917.9,1927,65228,5.34,198.47,-6.65,10.45,29.88,-2.49,4448.3 +8226.1,12659,42587,2063.9,2067,65438,155.75,8453.2,351.5,2512.8,1115.5,1787,4448.4 +9022.4,13342,44318,2168.9,2174,65383,1.78,169.99,-15.2,-15.2,12.45,4.15,4448.4 +8167.3,12358,43312,1896.6,1890,65765,-6.23,-72.98,-16.15,19,5.81,-12.45,4448.4 +7885.6,12434,41563,1931.3,1958,64642,12.46,122.82,-9.5,4.75,6.64,7.47,4448.5 +7900.8,12474,41509,1936.6,1962,64689,-12.46,234.96,-31.35,10.45,7.47,-2.49,4448.7 +8026.7,12874,40860,2230.3,2270,64391,64.08,2266.8,141.55,901.55,522.9,644.91,4448.7 +7970.3,12469,41891,2007.8,2053,64094,15.13,455.68,17.1,182.4,155.21,167.66,4448.8 +7741.5,12331,41144,1869.9,1915,63992,-2.67,216.27,19,-0.95,14.94,14.94,4448.8 +8084,12362,42857,1869,1882,65083,-29.37,35.6,-19,-3.8,-2.49,3.32,4448.8 +8723,12772,44760,2019.4,2051,64527,-6.23,-8.01,5.7,-0.95,6.64,-2.49,4448.9 +8439.3,12370,44711,1917.1,1938,64828,34.71,458.35,4.75,196.65,149.4,157.7,4448.9 +9347.7,13767,44499,2605,2643,64594,-21.36,218.05,-15.2,9.5,6.64,3.32,4448.9 +8368.7,12376,44316,1938.4,1960,64814,-13.35,423.64,2.85,111.15,88.81,71.38,4449 +4968.6,6751,48233,2677.1,2667,65785,31.15,526.88,55.1,236.55,171.81,173.47,4449.1 +8503.5,12465,44708,1895.7,1921,64673,-16.02,-91.67,-27.55,23.75,-9.96,-22.41,4449.2 +8561.3,12588,44572,1961.6,2027,63420,-9.79,-62.3,-42.75,11.4,-8.3,-3.32,4449.2 +8886.2,13147,44296,2084.4,2139,63863,-11.57,299.04,19,104.5,87.98,92.96,4449.2 +8275.6,12259,44241,1906.4,1923,64970,2.67,62.3,-19,22.8,6.64,8.3,4449.3 +8311.4,12630,43127,2019.4,2006,65974,36.49,-48.06,7.6,30.4,34.03,6.64,4449.3 +8366.8,12403,44209,1946.4,1939,65787,20.47,63.19,-7.6,28.5,0.83,15.77,4449.3 +8995.4,12830,45949,1991.8,2014,64814,26.7,527.77,41.8,229.9,185.92,206.67,4449.5 +9004.2,12841,45955,2056.8,2077,64898,19.58,145.96,36.1,19,37.35,36.52,4449.6 +9016,12734,46401,2025.6,2030,65395,139.73,8732.7,314.45,2509.9,1157.8,1830.1,4449.6 +9096.9,12854,46380,2005.2,2022,64991,1.78,206.48,15.2,4.75,1.66,17.43,4449.7 +8809.2,12710,45423,1934,1942,65265,37.38,67.64,4.75,3.8,10.79,26.56,4449.7 +9238,13022,46492,1988.3,2026,64315,-8.9,131.72,-23.75,8.55,-12.45,5.81,4449.8 +8149.7,12259,43568,1895.7,1911,65011,141.51,8016.2,335.35,2405.4,1069.9,1751.3,4449.9 +8787.2,13026,44210,2071,2098,64694,39.16,149.52,14.25,129.2,82.17,90.47,4449.9 +8636.7,12771,44321,2076.4,2087,65202,13.35,120.15,-2.85,22.8,-4.15,10.79,4450 +8137.4,12573,42416,2003.4,1997,65746,20.47,524.21,31.35,234.65,158.53,172.64,4450 +8317.3,12522,43530,1957.1,1950,65775,14.24,-55.18,35.15,23.75,14.11,19.09,4450 +8199.7,12262,43824,2011.4,2002,65844,8.9,178.89,31.35,92.15,92.13,97.94,4450.1 +6104.4,8679,46095,2513.4,2551,64569,-18.69,333.75,-5.7,66.5,35.69,40.67,4450.2 +8224.2,12178,44258,1942.9,1970,64633,21.36,2019.4,90.25,802.75,483.89,592.62,4450.3 +8635.8,12670,44669,2027.4,2042,65068,100.57,9050.4,350.55,2595.4,1078.2,1695.7,4450.3 +9274.2,13851,43881,2256.1,2271,65107,8.01,79.21,-28.5,9.5,4.15,-4.15,4450.3 +8321.2,12871,42369,2025.6,2051,64726,21.36,717.34,88.35,246.05,188.41,180.11,4450.4 +7763.1,12187,41746,1881.5,1871,65902,-13.35,-68.53,23.75,0.95,10.79,15.77,4450.5 +8208,12360,43521,1880.6,1900,64866,2.67,344.43,8.55,139.65,64.74,87.98,4450.5 +8205,12277,43799,1855.7,1861,65348,-11.57,-113.03,7.6,-19,-9.13,3.32,4450.5 +9533,14427,43304,2039,2059,64899,-18.69,-19.58,-22.8,-13.3,7.47,-5.81,4450.6 +9339.9,14691,41665,2263.3,2291,64743,23.14,186.01,27.55,66.5,78.85,31.54,4450.6 +9492.8,14049,44282,3257.4,3217,66359,80.99,2234.8,199.5,861.65,758.62,773.56,4450.6 +4449.2,6661,43775,1660.7,1701,63985,-5.34,66.75,0,-18.05,-19.09,0.83,4450.8 +8005.6,12399,42314,1873.4,1919,63980,54.29,1926.8,103.55,817,512.94,595.94,4450.8 +8024.2,11885,44247,2907.6,2905,65595,12.46,450.34,33.25,202.35,170.98,143.59,4450.8 +8484.4,12775,43525,2119.1,2119,65539,14.24,-62.3,8.55,28.5,19.09,-2.49,4450.8 +9451.1,14451,42861,2057.7,2055,65621,31.15,584.73,30.4,263.15,189.24,225.76,4451 +8143.3,12392,43066,1958,1931,66452,-8.01,-118.37,-17.1,7.6,-1.66,0.83,4451 +8093.8,12453,42595,1977.6,1969,65822,-13.35,437.88,5.7,104.5,95.45,71.38,4451 +7959.6,12233,42642,1962.4,1965,65451,132.61,8030.5,343.9,2387.3,1126.3,1827.7,4451.1 +8093.8,12501,42432,2000.7,1989,65922,36.49,503.74,22.8,264.1,191.73,175.13,4451.1 +8236.4,12379,43605,1911.7,1915,65424,-11.57,141.51,-19.95,-5.7,14.11,-6.64,4451.1 +8699,13350,42704,2244.6,2262,65031,72.98,2856.9,171.95,1333.8,775.22,917.98,4451.2 +8756.8,13631,42101,2273.9,2299,64822,0.89,115.7,-6.65,2.85,7.47,17.43,4451.2 +8108,12417,42794,1965.1,1985,64880,32.04,140.62,-3.8,60.8,25.73,19.92,4451.2 +8305.5,12561,43333,1938.4,1937,65584,123.71,8854.6,357.2,2605.8,1010.1,1615.2,4451.3 +8621.5,12838,44012,2029.2,2034,65381,-8.01,97.01,19,24.7,19.09,19.09,4451.4 +8136.5,12435,42881,1956.2,1971,65045,15.13,473.48,31.35,237.5,156.87,170.98,4451.4 +8464.3,12434,44613,1885,1906,64815,48.06,1721.3,143.45,853.1,503.81,624.16,4451.5 +8712.7,12883,44322,1987.4,2039,63877,8.01,481.49,29.45,220.4,160.19,198.37,4451.5 +7989.9,12251,42742,1846.8,1855,65245,14.24,154.86,12.35,115.9,83.83,83,4451.5 +8204.6,12283,43775,1885.9,1915,64540,-29.37,-124.6,2.85,-14.25,-9.96,-21.58,4451.5 +8400.1,12663,43474,1914.4,1907,65790,48.06,1830.7,122.55,901.55,480.57,556.93,4451.6 +7341.7,10780,44633,2361.2,2376,65127,218.05,15107,598.5,4446.9,1839.3,2875.1,4451.6 +7945.8,12404,41982,1921.5,1952,64512,-23.14,152.19,-9.5,21.85,4.15,0,4451.7 +7708.7,12088,41793,1874.3,1880,65339,-3.56,-51.62,-11.4,-1.9,10.79,-4.98,4451.8 +7704.8,12067,41845,1888.6,1891,65452,32.93,1731.9,113.05,814.15,491.36,592.62,4451.8 +8531.9,12790,43717,1995.4,2022,64673,45.39,1784.4,144.4,921.5,486.38,585.98,4452 +7673.9,12337,40765,2083.5,2069,65995,133.5,8108.8,323.95,2449.1,1158.7,1880.8,4452 +7491.6,12064,40697,1820.9,1808,66005,135.28,7669.1,317.3,2367.4,1107.2,1799.4,4452.1 +7630.3,12272,40748,1949.1,1959,65205,112.14,7670,279.3,2238.2,1075.7,1773.7,4452.2 +7691.5,12293,41005,2017.6,2017,65556,136.17,8235.2,320.15,2432.9,1132.1,1813.5,4452.2 +8136.9,13301,40092,2602.4,2613,65269,-6.23,64.97,-5.7,15.2,-17.43,3.32,4452.3 +7493.1,12431,39503,2008.7,2047,64311,146.85,7929.9,309.7,2454.8,1055.8,1761.3,4452.3 +7435.3,12238,39817,1924.2,1950,64668,4.45,81.88,-7.6,-9.5,-31.54,-9.13,4452.3 +7211.3,12120,38994,1885.9,1883,65637,0,-136.17,-10.45,-19,-14.11,-8.3,4452.3 +6673.8,11457,38175,2128,2117,65876,8.9,87.22,-3.8,29.45,9.96,7.47,4452.4 +7251.5,12016,39550,1881.5,1860,66292,-8.9,116.59,-13.3,11.4,12.45,9.13,4452.5 +7354.9,12346,39042,1916.2,1946,64531,1.78,720.01,26.6,222.3,160.19,167.66,4452.5 +7356.4,12320,39132,2048.8,2004,67000,127.27,8519.1,305.9,2536.5,1123,1773.7,4452.5 +4527.6,7354,40348,2531.2,2526,65670,-21.36,30.26,7.6,5.7,-7.47,4.15,4452.7 +7559.7,11941,41490,1921.5,1909,65965,-17.8,341.76,20.9,111.15,89.64,97.11,4452.7 +7497.5,12257,40088,1928.6,1941,65118,-1.78,385.37,33.25,232.75,134.46,191.73,4452.8 +7774.8,12142,41964,1885.9,1850,66808,-6.23,-93.45,2.85,2.85,11.62,18.26,4452.9 +5619.3,8597,42837,2411.9,2417,65398,-8.01,-67.64,4.75,-8.55,-2.49,14.11,4453 +7323.5,11887,40377,2004.3,1995,65841,43.61,2120,134.9,878.75,485.55,571.04,4453.1 +8668.1,13887,40907,2098.6,2111,65152,8.9,-86.33,24.7,19.95,9.13,25.73,4453.2 +7844.4,12274,41885,1960.7,1926,66716,-18.69,68.53,-3.8,-17.1,9.96,21.58,4453.2 +7900.8,12179,42515,1941.1,1959,64937,-9.79,266.11,-3.8,36.1,11.62,1.66,4453.2 +8122.7,12340,43139,1937.5,1968,64521,-2.67,86.33,-20.9,-4.75,6.64,-15.77,4453.2 +8456.4,12523,44255,1955.3,1951,65681,32.04,154.86,34.2,117.8,105.41,116.2,4453.4 +8601,12843,43890,2111.1,2111,65538,31.15,471.7,39.9,223.25,191.73,200.86,4453.4 +8340.3,12427,43984,2033.7,2015,66143,11.57,118.37,22.8,27.55,27.39,16.6,4453.4 +8192.3,12362,43431,1966,1934,66621,22.25,151.3,33.25,21.85,28.22,27.39,4453.5 +8103.1,12863,41285,2306.9,2283,66222,29.37,756.5,76.95,353.4,263.94,264.77,4453.6 +9177.7,13690,43935,2207.2,2190,66051,24.92,1062.7,57,375.25,234.06,256.47,4453.6 +7882.6,12656,40818,2132.4,2128,65673,132.61,8406.9,326.8,2446.3,1167.8,1876.6,4453.7 +8207.5,12573,42781,2151.1,2205,63935,36.49,1918.8,111.15,782.8,458.16,611.71,4453.7 +8027.2,12439,42292,2026.5,2023,65650,9.79,186.01,38,88.35,74.7,82.17,4453.7 +7747.9,12026,42222,1963.3,1950,65984,59.63,2118.2,144.4,899.65,476.42,580.17,4453.7 +8004.6,12334,42532,1968.7,1962,65759,-1.78,493.06,49.4,219.45,159.36,169.32,4453.9 +8271.2,12699,42685,2070.1,2095,64758,-9.79,402.28,-1.9,83.6,81.34,80.51,4453.9 +8052.7,12390,42594,1952.7,1954,65491,-13.35,595.41,39.9,202.35,171.81,166.83,4453.9 +6453.8,9487,44583,2621.9,2587,66421,-1.78,21.36,-23.75,7.6,-12.45,0.83,4453.9 +8214.4,12370,43520,1934,1922,65944,-17.8,-97.01,-19,16.15,-1.66,-9.96,4454 +8163.9,12371,43249,1963.3,1959,65681,-4.45,69.42,-6.65,27.55,-6.64,4.15,4454 +8160,12282,43541,1939.3,1978,64254,47.17,1867.2,127.3,779,484.72,610.05,4454 +8251.6,12211,44286,1885,1879,65746,116.59,7659.3,329.65,2318.9,1084.8,1823.5,4454 +8394.7,12599,43666,2023,2003,66189,16.02,328.41,13.3,151.05,87.98,92.96,4454.1 +8254,12612,42891,1863.7,1888,64691,-15.13,435.21,10.45,180.5,136.95,165.17,4454.1 +7659.2,12211,41107,1995.4,2003,65287,-27.59,-92.56,-36.1,-18.05,0,4.98,4454.2 +7723.9,12037,42053,2864,2869,65422,-11.57,13.35,-19.95,9.5,9.13,-6.64,4454.2 +7511.7,12465,39494,2182.3,2210,64714,139.73,8852.8,353.4,2577.3,1128,1787.8,4454.4 +7560.7,12374,40043,1998,1986,65934,107.69,8730,342.95,2545.1,1092.3,1758.8,4454.4 +7317.7,12216,39258,1904.6,1947,64109,-26.7,34.71,-18.05,5.7,-10.79,3.32,4454.5 +8433.4,12934,42732,2061.2,2054,65767,-0.89,395.16,32.3,147.25,104.58,97.11,4454.5 +8221.2,12609,42730,1938.4,1937,65584,26.7,509.97,77.9,243.2,174.3,188.41,4454.5 +9117.9,14287,41825,2097.7,2127,64634,15.13,606.09,64.6,313.5,248.17,270.58,4454.6 +4381.1,6176,46489,3412.3,3444,64932,-12.46,-109.47,9.5,-3.8,-9.13,12.45,4454.7 +9048.3,14355,41309,2646,2663,65117,3.56,149.52,11.4,-6.65,14.11,14.94,4454.8 +7774.8,12463,40884,1975.8,1999,64775,-9.79,178.89,26.6,-16.15,-6.64,4.15,4454.8 +7827.3,12651,40548,1983.8,2011,64650,25.81,472.59,28.5,217.55,178.45,178.45,4454.8 +7834.1,12455,41222,1982,1991,65241,40.94,459.24,78.85,252.7,165.17,179.28,4454.9 +7615.1,12718,39241,2118.2,2142,64808,6.23,167.32,52.25,9.5,9.96,1.66,4454.9 +8605.9,14075,40071,2160,2123,66679,21.36,-65.86,30.4,34.2,9.96,-0.83,4454.9 +6971.2,11811,38681,2006.9,2035,64633,44.5,326.63,9.5,117.8,88.81,104.58,4455 +7333.8,12329,38984,2064.8,2093,64653,112.14,7530.3,328.7,2223.9,1108,1874.1,4455 +7529.8,12259,40254,1900.2,1879,66274,16.02,40.94,-3.8,19,1.66,12.45,4455 +7508.3,12098,40673,1867.2,1878,65160,7.12,224.28,4.75,3.8,5.81,20.75,4455.1 +8281,12463,43545,1930.4,1919,65926,19.58,-77.43,8.55,8.55,13.28,-19.92,4455.2 +8781.3,12804,44946,1888.6,1920,64464,-4.45,195.8,-6.65,-6.65,6.64,-4.15,4455.2 +8796,12875,44773,1997.2,2015,64956,20.47,62.3,9.5,2.85,10.79,24.07,4455.3 +10207,14655,45644,2161.8,2171,65259,0.89,-50.73,3.8,-9.5,-14.11,-1.66,4455.3 +8831.3,12651,45749,1967.8,2027,63622,37.38,2050.6,112.1,902.5,486.38,585.98,4455.4 +8840.1,12838,45127,1928.6,1986,63643,0,131.72,7.6,-14.25,-5.81,-6.64,4455.4 +8882.7,12709,45805,2002.5,2001,65585,-11.57,117.48,33.25,16.15,-15.77,-0.83,4455.4 +7899.8,12350,41921,2010.5,1978,66613,78.32,2138.7,155.8,883.5,502.98,547.8,4455.5 +8184,12411,43215,1990,1979,65902,25.81,525.1,40.85,222.3,194.22,203.35,4455.6 +7947.3,12263,42472,1875.2,1923,63908,0.89,344.43,-3.8,67.45,65.57,92.96,4455.7 +8032.6,12456,42263,1991.8,2008,65008,-17.8,186.9,-19.95,0.95,-11.62,-17.43,4455.7 +7928.2,12470,41667,2042.5,2066,64792,2.67,-16.91,0.95,25.65,12.45,18.26,4455.7 +8943.5,13325,43986,2331.8,2361,64725,-27.59,41.83,-17.1,-10.45,-24.07,-19.92,4455.7 +8306,12676,42943,1993.6,2048,63795,-4.45,205.59,4.75,12.35,-2.49,0.83,4455.8 +8260.4,12403,43647,1901.9,1943,64151,-11.57,-72.09,15.2,-7.6,-9.96,13.28,4455.8 +8654.4,12735,44537,1883.2,1947,63390,-0.89,-54.29,-19,2.85,-6.64,-4.15,4455.9 +8877.3,12416,46858,1796.9,1796,65569,5.34,388.93,22.8,129.2,76.36,87.15,4456 +8948.9,12889,45502,2022.1,2013,65832,30.26,-48.95,12.35,39.9,17.43,6.64,4456 +9001.3,12798,46094,1953.5,1994,64207,-8.9,-77.43,24.7,9.5,2.49,0.83,4456 +8746,12760,44920,2126.2,2156,64630,19.58,1877,95,884.45,500.49,598.43,4456 +8262.4,12465,43440,1958,1937,66247,13.35,-32.93,9.5,3.8,9.96,14.94,4456.1 +7995.8,12563,41711,1971.3,1991,64889,-8.9,-53.4,-7.6,27.55,9.96,-9.96,4456.2 +7857.6,12430,41429,1996.3,1998,65479,31.15,27.59,42.75,34.2,32.37,24.07,4456.2 +8500.5,13455,41404,2342.5,2315,66314,35.6,-90.78,0.95,7.6,14.11,1.66,4456.2 +7559.2,12278,40349,1950,1974,64739,2.67,-97.01,-27.55,-7.6,-11.62,-25.73,4456.3 +7618,12244,40776,1943.8,1968,64729,0.89,182.45,-7.6,22.8,-2.49,14.11,4456.3 +7714.1,12348,40942,1938.4,1960,64814,-3.56,194.02,15.2,-4.75,8.3,16.6,4456.3 +7646.9,12301,40741,2023,2045,64830,25.81,8.9,-14.25,34.2,13.28,9.13,4456.3 +7449.5,11895,41043,1803.1,1863,63430,30.26,512.64,17.1,199.5,148.57,167.66,4456.4 +3749,5870,41856,2564.1,2554,65795,34.71,1368.8,70.3,528.2,385.12,416.66,4456.4 +8588.7,13358,42137,2144,2174,64632,-1.78,-110.36,6.65,0.95,3.32,-9.96,4456.4 +8135,12326,43253,1942,1926,66080,-4.45,45.39,0.95,7.6,13.28,9.96,4456.4 +8288.8,12645,42959,1896.6,1921,64703,29.37,404.95,28.5,234.65,180.11,179.28,4456.4 +8345.7,12696,43080,2016.7,2012,65690,0.89,-113.03,-15.2,-16.15,-0.83,-8.3,4456.5 +8123.7,12255,43443,1900.2,1931,64489,3.56,-20.47,0,17.1,14.94,13.28,4456.5 +8890.6,12757,45673,2024.8,2033,65270,72.98,1946.4,132.05,828.4,517.92,642.42,4456.5 +8702.4,12709,44875,2047,2033,65987,7.12,76.54,5.7,71.25,24.07,30.71,4456.5 +8701.9,12390,46028,1862.8,1894,64455,4.45,-67.64,8.55,24.7,-9.13,12.45,4456.6 +8604.9,12486,45165,1893.9,1910,64984,125.49,7615.7,349.6,2278.1,1049.1,1772,4456.6 +8971.9,12878,45658,1945.5,1978,64461,70.31,1699.9,109.25,779,510.45,635.78,4456.6 +9179.7,12966,46398,2037.2,2034,65639,16.02,199.36,14.25,105.45,73.04,94.62,4456.6 +8363.3,12299,44564,1869.9,1887,64942,-6.23,-56.07,9.5,17.1,1.66,12.45,4456.7 +9082.6,13231,44988,2068.4,2127,63729,153.08,7657.6,343.9,2276.2,1135.4,1898.2,4456.7 +7816,12190,42020,1869.9,1914,64026,2.67,24.03,20.9,-20.9,17.43,-6.64,4456.8 +7637.1,12248,40864,1952.7,1976,64762,0.89,-89.89,-1.9,8.55,12.45,4.98,4456.9 +8728.9,13991,40887,2083.5,2099,65052,36.49,545.57,60.8,266,224.93,222.44,4456.9 +7856.2,12510,41156,2057.7,2074,65020,-4.45,22.25,19.95,-1.9,-3.32,9.13,4456.9 +8828.8,14076,41106,2017.6,2044,64691,36.49,504.63,17.1,255.55,200.03,217.46,4457 +9233.1,14530,41645,2031,2066,64425,5.34,219.83,16.15,22.8,43.99,30.71,4457 +7841,12246,41962,1961.6,1970,65255,23.14,476.15,29.45,208.05,170.15,190.07,4457 +7953.7,12351,42203,1856.5,1867,65169,-10.68,53.4,37.05,35.15,22.41,28.22,4457 +8282,12495,43439,1874.3,1903,64549,-16.91,-116.59,-9.5,-36.1,-15.77,-3.32,4457 +8446.1,12400,44639,1877.9,1888,65185,-5.34,11.57,8.55,-4.75,15.77,8.3,4457.1 +9889.7,14152,45798,2023,2040,64989,43.61,2107.5,107.35,977.55,512.11,604.24,4457.1 +9820.6,13805,46621,2289.1,2318,64718,34.71,863.3,30.4,363.85,221.61,234.89,4457.2 +9081.7,12827,46400,1983.8,2015,64522,-2.67,-85.44,-4.75,19.95,4.15,-0.83,4457.3 +9201.7,13023,46306,2001.6,2043,64208,0.89,185.12,26.6,184.3,77.19,92.96,4457.3 +7719,10623,47620,2416.3,2411,65681,81.88,3665,205.2,1596.9,912.17,1098.1,4457.4 +8916,12747,45840,1935.8,1963,64626,-16.02,157.53,-13.3,-17.1,-6.64,-0.83,4457.4 +7857.6,12297,41877,1957.1,1981,64746,-25.81,-110.36,-15.2,-29.45,-17.43,-4.98,4457.5 +8648.5,13694,41390,2342.5,2318,66228,71.2,2758.1,199.5,1349,740.36,898.06,4457.6 +7573,12078,41091,1950,1966,65002,67.64,1928.6,142.5,885.4,483.89,558.59,4457.6 +7889.5,12559,41169,1954.4,1951,65652,14.24,194.02,26.6,10.45,8.3,24.07,4457.6 +7753.8,12463,40773,1971.3,1999,64630,125.49,7613.9,323,2267.6,1112.2,1860,4457.6 +9350.7,14824,41339,2013.2,2044,64548,67.64,2079,126.35,992.75,647.4,789.33,4457.7 +8815.6,12800,45136,2022.1,2068,64081,5.34,-24.03,1.9,28.5,19.92,8.3,4457.8 +9043,12786,46351,2066.6,2066,65554,8.9,15.13,2.85,38.95,-5.81,-1.66,4457.8 +8919,12647,46218,2102.2,2151,64049,86.33,1590.4,136.8,783.75,494.68,628.31,4457.9 +8617.1,12511,45139,1878.8,1919,64163,11.57,-64.97,9.5,-18.05,14.94,24.07,4457.9 +8544.1,12916,43353,2186.7,2240,63977,99.68,8649,342.95,2429.1,1132.9,1819.4,4458 +7033,11883,38788,1873.4,1915,64114,-8.01,-2.67,20.9,4.75,1.66,1.66,4458.2 +7049.1,11992,38523,1854.8,1896,64111,-15.13,-6.23,57.95,2.85,-0.83,18.26,4458.2 +7373,12431,38870,1998.9,2027,64629,0.89,-51.62,5.7,31.35,3.32,8.3,4458.2 +7451.9,12548,38920,1934.9,1968,64432,-20.47,-70.31,13.3,-20.9,-29.05,4.98,4458.4 +5338.1,8622,40575,2331.8,2318,65926,27.59,412.96,38.95,213.75,147.74,177.62,4458.4 +7144.7,11063,42324,2336.3,2355,65014,-19.58,-90.78,2.85,-9.5,-9.13,1.66,4458.5 +3982.2,6014,43395,2578.3,2606,64840,-8.01,126.38,26.6,14.25,7.47,13.28,4458.6 +8787.7,13170,43729,2071.9,2070,65597,48.06,504.63,55.1,266.95,178.45,181.77,4458.6 +7770.4,12206,41721,1908.2,1946,64262,-24.92,186.01,19,-8.55,11.62,6.64,4458.6 +7816.5,12649,40498,2021.2,2061,64270,0.89,144.18,23.75,-0.95,16.6,1.66,4458.7 +7378.9,12310,39284,1945.5,1990,64072,24.03,710.22,18.05,227.05,170.15,167.66,4458.8 +7578.3,12672,39193,2231.2,2240,65279,89,2031.9,152,925.3,639.93,692.22,4458.8 +6942.3,11931,38134,1876.1,1903,64610,-2.67,18.69,4.75,-7.6,-12.45,-5.81,4458.9 +7226,12318,38445,1891.3,1930,64220,2.67,-91.67,-2.85,-14.25,-14.94,18.26,4458.9 +7179,12166,38672,2006.9,2022,65048,119.26,7212.6,327.75,2285.7,1137.1,1870,4459 +6960,11710,38952,2171.6,2174,65464,16.91,-68.53,15.2,-5.7,6.64,9.96,4459 +7310.8,12123,39522,1985.6,1995,65227,6.23,-48.95,13.3,18.05,9.96,15.77,4459 +7320.1,12200,39322,1920.6,1928,65285,2.67,105.91,18.05,29.45,38.18,12.45,4459 +7694,12275,41078,1934,1939,65366,2.67,188.68,40.85,34.2,43.16,39.01,4459.1 +8763.2,12725,45132,2068.4,2065,65643,8.01,84.55,0.95,11.4,14.11,10.79,4459.2 +8562.3,12783,43897,1999.8,2075,63162,117.48,8215.6,289.75,2308.5,1105.6,1810.2,4459.2 +8722.5,12741,44866,1962.4,1985,64791,-2.67,-36.49,15.2,-15.2,5.81,-3.32,4459.3 +8147.2,12489,42753,2065.7,2093,64681,-4.45,144.18,4.75,-8.55,4.98,4.98,4459.3 +7508.3,12339,39879,1957.1,1955,65607,43.61,216.27,25.65,124.45,112.88,90.47,4459.4 +7764.1,12326,41281,1920.6,1938,64948,-0.89,32.93,-24.7,7.6,14.94,9.13,4459.4 +7517.6,12062,40845,1962.4,2010,63986,5.34,418.3,-2.85,133,61.42,78.85,4459.5 +7930.2,13118,39618,2291.8,2302,65244,12.46,-42.72,1.9,12.35,18.26,8.3,4459.5 +7322.6,12258,39149,1995.4,2002,65319,19.58,-3.56,15.2,42.75,25.73,24.07,4459.6 +8306,12588,43243,2011.4,2043,64522,-14.24,126.38,-5.7,29.45,0.83,17.43,4459.8 +8337.8,12494,43735,2034.5,2042,65297,95.23,8594.7,304,2574.5,1102.2,1740.5,4459.8 +8671,12977,43790,2048.8,2085,64398,-4.45,-32.04,0,16.15,-6.64,0,4459.8 +4973,6951,46887,2969,3011,64623,4.45,246.53,-3.8,95.95,54.78,69.72,4459.9 +8512.8,12584,44334,2013.2,2060,64046,8.01,534.89,15.2,223.25,166,156.04,4459.9 +9431.5,14915,41442,2195.6,2243,64152,64.97,2070.1,130.15,961.4,596.77,758.62,4460 +7380.4,12206,39626,1959.8,1982,64801,1.78,-4.45,-10.45,14.25,15.77,7.47,4460.1 +7771.9,13182,38639,2243.7,2286,64323,5.34,157.53,5.7,-5.7,1.66,-5.81,4460.2 +7843.9,13066,39343,2232.1,2238,65364,10.68,161.09,4.75,59.85,19.09,34.03,4460.4 +8090.4,12359,42901,1861.9,1859,65638,6.23,457.46,35.15,131.1,92.13,107.9,4460.4 +8531.4,12624,44290,1939.3,1924,66057,8.9,69.42,-14.25,-7.6,8.3,22.41,4460.5 +7872.3,12114,42589,2017.6,2022,65394,63.19,1914.4,153.9,902.5,454.01,556.93,4460.6 +8115.9,12424,42811,1974,1960,66005,24.92,140.62,11.4,10.45,15.77,15.77,4460.6 +8447.6,12814,43204,2061.2,2058,65639,92.56,1980.3,133.95,914.85,505.47,636.61,4460.6 +7968.4,12562,41571,1964.2,1974,65212,18.69,-22.25,7.6,0.95,-1.66,15.77,4460.6 +3821.5,5991,41804,2730.5,2691,66498,28.48,1375.9,96.9,635.55,410.02,425.79,4460.7 +7839,12509,41069,2058.6,2045,65971,-0.89,168.21,20.9,122.55,76.36,78.02,4460.7 +7865.5,12601,40907,2001.6,1977,66352,13.35,330.19,45.6,107.35,83,68.89,4460.7 +6851.2,11631,38604,1935.8,1967,64495,7.12,415.63,47.5,231.8,150.23,173.47,4460.7 +7159.4,12146,38630,1921.5,1942,64845,2.67,89.89,-4.75,-9.5,13.28,14.11,4460.9 +7340.7,12303,39103,2020.3,2031,65191,133.5,8799.4,363.85,2643.8,1064.1,1696.5,4460.9 +7503.9,12567,39132,2092.4,2135,64228,13.35,317.73,41.8,105.45,86.32,96.28,4461 +8463.8,12680,43745,1945.5,1944,65588,-7.12,-45.39,-9.5,13.3,2.49,0,4461.1 +8526,12638,44213,1930.4,1978,63959,-20.47,48.95,-1.9,6.65,6.64,4.98,4461.2 +8889.1,12718,45806,2023,2074,63924,-12.46,202.92,-24.7,22.8,2.49,0,4461.2 +8365.8,12440,44072,1893,1928,64347,-7.12,424.53,2.85,96.9,69.72,79.68,4461.2 +8187.9,12432,43163,2038.1,2048,65219,8.01,171.77,14.25,105.45,80.51,89.64,4461.3 +8016.4,12367,42481,1892.1,1915,64754,0,363.12,-4.75,100.7,51.46,39.84,4461.4 +8225.1,12558,42924,1908.2,1914,65336,-8.01,90.78,-6.65,29.45,9.13,13.28,4461.4 +7280.4,12119,39370,2029.2,2003,66393,21.36,38.27,7.6,53.2,32.37,29.05,4461.5 +7331.9,12267,39170,1920.6,1967,63991,4.45,137.06,19.95,-7.6,10.79,3.32,4461.5 +7286.3,12195,39157,1965.1,1959,65741,26.7,34.71,16.15,34.2,27.39,27.39,4461.5 +7406.4,12391,39172,1901,1911,65194,22.25,-48.95,28.5,2.85,12.45,19.09,4461.5 +7409.8,12559,38666,2011.4,2063,63897,35.6,431.65,38.95,221.35,165.17,179.28,4461.5 +8691.6,13127,43393,2410.1,2391,66060,186.01,12462,439.85,3676.5,1645.9,2693.3,4461.7 +8389.3,12628,43538,1918.8,1920,65496,-13.35,320.4,-35.15,95,53.95,46.48,4461.7 +8229.1,12354,43654,1889.5,1890,65518,-30.26,-116.59,-20.9,-40.85,-12.45,-11.62,4461.7 +8429,12488,44235,1915.3,1928,65104,-3.56,-105.91,-7.6,-16.15,-20.75,-0.83,4461.8 +8298.2,12407,43832,1893.9,1907,65086,-29.37,161.98,21.85,8.55,14.94,-2.49,4461.8 +5235.6,7399,46374,2529.4,2515,65911,-14.24,247.42,-15.2,51.3,50.63,25.73,4461.8 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+8768.5,12327,46618,1893,1911,64920,16.91,512.64,43.7,227.05,170.15,194.22,4463.8 +8839.1,12583,46037,1942.9,1971,64601,-11.57,-36.49,-19.95,-5.7,-4.15,-7.47,4463.8 +9627,13599,46394,2350.5,2363,65189,34.71,736.92,92.15,374.3,237.38,240.7,4463.8 +9022.9,12730,46451,2023,2078,63800,12.46,126.38,0,38.95,9.13,23.24,4463.8 +8908.7,12727,45874,1871.7,1907,64322,-16.02,130.83,-11.4,-10.45,-6.64,-14.94,4463.9 +8562.8,12739,44051,1975.8,2023,64007,12.46,146.85,-0.95,27.55,26.56,17.43,4463.9 +7959.1,12394,42085,1931.3,1914,66128,14.24,-4.45,-6.65,44.65,14.94,21.58,4464 +7559.7,12380,40019,1967.8,1980,65132,8.01,53.4,-24.7,21.85,4.98,-0.83,4464 +7390.7,12113,39986,1914.4,1937,64771,25.81,171.77,-4.75,105.45,76.36,68.06,4464 +7377.9,12469,38778,2063,2053,65856,153.08,8098.1,319.2,2461.4,1119.7,1772.9,4464.1 +7539.1,12367,39952,1976.7,2015,64290,2.67,131.72,14.25,19.95,4.15,16.6,4464.1 +7146.2,11903,39346,1875.2,1883,65266,-2.67,-83.66,-3.8,11.4,0,-0.83,4464.1 +7466.1,12279,39849,2005.2,2019,65087,6.23,208.26,-7.6,24.7,2.49,33.2,4464.2 +7510.2,12410,39661,1974,1978,65404,116.59,8272.5,347.7,2634.3,1102.2,1710.6,4464.3 +4390.4,7374,39019,3809.2,3818,65385,-24.03,74.76,-24.7,21.85,19.09,14.94,4464.3 +9354.6,14593,42011,2168.9,2161,65776,32.04,266.11,33.25,24.7,54.78,51.46,4464.3 +8152.1,12487,42785,1899.3,1895,65683,66.75,2113.8,111.15,877.8,488.04,572.7,4464.4 +7966.4,12186,42843,1871.7,1898,64627,-2.67,521.54,27.55,207.1,161.85,172.64,4464.4 +8234.9,12346,43713,1939.3,1914,66403,31.15,-27.59,16.15,18.05,43.99,53.95,4464.5 +8930.3,13638,42913,2386.1,2402,65102,24.03,748.49,66.5,351.5,236.55,271.41,4464.5 +7626.9,12487,40028,2017.6,2007,65883,7.12,59.63,17.1,51.3,39.84,21.58,4464.7 +7307.4,12123,39503,1882.3,1899,64961,-0.89,-94.34,-1.9,-17.1,14.11,-2.49,4464.7 +7266.7,12107,39335,1963.3,2027,63478,-7.12,194.02,18.05,4.75,4.15,6.64,4464.8 +7385.8,12228,39584,1942,1940,65603,15.13,528.66,19,254.6,151.89,151.89,4464.8 +7430.4,12220,39849,1901,1944,64088,14.24,151.3,-1.9,3.8,14.94,19.09,4464.9 +7150.1,11795,39728,1884.1,1923,64211,8.01,431.65,28.5,104.5,87.15,94.62,4464.9 +7750.3,12326,41208,1961.6,1974,65123,128.16,8116.8,311.6,2384.5,1147.1,1859.2,4464.9 +7775.3,12331,41324,1949.1,1967,64940,111.25,8499.5,366.7,2638.1,1035.8,1606.9,4464.9 +7233.9,11711,40482,1897.5,1915,64936,16.91,153.08,35.15,80.75,91.3,93.79,4465 +8325.6,13278,41092,2350.5,2330,66112,9.79,93.45,29.45,47.5,32.37,27.39,4465 +7578.8,12162,40839,1859.2,1858,65579,1.78,-44.5,12.35,-0.95,1.66,-13.28,4465 +7762.1,12470,40794,2035.4,2050,65070,1.78,266.11,-15.2,50.35,27.39,12.45,4465 +8046.3,12482,42247,1953.5,2006,63822,7.12,647.03,44.65,215.65,148.57,161.02,4465 +8142.8,12675,42102,2082.6,2087,65398,0,-121.93,-13.3,14.25,17.43,-3.32,4465 +8414.8,12426,44380,1955.3,1962,65313,2.67,-46.28,-10.45,20.9,13.28,-3.32,4465.1 +8216.3,13047,41271,2202.8,2231,64706,4.45,-1.78,-2.85,-3.8,14.11,16.6,4465.3 +7565.1,12342,40171,1934,1970,64337,24.03,503.74,42.75,227.05,171.81,190.07,4465.3 +7517.1,12141,40577,1941.1,1950,65237,128.16,8696.2,324.9,2517.5,1078.2,1719.8,4465.3 +7401.5,12099,40091,1980.3,2023,64151,106.8,8881.3,319.2,2535.6,1090.6,1705.7,4465.4 +7516.6,12098,40718,1980.3,1974,65744,20.47,231.4,4.75,106.4,67.23,83,4465.4 +7614.1,12396,40255,2003.4,2028,64741,132.61,8737.1,335.35,2587.8,1117.2,1762.9,4465.5 +7835.1,12169,42196,1953.5,1949,65689,18.69,0.89,17.1,48.45,42.33,13.28,4465.6 +8241.3,12731,42424,2051.4,2043,65807,5.34,193.13,16.15,38.95,2.49,12.45,4465.6 +8181,12313,43544,1944.7,1929,66068,67.64,1899.3,124.45,867.35,522.9,627.48,4465.7 +8024.7,12312,42715,1885.9,1900,65050,55.18,1593.1,111.15,774.25,500.49,639.93,4465.7 +9200.2,14245,42327,2036.3,2049,65130,-7.12,-9.79,-16.15,9.5,-12.45,-3.32,4465.8 +8266.3,12437,43559,1935.8,1905,66594,69.42,1816.5,129.2,885.4,525.39,607.56,4465.8 +8353,13134,41680,2403,2362,66674,9.79,40.94,58.9,7.6,9.13,12.45,4465.9 +8033.1,12743,41313,1979.4,1959,66217,20.47,767.18,37.05,250.8,170.98,158.53,4465.9 +7445.6,11750,41528,2566.8,2582,65149,9.79,74.76,36.1,60.8,48.97,30.71,4465.9 +8186.4,12702,42238,2063,2062,65568,19.58,565.15,45.6,249.85,177.62,183.43,4465.9 +7524.9,12130,40656,1952.7,1990,64306,2.67,218.94,20.9,7.6,0.83,11.62,4465.9 +8992,14535,40543,2650.4,2675,64934,169.99,13079,484.5,3544.4,1600.2,2519.9,4466 +5435.1,8951,39794,2451.1,2499,64279,-0.89,113.03,-23.75,4.75,-43.16,-16.6,4466 +7504.4,12226,40226,1892.1,1906,65059,-22.25,63.19,9.5,5.7,0,6.64,4466 +7405.9,12198,39789,1888.6,1958,63212,-29.37,103.24,11.4,17.1,17.43,25.73,4466 +8924.4,14307,40880,2189.4,2227,64430,7.12,142.4,-0.95,-14.25,9.96,17.43,4466.1 +7747.4,12245,41465,1915.3,1953,64270,-15.13,-37.38,0,30.4,22.41,24.9,4466.1 +7694.5,12503,40332,2023.9,2035,65177,66.75,2030.1,141.55,907.25,534.52,623.33,4466.2 +7599.9,12417,40112,1901,1941,64187,20.47,478.82,34.2,220.4,170.98,177.62,4466.2 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+7968.4,12490,41811,1985.6,2014,64612,-1.78,60.52,7.6,2.85,4.98,13.28,4471 +8078.6,12698,41695,2228.6,2250,64912,19.58,298.15,0.95,102.6,89.64,83,4471 +7892.4,12407,41689,2033.7,2023,65881,0.89,-68.53,3.8,18.05,8.3,12.45,4471 +7086.4,10963,42362,2002.5,1991,65915,134.39,8022.5,352.45,2468.1,1006,1552.9,4471 +7860.1,12189,42261,1955.3,1933,66293,5.34,464.58,44.65,239.4,172.64,184.26,4471.1 +8710.7,13583,42028,2264.2,2267,65454,16.02,304.38,-10.45,54.15,24.9,13.28,4471.2 +7941.4,12461,41766,1913.5,1934,64841,120.15,8997.9,342,2528.9,999.32,1582.8,4471.3 +9345.8,14697,41674,2191.2,2201,65244,20.47,244.75,12.35,139.65,112.88,117.86,4471.3 +7993.9,12546,41757,1968.7,1970,65492,12.46,-5.34,21.85,21.85,4.98,14.94,4471.3 +7918.9,12411,41816,1964.2,1983,64916,16.91,172.66,35.15,3.8,20.75,14.11,4471.3 +8288.4,12671,42868,1956.2,1983,64651,5.34,-89,28.5,21.85,23.24,1.66,4471.5 +8258.5,12567,43067,2029.2,2035,65349,7.12,-4.45,-7.6,12.35,13.28,17.43,4471.5 +8185.9,12543,42771,1952.7,1983,64533,8.01,621.22,25.65,192.85,184.26,193.39,4471.5 +7764.5,11897,42772,1932.2,1981,63921,-18.69,62.3,-12.35,-11.4,-0.83,-9.96,4471.7 +7971.8,12215,42770,1924.2,1955,64503,0,338.2,17.1,96.9,67.23,73.04,4471.7 +7964.5,12451,41921,1950.9,1987,64345,-27.59,-123.71,-31.35,-15.2,-19.09,-4.98,4471.8 +7940.9,12563,41425,2055,2035,66180,24.03,44.5,8.55,70.3,49.8,30.71,4472 +8144.3,12924,41299,2096.8,2088,65813,154.86,7887.2,345.8,2360.8,1191,1914,4472.1 +7782.7,12375,41216,2017.6,2007,65883,42.72,618.55,40.85,236.55,180.94,181.77,4472.1 +5844.7,9090,42139,2543.6,2530,65889,-1.78,-22.25,-12.35,5.7,5.81,-0.83,4472.2 +7949.8,12630,41251,2025.6,2034,65267,8.9,-57.85,-19.95,34.2,4.15,-4.15,4472.2 +8032.1,12601,41774,1924.2,1929,65372,7.12,-41.83,-2.85,20.9,5.81,-3.32,4472.3 +3670.6,5628,42743,2573.9,2568,65686,29.37,713.78,53.2,253.65,231.57,229.08,4472.3 +9256.1,14505,41821,2194.7,2201,65350,8.9,285.69,8.55,18.05,25.73,33.2,4472.3 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+8144.3,12650,42193,2181.4,2190,65278,154.86,8689.1,375.25,2556.4,1092.3,1730.5,4499 +8357.9,12322,44453,1885,1922,64275,93.45,8527.1,339.15,2510.8,1086.5,1767.9,4499.1 +8967.5,13330,44088,3079.4,3106,64975,-7.12,-26.7,2.85,36.1,9.96,18.26,4499.1 +8657.3,12794,44346,1968.7,1994,64704,42.72,1933.1,159.6,870.2,522.9,610.05,4499.2 +9566.8,13979,44851,2326.5,2383,63981,-22.25,-21.36,1.9,-4.75,-4.98,-9.13,4499.2 +8442.2,12258,45135,1849.4,1878,64539,128.16,7640.6,316.35,2400.6,1103.1,1816.9,4499.2 +8484.8,12399,44847,1934,2015,62901,-19.58,649.7,19,229.9,144.42,176.79,4499.3 +8545.1,12493,44826,1923.3,1981,63627,64.97,1641.2,144.4,794.2,520.41,657.36,4499.4 +8611.8,12891,43781,2087.1,2127,64305,130.83,9123.4,318.25,2659.1,1110.5,1748,4499.4 +8189.9,12530,42836,1926,1970,64071,-20.47,-119.26,-15.2,-26.6,-12.45,-6.64,4499.4 +7583.2,10929,45473,2542.7,2513,66311,0.89,-58.74,-1.9,21.85,15.77,11.62,4499.5 +7922.3,11970,43375,1628.7,1670,63915,50.73,1801.4,86.45,767.6,506.3,628.31,4499.5 +8037,12389,42514,2090.6,2165,63284,-31.15,174.44,-30.4,-0.95,7.47,0.83,4499.5 +8119.3,12742,41760,2207.2,2242,64519,0.89,368.46,26.6,102.6,73.04,77.19,4499.6 +7986.5,12526,41785,2039,2046,65311,8.01,-87.22,-0.95,12.35,3.32,10.79,4499.6 +9412.9,14639,42140,2735.9,2795,64149,-4.45,-3.56,2.85,18.05,-0.83,0.83,4499.7 +8152.6,12394,43109,1990.9,2026,64402,22.25,-109.47,-4.75,4.75,-2.49,5.81,4499.7 +8360.9,12647,43326,1923.3,1911,65957,60.52,1877.9,168.15,925.3,507.13,616.69,4499.7 +8765.1,13326,43106,2302.4,2314,65208,57.85,415.63,53.2,207.1,134.46,146.91,4499.7 +8316.8,12358,44105,1914.4,1938,64738,31.15,717.34,42.75,244.15,170.15,187.58,4499.7 +8717.1,12807,44607,1929.5,1939,65216,31.15,187.79,49.4,123.5,108.73,96.28,4499.8 +8712.2,12911,44223,2012.3,2031,64932,32.04,15.13,-6.65,41.8,51.46,34.86,4499.9 +8786.2,12793,45010,2046.1,2041,65700,4.45,138.84,4.75,55.1,22.41,33.2,4499.9 +8565.7,12570,44659,1914.4,1946,64471,12.46,185.12,6.65,10.45,29.05,17.43,4499.9 +7972.3,12550,41631,1928.6,1974,64030,-1.78,416.52,-4.75,86.45,80.51,82.17,4500 +9421.7,14414,42838,2047.9,2094,64093,-11.57,205.59,-9.5,-13.3,-5.81,11.62,4500 +8209.5,12510,43007,1852.1,1882,64494,-33.82,94.34,-26.6,-17.1,-24.07,-27.39,4500.1 +7873.3,12291,41981,1914.4,1955,64175,8.9,459.24,18.05,192.85,147.74,169.32,4500.1 +7932.1,12813,40571,2202.8,2217,65115,23.14,472.59,60.8,228.95,154.38,173.47,4500.1 +7340.7,12084,39811,1980.3,1988,65281,-4.45,162.87,-19.95,0,7.47,-0.83,4500.2 +7630.8,12266,40770,1917.1,1950,64429,0,46.28,25.65,1.9,19.09,7.47,4500.2 +5995.6,9040,43466,2258.8,2247,65881,29.37,489.5,35.15,204.25,132.8,148.57,4500.3 +7831.2,12401,41386,2043.4,2033,65873,0,184.23,-2.85,36.1,25.73,38.18,4500.3 +8334.4,13326,40988,2330,2378,64214,-5.34,34.71,-12.35,49.4,26.56,23.24,4500.3 +7941.9,12291,42347,1877,1895,64914,-23.14,231.4,-0.95,40.85,22.41,25.73,4500.4 +7944.4,12570,41419,1974.9,2010,64392,-0.89,139.73,35.15,122.55,105.41,95.45,4500.4 +8592.2,12620,44619,2010.5,2008,65618,135.28,8342,360.05,2589.7,1108,1759.6,4500.5 +8659.8,12939,43862,2030.1,2047,64995,141.51,7372.8,327.75,2285.7,1137.1,1846.8,4500.6 +8384.4,12798,42935,2017.6,2074,63755,-23.14,228.73,-12.35,29.45,9.13,0,4500.7 +8846,13478,43013,2236.6,2294,63895,2.67,492.17,12.35,135.85,120.35,127.82,4500.7 +7891,12431,41601,1933.1,1979,64015,-14.24,-89.89,-19.95,-4.75,-14.11,-7.47,4500.7 +7835.1,12267,41859,1909.9,1919,65227,-27.59,-80.1,-20.9,13.3,-27.39,-17.43,4500.7 +7597,12323,40402,1933.1,1939,65336,12.46,-99.68,-24.7,12.35,-4.98,-24.07,4500.8 +7410.3,11511,42189,2538.3,2535,65621,242.08,14341,548.15,4232.3,2008.6,3242.8,4500.8 +3684.8,5698,42381,2716.3,2754,64638,32.04,1255.8,39.9,480.7,385.95,428.28,4500.8 +7503.4,12256,40122,1983.8,2004,64876,-22.25,187.79,-34.2,19,16.6,-2.49,4500.8 +8125.2,12758,41738,2069.3,2066,65639,12.46,290.14,3.8,110.2,83,88.81,4500.9 +7583.7,12219,40675,1967.8,1999,64513,145.07,8315.3,336.3,2511.8,1079.8,1763.8,4500.9 +8203.6,12483,43069,1948.2,1939,65847,3.56,-24.92,15.2,-0.95,-13.28,-2.49,4501.1 +9080.7,12829,46388,1864.5,1865,65520,0,78.32,-0.95,-4.75,-5.81,-2.49,4501.1 +9141.4,12887,46488,2006.1,2067,63604,40.05,1812.9,92.15,874,509.62,602.58,4501.2 +9023.4,12654,46733,1942.9,1950,65296,7.12,52.51,-2.85,25.65,26.56,4.15,4501.3 +8106.6,12227,43451,1990,1987,65636,14.24,729.8,29.45,251.75,176.79,191.73,4501.4 +7772.4,12126,42006,1911.7,1930,64915,11.57,426.31,19.95,134.9,82.17,102.92,4501.4 +7936.5,12506,41590,2022.1,2014,65799,20.47,-55.18,25.65,25.65,23.24,29.88,4501.4 +6828.6,10735,41688,2467.1,2463,65645,22.25,164.65,14.25,49.4,4.98,24.07,4501.5 +8092.4,12758,41569,2005.2,2034,64607,12.46,-60.52,13.3,24.7,15.77,9.13,4501.5 +7591.1,12096,41128,1920.6,1936,65015,59.63,2157.4,139.65,893,517.09,581,4501.6 +8573,13659,41134,2371,2363,65757,78.32,2881.8,194.75,1413.6,746.17,880.63,4501.6 +7736.6,11995,42270,1865.4,1887,64787,126.38,8067,346.75,2477.6,1069,1675.8,4501.6 +8002.2,12397,42303,1901,1901,65537,21.36,159.31,38,127.3,105.41,86.32,4501.6 +8270.2,12586,43063,1977.6,1966,65922,-6.23,221.61,18.05,103.55,92.13,89.64,4501.7 +8275.1,12563,43168,1937.5,1976,64260,-13.35,178,-19,32.3,-3.32,14.94,4501.7 +8727.9,12658,45188,1913.5,1926,65111,-16.91,176.22,-9.5,105.45,54.78,63.91,4501.8 +8049.7,12377,42623,1919.7,1933,65086,-5.34,16.02,-28.5,10.45,11.62,11.62,4501.9 +8180.6,12707,42191,2063.9,2071,65312,131.72,8884,347.7,2605.8,1157.8,1810.2,4501.9 +8340.3,12674,43127,1922.4,1942,64875,12.46,-40.05,0,-12.35,10.79,6.64,4502 +9338.4,13979,43780,2300.6,2303,65469,-18.69,-81.88,-5.7,1.9,4.15,5.81,4502 +7590.6,12159,40913,1942.9,1931,65939,34.71,1939.3,104.5,876.85,482.23,596.77,4502.2 +6955.6,11030,41327,2322,2354,64645,-11.57,1004.8,54.15,358.15,282.2,313.74,4502.2 +7580.8,12247,40566,1941.1,1923,66153,70.31,2012.3,142.5,880.65,541.99,651.55,4502.3 +8819.5,14191,40730,2088.8,2059,66485,22.25,65.86,31.35,21.85,37.35,24.9,4502.3 +8719.5,13332,42863,2295.3,2292,65631,33.82,102.35,30.4,64.6,43.99,32.37,4502.4 +8059,12579,41987,2015.8,2019,65434,15.13,-55.18,20.9,17.1,16.6,12.45,4502.4 +8332,12836,42540,2111.1,2112,65507,80.1,1846.8,140.6,841.7,539.5,669.81,4502.4 +8320.2,12382,44038,2011.4,2014,65451,13.35,144.18,16.15,8.55,-0.83,4.15,4502.5 +8406.9,12610,43692,1981.1,1954,66446,-7.12,-99.68,7.6,-10.45,16.6,-12.45,4502.5 +8402.5,12634,43586,2020.3,2030,65223,31.15,491.28,22.8,252.7,161.85,152.72,4502.5 +9168.9,13519,44448,2348.7,2319,66376,58.74,469.03,49.4,197.6,140.27,139.44,4502.5 +8240.3,12535,43082,2055,2051,65664,158.42,8610.8,321.1,2525.1,1180.3,1887.4,4502.6 +7729.8,12225,41438,1902.8,1890,65981,-1.78,48.06,5.7,-19,0,4.15,4502.7 +7678.3,12347,40755,1985.6,2011,64708,11.57,447.67,14.25,262.2,133.63,130.31,4502.7 +7975.7,12585,41533,1955.3,1965,65213,11.57,443.22,25.65,114.95,101.26,85.49,4502.7 +5169.5,8342,40612,2886.3,2886,65542,113.92,3941.8,268.85,1623.5,1087.3,1346.3,4502.8 +7633.2,12383,40398,1963.3,1999,64367,16.02,702.21,76,234.65,158.53,152.72,4502.8 +5000.5,8167,40126,3046.5,3047,65525,26.7,1029.7,76,451.25,297.97,325.36,4502.8 +7477.4,12072,40593,1823.6,1836,65094,63.19,1908.2,143.45,792.3,498,623.33,4502.9 +8032.1,12406,42430,1874.3,1874,65548,-10.68,-28.48,32.3,17.1,10.79,-1.66,4503 +7999.3,12533,41829,1958.9,1985,64674,43.61,1707,147.25,806.55,513.77,612.54,4503 +8376.5,12428,44172,1858.3,1903,63997,-16.02,26.7,-7.6,-15.2,16.6,0,4503.1 +8950.3,12836,45697,1943.8,2004,63566,-9.79,137.06,3.8,-6.65,-14.94,-7.47,4503.1 +9105.7,12979,45978,2201.9,2215,65147,6.23,-0.89,2.85,47.5,14.11,27.39,4503.2 +8841.6,12702,45618,2029.2,2062,64494,-16.02,-80.99,-4.75,11.4,-1.66,19.09,4503.2 +8439.3,12742,43406,1996.3,1990,65742,3.56,512.64,38,234.65,185.92,178.45,4503.3 +8117.8,12377,42984,1990,2009,64918,5.34,30.26,8.55,45.6,32.37,35.69,4503.4 +7556.3,12316,40209,1970.5,1992,64827,-16.91,66.75,-1.9,45.6,30.71,32.37,4503.5 +7516.1,11979,41120,1866.3,1887,64818,54.29,1781.8,106.4,813.2,521.24,651.55,4503.5 +7890.5,12539,41240,2005.2,2031,64703,-16.91,56.07,6.65,43.7,1.66,18.26,4503.6 +8047.3,12412,42490,1937.5,1964,64653,-18.69,86.33,-7.6,-7.6,-3.32,-6.64,4503.6 +9024.3,12902,45839,2179.6,2210,64635,18.69,574.94,55.1,243.2,183.43,185.09,4503.7 +8868.5,12625,46036,1926.8,1921,65736,-4.45,-98.79,-2.85,-2.85,26.56,23.24,4503.9 +8737.2,12467,45929,1878.8,1875,65668,115.7,7865.8,304,2390.2,1129.6,1836,4503.9 +8516.2,12178,45830,3094.5,3154,64300,2.67,536.67,18.05,190,136.95,138.61,4503.9 +8140.4,12455,42833,1965.1,1955,65875,10.68,-3.56,31.35,23.75,46.48,53.95,4504 +7699.9,12278,41099,2002.5,2034,64521,136.17,8278.8,307.8,2465.3,1108,1809.4,4504 +7546,12049,41044,1949.1,1957,65271,6.23,-11.57,-10.45,29.45,6.64,29.05,4504 +7342.2,11957,40242,1892.1,1841,67356,22.25,-96.12,6.65,12.35,-4.15,9.96,4504.1 +7375,12339,39171,1948.2,2007,63616,0,512.64,29.45,204.25,146.91,169.32,4504.1 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+9094.4,12791,46596,2003.4,1991,65944,50.73,451.23,71.25,230.85,171.81,214.97,4531.7 +8169.8,12459,42974,1946.4,1983,64327,-8.9,-73.87,10.45,17.1,6.64,9.96,4531.8 +7498,12314,39905,1935.8,1966,64528,17.8,63.19,1.9,-18.05,-2.49,-1.66,4531.9 +8948.9,12902,45456,2115.5,2118,65460,20.47,-40.94,4.75,4.75,20.75,14.11,4532.3 +8387.3,12688,43322,2019.4,2032,65130,113.92,8094.5,332.5,2406.3,1099.8,1790.3,4532.3 +8632.3,12824,44115,2055,2088,64501,133.5,7633.5,272.65,2298.1,1165.3,1898.2,4532.3 +7963,12219,42709,1949.1,1951,65472,17.8,111.25,29.45,41.8,35.69,18.26,4532.4 +7697.4,12570,40132,1955.3,1978,64785,-24.03,-81.88,-29.45,0,-19.09,-12.45,4532.5 +3281.5,5354,40168,2779.5,2794,65195,316.84,19792,780.9,5961.3,2679.2,4319.3,4532.6 +3438.8,5770,39058,3532.4,3502,66105,-21.36,24.92,-24.7,-10.45,-7.47,-5.81,4532.6 +7294.1,12075,39588,1848.5,1887,64200,2.67,150.41,-11.4,-7.6,0.83,9.96,4532.6 +7546.5,12574,39332,2024.8,2062,64352,116.59,7912.1,288.8,2242,1110.5,1849.2,4532.6 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+7561.7,12114,40908,1845.9,1858,65108,-8.9,81.88,27.55,19.95,11.62,15.77,4534.1 +8155.1,12406,43080,1982,1954,66476,-6.23,-85.44,5.7,7.6,-3.32,-9.96,4534.2 +8745,12562,45623,1952.7,1942,65896,155.75,7971.7,357.2,2613.4,1132.1,1810.2,4534.3 +8265.3,12366,43804,1897.5,1902,65380,-10.68,10.68,-4.75,54.15,-1.66,15.77,4534.3 +8107.5,12300,43198,2072.8,2088,65059,47.17,1927.7,130.15,910.1,486.38,566.06,4534.4 +8275.6,12410,43703,1904.6,1902,65626,135.28,8289.5,320.15,2419.6,1093.1,1801.9,4534.4 +8380,12758,43047,2075.5,2054,66221,31.15,231.4,37.05,144.4,84.66,88.81,4534.4 +6653.7,10499,41533,2461.7,2439,66147,25.81,-91.67,3.8,25.65,19.09,7.47,4534.5 +7495.5,12118,40537,1965.1,2006,64200,101.46,8123,354.35,2584.9,1017.6,1614.3,4534.6 +7556.8,12360,40068,1980.3,1992,65149,105.91,8191.6,323.95,2482.3,1100.6,1815.2,4534.6 +7138.3,11859,39448,1967.8,2007,64256,-12.46,207.37,6.65,95,82.17,94.62,4534.7 +7524.9,12269,40195,1917.9,1945,64625,1.78,299.04,16.15,13.3,40.67,47.31,4534.7 +8057.1,12411,42545,2055.9,2047,65821,45.39,169.1,35.15,45.6,48.14,24.07,4534.8 +8063,12190,43348,1916.2,1934,64932,43.61,1803.1,124.45,806.55,527.88,619.18,4534.9 +8947.9,12682,46239,1949.1,1934,66048,31.15,163.76,1.9,40.85,37.35,17.43,4534.9 +8510.8,12463,44754,1828.1,1813,66080,36.49,480.6,50.35,214.7,163.51,187.58,4534.9 +8875.9,12715,45748,1969.6,1967,65622,0,-54.29,-1.9,-3.8,6.64,9.96,4535 +8864.6,12708,45715,1974,1952,66275,41.83,542.9,30.4,246.05,161.85,181.77,4535.1 +7872.3,12193,42313,1938.4,1953,65047,33.82,1961.6,94.05,834.1,478.91,616.69,4535.1 +8843.5,13390,43284,2476.9,2478,65506,178.89,13541,478.8,3904.5,1585.3,2491.7,4535.1 +9628.5,14663,43034,2188.5,2231,64288,34.71,2278.4,118.75,1092.5,698.86,842.45,4535.1 +7768.5,12050,42250,1849.4,1858,65233,20.47,-38.27,17.1,-4.75,7.47,19.09,4535.2 +8016.9,12445,42217,1936.6,1933,65659,73.87,1987.4,133,788.5,516.26,642.42,4535.2 +7551.9,12211,40531,1915.3,1943,64601,12.46,2.67,-4.75,37.05,26.56,9.13,4535.2 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+8282,12471,43522,1958.9,1975,65001,5.34,437.88,8.55,102.6,68.89,76.36,4535.6 +8783.7,12446,46252,1994.5,2010,65030,148.63,8950.7,338.2,2601.1,1038.3,1650,4535.6 +7420.1,10733,45307,2649.5,2685,64670,4.45,181.56,40.85,51.3,24.9,24.07,4535.7 +8052.2,12472,42311,2058.6,2072,65111,20.47,6.23,7.6,68.4,34.86,24.9,4535.8 +7835.6,12419,41349,1982.9,1971,65932,2.67,190.46,29.45,32.3,19.92,14.94,4535.8 +7571.5,12029,41251,1812,1821,65214,16.91,319.51,28.5,133.95,91.3,101.26,4535.8 +7499.5,12311,39922,1986.5,1991,65387,2.67,118.37,25.65,18.05,14.94,14.11,4535.8 +7472,12402,39484,2023,2002,66222,75.65,1715.9,138.7,898.7,581,622.5,4535.8 +7978.7,12740,41043,2082.6,2100,64993,26.7,-8.01,19.95,18.05,26.56,19.09,4535.9 +8302.6,12536,43404,1942.9,1928,66041,-1.78,-28.48,27.55,2.85,-4.15,-5.81,4536.1 +8696.5,12734,44757,1957.1,1994,64324,-14.24,422.75,34.2,116.85,79.68,96.28,4536.1 +8255,12409,43598,1922.4,1917,65721,-16.02,-49.84,14.25,2.85,4.98,11.62,4536.1 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+8489.7,12572,44256,1938.4,1980,64160,145.96,7917.4,333.45,2397.8,1116.3,1831,4574.9 +8689.7,12592,45226,1964.2,2004,64235,-9.79,-95.23,-8.55,-9.5,-28.22,-3.32,4574.9 +8147.7,12332,43299,1846.8,1887,64138,-16.91,152.19,-12.35,-5.7,-23.24,-13.28,4575 +7984.6,12418,42138,1914.4,1922,65277,44.5,2231.2,102.6,920.55,485.55,585.98,4575 +8761.7,13726,41833,2304.2,2330,64811,-8.9,-89.89,-3.8,-1.9,-11.62,-4.98,4575.1 +7276.5,12038,39614,1851.2,1842,65863,7.12,268.78,25.65,33.25,37.35,48.14,4575.1 +7405.4,12447,38991,2097.7,2111,65124,156.64,8261.9,369.55,2532.7,1182.8,1843.4,4575.2 +7426.4,12403,39240,2014.1,2003,65898,34.71,437.88,81.7,273.6,198.37,185.92,4575.2 +7395.1,12388,39122,2025.6,2016,65849,3.56,-71.2,36.1,25.65,0,-0.83,4575.3 +7339.7,12183,39482,1922.4,1923,65516,26.7,161.98,13.3,122.55,68.06,77.19,4575.3 +7507.3,12514,39316,1998.9,2006,65305,45.39,1619.8,114.95,826.5,522.9,620.84,4575.3 +7301,12160,39349,1964.2,1936,66492,10.68,-40.94,18.05,2.85,9.13,8.3,4575.3 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+7258.4,12110,39280,1916.2,1930,65066,2.67,749.38,33.25,220.4,155.21,168.49,4575.9 +7379.9,11903,40632,1886.8,1887,65529,33.82,322.18,53.2,207.1,168.49,198.37,4576 +8394.7,12582,43725,1999.8,1974,66394,6.23,47.17,20.9,41.8,4.98,25.73,4576.1 +8410.4,12617,43686,1988.3,1993,65380,16.91,159.31,42.75,66.5,37.35,28.22,4576.2 +8392.7,12390,44393,1886.8,1874,65984,21.36,-75.65,-3.8,-0.95,16.6,3.32,4576.2 +8316.3,12354,44117,1921.5,1942,64845,23.14,-26.7,29.45,14.25,19.92,31.54,4576.3 +8622,12833,44031,2033.7,2065,64541,-14.24,124.6,-3.8,-41.8,25.73,-8.3,4576.3 +7919.9,12244,42391,2028.3,2016,65936,73.87,1690.1,136.8,811.3,527.88,640.76,4576.3 +7552.4,12479,39663,1921.5,1967,64020,13.35,372.02,16.15,211.85,161.02,171.81,4576.4 +7100.1,12110,38424,1866.3,1934,63243,-20.47,372.91,-4.75,76.95,85.49,80.51,4576.5 +7316.2,12416,38617,1962.4,2016,63795,37.38,1988.3,121.6,852.15,535.35,645.74,4576.6 +7449,12263,39809,1895.7,1907,65148,-24.03,129.94,46.55,-5.7,1.66,23.24,4576.7 +7899.8,12608,41063,1977.6,1952,66395,35.6,538.45,48.45,251.75,177.62,169.32,4576.7 +8543.2,12819,43676,1952.7,2007,63762,-2.67,-55.18,-19,15.2,12.45,5.81,4576.9 +7954.2,12259,42523,1928.6,1939,65186,37.38,11.57,14.25,40.85,39.84,33.2,4577 +8306.5,12637,43078,1988.3,2009,64859,18.69,-3.56,16.15,48.45,27.39,24.9,4577 +7858.1,12252,42033,1891.3,1880,65928,40.05,182.45,19.95,129.2,77.19,93.79,4577.1 +7437.2,12254,39775,1924.2,1930,65338,56.96,1812.9,143.45,864.5,519.58,625.82,4577.1 +7179,12016,39155,1981.1,2020,64275,17.8,1828.1,103.55,890.15,475.59,564.4,4577.3 +5283.2,8502,40724,2526.7,2498,66289,8.9,56.96,-16.15,21.85,14.11,19.92,4577.3 +8857.2,13866,41863,2978.8,2974,65642,200.25,7249,466.45,3330.7,1795.3,2082.5,4577.4 +8061,12289,42988,1913.5,1893,66246,4.45,469.03,12.35,209,128.65,154.38,4577.4 +8232,12535,43039,1900.2,1943,64091,0,108.58,-4.75,-3.8,1.66,-6.64,4577.5 +8178.1,12166,44054,2015.8,2018,65466,8.9,0.89,3.8,26.6,-21.58,-19.92,4577.6 +6055.9,8930,44443,2440.4,2466,64855,9.79,146.85,9.5,2.85,-8.3,4.15,4577.6 +7931.1,12203,42594,1926,1935,65230,-1.78,674.62,47.5,233.7,159.36,171.81,4577.6 +7666.5,12388,40558,1994.5,1972,66283,105.91,8383.8,319.2,2430.1,1135.4,1836,4577.7 +7615.6,12535,39816,2002.5,2035,64489,-3.56,155.75,-16.15,81.7,27.39,51.46,4577.8 +7302.5,12190,39260,1971.3,1982,65184,-0.89,442.33,36.1,238.45,156.04,181.77,4577.8 +7420.1,12491,38931,1996.3,2031,64415,8.01,8.01,12.35,36.1,9.13,10.79,4577.8 +7443.1,12586,38757,2039.9,2074,64458,12.46,-79.21,10.45,24.7,-3.32,-6.64,4577.8 +7342.6,12391,38835,1999.8,2023,64785,5.34,-78.32,24.7,28.5,16.6,30.71,4577.9 +7068.3,11890,38959,2006.1,2018,65148,11.57,736.03,54.15,246.05,180.11,178.45,4577.9 +7366.7,12344,39111,1961.6,1964,65455,16.91,254.54,34.2,133,95.45,98.77,4578 +7185.9,12164,38715,1961.6,2003,64180,113.03,7788.4,311.6,2384.5,1177.8,1889.9,4578 +7911.5,12682,40884,2041.7,2062,64890,1.78,90.78,21.85,38,23.24,31.54,4578.1 +7480.3,12025,40768,1972.2,1977,65378,21.36,526.88,94.05,224.2,164.34,190.9,4578.1 +8062,12415,42557,1877,1887,65189,8.01,138.84,33.25,125.4,68.89,86.32,4578.1 +8047.8,12851,41041,1928.6,1955,64652,54.29,1864.5,94.05,828.4,501.32,594.28,4578.2 +7844.9,12423,41385,1955.3,1959,65413,-15.13,258.1,11.4,44.65,21.58,29.05,4578.2 +7849.3,12490,41186,1916.2,1934,64932,8.01,-71.2,14.25,5.7,9.13,-1.66,4578.2 +7666.1,12290,40879,1974.9,1986,65170,7.12,-97.9,-24.7,-38,-36.52,-29.88,4578.3 +7321.1,12069,39754,1904.6,1910,65351,16.02,193.13,22.8,116.85,73.87,91.3,4578.4 +7544,12311,40160,1966.9,1959,65800,10.68,186.01,-8.55,-2.85,-19.09,-13.28,4578.4 +7367.6,12265,39368,2073.7,2105,64562,18.69,324.85,33.25,146.3,76.36,94.62,4578.4 +7318.6,12319,38935,2085.3,2107,64860,126.38,7624.6,323,2396.8,1128.8,1879.1,4578.4 +7346.1,12271,39233,1950.9,1979,64605,20.47,-66.75,-2.85,23.75,-14.11,-1.66,4578.5 +7334.3,12337,38961,2120.9,2165,64200,121.93,7716.3,302.1,2220.1,1127.1,1840.1,4578.6 +7544,12667,39031,2063,2095,64536,19.58,558.92,35.15,256.5,178.45,196.71,4578.6 +7487.7,12462,39377,2082.6,2094,65179,43.61,1822.7,116.85,830.3,532.86,675.62,4578.7 +7273.6,11774,40486,2833.8,2894,64172,-10.68,125.49,12.35,0,0,-3.32,4578.7 +7747.9,12473,40709,2013.2,2041,64643,-13.35,173.55,-16.15,97.85,48.97,64.74,4578.8 +7762.1,12673,40140,2624.6,2609,65928,194.02,11589,474.05,3686,1713.9,2796.3,4579 +7667,12326,40765,1922.4,1922,65550,1.78,54.29,-1.9,13.3,21.58,-0.83,4579 +7412.2,12505,38846,2047.9,2077,64617,121.04,8562.7,330.6,2552.6,1112.2,1745.5,4579.1 +7367.1,12359,39066,1953.5,1991,64303,0.89,-83.66,-10.45,14.25,5.81,1.66,4579.1 +7510.7,12530,39284,2149.3,2162,65153,151.3,8590.3,356.25,2564.1,1142.1,1804.4,4579.2 +7211.8,12086,39106,1920.6,1926,65353,27.59,-89,23.75,-8.55,4.15,13.28,4579.2 +7303.9,12377,38674,1937.5,1997,63584,55.18,1797.8,128.25,765.7,498,629.14,4579.2 +6820.8,11358,39356,2292.6,2302,65270,23.14,485.94,59.85,176.7,209.99,183.43,4579.2 +7909.1,12443,41656,2022.1,2027,65377,23.14,-71.2,-13.3,1.9,-0.83,4.98,4579.4 +8313.3,12607,43216,1869,1967,62271,31.15,1891.3,113.05,767.6,496.34,637.44,4579.5 +7420.1,12151,40020,2028.3,2019,65838,26.7,206.48,12.35,105.45,63.91,91.3,4579.8 +8744,14102,40636,2071,2118,64083,11.57,81.88,-17.1,-2.85,-29.05,-5.81,4579.8 +7578.8,12636,39307,2173.4,2200,64743,2.67,410.29,6.65,129.2,90.47,96.28,4579.9 +7851.3,12375,41579,2038.1,2007,66552,63.19,1942.9,120.65,905.35,496.34,590.96,4580 +7853.7,12353,41666,2055,2037,66115,122.82,8100.8,333.45,2667.6,1111.4,1768.7,4580.1 +7886.1,12543,41204,2188.5,2191,65462,-10.68,-38.27,-9.5,0.95,12.45,11.62,4580.1 +7525.9,12304,40086,1984.7,1956,66498,4.45,-82.77,-19,-7.6,-49.8,-24.07,4580.3 +7765,12545,40565,2042.5,2037,65715,-3.56,0.89,9.5,44.65,29.05,12.45,4580.3 +7715.1,12354,40927,1966.9,1974,65300,9.79,-69.42,27.55,17.1,-1.66,-5.81,4580.3 +7409.8,12239,39677,2009.6,2015,65361,12.46,-1.78,38,27.55,29.05,29.05,4580.3 +7356.4,12061,39972,2015,2013,65600,-20.47,12.46,-18.05,12.35,9.96,0,4580.4 +7129,11842,39453,1865.4,1890,64684,-8.9,208.26,-14.25,-4.75,37.35,1.66,4580.4 +7230.4,11951,39650,1802.3,1823,64790,0,-58.74,3.8,-9.5,31.54,4.15,4580.4 +7326,12089,39715,1927.7,1965,64293,-19.58,-68.53,1.9,14.25,15.77,9.13,4580.4 +7683.2,12242,41131,1998,2022,64760,48.06,1952.7,131.1,901.55,515.43,583.49,4580.5 +7614.1,12334,40457,2007.8,2026,64949,-13.35,-11.57,0.95,10.45,-9.13,4.98,4580.5 +7281.9,11907,40079,1910.8,1927,64986,12.46,426.31,53.2,220.4,171.81,193.39,4580.6 +7683.2,12242,41131,1949.1,1974,64709,-3.56,-110.36,1.9,14.25,8.3,4.98,4580.7 +7752.3,12201,41640,1885.9,1901,65016,0,80.1,17.1,3.8,0,9.13,4580.8 +7822.4,12068,42480,1834.3,1856,64769,-17.8,424.53,33.25,91.2,88.81,83,4580.8 +8285.4,12602,43088,2031,1998,66618,121.93,7878.3,316.35,2478.6,1125.5,1856.7,4580.9 +7875.8,12055,42816,1898.4,1943,64031,54.29,1864.5,135.85,787.55,503.81,649.06,4580.9 +7647.4,12290,40780,1910.8,1913,65462,-8.9,-118.37,15.2,-38,9.13,2.49,4581 +7603.8,12446,40039,1942,2014,63192,34.71,1834.3,113.05,790.4,505.47,631.63,4581 +7121.7,11571,40336,1807.6,1847,64138,59.63,1847.6,151.05,836.95,488.04,612.54,4581.1 +6640.5,10653,40851,2448.4,2445,65627,82.77,3508.4,196.65,1502.9,942.88,1065.7,4581.2 +7713.6,12113,41733,1893.9,1909,65018,-4.45,-80.99,8.55,19.95,23.24,22.41,4581.3 +7795.4,12014,42524,1952.7,1978,64696,-19.58,259.88,-6.65,66.5,55.61,65.57,4581.4 +8430,12362,44691,1898.4,1930,64462,-26.7,-147.74,-14.25,-47.5,-14.94,-35.69,4581.4 +7754.7,12210,41623,1973.1,1970,65640,15.13,449.45,36.1,242.25,170.15,189.24,4581.6 +7550.9,12176,40642,2036.3,2016,66197,-7.12,28.48,9.5,46.55,58.1,26.56,4581.7 +5712.4,9330,40125,2694.9,2694,65558,22.25,487.72,28.5,187.15,188.41,175.13,4581.8 +9108.6,14519,41115,2276.6,2275,65583,-14.24,0.89,4.75,-38.95,-14.11,-5.81,4581.9 +7476.4,12007,40807,1870.8,1907,64291,-18.69,135.28,-3.8,-15.2,-26.56,0,4581.9 +5711,8780,42628,2476.9,2440,66526,8.9,-88.11,14.25,27.55,30.71,18.26,4582 +8360.9,12437,44057,1920.6,1905,66073,25.81,74.76,0.95,24.7,32.37,15.77,4582.1 +7918.9,12317,42135,2001.6,1997,65687,-4.45,173.55,42.75,19,42.33,15.77,4582.1 +8299.6,12366,43985,1932.2,1930,65610,-1.78,-35.6,15.2,11.4,21.58,-6.64,4582.2 +8740.6,13500,42432,2153.8,2220,63582,1.78,323.96,-21.85,143.45,112.88,113.71,4582.3 +7463.2,12173,40180,1889.5,1917,64595,5.34,227.84,22.8,92.15,87.98,92.13,4582.3 +7583.2,12298,40411,1939.3,1978,64254,142.4,8655.3,339.15,2504.2,1146.2,1865.8,4582.3 +8378,13573,40453,2247.3,2261,65137,14.24,-82.77,-8.55,0,-2.49,-7.47,4582.4 +7571.5,12211,40636,1947.3,1955,65279,15.13,399.61,9.5,135.85,112.88,75.53,4582.4 +7824.3,12640,40568,2320.2,2308,65883,8.9,12.46,5.7,59.85,34.03,46.48,4582.4 +7443.6,12228,39894,1957.1,1968,65173,13.35,385.37,45.6,174.8,184.26,176.79,4582.5 +7663.1,12503,40167,2079.9,2083,65439,22.25,93.45,2.85,-15.2,39.01,-0.83,4582.5 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+8485.8,12870,43211,2103.1,2162,63750,-18.69,191.35,-9.5,7.6,0,10.79,4590.7 +8365.3,12815,42780,2006.9,2063,63755,-7.12,-49.84,-5.7,12.35,-5.81,6.64,4590.7 +8266.3,12578,43070,1914.4,1938,64738,25.81,172.66,22.8,97.85,73.87,91.3,4590.7 +7978.2,12051,43387,1828.1,1859,64445,120.15,7430.6,283.1,2353.1,1045,1766.2,4590.8 +8174.2,12371,43303,1883.2,1907,64719,-24.92,-11.57,-1.9,-12.35,-2.49,-4.15,4590.8 +8213.4,12498,43069,2020.3,2022,65481,-9.79,137.06,-6.65,7.6,9.13,-1.66,4590.9 +8800.4,13378,43111,2297.1,2310,65170,-6.23,3.56,-23.75,15.2,10.79,4.98,4591 +8275.1,12498,43392,1976.7,2006,64578,-7.12,410.29,13.3,206.15,149.4,172.64,4591 +8432.9,12907,42819,2032.8,2111,63107,99.68,7468.9,284.05,2201.1,1090.6,1831,4591 +8229.1,12518,43082,1992.7,2006,65102,-3.56,-80.99,19.95,-24.7,-13.28,-4.15,4591 +8289.8,12554,43276,2015.8,2042,64697,72.09,1909.9,180.5,901.55,551.12,649.89,4591.1 +8161,12447,42969,1920.6,1915,65728,8.9,21.36,6.65,21.85,25.73,23.24,4591.1 +8098.7,12430,42700,1946.4,1950,65416,14.24,49.84,16.15,3.8,14.11,14.11,4591.2 +7940,12262,42436,1904.6,1910,65351,119.26,7524.9,300.2,2299,1074.8,1778.7,4591.2 +8032.1,12471,42209,1955.3,1991,64362,-7.12,-56.96,-23.75,-6.65,-10.79,8.3,4591.2 +7686.6,11987,42025,1851.2,1863,65121,7.12,501.96,39.9,213.75,141.93,162.68,4591.3 +8016.9,12534,41918,1975.8,2002,64678,24.92,-84.55,22.8,8.55,9.96,19.92,4591.3 +8203.6,12847,41849,1954.4,1983,64592,91.67,1756,136.8,850.25,505.47,611.71,4591.3 +5333.6,8002,43682,3054.5,3010,66504,415.63,25350,951.9,6873.3,3149,5071.3,4591.3 +7775.3,12245,41614,1990,2005,65047,-9.79,233.18,21.85,25.65,28.22,27.39,4591.4 +7997.3,12542,41788,1915.3,1914,65580,36.49,515.31,42.75,212.8,169.32,179.28,4591.4 +7764.1,12290,41402,1950.9,1986,64377,-17.8,35.6,-8.55,-5.7,10.79,14.94,4591.5 +7959.1,12465,41846,1994.5,2018,64772,10.68,592.74,42.75,224.2,200.03,174.3,4591.6 +7868.4,12262,42054,1860.1,1862,65469,30.26,553.58,23.75,229.9,178.45,192.56,4591.7 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+7820.4,12766,40147,1980.3,2014,64438,-5.34,65.86,0,2.85,-0.83,-19.09,4612.7 +8343.2,12612,43354,1975.8,1968,65796,20.47,-125.49,1.9,6.65,-7.47,10.79,4612.8 +8904.3,13618,42851,2449.3,2498,64258,-14.24,229.62,21.85,34.2,4.98,5.81,4612.8 +8786.2,12870,44741,2000.7,2022,64846,44.5,2026.5,116.85,841.7,514.6,641.59,4612.8 +8633.8,12867,43975,1977.6,2023,64065,-16.91,-87.22,-19.95,-2.85,-12.45,2.49,4612.9 +8968.5,12698,46287,1934.9,1918,66112,39.16,511.75,38,259.35,196.71,185.09,4613 +8814.1,12950,44606,2079,2066,65950,9.79,-84.55,-7.6,-6.65,17.43,0,4613.1 +4366.9,6055,47265,2522.3,2499,66146,23.14,168.21,-5.7,19,6.64,20.75,4613.2 +8859.2,13142,44179,2263.3,2278,65112,143.29,9151,359.1,2652.4,1137.1,1801.9,4613.2 +10035,14654,44877,2189.4,2202,65161,156.64,10834,449.35,3222.4,1313.1,2054.3,4613.2 +8320.2,12585,43327,2015.8,2025,65240,26.7,-14.24,16.15,10.45,7.47,22.41,4613.2 +9144.4,13841,43298,2261.5,2241,66135,31.15,81.88,30.4,57.95,34.03,46.48,4613.3 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+7567.1,12439,39868,2015.8,2023,65304,8.01,154.86,30.4,115.9,98.77,101.26,4627 +8939.6,14249,41116,2181.4,2189,65308,15.13,273.23,24.7,159.6,124.5,90.47,4627 +7679.8,12506,40245,1988.3,2026,64315,6.23,542.01,43.7,245.1,161.85,176.79,4627.1 +7676.3,12603,39917,2000.7,2075,63190,104.13,7816,308.75,2304.7,1141.3,1867.5,4627.1 +7675.9,12615,39877,1922.4,1987,63405,-16.02,-66.75,0.95,2.85,19.92,-9.96,4627.1 +7437.7,12215,39905,1900.2,1939,64223,-8.9,388.04,16.15,111.15,95.45,58.1,4627.1 +7601.9,12272,40596,1899.3,1888,65927,16.91,608.76,57.95,248.9,186.75,200.86,4627.1 +9058.1,14386,41265,2293.5,2290,65637,13.35,-96.12,25.65,21.85,7.47,1.66,4627.2 +7720.9,12474,40564,1957.1,2014,63685,18.69,589.18,47.5,258.4,191.73,179.28,4627.2 +7643.5,12246,40905,1967.8,1990,64805,9.79,501.07,43.7,230.85,178.45,177.62,4627.3 +7909.6,12231,42381,1880.6,1907,64628,-14.24,149.52,9.5,-19,-6.64,4.98,4627.3 +6628.7,10258,42349,1844.1,1862,64905,95.23,7572.1,297.35,2293.3,1022.6,1563.7,4627.3 +8051.7,12511,42177,1951.8,1999,63988,-4.45,160.2,11.4,27.55,50.63,-9.96,4627.3 +8387.8,12466,44096,1951.8,1970,64930,68.53,2086.2,125.4,938.6,502.98,591.79,4627.4 +8328.5,12382,44082,1868.1,1882,65052,-2.67,-59.63,19,32.3,23.24,13.28,4627.4 +8190.4,12554,42756,1976.7,1982,65360,-6.23,174.44,34.2,57,23.24,17.43,4627.5 +7701.3,11950,42236,1998,2026,64632,69.42,1793.3,129.2,818.9,526.22,635.78,4627.5 +7704.3,12203,41376,1858.3,1851,65795,155.75,8123,323,2507.1,1077.3,1707.3,4627.6 +7763.1,12466,40812,2026.5,2022,65683,2.67,194.02,19,33.25,27.39,25.73,4627.6 +7664.1,12350,40670,1852.1,1882,64494,10.68,655.04,42.75,212.8,175.96,194.22,4627.6 +7691,12411,40612,2102.2,2139,64408,8.01,369.35,25.65,106.4,99.6,84.66,4627.6 +7764.5,12431,40935,1998.9,2027,64629,31.15,-81.88,29.45,9.5,17.43,22.41,4627.6 +7426.4,11843,41096,1939.3,1955,65010,24.03,759.17,48.45,237.5,172.64,188.41,4627.6 +7609.2,12133,41101,1826.3,1877,63765,22.25,165.54,-19.95,9.5,14.11,23.24,4627.6 +7693,12273,41079,2006.9,2053,64066,-9.79,673.73,10.45,236.55,169.32,180.94,4627.8 +7765,12332,41266,1910.8,1928,64952,120.15,8746.9,315.4,2631.5,1106.4,1717.3,4627.8 +7697.9,12291,41045,1933.1,1955,64801,-16.02,-128.16,4.75,3.8,-19.09,0.83,4627.8 +7951.2,12685,41079,1934,1961,64633,0.89,712.89,14.25,233.7,153.55,166.83,4627.8 +8200.2,12945,41514,2233,2245,65186,-26.7,-63.19,0.95,0,-1.66,34.86,4627.9 +7534.2,12026,41058,1949.1,1978,64578,107.69,8423,317.3,2508,1058.3,1715.6,4627.9 +7674.4,11934,42144,1934,1934,65535,24.03,436.99,33.25,224.2,172.64,200.03,4628 +7839.5,12275,41855,1891.3,1891,65545,-12.46,-57.85,-17.1,7.6,-0.83,-5.81,4628.1 +8277.1,12813,42336,2034.5,2093,63706,151.3,7279.3,322.05,2264.8,1098.9,1833.5,4628.3 +7935.1,12439,41807,1965.1,1991,64684,-6.23,-52.51,-15.2,20.9,-1.66,-5.81,4628.3 +8108,12343,43050,2120.9,2163,64260,6.23,341.76,25.65,79.8,61.42,79.68,4628.3 +8219.3,12630,42649,1958,1990,64482,-20.47,219.83,7.6,41.8,20.75,10.79,4628.4 +7821.9,12289,41713,1938.4,1969,64518,-1.78,649.7,35.15,260.3,161.02,156.87,4628.6 +8039.9,12527,42061,1997.2,1999,65476,-5.34,-108.58,4.75,14.25,-3.32,2.49,4628.6 +7685.7,12048,41807,1865.4,1860,65728,6.23,-36.49,58.9,13.3,19.92,14.94,4628.6 +7867.9,12298,41928,1967.8,1998,64545,-13.35,1.78,25.65,36.1,29.05,-4.98,4628.7 +8567.7,13109,42832,2291.8,2261,66427,-8.9,-84.55,0.95,-4.75,19.09,4.98,4628.7 +8036.5,12410,42440,1977.6,1962,66056,9.79,20.47,15.2,8.55,-4.98,-1.66,4628.7 +4653,6787,44930,3080.3,3043,66339,20.47,659.49,36.1,290.7,241.53,240.7,4628.8 +6758.6,10438,42434,2501.8,2546,64398,211.82,13823,538.65,4021.3,1957.1,3206.3,4628.8 +7965,12284,42494,1899.3,1884,66067,0,-19.58,-17.1,3.8,-19.09,2.49,4628.8 +8081.6,12683,41759,2014.1,2059,64106,-6.23,-22.25,11.4,38.95,0.83,19.92,4628.9 +6427.8,10110,41667,1923.3,1930,65308,26.7,659.49,28.5,241.3,130.31,134.46,4628.9 +7928.7,12413,41861,1908.2,1933,64694,5.34,-90.78,4.75,-0.95,0,7.47,4629 +7883.6,12433,41556,1915.3,1921,65341,-20.47,-39.16,-0.95,19,-5.81,6.64,4629 +8272.2,12947,41873,2089.7,2115,64753,4.45,252.76,12.35,120.65,68.89,83,4629 +7930.7,12390,41949,1942.9,1942,65565,18.69,-39.16,15.2,16.15,7.47,1.66,4629.1 +8085.5,12581,42118,1918.8,1921,65462,26.7,454.79,53.2,216.6,156.87,179.28,4629.2 +8472.6,12742,43577,2073.7,2018,67345,19.58,177.11,21.85,35.15,37.35,22.41,4629.2 +8680.8,12834,44328,1992.7,2006,65102,28.48,434.32,51.3,217.55,182.6,175.96,4629.3 +8335.4,12606,43334,1992.7,1994,65494,50.73,1806.7,125.4,906.3,502.98,629.97,4629.4 +8359.9,12753,42960,2007.8,2005,65629,24.03,186.01,19.95,129.2,92.13,86.32,4629.4 +6450.9,9649,43814,2113.8,2097,66059,-1.78,64.08,13.3,4.75,23.24,4.15,4629.4 +8032.1,12303,42786,1990.9,2027,64370,8.01,-84.55,10.45,-1.9,-0.83,0.83,4629.4 +8143.8,12626,42271,2019.4,2018,65582,61.41,1758.6,133,846.45,527.05,650.72,4629.4 +8141.8,12947,41213,2065.7,2099,64496,32.93,215.38,58.9,113.05,101.26,102.92,4629.6 +8299.1,13119,41458,2652.2,2667,65172,209.15,14397,532.95,3962.4,1640.1,2536.5,4629.6 +7709.2,12471,40512,1948.2,1987,64257,-1.78,572.27,34.2,189.05,148.57,177.62,4629.7 +7635.7,12213,40974,1941.1,1957,65003,121.04,8101.7,333.45,2498.5,1079,1757.9,4629.7 +7944.4,12740,40867,2037.2,2068,64560,26.7,170.88,8.55,116.85,86.32,107.07,4629.8 +7962,12469,41848,1922.4,1957,64377,120.15,8187.1,318.25,2463.3,1139.6,1831.8,4629.9 +7756.2,12043,42208,1736.4,1755,64841,43.61,2010.5,113.05,869.25,469.78,554.44,4629.9 +7776.8,12287,41480,1982,2031,63956,93.45,8972.1,299.25,2578.3,1065.7,1708.1,4630 +8061,12504,42249,2018.5,2028,65230,130.83,8985.4,336.3,2618.2,1111.4,1728.9,4630 +7870.4,12345,41782,2004.3,2029,64738,12.46,246.53,3.8,85.5,71.38,92.96,4630 +8039.4,12543,42005,1942.9,1979,64340,-11.57,109.47,-21.85,0,-0.83,3.32,4630 +8014.9,12585,41738,2020.3,2045,64744,-13.35,-115.7,-22.8,-17.1,-4.15,-4.15,4630.1 +7731.2,12103,41863,1926,1971,64038,7.12,163.76,24.7,124.45,85.49,77.19,4630.1 +7816,12277,41723,2004.3,1957,67119,68.53,2042.5,165.3,902.5,527.88,593.45,4630.1 +3574.1,5787,40475,1586,1611,64518,28.48,-157.53,10.45,-11.4,0.83,-17.43,4630.1 +7820.4,12454,41153,1897.5,1922,64700,64.97,1688.3,152.95,792.3,541.99,632.46,4630.1 +8025.7,12674,41500,2000.7,2022,64846,40.05,2028.3,104.5,893,478.91,561.08,4630.2 +7782.2,12214,41756,1885,1878,65781,6.23,137.95,32.3,89.3,63.08,95.45,4630.3 +8454,13161,42097,2406.6,2441,64611,77.43,2759.9,170.05,1306.3,751.98,908.02,4630.4 +7861.1,12343,41739,1935.8,1987,63846,-15.13,-128.16,-29.45,12.35,-11.62,-14.11,4630.4 +5720.3,8825,42480,2473.3,2473,65544,-0.89,-13.35,-7.6,67.45,7.47,19.92,4630.5 +8501.5,13136,42414,2349.6,2340,65805,86.33,2967.3,193.8,1353.8,765.26,918.81,4630.6 +7856.2,12283,41917,1887.7,1915,64601,16.02,-97.01,-8.55,28.5,13.28,11.62,4630.6 +8114.9,12333,43122,1951.8,1949,65629,15.13,48.95,23.75,33.25,14.94,26.56,4630.6 +7462.2,11640,42014,2655.8,2696,64558,19.58,760.95,78.85,380.95,262.28,285.52,4630.6 +7958.6,12303,42394,2021.2,2031,65219,154.86,7087.1,335.35,2262.9,1117.2,1861.7,4630.7 +7832.2,12161,42208,1873.4,1906,64417,20.47,-21.36,30.4,55.1,12.45,24.07,4630.7 +8139.9,12719,41942,1990,2063,63218,41.83,244.75,42.75,114,74.7,92.13,4630.7 +8260.9,12711,42592,2481.3,2503,64968,0,-48.95,25.65,5.7,3.32,24.07,4630.8 +7732.2,12047,42063,1931.3,1963,64478,31.15,2019.4,137.75,813.2,496.34,629.14,4630.8 +8078.6,12545,42203,1966,2005,64262,44.5,2096.8,142.5,903.45,484.72,601.75,4630.9 +8078.1,12686,41732,1969.6,2042,63211,0,20.47,3.8,14.25,3.32,2.49,4630.9 +7840.5,12283,41833,1878.8,1899,64839,-15.13,-120.15,23.75,7.6,-5.81,-4.98,4630.9 +8081.6,12595,42051,2002.5,2019,65000,18.69,481.49,42.75,247.95,163.51,187.58,4631 +8001.2,12402,42281,2047,2054,65313,121.04,8649.9,338.2,2596.3,1095.6,1709,4631.1 +8080.6,12513,42322,2049.7,2053,65430,-8.01,20.47,13.3,-11.4,-6.64,4.15,4631.2 +8132,12610,42263,2071.9,2134,63629,-0.89,611.43,19.95,251.75,131.97,140.27,4631.3 +8070.8,12613,41935,1959.8,1989,64573,-14.24,-83.66,-15.2,0,-4.98,-16.6,4631.3 +8367.7,12778,42917,2069.3,2090,64885,5.34,534,24.7,224.2,163.51,175.96,4631.4 +8004.2,12498,41972,1894.8,1926,64475,-8.01,257.21,41.8,85.5,65.57,79.68,4631.4 +7944.9,12256,42483,2018.5,2048,64593,48.95,1927.7,152,866.4,519.58,617.52,4631.4 +8222.2,12461,43243,2020.3,2025,65384,0,-56.07,17.1,-13.3,-9.96,17.43,4631.4 +8185.9,12809,41883,2088.8,2093,65405,168.21,8369.6,386.65,2622.9,1181.9,1868.3,4631.5 +8055.6,12530,42133,1967.8,1958,65864,12.46,128.16,12.35,29.45,13.28,-1.66,4631.5 +7972.8,12383,42195,1973.1,1983,65210,21.36,-42.72,40.85,16.15,-1.66,27.39,4631.6 +8007.6,12639,41521,2080.8,2101,64907,130.83,8393.6,363.85,2498.5,1093.1,1731.4,4631.6 +8102.6,12767,41593,2047.9,2095,64062,49.84,497.51,30.4,251.75,166,172.64,4631.7 +7927.2,12456,41708,2028.3,2060,64528,25.81,-38.27,-4.75,20.9,28.22,13.28,4631.7 +8021.8,12579,41793,2062.1,2103,64262,-10.68,141.51,-1.9,32.3,8.3,-3.32,4631.8 +7824.3,12210,41996,1912.6,1926,65080,-7.12,-37.38,-14.25,23.75,-1.66,9.96,4631.8 +7480.3,11720,41829,1958,1979,64841,42.72,1828.1,143.45,818.9,510.45,639.93,4631.9 +8020.3,12607,41693,2010.5,2031,64875,3.56,-69.42,21.85,8.55,-4.15,19.92,4631.9 +8744.5,13579,42204,2395.9,2431,64589,-11.57,65.86,13.3,21.85,-1.66,23.24,4631.9 +8252.1,12733,42473,2015.8,2057,64225,22.25,473.48,38,223.25,153.55,174.3,4632.1 +8171.2,12510,42807,1858.3,1946,62583,-28.48,48.06,-18.05,-13.3,2.49,-26.56,4632.3 +8116.9,12307,43223,1910.8,1939,64584,25.81,387.15,24.7,248.9,155.21,157.7,4632.4 +7794.9,11967,42688,2066.6,2095,64647,125.49,7692.3,296.4,2294.3,1098.9,1797.8,4632.4 +8034.5,12314,42760,2020.3,2026,65352,141.51,8280.6,357.2,2457.6,1124.7,1805.3,4632.5 +8231.5,12481,43223,1918.8,1973,63737,-8.9,155.75,-0.95,0.95,20.75,9.96,4632.6 +7989.5,12253,42732,2018.5,2077,63691,0,-44.5,-0.95,38.95,-0.83,45.65,4632.7 +8361.4,12650,43318,2084.4,2110,64740,-5.34,445,63.65,242.25,150.23,191.73,4632.7 +8114.4,12318,43171,1866.3,1882,64990,9.79,501.96,11.4,207.1,144.42,175.96,4632.8 +8016.9,12302,42708,2012.3,2046,64456,10.68,616.77,26.6,235.6,168.49,161.85,4632.8 +8423.1,12875,42875,2505.3,2507,65493,-7.12,99.68,-10.45,40.85,11.62,34.03,4632.8 +8237.4,12613,42801,1984.7,1969,66059,12.46,-41.83,-0.95,52.25,14.94,29.05,4632.9 +8197.7,12643,42493,2033.7,2035,65493,-4.45,158.42,-1.9,25.65,1.66,20.75,4632.9 +8030.6,12409,42412,1979.4,1978,65581,11.57,-0.89,8.55,45.6,17.43,19.92,4633.1 +8021.8,12326,42651,1967.8,1970,65462,9.79,169.99,26.6,42.75,37.35,4.98,4633.2 +8108,12438,42721,1986.5,1990,65420,-7.12,4.45,10.45,44.65,41.5,20.75,4633.2 +8050.7,12427,42457,2030.1,2047,64995,13.35,185.12,-4.75,49.4,29.05,15.77,4633.2 +8057.1,12495,42259,2055,2111,63798,128.16,8514.6,330.6,2502.3,1057.4,1729.7,4633.3 +8001.7,12440,42154,1964.2,1980,65014,-2.67,-48.95,-14.25,5.7,-8.3,9.13,4633.3 +8150.2,12513,42686,1990.9,2005,65076,-6.23,252.76,3.8,39.9,15.77,27.39,4633.4 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+7781.7,12219,41737,1895.7,1899,65422,14.24,217.16,18.05,51.3,19.92,23.24,4635.7 +7789,12207,41817,1935.8,1947,65157,-6.23,136.17,7.6,20.9,13.28,12.45,4635.8 +8694.1,13436,42407,2663.8,2696,64753,207.37,13321,512.05,3985.3,1679.9,2648.5,4635.9 +7970.3,12479,41858,1989.2,2063,63190,-8.01,54.29,20.9,27.55,2.49,28.22,4635.9 +9392.8,14527,42374,2233,2267,64553,8.9,-72.09,19.95,3.8,2.49,7.47,4635.9 +9224.7,14339,42161,2088.8,2099,65218,6.23,71.2,-31.35,54.15,16.6,16.6,4635.9 +8000.2,12466,42059,1924.2,1942,64935,13.35,-31.15,3.8,8.55,2.49,18.26,4635.9 +8218.8,12766,42192,2002.5,2046,64143,9.79,111.25,16.15,20.9,17.43,24.07,4636 +9251.2,14251,42543,2070.1,2111,64268,22.25,103.24,20.9,50.35,30.71,19.09,4636 +7951.7,12455,41841,1999.8,2035,64403,13.35,595.41,51.3,229.9,178.45,174.3,4636.1 +7897.3,12375,41823,1927.7,1939,65155,13.35,487.72,41.8,242.25,175.13,188.41,4636.2 +8918,13738,42543,2066.6,2078,65176,5.34,745.82,1.9,281.2,186.75,183.43,4636.3 +7784.1,12215,41764,2020.3,2055,64429,2.67,94.34,-10.45,14.25,7.47,24.07,4636.3 +8953.8,13618,43090,2237.5,2262,64825,78.32,2744.8,214.7,1367,737.04,882.29,4636.5 +7852.7,12202,42176,2029.2,2046,64998,17.8,85.44,10.45,21.85,13.28,24.9,4636.5 +8011,12215,42981,1877.9,1907,64536,123.71,7879.2,288.8,2261.9,1105.6,1828.5,4636.6 +9707.4,14622,43509,2249.9,2282,64615,177.11,11064,468.35,3344.9,1540.5,2448.5,4636.6 +8227.6,12594,42814,2065.7,2070,65400,154.86,8746.9,338.2,2614.4,1123,1779.5,4636.6 +8297.2,12790,42515,2036.3,2054,64972,6.23,-71.2,-19,-17.1,14.11,9.13,4636.6 +9502.1,14395,43260,2102.2,2111,65262,104.13,2415.5,166.25,1098.2,693.88,798.46,4636.7 +8243.8,12365,43693,1892.1,1913,64821,15.13,188.68,29.45,7.6,48.97,25.73,4636.7 +8087.5,12215,43391,2093.3,2067,66369,82.77,1837,143.45,877.8,517.09,580.17,4636.7 +7860.6,12207,42201,1997.2,2027,64571,130.83,7557.9,312.55,2452.9,1128,1821,4636.7 +8139.4,12663,42125,1871.7,1911,64187,47.17,1801.4,98.8,810.35,490.53,589.3,4636.8 +7897.8,12182,42488,1918.8,1922,65428,23.14,2087.9,111.15,859.75,502.15,588.47,4636.8 +8193.3,12718,42220,1987.4,1982,65714,40.94,467.25,38,249.85,146.08,180.11,4636.8 +8135,12637,42188,2005.2,2013,65281,119.26,8464.8,277.4,2287.6,1116.3,1807.7,4636.9 +8095.3,12510,42409,2131.6,2138,65338,-13.35,40.05,-20.9,17.1,1.66,6.64,4636.9 +7988.5,12451,42047,1997.2,2035,64317,11.57,-108.58,7.6,4.75,-7.47,0,4637 +7970.8,12363,42253,1903.7,1935,64476,-8.01,77.43,12.35,-15.2,-6.64,-6.64,4637 +7894.4,12159,42550,1918.8,1951,64456,125.49,8463.9,332.5,2489.9,1072.4,1713.1,4637.1 +7896.8,12399,41739,1925.1,1951,64665,-14.24,99.68,17.1,12.35,3.32,-8.3,4637.1 +7999.7,12499,41945,1862.8,1891,64558,-5.34,395.16,22.8,85.5,68.89,68.06,4637.1 +7793.5,12147,42048,1896.6,1907,65178,99.68,8054.5,318.25,2358.8,1038.3,1723.1,4637.1 +7479.9,11775,41631,1662.5,1711,63679,17.8,124.6,18.05,92.15,84.66,110.39,4637.2 +7868.9,12340,41791,1953.5,1988,64400,43.61,1822.7,141.55,848.35,541.99,663.17,4637.3 +7824.8,12427,41266,2034.5,2095,63645,54.29,1674.1,128.25,867.35,590.13,647.4,4637.3 +7849.8,12295,41842,1924.2,1943,64901,16.02,182.45,27.55,92.15,99.6,92.96,4637.4 +8007.6,12338,42534,1883.2,1910,64618,87.22,8297.5,302.1,2507.1,1118,1769.6,4637.4 +8225.1,12746,42291,1977.6,2030,63844,-16.91,141.51,0,82.65,56.44,73.87,4637.4 +8137.4,12742,41853,2023,2066,64171,151.3,9017.5,338.2,2519.4,1128.8,1798.6,4637.4 +8157.5,12587,42473,2027.4,2075,64033,2.67,146.85,31.35,6.65,1.66,8.3,4637.5 +8045.8,12439,42390,2129.8,2115,65994,41.83,752.94,32.3,250.8,201.69,211.65,4637.6 +7796.9,12115,42177,1839.6,1847,65274,23.14,158.42,35.15,84.55,53.12,39.01,4637.7 +8020.3,12506,42029,1969.6,1982,65125,25.81,194.91,36.1,49.4,68.06,43.16,4637.7 +7974.3,12414,42098,1941.1,1934,65776,13.35,198.47,33.25,124.45,106.24,93.79,4637.7 +7941.4,12300,42313,1975.8,2012,64357,8.9,11.57,0,47.5,13.28,24.07,4637.8 +5826.6,8658,44104,2826.6,2850,64999,133.5,3843,250.8,1764.2,1092.3,1300.6,4637.8 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+8485.3,12886,43155,2068.4,2102,64487,-1.78,628.34,54.15,223.25,164.34,175.13,4678.6 +8445.6,12452,44450,1910.8,1904,65771,19.58,24.92,18.05,44.65,26.56,5.81,4678.9 +8471.6,12531,44306,1968.7,1923,67093,33.82,169.99,29.45,114.95,104.58,92.13,4679 +8282.5,12178,44572,2055,2066,65187,16.02,134.39,-11.4,-14.25,0.83,7.47,4679 +8882.7,12870,45232,2056.8,2050,65753,11.57,80.99,31.35,19.95,36.52,9.96,4679 +8613.7,12654,44611,1960.7,1962,65492,26.7,161.98,14.25,106.4,40.67,68.06,4679 +8566.2,12585,44608,1967.8,1965,65629,14.24,418.3,36.1,231.8,141.1,165.17,4679.1 +8294.2,12367,43953,1944.7,1963,64923,24.92,373.8,27.55,96.9,78.02,78.02,4679.1 +9233.6,13785,43898,2443.9,2441,65615,200.25,13241,503.5,3809.5,1648.4,2610.3,4679.2 +8210.9,12540,42912,2044.3,2040,65675,128.16,9029,329.65,2644.8,1081.5,1678.3,4679.3 +8507.4,13119,42499,2345.1,2351,65373,8.01,118.37,13.3,10.45,24.07,23.24,4679.4 +7609.7,12146,41060,1899.3,1906,65304,-0.89,-11.57,16.15,27.55,7.47,14.11,4679.4 +3814.2,5737,43571,3109.7,3113,65466,-2.67,102.35,43.7,45.6,17.43,27.39,4679.4 +6593.4,10280,42034,1778.2,1800,64743,-26.7,100.57,-11.4,22.8,12.45,14.11,4679.5 +7940,12292,42333,2021.2,2036,65059,126.38,7910.3,365.75,2397.8,1173.6,1896.5,4679.5 +8069.3,12267,43110,1960.7,1999,64279,18.69,288.36,35.15,136.8,85.49,92.96,4679.6 +8167.8,12520,42754,2123.5,2156,64549,16.91,142.4,58.9,142.5,91.3,78.02,4679.6 +7955.2,12134,42966,1948.2,1974,64680,60.52,1649.2,129.2,815.1,493.85,637.44,4679.6 +8992,13650,43172,2395.9,2406,65260,-8.9,112.14,-8.55,55.1,40.67,36.52,4679.7 +7853.7,12263,41972,1869,1879,65187,121.93,7840,317.3,2400.6,1129.6,1851.7,4679.7 +7929.2,12270,42351,2003.4,2042,64297,138.84,8285.9,350.55,2624.8,1142.9,1816.9,4679.7 +8735.2,13817,41432,2109.3,2141,64566,53.4,1940.2,114.95,867.35,521.24,624.16,4679.7 +7669,12338,40736,1965.1,1954,65909,-11.57,124.6,15.2,-1.9,34.03,0.83,4679.8 +7513.2,12243,40218,1957.1,2003,64035,96.12,7306,310.65,2205.9,1057.4,1719.8,4679.8 +7724.4,12358,40963,1891.3,1926,64354,-21.36,-32.04,12.35,6.65,28.22,16.6,4679.8 +7475,12170,40253,2962.8,3022,64252,17.8,1038.6,52.25,351.5,280.54,296.31,4679.8 +6294.5,10127,40735,3231.6,3247,65225,48.06,1704.3,114.95,733.4,556.93,599.26,4679.9 +7480.8,12251,40018,1912.6,1931,64912,24.03,81.88,42.75,113.05,111.22,94.62,4679.9 +7456.3,12285,39777,1982.9,2025,64174,10.68,80.1,2.85,-32.3,3.32,15.77,4680 +7436.2,12293,39644,1966,1969,65436,-7.12,13.35,17.1,23.75,-13.28,0,4680 +7547.5,12389,39925,1966.9,1969,65466,13.35,393.38,58.9,91.2,104.58,99.6,4680 +7549.9,12507,39561,2135.1,2187,63981,3.56,269.67,7.6,44.65,19.92,34.86,4680 +6399.4,10374,40427,2370.1,2402,64665,-8.9,-67.64,-42.75,-28.5,-9.13,-10.79,4680.1 +7288.3,12062,39599,1929.5,1946,64981,8.01,86.33,2.85,44.65,43.16,36.52,4680.1 +8644.1,14174,39967,2134.2,2142,65298,12.46,-44.5,14.25,24.7,34.03,34.03,4680.1 +7498,12276,40028,1968.7,1956,65961,22.25,218.94,27.55,111.15,108.73,76.36,4680.1 +7675.4,12497,40251,2067.5,2101,64490,44.5,1801.4,131.1,823.65,520.41,632.46,4680.2 +11328,17395,42678,3238.7,3171,66935,58.74,1156.1,86.45,484.5,388.44,395.91,4680.2 +8038.9,12706,41464,2027.4,2022,65712,27.59,128.16,20.9,111.15,68.06,69.72,4680.3 +8724.9,13451,42510,2233,2203,66429,12.46,-103.24,9.5,5.7,2.49,-10.79,4680.3 +7739.6,12371,41001,1866.3,1895,64544,-17.8,149.52,11.4,30.4,34.86,34.86,4680.4 +7952.2,12699,41039,2186.7,2203,65052,8.01,-72.98,15.2,10.45,11.62,4.15,4680.4 +7578.8,12079,41120,1796,1851,63589,-14.24,302.6,-15.2,68.4,64.74,69.72,4680.5 +7725.3,12398,40836,1881.5,1914,64422,12.46,-17.8,16.15,-8.55,9.13,12.45,4680.5 +7602.8,12253,40664,1938.4,1945,65314,-11.57,92.56,14.25,25.65,35.69,25.73,4680.5 +6455.3,10512,40245,2038.1,2064,64714,6.23,543.79,37.05,213.75,158.53,163.51,4680.6 +7706.7,12348,40903,1930.4,1992,63510,-17.8,202.03,-1.9,22.8,29.05,39.84,4680.7 +7925.3,12414,41839,1993.6,2030,64361,-3.56,137.95,-8.55,-29.45,4.15,0.83,4680.7 +8088.4,12778,41484,2087.9,2142,63882,-8.9,119.26,3.8,94.05,61.42,62.25,4680.7 +8364.8,12626,43418,2006.9,2022,65048,-8.9,412.96,10.45,76.95,86.32,77.19,4680.8 +9558.9,14466,43305,2124.4,2098,66362,-2.67,-105.91,18.05,-17.1,4.15,-8.3,4680.8 +9129.7,13540,44189,2319.3,2336,65069,-5.34,223.39,19,33.25,19.09,35.69,4680.8 +8569.6,12576,44658,1899.3,1956,63635,-25.81,113.92,2.85,-13.3,-12.45,5.81,4680.8 +8251.1,12479,43332,1953.5,1967,65088,11.57,90.78,-2.85,-3.8,12.45,-7.47,4680.9 +7849.3,11985,42921,1908.2,1921,65098,53.4,1917.9,127.3,834.1,518.75,639.93,4680.9 +8423.6,12703,43458,2109.3,2123,65113,48.95,2230.3,142.5,931.95,544.48,610.05,4680.9 +7844.9,12614,40758,2023.9,2038,65081,-8.9,-123.71,4.75,14.25,1.66,-8.3,4681 +7907.1,12219,42410,1893,1915,64784,-3.56,-142.4,3.8,14.25,5.81,-4.98,4681 +7941.4,12770,40756,2184.9,2198,65147,0,127.27,9.5,28.5,23.24,10.79,4681.1 +7712.1,12417,40704,1949.1,1941,65809,-0.89,149.52,4.75,38,25.73,28.22,4681.1 +7891.9,12801,40404,2265.9,2289,64876,32.93,465.47,65.55,241.3,151.06,192.56,4681.1 +7911.1,12468,41583,1981.1,1968,65974,24.92,200.25,26.6,114,87.15,117.03,4681.1 +7657.2,12634,39720,2087.9,2110,64851,10.68,78.32,1.9,23.75,16.6,2.49,4681.1 +7751.3,12207,41615,1859.2,1867,65263,-8.01,33.82,-5.7,10.45,-1.66,4.15,4681.2 +8006.1,12362,42444,2030.1,2030,65539,145.07,8386.5,357.2,2520.3,1157.8,1840.1,4681.2 +7949.8,12503,41670,2049.7,2055,65366,-14.24,165.54,18.05,16.15,26.56,16.6,4681.3 +4394.8,6766,42568,3358.9,3390,64934,-12.46,174.44,-5.7,9.5,31.54,21.58,4681.3 +8281.5,12747,42578,2018.5,2031,65133,16.91,537.56,40.85,262.2,189.24,177.62,4681.3 +7853.2,12527,41085,1815.6,1855,64144,46.28,1617.1,117.8,758.1,473.93,608.39,4681.3 +7895.9,12346,41913,1998.9,2010,65175,39.16,487.72,58.9,133,116.2,125.33,4681.4 +8019.3,12459,42183,1980.3,1967,65977,47.17,-61.41,23.75,52.25,41.5,24.9,4681.5 +7967.4,12282,42514,1969.6,1966,65655,38.27,40.94,18.05,18.05,43.16,30.71,4681.5 +7860.1,12574,40967,1921.5,1978,63664,-14.24,-72.98,-26.6,-8.55,-9.13,-11.62,4681.6 +7518.1,12283,40113,1899.3,1899,65545,3.56,335.53,5.7,85.5,49.8,70.55,4681.7 +7339.7,12107,39730,1862.8,1899,64286,-3.56,-119.26,24.7,0,-26.56,-14.11,4681.7 +7501.9,12249,40138,1966.9,2013,64035,1.78,451.23,8.55,202.35,133.63,166,4682 +7669,11970,41988,1951.8,1990,64277,35.6,1837.8,121.6,847.4,523.73,641.59,4682.1 +7928.7,12572,41331,1890.4,1932,64124,30.26,1947.3,101.65,830.3,499.66,612.54,4682.1 +7737.1,12343,41081,2037.2,2023,65996,153.97,8307.3,361,2525.1,1159.5,1865,4682.1 +7820.4,12263,41794,1879.7,1891,65144,10.68,409.4,10.45,97.85,97.94,102.92,4682.1 +7536.7,12034,41044,1892.1,1910,64923,29.37,518.87,42.75,223.25,185.09,200.86,4682.1 +7677.8,12418,40520,2008.7,2038,64595,-6.23,-54.29,13.3,10.45,17.43,11.62,4682.2 +7658.7,12328,40714,2122.6,2172,64047,-0.89,-105.91,-7.6,16.15,-11.62,-2.49,4682.2 +7900.3,12742,40634,1989.2,1986,65640,16.02,216.27,2.85,117.8,90.47,92.96,4682.3 +7412.7,12054,40302,2015,2038,64795,-3.56,-75.65,10.45,6.65,8.3,-3.32,4682.3 +7596,12494,39844,1968.7,2010,64189,-11.57,14.24,-17.1,33.25,0,29.05,4682.4 +7610.2,12471,39992,2010.5,2055,64117,2.67,574.05,23.75,266.95,163.51,187.58,4682.4 +7646.5,12500,40089,1938.4,1956,64947,-1.78,173.55,-5.7,-0.95,-4.15,7.47,4682.5 +7885.6,12311,41978,2016.7,2019,65463,14.24,160.2,23.75,25.65,25.73,34.03,4682.6 +8367.7,12542,43724,1891.3,1914,64757,-10.68,226.95,10.45,19,24.07,32.37,4682.7 +8069.8,12426,42561,1970.5,1982,65154,9.79,442.33,20.9,229.9,169.32,192.56,4682.7 +8422.6,12673,43556,1987.4,1985,65614,-2.67,-4.45,-24.7,-27.55,-19.92,17.43,4682.8 +8590.7,12486,45090,2016.7,2034,64980,114.81,8023.4,299.25,2473.8,1104.7,1787.8,4682.8 +8381.9,12462,44080,1906.4,1966,63549,-4.45,154.86,-38,2.85,-1.66,0,4682.9 +8405.5,12722,43300,1909.9,1922,65125,22.25,625.67,32.3,234.65,148.57,193.39,4682.9 +8513.8,12722,43858,2102.2,2098,65667,-6.23,-95.23,-15.2,-7.6,-1.66,7.47,4682.9 +9188.5,14638,41138,2152.9,2154,65503,35.6,845.5,50.35,294.5,231.57,250.66,4683 +8116.9,12584,42272,2017.6,2044,64691,21.36,760.95,38.95,257.45,177.62,175.96,4683.1 +7912,12434,41702,1992.7,2006,65102,-7.12,94.34,5.7,2.85,-3.32,-5.81,4683.2 +8548.5,13440,41684,1996.3,2004,65283,0,6.23,12.35,54.15,10.79,39.01,4683.2 +7782.7,12137,42024,2007.8,2013,65368,135.28,7702.1,323,2337.9,1136.3,1866.7,4683.2 +7964.5,12442,41951,1904.6,1898,65764,83.66,1832.5,117.8,829.35,521.24,629.97,4683.2 +8364.3,12731,43057,2073.7,2075,65495,24.92,516.2,34.2,227.05,166.83,169.32,4683.3 +7895.4,12289,42105,2039,2033,65729,5.34,292.81,16.15,116.85,85.49,80.51,4683.3 +8035.5,12057,43677,1847.6,1865,64926,-6.23,16.02,40.85,1.9,-19.92,-19.09,4683.4 +8427,12724,43404,1945.5,2000,63751,11.57,240.3,10.45,55.1,12.45,20.75,4683.4 +8610.8,12913,43701,2075.5,2053,66254,139.73,7816,316.35,2349.3,1147.9,1910.7,4683.5 +8415.8,12562,43905,1937.5,1958,64851,-4.45,127.27,-7.6,17.1,-15.77,6.64,4683.5 +8131.6,12498,42640,1950,1958,65268,-3.56,341.76,35.15,114.95,92.13,61.42,4683.6 +7910.6,12128,42746,1933.1,1956,64768,50.73,1664.3,126.35,821.75,508.79,627.48,4683.6 +8261.4,12533,43199,2082.6,2069,65967,10.68,173.55,48.45,38.95,20.75,39.84,4683.6 +8635.8,12849,44046,2016.7,2033,65012,2.67,-43.61,22.8,37.05,39.01,14.11,4683.6 +5625.7,8768,42049,2457.3,2432,66218,-0.89,-20.47,19,10.45,30.71,23.24,4683.6 +7869.9,12558,41070,1950,1994,64090,-9.79,127.27,7.6,9.5,15.77,27.39,4683.7 +7484.3,12098,40543,1861.9,1846,66100,6.23,-108.58,-8.55,14.25,25.73,-4.15,4683.8 +8609.3,14179,39793,2071.9,2087,65062,6.23,-114.81,-4.75,4.75,-1.66,0.83,4683.8 +9030.7,14531,40729,2647.8,2663,65161,-32.04,-93.45,15.2,13.3,1.66,-8.3,4683.9 +7603.3,12442,40049,1991.8,2030,64303,-10.68,58.74,-8.55,40.85,4.15,11.62,4683.9 +7581.3,12223,40649,2004.3,2043,64294,16.91,538.45,18.05,244.15,151.89,185.92,4683.9 +8759.7,13422,42771,2227.7,2206,66180,0.89,86.33,23.75,1.9,12.45,15.77,4684 +8196.2,12476,43055,1959.8,1980,64867,-13.35,158.42,14.25,5.7,4.98,8.3,4684 +4654.5,6842,44583,3239.6,3258,65166,-9.79,-66.75,-14.25,16.15,0.83,-6.64,4684 +7747.9,12211,41583,1895.7,1891,65699,34.71,1917.1,131.1,871.15,505.47,610.88,4684.1 +8455,12402,44679,2040.8,2002,66805,15.13,11.57,-24.7,5.7,13.28,-2.49,4684.1 +8207,12536,42905,1928.6,1960,64487,34.71,1849.4,109.25,891.1,488.87,580.17,4684.2 +8032.1,12175,43235,1890.4,1903,65101,5.34,143.29,-9.5,-19.95,-12.45,-17.43,4684.2 +4786.3,7037,44575,2831.1,2825,65677,-7.12,374.69,30.4,100.7,76.36,70.55,4684.2 +7778.3,12199,41787,1949.1,1959,65205,8.01,-2.67,-3.8,14.25,37.35,8.3,4684.2 +9089,14046,42408,2125.3,2122,65639,18.69,-37.38,-17.1,-9.5,14.11,4.98,4684.2 +7764.5,12630,40290,1914.4,1954,64208,80.99,1887.7,133.95,824.6,488.87,621.67,4684.4 +7688.6,12289,41002,1913.5,1941,64607,34.71,98.79,-4.75,0.95,-2.49,9.96,4684.4 +5339,8526,41039,3592.9,3594,65516,-11.57,436.1,20.9,109.25,48.97,56.44,4684.4 +7462.7,11970,40858,1856.5,1862,65344,29.37,679.07,63.65,271.7,171.81,189.24,4684.5 +7965.9,12335,42323,1991.8,2015,64782,10.68,148.63,-4.75,22.8,10.79,24.07,4684.6 +8792.6,12890,44704,2015.8,2026,65208,72.98,2182.3,134.9,854.05,510.45,620.01,4684.6 +9133.1,12935,46273,1942.9,1975,64470,-6.23,-14.24,-17.1,38,-21.58,7.47,4684.7 +8911.6,12721,45911,1949.1,1957,65271,79.21,1704.3,120.65,810.35,502.98,649.06,4684.7 +9321.8,13574,45006,2403,2402,65563,-9.79,-63.19,-12.35,3.8,9.96,-4.98,4684.8 +8825.9,13011,44456,2252.6,2243,65816,-1.78,-119.26,19,-23.75,-13.28,-13.28,4684.8 +8156.5,12759,41896,1968.7,1987,64932,0,-100.57,6.65,9.5,-19.92,11.62,4685 +7716,12122,41716,1853.9,1854,65531,16.02,-86.33,11.4,-6.65,-0.83,3.32,4685.1 +8203.6,12515,42959,2136.9,2135,65594,-17.8,162.87,17.1,101.65,58.93,82.17,4685.2 +8089.4,12375,42840,1963.3,1991,64626,-16.91,138.84,-16.15,25.65,-0.83,8.3,4685.2 +8090.4,12443,42611,1926.8,1931,65395,9.79,339.98,29.45,108.3,78.85,80.51,4685.2 +8444.7,12387,44678,1936.6,1923,66001,39.16,549.13,33.25,232.75,169.32,183.43,4685.2 +8963.6,12657,46412,1991.8,1969,66296,64.08,1918.8,149.15,886.35,527.05,609.22,4685.4 +8683.8,12842,44316,1938.4,1966,64617,64.97,1860.1,114.95,809.4,537.84,654.87,4685.5 +8639.2,12339,45885,1809.4,1815,65333,34.71,161.98,-17.1,12.35,10.79,3.32,4685.5 +8278.5,12685,42770,1986.5,2009,64801,32.93,2166.3,131.1,874.95,488.87,591.79,4685.5 +8512.3,12539,44490,1967.8,1983,65033,48.06,2006.1,114.95,857.85,463.14,605.07,4685.6 +8351.6,12527,43692,2009.6,2027,64974,16.02,181.56,-0.95,91.2,48.97,63.91,4685.6 +7680.3,12148,41433,1950,1972,64805,12.46,534.89,38.95,243.2,151.89,167.66,4685.7 +7735.1,12495,40571,2079,2063,66046,139.73,9109.1,361.95,2582.1,1140.4,1765.4,4685.7 +7708.2,12378,40811,1938.4,1982,64095,0.89,427.2,3.8,105.45,71.38,86.32,4685.7 +9048.8,14326,41395,2135.1,2114,66190,10.68,-108.58,-4.75,-1.9,2.49,-6.64,4685.8 +7166.3,11635,40365,1651.8,1667,64940,-6.23,401.39,27.55,86.45,97.94,64.74,4685.8 +7688.1,12178,41374,1919.7,1942,64784,-34.71,4.45,3.8,14.25,-6.64,-19.92,4685.9 +7812.6,12355,41441,1956.2,1975,64913,-3.56,-116.59,-9.5,14.25,-11.62,-16.6,4685.9 +6708.1,10322,42591,2741.2,2774,64761,5.34,601.64,51.3,222.3,157.7,175.96,4686 +8278.1,12357,43903,1887.7,1877,65909,9.79,30.26,28.5,36.1,26.56,25.73,4686 +8085.5,12290,43116,2071.9,2054,66108,15.13,111.25,-1.9,16.15,-2.49,1.66,4686 +7731.7,11805,42923,1904.6,1965,63522,41.83,1589.5,108.3,754.3,466.46,627.48,4686 +4137.1,5809,46674,2615.7,2625,65304,-1.78,471.7,63.65,271.7,170.98,202.52,4686 +8211.9,12504,43040,1886.8,1916,64537,-3.56,-121.04,9.5,-11.4,6.64,-10.79,4686.2 +6639,10600,41047,2384.3,2380,65655,-19.58,49.84,33.25,0.95,30.71,31.54,4686.2 +7810.6,12630,40529,1965.1,2022,63692,-25.81,-103.24,0,0,-4.98,-8.3,4686.2 +7570,12135,40882,1871.7,1875,65420,24.92,-138.84,-4.75,27.55,-15.77,11.62,4686.3 +8971.9,14468,40640,2613,2660,64379,3.56,136.17,26.6,3.8,14.11,24.07,4686.4 +7397,11970,40499,1902.8,1926,64747,14.24,62.3,7.6,30.4,12.45,26.56,4686.4 +7614.1,12370,40339,2180.5,2198,65014,17.8,351.55,38,114.95,117.86,111.22,4686.4 +7184.4,11841,39763,1862.8,1905,64083,48.95,1679.4,66.5,751.45,445.71,613.37,4686.4 +7487.7,12312,39857,2006.9,2072,63479,115.7,8128.4,323.95,2348.4,1134.6,1879.9,4686.4 +7564.6,12101,40968,1885,1905,64849,-1.78,49.84,-18.05,43.7,28.22,33.2,4686.5 +8172.7,12501,42845,2077.3,2081,65418,3.56,-59.63,7.6,21.85,6.64,25.73,4686.6 +8576.5,13346,42115,2357.6,2402,64325,-18.69,126.38,-0.95,7.6,5.81,9.96,4686.6 +8155.6,11496,46493,2450.2,2460,65274,85.44,3533.3,209.95,1474.4,867.35,1027.5,4686.6 +9319.3,12744,47925,1955.3,1976,64850,-5.34,43.61,-24.7,20.9,0.83,0,4686.7 +9174.8,12626,47622,1968.7,2002,64445,43.61,1953.5,118.75,847.4,498,610.88,4686.7 +8699.5,12666,45012,1984.7,1994,65230,123.71,8136.4,342.95,2572.6,1132.1,1821.8,4686.7 +8783.7,12969,44387,2021.2,2073,63898,-34.71,404.06,19,94.05,81.34,103.75,4686.7 +8838.6,12903,44892,2018.5,2051,64498,122.82,8133.7,300.2,2361.7,1117.2,1840.9,4686.8 +8854.3,12943,44833,1950,1979,64575,0.89,34.71,-11.4,-12.35,-11.62,-6.64,4686.8 +6771.8,10455,42448,2749.2,2740,65756,-8.9,195.8,-6.65,14.25,-4.98,10.79,4686.9 +8717.1,13087,43653,2449.3,2427,66138,10.68,-28.48,8.55,34.2,19.92,-4.15,4687 +7779.7,12619,40404,2193.8,2223,64677,134.39,7801.7,331.55,2437.7,1144.6,1860,4687 +7794.4,12379,41265,1946.4,1935,65923,10.68,47.17,-24.7,2.85,4.98,-2.49,4687 +7804.2,12615,40544,2095.1,2071,66297,-6.23,-115.7,-21.85,5.7,-1.66,-2.49,4687.1 +7947.3,12606,41316,1961.6,1982,64860,129.05,8058.9,359.1,2533.6,1124.7,1843.4,4687.1 +7948.3,12498,41679,2008.7,1986,66286,154.86,8616.1,364.8,2635.3,1132.9,1809.4,4687.1 +8511.8,12486,44676,1962.4,1954,65819,-1.78,286.58,19,41.8,28.22,29.05,4687.3 +9481,13139,47290,2064.8,2071,65340,135.28,7999.3,324.9,2473.8,1185.2,1904,4687.4 +9125.3,12624,47373,1966,1972,65337,54.29,1998.9,146.3,907.25,470.61,556.93,4687.4 +8051.7,12381,42620,1940.2,1961,64841,-13.35,248.31,0.95,77.9,39.01,37.35,4687.5 +7839,12414,41384,2099.5,2126,64719,147.74,8674.8,337.25,2687.6,1073.2,1699.8,4687.5 +7337.8,11656,41257,1849.4,1852,65445,40.05,422.75,29.45,242.25,158.53,182.6,4687.5 +7765.5,12504,40701,2011.4,2024,65128,26.7,1853,95,875.9,515.43,598.43,4687.7 +7382.8,11994,40340,1823.6,1854,64462,-20.47,-43.61,8.55,0.95,2.49,-1.66,4687.7 +7902.7,12731,40681,1982.9,2015,64493,-6.23,655.04,21.85,216.6,159.36,174.3,4687.7 +7632.7,12499,40021,2023.9,2067,64168,-19.58,319.51,4.75,101.65,78.85,85.49,4687.7 +7464.7,12253,39925,1879.7,1961,62818,-9.79,-24.03,-2.85,-27.55,-19.92,-9.13,4687.7 +7673.9,12527,40147,2058.6,2111,63908,-24.92,-125.49,13.3,-29.45,-16.6,-14.11,4687.8 +8113.4,12399,42884,2098.6,2123,64783,-32.04,48.95,-9.5,13.3,33.2,24.07,4687.9 +10064,15338,43000,2888.1,2906,65131,-27.59,-85.44,-15.2,-28.5,6.64,-11.62,4687.9 +8948.9,12635,46417,2048.8,2079,64583,-3.56,57.85,17.1,48.45,39.84,27.39,4688 +8562.8,12650,44361,1857.4,1918,63466,-12.46,195.8,3.8,11.4,14.11,37.35,4688 +8496.6,12506,44525,2120,2126,65350,124.6,8827,365.75,2627.7,1125.5,1759.6,4688 +8948.4,12822,45737,2006.9,2022,65048,8.9,221.61,14.25,96.9,83.83,97.11,4688.1 +8727.4,12726,44944,1963.3,1938,66393,16.02,204.7,5.7,50.35,50.63,45.65,4688.1 +8281,12779,42468,1773.8,1791,64906,31.15,2159.1,104.5,855.95,478.91,574.36,4688.2 +7546,12375,39962,2015.8,2019,65434,8.9,378.25,22.8,79.8,73.87,66.4,4688.3 +7661.6,12247,40999,1951.8,1971,64897,6.23,239.41,19,22.8,8.3,43.99,4688.3 +7737.6,12634,40137,2126.2,2174,64095,130.83,7509.8,316.35,2308.5,1126.3,1866.7,4688.4 +8357,12815,42738,2037.2,2047,65223,145.07,8771.8,320.15,2584,1146.2,1814.4,4688.5 +8715.1,12737,44842,1983.8,1953,66570,8.9,62.3,16.15,63.65,31.54,44.82,4688.6 +8891.5,12360,47145,1965.1,1996,64522,62.3,1684.8,129.2,792.3,505.47,643.25,4688.6 +10521,14878,46343,2251.7,2238,65937,18.69,307.94,50.35,152,103.75,106.24,4688.6 +9284,12687,47958,1847.6,1883,64305,-31.15,-107.69,-15.2,-28.5,-48.14,-3.32,4688.7 +9375.2,12844,47836,1870.8,1896,64664,17.8,659.49,31.35,230.85,172.64,166.83,4688.8 +9927.4,14634,44458,2205.4,2186,66118,-1.78,-29.37,21.85,12.35,0,19.92,4688.9 +8641.2,12631,44835,2137.8,2131,65745,145.07,8426.5,365.75,2601.1,1049.9,1694.9,4688.9 +7948.3,12463,41796,2019.4,2027,65291,-1.78,178,23.75,22.8,6.64,36.52,4688.9 +7459.3,11922,41004,1947.3,1938,65851,51.62,2023,143.45,912.95,482.23,559.42,4689 +9209.1,13443,44895,2218.8,2243,64828,-23.14,393.38,2.85,165.3,93.79,111.22,4689 +8375.6,12614,43515,1928.6,1974,64030,-16.91,-27.59,-19.95,13.3,-7.47,-17.43,4689.1 +9021.9,12810,46156,1958,1978,64873,-12.46,137.06,9.5,121.6,66.4,56.44,4689.1 +8879.3,12781,45530,1896.6,1918,64804,5.34,426.31,45.6,203.3,151.89,180.94,4689.2 +5791.8,7340,51713,3024.2,3020,65628,282.13,20012,729.6,5681,2438.5,3844.6,4689.2 +9777,13853,46253,2343.4,2381,64500,15.13,-18.69,-12.35,19.95,31.54,9.13,4689.2 +8810.7,12670,45574,1909.9,1914,65397,-16.91,140.62,-8.55,17.1,-6.64,7.47,4689.3 +8847,12564,46147,2006.1,2000,65735,130.83,8665.9,356.25,2565,1108,1757.9,4689.3 +9363.4,13003,47192,1986.5,2015,64608,-8.01,68.53,21.85,95.95,69.72,87.98,4689.3 +8711.2,12415,45985,1841.4,1871,64500,4.45,-89.89,14.25,2.85,3.32,29.05,4689.3 +9384.5,12962,47448,1954.4,1954,65551,44.5,1877,116.85,912.95,509.62,585.98,4689.4 +8073.7,12325,42931,1946.4,1937,65855,21.36,445.89,33.25,239.4,175.96,176.79,4689.5 +8199.7,12590,42683,2098.6,2090,65806,22.25,720.9,44.65,242.25,170.98,175.13,4689.6 +7871.4,12391,41632,1963.3,1971,65281,25.81,434.32,1.9,100.7,85.49,78.02,4689.6 +7621,12378,40350,1872.6,1914,64117,-15.13,186.9,-18.05,-31.35,-4.98,-6.64,4689.7 +7561.2,12278,40359,2015,2006,65829,-8.9,-49.84,-9.5,19.95,5.81,13.28,4689.7 +9196.3,14674,41072,1951.8,1970,64930,13.35,865.08,24.7,320.15,179.28,179.28,4689.8 +9009.1,13830,42691,2209,2194,65983,3.56,80.1,7.6,8.55,-3.32,1.66,4689.8 +8010.5,12226,42939,1934,1922,65944,29.37,-19.58,6.65,53.2,14.11,6.64,4689.9 +9540.8,13749,45477,2232.1,2229,65628,22.25,112.14,-1.9,-6.65,-14.94,-3.32,4689.9 +8759.7,12919,44437,1971.3,1939,66629,71.2,1821.8,144.4,838.85,527.88,654.04,4690 +8604.9,12410,45442,1900.2,1902,65472,13.35,-24.92,26.6,19,20.75,7.47,4690 +8765.1,12514,45903,2005.2,1986,66169,28.48,171.77,47.5,103.55,102.09,106.24,4690 +8479.5,12643,43954,1931.3,1907,66371,18.69,140.62,33.25,25.65,9.13,16.6,4690 +8211.4,12714,42327,2058.6,2080,64861,149.52,8690.8,357.2,2561.2,1154.5,1841.8,4690.1 +6506.2,10271,41514,2803.5,2799,65641,218.94,15456,638.4,4645.5,2060.1,3275.2,4690.1 +8698.5,14214,40106,2125.3,2150,64784,168.21,9891.5,425.6,3050.4,1396.9,2245.1,4690.2 +7420.6,12262,39660,1993.6,2018,64744,-9.79,-105.91,5.7,15.2,-4.15,9.96,4690.2 +7465.1,12099,40436,1905.5,1895,65899,-9.79,-106.8,2.85,1.9,-4.15,-1.66,4690.2 +7718.5,12461,40594,2057.7,2061,65430,154.86,8201.3,356.25,2473.8,1191,1904,4690.3 +7162.8,11902,39441,1916.2,1946,64531,32.93,1957.1,141.55,800.85,507.13,649.06,4690.3 +8849.9,14391,40302,2120,2167,64114,-22.25,81.88,-19.95,4.75,-9.96,19.09,4690.3 +7745.9,12037,42173,1886.8,1873,66019,10.68,152.19,2.85,88.35,50.63,79.68,4690.5 +8362.3,12375,44286,1899.3,1895,65683,15.13,-89,0.95,11.4,-5.81,-7.47,4690.5 +8688.7,12907,44117,1993.6,2015,64840,29.37,391.6,47.5,209,166,186.75,4690.6 +8297.2,11910,45656,2799.9,2786,65864,-26.7,56.07,5.7,-4.75,18.26,6.64,4690.6 +10387,14831,45899,2156.5,2219,63689,160.2,8965.9,359.1,2720.8,1295.6,2192.9,4690.7 +9322.3,13486,45302,2227.7,2270,64314,-0.89,158.42,9.5,1.9,18.26,22.41,4690.8 +8442.7,12482,44328,1917.9,1938,64858,10.68,-113.03,-14.25,-2.85,9.96,3.32,4690.8 +8302.6,12514,43481,1971.3,1958,65983,24.03,-1.78,0,8.55,42.33,29.88,4690.8 +7586.2,12138,40960,1923.3,1914,65854,5.34,176.22,3.8,-3.8,4.15,0,4690.9 +7332.4,12103,39704,1993.6,1955,66830,16.02,639.02,19.95,217.55,157.7,175.13,4691 +7981.1,13169,39718,2340.7,2357,65083,0,-60.52,7.6,-0.95,-26.56,-4.15,4691 +7547.5,12181,40607,2019.4,2037,64970,3.56,300.82,10.45,84.55,56.44,89.64,4691 +8135,12332,43232,1937.5,1932,65724,48.06,1848.5,133,886.35,507.13,638.27,4691.1 +5009.3,6862,47841,2691.4,2686,65667,300.82,18424,743.85,5525.2,2389.6,3875.3,4691.1 +7710.6,11164,45264,1926.8,1932,65361,23.14,726.24,43.7,239.4,167.66,175.13,4691.2 +8493.2,12586,44224,1977.6,1982,65390,64.08,2141.3,139.65,888.25,536.18,619.18,4691.2 +8595.6,12560,44850,1942,2000,63635,39.16,1876.1,127.3,764.75,470.61,636.61,4691.2 +8803.3,12544,45993,1990,2016,64692,53.4,2018.5,95.95,879.7,513.77,594.28,4691.3 +9102.2,12818,46538,1966.9,1974,65300,70.31,2112.9,131.1,905.35,512.11,595.94,4691.3 +8562.3,12520,44819,1943.8,1992,63949,22.25,149.52,32.3,105.45,83.83,100.43,4691.4 +8970.9,13071,44979,1898.4,1935,64295,-16.02,356,-1.9,117.8,87.15,73.87,4691.4 +9308,13559,44989,2321.1,2323,65483,2.67,-96.12,-3.8,0,6.64,2.49,4691.4 +8135,12450,42822,1772.9,1814,64050,9.79,707.55,42.75,243.2,141.93,144.42,4691.4 +9128.7,14515,41217,1989.2,2019,64567,-36.49,-121.04,-28.5,-15.2,-36.52,-19.92,4691.5 +8695.5,13799,41298,2196.5,2179,66063,184.23,9347.7,384.75,2817.7,1354.6,2248.5,4691.5 +7456.8,12368,39512,2027.4,2016,65907,7.12,190.46,36.1,107.35,97.94,102.09,4691.6 +6412.6,10639,39502,2500,2507,65353,-0.89,149.52,9.5,14.25,8.3,24.07,4691.6 +7528.4,12644,39021,2195.6,2260,63669,108.58,8498.6,317.3,2444.3,1142.9,1838.4,4691.6 +7254.9,12318,38599,1965.1,2046,62945,103.24,8688.2,317.3,2510.8,1118,1809.4,4691.6 +7315.7,12246,39151,1947.3,1954,65312,-20.47,15.13,-19,9.5,-9.96,-0.83,4691.7 +7323.5,11959,40133,1818.3,1847,64517,-5.34,137.06,-23.75,3.8,5.81,-15.77,4691.7 +8468.7,12593,44072,1914.4,1905,65859,1.78,-106.8,30.4,15.2,9.13,15.77,4691.9 +8811.2,13047,44259,2217.9,2243,64802,-14.24,-89,-16.15,-3.8,-8.3,6.64,4692 +8856.8,12894,45016,2104.8,2142,64399,0,744.93,62.7,223.25,163.51,180.94,4692 +8512.8,12675,44015,2058.6,2087,64643,24.03,162.87,13.3,-19,18.26,19.09,4692 +8404.5,12358,44570,1852.1,1842,65895,122.82,8142.6,310.65,2466.2,1105.6,1747.2,4692 +8818.5,12814,45102,1998,2042,64125,-21.36,-123.71,-38.95,-11.4,13.28,-19.09,4692 +8041.9,12339,42713,2010.5,2019,65260,109.47,8483.5,322.05,2417.8,1157,1834.3,4692.1 +8364.3,12575,43591,1927.7,1947,64888,-11.57,2.67,-3.8,-21.85,4.15,0.83,4692.1 +7868.4,12436,41465,2049.7,2051,65494,9.79,-18.69,-21.85,23.75,21.58,3.32,4692.1 +7471,12261,39933,2018.5,2049,64561,8.01,339.09,15.2,115.9,70.55,64.74,4692.3 +8156.1,13119,40744,1946.4,1967,64851,14.24,445,35.15,190.95,148.57,179.28,4692.4 +7892.4,12345,41899,2024.8,2041,65014,10.68,48.06,-2.85,41.8,19.09,29.05,4692.4 +8040.9,12575,41906,1957.1,1951,65741,56.07,2120.9,115.9,919.6,537.01,585.98,4692.4 +8294.7,12423,43758,1957.1,1975,64942,12.46,-46.28,8.55,11.4,24.9,43.99,4692.5 +8902.3,12910,45192,2013.2,2062,63984,7.12,-48.95,0,1.9,-19.09,-18.26,4692.5 +8855.3,12600,46059,1932.2,1912,66228,38.27,481.49,45.6,227.05,166,166,4692.5 +8685.3,12575,45264,2008.7,2095,62837,125.49,7990.4,323,2223.9,1120.5,1867.5,4692.7 +8796,12617,45689,1863.7,1901,64249,10.68,356.89,2.85,108.3,71.38,78.02,4692.7 +9162.5,13022,46112,2031,2042,65182,-3.56,221.61,25.65,89.3,81.34,85.49,4692.7 +8769,12922,44474,1874.3,1914,64178,45.39,2047,106.4,862.6,500.49,589.3,4692.8 +8247.7,12406,43569,1917.9,1922,65398,5.34,-98.79,0.95,-17.1,-6.64,12.45,4692.8 +6673.8,9412,46470,2346.9,2384,64517,-20.47,127.27,12.35,-23.75,4.15,-4.98,4692.8 +7636.7,12178,41097,1917.9,1910,65809,-16.02,174.44,-0.95,5.7,0.83,15.77,4692.8 +7591.1,12383,40175,1640.3,1647,65268,64.08,1862.8,163.4,836.95,512.94,619.18,4693 +10295,14663,46013,2130.7,2147,65037,-11.57,7.12,0,47.5,18.26,30.71,4693.3 +9511.9,13374,46611,2508.9,2526,65093,183.34,12896,499.7,3917.8,1591.9,2531.5,4693.3 +9023.8,12921,45769,1977.6,2045,63375,-16.91,166.43,-19,20.9,-11.62,5.81,4693.3 +8730.8,12554,45578,1872.6,1914,64117,-11.57,-121.93,0.95,-0.95,-6.64,9.13,4693.3 +8486.8,12027,46245,1943.8,1979,64369,55.18,1693.7,107.35,798,477.25,634.95,4693.4 +7750.8,12593,40337,2042.5,2037,65715,43.61,45.39,32.3,60.8,25.73,36.52,4693.6 +7672.9,12315,40832,2004.3,2047,64168,3.56,195.8,18.05,22.8,27.39,10.79,4693.6 +7428.4,12235,39790,1930.4,1935,65381,23.14,197.58,19,118.75,82.17,92.13,4693.6 +7424,12150,40044,1909,1942,64424,11.57,206.48,-45.6,10.45,-2.49,3.32,4693.7 +10224,14813,45233,2073.7,2073,65558,-8.01,-66.75,-13.3,-13.3,4.98,-1.66,4693.8 +8268.3,12458,43496,1997.2,1994,65640,129.94,8103.4,323,2466.2,1123.8,1826,4693.8 +8555.9,12867,43578,1893.9,1879,66056,16.91,700.43,54.15,252.7,157.7,173.47,4693.8 +9148.8,12887,46526,2012.3,2035,64805,15.13,557.14,4.75,243.2,156.04,156.04,4693.8 +8928.8,12550,46626,1875.2,1878,65439,-6.23,-82.77,8.55,-5.7,-23.24,13.28,4693.9 +8729.4,12698,45053,2022.1,1994,66459,-4.45,106.8,0.95,0,4.98,8.3,4693.9 +8606.9,12747,44250,2039.9,2043,65436,92.56,2043.4,176.7,928.15,567.72,696.37,4694 +7895.9,12424,41650,2037.2,2028,65834,8.9,-89,-11.4,10.45,-7.47,3.32,4694.1 +7637.1,12507,40018,1984.7,1979,65725,7.12,165.54,12.35,119.7,91.3,104.58,4694.2 +7424.5,12051,40376,1829.8,1859,64508,-8.01,44.5,15.2,11.4,13.28,4.98,4694.2 +7628.3,12310,40612,2022.1,2018,65669,147.74,8803.9,363.85,2536.5,1147.9,1811.9,4694.2 +7382.3,11412,42395,2598.8,2608,65305,186.9,13575,547.2,3952,1763.8,2889.2,4694.3 +8118.8,12857,41384,2133.3,2173,64340,-2.67,-26.7,-5.7,-12.35,4.98,-4.15,4694.3 +8892,12679,45962,1940.2,1959,64907,1.78,34.71,-7.6,73.15,15.77,27.39,4694.6 +9688.3,13781,46073,2252.6,2293,64381,85.44,2597,190.95,1266.3,777.71,926.28,4694.6 +8891,12472,46719,1847.6,1900,63730,9.79,-99.68,-32.3,-2.85,-21.58,1.66,4694.6 +9131.6,12850,46572,1974.9,1990,65039,0.89,-110.36,-34.2,16.15,-6.64,-2.49,4694.6 +8930.3,12937,45239,2069.3,2073,65417,142.4,8397.1,342,2497.6,1126.3,1806.9,4694.7 +8781.8,12867,44729,1921.5,1939,64945,14.24,-88.11,3.8,-8.55,16.6,-1.66,4694.7 +8704.4,12819,44500,1931.3,1923,65819,21.36,465.47,12.35,237.5,154.38,156.87,4694.8 +8188.9,12486,42981,1965.1,1970,65374,46.28,714.67,46.55,227.05,164.34,203.35,4694.9 +7623.4,12107,41266,1929.5,1931,65486,16.91,-40.94,18.05,38.95,14.94,20.75,4694.9 +7965.4,12623,41355,1980.3,1999,64921,37.38,238.52,22.8,141.55,102.09,107.07,4694.9 +8562.3,13318,42134,2276.6,2294,65039,33.82,507.3,38.95,236.55,174.3,207.5,4695 +8651.9,12683,44707,1868.1,1889,64811,119.26,8431,340.1,2544.1,1049.1,1634.3,4695.1 +8592.6,12482,45115,1936.6,1986,63907,58.74,1743.5,130.15,769.5,497.17,621.67,4695.1 +8981.2,12914,45578,1924.2,1938,65069,7.12,-61.41,20.9,-7.6,-6.64,15.77,4695.2 +9630.5,13974,45165,2282.8,2310,64766,23.14,147.74,23.75,9.5,-3.32,19.92,4695.3 +8980.2,12888,45665,1974.9,1996,64844,13.35,313.28,33.25,133,88.81,85.49,4695.3 +8975.3,12955,45404,2084.4,2123,64344,129.05,8592.1,355.3,2540.3,1154.5,1849.2,4695.4 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+7395.6,12324,39328,1998,2004,65341,44.5,2017.6,122.55,831.25,537.84,653.21,4710.5 +7774.3,12243,41616,1955.3,2003,63976,141.51,8290.3,342.95,2418.7,1139.6,1834.3,4710.5 +8639.7,12913,43848,1990,2085,62551,43.61,1693.7,109.25,761.9,494.68,597.6,4710.6 +8406.4,12485,44127,1788,1825,64208,15.13,439.66,24.7,200.45,148.57,160.19,4710.6 +8500,12634,44092,1953.5,1978,64726,14.24,450.34,38,210.9,164.34,157.7,4710.7 +8527.5,12943,43178,2076.4,2139,63617,6.23,178,13.3,83.6,71.38,78.85,4710.7 +8392.7,12915,42588,1954.4,2023,63315,12.46,177.11,0,12.35,21.58,11.62,4710.8 +8189.4,12734,42147,1970.5,1978,65286,86.33,1687.4,117.8,853.1,500.49,651.55,4710.8 +7449,12116,40292,1927.7,1940,65122,0.89,141.51,-11.4,-1.9,1.66,4.15,4710.8 +7060.9,11943,38746,1878.8,1891,65113,-4.45,-41.83,14.25,0.95,-0.83,17.43,4710.9 +7228.5,12233,38725,2066.6,2029,66750,80.99,1820,133,883.5,561.91,678.11,4710.9 +7157.9,12184,38501,1892.1,1880,65959,18.69,64.97,13.3,1.9,15.77,12.45,4710.9 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+7883.1,12119,42630,2011.4,1991,66208,127.27,8647.2,341.05,2530.8,997.66,1563.7,4715.8 +9400.2,14327,42999,2162.7,2163,65527,-24.92,181.56,-33.25,10.45,8.3,-3.32,4715.8 +8566.7,12708,44179,1979.4,1972,65781,-13.35,121.93,8.55,14.25,-24.07,12.45,4715.9 +8400.6,12528,43945,1959.8,1924,66755,20.47,39.16,2.85,48.45,27.39,27.39,4715.9 +9175.3,14161,42462,2055,2049,65728,9.79,28.48,3.8,19.95,14.94,25.73,4715.9 +8056.1,12339,42788,1973.1,1971,65607,53.4,1897.5,113.05,873.05,500.49,588.47,4716 +8039.4,12262,42968,2017.6,2006,65916,-5.34,151.3,17.1,7.6,2.49,4.98,4716 +8265.3,12435,43561,1862.8,1895,64421,-22.25,78.32,-15.2,-11.4,-20.75,-6.64,4716 +7916,12459,41639,1940.2,1935,65712,16.91,316.84,11.4,110.2,86.32,101.26,4716 +7370.1,12315,39221,1933.1,1935,65471,33.82,2039,111.15,877.8,504.64,615.86,4716.1 +7385.8,12269,39452,2071,2073,65474,122.82,8782.5,368.6,2520.3,1082.3,1740.5,4716.1 +6970.7,12286,37183,2016.7,2030,65108,6.23,144.18,31.35,40.85,34.03,17.43,4716.2 +6912.9,12251,36980,2038.1,2075,64371,121.93,7543.6,311.6,2165.1,1070.7,1806.9,4716.2 +7053.6,12303,37573,2014.1,2031,64990,145.07,7310.5,304,2208.8,1106.4,1865.8,4716.3 +7409.8,12322,39410,2032.8,2038,65367,-3.56,328.41,25.65,113.05,92.13,72.21,4716.3 +7455.4,12318,39665,2059.5,2074,65077,-12.46,186.9,4.75,39.9,33.2,28.22,4716.3 +8103.1,12546,42328,2037.2,2050,65127,118.37,8900.9,323,2603,1078.2,1694,4716.4 +8161.4,12513,42745,1897.5,1925,64599,5.34,8.01,6.65,26.6,36.52,22.41,4716.4 +8355.5,12650,43287,2091.5,2106,65085,121.93,9334.3,329.65,2622.9,1093.1,1735.5,4716.4 +8478,12858,43211,1995.4,2042,64040,-8.01,-25.81,8.55,-3.8,10.79,2.49,4716.4 +8465.7,12640,43893,2091.5,2135,64201,130.83,7957.5,338.2,2394.9,1166.2,1873.3,4716.5 +8295.2,12403,43831,1943.8,1987,64110,51.62,1836.1,115.9,838.85,521.24,614.2,4716.5 +8440.7,12723,43478,2140.4,2183,64259,8.9,-50.73,15.2,47.5,4.15,14.94,4716.5 +8497.6,13074,42596,2004.3,2098,62608,-9.79,544.68,17.1,218.5,165.17,161.02,4716.6 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+8738.7,12643,45298,1869,1911,64096,16.91,-17.8,13.3,51.3,-1.66,35.69,4717.9 +8142.3,12541,42550,1921.5,1945,64745,11.57,400.5,30.4,223.25,146.91,187.58,4717.9 +7194.7,12211,38614,2023,2035,65149,3.56,235.85,27.55,104.5,72.21,88.81,4718.1 +7738.1,12228,41472,1927.7,1940,65122,9.79,-9.79,29.45,39.9,33.2,23.24,4718.3 +8479.9,12523,44378,1958,2011,63809,13.35,189.57,12.35,48.45,43.16,34.86,4718.4 +8580.4,12622,44551,1943.8,1966,64795,114.81,8601,331.55,2538.4,1098.9,1736.4,4718.4 +5981.4,8538,45912,3541.3,3598,64503,24.03,1105.4,69.35,401.85,356.07,391.76,4718.4 +8251.1,12138,44550,1735.5,1802,63117,4.45,375.58,3.8,185.25,141.1,140.27,4718.5 +8653.4,12735,44532,2198.3,2235,64460,152.19,7767,326.8,2342.7,1123.8,1833.5,4718.5 +8256,12279,44064,1861.9,1895,64391,-4.45,169.1,10.45,12.35,5.81,-6.64,4718.6 +7032.5,10658,43243,3034.9,3078,64618,-3.56,116.59,-17.1,15.2,24.9,6.64,4718.6 +7609.7,12374,40303,1939.3,1938,65580,29.37,-94.34,33.25,-3.8,-9.13,-6.64,4718.8 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+7770.4,13297,38298,2282.8,2305,64906,26.7,407.62,53.2,176.7,126.99,150.23,4719.5 +7776.8,12378,41175,1885.9,1882,65672,29.37,440.55,70.3,205.2,170.98,167.66,4719.6 +7666.1,12320,40779,1931.3,1956,64708,5.34,-7.12,-5.7,-0.95,19.92,2.49,4719.6 +4052.8,5852,45387,2540.9,2552,65252,135.28,4057.5,295.45,1912.3,1159.5,1440,4719.8 +8144.8,12661,42159,1966,1973,65304,-6.23,-59.63,-8.55,-1.9,4.15,31.54,4719.9 +7770.4,12798,39791,2055,2074,64936,-8.01,424.53,31.35,100.7,93.79,88.81,4719.9 +7640.1,12587,39779,2116.4,2191,63305,114.81,6839.6,287.85,2299.9,1139.6,1904.8,4720 +8290.3,13313,40811,2358.5,2369,65246,22.25,311.5,11.4,46.55,11.62,32.37,4720 +7311.8,12120,39537,2015.8,2012,65661,10.68,-86.33,38,19,32.37,18.26,4720.1 +7327,12130,39586,1947.3,1926,66261,19.58,-22.25,6.65,30.4,18.26,13.28,4720.1 +7179.5,12022,39138,1934,1954,64864,38.27,1984.7,108.3,809.4,523.73,615.86,4720.1 +7193.2,12135,38847,1951.8,1959,65294,-14.24,104.13,9.5,19,16.6,2.49,4720.2 +7586.7,12379,40165,2002.5,2043,64237,-4.45,706.66,5.7,198.55,165.17,166,4720.2 +7537.7,12406,39819,1993.6,2002,65261,26.7,1990,129.2,874,498.83,601.75,4720.2 +8021.3,12766,41178,2043.4,2090,64076,64.08,1906.4,116.85,849.3,480.57,598.43,4720.3 +8883.7,13712,42459,2225,2260,64521,-19.58,-64.08,-19,-15.2,-43.16,-6.64,4720.3 +8314.3,12650,43074,1939.3,1966,64646,2.67,-54.29,12.35,-9.5,17.43,13.28,4720.3 +7934.1,12481,41661,2070.1,2097,64697,117.48,8846.6,383.8,2584.9,1045.8,1642.6,4720.3 +9081.2,12958,45929,2009.6,2004,65720,5.34,80.99,21.85,33.25,34.03,39.84,4720.5 +8943.5,12890,45471,2061.2,2110,64022,5.34,190.46,11.4,22.8,8.3,34.86,4720.5 +8726.4,12877,44412,1993.6,2013,64904,14.24,144.18,33.25,116.85,87.15,96.28,4720.5 +8671.5,12751,44569,1983.8,2031,64013,127.27,7544.5,342,2303.8,1120.5,1831,4720.5 +8794,13006,44312,1969.6,2045,63119,-8.01,272.34,-0.95,94.05,70.55,65.57,4720.6 +8456.4,12911,42925,1998.9,2063,63501,-21.36,102.35,-15.2,-14.25,0,-8.3,4720.6 +8678.4,12811,44395,1920.6,1963,64121,6.23,469.03,18.05,221.35,174.3,175.13,4720.7 +8129.6,12567,42395,1895.7,1943,63941,-40.05,121.93,-15.2,-25.65,-19.09,-14.11,4720.7 +8273.2,12706,42672,2005.2,2002,65640,11.57,165.54,18.05,135.85,104.58,86.32,4720.8 +7973.8,12214,42784,1925.1,1958,64434,45.39,1524.6,116.85,782.8,517.09,615.86,4720.8 +8039.9,12380,42561,1934.9,1980,64042,-4.45,127.27,19.95,16.15,30.71,26.56,4720.8 +8063.9,12263,43095,1948.2,1955,65308,38.27,1707.9,161.5,836,534.52,623.33,4720.9 +8694.6,12951,43997,1932.2,1955,64771,56.07,1989.2,151.05,895.85,540.33,620.84,4721 +8855.3,13039,44508,2092.4,2139,64108,-17.8,160.2,10.45,-30.4,12.45,-3.32,4721 +8599,12541,44936,1916.2,1965,63907,-8.01,405.84,28.5,105.45,97.94,94.62,4721 +8732.8,12750,44887,2056.8,2078,64867,-22.25,-65.86,-14.25,29.45,12.45,0,4721.1 +8936.1,12856,45554,2403.9,2460,64041,59.63,3087.4,190.95,1416.4,746.17,869.01,4721.1 +8646,12688,44659,1917.1,1952,64363,-16.91,-12.46,15.2,21.85,8.3,17.43,4721.1 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+8197.2,12489,43015,1949.1,1949,65539,1.78,-40.94,-11.4,60.8,29.88,29.88,4741.3 +8371.2,13455,40774,2295.3,2315,64979,26.7,84.55,19,-5.7,14.94,-0.83,4741.3 +8007.1,12634,41535,1995.4,2010,65059,13.35,167.32,-13.3,9.5,17.43,9.13,4741.4 +7412.7,12187,39862,1916.2,1915,65576,-4.45,161.09,12.35,120.65,48.14,59.76,4741.5 +7730.7,12239,41396,1954.4,1979,64723,10.68,655.93,54.15,226.1,182.6,190.9,4741.6 +7994.8,12559,41719,2071.9,2075,65439,8.01,-46.28,17.1,18.05,-9.96,15.77,4741.6 +8833.7,13461,43008,2451.1,2454,65457,15.13,58.74,17.1,26.6,18.26,32.37,4741.7 +9097.8,13687,43562,2686,2695,65318,217.16,13402,568.1,3910.2,1600.2,2505.8,4741.7 +7820.4,12150,42183,1870.8,1878,65284,13.35,-84.55,0.95,-25.65,0.83,18.26,4741.7 +8130.1,12242,43523,1954.4,1974,64887,18.69,431.65,15.2,218.5,175.96,190.07,4741.8 +8123.2,12433,42819,2282,2289,65334,30.26,968.32,77.9,397.1,235.72,266.43,4741.8 +7845.4,12579,40874,2033.7,2035,65493,1.78,99.68,-0.95,31.35,20.75,13.28,4741.9 +7539.6,12336,40055,2004.3,2000,65676,24.92,436.1,69.35,239.4,173.47,197.54,4741.9 +8344.2,13542,40381,2276.6,2290,65153,11.57,94.34,27.55,0,22.41,13.28,4741.9 +7702.8,12179,41449,1982,1975,65769,24.92,652.37,55.1,237.5,175.96,192.56,4742 +7761.6,12383,41078,2015,2015,65535,28.48,671.95,13.3,224.2,183.43,180.94,4742 +7441.1,12161,40101,1965.1,2005,64232,-6.23,707.55,9.5,228.95,167.66,160.19,4742.1 +7736.6,12702,39917,1977.6,2026,63970,-21.36,230.51,-27.55,1.9,13.28,6.64,4742.1 +8096.3,13182,40252,2368.3,2410,64402,1.78,727.13,40.85,326.8,231.57,268.09,4742.1 +7818,12369,41423,1954.4,1969,65051,99.68,8611.6,326.8,2545.1,1059.9,1723.1,4742.2 +8094.3,12690,41802,1940.2,1970,64545,40.94,1833.4,140.6,851.2,536.18,637.44,4742.2 +9551.1,14659,42700,2246.4,2259,65169,164.65,10419,421.8,3239.5,1299.8,2070.8,4742.2 +8439.8,12723,43473,2043.4,2051,65294,10.68,202.03,5.7,35.15,13.28,16.6,4742.3 +8619.6,12830,44029,1987.4,2030,64160,8.9,-16.02,27.55,38.95,16.6,27.39,4742.3 +6098.5,8539,46806,3015.3,3035,65111,-9.79,388.93,7.6,80.75,41.5,39.01,4742.4 +8590.2,12931,43536,1998.9,2019,64885,-19.58,4.45,-10.45,-9.5,-14.11,-8.3,4742.4 +8786.7,13178,43697,2079,2126,64088,-16.02,169.99,-19.95,19.95,39.01,4.98,4742.5 +8266.3,12519,43273,1982,2003,64850,6.23,-109.47,-6.65,1.9,0.83,3.32,4742.5 +8099.7,12407,42784,1943.8,1955,65159,128.16,7146.7,309.7,2190.7,1069.9,1837.6,4742.6 +8183.5,12339,43465,1867.2,1875,65264,2.67,61.41,-4.75,3.8,9.96,19.09,4742.6 +8261.9,12563,43099,1995.4,2023,64641,11.57,180.67,-13.3,43.7,34.86,9.13,4742.6 +8188.9,12497,42944,2019.4,2033,65098,124.6,7348.7,298.3,2288.6,1120.5,1852.6,4742.6 +8335.9,12824,42600,2182.3,2172,65846,26.7,623.89,50.35,258.4,179.28,207.5,4742.6 +8011.5,12644,41525,1998.9,2016,64981,-12.46,-64.97,-10.45,22.8,-5.81,4.98,4742.6 +8127.1,12578,42345,1958,1970,65137,56.96,1740.8,113.05,888.25,561.08,647.4,4742.6 +4641.8,7051,43143,2472.4,2491,65047,-14.24,-100.57,-4.75,10.45,-8.3,4.98,4742.7 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+8828.3,12624,45831,1870.8,1920,63856,-6.23,92.56,-1.9,-23.75,-4.98,-10.79,4743 +8853.3,12693,45711,1964.2,1985,64850,-1.78,206.48,-6.65,14.25,21.58,-2.49,4743 +8931.2,12763,45860,2041.7,2079,64359,85.44,1808.5,119.7,863.55,521.24,610.05,4743.1 +8350.1,12406,44110,2065.7,2082,65023,122.82,8319.7,307.8,2563.1,1128,1770.4,4743.1 +8571.1,12543,44783,1862.8,1903,64151,6.23,74.76,19,21.85,19.92,2.49,4743.1 +8810.7,12778,45188,2032.8,2074,64233,2.67,-2.67,-14.25,-13.3,7.47,-3.32,4743.1 +8100.7,12242,43366,1798.7,1830,64415,27.59,500.18,46.55,194.75,162.68,170.98,4743.2 +6841.9,10465,42847,2430.6,2433,65471,-24.92,210.93,-24.7,29.45,1.66,-1.66,4743.3 +8207,12894,41714,2016.7,2030,65108,32.93,2123.5,109.25,893,543.65,649.06,4743.4 +8045.8,12752,41350,1978.5,2000,64831,-24.92,427.2,28.5,116.85,89.64,83,4743.4 +8055.6,12519,42170,1926.8,1959,64460,-16.02,-29.37,2.85,23.75,0,17.43,4743.4 +7829.7,12410,41348,1916.2,1966,63875,-16.91,127.27,-29.45,-12.35,-12.45,-13.28,4743.5 +8390.3,12912,42586,2038.1,2084,64093,3.56,214.49,-5.7,22.8,18.26,9.13,4743.6 +7955.6,12530,41611,1982.9,2002,64911,3.56,723.57,20.9,208.05,191.73,182.6,4743.6 +8007.6,12446,42165,1955.3,1950,65715,1.78,-22.25,-13.3,-11.4,8.3,19.09,4743.6 +8350.6,12635,43313,1949.1,1963,65072,-7.12,604.31,30.4,247,139.44,174.3,4743.7 +8227.1,12514,43085,1904.6,1954,63879,-8.01,67.64,1.9,3.8,-16.6,-9.13,4743.7 +8193.3,12720,42213,2131.6,2132,65522,20.47,378.25,76,130.15,83,126.16,4743.8 +7801.3,12374,41318,1949.1,1970,64841,-0.89,-9.79,4.75,5.7,-4.98,11.62,4743.8 +8026.7,13058,40285,2441.3,2450,65302,8.9,95.23,-2.85,45.6,34.03,12.45,4743.9 +7943.4,12629,41221,2000.7,1989,65922,24.03,504.63,43.7,293.55,174.3,178.45,4744 +7563.2,12502,39646,2146.7,2134,65925,9.79,56.96,9.5,28.5,7.47,45.65,4744 +7999.3,12589,41643,2039,2029,65859,26.7,-8.9,19,69.35,16.6,32.37,4744 +7597,12291,40507,1958.9,1939,66208,64.97,432.54,68.4,247.95,195.05,200.86,4744 +9048.8,14583,40665,2188.5,2215,64752,4.45,85.44,-13.3,18.05,14.94,6.64,4744.1 +8033.6,12603,41775,1982,1963,66171,28.48,170.88,22.8,53.2,22.41,13.28,4744.2 +8033.6,12579,41854,1999.8,1987,65959,50.73,2215.2,115.9,924.35,521.24,630.8,4744.2 +8043.8,12451,42339,1867.2,1911,64035,-15.13,377.36,-15.2,95,64.74,54.78,4744.2 +8037,12727,41385,1984.7,2003,64937,8.9,283.02,40.85,91.2,87.98,67.23,4744.3 +8518.2,13287,42014,2336.3,2339,65459,8.9,161.98,-0.95,-2.85,16.6,26.56,4744.3 +8069.8,12485,42360,2009.6,2001,65818,128.16,8604.5,308.75,2549.8,1089,1743.8,4744.3 +8102.6,12362,42955,1914.4,1934,64871,-18.69,-92.56,-26.6,-23.75,1.66,-9.96,4744.4 +9537.9,14610,42784,2341.6,2342,65525,37.38,623,40.85,282.15,239.04,225.76,4744.4 +8540.2,12962,43179,2012.3,2022,65221,36.49,1926,116.85,893,515.43,622.5,4744.5 +9645.7,14521,43533,2104,2090,65974,5.34,-24.92,-1.9,32.3,10.79,35.69,4744.5 +8292.8,12425,43740,1963.3,1977,65083,3.56,325.74,10.45,114.95,92.96,76.36,4744.5 +8119.3,12494,42589,2003.4,1998,65713,8.9,40.94,11.4,44.65,31.54,34.86,4744.6 +8327.5,12568,43424,1901.9,1932,64516,6.23,412.07,1.9,121.6,85.49,107.07,4744.6 +5709,8838,42334,1866.3,1874,65268,-21.36,310.61,16.15,186.2,109.56,141.1,4744.6 +9701.5,14690,43281,2151.1,2182,64609,5.34,-85.44,-32.3,-3.8,-15.77,3.32,4744.6 +7622,12359,40417,1895.7,1923,64606,-11.57,342.65,-37.05,80.75,90.47,65.57,4744.8 +8276.1,13046,41575,1982.9,2038,63765,37.38,1783.6,75.05,814.15,493.85,592.62,4744.8 +8047.8,12389,42571,1900.2,1925,64690,-29.37,93.45,1.9,-18.05,-21.58,-18.26,4744.8 +8106.6,12667,41941,2015,2047,64510,-21.36,78.32,-7.6,5.7,17.43,12.45,4744.8 +7559.7,12007,41262,1879.7,1891,65144,44.5,1590.4,105.45,741,486.38,599.26,4744.8 +9592.2,14579,43119,2130.7,2144,65128,-11.57,-65.86,-0.95,31.35,13.28,5.81,4744.8 +5156.3,8100,41719,3005.5,2964,66454,113.03,3437.2,248.9,1720.4,984.38,1188.6,4744.9 +6053,8903,44557,3119.4,3107,65799,16.02,121.93,41.8,13.3,19.92,24.9,4744.9 +8548,12813,43722,1984.7,2045,63604,2.67,572.27,28.5,224.2,188.41,193.39,4745 +8465.7,12610,43998,1896.6,1922,64670,-4.45,-115.7,-15.2,-3.8,-20.75,-24.07,4745.1 +8092.8,12433,42658,1963.3,1973,65215,125.49,8601,351.5,2545.1,1128,1753.8,4745.2 +7421.5,12211,39831,1961.6,1959,65622,-8.9,-113.92,1.9,10.45,-7.47,2.49,4745.2 +7922.3,12505,41519,1893,1897,65399,24.92,-68.53,-5.7,40.85,42.33,-3.32,4745.3 +7529.8,12143,40639,1991.8,1995,65432,57.85,1891.3,141.55,907.25,482.23,561.91,4745.3 +7638.6,12391,40401,2055,2055,65536,5.34,436.1,43.7,102.6,91.3,97.94,4745.4 +7407.8,12370,39246,2000.7,2006,65364,128.16,8077.6,306.85,2372.1,1165.3,1882.4,4745.5 +8628.9,14119,40053,2208.1,2211,65450,137.95,9795.3,358.15,2990.6,1335.5,2190.4,4745.5 +7265.2,12222,38957,1873.4,1902,64552,-8.01,107.69,-6.65,96.9,84.66,76.36,4745.6 +7565.1,12364,40099,2006.1,2028,64827,77.43,2110.2,134.9,908.2,543.65,619.18,4745.7 +7550.9,12202,40555,1880.6,1914,64391,40.05,246.53,22.8,20.9,48.14,28.22,4745.7 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+7189.8,12071,39035,1959.8,1959,65562,-10.68,157.53,-19.95,-9.5,5.81,-4.98,4752.9 +7190.8,12061,39072,1970.5,1997,64665,-6.23,151.3,25.65,111.15,67.23,69.72,4752.9 +7056.5,11859,38996,1892.1,1891,65576,16.02,67.64,9.5,18.05,14.11,2.49,4753 +7842.5,12994,39554,2272.2,2310,64463,-2.67,-50.73,-32.3,-7.6,-11.62,-11.62,4753 +7768,12795,39788,2196.5,2203,65343,12.46,276.79,-15.2,44.65,38.18,29.05,4753.1 +7532.3,12247,40307,1953.5,1955,65487,71.2,1795.1,120.65,836.95,533.69,649.89,4753.1 +7976.2,12470,41919,1940.2,1965,64709,-5.34,206.48,19.95,29.45,34.03,13.28,4753.3 +8119.3,12659,42034,1992.7,2007,65069,-9.79,-47.17,-8.55,-9.5,-8.3,-1.66,4753.3 +7600.4,12078,41240,2079,2138,63729,-15.13,687.97,-33.25,171.95,76.36,135.29,4753.3 +7425.5,12203,39878,1917.1,1935,64928,6.23,80.99,5.7,31.35,12.45,20.75,4753.4 +7401,12257,39572,2122.6,2113,65835,8.9,26.7,-8.55,23.75,23.24,11.62,4753.4 +7145.2,11931,39248,1889.5,1871,66183,28.48,507.3,34.2,217.55,140.27,175.96,4753.4 +7399,12263,39542,1942.9,1959,64996,17.8,210.93,35.15,115.9,87.98,101.26,4753.5 +7653.8,12589,39844,2005.2,2057,63885,7.12,510.86,45.6,266,190.07,186.75,4753.6 +7585.2,12562,39572,2082.6,2086,65429,28.48,31.15,12.35,67.45,53.95,42.33,4753.6 +7946.8,13176,39527,2290,2312,64912,8.9,331.97,31.35,130.15,94.62,104.58,4753.7 +5635.5,9211,40096,2643.3,2619,66144,184.23,5704,372.4,2657.1,1603.6,1926.4,4753.7 +8661.7,14135,40160,2045.2,2035,65865,32.04,-101.46,9.5,11.4,20.75,28.22,4753.7 +8551.5,14198,39472,2118.2,2150,64567,26.7,327.52,30.4,97.85,103.75,124.5,4753.8 +7312.8,12117,39552,1966,1969,65436,24.92,199.36,10.45,134.9,61.42,73.04,4753.8 +7276,12082,39467,1961.6,1970,65255,16.02,-74.76,36.1,3.8,17.43,17.43,4753.8 +7546,12314,40160,1941.1,1966,64706,12.46,197.58,15.2,122.55,91.3,83,4753.8 +7573,12186,40727,2024.8,2030,65367,137.95,7955.7,335.35,2340.8,1189.4,1874.1,4753.9 +7781.7,12265,41580,1867.2,1881,65056,-5.34,-93.45,0,20.9,28.22,4.98,4753.9 +7548.5,12148,40722,1983.8,1952,66604,8.01,557.14,20.9,219.45,172.64,164.34,4754 +7522.5,12150,40576,1978.5,1974,65684,4.45,-101.46,-15.2,-2.85,20.75,11.62,4754 +7565.1,12399,39986,1950.9,1979,64605,22.25,607.87,27.55,253.65,194.22,172.64,4754 +7625.9,12499,39985,2047.9,2083,64431,128.16,8116.8,320.15,2361.7,1192.7,1910.7,4754.2 +7640.1,12361,40506,1908.2,1933,64694,11.57,24.03,-24.7,31.35,22.41,7.47,4754.2 +7654.3,12068,41567,1861.9,1888,64629,21.36,476.15,24.7,258.4,175.96,167.66,4754.3 +7348.5,12102,39795,2065.7,2018,67085,150.41,8668.6,359.1,2636.3,1108,1703.2,4754.3 +7522.5,12240,40277,1955.3,1956,65514,-4.45,42.72,-22.8,33.25,51.46,-4.15,4754.4 +7286.3,12031,39690,1855.7,1851,65701,-8.9,132.61,-22.8,12.35,29.05,5.81,4754.4 +7369.6,12099,39919,1998.9,2007,65273,58.74,2150.2,148.2,927.2,527.05,570.21,4754.4 +7608.2,12335,40423,1982,2011,64592,18.69,449.45,29.45,231.8,205.01,191.73,4754.4 +8088.4,12522,42332,1966,1962,65670,19.58,374.69,33.25,217.55,168.49,181.77,4754.5 +7969.9,12458,41926,1943.8,1934,65867,10.68,-72.98,11.4,7.6,-4.15,-8.3,4754.5 +8151.2,12588,42437,1998.9,2012,65111,-1.78,19.58,-13.3,4.75,12.45,18.26,4754.6 +8019.3,12552,41870,1989.2,2027,64312,3.56,-105.02,-25.65,1.9,-10.79,-4.15,4754.6 +7866,12291,41942,1944.7,1939,65727,10.68,707.55,7.6,220.4,172.64,169.32,4754.6 +7751.3,12615,40269,2006.9,2039,64506,58.74,2000.7,114.95,829.35,512.11,635.78,4754.7 +3647.1,5799,41216,2652.2,2631,66064,11.57,174.44,23.75,13.3,24.07,28.22,4754.7 +7441.6,12239,39848,1927.7,1947,64888,25.81,687.97,50.35,238.45,165.17,178.45,4754.8 +7510.7,12421,39628,1955.3,1969,65081,124.6,8027.8,332.5,2438.6,1172,1867.5,4754.8 +7550.4,12342,40093,1952.7,1970,64959,121.04,8366.9,344.85,2498.5,1113,1761.3,4754.8 +7376,12222,39551,1885,1930,64009,28.48,-40.94,3.8,19,23.24,15.77,4754.9 +3485.4,5755,39690,2729.6,2731,65503,162.87,4484.7,323,2117.6,1467.4,1813.5,4754.9 +7226.5,11990,39499,1869,1894,64671,0,115.7,-17.1,-1.9,-3.32,-10.79,4754.9 +5327.8,8627,40473,2455.5,2467,65231,-0.89,-40.94,15.2,57.95,14.11,29.88,4755 +6309.2,9982,41423,2128,2142,65107,6.23,-20.47,-11.4,-2.85,29.88,25.73,4755 +7846.9,12333,41697,1987.4,1993,65351,-20.47,203.81,-4.75,54.15,26.56,2.49,4755.1 +7570,12218,40605,1866.3,1882,64990,-12.46,89.89,-16.15,24.7,-24.07,9.96,4755.1 +7778.3,12438,40984,2074.6,2066,65808,-5.34,175.33,12.35,46.55,2.49,9.13,4755.2 +8754.8,12986,44183,2076.4,2122,64127,112.14,8509.3,347.7,2526.1,1137.9,1878.3,4755.2 +8245.7,12291,43966,1932.2,1923,65849,-15.13,-26.7,16.15,18.05,-13.28,4.15,4755.3 +7589.1,12358,40246,1977.6,1986,65258,-6.23,3.56,15.2,1.9,-2.49,5.81,4755.5 +7726.3,12603,40177,1998,2059,63596,3.56,128.16,33.25,13.3,-16.6,19.09,4755.5 +8289.3,13262,40963,2281.1,2282,65509,11.57,911.36,82.65,331.55,189.24,229.08,4755.6 +7734.7,12674,39995,1999.8,2038,64309,-3.56,103.24,11.4,18.05,-9.13,39.84,4755.6 +7581.3,12504,39735,2043.4,2060,65009,-8.01,-82.77,1.9,4.75,1.66,-0.83,4755.6 +7476.4,12263,39956,1973.1,2019,64047,3.56,261.66,0.95,47.5,8.3,30.71,4755.7 +8040.9,12254,43004,1973.1,1962,65908,66.75,2028.3,136.8,912.95,507.13,597.6,4755.9 +7695,12490,40376,2065.7,2074,65273,36.49,623.89,25.65,256.5,144.42,152.72,4756 +7103,11727,39695,1885,1919,64376,36.49,415.63,32.3,220.4,157.7,175.13,4756.1 +7436.7,12262,39747,1990,2006,65015,-8.9,12.46,6.65,42.75,15.77,30.71,4756.1 +7740.5,12331,41139,1911.7,1951,64217,-32.04,16.02,-24.7,6.65,-4.15,-14.11,4756.1 +6534.1,10552,40582,2427.9,2428,65534,5.34,-97.01,-4.75,1.9,18.26,12.45,4756.2 +7666.1,12326,40760,1867.2,1910,64068,51.62,527.77,21.85,223.25,166,206.67,4756.3 +7385.8,12115,39953,1956.2,1991,64391,150.41,8680.2,371.45,2613.4,1074.8,1670,4756.3 +7355.9,11980,40240,1871.7,1900,64559,63.19,2047.9,136.8,867.35,511.28,619.18,4756.3 +7912,12418,41756,2006.1,2002,65669,71.2,1906.4,140.6,856.9,505.47,639.1,4756.4 +8842.5,13716,42250,2237.5,2244,65345,-3.56,160.2,-10.45,-1.9,3.32,9.13,4756.4 +8114.9,12450,42716,2019.4,2018,65582,19.58,32.93,19.95,11.4,24.07,17.43,4756.5 +7641.6,11659,42954,1888.6,1915,64632,8.01,307.94,24.7,94.05,85.49,102.92,4756.5 +7076.1,10702,43332,2598.8,2590,65759,0,-21.36,16.15,26.6,6.64,5.81,4756.5 +7560.7,11645,42550,1859.2,1897,64230,-12.46,137.06,10.45,90.25,69.72,78.02,4756.6 +7915.5,12307,42151,1918.8,1943,64721,0,217.16,3.8,12.35,13.28,9.96,4756.6 +8064.9,12493,42307,1944.7,1945,65524,39.16,2120,122.55,893,513.77,620.01,4756.6 +7535.7,12349,39992,1955.3,1993,64297,-20.47,61.41,-21.85,-11.4,-5.81,-11.62,4756.7 +6500.8,10493,40602,2325.6,2317,65778,31.15,936.28,58.9,394.25,306.27,329.51,4756.7 +3509.9,5853,39300,2807.9,2813,65418,351.55,19132,814.15,6089.5,2884.3,4849.7,4756.7 +8806.8,14297,40369,2228.6,2249,64940,-1.78,-15.13,5.7,1.9,4.15,6.64,4756.7 +7553.8,12503,39594,1974.9,1987,65137,20.47,-46.28,0.95,-2.85,4.15,1.66,4756.7 +7713.6,12614,40076,2079,2114,64452,7.12,103.24,-5.7,15.2,24.9,-9.13,4756.7 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+8035.5,12207,43140,1901.9,1935,64416,16.91,445.89,26.6,231.8,146.08,182.6,4766.1 +7653.3,11931,42039,1896.6,1915,64906,137.95,7788.4,323,2389.3,1091.4,1787,4766.2 +8132.5,12438,42850,1959.8,1958,65596,-13.35,131.72,-33.25,-0.95,-5.81,-15.77,4766.2 +5731,8531,44026,3064.3,3095,64885,2.67,132.61,1.9,71.25,38.18,24.9,4766.2 +8567.7,12622,44485,1965.1,1982,64978,14.24,-16.91,-4.75,-10.45,9.13,4.98,4766.2 +7855.7,11948,43089,1785.3,1804,64858,8.9,685.3,55.1,253.65,167.66,161.85,4766.2 +8441.2,12758,43361,2023,2038,65053,0,427.2,38.95,114,97.11,81.34,4766.2 +8655.9,12451,45560,1971.3,1955,66084,15.13,-39.16,16.15,-8.55,-18.26,-19.09,4766.3 +8218.3,12479,43160,2028.3,2011,66100,25.81,443.22,65.55,225.15,168.49,182.6,4766.4 +8624.5,12846,43999,2116.4,2158,64273,33.82,97.9,32.3,41.8,43.16,40.67,4766.4 +8236.9,12511,43147,1971.3,1979,65283,19.58,-86.33,2.85,-15.2,0,-11.62,4766.4 +8079.1,12533,42246,1967.8,1969,65496,-6.23,-2.67,-4.75,17.1,15.77,0,4766.5 +8162.4,12607,42431,1952.7,1967,65058,-24.03,30.26,29.45,23.75,3.32,6.64,4766.5 +7988.5,12298,42571,1942,1962,64867,8.01,329.3,34.2,128.25,87.15,91.3,4766.5 +8080.1,12523,42285,1909,1947,64259,14.24,141.51,46.55,17.1,11.62,18.26,4766.6 +7931.6,12382,41981,2016.7,2014,65625,13.35,-76.54,20.9,2.85,4.15,30.71,4766.6 +8072.8,12549,42159,1971.3,2005,64436,-18.69,423.64,-14.25,91.2,89.64,76.36,4766.6 +8049.2,12604,41853,1926,1996,63236,-15.13,11.57,-0.95,-7.6,-4.98,-4.15,4766.6 +7921.3,12420,41798,2034.5,2048,65105,119.26,7628.2,298.3,2265.8,1137.1,1882.4,4766.6 +8044.3,12377,42595,2041.7,2045,65429,5.34,189.57,27.55,116.85,97.11,87.98,4766.7 +7770.9,11938,42660,2015,2006,65829,36.49,550.91,51.3,258.4,168.49,170.98,4766.8 +7922.8,12216,42504,1866.3,1928,63440,24.03,406.73,38.95,136.8,109.56,100.43,4766.9 +8446.6,12502,44278,1966,1990,64746,13.35,-0.89,23.75,21.85,25.73,24.9,4766.9 +8740.1,12476,45912,1921.5,1928,65315,28.48,654.15,45.6,233.7,166.83,185.92,4766.9 +8741.1,12497,45840,2032.8,2033,65528,136.17,8779.8,361,2588.8,1043.3,1633.4,4766.9 +7935.1,12319,42214,1912.6,1931,64912,-22.25,50.73,4.75,-7.6,10.79,9.13,4766.9 +8210.9,12570,42809,1974.9,1994,64909,60.52,1828.9,115.9,895.85,483.06,556.93,4766.9 +5913.8,8870,43694,2351.4,2370,65021,40.94,936.28,55.1,367.65,304.61,348.6,4767 +7875.8,12179,42380,1708.8,1715,65299,11.57,412.96,55.1,197.6,158.53,167.66,4767 +8200.6,12647,42495,1972.2,2007,64401,4.45,8.01,-10.45,25.65,29.88,14.11,4767 +8935.2,12967,45159,1966.9,1991,64743,-16.02,-48.95,5.7,-28.5,-0.83,-0.83,4767.1 +8070.3,12411,42615,1989.2,2059,63313,7.12,80.1,4.75,18.05,-4.15,7.47,4767.1 +7813.5,12198,41980,1877.9,1906,64570,-8.01,76.54,-29.45,-1.9,-8.3,3.32,4767.1 +7829.7,12371,41478,1907.3,1975,63289,-16.02,-64.97,-38.95,1.9,-19.92,-15.77,4767.2 +9003.3,13483,43762,2256.1,2271,65107,26.7,748.49,42.75,392.35,224.1,228.25,4767.2 +7896.4,12494,41420,2094.2,2158,63598,-23.14,-36.49,27.55,-13.3,16.6,-8.3,4767.3 +8058.1,12384,42643,1976.7,1972,65692,-22.25,153.97,29.45,46.55,14.94,25.73,4767.4 +8052.7,12454,42375,1963.3,2006,64142,-0.89,370.24,17.1,113.05,77.19,70.55,4767.4 +8051.2,12191,43281,1889.5,1931,64127,9.79,299.93,21.85,42.75,39.84,33.2,4767.4 +8266.3,12368,43802,1878.8,1860,66198,3.56,12.46,-16.15,0,-5.81,2.49,4767.5 +8514.2,12507,44614,1955.3,1963,65280,2.67,61.41,-2.85,42.75,15.77,17.43,4767.6 +8364.3,12580,43574,1914.4,1936,64804,14.24,562.48,30.4,191.9,153.55,170.98,4767.6 +7642,12091,41422,1969.6,1979,65224,40.94,443.22,27.55,258.4,170.98,166,4767.6 +8159.5,12598,42446,2044.3,2038,65740,133.5,8876.9,338.2,2524.1,1116.3,1780.3,4767.6 +8318.2,12467,43727,1889.5,1895,65345,-11.57,144.18,-28.5,0,-9.96,24.07,4767.7 +7826.8,12250,41872,2012.3,2046,64456,-5.34,155.75,2.85,0,10.79,29.88,4767.7 +8715.1,13342,42809,2201.9,2222,64942,-14.24,185.12,0.95,34.2,-1.66,22.41,4767.7 +9165.5,14421,41652,2129.8,2165,64470,177.11,10519,417.05,3059.9,1501.5,2470.1,4767.7 +7806.2,12350,41424,1941.1,1982,64183,10.68,-49.84,26.6,1.9,-17.43,-14.94,4767.7 +7957.6,12230,42642,1894.8,1890,65703,-14.24,248.31,-22.8,89.3,65.57,82.17,4767.8 +8131.6,12658,42101,2021.2,2070,63991,32.04,-42.72,1.9,23.75,1.66,15.77,4767.9 +8003.2,12362,42428,1942.9,1982,64242,-12.46,209.15,17.1,14.25,24.07,25.73,4768 +8527.5,13125,42580,2304.2,2309,65400,-5.34,268.78,-4.75,58.9,59.76,48.14,4768 +8039.9,12302,42831,1897.5,1902,65380,50.73,1756.9,123.5,802.75,520.41,624.16,4768.1 +7934.1,12187,42666,1935.8,1967,64495,110.36,8605.4,338.2,2577.3,1087.3,1680.8,4768.1 +7198.1,11058,42660,2461.7,2486,64896,-4.45,-35.6,3.8,11.4,-10.79,8.3,4768.2 +8023.8,12375,42492,1917.9,1959,64163,-14.24,109.47,-20.9,-7.6,-8.3,13.28,4768.2 +7924.8,12303,42214,1848.5,1903,63660,7.12,208.26,0.95,10.45,21.58,20.75,4768.3 +8745.5,13486,42499,2285.5,2286,65522,35.6,427.2,74.1,179.55,136.12,142.76,4768.4 +7900.3,12055,42949,1881.5,1859,66328,-1.78,169.1,10.45,26.6,18.26,12.45,4768.4 +8146.3,12750,41872,1859.2,1866,65298,3.56,272.34,37.05,132.05,107.9,78.85,4768.5 +8232.5,12549,42993,2079,2065,65982,122.82,8707.8,349.6,2555.5,1070.7,1664.2,4768.5 +8755.3,13153,43624,2241,2209,66486,-9.79,113.03,19,34.2,17.43,10.79,4768.6 +7907.6,12162,42611,1980.3,1986,65346,58.74,1922.4,133.95,874.95,514.6,612.54,4768.7 +8229.5,12395,43512,1914.4,1915,65515,138.84,7718.1,326.8,2377.8,1101.4,1808.6,4768.7 +8288.8,12585,43164,2020.3,2009,65905,122.82,8589.4,340.1,2589.7,1077.3,1702.3,4768.7 +8436.8,12538,44099,1915.3,1934,64902,5.34,70.31,-20.9,-3.8,10.79,-1.66,4768.8 +8518.2,12403,45009,1902.8,1911,65255,-15.13,147.74,2.85,-1.9,8.3,21.58,4768.8 +8132,12471,42734,2016.7,2039,64821,-11.57,161.98,4.75,109.25,86.32,75.53,4768.8 +8109.5,12498,42524,2012.3,2038,64709,68.53,2074.6,137.75,871.15,537.84,636.61,4768.9 +8205.5,12614,42632,2049.7,2034,66041,-2.67,145.96,20.9,12.35,14.94,12.45,4768.9 +7730.2,12187,41570,1904.6,1931,64640,-5.34,113.03,3.8,87.4,89.64,86.32,4769 +8158,12502,42765,1951.8,1958,65327,-15.13,132.61,-4.75,-4.75,-0.83,-7.47,4769 +8129.6,12603,42274,2107.5,2139,64572,-28.48,125.49,-12.35,15.2,24.07,20.75,4769 +7707.7,12106,41726,1877.9,1882,65393,0,-70.31,-12.35,-8.55,4.15,-4.15,4769 +8380.5,13118,41868,2284.6,2302,65041,24.92,181.56,15.2,1.9,15.77,9.96,4769.1 +8472.1,13465,41235,2200.1,2233,64570,-24.92,-109.47,22.8,16.15,2.49,-1.66,4769.2 +7720.4,12066,41933,1929.5,1954,64715,-13.35,484.16,7.6,221.35,152.72,179.28,4769.3 +7633.7,12095,41363,1909,1915,65332,-8.9,18.69,16.15,42.75,8.3,29.88,4769.4 +7932.1,12481,41650,2012.3,2005,65774,-9.79,-33.82,18.05,47.5,-1.66,18.26,4769.4 +7942.4,12518,41581,2006.9,2018,65177,-32.04,277.68,-13.3,43.7,19.09,22.41,4769.4 +8120.8,12725,41823,2052.3,2053,65515,-5.34,154.86,29.45,112.1,88.81,81.34,4769.4 +7909.6,12387,41847,1929.5,1959,64550,-35.6,53.4,-15.2,-11.4,29.88,4.15,4769.5 +7848.8,12230,42059,2017.6,2022,65394,37.38,1917.9,121.6,894.9,509.62,592.62,4769.5 +8024.2,12352,42574,1974.9,1940,66715,0.89,8.01,-26.6,71.25,28.22,15.77,4769.5 +7748.9,12046,42158,1908.2,1914,65336,-17.8,371.13,-8.55,94.05,72.21,96.28,4769.6 +7796.9,12233,41770,1897.5,1885,65970,-29.37,-98.79,-19,7.6,-10.79,-3.32,4769.7 +8162.9,12706,42103,2014.1,2022,65279,3.56,282.13,11.4,104.5,86.32,95.45,4769.8 +8000.7,12211,42940,1890.4,1863,66498,-16.02,-109.47,-31.35,3.8,-19.09,-16.6,4769.8 +7979.7,12502,41830,2046.1,2050,65412,-6.23,296.37,45.6,92.15,63.08,80.51,4770 +8189.9,12538,42808,1975.8,1962,65997,54.29,2007.8,146.3,880.65,502.15,609.22,4770 +8259,12635,42838,2110.2,2091,66137,144.18,8139.9,361,2464.3,1126.3,1845.9,4770 +8191.3,12627,42514,2047,2051,65408,8.9,-39.16,7.6,0.95,20.75,12.45,4770 +7927.2,12384,41951,2006.9,2016,65242,-22.25,23.14,3.8,-6.65,-17.43,4.15,4770.1 +9337.4,14366,42596,2280.2,2298,65028,-6.23,625.67,14.25,153.9,126.16,112.88,4770.1 +7868.9,12130,42514,1854.8,1858,65422,-19.58,-21.36,6.65,31.35,7.47,29.05,4770.1 +7934.1,12331,42168,2059.5,2079,64920,137.06,7573,340.1,2299.9,1123.8,1856.7,4770.3 +8017.9,12250,42895,1965.1,1946,66180,16.02,69.42,19.95,0,3.32,14.11,4770.3 +8283,12478,43503,2092.4,2074,66117,12.46,437.88,30.4,114,84.66,86.32,4770.3 +6050,8851,44797,2305.1,2339,64586,79.21,3336.6,193.8,1491.5,1020.9,1272.4,4770.3 +8092.4,12199,43474,2044.3,2019,66358,16.91,144.18,15.2,39.9,39.84,22.41,4770.4 +4208.1,6028,45750,2835.5,2812,66085,61.41,1336.8,125.4,607.05,353.58,392.59,4770.4 +8032.1,12315,42744,1868.1,1919,63798,0.89,-52.51,6.65,-16.15,-12.45,-6.64,4770.5 +8577.9,12593,44641,1936.6,1937,65524,-8.9,-52.51,17.1,-14.25,3.32,-10.79,4770.5 +9059.1,13399,44309,2248.1,2231,66039,-11.57,128.16,0,-5.7,4.15,-9.96,4770.7 +8635.3,12866,43986,2054.1,2054,65540,14.24,-1.78,5.7,10.45,34.86,24.07,4770.9 +8318.2,12513,43566,2013.2,1989,66333,-16.02,268.78,38,125.4,84.66,79.68,4770.9 +6407.7,9395,44698,2515.1,2483,66384,-27.59,151.3,-12.35,19,27.39,-9.96,4770.9 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+8449.6,14324,38659,2127.1,2132,65385,27.59,-0.89,40.85,66.5,22.41,30.71,4860 +7166.3,12599,37277,2026.5,2067,64253,48.06,616.77,70.3,242.25,181.77,199.2,4860 +7926.2,13531,38390,2197.4,2267,63524,-27.59,-48.95,-19,-23.75,-15.77,-16.6,4860.1 +7372.5,12359,39094,1897.5,1943,64001,-28.48,8.9,5.7,-4.75,9.13,-9.13,4860.1 +7345.1,12320,39072,1941.1,1956,65036,-2.67,80.1,29.45,-10.45,6.64,-2.49,4860.1 +7454.9,12431,39302,1930.4,1995,63414,-7.12,580.28,22.8,192.85,155.21,173.47,4860.2 +7082.5,11943,38864,1762.2,1811,63770,-16.91,58.74,18.05,-30.4,0,10.79,4860.2 +7340.2,11907,40400,1906.4,1911,65378,-5.34,288.36,20.9,114,102.92,89.64,4860.3 +7377.4,12082,40017,1900.2,1926,64656,12.46,-65.86,-4.75,1.9,39.84,33.2,4860.3 +7557.8,12294,40288,1921.5,1938,64978,-10.68,-105.02,0.95,-1.9,-12.45,-0.83,4860.3 +7915,12502,41491,1957.1,1970,65107,24.03,190.46,19.95,96.9,68.06,83,4860.3 +8177.1,12631,42427,2034.5,2051,65010,-5.34,-97.9,-16.15,4.75,2.49,-9.96,4860.3 +8007.1,12459,42118,1917.9,1931,65093,-3.56,153.08,28.5,124.45,85.49,55.61,4860.3 +5002.9,7835,41847,2313.1,2315,65482,104.13,3605.4,249.85,1680.5,1085.6,1327.2,4860.4 +8222.7,12638,42640,1983.8,1994,65201,146.85,8413.2,369.55,2608.7,1079,1716.4,4860.4 +8274.6,12811,42330,2005.2,2043,64322,144.18,7489.4,326.8,2322.8,1109.7,1811.9,4860.5 +8111.5,12458,42671,1963.3,1962,65581,54.29,1958.9,135.85,917.7,525.39,592.62,4860.5 +7720.4,12262,41263,1979.4,2002,64795,9.79,-9.79,-11.4,3.8,11.62,16.6,4860.6 +7966.4,13298,39261,2275.7,2258,66051,4.45,49.84,18.05,-10.45,16.6,-4.98,4860.7 +7612.6,12974,38454,2771.5,2782,65288,203.81,11505,451.25,3510.3,1747.2,2875.1,4860.7 +7107,12305,37851,1981.1,1985,65409,27.59,517.98,35.15,240.35,188.41,171.81,4860.7 +7274.1,12309,38729,2047.9,2038,65854,10.68,461.91,15.2,246.05,180.94,171.81,4860.9 +7651.4,12453,40267,2005.2,1985,66202,19.58,195.8,21.85,15.2,25.73,18.26,4860.9 +7470.1,12296,39814,1837.8,1884,63931,22.25,178.89,4.75,91.2,51.46,73.04,4860.9 +7521,12339,39946,1919.7,1959,64222,34.71,1787.1,123.5,821.75,507.96,629.97,4860.9 +7645.5,12487,40126,1995.4,2039,64134,26.7,558.92,33.25,330.6,154.38,192.56,4861 +8909.7,13707,42599,2453.7,2479,64868,6.23,123.71,7.6,60.8,20.75,19.92,4861 +7683.2,12270,41037,1956.2,1966,65210,157.53,7601.5,314.45,2502.3,1118.8,1855,4861.1 +7178,11830,39765,1992.7,1986,65757,59.63,1859.2,99.75,834.1,474.76,579.34,4861.1 +5127.4,8339,40296,2890.7,2915,64990,4.45,144.18,-24.7,0,-4.98,-6.64,4861.2 +7233.9,12055,39326,1858.3,1859,65512,18.69,-123.71,-15.2,-3.8,-4.98,-16.6,4861.2 +7658.7,13270,37824,1932.2,1922,65883,69.42,2065.7,130.15,971.85,552.78,670.64,4861.3 +6688,11787,37185,1893,1919,64649,145.07,7498.3,326.8,2234.4,1100.6,1836.8,4861.4 +6607.6,11957,36216,1942,1957,65033,-4.45,-50.73,-21.85,-5.7,-19.09,5.81,4861.4 +6772.3,12239,36263,1920.6,1995,63093,-44.5,150.41,0.95,11.4,-1.66,13.28,4861.4 +6646.4,11991,36325,2021.2,2039,64964,14.24,-8.9,-5.7,59.85,43.99,24.9,4861.5 +6964.4,12103,37711,1897.5,1911,65072,12.46,479.71,38.95,128.25,107.07,112.88,4861.5 +7146.6,12158,38523,1993.6,2030,64361,8.9,34.71,-20.9,-8.55,33.2,5.81,4861.6 +7488.7,12323,39826,1910.8,1939,64584,0,-78.32,21.85,-3.8,22.41,-3.32,4861.7 +7543.1,12206,40500,1940.2,1950,65207,125.49,8091.9,335.35,2522.3,1116.3,1794.5,4861.7 +7319.1,12039,39843,1933.1,1939,65336,-9.79,-98.79,-10.45,0,-0.83,-3.32,4861.8 +7534.2,12344,40000,1926,1964,64267,-17.8,82.77,-1.9,29.45,19.09,14.94,4861.8 +7020.2,12044,38200,1934.9,1948,65094,1.78,-78.32,0.95,34.2,24.9,0,4861.8 +7315.2,12329,38885,1953.5,1961,65287,-13.35,57.85,11.4,12.35,3.32,-2.49,4861.9 +6700.3,11893,36922,1837.8,1873,64306,-3.56,151.3,-8.55,5.7,-11.62,-4.98,4861.9 +6841.9,12006,37347,1881.5,1890,65240,-17.8,-49.84,16.15,41.8,-4.15,6.64,4861.9 +7433.3,13101,37184,2365.6,2409,64356,66.75,2876.5,217.55,1306.3,754.47,910.51,4861.9 +7986.5,13982,37434,2248.1,2266,65019,172.66,10372,435.1,3122.6,1361.2,2134.8,4862 +6688,12039,36407,1902.8,1911,65255,44.5,1864.5,150.1,886.35,525.39,615.03,4862 +6812,12202,36587,2104.8,2122,65006,8.01,372.91,18.05,102.6,103.75,81.34,4862 +6539.1,11818,36262,1988.3,2010,64827,16.91,273.23,23.75,69.35,95.45,92.13,4862 +6554.2,11802,36395,1865.4,1882,64959,-18.69,190.46,-3.8,33.25,25.73,18.26,4862 +6943.3,12287,37034,2020.3,2027,65319,-14.24,191.35,5.7,13.3,1.66,13.28,4862.1 +8456.9,14021,39529,2157.4,2145,65914,0,392.49,37.05,146.3,106.24,120.35,4862.1 +7351,12285,39215,2317.6,2301,66008,118.37,8535.1,367.65,2543.1,1105.6,1748,4862.2 +7705.3,12346,40902,1923.3,1934,65173,49.84,1839.6,114.95,868.3,515.43,610.88,4862.2 +8240.3,12928,41773,2160,2179,64965,126.38,9206.2,332.5,2672.3,1152,1826,4862.3 +6604.7,10427,41512,2757.2,2783,64929,224.28,12681,513.95,3876,1937.2,3252.8,4862.3 +7644,12142,41258,1872.6,1870,65626,-7.12,-80.1,-10.45,-6.65,-37.35,-6.64,4862.3 +8076.7,12923,40959,2376.3,2367,65793,-2.67,-79.21,-3.8,-14.25,-5.81,11.62,4862.5 +7358.3,12210,39495,1974.9,1970,65699,15.13,424.53,51.3,201.4,185.92,177.62,4862.5 +7475.9,12250,39995,1945.5,1934,65927,-3.56,136.17,9.5,0.95,-4.15,-3.32,4862.6 +7361.8,12140,39741,1924.2,1928,65406,9.79,-67.64,19,12.35,12.45,14.94,4862.6 +8104.6,13559,39173,2395,2403,65318,56.96,2992.2,208.05,1283.4,721.27,893.08,4862.6 +7471.5,13023,37599,2154.7,2175,64924,40.94,1872.6,142.5,861.65,483.89,594.28,4862.7 +7441.6,12361,39454,1937.5,1961,64752,-15.13,127.27,1.9,17.1,6.64,15.77,4862.8 +7563.2,12247,40472,1968.7,1987,64932,-24.03,-51.62,-6.65,-0.95,-13.28,19.09,4862.8 +6871.3,10671,42200,2347.8,2363,65115,56.96,3449.6,211.85,1558,927.11,1107.2,4862.8 +7875.3,12518,41230,1974.9,2006,64520,-7.12,178,-7.6,15.2,14.11,4.15,4862.9 +7687.6,12362,40755,1937.5,1978,64195,0,117.48,26.6,-19.95,10.79,14.11,4862.9 +8033.1,12670,41551,2000.7,2026,64718,-9.79,-77.43,-24.7,15.2,27.39,-6.64,4862.9 +6906.1,11941,37903,2055,2069,65093,16.91,445,36.1,224.2,179.28,190.07,4863.2 +6912.9,11970,37848,2013.2,2022,65250,-18.69,9.79,-8.55,10.45,9.96,-13.28,4863.2 +6781.6,11814,37620,1886.8,1906,64876,30.26,1778.2,117.8,882.55,478.08,532.03,4863.2 +6927.1,12150,37364,1968.7,1970,65492,7.12,159.31,-10.45,32.3,24.07,2.49,4863.3 +7037.4,12179,37869,2049.7,2051,65494,123.71,8720.2,341.05,2615.3,1103.9,1742.2,4863.4 +5819.7,10019,38068,2977.9,2931,66586,35.6,1025.3,93.1,481.65,291.33,317.89,4863.5 +7751.8,12590,40351,1999.8,2030,64562,-8.01,212.71,-7.6,37.05,13.28,16.6,4863.5 +7328.9,12466,38530,2014.1,2018,65408,17.8,-38.27,16.15,26.6,22.41,11.62,4863.6 +6254.4,10210,40146,1953.5,1942,65926,133.5,8064.3,309.7,2379.8,906.36,1425.1,4863.6 +7972.8,12367,42250,1893.9,1903,65223,-7.12,36.49,-6.65,-14.25,-16.6,9.96,4863.6 +7953.2,12532,41591,1978.5,1972,65751,-10.68,187.79,-29.45,11.4,5.81,3.32,4863.6 +3999.4,6194,42316,3018.9,2950,67066,137.95,4911,328.7,2320.8,1338.8,1598.6,4863.6 +7479.4,11946,41032,1940.2,1962,64808,95.23,1651.8,99.75,834.1,665.66,685.58,4863.6 +8158.5,12514,42726,2032.8,2006,66410,5.34,347.99,1.9,119.7,77.19,82.17,4863.7 +7733.7,12459,40680,2099.5,2095,65677,103.24,8109.7,346.75,2412.1,1152,1893.2,4863.7 +7988,12307,42537,1928.6,1939,65186,8.9,630.12,19.95,206.15,141.93,153.55,4863.7 +7520,12450,39585,1966.9,1990,64775,-14.24,-87.22,-36.1,-23.75,-9.96,-16.6,4863.7 +7361.8,12267,39330,1939.3,1947,65277,-4.45,-60.52,-19.95,-23.75,-13.28,-10.79,4863.8 +7749.4,12362,41082,1975.8,1982,65331,56.07,1901.9,112.1,849.3,497.17,581,4863.8 +7147.6,12170,38490,1985.6,1978,65787,129.05,8164.9,307.8,2384.5,1142.1,1819.4,4864 +7333.3,12163,39513,1918.8,1891,66501,-0.89,-97.9,8.55,24.7,2.49,7.47,4864.1 +7647.4,12449,40259,2082.6,2101,64962,123.71,7500.9,308.75,2218.3,1122.2,1856.7,4864.2 +8124.7,12607,42235,2175.2,2187,65181,18.69,470.81,37.05,237.5,177.62,171.81,4864.2 +8427.5,12806,43129,2045.2,2038,65768,-17.8,248.31,0.95,53.2,34.03,8.3,4864.3 +7332.4,11355,42319,2475.1,2495,65013,22.25,865.08,36.1,419.9,293.82,304.61,4864.4 +8857.2,14219,40823,2071,2123,63932,0,195.8,7.6,57.95,43.99,24.07,4864.4 +7844.9,12419,41398,1983.8,2003,64908,-7.12,18.69,4.75,20.9,22.41,25.73,4864.5 +7328.4,11215,42824,2437.7,2459,64969,-12.46,-101.46,38,-16.15,-0.83,8.3,4864.5 +7465.1,12396,39467,1955.3,1948,65783,81.88,1670.5,114.95,775.2,622.5,686.41,4864.5 +7198.6,12206,38650,1948.2,1978,64549,61.41,1674.1,123.5,796.1,528.71,665.66,4864.6 +4622.2,7762,39026,3155.9,3138,65911,27.59,328.41,38,64.6,64.74,57.27,4864.7 +4603.1,7928,38051,2945,2952,65381,14.24,264.33,7.6,31.35,33.2,27.39,4864.7 +7570,12426,39925,2017.6,2046,64627,0.89,120.15,-21.85,2.85,9.13,9.96,4864.7 +7457.3,12435,39302,2015.8,2035,64919,67.64,1519.2,95,714.4,586.81,663.17,4864.8 +7445.1,12318,39610,1983.8,1994,65201,-12.46,196.69,-19.95,-10.45,-7.47,10.79,4864.8 +7331.9,11717,41009,2006.1,2001,65702,56.96,1610,86.45,734.35,498.83,610.05,4864.8 +8247.2,12986,41621,2234.8,2218,66032,28.48,660.38,50.35,316.35,234.89,247.34,4864.8 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+8000.7,12386,42333,1998,2018,64888,16.02,230.51,40.85,6.65,24.07,25.73,4903.1 +8193.3,12475,43043,1954.4,1963,65250,1.78,-63.19,16.15,-12.35,19.09,2.49,4903.1 +8411.8,12912,42695,2150.2,2144,65727,46.28,187.79,14.25,92.15,75.53,48.97,4903.1 +8054.1,12486,42274,1895.7,1906,65182,47.17,2087.9,108.3,828.4,512.11,588.47,4903.2 +7960.5,12326,42325,1893,1922,64548,14.24,420.97,3.8,95.95,95.45,84.66,4903.2 +8031.1,12318,42728,1981.1,2030,63959,-4.45,207.37,9.5,2.85,-1.66,6.64,4903.2 +8096.3,12347,42974,1957.1,1935,66285,14.24,-66.75,-23.75,37.05,0.83,-1.66,4903.3 +9345.8,14504,42229,2132.4,2172,64342,-19.58,-97.9,14.25,-5.7,-30.71,-5.81,4903.4 +8251.6,12706,42561,2135.1,2162,64721,140.62,8998.8,379.05,2660,1073.2,1698.2,4903.4 +7893.4,12126,42661,1836.1,1882,63937,-20.47,-106.8,12.35,-19.95,-8.3,4.15,4903.5 +7772.9,11907,42782,1937.5,1971,64423,26.7,403.17,14.25,225.15,155.21,165.17,4903.5 +8147.2,12379,43132,1925.1,1935,65200,-4.45,-40.05,34.2,18.05,19.92,0.83,4903.5 +8522.1,12742,43832,3538.6,3542,65474,-26.7,453.01,27.55,107.35,90.47,84.66,4903.6 +8264.3,12601,42982,1946.4,1981,64392,-18.69,121.04,0.95,19.95,18.26,1.66,4903.7 +8197.7,12535,42860,1975.8,2007,64517,113.03,8490.6,338.2,2589.7,1120.5,1806.9,4903.7 +9590.3,14646,42913,2117.3,2150,64540,-24.92,-57.85,11.4,2.85,-5.81,-10.79,4903.7 +7522,11290,43664,2477.8,2506,64797,-15.13,306.16,6.65,32.3,45.65,31.54,4903.7 +9636.8,14596,43269,2175.2,2196,64914,158.42,11404,475.95,3480.8,1476.6,2329,4903.7 +8157,12362,43244,1956.2,1962,65343,-12.46,9.79,6.65,-28.5,-9.96,0.83,4903.7 +9443.8,14446,42843,2294.4,2366,63553,109.47,9046.8,337.25,2689.4,1312.2,2209.5,4903.7 +9607.4,14651,42975,2127.1,2191,63625,56.96,2128.9,170.05,996.55,630.8,782.69,4903.8 +7362.3,11051,43661,2410.1,2447,64548,-13.35,163.76,11.4,15.2,13.28,28.22,4903.8 +8227.1,12429,43380,1954.4,1997,64139,-10.68,105.02,-8.55,12.35,-5.81,1.66,4903.9 +8517.2,12759,43748,2042.5,2071,64636,7.12,146.85,26.6,80.75,72.21,112.05,4903.9 +8157.5,12212,43778,1961.6,1988,64664,-12.46,102.35,-12.35,9.5,19.09,26.56,4903.9 +8328,12571,43416,2022.1,2047,64738,-11.57,72.98,11.4,19,14.11,29.05,4904.1 +9568.7,14386,43591,2008.7,2034,64722,2.67,-88.11,17.1,17.1,6.64,-4.15,4904.2 +8176.1,12370,43317,2112.9,2130,65009,-16.02,358.67,30.4,130.15,130.31,96.28,4904.2 +8224.7,12499,43124,2052.3,2035,66094,16.02,417.41,57,237.5,185.92,184.26,4904.2 +8336.9,12375,44151,1921.5,1955,64413,-14.24,190.46,0.95,16.15,6.64,13.28,4904.2 +8223.7,12539,42982,1917.9,1947,64558,13.35,263.44,28.5,75.05,108.73,95.45,4904.2 +9282.6,13722,44333,2307.8,2318,65247,-3.56,-84.55,-19.95,0,-14.11,-14.11,4904.3 +8303,12286,44290,1819.2,1838,64864,-8.9,55.18,0,5.7,12.45,4.15,4904.4 +8538.7,12549,44593,1994.5,1969,66384,8.01,199.36,8.55,126.35,87.15,85.49,4904.5 +8350.6,12233,44737,1941.1,1949,65270,32.04,441.44,34.2,238.45,162.68,165.17,4904.5 +8351.1,12339,44355,1914.4,1895,66207,55.18,575.83,20.9,210.9,170.98,192.56,4904.5 +8485.8,12819,43383,1975.8,2003,64646,13.35,594.52,30.4,225.15,161.02,166.83,4904.6 +8280,12539,43276,1898.4,1915,64967,62.3,1801.4,123.5,845.5,519.58,637.44,4904.7 +8424.6,12764,43255,2014.1,2008,65734,24.92,485.05,35.15,282.15,180.94,171.81,4904.7 +8173.2,12330,43442,1992.7,1978,66023,57.85,2127.1,124.45,865.45,483.06,607.56,4904.7 +8082.6,12222,43340,1997.2,2010,65117,51.62,1886.8,131.1,839.8,529.54,627.48,4904.7 +8534.3,12966,43136,1982,2018,64368,4.45,359.56,16.15,103.55,87.15,85.49,4904.8 +8682.8,12802,44449,2113.8,2070,66921,129.94,8399.8,361,2636.3,1128.8,1791.1,4904.9 +8768.5,12603,45597,1885.9,1915,64540,11.57,672.84,51.3,247.95,172.64,192.56,4904.9 +8537.3,12596,44419,1945.5,1904,66966,19.58,175.33,40.85,39.9,40.67,31.54,4905 +8736.2,12634,45317,2193.8,2206,65175,132.61,7863.1,356.25,2475.7,1157.8,1865.8,4905 +8353.5,12506,43775,1978.5,1982,65419,0,-48.06,1.9,11.4,-2.49,9.96,4905 +8470.6,12333,45012,1950.9,1945,65734,-20.47,-53.4,-4.75,5.7,19.92,0,4905 +8123.7,12554,42408,2077.3,2110,64519,54.29,1670.5,105.45,735.3,503.81,621.67,4905.2 +8127.6,12326,43214,2015.8,1986,66521,-11.57,30.26,47.5,19.95,24.9,31.54,4905.2 +7963.5,12123,43050,1962.4,1967,65384,3.56,439.66,7.6,139.65,76.36,86.32,4905.2 +8090.4,12439,42625,1915.3,1943,64601,-12.46,105.91,10.45,110.2,81.34,75.53,4905.3 +8018.4,12294,42744,1853.9,1910,63610,-21.36,-69.42,-30.4,-0.95,-9.96,-7.47,4905.3 +8168.8,12642,42347,2087.9,2102,65098,97.01,8209.4,305.9,2373.1,1121.3,1815.2,4905.4 +4172.8,6407,42683,1625.1,1639,64982,8.9,28.48,14.25,85.5,37.35,61.42,4905.5 +7882.1,12096,42705,1891.3,1892,65510,-32.04,-144.18,-30.4,-2.85,-29.88,-25.73,4905.5 +8109.5,12242,43413,1987.4,2018,64541,123.71,8051.8,322.05,2347.4,1134.6,1860,4905.6 +8353,12519,43727,1971.3,1955,66084,8.01,614.1,34.2,225.15,190.9,195.88,4905.6 +8558.8,13147,42665,1920.6,1967,63991,15.13,656.82,52.25,208.05,163.51,169.32,4905.7 +3909.7,5712,44858,2565.9,2596,64775,27.59,411.18,41.8,247.95,210.82,202.52,4905.8 +8168.8,12362,43306,1953.5,1966,65121,16.91,-85.44,21.85,16.15,9.13,2.49,4905.8 +8282.5,12475,43511,2077.3,2091,65105,154.86,8595.6,367.65,2562.1,1148.7,1810.2,4905.9 +4068.5,5859,45508,2896.9,2871,66128,66.75,571.38,61.75,318.25,262.28,264.77,4905.9 +8304,12627,43099,1990.9,1987,65666,41.83,-48.06,32.3,32.3,28.22,13.28,4905.9 +8633.8,12854,44019,1974.9,2002,64649,30.26,600.75,41.8,259.35,177.62,183.43,4905.9 +9481,14495,42866,2127.1,2143,65050,186.01,10397,427.5,3274.6,1534.7,2493.3,4906 +8166.8,12442,43017,1965.1,1934,66591,56.96,1857.4,150.1,810.35,511.28,613.37,4906.1 +9377.1,14274,43053,2140.4,2130,65858,1.78,11.57,35.15,10.45,19.92,22.41,4906.1 +8345.7,12230,44721,1966,1970,65403,0.89,-78.32,22.8,-10.45,-21.58,-1.66,4906.1 +9600.1,13702,45917,3095.4,3126,64895,3.56,860.63,47.5,303.05,219.12,261.45,4906.2 +8239.8,12318,43839,1909.9,1930,64855,-18.69,271.45,11.4,41.8,14.11,29.88,4906.2 +4908.8,6730,47802,1659.8,1674,64982,-10.68,51.62,15.2,-9.5,-18.26,0,4906.3 +9390.4,13683,44976,2274.8,2259,65996,-4.45,546.46,17.1,138.7,101.26,113.71,4906.3 +8343.2,12532,43631,1994.5,1984,65883,30.26,140.62,21.85,40.85,59.76,24.9,4906.3 +8491.7,12428,44779,1872.6,1900,64590,-4.45,-91.67,12.35,24.7,-1.66,17.43,4906.3 +8075.2,12498,42344,2022.1,2018,65669,127.27,7986,338.2,2382.6,1099.8,1760.4,4906.4 +7873.8,12182,42359,1937.5,1942,65385,40.05,510.86,64.6,228.95,171.81,207.5,4906.5 +7974.3,12299,42491,1959.8,1951,65831,30.26,-42.72,1.9,34.2,7.47,-2.49,4906.5 +8046.8,12147,43414,1926.8,1955,64592,-0.89,239.41,17.1,98.8,66.4,89.64,4906.5 +8260.9,12525,43225,1915.3,1945,64535,107.69,8751.4,314.45,2416.8,1043.3,1660,4906.5 +3928.3,5750,44773,2621.1,2614,65713,6.23,571.38,18.05,300.2,220.78,224.1,4906.6 +8017.9,12232,42958,1898.4,1928,64529,-9.79,136.17,-2.85,38.95,-3.32,17.43,4906.7 +8913.6,12415,47053,1824.5,1835,65161,32.93,214.49,16.15,29.45,8.3,3.32,4906.8 +8392.7,12791,43001,2001.6,2023,64843,19.58,427.2,27.55,125.4,94.62,100.43,4906.9 +9215.4,12702,47547,2047,2030,66085,16.02,45.39,10.45,16.15,2.49,5.81,4906.9 +7722.9,12034,42058,1935.8,1926,65868,31.15,27.59,-4.75,25.65,10.79,17.43,4907 +8221.2,12221,44087,1917.9,1929,65161,15.13,463.69,39.9,252.7,156.04,193.39,4907 +8369.7,12730,43088,1983.8,2014,64554,56.07,1923.3,159.6,906.3,495.51,629.14,4907.1 +7759.6,12163,41810,1857.4,1875,64922,12.46,94.34,38.95,17.1,7.47,20.75,4907.1 +7860.6,12419,41481,2016.7,2071,63819,32.04,1903.7,97.85,789.45,474.76,620.01,4907.1 +8033.1,12500,42116,2009.6,2052,64182,-16.02,11.57,2.85,-0.95,-9.13,-7.47,4907.1 +7892.9,12292,42082,1884.1,1952,63257,-24.92,242.97,-31.35,28.5,12.45,-6.64,4907.3 +7991.9,12551,41730,1942,1991,63922,5.34,-97.01,19.95,-10.45,-10.79,6.64,4907.3 +8029.6,12387,42482,2018.5,2039,64878,15.13,72.98,21.85,10.45,6.64,-1.66,4907.4 +8088.4,12550,42238,2017.6,2050,64501,128.16,8901.8,337.25,2695.1,1086.5,1726.4,4907.4 +8560.3,13179,42568,2249.9,2271,64928,9.79,51.62,15.2,-4.75,-10.79,2.49,4907.4 +7911.1,12272,42247,1974.9,1984,65236,-8.01,-24.03,-2.85,-11.4,-13.28,-5.81,4907.5 +7877.2,12283,42029,1884.1,1935,63813,16.91,461.02,39.9,222.3,175.96,172.64,4907.5 +8082.1,12551,42201,2022.1,2019,65636,24.03,-73.87,29.45,21.85,14.11,3.32,4907.6 +7663.6,11969,41962,1901,1893,65814,143.29,8653.5,366.7,2535.6,1020.9,1619.3,4907.6 +8509.3,13070,42668,2397.7,2410,65200,194.91,12914,548.15,4014.7,1509.8,2368.8,4907.6 +7987,12398,42219,1996.3,1978,66141,-1.78,1.78,12.35,63.65,29.05,16.6,4907.6 +8130.1,12260,43459,1880.6,1856,66404,1.78,-80.1,16.15,23.75,-3.32,-2.49,4907.6 +5596.8,8519,43056,2761.7,2723,66467,116.59,3778.1,286.9,1792.7,1104.7,1311.4,4907.6 +8103.1,12594,42167,1957.1,1970,65107,11.57,64.08,27.55,0,17.43,12.45,4907.6 +8228.6,12395,43507,1915.3,1935,64868,48.95,1966,123.5,903.45,486.38,591.79,4907.7 +7964,12478,41828,1982.9,2046,63515,8.01,347.99,36.1,201.4,151.89,169.32,4907.7 +4143.9,5919,45882,2759.9,2747,65844,293.7,20280,800.85,5859.6,2490.8,3957.4,4907.8 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+8313.3,13387,40698,2315.8,2363,64226,0,498.4,37.05,168.15,126.16,126.99,4953.7 +7665.6,12454,40338,2009.6,2050,64245,-18.69,17.8,-28.5,20.9,-10.79,10.79,4953.7 +7721.4,12535,40369,2026.5,2067,64253,-5.34,3.56,-3.8,-4.75,-19.09,-2.49,4953.8 +7723.9,12503,40486,1985.6,2023,64324,52.51,1944.7,119.7,893,495.51,615.86,4953.8 +7482.8,12153,40352,1881.5,1897,64999,24.03,222.5,24.7,113.05,76.36,92.96,4953.9 +7777.8,12452,40935,1929.5,1956,64649,-3.56,147.74,-5.7,15.2,-31.54,3.32,4953.9 +9228.7,14577,41491,2129.8,2161,64589,31.15,567.82,11.4,279.3,190.07,215.8,4954 +8055.6,12573,41989,2045.2,2045,65543,20.47,226.06,-1.9,53.2,9.13,33.2,4954.2 +7723.9,12590,40206,1999.8,2046,64057,22.25,373.8,25.65,123.5,92.13,95.45,4954.4 +8070.3,12927,40914,2192.1,2203,65211,68.53,1949.1,121.6,905.35,537.01,662.34,4954.4 +7741.5,12650,40107,2101.3,2138,64411,15.13,22.25,21.85,31.35,16.6,-1.66,4954.4 +8959.2,14567,40307,2214.3,2263,64126,13.35,281.24,5.7,113.05,103.75,112.05,4954.5 +7576.4,12150,40866,1788.9,1846,63509,-0.89,399.61,-10.45,95,38.18,77.19,4954.6 +8704.9,13399,42576,2316.7,2355,64469,74.76,2589.9,180.5,1253,739.53,927.94,4954.6 +8635.8,12605,44899,1824.5,1849,64668,31.15,533.11,20.9,214.7,136.95,165.17,4954.7 +8461.8,12511,44325,1860.1,1903,64059,26.7,420.97,19.95,198.55,142.76,168.49,4954.7 +8402.5,12450,44230,1874.3,1894,64856,48.06,1768.4,108.3,773.3,495.51,628.31,4954.7 +8714.7,12375,46151,1862.8,1879,64970,26.7,413.85,29.45,90.25,96.28,97.11,4954.8 +8615.7,12222,46198,2144.9,2110,66620,24.03,-106.8,3.8,-9.5,-7.47,10.79,4954.8 +10105,14830,44657,2304.2,2282,66174,9.79,-80.99,-0.95,-1.9,-8.3,5.81,4954.8 +7909.6,12223,42409,1950.9,1963,65131,23.14,-98.79,4.75,15.2,3.32,-1.66,4954.9 +7836.1,12075,42530,2000.7,2011,65201,80.1,2062.1,155.8,844.55,556.1,689.73,4954.9 +7649.4,12242,40950,2055.9,2066,65216,129.94,7501.8,304,2239.1,1118.8,1875,4954.9 +7657.7,12474,40232,2033.7,2074,64261,32.04,210.93,-0.95,53.2,31.54,44.82,4955 +7834.1,12527,40985,2015.8,2091,63181,132.61,8694.4,358.15,2651.4,1100.6,1742.2,4955 +7789,12563,40632,1979.4,2039,63619,-24.92,86.33,-25.65,-29.45,-28.22,-38.18,4955.2 +6738,10661,41420,2321.1,2353,64648,-20.47,534,21.85,162.45,152.72,156.87,4955.2 +8483.4,12658,43922,2026.5,2034,65295,-27.59,435.21,13.3,97.85,103.75,73.04,4955.3 +3706.4,5650,42991,3273.4,3257,65866,297.26,21340,790.4,6092.4,2606.2,4150.8,4955.5 +7904.2,12436,41654,2009.6,2016,65329,22.25,578.5,57.95,224.2,159.36,172.64,4955.6 +7597.9,12265,40598,1972.2,2013,64209,55.18,1819.2,115.9,866.4,496.34,586.81,4955.6 +7566.6,12106,40962,1943.8,1962,64927,27.59,2011.4,112.1,817,477.25,598.43,4955.6 +7870.9,12327,41845,2047,2087,64280,-1.78,-16.91,11.4,38,21.58,1.66,4955.7 +7707.2,12002,42085,1862.8,1926,63384,-24.03,239.41,-21.85,37.05,-3.32,-3.32,4955.7 +7942.9,12587,41356,2002.5,2031,64616,54.29,1979.4,136.8,887.3,586.81,667.32,4955.8 +7515.1,11870,41492,1853,1860,65289,65.86,1655.4,147.25,823.65,521.24,627.48,4955.8 +9115,14318,41721,2117.3,2106,65888,5.34,71.2,2.85,13.3,24.07,0.83,4955.8 +9142.4,13259,45189,2335.4,2395,63904,8.01,56.96,14.25,21.85,29.05,22.41,4955.9 +8229.5,12499,43150,1916.2,1907,65851,7.12,127.27,6.65,-6.65,19.92,23.24,4955.9 +9618.7,13743,45869,2272.2,2283,65225,18.69,281.24,23.75,179.55,117.03,125.33,4956 +9203.2,12729,47383,1939.3,1965,64679,12.46,244.75,-0.95,46.55,51.46,31.54,4956.1 +9440.3,13358,46315,2272.2,2318,64240,11.57,102.35,4.75,22.8,-4.15,14.11,4956.1 +8497.1,12272,45377,2066.6,2084,64988,-10.68,339.98,17.1,106.4,71.38,83.83,4956.2 +9549.6,14304,43753,2039,2036,65632,-5.34,-99.68,24.7,-26.6,18.26,8.3,4956.2 +7798.8,12466,41000,1990.9,2002,65174,-1.78,326.63,38,113.05,110.39,87.98,4956.3 +7839.5,12520,41036,2057.7,2088,64584,-18.69,378.25,20.9,80.75,98.77,91.3,4956.3 +5254.8,8182,42089,3137.3,3142,65437,-22.25,170.88,16.15,-22.8,33.2,4.15,4956.3 +7936,12362,42072,2056.8,2042,66011,-4.45,56.96,12.35,-9.5,27.39,19.09,4956.4 +8222.2,13045,41307,2285.5,2293,65322,-13.35,207.37,10.45,44.65,41.5,34.86,4956.4 +8059.5,12833,41159,2102.2,2117,65077,117.48,7824,333.45,2432,1149.5,1864.2,4956.4 +7940.5,12456,41778,1982.9,1996,65107,-2.67,-84.55,23.75,33.25,27.39,15.77,4956.4 +8150.7,12645,42243,2004.3,2021,64994,-5.34,-73.87,2.85,-1.9,8.3,6.64,4956.5 +8583.8,12742,44149,2047.9,2082,64462,137.06,8754.9,317.3,2604.9,1128.8,1785.3,4956.5 +8755.3,12793,44852,2012.3,2025,65125,109.47,8538.7,312.55,2555.5,1070.7,1689,4956.5 +8718.1,12770,44741,2008.7,2038,64595,-15.13,-82.77,-13.3,-2.85,-6.64,0.83,4956.5 +9187.5,13058,46111,2087.1,2098,65194,24.92,452.12,41.8,238.45,177.62,180.94,4956.6 +9113,12782,46724,1967.8,1982,65066,-0.89,10.68,-2.85,-9.5,25.73,18.26,4956.7 +9008.7,12356,47782,1875.2,1872,65649,0.89,520.65,49.4,190,164.34,190.07,4956.7 +9482,13162,47213,1917.9,1962,64065,-12.46,-96.12,12.35,-27.55,-16.6,1.66,4956.7 +10373,14410,47177,2135.1,2122,65941,15.13,629.23,19.95,324.9,211.65,231.57,4956.7 +9084.1,12928,46050,2042.5,2064,64855,8.9,55.18,-8.55,32.3,19.92,12.45,4956.8 +8868,12576,46213,1933.1,1952,64901,0,341.76,-2.85,114.95,78.02,74.7,4956.8 +7854.2,12656,40671,1968.7,1984,65030,24.92,688.86,62.7,217.55,166,172.64,4956.9 +7694.5,12318,40937,2011.4,1994,66108,40.05,404.06,67.45,99.75,103.75,121.18,4956.9 +8374.1,13163,41693,2364.7,2367,65473,187.79,12346,502.55,3830.4,1633.4,2645.2,4957 +8635.3,13213,42831,2266.8,2253,65938,8.9,342.65,18.05,171.95,126.99,126.16,4957.2 +8197.7,12397,43337,1990.9,1977,65998,145.96,8384.7,336.3,2447.2,1172.8,1855.9,4957.2 +8358.9,12423,44096,1916.2,1923,65303,-3.56,3.56,28.5,0.95,8.3,3.32,4957.2 +8586.8,12515,44965,1940.2,1987,63992,-8.9,193.13,23.75,1.9,19.09,4.15,4957.3 +8555.9,12554,44665,1899.3,1950,63831,120.15,7630.9,338.2,2316.1,1137.1,1870.8,4957.3 +8578.9,12390,45378,1945.5,1958,65119,122.82,8151.5,342,2489,1080.7,1764.6,4957.3 +8473.6,12372,44886,1877,1856,66278,21.36,16.91,26.6,49.4,42.33,29.05,4957.4 +7853.2,12465,41289,2066.6,2065,65586,136.17,8505.7,328.7,2576.4,1128.8,1807.7,4957.5 +7946.8,12631,41232,2008.7,2071,63565,108.58,8686.4,329.65,2623.9,1118.8,1776.2,4957.7 +7891.5,12373,41799,1928.6,1909,66210,22.25,-48.95,33.25,23.75,21.58,24.07,4957.8 +7818.9,12423,41248,1977.6,2007,64575,9.79,7.12,12.35,35.15,48.14,19.92,4957.8 +7908.1,12062,42967,1985.6,2026,64229,10.68,428.98,13.3,112.1,90.47,89.64,4957.8 +8388.8,12774,43038,1945.5,1954,65252,-0.89,100.57,28.5,50.35,34.03,35.69,4957.8 +9486.9,13063,47595,2019.4,2035,65034,67.64,1782.7,128.25,888.25,532.86,634.12,4958 +9095.9,12486,47742,1843.2,1878,64321,1.78,137.95,6.65,17.1,12.45,14.94,4958 +9534.9,13070,47810,1938.4,1966,64617,48.06,1829.8,145.35,829.35,532.03,649.06,4958 +8839.6,12842,45111,2076.4,2094,64984,114.81,8699.8,334.4,2616.3,1125.5,1757.9,4958.1 +8584.8,12786,44002,2052.3,2086,64479,-27.59,-100.57,-11.4,-0.95,-3.32,-28.22,4958.1 +8243.8,12374,43661,1889.5,1890,65518,-4.45,-37.38,3.8,6.65,-8.3,-3.32,4958.1 +8672.5,12467,45589,1872.6,1895,64760,-14.24,179.78,-7.6,-22.8,-10.79,0,4958.2 +7918.4,12504,41502,1945.5,1964,64920,11.57,162.87,-23.75,13.3,27.39,-4.15,4958.2 +7950.7,12486,41732,1932.2,1958,64672,-23.14,-5.34,-13.3,21.85,11.62,4.98,4958.2 +8175.2,12642,42380,1974.9,1974,65566,2.67,-67.64,-16.15,-14.25,8.3,0.83,4958.4 +8175.2,12535,42742,2019.4,1991,66471,21.36,36.49,11.4,51.3,6.64,29.05,4958.5 +9534.4,12865,48570,2113.8,2117,65435,118.37,8587.6,342,2549.8,1109.7,1784.5,4958.6 +9444.8,12882,48049,2041.7,2022,66173,16.91,0,57.95,23.75,36.52,38.18,4958.8 +8086,12670,41825,1887.7,1914,64635,32.93,202.03,30.4,113.05,103.75,88.81,4958.8 +7665.1,12278,40914,1985.6,1986,65522,6.23,495.73,52.25,209,155.21,169.32,4959 +7774.3,12449,40927,2019.4,2037,64970,-3.56,-40.94,-12.35,20.9,8.3,1.66,4959 +7665.1,12400,40511,2144,2180,64454,-38.27,97.9,-20.9,2.85,-4.15,1.66,4959 +7623.9,12376,40372,1904.6,1948,64076,-22.25,387.15,12.35,94.05,76.36,74.7,4959.1 +7531.8,12083,40851,2037.2,2071,64467,7.12,416.52,-2.85,111.15,63.91,81.34,4959.1 +8584.3,12908,43584,2093.3,2139,64135,134.39,7597,330.6,2351.3,1105.6,1827.7,4959.3 +8637.7,12456,45447,1893,1900,65296,2.67,129.05,0.95,5.7,-5.81,9.96,4959.3 +8693.6,12676,44947,1891.3,1904,65097,17.8,251.87,13.3,73.15,98.77,82.17,4959.3 +7932.1,12337,42137,1960.7,1925,66750,42.72,1756.9,109.25,850.25,537.84,621.67,4959.4 +7928.7,12474,41656,1969.6,2030,63585,24.03,1928.6,85.5,771.4,486.38,591.79,4959.6 +7706.7,12689,39804,1983.8,2033,63950,11.57,25.81,35.15,39.9,27.39,32.37,4959.6 +7608.2,12365,40325,1973.1,1997,64753,40.94,1890.4,105.45,856.9,472.27,573.53,4959.7 +7962,12637,41291,2073.7,2077,65432,48.95,1714.1,119.7,826.5,517.09,643.25,4959.7 +7669,12190,41230,1853,1882,64525,-4.45,-103.24,0,-7.6,15.77,-8.3,4959.8 +7879.2,12580,41047,2053.2,2048,65703,24.03,528.66,42.75,231.8,180.94,183.43,4959.8 +8484.8,12951,42936,2175.2,2163,65904,44.5,1933.1,139.65,898.7,519.58,605.9,4959.8 +8464.3,12755,43490,2015,2023,65276,3.56,158.42,49.4,96.9,96.28,78.02,4959.8 +9247.3,13189,45950,2232.1,2261,64699,14.24,212.71,27.55,101.65,84.66,63.08,4959.9 +8941,12726,46044,1994.5,2006,65160,2.67,188.68,3.8,10.45,29.05,-4.15,4959.9 +9015,13016,45391,2023.9,2072,64013,-5.34,242.97,-9.5,42.75,29.88,29.88,4959.9 +9154.7,13067,45914,2043.4,2079,64415,-15.13,-24.92,2.85,7.6,-1.66,10.79,4959.9 +9082.6,12656,47032,2021.2,2016,65705,6.23,-52.51,11.4,27.55,-0.83,-9.13,4960 +9134.1,12583,47573,1939.3,1975,64352,116.59,8398,349.6,2554.6,1074,1666.6,4960 +9214.9,12832,47063,2008.7,2052,64154,-7.12,-110.36,-28.5,-16.15,-2.49,-10.79,4960 +9748.5,13722,46559,2414.6,2446,64694,189.57,12850,502.55,3836.1,1656.7,2708.3,4960 +9069.4,12617,47109,1916.2,1929,65100,-19.58,166.43,0,23.75,-10.79,-0.83,4960 +8816.1,12298,46981,1840.5,1854,65060,49.84,1795.1,140.6,791.35,489.7,638.27,4960.1 +8671.5,12446,45661,1888.6,1914,64666,3.56,-40.05,28.5,-0.95,-5.81,1.66,4960.1 +8596.6,12490,45107,1860.1,1882,64773,-8.9,-54.29,-33.25,-3.8,-12.45,-2.49,4960.1 +8636.7,12604,44908,1976.7,2008,64514,97.01,8544.9,337.25,2532.7,1149.5,1847.6,4960.1 +8292.3,12339,44043,1845,1847,65464,-18.69,134.39,-36.1,-18.05,-14.94,-11.62,4960.2 +8456.9,12623,43907,1930.4,1995,63414,-17.8,-119.26,-3.8,-21.85,-14.94,-8.3,4960.2 +8047.3,12515,42140,2043.4,2039,65679,10.68,186.9,56.05,38,68.89,44.82,4960.3 +8037.5,12415,42428,1992.7,1995,65461,20.47,689.75,42.75,242.25,145.25,151.06,4960.4 +7766.5,11761,43277,1987.4,2017,64573,0,647.03,38,204.25,161.02,180.11,4960.4 +8848.4,13325,43519,2730.5,2745,65190,10.68,5.34,-9.5,9.5,12.45,22.41,4960.4 +8740.1,12693,45127,1942.9,1921,66282,5.34,-89,11.4,-12.35,-4.98,7.47,4960.5 +8834.2,12796,45245,1956.2,1976,64880,-6.23,-5.34,-8.55,-4.75,10.79,6.64,4960.5 +9141,12891,46471,1926.8,1931,65395,28.48,-0.89,-13.3,14.25,20.75,34.86,4960.6 +9353.6,13090,46830,1991.8,2002,65203,-19.58,532.22,10.45,211.85,143.59,175.13,4960.6 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+7989.9,12454,42045,1997.2,2006,65247,-11.57,-40.94,19,-34.2,4.15,-16.6,4962.1 +8930.7,14286,40969,1794.2,1802,65254,53.4,2183.2,153.9,1070.7,676.45,798.46,4962.3 +8070.3,12856,41140,2138.7,2140,65495,142.4,8001.1,347.7,2436.8,1188.6,1896.5,4962.3 +4441.4,6123,47537,2824,2827,65466,1.78,124.6,18.05,102.6,58.1,40.67,4962.4 +8439.3,12670,43652,2015,2010,65698,38.27,3.56,7.6,48.45,39.01,47.31,4962.4 +8414.3,12755,43233,2020.3,2071,63932,-24.03,72.98,-20.9,-12.35,-1.66,7.47,4962.5 +8931.2,12869,45483,1995.4,2033,64323,6.23,731.58,46.55,208.05,191.73,188.41,4962.5 +8857.7,12682,45774,1975.8,2010,64421,71.2,1633.2,86.45,791.35,516.26,639.93,4962.5 +7729.8,11306,44806,2520.5,2538,65084,35.6,178,2.85,2.85,10.79,4.98,4962.5 +8106.6,12167,43665,1931.3,1975,64086,16.91,669.28,50.35,189.05,152.72,179.28,4962.7 +8525.5,12682,44057,1969.6,2014,64090,-3.56,-66.75,-6.65,3.8,-0.83,0.83,4962.7 +8814.6,12727,45390,2008.7,2019,65203,43.61,1843.2,144.4,927.2,497.17,598.43,4962.7 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+8428,13582,40667,2290,2346,63971,-27.59,-100.57,-5.7,-6.65,-11.62,-27.39,4963.6 +8167.8,12678,42222,2047,2034,65955,-7.12,-105.91,-8.55,-6.65,14.11,-4.98,4963.7 +4293.4,5913,47585,2789.3,2809,65075,34.71,1362.6,109.25,643.15,458.99,473.93,4963.8 +6871.3,10123,44484,1990.9,2043,63866,18.69,-101.46,-15.2,-27.55,-1.66,-16.6,4963.8 +8731.3,12495,45796,2015.8,1995,66221,68.53,1944.7,156.75,944.3,519.58,596.77,4963.9 +8892,12747,45716,1910.8,1919,65257,8.9,-82.77,-1.9,50.35,12.45,-1.66,4963.9 +8893.5,12931,45073,2136.9,2183,64152,36.49,542.9,58.9,238.45,180.94,188.41,4963.9 +6448.9,9004,46939,2497.3,2508,65257,6.23,-60.52,21.85,22.8,18.26,6.64,4963.9 +8856.8,12922,44918,1959.8,1982,64801,25.81,482.38,57.95,242.25,158.53,187.58,4963.9 +8791.6,12798,45020,1990,1998,65275,15.13,102.35,23.75,45.6,20.75,12.45,4963.9 +8608.3,12491,45165,1868.1,1903,64334,24.03,145.96,22.8,24.7,-0.83,9.96,4964 +8595.6,12442,45276,1894.8,1898,65426,7.12,88.11,47.5,38,16.6,29.05,4964 +8501,12563,44346,1937.5,1987,63904,-1.78,-105.02,-20.9,0,4.15,9.96,4964 +8156.5,12423,43029,1978.5,1975,65651,-10.68,11.57,-20.9,69.35,4.15,10.79,4964.1 +8388.8,12686,43337,1938.4,1966,64617,31.15,1817.4,131.1,857.85,525.39,617.52,4964.1 +8042.4,12424,42423,1912.6,1944,64478,-2.67,202.03,10.45,8.55,-4.98,4.98,4964.2 +8189.9,12362,43418,1898.4,1930,64462,6.23,148.63,-3.8,23.75,-6.64,-19.09,4964.2 +8132.5,12419,42916,2033.7,2071,64354,-7.12,411.18,14.25,130.15,87.15,89.64,4964.2 +8013.5,12482,42074,1950.9,1986,64377,6.23,-128.16,47.5,-16.15,-14.94,4.15,4964.3 +8168.3,12656,42298,1929.5,1952,64781,-7.12,-58.74,-13.3,26.6,-19.92,8.3,4964.3 +9168.9,13468,44616,2290.9,2328,64490,3.56,25.81,-4.75,44.65,27.39,19.92,4964.4 +8865.1,12722,45668,1988.3,2002,65086,15.13,45.39,4.75,15.2,13.28,20.75,4964.5 +8810.2,12784,45165,2035.4,2064,64629,8.01,537.56,22.8,247.95,151.89,156.87,4964.6 +3766.1,5998,41150,2554.3,2554,65544,4.45,-16.02,2.85,31.35,15.77,19.09,4964.9 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+7255.4,12086,39342,1939.3,1958,64910,119.26,8437.2,355.3,2500.4,1074,1740.5,4980.8 +7273.6,12173,39159,1857.4,1897,64169,3.56,-4.45,-2.85,-6.65,-12.45,-9.13,4980.8 +7504.8,12434,39556,1963.3,1986,64788,7.12,662.16,44.65,223.25,160.19,170.15,4981 +8675.9,14254,39890,2281.1,2318,64492,151.3,10303,428.45,3073.3,1337.1,2162.1,4981 +7359.3,12093,39883,1990.9,2025,64433,-6.23,4.45,-0.95,35.15,19.09,20.75,4981 +7637.1,12450,40201,2062.1,2066,65413,123.71,8834.1,370.5,2640.1,1082.3,1684.1,4981 +7425.5,12125,40135,1845.9,1881,64312,12.46,648.81,33.25,219.45,167.66,177.62,4981.1 +6228.9,9865,41380,2875.6,2873,65595,8.9,494.84,27.55,224.2,195.88,174.3,4981.1 +8879.3,13624,42712,2276.6,2316,64422,35.6,812.57,42.75,337.25,250.66,261.45,4981.2 +8364.3,12839,42695,2010.5,2023,65131,8.01,223.39,20.9,126.35,63.08,77.19,4981.2 +8574,12715,44192,1971.3,1995,64759,18.69,509.97,56.05,258.4,169.32,175.13,4981.3 +8532.9,12527,44640,1899.3,1919,64862,8.9,-94.34,-4.75,15.2,-7.47,-14.94,4981.3 +8352,12570,43545,1909.9,1962,63797,-1.78,-89.89,-19.95,2.85,-6.64,-9.13,4981.3 +8298.6,12298,44223,1994.5,2030,64390,15.13,443.22,29.45,108.3,87.98,85.49,4981.3 +7765.5,12473,40802,2075.5,2105,64617,167.32,8900.9,347.7,2674.3,1111.4,1713.1,4981.4 +7408.8,12207,39776,1942.9,1979,64340,-18.69,38.27,-16.15,12.35,-3.32,14.11,4981.4 +4697.1,7782,39557,3032.2,3026,65671,91.67,4119.8,212.8,1798.3,1070.7,1251.6,4981.5 +7384.8,12286,39392,1893,1962,63232,89.89,7068.4,274.55,2202.1,1036.7,1749.6,4981.5 +7347.1,12093,39816,1880.6,1913,64425,-25.81,376.47,23.75,83.6,62.25,73.87,4981.6 +7466.6,12419,39402,1979.4,2019,64249,-4.45,135.28,-6.65,-13.3,-3.32,17.43,4981.6 +7511.2,12522,39311,1988.3,2042,63811,-24.92,64.97,-17.1,-22.8,-21.58,-17.43,4981.6 +7436.2,12153,40101,1934,1961,64633,-32.93,-16.02,-3.8,-19,-30.71,-21.58,4981.6 +8079.6,12721,41625,2015.8,2033,64983,68.53,1772,150.1,905.35,502.98,620.01,4981.7 +8423.6,12755,43281,2024.8,2019,65723,19.58,37.38,28.5,31.35,38.18,31.54,4981.8 +8295.7,12539,43358,1959.8,1963,65429,-17.8,-63.19,2.85,-6.65,11.62,-5.81,4981.8 +8167.8,12670,42248,1997.2,2026,64603,72.98,1699.9,120.65,836,498.83,646.57,4981.8 +8119.8,12258,43412,1923.3,1954,64506,32.93,1784.4,91.2,875.9,485.55,581.83,4981.8 +8332.5,12129,45022,1822.7,1841,64885,38.27,1653.6,126.35,833.15,480.57,620.84,4981.8 +8779.8,12663,45439,2016.7,2003,65986,16.02,384.48,1.9,116.85,78.02,92.13,4981.8 +8650,12722,44559,1974.9,2034,63632,8.9,730.69,40.85,230.85,170.98,183.43,4981.9 +8321.2,12682,43001,2091.5,2138,64111,9.79,5.34,-5.7,38.95,28.22,23.24,4981.9 +8134.5,12657,42119,1935.8,1953,64957,61.41,1788,122.55,799.9,509.62,672.3,4981.9 +9631,14707,42917,2180.5,2211,64632,70.31,2402.1,143.45,1063,634.95,784.35,4982 +8003.7,12370,42403,1926,1938,65129,-5.34,-14.24,-1.9,-10.45,-19.92,-5.81,4982 +8528.9,12680,44081,1954.4,1960,65350,10.68,465.47,43.7,224.2,144.42,154.38,4982.1 +8017.9,12318,42658,1934,1946,65131,-20.47,-50.73,5.7,13.3,12.45,14.11,4982.1 +8119.8,12460,42708,2014.1,2044,64576,-5.34,-93.45,3.8,11.4,-1.66,-8.3,4982.1 +7592.6,12190,40819,1877,1930,63737,-1.78,-80.1,20.9,-25.65,-14.94,1.66,4982.2 +7438.7,12175,40041,1967.8,2015,64001,153.97,7533,293.55,2307.6,1164.5,1894.1,4982.2 +7871.4,12387,41645,1961.6,1939,66299,14.24,84.55,20.9,67.45,18.26,13.28,4982.3 +3870.5,5956,42589,3742.4,3712,66074,4.45,153.08,14.25,10.45,17.43,8.3,4982.3 +4428.1,6154,47157,3319.7,3338,65177,-7.12,215.38,15.2,63.65,57.27,48.97,4982.5 +8330.5,12294,44408,1936.6,1942,65355,26.7,479.71,17.1,252.7,163.51,148.57,4982.6 +8063,12445,42460,1879.7,1913,64395,6.23,-56.96,0.95,-11.4,-4.15,-0.83,4982.6 +7533.3,12248,40309,1955.3,1992,64330,-14.24,142.4,-11.4,8.55,6.64,8.3,4982.7 +7711.6,12371,40853,2005.2,2023,64958,9.79,89,1.9,25.65,29.05,23.24,4982.7 +7860.1,12527,41121,1963.3,2027,63478,61.41,1715.9,99.75,791.35,511.28,620.01,4982.7 +7654.3,12126,41368,1875.2,1902,64614,18.69,400.5,17.1,200.45,162.68,182.6,4982.7 +8332,13353,40893,2309.6,2329,64989,16.91,509.97,37.05,187.15,132.8,138.61,4982.8 +7587.2,12260,40557,1884.1,1892,65263,13.35,-57.85,12.35,1.9,38.18,12.45,4982.8 +8369.2,13653,40173,2187.6,2225,64435,36.49,-36.49,1.9,32.3,46.48,-4.15,4982.8 +7442.1,12184,40030,1938.4,1947,65247,7.12,147.74,19.95,114,77.19,87.15,4983 +8435.4,13595,40663,2211.6,2271,63823,34.71,587.4,28.5,151.05,162.68,141.1,4983 +7598.9,12358,40298,1989.2,2038,63965,53.4,1928.6,92.15,784.7,517.09,634.95,4983 +7765,12628,40298,1958,2016,63651,-25.81,-25.81,13.3,-9.5,19.92,0,4983 +8483.4,13384,41540,2720.7,2748,64886,-16.02,-4.45,-19,20.9,34.03,9.13,4983.1 +7597.5,12020,41423,1916.2,1908,65817,133.5,8373.1,312.55,2490.9,1126.3,1751.3,4983.1 +8573,13363,42045,2438.6,2471,64677,37.38,294.59,58.9,149.15,169.32,159.36,4983.2 +5666.4,8643,42965,2391.4,2391,65548,42.72,881.99,53.2,407.55,338.64,355.24,4983.2 +7232.4,11874,39918,1892.1,1922,64518,40.94,1975.8,133.95,813.2,505.47,618.35,4983.3 +7207.4,12014,39316,1877.9,1918,64166,18.69,22.25,31.35,16.15,-8.3,17.43,4983.7 +7847.4,12682,40552,2016.7,2030,65108,26.7,199.36,38.95,119.7,75.53,107.9,4983.7 +7859.6,12390,41573,1967.8,1990,64805,18.69,430.76,32.3,128.25,67.23,92.96,4983.8 +9229.6,14350,42151,2146.7,2154,65313,1.78,-47.17,9.5,7.6,6.64,31.54,4983.8 +8310.9,12638,43097,2023.9,2030,65338,5.34,-11.57,-4.75,24.7,-22.41,6.64,4983.8 +7975.7,12617,41428,1979.4,1993,65087,45.39,708.44,53.2,258.4,163.51,175.13,4983.9 +8002.2,12629,41526,1970.5,1973,65452,0,155.75,24.7,18.05,4.98,7.47,4983.9 +7900.3,12306,42073,2006.1,2022,65019,36.49,1804.9,114.95,739.1,528.71,654.04,4983.9 +7750.3,12210,41599,2006.9,1990,66094,21.36,-64.08,-10.45,40.85,7.47,4.15,4983.9 +7925.8,12336,42106,1949.1,1956,65305,52.51,1807.6,146.3,885.4,484.72,594.28,4983.9 +8101.7,12659,41943,2083.5,2087,65426,135.28,8803,355.3,2657.1,1099.8,1737.2,4984 +7987,12780,40957,1972.2,2028,63734,0.89,152.19,-9.5,46.55,24.9,9.96,4984 +7658.7,12339,40678,1861,1875,65046,-20.47,-68.53,1.9,-13.3,-41.5,-28.22,4984 +7613.1,12743,39154,2013.2,2083,63339,-31.15,80.1,-25.65,-19,-31.54,-12.45,4984.1 +7244.2,12107,39213,2002.5,2043,64237,32.04,1833.4,96.9,855.95,515.43,620.84,4984.1 +3125.2,5245,39049,2729.6,2729,65551,143.29,4662.7,287.85,2220.1,1274.9,1486.5,4984.1 +7195.2,12051,39129,1889.5,1911,64798,-16.91,-115.7,19,-3.8,2.49,-4.98,4984.2 +7377.4,12401,38988,1990.9,2005,65076,51.62,1887.7,133.95,875.9,544.48,648.23,4984.2 +7550.9,12426,39824,2010.5,2026,65035,0.89,122.82,16.15,59.85,16.6,40.67,4984.3 +7180,12122,38818,1983.8,2026,64171,130.83,8128.4,312.55,2439.6,1065.7,1772.9,4984.3 +7629.8,12326,40567,1866.3,1922,63638,-12.46,310.61,-18.05,92.15,63.08,69.72,4984.4 +7786.1,12457,40963,1890.4,1929,64223,-7.12,-53.4,-5.7,-23.75,12.45,-20.75,4984.5 +8927.8,14363,40736,2383.4,2415,64679,-0.89,-87.22,-1.9,-0.95,21.58,4.98,4984.6 +8411.8,13075,42163,2218.8,2195,66246,16.02,109.47,27.55,42.75,58.93,11.62,4984.6 +6134.8,9671,41573,3270.8,3267,65611,50.73,1791.6,113.05,701.1,550.29,554.44,4984.6 +7409.8,12630,38449,2100.4,2118,64991,139.73,8091.9,316.35,2371.2,1195.2,1933.9,4984.7 +7453.9,12544,38943,1987.4,2016,64605,-2.67,211.82,18.05,0.95,29.05,11.62,4984.7 +7367.6,12674,38097,2117.3,2162,64181,-3.56,-18.69,18.05,21.85,45.65,28.22,4984.9 +6754.6,11703,37826,1950.9,1991,64215,44.5,1952.7,132.05,798,543.65,634.95,4984.9 +6876.7,11861,37996,1869.9,1889,64873,-2.67,51.62,29.45,47.5,38.18,13.28,4985 +7922.8,13361,38862,2456.4,2466,65281,189.57,12692,506.35,3807.6,1679.9,2664.3,4985 +6579.7,11298,38167,2202.8,2214,65203,-30.26,256.32,23.75,95.95,102.09,63.91,4985.1 +7508.3,12587,39093,2038.1,2079,64247,-8.01,4.45,7.6,37.05,14.94,26.56,4985.1 +7424.5,12538,38808,2054.1,2094,64288,-1.78,79.21,38.95,38.95,24.07,24.9,4985.1 +7363.7,12164,39674,2025.6,2036,65203,54.29,1834.3,128.25,826.5,512.11,664.83,4985.3 +7578.3,12821,38738,2071,2133,63632,113.03,8483.5,361,2576.4,1112.2,1767.9,4985.3 +7552.9,12562,39403,2122.6,2130,65310,-16.91,69.42,6.65,76.95,49.8,38.18,4985.3 +7315.2,12351,38815,2000.7,2047,64054,32.93,17.8,-12.35,32.3,35.69,24.9,4985.4 +7834.6,13107,39174,2273.9,2291,65048,8.01,59.63,14.25,58.9,21.58,32.37,4985.4 +7269.6,12313,38693,1948.2,2045,62434,23.14,2000.7,104.5,871.15,483.06,587.64,4985.4 +7300.5,12218,39159,1947.3,1998,63874,16.91,587.4,36.1,238.45,172.64,187.58,4985.5 +7611.7,12772,39057,2006.1,2068,63573,-8.9,31.15,-14.25,-4.75,9.13,9.96,4985.6 +7325.5,12191,39380,1877.9,1919,64132,-8.01,99.68,-5.7,10.45,24.9,11.62,4985.6 +7538.2,12475,39601,1937.5,1947,65217,18.69,366.68,24.7,109.25,97.94,82.17,4985.6 +7709.7,12454,40570,1969.6,1970,65522,-3.56,-101.46,11.4,9.5,-6.64,13.28,4985.7 +7426,12041,40418,1917.1,1949,64462,77.43,1622.5,127.3,779.95,517.92,649.89,4985.7 +7574.4,12275,40440,1963.3,1975,65149,0,-48.06,4.75,15.2,11.62,-4.15,4985.7 +7820.4,12598,40682,2015,2018,65437,25.81,453.01,14.25,123.5,91.3,96.28,4985.7 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+8395.7,12767,43097,1971.3,2031,63611,6.23,441.44,19.95,232.75,151.06,156.87,5000.2 +8793,13474,42768,2298,2310,65195,0.89,34.71,1.9,-13.3,-10.79,-9.13,5000.4 +8056.1,12297,42934,1891.3,1897,65337,3.56,132.61,5.7,13.3,11.62,2.49,5000.5 +8337.4,12526,43621,1973.1,1978,65375,-1.78,-40.94,0.95,4.75,-4.15,-11.62,5000.6 +8520.6,12806,43605,2041.7,2054,65142,17.8,205.59,4.75,15.2,7.47,11.62,5000.6 +8345.7,12570,43512,1993.6,2014,64872,46.28,2163.6,119.7,905.35,489.7,620.84,5000.6 +7715.1,12390,40808,2282.8,2294,65217,72.09,2231.2,163.4,873.05,527.05,672.3,5000.7 +7868.4,12592,40952,2027.4,2052,64751,50.73,679.96,37.05,230.85,114.54,175.13,5000.7 +7696.4,12291,41038,1917.9,1939,64825,54.29,1644.7,123.5,817.95,548.63,657.36,5000.8 +9338.4,14452,42347,2144,2180,64454,17.8,69.42,21.85,70.3,46.48,43.99,5000.8 +8212.9,12735,42265,1997.2,2075,63078,125.49,7583.7,319.2,2235.3,1137.1,1886.6,5000.8 +7985,12383,42260,1966,2015,63943,16.91,8.01,45.6,0.95,11.62,26.56,5000.8 +7836.6,12356,41565,1974.9,2032,63695,74.76,1935.8,159.6,828.4,531.2,670.64,5000.8 +8196.2,12354,43480,1889.5,1910,64832,146.85,8475.5,338.2,2610.6,1092.3,1722.3,5001 +7941.9,12425,41890,2017.6,2045,64659,24.03,419.19,32.3,257.45,151.89,175.13,5001 +7920.4,12145,42739,1839.6,1873,64368,-24.03,-86.33,-10.45,4.75,-9.13,-15.77,5001 +7974.3,12725,41069,2058.6,2085,64705,109.47,8464.8,338.2,2491.8,1103.9,1733,5001 +7747.9,12279,41352,1832.5,1875,64051,59.63,1772.9,142.5,858.8,489.7,616.69,5001 +7690.1,12279,41044,1857.4,1911,63699,-20.47,127.27,-11.4,30.4,6.64,9.13,5001 +7835.6,12387,41456,1864.5,1879,65032,-16.02,-50.73,23.75,1.9,7.47,0,5001.1 +7861.6,12423,41473,1958.9,2007,63965,8.01,-123.71,-20.9,5.7,16.6,4.98,5001.1 +8134,12811,41610,1985.6,2047,63570,2.67,608.76,22.8,221.35,190.07,178.45,5001.1 +7897.3,12266,42195,1957.1,1978,64844,16.91,178,22.8,105.45,63.91,82.17,5001.1 +7965,12554,41580,1966.9,2014,64003,-20.47,-62.3,-10.45,39.9,9.96,-0.83,5001.2 +8259.9,12896,41976,1975.8,2032,63723,-12.46,525.1,8.55,236.55,145.25,151.89,5001.3 +7897.8,12087,42822,1960.7,1959,65592,16.91,-55.18,-13.3,0,8.3,-1.66,5001.3 +7749.4,12247,41468,1930.4,1907,66341,-1.78,-60.52,-9.5,15.2,9.13,-14.11,5001.3 +7631.3,12141,41193,1925.1,1929,65402,-8.01,65.86,24.7,34.2,7.47,14.94,5001.3 +7911.5,12453,41636,1980.3,1985,65379,73.87,1795.1,146.3,891.1,502.15,611.71,5001.4 +7837.1,12375,41504,2002.5,2051,63986,-32.93,101.46,-8.55,11.4,-10.79,12.45,5001.4 +8263.4,12787,42351,2117.3,2163,64152,-1.78,213.6,2.85,26.6,11.62,15.77,5001.5 +8320.7,12714,42890,2011.4,2057,64083,2.67,191.35,-1.9,0,-9.13,24.9,5001.5 +8079.6,12367,42816,1958.9,1995,64350,4.45,-6.23,-5.7,28.5,8.3,26.56,5001.6 +8124.7,12638,42132,2015,2094,63062,-8.9,218.94,-22.8,49.4,22.41,24.9,5001.6 +9092,14155,42095,1985.6,2015,64579,43.61,835.71,33.25,265.05,203.35,248.17,5001.7 +8005.1,12519,41906,2077.3,2087,65230,161.09,8774.5,378.1,2570.7,1170.3,1840.1,5001.8 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+7881.2,12482,41380,1956.2,2006,63910,8.9,483.27,12.35,258.4,139.44,170.98,5002.7 +7882.6,12210,42309,1946.4,1970,64752,35.6,1883.2,119.7,916.75,467.29,570.21,5002.8 +7951.7,12410,41992,1908.2,2014,62092,9.79,224.28,19.95,29.45,21.58,19.09,5002.8 +8167.8,12532,42714,1938.4,1955,64980,15.13,46.28,-19.95,26.6,24.07,23.24,5003 +7703.3,12078,41799,1846.8,1854,65280,16.02,-116.59,-24.7,-25.65,-28.22,-29.05,5003.1 +9226.2,14454,41833,2364.7,2370,65390,189.57,10621,444.6,2983.9,1459.1,2387.1,5003.2 +7711.1,12123,41686,1823.6,1855,64427,4.45,-43.61,-10.45,-3.8,-12.45,-24.07,5003.2 +7996.8,12370,42367,1983.8,1974,65862,3.56,462.8,29.45,198.55,141.93,165.17,5003.2 +7832.2,12330,41629,1956.2,1978,64814,13.35,-66.75,44.65,15.2,23.24,1.66,5003.3 +8133,12906,41299,2010.5,2042,64525,57.85,1855.7,123.5,874,546.14,651.55,5003.4 +9782.4,14683,43663,2314,2351,64505,19.58,273.23,9.5,126.35,98.77,112.88,5003.5 +8332,12547,43520,2006.9,2035,64633,-15.13,197.58,8.55,95,80.51,71.38,5003.5 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+8467.2,12454,44556,1941.1,1958,64970,-0.89,209.15,-2.85,92.15,81.34,90.47,5038.1 +8087.9,12531,42299,1974,2003,64588,26.7,1969.6,90.25,894.9,488.04,575.19,5038.2 +8306.5,12631,43098,2015,2055,64259,26.7,754.72,58.9,232.75,180.94,197.54,5038.2 +7643.5,11977,41824,1843.2,1849,65330,10.68,484.16,48.45,216.6,174.3,174.3,5038.3 +8093.8,12691,41796,2044.3,2051,65323,-5.34,-89,-7.6,-30.4,-1.66,1.66,5038.3 +8156.1,12450,42933,1926,1910,66084,44.5,1812,85.5,918.65,497.17,572.7,5038.3 +8216.3,12627,42644,2015,2039,64763,-15.13,-54.29,-28.5,0.95,-11.62,-9.13,5038.4 +7757.2,12230,41568,1909.9,1933,64754,-21.36,190.46,-35.15,-15.2,-14.11,-8.3,5038.4 +7226.5,10974,43156,2013.2,2042,64611,-5.34,147.74,-19,-5.7,14.11,-2.49,5038.4 +8906.7,13549,43082,2271.3,2301,64690,-6.23,147.74,-16.15,57.95,19.92,24.9,5038.4 +8111.5,12334,43100,2068.4,2078,65232,-9.79,615.88,14.25,233.7,159.36,174.3,5038.5 +8375.6,12748,43058,2013.2,2056,64171,-2.67,10.68,-16.15,1.9,-5.81,6.64,5038.5 +8493.7,12884,43204,1929.5,1968,64255,-8.01,213.6,9.5,0,15.77,3.32,5038.5 +8977.3,13350,44070,2290,2306,65080,17.8,364.9,20.9,156.75,99.6,107.9,5038.5 +8672,12930,43954,2037.2,2054,65000,47.17,2040.8,92.15,829.35,521.24,653.21,5038.5 +8616.2,12406,45516,2025.6,2038,65139,10.68,186.01,17.1,145.35,74.7,75.53,5038.6 +8810.7,12822,45033,1976.7,1970,65759,87.22,1570.8,125.4,816.05,526.22,653.21,5038.6 +8478,12442,44656,1949.1,1982,64448,13.35,382.7,38.95,104.5,96.28,116.2,5038.7 +9106.7,13200,45213,2023.9,2020,65661,31.15,412.07,17.1,132.05,81.34,95.45,5038.7 +8741.6,12745,44950,1949.1,1961,65138,19.58,88.11,-32.3,5.7,-7.47,-10.79,5038.7 +8391.3,12687,43346,1997.2,2015,64956,9.79,462.8,27.55,228,172.64,185.92,5038.8 +8249.2,12724,42488,1974,1984,65206,-3.56,-79.21,-22.8,21.85,-10.79,-15.77,5038.8 +7965,12581,41490,1984.7,2021,64359,-17.8,110.36,-19.95,-22.8,-14.94,-28.22,5038.8 +8019.8,12537,41923,1979.4,2029,63933,69.42,1869.9,110.2,721.05,543.65,602.58,5038.9 +7814,12041,42530,1912.6,1929,64979,47.17,1784.4,125.4,797.05,500.49,618.35,5038.9 +8149.2,12464,42849,1863.7,1920,63613,-23.14,170.88,-21.85,-27.55,-0.83,-9.96,5038.9 +7922.3,12445,41719,2055,2125,63377,124.6,7754.6,318.25,2246.8,1131.3,1884.1,5039 +7988.5,12510,41849,1919.7,1946,64651,8.01,-102.35,-9.5,7.6,-32.37,-48.14,5039 +7996.3,12426,42173,1982,2014,64496,44.5,1753.3,127.3,857.85,498,607.56,5039 +9300.2,14529,41950,2118.2,2146,64687,-0.89,-50.73,0,4.75,8.3,0,5039.1 +8130.1,12454,42782,1958.9,1954,65700,-10.68,-100.57,-1.9,17.1,0,4.15,5039.1 +8260.9,12388,43703,1903.7,1924,64845,-7.12,8.9,-9.5,50.35,0,3.32,5039.2 +9043.9,13197,44912,2181.4,2153,66400,90.78,1962.4,148.2,975.65,552.78,660.68,5039.2 +8588.2,12563,44801,1921.5,1907,66035,14.24,-37.38,32.3,40.85,48.97,10.79,5039.2 +8426.5,12378,44615,1967.8,1994,64675,17.8,183.34,15.2,22.8,39.01,24.9,5039.2 +8014,12487,42060,1952.7,1975,64795,139.73,7160,303.05,2236.3,1111.4,1852.6,5039.3 +7752.8,12371,41071,1885,1923,64242,-9.79,2.67,-8.55,19.95,-10.79,-21.58,5039.4 +7349,11606,41498,2925.4,2930,65434,31.15,403.17,31.35,186.2,150.23,161.02,5039.5 +6538.6,10375,41302,2460.8,2487,64847,18.69,914.03,61.75,414.2,312.08,336.98,5039.5 +7937.5,12659,41093,1974,1991,64977,51.62,1994.5,154.85,901.55,530.37,610.88,5039.6 +7045.2,11067,41720,2680.7,2699,65091,11.57,80.99,37.05,87.4,42.33,39.84,5039.6 +7919.4,12593,41214,1990.9,2005,65076,3.56,476.15,25.65,118.75,68.89,106.24,5039.6 +8133.5,12954,41149,1961.6,2026,63452,-32.04,201.14,18.05,70.3,65.57,93.79,5039.7 +7577.9,12090,41077,1899.3,1966,63311,41.83,1942.9,136.8,826.5,528.71,649.06,5039.7 +7870.4,12605,40920,2013.2,2041,64643,-10.68,674.62,31.35,235.6,162.68,166,5039.7 +7818,12279,41726,1981.1,2007,64692,48.95,2052.3,156.75,908.2,485.55,576.02,5039.7 +7756.2,12051,42180,2014.1,2023,65247,16.02,143.29,13.3,95.95,99.6,82.17,5039.7 +8942,13591,43119,1965.1,1955,65875,13.35,-113.03,-25.65,0.95,9.13,-21.58,5039.8 +8080.1,12522,42289,1972.2,1966,65744,24.92,161.09,13.3,95.95,96.28,72.21,5039.8 +8488.8,12598,44159,1917.1,1938,64828,-16.91,371.13,-8.55,87.4,84.66,57.27,5039.9 +8619.1,12659,44621,2031,2039,65278,122.82,8065.2,335.35,2489.9,1123.8,1790.3,5039.9 +8586.8,12422,45302,1837,1862,64655,22.25,-32.93,-5.7,15.2,0.83,12.45,5039.9 +8816.1,12839,45001,2059.5,2067,65297,8.01,33.82,17.1,29.45,4.15,-0.83,5039.9 +8428,12552,44004,1913.5,1912,65587,0.89,113.92,18.05,28.5,9.13,17.43,5040 +8153.6,12407,43069,1998,2007,65244,14.24,-17.8,-22.8,27.55,10.79,16.6,5040 +8252.6,12713,42542,1966.9,2009,64163,19.58,27.59,9.5,41.8,24.9,25.73,5040 +5631.1,8642,42703,3114.1,3094,65962,5.34,127.27,20.9,38.95,26.56,16.6,5040.1 +6967.8,11032,41392,2654,2668,65192,7.12,34.71,3.8,17.1,27.39,9.13,5040.1 +7733.2,12535,40431,2097.7,2147,64032,-28.48,36.49,3.8,-34.2,-6.64,-9.13,5040.2 +8052.2,13014,40549,2040.8,2086,64115,136.17,8292.1,345.8,2468.1,1112.2,1788.7,5040.2 +7170.7,11590,40547,1666.1,1698,64304,46.28,2071.9,141.55,878.75,481.4,571.87,5040.3 +7631.3,12290,40693,2009.6,2038,64623,125.49,8478.1,332.5,2601.1,1049.9,1668.3,5040.3 +8408.9,12330,44695,1888.6,1886,65626,-1.78,-72.98,5.7,22.8,11.62,8.3,5040.4 +8582.8,12498,45006,1973.1,2002,64591,-37.38,101.46,-7.6,8.55,-7.47,0.83,5040.5 +9538.3,14078,44403,2136.9,2174,64417,-16.91,772.52,42.75,294.5,204.18,220.78,5040.5 +8316.3,12374,44045,1933.1,1942,65235,124.6,7573,342,2469.1,1129.6,1798.6,5040.5 +8284.9,12484,43493,1936.6,1968,64492,-40.05,57.85,-32.3,45.6,4.15,8.3,5040.6 +8392.2,12311,44675,2060.3,2099,64329,-36.49,577.61,13.3,194.75,134.46,152.72,5040.6 +8763.7,12643,45427,1958,1959,65503,-8.9,450.34,35.15,192.85,170.98,170.98,5040.6 +8014.4,12651,41517,1965.1,1999,64425,17.8,414.74,28.5,247.95,154.38,171.81,5040.8 +7906.2,12438,41658,2020.3,2022,65481,12.46,161.98,-2.85,118.75,68.89,87.98,5040.8 +7721.9,12462,40609,2018.5,2026,65294,20.47,-0.89,19,66.5,17.43,19.09,5040.9 +7807.2,12280,41665,2020.3,2056,64398,137.06,8474.6,362.9,2530.8,1125.5,1812.7,5040.9 +7772.9,12379,41151,1966,2015,63943,35.6,137.95,31.35,127.3,94.62,113.71,5040.9 +8277.1,12871,42145,2189.4,2227,64430,45.39,1930.4,111.15,900.6,475.59,593.45,5041.1 +5634,8405,43930,1686.5,1717,64374,16.91,-83.66,-16.15,20.9,2.49,6.64,5041.1 +8590.7,12863,43769,1973.1,1979,65342,16.02,505.52,44.65,233.7,162.68,176.79,5041.2 +8788.6,12736,45224,1958,1956,65603,24.03,53.4,28.5,27.55,21.58,39.01,5041.2 +8842,12841,45127,2087.1,2073,65980,-0.89,-25.81,1.9,13.3,-16.6,7.47,5041.3 +7937,12163,42766,2031.9,2023,65823,22.25,555.36,23.75,266.95,174.3,194.22,5041.4 +9376.2,14463,42486,2142.2,2127,66005,20.47,-72.09,-17.1,13.3,20.75,7.47,5041.4 +8321.7,12356,44138,1902.8,1908,65358,-8.9,-91.67,-18.05,-16.15,6.64,-15.77,5041.4 +4220.4,5883,47014,2733.2,2719,65878,-8.9,104.13,43.7,69.35,38.18,47.31,5041.4 +9218.9,14215,42502,1988.3,2023,64411,31.15,2288.2,154.85,1012.7,651.55,790.16,5041.5 +8209,12595,42714,2092.4,2099,65330,125.49,7410.1,310.65,2205.9,1132.1,1870,5041.5 +9249.7,14419,42041,2176.9,2199,64879,23.14,434.32,26.6,152,118.69,118.69,5041.6 +8083,12283,43127,2080.8,2079,65593,80.1,1940.2,112.1,845.5,493.85,639.93,5041.7 +9284,12994,46825,2124.4,2130,65365,117.48,8238.7,331.55,2608.7,1112.2,1765.4,5041.8 +9257.6,12858,47185,1949.1,1994,64060,-16.02,147.74,33.25,37.05,40.67,43.16,5041.9 +9386,12943,47525,1999.8,2015,65043,-7.12,-72.09,-9.5,2.85,2.49,1.66,5042 +8198.2,12175,44129,1883.2,1915,64449,-24.92,380.03,38,88.35,75.53,97.11,5042.1 +8635.3,12756,44365,2033.7,2036,65460,19.58,220.72,20.9,38.95,38.18,31.54,5042.1 +8474.5,12548,44261,1915.3,1904,65924,-10.68,186.9,-16.15,21.85,7.47,8.3,5042.1 +7969.9,12155,42971,1902.8,1919,64983,-0.89,-56.07,56.05,33.25,22.41,9.13,5042.1 +8040.9,12504,42144,1920.6,1944,64748,-7.12,176.22,-1.9,-1.9,14.11,20.75,5042.3 +8070.8,12282,43065,1929.5,1930,65520,24.92,255.43,26.6,129.2,100.43,102.09,5042.3 +8247.7,12542,43097,1934.9,1982,63977,13.35,203.81,-2.85,5.7,15.77,24.9,5042.3 +7430.4,10872,44790,1843.2,1848,65365,15.13,164.65,-4.75,102.6,79.68,74.7,5042.4 +9002.3,12923,45653,1974.9,2031,63726,-19.58,65.86,-10.45,27.55,2.49,12.45,5042.4 +8145.3,11764,45376,2824,2848,64983,72.09,3375.8,187.15,1421.2,879.8,1047.5,5042.4 +8317.8,12486,43658,2101.3,2134,64531,139.73,7627.3,273.6,2205.9,1098.9,1857.5,5042.6 +8875.4,12965,44864,2042.5,2097,63834,1.78,719.12,13.3,231.8,131.97,173.47,5042.7 +8830.3,12598,45936,1855.7,1890,64345,39.16,-64.08,5.7,29.45,41.5,11.62,5042.7 +8503,12570,44332,1889.5,1914,64696,46.28,437.88,18.05,124.45,95.45,119.52,5042.7 +7934.1,12290,42308,2006.1,2002,65669,153.08,8584,339.15,2624.8,1064.1,1674.9,5042.7 +7723.9,12527,40408,2013.2,2012,65574,8.01,-48.06,8.55,0.95,-19.92,7.47,5042.9 +7705.7,12421,40657,1982,1989,65306,-0.89,28.48,4.75,16.15,15.77,19.92,5043 +7759.6,12390,41044,2010.5,2018,65293,12.46,218.05,38,11.4,28.22,11.62,5043 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+8440.3,12590,43935,1879.7,1914,64361,33.82,-108.58,-9.5,-3.8,-19.09,-17.43,5108.7 +8219.8,12682,42477,2082.6,2122,64319,42.72,2101.3,128.25,885.4,532.03,658.19,5108.8 +8031.6,12281,42860,1929.5,1949,64881,-0.89,-46.28,16.15,10.45,-19.09,14.94,5108.9 +7997.8,12219,42896,1909,1951,64127,5.34,201.14,24.7,12.35,-4.98,10.79,5108.9 +8109,12454,42672,1941.1,1954,65103,-2.67,134.39,-9.5,24.7,-3.32,6.64,5108.9 +8273.7,12350,43905,1972.2,1994,64821,15.13,-34.71,-32.3,3.8,4.98,-0.83,5109 +8988.1,13566,43420,2403.9,2382,66138,215.38,11863,534.85,3718.3,1701.5,2728.2,5109.1 +8395.2,12907,42627,2111.1,2175,63610,143.29,8621.4,345.8,2509.9,1160.3,1815.2,5109.1 +8210.4,12668,42475,1992.7,2088,62545,-21.36,-110.36,-15.2,-6.65,-22.41,-23.24,5109.2 +8253.1,12463,43398,1841.4,1931,62495,46.28,1686.5,115.9,777.1,484.72,620.84,5109.2 +8335.4,12591,43386,1961.6,2031,63295,-2.67,381.81,23.75,142.5,84.66,105.41,5109.3 +8590.7,12639,44545,2112,2191,63172,-13.35,223.39,27.55,18.05,6.64,34.03,5109.3 +9163,13054,46002,2058.6,2110,63939,19.58,491.28,38.95,239.4,161.85,174.3,5109.3 +8409.4,12574,43830,1999.8,2078,63071,-16.91,121.04,-17.1,19,-9.13,-7.47,5109.3 +8776.4,12530,45903,1964.2,2038,63164,-10.68,121.04,-8.55,2.85,-0.83,-12.45,5109.4 +8848.9,12628,45924,1901.9,1984,62825,-12.46,37.38,19.95,33.25,19.92,13.28,5109.4 +8640.2,12645,44780,1898.4,1957,63573,10.68,415.63,57.95,233.7,162.68,172.64,5109.4 +8177.1,12527,42779,1982.9,2027,64111,24.03,547.35,50.35,235.6,161.85,195.88,5109.5 +7964,12220,42711,1869.9,1912,64093,20.47,381.81,23.75,222.3,160.19,164.34,5109.5 +8785.2,13451,42803,2405.7,2447,64429,24.03,-32.04,4.75,24.7,14.94,16.6,5109.5 +8906.7,13507,43215,2195.6,2247,64038,97.01,2718.1,182.4,1367,726.25,842.45,5109.5 +8211.9,12475,43140,1942.9,1979,64340,7.12,-61.41,-21.85,45.6,12.45,9.13,5109.5 +8901.3,13482,43269,2523.1,2602,63550,194.91,13058,551,3801.9,1704,2719.9,5109.6 +8728.4,12582,45464,2015.8,2038,64824,163.76,8176.4,342,2516.6,1175.3,1856.7,5109.6 +8531.4,12594,44395,1954.4,1958,65417,10.68,21.36,4.75,4.75,15.77,6.64,5109.6 +7945.4,12236,42555,2017.6,2028,65201,119.26,8337.5,340.1,2569.8,1086.5,1746.3,5109.8 +8221.2,12615,42710,2050.6,2055,65394,26.7,-44.5,-1.9,-19,-8.3,-16.6,5109.8 +8351.6,12750,42928,2020.3,2058,64335,28.48,-72.98,27.55,23.75,18.26,6.64,5109.8 +8433.9,12763,43307,2031.9,2027,65693,11.57,-64.97,-8.55,-1.9,-4.98,2.49,5109.8 +9456.5,11935,51926,3339.3,2011,1.09E+05,2.67,553.58,9.5,226.1,170.15,194.22,5109.9 +8232,12798,42154,2109.3,2142,64536,-19.58,189.57,-30.4,-11.4,9.13,11.62,5109.9 +5850.1,8319,46086,3077.6,3083,65422,120.15,4138.5,288.8,1818.3,955.33,1102.2,5109.9 +8318.7,12736,42806,2022.1,2084,63589,-3.56,78.32,-5.7,8.55,25.73,-8.3,5110 +7983.6,12407,42171,1906.4,1955,63906,7.12,103.24,-2.85,-19,29.05,18.26,5110 +8217.3,12498,43089,2074.6,2114,64314,-4.45,93.45,8.55,21.85,34.03,7.47,5110.1 +8232,12674,42567,1942.9,2022,62971,51.62,1742.6,133,826.5,533.69,647.4,5110.1 +8123.7,12389,42973,1906.4,1973,63323,-30.26,393.38,-11.4,124.45,87.98,81.34,5110.2 +8082.1,12375,42801,1952.7,1987,64403,14.24,241.19,14.25,132.05,67.23,75.53,5110.2 +8866.5,13608,42701,2285.5,2332,64230,-27.59,63.19,-19.95,-21.85,-6.64,15.77,5110.2 +8260.9,12541,43169,1937.5,1965,64620,-32.04,180.67,-22.8,-11.4,-24.07,-1.66,5110.2 +8299.6,12487,43559,1947.3,1955,65279,7.12,-55.18,5.7,14.25,19.92,23.24,5110.3 +4495.3,6250,47136,2574.8,2602,64850,-5.34,116.59,-20.9,-21.85,-9.13,9.96,5110.3 +8389.8,12502,43980,1966.9,1990,64775,8.9,171.77,28.5,12.35,27.39,31.54,5110.4 +8422.6,12443,44361,1893.9,1899,65361,14.24,257.21,0.95,123.5,91.3,88.81,5110.4 +8679.9,12553,45315,2010.5,2026,65035,138.84,8542.2,342,2627.7,1063.2,1709.8,5110.4 +8330.5,12542,43530,2086.2,2078,65793,6.23,72.09,11.4,61.75,19.92,19.92,5110.4 +8541.7,12903,43384,2254.4,2243,65868,77.43,2826.6,207.1,1285.3,764.43,944.54,5110.4 +8438.8,12553,44057,2006.1,1993,65965,24.03,230.51,15.2,36.1,-1.66,5.81,5110.5 +8762.2,13468,42637,2480.4,2524,64405,176.22,13482,519.65,3932.1,1605.2,2545.6,5110.6 +8637.7,13362,42365,2194.7,2226,64616,13.35,-23.14,3.8,45.6,26.56,21.58,5110.6 +8736.2,12754,44891,1975.8,2022,64039,32.04,66.75,-11.4,22.8,19.92,26.56,5110.6 +8506.9,12608,44219,1967.8,2000,64481,129.94,8574.3,359.1,2576.4,1123,1753.8,5110.7 +8099.7,12509,42435,1982.9,2025,64174,21.36,441.44,26.6,212.8,130.31,169.32,5110.7 +8771.5,13494,42600,2282.8,2322,64431,7.12,158.42,14.25,11.4,18.26,10.79,5110.9 +7981.1,12382,42243,1909.9,1934,64721,11.57,-95.23,-6.65,14.25,4.98,5.81,5110.9 +8055.6,12339,42786,2056.8,2072,65055,14.24,102.35,-3.8,18.05,11.62,18.26,5110.9 +8027.7,12348,42606,1974,1992,64944,140.62,8630.3,337.25,2611.6,1118.8,1748,5110.9 +8180.1,12623,42469,2034.5,2027,65780,3.56,54.29,8.55,21.85,9.13,-8.3,5111 +7886.6,12130,42609,1916.2,1942,64664,20.47,388.04,26.6,247.95,156.04,172.64,5111 +8094.3,12381,42845,1936.6,1949,65120,-1.78,-131.72,-9.5,15.2,-19.09,-20.75,5111 +8048.3,12480,42264,1998.9,2020,64853,23.14,-0.89,11.4,41.8,34.86,28.22,5111.1 +8105.6,12550,42327,2016.7,2038,64852,-1.78,203.81,-12.35,-2.85,9.13,4.15,5111.2 +8384.4,12418,44249,1867.2,1878,65160,19.58,54.29,4.75,49.4,24.9,17.43,5111.2 +8299.6,12527,43420,1965.1,2031,63410,18.69,15.13,-17.1,-5.7,-6.64,2.49,5111.3 +8184,12443,43104,1990.9,2043,63866,-14.24,-69.42,-14.25,-4.75,-3.32,4.98,5111.3 +8469.7,12682,43768,1953.5,1998,64078,138.84,9011.3,316.35,2609.6,1056.6,1654.2,5111.3 +8612.7,12456,45315,1917.1,1992,63071,112.14,8492.4,322.05,2572.6,1081.5,1720.6,5111.3 +8035,12397,42477,1988.3,1981,65776,1.78,-85.44,-4.75,28.5,2.49,16.6,5111.5 +8298.2,12930,42059,2114.6,2166,63982,6.23,234.96,26.6,24.7,43.99,23.24,5111.5 +8752.9,13452,42643,2561.4,2588,64863,224.28,11578,494,3558.7,1635.9,2694.2,5111.5 +8090.4,12222,43382,2002.5,1978,66348,25.81,334.64,39.9,152,87.98,98.77,5111.5 +8212.9,12795,42066,1901.9,1919,64953,25.81,404.95,46.55,248.9,183.43,180.94,5111.6 +5704.1,8577,43584,3098.1,3061,66330,31.15,712.89,57,372.4,288.01,297.97,5111.6 +8545.6,12649,44276,2108.4,2105,65642,141.51,7917.4,342,2340.8,1174.4,1920.6,5111.6 +8159.5,12431,43017,2040.8,2031,65851,-14.24,-75.65,13.3,-0.95,-4.15,1.66,5111.7 +8132,12398,42986,1941.1,1998,63669,7.12,111.25,13.3,11.4,4.15,9.13,5111.9 +8115.4,12606,42190,2015.8,2062,64069,24.92,453.01,29.45,214.7,161.85,180.11,5112 +8803.3,13643,42288,2300.6,2335,64572,-25.81,-78.32,-33.25,-16.15,14.11,1.66,5112.1 +8503,12493,44605,1926.8,1949,64791,7.12,347.1,-15.2,98.8,82.17,75.53,5112.2 +8230.5,12191,44245,1979.4,1967,65948,62.3,1891.3,103.55,878.75,514.6,617.52,5112.3 +8585.8,12686,44354,1927.7,1962,64392,25.81,142.4,-10.45,12.35,10.79,25.73,5112.3 +6856.1,9962,45103,2298,2286,65879,34.71,312.39,52.25,171,192.56,198.37,5112.3 +9090,13981,42609,1994.5,1993,65585,-10.68,-41.83,-1.9,-0.95,-14.11,17.43,5112.4 +8895,13174,44249,2681.6,2742,64092,16.02,-40.94,-39.9,-1.9,-4.15,20.75,5112.5 +8716.1,12606,45313,1998.9,2046,64029,21.36,12.46,4.75,23.75,1.66,4.98,5112.6 +8780.3,12871,44707,2014.1,2035,64862,15.13,389.82,7.6,116.85,70.55,97.94,5112.6 +8731.8,12654,45223,2056.8,2046,65882,143.29,8359.8,337.25,2506.1,1160.3,1862.5,5112.7 +8497.1,12625,44108,2062.1,2053,65827,41.83,149.52,31.35,47.5,24.07,26.56,5112.7 +8328.5,12587,43364,1897.5,1935,64265,121.04,8427.4,344.85,2560.3,1091.4,1738.8,5112.7 +8174.7,12542,42715,1968.7,1998,64574,56.07,2139.6,124.45,939.55,502.98,584.32,5112.8 +6750.7,10406,42515,2432.4,2454,64958,219.83,14325,595.65,4332,2036.8,3304.2,5112.8 +7728.8,12004,42195,1885.9,1908,64777,-18.69,-56.96,-11.4,7.6,-24.9,-9.13,5112.8 +7939.5,12262,42434,2014.1,1990,66329,1.78,78.32,22.8,35.15,29.88,22.41,5112.8 +7993.9,12367,42362,1972.2,1967,65711,-0.89,343.54,3.8,100.7,87.98,102.09,5112.9 +8075.7,12506,42320,2035.4,2026,65841,-13.35,157.53,-23.75,5.7,14.94,-8.3,5112.9 +7753.8,12054,42156,1877.9,1858,66238,7.12,138.84,35.15,101.65,73.04,75.53,5113 +8018.4,12519,41976,1938.4,1971,64453,-11.57,223.39,-10.45,0,-16.6,-6.64,5113 +7610.7,11995,41582,1937.5,1963,64686,-30.26,101.46,-19,76,56.44,82.17,5113 +7814.5,12134,42206,1990.9,2006,65044,121.04,8623.2,319.2,2550.8,1131.3,1748.8,5113 +8951.8,12895,45496,1975.8,2027,63881,-16.02,-138.84,-31.35,-2.85,-20.75,-9.96,5113.2 +8352.5,12272,44605,1974.9,2020,64073,17.8,161.09,5.7,123.5,92.13,92.96,5113.2 +8781.8,13003,44261,2074.6,2143,63444,125.49,8120.4,289.75,2318,1117.2,1840.1,5113.2 +8856.3,12594,46086,1939.3,1974,64384,4.45,-103.24,-22.8,13.3,-16.6,7.47,5113.4 +8093.8,12163,43611,1807.6,1863,63587,27.59,410.29,19,83.6,65.57,83,5113.4 +7973.8,12390,42177,1898.4,1926,64596,-15.13,186.9,48.45,-3.8,33.2,24.9,5113.5 +7996.3,12383,42320,1931.3,1947,65008,-3.56,80.1,0.95,6.65,32.37,18.26,5113.5 +7952.2,12399,42032,1958,1995,64321,-5.34,169.99,11.4,35.15,19.09,24.07,5113.5 +8008.6,12343,42522,1975.8,1971,65696,-16.02,629.23,19,232.75,156.87,153.55,5113.5 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+8237.4,12633,42733,1998,2029,64536,26.7,730.69,32.3,254.6,143.59,165.17,5135.2 +7945.4,12499,41660,2128.9,2151,64862,-27.59,8.9,-21.85,10.45,-0.83,-7.47,5135.3 +7976.7,12605,41473,2046.1,2057,65189,142.4,8778.1,329.65,2571.6,1134.6,1797.8,5135.3 +7920.9,12487,41571,2080.8,2119,64355,-7.12,495.73,24.7,198.55,166,174.3,5135.4 +8210,12363,43521,1942,1935,65772,8.01,139.73,-14.25,15.2,9.13,23.24,5135.5 +8433.4,12486,44265,1993.6,1986,65787,15.13,81.88,14.25,48.45,34.86,38.18,5135.5 +8265.8,12390,43721,1958.9,1986,64641,-16.02,123.71,14.25,-14.25,30.71,14.11,5135.5 +10229,15063,44503,1999.8,2019,64914,70.31,2368.3,176.7,1085.8,661.51,782.69,5135.6 +8226.1,12245,44027,1873.4,1925,63781,-24.92,249.2,1.9,2.85,23.24,24.9,5135.6 +7619,11961,41746,1867.2,1901,64371,-1.78,168.21,17.1,100.7,75.53,91.3,5135.7 +7563.2,11875,41740,1890.4,1895,65376,61.41,1942,149.15,851.2,536.18,642.42,5135.7 +8026.7,12535,41965,1934.9,1943,65261,6.23,-88.11,-2.85,2.85,-14.94,2.49,5135.7 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+7671.9,12183,41270,2031,2023,65795,-8.01,-10.68,0.95,41.8,23.24,24.9,5136.7 +7779.2,12182,41850,1926,1942,64995,10.68,194.02,13.3,123.5,73.87,70.55,5136.8 +8527.5,12882,43383,1981.1,2002,64853,-4.45,145.07,2.85,6.65,24.07,6.64,5136.8 +8329.5,12513,43625,1938.4,1905,66686,13.35,181.56,21.85,118.75,112.05,84.66,5136.8 +7953.7,12478,41774,2048.8,2078,64614,-29.37,-89.89,-0.95,14.25,18.26,16.6,5136.8 +7991.9,12243,42780,1928.6,1943,65051,-6.23,200.25,33.25,2.85,2.49,7.47,5136.9 +7892.4,12394,41733,1935.8,1934,65595,-3.56,493.95,26.6,227.05,160.19,166.83,5136.9 +7894.9,12558,41201,1926.8,1978,63841,-17.8,-123.71,7.6,2.85,-8.3,-13.28,5137 +7829.7,12335,41599,1942.9,1967,64732,4.45,-56.96,-2.85,10.45,-7.47,7.47,5137 +8027.7,12627,41665,2007.8,2051,64157,9.79,512.64,37.05,231.8,163.51,179.28,5137 +8159.5,12810,41744,2025.6,2122,62560,-21.36,58.74,-15.2,-46.55,-4.98,-16.6,5137.1 +8121.8,12399,42928,1907.3,1967,63546,110.36,8115.9,291.65,2361.7,1097.3,1829.3,5137.1 +8418.2,12615,43733,1994.5,2067,63237,-24.03,196.69,5.7,39.9,18.26,17.43,5137.1 +8100.7,12623,42057,2018.5,2063,64123,22.25,608.76,18.05,234.65,154.38,173.47,5137.1 +7962.5,12452,41907,1942,1952,65200,-20.47,-5.34,10.45,-13.3,10.79,17.43,5137.1 +8015.9,12505,42010,1921.5,1981,63568,120.15,7419,290.7,2281.9,1105.6,1828.5,5137.1 +8063.4,12231,43205,1918.8,1987,63288,105.91,8974.8,318.25,2603,1059.9,1684.9,5137.2 +7985.5,12562,41661,1967.8,2018,63905,0,279.46,12.35,96.9,75.53,78.85,5137.2 +7674.4,12008,41884,1725.7,1768,63968,22.25,192.24,14.25,91.2,88.81,88.81,5137.2 +7881.2,12368,41761,1909.9,1940,64521,-7.12,-5.34,-9.5,21.85,6.64,15.77,5137.3 +7811.6,12258,41764,1897.5,1926,64566,-27.59,126.38,-0.95,-36.1,-3.32,-9.96,5137.4 +8043.4,12595,41852,1972.2,1991,64918,-10.68,137.06,27.55,73.15,66.4,84.66,5137.4 +8020.8,12471,42150,1988.3,2003,65054,-21.36,193.13,31.35,-8.55,18.26,8.3,5137.4 +8147.7,12726,41959,2020.3,2038,64967,43.61,196.69,46.55,123.5,98.77,92.96,5137.6 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+7523,12123,40669,1998,2011,65114,57.85,1910.8,107.35,893.95,525.39,620.84,5139.3 +8252.1,13143,41148,2175.2,2163,65904,-9.79,137.06,8.55,-16.15,5.81,-5.81,5139.3 +7684.2,12283,40999,2014.1,2043,64608,158.42,8345.5,339.15,2489,1144.6,1825.2,5139.3 +8046.8,12339,42739,1862.8,1875,65109,9.79,719.12,9.5,196.65,151.06,184.26,5139.4 +8003.7,12212,42952,2018.5,1968,67218,125.49,8221.8,314.45,2527.9,1065.7,1724.7,5139.5 +7697.9,12199,41355,1834.3,1859,64665,-13.35,201.14,-24.7,14.25,-19.92,7.47,5139.5 +8273.2,12687,42736,2012.3,2011,65578,-27.59,-61.41,-20.9,-7.6,-20.75,-14.94,5139.5 +8208.5,12519,42971,1949.1,1980,64513,-8.9,50.73,-11.4,38,14.11,27.39,5139.6 +8086,12243,43284,1869,1859,65889,-9.79,-95.23,6.65,-25.65,-14.11,3.32,5139.6 +8245.2,12515,43177,1908.2,1907,65576,10.68,49.84,4.75,34.2,12.45,14.11,5139.6 +8992.5,14064,41904,2382.5,2404,64951,-4.45,497.51,25.65,123.5,119.52,141.93,5139.7 +7548.9,11987,41272,1843.2,1859,64979,14.24,470.81,38.95,223.25,161.02,184.26,5139.7 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+8284.9,12846,42267,2143.1,2158,65084,20.47,156.64,24.7,59.85,42.33,50.63,5152.8 +8551.5,12703,44118,2045.2,2059,65097,130.83,8634.8,369.55,2696.1,1087.3,1704,5152.9 +9824.5,14670,43889,2106.6,2126,64939,4.45,676.4,23.75,337.25,231.57,246.51,5152.9 +8214.4,12391,43446,1943.8,1959,65026,13.35,-97.9,-0.95,0,19.92,-7.47,5152.9 +8044.3,12489,42213,1934,1949,65031,-5.34,-1.78,15.2,35.15,19.92,6.64,5153 +7745.4,12105,41933,1868.1,1881,65087,-6.23,-56.96,7.6,-16.15,1.66,-12.45,5153 +7837.1,12562,40886,2110.2,2134,64805,-15.13,-38.27,21.85,13.3,-2.49,18.26,5153.1 +9017.5,14361,41151,2094.2,2089,65698,9.79,26.7,10.45,41.8,18.26,15.77,5153.2 +5342.5,8610,40665,1862.8,1862,65563,60.52,1497.9,128.25,713.45,419.15,493.85,5153.2 +4615.8,7166,42213,2415.5,2474,63985,8.9,559.81,41.8,216.6,170.15,195.05,5153.2 +7642.5,12092,41421,1919.7,1960,64190,149.52,8003.8,305.9,2289.5,1064.1,1759.6,5153.2 +7896.8,12498,41409,1948.2,1974,64680,-20.47,48.06,3.8,-2.85,-1.66,1.66,5153.2 +7884.6,12467,41447,1978.5,2007,64604,-19.58,79.21,-10.45,-10.45,21.58,-2.49,5153.2 +7899.3,12577,41161,2063.9,2101,64379,48.06,1832.5,134.9,876.85,481.4,581,5153.2 +7817.5,12458,41124,2014.1,2046,64513,-1.78,380.92,38,116.85,81.34,85.49,5153.2 +7483.8,11978,40946,1972.2,1978,65345,22.25,420.97,19.95,106.4,83.83,96.28,5153.3 +7693,12151,41492,1882.3,1911,64553,19.58,66.75,-10.45,21.85,3.32,23.24,5153.3 +7657.2,12090,41507,1892.1,1918,64652,24.92,-92.56,17.1,5.7,17.43,19.92,5153.3 +5539.5,8630,42066,2570.3,2546,66162,10.68,-55.18,29.45,16.15,4.98,29.88,5153.3 +7679.8,12318,40859,1949.1,1982,64448,56.07,1645.6,104.5,801.8,507.13,657.36,5153.3 +7747.4,12307,41256,1909.9,1923,65091,137.95,8287.7,318.25,2527,1128,1798.6,5153.3 +8471.6,13436,41321,2427,2440,65188,6.23,80.1,8.55,19,21.58,17.43,5153.4 +8999.3,14279,41304,2100.4,2103,65455,3.56,-73.87,17.1,9.5,6.64,-1.66,5153.4 +7856.7,12302,41855,1937.5,1934,65656,23.14,164.65,-24.7,15.2,-29.05,9.96,5153.4 +7792,12222,41782,2050.6,2074,64795,22.25,-108.58,-26.6,-9.5,-13.28,11.62,5153.4 +7931.6,12486,41631,2053.2,2082,64630,139.73,6840.5,283.1,2199.3,1100.6,1865,5153.4 +8440.3,12654,43713,2015,2014,65567,6.23,85.44,-0.95,6.65,-9.13,-1.66,5153.5 +6617.5,9395,46161,2345.1,2375,64712,36.49,475.26,14.25,194.75,151.06,155.21,5153.5 +8744,12906,44402,2073.7,2094,64901,4.45,74.76,10.45,4.75,-9.13,1.66,5153.5 +9142.9,13700,43736,2329.1,2327,65596,4.45,-91.67,-14.25,-5.7,-19.09,-9.96,5153.6 +4046.4,5203,50968,1659.8,1667,65255,93.45,5766.3,228.95,1680.5,761.94,1177.8,5153.7 +9202.2,13039,46252,2003.4,2027,64773,16.91,-72.98,8.55,0.95,5.81,3.32,5153.7 +8063,12415,42563,1949.1,1947,65607,25.81,703.99,65.55,241.3,173.47,215.8,5153.8 +7730.7,12296,41204,1911.7,1912,65526,18.69,-11.57,32.3,18.05,1.66,20.75,5153.8 +8084.5,12850,41232,2023.9,2066,64199,6.23,-66.75,-12.35,11.4,9.13,18.26,5153.9 +7916,12479,41572,1948.2,1963,65042,8.9,-95.23,8.55,1.9,-13.28,3.32,5153.9 +7940,12554,41449,1999.8,2026,64689,1.78,-60.52,-0.95,35.15,-1.66,-0.83,5153.9 +7842.9,12275,41873,2001.6,2003,65491,145.07,8306.4,333.45,2545.1,1108.9,1789.5,5153.9 +8044.8,12566,41957,1978.5,1990,65156,1.78,56.96,6.65,-9.5,4.15,17.43,5153.9 +8487.3,12578,44222,2017.6,2034,65009,115.7,8330.4,328.7,2431.1,1175.3,1877.5,5154.1 +8731.8,12821,44634,1965.1,2005,64232,6.23,-89.89,-9.5,-1.9,-11.62,12.45,5154.1 +8532.9,12602,44375,2023,2074,63924,133.5,8440.8,333.45,2466.2,1165.3,1848.4,5154.1 +8798.9,12706,45384,2180.5,2210,64661,12.46,95.23,-3.8,12.35,49.8,13.28,5154.2 +8702.4,12636,45135,2020.3,2040,64903,2.67,-5.34,23.75,18.05,58.93,17.43,5154.2 +9195.8,12994,46380,2014.1,2050,64387,3.56,-29.37,22.8,-17.1,43.99,4.98,5154.2 +8609.3,12751,44249,2209,2255,64199,-7.12,533.11,5.7,225.15,161.85,185.09,5154.3 +8667.6,12671,44830,1884.1,1931,63945,-5.34,125.49,-37.05,8.55,3.32,-14.11,5154.3 +8487.3,12554,44306,1982.9,2010,64653,137.06,8574.3,319.2,2534.6,1160.3,1826,5154.3 +7953.7,12360,42173,1910.8,1928,64952,1.78,158.42,9.5,27.55,39.84,6.64,5154.4 +7466.6,12103,40431,1854.8,1859,65387,12.46,176.22,8.55,31.35,16.6,17.43,5154.5 +7567.1,12259,40453,1979.4,1971,65814,10.68,-137.95,-7.6,-7.6,0,10.79,5154.5 +7685.2,12567,40078,1930.4,1971,64186,29.37,412.07,12.35,175.75,150.23,154.38,5154.5 +7757.7,12519,40611,2006.1,2019,65116,4.45,-11.57,-0.95,-16.15,8.3,19.92,5154.5 +8171.7,12631,42399,1974.9,2007,64488,-8.01,-23.14,-7.6,16.15,4.98,21.58,5154.7 +7629.8,12262,40778,1981.1,2006,64724,-31.15,130.83,6.65,-1.9,4.15,-4.98,5154.7 +8307.5,12486,43604,1971.3,2018,64021,117.48,7860.5,330.6,2351.3,1147.1,1873.3,5154.8 +8655.9,12785,44370,2029.2,2049,64903,3.56,172.66,19,-32.3,4.98,2.49,5154.8 +7579.8,10935,45428,2527.6,2515,65864,50.73,924.71,71.25,422.75,329.51,356.9,5154.8 +8343.7,12602,43391,1968.7,1978,65227,161.98,9102,363.85,2565,1064.9,1700.7,5154.9 +8356.5,12799,42788,2046.1,2079,64499,16.91,80.99,33.25,23.75,22.41,16.6,5154.9 +8146.3,12619,42307,1971.3,1983,65151,8.01,709.33,53.2,206.15,151.89,164.34,5155 +7275.5,11947,39910,1934.9,1951,64994,32.04,1771.1,96.9,841.7,494.68,600.92,5155.1 +8024.2,12996,40464,2249.9,2276,64785,0,134.39,22.8,-5.7,9.13,-2.49,5155.1 +7646.9,12355,40563,2004.3,2007,65447,28.48,498.4,56.05,247.95,164.34,217.46,5155.2 +7655.8,12380,40527,2029.2,2076,64059,-0.89,-92.56,34.2,18.05,5.81,8.3,5155.2 +7964,12979,40213,2328.2,2323,65684,16.02,22.25,9.5,17.1,31.54,35.69,5155.2 +7716.5,12712,39782,2164.5,2168,65430,120.15,8451.4,349.6,2548.8,1137.9,1814.4,5155.3 +3507.4,5832,39414,3063.4,3064,65523,-5.34,248.31,2.85,38,16.6,35.69,5155.4 +7621.5,12270,40707,1912.6,1950,64279,-1.78,766.29,27.55,245.1,155.21,153.55,5155.4 +7794.9,12392,41224,1913.5,1944,64508,-8.01,217.16,28.5,42.75,4.98,18.26,5155.4 +8695,12658,45018,2045.2,2054,65256,16.91,611.43,42.75,234.65,141.1,164.34,5155.5 +8089.9,12163,43590,1996.3,1987,65842,12.46,658.6,32.3,228.95,163.51,170.98,5155.6 +8003.7,12335,42524,1932.2,1947,65037,55.18,1645.6,122.55,803.7,510.45,629.14,5155.7 +8780.3,14064,40915,2109.3,2080,66459,37.38,658.6,51.3,313.5,221.61,234.06,5155.8 +7525.9,12338,39976,1984.7,2034,63948,1.78,332.86,37.05,186.2,151.89,180.94,5155.9 +7332.4,12055,39862,1970.5,1971,65518,30.26,602.53,40.85,204.25,175.13,196.71,5155.9 +7567.1,12247,40493,2031.9,2039,65307,-0.89,40.05,15.2,22.8,15.77,32.37,5155.9 +7615.1,12278,40647,1992.7,2018,64715,45.39,1984.7,139.65,873.05,534.52,629.14,5156 +8172.2,12310,43507,1893.9,1926,64444,-2.67,-11.57,13.3,24.7,28.22,19.92,5156.1 +9967.6,14810,44108,2099.5,2106,65334,141.51,10312,430.35,3100.8,1315.5,2069.2,5156.1 +8809.2,12947,44591,2186.7,2211,64817,97.01,8802.1,342,2533.6,1157,1835.1,5156.1 +8346.7,12586,43462,1968.7,1982,65096,30.26,2013.2,103.55,860.7,519.58,596.77,5156.1 +8953.8,12699,46208,1981.1,2015,64435,-5.34,92.56,10.45,31.35,22.41,24.07,5156.1 +9170.8,12979,46307,2091.5,2083,65803,139.73,8665.9,355.3,2608.7,1133.8,1787.8,5156.2 +8119.3,12399,42915,1978.5,1979,65518,121.04,8498.6,348.65,2556.4,1108.9,1758.8,5156.2 +8796.5,12761,45176,2002.5,1993,65848,-13.35,-64.08,5.7,-18.05,-5.81,-6.64,5156.3 +8188.4,13046,41134,2225,2246,64923,5.34,849.95,42.75,351.5,232.4,240.7,5156.3 +7904.2,12727,40702,1958,1991,64450,-15.13,69.42,20.9,29.45,12.45,3.32,5156.3 +7886.1,12660,40823,1998.9,2048,63966,-38.27,180.67,14.25,40.85,25.73,23.24,5156.4 +7347.6,12075,39878,1939.3,1935,65682,36.49,485.05,55.1,219.45,175.96,203.35,5156.4 +7482.3,12231,40092,2074.6,2051,66290,23.14,400.5,39.9,156.75,90.47,121.18,5156.4 +7930.7,12455,41730,1943.8,1975,64499,67.64,1772,133,848.35,512.11,636.61,5156.5 +7736.1,12638,40117,2038.1,2106,63423,121.93,8174.6,354.35,2621.1,1140.4,1847.6,5156.5 +5374.8,8483,41523,2969.9,2999,64901,32.93,1638.5,114.95,720.1,537.84,575.19,5156.6 +7159.4,11790,39796,1898.4,1950,63801,16.02,257.21,-4.75,116.85,80.51,87.15,5156.6 +7690.1,12751,39524,2081.7,2139,63781,0,-118.37,-13.3,25.65,9.13,1.66,5156.6 +7396.6,12191,39762,1920.6,1983,63474,10.68,325.74,2.85,107.35,88.81,83.83,5156.7 +7624.9,12604,39647,1992.7,2040,64017,143.29,8017.1,338.2,2342.7,1162,1895.7,5156.7 +8005.1,13150,39895,2015,2062,64041,-8.9,127.27,-25.65,82.65,58.1,48.14,5156.7 +9347.7,14487,42287,2165.4,2163,65608,-19.58,-89,-26.6,-32.3,-2.49,-29.05,5156.8 +8050.7,12719,41482,2034.5,2075,64258,-4.45,161.98,-19,6.65,9.13,-10.79,5156.8 +8032.6,12331,42691,1956.2,1963,65310,25.81,625.67,64.6,232.75,168.49,180.94,5156.8 +8144.8,12614,42316,1967.8,1986,64935,0,-67.64,-10.45,8.55,7.47,4.98,5156.8 +7708.7,12307,41049,1877.9,1911,64401,7.12,-96.12,38.95,13.3,11.62,2.49,5156.9 +7602.4,12159,40976,1920.6,1963,64121,33.82,2031.9,117.8,845.5,485.55,591.79,5157.1 +7482.8,12165,40312,1909.9,1953,64091,8.9,178,-16.15,-14.25,26.56,5.81,5157.1 +7593.5,12407,40110,2042.5,2071,64636,17.8,24.03,14.25,32.3,-4.15,19.09,5157.3 +9120.4,14615,40897,2285.5,2263,66188,18.69,-94.34,-17.1,9.5,-9.13,14.94,5157.3 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+9024.3,12835,46079,2006.1,2023,64987,123.71,8560.9,335.35,2587.8,1117.2,1756.3,5173.5 +8830.8,12777,45295,1952.7,1977,64729,-7.12,-32.93,13.3,-8.55,-9.96,4.15,5173.6 +8312.4,12492,43609,1944.7,1964,64890,-3.56,-129.05,-18.05,-9.5,-16.6,-20.75,5173.7 +8468.2,12942,42881,2130.7,2154,64826,8.9,244.75,2.85,95.95,88.81,80.51,5173.7 +8323.1,12858,42422,2144,2158,65111,125.49,8541.3,355.3,2425.3,1167.8,1867.5,5173.8 +8048.3,12379,42608,1920.6,1951,64516,-16.02,212.71,8.55,36.1,19.92,28.22,5173.8 +7875.3,12226,42214,1882.3,1894,65133,-21.36,46.28,-27.55,11.4,3.32,-20.75,5173.9 +7803.7,12239,41787,1980.3,1983,65445,120.15,8730.9,332.5,2541.3,1064.9,1673.3,5173.9 +8078.1,12644,41870,2036.3,2048,65162,4.45,24.03,6.65,2.85,9.13,20.75,5174 +7990.9,12290,42611,2010.5,1986,66345,122.82,8393.6,352.45,2517.5,1104.7,1767.9,5174.1 +8420.7,12610,43763,2110.2,2102,65791,-8.9,56.96,7.6,-12.35,-2.49,-4.15,5174.1 +8372.6,12231,44862,1910.8,1923,65121,6.23,502.85,35.15,231.8,170.15,190.07,5174.2 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+7547.5,12007,41195,1850.3,1895,63990,46.28,1700.8,115.9,782.8,507.96,653.21,5174.6 +7725.8,12251,41329,1917.9,1967,63902,124.6,8682.8,339.15,2546.9,1076.5,1688.2,5174.7 +8610.3,13555,41629,2370.1,2403,64638,77.43,2801.7,196.65,1292,758.62,901.38,5174.7 +9239.4,14304,42332,2112,2100,65910,33.82,215.38,46.55,135.85,126.99,109.56,5174.7 +7882.6,12109,42662,1923.3,1949,64671,68.53,1883.2,139.65,796.1,507.96,644.08,5174.8 +8119.3,12390,42946,2056.8,2050,65753,36.49,54.29,32.3,28.5,23.24,9.96,5174.8 +8000.2,12196,42990,1897.5,1924,64633,-11.57,74.76,-21.85,-9.5,0,-13.28,5174.8 +8464.3,12938,42875,2038.1,2094,63786,-2.67,265.22,16.15,97.85,70.55,83.83,5174.8 +8622,13415,42121,2394.1,2451,64015,192.24,12087,467.4,3506.4,1684.9,2748.1,5175 +7681.2,12059,41745,1934,1983,63916,48.95,2052.3,137.75,891.1,501.32,576.02,5175 +7906.6,12470,41553,1982.9,2022,64269,-16.91,132.61,-6.65,-3.8,6.64,-12.45,5175 +7996.3,12625,41509,1943.8,2001,63661,0.89,174.44,12.35,92.15,90.47,90.47,5175 +8503.5,12628,44131,2038.1,2080,64216,64.08,2160.9,128.25,889.2,474.76,559.42,5175.2 +8342.7,12538,43607,2017.6,2058,64250,-6.23,115.7,8.55,13.3,-13.28,3.32,5175.2 +7999.7,12493,41965,1943.8,1977,64434,19.58,460.13,23.75,229.9,175.13,171.81,5175.3 +8338.3,12464,43843,1931.3,1920,65922,32.04,136.17,31.35,18.05,11.62,22.41,5175.4 +8352.5,12342,44352,1948.2,1938,65881,134.39,7586.4,329.65,2367.4,1096.4,1796.9,5175.4 +9948.5,14639,44537,2205.4,2191,65967,26.7,20.47,15.2,22.8,8.3,16.6,5175.4 +8066.9,12471,42392,2045.2,2055,65224,16.02,455.68,31.35,228,166.83,182.6,5175.4 +8245.7,12754,42370,2013.2,2018,65379,8.01,188.68,-1.9,10.45,-1.66,10.79,5175.6 +7710.6,12319,41020,1953.5,2011,63664,0,-88.11,0.95,13.3,14.11,0,5175.8 +8211.4,12467,43165,1968.7,1987,64932,27.59,10.68,7.6,82.65,37.35,53.12,5175.9 +8366.8,13053,42007,2185.8,2221,64499,21.36,570.49,36.1,171.95,117.03,127.82,5175.9 +8018.9,12471,42140,1999.8,2039,64277,7.12,-6.23,-1.9,-8.55,-6.64,3.32,5175.9 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+8144.8,12560,42498,2056.8,2100,64188,108.58,7460.9,302.1,2222.1,1079,1814.4,5235.7 +8069.3,12211,43308,1982.9,1991,65270,53.4,2076.4,137.75,885.4,494.68,605.9,5235.8 +8208,12502,43027,1979.4,1970,65847,55.18,2120,138.7,933.85,535.35,634.12,5235.8 +8050.7,12538,42081,2087.9,2154,63526,123.71,7907.6,327.75,2387.3,1138.8,1881.6,5235.8 +8057.6,12514,42198,2027.4,2054,64688,-0.89,-11.57,15.2,30.4,25.73,32.37,5235.8 +6021.1,8823,44724,2259.7,2291,64641,-1.78,802.78,56.05,405.65,317.89,361.88,5235.9 +8160.5,12263,43611,1884.1,1907,64750,3.56,88.11,19,30.4,17.43,14.11,5235.9 +8440.7,12607,43878,2062.1,2079,65004,57.85,1964.2,127.3,916.75,474.76,586.81,5236.1 +8290.8,12563,43250,2006.1,2007,65505,5.34,-45.39,-31.35,-25.65,-3.32,-6.64,5236.1 +8164.9,12282,43567,1970.5,1962,65819,16.91,-64.97,5.7,7.6,18.26,12.45,5236.2 +7936,12239,42495,2015.8,2043,64665,27.59,466.36,45.6,215.65,156.04,157.7,5236.2 +8109.5,12466,42633,1999.8,2038,64309,-0.89,191.35,20.9,-10.45,16.6,3.32,5236.2 +8043.4,12378,42586,1972.2,1966,65744,38.27,14.24,-13.3,20.9,6.64,25.73,5236.3 +7989.5,12194,42939,1996.3,1986,65875,72.09,2017.6,127.3,915.8,493.02,585.98,5236.3 +5848.1,8843,43341,2439.5,2463,64910,8.9,307.05,-25.65,30.4,19.09,34.03,5236.3 +7293.6,11116,43001,2508.9,2552,64429,-20.47,94.34,-22.8,-42.75,-15.77,-26.56,5236.3 +7965.4,12279,42513,1978.5,1975,65651,8.9,51.62,4.75,33.25,24.9,36.52,5236.4 +8009.1,12303,42663,1901.9,1903,65499,22.25,536.67,28.5,228.95,166.83,170.15,5236.5 +8198.7,12699,42311,1982.9,2027,64111,14.24,127.27,-18.05,30.4,-9.96,19.09,5236.6 +8014.9,12333,42590,1935.8,1977,64169,0.89,-17.8,43.7,16.15,9.13,16.6,5236.6 +8282,12473,43515,1906.4,1917,65173,-10.68,194.02,-12.35,10.45,1.66,10.79,5236.7 +9274.2,14182,42857,1805.8,1830,64670,0.89,-81.88,16.15,38,36.52,15.77,5236.7 +8360.9,12878,42548,2013.2,2094,63007,-0.89,394.27,11.4,105.45,62.25,90.47,5236.7 +8418.2,12618,43723,1954.4,1994,64236,14.24,161.98,37.05,30.4,22.41,35.69,5236.7 +7912.5,12094,42877,1846.8,1914,63233,23.14,689.75,43.7,220.4,175.13,193.39,5236.7 +9173.3,13862,43369,2292.6,2294,65497,23.14,-89,6.65,5.7,19.09,32.37,5236.8 +8333.4,12670,43105,1925.1,1914,65915,-5.34,251.87,24.7,133,86.32,102.09,5236.8 +8252.1,12423,43533,1958.9,1975,65001,122.82,7653.1,317.3,2425.3,1084,1788.7,5236.8 +8488.8,12477,44588,1907.3,1917,65203,47.17,1998.9,122.55,878.75,458.16,548.63,5236.9 +8287.9,12537,43324,1894.8,1917,64777,-22.25,102.35,-11.4,31.35,11.62,-2.49,5236.9 +9058.1,13539,43846,2662,2727,63974,-19.58,819.69,13.3,273.6,219.95,284.69,5236.9 +5028.9,7343,44882,3117.7,3131,65257,-32.04,264.33,7.6,34.2,11.62,23.24,5237 +8047.8,12358,42678,1955.3,1990,64394,-22.25,-13.35,-12.35,-17.1,9.13,9.13,5237 +8002.7,12195,43006,1894.8,1939,64042,-21.36,326.63,19,94.05,73.87,91.3,5237.1 +8374.1,12690,43247,2113.8,2118,65404,6.23,-64.97,20.9,4.75,1.66,-5.81,5237.1 +8942.5,13464,43528,2345.1,2392,64252,3.56,66.75,2.85,43.7,20.75,24.9,5237.1 +7866.5,11878,43403,1971.3,1958,65983,21.36,144.18,32.3,152.95,111.22,98.77,5237.1 +8286.9,12503,43437,2023.9,2035,65177,11.57,186.9,35.15,153.9,102.09,117.03,5237.2 +8357.9,12751,42957,2102.2,2143,64288,37.38,19.58,69.35,29.45,40.67,29.05,5237.2 +8268.3,12574,43094,1967.8,1982,65066,31.15,219.83,45.6,64.6,40.67,33.2,5237.2 +7939,12071,43102,1982.9,2003,64879,56.96,1932.2,123.5,878.75,511.28,623.33,5237.3 +10142,14522,45770,2021.2,2042,64868,9.79,647.92,24.7,277.4,180.94,217.46,5237.5 +8713.7,12403,46042,1791.6,1799,65265,12.46,515.31,29.45,260.3,145.25,175.96,5237.5 +8230.5,12351,43672,1894.8,1951,63649,-14.24,205.59,-4.75,15.2,-11.62,1.66,5237.5 +8047.8,11894,44343,1728.4,1730,65475,23.14,509.08,49.4,218.5,145.25,160.19,5237.5 +9002.8,12966,45504,2016.7,2038,64852,4.45,159.31,5.7,88.35,76.36,77.19,5237.6 +8111,12091,43963,1917.1,1951,64396,40.94,1705.2,101.65,814.15,523.73,628.31,5237.6 +7836.6,12050,42621,1827.2,1894,63224,2.67,190.46,0.95,92.15,102.92,82.17,5237.7 +8231,12567,42924,1921.5,1940,64911,13.35,18.69,-10.45,46.55,35.69,19.09,5237.8 +8185.5,12426,43171,1905.5,1930,64704,3.56,129.05,18.05,100.7,68.89,89.64,5237.9 +8477.5,12514,44397,1961.6,1942,66196,11.57,-9.79,5.7,8.55,30.71,27.39,5237.9 +8363.8,12702,43153,2059.5,2074,65077,17.8,411.18,36.1,238.45,165.17,180.94,5237.9 +8478,12841,43269,2016.7,2077,63635,4.45,155.75,-21.85,3.8,6.64,13.28,5237.9 +8646.5,12909,43896,2041.7,2077,64421,16.91,50.73,13.3,39.9,17.43,9.13,5238 +9807.4,14473,44409,2050.6,2041,65843,22.25,-83.66,17.1,33.25,22.41,26.56,5238 +8672,12663,44881,2006.9,2023,65016,21.36,559.81,40.85,239.4,184.26,200.86,5238.1 +9068.4,12812,46387,2008.7,2040,64531,11.57,-58.74,-1.9,54.15,19.92,11.62,5238.1 +10070,14594,45223,3199.6,3234,64838,3.56,-34.71,3.8,-0.95,29.88,19.09,5238.1 +8129.1,12478,42695,2003.4,2042,64297,27.59,189.57,22.8,106.4,133.63,92.96,5238.2 +8046.8,12420,42460,1902.8,1956,63754,4.45,151.3,33.25,25.65,22.41,27.39,5238.3 +8189.4,12757,42071,1932.2,1985,63792,-0.89,573.16,37.05,203.3,161.85,181.77,5238.3 +8167.3,12530,42718,2073.7,2166,62743,119.26,7850.7,295.45,2372.1,1162.8,1893.2,5238.3 +8022.3,12398,42406,2011.4,2106,62592,123.71,8323.3,331.55,2570.7,1025.9,1663.3,5238.4 +8256,12657,42748,2028.3,2037,65256,25.81,486.83,38,229.9,209.16,174.3,5238.4 +8045.3,12371,42620,1862.8,1895,64421,18.69,-72.09,-12.35,16.15,20.75,-9.13,5238.5 +8315.3,12796,42588,2019.4,2088,63383,23.14,391.6,18.05,130.15,120.35,111.22,5238.5 +7842.9,11979,42908,2130.7,2191,63731,1.78,-96.12,-22.8,-8.55,-12.45,-5.81,5238.6 +8170.8,12538,42708,1913.5,1946,64441,47.17,1737.3,121.6,857.85,526.22,610.88,5238.6 +8395.2,12558,43812,1932.2,1966,64409,-7.12,-89.89,10.45,-6.65,-2.49,0,5238.7 +9207.1,12812,47096,1979.4,1960,66183,30.26,-51.62,20.9,6.65,20.75,15.77,5238.7 +8980.2,12515,47026,2044.3,2023,66227,80.1,1939.3,121.6,870.2,522.9,628.31,5238.7 +8739.6,12483,45883,2012.3,1987,66370,67.64,2004.3,135.85,901.55,541.99,609.22,5238.7 +8556.9,12475,44953,1902.8,1915,65119,-8.01,-19.58,16.15,-31.35,6.64,-2.49,5238.8 +8226.1,12485,43180,1849.4,1877,64573,67.64,1992.7,113.05,936.7,482.23,605.07,5238.9 +8069.8,12266,43116,1917.9,1994,63036,72.98,1794.2,90.25,754.3,496.34,621.67,5238.9 +8092.8,12502,42423,2039,2070,64554,13.35,-13.35,8.55,24.7,19.92,17.43,5238.9 +7675.9,11947,42106,1894.8,1931,64308,24.92,412.96,26.6,197.6,165.17,167.66,5239 +5801.1,8870,42862,2444.8,2482,64555,3.56,-9.79,-3.8,55.1,19.92,16.6,5239.1 +8285.9,12919,42033,1975.8,2035,63629,-5.34,486.83,38,236.55,173.47,179.28,5239.2 +9568.2,14887,42122,2230.3,2279,64137,-8.01,227.84,19,6.65,1.66,19.09,5239.2 +8421.1,12724,43374,2055.9,2036,66177,29.37,49.84,13.3,59.85,38.18,43.16,5239.3 +8766.1,12923,44455,2121.8,2123,65498,-5.34,-57.85,-3.8,2.85,-10.79,1.66,5239.3 +9010.1,12964,45548,1910.8,1968,63632,-24.03,-30.26,-26.6,10.45,-34.03,0.83,5239.4 +8039.9,10830,48652,2372.7,2382,65281,4.45,39.16,1.9,30.4,9.13,24.07,5239.4 +8686.7,12747,44661,2003.4,2043,64265,-15.13,263.44,-22.8,25.65,3.32,18.26,5239.4 +10748,15114,46603,2245.5,2270,64828,-15.13,-104.13,-11.4,-23.75,0.83,1.66,5239.5 +9215.9,12823,47101,1881.5,1927,63987,-5.34,-112.14,-14.25,2.85,8.3,6.64,5239.5 +9836.8,14755,43691,2104.8,2151,64130,-8.01,-32.04,26.6,-9.5,8.3,13.28,5239.6 +8504.9,12682,43950,1901.9,1930,64583,8.01,720.01,54.15,264.1,167.66,180.11,5239.6 +8099.2,12505,42446,1952.7,1977,64729,24.03,132.61,-11.4,68.4,39.01,33.2,5239.6 +8068.8,12404,42631,1866.3,1927,63473,0,-111.25,0.95,-23.75,-15.77,0.83,5239.7 +9284,14344,42418,2012.3,2044,64519,-0.89,-47.17,0.95,20.9,21.58,4.15,5239.7 +8003.7,12434,42185,1884.1,1894,65194,-2.67,210.04,2.85,36.1,34.03,21.58,5239.7 +8190.8,12739,42138,1985.6,2023,64324,-10.68,-82.77,-14.25,13.3,-0.83,8.3,5239.8 +7311.8,10504,45619,2334.5,2364,64717,-16.91,64.97,7.6,56.05,29.88,43.16,5239.9 +9229.2,13223,45742,1838.7,1891,63725,8.9,558.92,32.3,180.5,160.19,170.15,5239.9 +10072,14462,45644,2403,2442,64489,-8.01,492.17,13.3,241.3,183.43,156.87,5239.9 +9109.1,12762,46777,1910.8,1950,64220,-4.45,210.04,8.55,2.85,14.94,9.13,5240 +8962.1,12642,46459,1906.4,1922,65003,34.71,2031.9,103.55,804.65,517.92,610.88,5240 +9393.8,12986,47407,2087.9,2110,64851,25.81,-24.92,-4.75,12.35,32.37,14.94,5240 +8553.4,12673,44232,1993.6,1989,65688,7.12,287.47,26.6,114.95,96.28,83,5240.2 +8454,12564,44097,1984.7,1936,67185,28.48,96.12,15.2,16.15,29.05,13.28,5240.2 +8045.8,12327,42775,1961.6,1975,65090,16.02,15.13,4.75,24.7,29.05,9.96,5240.2 +6804.1,10219,43636,2832.9,2831,65579,24.92,852.62,51.3,371.45,263.94,263.11,5240.3 +7956.6,12458,41856,1919.7,1982,63477,-0.89,-49.84,-9.5,-29.45,4.15,7.47,5240.3 +9199.3,14271,42245,2006.1,2059,63851,18.69,697.76,21.85,314.45,217.46,206.67,5240.3 +7982.6,12339,42398,1857.4,1879,64784,-0.89,126.38,-17.1,-2.85,1.66,-17.43,5240.4 +7910.1,12278,42221,2013.2,2038,64738,37.38,1923.3,111.15,849.3,510.45,617.52,5240.4 +8311.9,12432,43817,1866.3,1904,64239,-16.91,109.47,-7.6,22.8,21.58,17.43,5240.6 +8901.3,12939,45085,2015.8,2059,64163,-5.34,-64.97,13.3,26.6,2.49,18.26,5240.6 +8506.4,11778,47332,2851.6,2898,64486,64.08,3313.5,194.75,1461.1,852.41,1028.4,5240.7 +9355.6,13273,46194,2015,2041,64700,3.56,468.14,26.6,231.8,145.25,176.79,5240.7 +8474.5,12587,44124,1990.9,1976,66031,159.31,8390,343.9,2554.6,1142.1,1801.1,5240.7 +8481.4,12620,44044,1915.3,1932,64969,-5.34,33.82,24.7,29.45,43.16,30.71,5240.8 +8121.8,12457,42728,2385.2,2413,64781,3.56,103.24,5.7,18.05,27.39,-4.15,5240.9 +8858.2,13679,42440,2375.4,2431,64037,-10.68,189.57,13.3,-12.35,11.62,12.45,5240.9 +7965.4,12579,41500,1935.8,1971,64364,-6.23,180.67,-2.85,7.6,17.43,18.26,5241 +7977.7,12479,41896,1985.6,2043,63694,2.67,-105.02,35.15,0.95,9.96,7.47,5241 +7875.8,12331,41858,1973.1,1995,64818,-8.9,69.42,35.15,0.95,-3.32,21.58,5241 +8206,12746,42193,2101.3,2138,64411,136.17,8979.2,361.95,2643.8,1181.1,1808.6,5241.1 +8237.4,12543,43040,1970.5,1979,65253,10.68,-78.32,33.25,-3.8,14.94,17.43,5241.1 +8858.7,13350,43488,2327.3,2322,65687,24.03,65.86,40.85,43.7,50.63,26.56,5241.1 +8558.3,12938,43351,2209.9,2094,69162,-4.45,-84.55,52.25,-7.6,21.58,-2.49,5241.2 +8391.3,12442,44199,2026.5,2026,65553,162.87,8339.3,344.85,2447.2,1102.2,1818.5,5241.2 +8962.1,12997,45190,2034.5,2049,65074,139.73,8411.4,344.85,2526.1,1089,1749.6,5241.2 +9179.2,12860,46778,1913.5,1976,63463,6.23,36.49,-32.3,0.95,1.66,-1.66,5241.3 +9087.5,12674,46991,1967.8,2006,64288,129.94,7763.5,281.2,2285.7,1052.4,1757.9,5241.3 +8845.5,12625,45917,2019.4,2037,64970,24.92,-75.65,-5.7,-5.7,-1.66,4.15,5241.4 +8981.2,12839,45844,1927.7,1975,63968,0.89,188.68,19,86.45,47.31,58.1,5241.4 +8662.2,12494,45437,1870.8,1882,65145,-25.81,193.13,-5.7,-27.55,-9.13,-8.3,5241.4 +8582.4,12730,44183,1930.4,1962,64481,-6.23,-47.17,-15.2,-10.45,-19.09,-2.49,5241.4 +8221.2,12150,44345,1850.3,1858,65265,16.91,205.59,-9.5,88.35,39.01,73.04,5241.4 +7303.9,10491,45627,2387.9,2447,63952,-34.71,163.76,-40.85,-41.8,-35.69,0,5241.4 +8909.2,12659,46123,1967.8,1955,65965,-24.92,-131.72,-28.5,-26.6,-34.03,-29.05,5241.4 +9166.9,12946,46405,1970.5,2002,64504,48.06,1774.7,125.4,845.5,483.89,621.67,5241.4 +8377.5,12394,44298,1906.4,1966,63549,0.89,131.72,-3.8,8.55,-19.92,5.81,5241.5 +7909.6,12378,41878,2002.5,2026,64776,14.24,178.89,30.4,127.3,76.36,90.47,5241.6 +7965,12452,41920,1935.8,1956,64858,8.9,-8.9,-14.25,25.65,22.41,34.03,5241.7 +8260.4,12834,42181,1966.9,2006,64259,27.59,418.3,19.95,229.9,154.38,185.09,5241.8 +8990,13033,45206,2468,2457,65829,206.48,13516,530.1,3913.1,1678.3,2643.6,5241.8 +8478.5,12285,45230,1970.5,1981,65187,-9.79,443.22,38,219.45,158.53,150.23,5241.8 +8569.6,12806,43856,2031,2050,64928,31.15,1939.3,141.55,907.25,508.79,600.92,5241.9 +9095.4,12846,46402,2015,2046,64542,109.47,7956.6,337.25,2467.1,1116.3,1850.9,5241.9 +9674.6,13351,47489,2136,2147,65200,13.35,139.73,23.75,134.9,79.68,92.13,5242 +9699.5,13410,47403,2243.7,2278,64549,24.92,-2.67,-4.75,12.35,10.79,4.98,5242 +8829.8,13295,43525,2505.3,2543,64566,108.58,2729.6,200.45,1275.8,843.28,1034.2,5242.2 +8079.6,12574,42111,1999.8,1998,65596,21.36,267,38,119.7,134.46,92.13,5242.2 +8199.2,12674,42397,1989.2,2022,64471,8.01,160.2,11.4,38.95,34.03,7.47,5242.2 +8555.9,13426,41764,2280.2,2342,63806,-32.93,229.62,-20.9,56.05,29.05,24.07,5242.2 +7651.8,12308,40744,1915.3,1940,64701,-16.91,34.71,3.8,30.4,19.09,14.94,5242.3 +7734.7,12255,41363,1929.5,1947,64948,-40.94,63.19,-25.65,-31.35,-14.94,-19.92,5242.4 +5762.4,8949,42200,3154.2,3157,65477,-3.56,742.26,47.5,334.4,239.87,234.89,5242.4 +7766.5,12270,41482,2043.4,2074,64570,-18.69,390.71,-1.9,117.8,77.19,78.02,5242.4 +7557.8,12038,41145,1919.7,1954,64387,20.47,551.8,49.4,241.3,145.25,152.72,5242.5 +8301.1,12459,43665,1890.4,1951,63499,-18.69,84.55,-1.9,-8.55,7.47,-8.3,5242.6 +8880.3,12803,45456,1994.5,2023,64612,-37.38,-83.66,-20.9,-1.9,-19.09,-12.45,5242.6 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+9038,12730,46529,2103.1,2106,65445,140.62,8736.2,361,2630.6,1165.3,1823.5,5245.2 +9236.5,12663,47803,1954.4,1975,64854,10.68,188.68,-5.7,9.5,1.66,9.96,5245.2 +9458.5,13055,47481,2032.8,2059,64701,24.92,588.29,41.8,199.5,145.25,190.9,5245.3 +9270.8,12655,48010,1949.1,2015,63393,-8.9,401.39,6.65,73.15,76.36,66.4,5245.3 +8263.4,12178,44469,1955.3,2002,64008,134.39,7678,341.05,2308.5,1106.4,1859.2,5245.5 +7960.1,12130,43007,1961.6,1970,65255,56.96,1656.3,140.6,891.1,536.18,634.95,5245.6 +8156.1,12758,41896,2029.2,2066,64369,64.08,2029.2,179.55,894.9,532.86,606.73,5245.7 +8559.8,12499,44882,1981.1,1987,65343,27.59,558.92,55.1,233.7,170.15,191.73,5245.7 +8701.4,12587,45305,2006.1,1999,65767,33.82,-72.98,28.5,20.9,18.26,9.13,5245.7 +8249.2,12243,44157,1958.9,1975,65001,6.23,-78.32,9.5,30.4,-6.64,8.3,5245.8 +8677.4,12623,45051,1921.5,1951,64545,6.23,-9.79,-0.95,38.95,1.66,10.79,5245.8 +10313,14414,46888,2341.6,2350,65301,108.58,2955.7,172.9,1381.3,750.32,896.4,5245.8 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+8784.7,13702,42017,2006.9,2006,65567,-13.35,17.8,-36.1,-19,-28.22,-27.39,5250.6 +7421.5,12112,40157,1884.1,1888,65402,-7.12,-86.33,-10.45,4.75,5.81,0.83,5250.7 +7791,12334,41397,1914.4,1918,65413,18.69,431.65,42.75,258.4,160.19,167.66,5250.7 +7807.2,12294,41618,1954.4,1986,64495,4.45,65.86,-16.15,25.65,14.94,1.66,5250.8 +7599.4,12275,40573,1867.2,1879,65125,8.01,122.82,18.05,16.15,15.77,-9.96,5250.8 +4170.4,6465,42275,3516.4,3458,66643,23.14,241.19,13.3,118.75,59.76,66.4,5250.9 +7577.9,12270,40474,1969.6,1982,65125,-1.78,-54.29,-4.75,13.3,3.32,1.66,5250.9 +8071.3,12713,41608,1931.3,1965,64412,62.3,1934.9,118.75,887.3,503.81,583.49,5250.9 +8013,12378,42425,2015.8,2046,64570,144.18,8066.1,329.65,2430.1,1152,1855,5250.9 +8023.3,12432,42295,1954.4,1968,65084,-1.78,5.34,-25.65,0,-17.43,-9.96,5251 +7854.2,12563,40972,2063.9,2051,65949,0.89,-74.76,0,19,7.47,19.92,5251 +7835.1,12350,41577,1923.3,1946,64771,129.05,7472.4,316.35,2402.6,1148.7,1891.6,5251 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+8553.9,12762,43927,1999.8,2026,64689,127.27,8020.7,318.25,2465.3,1152,1861.7,5251.9 +9298.7,13606,44789,2358.5,2354,65661,13.35,770.74,38.95,330.6,214.97,225.76,5251.9 +8562.8,12523,44811,1889.5,1947,63600,-20.47,125.49,9.5,-38,-30.71,-20.75,5251.9 +8993.5,13490,43691,2308.7,2370,63840,-38.27,91.67,1.9,-38.95,-20.75,-11.62,5252 +8909.2,14038,41592,2061.2,2050,65895,-24.03,180.67,0,19,-0.83,9.13,5252 +7753.3,12283,41368,1956.2,1947,65846,8.01,-38.27,5.7,-11.4,-33.2,-14.11,5252 +7826.3,12410,41330,2062.1,2062,65540,12.46,756.5,75.05,235.6,150.23,195.05,5252 +7786.6,12373,41243,2071.9,2033,66791,7.12,-37.38,11.4,53.2,5.81,17.43,5252.1 +7936.5,12582,41339,1998.9,2002,65436,-7.12,129.05,-21.85,4.75,-14.94,-1.66,5252.1 +7661.2,12388,40530,1972.2,2004,64497,0,364.01,23.75,200.45,121.18,179.28,5252.1 +7915.5,12423,41757,2000.7,1987,65989,46.28,677.29,50.35,241.3,155.21,191.73,5252.2 +7995.8,12513,41878,1990,1969,66236,11.57,-40.94,-6.65,5.7,-21.58,7.47,5252.2 +7768.5,12130,41971,1794.2,1798,65399,15.13,178.89,16.15,117.8,86.32,73.04,5252.2 +7835.6,12316,41695,1853,1896,64049,23.14,156.64,7.6,20.9,20.75,14.94,5252.3 +8188.9,12255,43792,1934,1935,65501,1.78,-95.23,28.5,16.15,15.77,17.43,5252.3 +8572.1,12785,43940,1963.3,1973,65215,18.69,187.79,30.4,118.75,80.51,91.3,5252.4 +8216.8,12524,42997,1932.2,1967,64376,0,144.18,-1.9,115.9,82.17,88.81,5252.4 +4751.5,7079,43989,2476,2451,66204,9.79,-62.3,-18.05,22.8,-4.98,-9.13,5252.5 +7702.3,11830,42669,1683.9,1718,64234,40.94,1795.1,118.75,758.1,483.06,623.33,5252.5 +8173.7,12874,41609,2030.1,2046,65026,8.01,268.78,16.15,105.45,92.13,93.79,5252.5 +7504.4,12110,40611,1837.8,1854,64965,30.26,168.21,38,8.55,35.69,36.52,5252.6 +7608.2,12370,40308,2074.6,2070,65681,151.3,8350.9,356.25,2530.8,1157,1802.8,5252.7 +5355.2,8599,40814,2504.5,2519,65158,15.13,35.6,34.2,52.25,42.33,54.78,5252.7 +7937.5,12795,40656,2124.4,2143,64968,13.35,24.03,43.7,32.3,17.43,33.2,5252.7 +7535.2,12230,40378,1909,1910,65503,5.34,308.83,26.6,125.4,80.51,117.03,5252.7 +7511.7,12260,40154,1985.6,1968,66122,4.45,153.08,28.5,21.85,16.6,19.09,5252.8 +8086,12641,41921,1916.2,1922,65337,-1.78,269.67,37.05,114.95,82.17,86.32,5252.8 +8199.2,12500,42987,1950.9,1972,64834,4.45,-53.4,32.3,1.9,-3.32,4.98,5252.9 +8222.7,12645,42616,2021.2,2017,65672,97.01,2031.9,139.65,878.75,536.18,677.28,5253.3 +8249.2,12559,43046,1936.6,1935,65592,28.48,449.45,28.5,96.9,91.3,92.96,5253.3 +8329.5,12822,42574,2026.5,2034,65295,11.57,281.24,21.85,121.6,69.72,83.83,5253.4 +8239.4,12479,43271,2024.8,2031,65334,68.53,1922.4,133,917.7,522.07,600.92,5253.4 +8407.9,12710,43353,1943.8,1938,65731,24.92,669.28,41.8,248.9,185.09,191.73,5253.5 +8310.4,12699,42888,1899.3,1931,64459,10.68,118.37,-7.6,-11.4,36.52,9.96,5253.5 +9471.7,14382,43161,2720.7,2746,64933,40.94,602.53,36.1,278.35,243.19,288.84,5253.5 +8262.4,12526,43229,2020.3,2014,65741,159.31,8884,375.25,2591.6,1103.9,1750.5,5253.6 +8072.3,12338,42878,1842.3,1874,64427,-6.23,-97.9,0,14.25,0,4.98,5253.8 +8401,12707,43328,2007.8,1991,66090,21.36,511.75,39.9,236.55,157.7,180.94,5253.8 +8275.6,12792,42398,2006.9,2040,64474,0,-84.55,18.05,-0.95,11.62,9.96,5253.9 +8222.2,12589,42803,1906.4,1949,64103,7.12,153.08,16.15,117.8,65.57,83,5253.9 +8208.5,12507,43012,1893.9,1935,64145,-7.12,161.09,19.95,16.15,8.3,12.45,5253.9 +8133.5,12462,42773,1885.9,1902,64982,-7.12,103.24,-7.6,18.05,-2.49,-10.79,5254 +8132.5,12485,42689,1996.3,2005,65251,-15.13,-34.71,32.3,0.95,0.83,-2.49,5254 +8021.3,12470,42156,1905.5,1974,63262,-32.93,164.65,-15.2,22.8,5.81,-13.28,5254 +8692.1,13357,42648,2309.6,2333,64877,-7.12,572.27,32.3,175.75,132.8,127.82,5254.1 +8273.7,12866,42144,2114.6,2150,64458,146.85,8542.2,349.6,2536.5,1112.2,1778.7,5254.1 +7949.8,12514,41633,1931.3,1954,64775,76.54,1995.4,123.5,866.4,527.05,637.44,5254.1 +8012,12595,41689,1998.9,2019,64885,5.34,509.97,44.65,221.35,168.49,172.64,5254.2 +7836.1,12278,41826,1917.1,1942,64694,35.6,501.07,22.8,216.6,151.06,162.68,5254.3 +8702.9,14181,40219,2063,2085,64845,24.03,602.53,40.85,265.05,200.86,217.46,5254.3 +7544,12318,40137,1897.5,1950,63771,-22.25,-16.91,8.55,-14.25,-18.26,-18.26,5254.4 +7820.9,12483,41060,1963.3,2019,63729,-23.14,251.87,-19,106.4,69.72,74.7,5254.4 +8033.6,12555,41934,1914.4,1963,63913,0.89,24.92,-29.45,33.25,21.58,27.39,5254.5 +7726.8,12171,41606,2016.7,2047,64567,7.12,623.89,21.85,223.25,156.87,173.47,5254.5 +7618,12071,41360,1933.1,1971,64275,24.92,536.67,17.1,230.85,154.38,166.83,5254.5 +7499,12398,39640,1971.3,1994,64792,18.69,543.79,46.55,226.1,180.11,195.88,5254.6 +7813.1,12557,40777,1956.2,1961,65376,18.69,596.3,38,252.7,147.74,155.21,5254.6 +7596.5,12094,41164,1842.3,1902,63479,126.38,7743.9,320.15,2420.6,1089.8,1753.8,5254.6 +7513.7,12267,40141,1962.4,1999,64338,20.47,209.15,19.95,112.1,77.19,101.26,5254.7 +6778.7,11538,38503,1954.4,1974,64887,64.08,1593.1,115.9,779.95,507.96,657.36,5254.7 +6966.8,11594,39381,1843.2,1886,64048,10.68,313.28,22.8,109.25,85.49,84.66,5254.7 +7635.7,12455,40178,1949.1,1975,64677,17.8,22.25,-7.6,19,3.32,-7.47,5254.8 +7718,12599,40147,2015,2035,64891,29.37,129.94,-19.95,98.8,85.49,81.34,5254.8 +7635.7,12415,40307,1885.9,1915,64540,24.92,798.33,49.4,245.1,171.81,175.13,5254.9 +7519.5,12562,39229,2002.5,2034,64521,16.02,-111.25,-4.75,23.75,-9.96,5.81,5254.9 +7477.4,12422,39449,1983.8,1990,65332,4.45,0,16.15,64.6,22.41,14.94,5255 +7514.6,12419,39655,2004.3,2003,65578,35.6,-35.6,33.25,1.9,3.32,12.45,5255 +7944.9,12639,41196,1998.9,2015,65014,81.88,1958.9,138.7,880.65,519.58,634.95,5255 +7456.3,12330,39632,1963.3,1978,65050,-4.45,-80.99,4.75,22.8,-11.62,5.81,5255.1 +7120.7,11883,39271,1919.7,1947,64618,129.94,7498.3,326.8,2333.2,1103.9,1823.5,5255.1 +7639.1,12205,41019,1898.4,1917,64899,40.05,396.94,71.25,248.9,150.23,183.43,5255.1 +7938,12576,41366,2055,2064,65251,159.31,8247.6,357.2,2494.7,1181.9,1899.9,5255.1 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+8764.6,13324,43110,1951.8,2044,62579,-3.56,503.74,27.55,241.3,167.66,164.34,5259.3 +8045.8,12134,43456,2287.3,2322,64557,146.85,9313.8,353.4,2614.4,1093.1,1696.5,5259.3 +8526.5,12956,43130,2055,2124,63407,-17.8,141.51,-1.9,-19.95,-29.05,-0.83,5259.3 +8169.3,12383,43235,2029.2,2095,63478,7.12,481.49,21.85,210.9,197.54,182.6,5259.3 +8185,12499,42916,1837.8,1911,63027,-4.45,362.23,35.15,123.5,88.81,102.09,5259.3 +8067.9,12442,42496,1842.3,1914,63081,-30.26,19.58,9.5,-18.05,-9.96,-1.66,5259.4 +8275.6,12570,43146,2003.4,2074,63305,120.15,7853.4,362.9,2619.1,1152,1826,5259.4 +8366.3,12683,43230,1983.8,2043,63637,-12.46,152.19,24.7,-13.3,-2.49,-12.45,5259.4 +8201.6,12406,43326,1837.8,1906,63193,0,161.98,40.85,-2.85,-3.32,2.49,5259.5 +9037.6,13582,43608,2379.9,2426,64290,40.94,262.55,39.9,181.45,108.73,124.5,5259.5 +8508.9,12653,44071,1946.4,1977,64523,10.68,189.57,18.05,-5.7,4.15,-2.49,5259.5 +8352.5,12496,43805,1948.2,2000,63839,28.48,355.11,38,105.45,98.77,107.07,5259.6 +9361.5,14066,43617,1927.7,1958,64523,10.68,172.66,-10.45,47.5,33.2,14.94,5259.6 +9141.4,13774,43495,2380.8,2446,63788,60.52,2990.4,159.6,1368.9,718.78,878.97,5259.6 +8444.2,12638,43788,2016.7,2026,65236,21.36,-80.1,-17.1,-14.25,18.26,8.3,5259.8 +8463.3,12766,43447,1992.7,2062,63334,8.9,158.42,-4.75,19.95,25.73,8.3,5259.8 +8504.4,12566,44354,1963.3,1986,64788,26.7,596.3,75.05,258.4,168.49,186.75,5259.8 +8380.5,12735,43127,1994.5,2027,64485,8.9,48.06,1.9,24.7,4.98,3.32,5259.9 +8477,12687,43789,2000.7,2059,63681,121.04,8816.3,345.8,2553.6,1109.7,1739.7,5259.9 +8658.8,12966,43765,2140.4,2162,64883,0,380.92,52.25,104.5,92.13,98.77,5259.9 +8402.5,12635,43583,2137.8,2187,64061,137.06,7977.1,370.5,2508.9,1170.3,1883.3,5259.9 +9944.5,15099,43164,2230.3,2267,64476,-15.13,-56.07,-8.55,4.75,10.79,6.64,5260 +8472.6,12694,43742,2005.2,2034,64607,121.93,8631.2,359.1,2474.8,1139.6,1830.1,5260 +8142.3,12361,43169,2044.3,2093,64012,38.27,1614.5,127.3,749.55,508.79,640.76,5260.1 +8139.9,12346,43209,1854.8,1898,64043,-7.12,-9.79,38.95,25.65,39.01,13.28,5260.1 +8230,12424,43413,1870.8,1899,64562,-18.69,-51.62,6.65,0.95,-1.66,-4.15,5260.2 +8077.7,12424,42609,2009.6,2008,65589,-13.35,-83.66,-9.5,5.7,-1.66,-5.81,5260.2 +7835.6,12139,42303,1920.6,1931,65184,146.85,7506.3,338.2,2257.2,1094.8,1813.5,5260.2 +8085,12599,42056,2015.8,2003,65956,11.57,178.89,37.05,100.7,78.85,87.98,5260.3 +8085.5,12617,41998,2009.6,2013,65426,7.12,-48.06,22.8,-2.85,9.13,2.49,5260.3 +8105.1,12623,42080,1971.3,1999,64630,-13.35,131.72,15.2,12.35,11.62,5.81,5260.4 +8581.4,13267,42390,2258.8,2247,65881,-9.79,-67.64,15.2,-2.85,7.47,14.94,5260.4 +7971.3,12350,42300,1932.2,1946,65071,5.34,136.17,11.4,19.95,44.82,28.22,5260.5 +7570,11251,44095,2249,2263,65131,11.57,305.27,5.7,171.95,132.8,166,5260.5 +8279,12690,42756,1940.2,2006,63386,-14.24,421.86,-5.7,70.3,77.19,72.21,5260.6 +8634.3,12858,44008,1904.6,1946,64142,60.52,1804,137.75,874,517.92,611.71,5260.7 +8651.4,12715,44591,1911.7,1935,64748,4.45,152.19,15.2,97.85,92.96,84.66,5260.7 +8167.8,12829,41725,2007.8,2061,63846,123.71,7747.4,304.95,2237.3,1115.5,1837.6,5260.9 +8134.5,12454,42806,1907.3,1894,65995,-16.91,-91.67,-2.85,-20.9,3.32,4.15,5260.9 +8133,12459,42781,2015.8,2031,65047,4.45,579.39,0.95,216.6,150.23,144.42,5260.9 +7614.6,12423,40170,1933.1,1959,64669,56.96,1810.3,133.95,740.05,510.45,655.7,5261 +7949.3,12446,41858,2019.4,2014,65712,0,-70.31,5.7,0,25.73,7.47,5261 +8082.1,12702,41699,2017.6,2078,63632,8.01,121.04,-16.15,-25.65,4.98,6.64,5261 +7878.2,12499,41308,1996.3,2007,65186,-5.34,-42.72,33.25,0,6.64,14.94,5261 +7363.7,11803,40887,1847.6,1871,64718,18.69,349.77,38.95,70.3,90.47,91.3,5261 +8758.8,13031,44050,2516,2535,65046,103.24,2907.6,194.75,1236.9,818.38,986.87,5261.1 +4172.8,5804,47118,2672.7,2668,65651,40.94,855.29,40.85,309.7,227.42,215.8,5261.2 +8651.4,12935,43833,2233.9,2291,63903,11.57,220.72,-19,91.2,84.66,78.85,5261.3 +8458.4,12819,43243,2035.4,2119,62951,-8.9,8.01,-25.65,-0.95,3.32,1.66,5261.3 +8570.6,12770,43985,1952.7,1986,64436,-8.9,34.71,-25.65,37.05,22.41,1.66,5261.3 +8457.9,12659,43787,1982.9,2003,64879,26.7,151.3,3.8,4.75,-3.32,0,5261.4 +8887.1,13252,43950,2237.5,2276,64426,75.65,2497.3,183.35,1207.4,739.53,919.64,5261.5 +8458.9,12831,43205,1978.5,2011,64476,11.57,-77.43,12.35,21.85,5.81,-7.47,5261.5 +8057.1,12308,42901,1853,1924,63117,-40.05,163.76,8.55,-2.85,14.94,2.49,5261.6 +8634.8,13326,42465,2334.5,2318,66002,44.5,276.79,25.65,181.45,127.82,137.78,5261.7 +7676.3,11791,42666,2105.7,2175,63449,-5.34,89,-6.65,5.7,14.94,14.94,5261.7 +8540.7,13011,43019,2182.3,2263,63198,-22.25,-13.35,-9.5,28.5,45.65,18.26,5261.9 +8437.8,12771,43300,2031,2103,63292,-15.13,278.57,-19.95,42.75,38.18,14.94,5262 +8267.8,12563,43130,1884.1,1943,63550,-33.82,-93.45,-12.35,-19,-5.81,-9.13,5262.1 +8093.8,12391,42808,1946.4,1955,65249,8.9,73.87,16.15,7.6,39.84,14.11,5262.2 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+8116.9,12550,42386,2000.7,2034,64464,130.83,8123.9,310.65,2367.4,1120.5,1826.8,5302 +8457.4,12732,43533,1980.3,1996,65019,40.94,627.45,48.45,245.1,172.64,186.75,5302.1 +8405,12428,44322,1844.1,1900,63607,-6.23,61.41,-5.7,-2.85,-15.77,1.66,5302.1 +7968.4,12557,41588,1893.9,1913,64882,44.5,1909,136.8,874,480.57,596.77,5302.1 +8279.5,12491,43440,1866.3,1899,64409,-18.69,321.29,8.55,90.25,71.38,81.34,5302.1 +4924.5,6970,46303,2581,2606,64907,35.6,958.53,63.65,435.1,308.76,355.24,5302.1 +7898.8,12319,42021,2015.8,2059,64163,138.84,7872,328.7,2358.8,1183.6,1911.5,5302.2 +7364.2,11907,40533,1993.6,2039,64077,43.61,1888.6,138.7,888.25,521.24,608.39,5302.2 +7646.9,12484,40143,2136.9,2112,66308,27.59,-60.52,0.95,21.85,16.6,12.45,5302.3 +7526.4,12352,39933,2039.9,2084,64149,63.19,1847.6,105.45,807.5,484.72,603.41,5302.3 +8535.3,13806,40516,2084.4,2142,63773,-16.91,-60.52,-33.25,9.5,-18.26,-19.92,5302.4 +7138.3,11922,39240,2184.9,2214,64676,8.01,291.03,31.35,117.8,67.23,102.92,5302.4 +7434.8,12525,38902,1935.8,1961,64692,61.41,1694.6,130.15,818.9,513.77,649.06,5302.4 +7437.7,12575,38762,2012.3,2047,64425,35.6,488.61,50.35,258.4,152.72,166.83,5302.4 +7364.2,12391,38949,1945.5,1927,66167,26.7,-83.66,21.85,9.5,5.81,2.49,5302.4 +6382.3,10406,40195,2594.3,2598,65444,0,263.44,43.7,65.55,58.1,54.78,5302.5 +7685.2,12500,40292,2039,2016,66283,71.2,1634,144.4,883.5,655.7,658.19,5302.5 +8341.3,12286,44494,2009.6,2046,64371,16.02,-47.17,34.2,29.45,17.43,29.05,5302.6 +8691.1,12865,44274,2007.8,2053,64094,-2.67,499.29,52.25,195.7,156.87,189.24,5302.7 +7862.1,12438,41425,1967.8,2022,63779,128.16,7927.2,338.2,2384.5,1143.7,1837.6,5302.7 +8479.5,12739,43623,2129.8,2147,65010,23.14,539.34,45.6,266.95,168.49,182.6,5302.8 +8530.4,12887,43381,2112.9,2119,65346,122.82,8863.5,364.8,2649.6,1091.4,1716.4,5302.8 +7827.3,12483,41093,2052.3,2055,65451,-5.34,-79.21,-6.65,-28.5,10.79,-0.83,5302.8 +8376.1,12722,43148,2004.3,2038,64452,8.01,40.94,6.65,56.05,31.54,14.94,5302.9 +8392.7,12879,42707,2079,2139,63699,102.35,8642.8,352.45,2512.8,1183.6,1894.1,5302.9 +8026.7,12275,42854,2054.1,2071,65002,65.86,1998.9,152,911.05,496.34,610.88,5303 +8251.1,12694,42598,1965.1,1974,65241,5.34,209.15,5.7,31.35,14.94,34.03,5303.1 +8322.7,12704,42934,1925.1,1952,64632,25.81,2062.1,152.95,875.9,511.28,620.84,5303.3 +8032.1,12449,42284,1979.4,2001,64827,16.91,-47.17,18.05,37.05,19.92,18.26,5303.3 +7951.7,12230,42610,1995.4,1990,65713,147.74,7799.1,346.75,2438.6,1152.9,1881.6,5303.3 +8292.8,12778,42532,2026.5,2058,64534,52.51,1813.8,156.75,846.45,497.17,629.14,5303.3 +7924.3,12323,42143,1787.1,1783,65687,23.14,168.21,16.15,127.3,68.06,92.96,5303.4 +8338.8,13209,41373,2174.3,2217,64273,2.67,119.26,2.85,-1.9,-4.15,-0.83,5303.4 +7639.6,12194,41059,1967.8,2006,64288,135.28,7286.4,290.7,2179.3,1084.8,1837.6,5303.4 +7633.2,12207,40981,1927.7,1899,66528,158.42,8495,347.7,2514.6,1133.8,1738.8,5303.5 +8359.4,13160,41629,2460,2508,64281,15.13,113.92,-22.8,0.95,20.75,-7.47,5303.6 +7307.9,11782,40649,1932.2,1926,65747,33.82,475.26,57.95,205.2,166.83,162.68,5303.6 +7617.5,12586,39665,2003.4,2030,64677,5.34,47.17,-5.7,-1.9,2.49,-20.75,5303.6 +7497.5,12250,40111,2003.4,1998,65713,-10.68,180.67,2.85,121.6,68.06,63.08,5303.6 +7845.4,12330,41700,1894.8,1946,63812,3.56,232.29,-19.95,39.9,14.94,7.47,5303.8 +8183.5,12567,42676,2109.3,2131,64869,-27.59,135.28,-19.95,16.15,15.77,-2.49,5303.8 +8817.1,13074,44197,2152,2178,64754,-18.69,203.81,-6.65,8.55,1.66,24.07,5303.9 +8164.4,12223,43775,1891.3,1887,65684,121.04,8468.3,311.6,2448.1,1126.3,1766.2,5303.9 +8383.9,12822,42852,1994.5,2022,64644,24.03,260.77,13.3,101.65,79.68,71.38,5303.9 +8299.1,12711,42789,1967.8,1991,64772,21.36,749.38,26.6,265.05,151.06,170.15,5303.9 +8269.7,12331,43951,2004.3,2063,63671,40.94,373.8,69.35,226.1,166,187.58,5303.9 +8238.4,12656,42660,1974.9,1972,65633,16.91,-10.68,-8.55,49.4,19.92,25.73,5303.9 +7706.7,12403,40721,1916.2,1939,64764,-15.13,109.47,11.4,-31.35,-3.32,-7.47,5304 +9185.5,14664,41052,2100.4,2140,64323,3.56,377.36,-7.6,116.85,117.03,98.77,5304 +8236.9,12784,42226,1944.7,2004,63595,-38.27,7.12,-12.35,-19,-19.92,-11.62,5304 +8177.1,12498,42879,1992.7,2050,63705,-37.38,158.42,-7.6,-8.55,-5.81,-20.75,5304 +7797.4,12162,42017,1897.5,1922,64700,6.23,-89.89,18.05,21.85,11.62,23.24,5304 +7395.6,12315,39357,1962.4,1983,64857,139.73,7779.5,352.45,2338.9,1118,1838.4,5304 +8698.5,14020,40661,1968.7,1956,65961,79.21,2314.9,173.85,1120,661.51,795.97,5304 +7289.2,12371,38615,1992.7,2051,63673,7.12,143.29,-6.65,-8.55,9.96,-4.98,5304.1 +4187.5,7169,38281,3841.2,3813,66021,16.02,319.51,-10.45,102.6,56.44,49.8,5304.1 +3302.1,5779,37447,2530.3,2547,65106,5.34,198.47,39.9,39.9,47.31,39.84,5304.1 +7695,12463,40464,1964.2,1979,65047,45.39,1908.2,137.75,873.05,512.94,622.5,5304.1 +7504.8,12162,40440,1854.8,1862,65281,-2.67,-25.81,19.95,31.35,36.52,19.09,5304.1 +7549.9,12286,40273,1896.6,1934,64268,15.13,-164.65,2.85,-28.5,-36.52,-13.28,5304.2 +7361.3,12129,39775,2002.5,2033,64553,-10.68,106.8,-18.05,-11.4,-9.13,-4.98,5304.3 +8047.3,12315,42825,1968.7,1947,66266,12.46,501.07,34.2,227.05,166,150.23,5304.5 +9415.4,14433,42752,2096.8,2113,65035,24.92,291.92,27.55,118.75,107.9,117.86,5304.5 +8492.7,12750,43653,1986.5,2026,64258,-3.56,218.05,55.1,25.65,12.45,32.37,5304.6 +8268.8,12387,43748,2021.2,2023,65477,56.07,2019.4,148.2,869.25,541.99,667.32,5304.6 +8573,12818,43832,1893,1942,63883,-25.81,164.65,-15.2,79.8,54.78,63.91,5304.6 +7835.6,12483,41137,1875.2,1911,64309,1.78,138.84,22.8,102.6,83,84.66,5304.7 +8426.5,12719,43419,2014.1,2075,63612,22.25,360.45,2.85,88.35,63.08,86.32,5304.7 +7276.5,12065,39525,1941.1,1925,66084,12.46,497.51,19,218.5,129.48,165.17,5304.7 +7949.3,13035,39967,2597.9,2655,64127,-26.7,305.27,-14.25,46.55,16.6,38.18,5304.7 +7788.6,13083,39015,2461.7,2475,65185,-34.71,99.68,-28.5,38.95,6.64,19.92,5304.8 +8151.2,12601,42393,1941.1,1945,65404,15.13,693.31,13.3,239.4,154.38,166.83,5304.8 +7427.9,12232,39797,1950,1964,65069,8.01,-102.35,-22.8,16.15,-10.79,-14.94,5305 +8311.9,12471,43679,1935.8,1959,64758,39.16,493.06,43.7,232.75,159.36,198.37,5305.1 +7942.9,12283,42379,2001.6,2047,64083,24.03,618.55,34.2,239.4,153.55,151.89,5305.1 +6294.5,9190,44888,2406.6,2470,63853,-19.58,194.02,-11.4,10.45,-11.62,6.64,5305.1 +8320.7,12526,43534,1898.4,1918,64865,8.9,-6.23,0,-2.85,4.98,5.81,5305.2 +10242,15119,44396,2257,2267,65248,77.43,2654.9,209.95,1194.2,766.09,904.7,5305.3 +8279,12499,43409,1907.3,1907,65545,4.45,201.14,36.1,11.4,9.13,23.24,5305.4 +5537.5,8632,42042,2880,2892,65265,227.84,15766,577.6,4261.7,2114,3510.9,5305.5 +8149.7,12589,42426,2015,2013,65600,9.79,74.76,14.25,39.9,11.62,22.41,5305.5 +7913.5,12822,40448,2043.4,2038,65711,135.28,8524.4,342.95,2569.8,1150.4,1812.7,5305.6 +6610.6,10241,42304,3264.5,3297,64890,152.19,5529.6,380.95,2523.2,1676.6,2050.9,5305.6 +8426,13327,41435,2322.9,2303,66102,-24.03,150.41,-19.95,22.8,20.75,1.66,5305.6 +7910.6,12276,42231,1914.4,1956,64142,-26.7,78.32,10.45,19,14.94,18.26,5305.7 +7995.3,12471,42016,1941.1,1975,64411,-29.37,173.55,-4.75,104.5,77.19,76.36,5305.7 +8199.2,12543,42840,1940.2,1963,64775,-8.01,70.31,-1.9,14.25,19.92,18.26,5305.8 +7848.8,12362,41610,1882.3,1934,63786,34.71,1625.1,98.8,760,498.83,611.71,5305.8 +8066.4,12423,42553,1866.3,1875,65233,-8.9,51.62,-17.1,17.1,-4.15,-8.3,5305.8 +7684.7,11930,42215,1870.8,1886,65007,72.98,1769.3,141.55,821.75,533.69,635.78,5305.9 +8348.6,12652,43245,1835.2,1848,65081,28.48,1900.2,117.8,832.2,474.76,573.53,5306 +8634.8,12706,44537,2158.3,2214,63886,137.95,7977.1,324.9,2439.6,1147.9,1864.2,5306 +8486.3,12560,44280,1975.8,1956,66199,4.45,57.85,-0.95,48.45,14.11,20.75,5306 +8257.5,12812,42239,2195.6,2200,65406,16.91,-90.78,9.5,-4.75,9.96,14.94,5306.1 +7566.6,12611,39321,2129.8,2131,65498,-0.89,6.23,-6.65,-18.05,9.96,19.09,5306.2 +7630.3,12385,40376,2019.4,2017,65614,15.13,104.13,8.55,107.35,102.92,92.96,5306.3 +7441.6,12134,40192,1933.1,1894,66888,-0.89,-84.55,-0.95,-8.55,2.49,-9.13,5306.3 +7390.7,12362,39181,1973.1,1994,64850,5.34,124.6,7.6,122.55,99.6,104.58,5306.3 +7720.9,12303,41128,2010.5,2063,63869,-9.79,184.23,-3.8,45.6,1.66,3.32,5306.3 +7700.4,12463,40492,1962.4,1995,64467,40.94,398.72,51.3,190.95,167.66,200.03,5306.3 +8436.3,13515,40909,2412.8,2399,65913,-6.23,-89.89,-0.95,26.6,21.58,12.45,5306.4 +7804.7,12403,41239,1877.9,1895,64945,23.14,260.77,7.6,58.9,46.48,29.88,5306.4 +8231.5,12697,42487,2096.8,2121,64789,-12.46,154.86,5.7,38.95,10.79,18.26,5306.5 +8301.6,12572,43275,2034.5,2008,66402,0.89,-19.58,-13.3,29.45,31.54,4.15,5306.5 +8771.5,12690,45299,1889.5,1926,64293,-31.15,-133.5,-15.2,-9.5,-10.79,1.66,5306.6 +8448.1,12626,43850,2018.5,2054,64404,-24.92,-134.39,-32.3,0.95,20.75,-13.28,5306.7 +7440.6,11856,41129,1849.4,1860,65163,-24.92,407.62,11.4,107.35,85.49,87.98,5306.7 +10178,15467,43125,2106.6,2107,65524,13.35,606.98,38.95,291.65,211.65,190.9,5306.7 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+7534.2,12079,40878,1952.7,1963,65191,-8.9,296.37,17.1,97.85,51.46,82.17,5351.7 +7810.1,12438,41152,2055.9,2070,65090,0.89,153.08,-5.7,17.1,-19.09,6.64,5351.7 +7916.4,12250,42352,1908.2,1950,64130,113.03,7702.9,316.35,2167.9,991.02,1687.4,5351.7 +7709.7,11999,42109,1943.8,1967,64762,117.48,7682.5,320.15,2277.1,1092.3,1841.8,5351.7 +8112.4,12588,42235,2028.3,2060,64528,-13.35,9.79,0.95,-4.75,-23.24,-4.15,5351.7 +7907.6,12159,42621,1904.6,1947,64109,-1.78,7.12,11.4,9.5,-7.47,0,5351.7 +8457.9,12637,43863,2012.3,2041,64614,128.16,7678.9,344.85,2460.5,1128,1830.1,5351.8 +8240.8,12729,42428,2023.9,2041,64986,139.73,8969.4,333.45,2657.1,1102.2,1737.2,5351.9 +8169.8,13338,40142,2080.8,2106,64752,5.34,-79.21,6.65,-18.05,-13.28,-9.13,5352.1 +7262.3,12262,38814,1982.9,2006,64782,1.78,-73.87,19,25.65,11.62,4.98,5352.2 +7188.8,12187,38658,1962.4,1999,64338,0.89,170.88,25.65,112.1,61.42,98.77,5352.2 +8279.5,12539,43274,1977.6,1963,66023,74.76,1692.8,119.7,803.7,501.32,652.38,5352.4 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+8619.6,12646,44670,1889.5,1906,64968,-4.45,31.15,-16.15,-19,-4.98,-8.3,5353.2 +10314,15443,43770,2465.3,2439,66243,35.6,850.84,37.05,308.75,243.19,225.76,5353.3 +6246.5,10090,40572,2319.3,2350,64681,146.85,2605.9,187.15,1457.3,1214.3,1260.8,5353.4 +7608.2,12186,40917,1976.7,2014,64322,1.78,194.02,4.75,12.35,-1.66,23.24,5353.5 +8085.5,12351,42903,1966.9,1979,65135,120.15,8795,342.95,2570.7,1113,1713.9,5353.5 +7810.6,12514,40904,1984.7,2002,64970,2.67,400.5,19,73.15,87.98,80.51,5353.5 +8928.8,12663,46210,1987.4,2003,65025,-7.12,-50.73,5.7,37.05,17.43,7.47,5353.6 +8700.9,12586,45306,1923.3,1998,63085,-19.58,68.53,-16.15,-46.55,-20.75,-2.49,5353.7 +9290.4,12745,47772,1966.9,1997,64548,118.37,9033.5,349.6,2610.6,1098.1,1738,5353.7 +9296.8,12804,47585,2053.2,2052,65575,16.02,1.78,27.55,-27.55,13.28,9.13,5353.7 +9098.8,12743,46794,1929.5,1955,64682,-3.56,-113.92,6.65,-20.9,-4.98,5.81,5353.7 +9096.9,13019,45792,2111.1,2139,64681,17.8,476.15,59.85,192.85,145.25,176.79,5353.7 +8471.1,12438,44634,1960.7,1974,65093,96.12,8435.4,331.55,2491.8,1110.5,1767.1,5353.9 +8278.1,12676,42798,1987.4,1984,65647,19.58,-3.56,42.75,70.3,29.05,41.5,5353.9 +7770.9,12387,41114,1957.1,1955,65607,31.15,152.19,57,143.45,110.39,112.05,5353.9 +7991.9,12520,41834,2247.3,2252,65398,40.05,229.62,42.75,121.6,117.03,98.77,5354 +7812.6,12218,41906,1885.9,1898,65119,0,-50.73,-14.25,-15.2,-22.41,-14.11,5354 +7482.8,12174,40282,1952.7,2014,63540,11.57,454.79,41.8,231.8,196.71,174.3,5354.1 +7708.7,12211,41372,1894.8,1863,66655,-19.58,-103.24,38.95,-2.85,22.41,20.75,5354.2 +7529.8,12074,40871,1921.5,1966,64053,135.28,7741.2,350.55,2367.4,1146.2,1877.5,5354.2 +8393.2,12380,44431,1915.3,1932,64969,2.67,-97.01,-22.8,-6.65,-17.43,-14.94,5354.3 +8162.4,12473,42887,1897.5,1917,64869,-21.36,-102.35,10.45,0,-16.6,-8.3,5354.3 +9189,13564,44398,2309.6,2316,65353,-31.15,-80.99,-7.6,-8.55,-2.49,16.6,5354.4 +7615.1,11711,42615,1764,1839,62863,-13.35,635.46,34.2,190,152.72,161.85,5354.4 +8967,13194,44540,3262.7,3294,64914,-41.83,47.17,8.55,-12.35,3.32,-17.43,5354.5 +8082.6,12496,42389,1980.3,2004,64759,123.71,7201.9,298.3,2212.6,1101.4,1859.2,5354.5 +8602.4,13141,42902,2379,2369,65812,-6.23,-11.57,-6.65,-19,14.11,9.96,5354.5 +8978.8,14339,41037,2363.8,2359,65670,152.19,10239,399,3129.3,1378.6,2207.8,5354.7 +7460.3,12306,39730,1927.7,1970,64130,51.62,1629.6,102.6,741.95,515.43,640.76,5354.7 +8849.9,14271,40641,2095.9,2127,64579,68.53,2221.4,153.9,1113.4,638.27,744.51,5354.7 +7356.4,11942,40371,1882.3,1894,65133,-6.23,42.72,21.85,0.95,28.22,25.73,5354.7 +7656.7,12300,40796,1967.8,1960,65796,35.6,603.42,51.3,233.7,156.87,185.09,5354.8 +7693.5,12279,41062,1999.8,1975,66360,-5.34,54.29,0.95,31.35,6.64,13.28,5354.8 +9117.4,12934,46198,2120.9,2114,65749,5.34,256.32,19,130.15,84.66,89.64,5355 +8875.4,13490,43118,2273.1,2258,65973,28.48,56.96,20.9,18.05,-9.96,-3.32,5355 +7928.2,12213,42543,1857.4,1873,64991,1.78,173.55,-8.55,8.55,0,13.28,5355 +8914.6,12581,46437,1909.9,1893,66122,17.8,214.49,25.65,127.3,119.52,88.81,5355.1 +9033.2,12771,46355,2006.1,2003,65636,14.24,649.7,40.85,271.7,193.39,179.28,5355.1 +8309.9,12247,44468,2004.3,1987,66106,44.5,2140.4,133,904.4,498,566.06,5355.2 +7941.4,12181,42726,1837.8,1862,64686,-24.03,153.08,-14.25,0,-0.83,-15.77,5355.3 +7916.9,12459,41644,1994.5,2027,64485,65.86,2005.2,107.35,835.05,497.17,621.67,5355.3 +7568.5,12487,39722,1950,1955,65368,-3.56,-2.67,-13.3,19.95,27.39,12.45,5355.3 +7665.1,12508,40161,1965.1,1996,64522,124.6,7809.8,322.05,2339.8,1045.8,1733.9,5355.3 +6831.1,10797,41464,2314.9,2345,64695,-14.24,80.1,-19.95,5.7,4.98,4.15,5355.4 +6841.9,10754,41695,2409.2,2418,65298,1.78,-71.2,-1.9,-21.85,31.54,-4.15,5355.4 +7481.8,11967,40973,1893.9,1899,65361,20.47,-115.7,-18.05,-13.3,-5.81,-3.32,5355.5 +8362.3,12571,43595,1999.8,1983,66092,19.58,-107.69,-14.25,7.6,-4.98,-9.13,5355.5 +8399.6,12674,43433,2017.6,2018,65524,3.56,-48.95,22.8,-15.2,-11.62,3.32,5355.6 +8572.1,12846,43732,2006.9,2026,64920,8.01,-89,-12.35,-5.7,-29.88,10.79,5355.6 +4406.1,6193,46626,2522.3,2533,65258,-18.69,201.14,-7.6,-17.1,3.32,13.28,5355.6 +8629.9,12393,45636,1852.1,1885,64392,-16.02,91.67,-10.45,-6.65,-16.6,9.13,5355.6 +9079.2,12788,46529,2079,2084,65380,-1.78,-82.77,-8.55,-9.5,-14.11,-2.49,5355.7 +8778.4,13115,43866,2344.3,2319,66250,75.65,2805.3,197.6,1374.7,723.76,851.58,5355.8 +8352.5,12527,43697,1903.7,1899,65699,5.34,269.67,25.65,124.45,64.74,93.79,5355.8 +4557.5,7242,41243,2331.8,2314,66040,24.92,353.33,33.25,194.75,159.36,170.15,5355.9 +7560.7,12219,40551,2039,2079,64275,-19.58,26.7,17.1,42.75,9.96,8.3,5355.9 +8038,13171,39995,2280.2,2291,65226,-10.68,296.37,2.85,64.6,29.05,30.71,5356 +7423.5,12234,39767,1919.7,1934,65052,-21.36,137.95,-5.7,22.8,-3.32,6.64,5356 +7417.1,12370,39296,1985.6,2006,64869,7.12,64.08,5.7,44.65,1.66,9.96,5356 +7489.6,12383,39638,1958,1999,64192,58.74,1921.5,139.65,893,526.22,625.82,5356.1 +7333.8,12215,39348,1883.2,1907,64719,4.45,299.04,22.8,102.6,83.83,95.45,5356.1 +7346.6,10961,43925,2521.4,2517,65650,22.25,178.89,6.65,31.35,39.01,18.26,5356.3 +8528,12841,43524,2122.6,2121,65587,29.37,-32.93,28.5,55.1,26.56,5.81,5356.3 +8511.3,12471,44727,1923.3,1911,65957,22.25,24.03,7.6,16.15,53.12,8.3,5356.3 +8605.4,12484,45175,1921.5,1920,65588,50.73,470.81,46.55,223.25,154.38,180.11,5356.3 +8023.3,12258,42895,1988.3,2006,64956,7.12,240.3,18.05,32.3,28.22,23.24,5356.5 +7419.1,12167,39962,1909.9,1923,65091,129.94,7397.7,285.95,2265.8,1112.2,1845.9,5356.6 +7370.1,12008,40224,1861.9,1900,64221,8.9,188.68,29.45,16.15,12.45,14.94,5356.6 +4037.1,6663,39708,2900.5,2931,64854,132.61,5365.8,361,2518.4,1331.3,1608.5,5356.6 +7278.5,12135,39308,1834.3,1875,64113,17.8,-1.78,-7.6,33.25,6.64,29.88,5356.6 +7240.7,11987,39587,1887.7,1943,63670,-12.46,136.17,8.55,31.35,37.35,13.28,5356.7 +7402.9,12327,39357,1938.4,1971,64453,-19.58,13.35,-35.15,7.6,-3.32,1.66,5356.7 +4197.3,6964,39500,2993.1,2976,65912,9.79,147.74,17.1,48.45,42.33,48.97,5356.8 +7850.3,12516,41106,1982.9,2004,64847,22.25,-35.6,16.15,15.2,30.71,23.24,5356.9 +8854.3,12755,45494,2009.6,2055,64089,132.61,7564.1,310.65,2350.3,1111.4,1812.7,5357 +8721.5,12704,44992,1998.9,2000,65501,-6.23,68.53,-0.95,33.25,39.84,33.2,5357 +9011.6,12595,46890,1833.4,1879,63946,-8.01,-80.1,-36.1,-39.9,-14.94,-14.11,5357 +8517.2,12357,45171,1857.4,1909,63766,-18.69,314.17,6.65,86.45,73.87,66.4,5357.1 +8862.1,12827,45279,2035.4,2063,64660,-11.57,-48.06,-0.95,0,0,19.92,5357.1 +7873.8,12242,42151,1980.3,2006,64695,58.74,2002.5,115.9,912,498.83,560.25,5357.2 +7497.5,12496,39321,2013.2,2036,64801,51.62,1937.5,65.55,840.75,530.37,634.12,5357.3 +7610.7,12285,40600,1915.3,1913,65614,22.25,62.3,6.65,53.2,4.98,25.73,5357.4 +7884.6,12405,41655,1904.6,1957,63781,1.78,-21.36,-24.7,-2.85,-28.22,-13.28,5357.5 +9060.1,13218,44921,2163.6,2182,64983,14.24,270.56,18.05,163.4,128.65,133.63,5357.6 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+8608.3,12863,43859,2556.1,2575,65054,-10.68,49.84,28.5,35.15,37.35,42.33,5358.2 +8388.8,12480,44052,1954.4,1952,65618,-1.78,178,13.3,101.65,83.83,65.57,5358.3 +8897.9,12662,46054,1941.1,1970,64574,-10.68,419.19,28.5,123.5,88.81,74.7,5358.3 +8681.3,12819,44383,2050.6,2055,65394,-6.23,39.16,2.85,16.15,30.71,23.24,5358.3 +8501.5,12311,45257,1828.9,1891,63386,10.68,356,18.05,93.1,76.36,80.51,5358.4 +8698,12707,44860,1904.6,1939,64373,46.28,-114.81,16.15,18.05,11.62,22.41,5358.4 +8317.3,12241,44529,1908.2,1937,64560,22.25,525.1,37.05,245.1,177.62,189.24,5358.4 +8261.4,12634,42854,1895.7,1914,64909,65.86,1717.7,129.2,814.15,529.54,671.47,5358.5 +7722.4,12422,40742,2020.3,2034,65095,118.37,8376.7,353.4,2581.1,1141.3,1809.4,5358.5 +7391.2,12088,40072,1885.9,1916,64507,17.8,475.26,24.7,232.75,131.14,138.61,5358.5 +8635.8,14154,39985,2084.4,2090,65360,-13.35,236.74,11.4,124.45,80.51,92.13,5358.6 +7215.7,12141,38950,1907.3,1929,64798,0,376.47,40.85,99.75,77.19,102.09,5358.7 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+8336.4,12644,43209,1923.3,1952,64572,-20.47,521.54,-0.95,217.55,162.68,141.1,5366.3 +7763.1,12436,40910,1970.5,1968,65618,64.97,2067.5,138.7,876.85,561.08,637.44,5366.4 +4435.5,6958,41777,2798.2,2794,65634,-5.34,60.52,6.65,55.1,50.63,35.69,5366.5 +7877.7,12683,40706,1985.6,2027,64197,125.49,8099,333.45,2448.1,1158.7,1819.4,5366.6 +8377.5,12766,43007,1997.2,2030,64476,-9.79,-30.26,33.25,19.95,22.41,13.28,5366.7 +8137.9,12327,43265,1896.6,1911,65042,13.35,171.77,20.9,34.2,24.07,27.39,5366.8 +5074.9,7506,44310,2361.2,2390,64745,24.92,594.52,48.45,205.2,179.28,186.75,5366.8 +7916,12202,42516,1930.4,1962,64481,-20.47,163.76,1.9,-3.8,8.3,-14.11,5366.8 +7860.1,12123,42491,1998.9,1983,66063,121.93,8185.3,361.95,2373.1,1121.3,1856.7,5366.9 +8015.4,12313,42662,1908.2,1897,65922,15.13,491.28,57.95,254.6,157.7,151.06,5366.9 +8142.8,12399,43040,1976.7,1979,65460,20.47,430.76,29.45,201.4,183.43,164.34,5366.9 +8265.8,12880,42058,2013.2,2020,65315,4.45,105.02,35.15,33.25,-7.47,8.3,5367 +8010,12807,40989,2015,2019,65405,38.27,269.67,21.85,124.45,93.79,89.64,5367.1 +7574.4,12426,39948,1955.3,1978,64785,3.56,-72.98,-5.7,33.25,-12.45,4.98,5367.1 +7375,12128,39852,1842.3,1840,65618,14.24,263.44,58.9,118.75,95.45,105.41,5367.1 +3861.7,5903,42873,2756.3,2763,65378,28.48,-121.93,1.9,6.65,43.99,14.11,5367.2 +8050.2,12445,42393,1971.3,1945,66424,27.59,-120.15,13.3,0.95,40.67,32.37,5367.2 +6923.2,10806,41988,2562.3,2546,65956,10.68,-0.89,0.95,9.5,10.79,12.45,5367.3 +7828.2,12211,42014,1877,1927,63836,1.78,111.25,-4.75,12.35,3.32,16.6,5367.3 +8273.7,12675,42779,2013.2,1987,66399,3.56,142.4,11.4,96.9,95.45,101.26,5367.3 +7606.8,11866,42012,1870.8,1866,65704,40.94,1909.9,110.2,831.25,525.39,615.03,5367.3 +8041.9,12682,41558,2074.6,2094,64929,15.13,193.13,3.8,43.7,35.69,14.94,5367.3 +8202.1,12591,42692,1999.8,2043,64151,25.81,102.35,0.95,48.45,31.54,28.22,5367.4 +7541.1,11389,43394,2530.3,2541,65259,11.57,89,33.25,75.05,48.14,52.29,5367.4 +9172.8,13650,44040,2513.4,2534,65002,192.24,12198,486.4,3633.8,1623.5,2654.3,5367.4 +9304.6,13839,44063,2238.3,2287,64142,21.36,955.86,32.3,335.35,237.38,238.21,5367.4 +8031.6,12404,42435,1940.2,1972,64479,48.06,1718.6,112.1,803.7,506.3,634.95,5367.5 +8493.7,12586,44227,1919.7,1966,63994,-4.45,64.08,1.9,-3.8,-14.11,-4.98,5367.6 +8126.7,12391,42982,1928.6,1955,64652,-1.78,-38.27,0,11.4,0,-9.96,5367.6 +8091.4,12418,42702,2023.9,2018,65726,-1.78,460.13,29.45,247,155.21,170.15,5367.7 +7803.7,12393,41267,1940.2,1961,64841,-17.8,478.82,24.7,217.55,138.61,135.29,5367.8 +7787.6,12358,41298,1892.1,1922,64518,4.45,684.41,31.35,291.65,152.72,167.66,5367.9 +7816,12246,41828,2014.1,1990,66329,0.89,-21.36,-19,28.5,30.71,-12.45,5367.9 +8827.8,13582,42596,2375.4,2414,64488,22.25,1004.8,42.75,378.1,263.11,273.9,5368 +8202.6,12592,42691,1909.9,1952,64124,-26.7,-51.62,-18.05,5.7,33.2,-8.3,5368.1 +7948.3,12298,42356,1827.2,1850,64727,18.69,-113.03,1.9,-19.95,23.24,0,5368.2 +7990.4,12372,42326,1943.8,1936,65799,-8.9,237.63,-22.8,36.1,45.65,27.39,5368.2 +8136.5,12654,42139,2039,2058,64931,32.93,423.64,51.3,223.25,190.07,192.56,5368.3 +8346.7,12900,42404,1929.5,1924,65724,80.1,2072.8,125.4,902.5,505.47,589.3,5368.3 +8046.3,12550,42018,1958.9,1970,65166,5.34,68.53,-23.75,5.7,14.11,15.77,5368.3 +7769.9,12383,41122,1983.8,1999,65038,21.36,105.02,17.1,22.8,44.82,23.24,5368.4 +7689.1,12254,41122,1885.9,1886,65533,27.59,-134.39,21.85,2.85,22.41,6.64,5368.4 +7625.9,12151,41130,1904.6,1923,64909,2.67,364.01,18.05,76,88.81,69.72,5368.4 +7741,12359,41048,2043.4,2051,65294,15.13,-31.15,7.6,0,15.77,-4.98,5368.5 +8084,12842,41255,2110.2,2090,66169,33.82,612.32,46.55,283.1,239.04,215.8,5368.5 +7904.7,12630,41017,2048.8,2050,65497,144.18,8411.4,361.95,2546,1110.5,1771.2,5368.5 +7772.4,12572,40516,1986.5,2024,64321,-24.92,-13.35,-5.7,0.95,39.84,6.64,5368.5 +8002.7,12554,41777,2109.3,2106,65639,28.48,508.19,37.05,239.4,136.12,165.17,5368.6 +7940.5,12323,42229,1937.5,1939,65486,4.45,-60.52,34.2,-0.95,4.98,16.6,5368.7 +8178.1,12491,42908,1920.6,1935,65049,-4.45,704.88,38,227.05,151.89,174.3,5368.7 +9391.3,14306,43022,2142.2,2166,64817,-1.78,188.68,13.3,13.3,-14.94,24.9,5368.7 +8097.7,12359,42940,1969.6,1971,65488,23.14,201.14,11.4,99.75,67.23,88.81,5368.8 +8124.7,12441,42799,1932.2,1945,65104,57.85,1782.7,132.05,920.55,502.15,609.22,5368.8 +7401.5,11310,42888,1658.1,1678,64758,-0.89,307.05,-14.25,54.15,24.07,19.92,5368.8 +8257,12671,42706,1997.2,2011,65085,-9.79,8.9,-2.85,16.15,-16.6,15.77,5368.8 +7792,11923,42829,1850.3,1859,65230,48.06,1860.1,116.85,862.6,490.53,613.37,5368.8 +8032.6,12215,43096,1801.4,1827,64616,36.49,2015.8,112.1,830.3,484.72,620.84,5368.8 +8004.2,12382,42365,1994.5,2026,64517,-11.57,277.68,0,116.85,39.01,94.62,5368.8 +7877.2,12020,42949,1982,1988,65339,106.8,7832,296.4,2367.4,1112.2,1875.8,5368.8 +8390.3,12672,43392,1999.8,2004,65400,129.94,8467.5,348.65,2637.2,1145.4,1811.1,5368.9 +8038.5,12337,42701,2003.4,2001,65614,-0.89,1.78,7.6,17.1,0.83,7.47,5368.9 +7709.7,11730,43074,2108.4,2086,66240,22.25,-80.1,-5.7,5.7,-1.66,27.39,5369 +7893.4,12211,42364,1905.5,1891,66038,-16.02,-82.77,10.45,12.35,2.49,9.13,5369 +8306,13115,41505,2249.9,2303,64026,13.35,-44.5,4.75,-28.5,-9.13,-8.3,5369.1 +7935.6,12348,42117,1939.3,1964,64712,18.69,200.25,27.55,74.1,81.34,88.81,5369.1 +7583.7,11799,42123,2017.6,1991,66413,89.89,1817.4,158.65,912,534.52,646.57,5369.3 +7885.1,11563,44691,2053.2,2043,65864,4.45,379.14,20.9,113.05,69.72,78.85,5369.4 +8800.4,13420,42976,2223.2,2280,63904,17.8,802.78,40.85,325.85,221.61,268.09,5369.4 +9734.8,14486,44041,2233.9,2246,65183,15.13,21.36,-4.75,29.45,19.09,26.56,5369.5 +8562.8,12686,44235,1990,1982,65802,13.35,346.21,33.25,100.7,76.36,90.47,5369.5 +8252.6,12490,43302,1942,1966,64735,9.79,113.03,-4.75,28.5,11.62,3.32,5369.5 +8628.4,12631,44769,1965.1,1939,66419,37.38,-22.25,15.2,35.15,29.88,13.28,5369.6 +8394.2,12882,42705,2127.1,2118,65818,154.86,8670.4,348.65,2541.3,1157.8,1850.9,5369.7 +8193.3,12151,44190,1859.2,1859,65543,-5.34,-85.44,-3.8,11.4,-13.28,0,5369.8 +8494.6,13135,42383,2386.1,2431,64325,190.46,11445,484.5,3433.3,1649.2,2746.5,5369.8 +8366.3,12528,43765,1990.9,2000,65239,5.34,179.78,19.95,148.2,72.21,73.87,5369.9 +8277.1,12355,43905,1907.3,1911,65408,46.28,1605.6,102.6,810.35,516.26,640.76,5369.9 +8487.8,12602,44140,1927.7,1946,64921,8.01,379.14,13.3,114,79.68,71.38,5370 +8499.5,12392,44950,1855.7,1867,65138,-14.24,-83.66,-19.95,12.35,-14.94,-17.43,5370 +4921.6,6742,47840,2914.8,2914,65553,-4.45,-78.32,-0.95,52.25,15.77,21.58,5370.1 +8074.2,12303,43010,1950,1947,65637,18.69,-60.52,-14.25,18.05,2.49,-14.11,5370.1 +8092.4,12436,42646,1943.8,1984,64207,-14.24,-2.67,-0.95,-2.85,-13.28,-19.09,5370.1 +9274.7,14406,42193,2209.9,2258,64139,61.41,2352.3,148.2,990.85,661.51,800.12,5370.2 +7944.4,12311,42291,1882.3,1895,65099,-4.45,143.29,-1.9,-12.35,0,-6.64,5370.2 +6778.2,10579,41990,2434.1,2455,64979,15.13,177.11,-2.85,37.05,1.66,5.81,5370.3 +7912,12389,41853,1969.6,1969,65555,16.02,18.69,0,18.05,23.24,4.98,5370.3 +8409.4,12835,42939,1965.1,2000,64393,19.58,364.01,32.3,141.55,85.49,92.96,5370.5 +8112.9,12330,43122,1937.5,1950,65117,18.69,-75.65,-4.75,19.95,-3.32,34.86,5370.6 +8244.7,12750,42379,2050.6,2058,65299,141.51,8560,340.1,2548.8,1172.8,1853.4,5370.6 +8141.8,12535,42568,1945.5,1955,65219,-10.68,189.57,45.6,116.85,73.04,78.85,5370.7 +8223.7,12738,42310,2054.1,2070,65033,1.78,189.57,17.1,18.05,55.61,4.98,5370.8 +7990.4,12578,41633,1957.1,1974,64975,-7.12,96.12,20.9,31.35,48.97,16.6,5370.8 +7961.5,12506,41721,1977.6,1994,64996,14.24,-9.79,19.95,-13.3,8.3,18.26,5370.8 +7824.3,12177,42110,2094.2,2097,65448,8.01,6.23,10.45,-1.9,10.79,16.6,5370.9 +7653.8,11911,42112,1882.3,1895,65099,57.85,1896.6,135.85,836,479.74,588.47,5370.9 +7646,11923,42027,1934.9,1939,65396,55.18,1944.7,103.55,888.25,485.55,585.15,5371 +7744,12143,41794,1852.1,1883,64460,142.4,8444.3,308.75,2515.6,1074.8,1704,5371 +9317.4,14387,42443,2358.5,2391,64645,157.53,9797.1,372.4,2872.8,1255.8,2002.8,5371 +8148.2,12494,42741,2006.1,2026,64891,-0.89,121.04,14.25,-2.85,-9.13,1.66,5371 +8034,12379,42533,2097.7,2079,66126,3.56,154.86,2.85,-12.35,8.3,4.98,5371 +7993.9,12214,42892,1978.5,1986,65288,50.73,1715,135.85,804.65,535.35,674.79,5371 +8625.5,12468,45338,1873.4,1872,65587,5.34,66.75,8.55,1.9,2.49,25.73,5371.1 +8422.6,12497,44169,1998.9,2018,64917,-9.79,19.58,3.8,1.9,0.83,9.13,5371.2 +8621.5,12635,44719,1875.2,1919,64041,-11.57,-1.78,25.65,-19.95,-6.64,0.83,5371.2 +8656.3,12613,44978,1975.8,1973,65629,32.04,1757.8,112.1,830.3,497.17,615.86,5371.3 +8335.4,12472,43800,1940.2,1964,64742,3.56,-60.52,24.7,1.9,19.09,8.3,5371.4 +8093.3,12107,43810,1936.6,1947,65187,16.91,584.73,34.2,196.65,166,190.9,5371.5 +9520.7,14241,43814,2058.6,2049,65842,70.31,2474.2,150.1,1109.6,720.44,904.7,5371.5 +9554.5,14445,43348,2189.4,2201,65191,-8.01,135.28,9.5,18.05,6.64,14.94,5371.5 +8693.1,12994,43844,2087.9,2130,64242,105.02,7805.3,288.8,2310.4,1131.3,1836.8,5371.6 +8999.3,13645,43223,2260.6,2265,65409,-11.57,-87.22,28.5,-34.2,2.49,17.43,5371.6 +8528.5,12482,44778,1986.5,2006,64898,-3.56,90.78,-33.25,12.35,-2.49,20.75,5371.7 +8581.4,12573,44730,1996.3,2041,64100,-8.9,-3.56,-42.75,-3.8,-3.32,-4.15,5371.7 +8475,12554,44242,1994.5,2026,64517,10.68,92.56,-16.15,50.35,14.11,17.43,5371.8 +7901.3,12281,42164,1967.8,1993,64707,19.58,677.29,34.2,228,145.25,172.64,5372.1 +8591.7,12599,44691,1945.5,1971,64689,35.6,578.5,18.05,249.85,185.09,189.24,5372.4 +9107.1,12881,46335,2015.8,2021,65369,4.45,69.42,35.15,16.15,14.11,24.9,5372.4 +8043.8,12457,42318,1874.3,1897,64753,54.29,1698.1,132.05,831.25,550.29,645.74,5372.4 +8879.3,12651,45997,1638.5,1679,63955,8.9,170.88,45.6,111.15,110.39,79.68,5372.5 +7835.1,12295,41763,2018.5,2035,65005,132.61,8394.5,337.25,2573.6,1146.2,1812.7,5372.6 +8040.4,12443,42348,1960.7,1967,65325,-1.78,-64.97,11.4,-4.75,20.75,-7.47,5372.6 +7892.4,12423,41636,1958.9,1907,67319,24.03,-24.92,21.85,61.75,30.71,14.94,5372.6 +8018.9,13018,40369,2158.3,2170,65181,131.72,7818.6,331.55,2389.3,1125.5,1871.6,5372.7 +7816.5,12295,41664,1854.8,1875,64829,31.15,-23.14,-8.55,2.85,11.62,-14.11,5372.7 +8121.8,12621,42173,2002.5,2009,65324,0.89,251.87,18.05,115.9,97.94,74.7,5372.7 +7962.5,12474,41833,2022.1,1994,66459,2.67,109.47,14.25,28.5,29.88,18.26,5372.8 +8243.3,12706,42518,2126.2,2114,65915,7.12,55.18,10.45,34.2,4.98,4.15,5372.8 +8087,12484,42453,1987.4,1972,66047,20.47,29.37,20.9,44.65,41.5,8.3,5372.8 +8157,12359,43254,1936.6,1975,64263,5.34,227.84,12.35,45.6,39.01,26.56,5372.9 +8510.8,12603,44256,2032.8,2063,64575,-13.35,240.3,-13.3,27.55,24.07,1.66,5373 +9581,14170,44312,2339.8,2350,65252,11.57,702.21,35.15,315.4,227.42,252.32,5373.1 +8905.3,12635,46190,1846.8,1871,64687,-13.35,330.19,12.35,86.45,63.08,71.38,5373.1 +8936.1,12846,45589,1988.3,2026,64315,3.56,647.92,24.7,253.65,180.94,163.51,5373.1 +8649.5,12602,44981,2000.7,2046,64086,-4.45,159.31,-26.6,-13.3,4.98,-2.49,5373.2 +9583.9,13772,45606,2319.3,2380,63866,-8.9,91.67,-4.75,58.9,31.54,20.75,5373.2 +8715.6,12718,44912,1971.3,2010,64276,0.89,-21.36,24.7,47.5,15.77,4.15,5373.2 +7915.5,12600,41170,2007.8,2028,64885,6.23,-93.45,-15.2,2.85,21.58,0.83,5373.5 +8625.5,12678,44587,1931.3,1970,64249,1.78,180.67,-11.4,12.35,1.66,-9.13,5373.5 +8163.9,12580,42530,1909.9,1876,66722,63.19,1872.6,130.15,863.55,496.34,602.58,5373.6 +8938.6,12767,45884,1998.9,1999,65534,28.48,258.99,0.95,134.9,112.05,86.32,5373.7 +9023.4,13001,45485,2029.2,2009,66195,16.02,465.47,43.7,253.65,181.77,178.45,5373.7 +8631.8,12797,44205,2482.2,2521,64528,64.08,2817.7,182.4,1210.3,800.95,1010.1,5373.7 +8294.2,12520,43416,1866.3,1896,64510,30.26,1840.5,101.65,772.35,496.34,639.93,5373.8 +8924.4,13405,43631,2624.6,2649,64933,2.67,2.67,-10.45,49.4,-0.83,37.35,5373.9 +7997.8,12270,42717,1909.9,1946,64322,-13.35,218.94,-9.5,33.25,21.58,39.01,5373.9 +7843.9,12594,40818,1960.7,1974,65093,-10.68,-57.85,-19.95,-15.2,-14.94,-19.09,5374.1 +8055.1,12241,43126,1989.2,1941,67162,17.8,202.92,18.05,136.8,85.49,87.15,5374.2 +8224.2,12721,42369,2111.1,2114,65445,136.17,8681.1,336.3,2617.3,1144.6,1806.1,5374.2 +8288.8,12579,43184,1832.5,1847,65022,-14.24,392.49,-6.65,116.85,68.06,62.25,5374.2 +7612.2,11980,41642,1943.8,1964,64861,-0.89,203.81,-5.7,84.55,84.66,87.98,5374.3 +8128.6,12431,42854,1883.2,1915,64449,-4.45,6.23,-11.4,-5.7,9.13,10.79,5374.3 +8319.7,12318,44264,1900.2,1902,65472,107.69,8191.6,304,2414.9,1038.3,1676.6,5374.3 +8334.9,12430,43945,1942,1982,64213,103.24,7765.3,290.7,2376.9,1118.8,1849.2,5374.3 +8826.9,12806,45172,2143.1,2166,64844,-31.15,202.03,-4.75,28.5,5.81,8.3,5374.3 +7935.1,12352,42101,2021.2,2020,65575,9.79,220.72,28.5,94.05,91.3,102.09,5374.4 +8309.9,12974,41976,2075.5,2106,64586,34.71,595.41,62.7,224.2,170.15,214.97,5374.5 +8088.4,12496,42420,1923.3,1920,65648,8.9,-74.76,24.7,19,-9.96,14.11,5374.5 +7804.7,12394,41269,1986.5,1994,65289,122.82,8105.2,318.25,2450.1,1162.8,1903.2,5374.5 +9043.9,13607,43559,2382.5,2407,64870,0.89,122.82,18.05,-10.45,17.43,4.98,5374.5 +7825.8,12178,42115,1901.9,1906,65396,6.23,124.6,-2.85,-13.3,-3.32,4.98,5374.6 +7632.2,12262,40792,1921.5,1922,65519,64.97,1649.2,93.1,806.55,504.64,612.54,5374.6 +8384.9,13327,41233,2260.6,2287,64779,11.57,534.89,46.55,173.85,136.95,137.78,5374.6 +7696.9,12383,40735,1955.3,1951,65681,27.59,-101.46,-7.6,20.9,0,10.79,5374.7 +7905.2,12861,40283,2254.4,2265,65228,7.12,-53.4,6.65,14.25,29.88,4.15,5374.7 +7343.6,12163,39569,1849.4,1875,64642,-13.35,236.74,-23.75,0.95,7.47,2.49,5374.8 +7669,12546,40060,2006.1,2034,64636,119.26,8132.8,285.95,2349.3,1081.5,1794.5,5374.9 +8689.7,13246,42993,2689.6,2682,65721,234.07,14104,541.5,3952.9,1666.6,2602.9,5374.9 +8532.9,12366,45222,1870.8,1918,63923,0.89,-73.87,44.65,32.3,24.9,6.64,5375.1 +7941.4,11963,43505,1934,1963,64567,29.37,2114.6,124.45,895.85,489.7,572.7,5375.2 +8547.1,13386,41845,2326.5,2330,65436,16.91,339.09,56.05,175.75,111.22,113.71,5375.4 +7735.6,12495,40573,2023,2063,64264,7.12,156.64,-19.95,-10.45,21.58,-10.79,5375.4 +7787.1,12271,41589,1974,1983,65239,-18.69,171.77,18.05,-15.2,0.83,5.81,5375.4 +8608.8,13035,43282,2100.4,2107,65331,160.2,7550.8,322.05,2323.7,1113.9,1859.2,5375.4 +7613.1,12231,40793,1940.2,1959,64907,33.82,-76.54,-15.2,25.65,1.66,-4.98,5375.5 +7620,12265,40716,1896.6,1897,65522,22.25,89.89,-6.65,-6.65,10.79,5.81,5375.5 +9300.7,13908,43826,2295.3,2308,65176,20.47,327.52,27.55,175.75,140.27,123.67,5375.5 +9933.8,14622,44523,2497.3,2510,65205,-22.25,-127.27,-35.15,-17.1,-19.92,-19.92,5375.6 +8532.4,12338,45322,1907.3,1938,64497,-6.23,667.5,-18.05,211.85,130.31,143.59,5375.7 +8872.9,12690,45823,1942,1938,65671,-8.01,197.58,-19,14.25,0.83,10.79,5375.7 +8672,12387,45881,1987.4,1991,65417,125.49,8535.1,377.15,2629.6,1067.4,1684.9,5375.7 +8735.7,12602,45430,1981.1,2026,64085,4.45,693.31,37.05,203.3,186.75,195.05,5375.8 +9063.5,13129,45242,2490.2,2525,64633,187.79,10905,437,3385.8,1695.7,2819.5,5375.8 +8435.8,12447,44416,1977.6,1979,65489,6.23,-63.19,5.7,34.2,4.15,19.09,5375.8 +8052.2,12483,42274,1952.7,1971,64926,141.51,7462.6,316.35,2199.3,1116.3,1854.2,5375.9 +8076.2,12691,41705,1994.5,2039,64105,11.57,130.83,0.95,50.35,30.71,14.11,5375.9 +7869.9,12426,41507,2015,2030,65050,134.39,7831.1,320.15,2435.8,1143.7,1834.3,5375.9 +7734.7,12362,41005,1909,1930,64825,52.51,2054.1,114.95,874,496.34,602.58,5376 +7495,12188,40302,1974.9,1992,64974,113.92,8397.1,363.85,2585.9,1084.8,1711.5,5376.1 +8053.6,12455,42377,1981.1,1971,65873,-2.67,187.79,24.7,29.45,28.22,16.6,5376.2 +7926.7,12235,42459,1861,1867,65325,12.46,-85.44,-5.7,18.05,-0.83,2.49,5376.2 +7838,12086,42502,1810.3,1842,64407,12.46,89,-11.4,21.85,0.83,4.98,5376.2 +8025.7,12075,43559,2062.1,2059,65636,55.18,632.79,65.55,236.55,172.64,202.52,5376.2 +8497.6,12747,43689,2034.5,2031,65650,70.31,1841.4,171.95,882.55,530.37,636.61,5376.2 +8469.2,12439,44621,1991.8,1975,66094,37.38,193.13,49.4,124.45,84.66,100.43,5376.3 +8828.3,12687,45604,1963.3,1983,64886,16.02,170.88,10.45,40.85,36.52,14.94,5376.4 +8808.2,12706,45432,1918.8,1922,65428,32.93,-79.21,-16.15,37.05,-3.32,-0.83,5376.4 +8017.4,12440,42237,1910.8,1935,64717,21.36,109.47,3.8,120.65,105.41,84.66,5376.5 +8066.9,12599,41961,1988.3,1955,66651,14.24,454.79,23.75,238.45,161.02,156.87,5376.6 +7818,12377,41396,1967.8,1977,65231,12.46,-45.39,8.55,18.05,5.81,31.54,5376.6 +7699.4,12676,39806,1938.4,1988,63902,-1.78,218.05,-20.9,5.7,27.39,8.3,5376.7 +7560.7,12286,40330,1983.8,1978,65728,124.6,8289.5,307.8,2454.8,1134.6,1826.8,5376.7 +4182.6,6778,40442,3272.5,3322,64560,306.16,16177,671.65,4952.4,2350.6,3954.1,5376.8 +7764.1,12314,41321,2101.3,2126,64774,48.06,1966,133,869.25,469.78,579.34,5376.8 +7775.3,12162,41898,1861,1874,65081,10.68,5.34,-12.35,17.1,21.58,17.43,5376.8 +8153.6,12721,42006,2003.4,2017,65094,77.43,1741.7,109.25,820.8,529.54,664,5376.8 +8668.6,12880,44108,2112,2116,65411,151.3,8528.9,330.6,2507.1,1127.1,1798.6,5376.9 +8765.6,12915,44480,2083.5,2115,64560,144.18,8506.6,304,2451.9,1159.5,1876.6,5376.9 +8807.8,12530,46067,1845,1874,64521,-30.26,-41.83,-17.1,-26.6,-13.28,-8.3,5377 +9167.4,13082,45925,2176.9,2190,65145,-8.01,420.08,-18.05,120.65,106.24,104.58,5377 +8988.6,13038,45181,1960.7,2014,63801,33.82,1912.6,83.6,785.65,500.49,608.39,5377 +8930.3,12619,46379,2023.9,2031,65306,41.83,2115.5,150.1,872.1,493.85,568.55,5377.1 +8916.5,12806,45631,2085.3,2118,64523,115.7,8788.8,349.6,2546.9,1123.8,1797.8,5377.2 +8539.7,12766,43840,2011.4,2046,64428,-8.01,265.22,-11.4,62.7,15.77,30.71,5377.2 +7484.8,12102,40532,1995.4,1970,66380,1.78,201.14,-11.4,88.35,66.4,80.51,5377.3 +7670.5,12390,40572,1970.5,1954,66088,59.63,1860.1,125.4,898.7,493.02,590.96,5377.3 +7413.2,12006,40466,1878.8,1878,65564,135.28,7153.8,304,2160.3,1084,1800.3,5377.5 +8563.7,12554,44705,1950,2010,63579,14.24,-61.41,17.1,4.75,19.09,11.62,5377.7 +9069.4,13288,44730,2236.6,2264,64742,-11.57,172.66,12.35,11.4,16.6,16.6,5377.7 +8590.2,12504,45023,1919.7,1944,64718,30.26,704.88,59.85,259.35,160.19,173.47,5377.7 +7828.2,12364,41494,1998,1996,65603,14.24,265.22,37.05,51.3,31.54,53.12,5377.8 +7406.8,12030,40350,1942,1914,66494,22.25,-64.08,23.75,31.35,26.56,29.88,5377.9 +7369.6,12459,38765,1991.8,2031,64272,2.67,187.79,-15.2,87.4,77.19,75.53,5378 +7612.2,12842,38847,2199.2,2250,64056,134.39,7889.9,304.95,2332.3,1150.4,1901.5,5378 +7530.8,12702,38855,2015,2074,63670,5.34,151.3,7.6,94.05,57.27,55.61,5378 +8334.9,13523,40393,2251.7,2263,65209,4.45,151.3,-41.8,-6.65,-6.64,-14.94,5378 +7315.2,11714,40926,2921.9,2930,65354,-17.8,-111.25,-8.55,1.9,-16.6,-9.96,5378 +7130,11999,38943,1861.9,1883,64801,16.91,-35.6,1.9,9.5,4.98,16.6,5378.1 +8005.6,12553,41795,2083.5,2105,64866,-8.01,-44.5,2.85,5.7,-3.32,14.11,5378.1 +7692.5,12263,41110,1942,1959,64967,-13.35,-112.14,-19.95,15.2,-2.49,-22.41,5378.1 +7036.4,10585,43565,2566.8,2605,64574,4.45,-16.02,-3.8,13.3,13.28,22.41,5378.2 +8822.5,12881,44887,2015.8,2037,64856,-18.69,48.95,-13.3,19,19.09,12.45,5378.2 +8665.2,12594,45091,1955.3,1974,64916,27.59,615.88,27.55,201.4,166.83,166,5378.3 +8738.7,12626,45359,1946.4,1990,64101,9.79,324.85,-1.9,88.35,97.11,90.47,5378.3 +8458.4,12637,43866,2056.8,2061,65402,122.82,8555.6,304.95,2525.1,1108,1751.3,5378.3 +8567.7,12604,44549,1958,1976,64939,19.58,-54.29,19.95,13.3,18.26,12.45,5378.3 +8630.4,12530,45140,1942,1938,65671,2.67,158.42,4.75,16.15,10.79,24.9,5378.4 +7673.4,12566,40019,2063.9,2086,64842,137.06,8492.4,347.7,2552.6,1088.1,1689.9,5378.5 +7478.9,12398,39533,1998,2030,64505,24.92,371.13,48.45,235.6,163.51,178.45,5378.6 +8096.3,13291,39922,2328.2,2331,65458,11.57,-64.97,27.55,-8.55,-0.83,-14.94,5378.6 +7144.7,11874,39434,2005.2,2034,64607,22.25,159.31,23.75,136.8,84.66,76.36,5378.6 +7098.1,11782,39483,1881.5,1922,64154,72.98,1735.5,111.15,827.45,510.45,630.8,5378.6 +7283.4,12219,39064,1913.5,1967,63754,0.89,178.89,-14.25,-0.95,-7.47,14.11,5378.6 +7463.2,12500,39129,2118.2,2176,63795,-13.35,178,1.9,-12.35,-12.45,2.49,5378.6 +7274.1,12023,39650,1869.9,1879,65218,23.14,190.46,17.1,81.7,71.38,65.57,5378.6 +7267.2,12172,39128,1822.7,1864,64085,-5.34,49.84,10.45,17.1,10.79,-3.32,5378.7 +7505.8,12396,39682,1936.6,1964,64623,5.34,-72.09,-7.6,6.65,-4.98,8.3,5378.7 +7540.1,12215,40454,2009.6,2051,64214,49.84,15.13,40.85,58.9,37.35,29.05,5378.7 +8506.9,12616,44191,1910.8,1932,64818,10.68,138.84,37.05,20.9,13.28,11.62,5378.9 +8602,12547,44930,1914.4,1939,64704,-4.45,104.13,-8.55,25.65,15.77,22.41,5378.9 +8296.2,12107,44908,1772,1791,64840,4.45,626.56,32.3,233.7,145.25,168.49,5379 +8586.3,12603,44649,1850.3,1871,64811,5.34,42.72,-20.9,19.95,1.66,25.73,5379.1 +8376.1,12830,42785,2018.5,2046,64656,41.83,1895.7,120.65,801.8,517.09,656.53,5379.1 +9160.5,13695,43837,2191.2,2219,64714,11.57,301.71,18.05,161.5,104.58,115.37,5379.1 +8259.4,12655,42773,1974.9,2011,64360,-9.79,-105.02,2.85,-24.7,-9.96,7.47,5379.2 +9586.4,14911,42133,2232.1,2255,64871,-9.79,-125.49,-27.55,5.7,-7.47,-4.98,5379.2 +7529.8,12164,40568,2061.2,2048,65960,1.78,155.75,24.7,114.95,91.3,95.45,5379.2 +7657.2,12520,40082,2024.8,2024,65560,11.57,36.49,-24.7,-23.75,36.52,37.35,5379.3 +6940.9,11195,40632,3296.6,3307,65329,413.85,27855,1106.8,8057.9,3619.6,5961.1,5379.3 +7773.9,12491,40787,1912.6,1931,64912,27.59,465.47,25.65,126.35,101.26,107.07,5379.4 +8410.4,12612,43703,1914.4,1908,65755,16.02,-14.24,27.55,21.85,13.28,28.22,5379.4 +8376.5,12630,43465,2053.2,2034,66156,166.43,8247.6,334.4,2441.5,1180.3,1888.3,5379.4 +8769,12694,45272,1867.2,1910,64068,-17.8,2.67,12.35,8.55,9.13,13.28,5379.5 +9044.4,12903,45938,1940.2,2003,63481,-16.91,99.68,24.7,97.85,72.21,82.17,5379.6 +10474,14994,45779,2122.6,2130,65310,10.68,650.59,52.25,321.1,227.42,239.04,5379.6 +9215.4,12874,46912,1969.6,2046,63088,22.25,128.16,3.8,100.7,90.47,104.58,5379.6 +9204.7,12930,46654,1947.3,1954,65312,50.73,2150.2,135.85,905.35,493.02,573.53,5379.7 +9263.5,13303,45636,2381.6,2371,65830,195.8,13412,515.85,3945.3,1613.5,2475.1,5379.7 +8700,12575,45341,1935.8,1931,65697,24.03,4.45,12.35,49.4,34.86,33.2,5379.8 +7629.3,12175,41067,1885,1947,63450,14.24,-102.35,12.35,-7.6,-9.96,19.09,5379.9 +7721.9,12225,41396,1892.1,1905,65094,8.9,513.53,33.25,205.2,172.64,186.75,5379.9 +7651.4,12382,40497,2053.2,2078,64755,-2.67,179.78,-2.85,2.85,6.64,24.07,5379.9 +7499,12303,39946,1974,1979,65371,-5.34,-106.8,-16.15,-36.1,-7.47,-17.43,5379.9 +9093.4,14135,42161,2192.1,2163,66417,-9.79,-48.06,-19,10.45,4.98,23.24,5380 +7777.3,12203,41768,1895.7,1935,64205,-8.9,55.18,0,-25.65,-5.81,-3.32,5380 +7486.2,12214,40168,2081.7,2114,64535,129.94,7102.2,306.85,2129.9,1063.2,1777,5380 +7913,12358,41964,1909,1922,65094,16.02,7.12,-4.75,-25.65,-4.98,-4.15,5380 +7302,11931,40109,1938.4,1935,65652,29.37,111.25,36.1,114,94.62,80.51,5380.1 +8041.4,12531,42056,1949.1,1927,66288,44.5,2079,110.2,876.85,509.62,601.75,5380.1 +8628.4,13003,43488,2159.1,2175,65058,149.52,8355.3,354.35,2631.5,1157.8,1817.7,5380.1 +8666.1,12628,44975,1979.4,2000,64860,23.14,426.31,27.55,103.55,120.35,115.37,5380.2 +8454.5,12422,44604,2005.2,1990,66036,8.9,135.28,6.65,14.25,18.26,6.64,5380.3 +7844.4,12401,41456,1986.5,2017,64544,-36.49,145.96,6.65,16.15,22.41,24.07,5380.5 +7728.8,12431,40746,2001.6,1983,66151,5.34,514.42,42.75,239.4,159.36,145.25,5380.5 +7757.2,12307,41308,1925.1,1923,65607,19.58,670.17,52.25,227.05,175.96,170.98,5380.5 +7874.3,12862,40122,2092.4,2106,65112,139.73,7746.6,312.55,2320.8,1114.7,1836.8,5380.6 +7399.5,12214,39703,1978.5,1990,65156,5.34,202.03,46.55,102.6,70.55,81.34,5380.6 +7661.6,12515,40121,2059.5,2055,65678,18.69,64.97,14.25,26.6,29.05,17.43,5380.6 +5217,8472,40357,2411,2392,66057,2.67,-60.52,-19,38,21.58,2.49,5380.7 +7468.1,12196,40130,1957.1,1940,66114,7.12,-64.97,25.65,11.4,9.96,21.58,5380.7 +7546,12260,40337,2059.5,2064,65392,10.68,176.22,38.95,-3.8,19.92,19.09,5380.7 +8777.4,12620,45581,2020.3,2028,65287,117.48,8585.8,310.65,2552.6,1123.8,1806.1,5381 +8427,12443,44384,2041.7,2047,65365,-15.13,-48.06,-28.5,12.35,4.98,2.49,5381.1 +8085.5,11955,44324,1894.8,1879,66087,5.34,515.31,41.8,240.35,154.38,145.25,5381.1 +8063.9,12398,42626,1970.5,1934,66772,24.92,510.86,27.55,217.55,151.06,162.68,5381.2 +8120.8,12582,42299,2020.3,2022,65481,12.46,-40.94,-0.95,1.9,3.32,0.83,5381.2 +7670.5,12242,41063,1904.6,1890,66042,56.96,1707,134.9,833.15,515.43,656.53,5381.2 +8678.4,13754,41351,3226.3,3194,66198,20.47,44.5,6.65,28.5,24.07,29.05,5381.3 +7568.1,12377,40073,1978.5,1993,65058,131.72,8349.1,327.75,2502.3,1193.5,1898.2,5381.3 +7575.9,12142,40891,1859.2,1886,64605,-27.59,222.5,3.8,92.15,76.36,83,5381.3 +7538.7,12218,40436,1953.5,1978,64726,-28.48,42.72,2.85,-3.8,-12.45,-19.09,5381.3 +8226.1,13054,41298,2151.1,2186,64491,72.98,2702,186.2,1228.3,745.34,939.56,5381.3 +7520.5,12287,40113,1986.5,2015,64608,17.8,32.04,-11.4,40.85,34.86,25.73,5381.3 +7395.1,12017,40330,1987.4,1953,66689,-0.89,236.74,38.95,32.3,38.18,25.73,5381.3 +8098.7,12642,41984,2148.5,2150,65489,123.71,8201.3,349.6,2414.9,1181.9,1917.3,5381.4 +9296.3,13510,45096,2330,2326,65649,9.79,64.97,19.95,66.5,36.52,49.8,5381.4 +8466.2,12491,44419,1911.7,1899,65975,24.92,-61.41,-1.9,18.05,4.15,9.96,5381.5 +8352.5,12474,43883,1901,1934,64419,-17.8,121.04,-18.05,62.7,14.11,21.58,5381.5 +8889.1,12823,45431,2180.5,2199,64985,17.8,424.53,13.3,236.55,152.72,140.27,5381.5 +9106.7,12647,47190,1853.9,1879,64660,-26.7,376.47,0.95,108.3,65.57,92.13,5381.6 +8703.9,12570,45379,2038.1,2094,63786,122.82,8318.8,349.6,2438.6,1196.9,1879.9,5381.6 +8400.1,12660,43484,1885.9,1840,67171,43.61,2120.9,131.1,863.55,495.51,574.36,5381.7 +7966.9,12238,42664,1964.2,2014,63916,104.13,8818.1,335.35,2587.8,1069,1678.3,5381.8 +8031.1,12534,41992,1910.8,1954,64088,-28.48,144.18,13.3,-12.35,9.13,-7.47,5381.8 +7766.5,12278,41455,2063,2050,65952,121.93,9223.1,337.25,2658.1,1123,1725.6,5381.8 +7467.6,12045,40631,1872.6,1897,64692,8.9,-80.99,26.6,1.9,-1.66,7.47,5381.8 +7550.4,12147,40736,1996.3,2003,65316,-16.91,110.36,6.65,60.8,28.22,30.71,5381.8 +7196.1,11992,39327,1896.6,1912,65008,63.19,1634.9,141.55,771.4,519.58,629.14,5381.9 +7658.7,12527,40067,2060.3,2091,64575,-1.78,-72.09,14.25,2.85,-2.49,-7.47,5382 +8176.6,13224,40522,2376.3,2408,64673,201.14,12119,472.15,3578.6,1633.4,2690,5382 +7880.7,12675,40747,2031.9,2039,65307,7.12,-88.11,-19,18.05,9.96,-4.15,5382 +7986,12459,42008,2135.1,2171,64453,128.16,7148.5,286.9,2145.1,1070.7,1810.2,5382.1 +8668.1,12737,44600,2037.2,2053,65032,24.92,483.27,15.2,227.05,170.98,176.79,5382.1 +8633.3,12706,44530,2015.8,2022,65337,12.46,290.14,-17.1,44.65,37.35,14.94,5382.2 +8642.6,12755,44406,2000.7,2007,65331,77.43,1765.8,124.45,831.25,520.41,634.12,5382.3 +7666.1,12117,41463,1922.4,1958,64344,12.46,151.3,22.8,96.9,69.72,76.36,5382.4 +7847.4,12521,41074,1968.7,1977,65260,6.23,-71.2,-4.75,14.25,-12.45,-9.13,5382.4 +8035.5,12807,41119,2232.1,2231,65569,121.04,8748.7,354.35,2589.7,1132.1,1801.9,5382.4 +7910.6,12562,41269,2053.2,2066,65131,139.73,8597.4,348.65,2558.3,1122.2,1796.1,5382.5 +3954.3,6739,38455,3374.9,3411,64842,-4.45,702.21,19,252.7,180.94,170.98,5382.5 +7313.3,12405,38636,1925.1,1969,64074,103.24,7363,320.15,2229.6,1044.1,1759.6,5382.5 +7269.6,12322,38664,2039.9,2038,65596,10.68,-39.16,39.9,2.85,15.77,17.43,5382.6 +7039.8,11833,38989,1838.7,1853,65032,19.58,130.83,13.3,53.2,0.83,19.09,5382.6 +7598.4,12170,40918,1879.7,1886,65316,2.67,529.55,19.95,231.8,150.23,151.89,5382.7 +4860.3,7807,40800,3706,3659,66377,6.23,252.76,-8.55,47.5,-9.96,10.79,5382.7 +7239.8,11977,39615,1861.9,1881,64870,-18.69,44.5,13.3,-15.2,-24.9,-11.62,5382.7 +7352,12186,39539,2023.9,2026,65467,116.59,8045.6,355.3,2465.3,1119.7,1801.9,5382.7 +8256.5,12307,43967,1880.6,1911,64492,0,717.34,29.45,230.85,143.59,157.7,5383 +8273.2,12292,44109,1853,1876,64732,-18.69,40.94,-19,49.4,8.3,23.24,5383 +8569.6,12766,43993,2001.6,2042,64240,-12.46,20.47,5.7,54.15,32.37,12.45,5383 +8770,12594,45637,1917.9,1942,64724,-4.45,109.47,12.35,36.1,43.16,28.22,5383 +8089.4,12459,42551,1966,1979,65106,33.82,471.7,48.45,266.95,164.34,178.45,5383 +8023.3,12234,42980,1906.4,1918,65139,-13.35,36.49,-0.95,27.55,30.71,26.56,5383.1 +7892.4,12326,41963,1970.5,1970,65551,10.68,488.61,36.1,221.35,160.19,176.79,5383.3 +7326,11954,40164,2037.2,2034,65639,112.14,7733.2,299.25,2291.4,1150.4,1882.4,5383.3 +7671.9,12210,41178,2056.8,2038,66140,149.52,7709.2,350.55,2399.7,1107.2,1798.6,5383.3 +8074.7,12394,42697,1892.1,1918,64652,45.39,635.46,47.5,243.2,174.3,168.49,5383.4 +5580.6,7467,48980,2963.7,2959,65640,155.75,5327.5,319.2,2443.4,1619.3,1973.7,5383.5 +8984.6,12825,45912,2004.3,2013,65252,23.14,-60.52,-19,-10.45,-3.32,24.07,5383.5 +9212,12842,47011,1990,2030,64246,16.02,58.74,-9.5,39.9,14.94,24.07,5383.6 +9008.7,12482,47299,2111.1,2118,65322,80.99,1892.1,134.9,906.3,526.22,639.93,5383.6 +9216.9,12785,47246,2015.8,2017,65499,40.05,760.95,26.6,221.35,157.7,187.58,5383.6 +8263.4,12811,42272,2043.4,2075,64539,-6.23,413.85,8.55,94.05,75.53,83.83,5383.7 +7904.7,12274,42206,1893.9,1874,66233,16.02,21.36,-0.95,45.6,29.88,15.77,5383.7 +8089.4,12385,42806,1845,1889,64008,49.84,1747.1,94.05,773.3,491.36,609.22,5383.8 +7369.1,12098,39919,1741.7,1762,64782,23.14,175.33,19,132.05,71.38,98.77,5383.8 +7586.2,12090,41122,1971.3,1994,64792,7.12,204.7,11.4,124.45,71.38,88.81,5383.8 +7563.2,12250,40462,1934,1950,64997,-5.34,79.21,-17.1,-17.1,0,-19.09,5383.9 +7432.8,11998,40600,1871.7,1902,64491,102.35,7579.2,260.3,2248.6,1076.5,1830.1,5383.9 +7827.3,12666,40500,2137.8,2154,65043,21.36,350.66,-8.55,104.5,111.22,97.11,5383.9 +7667,12394,40541,1944.7,1962,64956,49.84,2092.4,106.4,888.25,506.3,608.39,5383.9 +8100.7,12449,42645,1910.8,1925,65054,-11.57,289.25,22.8,23.75,30.71,9.96,5384 +7943.4,12182,42733,1926.8,1890,66814,9.79,27.59,-9.5,54.15,1.66,17.43,5384 +8199.2,12491,43018,2039.9,2047,65308,-3.56,56.96,-7.6,40.85,24.07,23.24,5384 +7617.1,11802,42297,1935.8,1934,65595,51.62,1956.2,87.4,915.8,481.4,550.29,5384 +8223.2,12652,42595,1976.7,2008,64514,9.79,-78.32,-19.95,-15.2,3.32,-13.28,5384 +9869.1,14406,44897,2034.5,2086,63919,-29.37,185.12,20.9,24.7,-15.77,6.64,5384.1 +8789.1,12946,44493,2075.5,2050,66351,144.18,8777.2,338.2,2603,1137.9,1814.4,5384.2 +8834.7,12563,46087,2012.3,2019,65318,147.74,8722.9,355.3,2622,1063.2,1708.1,5384.2 +8895.5,12795,45563,2017.6,2011,65752,2.67,-58.74,30.4,19,20.75,29.05,5384.2 +9279.1,13550,44879,2265.1,2298,64596,12.46,209.15,15.2,38.95,25.73,34.86,5384.3 +7648.9,12177,41166,1957.1,1937,66216,17.8,-64.08,21.85,28.5,2.49,19.92,5384.5 +7621.5,12474,40042,1957.1,1978,64844,75.65,1732.8,148.2,839.8,547.8,651.55,5384.5 +7420.1,12181,39921,1930.4,1957,64646,16.91,637.24,34.2,216.6,163.51,166.83,5384.5 +7450.9,12227,39937,1898.4,1923,64697,-11.57,258.1,-0.95,49.4,15.77,24.07,5384.6 +8352,13557,40375,1943.8,1989,64045,4.45,-80.99,-18.05,2.85,-26.56,-1.66,5384.6 +7611.7,12255,40705,2016.7,2027,65204,-2.67,-54.29,9.5,-19,-27.39,-7.47,5384.6 +8176.1,12430,43108,1949.1,1966,64973,26.7,207.37,13.3,125.4,79.68,114.54,5384.7 +8396.2,12791,43019,1990.9,2023,64497,17.8,194.91,14.25,32.3,33.2,19.09,5384.7 +8233.5,12641,42686,1944.7,1973,64594,4.45,-49.84,11.4,-8.55,11.62,21.58,5384.7 +8412.8,12499,44111,1871.7,1907,64322,17.8,643.47,21.85,212.8,175.96,213.31,5384.8 +8611.3,12634,44669,2062.1,2074,65161,89,1952.7,124.45,896.8,527.88,611.71,5384.8 +4138.5,5532,49028,2540.9,2600,64048,145.96,3843.9,311.6,1891.4,1299.8,1648.4,5384.8 +9321.3,13733,44483,2079.9,2129,64026,19.58,-41.83,16.15,8.55,15.77,2.49,5384.8 +8480.4,12536,44334,1983.8,2008,64747,64.08,1926,109.25,814.15,504.64,631.63,5384.9 +8313.8,12703,42892,1994.5,2063,63360,-11.57,-56.96,-21.85,-10.45,10.79,-11.62,5385 +8207,12614,42639,1875.2,1922,63941,27.59,1943.8,95.95,779,501.32,622.5,5385 +9482.5,14363,43267,2087.9,2107,64943,-22.25,-94.34,-12.35,-39.9,-1.66,-5.81,5385 +8117.8,12403,42894,1976.7,1987,65196,17.8,615.88,5.7,224.2,145.25,146.08,5385 +7862.1,12428,41459,1871.7,1912,64154,-16.02,-24.92,29.45,3.8,2.49,12.45,5385.1 +7614.6,12163,41029,1870.8,1907,64291,-22.25,161.98,-17.1,-20.9,-9.96,-12.45,5385.1 +7700.8,12290,41064,2001.6,2018,65004,-20.47,219.83,-19.95,-16.15,29.05,9.96,5385.1 +7307.9,12131,39480,1866.3,1891,64681,-1.78,102.35,6.65,-0.95,25.73,30.71,5385.2 +8169.8,12554,42649,1958,1946,65940,80.1,2228.6,95,939.55,512.94,620.84,5385.3 +7630.3,12154,41144,2016.7,2010,65756,39.16,31.15,27.55,30.4,24.07,27.39,5385.3 +7882.6,12651,40834,2110.2,2127,65018,161.09,8578.7,352.45,2511.8,1176.1,1869.2,5385.3 +11071,16883,42973,3136.4,3079,66757,80.99,1278,122.55,551.95,401.72,423.3,5385.3 +8391.3,12406,44328,1964.2,1938,66423,30.26,111.25,32.3,42.75,32.37,37.35,5385.3 +8666.6,12506,45416,1889.5,1902,65104,33.82,-59.63,33.25,37.05,-0.83,6.64,5385.4 +8997.9,12887,45758,2019.4,2055,64401,13.35,421.86,61.75,132.05,89.64,100.43,5385.5 +8866.1,12587,46162,1909,1951,64127,-8.01,285.69,10.45,9.5,4.15,22.41,5385.5 +8858.2,12963,44784,1998,2019,64856,36.49,185.12,30.4,114.95,88.81,88.81,5385.6 +7428.9,12241,39773,1854.8,1889,64348,-15.13,118.37,-6.65,-14.25,9.96,0.83,5385.8 +7389.7,12132,39918,2141.3,2144,65455,-6.23,182.45,3.8,48.45,18.26,36.52,5385.8 +7620,12232,40826,1861,1880,64873,-22.25,-32.93,-5.7,16.15,2.49,5.81,5385.9 +8208.5,12967,41486,2411.9,2435,64914,-24.92,-72.09,-28.5,8.55,-5.81,-4.98,5385.9 +7852.3,12294,41858,1890.4,1926,64323,-9.79,92.56,-26.6,-18.05,-16.6,-7.47,5386 +7661.6,12212,41116,1988.3,2020,64506,113.92,7905.9,299.25,2362.6,1108.9,1816.9,5386 +8204.6,12657,42482,1953.5,1985,64498,-4.45,-100.57,-18.05,0.95,-5.81,7.47,5386.1 +8422.6,12615,43756,2023,2055,64515,-31.15,76.54,-16.15,-13.3,-12.45,-0.83,5386.1 +7942.9,12282,42383,1888.6,1914,64666,-0.89,-73.87,-6.65,0,11.62,0.83,5386.1 +8332.5,12418,43975,2048.8,2082,64490,141.51,8238.7,347.7,2431.1,1119.7,1741.3,5386.2 +9162.5,13519,44417,2201.9,2235,64564,2.67,94.34,24.7,18.05,33.2,28.22,5386.2 +9781.9,14703,43601,2075.5,2091,65050,0.89,246.53,40.85,40.85,14.94,20.75,5386.2 +7982.1,12006,43571,1852.1,1858,65328,116.59,8467.5,353.4,2513.7,1030,1630.1,5386.2 +8138.4,12447,42850,1933.1,1947,65067,16.91,25.81,-5.7,0.95,9.96,9.96,5386.2 +8313.3,12534,43468,1959.8,1942,66136,24.03,-65.86,28.5,4.75,12.45,4.98,5386.3 +7930.2,12539,41448,1969.6,1995,64701,20.47,-50.73,20.9,1.9,19.92,10.79,5386.3 +7535.7,12055,40967,1885,1911,64645,19.58,51.62,4.75,-0.95,14.11,15.77,5386.4 +7885.1,12136,42580,1941.1,1967,64673,128.16,7761.7,315.4,2385.4,1121.3,1838.4,5386.7 +8117.3,12654,42040,2036.3,2062,64720,24.03,170.88,9.5,124.45,103.75,94.62,5386.7 +8376.5,12719,43161,2080.8,2075,65720,139.73,8495,343.9,2606.8,1149.5,1805.3,5386.8 +8304,12652,43014,1964.2,1960,65677,50.73,484.16,55.1,267.9,166.83,179.28,5386.8 +8194.8,12469,43071,2142.2,2149,65330,133.5,8157.7,344.85,2325.6,1150.4,1873.3,5386.9 +9565.8,14322,43772,2383.4,2422,64492,-7.12,140.62,15.2,-29.45,12.45,3.32,5386.9 +8174.7,12318,43492,1887.7,1902,65043,106.8,8249.4,332.5,2545.1,1079.8,1716.4,5386.9 +9441.3,14282,43324,2112.9,2142,64644,8.01,224.28,17.1,146.3,94.62,89.64,5387 +8259,12682,42679,2007.8,2058,63939,126.38,7648.7,311.6,2286.6,1085.6,1770.4,5387 +7540.1,12239,40375,1924.2,1947,64768,19.58,378.25,18.05,95,91.3,102.09,5387 +8018.4,12555,41855,2162.7,2203,64337,120.15,8414.1,334.4,2481.4,1094.8,1757.1,5387.2 +8530.4,12655,44176,1959.8,1999,64250,25.81,224.28,24.7,73.15,31.54,41.5,5387.3 +8562.3,12440,45107,1927.7,1996,63295,43.61,1862.8,89.3,833.15,499.66,592.62,5387.4 +9349.2,13419,45660,2759,2767,65347,9.79,105.02,-14.25,65.55,49.8,43.16,5387.4 +8292.8,12523,43398,1971.3,2011,64244,-15.13,51.62,-23.75,15.2,9.13,4.15,5387.5 +8515.7,12159,45899,1848.5,1919,63129,48.06,1728.4,114,764.75,493.02,614.2,5387.5 +8564.7,12460,45048,1914.4,1960,64011,-14.24,-4.45,-6.65,-0.95,3.32,2.49,5387.5 +8065.4,12622,41877,1959.8,1994,64411,24.92,-87.22,10.45,-5.7,-0.83,-9.96,5387.7 +6938.9,10558,43071,2371,2366,65673,15.13,122.82,7.6,13.3,9.96,32.37,5387.7 +7103,11741,39648,1889.5,1913,64730,40.94,605.2,42.75,242.25,172.64,194.22,5387.7 +7378.9,12262,39438,1972.2,1954,66148,24.03,286.58,49.4,133.95,109.56,112.88,5387.8 +7346.6,12338,39023,1925.1,1942,64965,131.72,8138.2,333.45,2522.3,1132.1,1824.3,5387.8 +7268.2,12059,39500,1842.3,1887,63984,120.15,8562.7,352.45,2571.6,1032.5,1610.2,5387.8 +7310.3,12082,39653,1865.4,1910,64007,0.89,98.79,-24.7,-39.9,-9.96,-12.45,5387.9 +7639.1,12536,39936,1974.9,1996,64844,16.02,496.62,49.4,212.8,151.06,151.06,5387.9 +7436.2,12182,40005,1930.4,1970,64219,-15.13,228.73,-23.75,19.95,-6.64,-2.49,5387.9 +7531.8,12399,39810,2058.6,2091,64520,-24.92,-62.3,-19.95,-14.25,-14.11,-26.56,5387.9 +7682.7,12182,41331,1920.6,1942,64814,-12.46,169.99,3.8,31.35,15.77,9.96,5388 +8534.8,12966,43139,2243.7,2226,66057,24.92,613.21,57,236.55,190.9,194.22,5388 +8087,12530,42297,1895.7,1926,64505,49.84,1925.1,109.25,834.1,527.05,629.97,5388.1 +8135.5,12374,43088,1895.7,1906,65182,63.19,2090.6,162.45,867.35,495.51,615.86,5388.1 +7970.8,12295,42487,1920.6,1895,66422,40.05,-35.6,64.6,8.55,14.11,7.47,5388.1 +7999.7,12308,42596,1914.4,1920,65345,22.25,117.48,10.45,31.35,3.32,19.92,5388.1 +8323.1,12820,42548,2106.6,2132,64756,101.46,1822.7,123.5,855.95,530.37,637.44,5388.2 +7980.6,12306,42501,1877.9,1874,65672,10.68,-27.59,-7.6,4.75,12.45,14.11,5388.2 +7312.3,11587,41358,2012.3,2007,65709,74.76,1846.8,121.6,805.6,507.96,650.72,5388.2 +6519,10254,41664,2424.4,2410,65926,241.19,12664,532.95,3895.9,1967.1,3254.4,5388.2 +6965.8,11768,38793,1841.4,1864,64742,30.26,456.57,12.35,234.65,136.12,146.91,5388.4 +7242.2,12121,39157,1904.6,1933,64573,-12.46,-62.3,12.35,5.7,8.3,-5.81,5388.5 +7225.1,12134,39023,1982.9,1974,65832,-20.47,-119.26,8.55,-18.05,-17.43,-17.43,5388.5 +7035.4,11912,38707,2082.6,2136,63898,107.69,7546.3,280.25,2318.9,1086.5,1788.7,5388.5 +7631.8,12454,40160,1990,1986,65669,3.56,509.08,26.6,218.5,161.85,153.55,5388.5 +7470.1,12247,39974,1934.9,1939,65396,47.17,1995.4,126.35,876.85,491.36,594.28,5388.6 +7509.7,12114,40627,1919.7,1926,65323,2.67,-71.2,-0.95,16.15,9.13,-5.81,5388.6 +7894.4,12398,41730,1906.4,1930,64734,21.36,210.04,19.95,96.9,102.92,109.56,5388.7 +8583.8,12686,44344,1988.3,2010,64827,22.25,-24.03,-11.4,19.95,13.28,27.39,5388.7 +6038.8,8967,44135,2427,2403,66191,6.23,166.43,30.4,2.85,14.11,29.05,5388.8 +7698.9,12110,41664,1861.9,1870,65251,-12.46,90.78,0.95,-19,-12.45,-10.79,5388.8 +8297.2,12338,44072,1944.7,1942,65625,13.35,-85.44,-4.75,18.05,19.09,12.45,5388.8 +7126.6,11034,42328,2081.7,2078,65653,6.23,469.92,38,211.85,156.04,155.21,5388.8 +7903.7,12397,41782,1934,1917,66116,-8.9,-27.59,4.75,10.45,24.07,19.92,5388.9 +8016.4,12714,41322,2140.4,2138,65611,-17.8,264.33,-6.65,3.8,13.28,14.11,5389 +7831.2,12484,41111,1901,1904,65434,0,578.5,33.25,232.75,158.53,177.62,5389 +7687.6,12283,41017,2016.7,2027,65204,21.36,471.7,41.8,211.85,157.7,181.77,5389 +7461.2,12095,40428,1939.3,1951,65143,-21.36,-25.81,-14.25,-7.6,-14.94,5.81,5389 +7671.4,12287,40918,1944.7,1963,64923,-28.48,113.92,-3.8,-16.15,-11.62,-9.13,5389 +7536.7,12271,40251,1898.4,1915,64967,-2.67,-67.64,-6.65,-14.25,-0.83,-8.3,5389.1 +7814,12694,40342,2104.8,2150,64160,-3.56,-98.79,-19,0.95,-25.73,-19.09,5389.1 +7527.4,12207,40412,1853.9,1919,63312,-31.15,-64.97,0.95,-28.5,-10.79,2.49,5389.1 +7419.6,11979,40592,1856.5,1899,64071,-32.93,144.18,-32.3,5.7,-1.66,-4.15,5389.1 +7811.6,12410,41252,2007.8,2014,65336,-12.46,3.56,-21.85,5.7,4.15,-0.83,5389.2 +7706.2,12291,41090,1925.1,1927,65470,5.34,-2.67,27.55,30.4,48.97,24.07,5389.2 +7417.1,11878,40923,1886.8,1842,67130,120.15,8437.2,328.7,2509.9,1094.8,1730.5,5389.2 +8486.3,13522,41130,2789.3,2838,64410,-15.13,-124.6,9.5,2.85,15.77,11.62,5389.2 +8532.4,12626,44288,2006.9,1986,66227,27.59,575.83,79.8,249.85,169.32,178.45,5389.3 +8442.7,12419,44553,1892.1,1907,65025,5.34,161.98,-5.7,37.05,30.71,28.22,5389.3 +8303.5,12575,43275,2270.4,2315,64273,121.04,7612.2,327.75,2387.3,1123.8,1875.8,5389.4 +8421.6,12620,43734,2086.2,2120,64490,3.56,-48.06,-26.6,-7.6,-8.3,-5.81,5389.5 +8228.6,12385,43542,1858.3,1889,64472,-26.7,163.76,-7.6,-1.9,-0.83,-20.75,5389.6 +7579.3,11978,41469,1890.4,1902,65135,11.57,186.9,17.1,108.3,81.34,95.45,5389.7 +7755.7,12263,41448,1952.7,1975,64795,126.38,6875.3,307.8,2271.4,1130.5,1873.3,5389.7 +7736.6,12363,41012,2006.1,1979,66432,134.39,8060.7,342.95,2500.4,1175.3,1865,5389.7 +7703.8,12295,41063,2011.4,2039,64649,118.37,7606.8,309.7,2314.2,1174.4,1927.3,5389.7 +7681.2,12193,41286,1911.7,1909,65629,8.01,36.49,-29.45,-1.9,12.45,-0.83,5389.8 +7950.7,12496,41698,2014.1,2000,65997,72.09,2075.5,169.1,969.95,535.35,607.56,5389.8 +7900.3,12325,42008,1976.7,1953,66331,49.84,97.01,24.7,39.9,51.46,46.48,5389.8 +7701.8,12112,41673,2032.8,2016,66081,155.75,8167.5,331.55,2448.1,1147.1,1872.5,5389.8 +7701.3,12128,41616,1941.1,1940,65573,33.82,112.14,20.9,131.1,78.85,91.3,5389.9 +7990.4,12394,42251,1948.2,1950,65476,42.72,275.01,42.75,128.25,93.79,104.58,5389.9 +8052.2,12439,42424,1993.6,1991,65622,0,153.08,-1.9,-12.35,14.11,9.96,5389.9 +5858.9,8675,44262,2354.9,2327,66323,19.58,67.64,13.3,95,48.14,37.35,5389.9 +8196.7,12374,43412,1917.9,1926,65262,18.69,-95.23,25.65,-4.75,11.62,13.28,5389.9 +8445.6,12835,43124,2056.8,2071,65086,11.57,183.34,2.85,119.7,73.87,89.64,5389.9 +8250.1,12399,43607,1961.6,1947,66026,8.9,162.87,0.95,-8.55,-10.79,14.94,5390 +7989.9,12458,42032,1962.4,2010,63986,-11.57,177.11,-12.35,27.55,21.58,31.54,5390 +7955.2,12310,42352,2844.4,2838,65685,-20.47,-60.52,8.55,-8.55,-3.32,-5.81,5390 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+8641.6,12450,45489,1911.7,1906,65733,4.45,-15.13,-12.35,-23.75,-37.35,-16.6,5398.3 +9631,13818,45678,2524.9,2558,64689,232.29,13054,544.35,3917.8,1688.2,2673.4,5398.3 +8562.3,12314,45569,2032.8,2042,65239,38.27,252.76,45.6,124.45,96.28,101.26,5398.3 +8151.2,11746,45479,2496.4,2498,65495,26.7,956.75,67.45,409.45,292.99,287.18,5398.4 +8765.6,12987,44234,2014.1,2047,64482,15.13,17.8,5.7,38.95,22.41,7.47,5398.4 +8564.2,12620,44474,1958.9,1980,64837,19.58,-9.79,26.6,17.1,12.45,24.9,5398.4 +8286.9,12442,43650,1868.1,1882,65052,22.25,424.53,13.3,95,81.34,76.36,5398.4 +9711.8,14731,43206,2031.9,2063,64547,25.81,-68.53,23.75,-21.85,8.3,20.75,5398.4 +8160.5,12891,41487,1968.7,1999,64542,115.7,7621.1,299.25,2230.6,1082.3,1822.7,5398.5 +7996.8,12466,42041,1950,1954,65402,35.6,1780.9,118.75,848.35,487.21,590.96,5398.5 +7853.2,12208,42158,1916.2,1920,65405,-15.13,232.29,19.95,97.85,70.55,73.87,5398.5 +7839,12232,42000,1892.1,1896,65403,-10.68,159.31,-11.4,-12.35,-24.9,-4.15,5398.5 +8500,13190,42233,2258.8,2278,64984,67.64,2685.1,174.8,1307.2,756.96,925.45,5398.5 +8164.4,12894,41497,2403,2378,66225,63.19,2933.4,169.1,1292.9,761.94,890.59,5398.6 +7605.3,12115,41141,1882.3,1891,65236,5.34,-21.36,19,-29.45,14.94,-5.81,5398.6 +7620,12287,40643,1934.9,1963,64597,14.24,-41.83,37.05,-2.85,9.13,24.07,5398.6 +7646,12173,41164,1950,1933,66112,48.06,2066.6,150.1,893.95,525.39,588.47,5398.6 +7894.4,12577,41136,2000.7,2017,65007,-0.89,110.36,14.25,12.35,30.71,-2.49,5398.6 +7976.7,12570,41588,2205.4,2190,65997,132.61,8670.4,338.2,2547.9,1097.3,1697.3,5398.6 +7813.1,12412,41253,1922.4,1932,65210,-5.34,-48.95,3.8,-1.9,16.6,-11.62,5398.7 +7702.8,12311,41005,1928.6,1939,65186,15.13,688.86,57.95,231.8,152.72,157.7,5398.7 +7874.3,12660,40762,2023,2048,64735,13.35,-106.8,0,9.5,2.49,-8.3,5398.7 +8010,12470,42097,1902.8,1922,64882,2.67,412.07,18.05,108.3,86.32,72.21,5398.7 +9077.3,12878,46194,1981.1,2030,63959,-25.81,558.03,2.85,191.9,147.74,145.25,5398.9 +8899.4,12811,45526,1838.7,1887,63860,2.67,1878.8,90.25,886.35,466.46,508.79,5399 +8940,12779,45848,1950.9,1995,64087,-18.69,-126.38,-6.65,-16.15,-3.32,-1.66,5399 +8780.3,12626,45575,1929.5,1922,65792,19.58,575.83,38,220.4,164.34,166.83,5399.1 +8960.1,12946,45359,2015.8,2006,65858,8.9,-25.81,0,37.05,19.09,24.07,5399.2 +8709.8,12520,45591,1867.2,1864,65649,8.9,-33.82,28.5,9.5,24.9,11.62,5399.2 +8799.9,12729,45307,2060.3,2041,66157,54.29,2029.2,145.35,898.7,545.31,646.57,5399.2 +8108.5,11890,44693,2112.9,2130,65009,40.05,1849.4,136.8,847.4,460.65,571.87,5399.2 +7867.4,12287,41963,1911.7,1915,65424,19.58,-48.95,8.55,22.8,4.15,23.24,5399.3 +7923.8,12299,42222,2098.6,2107,65275,12.46,184.23,39.9,20.9,12.45,13.28,5399.3 +8122.2,12486,42632,1958.9,1986,64641,10.68,205.59,0,57.95,15.77,29.88,5399.3 +8036.5,12450,42304,1960.7,1942,66166,0.89,-67.64,14.25,33.25,-2.49,5.81,5399.3 +7984.6,12223,42811,1883.2,1883,65544,-7.12,152.19,30.4,-6.65,4.98,-13.28,5399.4 +8638.7,12427,45558,1893.9,1935,64145,-8.01,-92.56,10.45,-15.2,1.66,8.3,5399.5 +8762.7,12560,45722,1902.8,1924,64815,-16.02,196.69,14.25,17.1,24.07,0.83,5399.5 +8992.5,12791,46074,1956.2,1991,64391,-11.57,-97.01,-13.3,-0.95,-1.66,2.49,5399.5 +9010.6,12842,45983,1969.6,1998,64603,18.69,24.03,37.05,67.45,60.59,39.01,5399.6 +9111.5,12839,46509,2062.1,2087,64755,135.28,9270.2,353.4,2622.9,1133.8,1694.9,5399.8 +8658.8,12596,45051,1855.7,1888,64413,-3.56,-69.42,-9.5,4.75,29.88,0,5399.8 +8365.3,12526,43767,1950,1962,65135,24.03,181.56,19.95,-4.75,34.03,0.83,5399.8 +8870.5,13494,43081,2832.9,2838,65418,1.78,82.77,-13.3,19,24.9,15.77,5399.9 +8046.3,12386,42574,1983.8,1970,65995,22.25,-21.36,33.25,12.35,39.84,25.73,5399.9 +7469.6,12348,39644,2071.9,2060,65915,35.6,157.53,0.95,31.35,40.67,19.09,5399.9 +7551.4,12499,39594,2036.3,2051,65067,159.31,8305.5,374.3,2513.7,1220.1,1905.7,5399.9 +7755.2,12282,41381,1970.5,2010,64247,25.81,-62.3,-5.7,9.5,26.56,3.32,5399.9 +7826.8,12594,40729,2047,2066,64933,146.85,8464.8,370.5,2600.1,1137.1,1764.6,5400 +3247.2,5632,37786,3490.6,3460,66115,13.35,150.41,-2.85,64.6,37.35,41.5,5400 +8835.2,12947,44723,2015,2055,64259,6.23,152.19,-0.95,113.05,97.11,68.06,5400.4 +8396.6,12627,43580,1992.7,2051,63673,30.26,1857.4,102.6,814.15,508.79,615.03,5400.4 +7892.4,12510,41346,1900.2,1946,63992,-6.23,147.74,-11.4,-19.95,32.37,-19.09,5400.6 +4707.9,7802,39546,3818.1,3806,65744,0,442.33,-3.8,115.9,84.66,52.29,5400.7 +7035.9,12150,37951,1845,1858,65076,13.35,391.6,19.95,99.75,126.16,73.04,5400.7 +7624.9,11994,41663,1845,1886,64110,35.6,2066.6,146.3,862.6,510.45,596.77,5400.8 +8984.2,12920,45572,1948.2,1976,64614,31.15,1971.3,105.45,874,498.83,587.64,5401 +8936.6,13015,45000,1974,2007,64459,-16.91,-32.04,-4.75,0,-8.3,3.32,5401 +8941,13071,44829,2072.8,2107,64473,28.48,1937.5,117.8,859.75,498.83,615.86,5401 +8459.4,12406,44687,1885.9,1874,65953,18.69,18.69,-2.85,5.7,-4.15,-9.13,5401.1 +8577.9,12683,44324,1950,1963,65102,20.47,202.03,5.7,121.6,109.56,107.9,5401.1 +7959.1,12492,41755,2025.6,2008,66112,-1.78,-72.98,12.35,22.8,20.75,37.35,5401.2 +7574.9,12117,40970,1885,1889,65398,-14.24,10.68,18.05,29.45,36.52,26.56,5401.3 +8320.7,12570,43381,1917.1,1978,63517,106.8,7371,267.9,2167.9,1050.8,1810.2,5401.4 +8531.9,12644,44222,1897.5,1952,63706,-26.7,-55.18,-45.6,9.5,-14.11,-20.75,5401.4 +8535.8,12413,45066,1940.2,1997,63672,18.69,441.44,29.45,188.1,140.27,185.09,5401.5 +8779.3,12511,45989,1935.8,1979,64104,4.45,191.35,-29.45,110.2,39.84,65.57,5401.5 +8119.8,11521,46189,2611.3,2658,64384,-28.48,-32.04,-26.6,-24.7,-29.88,-33.2,5401.6 +9938.7,14406,45213,2209,2262,64000,153.08,9608.4,384.75,3144.5,1351.2,2214.4,5401.6 +9017.5,13046,45299,2148.5,2210,63711,24.92,1851.2,125.4,813.2,501.32,642.42,5401.7 +7093.7,10168,45721,3083,3148,64182,-4.45,31.15,-10.45,-5.7,-16.6,11.62,5401.7 +8236.9,12003,44973,1831.6,1895,63344,-21.36,625.67,6.65,208.05,110.39,149.4,5401.7 +8657.3,12813,44281,2034.5,2041,65329,8.01,206.48,24.7,32.3,13.28,18.26,5401.8 +8207.5,12714,42307,2050.6,2058,65299,31.15,485.05,10.45,149.15,95.45,109.56,5401.8 +7955.6,12263,42517,1969.6,1971,65488,16.02,-22.25,-19.95,18.05,4.15,11.62,5401.8 +9153.2,14224,42173,2439.5,2468,64779,95.23,2584.6,188.1,1171.3,760.28,976.08,5401.8 +7476.9,12416,39466,2041.7,2068,64701,58.74,1718.6,120.65,835.05,504.64,636.61,5401.9 +8023.8,12267,42867,1962.4,1983,64857,129.94,8315.3,318.25,2471.9,1088.1,1772,5402.1 +8622,12709,44461,1959.8,1969,65229,0.89,-87.22,16.15,9.5,0,14.94,5402.1 +9042,13006,45562,2207.2,2234,64750,30.26,16.02,-2.85,45.6,43.16,35.69,5402.2 +10284,14902,45225,2053.2,2086,64506,14.24,-64.08,-7.6,-21.85,13.28,8.3,5402.2 +10101,14555,45483,2078.1,2111,64516,4.45,845.5,16.15,321.1,192.56,203.35,5402.3 +8763.7,12562,45720,1917.1,1938,64828,-0.89,-103.24,-8.55,0,-22.41,-17.43,5402.3 +9345.8,13536,45249,2190.3,2244,63967,-9.79,125.49,-13.3,-19,-19.92,-8.3,5402.3 +8660.3,12615,44991,1898.4,1907,65239,16.02,-48.06,1.9,11.4,19.09,26.56,5402.3 +8808.2,12847,44933,2015,2031,65018,17.8,38.27,-10.45,19.95,9.96,26.56,5402.4 +8118.8,12583,42285,1949.1,1975,64677,4.45,-60.52,3.8,-4.75,-7.47,-13.28,5402.4 +7739.1,12430,40803,1945.5,1946,65521,-0.89,-13.35,0.95,2.85,-25.73,-3.32,5402.5 +7307.9,12205,39240,2058.6,2057,65586,24.92,708.44,35.15,247,142.76,163.51,5402.5 +6896.8,11942,37848,1892.1,1890,65610,2.67,-60.52,5.7,12.35,-19.92,1.66,5402.6 +7024.6,12002,38358,1860.1,1846,66037,8.01,-66.75,17.1,1.9,-14.11,7.47,5402.6 +7874.3,12138,42515,1855.7,1886,64481,-2.67,-67.64,-6.65,-9.5,-0.83,2.49,5402.7 +8003.7,12378,42376,1951.8,1962,65194,-8.9,-40.05,-10.45,-37.05,-46.48,-17.43,5402.7 +9198.8,13434,44875,2288.2,2318,64693,-8.01,-87.22,-19,7.6,4.98,9.13,5402.8 +8858.2,12824,45269,2010.5,2076,63469,-30.26,50.73,-7.6,-25.65,2.49,-6.64,5402.9 +8532.9,12166,45965,1615.3,1654,64005,34.71,2116.4,123.5,863.55,444.88,536.18,5402.9 +6234.8,8567,47695,2402.1,2419,65078,-3.56,-56.07,4.75,26.6,11.62,0.83,5403 +8536.3,13452,41587,2825.8,2843,65138,-0.89,121.04,5.7,-4.75,20.75,8.3,5403.1 +7945.8,12358,42138,2008.7,1986,66286,0.89,41.83,19.95,46.55,30.71,44.82,5403.2 +7698.9,12375,40772,1984.7,1987,65460,52.51,2107.5,137.75,858.8,530.37,639.1,5403.2 +8335.4,12605,43337,2056.8,2057,65529,66.75,2104.8,152,919.6,505.47,612.54,5403.3 +7922.3,12117,42849,1942.9,1941,65599,50.73,2064.8,122.55,893.95,512.11,625.82,5403.4 +8381.9,12902,42576,2031.9,2038,65339,-5.34,692.42,2.85,214.7,143.59,179.28,5403.4 +8934.2,12823,45661,2001.6,2039,64334,-19.58,32.04,-25.65,22.8,-11.62,-8.3,5403.4 +9071.4,12953,45897,2067.5,2125,63762,111.25,9083.3,338.2,2640.1,1049.1,1694.9,5403.4 +10277,15027,44821,2101.3,2131,64622,-16.91,-22.25,-19.95,12.35,-25.73,5.81,5403.5 +9125.3,13107,45627,2016.7,2051,64441,26.7,-83.66,-2.85,21.85,2.49,4.15,5403.5 +8854.8,12766,45457,1888.6,1950,63472,-6.23,-7.12,-28.5,10.45,-18.26,-19.09,5403.5 +8585.3,12463,45145,1935.8,1947,65157,28.48,311.5,28.5,116.85,87.98,79.68,5403.6 +8971.4,12912,45535,2119.1,2160,64295,29.37,128.16,0.95,25.65,6.64,14.94,5403.7 +8225.6,12123,44467,1859.2,1871,65123,13.35,-89,5.7,19,-0.83,12.45,5403.7 +7885.1,12426,41587,2055,2046,65825,12.46,-95.23,10.45,16.15,-0.83,20.75,5403.8 +7494.6,12370,39706,1997.2,1986,65904,-3.56,92.56,3.8,3.8,0,-1.66,5403.8 +6961.9,11810,38633,1891.3,1942,63823,0.89,289.25,38,106.4,60.59,83.83,5403.8 +7373.5,12263,39406,1965.1,1971,65340,16.91,80.1,7.6,35.15,7.47,17.43,5403.8 +7098.1,11914,39045,1930.4,1962,64481,-19.58,157.53,-14.25,-19,-5.81,-3.32,5403.9 +7597,12603,39504,2211.6,2203,65793,145.96,8304.6,341.05,2502.3,1141.3,1899.9,5403.9 +7441.1,12163,40094,1849.4,1863,65058,5.34,61.41,0,33.25,11.62,9.96,5403.9 +7252,12231,38858,1933.1,1975,64145,-8.01,0,-3.8,15.2,-9.13,-19.09,5404 +8202.1,13041,41219,2252.6,2293,64381,-1.78,76.54,15.2,-21.85,-2.49,-19.92,5404 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+8736.7,13288,43089,2269.5,2300,64667,-18.69,207.37,-17.1,-29.45,-4.15,-9.96,5404.7 +7805.7,11862,43125,1812,1842,64470,-20.47,652.37,10.45,170.05,147.74,154.38,5404.7 +8422.6,12718,43402,1944.7,1982,64301,-16.91,136.17,4.75,1.9,0.83,-14.11,5404.8 +9333.5,14028,43604,2181.4,2168,65941,5.34,191.35,0.95,-7.6,23.24,6.64,5404.8 +8320.2,12346,44166,1827.2,1870,64035,61.41,1998.9,117.8,817.95,515.43,606.73,5404.8 +9365.9,13795,44494,2398.6,2419,64982,7.12,86.33,31.35,4.75,3.32,0,5404.8 +8611.8,12763,44220,1941.1,1983,64151,31.15,468.14,15.2,200.45,161.02,169.32,5404.8 +8206,12074,44541,1934.9,1978,64107,2.67,696.87,9.5,204.25,157.7,151.89,5404.8 +8519.6,12422,44948,1909.9,1926,64990,24.03,246.53,20.9,114.95,90.47,68.89,5404.9 +7572.5,11018,45042,2339.8,2398,63946,133.5,3197.8,173.85,1269.2,898.06,1036.7,5404.9 +5257.7,7506,45906,1832.5,1830,65626,7.12,352.44,-13.3,175.75,119.52,96.28,5404.9 +9153.7,13447,44612,2282,2279,65621,10.68,427.2,8.55,156.75,126.99,111.22,5404.9 +8275.6,12295,44111,1853.9,1895,64114,15.13,90.78,-1.9,79.8,98.77,76.36,5405 +7494.6,12232,40154,1964.2,1992,64622,85.44,1842.3,114,793.25,519.58,654.87,5405.2 +3625.5,5866,40505,2759.9,2778,65109,33.82,1213.1,78.85,515.85,393.42,429.11,5405.2 +7973.3,12697,41154,2168,2157,65871,28.48,770.74,44.65,250.8,179.28,184.26,5405.3 +8781.8,12795,44980,2020.3,2063,64180,128.16,8541.3,326.8,2543.1,1156.2,1862.5,5405.4 +8642.1,12734,44477,1960.7,1994,64441,-0.89,-99.68,24.7,-19,-8.3,-5.81,5405.4 +8806.3,12610,45768,1994.5,2022,64644,-10.68,130.83,11.4,0.95,0,-3.32,5405.4 +8682.8,12487,45570,1896.6,1911,65042,9.79,53.4,0,-7.6,8.3,14.94,5405.5 +8613.2,12399,45526,2000.7,2011,65201,27.59,502.85,37.05,256.5,170.15,185.92,5405.5 +8844.5,12834,45164,1984.7,2018,64455,2.67,56.96,-6.65,18.05,11.62,2.49,5405.5 +8553.4,12396,45221,1843.2,1880,64253,-12.46,154.86,0.95,-8.55,26.56,22.41,5405.5 +8648.5,12460,45489,1937.5,1960,64785,51.62,1859.2,162.45,839.8,537.84,634.95,5405.5 +8816.1,12801,45135,1996.3,2033,64352,135.28,8281.5,322.05,2489,1115.5,1792,5405.6 +8880.3,12948,44947,1999.8,2032,64498,23.14,496.62,17.1,228,166.83,182.6,5405.6 +7897.3,11847,43687,1667.9,1699,64335,53.4,1733.7,123.5,818.9,502.98,632.46,5405.7 +7132.4,12202,38308,2008.7,2030,64849,0.89,145.07,16.15,-8.55,16.6,1.66,5405.8 +7101.6,12297,37847,1999.8,2045,64088,-25.81,122.82,-17.1,-21.85,-25.73,-4.15,5405.9 +8309.9,12838,42421,1987.4,1990,65449,-13.35,392.49,25.65,105.45,62.25,98.77,5406.1 +8387.8,12903,42603,2077.3,2135,63764,115.7,7808.9,311.6,2238.2,1100.6,1865.8,5406.1 +8436.8,12647,43719,1959.8,2003,64122,25.81,131.72,-3.8,86.45,68.89,78.02,5406.2 +8536.3,12678,44126,1927.7,1926,65595,-15.13,277.68,19,140.6,86.32,73.04,5406.2 +8397.6,12577,43758,1921.5,1921,65553,10.68,458.35,39.9,223.25,152.72,190.07,5406.2 +9766.2,14597,43847,2195.6,2225,64671,32.04,264.33,52.25,130.15,112.05,116.2,5406.2 +8515.7,12603,44282,2261.5,2303,64355,162.87,13321,530.1,3980.5,1689.9,2696.7,5406.2 +8579.9,12888,43629,1966.9,1992,64710,56.96,1781.8,139.65,815.1,522.9,658.19,5406.3 +8361.9,12683,43208,1996.3,1995,65578,-5.34,-97.01,2.85,-20.9,-14.94,5.81,5406.3 +7499.9,12885,38146,2257.9,2245,65913,82.77,2844.4,185.25,1300.5,794.31,936.24,5406.4 +7085.9,12206,38045,1941.1,1966,64706,49.84,1959.8,124.45,791.35,508.79,649.06,5406.4 +6977.1,12010,38073,2005.2,2030,64734,48.95,2080.8,126.35,907.25,512.11,609.22,5406.5 +8536.3,14172,39475,2234.8,2236,65501,2.67,1.78,2.85,10.45,16.6,2.49,5406.5 +6820.8,11863,37681,2023,2023,65535,143.29,7961.9,343.9,2422.5,1162,1877.5,5406.6 +6802.7,11764,37897,1895.7,1892,65664,28.48,17.8,27.55,53.2,36.52,31.54,5406.6 +7401.5,12263,39555,1923.3,1911,65957,31.15,204.7,49.4,125.4,97.11,102.92,5406.6 +8553.4,13536,41412,2193,2180,65926,21.36,-59.63,24.7,18.05,22.41,25.73,5406.7 +8052.7,12155,43417,1896.6,1947,63839,52.51,1621.6,126.35,805.6,509.62,630.8,5406.8 +7340.2,10686,45017,2369.2,2414,64319,4.45,36.49,8.55,64.6,47.31,47.31,5406.8 +8142.8,12159,43889,1851.2,1893,64089,-4.45,80.99,2.85,15.2,24.07,-2.49,5406.8 +8628.4,12940,43700,2145.8,2184,64389,38.27,1551.3,107.35,790.4,473.93,602.58,5406.9 +8247.7,12300,43945,2049.7,2059,65239,129.05,8773.6,339.15,2596.3,1035,1630.9,5407 +8070.8,12650,41812,2077.3,2126,64034,18.69,652.37,17.1,204.25,174.3,167.66,5407 +8732.8,13499,42397,2456.4,2495,64522,198.47,12100,482.6,3753.4,1637.6,2658.5,5407 +7352.9,12146,39674,1911.7,1954,64118,46.28,1809.4,112.1,761.9,494.68,630.8,5407.1 +7433.3,12387,39327,1992.7,2003,65199,15.13,-17.8,1.9,-1.9,-12.45,6.64,5407.1 +7843.4,12783,40212,2305.1,2347,64366,9.79,3.56,-10.45,44.65,28.22,29.05,5407.2 +6110.8,10209,39228,2284.6,2277,65756,20.47,295.48,21.85,199.5,137.78,146.08,5407.2 +7468.6,12357,39610,1948.2,1969,64844,16.02,153.08,10.45,2.85,9.96,26.56,5407.3 +7565.1,12514,39619,2060.3,2066,65357,159.31,8555.6,336.3,2584,1146.2,1806.9,5407.3 +6311.7,9664,42802,2849.8,2800,66701,106.8,3760.3,215.65,1640.7,919.64,1106.4,5407.3 +7732.7,12163,41665,2016.7,2039,64821,152.19,7988.6,346.75,2438.6,1157.8,1876.6,5407.3 +8000.2,12402,42276,1888.6,1890,65487,7.12,-19.58,-3.8,-25.65,-7.47,2.49,5407.3 +8397.6,12825,42912,2044.3,2089,64135,-22.25,-77.43,-16.15,13.3,-4.15,-21.58,5407.4 +8498.6,12663,43983,1951.8,1971,64897,11.57,155.75,16.15,33.25,11.62,29.05,5407.4 +8485.3,12654,43946,1944.7,2014,63279,5.34,7.12,4.75,-1.9,11.62,0,5407.5 +8638.7,12841,44089,1998.9,2057,63686,4.45,-97.9,-7.6,-1.9,-3.32,-9.13,5407.5 +7075.6,10820,42856,2623.7,2612,65830,25.81,373.8,22.8,196.65,130.31,140.27,5407.6 +7439.2,12048,40466,1893,1876,66131,8.01,-104.13,0,-24.7,-5.81,-4.15,5407.7 +7566.6,12327,40227,1929.5,1955,64682,-9.79,148.63,-12.35,7.6,14.11,14.11,5407.7 +7498,12238,40153,1926.8,1966,64231,-3.56,125.49,-14.25,0.95,-2.49,2.49,5407.7 +7699.4,12420,40627,2016.7,1984,66617,16.02,228.73,48.45,121.6,84.66,92.13,5407.7 +2866.5,5316,35338,3330.4,3332,65504,40.05,1499.7,103.55,580.45,398.4,410.85,5407.8 +6927.1,12157,37343,1939.3,1949,65210,8.01,49.84,2.85,27.55,19.92,25.73,5407.8 +8798.4,14796,38971,2501.8,2488,65899,22.25,811.68,77.9,275.5,177.62,172.64,5407.8 +7997.3,12382,42328,1841.4,1850,65232,1.78,164.65,15.2,107.35,82.17,106.24,5408 +7848.8,12372,41576,2015,2016,65502,15.13,48.95,14.25,8.55,34.03,27.39,5408.1 +7907.6,12198,42485,1861,1846,66068,4.45,-78.32,13.3,7.6,2.49,14.94,5408.1 +8031.6,12547,41951,1967.8,1959,65830,0,-29.37,0,12.35,50.63,16.6,5408.2 +7385.8,11991,40366,1921.5,1911,65896,13.35,508.19,82.65,242.25,184.26,183.43,5408.2 +7766.5,13015,39108,2291.8,2295,65443,-11.57,191.35,19.95,-18.05,14.11,4.98,5408.3 +7051.6,12043,38374,2007.8,2027,64917,128.16,8109.7,325.85,2374.1,1135.4,1815.2,5408.3 +6959,12180,37444,1964.2,1936,66492,10.68,-29.37,25.65,28.5,33.2,32.37,5408.4 +6712.5,11827,37195,1861.9,1815,67229,21.36,-40.05,34.2,41.8,41.5,39.01,5408.4 +6909,12319,36755,2009.6,1995,66016,59.63,2102.2,125.4,911.05,496.34,593.45,5408.4 +6770.8,12007,36956,1896.6,1939,64103,-20.47,150.41,-20.9,-9.5,14.11,-14.11,5408.5 +5394.4,9722,36364,3208.4,3242,64858,-14.24,-58.74,6.65,-29.45,1.66,-0.83,5408.5 +7520,13079,37681,2338.9,2355,65089,59.63,2738.5,201.4,1315.8,766.09,925.45,5408.6 +7145.7,12134,38594,2122.6,2145,64853,46.28,1739.9,116.85,823.65,542.82,668.15,5408.6 +8053.6,12439,42431,1943.8,1939,65697,3.56,-75.65,-36.1,-16.15,-6.64,-15.77,5408.7 +8063.4,12442,42473,2052.3,2094,64232,130.83,8504.8,333.45,2549.8,1113.9,1757.9,5408.7 +8172.7,12575,42593,2012.3,2047,64425,29.37,624.78,68.4,229.9,171.81,175.13,5408.8 +8137.4,12282,43421,1830.7,1838,65277,22.25,137.06,19.95,104.5,74.7,66.4,5408.8 +8318.7,12726,42840,1959.8,1974,65064,-6.23,321.29,9.5,114.95,94.62,92.96,5408.8 +8381.5,12606,43573,2013.2,2042,64611,23.14,-5.34,0,20.9,10.79,2.49,5408.8 +6810,11823,37749,1924.2,1963,64240,102.35,7805.3,316.35,2271.4,1082.3,1826,5409.1 +7075.1,11912,38925,1893.9,1900,65326,3.56,206.48,57,26.6,26.56,39.84,5409.1 +8529.4,14293,39109,2605,2565,66559,13.35,-127.27,16.15,19.95,-2.49,0,5409.2 +7408.8,12369,39255,2098.6,2065,66603,14.24,715.56,54.15,265.05,151.06,180.94,5409.2 +7744.5,11727,43280,3310.8,3323,65295,46.28,1730.2,92.15,710.6,569.38,627.48,5409.3 +8073.7,12578,42067,1966,1990,64746,128.16,8268.1,328.7,2485.2,1128,1805.3,5409.3 +8120.8,12650,42071,1938.4,1978,64225,6.23,129.05,-8.55,81.7,84.66,80.51,5409.3 +9096.9,13708,43491,2307.8,2344,64523,-28.48,-105.02,-23.75,-1.9,-9.13,-14.11,5409.3 +8575,12844,43754,1958.9,2012,63806,-18.69,666.61,44.65,241.3,155.21,175.13,5409.5 +7608.7,12356,40357,2064.8,2036,66463,140.62,8311.7,312.55,2510.8,1177.8,1860.9,5409.8 +7710.2,12467,40530,1973.1,1991,64948,74.76,1932.2,137.75,941.45,491.36,578.51,5409.8 +7380.4,12291,39352,2071.9,2067,65692,138.84,8552.9,327.75,2512.8,1111.4,1777.9,5409.9 +7814,12583,40698,2019.4,2039,64906,-13.35,-54.29,-10.45,15.2,-21.58,11.62,5409.9 +8173.2,12626,42423,1971.3,1986,65053,58.74,1741.7,121.6,860.7,520.41,630.8,5410 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+8780.8,13146,43774,2085.3,2158,63327,119.26,8669.5,353.4,2604.9,1121.3,1743,5443.6 +8701.9,12957,44014,1972.2,1993,64853,9.79,146.85,27.55,114.95,92.96,97.11,5443.6 +8846.5,13030,44494,2042.5,2070,64667,18.69,485.05,48.45,241.3,172.64,198.37,5443.7 +8359.9,12591,43513,1958,1999,64192,33.82,1980.3,105.45,835.05,528.71,635.78,5443.7 +4283.1,6087,46114,2454.6,2451,65633,27.59,1180.1,64.6,526.3,322.87,342.79,5443.7 +7998.3,12570,41700,1990.9,1994,65435,-14.24,93.45,6.65,8.55,3.32,21.58,5443.8 +7757.7,12534,40562,1940.2,1954,65073,-7.12,68.53,-23.75,6.65,3.32,-7.47,5443.9 +7830.7,12485,41105,1997.2,1969,66473,-5.34,-67.64,13.3,14.25,17.43,20.75,5443.9 +8512.8,12559,44422,1893,1915,64784,100.57,8265.4,298.3,2413,1094.8,1773.7,5444.1 +8671,12634,44979,2111.1,2094,66071,0,267.89,18.05,45.6,29.05,39.84,5444.2 +8389.8,12313,44655,2050.6,2073,64827,68.53,2160,148.2,918.65,514.6,603.41,5444.2 +8734.7,12684,45131,1973.1,1980,65309,125.49,8472.8,316.35,2570.7,1108,1741.3,5444.2 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+8773.5,12592,45662,1958,1988,64547,0.89,106.8,19.95,5.7,18.26,-12.45,5444.7 +8406,12181,45226,1812.9,1857,63981,27.59,619.44,27.55,225.15,161.02,166,5444.8 +8314.8,12107,45009,2160.9,2187,64754,-11.57,-32.04,8.55,-0.95,13.28,-9.13,5444.8 +8921.4,12795,45696,2067.5,2095,64675,-2.67,590.07,40.85,241.3,190.07,158.53,5444.8 +8875.9,12804,45430,1967.8,2004,64352,-1.78,19.58,10.45,0.95,26.56,1.66,5444.9 +8671,12478,45541,1868.1,1934,63303,-4.45,-121.93,1.9,-8.55,-19.09,-10.79,5444.9 +8788.2,12614,45659,2006.9,2022,65048,0.89,90.78,7.6,14.25,2.49,0,5444.9 +8883.7,12939,44996,1958,1983,64710,7.12,706.66,40.85,232.75,185.09,167.66,5444.9 +8534.3,12619,44323,2015,2015,65535,4.45,-79.21,2.85,22.8,4.15,9.13,5445 +8564.7,12513,44857,1869,1873,65396,0.89,-64.08,-15.2,3.8,9.96,-7.47,5445 +8570.6,12590,44613,1944.7,1978,64431,22.25,737.81,-0.95,239.4,166.83,195.88,5445.1 +8730.8,12746,44891,1937.5,1946,65251,8.9,554.47,38,223.25,143.59,148.57,5445.1 +8215.3,12552,42894,2005.2,2012,65314,0.89,212.71,-29.45,70.3,78.02,85.49,5445.1 +8367.2,12835,42723,2008.7,2019,65203,-17.8,-101.46,-23.75,-7.6,-17.43,-7.47,5445.1 +8167.3,12491,42851,2087.9,2091,65440,32.93,548.24,21.85,258.4,160.19,175.13,5445.1 +7900.8,12472,41516,1976.7,1944,66638,9.79,10.68,9.5,18.05,13.28,11.62,5445.2 +8091.9,12490,42459,1997.2,1998,65508,17.8,210.04,65.55,122.55,100.43,99.6,5445.2 +8188.9,12591,42623,1984.7,1995,65198,21.36,149.52,25.65,46.55,35.69,35.69,5445.2 +8377.5,12393,44302,1889.5,1930,64160,-17.8,160.2,-1.9,-29.45,9.96,-6.64,5445.3 +8922.4,12982,45042,2040.8,2054,65114,102.35,8816.3,330.6,2599.2,1124.7,1781.2,5445.4 +8804.3,12784,45135,1939.3,1968,64581,-24.92,-121.93,-18.05,-22.8,1.66,-8.3,5445.4 +8832.3,12841,45077,2088.8,2137,64059,130.83,8609.9,373.35,2554.6,1176.9,1875.8,5445.4 +9153.2,13319,45038,2229.4,2227,65608,-12.46,219.83,19,-0.95,9.96,-8.3,5445.5 +8520.6,12427,44935,1986.5,2043,63723,10.68,566.04,57.95,201.4,170.15,207.5,5445.5 +8372.6,12223,44891,1918.8,1963,64062,127.27,7851.6,326.8,2300.9,1124.7,1816,5445.6 +8609.3,12503,45127,1968.7,1955,65995,135.28,8740.7,369.55,2616.3,1077.3,1659.2,5445.6 +8039.9,12291,42869,1893.9,1895,65499,-4.45,272.34,0,1.9,7.47,14.11,5445.7 +4091.5,5946,45096,2659.3,2650,65766,136.17,5166.4,339.15,2435.8,1324.7,1579.5,5445.7 +7660.7,11902,42182,1988.3,2042,63811,25.81,1918.8,93.1,825.55,499.66,620.01,5445.7 +6868.8,11782,38207,1945.5,1958,65119,31.15,1950.9,130.15,856.9,502.98,639.1,5445.9 +7161.4,11924,39360,1811.2,1828,64932,-8.01,193.13,8.55,9.5,-9.13,4.98,5445.9 +7167.7,11850,39641,1917.1,1902,66055,30.26,677.29,36.1,246.05,151.89,190.9,5445.9 +7518.6,12354,39885,1990.9,2006,65044,-2.67,216.27,21.85,56.05,20.75,34.03,5445.9 +7879.7,12266,42100,1919.7,1898,66286,-4.45,151.3,20.9,16.15,-16.6,-5.81,5446 +7766,12317,41321,1973.1,1965,65807,2.67,8.9,20.9,43.7,-6.64,5.81,5446 +4382.6,6127,46877,3546.6,3547,65530,-4.45,-27.59,43.7,-4.75,-3.32,1.66,5446.1 +8328,12617,43258,2016.7,2025,65269,6.23,-27.59,43.7,31.35,0,23.24,5446.2 +8165.9,12331,43399,1897.5,1915,64936,-13.35,228.73,3.8,122.55,90.47,78.02,5446.2 +8608.8,12822,44001,2070.1,2082,65163,5.34,-104.13,4.75,19,12.45,-3.32,5446.3 +7947.8,12491,41699,1947.3,1963,65013,-9.79,68.53,-11.4,-6.65,-15.77,-19.09,5446.3 +7009.5,11887,38645,1917.9,1935,64959,33.82,2079,126.35,926.25,463.14,574.36,5446.4 +7273.6,12181,39133,1973.1,1985,65144,4.45,115.7,7.6,43.7,-0.83,12.45,5446.4 +7183.4,12120,38843,1943.8,1944,65528,-3.56,568.71,33.25,241.3,177.62,164.34,5446.5 +7774.8,12299,41429,1911.7,1903,65836,1.78,-38.27,9.5,18.05,16.6,-8.3,5446.6 +8079.1,12643,41879,2244.6,2243,65582,134.39,8303.7,355.3,2505.1,1155.4,1867.5,5446.6 +8470.1,12583,44115,1998,2007,65244,0,41.83,-5.7,32.3,37.35,26.56,5446.7 +8433.4,12687,43564,2157.4,2155,65608,139.73,8521.8,333.45,2519.4,1182.8,1835.1,5446.7 +8551,12515,44778,1890.4,1907,64964,18.69,22.25,8.55,30.4,43.99,21.58,5446.7 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+6971.2,11924,38315,1933.1,1924,65845,-8.01,-68.53,34.2,8.55,11.62,9.13,5447.9 +7731.7,13383,37862,2209,2227,65006,-8.9,-20.47,0.95,-8.55,3.32,-10.79,5447.9 +7288.3,12659,37732,2351.4,2375,64884,-13.35,714.67,36.1,249.85,190.9,177.62,5447.9 +7138.8,12310,38006,1955.3,1970,65048,21.36,173.55,14.25,128.25,85.49,87.98,5447.9 +7214.3,11943,39588,1958,1971,65104,66.75,1862.8,105.45,851.2,537.01,621.67,5448 +7714.6,12194,41461,1998.9,1970,66499,80.99,2068.4,130.15,915.8,537.01,649.06,5448 +7617.5,12499,39941,2034.5,2007,66435,16.02,-4.45,0,35.15,45.65,24.07,5448.2 +7593.5,12327,40371,2026.5,2007,66174,125.49,7394.1,294.5,2378.8,1137.1,1858.4,5448.2 +8053.2,12566,42000,2003.4,1970,66647,135.28,8682.8,314.45,2527.9,1116.3,1790.3,5448.2 +6743.4,11607,38075,1792.5,1811,64865,-20.47,360.45,12.35,85.5,96.28,54.78,5448.2 +8022.3,13583,38706,2047.9,2063,65056,0,533.11,27.55,248.9,187.58,191.73,5448.2 +6878.1,11962,37683,1943.8,1930,66003,0.89,-53.4,3.8,12.35,9.13,18.26,5448.3 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+7979.7,11591,45117,2375.4,2403,64784,-8.01,82.77,-5.7,2.85,-0.83,-0.83,5462.3 +6016.7,8730,45167,2971.7,2990,65135,0.89,82.77,-3.8,48.45,48.14,50.63,5462.3 +5265.5,7574,45561,2383.4,2386,65465,-14.24,-112.14,-17.1,-14.25,1.66,-1.66,5462.4 +8319.7,12611,43235,1990.9,2003,65141,-0.89,406.73,1.9,111.15,73.87,89.64,5462.4 +8067.9,12397,42650,1872.6,1913,64151,-15.13,159.31,-7.6,32.3,8.3,8.3,5462.4 +9003.3,13319,44300,2038.1,2087,64000,49.84,1928.6,101.65,849.3,516.26,640.76,5462.4 +8773.5,13203,43549,2408.3,2423,65139,193.13,12372,497.8,3763.9,1646.7,2687.5,5462.4 +9015.5,13066,45220,2250.8,2218,66505,22.25,194.91,33.25,129.2,107.07,91.3,5462.6 +8498.1,12622,44124,1901,1930,64553,25.81,677.29,54.15,228,189.24,161.02,5462.6 +4572.7,6555,45717,2961,2943,65938,21.36,136.17,9.5,33.25,34.03,14.11,5462.6 +8179.6,12371,43332,1934,1927,65773,10.68,-82.77,-18.05,4.75,-5.81,-14.11,5462.7 +8255,12572,43032,2102.2,2104,65479,157.53,8656.1,322.05,2591.6,1046.6,1646.7,5462.7 +8429.5,12530,44089,1965.1,1974,65241,8.01,-94.34,-14.25,17.1,-16.6,-11.62,5462.7 +8344.2,12378,44179,1880.6,1898,64934,24.92,-39.16,-11.4,9.5,-0.83,-15.77,5462.8 +8580.9,12930,43492,2122.6,2178,63871,143.29,7790.2,314.45,2442.4,1216.8,1965.4,5462.8 +8873.4,12711,45750,1954.4,2019,63440,131.72,7531.2,296.4,2393.1,1093.1,1800.3,5462.8 +10304,14668,46039,2102.2,2120,64985,30.26,35.6,11.4,33.25,21.58,45.65,5462.9 +8679.4,12605,45126,2028.3,2077,64000,-4.45,287.47,8.55,103.55,79.68,92.13,5463 +9014.5,13046,45284,1993.6,2038,64108,11.57,-22.25,-3.8,17.1,21.58,10.79,5463 +8789.1,12878,44728,2006.1,2058,63882,0,164.65,4.75,9.5,30.71,24.07,5463.1 +8773.5,12581,45702,1927.7,1953,64688,24.03,87.22,27.55,13.3,34.86,30.71,5463.2 +4599.1,6210,48536,2905,2886,65967,368.46,22029,923.4,6824.8,2984.7,4749.3,5463.2 +8865.6,13151,44180,2298.9,2331,64633,17.8,153.97,20.9,91.2,95.45,86.32,5463.2 +8565.7,12655,44359,1997.2,2031,64444,5.34,-111.25,-8.55,4.75,-4.98,6.64,5463.3 +8041.9,12235,43076,2948.6,2975,64954,23.14,370.24,49.4,222.3,158.53,135.29,5463.6 +8867.5,12563,46258,2038.1,2083,64123,129.94,8269.9,379.05,2496.6,1123,1785.3,5463.6 +9522.7,13753,45378,2846.2,2877,64835,-9.79,123.71,23.75,37.05,5.81,9.96,5463.6 +8586.8,12582,44726,1856.5,1874,64925,16.02,202.92,21.85,126.35,116.2,95.45,5463.6 +4237.5,6103,45504,3349.1,3399,64573,28.48,-97.01,-4.75,23.75,33.2,21.58,5463.7 +8457.4,12703,43633,1952.7,1979,64664,26.7,124.6,-0.95,38,48.14,23.24,5463.8 +8516.2,12781,43668,2041.7,2089,64051,150.41,7479.6,299.25,2351.3,1196.9,1929.8,5463.8 +8219.3,12661,42545,1995.4,1989,65746,0,258.1,39.9,95,109.56,89.64,5463.8 +8247.7,12515,43190,1892.1,1923,64484,3.56,5.34,-14.25,36.1,10.79,13.28,5463.8 +8286.4,12591,43131,2078.1,2107,64639,6.23,744.93,40.85,209,152.72,170.98,5463.9 +7530.8,12102,40782,2030.1,2002,66456,9.79,461.91,25.65,226.1,179.28,186.75,5463.9 +8740.6,13499,42435,2510.7,2543,64703,200.25,11874,482.6,3487.4,1675.8,2789.6,5464 +7973.8,12470,41906,1928.6,1986,63643,4.45,188.68,-2.85,29.45,-6.64,10.79,5464 +8105.6,12239,43403,1995.4,2043,64008,67.64,1853.9,150.1,848.35,528.71,660.68,5464 +8413.3,12945,42594,2018.5,2037,64941,14.24,-40.94,-9.5,15.2,5.81,22.41,5464.3 +8215.3,12340,43631,1856.5,1908,63768,-27.59,-34.71,-14.25,14.25,-8.3,-1.66,5464.3 +8633.8,12931,43757,2015.8,2039,64792,52.51,1804,142.5,819.85,501.32,648.23,5464.3 +8279,12479,43479,2063.9,2091,64687,30.26,552.69,56.05,255.55,176.79,179.28,5464.4 +5629.6,8609,42855,2372.7,2405,64657,-4.45,323.07,11.4,56.05,53.12,38.18,5464.4 +8378,12703,43223,1989.2,1995,65344,11.57,61.41,-14.25,25.65,33.2,20.75,5464.5 +8370.2,12851,42685,2070.1,2087,65007,25.81,511.75,54.15,230.85,178.45,189.24,5464.6 +7426,10823,44966,3011.8,3027,65206,14.24,968.32,70.3,326.8,325.36,317.89,5464.7 +9288,13459,45226,2435,2483,64270,169.1,11872,475,3589.1,1604.4,2651,5464.7 +9551.1,13786,45404,2362.9,2426,63833,94.34,2411.9,190.95,1253,735.38,932.09,5464.7 +8438.3,12434,44476,1921.5,1954,64446,31.15,488.61,15.2,203.3,146.08,173.47,5464.9 +8789.1,12854,44811,2047.9,2066,64962,20.47,1.78,11.4,22.8,12.45,3.32,5464.9 +8874.4,12645,45994,1867.2,1889,64780,-0.89,157.53,6.65,3.8,22.41,27.39,5464.9 +8476,12667,43853,1960.7,1963,65458,13.35,522.43,29.45,264.1,154.38,156.04,5465 +8333.9,12830,42570,2128,2142,65107,19.58,89,-9.5,18.05,25.73,25.73,5465 +7680.8,12093,41625,1842.3,1885,64051,9.79,10.68,-0.95,19.95,3.32,17.43,5465.1 +8920.9,13189,44328,2773.2,2805,64794,13.35,202.03,-18.05,0.95,-1.66,3.32,5465.2 +8494.2,12717,43774,1990,2057,63403,-13.35,239.41,-31.35,39.9,4.15,-7.47,5465.2 +8512.8,12831,43480,1955.3,2047,62601,5.34,635.46,0,199.5,109.56,141.93,5465.2 +8375.6,12658,43364,2068.4,2134,63520,33.82,1683,80.75,812.25,454.84,595.11,5465.3 +8266.8,12128,44671,1878.8,1920,64129,-13.35,688.86,10.45,199.5,126.16,151.06,5465.3 +8517.2,12647,44136,1910.8,1991,62897,-20.47,115.7,-30.4,-20.9,-24.9,-14.11,5465.3 +8112.4,12315,43171,1878.8,1931,63764,-7.12,-84.55,-5.7,-15.2,-41.5,-14.11,5465.3 +8476,12519,44371,2001.6,2035,64461,39.16,1923.3,101.65,798,473.1,636.61,5465.4 +8873.4,12768,45546,1883.2,1911,64584,65.86,1904.6,146.3,912.95,503.81,593.45,5465.5 +8718.1,12631,45234,1956.2,1911,67087,27.59,-32.04,49.4,11.4,18.26,2.49,5465.5 +8748.5,12834,44673,2006.9,2022,65048,14.24,102.35,2.85,49.4,-13.28,-4.15,5465.5 +8773.5,13090,43925,2012.3,2054,64205,-3.56,139.73,28.5,27.55,9.13,17.43,5465.6 +7868.9,12383,41646,1867.2,1899,64439,-32.93,-112.14,-1.9,-6.65,-10.79,2.49,5465.7 +8772,14304,40190,2134.2,2116,66100,9.79,207.37,11.4,43.7,15.77,20.75,5465.7 +8546.1,13910,40264,2443.9,2438,65696,161.09,10616,432.25,3186.3,1252.5,1973.7,5465.8 +7666.1,12300,40846,1950,1976,64673,2.67,-100.57,11.4,6.65,-14.94,-2.49,5465.9 +5272.4,8527,40522,2445.7,2427,66042,239.41,17112,645.05,4926.7,2041.8,3201.3,5465.9 +7725.3,12619,40121,1972.2,1999,64659,23.14,400.5,31.35,109.25,92.96,94.62,5465.9 +7411.7,11990,40512,1916.2,1894,66303,61.41,2045.2,147.25,905.35,517.92,605.07,5466 +8334.9,12692,43038,1981.1,2032,63896,-2.67,-60.52,12.35,11.4,-6.64,-9.96,5466 +8345.2,12822,42654,1928.6,1958,64553,42.72,1830.7,141.55,866.4,516.26,628.31,5466.1 +8660.3,12950,43827,2017.6,2034,65009,7.12,210.04,43.7,115.9,78.85,84.66,5466.1 +8253.1,12619,42862,2013.2,2059,64078,127.27,8501.3,332.5,2521.3,1137.1,1824.3,5466.2 +8496.1,12791,43531,2002.5,2039,64363,1.78,152.19,1.9,35.15,17.43,22.41,5466.2 +8442.2,12623,43830,1996.3,2031,64415,112.14,7929.9,317.3,2407.3,1131.3,1868.3,5466.2 +8538.3,12612,44367,1970.5,1984,65089,124.6,8777.2,333.45,2576.4,1118,1741.3,5466.2 +8482.9,12626,44031,1891.3,1906,65029,58.74,2022.1,133,855.95,532.86,631.63,5466.2 +8335.4,12528,43604,1937.5,1968,64521,-16.91,177.11,-8.55,32.3,29.05,25.73,5466.3 +8366.8,12614,43469,1975.8,1970,65729,13.35,10.68,-18.05,17.1,17.43,7.47,5466.3 +7805.2,12679,40344,1996.3,2003,65316,4.45,135.28,-6.65,115.9,86.32,80.51,5466.3 +8363.8,13234,41418,2251.7,2278,64779,-13.35,569.6,27.55,132.05,102.09,110.39,5466.4 +7201,12211,38648,1934.9,1991,63688,105.02,7375.4,305.9,2192.6,1099.8,1849.2,5466.4 +7401,12215,39708,1941.1,1943,65472,11.57,122.82,12.35,-2.85,15.77,17.43,5466.4 +7320.6,11998,39987,1959.8,1982,64801,10.68,442.33,20.9,128.25,105.41,107.9,5466.5 +7527.9,12190,40471,1820.9,1866,63953,1.78,-33.82,-6.65,17.1,-0.83,3.32,5466.5 +8291.3,12906,42103,2194.7,2234,64384,130.83,8875.1,351.5,2561.2,1123.8,1780.3,5466.6 +8335.9,12459,43848,2000.7,2027,64686,123.71,7730.5,304,2386.4,1128.8,1836.8,5466.7 +8380.5,12346,44486,1985.6,1978,65787,32.04,495.73,44.65,208.05,136.12,154.38,5466.7 +8190.4,12333,43522,1976.7,2025,63973,8.01,336.42,11.4,106.4,78.02,81.34,5466.8 +8573.5,12760,44034,1970.5,2012,64183,7.12,-102.35,-2.85,5.7,21.58,-1.66,5466.9 +8263.9,12562,43113,1942,1958,65000,16.02,188.68,-10.45,-17.1,-15.77,-0.83,5466.9 +8315.3,12599,43254,1923.3,1923,65546,2.67,-64.08,41.8,11.4,3.32,16.6,5466.9 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+7574.9,12528,39626,1968.7,2004,64381,32.93,1730.2,110.2,794.2,522.9,630.8,5478.2 +7241.2,12122,39149,1959.8,1994,64411,-32.93,137.95,-28.5,-1.9,-14.11,-19.92,5478.3 +7408.3,12355,39297,1985.6,1971,66021,-15.13,124.6,-28.5,-6.65,5.81,-4.15,5478.3 +7496.5,12135,40485,1871.7,1875,65420,33.82,210.93,14.25,126.35,84.66,92.13,5478.3 +7707.7,12510,40378,1982.9,1978,65699,1.78,-34.71,5.7,3.8,9.13,12.45,5478.3 +7945.8,12607,41306,1971.3,2011,64244,15.13,673.73,48.45,215.65,176.79,194.22,5478.4 +8406,12662,43508,1931.3,1974,64118,-4.45,-64.08,-16.15,27.55,4.15,-9.13,5478.4 +8432.9,12498,44220,1739.1,1746,65276,32.04,537.56,16.15,242.25,164.34,166,5478.5 +8642.6,12823,44171,1993.6,2019,64712,55.18,1983.8,141.55,903.45,532.03,643.25,5478.5 +8373.6,12518,43839,1900.2,1970,63212,48.95,1913.5,86.45,821.75,479.74,644.91,5478.5 +9180.6,13717,43863,2386.1,2437,64167,-12.46,219.83,-26.6,23.75,-4.98,2.49,5478.5 +8597.5,12777,44099,2027.4,2045,64973,131.72,8435.4,324.9,2563.1,1156.2,1846.8,5478.6 +8437.8,12591,43919,1926,1979,63780,0.89,525.1,16.15,183.35,153.55,152.72,5478.7 +8259.9,12370,43761,1994.5,2034,64263,-13.35,237.63,-25.65,11.4,16.6,4.98,5478.7 +8402,12515,43998,1922.4,1939,64975,-2.67,61.41,4.75,0,6.64,-9.13,5478.8 +8283,12578,43157,2052.3,2070,64977,2.67,-65.86,0.95,26.6,5.81,6.64,5478.9 +7688.1,11822,42619,1882.3,1902,64859,131.72,7990.4,319.2,2341.8,1076.5,1762.9,5478.9 +7166.7,10751,43687,2682.5,2715,64751,125.49,3736.2,232.75,1505.8,953.67,1148.7,5478.9 +3991.5,5770,45336,2861.3,2922,64176,89,3862.6,251.75,1709,1196,1493.2,5479.1 +8387.8,12654,43441,1982.9,2046,63515,-13.35,92.56,-17.1,0.95,-1.66,-6.64,5479.1 +8468.7,12686,43749,1975.8,2014,64293,12.46,-60.52,-26.6,11.4,14.11,9.96,5479.2 +8566.7,12838,43732,1952.7,1990,64306,25.81,42.72,14.25,12.35,8.3,2.49,5479.2 +8456.4,12717,43579,1975.8,2045,63318,-8.01,-5.34,5.7,49.4,16.6,17.43,5479.3 +8504.4,12666,44003,1948.2,2014,63395,32.93,1958.9,133.95,893.95,482.23,571.04,5479.3 +8166.3,12440,43022,1948.2,1980,64484,0,24.03,28.5,46.55,24.07,36.52,5479.4 +8417.2,12834,42982,2068.4,2086,64982,-20.47,64.97,-8.55,-29.45,-4.98,-14.11,5479.5 +8095.3,12438,42654,1998.9,2038,64280,106.8,8198.7,312.55,2440.6,1138.8,1846.8,5479.5 +7466.6,12251,39942,1879.7,1915,64327,56.96,1691.9,103.55,761.9,607.56,655.7,5479.5 +8014.4,12483,42076,1910.8,1943,64451,23.14,481.49,20.9,211.85,169.32,160.19,5479.6 +8068.8,12535,42186,1899.3,1939,64193,18.69,55.18,11.4,15.2,22.41,14.94,5479.6 +7719,12295,41144,2031,2019,65925,17.8,-97.9,0,-11.4,-3.32,-8.3,5479.6 +4635.4,6554,46351,2525.8,2554,64813,118.37,3956.1,260.3,1711.9,1071.5,1323.8,5479.8 +7913.5,12167,42625,1806.7,1815,65236,6.23,96.12,-19,0.95,-9.13,-3.32,5479.8 +7597.5,11245,44278,2553.4,2553,65547,198.47,14676,581.4,4414.6,1722.3,2737.3,5479.8 +8210.4,12288,43789,1918.8,1940,64821,-7.12,-5.34,16.15,12.35,14.94,-2.49,5479.8 +8403,12527,43961,1984.7,1995,65198,1.78,-97.01,-11.4,-11.4,29.88,-25.73,5479.9 +8120.3,12119,43912,2991.3,3011,65107,33.82,812.57,98.8,379.05,297.97,307.93,5479.9 +8137.4,12106,44052,2276.6,2254,66194,-7.12,137.06,-5.7,32.3,34.86,12.45,5479.9 +8297.7,12627,43066,2105.7,2083,66251,2.67,79.21,4.75,3.8,23.24,21.58,5480 +7201,12251,38522,1998.9,1999,65534,109.47,8139,352.45,2464.3,1116.3,1851.7,5480.2 +7919.4,12379,41926,2017.6,2031,65105,-5.34,-24.03,11.4,53.2,11.62,23.24,5480.3 +8720,13012,43919,2092.4,2128,64439,131.72,8587.6,329.65,2492.8,1136.3,1824.3,5480.4 +8532.9,12918,43289,1998,2066,63381,-17.8,101.46,11.4,16.15,28.22,5.81,5480.5 +5819.2,8427,45256,3258.3,3259,65522,16.91,-74.76,11.4,26.6,23.24,14.94,5480.5 +8237.9,12458,43336,1946.4,1994,63973,4.45,-82.77,-10.45,0.95,-12.45,3.32,5480.5 +8542.7,13011,43029,1970.5,2071,62354,-39.16,-103.24,-1.9,-0.95,7.47,18.26,5480.5 +8464.3,12714,43630,1962.4,1994,64499,0,415.63,41.8,127.3,81.34,77.19,5480.5 +8537.8,12937,43250,1999.8,2013,65107,32.04,-74.76,48.45,5.7,14.11,14.94,5480.6 +8368.2,12610,43491,1985.6,2034,63976,124.6,7783,333.45,2293.3,1136.3,1886.6,5480.6 +8052.7,12141,43468,1920.6,1945,64715,2.67,403.17,40.85,188.1,176.79,176.79,5480.7 +8817.5,13311,43413,2276.6,2283,65353,-12.46,-120.15,-19,0.95,26.56,0.83,5480.8 +8059.5,12539,42124,2071,2095,64786,8.9,82.77,-9.5,10.45,-14.11,21.58,5480.8 +8337.8,12615,43316,1985.6,2023,64324,-7.12,51.62,-25.65,31.35,0.83,9.13,5481 +9606.5,14626,43044,2351.4,2358,65352,49.84,29.37,33.25,16.15,20.75,29.88,5481 +7216.2,10586,44674,2450.2,2442,65755,98.79,3474.6,232.75,1539,927.11,1088.1,5481 +7953.2,11925,43708,1934,1969,64370,-12.46,450.34,17.1,97.85,54.78,64.74,5481.1 +8361.9,12584,43548,1979.4,2024,64091,-24.03,26.7,-23.75,2.85,-18.26,-28.22,5481.2 +8253.6,12522,43196,1998,2042,64125,8.9,-82.77,1.9,-6.65,-4.15,-12.45,5481.2 +8263.4,12691,42672,2020.3,2055,64429,-16.91,255.43,-9.5,13.3,16.6,3.32,5481.3 +8117.8,12230,43500,1840.5,1922,62758,36.49,1882.3,90.25,804.65,508.79,625.82,5481.3 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+8673.5,13268,42842,2290,2288,65592,16.91,-85.44,4.75,6.65,-19.09,19.92,5489.4 +8421.1,12533,44035,1968.7,1989,64866,-10.68,147.74,32.3,1.9,0,5.81,5489.4 +7902.7,11975,43249,1906.4,1879,66491,23.14,212.71,45.6,127.3,87.98,107.07,5489.5 +7909.6,12464,41589,1960.7,1984,64765,62.3,1762.2,114.95,813.2,517.09,639.93,5489.6 +5901.1,10019,38600,2558.8,2547,65838,8.01,-106.8,10.45,42.75,19.09,41.5,5489.6 +7215.7,12078,39153,1898.4,1918,64865,4.45,-121.04,0,19,26.56,6.64,5489.7 +7286.8,12354,38655,2042.5,2070,64667,9.79,159.31,44.65,25.65,29.88,39.84,5489.7 +7046.7,12354,37382,1877.9,1890,65116,45.39,1633.2,125.4,777.1,524.56,657.36,5489.7 +6870.3,11976,37596,2071,2088,65003,72.09,2095.9,98.8,853.1,541.99,632.46,5489.7 +6646.4,11784,36963,1989.2,1980,65839,64.08,1779.1,131.1,868.3,538.67,647.4,5489.7 +7010.4,11912,38569,2057.7,2060,65462,156.64,8034,355.3,2477.6,1153.7,1839.3,5489.7 +6708.6,11938,36828,1893,1890,65641,0.89,139.73,-3.8,13.3,37.35,21.58,5489.8 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+7335.8,12586,38198,2049.7,2078,64643,0.89,189.57,-1.9,84.55,92.13,83,5491.6 +7134.4,12188,38362,1938.4,1964,64682,-5.34,94.34,-19,-19.95,2.49,-9.96,5491.6 +7305.9,12401,38610,1946.4,1973,64653,-8.01,-24.92,-5.7,-0.95,24.9,17.43,5491.6 +6643.9,12045,36149,2011.4,2029,64968,-14.24,4.45,-4.75,21.85,14.11,14.94,5491.7 +6764.5,11991,36971,1909,1911,65469,8.9,647.92,43.7,225.15,166.83,176.79,5491.7 +6511.6,11882,35915,1925.1,1950,64698,26.7,465.47,44.65,251.75,195.05,162.68,5491.7 +6600.3,11982,36101,1845,1838,65785,21.36,148.63,24.7,115.9,78.85,84.66,5491.8 +6828.6,12026,37213,1897.5,1914,64970,20.47,-107.69,-1.9,-10.45,-10.79,-0.83,5491.8 +7476.4,12347,39684,1990,1999,65242,32.04,87.22,39.9,52.25,56.44,41.5,5491.9 +7618,12498,39947,2043.4,2054,65199,26.7,84.55,9.5,35.15,39.01,34.03,5491.9 +7804.2,12500,40917,2019.4,2000,66172,8.01,210.04,28.5,40.85,24.07,19.09,5491.9 +7957.1,12245,42587,1943.8,2001,63661,5.34,97.01,2.85,-0.95,5.81,-11.62,5492 +7870.4,12374,41684,1963.3,1990,64658,19.58,108.58,25.65,15.2,-2.49,22.41,5492 +8168.8,12615,42438,2058.6,2067,65269,11.57,224.28,23.75,31.35,14.94,29.88,5492.1 +8469.7,13361,41544,2249.9,2321,63529,56.96,2725.2,152,1239.8,737.87,927.11,5492.1 +8113.9,12934,41113,2377.2,2370,65735,4.45,-98.79,-4.75,7.6,27.39,-12.45,5492.2 +7132.9,12370,37790,2136,2150,65109,127.27,8624.1,336.3,2512.8,1142.1,1816.9,5492.3 +7263.3,12622,37712,1996.3,2026,64574,5.34,-139.73,-7.6,1.9,7.47,-0.83,5492.3 +6686.1,12382,35388,2046.1,2058,65157,19.58,-65.86,-9.5,3.8,22.41,10.79,5492.4 +7477.4,12439,39395,2019.4,2019,65549,-11.57,26.7,13.3,25.65,13.28,16.6,5492.5 +7426.4,12261,39695,1969.6,1973,65422,1.78,61.41,-14.25,0,-3.32,11.62,5492.5 +7506.3,12424,39595,1998.9,1996,65633,125.49,8133.7,313.5,2469.1,1107.2,1783.7,5492.5 +7192.2,12153,38785,1845.9,1897,63769,-6.23,181.56,-2.85,-12.35,0,4.15,5492.5 +7362.3,11850,40717,1795.1,1822,64570,59.63,2028.3,136.8,861.65,493.02,591.79,5492.5 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+7791.5,12212,41813,1871.7,1888,64969,97.01,8428.3,333.45,2501.3,1076.5,1726.4,5493.9 +5678.1,8442,44080,2556.1,2602,64379,-20.47,56.96,-6.65,9.5,15.77,15.77,5494 +8166.8,12559,42617,1989.2,2015,64695,-1.78,145.07,11.4,64.6,14.94,30.71,5494 +3936.2,6014,42893,3786.9,3802,65277,-2.67,218.05,23.75,82.65,58.1,43.99,5494 +8648.5,13318,42558,2483.1,2546,63917,-9.79,-110.36,-16.15,11.4,0,12.45,5494 +8297.2,12647,42995,2007.8,2051,64157,2.67,57.85,19,0,4.98,-1.66,5494 +7975.2,12679,41223,2005.2,2051,64072,5.34,732.47,22.8,214.7,159.36,190.07,5494.1 +7584.2,12126,40990,1922.4,1946,64741,19.58,10.68,-8.55,37.05,17.43,-5.81,5494.1 +7099.1,12127,38365,2035.4,2027,65809,16.02,297.26,50.35,105.45,66.4,85.49,5494.2 +6625.8,11859,36616,2031,2039,65278,39.16,0,34.2,57,40.67,25.73,5494.2 +6816.9,12099,36925,1917.9,1927,65228,72.09,1894.8,135.85,907.25,468.12,571.04,5494.3 +6387.6,11695,35795,1923.3,1903,66235,32.93,474.37,46.55,235.6,182.6,191.73,5494.3 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+8335.4,12799,42681,1950.9,2027,63075,116.59,7727,304,2246.8,1093.9,1800.3,5495.2 +8389.3,13061,42095,2023.9,2097,63250,-22.25,420.08,19,99.75,74.7,93.79,5495.3 +8455.9,13111,42267,2004.3,2051,64043,-32.93,0.89,-0.95,5.7,-2.49,0.83,5495.3 +7977.2,12591,41521,1952.7,1983,64533,-16.02,20.47,-10.45,10.45,6.64,18.26,5495.3 +7971.3,12387,42174,1955.3,2003,63976,5.34,768.07,38.95,217.55,147.74,173.47,5495.4 +8178.1,12739,42072,2045.2,2055,65224,135.28,8944.5,338.2,2607.8,1039.2,1655,5495.4 +5778.6,8898,42561,2398.6,2438,64476,104.13,3537.8,214.7,1657.8,1021.7,1191.9,5495.4 +8032.1,12810,41092,1999.8,2046,64057,16.02,182.45,11.4,95,79.68,75.53,5495.4 +7784.1,12615,40439,1968.7,1991,64801,-2.67,105.91,-10.45,-10.45,-4.15,4.98,5495.4 +7010.4,12247,37514,1972.2,1987,65049,4.45,-36.49,-20.9,10.45,-12.45,8.3,5495.5 +7040.3,11707,39412,1818.3,1851,64377,6.23,5.34,-22.8,7.6,9.96,6.64,5495.5 +7717,12504,40446,2033.7,2044,65204,24.92,-6.23,15.2,6.65,12.45,17.43,5495.5 +6468,12012,35289,1996.3,2012,65024,145.07,8495,316.35,2521.3,1074.8,1743,5495.5 +7058.5,12238,37799,2008.7,1994,66020,-4.45,144.18,-18.05,17.1,3.32,14.94,5495.6 +6647.8,11891,36639,1883.2,1895,65129,3.56,-138.84,-21.85,22.8,-17.43,9.96,5495.6 +6911.9,11802,38382,1865.4,1902,64276,-1.78,-6.23,-7.6,3.8,7.47,15.77,5495.7 +7583.7,12386,40127,2059.5,2066,65329,127.27,8358.9,325.85,2545.1,1116.3,1797.8,5495.8 +5327.3,9428,37031,2115.5,2100,66021,15.13,-56.96,-1.9,25.65,17.43,24.9,5495.8 +7368.1,11969,40344,2161.8,2197,64486,27.59,175.33,0,33.25,18.26,29.05,5495.8 +4295.3,6254,45011,3040.2,3070,64901,54.29,1513.9,97.85,556.7,408.36,483.89,5495.9 +7760.6,11934,42618,1814.7,1834,64847,38.27,505.52,73.15,241.3,161.02,217.46,5496 +7917.4,12311,42147,2006.1,1987,66165,55.18,193.13,39.9,147.25,111.22,107.07,5496 +7952.7,12421,41960,1976.7,1985,65262,23.14,244.75,51.3,111.15,87.98,118.69,5496 +6899.2,12285,36805,2400.3,2425,64869,12.46,-47.17,5.7,26.6,4.15,28.22,5496.2 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+7747.9,12367,41058,1949.1,1947,65607,32.93,9.79,34.2,40.85,26.56,1.66,5497.4 +7135.4,12030,38872,1952.7,1918,66720,14.24,160.2,18.05,110.2,72.21,87.15,5497.4 +6739.5,11780,37494,1958.9,1984,64707,32.93,2029.2,122.55,822.7,537.84,633.29,5497.5 +7595,13123,37929,2280.2,2291,65226,-4.45,121.04,2.85,3.8,-9.96,5.81,5497.5 +6829.1,12336,36280,2187.6,2211,64843,101.46,8683.7,356.25,2555.5,1098.1,1760.4,5497.7 +7135.4,11778,39703,1869.9,1894,64702,-22.25,89,-18.05,81.7,45.65,65.57,5497.8 +7628.3,12383,40372,1934,1931,65637,-7.12,-75.65,23.75,15.2,1.66,26.56,5497.8 +7940,12327,42212,1967.8,1943,66372,56.96,2027.4,152.95,880.65,504.64,596.77,5497.8 +8478.5,13163,42213,2201.9,2203,65502,25.81,901.57,40.85,340.1,253.15,275.56,5497.8 +7883.6,12192,42377,1935.8,1904,66629,108.58,8169.3,326.8,2521.3,1087.3,1708.1,5497.8 +8175.2,12526,42772,1991.8,1998,65333,14.24,180.67,19,77.9,83,97.94,5497.9 +3430,5567,40379,2893.4,2859,66324,19.58,-123.71,20.9,32.3,37.35,17.43,5498 +6744.9,12068,36628,1873.4,1875,65482,11.57,-87.22,-1.9,8.55,7.47,14.11,5498.1 +6742.4,12030,36731,1985.6,2010,64740,-5.34,140.62,9.5,-25.65,-0.83,-13.28,5498.2 +3536.8,6539,35447,2873.8,2863,65783,122.82,3657.9,265.05,1749.9,1144.6,1415.2,5498.4 +7231.4,12217,38792,2010.5,2010,65553,9.79,235.85,22.8,115.9,74.7,88.81,5498.4 +7452.4,12143,40221,2022.1,2043,64865,6.23,679.07,16.15,258.4,68.89,135.29,5498.5 +7791.5,12206,41834,1869,1882,65083,-1.78,76.54,11.4,-6.65,-9.96,-1.66,5498.5 +7873.3,12567,41059,1920.6,1959,64252,14.24,428.09,53.2,202.35,159.36,176.79,5498.5 +8161.9,12539,42659,1953.5,1983,64563,113.03,8560.9,367.65,2578.3,1114.7,1801.9,5498.6 +7892.9,12388,41756,1947.3,1952,65379,3.56,707.55,39.9,252.7,154.38,187.58,5498.7 +9041.5,14130,41935,1974.9,2006,64520,0.89,231.4,17.1,104.5,85.49,119.52,5498.7 +7208.4,12286,38451,1999.8,2030,64562,23.14,2128.9,169.1,886.35,511.28,597.6,5498.8 +6985,11852,38623,2024.8,2024,65560,35.6,2078.1,127.3,905.35,483.89,571.87,5498.8 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+7339.7,12327,39021,1929.5,1923,65758,-8.9,-92.56,7.6,-5.7,4.98,-8.3,5500.3 +8148.2,12806,41699,2013.2,2022,65250,125.49,8486.1,329.65,2505.1,1128,1808.6,5500.4 +8179.1,12286,43629,1937.5,1966,64587,5.34,113.92,15.2,57,23.24,20.75,5500.4 +8239.4,12383,43606,1924.2,1947,64768,6.23,-53.4,-4.75,-10.45,21.58,22.41,5500.4 +8727.9,12869,44447,1966.9,1985,64938,-8.9,-64.08,20.9,19,-5.81,20.75,5500.5 +8510.3,12547,44451,1885,1911,64645,-2.67,-111.25,1.9,5.7,11.62,17.43,5500.5 +8362.3,12506,43822,1862.8,1918,63649,4.45,572.27,78.85,209.95,171.81,190.07,5500.5 +8769,12995,44224,2104.8,2183,63190,40.94,1623.4,91.2,785.65,500.49,628.31,5500.6 +6103.9,8902,44937,2354.9,2358,65451,79.21,3355.3,247,1597.9,1053.3,1252.5,5500.6 +7862.1,12466,41332,1897.5,1906,65243,3.56,522.43,19.95,224.2,159.36,171.81,5500.7 +8483.9,13371,41582,2242.8,2239,65647,-32.04,13.35,-12.35,-18.05,-12.45,-10.79,5500.7 +8050.2,13210,39938,2482.2,2490,65331,176.22,13236,501.6,3929.2,1624.3,2564.7,5500.8 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+8104.1,12727,41731,2074.6,2083,65271,15.13,488.61,46.55,218.5,206.67,199.2,5509.5 +8006.6,12591,41674,2019.4,2027,65291,24.03,149.52,8.55,31.35,26.56,34.03,5509.5 +7840,12167,42229,1968.7,1975,65326,145.96,8916.9,350.55,2636.3,1086.5,1674.1,5509.7 +7970.3,12738,41007,1969.6,2006,64346,-7.12,-29.37,-5.7,5.7,33.2,-4.98,5509.7 +3738.2,5855,41842,2526.7,2543,65116,22.25,479.71,50.35,273.6,220.78,221.61,5509.7 +7461.2,12043,40603,1901.9,1905,65430,46.28,437.88,65.55,227.05,167.66,197.54,5509.9 +8804.8,13474,42826,2467.1,2466,65565,203.81,11504,472.15,3400.1,1616,2657.7,5509.9 +7796.4,12474,40961,1956.2,1966,65210,30.26,-102.35,14.25,9.5,3.32,14.11,5509.9 +8226.6,12491,43162,1924.2,1947,64768,8.01,168.21,20.9,2.85,-4.98,10.79,5510 +8222.7,12714,42385,2107.5,2154,64122,8.01,312.39,15.2,88.35,109.56,95.45,5510 +8629.4,13331,42423,2852.4,2855,65477,-2.67,-61.41,-0.95,-8.55,21.58,2.49,5510 +8096.8,12566,42227,1920.6,1958,64285,24.92,650.59,41.8,195.7,151.89,186.75,5510 +8214.9,12570,42830,1988.3,2026,64315,2.67,179.78,8.55,6.65,24.07,19.92,5510 +8181.5,12451,43064,1942,1943,65502,16.02,450.34,29.45,87.4,66.4,92.13,5510.1 +9046.4,14189,41783,2080.8,2077,65657,31.15,633.68,37.05,278.35,175.13,206.67,5510.2 +7894.4,12483,41446,1961.6,1971,65222,20.47,490.39,40.85,230.85,180.11,188.41,5510.2 +8210,12510,43009,1969.6,1962,65789,5.34,4.45,16.15,37.05,17.43,29.88,5510.2 +7869.4,12626,40847,2015,2018,65437,7.12,-71.2,25.65,-1.9,18.26,13.28,5510.3 +7822.4,12467,41120,2042.5,2035,65779,8.9,9.79,25.65,-4.75,17.43,42.33,5510.3 +8278.5,12294,44131,1849.4,1874,64676,35.6,323.96,4.75,212.8,178.45,170.15,5510.5 +8546.1,12554,44613,2023.9,2062,64324,22.25,241.19,4.75,122.55,75.53,79.68,5510.5 +8800.9,12931,44604,2145.8,2167,64895,-6.23,1.78,31.35,21.85,21.58,29.05,5510.7 +8772.5,12661,45408,2109.3,2097,65920,8.9,-3.56,6.65,45.6,15.77,50.63,5510.7 +8190.4,11755,45663,2949.5,2975,64973,20.47,-94.34,0,-2.85,11.62,15.77,5510.7 +8603.4,12515,45053,1904.6,1955,63846,17.8,358.67,19.95,97.85,78.85,97.94,5510.7 +8668.6,12630,44981,1983.8,1990,65332,14.24,-112.14,34.2,-3.8,-4.98,10.79,5510.8 +8688.2,12648,45018,1901.9,1948,63986,-3.56,250.98,6.65,49.4,25.73,55.61,5510.8 +8696,12915,44127,2163.6,2167,65433,139.73,8673.9,338.2,2565.9,1167,1849.2,5510.8 +8424.1,12311,44844,2472.4,2483,65257,224.28,13119,542.45,4091.6,1820.2,2907.5,5510.8 +9232.6,13447,44996,2235.7,2247,65206,43.61,698.65,96.9,358.15,255.64,267.26,5510.8 +8227.1,12395,43499,1994.5,2011,64998,2.67,322.18,28.5,128.25,94.62,81.34,5510.8 +4122.4,5734,47116,2680.7,2694,65212,-26.7,73.87,7.6,82.65,50.63,55.61,5510.9 +9981.8,15079,43383,2218.8,2263,64255,-10.68,-38.27,-24.7,-12.35,13.28,-4.98,5510.9 +8593.6,12750,44172,1988.3,2026,64315,-3.56,-14.24,12.35,17.1,21.58,34.86,5510.9 +8083.5,12700,41714,1982,2028,64050,21.36,60.52,19.95,33.25,25.73,27.39,5511 +7651.8,11904,42126,1826.3,1828,65474,4.45,288.36,60.8,121.6,116.2,108.73,5511 +7610.2,11936,41785,1767.5,1812,63928,-4.45,378.25,0.95,113.05,111.22,86.32,5511 +7801.8,12262,41698,1928.6,1942,65085,129.05,7557.9,321.1,2394,1128.8,1883.3,5511 +7993.4,12411,42209,1950,1979,64575,0,-59.63,8.55,21.85,-9.96,21.58,5511.1 +7994.8,12478,41990,1982,1982,65537,7.12,479.71,8.55,224.2,147.74,159.36,5511.2 +9596.7,14362,43791,2055.9,2106,63977,-1.78,40.05,-34.2,-9.5,0.83,4.15,5511.2 +8311.4,12658,43032,1991.8,1990,65596,12.46,-66.75,-20.9,7.6,29.05,6.64,5511.2 +8951.8,13041,44986,1954.4,2005,63883,16.91,180.67,2.85,18.05,34.86,16.6,5511.2 +8741.1,12789,44793,1934.9,1925,65872,22.25,333.75,27.55,113.05,87.98,73.87,5511.3 +8619.1,12574,44923,2047.9,2014,66639,38.27,4.45,47.5,62.7,9.13,30.71,5511.5 +8171.2,12578,42575,1942,1965,64768,7.12,149.52,-7.6,77.9,83.83,78.02,5511.5 +8032.1,12982,40548,2169.8,2182,65170,137.95,7912.1,322.05,2371.2,1131.3,1894.1,5511.6 +7920.9,12781,40615,2047,2077,64589,5.34,20.47,-4.75,27.55,19.09,9.96,5511.6 +7655.8,12275,40874,2066.6,2051,66034,2.67,289.25,16.15,20.9,29.88,26.56,5511.6 +7540.1,12363,39970,1970.5,1999,64600,16.91,20.47,-11.4,-12.35,3.32,4.98,5511.7 +7155,11888,39444,1894.8,1904,65220,54.29,1859.2,120.65,844.55,522.9,626.65,5511.7 +7285.8,12067,39569,1890.4,1895,65376,-23.14,191.35,15.2,12.35,16.6,23.24,5511.7 +7646.9,12602,39767,2059.5,2078,64951,8.01,184.23,10.45,124.45,65.57,64.74,5511.7 +7647.9,12378,40492,1933.1,1962,64570,7.12,221.61,42.75,17.1,12.45,34.86,5511.8 +7593,12355,40277,2009.6,1959,67229,64.97,1893,136.8,903.45,529.54,605.9,5511.8 +8180.6,12610,42516,2076.4,2034,66901,29.37,175.33,30.4,121.6,77.19,83,5511.9 +8148.7,12256,43573,1868.1,1904,64301,1.78,414.74,11.4,217.55,157.7,156.04,5512.1 +8042.9,12219,43137,1847.6,1903,63630,90.78,7274,285,2205.9,1113,1831.8,5512.1 +7937,12113,42942,1873.4,1941,63255,-24.03,-74.76,-4.75,-28.5,-24.9,-33.2,5512.2 +7912.5,12346,42002,1901.9,1946,64052,-24.92,146.85,-25.65,8.55,21.58,-14.11,5512.2 +7744.9,12206,41584,1861.9,1902,64154,51.62,1864.5,114,855.95,497.17,618.35,5512.2 +7720.4,12454,40627,1985.6,1986,65522,11.57,479.71,0,252.7,135.29,136.12,5512.2 +7882.1,12676,40751,2002.5,2048,64080,26.7,379.14,-14.25,191.9,145.25,158.53,5512.3 +8564.2,13566,41373,2354.1,2394,64442,-6.23,-80.99,-34.2,-36.1,-6.64,-23.24,5512.3 +8337.8,13438,40663,2210.8,2238,64738,31.15,781.42,52.25,373.35,239.04,267.26,5512.3 +7528.4,12302,40106,1995.4,2010,65059,147.74,8752.3,347.7,2555.5,1122.2,1799.4,5512.3 +9302.7,14603,41749,2256.1,2303,64203,60.52,2374.5,167.2,1028.8,669.81,814.23,5512.3 +7683.2,12401,40604,2007.8,2021,65109,137.95,7739.4,324.9,2382.6,1134.6,1881.6,5512.3 +7394.6,12292,39425,1909,1920,65162,-16.91,-117.48,10.45,7.6,-9.13,0.83,5512.4 +8325.1,12621,43229,2055.9,2061,65374,137.95,8950.7,356.25,2662.8,1089,1712.3,5512.5 +8210.9,12553,42867,2101.3,2141,64320,16.02,174.44,10.45,114,88.81,96.28,5512.5 +8518.2,12599,44309,1966.9,1955,65935,40.94,520.65,42.75,257.45,172.64,182.6,5512.5 +8757.8,12882,44554,2041.7,2086,64143,24.03,-43.61,-7.6,5.7,4.15,0,5512.5 +8763.2,12911,44482,2049.7,2091,64241,148.63,8314.4,324.9,2478.6,1118.8,1778.7,5512.5 +8924.9,12761,45835,2000.7,2029,64623,-9.79,47.17,-17.1,21.85,22.41,8.3,5512.6 +8836.7,12667,45719,1928.6,1963,64389,0.89,652.37,59.85,207.1,148.57,160.19,5512.7 +8233.5,12123,44510,1964.2,1979,65047,35.6,660.38,30.4,265.05,185.92,190.07,5512.7 +5758,8031,46987,2601.5,2623,64998,63.19,968.32,75.05,453.15,339.47,395.91,5512.8 +8226.1,12543,42981,1946.4,1935,65923,12.46,34.71,7.6,39.9,10.79,16.6,5512.9 +7922.3,12417,41813,1938.4,1941,65449,16.02,460.13,27.55,216.6,146.91,165.17,5513.1 +4353.6,6631,43028,2799.9,2787,65840,7.12,96.12,34.2,61.75,58.1,52.29,5513.1 +8401,12612,43655,1942,1952,65200,69.42,1976.7,134.9,901.55,532.03,610.05,5513.2 +8354.5,12232,44761,1861.9,1884,64767,-11.57,137.95,0,-19.95,-5.81,5.81,5513.3 +8542.2,12583,44490,1974.9,1991,65006,-7.12,111.25,-18.05,-13.3,14.94,0.83,5513.3 +6486.1,8914,47686,2947.7,2966,65131,129.05,3809.2,254.6,1653,1100.6,1346.3,5513.4 +5518.9,8654,41794,2349.6,2350,65525,-5.34,678.18,33.25,171.95,148.57,158.53,5513.5 +7884.6,12454,41491,2146.7,2134,65925,-8.01,-31.15,-13.3,37.05,9.13,14.94,5513.5 +9341.4,14694,41663,2181.4,2166,66002,13.35,801.89,17.1,309.7,210.82,218.29,5513.5 +7848.3,12847,40036,2074.6,2091,65022,121.04,7911.2,304.95,2393.1,1123.8,1827.7,5513.5 +7293.2,12205,39161,2014.1,1997,66096,7.12,-88.11,-1.9,-23.75,4.15,-8.3,5513.6 +7793.9,13106,38973,2350.5,2390,64453,-19.58,107.69,-38,21.85,24.07,12.45,5513.6 +7553.4,12458,39735,2071.9,2090,64969,114.81,8410.5,363.85,2595.4,1141.3,1793.6,5513.7 +9020.4,14411,41022,2650.4,2651,65522,210.93,13125,476.9,3609.1,1601.1,2480,5513.8 +8636.7,12731,44460,1971.3,1995,64759,-12.46,167.32,-5.7,0,6.64,-7.47,5513.9 +8603.9,12387,45521,1831.6,1843,65131,85.44,7958.4,293.55,2393.1,1076.5,1782,5513.9 +8518.2,12646,44144,2010.5,2006,65683,16.91,112.14,-8.55,18.05,10.79,4.98,5514 +7328.4,10679,44974,2359.4,2343,65994,37.38,1040.4,44.65,445.55,272.24,307.93,5514.1 +8334.4,12735,42890,1958.9,1979,64870,-13.35,39.16,-16.15,-19.95,-9.96,2.49,5514.1 +7826.3,12445,41214,1933.1,1934,65505,105.91,8605.4,341.05,2565,1122.2,1767.1,5514.2 +7240.2,11874,39961,1959.8,1970,65196,14.24,711.11,42.75,222.3,166,185.09,5514.2 +7341.2,12078,39834,1940.2,1950,65207,-4.45,-89,35.15,11.4,7.47,-2.49,5514.2 +7607.3,12446,40057,2019.4,2026,65323,2.67,-73.87,9.5,-6.65,-0.83,-4.98,5514.2 +7366.2,12438,38812,1855.7,1874,64894,8.01,359.56,20.9,93.1,71.38,80.51,5514.3 +7407.3,12551,38678,2011.4,2035,64776,10.68,196.69,0.95,105.45,80.51,77.19,5514.3 +7284.3,12075,39535,1913.5,1899,66036,16.91,44.5,20.9,-7.6,4.15,6.64,5514.4 +9177.2,15054,39952,1948.2,1962,65075,43.61,744.04,58.9,314.45,218.29,237.38,5514.4 +7425.5,12179,39957,1938.4,1927,65924,19.58,-43.61,30.4,42.75,4.15,8.3,5514.4 +7833.1,12750,40263,2241.9,2250,65300,16.91,211.82,22.8,146.3,102.92,82.17,5514.4 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+7610.7,12327,40462,2011.4,1971,66879,153.08,8857.3,360.05,2645.8,1124.7,1760.4,5536.9 +7362.7,12093,39901,1950.9,1977,64670,0.89,567.82,41.8,214.7,174.3,175.96,5536.9 +7669,12558,40022,2086.2,2110,64796,-22.25,16.02,12.35,3.8,8.3,9.13,5537 +7494.1,12214,40210,1905.5,1922,64973,-16.02,-32.93,-19.95,-16.15,-18.26,-4.15,5537 +7269.1,10638,44782,2306,2314,65309,104.13,3153.3,205.2,1420.3,926.28,1113.9,5537.2 +8574,12801,43896,2060.3,2069,65262,6.23,717.34,21.85,242.25,148.57,164.34,5537.3 +8172.7,13002,41194,2179.6,2186,65344,11.57,195.8,-9.5,22.8,27.39,24.07,5537.4 +7780.7,12576,40547,1932.2,1952,64871,59.63,1897.5,114,878.75,532.86,649.89,5537.4 +6091.2,10530,37910,2696.7,2754,64172,218.94,12956,490.2,3825.6,1909,3201.3,5537.5 +7283.4,12350,38650,2014.1,2042,64640,-5.34,-105.91,-6.65,2.85,-4.98,2.49,5537.7 +7052.1,11923,38762,1920.6,1939,64915,-7.12,68.53,-6.65,7.6,14.94,1.66,5537.7 +7175.6,12036,39071,1909.9,1940,64521,-3.56,176.22,-8.55,-3.8,5.81,-15.77,5537.7 +7583.7,12317,40351,1905.5,1917,65143,58.74,1896.6,136.8,887.3,498.83,582.66,5537.7 +7549.9,12121,40821,1939.3,1965,64679,-7.12,342.65,6.65,119.7,87.98,81.34,5537.8 +7795.4,12519,40808,2017.6,2023,65362,137.06,8639.2,331.55,2516.6,1111.4,1787.8,5537.8 +9224.3,13563,44571,2388.8,2347,66702,13.35,90.78,11.4,84.55,48.97,36.52,5537.9 +7962,12630,41314,2025.6,2038,65139,21.36,-49.84,10.45,18.05,13.28,13.28,5538.1 +7926.2,12571,41322,2042.5,2047,65394,11.57,-71.2,18.05,-0.95,13.28,14.11,5538.1 +8242.3,13126,41152,2481.3,2466,65943,32.04,590.96,47.5,334.4,244.85,290.5,5538.1 +7623.9,12310,40588,1980.3,1974,65744,137.06,8142.6,327.75,2522.3,1154.5,1862.5,5538.1 +7633.2,12410,40310,2004.3,1994,65874,24.03,504.63,56.05,228.95,180.94,172.64,5538.1 +7329.9,12283,39109,1998,2031,64473,137.95,8162.2,323.95,2474.8,1184.4,1913.1,5538.2 +4821.6,8286,38135,2435,2458,64924,39.16,1003,74.1,389.5,331.17,351.09,5538.3 +7038.4,11889,38798,1902.8,1925,64781,-3.56,-55.18,7.6,4.75,-8.3,-13.28,5538.3 +7518.1,12479,39483,2006.1,2047,64225,-16.02,132.61,8.55,7.6,19.92,-3.32,5538.3 +7727.8,12239,41380,2075.5,2059,66061,6.23,-60.52,20.9,-1.9,4.15,-10.79,5538.4 +8709.3,12735,44819,2005.2,2015,65216,9.79,477.93,-2.85,229.9,155.21,151.89,5538.5 +8303,12434,43763,1940.2,1942,65475,8.9,-16.02,-6.65,36.1,22.41,19.09,5538.6 +8442.7,12562,44046,1914.4,1958,64076,-16.91,185.12,-12.35,83.6,91.3,61.42,5538.6 +8748,12986,44148,2125.3,2158,64544,-32.93,431.65,7.6,197.6,141.93,141.93,5538.7 +9531,14314,43637,1981.1,2010,64595,-16.02,-123.71,-24.7,-15.2,-10.79,-19.09,5538.7 +7919.9,12607,41171,1975.8,2015,64261,-18.69,175.33,-20.9,-0.95,-9.13,-4.15,5538.8 +8907.7,14358,40659,2058.6,2054,65682,7.12,58.74,8.55,59.85,32.37,34.03,5538.8 +7380.4,12100,39974,1959.8,1984,64736,127.27,8199.6,315.4,2421.6,1126.3,1870.8,5538.8 +8006.6,13194,39770,2424.4,2446,64956,21.36,-45.39,-8.55,12.35,7.47,22.41,5538.9 +7983.1,12550,41688,2041.7,2018,66304,12.46,24.92,27.55,3.8,18.26,24.07,5539 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+7333.8,11810,40697,1880.6,1890,65209,37.38,584.73,49.4,225.15,167.66,175.13,5539.3 +6985.4,11323,40431,2432.4,2443,65251,6.23,210.93,3.8,57,24.9,42.33,5539.4 +7717,12928,39120,2362.9,2368,65396,36.49,400.5,21.85,129.2,117.86,101.26,5539.4 +7307.9,12111,39545,1899.3,1931,64459,2.67,188.68,-14.25,86.45,81.34,74.7,5539.6 +7157.4,11963,39210,1916.2,1931,65033,5.34,-126.38,-31.35,10.45,8.3,-4.15,5539.6 +7458.8,12175,40149,1920.6,1931,65184,14.24,72.09,-19.95,-3.8,-1.66,16.6,5539.7 +7536.7,12296,40170,2006.9,2028,64856,130.83,8780.7,340.1,2634.3,1153.7,1840.9,5539.7 +7536.2,12216,40430,1990,1960,66540,16.02,79.21,11.4,24.7,20.75,43.99,5539.7 +3379.5,5669,39069,2631.7,2625,65704,5.34,28.48,22.8,61.75,34.03,50.63,5539.7 +7601.9,12109,41143,1961.6,1965,65421,-1.78,-16.02,15.2,40.85,34.03,20.75,5539.8 +7881.2,12079,42760,1901,1931,64519,-9.79,69.42,27.55,56.05,34.03,20.75,5539.8 +7916.4,12055,43037,1858.3,1863,65371,18.69,-48.95,-0.95,26.6,12.45,19.09,5539.8 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+7677.8,12246,41089,1998,1986,65934,4.45,-81.88,-0.95,11.4,19.92,17.43,5574.6 +7762.6,12152,41864,1876.1,1880,65401,119.26,8723.8,336.3,2540.3,978.57,1552.9,5574.6 +7973.3,12437,42015,1928.6,1957,64586,23.14,148.63,35.15,63.65,83,87.98,5574.6 +8263.9,12626,42894,1934.9,1958,64761,4.45,640.8,24.7,231.8,156.04,166.83,5574.7 +4253.2,5918,47100,2891.6,2858,66307,13.35,-32.93,-19.95,-30.4,6.64,7.47,5574.8 +8703.9,12698,44922,2020.3,2062,64211,104.13,8549.3,338.2,2402.6,1139.6,1849.2,5574.8 +9447.7,13738,45069,2313.1,2334,64949,12.46,730.69,43.7,341.05,239.87,244.02,5574.8 +8332.5,12354,44202,1906.4,1894,65964,22.25,-76.54,13.3,-8.55,22.41,3.32,5574.8 +8912.1,13350,43750,3498.6,3426,66925,6.23,290.14,18.05,133,82.17,87.98,5574.9 +8742.6,12712,45072,2027.4,2056,64625,140.62,8604.5,341.05,2565,1140.4,1771.2,5574.9 +8595.1,12455,45226,1941.1,1959,64937,53.4,1982,119.7,883.5,541.99,627.48,5574.9 +8392.2,12915,42586,2142.2,2147,65390,141.51,8830.6,356.25,2596.3,1103.1,1716.4,5574.9 +8035,12551,41955,1924.2,1943,64901,0,666.61,46.55,267.9,181.77,168.49,5575 +7629.3,11989,41704,1818.3,1829,65152,1.78,-32.93,-4.75,-14.25,-4.15,-9.13,5575 +8029.1,12756,41251,2001.6,2036,64429,-8.9,185.12,0,39.9,-3.32,10.79,5575.1 +4197.8,6622,41545,2948.6,3002,64370,-7.12,-168.21,-29.45,-14.25,-5.81,-3.32,5575.1 +7633.2,12308,40644,2020.3,2020,65546,113.03,8346.4,329.65,2558.3,1123,1774.5,5575.2 +7838.5,12651,40606,2085.3,2095,65232,137.06,8272.5,318.25,2499.4,1196,1891.6,5575.2 +8651,13688,41419,2298,2312,65139,-20.47,-32.04,19.95,7.6,13.28,-7.47,5575.3 +8001.7,12581,41682,1997.2,2001,65410,-3.56,172.66,-6.65,12.35,8.3,4.98,5575.3 +8297.7,12890,42187,2658.4,2618,66548,76.54,2876.5,183.35,1343.3,772.73,906.36,5575.4 +8344.2,12755,42873,2081.7,2083,65495,110.36,8177.3,327.75,2436.8,1168.6,1892.4,5575.5 +7840.5,12195,42135,1992.7,2007,65069,40.94,361.34,38,208.05,161.85,170.15,5575.5 +8438.3,13133,42109,2029.2,2009,66195,-9.79,345.32,7.6,120.65,87.15,69.72,5575.6 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+7735.1,12371,40977,1983.8,2023,64266,7.12,-27.59,13.3,-1.9,19.09,5.81,5612.4 +7545,12142,40724,1926.8,1978,63841,46.28,1895.7,124.45,773.3,512.11,649.06,5612.4 +7524,12039,40958,1877,1895,64914,16.02,348.88,12.35,146.3,108.73,99.6,5612.4 +7605.3,12034,41418,1686.5,1698,65094,-12.46,271.45,2.85,118.75,78.02,80.51,5612.5 +9139.5,14248,42039,2057.7,2108,63972,179.78,10069,416.1,3125.5,1482.4,2451.8,5612.7 +8100.7,12634,42020,2104.8,2142,64399,27.59,220.72,7.6,104.5,81.34,88.81,5612.7 +8988.1,14038,41961,2039.9,2066,64707,8.01,14.24,1.9,9.5,20.75,14.11,5612.7 +7828.7,12606,40700,2062.1,2110,64049,49.84,1901,113.05,792.3,508.79,635.78,5612.8 +7855.2,12315,41802,1942.9,1963,64864,1.78,287.47,36.1,93.1,91.3,83,5612.8 +7872.8,12191,42323,1792.5,1835,64017,43.61,1547.7,101.65,764.75,498.83,605.07,5612.9 +8009.1,12279,42746,1920.6,1907,66004,-22.25,-115.7,-13.3,-3.8,-12.45,-7.47,5613 +7763.6,12214,41657,1955.3,2002,64008,-18.69,-110.36,-1.9,-15.2,-24.07,-15.77,5613.1 +8563.7,12326,45532,1879.7,1910,64496,-0.89,328.41,10.45,103.55,85.49,92.96,5613.3 +8237.4,12226,44156,1954.4,1990,64365,27.59,3.56,17.1,55.1,2.49,14.94,5613.3 +7783.2,12160,41947,2001.6,2036,64429,129.94,8074.1,299.25,2211.6,1110.5,1841.8,5613.4 +8272.2,12835,42238,2040.8,2099,63718,5.34,664.83,57,219.45,154.38,182.6,5613.4 +8000.7,12559,41750,2049.7,2075,64736,4.45,698.65,58.9,209,153.55,173.47,5613.5 +7806.7,12138,42150,1894.8,1886,65842,2.67,-64.97,20.9,3.8,-5.81,4.15,5613.6 +8055.6,12514,42187,1978.5,1990,65156,58.74,1897.5,132.05,890.15,512.11,622.5,5613.6 +7849.8,12207,42143,1912.6,1915,65454,-16.02,93.45,3.8,11.4,16.6,0.83,5613.6 +7933.6,12339,42138,1970.5,1939,66599,143.29,8031.4,336.3,2442.4,1097.3,1786.2,5613.6 +8164.4,12465,42925,2021.2,2065,64146,9.79,239.41,-3.8,98.8,78.02,78.02,5613.8 +9128.2,13535,44198,2246.4,2287,64371,8.01,-84.55,2.85,4.75,19.09,0,5613.8 +8446.6,12702,43580,2012.3,2058,64080,6.23,-61.41,12.35,-28.5,19.92,0.83,5613.9 +8705.8,12985,43939,2092.4,2153,63691,6.23,162.87,-6.65,95.95,85.49,82.17,5613.9 +8622,12865,43922,2018.5,2081,63568,20.47,331.97,0,93.1,98.77,95.45,5613.9 +8446.1,12807,43221,1958,1987,64580,-9.79,-65.86,-24.7,-0.95,11.62,-3.32,5613.9 +8349.1,12685,43135,2007.8,2057,63970,-21.36,181.56,-5.7,-3.8,38.18,2.49,5614 +8201.1,12651,42484,1990.9,2015,64753,64.97,1656.3,114,769.5,517.09,638.27,5614 +8402.5,12766,43135,1936.6,1994,63651,16.02,177.11,-15.2,-7.6,29.05,19.92,5614.1 +7979.2,12595,41518,1970.5,1987,64990,140.62,7579.2,316.35,2305.6,1088.1,1792,5614.1 +7858.1,12338,41740,1922.4,1906,66100,30.26,-72.98,8.55,11.4,9.96,4.98,5614.1 +8002.7,12478,42031,1980.3,2010,64566,8.01,-42.72,-27.55,27.55,24.07,31.54,5614.1 +8062.5,12542,42129,2151.1,2202,64022,6.23,182.45,-0.95,33.25,39.01,16.6,5614.1 +8092.4,12595,42107,2090.6,2099,65274,36.49,508.19,39.9,246.05,174.3,170.98,5614.1 +7885.6,12251,42183,1934,1951,64964,8.9,-118.37,0,-11.4,16.6,4.98,5614.1 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+8726.4,12763,44809,1979.4,2043,63495,23.14,37.38,21.85,7.6,29.05,35.69,5615.3 +8871.5,12639,46000,1972.2,2031,63640,-11.57,137.95,10.45,-12.35,-23.24,6.64,5615.3 +8997.9,13111,44976,2145.8,2211,63603,9.79,407.62,10.45,212.8,143.59,161.02,5615.3 +9734.8,14349,44462,2269.5,2297,64751,6.23,214.49,-0.95,2.85,8.3,20.75,5615.3 +8704.9,13234,43107,2312.2,2370,63938,-16.02,183.34,-6.65,33.25,-14.11,9.13,5615.4 +8068.3,12427,42550,2083.5,2107,64805,130.83,7801.7,313.5,2331.3,1132.9,1911.5,5615.5 +8110.5,12416,42810,1963.3,1956,65782,37.38,202.03,32.3,123.5,86.32,81.34,5615.5 +9880.4,15110,42854,2032.8,2050,64985,20.47,259.88,52.25,138.7,102.09,113.71,5615.6 +8028.7,12199,43132,1851.2,1891,64157,-0.89,202.03,4.75,12.35,19.92,2.49,5615.7 +7975.7,12415,42102,1918.8,1967,63931,2.67,223.39,24.7,92.15,86.32,84.66,5615.7 +8555.4,12407,45191,1861,1907,63955,8.01,-4.45,16.15,31.35,39.01,42.33,5615.7 +6127,8863,45305,2360.3,2399,64478,-27.59,91.67,-16.15,-0.95,6.64,-6.64,5615.7 +8232.5,12473,43255,1831.6,1901,63144,14.24,571.38,9.5,251.75,155.21,146.91,5615.7 +8665.2,12495,45449,1908.2,1963,63705,-8.01,525.99,19,221.35,136.12,141.1,5615.8 +8739.2,12978,44131,1982,2038,63736,-8.01,-30.26,-6.65,-12.35,-0.83,2.49,5615.9 +8868.5,12749,45588,2018.5,2089,63325,4.45,93.45,-6.65,7.6,5.81,2.49,5615.9 +8614.2,12743,44302,2005.2,2023,64958,15.13,48.95,9.5,14.25,8.3,25.73,5616 +8472.6,12846,43224,1962.4,1994,64499,9.79,-63.19,19.95,16.15,9.96,24.07,5616 +8425.1,12551,43992,1943.8,1971,64630,27.59,669.28,44.65,234.65,167.66,194.22,5616 +8004.6,12468,42075,1928.6,1968,64225,0,-112.14,7.6,21.85,21.58,10.79,5616.1 +8410.9,13015,42352,2273.9,2311,64485,153.08,8391.8,346.75,2569.8,1103.1,1754.6,5616.1 +8057.6,12878,41005,2016.7,2068,63912,-2.67,103.24,12.35,10.45,27.39,-9.96,5616.3 +8081.1,12910,41023,2047.9,2062,65088,138.84,8026.9,338.2,2418.7,1113,1800.3,5616.3 +7903.2,12538,41310,1868.1,1934,63303,6.23,78.32,0.95,10.45,0,12.45,5616.3 +7982.1,12610,41484,1959.8,2002,64154,66.75,1924.2,139.65,920.55,494.68,600.09,5616.3 +7798.4,12397,41226,2177.8,2217,64378,120.15,7089.7,314.45,2240.1,1123,1855.9,5616.3 +8170.3,12735,42045,2054.1,2111,63770,23.14,386.26,34.2,235.6,188.41,187.58,5616.4 +8346.7,12550,43586,1913.5,1970,63656,14.24,39.16,-16.15,24.7,26.56,17.43,5616.5 +8505.4,12701,43887,2013.2,2062,63984,24.92,38.27,-27.55,17.1,24.07,29.88,5616.6 +8088.4,12514,42359,2031,2066,64425,134.39,8413.2,331.55,2469.1,1116.3,1755.4,5616.6 +7967.9,12625,41361,2019.4,2053,64464,23.14,-13.35,19,23.75,14.11,39.01,5616.6 +8226.1,12681,42513,1990.9,2025,64433,84.55,2184.9,161.5,901.55,536.18,636.61,5616.7 +7828.7,12468,41150,1948.2,1952,65409,20.47,-21.36,24.7,20.9,9.13,20.75,5616.7 +7567.6,12042,41185,1840.5,1902,63418,14.24,354.22,16.15,123.5,95.45,92.96,5616.7 +7887,12638,40899,1950,1998,63961,-6.23,-117.48,12.35,-19.95,-14.11,-9.96,5616.8 +9164.5,14528,41341,2141.3,2180,64374,-14.24,119.26,-6.65,-5.7,-4.15,-0.83,5616.8 +7613.6,12310,40533,2071,2118,64083,47.17,2013.2,116.85,888.25,468.95,578.51,5616.9 +7703.3,12360,40845,2111.1,2168,63815,57.85,1745.3,114,833.15,535.35,673.96,5616.9 +8349.1,13416,40785,2446.6,2524,63527,174.44,12768,488.3,3770.6,1682.4,2681.7,5617 +8002.2,12666,41405,1961.6,2026,63452,28.48,15.13,1.9,29.45,29.05,18.26,5617.1 +7844.4,12442,41319,1942.9,1966,64765,29.37,767.18,42.75,229.9,188.41,208.33,5617.1 +7933.6,12487,41638,2022.1,2055,64486,-10.68,10.68,1.9,-15.2,-1.66,1.66,5617.1 +8197.7,12595,42655,1964.2,2039,63133,45.39,2132.4,107.35,886.35,480.57,576.02,5617.2 +7815,11486,44590,2630.8,2718,63434,104.13,2905,218.5,1448.8,855.73,1030,5617.2 +8665.7,12957,43831,3532.4,3597,64359,26.7,491.28,5.7,114.95,100.43,90.47,5617.3 +8167.8,12527,42731,1948.2,2015,63364,-16.91,168.21,-20.9,-14.25,14.11,-3.32,5617.3 +8111.5,12390,42905,2030.1,2086,63779,-3.56,663.05,32.3,229.9,173.47,182.6,5617.3 +7447.5,12231,39905,1871.7,1895,64729,2.67,-64.08,14.25,22.8,7.47,-7.47,5617.5 +7427.4,12218,39840,1996.3,2014,64959,116.59,7132.5,303.05,2221.1,1119.7,1845.9,5617.5 +9006.7,14387,41027,2058.6,2071,65143,7.12,0.89,14.25,5.7,4.15,11.62,5617.5 +8675,14012,40574,2205.4,2236,64640,38.27,860.63,78.85,350.55,250.66,271.41,5617.6 +8103.6,12841,41358,2366.5,2361,65689,104.13,2961,203.3,1387.9,785.18,911.34,5617.6 +7582.3,12287,40442,1993.6,2011,64969,75.65,1930.4,136.8,900.6,514.6,618.35,5617.6 +7824.8,12727,40293,1872.6,1955,62772,-3.56,-49.84,4.75,-15.2,-19.92,-6.64,5617.7 +7902.7,12559,41238,2013.2,2031,64961,-8.01,-4.45,-1.9,38,20.75,5.81,5617.7 +7645,11530,43454,2964.6,3022,64291,115.7,3180.9,241.3,1411.7,891.42,1073.2,5617.7 +8740.1,13422,42676,2310.4,2330,64986,29.37,-79.21,21.85,-5.7,0,4.15,5617.7 +8650.5,12754,44450,1990.9,2054,63524,-8.01,493.95,49.4,246.05,166,151.06,5617.8 +8249.2,12317,43892,1830.7,1913,62718,-1.78,133.5,-14.25,3.8,9.13,-4.15,5617.8 +8543.6,12732,43977,1926,1996,63236,-16.91,80.1,-18.05,4.75,4.98,-17.43,5617.8 +8594.1,12739,44213,1939.3,2019,62949,-5.34,-77.43,-2.85,-27.55,3.32,-9.13,5617.8 +8368.2,12654,43340,1926,1962,64332,-20.47,142.4,9.5,-4.75,12.45,-9.96,5617.9 +9825.5,15002,42922,2331.8,2426,62991,-0.89,3.56,19,0.95,2.49,-3.32,5617.9 +8029.6,12254,42944,1955.3,1978,64785,-13.35,-34.71,41.8,17.1,17.43,-1.66,5617.9 +7940.5,12662,41098,2019.4,2054,64432,42.72,453.01,64.6,228,161.02,167.66,5618 +7571,12247,40514,2051.4,2051,65550,23.14,507.3,18.05,261.25,160.19,158.53,5618.1 +8213.4,13139,40968,2290.9,2327,64518,29.37,-24.03,37.05,11.4,11.62,12.45,5618.1 +7669.5,12274,40951,2075.5,2066,65837,25.81,-6.23,8.55,43.7,34.86,24.07,5618.1 +7785.6,12454,40970,1906.4,1954,63939,9.79,-63.19,-14.25,17.1,9.13,-3.32,5618.3 +7888.5,12575,41112,1982.9,2027,64111,-0.89,192.24,-19.95,-0.95,0,4.98,5618.3 +7857.6,12518,41137,1930.4,1970,64219,-1.78,173.55,-16.15,-12.35,-0.83,4.98,5618.3 +7683.7,12315,40890,1971.3,2015,64116,-5.34,266.11,-14.25,11.4,-11.62,14.94,5618.3 +7596.5,12190,40840,2015.8,2074,63699,-4.45,-4.45,-19,15.2,13.28,-1.66,5618.3 +7984.1,12635,41412,1929.5,1983,63769,-7.12,-100.57,19,-1.9,-6.64,5.81,5618.4 +8366.3,12902,42497,1984.7,2054,63325,1.78,16.91,10.45,55.1,12.45,34.03,5618.4 +8209,12486,43087,1978.5,2022,64125,8.9,97.01,-10.45,29.45,6.64,24.9,5618.5 +8398.6,12723,43261,1982,2039,63705,12.46,-1.78,14.25,68.4,43.16,25.73,5618.5 +7949.3,12327,42262,1943.8,1975,64499,25.81,70.31,2.85,46.55,35.69,25.73,5618.6 +8416.2,13383,41214,2290.9,2311,64965,13.35,402.28,26.6,133,115.37,120.35,5618.6 +7832.2,12323,41653,2023,2035,65149,64.97,2047.9,144.4,884.45,522.07,638.27,5618.7 +8332,13138,41562,2303.3,2274,66381,0,557.14,36.1,179.55,94.62,134.46,5618.7 +7974.8,12839,40707,1964.2,2007,64139,-2.67,380.03,-6.65,109.25,91.3,82.17,5618.7 +7963.5,12691,41123,2062.1,2083,64879,136.17,9109.1,337.25,2594.4,1098.9,1782.8,5618.8 +7763.6,12418,40972,1931.3,1974,64118,-46.28,160.2,-10.45,16.15,5.81,14.94,5618.9 +7962,12512,41704,1966,1956,65871,12.46,96.12,22.8,36.1,21.58,21.58,5619 +7932.6,12618,41201,2023,2062,64296,-24.92,37.38,-29.45,28.5,-14.94,-10.79,5619 +7890,12462,41492,1990,2046,63744,-28.48,97.9,-16.15,1.9,-8.3,-1.66,5619 +8022.3,12383,42457,1920.6,1947,64648,-9.79,-8.01,-15.2,-4.75,-2.49,12.45,5619.1 +8110.5,12602,42178,1964.2,2030,63413,-28.48,24.03,-27.55,-12.35,2.49,-6.64,5619.1 +7784.6,11914,42821,1980.3,2026,64056,40.94,2035.4,99.75,880.65,472.27,569.38,5619.1 +8162.4,12543,42648,2007.8,2031,64789,122.82,7214.3,324.9,2195.4,1089,1838.4,5619.1 +8186.9,12629,42485,2031.9,2069,64360,30.26,112.14,14.25,27.55,25.73,48.14,5619.2 +7948.8,12358,42153,1953.5,1970,64989,-5.34,-77.43,-9.5,-22.8,-6.64,4.15,5619.3 +7475,12027,40732,2053.2,2075,64848,117.48,7850.7,276.45,2343.6,1094.8,1832.6,5619.3 +7613.6,12195,40916,2029.2,2067,64338,73.87,2179.6,131.1,884.45,498,624.16,5619.3 +7914,12591,41192,2110.2,2143,64533,-3.56,-86.33,-3.8,1.9,2.49,11.62,5619.3 +7532.3,12158,40602,2006.9,2014,65307,20.47,29.37,6.65,42.75,31.54,43.16,5619.4 +7691.5,12546,40178,2039.9,2086,64087,25.81,-95.23,-7.6,6.65,-8.3,-5.81,5619.4 +7878.7,12767,40443,2062.1,2155,62712,4.45,-24.92,-23.75,-3.8,-23.24,0.83,5619.4 +8854.8,14154,41000,2053.2,2074,64880,-4.45,217.16,-20.9,110.2,69.72,94.62,5619.5 +7471,12067,40575,1897.5,1891,65761,-12.46,-83.66,-32.3,-31.35,-6.64,-14.94,5619.5 +7641.1,12399,40387,2006.1,2043,64351,10.68,220.72,34.2,67.45,78.02,108.73,5619.5 +7732.7,12403,40859,1984.7,2019,64423,8.01,-81.88,-0.95,-21.85,-3.32,3.32,5619.5 +8325.6,13199,41338,2283.7,2303,64988,5.34,290.14,-7.6,51.3,24.9,32.37,5619.6 +7769.4,12378,41136,1966,1998,64487,-2.67,-24.92,-2.85,5.7,13.28,9.96,5619.6 +7729.3,12132,41753,1834.3,1872,64216,7.12,-102.35,13.3,1.9,0.83,15.77,5619.7 +9449.2,14483,42758,2163.6,2131,66538,5.34,-69.42,1.9,-8.55,-16.6,-2.49,5619.7 +8335.9,13033,41917,2046.1,2061,65063,33.82,185.12,33.25,107.35,88.81,80.51,5619.7 +8050.7,12415,42498,2052.3,2059,65324,13.35,-8.01,0.95,-1.9,1.66,4.98,5619.7 +8223.7,12630,42672,1993.6,2054,63609,10.68,-76.54,-21.85,0.95,9.13,-1.66,5619.7 +8057.1,12324,42846,1924.2,1952,64602,1.78,292.81,-6.65,98.8,79.68,86.32,5619.7 +7735.6,11823,42879,2847.1,2923,63834,11.57,-113.03,-10.45,-28.5,-31.54,-17.43,5619.7 +8193.8,12607,42594,2055.9,2123,63465,-10.68,232.29,19.95,89.3,76.36,81.34,5619.8 +7842.9,12299,41792,1915.3,1899,66098,15.13,19.58,27.55,3.8,-9.96,14.94,5619.8 +8007.6,12443,42175,1961.6,1967,65355,78.32,1954.4,133.95,931,488.87,589.3,5619.8 +8693.6,13518,42147,2352.3,2382,64718,29.37,755.61,43.7,339.15,259.79,246.51,5619.9 +8075.7,12679,41742,2017.6,2083,63479,-23.14,-28.48,2.85,10.45,22.41,17.43,5619.9 +7929.2,12448,41745,2023.9,2084,63645,112.14,7679.8,290.7,2280.9,1131.3,1896.5,5619.9 +7779.7,12270,41553,1900.2,1930,64522,12.46,233.18,22.8,105.45,81.34,97.11,5620 +3722.5,5736,42531,2609.5,2632,64975,-9.79,195.8,25.65,86.45,73.87,39.01,5620 +8980.7,14181,41503,2115.5,2149,64515,-9.79,434.32,1.9,165.3,109.56,116.2,5620 +7619.5,12158,41072,1891.3,1918,64622,-36.49,185.12,-14.25,18.05,6.64,18.26,5620.1 +7973.8,12597,41484,2076.4,2117,64278,-6.23,238.52,29.45,119.7,77.19,93.79,5620.2 +9145.9,14195,42225,2063.9,2083,64935,16.02,25.81,29.45,56.05,10.79,23.24,5620.2 +8053.6,12686,41605,2012.3,2062,63956,-0.89,129.94,39.9,44.65,35.69,53.12,5620.2 +7800.8,12010,42567,1848.5,1870,64784,121.93,7420.8,304,2250.6,1090.6,1833.5,5620.2 +9388.4,14273,43108,3124.8,3125,65532,39.16,822.36,74.1,380.95,301.29,351.09,5620.3 +7818,12257,41801,1935.8,1973,64299,8.01,396.05,-9.5,95.95,74.7,72.21,5620.3 +8297.7,12365,43979,1963.3,2013,63919,6.23,6.23,-9.5,-0.95,13.28,13.28,5620.4 +8345.7,12568,43519,1998.9,2040,64217,-0.89,242.97,2.85,61.75,29.05,30.71,5620.4 +7754.3,12246,41498,1918.8,1942,64754,19.58,-24.03,0.95,8.55,-9.13,-5.81,5620.6 +7784.6,12191,41848,1925.1,1935,65200,-25.81,-118.37,-1.9,6.65,-8.3,-14.94,5620.6 +8038,12438,42352,2016.7,2022,65366,94.34,9062.9,311.6,2591.6,1064.1,1698.2,5620.8 +7935.1,12414,41891,1911.7,1962,63857,9.79,525.99,24.7,240.35,142.76,185.92,5620.8 +8052.2,12543,42072,1848.5,1887,64200,64.08,1959.8,129.2,866.4,489.7,584.32,5620.8 +7805.2,12242,41784,1862.8,1878,65005,-9.79,-97.9,-20.9,19,-20.75,4.15,5620.8 +7947.8,12425,41921,1945.5,1981,64363,-13.35,-49.84,0.95,20.9,20.75,26.56,5620.9 +9201.2,14211,42433,2123.5,2131,65307,4.45,601.64,76,291.65,207.5,219.12,5620.9 +4972,7654,42572,3484.3,3506,65131,3.56,970.99,35.15,287.85,241.53,272.24,5620.9 +7996.3,12653,41417,1996.3,2045,63974,-6.23,650.59,43.7,234.65,173.47,161.02,5621 +7913.5,12307,42140,1920.6,1955,64384,9.79,5.34,11.4,11.4,0,-5.81,5621.1 +7806.2,12210,41899,1974,1974,65537,-2.67,126.38,-11.4,-3.8,-15.77,4.98,5621.1 +7761.6,12265,41473,1732.8,1785,63621,19.58,522.43,7.6,230.85,165.17,195.88,5621.1 +7832.2,12343,41585,1980.3,2051,63275,-1.78,408.51,20.9,222.3,138.61,163.51,5621.2 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+8664.2,12754,44521,1946.4,2006,63590,-28.48,-74.76,34.2,-2.85,42.33,14.11,5662.2 +8050.2,12466,42321,1992.7,2018,64715,-0.89,127.27,9.5,114,81.34,78.02,5662.3 +7241.2,12003,39537,1785.3,1799,65038,-13.35,12.46,-15.2,-1.9,8.3,14.94,5662.4 +7856.7,13043,39477,2793.7,2819,64948,176.22,11277,449.35,3506.4,1711.5,2778,5662.4 +7672.4,12550,40065,1968.7,1974,65359,-9.79,142.4,-16.15,100.7,97.11,73.04,5662.4 +7600.4,12255,40645,1912.6,1931,64912,-6.23,-77.43,-9.5,18.05,19.09,-0.83,5662.5 +8352,12812,42722,1958.9,1976,64969,-1.78,-90.78,-2.85,-1.9,-14.94,5.81,5662.5 +9032.7,13831,42800,2425.3,2439,65167,10.68,40.94,9.5,38.95,22.41,29.05,5662.5 +8241.3,12699,42531,1954.4,1979,64723,40.94,467.25,39.9,208.05,151.89,182.6,5662.6 +8667.1,12867,44145,1938.4,1987,63934,57.85,1802.3,100.7,768.55,506.3,615.03,5662.6 +8493.2,12481,44596,1979.4,2005,64698,30.26,460.13,23.75,211.85,170.98,185.09,5662.6 +8753.4,12942,44325,1957.1,1998,64195,6.23,795.66,40.85,237.5,185.92,188.41,5662.7 +8635.8,12590,44953,1899.3,1934,64359,12.46,142.4,-4.75,6.65,2.49,16.6,5662.7 +8631.4,12639,44755,2063,2079,65032,68.53,1858.3,154.85,883.5,506.3,599.26,5662.7 +9937.7,14650,44456,2451.1,2474,64928,166.43,10539,424.65,3100.8,1381.1,2178.8,5662.7 +8524.5,12456,44851,1893,1916,64750,-2.67,-48.06,-2.85,-1.9,5.81,2.49,5662.8 +8451.5,12417,44606,1874.3,1889,65027,6.23,-43.61,9.5,-2.85,9.13,-12.45,5662.8 +8674.5,12780,44483,2030.1,2060,64584,-11.57,108.58,-3.8,16.15,12.45,25.73,5662.8 +8248.2,12593,42925,1920.6,1905,66073,-0.89,-88.11,-10.45,-0.95,-0.83,7.47,5662.9 +8389.3,12563,43763,1951.8,1959,65294,7.12,-112.14,-12.35,12.35,-4.98,1.66,5662.9 +8207.5,12659,42490,2027.4,1991,66735,17.8,-55.18,-0.95,0,18.26,12.45,5663 +7603.8,12490,39898,1961.6,1962,65521,-2.67,-50.73,-35.15,-22.8,-31.54,-19.09,5663 +7399.5,12279,39493,1992.7,2007,65069,-32.04,129.05,-26.6,-35.15,-33.2,-10.79,5663 +7952.2,12624,41283,1994.5,1984,65883,10.68,-49.84,7.6,13.3,18.26,20.75,5663 +7521,12372,39840,1910.8,1904,65771,97.01,1684.8,156.75,825.55,526.22,664,5663.1 +7835.6,12605,40739,2014.1,2013,65571,28.48,531.33,73.15,226.1,166.83,194.22,5663.1 +8014,12546,41862,1941.1,1961,64871,-4.45,208.26,-0.95,103.55,67.23,85.49,5663.3 +8034,12499,42125,1927.7,1955,64622,1.78,-117.48,-0.95,5.7,-20.75,-10.79,5663.3 +8738.2,12732,44978,1891.3,1928,64287,-6.23,-108.58,4.75,14.25,-8.3,-9.13,5663.4 +9986.7,14722,44456,2024.8,2050,64729,-33.82,32.04,-20.9,5.7,-7.47,-1.66,5663.4 +8855.8,13069,44408,1947.3,1993,64034,-12.46,-82.77,5.7,7.6,8.3,-9.96,5663.4 +8579.4,12902,43579,2103.1,2146,64225,-30.26,1.78,-12.35,29.45,24.9,26.56,5663.4 +7724.9,12424,40748,1877.9,1880,65463,24.03,-18.69,5.7,14.25,24.9,30.71,5663.5 +7687.6,12351,40791,1839.6,1887,63891,0,463.69,22.8,217.55,179.28,161.02,5663.5 +7383.8,12293,39364,1964.2,1969,65377,21.36,143.29,33.25,113.05,93.79,57.27,5663.6 +7352.9,12458,38681,1998.9,2014,65046,3.56,-14.24,2.85,15.2,24.07,9.96,5663.7 +8191.3,13467,39862,2095.9,2139,64217,115.7,8820.8,334.4,2496.6,1153.7,1876.6,5663.7 +7536.2,12470,39606,1984.7,1990,65361,22.25,652.37,36.1,244.15,161.85,156.87,5663.7 +7625.9,12345,40484,1897.5,1917,64869,-3.56,-23.14,1.9,7.6,1.66,-0.83,5663.7 +7540.1,12495,39548,1927.7,1963,64359,-24.03,-23.14,2.85,-19,-19.92,0.83,5663.8 +7698.9,12427,40601,1902.8,1963,63527,-12.46,6.23,-5.7,20.9,-17.43,-1.66,5663.8 +8091.9,12745,41609,1903.7,1961,63621,-21.36,-81.88,-27.55,-35.15,-28.22,-20.75,5663.8 +9125.8,13883,43079,2278.4,2319,64389,-9.79,-40.94,-0.95,-14.25,27.39,4.98,5663.9 +8474.5,12581,44145,1959.8,1989,64573,120.15,8627.7,340.1,2497.6,1071.5,1719.8,5663.9 +8697.5,12959,43985,2022.1,2043,64865,56.07,2075.5,133,900.6,521.24,605.9,5664 +6254.9,8963,45734,2366.5,2359,65745,124.6,3708.6,268.85,1640.7,1001,1180.3,5664 +8308.9,12298,44278,1796,1866,63078,18.69,148.63,-23.75,24.7,-1.66,7.47,5664 +8520.6,12551,44491,1998.9,2039,64248,149.52,8169.3,314.45,2435.8,1147.9,1854.2,5664 +8663.7,12811,44320,1982.9,2011,64621,12.46,62.3,12.35,58.9,24.07,29.88,5664.1 +9785.3,14974,42827,2020.3,2046,64713,20.47,-65.86,-0.95,25.65,9.13,0.83,5664.1 +8058.5,12776,41337,2013.2,2060,64046,-20.47,128.16,-7.6,15.2,0.83,-5.81,5664.3 +8847,13627,42547,2430.6,2447,65097,217.16,12223,518.7,3653.7,1753.8,2803.7,5664.3 +9199.8,14408,41846,2204.5,2204,65552,98.79,2646.9,170.05,1118.2,624.99,751.15,5664.3 +8260.4,13293,40725,3298.3,3325,65011,214.49,13781,539.6,3896.9,1718.1,2695.8,5664.3 +7470.1,11880,41209,2095.9,2136,64307,4.45,193.13,-16.15,19.95,17.43,23.24,5664.4 +8271.2,12926,41936,2091.5,2110,64961,129.94,9143,345.8,2520.3,1088.1,1701.5,5664.4 +8583.3,12647,44478,1985.6,2003,64966,32.04,43.61,50.35,70.3,32.37,43.16,5664.4 +8239.8,12439,43412,1985.6,1987,65489,141.51,8915.1,363.85,2547.9,1069.9,1687.4,5664.5 +8809.7,12703,45450,2038.1,2059,64871,26.7,388.93,53.2,126.35,102.92,110.39,5664.5 +8591.2,12781,44052,1926,1913,65980,53.4,65.86,31.35,55.1,40.67,44.82,5664.5 +9165,13170,45606,2512.5,2518,65392,-3.56,-40.05,12.35,31.35,13.28,2.49,5664.6 +7751.8,10705,47457,2347.8,2353,65392,191.35,14890,607.05,4572.4,1909,3041.9,5664.7 +9327.2,13324,45877,2121.8,2168,64138,125.49,8603.6,345.8,2513.7,1121.3,1790.3,5664.7 +8765.1,12690,45266,1975.8,1986,65199,-1.78,671.95,22.8,215.65,161.85,168.49,5664.7 +8961.1,12862,45660,1979.4,2026,64027,129.05,8205.8,329.65,2438.6,1166.2,1874.1,5664.8 +8420.2,12646,43636,1898.4,1942,64064,-19.58,30.26,-40.85,31.35,12.45,8.3,5664.9 +7967.9,12551,41605,1983.8,2007,64779,16.91,589.18,64.6,230.85,190.07,188.41,5665 +7808.2,12342,41461,1973.1,2006,64462,-2.67,-39.16,-1.9,38.95,31.54,24.9,5665.1 +8075.2,12561,42132,1901,1941,64187,-7.12,137.06,34.2,114.95,77.19,85.49,5665.2 +8869,12982,44773,2060.3,2082,64855,10.68,6.23,2.85,15.2,24.07,27.39,5665.2 +8272.7,12506,43352,1966.9,2014,64003,-5.34,216.27,-9.5,85.5,78.02,71.38,5665.2 +8386.4,12700,43276,2006.9,2028,64856,26.7,218.94,-19,94.05,78.85,70.55,5665.3 +8226.1,12323,43748,1875.2,1891,64989,9.79,-40.05,0,-8.55,9.96,1.66,5665.4 +9609.4,14659,42961,2209,2195,65953,182.45,10781,465.5,3550.1,1419.3,2252.6,5665.4 +7844.4,12479,41197,2015.8,2031,65047,157.53,7819.5,334.4,2256.3,1113,1818.5,5665.6 +8079.6,12849,41210,2120.9,2133,65163,44.5,630.12,68.4,263.15,180.94,200.03,5665.6 +7802.8,12531,40808,1995.4,1975,66212,157.53,8239.6,349.6,2566.9,1106.4,1779.5,5665.6 +8240.8,12526,43116,2028.3,2026,65611,47.17,166.43,47.5,135.85,112.05,110.39,5665.6 +8033.6,12551,41948,1951.8,2003,63860,53.4,1675.9,101.65,846.45,527.05,629.14,5665.6 +8292.3,12794,42476,2098.6,2126,64692,131.72,8701.5,320.15,2644.8,1089.8,1733,5665.7 +8735.7,12987,44083,2027.4,2031,65420,8.9,-40.05,4.75,31.35,21.58,23.24,5665.9 +4687.3,7090,43327,2761.7,2738,66103,15.13,-10.68,0.95,75.05,39.84,24.07,5666 +7945.4,12357,42139,1997.2,2001,65410,16.91,241.19,25.65,46.55,45.65,25.73,5666 +8000.7,12270,42733,1922.4,1930,65278,-12.46,-112.14,15.2,-5.7,0,11.62,5666.1 +8750.9,12904,44444,2022.1,2040,64960,118.37,8829.7,326.8,2572.6,1068.2,1692.4,5666.1 +8532.4,12668,44141,1897.5,1932,64365,-20.47,-8.01,-44.65,-37.05,-9.13,-13.28,5666.2 +8444.2,12710,43540,1930.4,1986,63702,30.26,1891.3,103.55,840.75,498.83,611.71,5666.2 +8121.3,11973,44453,1894.8,1937,64109,37.38,1652.7,107.35,782.8,500.49,623.33,5666.2 +8526.5,12834,43540,1992.7,2022,64587,16.02,219.83,46.55,94.05,97.94,85.49,5666.3 +8585.3,12818,43895,1942.9,1986,64113,-14.24,95.23,-19,6.65,-12.45,-11.62,5666.4 +8187.9,12555,42740,1915.3,1963,63943,43.61,1926.8,108.3,825.55,527.05,658.19,5666.4 +8896.4,13194,44190,1995.4,2042,64040,8.9,249.2,-9.5,45.6,34.86,35.69,5666.4 +8331,12371,44134,1861,1907,63955,-15.13,-14.24,-18.05,-1.9,-9.96,1.66,5666.5 +8977.3,13190,44605,2132.4,2178,64165,136.17,9188.4,339.15,2604.9,1181.9,1849.2,5666.7 +8564.7,12694,44217,1985.6,2006,64869,12.46,-33.82,-24.7,8.55,0.83,2.49,5666.7 +9777,14480,44250,2100.4,2164,63610,24.03,-26.7,-19.95,-27.55,9.13,19.92,5666.8 +7979.7,12294,42537,1973.1,2022,63952,44.5,1944.7,114,843.6,532.03,657.36,5666.9 +8289.3,12535,43339,1942,1959,64967,4.45,218.94,-30.4,19.95,26.56,28.22,5667 +8193.8,12711,42246,1981.1,2035,63801,-1.78,-61.41,-10.45,-20.9,-4.15,-4.98,5667 +8158.5,12566,42549,1993.6,1974,66187,-2.67,-32.04,1.9,30.4,0,14.94,5667.1 +9039,13598,43564,2249,2302,64028,-23.14,242.97,16.15,46.55,28.22,16.6,5667.2 +8458.9,12647,43833,1951.8,2007,63733,-31.15,163.76,-4.75,17.1,24.07,27.39,5667.2 +8361.4,12801,42807,2067.5,2069,65488,-5.34,165.54,9.5,1.9,1.66,14.94,5667.3 +8187.4,12683,42306,1995.4,2027,64514,10.68,-49.84,25.65,32.3,37.35,17.43,5667.4 +8028.2,12466,42205,1928.6,1958,64553,-18.69,161.98,10.45,4.75,24.07,1.66,5667.5 +6476.3,10249,41412,2059.5,2141,63040,6.23,226.06,8.55,81.7,91.3,76.36,5667.5 +5735.9,8981,41856,2552.5,2561,65319,-13.35,140.62,24.7,6.65,34.03,16.6,5667.6 +7778.8,12567,40566,2064.8,2103,64346,-14.24,210.04,-13.3,94.05,78.85,92.13,5667.6 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+8463.8,13108,42316,2035.4,2096,63642,116.59,7903.2,308.75,2335.1,1143.7,1861.7,5691.3 +7867,12571,41013,1904.6,1947,64109,4.45,369.35,8.55,202.35,146.91,176.79,5691.3 +7834.6,12235,41966,1955.3,1995,64233,94.34,8649.9,337.25,2553.6,1027.5,1679.1,5691.4 +8361.4,12835,42693,1964.2,1975,65179,20.47,477.93,37.05,248.9,165.17,177.62,5691.4 +5889.3,8539,45200,2959.3,2971,65277,178.89,6004.8,391.4,2806.3,1548.8,1800.3,5691.4 +8375.6,12862,42676,1922.4,1998,63056,-28.48,97.01,-21.85,-19.95,-9.96,12.45,5691.4 +8156.1,12778,41831,1980.3,2030,63930,-4.45,-129.94,-7.6,14.25,2.49,5.81,5691.5 +7897.8,12484,41460,1976.7,1988,65163,10.68,729.8,64.6,204.25,164.34,203.35,5691.6 +8862.6,13507,43002,2070.1,2083,65131,152.19,8725.6,380.95,2836.7,1165.3,1850.9,5691.6 +8710.7,13126,43491,2702,2694,65732,18.69,53.4,4.75,62.7,31.54,14.94,5691.7 +8151.2,12311,43392,1955.3,1975,64883,50.73,1943.8,128.25,884.45,509.62,571.04,5691.7 +8119.3,13204,40299,2137.8,2180,64267,19.58,896.23,31.35,307.8,233.23,251.49,5691.7 +7635.7,12285,40734,1929.5,1981,63833,-15.13,105.91,-15.2,-33.25,-2.49,-14.11,5691.7 +8151.6,12353,43247,1834.3,1873,64182,10.68,98.79,-25.65,-11.4,0,-1.66,5691.8 +7518.1,12117,40662,1911.7,1921,65219,3.56,-93.45,-15.2,7.6,13.28,0,5691.8 +7636.7,12535,39926,1997.2,2019,64827,-13.35,145.07,-1.9,-16.15,10.79,3.32,5691.8 +8425.1,13459,41024,2395,2391,65645,12.46,46.28,13.3,38.95,33.2,15.77,5691.8 +8886.6,13756,42338,2435,2444,65296,49.84,738.7,75.05,377.15,259.79,272.24,5691.9 +8204.6,12414,43314,2017.6,2030,65137,75.65,2095.1,162.45,894.9,540.33,643.25,5691.9 +8449.6,12928,42833,2006.9,2052,64097,134.39,7981.5,304,2402.6,1087.3,1777.9,5692 +7814.5,11807,43375,3004.6,3083,63870,11.57,343.54,15.2,157.7,137.78,146.08,5692 +8084.5,12543,42241,1998.9,2011,65143,0,628.34,41.8,212.8,143.59,185.09,5692.1 +7921.3,12115,42850,1942,1955,65100,3.56,213.6,48.45,105.45,52.29,72.21,5692.1 +8627.4,13154,42984,1889.5,1874,66077,32.04,626.56,47.5,252.7,161.85,158.53,5692.1 +7576.9,11490,43217,2479.5,2482,65471,-6.23,-46.28,41.8,-7.6,20.75,-4.15,5692.1 +8228.6,12515,43090,1882.3,1927,64017,32.04,88.11,14.25,42.75,41.5,13.28,5692.1 +8183.5,12518,42843,1903.7,1922,64912,2.67,-35.6,-3.8,0.95,-13.28,-14.11,5692.2 +8377.5,12643,43426,2023.9,2039,65049,45.39,606.09,50.35,284.05,180.94,188.41,5692.3 +8328,12600,43316,1980.3,2008,64630,24.92,-64.08,14.25,31.35,21.58,19.92,5692.3 +8348.6,12689,43119,1987.4,1989,65482,20.47,-56.96,-6.65,28.5,19.09,1.66,5692.3 +8622,13129,43039,2387.9,2441,64110,199.36,11379,489.25,3456.1,1665,2761.4,5692.3 +8123.7,12495,42609,1896.6,1935,64235,8.9,22.25,9.5,57.95,24.9,3.32,5692.3 +7683.2,11795,42690,2101.3,2119,64988,79.21,1709.7,136.8,801.8,533.69,621.67,5692.4 +8357.9,12864,42580,2087.9,2096,65284,8.01,-27.59,5.7,65.55,22.41,-3.32,5692.4 +8010.5,12317,42622,1904.6,1949,64043,46.28,1626.9,118.75,787.55,499.66,631.63,5692.4 +9521.2,14587,42776,2247.3,2319,63508,77.43,1997.2,160.55,969.95,620.84,776.05,5692.4 +8288.8,12836,42320,1978.5,2016,64316,49.84,1837.8,114,798,520.41,635.78,5692.4 +8184,12482,42970,1910.8,1954,64088,-10.68,-25.81,3.8,1.9,18.26,-4.15,5692.5 +8202.6,12430,43247,1924.2,1946,64801,-3.56,-91.67,-5.7,8.55,-9.13,-11.62,5692.5 +8300.6,12450,43694,1987.4,1990,65449,16.02,-72.09,23.75,19,13.28,-4.15,5692.5 +8224.7,12502,43114,2015,2066,63917,131.72,7641.5,317.3,2392.1,1150.4,1862.5,5692.5 +8245.2,12506,43208,1978.5,2014,64380,-9.79,151.3,0,-1.9,-9.96,-4.15,5692.6 +8455,12738,43500,2039,2054,65057,-15.13,8.01,-10.45,19.95,6.64,15.77,5692.7 +8214.4,12447,43250,1890.4,1915,64693,18.69,-77.43,2.85,12.35,-4.15,9.13,5692.8 +8194.8,12596,42637,2013.2,2052,64296,-17.8,4.45,-11.4,19.95,13.28,12.45,5692.8 +8102.2,12278,43247,1889.5,1942,63763,16.91,522.43,40.85,236.55,180.94,180.11,5692.8 +8327.5,12574,43403,1871.7,1934,63424,-12.46,111.25,-34.2,-5.7,16.6,0,5692.9 +8360.4,12561,43620,1997.2,2017,64891,62.3,2077.3,139.65,907.25,499.66,591.79,5692.9 +8551.5,12821,43712,2017.6,2037,64913,16.91,326.63,19,94.05,75.53,83,5692.9 +8421.6,12681,43523,2078.1,2141,63612,115.7,8189.8,300.2,2471.9,1141.3,1879.1,5692.9 +8185.5,12583,42632,1951.8,1975,64765,7.12,157.53,27.55,70.3,68.89,85.49,5693 +8451.5,12927,42847,2035.4,2079,64163,-16.91,-16.91,-2.85,27.55,4.15,14.11,5693 +8884.2,13663,42614,2244.6,2303,63874,15.13,-105.02,-19,-20.9,-14.94,5.81,5693.1 +8146.7,12811,41675,2137.8,2207,63481,-11.57,127.27,-15.2,-18.05,-29.88,-17.43,5693.2 +7861.6,12435,41433,1917.9,1971,63772,-10.68,-113.03,1.9,-3.8,-8.3,8.3,5693.2 +7981.1,12867,40651,2046.1,2067,64874,74.76,2014.1,117.8,877.8,515.43,620.84,5693.3 +8224.2,12768,42213,2077.3,2112,64458,8.01,2.67,-4.75,0,26.56,14.11,5693.6 +6946.7,10764,42295,2518.7,2536,65089,16.02,-57.85,21.85,0,2.49,28.22,5693.7 +8023.8,12521,41997,1989.2,2025,64376,4.45,233.18,28.5,24.7,32.37,42.33,5693.8 +5603.1,8842,41530,2485.8,2538,64187,5.34,1.78,19.95,28.5,43.16,32.37,5693.8 +7537.2,12182,40548,1929.5,1942,65115,12.46,-3.56,16.15,25.65,22.41,20.75,5693.9 +8150.7,12743,41918,1985.6,1987,65489,22.25,506.41,70.3,229.9,182.6,201.69,5693.9 +8109.5,12874,41282,1950.9,2010,63608,-16.02,178,6.65,101.65,102.92,87.15,5694 +7573.4,11726,42328,1820.9,1866,63953,24.03,517.09,33.25,209.95,190.07,175.96,5694.1 +7988,12374,42306,2005.2,2002,65640,131.72,8138.2,345.8,2506.1,1107.2,1787,5694.3 +8094.3,12626,42014,1954.4,1986,64495,16.02,-29.37,19.95,21.85,7.47,20.75,5694.3 +8182.5,12858,41705,2073.7,2110,64409,144.18,7612.2,330.6,2231.6,1143.7,1889.1,5694.4 +8029.1,12692,41459,2000.7,2039,64306,17.8,22.25,23.75,33.25,-7.47,17.43,5694.4 +7770.9,12421,41001,1976.7,1989,65130,-4.45,-121.04,-29.45,-39.9,-27.39,-5.81,5694.5 +9253.7,14682,41305,2181.4,2218,64454,21.36,194.91,-6.65,126.35,86.32,106.24,5694.6 +7655.8,12214,41078,1866.3,1906,64172,2.67,-26.7,-18.05,-11.4,-22.41,5.81,5694.6 +8248.7,12915,41857,2234.8,2275,64378,124.6,8374.9,307.8,2418.7,1111.4,1797.8,5694.6 +8286.4,12878,42169,2048.8,2106,63755,17.8,14.24,16.15,29.45,39.01,29.05,5694.7 +8130.6,12687,41999,1875.2,1931,63643,6.23,308.83,25.65,117.8,76.36,99.6,5694.7 +8112,12610,42159,1947.3,1990,64130,7.12,16.02,-25.65,-12.35,-6.64,-9.13,5694.9 +7857.6,12428,41435,1957.1,2011,63780,33.82,2048.8,143.45,899.65,506.3,614.2,5695.1 +7829.7,12693,40426,1928.6,2005,63040,-9.79,40.05,10.45,-13.3,-18.26,4.98,5695.1 +7693.5,12379,40730,1877.9,1919,64132,5.34,-110.36,-9.5,-13.3,2.49,0,5695.1 +7449.5,12387,39413,1975.8,2023,64007,3.56,93.45,26.6,5.7,4.15,2.49,5695.1 +7538.7,12506,39505,1948.2,1978,64549,-4.45,-112.14,7.6,-1.9,16.6,-2.49,5695.2 +7056.5,12214,37863,1890.4,1954,63402,-11.57,245.64,12.35,65.55,73.04,69.72,5695.2 +7551.9,12971,38156,2233.9,2299,63680,0,38.27,-10.45,6.65,35.69,19.09,5695.2 +7136.9,12295,38042,1883.2,1895,65129,-0.89,-60.52,7.6,33.25,19.92,10.79,5695.3 +6440.1,11171,37781,2078.1,2103,64762,4.45,443.22,32.3,94.05,83,67.23,5695.3 +7916.4,13110,39574,2270.4,2322,64079,28.48,491.28,38.95,216.6,180.94,205.84,5695.3 +7656.3,12671,39599,1947.3,2027,62960,-10.68,145.07,-13.3,15.2,4.15,4.98,5695.3 +8119.3,12447,42750,1908.2,1951,64097,14.24,199.36,0.95,132.05,94.62,89.64,5695.4 +8201.1,12666,42434,2012.3,2078,63464,-19.58,95.23,-1.9,84.55,48.97,78.85,5695.4 +8234.5,12658,42633,1957.1,2002,64067,-16.02,141.51,-19,-5.7,12.45,-13.28,5695.5 +9213,14167,42619,2254.4,2323,63600,-1.78,295.48,36.1,133,112.88,120.35,5695.5 +8419.7,12875,42858,2103.1,2159,63838,7.12,393.38,39.9,125.4,90.47,90.47,5695.6 +8331.5,12631,43228,2095.1,2119,64796,75.65,2083.5,143.45,927.2,498.83,586.81,5695.6 +8162.9,12819,41732,1976.7,2023,64036,-31.15,26.7,-7.6,-9.5,-1.66,-11.62,5695.6 +8136.9,12589,42359,1836.1,1885,63835,57.85,1781.8,138.7,775.2,502.15,620.01,5695.7 +7387.2,12025,40260,1974,1977,65437,15.13,296.37,1.9,137.75,87.98,91.3,5695.7 +7729.3,12371,40946,1898.4,1943,64031,-8.01,220.72,-12.35,98.8,53.12,60.59,5695.9 +8006.6,12335,42539,1886.8,1931,64036,66.75,1919.7,133,822.7,518.75,646.57,5696 +8180.6,12598,42556,2040.8,2082,64238,55.18,1952.7,138.7,832.2,507.13,613.37,5696 +8330,12906,42299,2054.1,2078,64783,72.09,2002.5,145.35,906.3,511.28,614.2,5696 +8785.2,13606,42316,2443.1,2450,65350,38.27,703.1,60.8,323,230.74,260.62,5696 +7749.4,11818,42974,2917.4,2974,64289,4.45,-48.06,9.5,7.6,20.75,10.79,5696 +8066.4,12331,42871,1854.8,1935,62818,-6.23,-84.55,1.9,14.25,-9.13,7.47,5696.1 +8558.8,12986,43194,1970.5,2014,64119,35.6,459.24,64.6,245.1,185.09,190.07,5696.4 +7011.9,10911,42116,2354.1,2367,65177,24.03,1001.3,53.2,397.1,315.4,316.23,5696.4 +7889,12501,41358,2054.1,2081,64689,52.51,1889.5,125.4,837.9,510.45,617.52,5696.5 +8073.7,12611,41957,1983.8,2023,64266,-9.79,118.37,13.3,1.9,29.88,10.79,5696.5 +8479.9,13003,42739,2694.9,2719,64956,69.42,3106.1,190.95,1353.8,757.79,896.4,5696.5 +8401.5,12754,43171,2015.8,2034,64951,122.82,8875.1,317.3,2672.3,1086.5,1685.7,5696.6 +9141,13693,43749,2440.4,2509,63744,-18.69,192.24,-18.05,-6.65,-1.66,18.26,5696.6 +8568.6,12870,43633,2009.6,2050,64245,12.46,573.16,27.55,257.45,180.11,169.32,5696.6 +8389.8,12751,43121,1990,2063,63218,23.14,-1.78,3.8,22.8,17.43,11.62,5696.7 +8282.5,12512,43382,1950.9,1988,64312,24.03,-42.72,-9.5,36.1,5.81,13.28,5696.7 +8179.6,12449,43060,1931.3,1973,64151,1.78,-95.23,-19,-4.75,14.11,4.98,5696.8 +8149.2,12471,42825,1950,2023,63171,-14.24,172.66,-3.8,12.35,15.77,14.11,5696.8 +8399.6,12726,43256,1997.2,2018,64859,71.2,1863.7,104.5,893,537.01,606.73,5696.9 +8463.8,12918,42939,2144,2194,64043,86.33,1730.2,112.1,773.3,513.77,658.19,5696.9 +8169.3,12643,42346,1985.6,2039,63819,-15.13,224.28,12.35,12.35,8.3,19.92,5697 +8309.4,12939,42087,1975.8,2047,63256,42.72,603.42,49.4,198.55,174.3,196.71,5697 +3551,5570,41781,3139.9,3158,65161,304.38,19991,796.1,6055.3,2647.7,4265.4,5697 +3699.5,5865,41339,2905.8,2941,64753,12.46,-80.1,1.9,24.7,2.49,19.09,5697.1 +7579.3,12522,39668,2021.2,2042,64868,-8.01,162.87,-15.2,-5.7,-4.98,15.77,5697.1 +8135.5,13818,38585,2249,2282,64589,157.53,9700.1,368.6,2866.1,1327.2,2195.3,5697.2 +7907.6,12650,40967,2029.2,2042,65125,0.89,672.84,28.5,189.05,180.11,180.94,5697.3 +7830.7,12515,41006,1960.7,2003,64151,0.89,77.43,-14.25,27.55,38.18,15.77,5697.3 +8400.1,12968,42451,2061.2,2108,64082,10.68,474.37,26.6,207.1,156.87,162.68,5697.4 +8782.8,13358,43089,2356.7,2426,63664,186.01,11267,456,3382,1570.4,2587.1,5697.4 +8194.3,12602,42614,2021.2,2074,63867,9.79,482.38,3.8,232.75,146.91,160.19,5697.4 +8198.7,12602,42637,1982,2026,64114,31.15,-82.77,-20.9,0.95,0.83,6.64,5697.4 +9678.5,14995,42300,2208.1,2243,64516,19.58,-111.25,0,19,2.49,-8.3,5697.5 +8069.8,12422,42575,2040.8,2066,64736,9.79,713.78,30.4,236.55,164.34,162.68,5697.5 +9305.6,14399,42354,2064.8,2143,63145,8.9,-7.12,27.55,59.85,19.09,21.58,5697.5 +8090.9,12637,41960,2004.3,2029,64738,5.34,22.25,-13.3,35.15,21.58,29.05,5697.6 +8008.1,12433,42212,1978.5,2001,64798,-19.58,131.72,12.35,114.95,69.72,78.85,5697.6 +7825.8,12471,41125,1978.5,1991,65124,-7.12,-40.94,-0.95,33.25,1.66,11.62,5697.6 +8606.4,13938,40467,2099.5,2150,63997,-21.36,147.74,5.7,38,20.75,24.07,5697.6 +7305.9,11947,40077,1977.6,1983,65357,79.21,1781.8,134.9,873.05,539.5,631.63,5697.6 +8264.3,13394,40437,2252.6,2246,65728,15.13,396.94,39.9,186.2,119.52,120.35,5697.7 +7106.5,11935,39022,1915.3,1899,66098,-0.89,260.77,20.9,128.25,87.98,94.62,5697.7 +7288.3,12371,38610,1994.5,2055,63606,-17.8,61.41,12.35,-31.35,7.47,-1.66,5697.8 +7127.1,12258,38104,1961.6,1974,65123,12.46,362.23,20.9,99.75,94.62,97.94,5697.8 +6270,10250,40089,2321.1,2301,66109,30.26,364.01,21.85,168.15,154.38,156.87,5697.9 +7847.8,12350,41645,1952.7,1978,64696,58.74,1863.7,146.3,836.95,498.83,597.6,5697.9 +8238.9,12694,42535,2043.4,2102,63710,125.49,8872.4,319.2,2550.8,1089.8,1743.8,5698 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+7267.2,12290,38752,1966.9,1990,64775,-1.78,115.7,3.8,40.85,14.94,39.84,5705.6 +7739.6,12633,40150,1987.4,2041,63814,-2.67,-100.57,-8.55,-8.55,-18.26,-13.28,5705.6 +7361.8,12270,39320,1947.3,1978,64519,-13.35,-17.8,-17.1,25.65,4.98,19.09,5705.7 +7493.1,12279,39992,1924.2,1927,65440,-10.68,-19.58,0,9.5,18.26,6.64,5705.7 +9445.7,14658,42232,2406.6,2438,64691,127.27,9799.8,398.05,2809.1,1351.2,2247.6,5705.8 +8010.5,12393,42361,1909.9,1977,63313,8.9,-85.44,-3.8,27.55,11.62,3.32,5705.8 +8382.4,12861,42714,2016.7,2045,64630,-9.79,149.52,24.7,67.45,38.18,43.99,5706 +9482.5,14801,41987,2136.9,2177,64329,-2.67,-50.73,0,0.95,-7.47,10.79,5706 +8111,12567,42298,1940.2,1971,64512,-37.38,48.06,-17.1,-13.3,5.81,-2.49,5706 +8161.4,12557,42595,1901,1965,63403,-17.8,186.01,-10.45,2.85,23.24,5.81,5706.1 +8316.3,12669,43020,1985.6,1993,65292,58.74,1963.3,133,882.55,514.6,605.07,5706.1 +8008.6,12465,42106,1866.3,1905,64206,-1.78,-57.85,-13.3,-1.9,-4.15,4.15,5706.2 +8263.9,12524,43243,2031.9,2056,64767,142.4,8080.3,351.5,2495.6,1131.3,1806.9,5706.4 +8347.6,12697,43087,1940.2,1981,64186,30.26,190.46,13.3,19.95,33.2,34.86,5706.4 +7873.3,12010,42963,1904.6,1930,64674,75.65,2140.4,143.45,874.95,502.98,595.11,5706.5 +8135,12398,43002,1932.2,1966,64409,25.81,619.44,43.7,250.8,201.69,190.07,5706.5 +8258,12757,42423,1990,2049,63650,23.14,-85.44,26.6,-3.8,17.43,1.66,5706.6 +8240.3,12638,42731,1964.2,2010,64044,35.6,25.81,39.9,40.85,21.58,22.41,5706.6 +7893.9,12626,40974,1958,2018,63587,-0.89,158.42,29.45,90.25,63.91,78.85,5706.6 +7923.3,12498,41548,1924.2,1986,63496,0,114.81,2.85,1.9,1.66,-23.24,5706.6 +8172.2,12382,43254,2007.8,2046,64314,3.56,176.22,24.7,108.3,69.72,79.68,5706.7 +8175.7,12554,42680,1885.9,1930,64039,12.46,-120.15,2.85,5.7,-18.26,4.15,5706.8 +8436.3,12763,43319,1988.3,2027,64283,5.34,225.17,16.15,70.3,40.67,10.79,5706.8 +8205.5,12778,42085,1987.4,2046,63658,17.8,648.81,46.55,244.15,163.51,183.43,5706.9 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+7585.7,12266,40530,1907.3,1918,65169,8.01,111.25,5.7,-0.95,-18.26,3.32,5707.7 +8518.7,13599,41053,2230.3,2255,64819,-12.46,228.73,-8.55,28.5,33.2,9.96,5707.7 +8207.5,12533,42918,1977.6,1969,65822,4.45,12.46,11.4,24.7,35.69,23.24,5707.8 +8097.7,12376,42881,1914.4,1964,63881,38.27,462.8,47.5,233.7,180.94,189.24,5707.9 +8089.4,12379,42826,2052.3,2095,64202,141.51,7888.1,340.1,2324.6,1161.2,1891.6,5707.9 +8232.5,12595,42836,1952.7,2007,63762,24.03,256.32,12.35,96.9,81.34,86.32,5707.9 +8287.4,12575,43191,2059.5,2075,65045,10.68,208.26,21.85,8.55,18.26,4.15,5707.9 +8360.4,12771,42902,2019.4,2067,64027,12.46,-132.61,-2.85,24.7,-30.71,-4.98,5708 +8184,12511,42870,1959.8,2027,63363,6.23,221.61,-0.95,28.5,10.79,12.45,5708 +8282,12640,42941,1947.3,2020,63178,1.78,147.74,-6.65,3.8,1.66,-8.3,5708 +8415.8,12762,43217,2012.3,2074,63586,164.65,8412.3,339.15,2409.2,1167.8,1838.4,5708 +8338.8,12625,43287,1943.8,1973,64565,10.68,136.17,0.95,-2.85,8.3,6.64,5708.1 +8121.8,12320,43203,1907.3,1936,64563,-15.13,-19.58,1.9,-15.2,-1.66,4.98,5708.1 +8331,12643,43184,1956.2,2003,64005,1.78,175.33,4.75,28.5,19.09,12.45,5708.1 +8142.3,12447,42871,1894.8,1919,64710,-2.67,117.48,-4.75,-4.75,13.28,-1.66,5708.2 +7858.1,12147,42397,1993.6,2019,64712,58.74,2030.1,105.45,870.2,515.43,605.07,5708.2 +7899.8,12758,40580,1969.6,2002,64474,72.09,1958.9,117.8,850.25,539.5,656.53,5708.2 +7807.7,12579,40678,1962.4,2019,63700,-8.9,132.61,-2.85,-3.8,-2.49,-2.49,5708.2 +8154.6,12704,42067,2046.1,2064,64968,0.89,149.52,8.55,5.7,1.66,4.15,5708.3 +7925.8,12550,41388,2001.6,2054,63864,1.78,114.81,10.45,26.6,29.88,35.69,5708.3 +7780.7,12206,41776,1983.8,2010,64682,12.46,439.66,21.85,112.1,118.69,103.75,5708.4 +7989.5,12303,42558,1896.6,1915,64906,16.91,-66.75,9.5,12.35,29.05,11.62,5708.4 +8288.4,12608,43083,1917.1,1968,63840,-5.34,-98.79,-26.6,0.95,3.32,2.49,5708.6 +8172.7,12480,42917,2016.7,2080,63543,-15.13,-25.81,-18.05,20.9,4.15,7.47,5708.6 +8259.9,12572,43058,1912.6,1976,63434,60.52,1933.1,100.7,827.45,522.07,624.99,5708.6 +8109,12365,42979,1927.7,1981,63774,12.46,420.97,-7.6,104.5,79.68,76.36,5708.6 +8470.6,12862,43161,2069.3,2126,63787,19.58,161.09,38.95,105.45,87.98,92.96,5708.6 +8399.1,12689,43380,1826.3,1877,63765,-8.01,82.77,13.3,22.8,35.69,19.09,5708.7 +8565.7,13099,42855,2250.8,2287,64499,1.78,77.43,17.1,11.4,28.22,24.07,5708.7 +8292.3,12559,43271,1982.9,2031,63985,-8.9,86.33,-5.7,35.15,31.54,28.22,5708.7 +8259.4,12523,43224,1967.8,2031,63496,47.17,2124.4,110.2,872.1,520.41,630.8,5708.8 +8383.9,12658,43407,1979.4,2002,64795,-2.67,611.43,3.8,213.75,171.81,169.32,5708.8 +8040.9,12815,41121,2035.4,2079,64163,-5.34,184.23,2.85,-2.85,0.83,2.49,5708.8 +8629.4,13541,41765,2331.8,2325,65728,12.46,791.21,52.25,365.75,246.51,240.7,5709 +8080.6,12379,42780,1878.8,1919,64163,-9.79,13.35,-23.75,-19,-14.94,-14.11,5709.1 +8106.6,12470,42604,1902.8,1942,64214,-25.81,99.68,-37.05,-18.05,-12.45,-27.39,5709.2 +8504.4,12935,43088,2019.4,2055,64401,24.92,244.75,35.15,127.3,86.32,88.81,5709.4 +7239.8,11983,39595,1934.9,1967,64465,9.79,215.38,-13.3,100.7,20.75,37.35,5709.4 +7355.9,11983,40230,1977.6,1995,64964,101.46,7581,315.4,2263.8,1103.9,1806.1,5709.5 +8087,12317,43029,1853,1901,63881,-21.36,3.56,50.35,-2.85,-13.28,-10.79,5709.7 +8205.5,12480,43090,1898.4,1920,64798,-6.23,145.07,-2.85,53.2,21.58,0.83,5709.7 +8081.1,12461,42501,1899.3,1981,62832,108.58,7745.7,317.3,2208.8,1134.6,1853.4,5709.7 +8202.1,12537,42876,1986.5,2013,64673,119.26,8180.9,337.25,2421.6,1121.3,1826.8,5709.8 +8056.1,12323,42844,1703.5,1783,62612,26.7,384.48,44.65,193.8,161.85,185.09,5709.8 +9087,13819,43095,2261.5,2319,63911,29.37,712,62.7,361.95,200.86,235.72,5709.9 +9418.8,14237,43357,2370.1,2393,64908,101.46,2869.4,208.05,1347.1,771.07,890.59,5709.9 +8207,12497,43039,1974.9,2033,63663,10.68,-80.1,-4.75,19,6.64,0,5709.9 +8264.8,12546,43173,1980.3,2018,64310,8.9,-99.68,0.95,-18.05,-10.79,-1.66,5710 +9186.5,13973,43087,2337.1,2405,63687,16.02,54.29,-2.85,-13.3,12.45,6.64,5710.1 +8204.6,12443,43213,1954.4,2031,63066,-16.02,-2.67,-20.9,-3.8,-1.66,10.79,5710.1 +8482.9,13040,42633,2025.6,2067,64225,80.1,1844.1,120.65,820.8,495.51,609.22,5710.3 +7993.9,12082,43361,1820.9,1858,64229,48.06,1877,115.9,878.75,514.6,581,5710.4 +7725.8,12362,40958,2011.4,2078,63436,46.28,1851.2,98.8,781.85,492.19,603.41,5710.5 +8250.1,12689,42610,1972.2,2053,62958,31.15,2127.1,145.35,874,504.64,600.09,5710.6 +7779.2,12175,41874,1912.6,1979,63337,40.94,2078.1,105.45,905.35,481.4,576.02,5710.6 +8116.9,12362,43031,1834.3,1898,63336,-7.12,-149.52,-25.65,-17.1,-13.28,-13.28,5710.7 +6918.8,10333,43882,2377.2,2425,64244,-20.47,-66.75,-5.7,0.95,0,14.11,5710.8 +8503.5,12987,42911,2007.8,2043,64408,39.16,750.27,48.45,267.9,175.96,186.75,5710.8 +8956.7,13894,42248,2553.4,2626,63724,170.88,12256,477.85,3695.5,1717.3,2791.3,5710.9 +8500.5,12956,42999,2021.2,2076,63806,24.92,629.23,38.95,252.7,199.2,186.75,5710.9 +8122.7,12574,42336,1983.8,2010,64682,11.57,-48.95,23.75,8.55,15.77,26.56,5710.9 +8011,12473,42092,1950.9,1981,64540,133.5,8358.9,341.05,2553.6,1128.8,1787,5710.9 +7720.9,12094,41839,1911.7,1946,64382,15.13,417.41,34.2,223.25,166.83,170.15,5710.9 +8851.4,13438,43167,2454.6,2510,64090,94.34,2844.4,218.5,1407.9,752.81,914.66,5711 +8060,12430,42496,1934.9,1982,63977,11.57,-113.03,0.95,11.4,8.3,7.47,5711 +7971.8,12358,42275,1877.9,1938,63504,8.01,175.33,-24.7,14.25,11.62,5.81,5711.1 +8194.8,12696,42301,1968.7,2060,62631,-0.89,-38.27,-6.65,17.1,-1.66,13.28,5711.1 +8387.3,12787,42987,1990,2023,64468,-7.12,38.27,7.6,69.35,37.35,34.03,5711.1 +8146.3,12560,42506,1919.7,2020,62283,-16.02,156.64,-26.6,-12.35,-14.11,-19.92,5711.1 +8786.7,13413,42932,2428.8,2501,63644,165.54,11630,485.45,3572,1670.8,2743.1,5711.2 +8376.5,12806,42868,1952.7,1954,65491,-4.45,-80.99,3.8,23.75,-8.3,5.81,5711.2 +8244.3,12618,42819,2064.8,2110,64132,3.56,458.35,26.6,222.3,158.53,161.02,5711.3 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+9043.4,14111,42001,2571.2,2607,64636,65.86,2524.9,168.15,1112.4,716.29,874.82,5736.9 +8117.8,12876,41318,2086.2,2136,64007,-9.79,346.21,45.6,84.55,80.51,83,5737 +8532.9,13361,41854,2034.5,2065,64569,82.77,2517.8,195.7,1185.6,732.89,911.34,5737 +8565.2,13387,41931,2297.1,2315,65029,8.01,10.68,-6.65,21.85,36.52,24.9,5737 +7711.1,12444,40610,2117.3,2156,64360,143.29,7796.4,358.15,2474.8,1161.2,1850.1,5737.1 +7754.3,12159,41795,2046.1,2075,64624,121.04,8243.2,361,2517.5,1155.4,1840.9,5737.1 +7761.6,12424,40942,2056.8,2072,65055,133.5,8939.2,358.15,2595.4,1133.8,1762.1,5737.3 +5405.2,8755,40461,2316.7,2359,64360,-14.24,621.22,16.15,162.45,175.13,173.47,5737.3 +7625.9,12256,40778,1933.1,1924,65845,-9.79,-112.14,0,-17.1,0.83,9.13,5737.3 +8978.8,14262,41259,2055.9,2082,64714,31.15,2581.9,166.25,1160.9,730.4,870.67,5737.4 +8159,12579,42508,1916.2,1987,63200,-0.89,16.91,-17.1,0,18.26,14.11,5737.5 +7992.4,12536,41783,1996.3,2008,65153,1.78,291.92,24.7,114,101.26,87.15,5737.5 +7751.8,12516,40590,2066.6,2064,65618,21.36,192.24,38,128.25,88.81,92.96,5737.5 +8094.8,12503,42430,1959.8,1987,64638,-27.59,130.83,0,-20.9,9.13,-9.13,5737.5 +8041.9,12372,42599,1950.9,1988,64312,-20.47,140.62,0,-16.15,-1.66,-4.98,5737.5 +7696.4,12074,41775,1932.2,1950,64937,-12.46,117.48,21.85,112.1,89.64,98.77,5737.6 +8255,13034,41507,2387,2362,66229,0.89,-83.66,23.75,-4.75,9.96,9.96,5737.6 +7978.2,12452,41990,1915.3,1920,65375,-10.68,24.03,-8.55,-28.5,-3.32,-1.66,5737.7 +7705.3,12444,40580,2049.7,2076,64705,-16.91,-20.47,-11.4,20.9,3.32,2.49,5737.7 +7853.2,12430,41405,2044.3,2042,65611,117.48,8850.2,344.85,2677.1,1128,1739.7,5737.7 +7823.8,12350,41518,2153.8,2170,65047,116.59,8223.6,359.1,2422.5,1131.3,1847.6,5737.7 +7863.5,12574,40985,2005.2,1998,65771,10.68,-56.96,37.05,8.55,17.43,18.26,5737.8 +8976.8,14298,41146,2113.8,2090,66281,34.71,738.7,84.55,326.8,258.96,264.77,5737.8 +6077.5,9802,40634,2013.2,2010,65640,-19.58,-23.14,0,9.5,14.94,5.81,5737.8 +8227.6,12498,43143,2004.3,2006,65480,18.69,-95.23,-1.9,19.95,-17.43,12.45,5737.9 +4665.3,6947,44011,3028.7,3091,64214,-16.02,298.15,7.6,81.7,38.18,58.93,5737.9 +4151.3,5971,45563,2566.8,2551,65941,118.37,4075.3,269.8,1992.2,1186.9,1439.2,5737.9 +8149.2,12564,42508,1927.7,1968,64195,-0.89,-60.52,-5.7,7.6,-18.26,8.3,5738 +8261.9,12626,42884,2039.9,2038,65596,35.6,-75.65,-0.95,19.95,0.83,13.28,5738 +8265.8,12617,42935,2200.1,2237,64454,149.52,7686,309.7,2299.9,1125.5,1865,5738.3 +9290.4,14512,41955,2126.2,2144,64992,-8.01,221.61,-8.55,27.55,19.09,29.05,5738.4 +8234.9,12564,42955,1961.6,1988,64664,-4.45,113.03,12.35,35.15,14.94,21.58,5738.6 +4813.3,7105,44397,2334.5,2353,65020,84.55,3595.6,203.3,1680.5,1007.6,1217.6,5738.6 +8344.2,12687,43103,2013.2,2059,64078,111.25,8876,330.6,2590.6,1120.5,1750.5,5738.6 +8267.3,12523,43265,1986.5,2031,64099,-19.58,247.42,21.85,51.3,22.41,14.11,5738.7 +8299.1,12547,43348,1982.9,1975,65799,-10.68,-42.72,-0.95,2.85,-4.98,-6.64,5738.7 +7914,11873,43683,2702.9,2725,65005,-15.13,1.78,-19.95,0,-7.47,-1.66,5738.7 +8419.2,12722,43370,2006.9,2034,64664,-4.45,150.41,-8.55,0,27.39,11.62,5738.8 +4721.1,6758,45784,2727,2726,65559,165.54,5066.8,349.6,2460.5,1445,1737.2,5738.8 +8387.3,12718,43220,2017.6,2074,63755,1.78,83.66,-5.7,52.25,37.35,29.05,5738.9 +9028.7,13503,43820,2221.4,2219,65608,2.67,-27.59,-8.55,39.9,21.58,24.07,5738.9 +6246,10399,39363,2351.4,2351,65547,33.82,845.5,43.7,387.6,283.86,308.76,5739.2 +8043.4,12890,40894,2196.5,2190,65731,71.2,2976.2,182.4,1330,731.23,862.37,5739.2 +7622.4,12683,39387,2098.6,2111,65152,10.68,712,12.35,256.5,184.26,188.41,5739.2 +8179.1,12773,41965,2022.1,2053,64549,11.57,57.85,2.85,49.4,42.33,29.88,5739.3 +7752.8,12401,40971,1960.7,1973,65126,4.45,232.29,-11.4,27.55,4.15,10.79,5739.3 +8155.6,12547,42598,1909,1959,63865,-20.47,179.78,-2.85,-2.85,12.45,0,5739.4 +6235.3,9235,44248,2432.4,2487,64096,-22.25,192.24,-16.15,5.7,0.83,4.15,5739.5 +8208.5,12601,42691,1822.7,1869,63913,-8.01,-77.43,0.95,-10.45,-19.92,-13.28,5739.5 +8282,12707,42714,1936.6,2007,63238,35.6,1779.1,101.65,789.45,491.36,625.82,5739.5 +8121.3,12901,41255,2011.4,2049,64333,14.24,509.97,45.6,238.45,156.04,183.43,5739.7 +7818.9,12442,41185,1884.1,1934,63846,1.78,226.06,18.05,109.25,84.66,74.7,5739.7 +7986,12543,41726,1918.8,1931,65123,-7.12,250.98,6.65,48.45,46.48,9.13,5739.7 +7427.9,11875,40993,1948.2,1971,64778,35.6,725.35,12.35,248.9,154.38,157.7,5739.8 +7895.4,12441,41591,1892.1,1913,64821,18.69,30.26,43.7,35.15,23.24,13.28,5739.9 +8347.2,12733,42962,2037.2,2137,62476,-16.02,-35.6,-2.85,13.3,11.62,4.15,5740.1 +9506,14443,43134,2014.1,2111,62527,16.02,567.82,34.2,253.65,188.41,220.78,5740.1 +8205.5,12487,43065,1869,1923,63696,-9.79,113.92,36.1,91.2,72.21,70.55,5740.1 +8186.9,12495,42940,1889.5,1983,62445,-3.56,534,38,234.65,154.38,192.56,5740.2 +8256,12570,43044,1980.3,2010,64566,-8.9,32.04,-10.45,26.6,18.26,20.75,5740.3 +9583.4,14517,43264,2063.9,2101,64379,-11.57,124.6,22.8,9.5,22.41,3.32,5740.3 +8345.2,12823,42651,2504.5,2515,65261,2.67,88.11,2.85,13.3,35.69,15.77,5740.3 +8201.6,12745,42174,1987.4,1965,66282,19.58,173.55,19,91.2,105.41,95.45,5740.4 +8246.2,12768,42326,1912.6,1968,63691,-32.93,-65.86,-4.75,3.8,-9.13,6.64,5740.5 +6094.6,9291,42990,2326.5,2399,63554,79.21,3208.4,189.05,1483.9,977.74,1203.5,5740.5 +8922.9,13368,43744,2269.5,2296,64780,22.25,521.54,27.55,171.95,106.24,114.54,5740.6 +8389.8,12832,42849,1988.3,2020,64506,11.57,-72.98,-21.85,30.4,15.77,-12.45,5740.8 +8340.8,12589,43421,2028.3,2073,64123,27.59,150.41,24.7,48.45,35.69,22.41,5740.8 +5121.5,7938,42283,2825.8,2838,65253,164.65,5025.8,356.25,2377.8,1582,1937.2,5740.9 +8267.3,12844,42183,2015,2028,65115,25.81,12.46,18.05,52.25,34.86,21.58,5740.9 +8040.4,12593,41844,1971.3,1969,65614,60.52,1998.9,111.15,889.2,462.31,537.84,5741 +6786,11965,37169,1866.3,1917,63804,22.25,306.16,12.35,93.1,75.53,87.15,5741 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+7118.2,12300,37927,1951.8,1932,66207,64.97,2083.5,134.9,834.1,511.28,616.69,5741.7 +9427.6,14691,42056,2187.6,2199,65197,-24.03,85.44,11.4,-0.95,4.15,12.45,5741.9 +8539.7,12846,43567,2146.7,2190,64240,113.03,8502.2,329.65,2442.4,1116.3,1792,5742 +8274.1,12567,43149,1880.6,1943,63430,0,647.92,28.5,198.55,161.02,157.7,5742 +8400.6,12560,43833,1945.5,1972,64657,-15.13,-123.71,-22.8,-21.85,0,-17.43,5742 +8466.7,12959,42818,2103.1,2171,63485,-39.16,-89,-27.55,-34.2,4.98,-22.41,5742 +8210.4,12388,43436,1890.4,1920,64524,-16.91,-3.56,-16.15,52.25,19.92,14.94,5742.1 +8344.2,12559,43542,1952.7,1995,64145,39.16,1859.2,134.9,846.45,514.6,634.95,5742.1 +8402,12809,42988,2062.1,2057,65699,34.71,677.29,39.9,272.65,190.07,203.35,5742.2 +8208,12654,42510,2032.8,2090,63741,15.13,65.86,-12.35,18.05,22.41,23.24,5742.3 +7679.8,12208,41227,1933.1,1924,65845,81.88,1976.7,145.35,951.9,479.74,587.64,5742.3 +7614.1,12145,41087,1934.9,1957,64795,3.56,98.79,-33.25,28.5,22.41,30.71,5742.3 +7704.8,12400,40721,2016.7,2048,64536,9.79,176.22,-0.95,48.45,31.54,39.01,5742.3 +7622.4,12371,40380,2020.3,2019,65578,-0.89,-92.56,-1.9,0.95,19.92,0.83,5742.4 +8255.5,12738,42474,1942,1986,64083,2.67,123.71,-20.9,9.5,23.24,10.79,5742.5 +7923.3,12530,41441,1966,1990,64746,9.79,-121.04,20.9,-25.65,16.6,-0.83,5742.5 +7931.1,12219,42538,2075.5,2143,63471,-8.01,133.5,-17.1,-3.8,-14.11,-0.83,5742.5 +8019.8,12075,43527,1812.9,1819,65317,19.58,279.46,14.25,114,73.04,83.83,5742.5 +6793.9,10305,43206,2425.3,2481,64063,213.6,12707,502.55,3758.2,1907.3,3175.6,5742.6 +8294.2,12682,42862,1950,1998,63961,81.88,1992.7,161.5,837.9,525.39,644.08,5742.6 +7747.4,11743,43237,1880.6,1931,63824,28.48,671.06,40.85,209,185.92,180.94,5742.7 +8369.7,12630,43430,1962.4,1986,64759,70.31,1760.4,130.15,870.2,551.12,668.98,5742.7 +8443.7,12779,43303,1967.8,2043,63123,0.89,101.46,9.5,-6.65,28.22,14.11,5742.7 +8381.9,12859,42719,2145.8,2207,63718,117.48,7875.6,336.3,2339.8,1128,1857.5,5742.7 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+8411.3,12794,43086,2018.5,2090,63295,19.58,330.19,17.1,110.2,93.79,111.22,5755 +8718.1,13143,43472,2133.3,2195,63695,1.78,-99.68,-9.5,18.05,-15.77,10.79,5755.1 +8290.8,12582,43184,2013.2,2070,63737,44.5,1773.8,133.95,791.35,524.56,661.51,5755.1 +4379.1,6130,46817,2751,2774,64992,0.89,-156.64,2.85,-25.65,-13.28,-24.07,5755.1 +8598,12910,43647,2096.8,2154,63797,9.79,8.01,38.95,29.45,22.41,26.56,5755.2 +8286.9,12649,42935,1953.5,1993,64239,-11.57,171.77,33.25,29.45,13.28,19.09,5755.2 +8439.3,12955,42692,2068.4,2095,64703,141.51,8953.4,362.9,2589.7,1136.3,1792.8,5755.2 +8153.6,12595,42426,1996.3,2035,64289,41.83,454.79,30.4,241.3,180.94,182.6,5755.2 +8221.2,12634,42646,1938.4,1982,64095,14.24,-48.95,4.75,0.95,-7.47,1.66,5755.2 +8594.1,13342,42214,2227.7,2250,64886,126.38,8809.2,382.85,2683.8,1187.7,1863.3,5755.3 +7967.9,12596,41456,1943.8,1940,65663,35.6,330.19,47.5,132.05,110.39,97.11,5755.3 +5067.6,8127,40865,2896.9,2939,64598,8.01,-56.96,22.8,27.55,-4.15,6.64,5755.4 +8856.3,14506,40011,2071,2096,64755,-16.91,57.85,8.55,39.9,-5.81,19.09,5755.4 +7738.1,12731,39834,1992.7,2047,63798,0.89,-41.83,5.7,27.55,-12.45,5.81,5755.4 +7724.4,12506,40478,1975.8,1998,64808,8.01,-107.69,-8.55,-4.75,-6.64,4.15,5755.5 +7748.4,12755,39812,1964.2,2003,64267,44.5,2028.3,141.55,889.2,508.79,637.44,5755.5 +8251.1,13067,41382,2047,2111,63549,13.35,-91.67,22.8,8.55,13.28,16.6,5755.6 +8602.9,13643,41325,2242.8,2319,63383,22.25,-58.74,4.75,29.45,9.96,4.15,5755.6 +8122.2,12591,42276,1958,1995,64321,26.7,202.92,51.3,122.55,72.21,87.15,5755.6 +8134,12811,41610,2051.4,2111,63687,129.05,8622.3,320.15,2539.3,1160.3,1853.4,5755.6 +7880.7,12863,40151,1945.5,2015,63277,-3.56,436.1,48.45,214.7,167.66,180.11,5755.8 +7209.4,11800,40040,2120.9,2220,62610,-20.47,183.34,7.6,20.9,17.43,23.24,5755.8 +7830.7,12803,40084,2054.1,2115,63650,-1.78,-93.45,14.25,19.95,22.41,-6.64,5755.9 +7693,12695,39714,1992.7,2051,63673,-1.78,367.57,24.7,115.9,90.47,113.71,5755.9 +7782.7,12819,39788,2059.5,2119,63695,4.45,286.58,30.4,114.95,86.32,92.96,5755.9 +7956.6,13090,39835,2290,2406,62376,57.85,2541.8,158.65,1228.3,749.49,931.26,5756 +8930.3,14726,39743,2109.3,2182,63352,-42.72,-88.11,-8.55,4.75,-5.81,-3.32,5756 +7712.1,12658,39929,1953.5,2006,63822,-4.45,229.62,12.35,100.7,73.04,83.83,5756 +7390.7,12330,39283,2010.5,2094,62923,10.68,494.84,27.55,246.05,151.89,166.83,5756 +7090.8,12167,38194,1905.5,1971,63358,105.91,7421.7,306.85,2242,1124.7,1883.3,5756.1 +9042.5,14921,39716,2131.6,2253,62003,13.35,849.06,49.4,287.85,211.65,260.62,5756.1 +7683.2,12851,39182,1942.9,2019,63065,36.49,1715,105.45,777.1,502.98,635.78,5756.2 +7335.8,12339,38963,1947.3,2023,63084,16.91,382.7,25.65,101.65,81.34,76.36,5756.3 +7517.6,12632,39002,2071,2124,63902,-1.78,-95.23,-1.9,-2.85,0,-4.98,5756.3 +7389.2,12525,38663,2082.6,2141,63748,151.3,8684.6,342,2598.3,1116.3,1765.4,5756.5 +7574.4,12498,39718,1949.1,1986,64318,27.59,81.88,-3.8,39.9,24.9,14.94,5756.5 +7439.2,12265,39750,1897.5,1917,64869,48.95,202.92,40.85,130.15,89.64,102.92,5756.6 +7228,11836,40021,2908.5,2936,64923,267.89,15127,606.1,4411.8,1738.8,2701.6,5756.6 +7640.6,12730,39335,2076.4,2106,64614,29.37,226.95,32.3,65.55,25.73,29.88,5756.7 +4102.3,6895,38992,3232.5,3307,64059,18.69,137.95,21.85,37.05,45.65,30.71,5756.7 +7170.7,12166,38627,1893,1910,64954,23.14,-40.94,27.55,40.85,31.54,34.86,5756.7 +7558.3,12782,38753,2017.6,2062,64126,-11.57,275.01,9.5,40.85,34.86,23.24,5756.7 +7409.8,12502,38842,1933.1,1958,64702,26.7,-76.54,39.9,4.75,9.96,19.09,5756.8 +7228,12295,38527,2014.1,2103,62765,83.66,2012.3,122.55,738.15,550.29,667.32,5756.8 +8141.4,13746,38815,2375.4,2434,63958,1.78,132.61,-0.95,46.55,40.67,34.03,5756.8 +7478.4,12595,38913,1993.6,2035,64203,6.23,-80.1,29.45,19.95,-2.49,4.15,5756.9 +7317.7,12479,38430,1877,1963,62665,4.45,192.24,12.35,6.65,9.96,4.15,5756.9 +7578.8,12730,39017,2154.7,2222,63551,-10.68,165.54,16.15,26.6,11.62,18.26,5756.9 +7358.3,12471,38669,2021.2,2051,64583,5.34,510.86,37.05,248.9,157.7,158.53,5756.9 +7422,12581,38662,1935.8,2005,63272,89,8571.6,330.6,2464.3,1106.4,1733,5757 +7200.6,12411,38022,1934,2015,62901,-36.49,123.71,-7.6,-21.85,-11.62,-23.24,5757 +7269.1,12465,38218,1946.4,2005,63622,-24.03,-40.05,13.3,5.7,4.15,6.64,5757.1 +8433.9,14222,38864,2700.3,2778,63702,8.9,85.44,-7.6,2.85,-0.83,5.81,5757.1 +7600.4,12982,38368,2031,2114,62962,8.01,565.15,22.8,230.85,149.4,177.62,5757.1 +7239.3,12320,38509,1895.7,1968,63128,-14.24,171.77,-19,95,53.95,66.4,5757.2 +7123.1,12375,37723,1936.6,2039,62246,113.03,7617.5,272.65,2163.1,1081.5,1836,5757.2 +7526.4,12925,38162,2055,2137,63022,-11.57,-132.61,3.8,6.65,-14.11,-8.3,5757.2 +7319.1,12454,38515,2018.5,2098,63053,41.83,2266.8,104.5,870.2,489.7,568.55,5757.2 +7207.4,12383,38145,1925.1,2031,62118,-16.91,-89,0.95,-21.85,-20.75,-19.92,5757.2 +7495.5,12806,38359,2009.6,2102,62656,95.23,8884.9,320.15,2483.3,1135.4,1794.5,5757.3 +7181,12514,37607,2023.9,2070,64075,13.35,15.13,17.1,21.85,-18.26,12.45,5757.4 +7452.9,12682,38514,1999.8,2058,63684,11.57,530.44,26.6,239.4,155.21,177.62,5757.4 +7383.8,12660,38223,1918.8,2032,61886,6.23,-57.85,-19.95,-4.75,-2.49,4.98,5757.4 +7513.7,12653,38917,2096.8,2157,63708,-13.35,-3.56,3.8,35.15,8.3,4.98,5757.5 +7453.4,12496,39090,1983.8,2048,63482,6.23,-27.59,-22.8,22.8,21.58,12.45,5757.7 +7586.7,12674,39230,2023.9,2114,62742,-1.78,114.81,0.95,19,46.48,22.41,5757.8 +7511.7,12538,39264,2010.5,2058,64024,-20.47,167.32,10.45,85.5,68.89,63.08,5757.8 +7155.5,12050,38916,1923.3,1990,63339,-28.48,285.69,10.45,79.8,73.04,83.83,5757.9 +7218.7,12251,38616,1878.8,1963,62725,2.67,-112.14,-13.3,0.95,20.75,-6.64,5757.9 +7578.8,12627,39335,2010.5,2055,64117,143.29,8107.9,325.85,2415.8,1162,1874.1,5757.9 +7678.3,12830,39221,1975.8,2078,62313,-8.01,-27.59,-1.9,-11.4,9.96,-5.81,5757.9 +8288.4,13758,39481,2446.6,2526,63476,13.35,559.81,48.45,165.3,144.42,132.8,5757.9 +7544,12486,39597,1852.1,1922,63152,-4.45,173.55,11.4,25.65,17.43,32.37,5758 +8102.6,13268,40022,2427,2496,63725,-9.79,116.59,8.55,-11.4,18.26,-2.49,5758 +7757.7,12724,39957,2006.1,2068,63573,-16.02,-6.23,0.95,-4.75,1.66,19.92,5758.1 +8248.7,13535,39940,2223.2,2267,64270,4.45,960.31,48.45,330.6,220.78,197.54,5758.2 +7525.4,12539,39332,1970.5,2059,62718,-6.23,614.99,28.5,189.05,168.49,150.23,5758.2 +7861.6,12830,40157,2102.2,2142,64318,-15.13,-61.41,4.75,-4.75,38.18,9.13,5758.2 +7745.4,12729,39878,1950,2029,62984,-8.9,132.61,24.7,8.55,24.07,20.75,5758.2 +7771.4,12570,40518,1938.4,1978,64225,26.7,-13.35,19,35.15,25.73,27.39,5758.3 +7657.7,12495,40165,1905.5,1967,63487,27.59,53.4,31.35,59.85,63.08,44.82,5758.3 +7816,12761,40140,2072.8,2121,64047,155.75,7767.9,350.55,2349.3,1114.7,1810.2,5758.3 +9031.2,14706,40247,2403,2466,63862,6.23,171.77,20.9,26.6,46.48,14.94,5758.3 +7550.4,12217,40503,1933.1,1981,63951,8.9,213.6,41.8,101.65,71.38,78.85,5758.3 +8603.9,13649,41312,2843.6,2898,64305,-1.78,392.49,20.9,152.95,127.82,124.5,5758.4 +7900.8,12683,40825,1961.6,2031,63295,-1.78,188.68,7.6,0.95,19.09,1.66,5758.5 +7878.2,12579,41045,1932.2,1987,63728,-16.91,-57.85,-12.35,-2.85,-18.26,-9.96,5758.5 +7965,12795,40796,1912.6,1999,62704,-11.57,25.81,22.8,-17.1,-10.79,2.49,5758.6 +8123.7,13017,40900,2117.3,2205,62930,-29.37,450.34,19.95,98.8,68.89,82.17,5758.6 +7948.8,12810,40666,1952.7,2030,63039,-6.23,-78.32,15.2,-1.9,2.49,16.6,5758.6 +7967.4,12695,41130,1985.6,2039,63819,-0.89,85.44,7.6,4.75,-1.66,6.64,5758.6 +7835.6,12683,40488,1862.8,1947,62701,-17.8,12.46,1.9,34.2,6.64,6.64,5758.7 +7789,12394,41186,1660.7,1722,63205,28.48,2059.5,126.35,866.4,484.72,580.17,5758.7 +9217.9,14743,40976,2165.4,2275,62378,43.61,88.11,9.5,63.65,13.28,51.46,5758.7 +7999.3,12754,41104,1990,2034,64120,14.24,-1.78,-28.5,24.7,21.58,14.94,5758.7 +8396.2,13546,40621,2260.6,2362,62723,-8.01,286.58,7.6,40.85,48.14,37.35,5758.8 +7755.2,12519,40598,1870.8,1939,63230,-8.9,96.12,-0.95,-5.7,-8.3,-6.64,5758.8 +3805.3,5937,42006,2645.1,2673,64851,3.56,196.69,0,65.55,48.14,48.97,5758.8 +9240.4,14844,40796,2148.5,2248,62634,-12.46,43.61,9.5,19,17.43,8.3,5758.9 +8076.7,13079,40470,2008.7,2087,63078,-22.25,-66.75,-30.4,-0.95,-24.07,-2.49,5758.9 +8112.4,12946,41067,2130.7,2198,63528,-4.45,159.31,-9.5,-10.45,9.13,4.15,5758.9 +8588.7,13552,41534,2431.5,2496,63842,-15.13,49.84,4.75,54.15,16.6,24.07,5758.9 +8401,13634,40382,2376.3,2422,64299,38.27,3.56,22.8,38,11.62,23.24,5759 +7477.4,12266,39951,1817.4,1882,63286,8.9,323.96,-11.4,100.7,73.87,88.81,5759.1 +7803.7,12649,40432,1997.2,2057,63629,6.23,-62.3,27.55,40.85,24.9,15.77,5759.1 +7616.6,12379,40323,1885.9,1947,63480,25.81,465.47,56.05,209.95,146.08,172.64,5759.2 +7737.1,12387,40935,2015.8,2051,64413,24.92,345.32,42.75,106.4,92.13,73.87,5759.3 +8098.7,12939,41020,2012.3,2095,62949,7.12,-56.07,-15.2,20.9,14.94,-6.64,5759.4 +8535.3,13579,41194,2112.9,2187,63314,19.58,-109.47,-2.85,8.55,-14.94,-24.9,5759.4 +8072.8,13031,40600,2059.5,2131,63336,9.79,-62.3,-11.4,6.65,-19.09,-16.6,5759.5 +7908.1,12659,40941,1982.9,2019,64365,-2.67,-95.23,3.8,0.95,-11.62,-4.98,5759.5 +7794.9,12275,41617,1833.4,1879,63946,32.04,429.87,-7.6,152,101.26,96.28,5759.8 +7869.9,12515,41211,1985.6,2023,64324,154.86,8360.7,328.7,2479.5,1099.8,1812.7,5759.9 +7850.8,12439,41363,2064.8,2115,63980,44.5,1958,139.65,939.55,491.36,584.32,5760.1 +9326.2,14613,41826,2102.2,2118,65046,39.16,374.69,18.05,139.65,141.93,123.67,5760.2 +8075.2,12731,41569,1970.5,2031,63583,14.24,-94.34,22.8,10.45,24.07,19.09,5760.2 +8182.5,12802,41888,1999.8,2038,64309,7.12,120.15,40.85,47.5,23.24,29.88,5760.2 +8162.4,12879,41535,2009.6,2075,63471,8.9,264.33,33.25,6.65,16.6,17.43,5760.3 +7164.3,11087,42349,2680.7,2767,63492,8.01,-63.19,19.95,16.15,20.75,-0.83,5760.4 +8161.9,12650,42285,1967.8,2026,63653,-20.47,-60.52,-3.8,-22.8,-9.96,-24.9,5760.4 +8157.5,12746,41943,2038.1,2106,63423,-19.58,-97.9,-26.6,-4.75,-31.54,-17.43,5760.5 +8175.2,12823,41782,2001.6,2099,62495,-29.37,618.55,-8.55,209,136.95,161.02,5760.5 +8271.7,12929,41929,2017.6,2117,62460,-22.25,-103.24,2.85,-3.8,-31.54,-14.94,5760.6 +8211.9,12803,42035,2003.4,2071,63397,-6.23,-52.51,-10.45,24.7,-11.62,10.79,5760.6 +8420.2,13041,42315,2183.2,2241,63845,16.91,197.58,2.85,6.65,11.62,22.41,5760.7 +7152,10851,43196,2419.9,2455,64599,48.06,1166.8,63.65,436.05,333.66,321.21,5760.7 +8111.5,12672,41950,1951.8,1991,64245,0.89,177.11,2.85,1.9,17.43,9.96,5760.8 +8084,12566,42161,1980.3,2018,64310,114.81,8283.2,306.85,2400.6,1142.9,1889.9,5760.8 +8087.5,12534,42287,2000.7,2038,64337,124.6,8007.3,304,2400.6,1113.9,1817.7,5761 +7882.1,12466,41438,1856.5,1878,64787,3.56,-60.52,-21.85,0,-19.09,-0.83,5761.1 +8021.8,12434,42281,1845,1894,63839,19.58,1870.8,106.4,839.8,522.9,635.78,5761.1 +8398.1,12958,42474,2043.4,2084,64261,-7.12,40.05,8.55,62.7,43.16,29.88,5761.2 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+7984.1,12101,43240,1978.5,1973,65718,67.64,1983.8,99.75,860.7,546.97,604.24,5776 +8393.2,12949,42479,2145.8,2177,64596,135.28,8406.9,319.2,2422.5,1113.9,1775.4,5776.1 +8468.2,12895,43038,1954.4,2011,63693,29.37,446.78,61.75,229.9,161.85,184.26,5776.2 +8521.1,12975,43040,2139.6,2187,64114,20.47,153.08,43.7,133.95,89.64,102.92,5776.3 +8366.8,12882,42565,1969.6,2022,63837,3.56,258.1,-3.8,35.15,39.84,24.07,5776.3 +8125.2,12645,42111,2037.2,2086,64003,31.15,51.62,-16.15,32.3,36.52,20.75,5776.3 +8010,12442,42191,1780,1854,62920,-9.79,145.07,29.45,86.45,54.78,72.21,5776.4 +8090.4,12746,41598,2045.2,2126,63046,-2.67,118.37,-21.85,82.65,53.95,59.76,5776.4 +8178.6,12846,41724,1966.9,2042,63126,32.93,2127.1,97.85,863.55,466.46,570.21,5776.4 +8312.9,12806,42542,1987.4,2066,63042,104.13,8344.6,323.95,2458.6,1144.6,1834.3,5776.5 +8388.3,12807,42925,2014.1,2055,64231,40.94,524.21,37.05,229.9,153.55,173.47,5776.5 +8662.2,13047,43511,2076.4,2115,64339,135.28,9078,362.9,2672.3,1113,1737.2,5776.6 +8427.5,12766,43264,1920.6,1962,64154,37.38,2257,163.4,893.95,491.36,588.47,5776.6 +4189,6242,43981,2528.5,2514,65914,168.21,3721.1,233.7,1820.2,1220.1,1254.1,5776.6 +7945.4,12191,42712,1707,1759,63599,23.14,415.63,43.7,202.35,156.04,172.64,5776.7 +7645.5,12414,40362,1948.2,2010,63521,32.04,1926,86.45,861.65,505.47,582.66,5776.7 +7881.7,12751,40509,2027.4,2075,64033,16.02,168.21,18.05,7.6,0,0,5776.7 +7878.7,12562,41103,2033.7,2034,65525,152.19,8317.9,358.15,2661.9,1070.7,1681.6,5776.8 +8069.3,12736,41523,2007.8,2016,65271,40.94,569.6,68.4,243.2,170.15,186.75,5776.8 +8227.6,12647,42635,2074.6,2119,64163,-3.56,104.13,1.9,-28.5,21.58,6.64,5776.9 +8306,12859,42332,2106.6,2171,63593,139.73,8233.4,348.65,2425.3,1125.5,1813.5,5776.9 +8759.2,13295,43178,2276.6,2335,63897,154.86,9201.7,361.95,2689.4,1167,1828.5,5777 +8847,13539,42824,2093.3,2152,63748,8.01,529.55,46.55,214.7,160.19,161.02,5777 +8494.6,12881,43219,1942.9,2005,63505,77.43,2029.2,110.2,929.1,493.85,585.15,5777.1 +8447.6,12782,43313,1960.7,1982,64831,16.91,-59.63,-7.6,12.35,-5.81,12.45,5777.2 +7866.5,12390,41609,1937.5,1954,64984,57.85,1893.9,114,878.75,536.18,628.31,5777.2 +8106.6,12651,41994,1982.9,1995,65139,31.15,-30.26,4.75,19,18.26,24.9,5777.2 +8091.9,12562,42215,1934,1958,64732,25.81,-92.56,-17.1,-11.4,14.94,0.83,5777.2 +7694.5,12731,39609,1909,1951,64127,12.46,-80.1,-7.6,-11.4,-9.96,4.15,5777.3 +7802.3,12653,40412,2033.7,2093,63678,12.46,-109.47,-13.3,-11.4,-11.62,-11.62,5777.3 +8333.9,12962,42136,2016.7,2077,63635,19.58,-41.83,-10.45,15.2,22.41,-2.49,5777.6 +8036.5,12495,42151,1926.8,1983,63680,15.13,-95.23,17.1,41.8,14.94,3.32,5777.6 +7827.8,12243,41901,1960.7,2007,64023,12.46,388.04,57.95,201.4,156.04,165.17,5777.6 +8277.1,12792,42405,2022.1,2092,63346,133.5,8278.8,309.7,2486.1,1178.6,1869.2,5777.6 +8070.3,12555,42126,1952.7,1999,64017,23.14,-71.2,3.8,28.5,20.75,8.3,5777.7 +8088.4,12493,42430,1959.8,2009,63930,15.13,-97.01,2.85,10.45,-33.2,-4.15,5777.7 +8329,12899,42317,1946.4,2019,63180,19.58,28.48,30.4,44.65,29.05,26.56,5777.8 +8097.7,12890,41171,1966,2042,63097,2.67,-54.29,-31.35,3.8,6.64,8.3,5778 +8034.5,12462,42253,1870.8,1930,63525,-15.13,-53.4,-12.35,5.7,-6.64,-11.62,5778 +8292.8,12902,42123,2020.3,2070,63963,-4.45,24.92,-14.25,7.6,17.43,-2.49,5778 +7952.2,12596,41375,1906.4,1952,64004,57.85,2119.1,139.65,889.2,505.47,600.92,5778 +8109,12799,41521,1940.2,2027,62730,41.83,1805.8,113.05,841.7,517.92,623.33,5778 +8237.9,12778,42251,2112,2190,63201,-15.13,-81.88,-10.45,-15.2,-9.13,-4.98,5778.1 +8112.9,12850,41377,1966.9,2038,63250,-2.67,66.75,22.8,4.75,19.09,28.22,5778.2 +8122.2,12684,41966,2042.5,2104,63622,-25.81,118.37,-5.7,1.9,4.98,18.26,5778.2 +3762.7,5710,43186,3051.8,3114,64227,33.82,760.06,44.65,242.25,223.27,227.42,5778.2 +8013,12446,42193,1748,1738,65912,14.24,202.92,55.1,119.7,87.15,107.9,5778.3 +7968.4,12483,41834,1821.8,1927,61959,-23.14,248.31,-22.8,3.8,9.96,21.58,5778.3 +6820.8,10512,42524,2511.6,2548,64599,8.9,-89,-9.5,6.65,14.11,-7.47,5778.3 +8114.9,12711,41839,2069.3,2115,64118,27.59,439.66,20.9,106.4,78.02,88.81,5778.3 +8104.6,12690,41855,2036.3,2086,63975,4.45,20.47,-7.6,17.1,12.45,21.58,5778.3 +8060.5,12715,41546,1942,2047,62174,1.78,166.43,-24.7,-2.85,-0.83,-14.11,5778.4 +8008.1,12443,42178,1856.5,1919,63403,-0.89,-67.64,-5.7,-7.6,1.66,-10.79,5778.4 +7832.2,12435,41278,2020.3,2051,64555,73.87,1961.6,143.45,935.75,511.28,591.79,5778.6 +7631.8,12330,40564,1915.3,1930,65036,0,207.37,1.9,35.15,42.33,10.79,5778.6 +7615.6,12262,40703,1936.6,1974,64296,0,409.4,29.45,115.9,115.37,78.02,5778.6 +7100.1,12154,38285,1951.8,1982,64536,17.8,188.68,13.3,87.4,116.2,78.02,5778.6 +8996.9,14679,40168,2334.5,2391,63987,8.9,117.48,-24.7,17.1,48.97,37.35,5778.7 +7670.5,12262,40996,1850.3,1890,64160,-28.48,-145.96,-21.85,-37.05,-6.64,-27.39,5778.7 +7588.1,12494,39803,2004.3,2030,64706,40.05,720.01,72.2,251.75,212.48,209.16,5778.7 +7279,12533,38062,1979.4,2001,64827,24.03,222.5,11.4,38.95,80.51,35.69,5778.7 +7163.3,12280,38229,2006.1,2040,64446,80.1,1982,146.3,856.9,553.61,643.25,5778.7 +9009.6,14620,40387,2152.9,2168,65080,3.56,233.18,8.55,26.6,13.28,14.11,5778.8 +7549.9,12328,40136,1989.2,2060,63282,-16.02,280.35,4.75,-7.6,24.9,10.79,5778.8 +7729.8,12315,41135,1843.2,1915,63078,-12.46,-99.68,-29.45,-37.05,-15.77,-39.01,5779 +8104.6,12480,42560,1942,1988,64019,-2.67,178.89,21.85,18.05,15.77,6.64,5779 +8188.9,12715,42207,1984.7,2047,63541,-14.24,-80.1,-17.1,-36.1,-23.24,-24.9,5779 +9075.3,14466,41114,2307.8,2374,63708,2.67,268.78,23.75,136.8,113.71,97.94,5779.1 +7884.6,12536,41219,1885.9,1912,64642,-4.45,146.85,0,21.85,-4.98,-2.49,5779.2 +7788.6,12759,40006,1962.4,2007,64081,64.97,2190.3,133,909.15,518.75,588.47,5779.3 +7504.8,12256,40130,1876.1,1908,64441,-3.56,212.71,-6.65,84.55,70.55,88.81,5779.3 +7432.8,12363,39401,1949.1,2011,63519,-17.8,409.4,23.75,214.7,153.55,146.08,5779.4 +7948.3,12866,40486,2044.3,2102,63738,-20.47,116.59,-15.2,-21.85,3.32,-23.24,5779.4 +7274.5,12286,38804,1881.5,1962,62846,20.47,1924.2,91.2,692.55,457.33,590.13,5779.4 +7471.5,12286,39855,1903.7,1966,63460,-14.24,309.72,25.65,82.65,99.6,96.28,5779.5 +7748.9,12791,39702,1909.9,1971,63506,3.56,206.48,20.9,85.5,79.68,95.45,5779.5 +6912.4,10942,41401,2505.3,2554,64288,8.01,-78.32,-6.65,3.8,15.77,9.96,5779.5 +7984.6,12763,40999,2051.4,2091,64296,-12.46,0.89,-25.65,2.85,5.81,9.13,5779.6 +6538.1,10333,41467,2447.5,2525,63525,14.24,338.2,17.1,160.55,172.64,169.32,5779.6 +7966.4,12408,42077,1877,1976,62253,128.16,7447.5,275.5,2179.3,1055.8,1777.9,5779.6 +8211.9,12844,41901,2036.3,2104,63428,-6.23,123.71,-1.9,49.4,27.39,27.39,5779.6 +8008.1,12321,42595,2135.1,2213,63229,61.41,1950.9,105.45,909.15,534.52,590.96,5779.6 +8050.7,12564,41994,1885.9,1972,62675,15.13,169.99,24.7,13.3,24.07,23.24,5779.8 +8140.4,12651,42170,1967.8,2011,64128,64.97,1758.6,119.7,836.95,550.29,639.93,5779.8 +8393.2,12980,42377,2057.7,2112,63850,149.52,9068.2,319.2,2585.9,1102.2,1717.3,5779.8 +8014,12640,41551,1956.2,2004,63973,-16.02,106.8,-13.3,-26.6,-2.49,-24.9,5779.9 +8270.7,12874,42103,2012.3,2062,63956,7.12,233.18,-1.9,55.1,40.67,34.03,5780 +8141.4,12715,41962,2023,2091,63404,112.14,8526.2,322.05,2433.9,1089.8,1751.3,5780.1 +8185,12723,42161,2008.7,2067,63689,0.89,238.52,35.15,26.6,11.62,18.26,5780.1 +9608.4,14952,42115,2767.9,2840,63872,3.56,-70.31,0.95,-0.95,13.28,6.64,5780.2 +7908.1,12454,41614,1799.6,1906,61877,-8.9,-113.03,-0.95,-12.35,-14.11,-9.96,5780.2 +8449.6,13322,41567,2020.3,2074,63839,-12.46,416.52,31.35,96.9,71.38,84.66,5780.3 +7244.2,11343,41854,2411,2495,63330,82.77,3028.7,190.95,1369.9,864.03,1079,5780.3 +8100.7,12846,41327,1980.3,2062,62938,-8.01,131.72,13.3,-2.85,-8.3,9.13,5780.3 +8020.8,12602,41712,2094.2,2158,63598,129.94,8538.7,353.4,2591.6,1141.3,1801.9,5780.3 +8203.6,12895,41693,2073.7,2123,64014,32.93,477.93,30.4,249.85,181.77,205.01,5780.3 +8036,12802,41138,1996.3,2102,62240,-18.69,24.92,-11.4,7.6,-22.41,4.98,5780.4 +8037.5,12603,41795,2186.7,2239,64006,130.83,8336.6,362.9,2519.4,1080.7,1751.3,5780.5 +7669.5,12107,41515,1764.9,1819,63586,10.68,159.31,3.8,116.85,77.19,77.19,5780.6 +7805.2,12655,40421,2013.2,2075,63583,0.89,236.74,0.95,110.2,69.72,78.85,5780.7 +6941.8,11078,41067,2359.4,2438,63423,-0.89,-113.92,-8.55,-12.35,-22.41,-13.28,5780.7 +6489.6,10636,39987,1897.5,1932,64365,-9.79,-129.05,-39.9,-3.8,5.81,-14.11,5780.7 +7777.8,12571,40548,2087.9,2143,63852,124.6,8434.5,346.75,2572.6,1145.4,1770.4,5780.7 +7783.2,12370,41235,1922.4,1942,64875,10.68,57.85,19.95,32.3,26.56,7.47,5780.7 +7874.3,12587,40999,1963.3,2027,63478,-9.79,226.95,18.05,38,34.03,17.43,5780.8 +7485.7,12219,40149,1994.5,2043,63980,51.62,2001.6,115.9,821.75,522.07,600.09,5780.8 +7887.5,12690,40734,2071,2102,64570,-8.01,45.39,-9.5,31.35,19.92,9.13,5780.8 +7820.9,12418,41275,1947.3,2006,63619,9.79,-129.94,-0.95,19.95,7.47,-7.47,5780.8 +7926.7,12555,41377,1942,1976,64408,6.23,-92.56,19,0.95,-7.47,-9.13,5780.9 +8229.1,13069,41266,2220.6,2285,63688,-4.45,149.52,17.1,-18.05,-3.32,5.81,5781 +8137.4,12979,41089,2145.8,2211,63603,129.05,8276.1,324.9,2389.3,1123.8,1779.5,5781 +7692,12478,40399,1954.4,2014,63598,10.68,669.28,45.6,254.6,146.91,178.45,5781.1 +7710.2,12614,40058,1917.9,1974,63675,2.67,134.39,0.95,112.1,74.7,86.32,5781.1 +7909.1,12795,40510,2054.1,2111,63770,-21.36,134.39,-19.95,9.5,-11.62,8.3,5781.1 +7828.7,12903,39763,2160.9,2215,63936,134.39,7928.1,317.3,2364.6,1132.9,1840.1,5781.2 +7519.5,12327,39977,1859.2,1891,64434,10.68,118.37,9.5,14.25,14.94,35.69,5781.2 +7690.1,12711,39649,2001.6,2007,65360,96.12,1829.8,128.25,875.9,527.88,659.02,5781.3 +7556.3,12295,40277,1934.9,1991,63688,-7.12,154.86,-5.7,40.85,24.9,36.52,5781.3 +7640.6,12550,39899,2020.3,2038,64967,26.7,1847.6,111.15,890.15,506.3,605.07,5781.3 +7548.5,12351,40053,1860.1,1899,64194,0,202.92,7.6,-0.95,2.49,20.75,5781.4 +7589.1,12402,40103,1908.2,1986,62967,4.45,12.46,5.7,19.95,18.26,29.88,5781.4 +8012.5,12919,40646,2023,2087,63525,2.67,-85.44,-1.9,-20.9,-24.07,9.13,5781.4 +7772.4,12631,40327,1861,1955,62385,-8.01,616.77,3.8,228,144.42,181.77,5781.5 +7793,12645,40389,2147.6,2197,64062,111.25,7521.4,273.6,2265.8,1115.5,1876.6,5781.5 +8675,13931,40810,2649.5,2699,64335,71.2,3357.1,191.9,1326.2,825.85,962.8,5781.5 +7923.3,12566,41323,1963.3,2018,63761,-10.68,-51.62,-15.2,-11.4,-14.11,-4.15,5781.6 +7605.8,12017,41479,2926.3,3009,63735,-17.8,-96.12,-1.9,-27.55,-10.79,1.66,5781.6 +7681.2,12366,40708,1870.8,1934,63394,-21.36,77.43,19.95,-13.3,-24.9,-20.75,5781.7 +7710.2,12498,40430,1952.7,1970,64959,2.67,202.03,7.6,37.05,24.07,26.56,5781.7 +7803.7,12532,40810,2041.7,2084,64205,36.49,-60.52,39.9,28.5,12.45,7.47,5781.8 +8463.8,13621,40723,2329.1,2373,64324,29.37,1081.3,38,353.4,223.27,244.85,5781.9 +7711.6,12514,40386,1945.5,1986,64201,-1.78,17.8,-17.1,30.4,4.15,9.13,5781.9 +5216.1,8186,41759,3136.4,3230,63636,-9.79,27.59,11.4,23.75,27.39,25.73,5782 +7900.3,12469,41523,1870.8,1941,63165,4.45,169.99,26.6,39.9,24.07,32.37,5782 +8046.3,12758,41333,2062.1,2118,63807,121.04,8315.3,336.3,2554.6,1120.5,1800.3,5782.1 +7910.1,12519,41409,2009.6,2099,62745,-27.59,205.59,-2.85,14.25,6.64,17.43,5782.1 +4275.3,6703,41800,3280.5,3359,64005,18.69,716.45,31.35,250.8,177.62,188.41,5782.2 +9191.9,14547,41411,2054.1,2099,64135,7.12,656.82,30.4,303.05,191.73,229.08,5782.2 +7914.5,12691,40870,2048.8,2163,62075,99.68,7937.9,308.75,2332.3,1143.7,1910.7,5782.2 +7916.4,12743,40713,1972.2,2039,63390,-3.56,162.87,0.95,97.85,78.85,78.85,5782.2 +7947.8,12694,41033,1938.4,1974,64355,2.67,1.78,5.7,21.85,4.98,36.52,5782.2 +7762.1,12382,41084,1909,1950,64160,60.52,1947.3,154.85,902.5,522.07,582.66,5782.3 +7858.6,12639,40749,1974,1995,64847,15.13,0.89,22.8,47.5,24.07,35.69,5782.4 +7759.2,12541,40547,1964.2,2013,63948,16.02,454.79,26.6,215.65,181.77,183.43,5782.4 +7713.6,12450,40604,1966,2022,63721,-18.69,377.36,-6.65,95.95,67.23,75.53,5782.4 +7708.7,12395,40758,1952.7,1995,64145,-1.78,30.26,-13.3,34.2,9.13,7.47,5782.4 +8185.9,13450,39887,2364.7,2398,64627,-35.6,-56.07,-13.3,-1.9,12.45,31.54,5782.5 +7547.5,12548,39419,1958.9,1972,65100,8.9,-59.63,19,38,14.11,19.92,5782.5 +7462.7,12321,39694,1928.6,1953,64718,23.14,242.97,37.05,121.6,90.47,103.75,5782.6 +7303.9,12272,39005,1999.8,2020,64882,32.04,682.63,58.9,270.75,195.05,217.46,5782.6 +7416.1,12322,39444,1982,2006,64753,117.48,7790.2,326.8,2378.8,1149.5,1903.2,5782.6 +7506.8,12565,39154,1911.7,1937,64681,-11.57,-16.91,-2.85,26.6,-3.32,19.09,5782.7 +6456.7,10569,40037,2460,2474,65164,22.25,76.54,3.8,28.5,17.43,27.39,5782.8 +7744,12618,40221,2033.7,2090,63769,135.28,7848.9,309.7,2292.3,1113,1856.7,5782.8 +7591.1,12635,39374,2464.4,2491,64836,11.57,278.57,32.3,43.7,35.69,41.5,5782.9 +7022.2,11687,39378,1879.7,1927,63927,-16.91,-15.13,-6.65,32.3,33.2,20.75,5782.9 +7548.9,12610,39233,1976.7,1990,65098,7.12,-89.89,15.2,0.95,9.96,16.6,5782.9 +6732.6,11878,37147,2024.8,2034,65238,57.85,1952.7,114.95,892.05,519.58,629.14,5783.1 +7158.9,12426,37757,1996.3,2014,64959,149.52,7755.5,325.85,2415.8,1098.1,1801.9,5783.1 +7006.5,12103,37939,1922.4,1939,64975,-2.67,93.45,-19.95,-14.25,-8.3,14.94,5783.2 +6760.5,11822,37477,1900.2,1946,63992,9.79,2068.4,123.5,870.2,475.59,578.51,5783.2 +7320.1,12279,39069,1979.4,1975,65681,17.8,40.05,11.4,58.9,38.18,29.05,5783.2 +7314.7,11820,40556,1925.1,1960,64368,-16.02,-48.95,2.85,42.75,14.11,14.11,5783.3 +7285.3,12247,38985,2003.4,2007,65418,-13.35,-17.8,-19,-5.7,13.28,-0.83,5783.4 +7199.6,11846,39830,1998,2018,64888,62.3,1825.4,139.65,872.1,542.82,648.23,5783.5 +7090.8,11935,38936,1902.8,1919,64983,24.92,517.09,32.3,249.85,136.95,164.34,5783.5 +7580.3,12355,40209,1991.8,2019,64654,17.8,225.17,38.95,132.05,103.75,105.41,5783.6 +7870.9,12572,41030,2291.8,2296,65415,127.27,8562.7,321.1,2603,1077.3,1728.9,5783.9 +7654.8,12214,41073,1910.8,1910,65564,-1.78,144.18,-25.65,8.55,7.47,0,5783.9 +7595.5,12239,40671,1937.5,1983,64033,-12.46,106.8,-20.9,38.95,16.6,3.32,5783.9 +7283.4,12003,39767,1857.4,1875,64922,15.13,-131.72,19,-9.5,-12.45,-17.43,5783.9 +7470.5,12147,40305,1896.6,1943,63971,61.41,1874.3,110.2,800.85,520.41,645.74,5784 +7731.7,12334,41082,1900.2,1934,64389,16.02,-74.76,12.35,27.55,17.43,8.3,5784.1 +7571,12158,40810,1766.7,1802,64250,96.12,7800,318.25,2391.1,1074.8,1727.2,5784.2 +7903.2,12658,40918,2062.1,2086,64786,-8.01,37.38,-18.05,11.4,0,-7.47,5784.2 +7546,12492,39588,1965.1,2012,64009,20.47,-20.47,6.65,65.55,21.58,37.35,5784.2 +8927.8,14270,41002,2108.4,2154,64149,154.86,9786.4,394.25,3001.1,1406,2290,5784.2 +8070.8,13324,39697,2261.5,2328,63664,16.91,616.77,43.7,330.6,244.85,262.28,5784.3 +7241.2,12563,37774,2062.1,2083,64879,4.45,-78.32,25.65,26.6,4.98,9.96,5784.4 +7083.9,12491,37167,2017.6,1995,66279,28.48,734.25,65.55,253.65,168.49,189.24,5784.5 +7584.2,12302,40403,2016.7,2062,64098,34.71,1713.3,123.5,855,512.11,624.16,5784.6 +8063,12894,40981,1993.6,2010,65001,40.94,1871.7,84.55,888.25,540.33,656.53,5784.6 +7490.6,12342,39775,1974.9,2006,64520,-0.89,149.52,-13.3,16.15,14.94,-2.49,5784.6 +7445.1,12487,39074,2022.1,2023,65506,-13.35,-53.4,-5.7,26.6,15.77,11.62,5784.6 +8582.4,14067,39984,2020.3,2071,63932,20.47,296.37,1.9,160.55,126.16,134.46,5784.6 +7552.9,12295,40259,1935.8,1939,65426,-14.24,89.89,2.85,55.1,34.86,29.88,5784.6 +7412.7,12138,40023,1723,1722,65576,42.72,1849.4,119.7,871.15,449.03,556.1,5784.7 +7377.9,12606,38356,2038.1,2074,64402,-6.23,-47.17,-6.65,33.25,12.45,23.24,5784.7 +7492.1,12426,39514,1963.3,1994,64528,119.26,8413.2,345.8,2485.2,1077.3,1735.5,5784.7 +7503.9,12474,39424,2002.5,2026,64776,7.12,175.33,6.65,125.4,66.4,86.32,5784.8 +7263.8,12548,37937,1962.4,1984,64824,-24.92,-8.01,-5.7,-10.45,8.3,-1.66,5784.8 +7205.9,12323,38323,1987.4,2019,64509,-26.7,40.05,-24.7,-6.65,7.47,-3.32,5784.8 +7671.9,13186,38130,2398.6,2434,64582,71.2,2792.8,196.65,1369.9,716.29,878.97,5784.9 +6848.2,12220,36727,1964.2,2012,63980,-18.69,-98.79,-14.25,29.45,17.43,-10.79,5784.9 +7052.6,12290,37608,1980.3,1986,65346,-11.57,-45.39,32.3,38.95,25.73,33.2,5784.9 +6655.7,12046,36210,2019.4,2074,63811,-8.01,166.43,26.6,41.8,20.75,9.13,5785 +7030.5,12239,37646,1918.8,1951,64456,47.17,1666.1,105.45,765.7,497.17,620.01,5785.1 +6736,12448,35464,2090.6,2128,64385,28.48,51.62,30.4,39.9,39.01,3.32,5785.1 +6947.7,12099,37633,1861.9,1891,64527,51.62,460.13,61.75,226.1,205.01,185.09,5785.2 +6854.6,12239,36704,1997.2,1983,66004,12.46,303.49,26.6,114.95,104.58,102.09,5785.2 +6548.9,11871,36154,1919.7,1919,65561,14.24,234.07,31.35,89.3,87.98,81.34,5785.2 +6934.5,12074,37639,1991.8,2014,64814,33.82,710.22,52.25,238.45,178.45,172.64,5785.2 +7107.5,12219,38120,1951.8,1963,65161,17.8,299.04,35.15,124.45,84.66,94.62,5785.2 +7999.3,13190,39745,2013.2,2006,65771,72.09,1683.9,134.9,825.55,495.51,590.96,5785.3 +7693,12123,41588,1848.5,1887,64200,-8.01,85.44,1.9,-3.8,7.47,4.15,5785.3 +7823.8,12340,41551,1924.2,1972,63947,3.56,225.17,-12.35,91.2,87.98,69.72,5785.4 +7625.4,12475,40059,2039.9,2063,64802,2.67,137.06,6.65,46.55,32.37,24.9,5785.4 +6963.9,11987,38073,1963.3,2003,64238,0.89,159.31,0,3.8,-13.28,-9.13,5785.4 +7766.5,12619,40335,2023,2015,65795,139.73,8457.7,337.25,2536.5,1108,1758.8,5785.5 +4760.8,7339,42513,3759.4,3759,65542,3.56,428.09,15.2,87.4,68.06,52.29,5785.5 +7545,11954,41364,1933.1,1938,65370,50.73,2105.7,129.2,885.4,494.68,581,5785.5 +7818.4,12550,40828,2026.5,2034,65295,13.35,-79.21,16.15,-0.95,0.83,13.28,5785.5 +7551.4,12459,39721,2051.4,2063,65169,-5.34,33.82,-3.8,-0.95,9.13,28.22,5785.6 +7239.8,12264,38688,2074.6,2092,64991,5.34,371.13,17.1,217.55,197.54,179.28,5785.6 +7279.9,12192,39132,2015,2004,65894,-4.45,178.89,9.5,97.85,87.15,92.96,5785.6 +7553.8,12382,39981,2064.8,2046,66138,-16.91,8.01,22.8,13.3,28.22,26.56,5785.7 +7541.1,12410,39824,1900.2,1930,64522,16.91,324.85,33.25,118.75,93.79,106.24,5785.7 +8200.2,12668,42422,1917.1,1960,64100,52.51,1765.8,132.05,820.8,503.81,619.18,5786 +8104.1,12498,42496,2063.9,2102,64348,110.36,7937.9,336.3,2435.8,1078.2,1729.7,5786 +8950.3,14265,41119,2310.4,2333,64902,152.19,10585,426.55,3112.2,1403.5,2205.3,5786 +7543.6,12154,40676,1710.6,1742,64354,20.47,186.01,26.6,119.7,90.47,83.83,5786.1 +7806.2,12205,41916,1946.4,1965,64917,16.02,152.19,7.6,121.6,87.98,78.85,5786.1 +7661.2,12274,40906,2018.5,2054,64404,113.92,7231.3,297.35,2158.4,1032.5,1762.1,5786.1 +7907.1,12535,41340,1934.9,1923,65940,20.47,645.25,47.5,261.25,161.85,153.55,5786.1 +9342.8,14563,42044,2107.5,2151,64211,27.59,578.5,52.25,281.2,207.5,206.67,5786.2 +7720.9,12385,40856,2027.4,2033,65356,-8.9,104.13,-21.85,6.65,-9.13,-4.98,5786.2 +7810.6,12411,41244,1986.5,1999,65126,15.13,427.2,33.25,110.2,92.13,85.49,5786.3 +7970.8,12555,41607,1857.4,1887,64509,10.68,150.41,6.65,113.05,79.68,77.19,5786.3 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+8776.9,12759,45082,1995.4,1987,65812,-8.9,-118.37,-21.85,-0.95,-3.32,7.47,5800.4 +8650,12652,44806,2008.7,2012,65429,-14.24,-88.11,-16.15,11.4,-8.3,-12.45,5800.5 +8329,12879,42383,1962.4,1979,64988,54.29,2075.5,115.9,851.2,488.04,575.19,5800.6 +8213.9,12428,43314,1921.5,1912,65862,15.13,-74.76,6.65,6.65,32.37,-7.47,5800.6 +7870.4,12347,41775,2027.4,2027,65550,25.81,457.46,33.25,146.3,99.6,112.05,5800.7 +7767.5,12259,41525,2123.5,2147,64820,36.49,1855.7,105.45,862.6,519.58,604.24,5800.7 +7659.2,12356,40624,1955.3,1968,65114,121.04,7672.7,312.55,2429.1,1125.5,1846.8,5800.8 +7739.1,12303,41225,2038.1,2027,65895,2.67,-81.88,-7.6,5.7,-14.11,4.98,5800.8 +8599,12550,44904,1891.3,1906,65029,-6.23,223.39,-1.9,110.2,58.93,67.23,5800.9 +8186.9,12651,42411,1961.6,1979,64958,-8.9,-117.48,-1.9,-3.8,0,0,5800.9 +8356.5,12349,44348,1902.8,1949,63983,-5.34,161.09,-5.7,25.65,16.6,20.75,5801 +7984.1,11478,45587,2395,2354,66677,122.82,3129.2,232.75,1494.3,916.32,1120.5,5801.1 +8438.3,12412,44555,1947.3,1932,66056,8.9,89,25.65,10.45,11.62,15.77,5801.1 +8133,12445,42829,1998.9,1997,65600,16.02,113.03,4.75,4.75,10.79,19.09,5801.1 +7744.9,12219,41540,1877,1903,64641,13.35,548.24,51.3,197.6,170.98,188.41,5801.2 +7871.9,12471,41367,1957.1,1943,66012,9.79,451.23,35.15,237.5,160.19,196.71,5801.2 +7677.3,12418,40517,2094.2,2086,65793,100.57,8054.5,313.5,2577.3,1108.9,1817.7,5801.3 +7386.3,12147,39851,1854.8,1875,64829,-8.01,392.49,3.8,105.45,45.65,68.89,5801.3 +8030.1,12549,41937,1998,2021,64792,-1.78,-76.54,20.9,2.85,2.49,-7.47,5801.4 +8041.4,12354,42658,1967.8,1974,65330,-5.34,153.97,11.4,8.55,27.39,15.77,5801.5 +8106.6,12262,43327,1877,1878,65501,21.36,-88.11,13.3,-11.4,3.32,12.45,5801.7 +8247.7,12353,43756,2119.1,2081,66736,58.74,2113.8,139.65,893,516.26,614.2,5801.7 +8356.5,12307,44499,1967.8,1987,64902,63.19,2063,133,878.75,496.34,605.9,5801.7 +8289.8,12490,43497,1939.3,1966,64646,-2.67,-57.85,8.55,-5.7,0.83,-0.83,5801.7 +8473.1,12541,44278,1962.4,1993,64531,59.63,1756,133.95,817.95,522.9,639.1,5801.8 +8155.1,12767,41862,2089.7,2059,66514,12.46,543.79,35.15,233.7,162.68,177.62,5801.8 +7609.2,12258,40682,2074.6,2070,65681,-16.91,-89.89,21.85,-5.7,13.28,5.81,5801.9 +8119.3,12474,42657,1897.5,1918,64835,42.72,1964.2,125.4,914.85,481.4,571.87,5801.9 +8696,13365,42641,2161.8,2165,65439,-22.25,158.42,-37.05,-21.85,-7.47,-10.79,5801.9 +7773.9,12134,41987,1864.5,1894,64517,8.9,258.1,-3.8,28.5,41.5,43.99,5802 +8257,12815,42226,2668.2,2699,64789,0.89,195.8,1.9,33.25,25.73,4.15,5802.1 +7981.6,12325,42441,2013.2,2005,65803,8.9,105.02,8.55,36.1,20.75,17.43,5802.2 +8075.7,12422,42606,1957.1,1958,65506,3.56,-50.73,-25.65,-19,-4.98,-19.09,5802.3 +8307.5,12547,43392,1964.2,1975,65179,-24.92,139.73,-6.65,-16.15,-0.83,-13.28,5802.5 +7384.8,12041,40193,1939.3,1929,65886,14.24,445,36.1,207.1,159.36,200.03,5802.5 +8685.7,14115,40328,2072.8,2051,66233,7.12,117.48,23.75,54.15,45.65,12.45,5802.5 +7610.7,12415,40175,1983.8,1983,65563,7.12,428.09,13.3,144.4,103.75,68.06,5802.5 +7120.2,11605,40209,1794.2,1809,65001,53.4,1717.7,97.85,799.9,507.13,613.37,5802.5 +7444.1,12332,39560,1961.6,1976,65057,7.12,58.74,-8.55,38,9.96,33.2,5802.6 +2998.8,5387,36482,1668.8,1707,64067,3.56,429.87,38,168.15,121.18,125.33,5802.6 +7023.7,12195,37745,1918.8,1943,64721,21.36,605.2,31.35,198.55,139.44,176.79,5802.7 +7267.7,12501,38101,1961.6,2001,64244,-10.68,-84.55,7.6,16.15,2.49,7.47,5802.7 +8663.2,13957,40679,2042.5,2053,65202,14.24,274.12,24.7,142.5,92.13,114.54,5802.8 +7402.4,12578,38569,1985.6,2038,63851,42.72,1644.7,131.1,784.7,481.4,620.84,5802.8 +7374.5,12097,39952,1914.4,1937,64771,0,427.2,27.55,247,145.25,151.06,5802.8 +7648.9,12558,39917,2080.8,2126,64143,11.57,458.35,22.8,209,156.04,162.68,5802.8 +7700.8,12539,40249,1958,1979,64841,-5.34,177.11,5.7,8.55,9.13,15.77,5802.8 +7617.1,12082,41317,1912.6,1938,64677,-0.89,426.31,16.15,213.75,122.84,157.7,5802.8 +7590.1,12407,40092,1993.6,1987,65754,11.57,-93.45,10.45,22.8,-7.47,15.77,5802.9 +7564.1,12165,40750,1828.1,1857,64515,15.13,472.59,22.8,210.9,159.36,162.68,5802.9 +7724.4,12350,40990,1932.2,1946,65071,-4.45,137.95,-2.85,2.85,-9.96,-10.79,5802.9 +7733.7,12365,40989,1960.7,1961,65525,45.39,1913.5,152.95,897.75,536.18,621.67,5803 +7730.7,12307,41167,1915.3,1891,66377,23.14,-27.59,20.9,25.65,17.43,3.32,5803 +7836.1,12475,41166,2086.2,2079,65762,148.63,8529.8,364.8,2612.5,1126.3,1746.3,5803 +7772.9,12407,41058,1909,1911,65469,22.25,153.08,19.95,23.75,30.71,26.56,5803 +7460.3,12088,40446,1864.5,1868,65415,137.95,6691.9,294.5,2222.1,1093.1,1822.7,5803 +7685.7,12312,40910,1953.5,1960,65320,61.41,2058.6,90.25,833.15,636.61,686.41,5803.1 +7633.2,12494,40039,2031,2078,64053,-8.01,175.33,24.7,6.65,-2.49,4.98,5803.1 +7495,12002,40926,1817.4,1814,65658,27.59,-99.68,12.35,-19,12.45,11.62,5803.1 +7298.6,12115,39481,1871.7,1911,64187,-2.67,81.88,38.95,-17.1,-3.32,4.98,5803.2 +7174.1,12098,38863,1888.6,1910,64801,24.03,443.22,11.4,234.65,169.32,177.62,5803.2 +7426.9,12107,40202,1937.5,1963,64686,18.69,-33.82,17.1,-12.35,22.41,-2.49,5803.2 +7181.4,12116,38845,1890.4,1888,65618,12.46,190.46,-12.35,53.2,29.88,11.62,5803.2 +6852.6,11838,37937,1913.5,1914,65519,17.8,-76.54,12.35,1.9,-2.49,7.47,5803.2 +7062.9,12027,38486,1938.4,1951,65113,33.82,636.35,6.65,231.8,156.87,178.45,5803.3 +7234.9,12232,38763,2055.9,2056,65533,117.48,8690.8,351.5,2590.6,1053.3,1665.8,5803.4 +7301,12086,39589,1934.9,1958,64761,-0.89,-109.47,-0.95,0,-27.39,-4.15,5803.4 +8703.4,14145,40324,2142.2,2117,66317,14.24,180.67,12.35,50.35,28.22,28.22,5803.4 +7528.4,12203,40431,2030.1,2047,64995,50.73,1946.4,95.95,909.15,486.38,572.7,5803.5 +7964.5,12810,40746,2055,2094,64316,48.95,1696.3,88.35,792.3,478.91,590.96,5803.5 +7791,12393,41200,2024.8,2009,66050,15.13,-63.19,-12.35,11.4,4.15,-9.13,5803.5 +8093.8,12990,40834,2216.1,2234,65011,-7.12,219.83,10.45,138.7,113.71,131.97,5803.5 +7441.1,12379,39394,2011.4,2031,64904,-2.67,-46.28,0,-3.8,3.32,6.64,5803.6 +7929.2,12252,42413,1982.9,1996,65107,32.93,521.54,38,244.15,157.7,173.47,5803.6 +8349.1,12682,43145,1984.7,1998,65100,8.9,-2.67,16.15,52.25,3.32,33.2,5803.6 +7412.7,12060,40282,1861.9,1916,63685,-9.79,360.45,18.05,84.55,63.08,78.02,5803.6 +7873.8,12403,41604,1961.6,1975,65090,32.04,12.46,-7.6,1.9,16.6,15.77,5803.7 +8170.3,12406,43160,1971.3,1958,65983,17.8,-56.07,-18.05,25.65,18.26,18.26,5803.7 +7804.7,12308,41558,1913.5,1927,65077,45.39,1707.9,106.4,810.35,506.3,616.69,5803.8 +8096.8,12675,41864,2095.1,2135,64310,119.26,9092.2,335.35,2417.8,1162,1860,5803.8 +7818.9,12315,41610,1885,1931,63975,-7.12,13.35,-5.7,17.1,-2.49,-17.43,5803.9 +7818.9,12554,40817,1948.2,1962,65075,18.69,628.34,39.9,239.4,187.58,172.64,5803.9 +7643.5,12142,41256,1937.5,1950,65117,-18.69,45.39,13.3,12.35,-8.3,3.32,5803.9 +7930.2,12535,41461,1999.8,2003,65432,40.05,772.52,37.05,282.15,163.51,156.87,5804 +7820.9,12443,41192,2015,2011,65665,11.57,195.8,23.75,126.35,84.66,87.15,5804 +3443.7,5482,41169,3209.3,3182,66099,24.03,65.86,19.95,102.6,74.7,66.4,5804.1 +7768,12358,41195,2024.8,2006,66149,34.71,452.12,31.35,255.55,156.87,173.47,5804.1 +8555.4,13430,41749,2023,2022,65567,-3.56,165.54,-8.55,0.95,1.66,5.81,5804.1 +6839.4,10738,41742,2751.9,2774,65013,8.01,1046.6,72.2,406.6,311.25,326.19,5804.1 +8085.5,12413,42688,1994.5,1961,66655,-4.45,-76.54,20.9,36.1,19.09,10.79,5804.2 +7836.6,12414,41371,2027.4,2062,64437,-0.89,641.69,54.15,229.9,171.81,171.81,5804.3 +8190.8,12310,43606,1916.2,1926,65202,8.9,456.57,44.65,240.35,145.25,167.66,5804.4 +8105.1,12514,42446,1942.9,1954,65163,-25.81,308.83,-7.6,130.15,93.79,76.36,5804.4 +7531.3,12169,40560,1889.5,1897,65276,10.68,171.77,14.25,29.45,14.11,19.92,5804.4 +7919.9,12113,42850,1861,1841,66248,-18.69,-118.37,1.9,-1.9,15.77,20.75,5804.4 +8968,13350,44024,2337.1,2290,66885,32.04,-64.08,21.85,24.7,29.05,19.09,5804.4 +7910.6,12979,39943,2384.3,2423,64490,178.89,10749,437.95,3311.7,1580.3,2661.8,5804.5 +7906.6,12495,41470,2020.3,2059,64304,-16.91,145.07,32.3,11.4,9.13,11.62,5804.5 +7733.7,12130,41783,2042.5,2038,65682,128.16,8851.9,343.9,2581.1,1108.9,1734.7,5804.6 +8045.8,12436,42400,1975.8,1956,66199,4.45,28.48,-12.35,17.1,26.56,6.64,5804.6 +7226.5,12058,39277,1926,1934,65264,-5.34,154.86,3.8,102.6,88.81,86.32,5804.7 +7720.4,12389,40840,1907.3,1937,64530,128.16,7756.4,292.6,2184.1,1088.1,1799.4,5804.7 +7505.3,12194,40337,1984.7,1986,65493,-21.36,99.68,0,-3.8,11.62,27.39,5804.7 +3704.4,6192,39207,2570.3,2544,66214,276.79,19531,758.1,5460.6,2267.6,3579,5804.7 +9252.7,14267,42502,2184.1,2171,65930,1.78,289.25,17.1,132.05,111.22,111.22,5804.8 +8008.1,12407,42300,1890.4,1895,65376,-24.03,-90.78,-6.65,4.75,-3.32,-21.58,5804.8 +7607.3,12331,40431,1980.3,2031,63898,8.9,1877.9,114.95,820.8,508.79,605.07,5804.9 +7910.1,12241,42349,1862.8,1873,65178,-6.23,-13.35,-0.95,-21.85,4.15,-16.6,5804.9 +8157.5,12699,42099,2066.6,2095,64647,48.06,1998,122.55,868.3,496.34,587.64,5804.9 +7651.8,12368,40546,1898.4,1940,64130,29.37,1905.5,114.95,893.95,485.55,561.91,5804.9 +7066.8,10800,42882,2318.4,2356,64491,1.78,238.52,33.25,154.85,162.68,154.38,5805 +7597,12279,40547,1922.4,1975,63791,-13.35,188.68,-1.9,20.9,5.81,11.62,5805 +7618,12334,40478,1965.1,1998,64458,-3.56,225.17,7.6,42.75,32.37,27.39,5805 +7914.5,12617,41110,1985.6,2025,64261,11.57,228.73,26.6,0.95,12.45,17.43,5805 +7931.6,12474,41671,2004.3,1978,66407,5.34,273.23,36.1,71.25,60.59,72.21,5805.1 +7579.3,12503,39728,2068.4,2067,65579,137.06,8361.5,353.4,2424.4,1169.5,1903.2,5805.1 +7274.1,11970,39826,1874.3,1906,64447,8.9,-56.96,30.4,-3.8,-14.11,-5.81,5805.1 +7368.1,12178,39652,2005.2,2022,64991,50.73,1779.1,148.2,882.55,507.13,629.14,5805.1 +7586.7,12211,40717,1944.7,1943,65592,3.56,197.58,3.8,19.95,29.88,13.28,5805.2 +7609.7,12432,40115,1944.7,1936,65829,147.74,8399.8,342,2560.3,1129.6,1758.8,5805.2 +7528.4,12304,40099,1961.6,1956,65722,-12.46,129.05,7.6,-15.2,43.99,4.98,5805.3 +7337.3,12187,39456,1898.4,1883,66071,7.12,-111.25,-32.3,-15.2,-10.79,-7.47,5805.4 +7418.6,12323,39453,2015,2023,65276,18.69,569.6,30.4,223.25,168.49,155.21,5805.4 +7818,12194,42017,1914.4,1926,65141,-24.03,217.16,-3.8,76,85.49,80.51,5805.4 +8016.9,12454,42187,1975.8,2018,64166,117.48,8018,315.4,2329.4,1142.1,1855,5805.4 +8113.9,12509,42510,1926,1961,64365,-6.23,259.88,26.6,20.9,51.46,26.56,5805.4 +7725.8,11226,45102,2441.3,2478,64565,-23.14,284.8,6.65,17.1,8.3,23.24,5805.5 +7953.2,12603,41357,1983.8,2011,64650,110.36,8253.9,333.45,2589.7,1100.6,1741.3,5805.6 +4266.4,6054,46185,3466.6,3458,65698,-0.89,313.28,28.5,77.9,63.91,61.42,5805.6 +8253.6,13424,40294,2423.5,2416,65739,18.69,56.96,2.85,47.5,55.61,26.56,5805.7 +7421.1,12323,39467,2003.4,2023,64901,63.19,1652.7,95.95,803.7,535.35,622.5,5805.8 +8166.3,12496,42829,1895.7,1904,65250,117.48,8295.7,346.75,2415.8,1076.5,1761.3,5805.9 +7790,12471,40937,1881.5,1911,64523,1.78,149.52,-3.8,87.4,104.58,82.17,5805.9 +8318.2,12635,43146,1955.3,1951,65681,43.61,2007.8,134.9,881.6,516.26,632.46,5806 +7783.2,12382,41195,1963.3,1998,64399,23.14,150.41,50.35,83.6,89.64,93.79,5806.1 +8005.6,12439,42178,2038.1,2007,66552,19.58,97.9,21.85,38.95,50.63,29.05,5806.2 +8162.9,12503,42787,1915.3,1911,65683,28.48,258.99,25.65,116.85,88.81,81.34,5806.3 +8051.7,12252,43068,1900.2,1928,64589,2.67,127.27,-2.85,8.55,9.13,13.28,5806.3 +7835.6,12235,41971,2037.2,2031,65736,29.37,753.83,56.05,216.6,169.32,171.81,5806.4 +8041.4,12355,42655,1980.3,1991,65182,-25.81,-72.98,-19.95,-32.3,-13.28,-29.05,5806.6 +7898.8,12371,41844,1963.3,1991,64626,-22.25,4.45,-38,-13.3,-9.96,-6.64,5806.6 +7831.2,12538,40934,2060.3,2078,64979,96.12,8781.6,323,2584,1103.1,1734.7,5806.6 +9232.6,14411,41986,2139.6,2159,64946,35.6,705.77,76,264.1,203.35,244.02,5806.7 +7213.3,11664,40529,1995.4,2000,65385,26.7,234.07,50.35,99.75,63.08,85.49,5806.7 +7438.2,12312,39593,1940.2,1996,63704,142.4,7912.1,297.35,2349.3,1092.3,1838.4,5806.8 +7617.1,12339,40456,2047,2067,64902,-6.23,383.59,12.35,91.2,59.76,98.77,5807 +7800.3,12102,42241,1855.7,1858,65453,44.5,1717.7,135.85,870.2,493.85,638.27,5807.2 +7769,12328,41300,1973.1,1992,64915,116.59,8218.3,300.2,2492.8,1118,1801.1,5807.2 +8425.1,12518,44108,1927.7,1938,65189,0,186.9,1.9,18.05,8.3,2.49,5807.3 +8485.3,12523,44406,1897.5,1899,65484,-5.34,143.29,-20.9,22.8,16.6,0,5807.4 +5200.4,7742,44021,3151.5,3166,65236,4.45,542.9,6.65,192.85,138.61,151.06,5807.4 +8158,12667,42208,2017.6,2027,65233,145.96,8252.1,317.3,2523.2,1103.1,1757.1,5807.4 +9022.9,14356,41190,2655.8,2624,66329,3.56,-85.44,9.5,27.55,11.62,4.15,5807.5 +8398.6,12636,43559,2013.2,2040,64674,18.69,-18.69,19.95,2.85,8.3,5.81,5807.5 +7778.8,12015,42429,1817.4,1823,65334,-9.79,-94.34,-6.65,-4.75,-17.43,-15.77,5807.6 +7199.1,10925,43185,2380.8,2393,65201,199.36,14723,562.4,4378.5,1828.5,2866,5807.6 +7901.7,12163,42576,1837.8,1827,65925,1.78,79.21,14.25,100.7,76.36,72.21,5807.6 +8055.6,12490,42268,1998,2010,65146,-3.56,184.23,13.3,38.95,27.39,17.43,5807.6 +8881.3,13851,42022,2113.8,2107,65746,4.45,68.53,7.6,8.55,9.13,-4.98,5807.7 +8225.6,12769,42217,1990,2021,64532,1.78,550.02,26.6,204.25,134.46,178.45,5807.8 +8348.6,12539,43635,1931.3,1947,65008,15.13,-74.76,-20.9,-19.95,-12.45,-5.81,5807.8 +8320.7,12438,43842,2023,2018,65697,50.73,2157.4,101.65,903.45,497.17,579.34,5807.8 +4882.4,6942,46092,3101.6,3114,65276,103.24,3920.4,235.6,1746.1,1158.7,1424.3,5807.9 +10085,14659,45088,2315.8,2311,65672,13.35,58.74,18.05,33.25,39.84,29.88,5807.9 +9252.2,14031,43215,2693.1,2683,65784,-6.23,-44.5,7.6,3.8,18.26,14.11,5808 +8691.1,12794,44519,2022.1,2042,64897,-4.45,-34.71,14.25,29.45,0.83,26.56,5808 +8382.9,12435,44180,1958.9,1943,66072,-2.67,-76.54,-4.75,-0.95,-6.64,6.64,5808.1 +8436.3,12604,43866,1987.4,1996,65253,-1.78,228.73,0.95,34.2,21.58,22.41,5808.1 +8119.8,12440,42776,1888.6,1896,65280,-14.24,53.4,-15.2,9.5,-5.81,2.49,5808.1 +8322.2,12570,43389,1963.3,1962,65581,0.89,-57.85,-3.8,19,-11.62,0,5808.1 +8034,12854,40961,2029.2,2066,64369,60.52,2168.9,143.45,878.75,551.95,629.97,5808.2 +8344.7,12982,42126,2144,2178,64513,126.38,7768.8,292.6,2285.7,1110.5,1857.5,5808.3 +7521,12041,40935,1883.2,1917,64382,-18.69,124.6,-26.6,-6.65,-32.37,-14.11,5808.3 +8796,13626,42305,2410.1,2458,64259,8.01,948.74,49.4,356.25,231.57,254.81,5808.3 +7507.3,12251,40160,1872.6,1903,64488,7.12,402.28,30.4,192.85,161.85,167.66,5808.4 +7819.9,12027,42611,1991.8,2015,64782,47.17,1769.3,114.95,830.3,486.38,590.13,5808.5 +7785.1,12335,41362,1938.4,1967,64584,15.13,-78.32,-4.75,-10.45,-9.13,-16.6,5808.5 +8652.9,12941,43820,2064.8,2125,63679,133.5,8166.6,335.35,2502.3,1116.3,1831.8,5808.5 +8130.6,12412,42930,1967.8,2008,64224,130.83,7923.7,303.05,2309.4,1165.3,1898.2,5808.6 +8124.2,12705,41907,1949.1,1973,64742,40.05,1896.6,125.4,902.5,532.86,612.54,5808.6 +8179.1,12529,42783,2031,2002,66485,32.93,33.82,21.85,52.25,33.2,29.05,5808.7 +7826.8,12275,41787,2041.7,2039,65621,130.83,8284.1,338.2,2510.8,1120.5,1791.1,5808.7 +7446,12310,39641,1882.3,1906,64723,2.67,-114.81,-1.9,-2.85,1.66,7.47,5808.8 +7572,12451,39855,2087.9,2099,65191,8.01,10.68,11.4,-30.4,-13.28,-4.98,5808.9 +7292.2,11982,39885,1909.9,1918,65261,59.63,1810.3,111.15,813.2,500.49,647.4,5808.9 +7474.5,12072,40577,1917.1,1963,64002,-11.57,410.29,-18.05,62.7,61.42,79.68,5809.1 +7420.1,12175,39941,1866.3,1919,63737,-31.15,340.87,-23.75,76.95,43.16,63.08,5809.3 +7767.5,12267,41497,1995.4,2031,64387,106.8,8354.4,327.75,2398.8,1134.6,1855,5809.3 +7468.6,12118,40391,1956.2,1974,64946,19.58,-45.39,36.1,19.95,-8.3,13.28,5809.3 +7723.9,12130,41731,1985.6,1990,65391,0.89,470.81,38.95,100.7,73.87,93.79,5809.4 +7818.9,12465,41109,1942,1921,66252,30.26,202.92,26.6,133.95,104.58,102.92,5809.4 +7875.3,12445,41472,1935.8,1945,65224,13.35,-44.5,43.7,23.75,19.09,22.41,5809.4 +7818.4,12224,41917,1964.2,1924,66906,17.8,25.81,-2.85,46.55,25.73,34.86,5809.4 +7799.8,12214,41851,1936.6,1926,65898,0.89,102.35,4.75,-5.7,4.15,-8.3,5809.5 +7813.1,12458,41101,2022.1,2026,65409,-2.67,-58.74,-3.8,46.55,14.11,16.6,5809.6 +7704.8,12418,40662,1922.4,1926,65414,-0.89,186.01,8.55,114.95,102.09,79.68,5809.6 +7568.5,12217,40600,1926,1961,64365,-13.35,55.18,1.9,27.55,13.28,-8.3,5809.6 +7568.1,12039,41198,1835.2,1879,64008,-28.48,51.62,19.95,-7.6,-8.3,-8.3,5809.6 +7895.9,12528,41305,1998.9,2000,65501,-16.02,232.29,3.8,19.95,36.52,14.11,5809.7 +8019.8,12686,41431,1958.9,1994,64382,7.12,199.36,-6.65,118.75,73.87,60.59,5809.7 +8026.2,12457,42226,1922.4,1917,65721,-26.7,28.48,-1.9,-31.35,-10.79,-9.13,5809.7 +8002.7,12246,42827,1854.8,1874,64863,-26.7,249.2,19.95,14.25,35.69,20.75,5809.8 +8376.5,12799,42891,2028.3,2047,64938,46.28,1818.3,146.3,859.75,535.35,621.67,5809.9 +8223.2,12589,42808,1983.8,2009,64714,-25.81,-52.51,-0.95,-3.8,0,7.47,5809.9 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+6956,10601,43003,2391.4,2413,64950,-15.13,242.08,-33.25,16.15,4.15,4.98,5810.7 +7995.3,12402,42250,1884.1,1874,65890,-6.23,-106.8,-3.8,2.85,0,-8.3,5810.7 +7948.3,12348,42185,1958.9,1948,65902,1.78,172.66,14.25,111.15,93.79,92.13,5810.7 +8055.6,12792,41270,2017.6,2024,65330,69.42,1781.8,151.05,797.05,527.05,644.08,5810.8 +7834.6,12325,41659,2047,2033,65987,-10.68,-100.57,0.95,-0.95,-4.98,17.43,5810.8 +7896.8,12460,41535,1998.9,2028,64597,-1.78,151.3,-2.85,22.8,-0.83,9.96,5810.8 +7747.4,12247,41458,2032.8,2055,64827,-6.23,116.59,11.4,14.25,24.07,16.6,5810.9 +8079.1,12441,42559,1951.8,1997,64052,17.8,63.19,9.5,38,39.84,11.62,5811.1 +7697.4,12202,41342,1892.1,1902,65196,10.68,16.91,10.45,5.7,13.28,11.62,5811.1 +7811.6,12264,41743,1899.3,1900,65510,-1.78,-97.9,-33.25,-18.05,-4.98,-10.79,5811.1 +6885,10327,43693,2296.2,2311,65116,196.69,14818,580.45,4542.9,1849.2,2920.8,5811.1 +8568.6,12570,44674,1966.9,1966,65566,159.31,8688.2,367.65,2629.6,1118.8,1714.8,5811.2 +8577.5,12607,44589,1872.6,1899,64624,3.56,-56.96,16.15,12.35,13.28,5.81,5811.2 +9034.1,13328,44422,1931.3,1968,64314,35.6,2145.8,122.55,894.9,478.08,584.32,5811.3 +8031.1,12459,42245,1944.7,1979,64398,-7.12,198.47,0,17.1,21.58,9.96,5811.3 +7839,12211,42072,1867.2,1891,64712,-6.23,-20.47,4.75,-3.8,7.47,0.83,5811.4 +7904.2,12422,41701,1999.8,1986,65992,7.12,-85.44,0.95,8.55,14.94,-1.66,5811.5 +7519.5,11979,41139,1949.1,1967,64940,40.94,2005.2,116.85,867.35,529.54,622.5,5811.5 +8575.5,13614,41281,2343.4,2366,64909,0,-103.24,0.95,17.1,11.62,-14.11,5811.5 +7894.4,12378,41797,1979.4,1982,65449,-3.56,475.26,6.65,101.65,125.33,93.79,5811.6 +7812.1,12429,41192,1928.6,1949,64851,24.03,21.36,18.05,16.15,22.41,12.45,5811.6 +7909.1,12632,41033,2119.1,2168,64058,-33.82,161.09,-8.55,-4.75,13.28,-0.83,5811.6 +7779.2,12414,41068,1880.6,1898,64934,0.89,63.19,-6.65,0.95,20.75,4.98,5811.7 +4146.4,6074,44738,2765.2,2762,65613,-8.01,122.82,11.4,9.5,17.43,-5.81,5811.7 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+8303.5,12494,43555,1869,1886,64945,-19.58,-64.97,-17.1,-14.25,4.98,17.43,5850.9 +9058.1,13378,44374,2196.5,2210,65136,-16.02,34.71,-22.8,24.7,13.28,6.64,5850.9 +6608.6,9727,44526,2854.2,2859,65427,89.89,3721.1,225.15,1567.5,964.46,1156.2,5850.9 +6834,10325,43378,2288.2,2277,65858,99.68,3360.6,225.15,1541.8,937.9,1114.7,5850.9 +8117.8,12417,42845,1982.9,1969,65999,9.79,129.05,1.9,10.45,24.9,29.05,5851 +8156.1,12646,42268,2048.8,2034,66012,17.8,332.86,-6.65,92.15,112.88,98.77,5851 +7555.3,12074,41009,1847.6,1854,65311,37.38,22.25,15.2,10.45,37.35,16.6,5851.1 +7678.3,12089,41625,1998.9,2045,64060,60.52,1783.6,122.55,772.35,516.26,628.31,5851.1 +7433.3,11958,40738,1990,1958,66608,25.81,247.42,24.7,121.6,82.17,96.28,5851.1 +7499.9,12222,40216,2033.7,2058,64761,19.58,159.31,-13.3,-13.3,0.83,6.64,5851.1 +7259.8,11995,39665,1784.4,1855,63044,11.57,190.46,-3.8,83.6,65.57,77.19,5851.2 +7728.8,12546,40372,1990,2002,65144,8.9,172.66,-26.6,52.25,29.05,13.28,5851.2 +7958.6,12623,41319,2088.8,2143,63879,11.57,377.36,14.25,108.3,75.53,75.53,5851.3 +8171.2,12503,42831,1984.7,1987,65460,-23.14,-104.13,-16.15,-9.5,-15.77,-0.83,5851.3 +8185.5,12218,43906,1948.2,1966,64943,3.56,-32.04,7.6,7.6,-14.94,8.3,5851.4 +8836.2,12789,45280,1930.4,1942,65145,28.48,18.69,8.55,22.8,16.6,11.62,5851.5 +8933.7,13129,44594,2302.4,2317,65124,-10.68,71.2,-0.95,5.7,0.83,-12.45,5851.5 +8651.4,12815,44244,1993.6,2011,64969,19.58,389.82,19.95,150.1,96.28,80.51,5851.6 +8894,12760,45680,1934.9,1992,63656,1.78,179.78,4.75,39.9,30.71,22.41,5851.7 +8393.7,12910,42610,1969.6,2014,64090,41.83,1862.8,92.15,780.9,514.6,623.33,5851.7 +4207.6,5611,49145,3010,3035,64996,-8.01,66.75,-11.4,37.05,8.3,19.09,5851.7 +8205,12575,42762,2007.8,2047,64282,-13.35,-8.01,18.05,18.05,4.15,19.09,5851.8 +8412.3,12935,42622,1926.8,1975,63938,42.72,1810.3,147.25,836,493.85,609.22,5851.8 +7962,12519,41681,1944.7,1955,65189,-19.58,-10.68,-25.65,31.35,15.77,16.6,5851.8 +8031.6,12672,41537,2020.3,2068,64024,-6.23,225.17,23.75,42.75,35.69,26.56,5851.9 +7950.3,12611,41315,2000.7,2019,64943,-14.24,176.22,19,27.55,28.22,28.22,5851.9 +7875.8,12364,41746,1992.7,2008,65037,-15.13,202.92,28.5,51.3,24.07,35.69,5852 +8235.4,12487,43222,1975.8,2035,63629,0.89,511.75,11.4,198.55,169.32,170.15,5852 +8147.2,12411,43021,1939.3,1967,64613,18.69,545.57,47.5,244.15,161.85,189.24,5852 +8173.2,12671,42273,2079.9,2075,65692,139.73,8682,354.35,2532.7,1162.8,1876.6,5852 +8776.9,12450,46201,1894.8,1890,65703,18.69,168.21,25.65,-4.75,20.75,9.13,5852.1 +8426,12534,44057,1955.3,1958,65447,13.35,565.15,38.95,216.6,190.9,202.52,5852.1 +9066,13055,45511,2056.8,2075,64961,24.92,561.59,50.35,238.45,178.45,196.71,5852.2 +9153.7,13097,45804,1956.2,1993,64327,58.74,1812,132.05,860.7,504.64,613.37,5852.2 +9459.5,13009,47654,1961.6,1973,65156,-2.67,-55.18,11.4,-4.75,-4.15,-15.77,5852.2 +9261.5,13131,46224,2035.4,2095,63673,7.12,54.29,2.85,26.6,0.83,6.64,5852.3 +8664.7,12586,45117,2041.7,2078,64390,3.56,263.44,5.7,123.5,84.66,73.87,5852.3 +8368.2,12365,44353,1943.8,2009,63408,-5.34,89.89,2.85,82.65,53.12,63.91,5852.3 +8193.3,12669,42383,1986.5,1998,65158,-3.56,-48.06,-10.45,15.2,-9.96,-19.09,5852.4 +8286.9,12805,42412,2106.6,2133,64726,50.73,1975.8,104.5,815.1,511.28,627.48,5852.4 +8063.9,12734,41501,2011.4,2046,64428,130.83,8714,337.25,2552.6,1177.8,1839.3,5852.5 +8066.9,12552,42118,2069.3,2088,64947,116.59,9197.3,328.7,2579.3,1147.9,1782,5852.5 +7584.2,12227,40651,1844.1,1859,65010,19.58,667.5,51.3,236.55,173.47,175.96,5852.5 +7898.3,12706,40739,2143.1,2162,64964,145.07,9265.8,349.6,2599.2,1155.4,1807.7,5852.6 +8107.1,13075,40635,2130.7,2167,64437,56.07,1758.6,91.2,809.4,532.03,642.42,5852.6 +7702.3,12351,40869,1962.4,1967,65384,32.04,455.68,40.85,210.9,146.08,177.62,5852.6 +8105.6,12671,41923,1996.3,2027,64542,-3.56,91.67,-36.1,15.2,17.43,2.49,5852.6 +7716.5,12410,40750,1888.6,1914,64666,-8.9,159.31,-24.7,59.85,69.72,73.04,5852.7 +7621.5,12267,40717,1871.7,1919,63920,-19.58,-89.89,-31.35,-24.7,-16.6,-14.11,5852.7 +8015.4,12470,42125,1892.1,1922,64518,-6.23,135.28,-19,3.8,13.28,7.47,5852.7 +7714.1,12272,41195,1930.4,1952,64811,-4.45,-113.03,-26.6,-40.85,-21.58,-13.28,5852.7 +8120.8,12747,41751,1971.3,2015,64116,-15.13,-40.05,-27.55,-7.6,-20.75,-24.9,5852.7 +8891.5,13686,42578,2421.7,2434,65205,64.97,3050.9,174.8,1343.3,730.4,876.48,5852.7 +8527.5,12752,43825,1985.6,1984,65589,24.03,-6.23,13.3,13.3,14.11,24.9,5852.9 +5050.9,7046,46979,3010.9,3014,65468,7.12,208.26,13.3,28.5,13.28,16.6,5853 +8912.6,12930,45174,2034.5,2034,65553,28.48,36.49,-6.65,70.3,33.2,39.84,5853 +8922.9,13303,43958,2102.2,2119,65016,135.28,8170.2,332.5,2358.8,1136.3,1879.1,5853 +7928.7,12953,40115,2243.7,2298,63987,80.99,8228,304,2450.1,1132.1,1838.4,5853.2 +7536.2,12283,40209,1880.6,1883,65451,-12.46,-98.79,-24.7,18.05,-13.28,-0.83,5853.2 +7426,12011,40518,1951.8,1995,64116,118.37,7185,303.05,2210.6,1077.3,1831.8,5853.2 +7854.7,12627,40767,2084.4,2131,64102,-4.45,234.96,-0.95,36.1,9.96,26.56,5853.3 +8208,12919,41638,2152,2183,64606,137.95,9090.5,358.15,2645.8,1153.7,1815.2,5853.3 +8577,12562,44746,1889.5,1890,65518,10.68,-100.57,-22.8,29.45,11.62,10.79,5853.4 +8425.5,12574,43914,1909,1962,63767,1.78,-30.26,-3.8,-7.6,12.45,18.26,5853.5 +9623.6,14475,43571,2030.1,2079,63994,10.68,590.07,1.9,284.05,190.07,229.91,5853.5 +8726.9,12835,44560,2102.2,2151,64049,16.02,275.01,4.75,85.5,75.53,83.83,5853.5 +8992,12955,45488,2050.6,2075,64764,-16.91,127.27,-24.7,8.55,0.83,9.96,5853.5 +8464.8,12614,43979,1969.6,2006,64346,9.79,153.97,9.5,22.8,13.28,15.77,5853.5 +7899.8,12244,42284,1983.8,1968,66062,153.08,8537.8,352.45,2513.7,1138.8,1817.7,5853.6 +8334.4,12425,43960,1875.2,1897,64784,-8.9,720.9,19.95,220.4,140.27,167.66,5853.7 +8203.6,12231,43956,1873.4,1875,65482,121.93,8772.7,317.3,2541.3,984.38,1559.6,5853.7 +7863.5,12552,41057,1966.9,1995,64613,128.16,8685.5,345.8,2618.2,1071.5,1714.8,5853.8 +8022.8,12356,42553,1982,2020,64304,-9.79,247.42,16.15,22.8,30.71,34.03,5853.9 +8100.2,12312,43117,1862.8,1868,65353,7.12,157.53,-1.9,11.4,3.32,9.13,5853.9 +8054.1,12745,41415,2015,2013,65600,56.96,2184.9,134.9,909.15,533.69,638.27,5854 +8092.4,12471,42526,1930.4,1959,64580,72.09,1626,97.85,731.5,505.47,659.02,5854 +8605.4,12421,45404,2036.3,2065,64626,-5.34,387.15,-21.85,93.1,63.91,64.74,5854.1 +8634.8,12598,44919,2006.1,2034,64636,110.36,8630.3,312.55,2606.8,1049.9,1683.2,5854.2 +8096.8,12230,43388,1884.1,1874,65890,0,322.18,39.9,106.4,87.15,78.85,5854.3 +8381.9,12748,43091,2037.2,2028,65834,31.15,56.96,22.8,58.9,30.71,51.46,5854.4 +9094.9,14175,42049,2095.9,2079,66070,0.89,-63.19,26.6,30.4,20.75,21.58,5854.4 +7453.9,12320,39651,1995.4,2020,64737,-8.01,291.92,17.1,136.8,92.13,105.41,5854.5 +8011.5,12530,41903,2050.6,2038,65940,2.67,209.15,19.95,25.65,42.33,24.07,5854.5 +7773.4,12426,40998,1934,1950,64997,131.72,8476.4,355.3,2585.9,1128,1759.6,5854.7 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+8155.6,12527,42666,1909.9,1935,64687,34.71,20.47,-3.8,10.45,43.16,14.94,5862.9 +8565.2,12922,43440,2144,2158,65111,134.39,8550.2,338.2,2529.8,1225.1,1886.6,5862.9 +8285.4,12556,43246,2008.7,1992,66086,23.14,89,34.2,35.15,72.21,33.2,5862.9 +8208.5,12457,43185,1968.7,1965,65659,7.12,35.6,28.5,10.45,29.05,14.94,5863 +8205,12458,43163,2004.3,1994,65874,22.25,-47.17,28.5,36.1,61.42,24.9,5863 +9573.1,14522,43202,2497.3,2506,65310,210.93,11660,437,3354.4,1667.5,2636.9,5863 +5326.8,7775,44900,2553.4,2527,66221,49.84,495.73,53.2,237.5,202.52,185.09,5863 +8168.8,12479,42900,1933.1,1935,65471,15.13,70.31,19.95,15.2,53.12,19.92,5863.2 +8129.1,12509,42589,1950,1929,66249,37.38,2081.7,115.9,881.6,520.41,595.94,5863.2 +7633.7,12291,40703,1965.1,1971,65340,-5.34,-29.37,-6.65,-2.85,9.13,2.49,5863.2 +7345.1,12013,40071,1917.9,1977,63579,39.16,2039,97.85,821.75,531.2,614.2,5863.2 +7445.6,12052,40487,1861.9,1888,64629,-16.02,-38.27,3.8,9.5,33.2,24.07,5863.3 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+8613.2,12830,43997,2043.4,2058,65072,8.9,144.18,58.9,130.15,96.28,130.31,5869 +8163.4,12529,42701,1923.3,1909,66027,76.54,1851.2,147.25,883.5,498,594.28,5869.1 +8151.6,12562,42527,1923.3,1938,65039,1.78,-38.27,30.4,12.35,15.77,1.66,5869.1 +8038.5,12514,42097,2023,2070,64047,104.13,8771,339.15,2615.3,1047.5,1642.6,5869.1 +8465.7,13481,41155,2305.1,2397,63023,-13.35,194.91,19.95,56.05,12.45,24.07,5869.2 +6988.9,10930,41905,2428.8,2486,64028,200.25,14506,580.45,4337.7,1872.5,2985.5,5869.3 +7746.9,12334,41163,1859.2,1898,64197,19.58,134.39,-14.25,101.65,87.98,82.17,5869.3 +8058.1,12488,42288,1915.3,1932,64969,48.06,1830.7,100.7,853.1,494.68,615.86,5869.4 +7784.6,12084,42219,1864.5,1892,64585,58.74,2006.1,109.25,840.75,516.26,645.74,5869.4 +7964,12390,42125,1999.8,2034,64435,132.61,8285.9,335.35,2401.6,1145.4,1858.4,5869.4 +8523.5,12734,43867,1988.3,2014,64698,13.35,9.79,8.55,45.6,14.94,3.32,5869.5 +8579.4,12511,44941,1893,1935,64115,3.56,-79.21,4.75,0,-3.32,11.62,5869.6 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+8505.4,12384,45011,1908.2,1904,65679,-8.9,80.99,13.3,0,-0.83,3.32,5870.3 +8553.9,12506,44826,2018.5,2042,64782,110.36,8223.6,333.45,2496.6,1146.2,1845.1,5870.3 +8358.9,12790,42831,2055.9,2054,65597,10.68,118.37,17.1,101.65,80.51,78.85,5870.4 +8265.3,12133,44645,1877,1877,65536,26.7,757.39,59.85,252.7,185.92,186.75,5870.4 +9139.5,14475,41379,2190.3,2203,65158,1.78,97.01,5.7,-1.9,-5.81,6.64,5870.5 +7719.5,12354,40951,1910.8,1922,65155,8.9,-94.34,8.55,-3.8,-8.3,2.49,5870.5 +7673.9,12186,41270,2011.4,2026,65064,-6.23,-113.03,0,-11.4,-15.77,-4.98,5870.6 +4436,5866,49559,2585.4,2570,65930,23.14,785.87,38,259.35,205.84,213.31,5870.8 +8868.5,12705,45746,1956.2,1957,65510,21.36,678.18,32.3,250.8,165.17,183.43,5870.8 +8541.7,12687,44123,2087.9,2095,65315,36.49,730.69,26.6,288.8,166.83,169.32,5870.9 +4603.6,6309,47820,2524.9,2481,66696,8.01,-113.03,2.85,17.1,5.81,17.43,5870.9 +9360.5,13626,45020,2287.3,2314,64780,70.31,2801.7,178.6,1386,704.67,831.66,5871 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+7499,12074,40703,1789.8,1838,63817,-25.81,163.76,-39.9,8.55,-21.58,-14.11,5874.6 +7655.8,12274,40877,1879.7,1910,64496,-2.67,-81.88,-25.65,-22.8,-4.98,-16.6,5874.6 +8305,12306,44229,1887.7,1926,64232,-22.25,-22.25,-13.3,-26.6,-27.39,-21.58,5874.7 +5919.7,8222,47185,3031.3,3038,65392,3.56,-24.92,-9.5,33.25,15.77,19.09,5874.8 +8254,12679,42664,1958.9,1991,64479,-8.9,34.71,-6.65,-13.3,-13.28,8.3,5874.9 +8198.7,12594,42664,2012.3,2022,65221,23.14,645.25,27.55,229.9,166,172.64,5874.9 +8651.9,12549,45184,1908.2,1905,65645,-15.13,-113.92,-23.75,-19.95,-14.94,-19.09,5875 +8619.1,12687,44523,1947.3,1967,64880,-15.13,16.02,-4.75,-17.1,8.3,5.81,5875 +9895.5,14805,43804,2186.7,2225,64409,2.67,720.01,14.25,251.75,186.75,204.18,5875 +8465.2,12718,43621,2207.2,2202,65691,171.77,7998.4,334.4,2407.3,1149.5,1868.3,5875 +8903.8,14118,41332,1998.9,1990,65830,1.78,325.74,44.65,228.95,102.09,121.18,5875.2 +7840.5,12447,41282,2009.6,2031,64846,10.68,-33.82,16.15,38.95,28.22,23.24,5875.2 +7699.4,12173,41451,1901,1885,66094,-16.91,105.91,27.55,6.65,24.9,28.22,5875.2 +7450,12078,40424,1930.4,1966,64350,117.48,7952.1,301.15,2305.6,1136.3,1885.8,5875.3 +8206.5,12794,42037,2119.1,2122,65446,58.74,1707.9,129.2,846.45,540.33,649.06,5875.3 +8648.5,12491,45376,1920.6,1919,65591,5.34,349.77,18.05,122.55,94.62,92.96,5875.4 +8867,12570,46230,1915.3,1934,64902,-20.47,65.86,14.25,19.95,11.62,7.47,5875.5 +8877.3,12647,46002,1908.2,1911,65439,-4.45,149.52,24.7,5.7,14.94,14.11,5875.6 +8860.7,12711,45684,1915.3,1923,65273,-4.45,-59.63,-3.8,-5.7,22.41,-7.47,5875.6 +9141,13086,45779,2668.2,2682,65199,0.89,182.45,-8.55,18.05,19.09,11.62,5875.6 +9245.3,12995,46626,2016.7,2083,63451,-1.78,-106.8,-7.6,8.55,6.64,6.64,5875.6 +8910.2,12761,45759,1992.7,2042,63954,-1.78,396.05,6.65,99.75,82.17,102.92,5875.6 +9363.9,13543,45313,2267.7,2275,65326,2.67,283.02,7.6,168.15,92.13,108.73,5875.7 +8321.2,12465,43749,1971.3,1985,65085,20.47,123.71,12.35,38.95,48.97,32.37,5875.7 +7395.6,12098,40063,1861.9,1894,64425,7.12,-125.49,-5.7,-15.2,6.64,4.15,5875.8 +8042.9,12394,42528,1877,1898,64811,2.67,-37.38,-9.5,22.8,41.5,19.09,5875.8 +7865,12378,41642,2015.8,2030,65079,19.58,103.24,24.7,33.25,46.48,37.35,5875.8 +7385.8,12104,39990,1915.3,1948,64435,125.49,8896.4,339.15,2631.5,1031.7,1609.4,5875.8 +7568.1,12242,40515,1954.4,1974,64887,20.47,126.38,0,41.8,39.01,36.52,5875.9 +7814.5,12059,42469,1940.2,1935,65712,-8.9,404.95,42.75,120.65,97.11,97.11,5875.9 +7629.3,12390,40355,1958,1970,65137,20.47,479.71,12.35,241.3,170.15,175.96,5875.9 +8480.9,12767,43535,1981.1,2015,64435,-6.23,5.34,-45.6,11.4,-28.22,-3.32,5875.9 +8679.9,12323,46161,1863.7,1895,64452,19.58,520.65,20.9,226.1,152.72,185.92,5876.2 +8403.5,12062,45658,2055.9,2094,64344,6.23,14.24,-23.75,50.35,21.58,28.22,5876.2 +9012.1,12875,45873,2083.5,2095,65176,7.12,484.16,12.35,238.45,177.62,185.09,5876.2 +8538.3,12390,45162,1902.8,1942,64214,-12.46,360.45,37.05,128.25,85.49,80.51,5876.2 +8193.8,12326,43565,1941.1,1986,64054,54.29,1899.3,109.25,787.55,501.32,610.05,5876.3 +9295.8,13715,44419,2183.2,2167,66025,-4.45,-120.15,14.25,8.55,0.83,-12.45,5876.3 +8317.3,12559,43402,1979.4,1995,65022,62.3,1918.8,132.05,915.8,498,599.26,5876.4 +8208.5,12538,42906,1991.8,2014,64814,22.25,-71.2,6.65,18.05,19.09,2.49,5876.4 +7291.7,11865,40275,1991.8,2045,63832,13.35,1906.4,112.1,823.65,512.94,619.18,5876.4 +7475,12159,40289,1917.1,1951,64396,-14.24,-120.15,-7.6,-3.8,-0.83,-8.3,5876.4 +7299.5,11971,39962,1837.8,1859,64790,11.57,426.31,4.75,115.9,82.17,72.21,5876.5 +7573,12379,40092,1950,1967,64969,145.07,8482.6,387.6,2585.9,1095.6,1743,5876.5 +7289.7,11889,40183,1865.4,1877,65132,22.25,595.41,38.95,248.9,162.68,182.6,5876.5 +7283.4,11956,39923,2141.3,2132,65823,26.7,168.21,70.3,111.15,84.66,87.98,5876.5 +7279,12089,39460,1909.9,1917,65295,27.59,-37.38,27.55,29.45,11.62,32.37,5876.5 +7445.1,12375,39428,2118.2,2147,64657,9.79,515.31,4.75,233.7,148.57,166,5876.6 +7910.1,12738,40697,2085.3,2086,65513,43.61,1770.2,115.9,825.55,494.68,600.09,5876.6 +8074.2,12926,40937,2194.7,2206,65201,117.48,8371.3,327.75,2673.3,1137.1,1807.7,5876.7 +7644,12525,39997,2085.3,2125,64311,0,21.36,19.95,46.55,29.88,34.03,5876.7 +7886.1,12410,41646,1891.3,1934,64087,51.62,1965.1,105.45,862.6,527.88,626.65,5876.7 +8605.9,12790,44097,2041.7,2070,64639,-19.58,210.04,-13.3,36.1,15.77,23.24,5876.8 +8220.7,12089,44566,1843.2,1901,63543,109.47,8746,334.4,2474.8,1038.3,1634.3,5876.8 +9037.1,13713,43189,2207.2,2257,64090,31.15,593.63,37.05,321.1,239.87,240.7,5876.8 +7791,11769,43384,2593.5,2649,64162,-20.47,134.39,-18.05,-12.35,20.75,-14.11,5876.8 +9346.3,14258,42959,2184.1,2198,65120,149.52,10883,419.9,3191.1,1292.3,2005.3,5876.8 +8339.3,12871,42462,1930.4,1959,64580,28.48,509.97,46.55,217.55,195.05,185.92,5876.9 +8049.2,12275,42975,1837.8,1847,65211,53.4,438.77,58.9,240.35,203.35,189.24,5876.9 +8371.7,12732,43092,1942,1964,64801,14.24,5.34,-6.65,48.45,51.46,17.43,5876.9 +8266.3,12467,43454,1946.4,1959,65115,16.91,-84.55,21.85,16.15,40.67,9.13,5876.9 +8126.2,12552,42428,1961.6,1960,65588,3.56,69.42,-18.05,46.55,29.88,22.41,5876.9 +7934.1,12303,42264,1890.4,1915,64693,-12.46,752.05,-2.85,207.1,178.45,161.85,5877 +8073.7,12727,41575,2059.5,2103,64179,105.02,8843.9,391.4,2560.3,1113.9,1703.2,5877 +3241.8,5399,39351,3033.1,3063,64897,12.46,-84.55,22.8,37.05,27.39,27.39,5877 +8964.5,14267,41179,2095.1,2139,64190,-4.45,76.54,-20.9,26.6,17.43,3.32,5877 +7340.7,12109,39729,1867.2,1917,63834,-28.48,113.03,-24.7,-29.45,16.6,-17.43,5877.1 +7071.7,11987,38663,1928.6,1975,63997,-5.34,-58.74,-19.95,-9.5,2.49,-15.77,5877.1 +7318.6,12402,38674,1986.5,2018,64512,-3.56,734.25,22.8,223.25,157.7,153.55,5877.1 +7364.2,12306,39218,1999.8,2022,64817,115.7,7906.8,314.45,2436.8,1191.9,1899,5877.2 +7319.1,12313,38956,2036.3,2089,63883,-8.9,210.04,-13.3,16.15,22.41,11.62,5877.2 +7369.6,12303,39257,1926.8,1963,64329,40.05,1778.2,116.85,837.9,536.18,653.21,5877.2 +7355.9,12027,40083,2008.7,2047,64311,63.19,2119.1,109.25,867.35,540.33,636.61,5877.3 +7752.3,12665,40115,1970.5,2025,63771,-6.23,-26.7,1.9,35.15,33.2,25.73,5877.3 +7647.4,12324,40667,1958.9,2004,64061,-5.34,201.14,39.9,31.35,20.75,30.71,5877.3 +8066.4,12169,43441,1987.4,1997,65220,92.56,2143.1,162.45,945.25,494.68,576.02,5877.4 +8275.6,12399,43741,1938.4,1963,64715,29.37,712,43.7,218.5,174.3,180.11,5877.5 +8653.9,12595,45029,1929.5,1955,64682,56.07,476.15,73.15,266,185.09,206.67,5877.5 +8661.7,12494,45434,1950,1946,65670,24.03,-90.78,-4.75,3.8,-7.47,4.15,5877.5 +9949,14727,44273,2091.5,2103,65178,0.89,253.65,-7.6,37.05,40.67,4.98,5877.6 +7885.6,12170,42464,1828.9,1850,64790,16.91,367.57,36.1,204.25,167.66,166.83,5877.6 +9663.3,14494,43693,2199.2,2174,66295,18.69,614.1,27.55,291.65,215.8,201.69,5877.6 +8467.7,12798,43361,1973.1,2014,64206,10.68,-94.34,-19.95,1.9,3.32,1.66,5877.7 +7347.6,11920,40397,1998,2039,64220,10.68,654.15,19.95,254.6,161.85,157.7,5877.8 +7932.6,12491,41620,1954.4,1931,66332,25.81,186.01,15.2,133.95,79.68,84.66,5877.8 +8286.4,12451,43616,1956.2,1991,64391,-15.13,-6.23,-16.15,0,2.49,5.81,5877.9 +8557.4,12671,44260,1998.9,2015,65014,56.07,1772.9,126.35,864.5,532.03,662.34,5877.9 +8241.3,12370,43662,1950.9,1922,66521,8.01,-91.67,11.4,0.95,19.09,7.47,5878 +8489.3,12759,43605,1982,2007,64721,9.79,-67.64,0,9.5,16.6,40.67,5878 +8671,12671,44848,1925.1,1963,64270,8.9,140.62,18.05,135.85,69.72,83.83,5878 +8551,12317,45498,1911.7,1929,64949,12.46,488.61,36.1,243.2,158.53,191.73,5878.1 +9071.4,12767,46565,2090.6,2139,64053,119.26,8687.3,311.6,2493.8,1165.3,1863.3,5878.1 +9191.4,13060,46123,1951.8,2020,63322,3.56,-56.07,-17.1,9.5,-13.28,3.32,5878.2 +8682.8,12547,45352,1869,1911,64096,3.56,33.82,4.75,-12.35,4.98,10.79,5878.2 +7816,12379,41379,1950,1979,64575,-15.13,-51.62,-4.75,-2.85,-8.3,-5.81,5878.3 +8184.5,12405,43239,2048.8,2049,65529,66.75,1883.2,110.2,888.25,507.96,623.33,5878.4 +7826.3,12390,41397,1963.3,1974,65182,71.2,1927.7,127.3,824.6,529.54,651.55,5878.4 +7439.2,12151,40123,1901.9,1895,65776,1.78,35.6,-0.95,57,30.71,34.03,5878.4 +7794.9,12386,41244,1983.8,1990,65332,69.42,1923.3,105.45,894.9,501.32,602.58,5878.4 +7831.7,12440,41259,1955.3,1976,64850,-0.89,169.1,5.7,1.9,6.64,15.77,5878.4 +7525.9,12091,40792,1913.5,1935,64808,60.52,2055.9,159.6,935.75,468.95,574.36,5878.5 +7799.8,12376,41303,1988.3,1992,65413,3.56,25.81,-24.7,7.6,-24.07,7.47,5878.6 +7932.6,12358,42068,1998,2002,65407,64.97,1834.3,125.4,833.15,476.42,616.69,5878.6 +8310.9,12775,42635,2020.3,2051,64555,107.69,8557.3,330.6,2494.7,1123,1840.9,5878.6 +8810.2,12744,45306,1948.2,1996,63967,11.57,519.76,58.9,245.1,133.63,163.51,5878.6 +8949.4,12883,45526,1970.5,1987,64990,3.56,-49.84,1.9,-5.7,-19.09,11.62,5878.7 +9040,12804,46270,1962.4,1988,64694,17.8,695.98,50.35,231.8,152.72,173.47,5878.8 +8458.9,12122,45732,1937.5,1966,64587,123.71,8049.2,320.15,2367.4,1109.7,1829.3,5878.8 +4008.2,5707,46028,2755.4,2779,64980,-10.68,226.06,0,41.8,16.6,25.73,5878.9 +8100.2,12362,42942,1973.1,1978,65375,18.69,-75.65,8.55,35.15,-14.94,19.09,5879 +7911.1,12322,42076,1892.1,1910,64923,8.9,-36.49,22.8,-9.5,-10.79,19.09,5879.1 +8101.7,12431,42712,1930.4,1967,64317,-15.13,207.37,-1.9,97.85,67.23,92.13,5879.2 +9577.5,13769,45586,2179.6,2189,65255,-27.59,48.95,6.65,-3.8,-27.39,0,5879.3 +7444.1,11076,44046,2413.7,2416,65473,28.48,866.86,40.85,398.05,262.28,279.71,5879.3 +8334.9,12439,43913,1951.8,1971,64897,4.45,436.1,40.85,216.6,170.98,180.11,5879.3 +8401.5,12423,44321,1926.8,1955,64592,-6.23,52.51,-9.5,48.45,36.52,29.88,5879.3 +8812.2,12934,44651,2016.7,2018,65495,16.91,-89.89,-10.45,3.8,-50.63,-39.01,5879.4 +8881.7,12850,45298,2019.4,2050,64558,0,137.95,16.15,101.65,66.4,95.45,5879.5 +8918.5,12731,45910,1966,1979,65106,11.57,-84.55,-4.75,11.4,10.79,1.66,5879.5 +8646.5,12645,44813,1917.9,1969,63837,-14.24,42.72,-14.25,19,6.64,1.66,5879.6 +9986.2,14583,44878,2146.7,2163,65042,10.68,-40.05,4.75,21.85,7.47,11.62,5879.6 +8408.9,12579,43810,1974,1959,66038,-0.89,-89,9.5,5.7,-5.81,21.58,5879.7 +8260.4,12707,42603,2023.9,2039,65049,8.9,461.02,11.4,238.45,147.74,168.49,5879.7 +8899.4,13171,44281,2093.3,2115,64863,23.14,447.67,24.7,116.85,107.07,87.98,5879.8 +8741.6,12731,45000,2052.3,2063,65197,132.61,8754,328.7,2549.8,1094.8,1755.4,5879.8 +8405.5,12254,44954,1812,1882,63100,-10.68,173.55,19.95,79.8,51.46,73.04,5879.9 +8634.3,12551,45085,2018.5,2071,63875,8.9,225.17,15.2,117.8,78.02,111.22,5880 +9125.3,12800,46721,1967.8,1972,65396,37.38,224.28,34.2,127.3,98.77,92.13,5880 +9036.6,12854,46073,2102.2,2118,65046,109.47,8711.3,309.7,2591.6,1095.6,1720.6,5880 +8510.8,12585,44320,1964.2,1961,65644,-1.78,-39.16,16.15,58.9,15.77,19.92,5880.1 +8774.4,13163,43686,2371.8,2447,63523,77.43,2642.4,170.05,1153.3,757.79,951.18,5880.1 +8671,12641,44954,1948.2,1953,65375,-13.35,-72.09,-10.45,-30.4,-4.98,13.28,5880.1 +8658.8,12552,45209,1894.8,1919,64710,0,73.87,-16.15,-5.7,-6.64,3.32,5880.2 +8360.4,13282,41252,2343.4,2306,66598,91.67,2829.3,172.9,1327.2,776.88,911.34,5880.3 +7580.3,12271,40484,1916.2,1951,64366,9.79,-75.65,-44.65,29.45,17.43,8.3,5880.3 +7816.5,12312,41607,1884.1,1900,64989,16.91,-78.32,10.45,28.5,0.83,17.43,5880.4 +8163.9,12488,42843,1902.8,1928,64680,6.23,233.18,15.2,111.15,62.25,73.87,5880.5 +8429,12826,43069,2068.4,2094,64734,-9.79,-53.4,-10.45,1.9,1.66,-0.83,5880.6 +8423.6,12698,43475,2014.1,2062,64013,10.68,356.89,12.35,95.95,76.36,56.44,5880.6 +8101.7,12428,42722,1977.6,2044,63406,8.9,435.21,-0.95,215.65,152.72,151.06,5880.7 +8010.5,12378,42412,1973.1,2010,64334,45.39,2154.7,108.3,875.9,523.73,621.67,5880.8 +8029.6,12355,42592,1922.4,1955,64443,122.82,7572.1,327.75,2421.6,1172,1903.2,5880.8 +7663.6,12051,41676,1880.6,1923,64090,53.4,1659,117.8,852.15,553.61,639.1,5880.8 +6093.1,9863,40487,2403.9,2423,65019,-3.56,56.96,-23.75,49.4,39.01,29.05,5880.8 +7898.3,12602,41075,2042.5,2078,64418,38.27,745.82,27.55,246.05,204.18,173.47,5880.9 +7269.6,12061,39501,2133.3,2169,64458,126.38,7582.8,301.15,2259.1,1132.9,1831,5880.9 +7426.4,12318,39511,2043.4,2078,64446,117.48,7702.9,308.75,2335.1,1137.1,1870,5880.9 +8918,14649,39897,2146.7,2185,64387,6.23,-123.71,4.75,-9.5,21.58,7.47,5880.9 +7817.5,12761,40148,2056.8,2093,64402,57.85,1866.3,122.55,910.1,544.48,620.84,5880.9 +7295.1,12285,38917,1885.9,1913,64608,-3.56,-31.15,-2.85,51.3,23.24,21.58,5880.9 +7020.7,12023,38269,1869.9,1879,65218,122.82,7527.6,335.35,2377.8,1102.2,1816.9,5881 +7539.1,12432,39743,1988.3,2036,63999,34.71,1739.1,102.6,786.6,504.64,607.56,5881.2 +7590.1,12178,40846,1977.6,2002,64737,114.81,7913,285,2432,1152,1868.3,5881.3 +8236.9,12462,43317,1946.4,1982,64360,9.79,169.99,-12.35,-7.6,0,-4.98,5881.3 +8251.6,12782,42308,2020.3,2074,63839,102.35,8079.4,299.25,2341.8,1120.5,1850.1,5881.3 +7728.3,12234,41399,1890.4,1934,64057,-12.46,105.91,-20.9,13.3,-10.79,9.13,5881.3 +8617.6,13103,43102,2088.8,2107,64971,22.25,539.34,20.9,243.2,193.39,182.6,5881.4 +8389.3,12553,43798,2014.1,2041,64671,25.81,600.75,19,237.5,200.86,189.24,5881.4 +9024.3,13201,44801,2225.9,2225,65562,132.61,8745.1,376.2,2805.3,1120.5,1743.8,5881.5 +8777.9,13069,44018,2413.7,2429,65123,224.28,10732,500.65,3448.5,1641.7,2748.1,5881.5 +9980.8,14646,44661,2309.6,2278,66444,32.93,307.05,56.05,188.1,75.53,121.18,5881.5 +9103.2,13238,45066,2554.3,2534,66061,40.05,-51.62,51.3,26.6,5.81,16.6,5881.5 +8770.5,13046,44058,2007.8,2002,65727,38.27,291.92,24.7,127.3,68.89,94.62,5881.5 +8412.8,12655,43567,1985.6,2011,64708,131.72,9019.3,359.1,2631.5,1084.8,1709,5881.5 +8283.5,12531,43322,1942,1939,65637,-16.02,202.03,0,112.1,58.1,60.59,5881.6 +8053.2,12234,43140,1919.7,1930,65187,-9.79,367.57,5.7,90.25,56.44,93.79,5881.6 +8099.2,12601,42123,2017.6,2025,65297,16.91,222.5,9.5,13.3,-0.83,-8.3,5881.7 +7909.1,12359,41939,1989.2,1987,65607,13.35,-3.56,-14.25,52.25,9.96,13.28,5881.7 +7740,12128,41825,1947.3,1936,65919,4.45,517.98,38,262.2,151.89,151.06,5881.7 +8279,12424,43672,1936.6,1960,64755,-11.57,40.05,-19,22.8,-11.62,8.3,5881.8 +8399.6,12582,43751,2017.6,2018,65524,122.82,8610.8,357.2,2629.6,1098.1,1753,5881.8 +8256.5,12674,42694,2216.1,2214,65598,113.03,8147.9,305.9,2532.7,1111.4,1829.3,5881.8 +8847.9,13914,41674,2724.3,2762,64641,36.49,851.73,50.35,292.6,235.72,269.75,5881.8 +7836.1,12213,42049,1860.1,1889,64533,-0.89,-80.99,-14.25,28.5,-28.22,-20.75,5881.9 +8117.3,12575,42304,2042.5,2075,64511,116.59,8452.3,324.9,2457.6,1153.7,1889.9,5881.9 +8416.7,12955,42578,2103.1,2127,64799,77.43,1796,115.9,893.95,526.22,641.59,5882 +8415.8,12567,43888,1985.6,2003,64966,0,8.9,-13.3,32.3,5.81,12.45,5882 +8168.8,12325,43436,1945.5,1989,64104,5.34,18.69,9.5,45.6,20.75,38.18,5882.1 +8384.9,12576,43695,1993.6,2000,65326,53.4,1946.4,93.1,901.55,507.13,595.94,5882.1 +8031.6,12370,42551,1968.7,1970,65492,124.6,8541.3,299.25,2470.9,1095.6,1740.5,5882.2 +7803.3,12385,41291,2012.3,1989,66303,37.38,750.27,42.75,267.9,183.43,176.79,5882.3 +7951.7,12309,42337,1761.3,1797,64234,39.16,1813.8,91.2,828.4,479.74,603.41,5882.3 +7818,12571,40757,2146.7,2155,65283,-8.9,130.83,2.85,-5.7,-14.11,3.32,5882.4 +6679.7,10682,40981,2133.3,2154,64907,4.45,256.32,49.4,92.15,85.49,100.43,5882.4 +6452.3,10333,40923,2980.6,3001,65091,89.89,3357.1,228.95,1459.2,897.23,1084.8,5882.5 +7802.8,12470,41007,2008.7,2066,63719,119.26,8264.5,322.05,2364.6,1134.6,1806.1,5882.5 +7488.2,12219,40162,1921.5,1947,64678,4.45,6.23,0,34.2,28.22,23.24,5882.5 +8472.6,13110,42354,2173.4,2198,64802,72.98,2635.3,184.3,1256.8,737.04,902.21,5882.6 +8639.7,13479,42007,2322,2355,64618,84.55,2900.5,191.9,1312.9,759.45,942.05,5882.6 +7815,12093,42352,1897.5,1929,64465,137.06,8225.4,333.45,2512.8,1056.6,1694.9,5882.7 +7818.4,12150,42172,1811.2,1814,65433,17.8,-3.56,-9.5,-6.65,11.62,8.3,5882.7 +8480.9,13079,42496,2120.9,2147,64738,170.88,7785.7,344.85,2367.4,1141.3,1887.4,5882.7 +8291.3,12862,42247,1993.6,2010,65001,16.91,-55.18,47.5,19.95,1.66,19.92,5882.8 +8162.4,12594,42475,2019.4,2018,65582,31.15,653.26,28.5,261.25,155.21,189.24,5882.8 +7877.2,12339,41838,1991.8,1991,65563,141.51,7960.2,322.05,2391.1,1113,1811.1,5882.8 +8087,12601,42059,2183.2,2169,65964,109.47,1985.6,136.8,948.1,525.39,623.33,5882.9 +7955.2,12543,41565,1999.8,2011,65172,16.91,121.93,-8.55,30.4,14.94,8.3,5882.9 +8032.1,12890,40837,2032.8,2078,64109,25.81,-53.4,11.4,-23.75,-1.66,1.66,5882.9 +8143.3,12694,42042,2015,2006,65829,26.7,663.05,54.15,246.05,164.34,188.41,5883 +7730.7,12290,41224,1950,1942,65806,44.5,540.23,48.45,262.2,164.34,172.64,5883 +8596.6,13747,40982,2352.3,2343,65795,48.95,712.89,44.65,341.05,234.89,255.64,5883 +8070.3,12359,42794,1970.5,1955,66054,9.79,210.93,10.45,14.25,13.28,10.79,5883 +8150.7,12529,42634,1899.3,1925,64660,70.31,1939.3,149.15,783.75,538.67,664.83,5883 +7906.2,12443,41641,1919.7,1963,64091,14.24,93.45,11.4,23.75,19.09,-4.15,5883.1 +7803.7,12320,41512,1985.6,1968,66122,60.52,1896.6,155.8,832.2,500.49,612.54,5883.1 +7713.6,12060,41917,1832.5,1832,65554,133.5,7525.8,356.25,2432,1112.2,1771.2,5883.2 +8200.6,12610,42620,1923.3,1938,65039,8.9,-24.03,5.7,50.35,48.14,30.71,5883.2 +8250.1,12455,43411,1882.3,1875,65793,44.5,1830.7,116.85,869.25,510.45,603.41,5883.3 +8677.9,13200,43084,2089.7,2080,65842,67.64,1852.1,154.85,899.65,537.01,668.15,5883.3 +8307,12518,43490,1965.1,1970,65374,0.89,33.82,-10.45,12.35,12.45,1.66,5883.3 +8375.6,12623,43484,2040.8,2063,64830,25.81,13.35,27.55,40.85,22.41,27.39,5883.3 +8470.1,12570,44161,1977.6,2010,64479,63.19,1694.6,114.95,764.75,499.66,633.29,5883.5 +9545.7,14376,43516,2056.8,2056,65561,-1.78,16.91,-8.55,19,-18.26,30.71,5883.5 +8019.8,12246,42919,1873.4,1878,65377,-16.91,-130.83,-3.8,-14.25,-27.39,-23.24,5883.6 +8386.4,12898,42612,2076.4,2082,65359,21.36,410.29,47.5,230.85,173.47,168.49,5883.6 +8876.8,13335,43626,2161.8,2215,63962,-0.89,-76.54,21.85,-12.35,-0.83,0.83,5883.7 +8243.3,12289,43961,1885.9,1893,65291,8.9,636.35,34.2,228,166,193.39,5883.7 +8336.9,12430,43955,1813.8,1834,64815,60.52,2073.7,123.5,884.45,484.72,587.64,5883.7 +8615.7,12661,44597,1934,1941,65299,10.68,200.25,15.2,80.75,68.06,86.32,5883.8 +9066,13251,44838,2287.3,2295,65316,23.14,71.2,0,59.85,24.07,25.73,5883.8 +9080.2,13106,45405,2105.7,2114,65280,23.14,190.46,28.5,132.05,100.43,85.49,5883.9 +8886.6,12846,45337,1936.6,1934,65625,48.95,484.16,46.55,229.9,185.09,181.77,5883.9 +6474.9,9137,46442,2476.9,2497,65008,0.89,297.26,-6.65,67.45,47.31,23.24,5883.9 +4298.3,5730,49161,2990.4,2978,65809,-8.01,-10.68,-30.4,26.6,14.94,6.64,5883.9 +7787.1,11359,44928,2126.2,2155,64660,142.4,8165.8,324.9,2469.1,1030.9,1620.2,5884 +9843.1,14455,44627,2087.1,2119,64548,16.91,469.92,5.7,137.75,87.15,90.47,5884.1 +8520.1,12843,43477,2010.5,2043,64494,11.57,186.01,-29.45,4.75,4.98,9.13,5884.1 +6936.4,10321,44045,2431.5,2421,65820,-2.67,-88.11,-18.05,18.05,-3.32,1.66,5884.1 +8301.1,12531,43414,1973.1,1991,64948,43.61,1889.5,99.75,883.5,477.25,599.26,5884.1 +9000.3,13479,43760,2355.8,2359,65448,12.46,100.57,-5.7,50.35,24.07,38.18,5884.1 +8275.1,12787,42412,2102.2,2119,65016,174.44,8694.4,327.75,2608.7,1122.2,1748,5884.2 +8097.7,12628,42025,2085.3,2096,65201,12.46,141.51,22.8,17.1,14.11,32.37,5884.2 +7946.8,12421,41929,1921.5,1921,65553,-2.67,145.07,0,14.25,31.54,-1.66,5884.2 +9543.2,14666,42645,2107.5,2122,65089,16.02,614.1,47.5,316.35,214.97,212.48,5884.3 +9251.7,14679,41305,2242.8,2263,64951,13.35,-56.07,-11.4,-1.9,26.56,5.81,5884.3 +7757.7,12076,42101,1962.4,1976,65087,-0.89,401.39,-3.8,80.75,78.02,60.59,5884.4 +7676.3,12287,40944,1991.8,2047,63769,5.34,282.13,38,94.05,63.08,83,5884.4 +7960.5,12442,41931,1928.6,1982,63771,19.58,-45.39,40.85,42.75,29.05,32.37,5884.5 +7898.3,12463,41533,1901,1899,65606,4.45,26.7,21.85,31.35,23.24,23.24,5884.5 +8685.7,13150,43287,1906.4,1950,64070,-9.79,202.92,-6.65,100.7,49.8,83.83,5884.5 +8298.2,12551,43329,1997.2,2003,65345,9.79,571.38,43.7,317.3,184.26,183.43,5884.6 +7881.7,12432,41549,1918.8,1940,64821,-17.8,-129.94,4.75,-8.55,-2.49,0.83,5884.7 +7934.1,12475,41681,1893,1915,64784,-13.35,106.8,4.75,3.8,16.6,23.24,5884.7 +8363.3,13362,41019,2275.7,2306,64676,0.89,-61.41,3.8,-30.4,1.66,3.32,5884.8 +7635.2,12348,40523,1996.3,2008,65153,1.78,127.27,-15.2,-2.85,17.43,-5.81,5884.8 +9869.6,15459,41841,3352.6,3351,65568,6.23,914.03,65.55,420.85,356.9,361.05,5884.9 +7226.5,11979,39536,2077.3,2111,64489,55.18,1848.5,95,850.25,537.01,636.61,5884.9 +7364.7,12314,39195,1920.6,1930,65217,-8.9,78.32,16.15,17.1,15.77,-1.66,5884.9 +8168.3,12821,41753,2071.9,2097,64752,107.69,8687.3,306.85,2474.8,1148.7,1821,5885 +7680.8,12202,41253,1967.8,2030,63528,-13.35,-72.09,-30.4,-6.65,-2.49,-26.56,5885.1 +7790.5,12419,41111,1950.9,1991,64215,50.73,1818.3,101.65,751.45,609.22,668.98,5885.2 +7769,12435,40945,1920.6,1939,64915,25.81,-75.65,-10.45,15.2,9.13,0.83,5885.2 +8180.1,12506,42867,2071.9,2110,64353,16.02,147.74,-9.5,26.6,20.75,22.41,5885.3 +8210.4,12682,42429,2028.3,2058,64591,161.09,8546.7,360.05,2444.3,1161.2,1879.1,5885.3 +7946.8,12617,41278,1998.9,2009,65208,26.7,305.27,35.15,125.4,102.09,105.41,5885.4 +8040.9,12646,41671,2145.8,2182,64448,17.8,54.29,23.75,46.55,36.52,38.18,5885.4 +7917.4,12695,40872,2031.9,2087,63805,5.34,453.01,21.85,245.1,151.06,166,5885.4 +7625.4,12431,40201,1886.8,1947,63510,23.14,323.96,22.8,92.15,94.62,102.92,5885.4 +8360.9,12650,43315,2023,2058,64420,5.34,258.99,39.9,92.15,68.06,92.96,5885.5 +6908,10083,44900,2923.6,2963,64666,242.08,15595,571.9,4400.4,1997,3257.8,5885.6 +5156.3,7156,47222,2877.4,2900,65025,-20.47,156.64,5.7,25.65,12.45,29.88,5885.7 +9399.7,14003,43992,2526.7,2551,64912,135.28,8351.8,323,2600.1,1136.3,1849.2,5885.7 +9668.2,14427,43919,2087.9,2095,65315,172.66,11345,439.85,3471.3,1457.5,2304.9,5885.7 +9786.3,14527,44149,2049.7,2091,64241,24.03,584.73,39.9,322.05,219.12,239.87,5885.8 +8663.2,12682,44768,1942,1978,64343,21.36,-86.33,-2.85,5.7,7.47,15.77,5885.8 +8305.5,12294,44274,1893.9,1954,63521,58.74,1666.1,107.35,788.5,498,629.97,5885.8 +8288.4,12386,43855,2051.4,2082,64574,6.23,-40.94,16.15,16.15,6.64,14.11,5885.8 +8347.6,12271,44582,1993.6,1999,65359,34.71,558.92,63.65,263.15,192.56,175.96,5885.9 +8224.7,12574,42867,1963.3,1978,65050,11.57,-36.49,26.6,48.45,34.03,28.22,5885.9 +8436.3,12684,43589,2054.1,2060,65349,-2.67,-54.29,-18.05,34.2,8.3,9.13,5885.9 +9844.1,14650,44037,2014.1,2042,64640,-15.13,-107.69,-6.65,-16.15,-24.9,-14.94,5885.9 +8327.5,12570,43417,1946.4,1966,64884,4.45,-51.62,0,11.4,15.77,8.3,5886 +9804.9,14635,43907,2068.4,2095,64703,-2.67,177.11,27.55,8.55,4.15,5.81,5886 +7883.1,12415,41613,1942,1947,65367,-10.68,34.71,-7.6,57.95,43.16,15.77,5886 +4442.8,6674,43627,3791.4,3869,64222,12.46,488.61,23.75,285.95,199.2,205.01,5886.1 +7600.4,12194,40848,1973.1,1986,65111,18.69,536.67,57,241.3,186.75,190.07,5886.1 +7613.1,12146,41078,1892.1,1942,63853,116.59,8187.1,356.25,2412.1,1099.8,1793.6,5886.2 +8065.9,12685,41672,1720.4,1757,64170,12.46,376.47,-3.8,131.1,63.08,71.38,5886.2 +7794.9,12235,41753,1920.6,1951,64516,5.34,576.72,25.65,205.2,175.13,172.64,5886.2 +8973.4,13170,44653,2206.3,2230,64840,-7.12,83.66,-19,5.7,-9.13,13.28,5886.2 +8817.1,13459,42933,2355.8,2407,64143,-20.47,21.36,-15.2,-14.25,4.98,-3.32,5886.3 +8565.2,12438,45130,1995.4,2018,64801,58.74,1914.4,142.5,1009.8,519.58,629.97,5886.3 +6580.7,9150,47134,2325.6,2382,63983,77.43,3716.6,221.35,1682.4,1001,1172.8,5886.3 +9619.7,14546,43341,2090.6,2130,64324,43.61,2124.4,118.75,907.25,620.01,778.54,5886.5 +8325.1,12512,43606,1927.7,1956,64589,-4.45,-17.8,-26.6,-29.45,-19.09,-4.98,5886.5 +7864,12322,41826,2015,2022,65308,-21.36,291.03,-30.4,14.25,15.77,19.92,5886.6 +7504.8,12125,40564,1914.4,1934,64871,35.6,458.35,13.3,115.9,74.7,77.19,5886.7 +7893.9,12490,41420,1974.9,2010,64392,24.92,52.51,6.65,62.7,17.43,43.16,5886.7 +7875.3,12691,40668,2187.6,2227,64377,11.57,100.57,5.7,61.75,30.71,36.52,5886.9 +8384.9,12430,44208,1958.9,1982,64772,-10.68,177.11,-11.4,25.65,15.77,14.11,5887.1 +8348.6,12847,42589,2015.8,2027,65176,14.24,-30.26,-3.8,23.75,23.24,2.49,5887.1 +8276.1,12667,42819,2029.2,2075,64089,15.13,-47.17,2.85,-1.9,-1.66,2.49,5887.1 +8207,12487,43073,1943.8,1959,65026,-4.45,112.14,7.6,-9.5,-9.96,9.13,5887.2 +8105.6,12522,42422,1902.8,1930,64613,-4.45,8.01,-8.55,21.85,38.18,7.47,5887.2 +7751.3,12430,40868,2106.6,2142,64454,3.56,162.87,6.65,34.2,32.37,14.94,5887.3 +6277.9,10540,39035,2453.7,2456,65475,30.26,14.24,-6.65,61.75,73.04,45.65,5887.4 +8523.5,13474,41458,2409.2,2422,65190,14.24,310.61,1.9,44.65,58.1,37.35,5887.4 +8114.4,12663,41995,2051.4,2055,65423,23.14,-11.57,24.7,1.9,19.92,17.43,5887.5 +8096.3,12423,42711,1971.3,1991,64889,18.69,-83.66,17.1,10.45,27.39,23.24,5887.5 +8360.4,12882,42533,2015.8,2018,65466,72.98,1716.8,148.2,801.8,524.56,637.44,5887.5 +8045.3,12493,42204,1995.4,2029,64450,-7.12,380.92,15.2,111.15,107.9,96.28,5887.6 +8216.8,12573,42830,2066.6,2073,65333,26.7,452.12,38.95,214.7,190.9,180.11,5887.6 +8185.9,12524,42836,1941.1,1944,65438,-18.69,172.66,-28.5,22.8,13.28,-9.96,5887.6 +8494.2,12663,43961,1867.2,1891,64712,40.94,1795.1,86.45,843.6,491.36,599.26,5887.6 +9316.9,13886,43972,2283.7,2302,65016,-0.89,-75.65,1.9,-10.45,11.62,5.81,5887.7 +9324.2,14151,43182,2237.5,2243,65374,9.79,207.37,17.1,9.5,25.73,25.73,5887.8 +8381.9,12517,43886,1934.9,1941,65329,-13.35,-13.35,11.4,2.85,9.13,11.62,5887.8 +8204.6,12466,43133,1973.1,1970,65640,-8.9,-100.57,24.7,-16.15,-11.62,-6.64,5887.9 +8018.4,12352,42543,1981.1,1956,66378,28.48,153.08,14.25,133,106.24,81.34,5888 +7723.4,12087,41876,1947.3,1971,64749,26.7,331.08,19,122.55,109.56,112.05,5888 +7744.9,12519,40544,1937.5,1971,64423,17.8,128.16,18.05,21.85,30.71,11.62,5888 +8072.3,12631,41883,1977.6,1955,66293,8.9,491.28,25.65,246.05,170.15,164.34,5888 +10059,15519,42477,2299.8,2303,65444,25.81,467.25,19,152.95,124.5,129.48,5888 +8541.2,12670,44180,1966,1982,65007,8.9,-16.91,6.65,17.1,-7.47,22.41,5888.2 +8320.2,12351,44148,1961.6,1979,64958,141.51,8362.4,310.65,2473.8,1126.3,1790.3,5888.3 +8717.1,12778,44708,2096.8,2078,66130,37.38,91.67,12.35,37.05,45.65,12.45,5888.3 +8220.2,12483,43156,2026.5,2039,65135,110.36,8820.8,331.55,2611.6,1080.7,1676.6,5888.4 +8334.4,12739,42877,2110.2,2115,65387,137.95,8582.3,351.5,2490.9,1186.1,1877.5,5888.4 +8027.2,12635,41636,2048.8,2107,63725,-28.48,46.28,-19.95,14.25,27.39,-1.66,5888.5 +7458.3,12214,40019,1869,1890,64808,-24.03,127.27,9.5,0.95,19.09,5.81,5888.6 +7820.4,12441,41196,1974,1977,65437,28.48,1952.7,140.6,874,488.04,571.04,5888.6 +7445.6,12150,40161,1934.9,1922,65975,1.78,140.62,12.35,113.05,81.34,78.02,5888.6 +7357.8,12086,39898,1938.4,1974,64355,0,688.86,16.15,248.9,186.75,192.56,5888.6 +7415.7,12494,38898,1910.8,1946,64352,-26.7,-83.66,6.65,-19,14.11,-4.98,5888.6 +5794.3,9193,41307,2376.3,2381,65407,0,379.14,15.2,175.75,192.56,165.17,5888.7 +7853.2,12494,41193,1965.1,1982,64978,9.79,209.15,24.7,134.9,73.04,96.28,5888.9 +8504,12666,44001,2023,2014,65828,145.96,8746.9,346.75,2605.8,1076.5,1694.9,5889.1 +8372.6,12634,43431,2032.8,2026,65755,13.35,61.41,-19.95,41.8,34.86,12.45,5889.1 +7587.2,12331,40324,1958,1935,66315,67.64,1847.6,152,890.15,497.17,573.53,5889.2 +7674.9,12312,40853,1980.3,1944,66758,-4.45,56.96,-12.35,-5.7,6.64,9.13,5889.2 +8018.4,12460,42174,1948.2,1932,66086,9.79,446.78,20.9,90.25,83.83,80.51,5889.2 +7181.9,12292,38291,2023.9,2020,65661,11.57,404.06,38.95,123.5,83.83,102.09,5889.3 +7849.8,13396,38403,2300.6,2320,64989,32.04,668.39,52.25,331.55,240.7,260.62,5889.4 +7475.9,12598,38891,2086.2,2098,65166,19.58,502.85,32.3,237.5,170.15,187.58,5889.4 +7916.9,12422,41768,1937.5,1974,64325,-30.26,175.33,-26.6,-10.45,-9.96,-12.45,5889.4 +8227.1,12680,42521,1913.5,1932,64908,-8.01,156.64,-22.8,-4.75,-5.81,-9.13,5889.4 +9389.9,14608,42126,2737.6,2752,65194,7.12,300.82,-12.35,115.9,117.03,107.9,5889.4 +8120.8,13347,39874,2015,1987,66458,50.73,2352.3,138.7,980.4,527.05,629.97,5889.5 +7573.4,12641,39264,2009.6,2005,65687,151.3,8234.3,324.9,2538.4,1074.8,1715.6,5889.5 +7763.6,12549,40544,2112,2085,66384,133.5,8601,336.3,2578.3,1113.9,1734.7,5889.5 +7331.9,12100,39711,1913.5,1907,65759,-23.14,57.85,-5.7,15.2,9.13,17.43,5889.5 +7793.5,12550,40697,2007.8,2022,65077,49.84,1739.1,109.25,831.25,499.66,626.65,5889.5 +6007.9,8447,46612,3685.5,3627,66593,29.37,797.44,89.3,298.3,250.66,252.32,5889.6 +8664.2,12561,45205,1937.5,1957,64884,9.79,518.87,53.2,185.25,164.34,170.15,5889.6 +8504,12095,46078,2020.3,2063,64180,-4.45,-69.42,2.85,-13.3,13.28,2.49,5889.6 +9114.5,13022,45871,2102.2,2154,63959,113.92,8064.3,341.05,2437.7,1099.8,1758.8,5889.6 +9109.1,13557,44034,2270.4,2277,65346,-6.23,-68.53,13.3,18.05,14.94,24.07,5889.8 +7838,12378,41499,2015,2014,65567,113.92,8611.6,329.65,2527,1191,1857.5,5890 +6920.8,11779,38506,1986.5,1975,65917,50.73,2076.4,146.3,871.15,511.28,629.14,5890 +7940.5,12490,41664,3137.3,3134,65604,32.93,209.15,26.6,93.1,101.26,89.64,5890.1 +7144.2,11743,39871,1762.2,1791,64482,41.83,2041.7,128.25,890.15,470.61,577.68,5890.1 +7720.4,12394,40824,2009.6,2016,65329,10.68,704.88,11.4,228,180.94,183.43,5890.1 +8489.7,12783,43525,2117.3,2143,64750,-0.89,217.16,57.95,137.75,94.62,100.43,5890.2 +8334.4,12499,43700,1956.2,1971,65045,-8.01,119.26,0.95,-6.65,9.13,9.13,5890.3 +8491.2,12518,44454,1876.1,1874,65610,6.23,-123.71,20.9,2.85,33.2,-4.15,5890.3 +5722.7,8400,44648,2824,2820,65628,16.91,129.05,0.95,17.1,0.83,5.81,5890.4 +8438.8,12563,44022,1916.2,1927,65168,0.89,253.65,0.95,61.75,65.57,74.7,5890.4 +8343.2,12543,43593,1977.6,1999,64834,8.01,283.02,20.9,86.45,67.23,67.23,5890.4 +7977.2,12759,40975,1975.8,1959,66098,22.25,518.87,30.4,244.15,127.82,151.06,5890.5 +7688.6,12307,40943,2115.5,2115,65552,115.7,8211.1,346.75,2472.8,1101.4,1810.2,5890.6 +7456.8,12303,39721,1928.6,1915,66002,-6.23,-55.18,-6.65,15.2,4.98,3.32,5890.6 +7481.3,12214,40142,2005.2,1986,66169,-2.67,-116.59,-0.95,-20.9,-34.03,1.66,5890.7 +8720,14290,39991,2071.9,2050,66237,-5.34,438.77,37.05,157.7,102.92,121.18,5890.7 +7965,13347,39109,2170.7,2151,66137,3.56,28.48,-2.85,57,26.56,28.22,5890.7 +7707.7,12883,39209,2476,2439,66530,-14.24,200.25,23.75,19.95,24.9,31.54,5890.8 +7587.2,12347,40271,1946.4,1931,66060,111.25,1998.9,169.1,921.5,537.84,637.44,5890.8 +7175.1,11777,39927,2024.8,2021,65658,23.14,509.08,60.8,215.65,169.32,192.56,5890.8 +8523.1,12587,44377,1989.2,1995,65344,8.01,226.06,32.3,42.75,27.39,12.45,5891 +8013.5,12259,42840,1899.3,1923,64727,98.79,7923.7,318.25,2393.1,1049.9,1730.5,5891.1 +7752.8,12343,41164,1944.7,1955,65189,-8.9,183.34,5.7,8.55,-17.43,5.81,5891.2 +7348.5,12033,40023,1915.3,1937,64801,-19.58,136.17,6.65,4.75,-2.49,-2.49,5891.2 +7081.5,12252,37879,1917.1,1980,63453,-24.92,87.22,-26.6,-0.95,-24.9,-9.13,5891.2 +7381.4,12366,39119,2015,2030,65050,-7.12,-89.89,15.2,22.8,-12.45,5.81,5891.3 +7167.7,12168,38605,2260.6,2264,65438,108.58,8567.1,338.2,2610.6,1087.3,1717.3,5891.3 +7936.5,12379,42017,2001.6,1995,65753,-4.45,-0.89,42.75,51.3,6.64,27.39,5891.4 +8128.6,12286,43360,1926,1918,65808,121.04,7916.5,315.4,2498.5,1065.7,1726.4,5891.5 +7801.8,12147,42092,1881.5,1943,63460,-26.7,134.39,-15.2,-6.65,2.49,-14.11,5891.6 +8805.3,12598,45806,1945.5,1990,64072,40.05,1623.4,93.1,766.65,458.99,596.77,5891.6 +8493.2,12613,44130,1921.5,1921,65553,5.34,97.9,2.85,3.8,28.22,10.79,5891.6 +8158.5,12559,42573,2034.5,2043,65265,135.28,8299.3,359.1,2457.6,1157.8,1831,5891.7 +7868.9,11711,44035,2557,2527,66313,7.12,8.9,1.9,24.7,7.47,6.64,5891.7 +4478.6,7706,38088,3366.9,3386,65166,-12.46,-70.31,-20.9,20.9,22.41,19.09,5891.9 +7303.5,12445,38460,1939.3,1945,65344,-17.8,88.11,-19.95,38,30.71,20.75,5891.9 +7277.5,12206,39074,2048.8,2078,64614,-7.12,-48.06,-18.05,11.4,2.49,-0.83,5892 +7874.3,13005,39681,2180.5,2189,65282,-1.78,-49.84,11.4,-2.85,-6.64,-12.45,5892 +7327,12365,38834,1998.9,2025,64693,-12.46,-6.23,-14.25,4.75,6.64,-2.49,5892 +7330.9,12091,39735,1984.7,1999,65067,131.72,8164,357.2,2480.4,1130.5,1824.3,5892 +8405.5,12495,44086,1853,1887,64354,-12.46,31.15,-4.75,-10.45,-9.13,20.75,5892.1 +7903.2,11855,43690,1928.6,1915,66002,8.9,260.77,9.5,105.45,73.87,85.49,5892.1 +8723.5,12535,45608,1881.5,1863,66185,8.01,-107.69,-24.7,15.2,2.49,2.49,5892.2 +8301.6,12823,42428,2139.6,2135,65676,143.29,8452.3,334.4,2542.2,1103.1,1757.9,5892.4 +8750.4,12822,44725,1952.7,1938,66032,16.02,-18.69,7.6,10.45,-6.64,24.07,5892.4 +8497.1,12730,43744,1994.5,2010,65030,18.69,458.35,48.45,209,139.44,161.85,5892.4 +7768.5,12435,40942,1950.9,1927,66348,21.36,513.53,69.35,240.35,161.02,174.3,5892.4 +9247.3,14246,42540,2274.8,2274,65560,3.56,-85.44,14.25,11.4,-10.79,-0.83,5892.4 +7592.6,13024,38205,2395,2404,65290,-5.34,174.44,-5.7,17.1,-2.49,-7.47,5892.5 +7102.1,12274,37921,2026.5,2022,65683,9.79,-13.35,-10.45,0.95,9.13,7.47,5892.5 +4024.4,6966,37861,3712.2,3682,66073,41.83,1411.5,98.8,636.5,473.93,531.2,5892.5 +7265.7,12285,38760,1925.1,1949,64731,-15.13,-113.03,-0.95,17.1,-19.09,-8.3,5892.7 +7363.7,12343,39098,2023.9,2007,66087,-4.45,10.68,-12.35,4.75,16.6,14.94,5892.7 +3039,5694,34978,2555.2,2602,64357,-6.23,-153.08,-17.1,-3.8,-25.73,-7.47,5892.7 +7326,11994,40030,1864.5,1902,64246,-28.48,255.43,-2.85,30.4,4.98,-0.83,5892.7 +5262.6,8626,39983,2486.7,2470,65978,247.42,15393,645.05,4794.6,2211.9,3542.4,5892.7 +7500.9,12330,39869,1951.8,1946,65730,-3.56,-105.02,18.05,10.45,2.49,-1.66,5892.7 +8652.4,14215,39891,2015.8,2055,64287,45.39,2573.9,139.65,1116.3,628.31,740.36,5892.8 +8235.4,12951,41674,2336.3,2339,65459,77.43,2914.8,172.9,1376.5,748.66,894.74,5892.8 +8591.2,13320,42270,2108.4,2120,65178,-9.79,133.5,5.7,26.6,31.54,25.73,5892.8 +8051.2,12411,42514,2009.6,2031,64846,-18.69,153.08,-10.45,34.2,10.79,-4.98,5892.8 +7938.5,12500,41621,2018.5,2016,65618,-13.35,208.26,16.15,-4.75,5.81,2.49,5892.8 +8254,12402,43617,1808.5,1842,64343,-25.81,242.08,-2.85,51.3,46.48,9.13,5892.9 +8596.6,12573,44809,2017.6,2057,64282,5.34,442.33,15.2,237.5,189.24,165.17,5892.9 +9586.9,14614,42992,2462.6,2498,64608,69.42,2282.8,130.15,983.25,655.7,810.91,5893 +8391.3,12551,43816,1904.6,1959,63716,6.23,547.35,24.7,199.5,173.47,166,5893 +7354.9,12235,39396,1926,1947,64828,8.9,-21.36,7.6,34.2,24.07,5.81,5893.2 +7867,13260,38881,2532.1,2536,65434,19.58,-131.72,16.15,-9.5,10.79,-2.49,5893.2 +7193.7,12411,37986,1926,1951,64695,7.12,216.27,41.8,129.2,83.83,71.38,5893.3 +7211.8,12159,38871,1949.1,1919,66564,27.59,-22.25,19,19,43.16,7.47,5893.4 +8645.1,14252,39753,2204.5,2156,67011,13.35,1.78,16.15,47.5,44.82,17.43,5893.4 +7695,12521,40276,2124.4,2137,65151,56.96,1790.7,97.85,827.45,502.98,600.92,5893.4 +9729.9,14459,44101,2093.3,2095,65482,20.47,760.95,28.5,312.55,209.16,233.23,5893.5 +8733.3,13467,42500,2257.9,2267,65274,-4.45,6.23,-17.1,29.45,23.24,17.43,5893.6 +8143.3,12430,42935,1930.4,1934,65414,-24.03,145.07,-3.8,33.25,22.41,13.28,5893.7 +8466.2,12758,43490,1982,2038,63736,-29.37,9.79,-9.5,-18.05,3.32,-15.77,5893.7 +7967.9,12319,42388,1952.7,1963,65191,26.7,411.18,38,205.2,139.44,168.49,5893.7 +7614.6,12240,40770,1939.3,1968,64581,-3.56,-5.34,2.85,1.9,0,-9.13,5893.8 +3196.8,5646,37106,2884.5,2890,65411,279.46,18129,719.15,5580.3,2628.6,4279.5,5893.9 +7244.2,12030,39464,1979.4,2014,64409,125.49,8687.3,329.65,2517.5,1119.7,1758.8,5893.9 +7083,12084,38413,1901.9,1888,66020,29.37,509.97,65.55,250.8,179.28,176.79,5893.9 +7241.2,12154,39046,2011.4,1978,66643,10.68,117.48,38.95,48.45,52.29,59.76,5894 +7308.4,12293,38962,2084.4,2069,66023,0,8.9,24.7,10.45,32.37,37.35,5894 +7096.7,12078,38507,2012.3,2010,65611,26.7,432.54,52.25,212.8,174.3,203.35,5894 +4706,6807,45308,3514.6,3543,65011,164.65,5135.3,316.35,2126.1,1464.1,1787.8,5894.1 +8661.2,12703,44684,1969.6,1999,64571,1.78,-50.73,24.7,10.45,-5.81,-9.96,5894.2 +8224.2,12536,42994,1991.8,2040,63988,145.96,7177.9,290.7,2215.4,1122.2,1826.8,5894.2 +8064.9,12203,43312,1947.3,1983,64357,41.83,1632.3,120.65,778.05,514.6,634.95,5894.2 +8037.5,12540,42005,1998,1983,66033,26.7,32.93,22.8,70.3,61.42,37.35,5894.3 +7784.1,12479,40880,2005.2,2027,64830,6.23,20.47,-31.35,-13.3,-29.05,-13.28,5894.4 +7472.5,12244,39997,1885.9,1924,64239,-4.45,-70.31,-34.2,-11.4,-10.79,-17.43,5894.4 +7722.4,12699,39853,2031.9,2059,64672,34.71,194.02,-5.7,27.55,21.58,9.13,5894.4 +7665.6,12539,40065,1904.6,1935,64506,34.71,379.14,13.3,118.75,86.32,79.68,5894.4 +7528.4,12554,39301,2006.1,2042,64383,3.56,568.71,28.5,209,169.32,170.98,5894.4 +7181,12083,38948,1912.6,1939,64644,-17.8,-10.68,-32.3,-20.9,6.64,-23.24,5894.5 +7432.3,12813,38015,2352.3,2393,64421,6.23,165.54,-5.7,22.8,-19.09,15.77,5894.5 +6764.9,11923,37184,1943.8,1959,65026,-29.37,141.51,-10.45,20.9,-5.81,19.09,5894.6 +6877.1,12203,36934,1989.2,2027,64312,-2.67,222.5,-1.9,112.1,57.27,77.19,5894.6 +7146.2,12454,37605,1983.8,2022,64298,-9.79,234.96,-25.65,113.05,41.5,78.02,5894.6 +6237.2,10933,37388,2389.6,2433,64368,8.01,1134.8,34.2,357.2,266.43,315.4,5894.6 +6888.9,12118,37256,1925.1,1974,63912,31.15,1924.2,88.35,763.8,453.18,615.03,5894.7 +7467.1,12811,38199,2287.3,2315,64752,-32.93,160.2,12.35,17.1,-47.31,14.11,5894.7 +7273.6,12121,39327,1992.7,1993,65526,7.12,655.93,25.65,220.4,135.29,161.85,5894.8 +7357.4,12258,39335,1946.4,1926,66231,0,8.01,1.9,56.05,8.3,14.94,5894.8 +8219.8,13519,39847,2747.4,2751,65451,21.36,373.8,3.8,49.4,9.96,31.54,5894.8 +7369.1,12187,39628,2020.3,2011,65839,16.91,317.73,33.25,117.8,51.46,81.34,5894.8 +8233.5,13279,40635,2308.7,2331,64908,37.38,248.31,22.8,146.3,110.39,122.01,5894.8 +5639.4,8453,43722,2548.1,2513,66451,0,388.93,10.45,68.4,22.41,49.8,5894.9 +5499.3,8350,43162,3018,3054,64763,100.57,4274.7,250.8,1759.4,1034.2,1297.3,5894.9 +5983.9,9211,42575,2420.8,2427,65369,-5.34,193.13,23.75,-2.85,-41.5,0.83,5895 +8754.8,13518,42444,2460,2522,63924,2.67,235.85,21.85,25.65,-23.24,14.11,5895 +7595,12573,39588,1940.2,1993,63800,-0.89,-75.65,3.8,30.4,-14.11,4.98,5895.1 +8093.8,13367,39683,2106.6,2087,66152,34.71,36.49,35.15,46.55,9.96,49.8,5895.1 +6090.7,10735,37183,1998,2043,64094,8.9,130.83,17.1,43.7,11.62,45.65,5895.1 +7290.7,12138,39364,1973.1,1998,64720,57.85,1834.3,159.6,891.1,507.13,640.76,5895.1 +7006,12214,37592,1945.5,1958,65119,-5.34,45.39,0.95,13.3,-14.11,-4.15,5895.2 +7597.9,12919,38543,2684.2,2647,66458,16.02,58.74,13.3,16.15,-24.9,34.03,5895.2 +7069.7,12181,38036,1994.5,1973,66250,5.34,-125.49,15.2,22.8,-20.75,-0.83,5895.2 +7271.6,12535,38018,1999.8,2035,64403,0.89,258.1,9.5,45.6,2.49,36.52,5895.2 +7143.2,12466,37553,2019.4,2070,63934,2.67,475.26,47.5,215.65,126.99,182.6,5895.2 +6769.4,11780,37660,2107.5,2100,65771,19.58,138.84,19.95,56.05,4.98,43.16,5895.2 +8224.2,14015,38457,2135.1,2155,64931,77.43,2460,150.1,1079.2,644.08,808.42,5895.3 +6769.4,11836,37482,1994.5,2024,64580,33.82,547.35,35.15,232.75,161.85,187.58,5895.3 +7000.1,11944,38409,1882.3,1916,64385,-7.12,202.03,12.35,4.75,14.11,26.56,5895.3 +7077.1,12143,38195,1980.3,2015,64406,13.35,83.66,-4.75,0.95,0.83,19.92,5895.3 +6327.9,10368,39998,2458.2,2500,64440,-32.93,24.92,-11.4,8.55,-16.6,4.98,5895.4 +8079.6,12683,41749,2037.2,2111,63245,112.14,8120.4,298.3,2354.1,1103.9,1826,5895.5 +5157.7,7459,45317,3336.6,3379,64714,127.27,5689.8,307.8,2529.8,1525.5,1835.1,5895.6 +8393.7,12757,43121,1950.9,1973,64801,-37.38,-108.58,-22.8,-17.1,-28.22,-20.75,5895.6 +8248.2,12627,42809,1995.4,2039,64134,4.45,12.46,25.65,30.4,16.6,16.6,5895.7 +7703.8,12370,40814,1913.5,1926,65111,-8.01,33.82,-15.2,18.05,-23.24,16.6,5895.8 +7772.4,12472,40841,1982,1996,65077,-3.56,-32.93,-30.4,0,-21.58,-11.62,5895.8 +7253.5,12419,38277,2048.8,2071,64833,81.88,1953.5,143.45,891.1,525.39,630.8,5895.8 +6922.7,11864,38241,1875.2,1880,65370,72.98,1880.6,138.7,886.35,507.96,608.39,5895.9 +7137.8,12167,38447,1998,2023,64728,17.8,172.66,-0.95,8.55,5.81,9.13,5895.9 +7067.8,12156,38104,1986.5,2024,64321,7.12,272.34,-1.9,95.95,84.66,107.07,5896 +8280,12551,43235,1982,2003,64850,25.81,478.82,23.75,229.9,180.11,195.88,5896.1 +9606.9,14542,43295,2133.3,2138,65393,20.47,155.75,2.85,17.1,35.69,7.47,5896.1 +8965.5,12844,45746,1971.3,1992,64857,-13.35,133.5,-30.4,-8.55,-26.56,-0.83,5896.2 +8651.4,12907,43928,2064.8,2079,65088,113.92,8338.4,323.95,2421.6,1096.4,1807.7,5896.2 +7306.4,12426,38535,1957.1,2030,63183,22.25,368.46,26.6,99.75,97.94,96.28,5896.5 +7293.6,12226,39097,1988.3,2002,65086,9.79,612.32,62.7,239.4,161.85,179.28,5896.5 +7286.8,12234,39034,1973.1,2014,64206,16.91,-69.42,27.55,-1.9,32.37,7.47,5896.6 +7124.6,12098,38595,1946.4,1990,64101,6.23,48.06,19.95,37.05,25.73,35.69,5896.6 +7651.4,12567,39901,1925.1,1975,63879,-16.91,-26.7,-9.5,-5.7,6.64,-10.79,5896.7 +8396.2,13183,41739,2235.7,2283,64178,-18.69,258.1,19.95,34.2,13.28,12.45,5896.7 +6702.2,10644,41266,2326.5,2372,64278,-3.56,198.47,20.9,50.35,42.33,29.05,5896.8 +7654.8,12307,40762,1968.7,1991,64801,116.59,7613.1,319.2,2356,1157.8,1913.1,5896.8 +7927.7,12371,41997,1917.9,1923,65364,7.12,81.88,20.9,-10.45,30.71,12.45,5896.9 +8497.6,12770,43610,2015,2022,65308,8.9,95.23,19.95,30.4,38.18,33.2,5896.9 +6022.1,9079,43470,2456.4,2439,66004,0.89,-80.99,14.25,25.65,10.79,21.58,5896.9 +7937,12412,41908,1994.5,2012,64966,-3.56,-9.79,9.5,25.65,-9.96,2.49,5897 +8811.7,14412,40069,2271.3,2280,65285,42.72,2314,136.8,1043.1,618.35,777.71,5897 +7984.6,13099,39948,2215.2,2239,64840,-10.68,129.94,-15.2,-16.15,-10.79,0.83,5897 +7700.8,12928,39038,2099.5,2096,65646,44.5,2439.5,145.35,1184.7,698.86,889.76,5897.1 +6981.5,12070,37907,1960.7,1974,65093,-4.45,0.89,-12.35,29.45,-4.15,8.3,5897.1 +4813.8,8514,37054,2324.7,2326,65499,32.04,935.39,33.25,433.2,306.27,310.42,5897.1 +6479.3,11324,37498,1633.2,1644,65103,22.25,374.69,7.6,207.1,136.12,161.85,5897.1 +7196.1,12305,38326,1907.3,1969,63481,-2.67,389.82,-2.85,103.55,58.93,61.42,5897.1 +6858.5,11948,37620,1974,2028,63792,-18.69,-16.02,-19.95,-5.7,2.49,-9.13,5897.2 +6784.5,11758,37815,1880.6,1918,64257,0.89,183.34,12.35,91.2,63.91,77.19,5897.2 +7149.1,12500,37482,2044.3,2100,63799,124.6,8170.2,293.55,2416.8,1152.9,1879.9,5897.3 +7114.8,12271,37998,1950.9,1967,64999,-16.91,4.45,-29.45,-1.9,1.66,-7.47,5897.4 +7186.8,12239,38483,1926,1931,65365,1.78,610.54,15.2,222.3,146.08,164.34,5897.4 +7076.1,11759,39437,1886.8,1883,65668,-21.36,359.56,2.85,144.4,81.34,85.49,5897.4 +7502.9,12115,40587,1913.5,1911,65622,-13.35,-66.75,-21.85,6.65,-28.22,-8.3,5897.4 +7537.7,12234,40378,1919.7,1914,65732,-19.58,-32.93,1.9,41.8,3.32,3.32,5897.4 +8887.1,14120,41248,2190.3,2187,65635,3.56,309.72,-0.95,56.05,48.97,44.82,5897.5 +7749.4,12344,41142,1969.6,1964,65722,-17.8,-97.9,0,-2.85,4.98,-19.92,5897.5 +7684.2,12106,41598,1863.7,1918,63679,44.5,1745.3,111.15,774.25,479.74,598.43,5897.5 +8154.6,12609,42384,1985.6,2005,64902,56.07,1894.8,124.45,892.05,493.02,615.86,5897.6 +7548.5,12127,40793,1983.8,1979,65695,126.38,8685.5,349.6,2563.1,1011.8,1643.4,5897.6 +7298.1,11836,40409,3157.7,3148,65738,240.3,14547,594.7,4229.4,1852.6,2922.4,5897.7 +7312.8,12247,39132,1972.2,1959,65979,2.67,194.91,12.35,116.85,52.29,68.89,5897.7 +7306.4,12301,38926,1974,1977,65437,5.34,169.1,36.1,26.6,20.75,9.13,5897.7 +7625.4,12785,39088,2150.2,2181,64612,8.01,371.13,5.7,114,100.43,87.15,5897.7 +4065,7239,36802,3798.5,3811,65321,17.8,67.64,35.15,18.05,19.92,24.9,5897.7 +6902.1,12007,37673,1941.1,1959,64937,-0.89,391.6,45.6,99.75,92.96,99.6,5897.8 +7109.4,12233,38087,2045.2,2045,65543,128.16,8343.8,358.15,2578.3,1132.9,1791.1,5897.8 +7040.8,12172,37909,1965.1,1976,65175,6.23,-90.78,30.4,22.8,15.77,0.83,5897.9 +7745.9,12643,40152,2062.1,2099,64385,-0.89,114.81,-1.9,-27.55,-8.3,-6.64,5898 +7949.8,12495,41696,1938.4,1963,64715,-7.12,61.41,-18.05,-14.25,-1.66,-19.09,5898 +8010.5,12020,43675,1893,1952,63556,103.24,7858.7,294.5,2259.1,1070.7,1826,5898.1 +7543.6,10862,45514,2333.6,2350,65078,-2.67,-115.7,-9.5,1.9,-2.49,1.66,5898.2 +9415.8,14257,43282,2158.3,2177,64972,32.93,611.43,25.65,285.95,193.39,201.69,5898.2 +3746.1,5771,42540,2511.6,2479,66397,30.26,1288.7,63.65,545.3,372.67,405.87,5898.3 +7109.4,11933,39045,1960.7,1977,64995,122.82,7840,324.9,2394.9,1153.7,1864.2,5898.4 +7352,12422,38787,1909.9,1922,65125,8.9,-9.79,6.65,22.8,32.37,17.43,5898.4 +7247.1,12254,38758,1953.5,1978,64726,13.35,514.42,29.45,223.25,163.51,183.43,5898.4 +7290.7,12130,39390,1931.3,1958,64642,-20.47,195.8,-23.75,15.2,-3.32,26.56,5898.5 +7196.6,12131,38879,1990.9,2019,64625,131.72,7846.2,313.5,2362.6,1111.4,1835.1,5898.6 +7322.6,12319,38955,1962.4,2011,63954,-21.36,137.95,-3.8,-23.75,-28.22,-3.32,5898.6 +5006.8,8487,38662,2358.5,2387,64754,14.24,620.33,28.5,172.9,137.78,149.4,5898.6 +7731.2,12974,39053,2176.1,2250,63382,44.5,1797.8,95,845.5,493.02,642.42,5898.7 +7793.5,12322,41450,1948.2,1942,65746,36.49,-38.27,2.85,46.55,-0.83,19.09,5898.7 +7686.1,12331,40850,1933.1,1967,64406,9.79,-68.53,18.05,-19.95,-18.26,-13.28,5898.7 +7817,12554,40807,2078.1,2110,64547,143.29,8083.9,329.65,2379.8,1108.9,1801.1,5898.7 +7713.1,12406,40745,1966.9,2002,64387,21.36,38.27,-2.85,34.2,39.01,12.45,5898.7 +8308.9,12551,43386,1948.2,1943,65712,18.69,168.21,10.45,13.3,14.94,11.62,5898.8 +8189.9,12547,42778,2092.4,2067,66341,6.23,6.23,3.8,34.2,9.96,12.45,5898.8 +8561.3,12942,43353,2225.9,2234,65298,31.15,2217,138.7,945.25,520.41,604.24,5898.9 +7260.3,12079,39392,1940.2,1935,65712,8.01,-77.43,6.65,9.5,-14.11,-8.3,5899.1 +7361.3,12074,39956,1867.2,1898,64473,-33.82,126.38,5.7,20.9,0.83,-4.15,5899.2 +7309.3,12099,39592,1863.7,1891,64588,-12.46,-60.52,26.6,7.6,1.66,2.49,5899.2 +7401,12349,39277,1934,1981,63980,16.91,-108.58,10.45,9.5,7.47,21.58,5899.2 +7780.2,12867,39627,2250.8,2275,64839,23.14,595.41,55.1,361.95,184.26,217.46,5899.2 +7252,12034,39494,1992.7,2022,64587,-10.68,736.03,46.55,229.9,168.49,204.18,5899.3 +7524,12262,40213,2015,2018,65437,113.92,7645.1,292.6,2202.1,1084.8,1813.5,5899.3 +7623.4,12266,40731,1888.6,1882,65765,-8.01,120.15,11.4,24.7,2.49,23.24,5899.3 +7618.5,12379,40333,1988.3,2015,64666,120.15,8459.5,311.6,2504.2,1156.2,1862.5,5899.3 +7719,12259,41265,1954.4,1943,65922,-12.46,-108.58,12.35,33.25,-4.98,8.3,5899.3 +8047.3,12647,41700,2033.7,2035,65493,-22.25,42.72,43.7,74.1,17.43,34.86,5899.4 +8429.5,12755,43311,2133.3,2103,66481,14.24,-37.38,54.15,57,22.41,19.92,5899.4 +8136.9,12433,42891,2087.9,2037,67175,25.81,55.18,38,44.65,31.54,20.75,5899.4 +8383.4,12344,44509,1995.4,2008,65124,12.46,480.6,52.25,214.7,169.32,171.81,5899.5 +8228.1,12654,42614,2017.6,2042,64754,121.04,8560,325.85,2557.4,1119.7,1787.8,5899.5 +7904.7,12419,41714,1934,1971,64305,77.43,7944.1,292.6,2470.9,1099.8,1759.6,5899.6 +8134,13251,40229,3001.1,3031,64889,-1.78,-49.84,14.25,-21.85,17.43,-9.13,5899.8 +8876.4,14509,40094,2099.5,2157,63789,4.45,479.71,-0.95,132.05,97.11,80.51,5899.8 +7736.6,12900,39304,2046.1,2116,63371,121.04,7801.7,291.65,2261.9,1096.4,1826.8,5899.8 +7477.9,12256,39986,1969.6,1975,65356,1.78,511.75,23.75,217.55,153.55,164.34,5899.8 +4263.5,7013,39842,2823.1,2817,65677,59.63,1168.6,103.55,544.35,352.75,358.56,5899.9 +7663.6,12636,39747,2062.1,2072,65224,5.34,138.84,1.9,23.75,0,16.6,5899.9 +8443.2,12627,43821,2029.2,2007,66261,7.12,-51.62,23.75,35.15,18.26,20.75,5900.1 +8400.1,12399,44399,1977.6,1995,64964,8.01,249.2,7.6,51.3,30.71,21.58,5900.1 +8342.7,12435,43969,1895.7,1943,63941,16.02,198.47,-19,10.45,12.45,11.62,5900.1 +8404.5,12413,44373,1843.2,1837,65757,10.68,-121.93,7.6,-9.5,-14.11,-9.13,5900.2 +9063,13258,44800,2287.3,2286,65573,56.96,1886.8,120.65,860.7,543.65,677.28,5900.2 +8051.2,12658,41685,1942.9,1958,65030,-5.34,38.27,-1.9,14.25,-0.83,5.81,5900.2 +7761.1,12193,41715,1908.2,1889,66201,32.04,427.2,65.55,239.4,178.45,185.92,5900.3 +7934.6,12950,40154,2260.6,2258,65611,19.58,-57.85,13.3,38,-3.32,19.92,5900.3 +7447.5,12183,40062,1951.8,1939,65968,6.23,104.13,2.85,19,-4.98,-4.98,5900.3 +7746.4,12311,41237,1982.9,1975,65799,18.69,-12.46,35.15,40.85,25.73,25.73,5900.3 +8885.7,13855,42030,2153.8,2143,65866,53.4,626.56,77.9,279.3,176.79,188.41,5900.3 +7553.8,12394,39943,1916.2,1962,64005,16.02,602.53,34.2,243.2,175.96,165.17,5900.4 +7600.9,12586,39578,1963.3,1994,64528,1.78,154.86,-31.35,49.4,0.83,7.47,5900.4 +3826.9,6374,39347,3671.3,3682,65345,39.16,636.35,55.1,316.35,242.36,244.02,5900.4 +7421.5,12519,38851,2086.2,2135,64037,19.58,215.38,27.55,38.95,43.99,43.99,5900.4 +7194.7,12085,39016,1924.2,1957,64437,109.47,7492,295.45,2199.3,1114.7,1836.8,5900.5 +7379.4,12391,39030,1979.4,2007,64633,-23.14,132.61,9.5,26.6,17.43,23.24,5900.5 +7210.4,12143,38914,1884.1,1931,63945,2.67,336.42,20.9,114.95,97.94,78.02,5900.6 +7286.3,12218,39083,1953.5,2030,63068,-24.03,436.99,3.8,201.4,167.66,162.68,5900.6 +7152.5,12066,38849,1934.9,1986,63848,-24.92,140.62,0,7.6,15.77,-18.26,5900.6 +7499.5,12367,39742,1945.5,2015,63277,-5.34,190.46,-2.85,-3.8,13.28,-5.81,5900.7 +4019.5,6539,40284,3209.3,3243,64856,-19.58,95.23,-18.05,11.4,4.15,0.83,5900.7 +3612.3,5716,41416,2592.6,2640,64359,-1.78,655.04,39.9,172.9,185.92,180.94,5900.8 +7965,12367,42208,1906.4,1915,65241,-8.9,-120.15,-5.7,10.45,14.94,0,5900.9 +8011.5,12610,41637,1985.6,2018,64483,124.6,8245.8,350.55,2515.6,1190.2,1889.1,5900.9 +7131.5,11944,39130,1848.5,1880,64439,-8.01,68.53,-11.4,-9.5,-19.92,-24.9,5901 +7394.6,12316,39348,1925.1,1964,64237,8.9,436.1,13.3,228,185.09,170.98,5901 +7387.2,12222,39611,1926,1934,65264,0.89,-73.87,-18.05,-15.2,-4.98,-8.3,5901.1 +7424.5,12082,40272,1832.5,1878,63949,-7.12,105.91,35.15,8.55,26.56,8.3,5901.1 +7259.4,12067,39426,1901,1927,64653,15.13,187.79,3.8,12.35,24.07,0,5901.1 +7612.6,12545,39769,2129.8,2177,64114,141.51,7751.9,329.65,2421.6,1152.9,1865,5901.2 +7161.8,12026,39029,1929.5,1930,65520,18.69,107.69,24.7,-14.25,3.32,4.15,5901.2 +7323.1,12029,39897,2028.3,2057,64622,14.24,399.61,19,120.65,113.71,102.92,5901.3 +7593.5,12230,40691,1972.2,1970,65611,16.91,-30.26,24.7,-4.75,39.01,29.88,5901.4 +7594.5,12128,41038,1950,1936,66010,34.71,592.74,32.3,239.4,178.45,190.9,5901.5 +7833.6,12575,40826,2159.1,2155,65662,112.14,8631.2,366.7,2556.4,1173.6,1839.3,5901.6 +8398.6,13439,40956,2290.9,2283,65762,31.15,946.96,57.95,366.7,278.88,288.01,5901.6 +8030.6,13039,40363,2663.8,2655,65752,194.91,11786,492.1,3534,1718.9,2809.6,5901.7 +7558.3,12491,39656,2015,2011,65665,0.89,150.41,12.35,109.25,108.73,90.47,5901.7 +7428.4,12319,39518,1952.7,1983,64533,129.94,7816.9,343.9,2348.4,1189.4,1880.8,5901.8 +7143.2,11859,39475,1851.2,1895,64021,15.13,709.33,55.1,228,175.13,187.58,5901.8 +7400,12219,39689,1965.1,2011,64041,48.95,2100.4,160.55,907.25,532.03,614.2,5901.8 +7293.6,12191,39209,1836.1,1899,63364,13.35,137.06,-8.55,-1.9,18.26,-4.98,5901.8 +8113.9,12435,42763,1959.8,1971,65163,144.18,7823.1,330.6,2453.8,1136.3,1901.5,5902 +7841,12243,41972,2019.4,2003,66073,-10.68,-10.68,2.85,29.45,-5.81,31.54,5902 +9129.7,13254,45143,2302.4,2306,65435,-15.13,258.1,21.85,153.9,94.62,105.41,5902 +8676.9,12678,44853,2019.4,2038,64938,-15.13,-48.06,-19,42.75,-7.47,7.47,5902.2 +9495.7,14453,43058,2126.2,2149,64841,-36.49,128.16,-14.25,-10.45,-11.62,16.6,5902.2 +7791,11925,42817,1835.2,1857,64766,-11.57,390.71,40.85,111.15,78.02,89.64,5902.3 +7628.8,12459,40129,2088.8,2095,65343,-8.9,-10.68,1.9,-9.5,16.6,-4.98,5902.3 +7504.8,12372,39754,2016.7,2016,65560,16.91,-25.81,15.2,37.05,5.81,14.94,5902.3 +7519.1,12335,39949,2041.7,2043,65493,32.93,434.32,49.4,219.45,173.47,194.22,5902.3 +7423.5,12098,40214,1914.4,1926,65141,130.83,8075.9,344.85,2468.1,1086.5,1767.9,5902.3 +5000,8290,39527,2900.5,2902,65502,139.73,4172.3,268.85,1884.8,1006,1215.1,5902.3 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+7817.5,12533,40878,1954.4,2005,63883,-8.01,186.01,20.9,122.55,76.36,86.32,5911 +7842.5,12557,40930,1937.5,1977,64228,50.73,1787.1,114,733.4,463.14,619.18,5911 +8029.1,12462,42224,1902.8,1934,64479,1.78,356.89,20.9,109.25,75.53,76.36,5911 +7705.3,12341,40918,2027.4,2049,64846,113.92,8443.4,307.8,2487.1,1152,1873.3,5911.3 +8035,12397,42477,1993.6,2025,64520,62.3,2070.1,128.25,798.95,541.16,654.87,5911.5 +9404.1,13774,44744,2411,2414,65455,5.34,279.46,25.65,150.1,122.84,98.77,5911.5 +8703.9,12597,45282,1927.7,1937,65223,55.18,1897.5,124.45,889.2,499.66,594.28,5911.5 +8344.2,12719,42994,2015.8,2043,64665,72.09,1904.6,136.8,812.25,537.84,659.02,5911.6 +8371.2,12273,44701,1931.3,1873,67576,8.01,-8.01,19,10.45,14.11,0.83,5911.8 +8520.6,12662,44101,1969.6,1974,65389,6.23,210.93,15.2,117.8,99.6,81.34,5911.9 +8123.2,12682,41978,1986.5,2014,64640,-14.24,-68.53,-23.75,26.6,11.62,19.92,5912 +8645.1,12890,43954,2116.4,2138,64875,35.6,1930.4,112.1,917.7,535.35,625.82,5912 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+8362.8,12455,44004,1913.5,1975,63495,-23.14,-62.3,1.9,-0.95,26.56,15.77,5912.4 +3916.1,5632,45569,2517.8,2544,64861,-1.78,656.82,26.6,239.4,186.75,201.69,5912.4 +8352.5,12594,43465,1996.3,1990,65742,15.13,219.83,22.8,97.85,91.3,61.42,5912.5 +8046.3,12354,42684,1908.2,1938,64527,-8.01,584.73,59.85,226.1,156.87,169.32,5912.5 +8075.7,12475,42425,1976.7,2011,64418,-4.45,537.56,28.5,230.85,159.36,166.83,5912.6 +8096.3,12262,43272,1879.7,1906,64631,19.58,129.94,10.45,14.25,23.24,21.58,5912.7 +9735.3,14848,42970,2318.4,2336,65044,14.24,733.36,30.4,293.55,211.65,221.61,5912.7 +8290.8,12722,42709,2043.4,2054,65199,-21.36,96.12,-5.7,20.9,9.96,4.15,5912.7 +8128.1,12247,43495,2017.6,2019,65492,-0.89,435.21,28.5,221.35,168.49,165.17,5912.7 +8268.8,12403,43691,1930.4,1959,64580,0,186.01,6.65,14.25,24.9,20.75,5912.7 +8368.2,12611,43487,1917.9,1939,64825,13.35,7.12,2.85,41.8,19.92,11.62,5912.7 +8202.6,12397,43363,2010.5,2009,65585,8.9,333.75,22.8,126.35,123.67,99.6,5912.8 +9585.4,14650,42880,1989.2,2046,63715,73.87,2239.2,136.8,944.3,669.81,797.63,5912.8 +8758.3,13220,43418,2617.5,2628,65274,212.71,13791,522.5,3893.1,1720.6,2688.4,5912.8 +8066.9,12351,42804,2022.1,2063,64236,16.91,396.05,-0.95,118.75,120.35,99.6,5912.8 +8400.1,12887,42718,2043.4,2083,64291,-23.14,2.67,-7.6,-10.45,40.67,7.47,5912.8 +4917.6,7138,45150,3316.1,3334,65185,-24.03,87.22,0,4.75,43.99,13.28,5912.8 +8620.6,13014,43412,2028.3,2066,64340,8.01,181.56,-1.9,92.15,100.43,77.19,5912.9 +8257.5,12626,42861,2012.3,2038,64709,-8.01,176.22,-11.4,-5.7,39.01,7.47,5912.9 +8500.5,12447,44757,1877,1932,63671,-1.78,-89.89,-4.75,-3.8,23.24,3.32,5913 +8402.5,12499,44057,1933.1,1955,64801,0,149.52,-7.6,-4.75,29.05,-9.13,5913 +10255,14899,45107,2093.3,2131,64376,-2.67,-51.62,6.65,-17.1,28.22,-6.64,5913 +8958.2,12880,45581,1995.4,2036,64229,1.78,425.42,25.65,91.2,101.26,80.51,5913 +8686.7,12874,44220,2031.9,2074,64205,15.13,-47.17,19,4.75,32.37,-1.66,5913.1 +8493.7,12554,44340,1869.9,1898,64565,28.48,386.26,39.9,115.9,99.6,86.32,5913.2 +8540.7,12528,44678,1907.3,1907,65545,16.02,-81.88,21.85,10.45,3.32,-9.96,5913.2 +8763.7,13178,43583,2287.3,2334,64225,44.5,2144,114.95,897.75,549.46,615.86,5913.2 +9125.8,13940,42903,2890.7,2896,65417,8.01,88.11,11.4,42.75,47.31,14.94,5913.3 +8154.6,12459,42894,1893,1899,65330,1.78,36.49,25.65,1.9,11.62,14.11,5913.3 +7945.8,12334,42220,1918.8,1934,65022,6.23,30.26,3.8,50.35,18.26,23.24,5913.3 +8067.4,12435,42517,1961.6,1975,65090,4.45,-32.04,32.3,23.75,2.49,14.11,5913.4 +8919.5,13346,43799,2336.3,2370,64603,2.67,857.96,58.9,311.6,210.82,258.96,5913.5 +9163,13606,44135,2507.1,2582,63636,166.43,11259,460.75,3485.6,1596.9,2651,5913.5 +8379.5,12381,44355,1870.8,1897,64630,-14.24,192.24,-7.6,18.05,-14.11,-1.66,5913.5 +8311.4,12353,44094,1849.4,1905,63624,-12.46,22.25,-13.3,-23.75,-48.14,-12.45,5913.5 +9116,13192,45287,1965.1,2012,64009,14.24,637.24,16.15,220.4,156.87,194.22,5913.6 +8626.5,12534,45105,1949.1,1942,65776,8.9,58.74,6.65,64.6,14.94,23.24,5913.6 +9145.9,12998,46113,2013.2,2041,64643,14.24,157.53,8.55,66.5,19.92,19.92,5913.7 +8604.9,12439,45336,2035.4,2055,64912,-12.46,442.33,23.75,237.5,154.38,170.15,5913.7 +8966.5,12921,45479,2074.6,2042,66582,0,188.68,49.4,112.1,88.81,107.9,5913.7 +8850.4,12634,45909,2071,2078,65316,151.3,8451.4,353.4,2453.8,1100.6,1796.9,5913.8 +8848.4,12746,45496,2017.6,2042,64754,88.11,1716.8,132.05,835.05,512.94,646.57,5913.9 +8734.7,12963,44160,1959.8,2007,63994,27.59,1911.7,123.5,765.7,496.34,639.93,5913.9 +8808.7,12630,45708,1998.9,2018,64917,18.69,399.61,-1.9,107.35,86.32,76.36,5913.9 +7999.7,12007,43664,1914.4,1923,65243,-1.78,556.25,35.15,245.1,164.34,177.62,5914 +8816.1,12970,44547,2025.6,2090,63518,-14.24,179.78,12.35,22.8,17.43,14.11,5914 +8621.5,12874,43889,2141.3,2154,65151,124.6,8830.6,349.6,2584.9,1136.3,1772.9,5914 +8426.5,12923,42733,2127.1,2136,65263,158.42,8081.2,341.05,2475.7,1144.6,1823.5,5914.1 +8636.7,12684,44625,2015.8,2040,64760,124.6,8298.4,326.8,2448.1,1126.3,1839.3,5914.2 +8547.1,12467,44930,1960.7,1959,65592,10.68,150.41,8.55,30.4,42.33,19.92,5914.2 +8458.9,12403,44696,1971.3,1943,66492,38.27,167.32,31.35,133.95,101.26,87.98,5914.4 +8473.6,12543,44274,1980.3,1963,66112,74.76,1943.8,128.25,911.05,507.96,594.28,5914.4 +7645.5,12346,40584,1937.5,1950,65117,22.25,47.17,20.9,47.5,54.78,36.52,5914.5 +7913,12747,40683,2235.7,2251,65090,146.85,8397.1,317.3,2436.8,1194.4,1842.6,5914.5 +8557.4,13478,41610,3018,3046,64933,-1.78,318.62,-8.55,45.6,70.55,45.65,5914.5 +7719.5,12854,39358,2319.3,2322,65461,18.69,-69.42,-18.05,18.05,-1.66,11.62,5914.7 +8106.6,12347,43028,1903.7,1931,64610,5.34,-69.42,5.7,23.75,26.56,-0.83,5914.8 +7647.9,12714,39422,2047.9,2058,65214,0.89,230.51,8.55,69.35,45.65,29.05,5914.8 +7995.8,12495,41938,1984.7,1999,65067,-11.57,-89.89,-4.75,31.35,0,3.32,5914.8 +8687.7,12835,44360,2005.2,2051,64072,9.79,65.86,2.85,5.7,30.71,3.32,5914.9 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+7646.9,12107,41393,1841.4,1871,64500,-21.36,178,-6.65,-17.1,23.24,2.49,5936.4 +8044.3,12675,41593,2103.1,2131,64677,-7.12,285.69,-9.5,109.25,72.21,73.04,5936.5 +7677.8,12105,41567,2003.4,2029,64709,11.57,490.39,9.5,216.6,155.21,161.02,5936.5 +8045.8,12722,41447,2091.5,2082,65835,122.82,7935.2,292.6,2335.1,1175.3,1943,5936.5 +8011,12541,41863,1974.9,1981,65335,124.6,8448.8,324.9,2577.3,1093.9,1733,5936.6 +7904.7,12419,41714,1996.3,2007,65186,-16.91,-28.48,-30.4,30.4,14.94,20.75,5936.6 +7788.6,12254,41654,1915.3,1934,64902,3.56,628.34,34.2,233.7,165.17,166.83,5936.6 +8011.5,12466,42118,1974,2006,64491,0.89,656.82,15.2,198.55,174.3,170.98,5936.6 +3643.6,5570,42871,2635.3,2662,64878,101.46,4580.8,297.35,2052.9,1172,1387.8,5936.7 +8212.4,12714,42332,2055,2062,65314,54.29,551.8,76.95,259.35,171.81,196.71,5936.8 +7955.2,12402,42037,1953.5,1954,65521,27.59,193.13,2.85,18.05,-4.98,17.43,5936.8 +8320.2,12976,42022,2257,2276,64990,16.91,316.84,43.7,53.2,51.46,40.67,5936.8 +7724.9,11966,42308,1995.4,1994,65581,14.24,621.22,8.55,241.3,157.7,161.85,5936.9 +7840.5,12131,42357,2029.2,2007,66261,56.07,2004.3,124.45,901.55,484.72,547.8,5936.9 +8870.5,13770,42218,2338,2362,64871,15.13,841.94,61.75,361,252.32,248.17,5937 +8023.8,12586,41780,1996.3,2026,64574,124.6,8260.1,318.25,2349.3,1134.6,1864.2,5937 +7867.9,12256,42072,1960.7,1940,66234,15.13,582.95,47.5,235.6,173.47,162.68,5937 +8028.7,12533,41982,1959.8,1953,65764,9.79,398.72,6.65,107.35,88.81,63.08,5937 +7679.8,12091,41626,1866.3,1919,63737,19.58,425.42,42.75,193.8,164.34,165.17,5937.1 +8038.5,12669,41582,2118.2,2137,64959,133.5,7344.3,337.25,2415.8,1145.4,1892.4,5937.2 +3681.9,5511,43784,2609.5,2567,66621,19.58,64.97,19,54.15,38.18,53.95,5937.2 +7966.9,12410,42072,1977.6,1982,65390,124.6,8549.3,361.95,2528.9,1064.1,1708.1,5937.3 +8096.3,12456,42598,1968.7,1996,64639,-1.78,251.87,56.05,25.65,39.01,43.16,5937.3 +8335.9,12734,42901,2559.6,2574,65170,68.53,2763.4,173.85,1255.9,864.03,999.32,5937.4 +7983.6,12271,42638,1926,1931,65365,-16.02,-107.69,-9.5,-13.3,0.83,-4.98,5937.5 +7818,12262,41784,1883.2,1922,64214,-3.56,141.51,-17.1,91.2,66.4,78.85,5937.5 +8142.8,12418,42974,1935.8,1922,66005,4.45,-84.55,6.65,5.7,19.09,19.09,5937.5 +8444.7,12629,43822,1946.4,1941,65719,3.56,-91.67,-0.95,22.8,3.32,-9.13,5937.6 +8269.2,12710,42638,1965.1,1974,65241,-16.91,84.55,17.1,17.1,-4.15,4.15,5937.7 +8097.3,12448,42630,1982,1968,66003,-2.67,275.01,23.75,47.5,43.16,19.92,5937.7 +8126.2,12387,42993,1925.1,1943,64931,8.01,417.41,25.65,120.65,110.39,80.51,5937.7 +7959.1,12347,42246,1919.7,1931,65154,-8.9,125.49,-13.3,14.25,18.26,-14.11,5937.8 +7813.1,12240,41833,1974,1988,65075,30.26,223.39,3.8,43.7,44.82,27.39,5937.9 +5826.6,8955,42641,2524.9,2539,65173,-8.9,188.68,-2.85,-11.4,9.96,13.28,5937.9 +7909.1,12347,41980,1964.2,1967,65444,-7.12,76.54,-20.9,27.55,7.47,-0.83,5938 +7922.8,12322,42138,1956.2,1954,65610,-7.12,-42.72,-34.2,0.95,-9.13,-9.96,5938 +8340.3,12399,44083,1922.4,1915,65789,33.82,2044.3,101.65,841.7,508.79,615.86,5938.2 +8494.6,12743,43687,2019.4,2007,65941,25.81,-52.51,10.45,38.95,14.11,24.9,5938.2 +8204.6,12323,43633,1909,1911,65469,26.7,192.24,-13.3,37.05,25.73,15.77,5938.2 +8109.5,12146,43756,1930.4,1890,66937,159.31,7699.4,331.55,2380.7,1128.8,1843.4,5938.3 +8231,12390,43537,1986.5,1958,66489,40.05,230.51,39.9,116.85,78.02,79.68,5938.3 +8249.6,12494,43273,1956.2,1930,66426,38.27,428.98,50.35,209,154.38,189.24,5938.3 +8794,13168,43767,2369.2,2340,66353,20.47,-14.24,1.9,50.35,14.11,-1.66,5938.3 +8029.1,12172,43230,1909,1900,65848,35.6,230.51,69.35,128.25,81.34,106.24,5938.4 +7897.8,12093,42801,1942.9,1961,64930,118.37,8133.7,326.8,2384.5,1101.4,1821,5938.4 +8010,12234,42909,1916.2,1930,65066,4.45,-94.34,13.3,10.45,-15.77,-0.83,5938.4 +8208.5,12722,42285,2014.1,2022,65279,-3.56,186.01,0.95,0,10.79,6.64,5938.5 +7965.4,12246,42628,1917.9,1910,65809,17.8,-72.98,9.5,-4.75,-16.6,2.49,5938.5 +8144.8,12676,42109,1996.3,1984,65941,21.36,354.22,46.55,113.05,75.53,77.19,5938.5 +9135.1,14175,42235,2067.5,2079,65173,-11.57,71.2,21.85,11.4,-3.32,5.81,5938.5 +7938.5,12424,41875,2011.4,2012,65516,-24.03,-73.87,-7.6,-4.75,-3.32,-8.3,5938.6 +8066.9,12429,42535,1974.9,1981,65335,-10.68,186.9,6.65,17.1,28.22,6.64,5938.7 +8872.9,13695,42460,2430.6,2443,65203,0.89,92.56,17.1,32.3,38.18,21.58,5938.8 +8872.9,13551,42912,2403.9,2395,65779,48.06,756.5,68.4,385.7,256.47,267.26,5938.8 +9014,13534,43649,2265.1,2266,65509,-10.68,-64.08,23.75,3.8,19.92,3.32,5938.9 +9677.5,14401,44040,2110.2,2085,66328,180.67,10166,416.1,3155.9,1306.4,2099.9,5938.9 +8397.6,12595,43696,1932.2,1959,64639,-10.68,97.9,24.7,-17.1,-2.49,-14.94,5938.9 +9482,14128,43984,2001.6,2020,64939,-24.03,153.97,0,-16.15,2.49,1.66,5939 +8236.9,12406,43512,1943.8,1922,66278,12.46,17.8,0.95,-2.85,-1.66,6.64,5939 +8484.4,12767,43552,2026.5,1995,66572,149.52,8490.6,345.8,2593.5,1106.4,1744.7,5939 +8431.9,12915,42787,2076.4,2083,65327,152.19,7571.2,327.75,2289.5,1111.4,1841.8,5939 +8964.5,13735,42774,2267.7,2295,64757,15.13,-76.54,7.6,19,-8.3,-1.66,5939.1 +8268.3,12751,42496,2108.4,2127,64963,0.89,150.41,28.5,3.8,-3.32,-1.66,5939.1 +8018.4,12236,42946,1940.2,1980,64219,132.61,7592.6,322.05,2369.3,1096.4,1836.8,5939.1 +9309.5,13607,44838,2250.8,2279,64725,21.36,331.97,26.6,156.75,122.01,129.48,5939.2 +8253.6,12662,42719,2031.9,2018,65986,24.92,512.64,57.95,253.65,198.37,205.84,5939.3 +6740.4,10058,43919,2898.7,2890,65734,14.24,0.89,-5.7,37.05,33.2,10.79,5939.3 +9147.3,14014,42777,2023.9,2078,63829,71.2,2383.4,151.05,1097.3,731.23,888.93,5939.4 +8930.3,12586,46500,1822.7,1866,64016,-19.58,378.25,-3.8,106.4,66.4,53.95,5939.5 +8394.7,12682,43381,1899.3,1930,64492,-8.01,-68.53,-15.2,13.3,-14.11,12.45,5939.6 +8534.3,12566,44509,1976.7,1970,65759,13.35,240.3,25.65,20.9,32.37,24.9,5939.6 +8979.3,12749,46158,2006.1,1993,65965,-10.68,118.37,13.3,-13.3,12.45,8.3,5939.6 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+9007.2,13613,43363,2219.7,2249,64681,6.23,299.93,48.45,156.75,113.71,114.54,5940.3 +8693.6,13250,42999,2339.8,2386,64267,171.77,11638,470.25,3475.1,1656.7,2752.3,5940.4 +8256.5,12746,42452,1958.9,2026,63365,121.04,7715.4,323,2274.3,1123,1868.3,5940.4 +8110.5,12377,42945,1926.8,1981,63745,4.45,633.68,29.45,225.15,141.1,149.4,5940.4 +8473.6,12731,43620,1963.3,2031,63353,44.5,1918.8,133,869.25,534.52,634.12,5940.5 +8855.8,12898,44997,1981.1,2054,63211,-15.13,204.7,5.7,-19,6.64,4.15,5940.5 +8440.7,12102,45709,2128,2182,63914,6.23,-24.92,19.95,-12.35,4.15,2.49,5940.6 +8035.5,12458,42271,1975.8,2010,64421,-15.13,-12.46,27.55,44.65,2.49,23.24,5940.7 +7773.9,12098,42112,1857.4,1878,64818,16.91,-58.74,6.65,16.15,-4.98,-7.47,5940.7 +8062,12475,42353,1973.1,1995,64818,8.01,-36.49,-5.7,28.5,14.11,-6.64,5940.7 +7944.4,12272,42425,1945.5,1940,65723,4.45,-73.87,-2.85,20.9,11.62,-2.49,5940.7 +8187.9,12414,43226,1963.3,1978,65050,42.72,1992.7,139.65,875.9,514.6,614.2,5940.7 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+8110.5,12536,42400,1979.4,2008,64601,-11.57,23.14,-5.7,3.8,17.43,3.32,5995.5 +8336.4,12682,43079,2015.8,2014,65596,8.9,469.92,20.9,222.3,165.17,181.77,5995.5 +7633.2,12346,40519,1909,1930,64825,-5.34,478.82,39.9,193.8,144.42,178.45,5995.6 +7869.9,12654,40759,1998.9,2042,64154,10.68,-93.45,17.1,-7.6,22.41,14.94,5995.7 +7588.1,12198,40769,1896.6,1878,66185,-2.67,118.37,-7.6,-6.65,24.9,19.09,5995.7 +7579.8,12373,40148,1998.9,1985,65996,-0.89,-31.15,-27.55,1.9,5.81,9.13,5995.7 +6206.3,9073,44830,2308.7,2373,63759,-33.82,301.71,-15.2,20.9,29.05,18.26,5995.8 +8738.7,12522,45735,2046.1,2058,65157,25.81,559.81,15.2,229.9,146.91,153.55,5996 +8963.1,12795,45909,2013.2,2043,64579,34.71,-48.06,8.55,27.55,27.39,7.47,5996 +7368.6,12361,39067,1986.5,1977,65850,-16.91,121.04,31.35,2.85,20.75,-1.66,5996.2 +7264.7,12487,38128,2043.4,2023,66198,13.35,40.05,16.15,24.7,37.35,19.09,5996.2 +4721.6,8246,37526,3110.6,3094,65887,13.35,43.61,8.55,68.4,57.27,41.5,5996.2 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+1.30E+05,1.37E+05,61881,1681.2,1278,86213,53.4,97.9,2.85,21.85,29.88,29.88,2009.1 +1.94E+05,1.82E+05,69887,5253.7,3661,94047,5.34,201.14,24.7,14.25,2.49,50.63,2009.2 +1.72E+05,1.73E+05,65143,3659.7,2643,90746,12480,5927.4,32.3,29.45,14.11,243.19,2010 +87105,1.07E+05,53419,2073.7,1764,77042,15.13,107.69,-8.55,8.55,34.86,39.84,2010.1 +89604,1.10E+05,53350,1610.9,1480,71332,3228.9,1723.9,-10.45,6.65,6.64,82.17,2010.1 +60469,90479,43799,995.02,891,73187,-2.67,20.47,-19,13.3,7.47,24.9,2010.2 +1.37E+05,1.36E+05,66075,3900.9,2936,87073,24.92,400.5,8.55,53.2,77.19,59.76,2010.5 +7667,9839,51069,1052.9,831,83034,18.69,-3.56,3.8,8.55,7.47,7.47,2010.9 +1.77E+05,1.56E+05,74539,4429.5,2958,98139,2921.9,1694.6,-19,-34.2,-11.62,43.16,2011.3 +1.29E+05,1.35E+05,62783,3491.5,2619,87368,56.07,27.59,1.9,56.05,52.29,49.8,2011.6 +1.38E+05,1.31E+05,69100,4809.6,3608,87361,31.15,6.23,36.1,39.9,79.68,49.8,2011.6 +1.38E+05,1.43E+05,63047,2652.2,1954,88953,-12.46,-48.95,-16.15,-5.7,2.49,-4.15,2011.8 +89679,1.08E+05,54190,1673.2,1432,76575,-13.35,77.43,2.85,0.95,0,-9.96,2011.9 +1.39E+05,1.42E+05,64549,2702,1592,1.11E+05,3.56,-56.96,-25.65,-26.6,17.43,9.13,2012.3 +7950.3,8341,62466,1226.4,869,92491,17.8,-48.06,36.1,-6.65,13.28,17.43,2012.5 +1.63E+05,1.56E+05,68487,3504.8,2452,93675,2151.1,1244.2,-8.55,31.35,14.94,73.87,2012.5 +1.40E+05,1.44E+05,63386,6173,5551,72880,17.8,112.14,76.95,39.9,28.22,47.31,2012.6 +13167,16654,51813,1585.1,1358,76495,5.34,-23.14,31.35,-5.7,-9.13,17.43,2013.1 +78853,1.01E+05,51010,1634,1404,76274,16.02,21.36,13.3,-28.5,14.94,0,2013.2 +1.14E+05,1.10E+05,68187,2338.9,1344,1.14E+05,3246.7,1627.8,15.2,-1.9,4.98,92.96,2013.3 +1.09E+05,1.21E+05,58963,1630.5,1264,84537,25.81,12.46,14.25,-4.75,12.45,0.83,2013.3 +1.20E+05,1.33E+05,59056,1901,1495,83336,2.67,41.83,-28.5,-7.6,-0.83,-18.26,2013.7 +1.37E+05,1.49E+05,60263,2637.1,2038,84800,275.9,261.66,-16.15,-44.65,-24.9,23.24,2013.8 +1.76E+05,1.42E+05,81176,3948.9,2347,1.10E+05,22.25,181.56,-9.5,-34.2,-20.75,9.13,2013.8 +1.33E+05,1.38E+05,62826,2664.7,1998,87403,40.94,129.05,10.45,-12.35,17.43,14.94,2013.9 +1.62E+05,1.54E+05,69090,2980.6,2093,93329,3121.2,1506.8,37.05,-9.5,-11.62,77.19,2013.9 +1.46E+05,1.54E+05,62323,2345.1,1703,90248,178.89,-37.38,9.5,-21.85,-16.6,-4.15,2014 +1.17E+05,1.34E+05,57351,2307.8,1846,81930,137.95,183.34,12.35,32.3,3.32,34.86,2014.1 +84037,90441,60895,1595.8,1325,78929,61.41,156.64,30.4,0,-3.32,17.43,2014.2 +1.57E+05,1.53E+05,67129,5186.9,3802,89408,387.15,559.81,-7.6,35.15,15.77,67.23,2014.4 +98547,1.13E+05,56933,1863.7,1613,75720,-21.36,-48.95,-24.7,17.1,8.3,14.11,2014.4 +1.43E+05,1.51E+05,62436,4650.3,3229,94382,25604,12215,52.25,44.65,13.28,522.9,2014.5 +1.27E+05,1.18E+05,70467,3764.7,2699,91413,379.14,-48.06,13.3,-18.05,-19.09,29.05,2014.5 +96056,1.05E+05,59917,1689.2,1331,83174,-2.67,-116.59,-13.3,11.4,0.83,0,2014.6 +91143,1.04E+05,57586,1292.3,1086,77984,178,167.32,10.45,-18.05,-26.56,-0.83,2014.8 +75385,82479,59899,3445.2,2651,85169,24.03,-64.97,19,-11.4,-7.47,14.94,2014.8 +1.09E+05,1.19E+05,60326,3611.6,2553,92711,6433.8,3570.7,2.85,11.4,0,151.06,2014.9 +1.76E+05,1.63E+05,70665,3132.8,1968,1.04E+05,6.23,-5.34,-13.3,18.05,4.15,39.84,2015.2 +48551,64527,49310,1160.6,1035,73486,2.67,26.7,-15.2,2.85,3.32,17.43,2015.3 +19321,22197,57045,1685.7,1045,1.06E+05,-1.78,87.22,-38,8.55,-7.47,-6.64,2015.3 +19438,23291,54695,2161.8,1823,77716,24.03,95.23,38,13.3,9.96,32.37,2015.5 +1.13E+05,1.28E+05,57873,1638.5,1351,79482,-11.57,86.33,-27.55,-26.6,-0.83,-3.32,2016.2 +99673,1.11E+05,59088,1602.9,1250,84038,57.85,65.86,-19,15.2,-24.07,1.66,2016.2 +69544,94918,48017,660.38,598,72372,11.57,2.67,-6.65,-22.8,-26.56,-6.64,2016.3 +1.44E+05,1.59E+05,59111,2854.2,2243,83395,1739.1,943.4,-26.6,-0.95,-16.6,40.67,2016.5 +1.96E+05,1.76E+05,72896,4048.6,2834,93624,25796,13951,0,77.9,55.61,524.56,2016.6 +1.16E+05,1.26E+05,60459,2247.3,1778,82832,48.95,18.69,-16.15,4.75,-13.28,9.13,2016.6 +1.16E+05,1.37E+05,55424,2562.3,2147,78213,413.85,425.42,34.2,48.45,48.97,73.87,2017 +80233,91187,57663,1636.7,1139,94173,268.78,48.06,-5.7,-0.95,16.6,-4.15,2017.4 +1.36E+05,1.42E+05,62855,2448.4,1666,96313,18.69,132.61,-23.75,-0.95,9.96,11.62,2017.5 +1.19E+05,92998,83688,3929.3,2370,1.09E+05,17.8,213.6,-24.7,0,29.88,0.83,2017.5 +1.23E+05,1.38E+05,58285,3275.2,2595,82714,-0.89,121.04,-14.25,-22.8,9.96,23.24,2017.6 +1.71E+05,1.51E+05,74414,4211.5,2651,1.04E+05,2033.7,1303,-38,1.9,-6.64,87.98,2017.7 +1.53E+05,1.49E+05,67179,4001.4,3066,85531,1.57E+05,1.02E+05,71.25,217.55,9.13,4468.7,2017.7 +1.15E+05,1.30E+05,57634,2261.5,1830,80989,13852,7026.5,0,-13.3,-9.13,266.43,2017.8 +1.60E+05,1.55E+05,67594,4345.9,3230,88177,10188,5705.8,-6.65,38,6.64,209.99,2017.9 +1.34E+05,1.34E+05,65570,2403.9,1795,87767,207.37,239.41,-3.8,-3.8,35.69,9.96,2017.9 +1.54E+05,1.57E+05,64590,3207.6,2527,83186,120.15,189.57,22.8,45.6,31.54,12.45,2017.9 +1.24E+05,1.29E+05,63000,2634.4,1958,88176,519.76,234.96,28.5,-12.35,-5.81,4.15,2018.1 +1.29E+05,1.39E+05,61233,3175.5,2294,90720,1406.2,852.62,41.8,35.15,28.22,62.25,2018.1 +58407,73229,52271,1245.1,1117,73052,-29.37,6.23,-6.65,-12.35,-15.77,-14.94,2018.2 +1.22E+05,1.30E+05,61248,3427.4,2530,88782,22901,11420,34.2,4.75,-4.98,473.93,2018.3 +1.50E+05,1.53E+05,64293,2409.2,1867,84570,-11.57,59.63,14.25,40.85,-4.98,30.71,2018.4 +80426,96419,54666,996.8,835,78235,15.13,9.79,13.3,-11.4,-14.94,-6.64,2018.4 +71957,97935,48152,1424.9,1295,72109,12.46,34.71,13.3,13.3,16.6,11.62,2018.4 +1.66E+05,1.59E+05,68225,4002.3,2773,94589,3.56,156.64,21.85,16.15,13.28,68.89,2018.5 +91866,75964,79255,4143.8,2524,1.08E+05,60.52,281.24,29.45,32.3,17.43,69.72,2018.5 +67941,68998,64532,3380.2,2402,92226,20.47,2.67,-19,4.75,23.24,51.46,2018.6 +83370,1.01E+05,54332,1061.8,933,74581,220.72,134.39,23.75,0,10.79,41.5,2018.6 +1.11E+05,1.34E+05,54406,2031,1532,86881,28.48,186.01,-5.7,-2.85,6.64,19.92,2018.6 +1.27E+05,1.37E+05,60876,2270.4,1695,87783,742.26,599.86,-2.85,43.7,11.62,44.82,2018.6 +1.69E+05,1.66E+05,66997,3155.9,2335,88577,1643.8,951.41,7.6,-22.8,22.41,48.97,2018.7 +1.14E+05,1.23E+05,60757,1772,1340,86664,-1.78,-73.87,-17.1,-20.9,-13.28,11.62,2018.7 +1.79E+05,1.72E+05,68031,2990.4,2182,89816,9.79,166.43,-1.9,-38,4.15,18.26,2018.8 +1.70E+05,1.62E+05,68693,3306.3,2344,92442,-18.69,196.69,0.95,-9.5,2.49,-5.81,2018.8 +1.26E+05,1.38E+05,59731,2260.6,1818,81491,1515.7,889.11,-19.95,28.5,14.11,53.95,2019 +2.04E+05,1.69E+05,78991,9357.5,5898,1.04E+05,22.25,471.7,28.5,23.75,26.56,83,2019 +83770,82263,66737,2397.7,1735,90567,4076.2,2049.7,16.15,-16.15,9.96,65.57,2019.2 +1.23E+05,1.30E+05,61922,2105.7,1610,85715,3920.4,2054.1,3.8,-14.25,2.49,94.62,2019.2 +1.20E+05,1.36E+05,57506,2219.7,1662,87526,-6.23,144.18,13.3,-17.1,31.54,29.88,2019.2 +1.47E+05,1.40E+05,68656,3692.6,2490,97188,2379,1498.8,-50.35,9.5,-3.32,43.16,2019.3 +1.62E+05,1.65E+05,64340,3981,2775,94017,9.79,69.42,17.1,20.9,22.41,58.1,2019.4 +1.50E+05,1.42E+05,69243,10396,6588,1.03E+05,21895,10914,9.5,39.9,3.32,468.95,2019.4 +1.47E+05,1.49E+05,64994,3041.1,1970,1.01E+05,724.46,382.7,-9.5,22.8,12.45,17.43,2019.5 +1.33E+05,1.39E+05,63004,4131.4,2961,91440,-62.3,198.47,-19.95,-47.5,-18.26,-1.66,2019.8 +1.68E+05,1.62E+05,68206,3978.3,2858,91225,147.74,193.13,-32.3,-10.45,-19.09,4.98,2019.8 +1.62E+05,1.63E+05,64931,3130.1,2411,85083,3795,2138.7,-41.8,-22.8,-4.98,48.14,2019.8 +90947,92967,64112,3540.4,2551,90955,641.69,321.29,21.85,-9.5,38.18,78.85,2020 +1.82E+05,1.81E+05,65718,5156.7,4038,83692,890,598.08,-13.3,-13.3,19.92,32.37,2020.1 +1.02E+05,1.19E+05,56057,1909.9,1591,78674,40.94,103.24,35.15,-23.75,-9.96,14.94,2020.2 +1.23E+05,1.36E+05,59079,2812.4,2259,81591,276.79,277.68,25.65,-0.95,28.22,33.2,2020.2 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+1.20E+05,1.33E+05,58952,2661.1,1938,89989,1.78,129.05,16.15,21.85,20.75,50.63,2012.4 +1.17E+05,1.28E+05,59774,2695.8,2085,84735,-10.68,165.54,-20.9,10.45,3.32,38.18,2012.7 +1.23E+05,1.35E+05,59807,2539.2,1922,86580,10.68,166.43,0.95,21.85,18.26,40.67,2012.8 +28238,34262,54013,1999.8,1398,93749,3.56,40.05,-13.3,50.35,42.33,29.88,2012.9 +15778,17689,58456,1462.3,1081,88651,15.13,-21.36,-3.8,-2.85,-3.32,8.3,2013 +1.30E+05,1.34E+05,63673,2492.9,2063,79192,-8.9,-63.19,14.25,-22.8,10.79,-4.15,2013.4 +1.08E+05,1.24E+05,57040,2138.7,1830,76590,8.01,206.48,15.2,55.1,34.03,4.15,2013.7 +1.15E+05,1.24E+05,60965,2261.5,1735,85423,-7.12,81.88,27.55,27.55,3.32,20.75,2013.8 +1.13E+05,1.10E+05,67357,3343.7,2026,1.08E+05,-1.78,115.7,25.65,6.65,9.96,-4.98,2013.8 +66747,89158,49063,962.09,902,69902,-35.6,-3.56,-4.75,-10.45,-29.05,-15.77,2013.9 +1.21E+05,1.41E+05,56182,2300.6,1899,79397,-11.57,243.86,3.8,-21.85,14.94,20.75,2014.1 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+1.80E+05,1.56E+05,75278,3607.2,2376,99495,-33.82,112.14,-14.25,-28.5,-4.98,18.26,2019.5 +1.50E+05,1.36E+05,72517,2722.5,1846,96654,-30.26,91.67,0,-27.55,3.32,-6.64,2019.5 +77678,83857,60707,1267.4,833,99709,-7.12,102.35,-4.75,-7.6,4.98,-1.66,2019.6 +1.38E+05,1.20E+05,75826,3822.6,2547,98357,-25.81,198.47,-27.55,-31.35,9.96,24.07,2019.6 +1.53E+05,1.68E+05,59459,2388.8,1875,83493,-19.58,136.17,-17.1,-19.95,0.83,-14.11,2019.6 +1.45E+05,1.34E+05,71055,3240.5,2354,90216,8.01,-37.38,28.5,6.65,-1.66,17.43,2019.6 +1.86E+05,1.48E+05,82528,6881.5,4641,97174,-4.45,-70.31,-23.75,-19,-24.9,15.77,2019.6 +1.75E+05,1.51E+05,75766,2445.7,1668,96093,-5.34,108.58,-30.4,11.4,13.28,38.18,2019.7 +1.68E+05,1.51E+05,73073,2840,1841,1.01E+05,18.69,20.47,17.1,10.45,12.45,19.92,2019.8 +2.13E+05,1.66E+05,84163,4030.8,2135,1.24E+05,17.8,168.21,2.85,25.65,25.73,40.67,2019.8 +76448,92110,54392,918.48,718,83835,-26.7,40.94,11.4,-18.05,7.47,28.22,2019.9 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"PerCP-Cy5-5-A", + "print_name": "PerCP-Cy5-5-A", + "unit": "a.u." + }, + + { + "name": "PE-YG-A", + "print_name": "PE-YG-A", + "unit": "a.u." + }, + + { + "name": "PE-Tx-Red-YG-A", + "print_name": "mKate", + "unit": "a.u." + }, + + { + "name": "Pacific Blue-A", + "print_name": "EBFP2", + "unit": "a.u." + }, + + { + "name": "AmCyan-A", + "print_name": "EBFP2 Alternate", + "unit": "a.u." + }, + + { + "name": "Time", + "print_name": "Time", + "unit": "a.u." + } + ], + "filenames": [ + "tests/colormodel_csv/Beads_PointCloud.csv", + "tests/colormodel_csv/blank_PointCloud.csv", + "tests/colormodel_csv/EYFP_PointCloud.csv", + "tests/colormodel_csv/mkate_PointCloud.csv", + "tests/colormodel_csv/ebfp2_PointCloud.csv", + "tests/colormodel_csv/mkate_EBFP2_EYFP_PointCloud.csv" + ] +} + diff --git a/tests/colormodel_csv/ebfp2_PointCloud.csv b/tests/colormodel_csv/ebfp2_PointCloud.csv new file mode 100644 index 00000000..6ad84a84 --- /dev/null +++ b/tests/colormodel_csv/ebfp2_PointCloud.csv @@ -0,0 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+1.17E+05,1.09E+05,70271,1716.8,1163,96744,24.92,-23.14,-6.65,-19,-57.27,-7.47,2011.8 +1.38E+05,1.46E+05,61921,3058,2311,86721,-8.9,63.19,18.05,-4.75,-58.1,-7.47,2011.9 +1.25E+05,1.49E+05,54781,1830.7,1492,80415,0.89,188.68,31.35,57.95,10062,5624.1,2012 +15000,19895,49413,1968.7,1779,72524,14.24,266.11,-24.7,2.85,-69.72,4.15,2012.1 +1.80E+05,1.47E+05,80663,5274.1,3127,1.11E+05,4.45,262.55,-40.85,31.35,-73.87,53.12,2012.1 +1.61E+05,1.58E+05,66505,2697.6,1934,91411,-35.6,112.14,-72.2,-27.55,-68.06,-48.14,2012.2 +1.20E+05,1.30E+05,60559,2223.2,1714,85006,11.57,-2.67,-56.05,-29.45,-89.64,-49.8,2012.2 +1.39E+05,1.54E+05,59491,2622.8,2127,80813,-25.81,112.14,-38,-11.4,2044.3,1201.8,2012.2 +2.04E+05,1.59E+05,84087,6722.2,3878,1.14E+05,31.15,267,28.5,127.3,51228,30320,2012.2 +1.29E+05,1.44E+05,58413,2380.8,1819,85775,9.79,53.4,1.9,44.65,654.04,385.95,2012.2 +1.65E+05,1.61E+05,67352,3904.4,2861,89438,17.8,38.27,6.65,20.9,11099,6351.2,2012.2 +1.52E+05,1.46E+05,67929,4892.3,3508,91398,3.56,116.59,11.4,160.55,52810,31294,2012.3 +1.18E+05,1.42E+05,54717,1336.8,1127,77735,22.25,80.1,27.55,27.55,1457.5,846.6,2012.3 +1.24E+05,1.32E+05,61787,2657.5,2131,81729,17.8,24.92,28.5,77.9,41375,23449,2012.4 +1.26E+05,1.27E+05,65364,1792.5,1097,1.07E+05,45.39,104.13,42.75,61.75,16789,9768.3,2012.5 +1.81E+05,1.71E+05,69357,3599.2,2472,95419,21.36,176.22,-5.7,13.3,1981.2,1121.3,2012.5 +1.46E+05,1.54E+05,62030,3132.8,2431,84455,27.59,84.55,-9.5,2.85,2002,1062.4,2012.5 +1.09E+05,1.16E+05,61472,2482.2,1977,82283,-15.13,-23.14,-41.8,-37.05,385.95,238.21,2012.6 +1.52E+05,1.42E+05,70064,3141.7,2134,96483,-11.57,153.97,-0.95,-10.45,1288.2,737.04,2012.9 +1.43E+05,1.56E+05,60129,2870.3,2242,83900,6.23,173.55,-28.5,9.5,-73.87,-30.71,2012.9 +1.26E+05,1.46E+05,56800,2434.1,1847,86369,16.91,91.67,9.5,12.35,-81.34,-29.05,2012.9 +1.20E+05,1.31E+05,59803,2267.7,1775,83728,5.34,118.37,15.2,-1.9,9729.3,5634,2012.9 +1.88E+05,1.78E+05,69561,4493.6,3223,91372,92.56,224.28,164.35,277.4,1.14E+05,69083,2013 +1.49E+05,1.48E+05,65794,2552.5,1922,87035,20.47,77.43,19,18.05,7515.6,4358.3,2013 +1.31E+05,1.34E+05,64118,3010,2247,87789,8.01,66.75,20.9,14.25,180.11,119.52,2013 +1.70E+05,1.56E+05,71300,4288.9,2848,98693,38.27,218.94,54.15,-6.65,3109.2,1850.1,2013 +1.80E+05,1.73E+05,68136,5717.4,3480,1.08E+05,17.8,-25.81,30.4,26.6,13243,7424.3,2013 +1.85E+05,1.59E+05,76309,3879.5,2704,94026,0,-8.01,14.25,-1.9,-103.75,-38.18,2013.1 +51222,68824,48775,2628.2,2300,74887,-10.68,5.34,-3.8,2.85,3.32,24.9,2013.2 +1.86E+05,1.64E+05,74058,3771.8,2355,1.05E+05,-5.34,205.59,34.2,-4.75,74.7,50.63,2013.2 +99240,1.17E+05,55500,1382.2,1222,74126,-27.59,38.27,29.45,-8.55,371.01,212.48,2013.3 +1.78E+05,1.47E+05,79506,5959.4,3959,98651,18.69,-105.02,-21.85,11.4,791.82,466.46,2013.3 +1.87E+05,1.67E+05,73519,3511.9,2332,98696,-23.14,169.1,-19,-27.55,1684.9,961.97,2013.4 +1.67E+05,1.55E+05,70690,2470.6,1943,83333,0.89,-97.9,-0.95,44.65,22449,12753,2013.4 +1.76E+05,1.67E+05,68883,4181.2,2920,93843,-30.26,8.9,-30.4,-39.9,-136.12,-73.04,2013.5 +1.08E+05,1.12E+05,63317,2811.5,2198,83829,-46.28,66.75,-6.65,-24.7,63.91,63.91,2013.5 +1.51E+05,1.60E+05,61862,3281.4,2568,83743,25.81,227.84,46.55,150.1,63659,37133,2013.5 +95070,1.15E+05,54278,837.49,838,65496,11.57,-50.73,-12.35,25.65,17653,10301,2013.6 +1.44E+05,1.48E+05,63490,3835,2710,92742,15.13,234.96,54.15,36.1,21050,12316,2013.8 +1.39E+05,1.49E+05,61057,2400.3,1995,78851,2.67,110.36,-3.8,-11.4,5720.4,3233.7,2013.8 +1.23E+05,1.33E+05,60524,3840.3,3086,81556,20.47,295.48,-4.75,17.1,1239.2,724.59,2013.9 +1.24E+05,1.52E+05,53202,3407.8,2781,80307,-3.56,19.58,2.85,18.05,1150.4,692.22,2014.1 +1.49E+05,1.43E+05,68467,2198.3,1715,84005,3.56,166.43,19,37.05,129.48,92.96,2014.2 +1.40E+05,1.47E+05,62146,1905.5,1526,81834,7.12,96.12,7.6,27.55,354.41,216.63,2014.2 +1.72E+05,1.62E+05,69659,2810.6,1890,97459,-33.82,92.56,-65.55,-19,-65.57,-59.76,2014.3 +1.10E+05,1.09E+05,66433,2484.9,1808,90071,-8.9,34.71,21.85,-8.55,-9.96,14.94,2014.6 +99668,1.17E+05,55694,1682.1,1297,84995,3.56,49.84,9.5,15.2,1469.1,887.27,2014.7 +1.19E+05,1.30E+05,60244,2194.7,1645,87437,3.56,62.3,-12.35,30.4,-2.49,19.09,2014.7 +1.49E+05,1.66E+05,58707,3141.7,2511,81997,23.14,4.45,-11.4,48.45,795.14,487.21,2014.8 +56438,77878,47494,1100,950,75887,21.36,67.64,24.7,8.55,288.01,185.92,2014.8 +9108.1,13431,44443,2500,2019,81149,8.01,95.23,-8.55,0.95,-19.09,15.77,2014.8 +79115,83311,62235,3277,2779,77280,-0.89,-54.29,26.6,27.55,-5.81,45.65,2014.9 +70873,87062,53349,1395.5,1142,80085,10.68,62.3,7.6,-14.25,63.91,68.89,2015.1 +1.21E+05,1.37E+05,57891,1538.8,1281,78726,19.58,77.43,38.95,-1.9,2460.9,1464.9,2015.2 +1.25E+05,1.43E+05,57325,1866.3,1492,81978,-4.45,48.95,1.9,6.65,35.69,29.05,2015.2 +96599,1.12E+05,56679,1698.1,1437,77445,5.34,-26.7,-33.25,-5.7,360.22,241.53,2015.3 +7499,10734,45785,1632.3,1226,87253,15.13,184.23,46.55,17.1,42.33,64.74,2015.4 +1.23E+05,1.20E+05,67488,2458.2,1526,1.06E+05,15.13,64.97,-1.9,-0.95,191.73,151.89,2015.5 +60332,70624,55986,1635.8,1220,87873,14.24,85.44,30.4,12.35,75.53,83.83,2015.6 +1.66E+05,1.40E+05,77983,4163.4,2706,1.01E+05,26.7,185.12,44.65,61.75,10839,6368.6,2015.6 +1.36E+05,1.57E+05,57076,1934,1535,82570,-21.36,90.78,28.5,-9.5,88.81,77.19,2015.7 +1.26E+05,1.42E+05,57999,3067.8,2423,82977,-2.67,152.19,13.3,14.25,1894.9,1154.5,2015.7 +1.24E+05,1.40E+05,58370,2560.5,2035,82460,9.79,17.8,14.25,28.5,4615.6,2747.3,2016 +1.43E+05,1.57E+05,59730,2346.9,1801,85402,-26.7,93.45,-32.3,-8.55,78.85,84.66,2016.1 +6021.6,6677,59103,1429.3,885,1.06E+05,-25.81,-124.6,-8.55,12.35,68.06,53.95,2016.2 +1.01E+05,1.15E+05,57826,3202.2,2582,81278,-8.01,133.5,-9.5,10.45,3940,2214.4,2016.2 +1.10E+05,1.30E+05,55271,1692.8,1400,79241,12.46,105.91,32.3,25.65,5058.9,2887.6,2016.2 +67488,91407,48387,1278.9,1131,74108,16.02,56.07,27.55,26.6,4387.4,2488.3,2016.2 +1.67E+05,1.52E+05,72063,2248.1,1662,88649,15.13,146.85,-19,20.9,13511,7694.9,2016.3 +1.90E+05,1.61E+05,77181,5478.8,3635,98779,16.02,141.51,26.6,65.55,18704,10887,2016.3 +1.45E+05,1.45E+05,65503,3195.1,2379,88018,14.24,195.8,-0.95,46.55,6637.5,3758.2,2016.3 +1.24E+05,1.37E+05,59657,2144.9,1420,98992,22.25,129.94,13.3,-9.5,249,200.86,2016.4 +1.34E+05,1.40E+05,62810,3224.5,2190,96493,29.37,8.01,3.8,52.25,452.35,309.59,2016.4 +94431,1.08E+05,57352,3961.4,2994,86711,50.73,65.86,24.7,45.6,8991.4,5108.6,2016.5 +1.93E+05,1.68E+05,75084,5431.7,3078,1.16E+05,0.89,-92.56,-30.4,65.55,9638.8,5795.1,2016.6 +1.57E+05,1.62E+05,63633,4719.7,3663,84441,33.82,361.34,57.95,134.9,40823,23269,2016.6 +1.26E+05,1.46E+05,56717,3542.2,2860,81168,-8.9,48.95,2.85,9.5,210.82,144.42,2016.6 +1.21E+05,1.30E+05,61089,2236.6,1767,82952,-34.71,86.33,27.55,5.7,10289,5952.8,2016.7 +69988,87057,52686,1139.2,977,76416,-22.25,30.26,-31.35,0.95,75.53,58.1,2016.7 +1.56E+05,1.62E+05,63271,3517.3,2567,89797,0,125.49,30.4,-19,284.69,217.46,2016.7 +16211,19923,53324,1435.6,1111,84682,2.67,9.79,2.85,-8.55,58.1,53.12,2016.8 +1.52E+05,1.10E+05,90790,4005.9,2563,1.02E+05,-13.35,-45.39,-5.7,-17.1,102.09,117.03,2016.8 +1.64E+05,1.47E+05,73238,3847.5,2735,92193,35.6,21.36,49.4,20.9,707.99,483.06,2016.8 +1.27E+05,1.36E+05,61047,2122.6,1615,86136,7.12,144.18,-19.95,36.1,4999.1,2821.2,2016.9 +1.76E+05,1.37E+05,84467,12116,6724,1.18E+05,30.26,814.35,9.5,43.7,434.92,373.5,2016.9 +1.83E+05,1.60E+05,74689,3530.6,2245,1.03E+05,-8.9,224.28,-26.6,21.85,12047,6808.5,2016.9 +1.69E+05,1.30E+05,85537,5869.5,4327,88899,-0.89,132.61,-6.65,48.45,14542,8533.2,2017.1 +1.02E+05,1.15E+05,57941,2585.4,2151,78773,-11.57,146.85,0,-4.75,166,141.93,2017.2 +53436,73546,47617,847.28,810,68552,-6.23,24.92,32.3,-20.9,74.7,79.68,2017.2 +1.15E+05,1.27E+05,59661,1801.4,1432,82440,-10.68,84.55,16.15,-18.05,1702.3,1015.1,2017.3 +1.65E+05,1.53E+05,70394,2816.8,1973,93566,12.46,73.87,1.9,25.65,1125.5,669.81,2017.3 +1.22E+05,1.16E+05,69292,5324.9,3667,95165,72.09,239.41,129.2,244.15,1.14E+05,70201,2017.3 +47215,63034,49089,1432.9,1310,71684,23.14,8.01,-13.3,-3.8,84.66,61.42,2017.4 +2.10E+05,1.94E+05,70858,3979.2,2646,98556,50.73,11.57,-9.5,22.8,12125,6946.3,2017.4 +1.28E+05,1.37E+05,61428,2155.6,1614,87527,23.14,168.21,21.85,30.4,4984.1,2850.2,2017.5 +84213,1.11E+05,49706,2512.5,2302,71528,15.13,311.5,19.95,19.95,1247.5,805.93,2017.6 +2.00E+05,1.72E+05,76289,4271.1,2883,97090,-15.13,231.4,-43.7,-11.4,54.78,84.66,2017.6 +1.10E+05,1.24E+05,58584,1913.5,1543,81272,-1.78,56.07,-35.15,-9.5,598.43,343.62,2017.6 +1.10E+05,1.24E+05,58187,2612.1,2076,82461,17.8,-61.41,-15.2,-35.15,1686.6,971.1,2017.7 +1.26E+05,1.26E+05,65430,2900.5,1949,97531,-4.45,221.61,20.9,6.65,4794.9,2669.3,2017.8 +1.73E+05,1.70E+05,66839,3770.9,2687,91973,24.92,76.54,53.2,-20.9,129.48,139.44,2017.8 +2.13E+05,1.79E+05,78109,5764.5,3736,1.01E+05,-26.7,192.24,-2.85,-29.45,249,183.43,2017.8 +1.42E+05,1.44E+05,64564,3078.5,2281,88449,-4.45,-52.51,-24.7,-14.25,61.42,46.48,2017.8 +1.44E+05,1.31E+05,71945,2634.4,1878,91932,-30.26,141.51,19,-32.3,227.42,146.08,2017.9 +1.72E+05,1.66E+05,67920,4342.3,2446,1.16E+05,-10.68,10.68,-16.15,36.1,755.3,444.05,2017.9 +1.12E+05,1.24E+05,59238,3018.9,2247,88049,48.95,66.75,25.65,39.9,381.8,273.07,2017.9 +83382,97555,56015,2989.5,2343,83620,32.93,129.05,21.85,36.1,4423.1,2583,2018 +1.23E+05,1.22E+05,65685,3440.7,2413,93449,34.71,71.2,33.25,17.1,333.66,243.19,2018 +1.33E+05,1.45E+05,60138,1536.1,1271,79207,-5.34,-80.1,19,19.95,92.13,72.21,2018 +1.28E+05,1.39E+05,60047,2064.8,1581,85591,12.46,108.58,36.1,41.8,14604,8243.6,2018.1 +2.06E+05,1.81E+05,74327,4976,3298,98880,32.04,173.55,22.8,40.85,7797.8,4600.7,2018.1 +5456.6,8947,39969,1084.9,951,74764,9.79,-105.02,14.25,10.45,51.46,30.71,2018.1 +1.32E+05,1.33E+05,64605,3184.4,2403,86847,5.34,120.15,48.45,-15.2,124.5,113.71,2018.2 +69500,92781,49092,625.67,601,68226,8.01,-19.58,18.05,11.4,561.91,339.47,2018.4 +1.72E+05,1.70E+05,66657,5536.7,3862,93955,8.9,95.23,43.7,20.9,123.67,126.16,2018.4 +74209,85761,56708,1403.5,1157,79500,3.56,59.63,20.9,3.8,68.89,52.29,2018.5 +1.12E+05,1.13E+05,64768,3780.7,2882,85973,-5.34,137.06,1.9,19.95,106.24,93.79,2018.6 +1.03E+05,1.10E+05,61382,1829.8,1461,82081,4.45,-64.97,29.45,-29.45,1292.3,783.52,2018.6 +63921,61444,68178,4902.1,3300,97353,-16.02,-33.82,-37.05,-21.85,942.88,539.5,2018.6 +1.00E+05,1.16E+05,56847,2544.5,2039,81784,-2.67,12.46,-16.15,-19.95,1752.1,1059.1,2018.7 +1.64E+05,1.65E+05,65234,4691.2,3316,92715,7.12,170.88,13.3,-19,311.25,214.14,2018.8 +2.07E+05,1.69E+05,80235,7274.9,4731,1.01E+05,64.08,317.73,100.7,188.1,84583,51141,2018.9 +1.14E+05,1.23E+05,60526,3456.8,2678,84594,7.12,68.53,7.6,-10.45,194.22,123.67,2019 +1.59E+05,1.72E+05,60334,2711.8,2203,80673,9.79,27.59,-13.3,5.7,2999.6,1675.8,2019 +1.92E+05,1.62E+05,77848,2860.5,1857,1.01E+05,15.13,-100.57,15.2,28.5,11358,6411.8,2019 +94206,96369,64065,1859.2,1221,99791,43.61,104.13,21.85,7.6,45.65,36.52,2019.1 +65755,76179,56568,1668.8,1191,91825,9.79,36.49,-16.15,0.95,13.28,31.54,2019.1 +1.60E+05,1.57E+05,66777,6506.8,3918,1.09E+05,19.58,173.55,2.85,94.05,32233,18553,2019.3 +1.97E+05,1.76E+05,73706,3470.1,2317,98152,2.67,162.87,39.9,38,429.11,262.28,2019.4 +1.19E+05,1.30E+05,59568,5309.7,3990,87213,30.26,63.19,38.95,83.6,31824,18696,2019.4 +1.54E+05,1.44E+05,69835,4369.9,2727,1.05E+05,-31.15,-1.78,-27.55,1.9,237.38,119.52,2019.4 +1.84E+05,1.69E+05,71332,3934.7,2786,92557,-38.27,202.03,-14.25,-13.3,1028.4,571.87,2019.4 +33594,44300,49698,2846.2,2635,70789,-27.59,22.25,8.55,5.7,-35.69,-25.73,2019.5 +1.34E+05,1.48E+05,59589,5126.4,3810,88179,18.69,-77.43,6.65,83.6,25756,15064,2019.7 +90455,1.03E+05,57823,2634.4,2189,78871,43.61,143.29,-20.9,54.15,7685.8,4545.9,2019.7 +1.27E+05,1.38E+05,60603,2365.6,1846,83983,5.34,43.61,0.95,-10.45,-40.67,-36.52,2019.8 +1.34E+05,1.30E+05,67487,3117.7,2315,88259,17.8,259.88,103.55,167.2,64985,37900,2019.8 +1.55E+05,1.65E+05,61899,2984.2,2316,84443,11.57,108.58,-5.7,26.6,15009,8646.1,2019.9 +1.47E+05,1.48E+05,65203,3466.6,2501,90837,18.69,-35.6,28.5,-1.9,789.33,445.71,2019.9 +89610,99561,58986,2713.6,2333,76228,-17.8,87.22,-7.6,44.65,15299,8646.1,2019.9 +34469,48457,46618,2227.7,2041,71530,14.24,204.7,-1.9,0,-6.64,6.64,2020 +1.78E+05,1.62E+05,71895,7541.9,4616,1.07E+05,34.71,125.49,-12.35,25.65,1248.3,757.79,2020 +1.57E+05,1.55E+05,66479,3291.2,2518,85661,18.69,150.41,-30.4,-6.65,26.56,4.15,2020 +1.28E+05,1.36E+05,61579,1991.8,1623,80429,32.93,106.8,21.85,-25.65,48.97,43.16,2020.1 +62961,82650,49924,1108,890,81592,-3.56,-43.61,6.65,-11.4,-43.16,-19.09,2020.2 +1.37E+05,1.49E+05,60322,1998,1570,83404,11.57,-74.76,-39.9,9.5,2216.9,1244.2,2020.2 +95979,1.02E+05,61541,2237.5,1825,80348,11.57,49.84,-17.1,8.55,-24.07,-8.3,2020.2 +1.15E+05,1.25E+05,60275,1911.7,1574,79598,-8.9,53.4,6.65,-38.95,-29.88,-2.49,2020.2 +73840,64786,74695,3905.3,2626,97463,-24.92,-81.88,-12.35,-12.35,-7.47,3.32,2020.2 +7429.4,9861,49376,1043.1,598,1.14E+05,32.04,-35.6,21.85,-13.3,13.28,23.24,2020.4 +1.50E+05,1.38E+05,71317,3006.4,2130,92502,-31.15,-22.25,-37.05,-36.1,327.85,185.09,2020.4 +2.01E+05,1.51E+05,87155,4547.9,2388,1.25E+05,7.12,286.58,-19.95,18.05,2869.3,1729.7,2020.4 +1.13E+05,1.20E+05,61780,4041.5,2791,94899,-12.46,201.14,17.1,8.55,57.27,39.01,2020.4 +1.21E+05,1.32E+05,59855,2544.5,1829,91174,18.69,54.29,1.9,25.65,137.78,104.58,2020.5 +1.97E+05,1.80E+05,71961,5157.5,3500,96573,3.56,194.02,8.55,51.3,18648,11019,2020.5 +1.07E+05,1.06E+05,65766,3244.9,2191,97061,-17.8,121.04,14.25,8.55,1918.1,1117.2,2020.6 +1.63E+05,1.58E+05,67650,2941.4,2142,89996,-22.25,14.24,-15.2,-4.75,41.5,21.58,2020.6 +1.47E+05,1.57E+05,61368,3374,2646,83567,28.48,371.13,68.4,115.9,39325,22683,2020.7 +97009,1.12E+05,56901,1578.9,1315,78686,-50.73,10.68,-19,-22.8,77.19,30.71,2020.8 +1.16E+05,1.27E+05,59647,3130.1,2364,86775,0,140.62,-32.3,23.75,831.66,482.23,2020.8 +1.38E+05,1.46E+05,61954,2606.8,1880,90872,-6.23,175.33,14.25,6.65,1569.5,908.02,2020.8 +1.10E+05,1.20E+05,59857,2288.2,1660,90337,0.89,15.13,-6.65,25.65,7510.7,4249.6,2020.8 +1.47E+05,1.48E+05,64829,3142.6,2302,89467,-16.91,140.62,8.55,5.7,527.88,317.06,2020.9 +1.78E+05,1.61E+05,72275,4312,2938,96186,-16.91,186.01,-27.55,-38.95,215.8,143.59,2020.9 +1.71E+05,1.49E+05,75476,2728.7,1923,92996,-8.01,-3.56,32.3,4.75,61.42,53.12,2021 +1.34E+05,1.43E+05,61120,2872,1962,95933,9.79,151.3,-2.85,-10.45,539.5,321.21,2021 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+1.77E+05,1.68E+05,68974,5332.9,4054,86210,58.74,421.86,29.45,63.65,61.42,120.35,2013.8 +1.36E+05,1.51E+05,58959,2139.6,1560,89883,2461.7,13310,243.2,5929.9,6721.3,4252.1,2013.8 +1.40E+05,1.54E+05,59202,2857.8,2151,87070,17.8,169.99,19.95,7.6,6.64,43.99,2013.9 +1.42E+05,1.50E+05,61640,2773.2,2105,86341,6768.4,11444,180.5,3802.8,10973,7486.6,2013.9 +1.55E+05,1.46E+05,69495,3406,2335,95596,12.46,135.28,24.7,-14.25,5.81,42.33,2013.9 +1.70E+05,1.31E+05,84618,5299.9,3150,1.10E+05,171.77,1098.3,14.25,173.85,388.44,347.77,2014 +1.17E+05,1.35E+05,56449,2574.8,1958,86180,2307.8,12625,258.4,5312.4,6917.2,4555.9,2014 +93198,1.00E+05,60930,3579.6,2914,80505,23.14,-101.46,0,-5.7,7.47,16.6,2014 +1.62E+05,1.55E+05,68498,3430.1,2545,88327,-6.23,168.21,1.9,8.55,-20.75,28.22,2014.1 +1.28E+05,1.32E+05,63824,2564.1,1825,92077,-8.9,-22.25,18.05,0,4.98,5.81,2014.1 +1.21E+05,1.33E+05,59808,2421.7,1930,82232,-31.15,71.2,-26.6,-10.45,-29.05,-6.64,2014.2 +1.85E+05,1.59E+05,76543,2613,1754,97633,-23.14,116.59,-35.15,-8.55,3.32,6.64,2014.2 +1.49E+05,1.66E+05,58667,3336.6,2723,80304,7.12,210.93,-4.75,26.6,52.29,31.54,2014.5 +1.42E+05,1.37E+05,67699,4385.9,2774,1.04E+05,228.73,3297.4,64.6,1524.8,1674.1,1025.9,2014.5 +2.08E+05,1.95E+05,69792,5615,3824,96230,36.49,491.28,17.1,22.8,3.32,52.29,2014.6 +1.38E+05,1.42E+05,63597,2761.7,2107,85899,3.56,166.43,-14.25,16.15,254.81,154.38,2014.6 +1.10E+05,1.26E+05,57196,1885.9,1569,78773,32.93,85.44,8.55,21.85,34.03,-4.15,2014.7 +1.54E+05,1.41E+05,71380,3875.9,2496,1.02E+05,13.35,129.94,4.75,-16.15,12.45,16.6,2014.7 +1.81E+05,1.39E+05,85002,3565.3,1939,1.21E+05,12.46,32.04,-26.6,18.05,10.79,3.32,2014.8 +1.21E+05,1.30E+05,61268,2659.3,2095,83189,4.45,235.85,27.55,131.1,38.18,39.84,2014.8 +1.57E+05,1.61E+05,64009,2969,2210,88045,40.94,-34.71,-4.75,45.6,289.67,126.99,2014.9 +2.08E+05,1.67E+05,81709,3451.4,2132,1.06E+05,7.12,97.01,15.2,19,55.61,22.41,2015 +1.78E+05,1.59E+05,73382,5817.9,3738,1.02E+05,57511,1.45E+05,1826.8,38498,1.05E+05,94110,2015.1 +89561,1.03E+05,57025,4620.9,4011,75501,23.14,-64.97,8.55,-9.5,-31.54,10.79,2015.1 +1.13E+05,1.10E+05,67277,3019.8,2179,90823,35.6,327.52,-5.7,103.55,34.03,51.46,2015.1 +1.93E+05,1.66E+05,76158,3986.3,2751,94964,3483.5,4994.7,57,1547.5,5166.8,3165.6,2015.1 +1.24E+05,1.23E+05,66100,2066.6,1618,83705,-8.01,3441.6,50.35,1666.3,1084.8,627.48,2015.1 +71114,71404,65270,3989,3164,82624,3232.5,3636.5,48.45,948.1,5412.4,3379.8,2015.2 +1.53E+05,1.52E+05,65769,2635.3,1892,91282,-8.9,83.66,27.55,76.95,34.03,52.29,2015.3 +1.28E+05,1.28E+05,65558,3695.3,2531,95683,70.31,155.75,40.85,39.9,43.16,63.08,2015.3 +1.82E+05,1.73E+05,68965,3755.8,2647,92988,51.62,24.92,-15.2,-7.6,81.34,88.81,2015.5 +1.30E+05,1.37E+05,61916,2898.7,2147,88482,27.59,272.34,0.95,57.95,95.45,70.55,2015.5 +1.23E+05,1.27E+05,63413,3893.8,2829,90202,5813.5,27926,516.8,11752,10968,7162.9,2015.5 +1.22E+05,1.26E+05,63515,2600.6,2017,84498,0.89,109.47,11.4,11.4,4.98,21.58,2015.6 +1.04E+05,1.03E+05,66103,2443.1,1747,91647,105.91,89.89,-35.15,13.3,54.78,58.93,2015.6 +1.67E+05,1.55E+05,70302,4007.7,2943,89245,-16.02,114.81,-32.3,-11.4,-6.64,34.86,2015.6 +92648,1.04E+05,58419,1929.5,1499,84358,21.36,65.86,-22.8,57,390.93,231.57,2015.7 +1.60E+05,1.69E+05,61864,2786.6,2354,77579,4640.5,7829.3,87.4,2491.8,8256.8,5442.3,2015.7 +1.27E+05,1.30E+05,63829,2047,1643,81651,82.77,167.32,-36.1,29.45,169.32,104.58,2015.7 +1.52E+05,1.53E+05,64947,3219.1,2418,87249,8.01,95.23,-17.1,7.6,18.26,5.81,2015.7 +1.43E+05,1.48E+05,63072,3657,2723,88015,335.53,404.06,-16.15,16.15,908.02,588.47,2015.9 +99330,1.12E+05,57893,1755.1,1455,79052,-26.7,307.94,-58.9,88.35,75.53,19.09,2016 +1.23E+05,1.39E+05,57966,2133.3,1793,77975,8214.7,94158,1520,35012,14381,11037,2016 +1.38E+05,1.37E+05,66148,3553.8,2560,90977,15.13,110.36,-11.4,-5.7,10.79,29.05,2016 +1.52E+05,1.55E+05,64170,2724.3,2130,83821,27.59,20.47,-19.95,-17.1,14.11,10.79,2016 +1.09E+05,1.30E+05,55026,1690.1,1531,72347,3486.1,6467.6,73.15,1949.4,10207,7004.4,2016.1 +1.17E+05,1.29E+05,59574,2209.9,1732,83618,859.74,5987.9,83.6,2823.4,1743.8,1075.7,2016.1 +1.82E+05,1.86E+05,64228,2921.9,2303,83147,3.56,169.99,-38.95,16.15,54.78,35.69,2016.1 +1.73E+05,1.80E+05,63038,3900.9,3019,84680,21.36,962.98,-11.4,383.8,4816.5,2704.1,2016.2 +1.13E+05,1.29E+05,57708,1813.8,1460,81418,-2.67,-121.04,23.75,-39.9,-2.49,12.45,2016.3 +1.93E+05,1.30E+05,97614,6261.1,3475,1.18E+05,315.06,1642,52.25,661.2,531.2,353.58,2016.3 +2.02E+05,1.63E+05,81200,6368.8,4007,1.04E+05,25.81,80.1,-12.35,-20.9,13.28,23.24,2016.3 +1.32E+05,1.45E+05,59671,2187.6,1668,85952,20.47,71.2,-11.4,21.85,21.58,4.15,2016.3 +93107,1.10E+05,55650,1669.6,1328,82396,19.58,-57.85,18.05,8.55,9.13,22.41,2016.3 +2.07E+05,1.55E+05,87816,7979.7,4703,1.11E+05,19.58,105.02,-19.95,20.9,10.79,55.61,2016.3 +1.92E+05,1.58E+05,79722,4334.3,2842,99948,27.59,1513.9,29.45,708.7,184.26,97.11,2016.4 +1.63E+05,1.65E+05,64700,2554.3,1938,86377,1030.6,2224.1,55.1,827.45,1113.9,683.92,2016.4 +1.36E+05,1.57E+05,56674,2497.3,2018,81103,16.91,412.96,-0.95,182.4,172.64,129.48,2016.4 +1.40E+05,1.46E+05,62882,2993.1,2170,90393,177.11,1399.1,39.9,609.9,832.49,519.58,2016.4 +1.70E+05,1.61E+05,69415,3200.4,2197,95468,37.38,-64.97,43.7,13.3,19.09,17.43,2016.4 +1.99E+05,1.68E+05,77461,4525.6,2749,1.08E+05,62.3,72.98,-2.85,20.9,32.37,44.82,2016.5 +1.85E+05,1.64E+05,74163,6613.6,4643,93351,10826,27159,459.8,10194,17757,11897,2016.5 +1.65E+05,1.67E+05,64565,1739.1,1374,82948,-7.12,-77.43,22.8,-4.75,-1.66,12.45,2016.5 +1.80E+05,1.57E+05,74879,4251.5,2764,1.01E+05,12.46,115.7,21.85,38.95,25.73,49.8,2016.5 +1.60E+05,1.61E+05,65304,3337.5,2376,92057,19.58,194.91,45.6,16.15,3.32,55.61,2016.5 +1.14E+05,1.28E+05,58284,1718.6,1407,80049,-2.67,-89.89,25.65,0,0,3.32,2016.6 +68697,87070,51707,1065.3,926,75397,16.91,-1.78,4.75,-1.9,13.28,9.96,2016.6 +1.43E+05,1.44E+05,64871,2521.4,1931,85573,2.67,509.97,-26.6,222.3,796.8,473.93,2016.6 +1.20E+05,1.37E+05,57670,1874.3,1476,83223,788.54,1158.8,23.75,315.4,801.78,503.81,2016.6 +1.30E+05,1.39E+05,61436,3039.3,2216,89886,-3.56,23.14,-20.9,15.2,31.54,26.56,2016.7 +85383,98159,57006,1516.6,1167,85166,-12.46,-5.34,3.8,-1.9,22.41,4.15,2016.7 +1.74E+05,1.64E+05,69373,3715.8,2479,98231,2195.6,5515.3,67.45,2207.8,4086.1,2520.7,2016.7 +47149,61235,50460,3383.8,2999,73944,11.57,315.95,19.95,17.1,22.41,60.59,2016.8 +1.52E+05,1.52E+05,65441,2642.4,2018,85814,0,65.86,35.15,18.05,64.74,38.18,2016.8 +1.41E+05,1.55E+05,59797,3205.8,2391,87869,9.79,-45.39,37.05,9.5,33.2,28.22,2016.8 +1.13E+05,1.28E+05,57559,2985.1,2486,78692,48.95,1483.6,55.1,774.25,347.77,210.82,2016.8 +56869,66829,55769,1323.4,1049,82681,24.92,37.38,14.25,19,19.92,24.9,2016.9 +1.43E+05,1.28E+05,73289,4011.2,2326,1.13E+05,258.1,472.59,56.05,211.85,859.05,577.68,2016.9 +1.43E+05,1.54E+05,60894,2471.5,1932,83838,23.14,157.53,27.55,-5.7,19.09,45.65,2017 +1.70E+05,1.57E+05,70864,5627.5,3382,1.09E+05,10315,15587,197.6,4499.2,13490,9659.5,2017.1 +1.38E+05,1.37E+05,66224,2905.8,2071,91955,11.57,183.34,-5.7,22.8,49.8,42.33,2017.1 +1.65E+05,1.62E+05,66443,3764.7,2617,94277,-9.79,122.82,-20.9,32.3,55.61,54.78,2017.1 +76156,98168,50841,1092.9,968,73993,-3.56,43.61,15.2,11.4,21.58,30.71,2017.1 +84306,1.08E+05,51335,1305.6,1148,74535,17.8,102.35,29.45,22.8,35.69,47.31,2017.1 +1.38E+05,1.40E+05,64894,3800.3,2891,86149,19.58,11.57,11.4,33.25,28.22,59.76,2017.1 +1.32E+05,1.35E+05,63908,5807.3,4300,88508,13.35,60.52,33.25,32.3,29.05,58.1,2017.1 +1.59E+05,1.66E+05,63122,2751.9,2142,84196,9.79,176.22,0.95,-34.2,46.48,-0.83,2017.3 +1.43E+05,1.53E+05,61479,2878.3,2138,88227,37.38,144.18,34.2,-16.15,44.82,33.2,2017.3 +1.47E+05,1.37E+05,70382,4251.5,2895,96245,22.25,157.53,26.6,-21.85,117.03,83,2017.3 +1.12E+05,1.20E+05,61370,1989.2,1635,79731,14.24,43.61,27.55,-16.15,27.39,40.67,2017.3 +1.42E+05,1.33E+05,69871,4749,3437,90554,717.34,3180.9,91.2,1404.1,1779.5,1057.4,2017.4 +1.16E+05,1.13E+05,67003,3545.8,2443,95119,305.27,465.47,11.4,18.05,341.96,229.08,2017.4 +92117,87755,68793,1811.2,1295,91657,16.02,318.62,20.9,74.1,-0.83,37.35,2017.4 +1.54E+05,1.38E+05,73230,3438.1,2411,93454,941.62,633.68,-27.55,27.55,63.08,75.53,2017.5 +1.18E+05,1.32E+05,58588,3155.1,2443,84637,5395.2,21857,381.9,8038.9,12101,8579.7,2017.5 +75586,94142,52619,1126.7,1002,73695,10.68,86.33,29.45,1.9,11.62,14.94,2017.5 +1.58E+05,1.57E+05,65939,3403.4,2544,87674,24.03,267,8.55,18.05,19.92,36.52,2017.7 +1.28E+05,1.28E+05,65240,3230.7,2258,93768,302.6,468.14,26.6,133,230.74,146.08,2017.7 +1.20E+05,1.11E+05,70719,3989.9,2883,90697,8.01,48.95,29.45,37.05,26.56,44.82,2017.8 +1.63E+05,1.60E+05,66704,3117.7,2298,88912,17.8,-65.86,13.3,36.1,-1.66,30.71,2017.8 +1.38E+05,1.40E+05,64260,2892.5,2170,87356,34.71,174.44,38,31.35,368.52,244.02,2017.9 +1.08E+05,1.20E+05,58982,2751.9,2143,84156,2261.5,10371,167.2,4475.4,5236.5,3340.8,2018 +1.06E+05,1.18E+05,59210,3659.7,2720,88177,-16.91,-38.27,-30.4,25.65,-4.15,34.86,2018 +34167,50598,44254,2147.6,2006,70161,12.46,276.79,26.6,17.1,20.75,55.61,2018 +1.26E+05,1.18E+05,69777,3811.9,2563,97470,5970.1,16251,285,6383,9225.5,6088,2018 +99374,1.10E+05,59173,2496.4,2072,78961,8.01,-60.52,5.7,10.45,15.77,31.54,2018.1 +1.16E+05,1.33E+05,57266,3200.4,2698,77741,741.37,900.68,3.8,246.05,1501.5,954.5,2018.1 +1.20E+05,1.33E+05,58888,2903.2,2274,83669,4985.8,7104.9,119.7,2004.5,11027,7502.4,2018.2 +1.58E+05,1.66E+05,62392,5421,3641,97575,-16.91,210.04,-35.15,16.15,193.39,152.72,2018.2 +1.14E+05,1.23E+05,61168,2886.3,2478,76334,-24.03,250.98,-48.45,-3.8,-13.28,19.92,2018.2 +19707,22474,57467,1839.6,1438,83840,-30.26,-30.26,-38,-17.1,-10.79,-18.26,2018.3 +1.57E+05,1.43E+05,72022,3980.1,2522,1.03E+05,966.54,7986.9,154.85,3770.6,4551.7,2769.7,2018.3 +1.78E+05,1.35E+05,86279,4433.1,2311,1.26E+05,507.3,1843.2,32.3,760,2202,1308.1,2018.3 +89180,1.04E+05,56252,1382.2,1160,78088,161.09,105.91,-22.8,5.7,179.28,141.93,2018.3 +1.59E+05,1.58E+05,66175,3725.5,2862,85310,20.47,192.24,29.45,26.6,26.56,70.55,2018.4 +1.29E+05,1.30E+05,64805,2267.7,1702,87319,7.12,276.79,-13.3,97.85,97.11,101.26,2018.4 +1.34E+05,1.49E+05,59123,2397.7,1618,97116,5247.4,24109,465.5,9971.2,7996.2,5431.5,2018.5 +1.16E+05,1.22E+05,62725,2888.9,2237,84635,13.35,21.36,-4.75,1.9,48.97,49.8,2018.5 +1.65E+05,1.35E+05,80494,4248,2773,1.00E+05,-17.8,134.39,6.65,-16.15,260.62,175.96,2018.5 +1.60E+05,1.54E+05,67990,4206.1,2519,1.09E+05,114.81,3277,60.8,1621.7,2692.5,1605.2,2018.6 +1.71E+05,1.63E+05,68728,4612,3247,93086,-39.16,185.12,-11.4,-15.2,-11.62,42.33,2018.6 +1.56E+05,1.58E+05,64506,2508.9,1836,89556,197.58,730.69,-9.5,258.4,244.85,151.89,2018.6 +97418,1.12E+05,56812,3973.8,3290,79158,-8.9,692.42,10.45,293.55,78.02,65.57,2018.6 +1.36E+05,1.18E+05,75636,3823.4,2646,94699,0.89,298.15,0.95,34.2,8.3,31.54,2018.7 +1.09E+05,1.15E+05,62300,1962.4,1502,85627,-33.82,48.06,-21.85,-4.75,-8.3,5.81,2018.7 +1.38E+05,1.48E+05,61351,2999.3,2265,86782,8.9,-64.97,14.25,-16.15,25.73,17.43,2018.8 +1.57E+05,1.40E+05,73393,6085.8,4269,93427,1850.3,1103.6,-29.45,48.45,53.12,67.23,2018.8 +1.19E+05,1.28E+05,61214,1938.4,1491,85202,-3.56,15.13,-10.45,-11.4,-19.92,0,2018.8 +1.31E+05,1.31E+05,65559,3864.4,2810,90127,2.67,1262,19,692.55,143.59,102.92,2018.8 +1.76E+05,1.65E+05,69696,3233.4,2341,90518,1762.2,11783,236.55,5480.5,2132.3,1377,2018.8 +1.11E+05,1.25E+05,58257,4203.5,3245,84893,202.03,971.88,13.3,371.45,530.37,307.93,2018.8 +99199,1.17E+05,55663,2056.8,1709,78873,485.94,736.03,4.75,133,671.47,415.83,2018.8 +1.34E+05,1.52E+05,57919,5086.4,2995,1.11E+05,57.85,187.79,-22.8,10.45,276.39,149.4,2018.9 +1.31E+05,1.24E+05,69142,2794.6,1490,1.23E+05,23.14,-78.32,25.65,38,45.65,4.98,2018.9 +1.08E+05,1.29E+05,55030,1086.7,926,76909,876.65,3647.2,108.3,1655.8,2010.3,1201,2019 +1.95E+05,1.78E+05,71794,4162.5,2910,93744,5.34,16.02,-12.35,28.5,19.92,16.6,2019 +1.44E+05,1.30E+05,72802,3464.8,2427,93559,614.99,464.58,-16.15,60.8,1201,751.98,2019 +77609,94236,53973,3358,2620,83995,-14.24,89.89,-31.35,-1.9,33.2,22.41,2019.1 +1.19E+05,1.29E+05,60391,2049.7,1578,85125,155.75,164.65,-0.95,77.9,124.5,81.34,2019.1 +1.25E+05,1.24E+05,65817,2401.2,1746,90130,21.36,588.29,37.05,255.55,466.46,269.75,2019.2 +1.64E+05,1.64E+05,65447,3302.8,2263,95648,0.89,47.17,-2.85,47.5,-0.83,14.94,2019.2 +1.09E+05,1.17E+05,60812,3285.9,2600,82824,22.25,103.24,-16.15,43.7,11.62,47.31,2019.2 +1.56E+05,1.30E+05,78463,3670.4,2130,1.13E+05,38.27,349.77,-26.6,33.25,27.39,34.03,2019.2 +1.07E+05,1.20E+05,58634,1986.5,1552,83883,743.15,1401.8,-5.7,476.9,946.2,554.44,2019.3 +1.12E+05,1.27E+05,57600,1971.3,1573,82132,5.34,154.86,-25.65,106.4,48.14,50.63,2019.3 +80810,82761,63991,1241.5,841,96749,664.83,1304.7,20.9,476.9,863.2,553.61,2019.3 +1.66E+05,1.56E+05,69794,2985.1,1887,1.04E+05,767.18,2572.1,44.65,1100.1,3626.3,2090.8,2019.3 +71909,78031,60395,5550,3931,92528,930.05,1347.5,53.2,339.15,2968.9,1820.2,2019.3 +1.16E+05,1.32E+05,57372,2122.6,1731,80364,8.9,108.58,34.2,-1.9,24.9,42.33,2019.4 +91701,1.12E+05,53630,1115.2,923,79181,1699,5629.3,131.1,2366.4,4003.1,2590.4,2019.4 +1.96E+05,1.71E+05,74940,3028.7,2163,91765,6.23,218.05,7.6,-5.7,25.73,28.22,2019.5 +2.09E+05,1.87E+05,73159,5257.2,3583,96159,873.09,3648.1,140.6,1622.6,1267.4,778.54,2019.5 +1.46E+05,1.40E+05,68577,4226.6,3155,87796,12330,1.50E+05,2537.4,59786,29677,21187,2019.6 +2.11E+05,1.52E+05,91049,5206.5,2697,1.27E+05,714.67,1327,-16.15,373.35,1680.8,977.74,2019.6 +1.92E+05,1.61E+05,77953,3486.1,2451,93214,-6.23,145.07,-61.75,-4.75,43.16,15.77,2019.6 +1.67E+05,1.27E+05,85963,4131.4,2378,1.14E+05,616.77,1164.1,-30.4,250.8,1880.8,1082.3,2019.6 +1.02E+05,1.04E+05,64273,1731.9,1286,88262,7.12,121.93,8.55,-18.05,24.07,13.28,2019.7 +1.25E+05,1.32E+05,61686,2210.8,1646,88022,32.93,137.95,32.3,17.1,122.01,57.27,2019.8 +1.61E+05,1.53E+05,68809,3801.2,2670,93301,16.02,184.23,3.8,23.75,66.4,53.95,2019.8 +1.34E+05,1.21E+05,72267,2340.7,1582,96966,12325,66890,915.8,20290,22966,19898,2019.8 +1.18E+05,1.40E+05,55165,1669.6,1418,77166,877.54,1021.7,-24.7,264.1,692.22,417.49,2019.8 +1.73E+05,1.73E+05,65581,3719.3,2556,95363,3036.7,5553.6,77.9,1948.4,2827,1840.1,2019.8 +1.40E+05,1.43E+05,63948,3935.6,2953,87342,480.6,2475.1,66.5,1157.1,861.54,500.49,2019.9 +1.47E+05,1.52E+05,62988,2184.9,1677,85386,1086.7,1528.1,21.85,466.45,307.1,178.45,2019.9 +1.60E+05,1.57E+05,66509,4532.8,3518,84440,-11.57,173.55,-12.35,-22.8,13.28,6.64,2019.9 +1.36E+05,1.45E+05,61392,2000.7,1527,85867,34.71,244.75,27.55,51.3,110.39,65.57,2020.1 +1.71E+05,1.50E+05,74809,2407.4,1717,91890,27.59,430.76,0.95,168.15,119.52,58.93,2020.1 +1.24E+05,1.37E+05,59631,2111.1,1622,85297,288.36,2002.5,62.7,860.7,1049.9,622.5,2020.3 +1.22E+05,1.25E+05,63990,6193.5,4086,99339,1771.1,2558.8,20.9,859.75,2371.3,1460,2020.3 +1.64E+05,1.48E+05,72833,2488.4,1757,92819,400.5,4223,129.2,2079.6,2755.6,1661.7,2020.3 +1.20E+05,1.25E+05,62948,2766.1,2143,84592,94.34,173.55,-7.6,17.1,193.39,130.31,2020.4 +94081,1.11E+05,55656,1598.4,1274,82226,32.93,106.8,33.25,25.65,69.72,71.38,2020.4 +98239,1.21E+05,53255,1493.4,1306,74941,29.37,130.83,18.05,19,1.66,40.67,2020.4 +1.49E+05,1.51E+05,64877,3158.6,2402,86179,2173.4,2168,35.15,447.45,2993.8,1860.9,2020.4 +1.79E+05,1.48E+05,79319,4718.8,2479,1.25E+05,210.93,238.52,-25.65,95,281.37,219.95,2020.5 +1.72E+05,1.64E+05,68705,12542,9430,87163,15.13,471.7,-9.5,58.9,-8.3,146.08,2020.5 +1.04E+05,1.15E+05,59273,3213.8,2635,79931,2.67,-24.92,-26.6,-1.9,-38.18,24.9,2020.5 +1.79E+05,1.68E+05,69795,4378.8,3052,94027,21.36,978.11,7.6,447.45,1651.7,976.91,2020.5 +1.42E+05,1.51E+05,61552,3117.7,2227,91747,29.37,80.1,11.4,32.3,34.86,47.31,2020.5 +1.47E+05,1.51E+05,63632,2380.8,1775,87901,37.38,137.06,-23.75,30.4,39.01,48.97,2020.6 +1.60E+05,1.42E+05,73612,4448.2,3002,97108,0.89,221.61,-27.55,38,9.13,44.82,2020.6 +1.46E+05,1.32E+05,72550,4070,2787,95705,19.58,183.34,-23.75,27.55,14.11,36.52,2020.6 +1.40E+05,1.51E+05,60855,2238.3,1718,85386,3122.1,2938.8,35.15,568.1,2391.2,1566.2,2020.6 +1.11E+05,1.26E+05,57812,2380.8,1923,81136,-13.35,-16.02,-24.7,-26.6,-35.69,-14.11,2020.7 +98400,1.15E+05,56077,1429.3,1255,74640,105.91,82.77,-20.9,-54.15,444.88,284.69,2020.7 +1.15E+05,1.12E+05,67287,4860.3,3388,94015,205.59,331.08,12.35,62.7,381.8,269.75,2020.8 +1.73E+05,1.68E+05,67617,7326.5,4575,1.05E+05,23.14,366.68,13.3,12.35,52.29,86.32,2020.8 +1.37E+05,1.51E+05,59469,2123.5,1709,81433,39.16,141.51,0,26.6,44.82,47.31,2020.8 +72708,93875,50759,922.04,823,73423,38.27,27.59,8.55,-13.3,40.67,25.73,2020.8 +1.62E+05,1.51E+05,70428,2198.3,1674,86062,113.03,1242.4,15.2,613.7,102.09,82.17,2020.9 +1.50E+05,1.52E+05,64518,4183.9,3013,91004,95.23,1718.6,16.15,797.05,844.94,501.32,2020.9 +1.56E+05,1.56E+05,65440,7121.8,5334,87502,2362.1,2068.4,-19.95,197.6,1676.6,1149.5,2021 +1.56E+05,1.59E+05,64211,3344.6,2694,81363,3.56,31.15,-16.15,4.75,22.41,21.58,2021 +1.68E+05,1.51E+05,72740,4627.1,2677,1.13E+05,29.37,530.44,50.35,234.65,153.55,121.18,2021 +1.55E+05,1.63E+05,62021,3730.9,2914,83908,1309.2,1610.9,38.95,455.05,1763.8,1099.8,2021 +1.50E+05,1.55E+05,63577,2236.6,1714,85517,740.48,3126.6,69.35,1445.9,3601.4,2173.8,2021 +1.27E+05,1.37E+05,60768,1965.1,1552,82981,0.89,499.29,-5.7,267.9,830,455.67,2021.1 +1.62E+05,1.63E+05,65114,4399.3,3236,89095,16.02,150.41,-15.2,14.25,22.41,57.27,2021.1 +74986,93679,52459,1981.1,1727,75180,8.9,350.66,-38,127.3,205.01,91.3,2021.1 +1.54E+05,1.59E+05,63508,2747.4,2111,85294,13581,37659,570.95,12269,20954,16036,2021.1 +1.17E+05,1.21E+05,63041,5352.5,4311,81368,-10.68,280.35,16.15,24.7,53.12,65.57,2021.2 +1.89E+05,1.62E+05,76558,6630.5,4297,1.01E+05,-0.89,312.39,-9.5,12.35,-2.49,39.84,2021.2 +1.43E+05,1.27E+05,73779,3576,2677,87545,7.12,25.81,-38,-7.6,-4.15,17.43,2021.3 +1.13E+05,1.34E+05,55014,1717.7,1360,82773,-8.01,44.5,-23.75,-2.85,22.41,-17.43,2021.3 +2.04E+05,1.89E+05,70825,3480.8,2643,86310,410.29,258.99,-25.65,-0.95,454.01,292.16,2021.3 +86636,88276,64319,2966.4,1956,99389,24.92,170.88,-26.6,67.45,33.2,60.59,2021.3 +1.50E+05,1.42E+05,69231,3730.9,2783,87857,606.98,1270.9,35.15,436.05,1019.2,637.44,2021.3 +57643,66516,56794,952.3,612,1.02E+05,28.48,56.07,23.75,9.5,18.26,24.07,2021.4 +92537,89469,67783,2570.3,1709,98566,-23.14,26.7,-39.9,0,-7.47,-24.07,2021.5 +1.20E+05,1.26E+05,62525,3439,2614,86219,276.79,1119.6,19,591.85,1943,1162.8,2021.5 +2.15E+05,1.99E+05,70882,4582.6,3051,98435,34.71,428.98,16.15,54.15,64.74,89.64,2021.5 +1.28E+05,1.38E+05,60894,2745.6,2053,87647,196.69,598.08,15.2,298.3,2193.7,1318.9,2021.5 +1.29E+05,1.37E+05,61819,3632.1,2911,81770,454.79,740.48,8.55,209.95,1251.6,756.96,2021.6 +1.53E+05,1.48E+05,67616,3786.1,2823,87893,36475,24413,217.55,1976.9,55271,53036,2021.6 +1.58E+05,1.71E+05,60290,3404.3,2731,81692,15.13,87.22,-1.9,48.45,206.67,124.5,2021.7 +1.69E+05,1.61E+05,68784,3826.1,2446,1.03E+05,544.68,1249.6,16.15,382.85,1351.2,821.7,2021.7 +1.99E+05,1.71E+05,76331,7231.3,4138,1.15E+05,1732.8,1259.3,29.45,64.6,3816.3,2476.7,2021.7 +1.09E+05,1.10E+05,65002,2941.4,2190,88023,897.12,4625.3,117.8,2137.5,125.33,118.69,2021.7 +62181,66147,61607,1589.5,1216,85668,-15.13,126.38,7.6,45.6,54.78,55.61,2021.8 +1.28E+05,1.28E+05,65584,4312.9,3194,88495,20.47,445,-10.45,54.15,31.54,49.8,2021.8 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+1.28E+05,1.31E+05,63932,3188,2416,86477,40.94,2427.9,76.95,1347.1,9.13,63.08,2012.1 +1.43E+05,1.47E+05,63432,4805.1,3477,90569,52.51,19961,473.1,10761,-26.56,99.6,2012.3 +1.57E+05,1.57E+05,65782,3646.3,2834,84321,-16.02,285.69,38.95,145.35,-28.22,19.92,2012.6 +1.52E+05,1.61E+05,62225,3330.4,2443,89341,-11.57,1217.5,-17.1,558.6,-7.47,9.13,2012.7 +1.67E+05,1.56E+05,70438,4301.4,2651,1.06E+05,79.21,17141,430.35,9112.4,-7.47,112.88,2012.8 +2.14E+05,1.73E+05,81410,8283.2,5635,96335,8.01,1313.6,28.5,435.1,-21.58,91.3,2013.1 +1.47E+05,1.21E+05,79711,5718.3,4058,92349,-4.45,2763.4,68.4,1615,-9.13,61.42,2013.6 +1.19E+05,1.19E+05,65386,2695.8,1914,92305,16.91,7564.1,180.5,4077.4,0.83,56.44,2013.7 +1.87E+05,1.80E+05,68338,3621.4,2544,93291,-8.01,377.36,11.4,114,20.75,58.93,2013.7 +1.83E+05,1.68E+05,71471,6084.9,3912,1.02E+05,32.04,4601.3,139.65,2444.3,40.67,92.96,2013.7 +1.60E+05,1.58E+05,66362,3601.8,2626,89889,26.7,1003.9,45.6,467.4,40.67,73.04,2013.7 +1.11E+05,1.21E+05,60023,3813.6,3131,79825,125.49,18748,445.55,10138,57.27,122.01,2013.7 +2.07E+05,1.77E+05,76781,4087.8,2791,95986,268.78,80609,1713.8,42082,25.73,232.4,2013.9 +1.14E+05,1.18E+05,63246,4387.7,2918,98544,-13.35,83.66,-13.3,-44.65,-44.82,-9.13,2013.9 +1.28E+05,1.32E+05,63369,5708.5,4054,92282,-33.82,436.99,-22.8,36.1,-18.26,34.03,2014 +1.75E+05,1.84E+05,62398,4379.7,3462,82908,17.8,3473.7,123.5,1770.8,29.05,92.13,2014 +1.22E+05,1.25E+05,64058,3288.6,2401,89762,2.67,1288.7,53.2,650.75,-10.79,2.49,2014.2 +1.44E+05,1.48E+05,63974,4339.6,3246,87616,16.91,120.15,10.45,-33.25,2.49,17.43,2014.2 +2.04E+05,1.79E+05,74842,4713.4,2930,1.05E+05,109.47,14600,391.4,7632.3,36.52,103.75,2014.3 +1.20E+05,1.41E+05,55685,2430.6,2039,78122,43.61,292.81,38,218.5,7.47,12.45,2014.3 +1.08E+05,1.22E+05,57708,2454.6,2063,77977,6.23,42.72,-11.4,-47.5,-8.3,11.62,2014.3 +1.68E+05,1.54E+05,71384,3716.6,2334,1.04E+05,43.61,9244.4,219.45,5032.1,14.94,48.14,2014.4 +1.81E+05,1.62E+05,73223,5275,3210,1.08E+05,2.67,944.29,41.8,414.2,14.11,41.5,2014.4 +1.47E+05,1.37E+05,70362,6798.7,3995,1.12E+05,38.27,32.93,32.3,8.55,2.49,39.84,2014.4 +83829,84804,64782,2761.7,2148,84259,13.35,188.68,19.95,47.5,22.41,56.44,2014.5 +1.88E+05,1.75E+05,70388,3559.1,2630,88688,40.05,1448,50.35,805.6,14.94,78.85,2014.8 +1.28E+05,1.31E+05,63868,2888.1,2147,88156,46.28,13726,307.8,7345.4,6.64,63.91,2014.9 +1.14E+05,1.28E+05,58061,1977.6,1487,87157,-17.8,97.9,-12.35,4.75,-14.94,4.98,2014.9 +87649,1.01E+05,56864,2019.4,1671,79201,-16.02,0.89,-12.35,0,-3.32,-0.83,2014.9 +95229,1.02E+05,61453,2252.6,1604,92036,0.89,-56.96,-15.2,-13.3,7.47,31.54,2015 +63455,87710,47413,2144.9,1934,72683,112.14,31786,639.35,15829,28.22,141.1,2015 +61478,82602,48777,1115.2,1102,66319,7.12,-41.83,3.8,-19.95,10.79,34.03,2015 +1.98E+05,1.70E+05,76113,5539.4,3637,99815,-7.12,515.31,17.1,169.1,4.98,28.22,2015.1 +1.81E+05,1.65E+05,71917,4012.1,2872,91552,12.46,27.59,20.9,6.65,7.47,35.69,2015.1 +1.40E+05,1.44E+05,63613,4136.7,2877,94232,7.12,2829.3,105.45,1477.3,-4.98,28.22,2015.3 +1.16E+05,1.27E+05,59607,1992.7,1538,84912,32.04,9370.8,251.75,4996,18.26,31.54,2015.3 +1.45E+05,1.40E+05,68000,3233.4,2164,97922,25.81,530.44,48.45,215.65,3.32,17.43,2015.3 +1.45E+05,1.53E+05,62276,2998.4,2231,88079,-11.57,845.5,11.4,522.5,-37.35,-9.96,2015.4 +1.51E+05,1.48E+05,66928,3400.7,2368,94116,8.9,1121.4,18.05,632.7,24.07,31.54,2015.5 +1.09E+05,92335,77266,2464.4,1451,1.11E+05,13.35,2559.6,65.55,1327.2,4.98,7.47,2015.6 +1.37E+05,1.44E+05,62629,5020.5,3816,86222,105.02,26827,639.35,14223,27.39,126.16,2015.7 +1.25E+05,1.30E+05,62824,2008.7,1580,83319,30.26,79.21,-10.45,47.5,-5.81,15.77,2015.8 +1.78E+05,1.57E+05,74008,4383.3,3023,95025,-2.67,176.22,-18.05,19.95,-14.94,19.09,2016 +1.07E+05,1.23E+05,56967,1500.5,1264,77800,1.78,501.96,22.8,219.45,27.39,26.56,2016 +1.91E+05,1.59E+05,78760,5556.3,3526,1.03E+05,531.33,1.72E+05,3867.4,89983,66.4,412.51,2016.1 +87240,91520,62471,4264,3344,83566,-2.67,417.41,10.45,139.65,5.81,40.67,2016.1 +1.71E+05,1.49E+05,75196,5061.4,2786,1.19E+05,83.66,19153,432.25,10143,29.05,98.77,2016.2 +1.84E+05,1.83E+05,65761,8111.5,5782,91939,-2.67,383.59,-5.7,85.5,-2.49,81.34,2016.2 +1.56E+05,1.53E+05,66837,4232.8,3027,91643,69.42,12521,333.45,6815.3,21.58,78.02,2016.3 +92279,93821,64459,2920.1,2057,93034,1.78,-33.82,17.1,31.35,19.92,55.61,2016.3 +2.02E+05,1.84E+05,72212,6240.7,4023,1.02E+05,-16.02,206.48,-23.75,61.75,7.47,46.48,2016.4 +1.26E+05,1.42E+05,58479,3861.7,2874,88059,-26.7,696.87,-22.8,363.85,-24.07,-1.66,2016.4 +62010,83518,48658,2728.7,2378,75202,12.46,682.63,-3.8,332.5,10.79,23.24,2016.5 +99119,1.13E+05,57302,3309,2563,84612,97.01,31251,684,16856,0.83,88.81,2016.5 +1.35E+05,1.39E+05,63710,3118.6,2553,80054,19.58,7320.3,151.05,3781,1.66,57.27,2016.5 +1.59E+05,1.50E+05,69726,4105.6,2883,93327,-7.12,571.38,-12.35,186.2,-24.9,26.56,2016.5 +1.26E+05,1.09E+05,75274,2978.8,1976,98796,15.13,2766.1,15.2,1455.4,4.98,9.96,2016.6 +1.20E+05,1.26E+05,62156,3109.7,2431,83832,9.79,159.31,11.4,52.25,4.98,6.64,2016.7 +1.19E+05,1.26E+05,61552,3150.6,2361,87454,11.57,469.03,0,172.9,29.05,-2.49,2016.7 +1.37E+05,1.39E+05,64479,3361.5,2371,92915,8.01,1728.4,43.7,904.4,3.32,30.71,2016.7 +78715,89398,57705,4457.1,3586,81456,29.37,492.17,19.95,271.7,35.69,21.58,2016.8 +98765,1.06E+05,60880,2888.1,2271,83343,56.96,24.92,54.15,35.15,41.5,48.14,2016.8 +2.03E+05,1.52E+05,87409,16048,8262,1.27E+05,129.05,7062.1,187.15,3501.7,72.21,175.96,2016.9 +1.40E+05,1.43E+05,64332,3054.5,2321,86247,52.51,268.78,19,146.3,23.24,43.16,2016.9 +1.35E+05,1.29E+05,68455,2818.6,1803,1.02E+05,18.69,218.05,-11.4,75.05,-4.15,-0.83,2016.9 +1.58E+05,1.29E+05,79994,4393,2547,1.13E+05,16.91,488.61,-12.35,125.4,6.64,19.92,2016.9 +1.28E+05,1.41E+05,59525,2145.8,1691,83162,11.57,64.08,-18.05,2.85,-5.81,2.49,2017 +1.25E+05,1.23E+05,66494,2961.9,1927,1.01E+05,256.32,83704,1881.9,43467,18.26,263.94,2017 +1.63E+05,1.69E+05,63128,5453.9,4097,87241,24.92,234.96,0,78.85,9.13,30.71,2017 +1.63E+05,1.35E+05,78811,3110.6,1920,1.06E+05,50.73,1616.2,54.15,764.75,25.73,39.84,2017.1 +1.82E+05,1.64E+05,72648,4159.9,2888,94398,25.81,483.27,31.35,145.35,14.94,68.89,2017.1 +1.93E+05,1.68E+05,75269,3754,2481,99163,68.53,16581,386.65,8721,22.41,109.56,2017.1 +1.08E+05,1.13E+05,62689,8153.3,6139,87039,66.75,11566,273.6,6175,0.83,136.12,2017.1 +1.61E+05,1.55E+05,67976,3000.2,2038,96477,23.14,170.88,18.05,43.7,17.43,45.65,2017.2 +1.32E+05,1.42E+05,60698,2227.7,1814,80481,16.02,727.13,15.2,317.3,0.83,32.37,2017.2 +1.33E+05,1.38E+05,63358,2905,2222,85679,0,1371.5,58.9,751.45,5.81,24.07,2017.3 +1.96E+05,1.81E+05,71134,5540.3,3865,93942,60.52,221.61,29.45,96.9,11.62,64.74,2017.3 +75433,97086,50920,859.74,762,73942,12.46,24.92,5.7,-0.95,9.13,34.03,2017.3 +1.27E+05,1.48E+05,56047,2728.7,2175,82221,189.57,54549,1216.9,28343,29.88,176.79,2017.4 +84764,1.08E+05,51605,1531.7,1391,72165,37.38,5086.4,113.05,2717,4.98,33.2,2017.4 +4193.9,5363,51250,1159.7,967,78594,10.68,-126.38,7.6,-1.9,-9.13,4.98,2017.5 +2.02E+05,1.78E+05,74071,3346.4,2378,92224,33.82,295.48,33.25,111.15,39.84,56.44,2017.5 +1.52E+05,1.44E+05,68913,3692.6,2506,96568,405.84,1.35E+05,2841.4,68057,60.59,421.64,2017.5 +1.83E+05,1.70E+05,70451,5107.7,3427,97677,6.23,183.34,-23.75,134.9,1.66,-4.98,2017.5 +1.71E+05,1.72E+05,64921,4934.2,3491,92628,96.12,25466,581.4,13526,-5.81,97.11,2017.6 +1.56E+05,1.62E+05,63044,6080.5,4166,95653,41.83,5012.5,94.05,2725.6,12.45,51.46,2017.6 +1.53E+05,1.54E+05,65062,3925.8,2890,89024,-16.91,-77.43,-30.4,-58.9,-53.12,-5.81,2017.7 +1.55E+05,1.54E+05,65905,2923.6,2140,89535,-27.59,44.5,-16.15,-39.9,-16.6,4.98,2017.8 +1.56E+05,1.55E+05,65728,2895.2,2327,81538,-29.37,75.65,-29.45,12.35,6.64,-3.32,2017.8 +1.01E+05,1.19E+05,55225,1868.1,1595,76758,-15.13,258.99,-11.4,110.2,1.66,15.77,2017.9 +1.67E+05,1.51E+05,72357,2194.7,1354,1.06E+05,6.23,9983.1,174.8,5165.1,-25.73,14.11,2017.9 +1.48E+05,1.14E+05,85019,4079.8,2195,1.22E+05,10.68,1996.3,56.05,1052.6,5.81,18.26,2018 +1.23E+05,1.30E+05,61946,2305.1,1832,82460,-13.35,2420.8,26.6,1259.7,22.41,21.58,2018 +1.61E+05,1.35E+05,78076,6374.2,4166,1.00E+05,15.13,2056.8,24.7,923.4,10.79,50.63,2018.2 +1.26E+05,1.31E+05,63042,2649.5,1914,90721,49.84,-1.78,2.85,43.7,6.64,29.05,2018.4 +1.52E+05,1.59E+05,62803,3884.8,3025,84164,7.12,-33.82,-30.4,-40.85,0,14.94,2018.4 +1.78E+05,1.69E+05,69102,4723.2,3283,94286,3.56,-50.73,10.45,42.75,21.58,17.43,2018.5 +1.23E+05,1.21E+05,66371,2165.4,1629,87115,179.78,61548,1390.8,33256,22.41,190.9,2018.6 +1.21E+05,1.19E+05,66671,5334.7,3338,1.05E+05,21.36,4567.5,81.7,2543.1,4.98,14.94,2018.9 +1.38E+05,1.51E+05,59736,2712.7,2207,80553,-29.37,4611.1,114,2475.7,-21.58,-10.79,2019 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load_or_make_testing_colormodel() + +if exist('CM120312.mat','file') + load('CM120312.mat'); + return; +end + +%%%%%%%%%%%%%%%% +% if it doesn't already exist, make it: +TASBEConfig.set('plots.plotPath',[tempdir 'plots']); + +stem0312 = '../TASBEFlowAnalytics-Tutorial/example_controls/2012-03-12_'; + + +beadfile = DataFile('fcs', [stem0312 'Beads_P3.fcs']); +blankfile = DataFile('fcs', [stem0312 'blank_P3.fcs']); + +% Autodetect gating with an N-dimensional gaussian-mixture-model +autogate = GMMGating(blankfile); + +% Create one channel / colorfile pair for each color +channels = {}; colorfiles = {}; +% Channel takes FCS channel name, laser frequency (nm), filter center (nm), filter width (nm) +% Do not duplicate laser/filter information, as this may cause analysis collisions +channels{1} = Channel('FITC-A', 488, 515, 20); +channels{1} = setPrintName(channels{1}, 'EYFP'); % Name to print on charts +channels{1} = setLineSpec(channels{1}, 'y'); % Color for lines, when needed +colorfiles{1} = DataFile('fcs', [stem0312 'EYFP_P3.fcs']); % If there is only one channel, the color file is optional + +channels{2} = Channel('PE-Tx-Red-YG-A', 561, 610, 20); +channels{2} = setPrintName(channels{2}, 'mKate'); +channels{2} = setLineSpec(channels{2}, 'r'); +colorfiles{2} = DataFile('fcs', [stem0312 'mkate_P3.fcs']); + +channels{3} = Channel('Pacific Blue-A', 405, 450, 50); +channels{3} = setPrintName(channels{3}, 'EBFP2'); +channels{3} = setLineSpec(channels{3}, 'b'); +colorfiles{3} = DataFile('fcs', [stem0312 'ebfp2_P3.fcs']); + +% Multi-color controls are used for converting other colors into ERF units +% Any channel without a control mapping it to ERF will be left in arbirary units. +colorpairfiles = {}; +% Entries are: channel1, channel2, constitutive channel, filename +% This allows channel1 and channel2 to be converted into one another. +% If you only have two colors, you can set consitutive-channel to equal channel1 or channel2 +colorpairfiles{1} = {channels{1}, channels{2}, channels{3}, DataFile('fcs', [stem0312 'mkate_EBFP2_EYFP_P3.fcs'])}; +colorpairfiles{2} = {channels{1}, channels{3}, channels{2}, DataFile('fcs', [stem0312 'mkate_EBFP2_EYFP_P3.fcs'])}; + +CM = ColorModel(beadfile, blankfile, channels, colorfiles, colorpairfiles); + +TASBEConfig.set('beads.beadModel','SpheroTech RCP-30-5A'); % Entry from BeadCatalog.xls matching your beads +TASBEConfig.set('beads.beadBatch','Lot AA01, AA02, AA03, AA04, AB01, AB02, AC01, GAA01-R'); % Entry from BeadCatalog.xls containing your lot +% Can also set bead channel if, for some reason, you don't want to use fluorescein as standard +% This defaults to FITC as it is strongly recommended to use fluorescein standards. +% TASBEConfig.set('beadChannel','FITC'); + +% Ignore all bead data below 10^[rangeMin] as being too "smeared" with noise +TASBEConfig.set('beads.rangeMin', 2); +% The peak threshold determines the minumum count per bin for something to +% be considered part of a peak. Set if automated threshold finds too many or few peaks +%TASBEConfig.set('beads.peakThreshold', 200); +CM=set_ERF_channel_name(CM, 'FITC-A'); +% Ignore channel data for ith channel if below 10^[value(i)] +TASBEConfig.set('colortranslation.channelMinimum',[2,2,2]); + +% When dealing with very strong fluorescence, use secondary channel to segment +% TASBEConfig.set('beads.secondaryBeadChannel','PE-Tx-Red-YG-A'); +CM = add_prefilter(CM,autogate); + +% Execute and save the model +CM=resolve(CM); +save('-V7','CM120312.mat','CM'); diff --git a/tests/load_or_make_testing_colormodel2.m b/tests/load_or_make_testing_colormodel2.m new file mode 100644 index 00000000..8362d0a5 --- /dev/null +++ b/tests/load_or_make_testing_colormodel2.m @@ -0,0 +1,72 @@ +function CM = load_or_make_testing_colormodel2() + +if exist('CM120312_2.mat','file') + load('CM120312_2.mat'); + return; +end + +%%%%%%%%%%%%%%%% +% if it doesn't already exist, make it: +TASBEConfig.set('plots.plotPath',[tempdir 'plots']); + +stem0312 = '../TASBEFlowAnalytics-Tutorial/example_controls/2012-03-12_'; + + +beadfile = [stem0312 'Beads_P3.fcs']; +blankfile = [stem0312 'blank_P3.fcs']; + +% Autodetect gating with an N-dimensional gaussian-mixture-model +autogate = GMMGating(blankfile); + +% Create one channel / colorfile pair for each color +channels = {}; colorfiles = {}; +% Channel takes FCS channel name, laser frequency (nm), filter center (nm), filter width (nm) +% Do not duplicate laser/filter information, as this may cause analysis collisions +channels{1} = Channel('FITC-A', 488, 515, 20); +channels{1} = setPrintName(channels{1}, 'EYFP'); % Name to print on charts +% channels{1} = setLineSpec(channels{1}, 'y'); % Color for lines, when needed +colorfiles{1} = [stem0312 'EYFP_P3.fcs']; % If there is only one channel, the color file is optional + +channels{2} = Channel('PE-Tx-Red-YG-A', 561, 610, 20); +channels{2} = setPrintName(channels{2}, 'mKate'); +channels{2} = setLineSpec(channels{2}, 'r'); +colorfiles{2} = [stem0312 'mkate_P3.fcs']; + +channels{3} = Channel('Pacific Blue-A', 405, 450, 50); +channels{3} = setPrintName(channels{3}, 'EBFP2'); +channels{3} = setLineSpec(channels{3}, 'b'); +colorfiles{3} = [stem0312 'ebfp2_P3.fcs']; + +% Multi-color controls are used for converting other colors into ERF units +% Any channel without a control mapping it to ERF will be left in arbirary units. +colorpairfiles = {}; +% Entries are: channel1, channel2, constitutive channel, filename +% This allows channel1 and channel2 to be converted into one another. +% If you only have two colors, you can set consitutive-channel to equal channel1 or channel2 +colorpairfiles{1} = {channels{1}, channels{2}, channels{3}, [stem0312 'mkate_EBFP2_EYFP_P3.fcs']}; +colorpairfiles{2} = {channels{1}, channels{3}, channels{2}, [stem0312 'mkate_EBFP2_EYFP_P3.fcs']}; + +CM = ColorModel(beadfile, blankfile, channels, colorfiles, colorpairfiles); + +TASBEConfig.set('beads.beadModel','SpheroTech RCP-30-5A'); % Entry from BeadCatalog.xls matching your beads +TASBEConfig.set('beads.beadBatch','Lot AA01, AA02, AA03, AA04, AB01, AB02, AC01, GAA01-R'); % Entry from BeadCatalog.xls containing your lot +% Can also set bead channel if, for some reason, you don't want to use fluorescein as standard +% This defaults to FITC as it is strongly recommended to use fluorescein standards. +% TASBEConfig.set('beadChannel','FITC'); + +% Ignore all bead data below 10^[rangeMin] as being too "smeared" with noise +TASBEConfig.set('beads.rangeMin', 2); +% The peak threshold determines the minumum count per bin for something to +% be considered part of a peak. Set if automated threshold finds too many or few peaks +%TASBEConfig.set('beads.peakThreshold', 200); +CM=set_ERF_channel_name(CM, 'FITC-A'); +% Ignore channel data for ith channel if below 10^[value(i)] +TASBEConfig.set('colortranslation.channelMinimum',[2,2,2]); + +% When dealing with very strong fluorescence, use secondary channel to segment +% TASBEConfig.set('beads.secondaryBeadChannel','PE-Tx-Red-YG-A'); +CM = add_prefilter(CM,autogate); + +% Execute and save the model +CM=resolve(CM); +save('-V7','CM120312_2.mat','CM'); diff --git a/tests/test_AnalysisError.m b/tests/test_AnalysisError.m new file mode 100644 index 00000000..4870c065 --- /dev/null +++ b/tests/test_AnalysisError.m @@ -0,0 +1,406 @@ +function test_suite = test_AnalysisError + TASBEConfig.checkpoint('test'); + try % assignment of 'localfunctions' is necessary in Matlab >= 2016 + test_functions=localfunctions(); + catch % no problem; early Matlab versions can use initTestSuite fine + end + initTestSuite; +end + +function test_AnalysisDuplicateCondition + % BATCH ANALYSIS + CM = load_or_make_testing_colormodel(); + stem1011 = '../TASBEFlowAnalytics-Tutorial/example_assay/LacI-CAGop_'; + % set up metadata + experimentName = 'LacI Transfer Curve'; + % Configure the analysis + % Analyze on a histogram of 10^[first] to 10^[third] ERF, with bins every 10^[second] + bins = BinSequence(4,0.1,10,'log_bins'); + + % Designate which channels have which roles + AP = AnalysisParameters(bins,{}); + % Ignore any bins with less than valid count as noise + AP=setMinValidCount(AP,100'); + % Ignore any raw fluorescence values less than this threshold as too contaminated by instrument noise + AP=setPemDropThreshold(AP,5'); + % Add autofluorescence back in after removing for compensation? + AP=setUseAutoFluorescence(AP,false'); + + % Throw error + TASBEConfig.set('flow.duplicateConditionWarning',1); + + duplicate_file_pairs_batch = {... + 'Dox 0.1', {DataFile('fcs', [stem1011 'B3_P3.fcs'])}; + 'Dox 0.2', {DataFile('fcs', [stem1011 'B4_P3.fcs'])}; + 'Dox 0.5', {DataFile('fcs', [stem1011 'B5_P3.fcs'])}; + 'Dox 0.1', {DataFile('fcs', [stem1011 'B6_P3.fcs'])}; % duplicate condition + }; + + assertExceptionThrown(@()per_color_constitutive_analysis(CM,duplicate_file_pairs_batch,{'EBFP2','EYFP','mKate'},AP), 'TASBE:Analysis:DuplicateCondition', 'No error was raised.'); + + % PLUSMINUS + CM = load_or_make_testing_colormodel(); + + % set up metadata + experimentName = 'LacI Transfer Curve'; + device_name = 'LacI-CAGop'; + inducer_name = '100xDox'; + + % Configure the analysis + % Analyze on a histogram of 10^[first] to 10^[third] ERF, with bins every 10^[second] + bins = BinSequence(4,0.1,10,'log_bins'); + + % Designate which channels have which roles + input = channel_named(CM, 'EBFP2'); + output = channel_named(CM, 'EYFP'); + constitutive = channel_named(CM, 'mKate'); + AP = AnalysisParameters(bins,{'input',input; 'output',output; 'constitutive' constitutive}); + % Ignore any bins with less than valid count as noise + AP=setMinValidCount(AP,100'); + % Ignore any raw fluorescence values less than this threshold as too contaminated by instrument noise + AP=setPemDropThreshold(AP,5'); + % Add autofluorescence back in after removing for compensation? + AP=setUseAutoFluorescence(AP,false'); + + % Make a faulty map of the batches of plus/minus comparisons to test + % This analysis supports two variables: a +/- variable and a "tuning" variable + stem1011 = '../TASBEFlowAnalytics-Tutorial/example_assay/LacI-CAGop_'; + + % Throw error + TASBEConfig.set('flow.duplicateConditionWarning',1); + + duplicate_file_pairs_pm1 = {... + {'Lows';'BaseDox';{'+', '-'}; + % First set is the matching "plus" conditions + {0.1, {DataFile('fcs', [stem1011 'B9_P3.fcs'])}; % Replicates go here, e.g., {[rep1], [rep2], [rep3]} + 0.2, {DataFile('fcs', [stem1011 'B10_P3.fcs'])}}; + % Second set is the matching "minus" conditions + {0.1, {DataFile('fcs', [stem1011 'B3_P3.fcs'])}; + 0.2, {DataFile('fcs', [stem1011 'B4_P3.fcs'])}}}; + {'Lows';'BaseDox';{'+', '-'}; + {10, {DataFile('fcs', [stem1011 'C3_P3.fcs'])}; % duplicate + 20, {DataFile('fcs', [stem1011 'C4_P3.fcs'])}}; + {10, {DataFile('fcs', [stem1011 'B9_P3.fcs'])}; + 20, {DataFile('fcs', [stem1011 'B10_P3.fcs'])}}}; + }; + + assertExceptionThrown(@()process_plusminus_batch( CM, duplicate_file_pairs_pm1, AP), 'TASBE:Analysis:DuplicateCondition', 'No error was raised.'); + + % TRANSFER CURVE + CM = load_or_make_testing_colormodel(); + + % set up metadata + experimentName = 'LacI Transfer Curve'; + device_name = 'LacI-CAGop'; + inducer_name = 'Dox'; + + % Configure the analysis + % Analyze on a histogram of 10^[first] to 10^[third] ERF, with bins every 10^[second] + bins = BinSequence(4,0.1,10,'log_bins'); + + % Designate which channels have which roles + input = channel_named(CM, 'EBFP2'); + output = channel_named(CM, 'EYFP'); + constitutive = channel_named(CM, 'mKate'); + AP = AnalysisParameters(bins,{'input',input; 'output',output; 'constitutive' constitutive}); + % Ignore any bins with less than valid count as noise + AP=setMinValidCount(AP,100'); + % Ignore any raw fluorescence values less than this threshold as too contaminated by instrument noise + AP=setPemDropThreshold(AP,5'); + % Add autofluorescence back in after removing for compensation? + AP=setUseAutoFluorescence(AP,false'); + + duplicate_file_pairs_tc = {... + 0.1, {DataFile('fcs', [stem1011 'B3_P3.fcs'])}; % Replicates go here, e.g., {[rep1], [rep2], [rep3]} + 0.2, {DataFile('fcs', [stem1011 'B4_P3.fcs'])}; + 0.5, {DataFile('fcs', [stem1011 'B5_P3.fcs'])}; + 0.1, {DataFile('fcs', [stem1011 'B6_P3.fcs'])}; + }; + + % Execute the actual analysis to see if an error gets thrown + assertExceptionThrown(@()Experiment(experimentName,{inducer_name}, duplicate_file_pairs_tc), 'TASBE:Experiment:DuplicateCondition', 'No error was raised.'); + +end + +function test_AnalysisCellCountErrors +% testing the extra cells issue for batch analysis, transfer curve +% analysis, and plus minus analysis + +% BATCH ANALYSIS +CM = load_or_make_testing_colormodel(); +stem1011 = '../TASBEFlowAnalytics-Tutorial/example_assay/LacI-CAGop_'; + +% set up metadata +experimentName = 'LacI Transfer Curve'; + +% Configure the analysis +% Analyze on a histogram of 10^[first] to 10^[third] ERF, with bins every 10^[second] +bins = BinSequence(4,0.1,10,'log_bins'); + +% Designate which channels have which roles +AP = AnalysisParameters(bins,{}); +% Ignore any bins with less than valid count as noise +AP=setMinValidCount(AP,100'); +% Ignore any raw fluorescence values less than this threshold as too contaminated by instrument noise +AP=setPemDropThreshold(AP,5'); +% Add autofluorescence back in after removing for compensation? +AP=setUseAutoFluorescence(AP,false'); + +% Make a faulty map of condition names to file sets +bad_file_pairs_batch1 = {... + 'Dox 0.1', {DataFile('fcs', [stem1011 'B3_P3.fcs'])}, DataFile('fcs', [stem1011 'B3_P3.fcs']); + 'Dox 0.2', {DataFile('fcs', [stem1011 'B4_P3.fcs'])}, DataFile('fcs', [stem1011 'B3_P3.fcs']); + 'Dox 0.5', {DataFile('fcs', [stem1011 'B5_P3.fcs'])}, DataFile('fcs', [stem1011 'B3_P3.fcs']); + 'Dox 1.0', {DataFile('fcs', [stem1011 'B6_P3.fcs'])}, DataFile('fcs', [stem1011 'B3_P3.fcs']); + 'Dox 2.0', {DataFile('fcs', [stem1011 'B7_P3.fcs'])}, DataFile('fcs', [stem1011 'B3_P3.fcs']); + 'Dox 5.0', {DataFile('fcs', [stem1011 'B8_P3.fcs'])}, DataFile('fcs', [stem1011 'B3_P3.fcs']); + 'Dox 10.0', {DataFile('fcs', [stem1011 'B9_P3.fcs'])}, DataFile('fcs', [stem1011 'B3_P3.fcs']); + }; + +bad_file_pairs_batch2 = {... + {DataFile('fcs', [stem1011 'B3_P3.fcs'])}; + {DataFile('fcs', [stem1011 'B4_P3.fcs'])}; + {DataFile('fcs', [stem1011 'B5_P3.fcs'])}; + {DataFile('fcs', [stem1011 'B6_P3.fcs'])}; + {DataFile('fcs', [stem1011 'B7_P3.fcs'])}; + {DataFile('fcs', [stem1011 'B8_P3.fcs'])}; + {DataFile('fcs', [stem1011 'B9_P3.fcs'])}; + }; + +good_file_pairs_batch = {... + 'Dox 0.1', {DataFile('fcs', [stem1011 'B3_P3.fcs'])}; + 'Dox 0.2', {DataFile('fcs', [stem1011 'B4_P3.fcs'])}; + 'Dox 0.5', {DataFile('fcs', [stem1011 'B5_P3.fcs'])}; + 'Dox 1.0', {DataFile('fcs', [stem1011 'B6_P3.fcs'])}; + 'Dox 2.0', {DataFile('fcs', [stem1011 'B7_P3.fcs'])}; + 'Dox 5.0', {DataFile('fcs', [stem1011 'B8_P3.fcs'])}; + 'Dox 10.0', {DataFile('fcs', [stem1011 'B9_P3.fcs'])}; + 'Dox 20.0', {DataFile('fcs', [stem1011 'B10_P3.fcs'])}; + 'Dox 50.0', {DataFile('fcs', [stem1011 'B11_P3.fcs'])}; + 'Dox 100.0', {DataFile('fcs', [stem1011 'B12_P3.fcs'])}; + 'Dox 200.0', {DataFile('fcs', [stem1011 'C1_P3.fcs'])}; + 'Dox 500.0', {DataFile('fcs', [stem1011 'C2_P3.fcs'])}; + 'Dox 1000.0', {DataFile('fcs', [stem1011 'C3_P3.fcs'])}; + 'Dox 2000.0', {DataFile('fcs', [stem1011 'C4_P3.fcs'])}; + }; + + +% Execute the actual analysis to see if an error gets thrown +assertExceptionThrown(@()per_color_constitutive_analysis(CM,bad_file_pairs_batch1,{'EBFP2','EYFP','mKate'},AP), 'TASBE:Analysis:DimensionMismatch', 'No error was raised.'); +assertExceptionThrown(@()per_color_constitutive_analysis(CM,bad_file_pairs_batch2,{'EBFP2','EYFP','mKate'},AP), 'TASBE:Analysis:DimensionMismatch', 'No error was raised.'); + +% TRANSFER CURVE ANALYSIS +CM = load_or_make_testing_colormodel(); + +% set up metadata +experimentName = 'LacI Transfer Curve'; +device_name = 'LacI-CAGop'; +inducer_name = 'Dox'; + +% Configure the analysis +% Analyze on a histogram of 10^[first] to 10^[third] ERF, with bins every 10^[second] +bins = BinSequence(4,0.1,10,'log_bins'); + +% Designate which channels have which roles +input = channel_named(CM, 'EBFP2'); +output = channel_named(CM, 'EYFP'); +constitutive = channel_named(CM, 'mKate'); +AP = AnalysisParameters(bins,{'input',input; 'output',output; 'constitutive' constitutive}); +% Ignore any bins with less than valid count as noise +AP=setMinValidCount(AP,100'); +% Ignore any raw fluorescence values less than this threshold as too contaminated by instrument noise +AP=setPemDropThreshold(AP,5'); +% Add autofluorescence back in after removing for compensation? +AP=setUseAutoFluorescence(AP,false'); + +% Make a faulty map of induction levels to file sets +stem1011 = '../TASBEFlowAnalytics-Tutorial/example_assay/LacI-CAGop_'; +bad_file_pairs_tc1 = {... + 0.1, {DataFile('fcs', [stem1011 'B3_P3.fcs'])}, DataFile('fcs', [stem1011 'C4_P3.fcs']); % Replicates go here, e.g., {[rep1], [rep2], [rep3]} + 0.2, {DataFile('fcs', [stem1011 'B4_P3.fcs'])}, DataFile('fcs', [stem1011 'C4_P3.fcs']); + 0.5, {DataFile('fcs', [stem1011 'B5_P3.fcs'])}, DataFile('fcs', [stem1011 'C4_P3.fcs']); + 1.0, {DataFile('fcs', [stem1011 'B6_P3.fcs'])}, DataFile('fcs', [stem1011 'C4_P3.fcs']); + 2.0, {DataFile('fcs', [stem1011 'B7_P3.fcs'])}, DataFile('fcs', [stem1011 'C4_P3.fcs']); + 5.0, {DataFile('fcs', [stem1011 'B8_P3.fcs'])}, DataFile('fcs', [stem1011 'C4_P3.fcs']); + 10.0, {DataFile('fcs', [stem1011 'B9_P3.fcs'])}, DataFile('fcs', [stem1011 'C4_P3.fcs']); + }; + +bad_file_pairs_tc2 = {... + {DataFile('fcs', [stem1011 'B3_P3.fcs'])}; % Replicates go here, e.g., {[rep1], [rep2], [rep3]} + {DataFile('fcs', [stem1011 'B4_P3.fcs'])}; + {DataFile('fcs', [stem1011 'B5_P3.fcs'])}; + {DataFile('fcs', [stem1011 'B6_P3.fcs'])}; + {DataFile('fcs', [stem1011 'B7_P3.fcs'])}; + {DataFile('fcs', [stem1011 'B8_P3.fcs'])}; + {DataFile('fcs', [stem1011 'B9_P3.fcs'])}; + }; + +good_file_pairs_tc = {... + 0.1, {DataFile('fcs', [stem1011 'B3_P3.fcs'])}; % Replicates go here, e.g., {[rep1], [rep2], [rep3]} + 0.2, {DataFile('fcs', [stem1011 'B4_P3.fcs'])}; + 0.5, {DataFile('fcs', [stem1011 'B5_P3.fcs'])}; + 1.0, {DataFile('fcs', [stem1011 'B6_P3.fcs'])}; + 2.0, {DataFile('fcs', [stem1011 'B7_P3.fcs'])}; + 5.0, {DataFile('fcs', [stem1011 'B8_P3.fcs'])}; + 10.0, {DataFile('fcs', [stem1011 'B9_P3.fcs'])}; + }; + +% Execute the actual analysis to see if an error gets thrown +assertExceptionThrown(@()Experiment(experimentName,{inducer_name}, bad_file_pairs_tc1), 'TASBE:Experiment:DimensionMismatch', 'No error was raised.'); +assertExceptionThrown(@()Experiment(experimentName,{inducer_name}, bad_file_pairs_tc2), 'TASBE:Experiment:DimensionMismatch', 'No error was raised.'); + +% PLUS MINUS ANALYSIS +CM = load_or_make_testing_colormodel(); + +% set up metadata +experimentName = 'LacI Transfer Curve'; +device_name = 'LacI-CAGop'; +inducer_name = '100xDox'; + +% Configure the analysis +% Analyze on a histogram of 10^[first] to 10^[third] ERF, with bins every 10^[second] +bins = BinSequence(4,0.1,10,'log_bins'); + +% Designate which channels have which roles +input = channel_named(CM, 'EBFP2'); +output = channel_named(CM, 'EYFP'); +constitutive = channel_named(CM, 'mKate'); +AP = AnalysisParameters(bins,{'input',input; 'output',output; 'constitutive' constitutive}); +% Ignore any bins with less than valid count as noise +AP=setMinValidCount(AP,100'); +% Ignore any raw fluorescence values less than this threshold as too contaminated by instrument noise +AP=setPemDropThreshold(AP,5'); +% Add autofluorescence back in after removing for compensation? +AP=setUseAutoFluorescence(AP,false'); + +% Make a faulty map of the batches of plus/minus comparisons to test +% This analysis supports two variables: a +/- variable and a "tuning" variable +stem1011 = '../TASBEFlowAnalytics-Tutorial/example_assay/LacI-CAGop_'; +bad_file_pairs_pm1 = {... + {'Lows';'BaseDox';{'+', '-'}; + % First set is the matching "plus" conditions + {0.1, {DataFile('fcs', [stem1011 'B9_P3.fcs'])}, DataFile('fcs', [stem1011 'B9_P3.fcs']); % Replicates go here, e.g., {[rep1], [rep2], [rep3]} + 0.2, {DataFile('fcs', [stem1011 'B10_P3.fcs'])}, DataFile('fcs', [stem1011 'B9_P3.fcs'])}; + % Second set is the matching "minus" conditions + {0.1, {DataFile('fcs', [stem1011 'B3_P3.fcs'])}, DataFile('fcs', [stem1011 'B9_P3.fcs']); + 0.2, {DataFile('fcs', [stem1011 'B4_P3.fcs'])}, DataFile('fcs', [stem1011 'B9_P3.fcs'])}}; + {'Highs';'BaseDox';{'+', '-'}; + {10, {DataFile('fcs', [stem1011 'C3_P3.fcs'])}, DataFile('fcs', [stem1011 'B9_P3.fcs']); + 20, {DataFile('fcs', [stem1011 'C4_P3.fcs'])}, DataFile('fcs', [stem1011 'B9_P3.fcs'])}; + {10, {DataFile('fcs', [stem1011 'B9_P3.fcs'])}, DataFile('fcs', [stem1011 'B9_P3.fcs']); + 20, {DataFile('fcs', [stem1011 'B10_P3.fcs'])}, DataFile('fcs', [stem1011 'B9_P3.fcs'])}}; + }; + +bad_file_pairs_pm2 = {... + {'Lows';'BaseDox';{'+', '-'}; + % First set is the matching "plus" conditions + {{DataFile('fcs', [stem1011 'B9_P3.fcs'])}; % Replicates go here, e.g., {[rep1], [rep2], [rep3]} + {DataFile('fcs', [stem1011 'B10_P3.fcs'])}}; + % Second set is the matching "minus" conditions + {{DataFile('fcs', [stem1011 'B3_P3.fcs'])}; + {DataFile('fcs', [stem1011 'B4_P3.fcs'])}}}; + {'Highs';'BaseDox';{'+', '-'}; + {{DataFile('fcs', [stem1011 'C3_P3.fcs'])}; + {DataFile('fcs', [stem1011 'C4_P3.fcs'])}}; + {{DataFile('fcs', [stem1011 'B9_P3.fcs'])}; + {DataFile('fcs', [stem1011 'B10_P3.fcs'])}}}; + }; + +bad_file_pairs_pm3 = {... + {'Lows';'BaseDox';{'+', '-'};'Extra'; + % First set is the matching "plus" conditions + {0.1, {DataFile('fcs', [stem1011 'B9_P3.fcs'])}; % Replicates go here, e.g., {[rep1], [rep2], [rep3]} + 0.2, {DataFile('fcs', [stem1011 'B10_P3.fcs'])}}; + % Second set is the matching "minus" conditions + {0.1, {DataFile('fcs', [stem1011 'B3_P3.fcs'])}; + 0.2, {DataFile('fcs', [stem1011 'B4_P3.fcs'])}}}; + {'Highs';'BaseDox';{'+', '-'};'Extra'; + {10, {DataFile('fcs', [stem1011 'C3_P3.fcs'])}; + 20, {DataFile('fcs', [stem1011 'C4_P3.fcs'])}}; + {10, {DataFile('fcs', [stem1011 'B9_P3.fcs'])}; + 20, {DataFile('fcs', [stem1011 'B10_P3.fcs'])}}}; + }; + +% Can become good if batch_names match: +bad_file_pairs_pm4 = {... + {'Lows';'BaseDox';{'+', '-'}; + % First set is the matching "plus" conditions + {0.1, {DataFile('fcs', [stem1011 'B9_P3.fcs'])}; % Replicates go here, e.g., {[rep1], [rep2], [rep3]} + 0.2, {DataFile('fcs', [stem1011 'B10_P3.fcs'])}}; + % extra set + {0.1, {DataFile('fcs', [stem1011 'B9_P3.fcs'])}; + 0.2, {DataFile('fcs', [stem1011 'B10_P3.fcs'])}}; + % Second set is the matching "minus" conditions + {0.1, {DataFile('fcs', [stem1011 'B3_P3.fcs'])}; + 0.2, {DataFile('fcs', [stem1011 'B4_P3.fcs'])}}}; + {'Highs';'BaseDox';{'+', '-'}; + {10, {DataFile('fcs', [stem1011 'C3_P3.fcs'])}; + 20, {DataFile('fcs', [stem1011 'C4_P3.fcs'])}}; + {0.1, {DataFile('fcs', [stem1011 'B9_P3.fcs'])}; + 0.2, {DataFile('fcs', [stem1011 'B10_P3.fcs'])}}; + {10, {DataFile('fcs', [stem1011 'B9_P3.fcs'])}; + 20, {DataFile('fcs', [stem1011 'B10_P3.fcs'])}}}; + }; + +good_file_pairs_pm1 = {... + {'Lows';'BaseDox';{'+', '-'}; + % First set is the matching "plus" conditions + {0.1, {DataFile('fcs', [stem1011 'B9_P3.fcs'])}; % Replicates go here, e.g., {[rep1], [rep2], [rep3]} + 0.2, {DataFile('fcs', [stem1011 'B10_P3.fcs'])}}; + % Second set is the matching "minus" conditions + {0.1, {DataFile('fcs', [stem1011 'B3_P3.fcs'])}; + 0.2, {DataFile('fcs', [stem1011 'B4_P3.fcs'])}}}; + {'Highs';'BaseDox';{'+', '-'}; + {10, {DataFile('fcs', [stem1011 'C3_P3.fcs'])}; + 20, {DataFile('fcs', [stem1011 'C4_P3.fcs'])}}; + {10, {DataFile('fcs', [stem1011 'B9_P3.fcs'])}; + 20, {DataFile('fcs', [stem1011 'B10_P3.fcs'])}}}; + }; + +good_file_pairs_pm2 = {... + {'Lows';'BaseDox';{'+', '-'}; + % First set is the matching "plus" conditions + {0.1, {DataFile('fcs', [stem1011 'B9_P3.fcs'])}; % Replicates go here, e.g., {[rep1], [rep2], [rep3]} + 0.2, {DataFile('fcs', [stem1011 'B10_P3.fcs'])}}; + % Second set is the matching "minus" conditions + {0.1, {DataFile('fcs', [stem1011 'B3_P3.fcs'])}; + 0.2, {DataFile('fcs', [stem1011 'B4_P3.fcs'])}}}; + {'Highs';'BaseDox';{'+', '-'}; + {10, {DataFile('fcs', [stem1011 'C3_P3.fcs'])}; + 20, {DataFile('fcs', [stem1011 'C4_P3.fcs'])}}; + {10, {DataFile('fcs', [stem1011 'B9_P3.fcs'])}; + 20, {DataFile('fcs', [stem1011 'B10_P3.fcs'])}}}; + {'Extra';'BaseDox';{'+', '-'}; + {10, {DataFile('fcs', [stem1011 'C3_P3.fcs'])}; + 20, {DataFile('fcs', [stem1011 'C4_P3.fcs'])}}; + {10, {DataFile('fcs', [stem1011 'B9_P3.fcs'])}; + 20, {DataFile('fcs', [stem1011 'B10_P3.fcs'])}}}; + }; + +% Good if batch_names contains three elements +good_file_pairs_pm3 = {... + {'Lows';'BaseDox';{'+', '-', 'extra'}; + % First set is the matching "plus" conditions + {0.1, {DataFile('fcs', [stem1011 'B9_P3.fcs'])}; % Replicates go here, e.g., {[rep1], [rep2], [rep3]} + 0.2, {DataFile('fcs', [stem1011 'B10_P3.fcs'])}}; + % extra set + {0.1, {DataFile('fcs', [stem1011 'B9_P3.fcs'])}; + 0.2, {DataFile('fcs', [stem1011 'B10_P3.fcs'])}}; + % Second set is the matching "minus" conditions + {0.1, {DataFile('fcs', [stem1011 'B3_P3.fcs'])}; + 0.2, {DataFile('fcs', [stem1011 'B4_P3.fcs'])}}}; + {'Highs';'BaseDox';{'+', '-', 'extra'}; + {10, {DataFile('fcs', [stem1011 'C3_P3.fcs'])}; + 20, {DataFile('fcs', [stem1011 'C4_P3.fcs'])}}; + {0.1, {DataFile('fcs', [stem1011 'B9_P3.fcs'])}; + 0.2, {DataFile('fcs', [stem1011 'B10_P3.fcs'])}}; + {10, {DataFile('fcs', [stem1011 'B9_P3.fcs'])}; + 20, {DataFile('fcs', [stem1011 'B10_P3.fcs'])}}}; + }; + +% Execute the actual analysis to see if an error gets thrown +assertExceptionThrown(@()process_plusminus_batch( CM, bad_file_pairs_pm1, AP), 'TASBE:Analysis:ColumnDimensionMismatch', 'No error was raised.'); +assertExceptionThrown(@()process_plusminus_batch( CM, bad_file_pairs_pm2, AP), 'TASBE:Analysis:ColumnDimensionMismatch', 'No error was raised.'); +assertExceptionThrown(@()process_plusminus_batch( CM, bad_file_pairs_pm3, AP), 'TASBE:Analysis:SetDimensionMismatch', 'No error was raised.'); +assertExceptionThrown(@()process_plusminus_batch( CM, bad_file_pairs_pm4, AP), 'TASBE:Analysis:SetDimensionMismatch', 'No error was raised.'); +end diff --git a/tests/test_TASBEConfig.m b/tests/test_TASBEConfig.m new file mode 100644 index 00000000..dd2f41bf --- /dev/null +++ b/tests/test_TASBEConfig.m @@ -0,0 +1,168 @@ +function test_suite = test_TASBEConfig + TASBEConfig.checkpoint('test'); + try % assignment of 'localfunctions' is necessary in Matlab >= 2016 + test_functions=localfunctions(); + catch % no problem; early Matlab versions can use initTestSuite fine + end + initTestSuite; + +function test_config + +assert(TASBEConfig.isSet('foo') == false); + +missingError = false; +try + TASBEConfig.getexact('foo.bar.baz.qux') + missingError = true; +catch e % error is expected +end +if missingError, error('Should have failed on missing preference'); end; + +assert(TASBEConfig.getexact('foo.bar.baz.qux',1) == 1); +log = TASBESession.list(); +assertEqual(log{end}.contents{end}.name, 'UnknownSetting'); +assert(TASBEConfig.getexact('foo.bar.baz.qux') == 1); + +assert(TASBEConfig.getexact('foo.bar.baz.qux',2) == 1); +assert(TASBEConfig.get('foo.bar.baz.qux') == 1); + +assert(TASBEConfig.set('foo.bar.baz.qux',3) == 3); +assert(TASBEConfig.get('foo.bar.baz.qux') == 3); + +assert(TASBEConfig.list.foo.bar.baz.qux == 3); + +try + TASBEConfig.getexact('calibration.plotPath'); + missingError = true; +catch e % error is expected +end +if missingError, error('Should have failed on missing preference'); end; + +TASBEConfig.set('plots.plotPath','plots/'); +assert(strcmp(TASBEConfig.get('calibration.plotPath'),'plots/')); + +assert(TASBEConfig.isSet('foo') == true); +TASBEConfig.clear('foo'); +assert(TASBEConfig.isSet('foo') == false); + +try + TASBEConfig.get('foo') + missingError = true; +catch e % error is expected +end +if missingError, error('Should have failed on missing preference'); end; + +try + TASBEConfig.list.foo.bar.baz.qux + missingError = true; +catch e % error is expected +end +if missingError, error('Should have failed on missing preference'); end; + +%%%% +% Now test checkpointing +assert(TASBEConfig.isSet('foo') == false); +[c, l] = TASBEConfig.checkpoints(); +assert(strcmp(c,'test') && numel(l)==2 && strcmp(l{1},'test') && strcmp(l{2},'init')); + +TASBEConfig.checkpoint('one'); +TASBEConfig.set('foo',2); +assert(TASBEConfig.get('foo')==2); +[c, l] = TASBEConfig.checkpoints(); +assert(strcmp(c,'one') && numel(l)==3 && strcmp(l{1},'one') && strcmp(l{2},'test') && strcmp(l{3},'init')); + + +TASBEConfig.checkpoint('two'); +TASBEConfig.set('foo',3); +assert(TASBEConfig.get('foo')==3); +[c, l] = TASBEConfig.checkpoints(); +assert(strcmp(c,'two') && numel(l)==4 && strcmp(l{1},'two') && strcmp(l{2},'one') && strcmp(l{3},'test') && strcmp(l{4},'init')); + +TASBEConfig.checkpoint('two'); +TASBEConfig.clear('foo'); +assert(TASBEConfig.isSet('foo')==false); +[c, l] = TASBEConfig.checkpoints(); +assert(strcmp(c,'two') && numel(l)==4 && strcmp(l{1},'two') && strcmp(l{2},'one') && strcmp(l{3},'test') && strcmp(l{4},'init')); + +TASBEConfig.checkpoint('two'); +assert(TASBEConfig.get('foo')==2); +[c, l] = TASBEConfig.checkpoints(); +assert(strcmp(c,'two') && numel(l)==4 && strcmp(l{1},'two') && strcmp(l{2},'one') && strcmp(l{3},'test') && strcmp(l{4},'init')); + +TASBEConfig.checkpoint('one'); +assert(TASBEConfig.isSet('foo')==false); +[c, l] = TASBEConfig.checkpoints(); +assert(strcmp(c,'one') && numel(l)==3 && strcmp(l{1},'one') && strcmp(l{2},'test') && strcmp(l{3},'init')); + +TASBEConfig.set('foo',5); +assert(TASBEConfig.get('foo')==5); + +TASBEConfig.checkpoint('one'); +assert(TASBEConfig.isSet('foo')==false); +[c, l] = TASBEConfig.checkpoints(); +assert(strcmp(c,'one') && numel(l)==3 && strcmp(l{1},'one') && strcmp(l{2},'test') && strcmp(l{3},'init')); + +TASBEConfig.checkpoint('test'); +assert(TASBEConfig.isSet('foo')==false); +[c, l] = TASBEConfig.checkpoints(); +assert(strcmp(c,'test') && numel(l)==2 && strcmp(l{1},'test') && strcmp(l{2},'init')); + + +function test_config_serialization + +output = TASBEConfig.to_json(); +splitout = strsplit(output,'\n'); + +targets = { + '"heatmapPlotType": "image",'; + '"beadChannel": "FITC",'; + }; + +for i=1:numel(targets), + found = false; + for j=1:numel(splitout) + if(strcmp(strtrim(splitout{j}),targets{i})), + % fprintf('Found target: %s\n',targets{i}); + found = true; + break; + end; + end + assert(found); +end + + + +function test_config_read + +TASBEConfig.checkpoint('test'); + +% set up some scratch values +TASBEConfig.set('foo.bar',1); +TASBEConfig.set('foo.baz',2); +TASBEConfig.set('foo.qux',3); +TASBEConfig.set('bar.qux','quux'); +TASBEConfig.set('baz','qux'); +TASBEConfig.set('another',7); + +% save the old values to JSON +old = TASBEConfig.to_json(); + +% load JSON to replace some of the scratch values +json = '{ "foo": { "bar": 4, "qux": 5 }, "bar": {"qux": 6}, "baz":"replaced"}'; +TASBEConfig.load_from_json(json); +% confirm replacements +assertEqual(TASBEConfig.get('foo.bar'),4); +assertEqual(TASBEConfig.get('foo.baz'),2); +assertEqual(TASBEConfig.get('foo.qux'),5); +assertEqual(TASBEConfig.get('bar.qux'),6); +assertEqual(TASBEConfig.get('baz'),'replaced'); +assertEqual(TASBEConfig.get('another'),7); + +% reload old values from JSON and confirm: +TASBEConfig.load_from_json(old); +assertEqual(TASBEConfig.get('foo.bar'),1); +assertEqual(TASBEConfig.get('foo.baz'),2); +assertEqual(TASBEConfig.get('foo.qux'),3); +assertEqual(TASBEConfig.get('bar.qux'),'quux'); +assertEqual(TASBEConfig.get('baz'),'qux'); +assertEqual(TASBEConfig.get('another'),7); diff --git a/tests/test_autogating.m b/tests/test_autogating.m new file mode 100644 index 00000000..2c70d8cc --- /dev/null +++ b/tests/test_autogating.m @@ -0,0 +1,105 @@ +function test_suite = test_autogating + TASBEConfig.checkpoint('test'); + try % assignment of 'localfunctions' is necessary in Matlab >= 2016 + test_functions=localfunctions(); + catch % no problem; early Matlab versions can use initTestSuite fine + end + initTestSuite; + +function test_autogate +TASBEConfig.checkpoint('test'); +TASBEConfig.set('gating.plotPath','/tmp/plots'); + +stem0312 = '../TASBEFlowAnalytics-Tutorial/example_controls/2012-03-12_'; +blankfile = DataFile('fcs', [stem0312 'blank_P3.fcs']); + +% Autodetect gating with an N-dimensional gaussian-mixture-model +TASBEConfig.set('gating.channelNames',{'FSC-A','SSC-A'}); +gate = GMMGating(blankfile); + +gate = struct(gate); + +assertEqual(gate.selected_components, 1); + +expected_mu = [5.1117 3.4087; 4.5555 3.3427]; +GDS = struct(gate.distribution); +assertElementsAlmostEqual(GDS.mu,expected_mu,'absolute',0.01); + +expected_sigma(:,:,1) = [0.0130 0.0149; 0.0149 0.0328]; +expected_sigma(:,:,2) = [0.2053 0.0548; 0.0548 0.0515]; +assertElementsAlmostEqual(GDS.Sigma,expected_sigma,'absolute',0.01); + + +function test_autogate_forcing +TASBEConfig.checkpoint('test'); +TASBEConfig.set('gating.plotPath','/tmp/plots'); + +stem0312 = '../TASBEFlowAnalytics-Tutorial/example_controls/2012-03-12_'; +blankfile = DataFile('fcs', [stem0312 'blank_P3.fcs']); + +% Autodetect gating with an N-dimensional gaussian-mixture-model +TASBEConfig.set('gating.channelNames',{'FSC-A','SSC-A'}); +TASBEConfig.set('gating.selectedComponentLocations',[4.5 3.3]); +gate = GMMGating(blankfile); + +gate = struct(gate); + +assertEqual(gate.selected_components, 2); + +expected_mu = [5.1117 3.4087; 4.5555 3.3427]; +GDS = struct(gate.distribution); +assertElementsAlmostEqual(GDS.mu,expected_mu,'absolute',0.01); + +expected_sigma(:,:,1) = [0.0130 0.0149; 0.0149 0.0328]; +expected_sigma(:,:,2) = [0.2053 0.0548; 0.0548 0.0515]; +assertElementsAlmostEqual(GDS.Sigma,expected_sigma,'absolute',0.01); + + +function test_6D_autogate +TASBEConfig.checkpoint('test'); +TASBEConfig.set('gating.plotPath','/tmp/plots'); + +stem0312 = '../TASBEFlowAnalytics-Tutorial/example_controls/2012-03-12_'; +blankfile = DataFile('fcs', [stem0312 'blank_P3.fcs']); + +% Autodetect gating with an N-dimensional gaussian-mixture-model +TASBEConfig.set('gating.channelNames',{'FSC-A','SSC-A','FSC-H','SSC-H','FSC-W','SSC-W'}); +gate = GMMGating(blankfile); + +[~,fcshdr,data] = fca_readfcs([stem0312 'EYFP_P3.fcs']); +% make sure it can apply properly, without errors +gated_data = applyFilter(gate,fcshdr,data); + +assertElementsAlmostEqual(size(data,1),52093); +assertElementsAlmostEqual(size(gated_data,1),24161,'relative',0.01); + +gate = struct(gate); + +assertEqual(gate.selected_components, 1); +assertEqual(gate.channel_names,{'FSC-A' 'SSC-A' 'FSC-H' 'SSC-H' 'FSC-W' 'SSC-W'}); + +expected_mu = [... + 5.1022 3.3902 5.1184 3.2685 4.8002 4.9382; + 4.7724 3.4450 4.7893 3.2905 4.7996 4.9710; + ]; +GDS = struct(gate.distribution); +assertElementsAlmostEqual(GDS.mu,expected_mu,'absolute',0.01); + +expected_sigma(:,:,1) = [... + 0.0148 0.0161 0.0101 0.0126 0.0047 0.0034 + 0.0161 0.0319 0.0099 0.0271 0.0062 0.0047 + 0.0101 0.0099 0.0076 0.0080 0.0025 0.0019 + 0.0126 0.0271 0.0080 0.0240 0.0046 0.0031 + 0.0047 0.0062 0.0025 0.0046 0.0021 0.0016 + 0.0034 0.0047 0.0019 0.0031 0.0016 0.0016 + ]; +expected_sigma(:,:,2) = [... + 0.2258 0.0714 0.1925 0.0457 0.0333 0.0257 + 0.0714 0.0488 0.0595 0.0402 0.0119 0.0086 + 0.1925 0.0595 0.1673 0.0398 0.0252 0.0197 + 0.0457 0.0402 0.0398 0.0380 0.0059 0.0022 + 0.0333 0.0119 0.0252 0.0059 0.0081 0.0060 + 0.0257 0.0086 0.0197 0.0022 0.0060 0.0064 + ]; +assertElementsAlmostEqual(GDS.Sigma,expected_sigma,'absolute',0.01); + diff --git a/tests/test_batchAnalysisOutput.m b/tests/test_batchAnalysisOutput.m new file mode 100644 index 00000000..09ada0eb --- /dev/null +++ b/tests/test_batchAnalysisOutput.m @@ -0,0 +1,235 @@ +function test_suite = test_batchAnalysisOutput + TASBEConfig.checkpoint('test'); + try % assignment of 'localfunctions' is necessary in Matlab >= 2016 + test_functions=localfunctions(); + catch % no problem; early Matlab versions can use initTestSuite fine + end + initTestSuite; + +function test_batchAnalysisEndtoend + +TASBEConfig.set('flow.outputPointCloud','true'); +TASBEConfig.set('flow.pointCloudPath','/tmp/CSV/'); +TASBEConfig.set('flow.onThreshold', 10^4); + +CM = load_or_make_testing_colormodel(); +stem1011 = '../TASBEFlowAnalytics-Tutorial/example_assay/LacI-CAGop_'; + +% set up metadata +experimentName = 'LacI Transfer Curve'; + +% create default filenames based on experiment name +baseName = ['/tmp/' regexprep(experimentName,' ','_')]; + +% Configure the analysis +% Analyze on a histogram of 10^[first] to 10^[third] ERF, with bins every 10^[second] +bins = BinSequence(4,0.1,10,'log_bins'); + +% Designate which channels have which roles +AP = AnalysisParameters(bins,{}); +% Ignore any bins with less than valid count as noise +AP=setMinValidCount(AP,100'); +% Ignore any raw fluorescence values less than this threshold as too contaminated by instrument noise +AP=setPemDropThreshold(AP,5'); +% Add autofluorescence back in after removing for compensation? +AP=setUseAutoFluorescence(AP,false'); + +% Make a map of condition names to file sets +file_pairs = {... + 'Dox 0.1/0.2', {DataFile('fcs', [stem1011 'B3_P3.fcs']), DataFile('fcs', [stem1011 'B4_P3.fcs'])}; % Replicates go here, e.g., {[rep1], [rep2], [rep3]} + 'Dox 0.5/1.0', {DataFile('fcs', [stem1011 'B5_P3.fcs']), DataFile('fcs', [stem1011 'B6_P3.fcs'])}; + 'Dox 2.0/5.0', {DataFile('fcs', [stem1011 'B7_P3.fcs']), DataFile('fcs', [stem1011 'B8_P3.fcs'])}; +% Remove these to let it be faster: +% 'Dox 10.0/20.0', {[stem1011 'B9_B09_P3.fcs'], [stem1011 'B10_B10_P3.fcs']}; +% 'Dox 50.0/100.0', {[stem1011 'B11_B11_P3.fcs'], [stem1011 'B12_B12_P3.fcs']}; +% 'Dox 200.0/500.0', {[stem1011 'C1_C01_P3.fcs'], [stem1011 'C2_C02_P3.fcs']}; +% 'Dox 1000.0/2000.0', {[stem1011 'C3_C03_P3.fcs'], [stem1011 'C4_C04_P3.fcs']}; + }; + +n_conditions = size(file_pairs,1); + +% Execute the actual analysis +TASBEConfig.set('OutputSettings.StemName','LacI-CAGop'); +[results, sampleresults] = per_color_constitutive_analysis(CM,file_pairs,{'EBFP2','EYFP','mKate'},AP); + +% Make output plots +TASBEConfig.set('plots.plotPath','/tmp/plots'); +TASBEConfig.set('OutputSettings.FixedInputAxis',[1e4 1e10]); +plot_batch_histograms(results,sampleresults,CM,{'b','y','r'}); + +% Make output plots without linespecs +TASBEConfig.set('plots.plotPath','/tmp/plots2'); +TASBEConfig.set('OutputSettings.FixedInputAxis',[1e4 1e10]); +plot_batch_histograms(results,sampleresults,CM); + +save('/tmp/LacI-CAGop-batch.mat','AP','bins','file_pairs','results','sampleresults'); + +TASBEConfig.set('flow.outputPointCloud','false'); + +% Test serializing the output +[statisticsFile, histogramFile] = serializeBatchOutput(file_pairs, CM, AP, sampleresults); + +% Read the files into matlab tables +if (is_octave) + statsTable = csv2cell(statisticsFile); + histTable = csv2cell(histogramFile); + statsCell = statsTable(2:end,:); + histCell = histTable(2:end,:); +else + statsTable = readtable(statisticsFile); + histTable = readtable(histogramFile); + statsCell = table2cell(statsTable); + histCell = table2cell(histTable); +end + +% Split the stats table +geoMeans = statsCell(:,5:7); +geoStdDevs = statsCell(:,8:10); +gmmMeans = statsCell(:,11:16); +gmmStds = statsCell(:,17:22); +gmmWeights = statsCell(:,23:28); +onFracs = statsCell(:,29); +offFracs = statsCell(:,30); + +% Check on/off frac mean and std values +assertElementsAlmostEqual(round(results{1}.on_fracMean.*10000)./10000, 0.5791, 'relative', 1e-2); +assertElementsAlmostEqual(round(results{1}.off_fracMean.*10000)./10000, 0.4209, 'relative', 1e-2); +assertElementsAlmostEqual(round(results{1}.on_fracStd.*10000)./10000, 0.0038, 'relative', 1e-2); +assertElementsAlmostEqual(round(results{1}.off_fracStd.*10000)./10000, 0.0038, 'relative', 1e-2); + +% Split the hist table +binCounts = histCell(:,3:5); + +% Strip out the padding put into the sampleIds, means, and stdDevs +sampleIDListWithPadding = statsCell(:,1); +sampleIDs = sampleIDListWithPadding(find(~cellfun(@isempty,sampleIDListWithPadding))); + + +%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% +% Check results in CSV files: + +% The first five rows should be enough to verify writing the histogram file +% correctly. +expected_bincounts = [... + 6799 637 36; % clipped by the drop threshold + 8012 2732 2696; + 8780 3327 2638; + 8563 4637 2632; + 7622 4623 3741; + ]; + +% Means and stddevs tests writing the statistics file correctly. +expected_means = [... + 22170 260800 429100 + 22200 260700 426500 + 22110 269300 444900 + 22050 271400 454400 + 22160 262600 450600 + 22550 260800 448200 + 22820 266800 445000 + 25400 268800 460800 + 37920 253000 482200 + 48930 242800 492200 + 69260 220000 486300 + 109400 182500 592500 + 159100 160100 697900 + 194800 146800 772000 + ]; + +expected_stds = [... + 1.601 6.611 7.921 + 1.600 6.702 7.942 + 1.599 6.710 7.944 + 1.603 6.746 8.014 + 1.604 6.599 7.922 + 1.643 6.641 8.080 + 1.703 6.595 7.936 + 1.992 6.613 8.106 + 3.057 6.308 8.224 + 3.688 6.028 8.242 + 4.508 5.731 8.056 + 5.283 5.163 8.538 + 5.603 4.613 8.392 + 5.578 4.301 8.263 + ]; + +expected_gmm_means = 10.^[... + 4.2543 4.2543 4.6200 5.9921 4.6817 6.0832; % row 1 + ]; + +expected_gmm_stds = 10.^[... + 0.0692 0.0692 0.0783 0.3112 0.0900 0.5154; % row 1 + ]; + +expected_gmm_weights = [... + 0.5000 0.5000 0.4195 0.5805 0.3215 0.6785; % row 1 + ]; + +expected_on_fracs = [... + 0.5818 + 0.5764 + 0.5793 + 0.5770 + 0.5815 + 0.5838 + ]; + +expected_off_fracs = [... + 0.4182 + 0.4236 + 0.4207 + 0.4230 + 0.4185 + 0.4162 + ]; + +assertEqual(numel(sampleIDs), 3); +%assertEqual(numel(sampleIDs), 7); + +% spot-check names +assertEqual(sampleIDs{1}, 'Dox 0.1/0.2'); +assertEqual(sampleIDs{3}, 'Dox 2.0/5.0'); +%assertEqual(sampleIDs{7}, 'Dox 1000.0/2000.0'); + +% spot-check first five rows of binCounts +assertElementsAlmostEqual(cell2mat(binCounts(1:5,:)), expected_bincounts, 'relative', 2e-2); + +% spot-check geo means and geo std devs. +for i=1:6, % was 7 + assertElementsAlmostEqual(cell2mat(geoMeans(i,:)), expected_means(i,:), 'relative', 1e-2); + assertElementsAlmostEqual(cell2mat(geoStdDevs(i,:)), expected_stds(i,:), 'relative', 1e-2); +end + +% spot check Gaussian Mixture Model materials: +assertElementsAlmostEqual(cell2mat(gmmMeans(1,:)), expected_gmm_means, 'relative', 1e-2); +assertElementsAlmostEqual(cell2mat(gmmStds(1,:)), expected_gmm_stds, 'relative', 1e-2); +assertElementsAlmostEqual(cell2mat(gmmWeights(1,:)), expected_gmm_weights, 'relative', 1e-2); +assertElementsAlmostEqual(cell2mat(onFracs), expected_on_fracs, 'relative', 1e-2); +assertElementsAlmostEqual(cell2mat(offFracs), expected_off_fracs, 'relative', 1e-2); + +% Check the first five rows of the first point cloud file +expected_pointCloud = [... + 42801.34 40500.46 33567.67 + 2456.10 42822.39 1039.11 + 70903.34 68176.25 20623.25 + 2830130.69 17561178.05 1039.11 + 8742.07 2238.27 1039.11 + ]; + +% The first point cloud file: /tmp/LacI-CAGop_B3_B03_P3_PointCloud.csv +firstPointCloudFile = '/tmp/CSV/LacI-CAGop_B3_P3_PointCloud.csv'; + +% Read the point cloud into matlab tables +if (is_octave) + cloudTable = csv2cell(firstPointCloudFile); + cloudCell = cloudTable(2:end,:); +else + cloudTable = readtable(firstPointCloudFile); + cloudCell = table2cell(cloudTable); +end + +% Split the cloud table +points = cloudCell(1:5,:); + +% spot-check first five rows of binCounts +assertElementsAlmostEqual(cell2mat(points), expected_pointCloud, 'relative', 1e-2); \ No newline at end of file diff --git a/tests/test_batch_analysis.m b/tests/test_batch_analysis.m new file mode 100644 index 00000000..6fe26398 --- /dev/null +++ b/tests/test_batch_analysis.m @@ -0,0 +1,558 @@ +function test_suite = test_batch_analysis + TASBEConfig.checkpoint('test'); + try % assignment of 'localfunctions' is necessary in Matlab >= 2016 + test_functions=localfunctions(); + catch % no problem; early Matlab versions can use initTestSuite fine + end + initTestSuite; + +function test_batch_analysis_endtoend + +CM = load_or_make_testing_colormodel(); +stem1011 = '../TASBEFlowAnalytics-Tutorial/example_assay/LacI-CAGop_'; + +% set up metadata +experimentName = 'LacI Transfer Curve'; + +% Configure the analysis +% Analyze on a histogram of 10^[first] to 10^[third] ERF, with bins every 10^[second] +bins = BinSequence(4,0.1,10,'log_bins'); + +% Designate which channels have which roles +AP = AnalysisParameters(bins,{}); +% Ignore any bins with less than valid count as noise +AP=setMinValidCount(AP,100'); +% Ignore any raw fluorescence values less than this threshold as too contaminated by instrument noise +AP=setPemDropThreshold(AP,5'); +% Add autofluorescence back in after removing for compensation? +AP=setUseAutoFluorescence(AP,false'); + +% Make a map of condition names to file sets +file_pairs = {... + 'Dox 0.1', {[stem1011 'B3_P3.fcs']}; % Replicates go here, e.g., {[rep1], [rep2], [rep3]} + 'Dox 0.2', {[stem1011 'B4_P3.fcs']}; % first couple are just strings to test implicit conversion + 'Dox 0.5', {DataFile('fcs', [stem1011 'B5_P3.fcs'])}; + 'Dox 1.0', {DataFile('fcs', [stem1011 'B6_P3.fcs'])}; + 'Dox 2.0', {DataFile('fcs', [stem1011 'B7_P3.fcs'])}; + 'Dox 5.0', {DataFile('fcs', [stem1011 'B8_P3.fcs'])}; + 'Dox 10.0', {DataFile('fcs', [stem1011 'B9_P3.fcs'])}; + 'Dox 20.0', {DataFile('fcs', [stem1011 'B10_P3.fcs'])}; + 'Dox 50.0', {DataFile('fcs', [stem1011 'B11_P3.fcs'])}; + 'Dox 100.0', {DataFile('fcs', [stem1011 'B12_P3.fcs'])}; + 'Dox 200.0', {DataFile('fcs', [stem1011 'C1_P3.fcs'])}; + 'Dox 500.0', {DataFile('fcs', [stem1011 'C2_P3.fcs'])}; + 'Dox 1000.0', {DataFile('fcs', [stem1011 'C3_P3.fcs'])}; + 'Dox 2000.0', {DataFile('fcs', [stem1011 'C4_P3.fcs'])}; + }; + +n_conditions = size(file_pairs,1); + +% Execute the actual analysis +TASBEConfig.set('OutputSettings.StemName','LacI-CAGop'); +[results, sampleresults] = per_color_constitutive_analysis(CM,file_pairs,{'EBFP2','EYFP','mKate'},AP); + +% Make output plots +TASBEConfig.set('plots.plotPath','/tmp/plots'); +TASBEConfig.set('OutputSettings.FixedInputAxis',[1e4 1e10]); +plot_batch_histograms(results,sampleresults,CM,{'b','g','r'}); + +save('/tmp/LacI-CAGop-batch.mat','AP','bins','file_pairs','results','sampleresults'); + +%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% +% Check results in results: + +result1_expected_bincounts = [... + 6806 637 0; % clipped by the drop threshold + 8017 2753 2706; + 8782 3323 2637; + 8558 4640 2623; + 7617 4624 3739; + 6343 5595 4714; + 3931 5937 5304; + 1817 6282 5434; + 511 5747 5801; + 124 4272 4683; + 0 3097 4012; + 0 2284 3469; + 0 2340 2917; + 0 2545 3200; + 0 2845 3612; + 0 3390 3985; + 0 3755 4034; + 0 4031 3985; + 0 4246 4135; + 0 4436 4179; + 0 4502 4199; + 0 4289 4095; + 0 4007 3890; + 0 3630 3817; + 0 3244 3685; + 0 2738 3509; + 0 2203 3248; + 0 1731 3032; + 0 1406 2598; + 0 989 2401; + 0 769 1920; + 0 493 1626; + 0 391 1353; + 0 214 995; + 0 150 808; + 0 101 634; + 0 0 428; + 0 0 272; + 0 0 176; + 0 0 122; + 0 0 0; + 0 0 0; + 0 0 0; + 0 0 0; + 0 0 0; + 0 0 0; + 0 0 0; + 0 0 0; + 0 0 0; + 0 0 0; + 0 0 0; + 0 0 0; + 0 0 0; + 0 0 0; + 0 0 0; + 0 0 0; + 0 0 0; + 0 0 0; + 0 0 0; + 0 0 0; + ]; + +result_expected_means = 1e5 * [... + 0.2214 2.5920 4.2576 + 0.2217 2.5773 4.2344 + 0.2201 2.6618 4.4116 + 0.2193 2.6768 4.4791 + 0.2202 2.5979 4.4447 + 0.2230 2.5794 4.4459 + 0.2246 2.6410 4.3857 + 0.2489 2.6600 4.5635 + 0.3723 2.5019 4.7657 + 0.4765 2.3962 4.8756 + 0.6809 2.1736 4.8155 + 1.0768 1.8055 5.8724 + 1.5798 1.5830 6.9178 + 1.9350 1.4546 7.6877 + ]; + +result_expected_stds = [... + 1.5964 6.5596 7.8289 + 1.5955 6.6127 7.8521 + 1.5856 6.6173 7.8504 + 1.5881 6.6379 7.8693 + 1.5876 6.5152 7.7858 + 1.6027 6.5557 7.9894 + 1.6348 6.5152 7.7879 + 1.8831 6.5316 7.9963 + 2.9448 6.2255 8.0919 + 3.5238 5.9371 8.1359 + 4.3923 5.6446 7.9458 + 5.1748 5.0904 8.4391 + 5.5515 4.5412 8.2867 + 5.5330 4.2440 8.2005 + ]; + +% Blue, Yellow, Red +result_expected1_gmm_means = [... + 4.2543 4.6200 4.6817 + 4.2543 5.9921 6.0832 + ]; +result_expected1_gmm_stds = [... + 0.0692 0.0783 0.0900 + 0.0692 0.3112 0.5154 + ]; +result_expected1_gmm_weights = [... + 0.5000 0.4195 0.3215 + 0.5000 0.5805 0.6785 + ]; + +result_expected14_gmm_means = [... + 4.3427 4.6252 4.7382 + 5.6856 5.5610 6.2619 + ]; +result_expected14_gmm_stds = [... + 0.0904 0.0804 0.1034 + 0.2825 0.2650 0.5099 + ]; +result_expected14_gmm_weights = [... + 0.3486 0.4211 0.2456 + 0.6514 0.5789 0.7544 + ]; + +assertEqual(numel(results), 14); + +% spot-check name, bincenter, bin-count +assertEqual(results{1}.condition, 'Dox 0.1'); +assertElementsAlmostEqual(log10(results{1}.bincenters([1 10 40 end])), [4.0500 4.9500 7.9500 9.9500], 'relative', 1e-2); +assertElementsAlmostEqual(results{1}.bincounts, result1_expected_bincounts, 'relative', 1e-2); + +assertEqual(results{14}.condition, 'Dox 2000.0'); +assertElementsAlmostEqual(log10(results{14}.bincenters([1 10 40 end])), [4.0500 4.9500 7.9500 9.9500], 'relative', 1e-2); + +for i=1:14, + assertElementsAlmostEqual(results{i}.means, result_expected_means(i,:), 'relative', 1e-2); + assertElementsAlmostEqual(results{i}.stds, result_expected_stds(i,:), 'relative', 1e-2); +end + +assertElementsAlmostEqual(results{1}.gmm_means, result_expected1_gmm_means, 'relative', 1e-2); +assertElementsAlmostEqual(results{1}.gmm_stds, result_expected1_gmm_stds, 'relative', 1e-2); +assertElementsAlmostEqual(results{1}.gmm_weights, result_expected1_gmm_weights, 'relative', 1e-2); +assertElementsAlmostEqual(results{14}.gmm_means, result_expected14_gmm_means, 'relative', 1e-2); +assertElementsAlmostEqual(results{14}.gmm_stds, result_expected14_gmm_stds, 'relative', 1e-2); +assertElementsAlmostEqual(results{14}.gmm_weights, result_expected14_gmm_weights, 'relative', 1e-2); + +% raw, filtered +firstlast_event_counts = [220379 183753; 161222 145854]; +firstlast_events_used = [52544 107765 118200; 102451 98339 118601]; +firstlast_events_outofrange = [108678 53457 43022; 43403 47515 27253]; +assertElementsAlmostEqual(results{1}.n_events, firstlast_event_counts(2,1), 'relative', 1e-2); +assertElementsAlmostEqual(results{14}.n_events, firstlast_event_counts(2,2), 'relative', 1e-2); +assertElementsAlmostEqual(results{1}.n_events_removed, firstlast_event_counts(1,1)-firstlast_event_counts(2,1), 'relative', 1e-2); +assertElementsAlmostEqual(results{14}.n_events_removed, firstlast_event_counts(1,2)-firstlast_event_counts(2,2), 'relative', 1e-2); +assertElementsAlmostEqual(results{1}.n_events_used, firstlast_events_used(1,:), 'relative', 1e-2); +assertElementsAlmostEqual(results{14}.n_events_used, firstlast_events_used(2,:), 'relative', 1e-2); +assertElementsAlmostEqual(results{1}.n_events_outofrange, firstlast_events_outofrange(1,:), 'relative', 1e-2); +assertElementsAlmostEqual(results{14}.n_events_outofrange, firstlast_events_outofrange(2,:), 'relative', 1e-2); + + +function test_batch_frac_gated_warning_endtoend +TASBEConfig.checkpoint('test'); +CM = load_or_make_testing_colormodel(); +stem1011 = '../TASBEFlowAnalytics-Tutorial/example_assay/LacI-CAGop_'; + +% Configure the analysis +% Analyze on a histogram of 10^[first] to 10^[third] ERF, with bins every 10^[second] +bins = BinSequence(4,0.1,10,'log_bins'); + +% Designate which channels have which roles +AP = AnalysisParameters(bins,{}); +% Ignore any bins with less than valid count as noise +AP=setMinValidCount(AP,100'); +% Ignore any raw fluorescence values less than this threshold as too contaminated by instrument noise +AP=setPemDropThreshold(AP,5'); +% Add autofluorescence back in after removing for compensation? +AP=setUseAutoFluorescence(AP,false'); + +% Make a map of condition names to file sets +file_pairs = {... + 'Dox 0.1', {[stem1011 'B3_P3.fcs']}; % Replicates go here, e.g., {[rep1], [rep2], [rep3]} + 'Dox 0.2', {[stem1011 'B4_P3.fcs']}; % first couple are just strings to test implicit conversion + 'Dox 0.5', {DataFile('fcs', [stem1011 'B5_P3.fcs'])}; +% 'Dox 1.0', {DataFile('fcs', [stem1011 'B6_P3.fcs'])}; +% 'Dox 2.0', {DataFile('fcs', [stem1011 'B7_P3.fcs'])}; +% 'Dox 5.0', {DataFile('fcs', [stem1011 'B8_P3.fcs'])}; + }; + +TASBEConfig.set('flow.conditionFracGatedWarning', 0.01); + +% Execute the actual analysis +TASBEConfig.set('OutputSettings.StemName','LacI-CAGop'); +[~, ~] = per_color_constitutive_analysis(CM,file_pairs,{'EBFP2','EYFP','mKate'},AP); + +% check for warning, expect the last two to be both HighGatingVariation +% warnings +log = TASBESession.list(); +assertEqual(log{end}.contents{end}.name, 'HighGatingVariation'); +assertEqual(log{end}.contents{end-1}.name, 'HighGatingVariation'); + +warning1 = log{end}.contents{end-1}.message; +warning2 = log{end}.contents{end}.message; + +display(warning1); +display(warning2); + +expected_median = 0.31836; +% expected_frac1 = 0.366929; +expected_frac1 = 0.366971; +expected_frac2 = 0.293213; +expected_condition1 = 'Dox 0.1'; +expected_condition2 = 'Dox 0.2'; + +assertEqual(~isempty(strfind(warning1,expected_condition1)), true); +assertEqual(~isempty(strfind(warning2,expected_condition2)), true); + +index_frac1 = strfind(warning1,'frac='); +index_frac2 = strfind(warning2,'frac='); +index_median1 = strfind(warning1,'median='); +index_median2 = strfind(warning2,'median='); + +assertElementsAlmostEqual(str2double(warning1(index_frac1+5:index_frac1+12)), expected_frac1, 'relative', 1e-3); +assertElementsAlmostEqual(str2double(warning2(index_frac2+5:index_frac2+12)), expected_frac2, 'relative', 1e-3); +assertElementsAlmostEqual(str2double(warning1(index_median1+7:end)), expected_median, 'relative', 1e-3); +assertElementsAlmostEqual(str2double(warning2(index_median2+7:end)), expected_median, 'relative', 1e-3); + + +function test_batch_analysis_nodrops +TASBEConfig.checkpoint('test'); +CM = load_or_make_testing_colormodel(); +stem1011 = '../TASBEFlowAnalytics-Tutorial/example_assay/LacI-CAGop_'; + +% Configure the analysis +% Analyze on a histogram of 10^[first] to 10^[third] ERF, with bins every 10^[second] +bins = BinSequence(4,0.1,10,'log_bins'); + +% Designate which channels have which roles +AP = AnalysisParameters(bins,{}); +% Ignore any bins with less than valid count as noise +AP=setMinValidCount(AP,100'); +% Ignore any raw fluorescence values less than this threshold as too contaminated by instrument noise +AP=setPemDropThreshold(AP,0); +% Add autofluorescence back in after removing for compensation? +AP=setUseAutoFluorescence(AP,false'); + +% Make a map of condition names to file sets +file_pairs = {... + 'Dox 0.1', {DataFile([stem1011 'B3_P3.fcs'])}; + 'Dox 2000.0', {DataFile([stem1011 'C4_P3.fcs'])}; + }; + +% Execute the actual analysis +TASBEConfig.set('OutputSettings.StemName','LacI-CAGop'); +[results, sampleresults] = per_color_constitutive_analysis(CM,file_pairs,{'EBFP2','EYFP','mKate'},AP); + +% Make output plots +TASBEConfig.set('plots.plotPath','/tmp/plots'); +TASBEConfig.set('OutputSettings.FixedInputAxis',[1e4 1e10]); +plot_batch_histograms(results,sampleresults,CM,{'b','g','r'}); + +save('/tmp/LacI-CAGop-nodrop.mat','AP','bins','file_pairs','results','sampleresults'); + +%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% +% Check results in results: + +result1_expected_bincounts = [... + 6806 2178 1373; % not clipped by the drop threshold + 8017 2753 2706; + 8782 3323 2637; + 8558 4640 2623; + 7617 4624 3739; + 6343 5595 4714; + 3931 5937 5304; + 1817 6282 5434; + 511 5747 5801; + 124 4272 4683; + 0 3097 4012; + 0 2284 3469; + 0 2340 2917; + 0 2545 3200; + 0 2845 3612; + 0 3390 3985; + 0 3755 4034; + 0 4031 3985; + 0 4246 4135; + 0 4436 4179; + 0 4502 4199; + 0 4289 4095; + 0 4007 3890; + 0 3630 3817; + 0 3244 3685; + 0 2738 3509; + 0 2203 3248; + 0 1731 3032; + 0 1406 2598; + 0 989 2401; + 0 769 1920; + 0 493 1626; + 0 391 1353; + 0 214 995; + 0 150 808; + 0 101 634; + 0 0 428; + 0 0 272; + 0 0 176; + 0 0 122; + 0 0 0; + 0 0 0; + 0 0 0; + 0 0 0; + 0 0 0; + 0 0 0; + 0 0 0; + 0 0 0; + 0 0 0; + 0 0 0; + 0 0 0; + 0 0 0; + 0 0 0; + 0 0 0; + 0 0 0; + 0 0 0; + 0 0 0; + 0 0 0; + 0 0 0; + 0 0 0; + ]; + +% spot-check name, bincenter, bin-count +assertEqual(results{1}.condition, 'Dox 0.1'); +assertElementsAlmostEqual(log10(results{1}.bincenters([1 10 40 end])), [4.0500 4.9500 7.9500 9.9500], 'relative', 1e-2); +assertElementsAlmostEqual(results{1}.bincounts, result1_expected_bincounts, 'relative', 1e-2); + + +function test_batch_analysis_plot_warnings +TASBEConfig.checkpoint('test'); +% Test for warnings in plot_batch_histograms +CM2 = load_or_make_testing_colormodel2(); +stem1011 = '../TASBEFlowAnalytics-Tutorial/example_assay/LacI-CAGop_'; + +% set up metadata +experimentName = 'LacI Transfer Curve'; + +% Configure the analysis +% Analyze on a histogram of 10^[first] to 10^[third] ERF, with bins every 10^[second] +bins = BinSequence(4,0.1,10,'log_bins'); + +% Designate which channels have which roles +AP = AnalysisParameters(bins,{}); +% Ignore any bins with less than valid count as noise +AP=setMinValidCount(AP,100'); +% Ignore any raw fluorescence values less than this threshold as too contaminated by instrument noise +AP=setPemDropThreshold(AP,5'); +% Add autofluorescence back in after removing for compensation? +AP=setUseAutoFluorescence(AP,false'); + +% Make a map of condition names to file sets +file_pairs = {... + 'Dox 0.1', {DataFile('fcs', [stem1011 'B3_P3.fcs'])}; % Replicates go here, e.g., {[rep1], [rep2], [rep3]} + 'Dox 0.2', {DataFile('fcs', [stem1011 'B4_P3.fcs'])}; +% 'Dox 0.5', {DataFile('fcs', [stem1011 'B5_P3.fcs'])}; +% 'Dox 1.0', {DataFile('fcs', [stem1011 'B6_P3.fcs'])}; +% 'Dox 2.0', {DataFile('fcs', [stem1011 'B7_P3.fcs'])}; +% 'Dox 5.0', {DataFile('fcs', [stem1011 'B8_P3.fcs'])}; +% 'Dox 10.0', {DataFile('fcs', [stem1011 'B9_P3.fcs'])}; +% 'Dox 20.0', {DataFile('fcs', [stem1011 'B10_P3.fcs'])}; +% 'Dox 50.0', {DataFile('fcs', [stem1011 'B11_P3.fcs'])}; +% 'Dox 100.0', {DataFile('fcs', [stem1011 'B12_P3.fcs'])}; +% 'Dox 200.0', {DataFile('fcs', [stem1011 'C1_P3.fcs'])}; +% 'Dox 500.0', {DataFile('fcs', [stem1011 'C2_P3.fcs'])}; + 'Dox 1000.0', {DataFile('fcs', [stem1011 'C3_P3.fcs'])}; + 'Dox 2000.0', {DataFile('fcs', [stem1011 'C4_P3.fcs'])}; + }; + +n_conditions = size(file_pairs,1); + +% Execute the actual analysis +TASBEConfig.set('OutputSettings.StemName','LacI-CAGop'); +[results, sampleresults] = per_color_constitutive_analysis(CM2,file_pairs,{'EBFP2','EYFP','mKate'},AP); + +% Make output plots +TASBEConfig.set('plots.plotPath','/tmp/plots'); +TASBEConfig.set('OutputSettings.FixedInputAxis',[1e4 1e10]); +plot_batch_histograms(results,sampleresults,CM2); +[~, ~] = serializeBatchOutput(file_pairs, CM2, AP, sampleresults); % should not error +log = TASBESession.list(); +assertEqual(log{end}.contents{end}.name, 'NoLineSpecs'); +assertExceptionThrown(@()plot_batch_histograms(results,sampleresults,CM2,{'b'}), 'plot_batch_histograms:LineSpecDimensionMismatch', 'No error was raised.'); + +% Execute the actual analysis +TASBEConfig.set('OutputSettings.StemName','LacI-CAGop'); +[results, sampleresults] = per_color_constitutive_analysis(CM2,file_pairs,{'EYFP','mKate'},AP); % shouldn't error, but should set one color to 'k' +% Make output plots +TASBEConfig.set('plots.plotPath','/tmp/plots'); +TASBEConfig.set('OutputSettings.FixedInputAxis',[1e4 1e10]); +plot_batch_histograms(results,sampleresults,CM2); +log = TASBESession.list(); +assertEqual(log{end}.contents{end}.name, 'NoLineSpecs'); +[~, ~] = serializeBatchOutput(file_pairs, CM2, AP, sampleresults); % should not error + + +function test_singlecolor_batch_analysis +TASBEConfig.checkpoint('test'); +stem0312 = '../TASBEFlowAnalytics-Tutorial/example_controls/2012-03-12_'; + +beadfile = [stem0312 'Beads_P3.fcs']; +blankfile = [stem0312 'blank_P3.fcs']; + +% Create one channel / colorfile pair for each color +channels = {}; colorfiles = {}; +channels{1} = Channel('FITC-A', 488, 515, 20); +channels{1} = setPrintName(channels{1}, 'EYFP'); % Name to print on charts +channels{1} = setLineSpec(channels{1}, 'y'); % Color for lines, when needed + +% Multi-color controls are used for converting other colors into ERF units +% Any channel without a control mapping it to ERF will be left in arbirary units. +colorpairfiles = {}; + +CM = ColorModel(beadfile, blankfile, channels, colorfiles, colorpairfiles); + +TASBEConfig.set('beads.beadModel','SpheroTech RCP-30-5A'); % Entry from BeadCatalog.xls matching your beads +TASBEConfig.set('beads.beadBatch','Lot AA01, AA02, AA03, AA04, AB01, AB02, AC01, GAA01-R'); % Entry from BeadCatalog.xls containing your lot +TASBEConfig.set('beads.rangeMin', 2); +CM=set_ERF_channel_name(CM, 'FITC-A'); +TASBEConfig.set('plots.plotPath', '/tmp/plots'); +% Execute the model +CM=resolve(CM); + +stem1011 = '../TASBEFlowAnalytics-Tutorial/example_assay/LacI-CAGop_'; +% set up metadata +experimentName = 'LacI Transfer Curve'; +% Configure the analysis +bins = BinSequence(4,0.1,10,'log_bins'); +AP = AnalysisParameters(bins,{}); +AP=setMinValidCount(AP,100'); +AP=setPemDropThreshold(AP,5'); +AP=setUseAutoFluorescence(AP,false'); + +% Make a map of condition names to file sets +file_pairs = {... + 'Dox 0.1', {DataFile([stem1011 'B3_P3.fcs'])}; + 'Dox 0.2', {DataFile([stem1011 'B4_P3.fcs'])}; + }; + +% Execute the actual analysis +TASBEConfig.set('OutputSettings.StemName','LacI-CAGop'); +[results, sampleresults] = per_color_constitutive_analysis(CM,file_pairs,{'EYFP'},AP); + +% Make output plots +TASBEConfig.set('plots.plotPath','/tmp/plots'); +TASBEConfig.set('OutputSettings.FixedInputAxis',[1e4 1e10]); +plot_batch_histograms(results,sampleresults,CM); + +save('/tmp/LacI-CAGop-batch-single.mat','AP','bins','file_pairs','results','sampleresults'); + + +function test_dataless_batch_analysis +TASBEConfig.checkpoint('test'); +CM = load_or_make_testing_colormodel(); +stem1011 = '../TASBEFlowAnalytics-Tutorial/example_assay/LacI-CAGop_'; + +% configure to discard all data from bins +bins = BinSequence(14,0.1,20,'log_bins'); + +AP = AnalysisParameters(bins,{}); +AP=setMinValidCount(AP,100'); +AP=setPemDropThreshold(AP,5'); +AP=setUseAutoFluorescence(AP,false'); + +% Make a map of condition names to file sets +file_pairs = {... + 'Dox 0.1', {[stem1011 'B3_P3.fcs']}; + }; + +% Execute the actual analysis +TASBEConfig.set('OutputSettings.StemName','LacI-CAGop'); +[results, sampleresults] = per_color_constitutive_analysis(CM,file_pairs,{'EBFP2','EYFP','mKate'},AP); + +% Make output plots +TASBEConfig.set('plots.plotPath','/tmp/plots'); +TASBEConfig.set('OutputSettings.FixedInputAxis',[1e4 1e10]); +plot_batch_histograms(results,sampleresults,CM,{'b','g','r'}); + +save('/tmp/LacI-dataless-batch.mat','AP','bins','file_pairs','results','sampleresults'); + +%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% +% Check results in results: + +assertEqual(numel(results), 1); + +% see that counts are all zeros +assertElementsAlmostEqual(results{1}.bincounts, zeros(size(results{1}.bincounts)), 'relative', 1e-2); + +assertElementsAlmostEqual(results{1}.means, nan(1,3), 'relative', 1e-2); +assertElementsAlmostEqual(results{1}.stds, nan(1,3), 'relative', 1e-2); diff --git a/tests/test_batch_analysis_csv.m b/tests/test_batch_analysis_csv.m new file mode 100644 index 00000000..41029064 --- /dev/null +++ b/tests/test_batch_analysis_csv.m @@ -0,0 +1,226 @@ +function test_suite = test_batch_analysis_csv + TASBEConfig.checkpoint('test'); + try % assignment of 'localfunctions' is necessary in Matlab >= 2016 + test_functions=localfunctions(); + catch % no problem; early Matlab versions can use initTestSuite fine + end + initTestSuite; +end + +function test_batch_analysis_csv_endtoend + +CM = load_or_make_testing_colormodel(); +stem1011 = '../TASBEFlowAnalytics-Tutorial/template_analysis/csv/LacI-CAGop_Dox'; +root1011 = '_PointCloud.csv'; +header = 'tests/LacI-CAGop.json'; + +% Configure the analysis +% Analyze on a histogram of 10^[first] to 10^[third] ERF, with bins every 10^[second] +bins = BinSequence(4,0.1,10,'log_bins'); + +% Designate which channels have which roles +AP = AnalysisParameters(bins,{}); +% Ignore any bins with less than valid count as noise +AP=setMinValidCount(AP,100'); +% Ignore any raw fluorescence values less than this threshold as too contaminated by instrument noise +AP=setPemDropThreshold(AP,5'); +% Add autofluorescence back in after removing for compensation? +AP=setUseAutoFluorescence(AP,false'); + +% Make a map of condition names to file sets +file_pairs = {... + 'Dox 0.1', {DataFile('csv', [stem1011 '01' root1011], header)}; % Replicates go here, e.g., {[rep1], [rep2], [rep3]} + 'Dox 0.2', {DataFile('csv', [stem1011 '02' root1011], header)}; + 'Dox 0.5', {DataFile('csv', [stem1011 '05' root1011], header)}; + 'Dox 1.0', {DataFile('csv', [stem1011 '1' root1011], header)}; + 'Dox 2.0', {DataFile('csv', [stem1011 '2' root1011], header)}; + 'Dox 5.0', {DataFile('csv', [stem1011 '5' root1011], header)}; + 'Dox 10.0', {DataFile('csv', [stem1011 '10' root1011], header)}; + 'Dox 20.0', {DataFile('csv', [stem1011 '20' root1011], header)}; + 'Dox 50.0', {DataFile('csv', [stem1011 '50' root1011], header)}; + 'Dox 100.0', {DataFile('csv', [stem1011 '100' root1011], header)}; + 'Dox 200.0', {DataFile('csv', [stem1011 '200' root1011], header)}; + 'Dox 500.0', {DataFile('csv', [stem1011 '500' root1011], header)}; + 'Dox 1000.0', {DataFile('csv', [stem1011 '1000' root1011], header)}; + 'Dox 2000.0', {DataFile('csv', [stem1011 '2000' root1011], header)}; + }; + +% Execute the actual analysis +TASBEConfig.set('OutputSettings.StemName','LacI-CAGop'); +TASBEConfig.set('plots.plotPath','/tmp/plots'); +TASBEConfig.set('OutputSettings.FixedInputAxis',[1e4 1e10]); +% Set CSVReaderHeader (temporary feature) +% TASBEConfig.set('flow.defaultCSVReadHeader','LacI-CAGop.json'); +% Make point cloud files +TASBEConfig.set('flow.outputPointCloud','true'); +TASBEConfig.set('flow.pointCloudPath','/tmp/CSV/'); +[results, sampleresults] = per_color_constitutive_analysis(CM,file_pairs,{'EBFP2','EYFP','mKate'},AP); + +% Make output plots +plot_batch_histograms(results,sampleresults,CM,{'b','g','r'}); + +save('/tmp/LacI-CAGop-batch.mat','AP','bins','file_pairs','results','sampleresults'); + +% Check the first five rows of the first point cloud file +% expected_pointCloud = [... +% 42801.34 40500.46 33567.67 +% 2456.10 42822.39 1039.11 +% 70903.34 68176.25 20623.25 +% 2830130.69 17561178.05 1039.11 +% 8742.07 2238.27 1039.11 +% ]; + +expected_pointCloud = [... + 42471.29 40352.2 37366.76 + 2452.02 42665.24 1156.15 + 70346.12 67919.83 22964.29 + 2807178.51 17492541.02 1156.15 + 8687.51 2229.52 1156.15 + ]; + +% The first point cloud file: /tmp/CSV/LacI-CAGop_Dox01_PointCloud.csv +firstPointCloudFile = '/tmp/CSV/LacI-CAGop_Dox01_PointCloud.csv'; + +% Read the point cloud into matlab tables +if (is_octave) + cloudTable = csv2cell(firstPointCloudFile); + cloudCell = cloudTable(2:end,:); +else + cloudTable = readtable(firstPointCloudFile); + cloudCell = table2cell(cloudTable); +end + +% Split the cloud table +points = cloudCell(1:5,:); + +% spot-check first five rows of binCounts +assertElementsAlmostEqual(cell2mat(points), expected_pointCloud, 'relative', 1e-2); + +% Compare JSON headers (esp channel struct) +real_header = 'tests/LacI-CAGop.json'; +test_header = '/tmp/CSV/LacI-CAGop.json'; + +fid1 = fopen(real_header); +raw1 = fread(fid1,inf); +string1 = char(raw1'); +fclose(fid1); +real = loadjson(string1); +real_channels = real.channels; +real_channel = real_channels{1}; + +fid2 = fopen(test_header); +raw2 = fread(fid2,inf); +string2 = char(raw2'); +fclose(fid2); +test = loadjson(string2); +test_channels = test.channels; +test_channel = test_channels{1}; + +assertEqual(numel(real_channels), numel(test_channels)); +assertEqual(real_channel.name, test_channel.name); +assertEqual(real_channel.print_name, test_channel.print_name); +assertEqual(real_channel.unit, test_channel.unit); + +end + +function test_batch_analysis_extracolumn +% test reading with an extra externally-added channel of boolean values + +CM = load_or_make_testing_colormodel(); +CM = add_derived_channel(CM,'Derived_Value','Derived','Boolean'); + +% set up metadata +bins = BinSequence(-1,0.1,10,'log_bins'); +AP = AnalysisParameters(bins,{}); +AP=setMinValidCount(AP,1'); +AP=setPemDropThreshold(AP,5'); +AP=setUseAutoFluorescence(AP,false'); + +% Make a map of condition names to file sets +header = 'tests/LacI-extra.json'; +file_pairs = {... + 'Dox 0.1', {DataFile('csv', 'tests/LacI-extra-column.csv', header)}; + }; + +% Execute the actual analysis +TASBEConfig.set('OutputSettings.StemName','LacI-CAGop'); +TASBEConfig.set('plots.plotPath','/tmp/plots'); +TASBEConfig.set('OutputSettings.FixedInputAxis',[1e4 1e10]); +% Set CSVReaderHeader (temporary feature) +% TASBEConfig.set('flow.defaultCSVReadHeader','LacI-CAGop.json'); +% Make point cloud files +TASBEConfig.set('flow.outputPointCloud','true'); +TASBEConfig.set('flow.pointCloudPath','/tmp/CSV/'); +[results, sampleresults] = per_color_constitutive_analysis(CM,file_pairs,{'EBFP2','EYFP','mKate','Derived'},AP); + +% Make output plots and output materials +plot_batch_histograms(results,sampleresults,CM,{'b','g','r','k'}); +[statisticsFile, histogramFile] = serializeBatchOutput(file_pairs, CM, AP, sampleresults); + +save('/tmp/LacI-CAGop-batch.mat','AP','bins','file_pairs','results','sampleresults'); + +% Check to make sure the analysis comes out right +expectedMeans = [19201 3.0941e+05 6.4644e+05 0.3]; +expectedStds = [1.8655 8.0091 10.0883 0.4583]; +% TODO: these should be the same, actually +expectedCumMeans = [19777 3.0794e+05 4.7525e+05 0.3]; +expectedCumStds = [1.8527 8.7375 10.728 0.4583]; + +assertElementsAlmostEqual(sampleresults{1}{1}.Means,expectedMeans, 'relative', 1e-2); +assertElementsAlmostEqual(sampleresults{1}{1}.StandardDevs,expectedStds, 'relative', 1e-2); +assertElementsAlmostEqual(results{1}.means,expectedCumMeans, 'relative', 1e-2); +assertElementsAlmostEqual(results{1}.stds,expectedCumStds, 'relative', 1e-2); + +% Check the first five rows of the first point cloud file +expected_pointCloud = [... + 42471.29 40352.2 37366.76 1.0 + 2452.02 42665.24 1156.15 1.0 + 70346.12 67919.83 22964.29 1.0 + 2807178.51 17492541.02 1156.15 0.0 + 8687.51 2229.52 1156.15 0.0 + ]; + +% The first point cloud file: /tmp/CSV/LacI-CAGop_Dox01_PointCloud.csv +firstPointCloudFile = '/tmp/CSV/LacI-extra-column_PointCloud.csv'; + +% Read the point cloud into matlab tables +if (is_octave) + cloudTable = csv2cell(firstPointCloudFile); + cloudCell = cloudTable(2:end,:); +else + cloudTable = readtable(firstPointCloudFile); + cloudCell = table2cell(cloudTable); +end + +% Split the cloud table +points = cloudCell(1:5,:); + +% spot-check first five rows of binCounts +assertElementsAlmostEqual(cell2mat(points), expected_pointCloud, 'relative', 1e-2); + +% Compare JSON headers (esp channel struct) +real_header = 'tests/LacI-extra.json'; +test_header = '/tmp/CSV/LacI-CAGop.json'; + +fid1 = fopen(real_header); +raw1 = fread(fid1,inf); +string1 = char(raw1'); +fclose(fid1); +real = loadjson(string1); +real_channels = real.channels; +real_channel = real_channels{1}; + +fid2 = fopen(test_header); +raw2 = fread(fid2,inf); +string2 = char(raw2'); +fclose(fid2); +test = loadjson(string2); +test_channels = test.channels; +test_channel = test_channels{1}; + +assertEqual(numel(real_channels), numel(test_channels)); +assertEqual(real_channel.name, test_channel.name); +assertEqual(real_channel.print_name, test_channel.print_name); +assertEqual(real_channel.unit, test_channel.unit); + +end diff --git a/tests/test_batch_csv_excel.m b/tests/test_batch_csv_excel.m new file mode 100644 index 00000000..c05f87dd --- /dev/null +++ b/tests/test_batch_csv_excel.m @@ -0,0 +1,66 @@ +function test_suite = test_batch_csv_excel + TASBEConfig.checkpoint('test'); + try % assignment of 'localfunctions' is necessary in Matlab >= 2016 + test_functions=localfunctions(); + catch % no problem; early Matlab versions can use initTestSuite fine + end + initTestSuite; + +function test_batch_csv_excel_endtoend + % Create TemplateExtraction object + [filepath, ~, ~, ~] = fileparts(mfilename('fullpath')); + extractor = TemplateExtraction('test_templates/test_batch_template_csv.xlsx', [end_with_slash(filepath) '../']); + CM = load_or_make_testing_colormodel(); + [~, ~, ~] = batch_analysis_excel(extractor, CM); + + % Check the first five rows of the first point cloud file + expected_pointCloud = [... + 42471.29 40352.2 37366.76 + 2452.02 42665.24 1156.15 + 70346.12 67919.83 22964.29 + 2807178.51 17492541.02 1156.15 + 8687.51 2229.52 1156.15 + ]; + + % The first point cloud file: /tmp/LacI-CAGop_B3_B03_P3_PointCloud.csv + firstPointCloudFile = '/tmp/CSV/LacI-CAGop_Dox01_PointCloud.csv'; + + % Read the point cloud into matlab tables + if (is_octave) + cloudTable = csv2cell(firstPointCloudFile); + cloudCell = cloudTable(2:end,:); + else + cloudTable = readtable(firstPointCloudFile); + cloudCell = table2cell(cloudTable); + end + + % Split the cloud table + points = cloudCell(1:5,:); + + % spot-check first five rows of binCounts + assertElementsAlmostEqual(cell2mat(points), expected_pointCloud, 'relative', 1e-2); + + % Compare JSON headers (esp channel struct) + real_header = 'LacI-CAGop.json'; + test_header = '/tmp/CSV/LacI Transfer Curve.json'; + + fid1 = fopen(real_header); + raw1 = fread(fid1,inf); + string1 = char(raw1'); + fclose(fid1); + real = loadjson(string1); + real_channels = real.channels; + real_channel = real_channels{1}; + + fid2 = fopen(test_header); + raw2 = fread(fid2,inf); + string2 = char(raw2'); + fclose(fid2); + test = loadjson(string2); + test_channels = test.channels; + test_channel = test_channels{1}; + + assertEqual(numel(real_channels), numel(test_channels)); + assertEqual(real_channel.name, test_channel.name); + assertEqual(real_channel.print_name, test_channel.print_name); + assertEqual(real_channel.unit, test_channel.unit); \ No newline at end of file diff --git a/tests/test_batch_excel.m b/tests/test_batch_excel.m new file mode 100644 index 00000000..ea30e9e3 --- /dev/null +++ b/tests/test_batch_excel.m @@ -0,0 +1,165 @@ +function test_suite = test_batch_excel + TASBEConfig.checkpoint('test'); + try % assignment of 'localfunctions' is necessary in Matlab >= 2016 + test_functions=localfunctions(); + catch % no problem; early Matlab versions can use initTestSuite fine + end + initTestSuite; + +function test_batch_excel_endtoend + % Create TemplateExtraction object + [filepath, ~, ~] = fileparts(mfilename('fullpath')); + extractor = TemplateExtraction('test_templates/test_batch_template1.xlsx', [end_with_slash(filepath) '../']); + CM = load_or_make_testing_colormodel(); + [results, statisticsFile, histogramFile, ~] = batch_analysis_excel(extractor, CM); + + % Make sure statistics and histogram files are 'none' + assertEqual(statisticsFile, 'none'); + assertEqual(histogramFile, 'none'); + + % Yellow, Red, Blue + result1_expected_bincounts = [... + 637 36 6806; % clipped by the drop threshold + 2753 2706 8017; + 3323 2637 8782; + 4640 2623 8558; + 4624 3739 7617; + 5595 4714 6343; + 5937 5304 3931; + 6282 5434 1817; + 5747 5801 511; + 4272 4683 124; + 3097 4012 0; + 2284 3469 0; + 2340 2917 0; + 2545 3200 0; + 2845 3612 0; + 3390 3985 0; + 3755 4034 0; + 4031 3985 0; + 4246 4135 0; + 4436 4179 0; + 4502 4199 0; + 4289 4095 0; + 4007 3890 0; + 3630 3817 0; + 3244 3685 0; + 2738 3509 0; + 2203 3248 0; + 1731 3032 0; + 1406 2598 0; + 989 2401 0; + 769 1920 0; + 493 1626 0; + 391 1353 0; + 214 995 0; + 150 808 0; + 101 634 0; + 0 428 0; + 0 272 0; + 0 176 0; + 0 122 0; + 0 0 0; + 0 0 0; + 0 0 0; + 0 0 0; + 0 0 0; + 0 0 0; + 0 0 0; + 0 0 0; + 0 0 0; + 0 0 0; + 0 0 0; + 0 0 0; + 0 0 0; + 0 0 0; + 0 0 0; + 0 0 0; + 0 0 0; + 0 0 0; + 0 0 0; + 0 0 0; + ]; + + result_expected_means = 1e5 * [... + 2.5920 4.2576 0.2214 + 2.5773 4.2344 0.2217 + 2.6618 4.4116 0.2201 +% 2.6768 4.4791 0.2193 +% 2.5979 4.4447 0.2202 +% 2.5794 4.4459 0.2230 +% 2.6410 4.3857 0.2246 +% 2.6600 4.5635 0.2489 +% 2.5019 4.7657 0.3723 +% 2.3962 4.8756 0.4765 +% 2.1736 4.8155 0.6809 +% 1.8055 5.8724 1.0768 + 1.5830 6.9178 1.5798 + 1.4546 7.6877 1.9350 + ]; + + result_expected_stds = [... + 6.5596 7.8289 1.5964 + 6.6127 7.8521 1.5955 + 6.6173 7.8504 1.5856 +% 6.6379 7.8693 1.5881 +% 6.5152 7.7858 1.5876 +% 6.5557 7.9894 1.6027 +% 6.5152 7.7879 1.6348 +% 6.5316 7.9963 1.8831 +% 6.2255 8.0919 2.9448 +% 5.9371 8.1359 3.5238 +% 5.6446 7.9458 4.3923 +% 5.0904 8.4391 5.1748 + 4.5412 8.2867 5.5515 + 4.2440 8.2005 5.5330 + ]; + + result_expected1_gmm_means = [... + 4.6200 4.6817 4.2543 + 5.9921 6.0832 4.2543 + ]; + result_expected1_gmm_stds = [... + 0.0783 0.0900 0.0692 + 0.3112 0.5154 0.0692 + ]; + result_expected1_gmm_weights = [... + 0.4195 0.3215 0.5000 + 0.5805 0.6785 0.5000 + ]; + + result_expected14_gmm_means = [... + 4.6252 4.7382 4.3427 + 5.5610 6.2619 5.6856 + ]; + result_expected14_gmm_stds = [... + 0.0804 0.1034 0.0904 + 0.2650 0.5099 0.2825 + ]; + result_expected14_gmm_weights = [... + 0.4211 0.2456 0.3486 + 0.5789 0.7544 0.6514 + ]; + + assertEqual(numel(results), 5); + + % spot-check name, bincenter, bin-count + assertEqual(results{1}.condition, 'Dox 0.1'); + assertElementsAlmostEqual(log10(results{1}.bincenters([1 10 40 end])), [4.0500 4.9500 7.9500 9.9500], 'relative', 1e-2); + assertElementsAlmostEqual(results{1}.bincounts, result1_expected_bincounts, 'relative', 1e-2, 50); + + assertEqual(results{5}.condition, 'Dox 2000'); + assertElementsAlmostEqual(log10(results{5}.bincenters([1 10 40 end])), [4.0500 4.9500 7.9500 9.9500], 'relative', 1e-2); + + for i=1:5 + assertElementsAlmostEqual(results{i}.means, result_expected_means(i,:), 'relative', 1e-2); + assertElementsAlmostEqual(results{i}.stds, result_expected_stds(i,:), 'relative', 1e-2); + end + + assertElementsAlmostEqual(results{1}.gmm_means, result_expected1_gmm_means, 'relative', 1e-2); + assertElementsAlmostEqual(results{1}.gmm_stds, result_expected1_gmm_stds, 'relative', 1e-2); + assertElementsAlmostEqual(results{1}.gmm_weights, result_expected1_gmm_weights, 'relative', 1e-2); + assertElementsAlmostEqual(results{5}.gmm_means, result_expected14_gmm_means, 'relative', 1e-2); + assertElementsAlmostEqual(results{5}.gmm_stds, result_expected14_gmm_stds, 'relative', 1e-2); + assertElementsAlmostEqual(results{5}.gmm_weights, result_expected14_gmm_weights, 'relative', 1e-2); + \ No newline at end of file diff --git a/tests/test_batch_output_excel.m b/tests/test_batch_output_excel.m new file mode 100644 index 00000000..74a8b1ff --- /dev/null +++ b/tests/test_batch_output_excel.m @@ -0,0 +1,201 @@ +function test_suite = test_batch_output_excel + TASBEConfig.checkpoint('test'); + try % assignment of 'localfunctions' is necessary in Matlab >= 2016 + test_functions=localfunctions(); + catch % no problem; early Matlab versions can use initTestSuite fine + end + initTestSuite; + +function test_batch_output_excel_endtoend + % Create TemplateExtraction object + [filepath, ~, ~] = fileparts(mfilename('fullpath')); + extractor = TemplateExtraction('test_templates/test_batch_template4.xlsx', [end_with_slash(filepath) '../']); + CM = load_or_make_testing_colormodel(); + [results, statisticsFile, histogramFile, resultsData] = batch_analysis_excel(extractor, CM); + + % Read the files into matlab tables (including batchResults.csv) + if (is_octave) + statsTable = csv2cell(statisticsFile); + histTable = csv2cell(histogramFile); + statsCell = statsTable(2:end,:); + histCell = histTable(2:end,:); + + else + statsTable = readtable(statisticsFile); + histTable = readtable(histogramFile); + statsCell = table2cell(statsTable); + histCell = table2cell(histTable); + end + + batchResultsCell = resultsData(2:end,:); + + % Split the stats table + geoMeans = statsCell(:,5:7); + geoStdDevs = statsCell(:,8:10); + gmmMeans = statsCell(:,11:16); + gmmStds = statsCell(:,17:22); + gmmWeights = statsCell(:,23:28); + onFracs = statsCell(:,29); + offFracs = statsCell(:,30); + + % Do the same for batchResults + geoMeans2 = batchResultsCell(:,5:7); + geoStdDevs2 = batchResultsCell(:,8:10); + gmmMeans2 = batchResultsCell(:,11:16); + gmmStds2 = batchResultsCell(:,17:22); + gmmWeights2 = batchResultsCell(:,23:28); + onFracs2 = batchResultsCell(:,29); + offFracs2 = batchResultsCell(:,30); + + % Check on/off frac mean and std values + assertElementsAlmostEqual(round(results{1}.on_fracMean.*10000)./10000, 0.5791, 'relative', 1e-2); + assertElementsAlmostEqual(round(results{1}.off_fracMean.*10000)./10000, 0.4209, 'relative', 1e-2); + assertElementsAlmostEqual(round(results{1}.on_fracStd.*10000)./10000, 0.0038, 'relative', 1e-2); + assertElementsAlmostEqual(round(results{1}.off_fracStd.*10000)./10000, 0.0038, 'relative', 1e-2); + + % Split the hist table + binCounts = histCell(:,3:5); + + % Strip out the padding put into the sampleIds, means, and stdDevs + sampleIDListWithPadding = statsCell(:,1); + sampleIDs = sampleIDListWithPadding(find(~cellfun(@isempty,sampleIDListWithPadding))); + + + %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% + % Check results in CSV files: + + % The first five rows should be enough to verify writing the histogram file + % correctly. + expected_bincounts = [... + 637 36 6799; % clipped by the drop threshold + 2732 2696 8012; + 3327 2638 8780; + 4637 2632 8563; + 4623 3741 7622; + ]; + + % Means and stddevs tests writing the statistics file correctly. + expected_means = [... + 260800 429100 22170 + 260700 426500 22200 + 269300 444900 22110 + 271400 454400 22050 + 262600 450600 22160 + 260800 448200 22550 + 266800 445000 22820 + 268800 460800 25400 + 253000 482200 37920 + 242800 492200 48930 + 220000 486300 69260 + 182500 592500 109400 + 160100 697900 159100 + 146800 772000 194800 + ]; + + expected_stds = [... + 6.611 7.921 1.601 + 6.702 7.942 1.600 + 6.710 7.944 1.599 + 6.746 8.014 1.603 + 6.599 7.922 1.604 + 6.641 8.080 1.643 + 6.595 7.936 1.703 + 6.613 8.106 1.992 + 6.308 8.224 3.057 + 6.028 8.242 3.688 + 5.731 8.056 4.508 + 5.163 8.538 5.283 + 4.613 8.392 5.603 + 4.301 8.263 5.578 + ]; + + expected_gmm_means = 10.^[... + 4.6200 5.9921 4.6817 6.0832 4.2543 4.2543; % row 1 + ]; + + expected_gmm_stds = 10.^[... + 0.0783 0.3112 0.0900 0.5154 0.0692 0.0692; % row 1 + ]; + + expected_gmm_weights = [... + 0.4195 0.5805 0.3215 0.6785 0.5000 0.5000; % row 1 + ]; + + expected_on_fracs = [... + 0.5818 + 0.5764 + 0.5793 + 0.5770 + 0.5815 + 0.5838 + ]; + + expected_off_fracs = [... + 0.4182 + 0.4236 + 0.4207 + 0.4230 + 0.4185 + 0.4162 + ]; + + assertEqual(numel(sampleIDs), 3); + %assertEqual(numel(sampleIDs), 7); + + % spot-check names + assertEqual(sampleIDs{1}, 'Dox 0.1/0.2'); + assertEqual(sampleIDs{3}, 'Dox 2.0/5.0'); + %assertEqual(sampleIDs{7}, 'Dox 1000.0/2000.0'); + + % spot-check first five rows of binCounts + assertElementsAlmostEqual(cell2mat(binCounts(1:5,:)), expected_bincounts, 'relative', 2e-2); + + % spot-check geo means and geo std devs. + for i=1:6, % was 7 + assertElementsAlmostEqual(cell2mat(geoMeans(i,:)), expected_means(i,:), 'relative', 1e-2); + assertElementsAlmostEqual(cell2mat(geoStdDevs(i,:)), expected_stds(i,:), 'relative', 1e-2); + assertElementsAlmostEqual(cell2mat(geoMeans2(i,:)), expected_means(i,:), 'relative', 1e-2); + assertElementsAlmostEqual(cell2mat(geoStdDevs2(i,:)), expected_stds(i,:), 'relative', 1e-2); + end + + % spot check Gaussian Mixture Model materials: + assertElementsAlmostEqual(cell2mat(gmmMeans(1,:)), expected_gmm_means, 'relative', 1e-2); + assertElementsAlmostEqual(cell2mat(gmmStds(1,:)), expected_gmm_stds, 'relative', 1e-2); + assertElementsAlmostEqual(cell2mat(gmmWeights(1,:)), expected_gmm_weights, 'relative', 1e-2); + assertElementsAlmostEqual(cell2mat(onFracs), expected_on_fracs, 'relative', 1e-2); + assertElementsAlmostEqual(cell2mat(offFracs), expected_off_fracs, 'relative', 1e-2); + + assertElementsAlmostEqual(cell2mat(gmmMeans2(1,:)), expected_gmm_means, 'relative', 1e-2); + assertElementsAlmostEqual(cell2mat(gmmStds2(1,:)), expected_gmm_stds, 'relative', 1e-2); + assertElementsAlmostEqual(cell2mat(gmmWeights2(1,:)), expected_gmm_weights, 'relative', 1e-2); + assertElementsAlmostEqual(cell2mat(onFracs2), expected_on_fracs, 'relative', 1e-2); + assertElementsAlmostEqual(cell2mat(offFracs2), expected_off_fracs, 'relative', 1e-2); + + % Check the first five rows of the first point cloud file + expected_pointCloud = [... + 42801.34 40500.46 33567.67 + 2456.10 42822.39 1039.11 + 70903.34 68176.25 20623.25 + 2830130.69 17561178.05 1039.11 + 8742.07 2238.27 1039.11 + ]; + + % The first point cloud file: /tmp/LacI-CAGop_B3_B03_P3_PointCloud.csv + firstPointCloudFile = '/tmp/CSV/LacI-CAGop_B3_P3_PointCloud.csv'; + + % Read the point cloud into matlab tables + if (is_octave) + cloudTable = csv2cell(firstPointCloudFile); + cloudCell = cloudTable(2:end,:); + else + cloudTable = readtable(firstPointCloudFile); + cloudCell = table2cell(cloudTable); + end + + % Split the cloud table + points = cloudCell(1:5,:); + + % spot-check first five rows of binCounts + assertElementsAlmostEqual(cell2mat(points), expected_pointCloud, 'relative', 1e-2); + + \ No newline at end of file diff --git a/tests/test_beadpeaks.m b/tests/test_beadpeaks.m new file mode 100644 index 00000000..a919a118 --- /dev/null +++ b/tests/test_beadpeaks.m @@ -0,0 +1,248 @@ +function test_suite = test_beadpeaks + TASBEConfig.checkpoint('test'); + try % assignment of 'localfunctions' is necessary in Matlab >= 2016 + test_functions=localfunctions(); + catch % no problem; early Matlab versions can use initTestSuite fine + end + initTestSuite; + +%%%%%%%%%%%% +% Note: test_colormodel tests the one and many bead cast; we just need to test a few special cases + +function [CM] = setupRedPeakCM() + +stem0312 = '../TASBEFlowAnalytics-Tutorial/example_controls/2012-03-12_'; + +beadfile = DataFile('fcs', [stem0312 'Beads_P3.fcs']); +blankfile = DataFile('fcs', [stem0312 'blank_P3.fcs']); + +% Create one channel / colorfile pair for each color +channels = {}; colorfiles = {}; +channels{1} = Channel('PE-Tx-Red-YG-A', 561, 610, 20); +channels{1} = setPrintName(channels{1}, 'mKate'); +channels{1} = setLineSpec(channels{1}, 'r'); +colorfiles{1} = DataFile('fcs', [stem0312 'mkate_P3.fcs']); + +% Multi-color controls are used for converting other colors into ERF units +% Any channel without a control mapping it to ERF will be left in arbirary units. +colorpairfiles = {}; + +CM = ColorModel(beadfile, blankfile, channels, colorfiles, colorpairfiles); + +TASBEConfig.set('beads.beadModel','SpheroTech RCP-30-5A'); % Entry from BeadCatalog.xls matching your beads +TASBEConfig.set('beads.beadBatch','Lot AA01, AA02, AA03, AA04, AB01, AB02, AC01, GAA01-R'); % Entry from BeadCatalog.xls containing your lot +TASBEConfig.set('beads.beadChannel','PE-TR'); + +CM=set_ERF_channel_name(CM, 'PE-Tx-Red-YG-A'); + +TASBEConfig.set('plots.plotPath', '/tmp/plots'); + + +function test_twopeaks +TASBEConfig.checkpoint('test'); + +[CM] = setupRedPeakCM(); +% Ignore all bead data below 10^rangeMin as being too "smeared" with noise +TASBEConfig.set('beads.rangeMin', 2.7); +TASBEConfig.set('beads.peakThreshold', 600); +% Execute and save the model +CM=resolve(CM); + +%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% +% Check results in CM: +CMS = struct(CM); +assertTrue(strcmp(CMS.standardUnits,'MEPTR')); +UT = struct(CMS.unit_translation); +assertElementsAlmostEqual(UT.k_ERF, 64.5559, 'relative', 1e-2); +assertElementsAlmostEqual(UT.first_peak, 7); +assertElementsAlmostEqual(UT.fit_error, 0.00, 'absolute', 0.002); +assertElementsAlmostEqual(UT.peak_sets{1}, [855.4849 2.4685e+03], 'relative', 1e-2); + + +function test_onepeak +TASBEConfig.checkpoint('test'); + +[CM] = setupRedPeakCM(); +% Ignore all bead data below 10^rangeMin as being too "smeared" with noise +TASBEConfig.set('beads.rangeMin', 3.1); +TASBEConfig.set('beads.peakThreshold', 600); +% Execute and save the model +CM=resolve(CM); + +%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% +% Check results in CM: +CMS = struct(CM); +assertTrue(strcmp(CMS.standardUnits,'MEPTR')); +UT = struct(CMS.unit_translation); +assertElementsAlmostEqual(UT.k_ERF, 68.971, 'relative', 1e-2); +assertElementsAlmostEqual(UT.first_peak, 8); +assertElementsAlmostEqual(UT.fit_error, 0.00, 'absolute', 0.002); +assertElementsAlmostEqual(UT.peak_sets{1}, [2.4685e+03], 'relative', 1e-2); + + +function test_toomanypeaks +TASBEConfig.checkpoint('test'); + +[CM] = setupRedPeakCM(); + % set threshold and min too low so that it should sweep up lots of noise, get too many peaks +TASBEConfig.set('beads.rangeMin', 1); +TASBEConfig.set('beads.peakThreshold', 300); +% Execute and save the model +CM=resolve(CM); + +%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% +% Check results in CM: +CMS = struct(CM); +assertTrue(strcmp(CMS.standardUnits,'MEPTR')); +UT = struct(CMS.unit_translation); +assertElementsAlmostEqual(UT.k_ERF, 11.2510, 'relative', 1e-2); +assertElementsAlmostEqual(UT.first_peak, 2); +assertElementsAlmostEqual(UT.fit_error, 0.4658, 'absolute', 0.002); +expected_peaks = 1e3 .* [0.0104 0.0114 0.0123 0.0138 0.0175 0.0372 0.1095 0.2280 0.8523 1.3515 2.4685 3.8884]; +assertElementsAlmostEqual(UT.peak_sets{1}, expected_peaks, 'absolute', 1); + + +function test_nopeaks +TASBEConfig.checkpoint('test'); + +[CM] = setupRedPeakCM(); +TASBEConfig.set('beads.peakThreshold', 1e7); % set too high to see anything +% Execute and save the model +CM=resolve(CM); + +%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% +% Check results in CM: +CMS = struct(CM); +assertTrue(strcmp(CMS.standardUnits,'arbitrary units')); +UT = struct(CMS.unit_translation); +assertElementsAlmostEqual(UT.k_ERF, 1); +assertElementsAlmostEqual(UT.first_peak, NaN); +assertTrue(isinf(UT.fit_error)); +assertTrue(isempty(UT.peak_sets{1})); + + +function [CM] = setupBV421CM() + +beadfile = DataFile('fcs', '../TASBEFlowAnalytics-Tutorial/example_controls/171221_E1_p1_AJ02.fcs'); +blankfile = []; + +% Create one channel / colorfile pair for each color +channels = {}; colorfiles = {}; +channels{1} = Channel('VL1-A', 405, 440, 50); +channels{1} = setPrintName(channels{1}, 'BV421'); +channels{1} = setLineSpec(channels{1}, 'b'); +colorfiles{1} = []; + +% Multi-color controls are used for converting other colors into ERF units +% Any channel without a control mapping it to ERF will be left in arbirary units. +colorpairfiles = {}; + +CM = ColorModel(beadfile, blankfile, channels, colorfiles, colorpairfiles); + +TASBEConfig.set('beads.beadModel','SpheroTech URCP-38-2K'); % Entry from BeadCatalog.xls matching your beads +TASBEConfig.set('beads.beadBatch','Lot AJ02'); % Entry from BeadCatalog.xls containing your lot +TASBEConfig.set('beads.beadChannel','BV421'); + +CM=set_ERF_channel_name(CM, 'VL1-A'); + + +function test_rightpeaks +TASBEConfig.checkpoint('test'); + +[CM] = setupBV421CM(); +% Execute and save the model +TASBEConfig.set('plots.plotPath', '/tmp/plots'); +TASBEConfig.set('calibration.overrideAutofluorescence',true); +CM=resolve(CM); + +% Reset TASBEConfig to not contaminate other tests. + +%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% +% Check results in CM: +CMS = struct(CM); +assertTrue(strcmp(CMS.standardUnits,'MEBV421')); +UT = struct(CMS.unit_translation); +assertElementsAlmostEqual(UT.k_ERF, 0.2966, 'relative', 1e-2); +assertElementsAlmostEqual(UT.first_peak, 2); +assertElementsAlmostEqual(UT.fit_error, 0.0363, 'absolute', 0.002); +expected_peaks = 1e5 .* [0.0100 0.0689 0.2023 0.5471 1.5223]; +assertElementsAlmostEqual(UT.peak_sets{1}, expected_peaks, 'relative', 1e-2); + + +function test_forcepeaks +TASBEConfig.checkpoint('test'); + +[CM] = setupRedPeakCM(); +% Ignore all bead data below 10^rangeMin as being too "smeared" with noise +TASBEConfig.set('beads.rangeMin', 2.7); +TASBEConfig.set('beads.peakThreshold', 600); +% Execute and save the model +TASBEConfig.set('beads.forceFirstPeak',3); +CM=resolve(CM); + +%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% +% Check results in CM: +CMS = struct(CM); +assertTrue(strcmp(CMS.standardUnits,'MEPTR')); +UT = struct(CMS.unit_translation); +assertElementsAlmostEqual(UT.k_ERF, 0.8833, 'relative', 1e-2); +assertElementsAlmostEqual(UT.first_peak, 3); +assertElementsAlmostEqual(UT.fit_error, 0.00, 'absolute', 0.002); +assertElementsAlmostEqual(UT.peak_sets{1}, [855.4849 2.4685e+03], 'relative', 1e-2); + + + +function [CM] = setupYellowPeakCM() + +stem0312 = '../TASBEFlowAnalytics-Tutorial/example_controls/2012-03-12_'; + +beadfile = DataFile('fcs', [stem0312 'Beads_P3.fcs']); +blankfile = DataFile('fcs', [stem0312 'blank_P3.fcs']); + +% Create one channel / colorfile pair for each color +channels = {}; colorfiles = {}; +channels{1} = Channel('PE-Tx-Red-YG-A', 561, 610, 20); +channels{1} = setPrintName(channels{1}, 'mKate'); +channels{1} = setLineSpec(channels{1}, 'r'); +colorfiles{1} = DataFile('fcs', [stem0312 'mkate_P3.fcs']); + +channels{2} = Channel('FITC-A', 488, 515, 20); +channels{2} = setPrintName(channels{2}, 'EYFP'); +channels{2} = setLineSpec(channels{2}, 'r'); +colorfiles{2} = DataFile('fcs', [stem0312 'EYFP_P3.fcs']); + +% Multi-color controls are used for converting other colors into ERF units +% Any channel without a control mapping it to ERF will be left in arbirary units. +colorpairfiles = {}; + +CM = ColorModel(beadfile, blankfile, channels, colorfiles, colorpairfiles); + +TASBEConfig.set('beads.beadModel','SpheroTech RCP-30-5A'); % Entry from BeadCatalog.xls matching your beads +TASBEConfig.set('beads.beadBatch','Lot AA01, AA02, AA03, AA04, AB01, AB02, AC01, GAA01-R'); % Entry from BeadCatalog.xls containing your lot +TASBEConfig.set('beads.beadChannel','FITC'); +CM=set_ERF_channel_name(CM, 'FITC-A'); + +TASBEConfig.set('plots.plotPath', '/tmp/plots'); + +function test_secondarypeaks +TASBEConfig.checkpoint('test'); + +[CM] = setupYellowPeakCM(); +% Ignore all bead data below 10^rangeMin as being too "smeared" with noise +TASBEConfig.set('beads.rangeMin', 2.7); +TASBEConfig.set('beads.peakThreshold', 600); +% Execute and save the model +TASBEConfig.set('beads.secondaryBeadChannel','PE-Tx-Red-YG-A'); +CM=resolve(CM); +TASBEConfig.clear('beads.secondaryBeadChannel'); + +%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% +% Check results in CM: +CMS = struct(CM); +assertTrue(strcmp(CMS.standardUnits,'MEFL')); +UT = struct(CMS.unit_translation); +assertElementsAlmostEqual(UT.k_ERF, 2.3166e+03, 'relative', 1e-2); +assertElementsAlmostEqual(UT.first_peak, 7); +assertElementsAlmostEqual(UT.fit_error, 0.00, 'absolute', 0.002); +assertElementsAlmostEqual(UT.peak_sets{1}, [0.8555e+03 2.4685e+03], 'relative', 1e-2); +assertElementsAlmostEqual(UT.peak_sets{2}, [53.6450 128.2913], 'relative', 1e-2); diff --git a/tests/test_colormodel.m b/tests/test_colormodel.m new file mode 100644 index 00000000..368bee32 --- /dev/null +++ b/tests/test_colormodel.m @@ -0,0 +1,549 @@ +function test_suite = test_colormodel + TASBEConfig.checkpoint('test'); + try % assignment of 'localfunctions' is necessary in Matlab >= 2016 + test_functions=localfunctions(); + catch % no problem; early Matlab versions can use initTestSuite fine + end + initTestSuite; + +function test_colormodel_endtoend +TASBEConfig.checkpoint('test'); + +stem0312 = '../TASBEFlowAnalytics-Tutorial/example_controls/2012-03-12_'; + +beadfile = [stem0312 'Beads_P3.fcs']; +blankfile = [stem0312 'blank_P3.fcs']; + +% Autodetect gating with an N-dimensional gaussian-mixture-model +autogate = GMMGating(blankfile); + +% Create one channel / colorfile pair for each color +channels = {}; colorfiles = {}; +% Channel takes FCS channel name, laser frequency (nm), filter center (nm), filter width (nm) +% Do not duplicate laser/filter information, as this may cause analysis collisions +channels{1} = Channel('FITC-A', 488, 515, 20); +channels{1} = setPrintName(channels{1}, 'EYFP'); % Name to print on charts +channels{1} = setLineSpec(channels{1}, 'y'); % Color for lines, when needed +colorfiles{1} = [stem0312 'EYFP_P3.fcs']; + +channels{2} = Channel('PE-Tx-Red-YG-A', 561, 610, 20); +channels{2} = setPrintName(channels{2}, 'mKate'); +channels{2} = setLineSpec(channels{2}, 'r'); +colorfiles{2} = [stem0312 'mkate_P3.fcs']; + +channels{3} = Channel('Pacific Blue-A', 405, 450, 50); +channels{3} = setPrintName(channels{3}, 'EBFP2'); +channels{3} = setLineSpec(channels{3}, 'b'); +colorfiles{3} = [stem0312 'ebfp2_P3.fcs']; + +% Multi-color controls are used for converting other colors into ERF units +% Any channel without a control mapping it to ERF will be left in arbirary units. +colorpairfiles = {}; +% Entries are: channel1, channel2, constitutive channel, filename +% This allows channel1 and channel2 to be converted into one another. +% If you only have two colors, you can set consitutive-channel to equal channel1 or channel2 +colorpairfiles{1} = {channels{1}, channels{2}, channels{3}, [stem0312 'mkate_EBFP2_EYFP_P3.fcs']}; +colorpairfiles{2} = {channels{1}, channels{3}, channels{2}, [stem0312 'mkate_EBFP2_EYFP_P3.fcs']}; + +CM = ColorModel(beadfile, blankfile, channels, colorfiles, colorpairfiles); + +TASBEConfig.set('beads.beadModel','SpheroTech RCP-30-5A'); % Entry from BeadCatalog.xls matching your beads +TASBEConfig.set('beads.beadBatch','Lot AA01, AA02, AA03, AA04, AB01, AB02, AC01, GAA01-R'); % Entry from BeadCatalog.xls containing your lot + +% Ignore all bead data below 10^rangeMin as being too "smeared" with noise +TASBEConfig.set('beads.rangeMin', 2); +% The peak threshold determines the minumum count per bin for something to +% be considered part of a peak. Set if automated threshold finds too many or few peaks +%TASBEConfig.set('beads.peakThreshold', 200); +CM=set_ERF_channel_name(CM, 'FITC-A'); +% Ignore channel data for ith channel if below 10^[value(i)] +TASBEConfig.set('colortranslation.channelMinimum',[2,2,2]); + +% Ignore channel data for ith channel if above 10^[value(i)] +TASBEConfig.set('colortranslation.channelMaximum',[6,6,6]); + +TASBEConfig.set('plots.plotPath', '/tmp/plots'); +CM = add_prefilter(CM,autogate); + +% Execute and save the model +CM=resolve(CM); + +%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% +% Check results in CM: +CMS = struct(CM); + +channels = getChannels(CM); +assertEqual(getUnits(channels{1}),'MEFL'); +assertEqual(getUnits(channels{2}),'MEFL'); +assertEqual(getUnits(channels{3}),'MEFL'); + +UT = struct(CMS.unit_translation); +assertElementsAlmostEqual(UT.k_ERF, 2267.3, 'relative', 1e-2); +assertElementsAlmostEqual(UT.first_peak, 8); +assertElementsAlmostEqual(UT.fit_error, 0); +assertElementsAlmostEqual(UT.peak_sets{1}, [128.35], 'relative', 1e-2); + +AFM_Y = struct(CMS.autofluorescence_model{1}); +assertElementsAlmostEqual(AFM_Y.af_mean, 3.2600, 'absolute', 0.5); +assertElementsAlmostEqual(AFM_Y.af_std, 17.0788, 'absolute', 0.5); +AFM_R = struct(CMS.autofluorescence_model{2}); +assertElementsAlmostEqual(AFM_R.af_mean, 3.6683, 'absolute', 0.5); +assertElementsAlmostEqual(AFM_R.af_std, 17.5621, 'absolute', 0.5); +AFM_B = struct(CMS.autofluorescence_model{3}); +assertElementsAlmostEqual(AFM_B.af_mean, 5.8697, 'absolute', 0.5); +assertElementsAlmostEqual(AFM_B.af_std, 16.9709, 'absolute', 0.5); + +COMP = struct(CMS.compensation_model); +expected_matrix = [... + 1.0000 0.0056 0.0004; + 0.0010 1.0000 0.0022; + 0 0.0006 1.0000]; + +assertElementsAlmostEqual(COMP.matrix, expected_matrix, 'absolute', 1e-3); + +CTM = struct(CMS.color_translation_model); +expected_scales = [... + NaN 1.0097 2.1796; + 0.9872 NaN NaN; + 0.45834 NaN NaN]; + +assertElementsAlmostEqual(CTM.scales, expected_scales, 'absolute', 0.02); + + + +function test_colormodel_warnings +TASBEConfig.checkpoint('test'); + +stem0312 = '../TASBEFlowAnalytics-Tutorial/example_controls/2012-03-12_'; + +beadfile = DataFile([stem0312 'Beads_P3.fcs']); +blankfile = DataFile([stem0312 'blank_P3.fcs']); + +% Autodetect gating with an N-dimensional gaussian-mixture-model +autogate = GMMGating(blankfile); + +% Create one channel / colorfile pair for each color +channels = {}; colorfiles = {}; +% Channel takes FCS channel name, laser frequency (nm), filter center (nm), filter width (nm) +% Do not duplicate laser/filter information, as this may cause analysis collisions +channels{1} = Channel('FITC-A', 488, 515, 20); +channels{1} = setPrintName(channels{1}, 'EYFP'); % Name to print on charts +channels{1} = setLineSpec(channels{1}, 'y'); % Color for lines, when needed +colorfiles{1} = DataFile([stem0312 'EYFP_P3.fcs']); + +channels{2} = Channel('PE-Tx-Red-YG-A', 561, 610, 20); +channels{2} = setPrintName(channels{2}, 'mKate'); +channels{2} = setLineSpec(channels{2}, 'r'); +colorfiles{2} = DataFile([stem0312 'mkate_P3.fcs']); + +channels{3} = Channel('Pacific Blue-A', 405, 450, 50); +channels{3} = setPrintName(channels{3}, 'EBFP2'); +channels{3} = setLineSpec(channels{3}, 'b'); +colorfiles{3} = DataFile([stem0312 'ebfp2_P3.fcs']); + +% Multi-color controls are used for converting other colors into ERF units +% Any channel without a control mapping it to ERF will be left in arbirary units. +colorpairfiles = {}; +% Entries are: channel1, channel2, constitutive channel, filename +% This allows channel1 and channel2 to be converted into one another. +% If you only have two colors, you can set consitutive-channel to equal channel1 or channel2 +colorpairfiles{1} = {channels{1}, channels{2}, channels{3}, DataFile([stem0312 'mkate_EBFP2_EYFP_P3.fcs'])}; +colorpairfiles{2} = {channels{1}, channels{3}, channels{2}, DataFile([stem0312 'mkate_EBFP2_EYFP_P3.fcs'])}; + +CM = ColorModel(beadfile, blankfile, channels, colorfiles, colorpairfiles); + +TASBEConfig.set('beads.beadModel','SpheroTech RCP-30-5A'); % Entry from BeadCatalog.xls matching your beads +TASBEConfig.set('beads.beadBatch','Lot AA01, AA02, AA03, AA04, AB01, AB02, AC01, GAA01-R'); % Entry from BeadCatalog.xls containing your lot + +% Ignore all bead data below 10^rangeMin as being too "smeared" with noise +TASBEConfig.set('beads.rangeMin', 2); +% The peak threshold determines the minumum count per bin for something to +% be considered part of a peak. Set if automated threshold finds too many or few peaks +%TASBEConfig.set('beads.peakThreshold', 200); +CM=set_ERF_channel_name(CM, 'FITC-A'); +% Ignore channel data for ith channel if below 10^[value(i)] +TASBEConfig.set('colortranslation.channelMinimum',[2,2,2]); + +% Ignore channel data for ith channel if above 10^[value(i)] +TASBEConfig.set('colortranslation.channelMaximum',[6,6,6]); + +TASBEConfig.set('plots.plotPath', '/tmp/plots'); +CM = add_prefilter(CM,autogate); + +TASBESession.reset(); +TASBEConfig.set('beads.peakThreshold', 100); +TASBEConfig.set('beads.rangeMin', 1); +CM = resolve(CM); +log = TASBESession.list(); +assertEqual(log{end-1}.contents{3}.name, 'PeaksNotAscending'); +assertEqual(log{end-1}.contents{4}.name, 'HighestPeakUndetected'); +assertEqual(log{end-1}.contents{5}.name, 'QuestionableFirstPeak'); +assertEqual(log{end-1}.contents{7}.name, 'PotentialBeadClump'); + + + +function test_colormodel_singlered +TASBEConfig.checkpoint('test'); + +stem0312 = '../TASBEFlowAnalytics-Tutorial/example_controls/2012-03-12_'; + +beadfile = [stem0312 'Beads_P3.fcs']; +blankfile = [stem0312 'blank_P3.fcs']; + +% Create one channel / colorfile pair for each color +channels = {}; colorfiles = {}; +channels{1} = Channel('PE-Tx-Red-YG-A', 561, 610, 20); +channels{1} = setPrintName(channels{1}, 'mKate'); +channels{1} = setLineSpec(channels{1}, 'r'); +colorfiles{1} = [stem0312 'mkate_P3.fcs']; + +% Multi-color controls are used for converting other colors into ERF units +% Any channel without a control mapping it to ERF will be left in arbirary units. +colorpairfiles = {}; + +CM = ColorModel(beadfile, blankfile, channels, colorfiles, colorpairfiles); + +TASBEConfig.set('beads.beadModel','SpheroTech RCP-30-5A'); % Entry from BeadCatalog.xls matching your beads +TASBEConfig.set('beads.beadBatch','Lot AA01, AA02, AA03, AA04, AB01, AB02, AC01, GAA01-R'); % Entry from BeadCatalog.xls containing your lot +TASBEConfig.set('beads.beadChannel','PE-TR'); + +% Ignore all bead data below 10^rangeMin as being too "smeared" with noise +TASBEConfig.set('beads.rangeMin', 1.8); +% The peak threshold determines the minumum count per bin for something to +% be considered part of a peak. Set if automated threshold finds too many or few peaks +TASBEConfig.set('beads.peakThreshold', 600); +CM=set_ERF_channel_name(CM, 'PE-Tx-Red-YG-A'); + +TASBEConfig.set('plots.plotPath', '/tmp/plots'); +% Execute and save the model +CM=resolve(CM); +save('-V7','/tmp/CM120312.mat','CM'); + +assertEqual(TASBESession.getLast('TASBE:Beads','NonMEFL').message,'MEFL units are recommended, rather than MEPTR'); + +%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% +% Check results in CM: +CMS = struct(CM); + +UT = struct(CMS.unit_translation); +assertElementsAlmostEqual(UT.k_ERF, 59.9971, 'relative', 1e-2); +assertElementsAlmostEqual(UT.first_peak, 5); +assertElementsAlmostEqual(UT.fit_error, 0.019232, 'absolute', 0.002); +assertElementsAlmostEqual(UT.peak_sets{1}, [110.3949 227.5807 855.4849 2.4685e+03], 'relative', 1e-2); + +AFM_R = struct(CMS.autofluorescence_model{1}); +assertElementsAlmostEqual(AFM_R.af_mean, 3.6683, 'absolute', 0.5); +assertElementsAlmostEqual(AFM_R.af_std, 17.5621, 'absolute', 0.5); + +COMP = struct(CMS.compensation_model); +assertElementsAlmostEqual(COMP.matrix, 1.0000, 'absolute', 1e-3); + +CTM = struct(CMS.color_translation_model); +assertElementsAlmostEqual(CTM.scales, NaN); + + + +function test_colormodel_singlered_nocolorfile +TASBEConfig.checkpoint('test'); + +stem0312 = '../TASBEFlowAnalytics-Tutorial/example_controls/2012-03-12_'; + +beadfile = DataFile('fcs', [stem0312 'Beads_P3.fcs']); +blankfile = DataFile('fcs', [stem0312 'blank_P3.fcs']); + +% Create one channel / colorfile pair for each color +channels = {}; colorfiles = {}; +channels{1} = Channel('PE-Tx-Red-YG-A', 561, 610, 20); +channels{1} = setPrintName(channels{1}, 'mKate'); +channels{1} = setLineSpec(channels{1}, 'r'); + +% Multi-color controls are used for converting other colors into ERF units +% Any channel without a control mapping it to ERF will be left in arbirary units. +colorpairfiles = {}; + +CM = ColorModel(beadfile, blankfile, channels, colorfiles, colorpairfiles); + +TASBEConfig.set('beads.beadModel','SpheroTech RCP-30-5A'); % Entry from BeadCatalog.xls matching your beads +TASBEConfig.set('beads.beadBatch','Lot AA01, AA02, AA03, AA04, AB01, AB02, AC01, GAA01-R'); % Entry from BeadCatalog.xls containing your lot +TASBEConfig.set('beads.beadChannel','PE-TR'); + +% Ignore all bead data below 10^rangeMin as being too "smeared" with noise +TASBEConfig.set('beads.rangeMin', 1.8); +% The peak threshold determines the minumum count per bin for something to +% be considered part of a peak. Set if automated threshold finds too many or few peaks +TASBEConfig.set('beads.peakThreshold', 600); +CM=set_ERF_channel_name(CM, 'PE-Tx-Red-YG-A'); + +TASBEConfig.set('plots.plotPath', '/tmp/plots'); +% Execute and save the model +CM=resolve(CM); +save('-V7','/tmp/CM120312.mat','CM'); + + +%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% +% Check results in CM: +CMS = struct(CM); + +UT = struct(CMS.unit_translation); +assertElementsAlmostEqual(UT.k_ERF, 59.9971, 'relative', 1e-2); +assertElementsAlmostEqual(UT.first_peak, 5); +assertElementsAlmostEqual(UT.fit_error, 0.019232, 'absolute', 0.002); +assertElementsAlmostEqual(UT.peak_sets{1}, [110.3949 227.5807 855.4849 2.4685e+03], 'relative', 1e-2); + +AFM_R = struct(CMS.autofluorescence_model{1}); +assertElementsAlmostEqual(AFM_R.af_mean, 3.6683, 'absolute', 0.5); +assertElementsAlmostEqual(AFM_R.af_std, 17.5621, 'absolute', 0.5); + +COMP = struct(CMS.compensation_model); +assertElementsAlmostEqual(COMP.matrix, 1.0000, 'absolute', 1e-3); + +CTM = struct(CMS.color_translation_model); +assertElementsAlmostEqual(CTM.scales, NaN); + + + +function test_colormodel_fsc_ssc +TASBEConfig.checkpoint('test'); + +stem0312 = '../TASBEFlowAnalytics-Tutorial/example_controls/2012-03-12_'; + +beadfile = DataFile('fcs', [stem0312 'Beads_P3.fcs']); +blankfile = DataFile('fcs', [stem0312 'blank_P3.fcs']); + +% Create one channel / colorfile pair for each color +channels = {}; colorfiles = {}; +channels{1} = Channel('PE-Tx-Red-YG-A', 561, 610, 20); +channels{1} = setPrintName(channels{1}, 'mKate'); +channels{1} = setLineSpec(channels{1}, 'r'); +colorfiles{1} = DataFile('fcs', [stem0312 'mkate_P3.fcs']); + +channels{2} = Channel('FSC-A', 488, 488, 10); +channels{2} = setPrintName(channels{2}, 'FSC'); +channels{2} = setLineSpec(channels{2}, 'k'); + +channels{3} = Channel('SSC-A', 488, 488, 10); +channels{3} = setPrintName(channels{3}, 'SSC'); +channels{3} = setLineSpec(channels{3}, 'b'); + +% Multi-color controls are used for converting other colors into ERF units +% Any channel without a control mapping it to ERF will be left in arbirary units. +colorpairfiles = {}; + +CM = ColorModel(beadfile, blankfile, channels, colorfiles, colorpairfiles); + +TASBEConfig.set('beads.beadModel','SpheroTech RCP-30-5A'); % Entry from BeadCatalog.xls matching your beads +TASBEConfig.set('beads.beadBatch','Lot AA01, AA02, AA03, AA04, AB01, AB02, AC01, GAA01-R'); % Entry from BeadCatalog.xls containing your lot +TASBEConfig.set('beads.beadChannel','PE-TR'); + +% Ignore all bead data below 10^rangeMin as being too "smeared" with noise +TASBEConfig.set('beads.rangeMin', 1.8); +% The peak threshold determines the minumum count per bin for something to +% be considered part of a peak. Set if automated threshold finds too many or few peaks +TASBEConfig.set('beads.peakThreshold', 600); +CM=set_ERF_channel_name(CM, 'PE-Tx-Red-YG-A'); + +TASBEConfig.set('plots.plotPath', '/tmp/plots'); +% Execute and save the model +CM=resolve(CM); +save('-V7','/tmp/CM120312.mat','CM'); + +%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% +% Check results in CM: +CMS = struct(CM); + +UT = struct(CMS.unit_translation); +assertElementsAlmostEqual(UT.k_ERF, 59.9971, 'relative', 1e-2); +assertElementsAlmostEqual(UT.first_peak, 5); +assertElementsAlmostEqual(UT.fit_error, 0.019232, 'absolute', 0.002); +assertElementsAlmostEqual(UT.peak_sets{1}, [110.3949 227.5807 855.4849 2.4685e+03], 'relative', 1e-2); + +assertEqual(numel(CMS.autofluorescence_model), 3); +assertEqual(sum(~isempty(CMS.autofluorescence_model)), 1); + +AFM_R = struct(CMS.autofluorescence_model{1}); +assertElementsAlmostEqual(AFM_R.af_mean, 3.6683, 'absolute', 0.5); +assertElementsAlmostEqual(AFM_R.af_std, 17.5621, 'absolute', 0.5); + +COMP = struct(CMS.compensation_model); +assertElementsAlmostEqual(COMP.matrix, [1 0 0; 0 1 0; 0 0 1], 'absolute', 1e-3); + +CTM = struct(CMS.color_translation_model); +assertElementsAlmostEqual(CTM.scales, [NaN NaN NaN; NaN NaN NaN; NaN NaN NaN]); + + + +function test_colormodel_fsc_ssc_nocolorfile +TASBEConfig.checkpoint('test'); + +stem0312 = '../TASBEFlowAnalytics-Tutorial/example_controls/2012-03-12_'; + +beadfile = DataFile('fcs', [stem0312 'Beads_P3.fcs']); +blankfile = DataFile('fcs', [stem0312 'blank_P3.fcs']); + +% Create one channel / colorfile pair for each color +channels = {}; colorfiles = {}; +channels{1} = Channel('PE-Tx-Red-YG-A', 561, 610, 20); +channels{1} = setPrintName(channels{1}, 'mKate'); +channels{1} = setLineSpec(channels{1}, 'r'); + +channels{2} = Channel('FSC-A', 488, 488, 10); +channels{2} = setPrintName(channels{2}, 'FSC'); +channels{2} = setLineSpec(channels{2}, 'k'); + +channels{3} = Channel('SSC-A', 488, 488, 10); +channels{3} = setPrintName(channels{3}, 'SSC'); +channels{3} = setLineSpec(channels{3}, 'b'); + +% Multi-color controls are used for converting other colors into ERF units +% Any channel without a control mapping it to ERF will be left in arbirary units. +colorpairfiles = {}; + +CM = ColorModel(beadfile, blankfile, channels, colorfiles, colorpairfiles); + +TASBEConfig.set('beads.beadModel','SpheroTech RCP-30-5A'); % Entry from BeadCatalog.xls matching your beads +TASBEConfig.set('beads.beadBatch','Lot AA01, AA02, AA03, AA04, AB01, AB02, AC01, GAA01-R'); % Entry from BeadCatalog.xls containing your lot +TASBEConfig.set('beads.beadChannel','PE-TR'); + +% Ignore all bead data below 10^rangeMin as being too "smeared" with noise +TASBEConfig.set('beads.rangeMin', 1.8); +% The peak threshold determines the minumum count per bin for something to +% be considered part of a peak. Set if automated threshold finds too many or few peaks +TASBEConfig.set('beads.peakThreshold', 600); +CM=set_ERF_channel_name(CM, 'PE-Tx-Red-YG-A'); + +TASBEConfig.set('plots.plotPath', '/tmp/plots'); +% Execute and save the model +CM=resolve(CM); +save('-V7','/tmp/CM120312.mat','CM'); + +%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% +% Check results in CM: +CMS = struct(CM); + +UT = struct(CMS.unit_translation); +assertElementsAlmostEqual(UT.k_ERF, 59.9971, 'relative', 1e-2); +assertElementsAlmostEqual(UT.first_peak, 5); +assertElementsAlmostEqual(UT.fit_error, 0.019232, 'absolute', 0.002); +assertElementsAlmostEqual(UT.peak_sets{1}, [110.3949 227.5807 855.4849 2.4685e+03], 'relative', 1e-2); + +assertEqual(numel(CMS.autofluorescence_model), 3); +assertEqual(sum(~isempty(CMS.autofluorescence_model)), 1); + +AFM_R = struct(CMS.autofluorescence_model{1}); +assertElementsAlmostEqual(AFM_R.af_mean, 3.6683, 'absolute', 0.5); +assertElementsAlmostEqual(AFM_R.af_std, 17.5621, 'absolute', 0.5); + +COMP = struct(CMS.compensation_model); +assertElementsAlmostEqual(COMP.matrix, [1 0 0; 0 1 0; 0 0 1], 'absolute', 1e-3); + +CTM = struct(CMS.color_translation_model); +assertElementsAlmostEqual(CTM.scales, [NaN NaN NaN; NaN NaN NaN; NaN NaN NaN]); + + + +function test_colormodel_error_missing_colorfiles +TASBEConfig.checkpoint('test'); + +stem0312 = '../TASBEFlowAnalytics-Tutorial/example_controls/2012-03-12_'; + +beadfile = DataFile('fcs', [stem0312 'Beads_P3.fcs']); +blankfile = DataFile('fcs', [stem0312 'blank_P3.fcs']); + +% Create one channel / colorfile pair for each color +channels = {}; colorfiles = {}; +channels{1} = Channel('FITC-A', 488, 515, 20); +channels{1} = setPrintName(channels{1}, 'EYFP'); % Name to print on charts +channels{1} = setLineSpec(channels{1}, 'y'); % Color for lines, when needed + +channels{2} = Channel('PE-Tx-Red-YG-A', 561, 610, 20); +channels{2} = setPrintName(channels{2}, 'mKate'); +channels{2} = setLineSpec(channels{2}, 'r'); +colorfiles{2} = DataFile('fcs', [stem0312 'mkate_P3.fcs']); + +% Multi-color controls are used for converting other colors into ERF units +% Any channel without a control mapping it to ERF will be left in arbirary units. +colorpairfiles = {}; + +assertExceptionThrown(@()(ColorModel(beadfile, blankfile, channels, colorfiles, colorpairfiles)),... + 'TASBE:ColorModel:OneColorfilePerChannel', 'No error was raised'); + + +% Make sure manual setting of template file converts to datafile correctly +function test_colormodel_channeltemplate +TASBEConfig.checkpoint('test'); + +stem0312 = '../TASBEFlowAnalytics-Tutorial/example_controls/2012-03-12_'; + +beadfile = [stem0312 'Beads_P3.fcs']; +blankfile = [stem0312 'blank_P3.fcs']; +TASBEConfig.set('flow.channel_template_file',beadfile); + +% Create one channel / colorfile pair for each color +channels = {}; colorfiles = {}; +channels{1} = Channel('PE-Tx-Red-YG-A', 561, 610, 20); +channels{1} = setPrintName(channels{1}, 'mKate'); +channels{1} = setLineSpec(channels{1}, 'r'); +colorfiles{1} = [stem0312 'mkate_P3.fcs']; + +% Multi-color controls are used for converting other colors into ERF units +% Any channel without a control mapping it to ERF will be left in arbirary units. +colorpairfiles = {}; + +CM = ColorModel(beadfile, blankfile, channels, colorfiles, colorpairfiles); + +TASBEConfig.set('beads.beadModel','SpheroTech RCP-30-5A'); % Entry from BeadCatalog.xls matching your beads +TASBEConfig.set('beads.beadBatch','Lot AA01, AA02, AA03, AA04, AB01, AB02, AC01, GAA01-R'); % Entry from BeadCatalog.xls containing your lot +TASBEConfig.set('beads.beadChannel','PE-TR'); +CM=set_ERF_channel_name(CM, 'PE-Tx-Red-YG-A'); + +TASBEConfig.set('plots.plotPath', '/tmp/plots'); +% Execute and save the model +CM=resolve(CM); +save('-V7','/tmp/CM120312.mat','CM'); + + +function test_colormodel_insufficient_beads +TASBEConfig.checkpoint('test'); +TASBEConfig.set('flow.smallFileWarning',10001) +stem0312 = '../TASBEFlowAnalytics-Tutorial/example_controls/2012-03-12_'; +beadfile = '../TASBEFlowAnalytics-Tutorial/example_controls/171201_BadBeads.fcs'; + +channels = {}; +channels{1} = Channel('GFP - Area', 488, 515, 20); +channels{2} = Channel('FSC - Area', 488, 488, 10); +channels{2} = setIsUnprocessed(channels{2},true); + +CM = ColorModel(beadfile, {}, channels, {}, {}, beadfile); +TASBEConfig.set('beads.beadModel','SpheroTech RCP-30-5A'); % Entry from BeadCatalog.xls matching your beads +TASBEConfig.set('beads.beadBatch','Lot AA01, AA02, AA03, AA04, AB01, AB02, AC01, GAA01-R'); % Entry from BeadCatalog.xls containing your lot +CM=set_ERF_channel_name(CM, 'GFP - Area'); + +TASBEConfig.set('sizebeads.beadModel','SpheroTech PPS-6K'); % Entry from BeadCatalog.xls matching your beads +CM=set_um_channel_name(CM, 'FSC - Area'); + +TASBEConfig.set('plots.plotPath', '/tmp/plots'); +TASBEConfig.set('calibration.overrideAutofluorescence',0) + +% Execute and save the model +CM=resolve(CM); +save('-V7','/tmp/CM120312.mat','CM'); + +log = TASBESession.list(); +% check that the warnings are as expected +assertEqual(log{end-4}.contents{2}.name, 'UnusuallySmallFile'); +assertEqual(log{end-4}.contents{4}.name, 'PeaksNotAscending'); +assertEqual(log{end-4}.contents{5}.name, 'PotentialBeadClump'); +assertEqual(log{end-4}.contents{6}.name, 'QuestionableFirstPeak'); +assertEqual(log{end-4}.contents{7}.name, 'PeaksNotAscending'); +assertEqual(log{end-4}.contents{8}.name, 'PotentialBeadClump'); +assertEqual(log{end-4}.contents{9}.name, 'PeakDetection'); +assertEqual(log{end-4}.contents{11}.name, 'PeakFitQuality'); +assertEqual(log{end-3}.contents{2}.name, 'UnusuallySmallFile'); +assertEqual(log{end-3}.contents{5}.name, 'SinglePeak'); +assertEqual(log{end-2}.contents{1}.name, 'OverrideAutofluorescence'); +assertEqual(log{end-1}.contents{1}.name, 'UnprocessedChannel'); +assertEqual(log{end}.contents{1}.name, 'NoColorMappings'); +assertEqual(log{end}.contents{2}.name, 'NoColorMappings'); + + + diff --git a/tests/test_colormodel_csv.m b/tests/test_colormodel_csv.m new file mode 100644 index 00000000..6c70ba0b --- /dev/null +++ b/tests/test_colormodel_csv.m @@ -0,0 +1,438 @@ +function test_suite = test_colormodel_csv + TASBEConfig.checkpoint('test'); + try % assignment of 'localfunctions' is necessary in Matlab >= 2016 + test_functions=localfunctions(); + catch % no problem; early Matlab versions can use initTestSuite fine + end + initTestSuite; + +function test_colormodel_csv_endtoend +TASBEConfig.checkpoint('test'); + +stem = 'tests/colormodel_csv/'; + +header = [stem 'colormodel_csv.json']; + +beadfile = DataFile('csv', [stem 'Beads_PointCloud.csv'], header); +blankfile = DataFile('csv', [stem 'blank_PointCloud.csv'], header); + +% Autodetect gating with an N-dimensional gaussian-mixture-model +autogate = GMMGating(blankfile); + +% Create one channel / colorfile pair for each color +channels = {}; colorfiles = {}; +% Channel takes FCS channel name, laser frequency (nm), filter center (nm), filter width (nm) +% Do not duplicate laser/filter information, as this may cause analysis collisions +channels{1} = Channel('FITC-A', 488, 515, 20); +channels{1} = setPrintName(channels{1}, 'EYFP'); % Name to print on charts +channels{1} = setLineSpec(channels{1}, 'y'); % Color for lines, when needed +colorfiles{1} = DataFile('csv', [ stem 'EYFP_PointCloud.csv'], header); + +channels{2} = Channel('PE-Tx-Red-YG-A', 561, 610, 20); +channels{2} = setPrintName(channels{2}, 'mKate'); +channels{2} = setLineSpec(channels{2}, 'r'); +colorfiles{2} = DataFile('csv', [stem 'mkate_PointCloud.csv'], header); + +channels{3} = Channel('Pacific Blue-A', 405, 450, 50); +channels{3} = setPrintName(channels{3}, 'EBFP2'); +channels{3} = setLineSpec(channels{3}, 'b'); +colorfiles{3} = DataFile('csv', [stem 'ebfp2_PointCloud.csv'], header); + +% Multi-color controls are used for converting other colors into ERF units +% Any channel without a control mapping it to ERF will be left in arbirary units. +colorpairfiles = {}; +% Entries are: channel1, channel2, constitutive channel, filename +% This allows channel1 and channel2 to be converted into one another. +% If you only have two colors, you can set consitutive-channel to equal channel1 or channel2 +colorpairfiles{1} = {channels{1}, channels{2}, channels{3}, DataFile('csv', [stem 'mkate_EBFP2_EYFP_PointCloud.csv'], header)}; +colorpairfiles{2} = {channels{1}, channels{3}, channels{2}, DataFile('csv', [stem 'mkate_EBFP2_EYFP_PointCloud.csv'], header)}; + +CM = ColorModel(beadfile, blankfile, channels, colorfiles, colorpairfiles); + +TASBEConfig.set('beads.beadModel','SpheroTech RCP-30-5A'); % Entry from BeadCatalog.xls matching your beads +TASBEConfig.set('beads.beadBatch','Lot AA01, AA02, AA03, AA04, AB01, AB02, AC01, GAA01-R'); % Entry from BeadCatalog.xls containing your lot + +% Ignore all bead data below 10^rangeMin as being too "smeared" with noise +TASBEConfig.set('beads.rangeMin', 2); +% The peak threshold determines the minumum count per bin for something to +% be considered part of a peak. Set if automated threshold finds too many or few peaks +%TASBEConfig.set('beads.peakThreshold', 200); +CM=set_ERF_channel_name(CM, 'FITC-A'); +% Ignore channel data for ith channel if below 10^[value(i)] +TASBEConfig.set('colortranslation.channelMinimum',[2,2,2]); + +TASBEConfig.set('plots.plotPath', '/tmp/plots'); +CM = add_prefilter(CM,autogate); + +% Execute and save the model +CM=resolve(CM); + +%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% +% Check results in CM: +CMS = struct(CM); + +% channels = getChannels(CM); +% assertEqual(getUnits(channels{1}),'MEFL'); +% assertEqual(getUnits(channels{2}),'MEFL'); +% assertEqual(getUnits(channels{3}),'MEFL'); + +UT = struct(CMS.unit_translation); +assertElementsAlmostEqual(UT.k_ERF, 2267.3, 'relative', 1e-2); +assertElementsAlmostEqual(UT.first_peak, 8); +assertElementsAlmostEqual(UT.fit_error, 0); +assertElementsAlmostEqual(UT.peak_sets{1}, [128.35], 'relative', 1e-2); + +AFM_Y = struct(CMS.autofluorescence_model{1}); +assertElementsAlmostEqual(AFM_Y.af_mean, 3.2600, 'absolute', 0.5); +assertElementsAlmostEqual(AFM_Y.af_std, 17.0788, 'absolute', 0.5); +AFM_R = struct(CMS.autofluorescence_model{2}); +assertElementsAlmostEqual(AFM_R.af_mean, 3.6683, 'absolute', 0.5); +assertElementsAlmostEqual(AFM_R.af_std, 17.5621, 'absolute', 0.5); +AFM_B = struct(CMS.autofluorescence_model{3}); +assertElementsAlmostEqual(AFM_B.af_mean, 5.8697, 'absolute', 0.5); +assertElementsAlmostEqual(AFM_B.af_std, 16.9709, 'absolute', 0.5); + +COMP = struct(CMS.compensation_model); +expected_matrix = [... + 1.0000 0.0056 0.0004; + 0.0010 1.0000 0.0022; + 0 0.0006 1.0000]; + +assertElementsAlmostEqual(COMP.matrix, expected_matrix, 'absolute', 1e-3); + +CTM = struct(CMS.color_translation_model); +expected_scales = [... + NaN 1.0097 2.1796; + 0.9872 NaN NaN; + 0.45834 NaN NaN]; + +assertElementsAlmostEqual(CTM.scales, expected_scales, 'absolute', 0.02); + + +function test_colormodel_singlered +TASBEConfig.checkpoint('test'); + +stem = 'tests/colormodel_csv/'; + +header = [stem 'colormodel_csv.json']; + +beadfile = DataFile('csv', [stem 'Beads_PointCloud.csv'], header); +blankfile = DataFile('csv', [stem 'blank_PointCloud.csv'], header); + +% Create one channel / colorfile pair for each color +channels = {}; colorfiles = {}; +channels{1} = Channel('PE-Tx-Red-YG-A', 561, 610, 20); +channels{1} = setPrintName(channels{1}, 'mKate'); +channels{1} = setLineSpec(channels{1}, 'r'); +colorfiles{1} = DataFile('csv', [stem 'mkate_PointCloud.csv'], header); + +% Multi-color controls are used for converting other colors into ERF units +% Any channel without a control mapping it to ERF will be left in arbirary units. +colorpairfiles = {}; + +CM = ColorModel(beadfile, blankfile, channels, colorfiles, colorpairfiles); + +TASBEConfig.set('beads.beadModel','SpheroTech RCP-30-5A'); % Entry from BeadCatalog.xls matching your beads +TASBEConfig.set('beads.beadBatch','Lot AA01, AA02, AA03, AA04, AB01, AB02, AC01, GAA01-R'); % Entry from BeadCatalog.xls containing your lot +TASBEConfig.set('beads.beadChannel','PE-TR'); + +% Ignore all bead data below 10^rangeMin as being too "smeared" with noise +TASBEConfig.set('beads.rangeMin', 1.8); +% The peak threshold determines the minumum count per bin for something to +% be considered part of a peak. Set if automated threshold finds too many or few peaks +TASBEConfig.set('beads.peakThreshold', 600); +CM=set_ERF_channel_name(CM, 'PE-Tx-Red-YG-A'); + +TASBEConfig.set('plots.plotPath', '/tmp/plots'); +% Execute and save the model +CM=resolve(CM); +save('-V7','/tmp/CM120312.mat','CM'); + +assertEqual(TASBESession.getLast('TASBE:Beads','NonMEFL').message,'MEFL units are recommended, rather than MEPTR'); + +%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% +% Check results in CM: +CMS = struct(CM); + +UT = struct(CMS.unit_translation); +assertElementsAlmostEqual(UT.k_ERF, 59.9971, 'relative', 1e-2); +assertElementsAlmostEqual(UT.first_peak, 5); +assertElementsAlmostEqual(UT.fit_error, 0.019232, 'absolute', 0.002); +assertElementsAlmostEqual(UT.peak_sets{1}, [110.3949 227.5807 855.4849 2.4685e+03], 'relative', 1e-2); + +AFM_R = struct(CMS.autofluorescence_model{1}); +assertElementsAlmostEqual(AFM_R.af_mean, 3.6683, 'absolute', 0.5); +assertElementsAlmostEqual(AFM_R.af_std, 17.5621, 'absolute', 0.5); + +COMP = struct(CMS.compensation_model); +assertElementsAlmostEqual(COMP.matrix, 1.0000, 'absolute', 1e-3); + +CTM = struct(CMS.color_translation_model); +assertElementsAlmostEqual(CTM.scales, NaN); + + +function test_colormodel_singlered_nocolorfile +TASBEConfig.checkpoint('test'); + +stem = 'tests/colormodel_csv/'; + +header = [stem 'colormodel_csv.json']; + +beadfile = DataFile('csv', [stem 'Beads_PointCloud.csv'], header); +blankfile = DataFile('csv', [stem 'blank_PointCloud.csv'], header); + +% Create one channel / colorfile pair for each color +channels = {}; colorfiles = {}; +channels{1} = Channel('PE-Tx-Red-YG-A', 561, 610, 20); +channels{1} = setPrintName(channels{1}, 'mKate'); +channels{1} = setLineSpec(channels{1}, 'r'); + +% Multi-color controls are used for converting other colors into ERF units +% Any channel without a control mapping it to ERF will be left in arbirary units. +colorpairfiles = {}; + +CM = ColorModel(beadfile, blankfile, channels, colorfiles, colorpairfiles); + +TASBEConfig.set('beads.beadModel','SpheroTech RCP-30-5A'); % Entry from BeadCatalog.xls matching your beads +TASBEConfig.set('beads.beadBatch','Lot AA01, AA02, AA03, AA04, AB01, AB02, AC01, GAA01-R'); % Entry from BeadCatalog.xls containing your lot +TASBEConfig.set('beads.beadChannel','PE-TR'); + +% Ignore all bead data below 10^rangeMin as being too "smeared" with noise +TASBEConfig.set('beads.rangeMin', 1.8); +% The peak threshold determines the minumum count per bin for something to +% be considered part of a peak. Set if automated threshold finds too many or few peaks +TASBEConfig.set('beads.peakThreshold', 600); +CM=set_ERF_channel_name(CM, 'PE-Tx-Red-YG-A'); + +TASBEConfig.set('plots.plotPath', '/tmp/plots'); +% Execute and save the model +CM=resolve(CM); +save('-V7','/tmp/CM120312.mat','CM'); + + +%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% +% Check results in CM: +CMS = struct(CM); + +UT = struct(CMS.unit_translation); +assertElementsAlmostEqual(UT.k_ERF, 59.9971, 'relative', 1e-2); +assertElementsAlmostEqual(UT.first_peak, 5); +assertElementsAlmostEqual(UT.fit_error, 0.019232, 'absolute', 0.002); +assertElementsAlmostEqual(UT.peak_sets{1}, [110.3949 227.5807 855.4849 2.4685e+03], 'relative', 1e-2); + +AFM_R = struct(CMS.autofluorescence_model{1}); +assertElementsAlmostEqual(AFM_R.af_mean, 3.6683, 'absolute', 0.5); +assertElementsAlmostEqual(AFM_R.af_std, 17.5621, 'absolute', 0.5); + +COMP = struct(CMS.compensation_model); +assertElementsAlmostEqual(COMP.matrix, 1.0000, 'absolute', 1e-3); + +CTM = struct(CMS.color_translation_model); +assertElementsAlmostEqual(CTM.scales, NaN); + + +function test_colormodel_fsc_ssc +TASBEConfig.checkpoint('test'); + +stem = 'tests/colormodel_csv/'; + +header = [stem 'colormodel_csv.json']; + +beadfile = DataFile('csv', [stem 'Beads_PointCloud.csv'], header); +blankfile = DataFile('csv', [stem 'blank_PointCloud.csv'], header); + +% Create one channel / colorfile pair for each color +channels = {}; colorfiles = {}; +channels{1} = Channel('PE-Tx-Red-YG-A', 561, 610, 20); +channels{1} = setPrintName(channels{1}, 'mKate'); +channels{1} = setLineSpec(channels{1}, 'r'); +colorfiles{1} = DataFile('csv', [stem 'mkate_PointCloud.csv'], header); + +channels{2} = Channel('FSC-A', 488, 488, 10); +channels{2} = setPrintName(channels{2}, 'FSC'); +channels{2} = setLineSpec(channels{2}, 'k'); + +channels{3} = Channel('SSC-A', 488, 488, 10); +channels{3} = setPrintName(channels{3}, 'SSC'); +channels{3} = setLineSpec(channels{3}, 'b'); + +% Multi-color controls are used for converting other colors into ERF units +% Any channel without a control mapping it to ERF will be left in arbirary units. +colorpairfiles = {}; + +CM = ColorModel(beadfile, blankfile, channels, colorfiles, colorpairfiles); + +TASBEConfig.set('beads.beadModel','SpheroTech RCP-30-5A'); % Entry from BeadCatalog.xls matching your beads +TASBEConfig.set('beads.beadBatch','Lot AA01, AA02, AA03, AA04, AB01, AB02, AC01, GAA01-R'); % Entry from BeadCatalog.xls containing your lot +TASBEConfig.set('beads.beadChannel','PE-TR'); + +% Ignore all bead data below 10^rangeMin as being too "smeared" with noise +TASBEConfig.set('beads.rangeMin', 1.8); +% The peak threshold determines the minumum count per bin for something to +% be considered part of a peak. Set if automated threshold finds too many or few peaks +TASBEConfig.set('beads.peakThreshold', 600); +CM=set_ERF_channel_name(CM, 'PE-Tx-Red-YG-A'); + +TASBEConfig.set('plots.plotPath', '/tmp/plots'); +% Execute and save the model +CM=resolve(CM); +save('-V7','/tmp/CM120312.mat','CM'); + +%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% +% Check results in CM: +CMS = struct(CM); + +UT = struct(CMS.unit_translation); +assertElementsAlmostEqual(UT.k_ERF, 59.9971, 'relative', 1e-2); +assertElementsAlmostEqual(UT.first_peak, 5); +assertElementsAlmostEqual(UT.fit_error, 0.019232, 'absolute', 0.002); +assertElementsAlmostEqual(UT.peak_sets{1}, [110.3949 227.5807 855.4849 2.4685e+03], 'relative', 1e-2); + +assertEqual(numel(CMS.autofluorescence_model), 3); +assertEqual(sum(~isempty(CMS.autofluorescence_model)), 1); + +AFM_R = struct(CMS.autofluorescence_model{1}); +assertElementsAlmostEqual(AFM_R.af_mean, 3.6683, 'absolute', 0.5); +assertElementsAlmostEqual(AFM_R.af_std, 17.5621, 'absolute', 0.5); + +COMP = struct(CMS.compensation_model); +assertElementsAlmostEqual(COMP.matrix, [1 0 0; 0 1 0; 0 0 1], 'absolute', 1e-3); + +CTM = struct(CMS.color_translation_model); +assertElementsAlmostEqual(CTM.scales, [NaN NaN NaN; NaN NaN NaN; NaN NaN NaN]); + + +function test_colormodel_fsc_ssc_nocolorfile +TASBEConfig.checkpoint('test'); + +stem = 'tests/colormodel_csv/'; + +header = [stem 'colormodel_csv.json']; + +beadfile = DataFile('csv', [stem 'Beads_PointCloud.csv'], header); +blankfile = DataFile('csv', [stem 'blank_PointCloud.csv'], header); + +% Create one channel / colorfile pair for each color +channels = {}; colorfiles = {}; +channels{1} = Channel('PE-Tx-Red-YG-A', 561, 610, 20); +channels{1} = setPrintName(channels{1}, 'mKate'); +channels{1} = setLineSpec(channels{1}, 'r'); + +channels{2} = Channel('FSC-A', 488, 488, 10); +channels{2} = setPrintName(channels{2}, 'FSC'); +channels{2} = setLineSpec(channels{2}, 'k'); + +channels{3} = Channel('SSC-A', 488, 488, 10); +channels{3} = setPrintName(channels{3}, 'SSC'); +channels{3} = setLineSpec(channels{3}, 'b'); + +% Multi-color controls are used for converting other colors into ERF units +% Any channel without a control mapping it to ERF will be left in arbirary units. +colorpairfiles = {}; + +CM = ColorModel(beadfile, blankfile, channels, colorfiles, colorpairfiles); + +TASBEConfig.set('beads.beadModel','SpheroTech RCP-30-5A'); % Entry from BeadCatalog.xls matching your beads +TASBEConfig.set('beads.beadBatch','Lot AA01, AA02, AA03, AA04, AB01, AB02, AC01, GAA01-R'); % Entry from BeadCatalog.xls containing your lot +TASBEConfig.set('beads.beadChannel','PE-TR'); + +% Ignore all bead data below 10^rangeMin as being too "smeared" with noise +TASBEConfig.set('beads.rangeMin', 1.8); +% The peak threshold determines the minumum count per bin for something to +% be considered part of a peak. Set if automated threshold finds too many or few peaks +TASBEConfig.set('beads.peakThreshold', 600); +CM=set_ERF_channel_name(CM, 'PE-Tx-Red-YG-A'); + +TASBEConfig.set('plots.plotPath', '/tmp/plots'); +% Execute and save the model +CM=resolve(CM); +save('-V7','/tmp/CM120312.mat','CM'); + +%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% +% Check results in CM: +CMS = struct(CM); + +UT = struct(CMS.unit_translation); +assertElementsAlmostEqual(UT.k_ERF, 59.9971, 'relative', 1e-2); +assertElementsAlmostEqual(UT.first_peak, 5); +assertElementsAlmostEqual(UT.fit_error, 0.019232, 'absolute', 0.002); +assertElementsAlmostEqual(UT.peak_sets{1}, [110.3949 227.5807 855.4849 2.4685e+03], 'relative', 1e-2); + +assertEqual(numel(CMS.autofluorescence_model), 3); +assertEqual(sum(~isempty(CMS.autofluorescence_model)), 1); + +AFM_R = struct(CMS.autofluorescence_model{1}); +assertElementsAlmostEqual(AFM_R.af_mean, 3.6683, 'absolute', 0.5); +assertElementsAlmostEqual(AFM_R.af_std, 17.5621, 'absolute', 0.5); + +COMP = struct(CMS.compensation_model); +assertElementsAlmostEqual(COMP.matrix, [1 0 0; 0 1 0; 0 0 1], 'absolute', 1e-3); + +CTM = struct(CMS.color_translation_model); +assertElementsAlmostEqual(CTM.scales, [NaN NaN NaN; NaN NaN NaN; NaN NaN NaN]); + + +function test_colormodel_error_missing_colorfiles +TASBEConfig.checkpoint('test'); + +stem = 'tests/colormodel_csv/'; + +header = [stem 'colormodel_csv.json']; + +beadfile = DataFile('csv', [stem 'Beads_PointCloud.csv'], header); +blankfile = DataFile('csv', [stem 'blank_PointCloud.csv'], header); + +% Create one channel / colorfile pair for each color +channels = {}; colorfiles = {}; +channels{1} = Channel('FITC-A', 488, 515, 20); +channels{1} = setPrintName(channels{1}, 'EYFP'); % Name to print on charts +channels{1} = setLineSpec(channels{1}, 'y'); % Color for lines, when needed + +channels{2} = Channel('PE-Tx-Red-YG-A', 561, 610, 20); +channels{2} = setPrintName(channels{2}, 'mKate'); +channels{2} = setLineSpec(channels{2}, 'r'); +colorfiles{2} = DataFile('csv', [stem 'mkate_PointCloud.csv'], header); + +% Multi-color controls are used for converting other colors into ERF units +% Any channel without a control mapping it to ERF will be left in arbirary units. +colorpairfiles = {}; + +assertExceptionThrown(@()(ColorModel(beadfile, blankfile, channels, colorfiles, colorpairfiles)),... + 'TASBE:ColorModel:OneColorfilePerChannel', 'No error was raised'); + + +% Make sure manual setting of template file converts to datafile correctly +function test_colormodel_channeltemplate +TASBEConfig.checkpoint('test'); + +stem = 'tests/colormodel_csv/'; + +header = [stem 'colormodel_csv.json']; + +beadfile = DataFile('csv', [stem 'Beads_PointCloud.csv'], header); +blankfile = DataFile('csv', [stem 'blank_PointCloud.csv'], header); +TASBEConfig.set('flow.channel_template_file',beadfile); + +% Create one channel / colorfile pair for each color +channels = {}; colorfiles = {}; +channels{1} = Channel('PE-Tx-Red-YG-A', 561, 610, 20); +channels{1} = setPrintName(channels{1}, 'mKate'); +channels{1} = setLineSpec(channels{1}, 'r'); +colorfiles{1} = DataFile('csv', [stem 'mkate_PointCloud.csv'], header); + +% Multi-color controls are used for converting other colors into ERF units +% Any channel without a control mapping it to ERF will be left in arbirary units. +colorpairfiles = {}; + +CM = ColorModel(beadfile, blankfile, channels, colorfiles, colorpairfiles); + +TASBEConfig.set('beads.beadModel','SpheroTech RCP-30-5A'); % Entry from BeadCatalog.xls matching your beads +TASBEConfig.set('beads.beadBatch','Lot AA01, AA02, AA03, AA04, AB01, AB02, AC01, GAA01-R'); % Entry from BeadCatalog.xls containing your lot +TASBEConfig.set('beads.beadChannel','PE-TR'); +CM=set_ERF_channel_name(CM, 'PE-Tx-Red-YG-A'); + +TASBEConfig.set('plots.plotPath', '/tmp/plots'); +% Execute and save the model +CM=resolve(CM); +save('-V7','/tmp/CM120312.mat','CM'); + diff --git a/tests/test_colormodel_excel.m b/tests/test_colormodel_excel.m new file mode 100644 index 00000000..9578beb1 --- /dev/null +++ b/tests/test_colormodel_excel.m @@ -0,0 +1,113 @@ +function test_suite = test_colormodel_excel + TASBEConfig.checkpoint('test'); + try % assignment of 'localfunctions' is necessary in Matlab >= 2016 + test_functions=localfunctions(); + catch % no problem; early Matlab versions can use initTestSuite fine + end + initTestSuite; + +function test_colormodel_excel_endtoend + % Create TemplateExtraction object + [filepath, ~, ~] = fileparts(mfilename('fullpath')); + extractor = TemplateExtraction('test_templates/test_batch_template1.xlsx', [end_with_slash(filepath) '../']); + CM = make_color_model_excel(extractor); + + % Check that bead files are identical + log = TASBESession.list(); + assertEqual(log{end}.contents{end}.name, 'Identical'); + + % Check results in CM: + CMS = struct(CM); + + UT = struct(CMS.unit_translation); + assertElementsAlmostEqual(UT.k_ERF, 2267.3, 'relative', 1e-2); + assertElementsAlmostEqual(UT.first_peak, 8); + assertElementsAlmostEqual(UT.fit_error, 0); + assertElementsAlmostEqual(UT.peak_sets{1}, 128.35, 'relative', 1e-2); + + AFM_Y = struct(CMS.autofluorescence_model{1}); + assertElementsAlmostEqual(AFM_Y.af_mean, 3.2600, 'absolute', 0.5); + assertElementsAlmostEqual(AFM_Y.af_std, 17.0788, 'absolute', 0.5); + AFM_R = struct(CMS.autofluorescence_model{2}); + assertElementsAlmostEqual(AFM_R.af_mean, 3.6683, 'absolute', 0.5); + assertElementsAlmostEqual(AFM_R.af_std, 17.5621, 'absolute', 0.5); + AFM_B = struct(CMS.autofluorescence_model{3}); + assertElementsAlmostEqual(AFM_B.af_mean, 5.8697, 'absolute', 0.5); + assertElementsAlmostEqual(AFM_B.af_std, 16.9709, 'absolute', 0.5); + + COMP = struct(CMS.compensation_model); + expected_matrix = [... + 1.0000 0.0056 0.0004 0; + 0.0010 1.0000 0.0022 0; + 0 0.0006 1.0000 0; + 0 0 0 1]; + + assertElementsAlmostEqual(COMP.matrix, expected_matrix, 'absolute', 1e-3); + + % Check results for sizeBeads: + assertTrue(strcmp(CMS.sizeUnits,'Eum')); + expected_peaks = 1e5*[0.1257 0.2574 0.6506 1.3908 1.9087 3.1596]; + UT = struct(CMS.size_unit_translation); + assertElementsAlmostEqual(UT.um_poly, [0.5865 -2.0798], 'relative', 1e-2); + assertElementsAlmostEqual(UT.first_peak, 1); + assertElementsAlmostEqual(UT.fit_error, 0.0784, 'absolute', 0.01); + assertElementsAlmostEqual(UT.peak_sets{1}, expected_peaks, 'relative', 1e-2); + +% Not Equal: Got [NaN 1.0056 1.9442;0.99176 NaN NaN;0.51417 NaN NaN] instead +% CTM = struct(CMS.color_translation_model); +% expected_scales = [... +% NaN 1.0097 2.1796; +% 0.9872 NaN NaN; +% 0.45834 NaN NaN]; +% +% assertElementsAlmostEqual(CTM.scales, expected_scales, 'absolute', 0.02); + +function test_colormodel_excel_singlered + % Create TemplateExtraction object + [filepath, ~, ~] = fileparts(mfilename('fullpath')); + extractor = TemplateExtraction('test_templates/test_batch_template2.xlsx', [end_with_slash(filepath) '../']); + CM = make_color_model_excel(extractor); + % Check results in CM: + CMS = struct(CM); + + UT = struct(CMS.unit_translation); + assertElementsAlmostEqual(UT.k_ERF, 59.9971, 'relative', 1e-2); + assertElementsAlmostEqual(UT.first_peak, 5); + assertElementsAlmostEqual(UT.fit_error, 0.019232, 'absolute', 0.002); + assertElementsAlmostEqual(UT.peak_sets{1}, [110.3949 227.5807 855.4849 2.4685e+03], 'relative', 1e-2); + + AFM_R = struct(CMS.autofluorescence_model{1}); + assertElementsAlmostEqual(AFM_R.af_mean, 3.6683, 'absolute', 0.5); + assertElementsAlmostEqual(AFM_R.af_std, 17.5621, 'absolute', 0.5); + + COMP = struct(CMS.compensation_model); + assertElementsAlmostEqual(COMP.matrix, 1.0000, 'absolute', 1e-3); + + CTM = struct(CMS.color_translation_model); + assertElementsAlmostEqual(CTM.scales, NaN); + +function test_colormodel_excel_singlered_nocolorfile + % Create TemplateExtraction object + [filepath, ~, ~] = fileparts(mfilename('fullpath')); + extractor = TemplateExtraction('test_templates/test_batch_template3.xlsx', [end_with_slash(filepath) '../']); + CM = make_color_model_excel(extractor); + % Check results in CM: + CMS = struct(CM); + + UT = struct(CMS.unit_translation); + assertElementsAlmostEqual(UT.k_ERF, 59.9971, 'relative', 1e-2); + assertElementsAlmostEqual(UT.first_peak, 5); + assertElementsAlmostEqual(UT.fit_error, 0.019232, 'absolute', 0.002); + assertElementsAlmostEqual(UT.peak_sets{1}, [110.3949 227.5807 855.4849 2.4685e+03], 'relative', 1e-2); + + AFM_R = struct(CMS.autofluorescence_model{1}); + assertElementsAlmostEqual(AFM_R.af_mean, 3.6683, 'absolute', 0.5); + assertElementsAlmostEqual(AFM_R.af_std, 17.5621, 'absolute', 0.5); + + COMP = struct(CMS.compensation_model); + assertElementsAlmostEqual(COMP.matrix, 1.0000, 'absolute', 1e-3); + + CTM = struct(CMS.color_translation_model); + assertElementsAlmostEqual(CTM.scales, NaN); + + \ No newline at end of file diff --git a/tests/test_csv_reading.m b/tests/test_csv_reading.m new file mode 100644 index 00000000..40186a79 --- /dev/null +++ b/tests/test_csv_reading.m @@ -0,0 +1,182 @@ +function test_suite = test_csv_reading + TASBEConfig.checkpoint('test'); + try % assignment of 'localfunctions' is necessary in Matlab >= 2016 + test_functions=localfunctions(); + catch % no problem; early Matlab versions can use initTestSuite fine + end + initTestSuite; + +function test_fca_readcsv +f1 = '../TASBEFlowAnalytics-Tutorial/template_analysis/csv/LacI-CAGop_Dox01_PointCloud.csv'; +header = 'tests/LacI-CAGop.json'; + +datafile = DataFile('csv', f1, header); + +[data, hdr] = fca_read(datafile); + +PACIFIC_BLUE_CHANNEL = 3; +NUM_CHANNELS = 3; +assert(strcmp(hdr.par(PACIFIC_BLUE_CHANNEL).name,'Pacific Blue-A')); +assert(all(size(data) == [161608 NUM_CHANNELS])); +assertElementsAlmostEqual(data(1,:),[4.2471e4 4.0352e4 3.7367e4],'absolute',1e0); + +function test_fca_readcsv_error1 +f1 = '../TASBEFlowAnalytics-Tutorial/template_analysis/csv/LacI-CAGop_Dox01_PointCloud.csv'; +header = 'tests/LacI-CAGop-error1.json'; + +datafile = DataFile('csv', f1, header); + +assertExceptionThrown(@()fca_read(datafile), 'fca_readcsv:NumParameterMismatch', 'No error or incorrect error was raised.'); + +function test_fca_readcsv_error2 +f1 = '../TASBEFlowAnalytics-Tutorial/template_analysis/csv/LacI-CAGop_Dox01_PointCloud.csv'; +header = 'tests/LacI-CAGop-error2.json'; + +datafile = DataFile('csv', f1, header); + +assertExceptionThrown(@()fca_read(datafile), 'fca_readcsv:MissingChannel', 'No error or incorrect error was raised.'); + +function test_cm_read_csv + +CM = load_or_make_testing_colormodel(); +f1 = '../TASBEFlowAnalytics-Tutorial/template_analysis/csv/LacI-CAGop_Dox01_PointCloud.csv'; +% kludge to read as a.u. rather than MEFL +header = 'tests/LacI-CAGop-au.json'; + +datafile = DataFile('csv', f1, header); + +CM = clear_filters(CM); % got to drop the filters because it's a.u. and there's no FSC and SSC +data = readfcs_compensated_ERF(CM,datafile,false,true); +NUM_CHANNELS = 3; +assert(all(size(data) == [161608 NUM_CHANNELS])); +% numbers should change because all a.u. is treated as uncalibrated +assertElementsAlmostEqual(data(1,:),[9.5741e7 9.0444e7 3.8822e7],'absolute',1e3); + + +function test_cm_read_mixed_csv + +CM = load_or_make_testing_colormodel(); +f1 = '../TASBEFlowAnalytics-Tutorial/template_analysis/csv/LacI-CAGop_Dox01_PointCloud.csv'; +% kludge to read as a mix of a.u. and MEFL rather than all MEFL +header = 'tests/LacI-CAGop-mixed.json'; + +datafile = DataFile('csv', f1, header); + +data = readfcs_compensated_ERF(CM,datafile,false,true); +NUM_CHANNELS = 3; +assert(all(size(data) == [161608 NUM_CHANNELS])); +% there is a non-a.u. channel, so it should all be treated as calibrated +assertElementsAlmostEqual(data(1,:),[4.2471e4 4.0352e4 3.7367e4],'absolute',1e0); + + +function test_cm_read_broken_csv + +f1 = '../TASBEFlowAnalytics-Tutorial/template_analysis/csv/LacI-CAGop_Dox01_PointCloud.csv'; +header = 'tests/LacI-CAGop-broken.json'; + +datafile = DataFile('csv', f1, header); + +assertExceptionThrown(@()fca_read(datafile), 'fca_readcsv:NumParameterMismatch', 'No error or incorrect error was raised.'); + + +function test_cm_read_broken_csv2 + +f1 = '../TASBEFlowAnalytics-Tutorial/template_analysis/csv/LacI-CAGop_Dox01_PointCloud.csv'; +header = 'tests/LacI-CAGop-broken2.json'; + +datafile = DataFile('csv', f1, header); + +assertExceptionThrown(@()fca_read(datafile), 'fca_readcsv:MissingRequiredHeaderField', 'No error or incorrect error was raised.'); +log = TASBESession.list(); +assertEqual(log{end}.contents{end-1}.name, 'UnknownHeaderField'); + + +function test_cm_read_broken_csv3 + +f1 = '../TASBEFlowAnalytics-Tutorial/template_analysis/csv/LacI-CAGop_Dox01_PointCloud.csv'; +header = 'tests/LacI-CAGop-broken3.json'; + +datafile = DataFile('csv', f1, header); + +fca_read(datafile); +log = TASBESession.list(); +assertEqual(log{end}.contents{end-1}.name, 'UnknownHeaderField'); +assertEqual(log{end}.contents{end}.name, 'FilenameMismatch'); + +function test_fca_extracolumn + f1 = 'tests/LacI-extra-column.csv'; + header = 'tests/LacI-extra.json'; + + datafile = DataFile('csv', f1, header); + + [data, hdr] = fca_read(datafile); + + DERIVED_CHANNEL = 4; + NUM_CHANNELS = 4; + assert(strcmp(hdr.par(DERIVED_CHANNEL).name,'Derived_Value')); + assert(all(size(data) == [50 NUM_CHANNELS])); + assert(hdr.non_au); + assertElementsAlmostEqual(data(1,:),[4.2471e4 4.0352e4 3.7367e4 1],'absolute',1e0); + +function test_fca_extracolumn_au + f1 = 'tests/LacI-extra-column.csv'; + header = 'tests/LacI-extra-au.json'; + + datafile = DataFile('csv', f1, header); + + [data, hdr] = fca_read(datafile); + + DERIVED_CHANNEL = 4; + NUM_CHANNELS = 4; + assert(strcmp(hdr.par(DERIVED_CHANNEL).name,'Derived_Value')); + assert(all(size(data) == [50 NUM_CHANNELS])); + assert(~hdr.non_au); + assertElementsAlmostEqual(data(1,:),[4.2471e4 4.0352e4 3.7367e4 1],'absolute',1e0); + + +function test_cm_extracolumn_ignored + CM = load_or_make_testing_colormodel(); + + f1 = 'tests/LacI-extra-column.csv'; + header = 'tests/LacI-extra.json'; + + datafile = DataFile('csv', f1, header); + + data = readfcs_compensated_ERF(CM,datafile,false,true); + NUM_CHANNELS = 3; + assert(all(size(data) == [50 NUM_CHANNELS])); + % there is a non-a.u. channel, so it should all be treated as calibrated + assertElementsAlmostEqual(data(1,:),[4.2471e4 4.0352e4 3.7367e4],'absolute',1e0); + +function test_cm_extracolumn_used + CM = load_or_make_testing_colormodel(); + + f1 = 'tests/LacI-extra-column.csv'; + header = 'tests/LacI-extra.json'; + + datafile = DataFile('csv', f1, header); + + CM = add_derived_channel(CM,'Derived_Value','Derived','Boolean'); + data = readfcs_compensated_ERF(CM,datafile,false,true); + NUM_CHANNELS = 4; + assert(all(size(data) == [50 NUM_CHANNELS])); + % there is a non-a.u. channel, so it should all be treated as calibrated + assertElementsAlmostEqual(data(1,:),[4.2471e4 4.0352e4 3.7367e4 1],'absolute',1e0); + +function test_cm_extrafiltered + CM = load_or_make_testing_colormodel(); + CM = add_derived_channel(CM,'Derived_Value','Derived','Boolean'); + filter = RangeFilter('Derived_Value',[1 1]); + CM = add_postfilter(CM,filter); + + f1 = 'tests/LacI-extra-column.csv'; + header = 'tests/LacI-extra.json'; + datafile = DataFile('csv', f1, header); + + data = readfcs_compensated_ERF(CM,datafile,false,true); + NUM_CHANNELS = 4; + assert(all(size(data) == [15 NUM_CHANNELS])); + % there is a non-a.u. channel, so it should all be treated as calibrated + assertElementsAlmostEqual(data(1,:),[4.2471e4 4.0352e4 3.7367e4 1],'absolute',1e0); + assertElementsAlmostEqual(data(4,:),[0.2249e4 7.2319e4 0.1156e4 1],'absolute',1e0); + diff --git a/tests/test_csv_writing.m b/tests/test_csv_writing.m new file mode 100644 index 00000000..2c3b58f9 --- /dev/null +++ b/tests/test_csv_writing.m @@ -0,0 +1,32 @@ +function test_suite = test_csv_writing + TASBEConfig.checkpoint('test'); + try % assignment of 'localfunctions' is necessary in Matlab >= 2016 + test_functions=localfunctions(); + catch % no problem; early Matlab versions can use initTestSuite fine + end + initTestSuite; + +function test_fca_writecsv + +TASBEConfig.set('flow.outputPointCloud','true'); +TASBEConfig.set('flow.pointCloudPath','/tmp/CSV/'); + +CM = load_or_make_testing_colormodel(); + +bins = BinSequence(4,0.1,10,'log_bins'); +AP = AnalysisParameters(bins,{}); +stem1011 = '../TASBEFlowAnalytics-Tutorial/example_assay/LacI-CAGop_'; +experiment = Experiment('test','', {0,{DataFile('fcs', [stem1011 'B3_P3.fcs'])}}); +data = read_data(CM, experiment, AP); +writeFcsPointCloudCSV(CM, {{'filename'}}, data); + +% confirm that write is correct +written_file = '/tmp/CSV/filename_PointCloud.csv'; +written_lines = {'EYFP_MEFL,mKate_MEFL,EBFP2_MEFL'; + '42808.53,40694.79,33597.78'}; + +fid = fopen(written_file); +for i=1:numel(written_lines), + assert(strcmp(fgetl(fid),written_lines{i})); +end +fclose(fid); diff --git a/tests/test_errors_excel.m b/tests/test_errors_excel.m new file mode 100644 index 00000000..29040e52 --- /dev/null +++ b/tests/test_errors_excel.m @@ -0,0 +1,67 @@ +function test_suite = test_errors_excel + TASBEConfig.checkpoint('test'); + try % assignment of 'localfunctions' is necessary in Matlab >= 2016 + test_functions=localfunctions(); + catch % no problem; early Matlab versions can use initTestSuite fine + end + initTestSuite; + +function test_errors_excel_filenames + % Create TemplateExtraction object + [filepath, ~, ~] = fileparts(mfilename('fullpath')); + extractor = TemplateExtraction('test_templates/faulty_batch_template1.xlsx', [end_with_slash(filepath) '../']); + CM = load_or_make_testing_colormodel(); + assertExceptionThrown(@()batch_analysis_excel(extractor, CM), 'getExcelFilename:FilenameNotFound', 'No error was raised'); + +function test_errors_excel_conditions + [filepath, ~, ~] = fileparts(mfilename('fullpath')); + extractor = TemplateExtraction('test_templates/faulty_batch_template1.xlsx', [end_with_slash(filepath) '../']); + log = TASBESession.list(); + assertEqual(log{end}.contents{end}.name, 'InvalidValue'); + +function test_errors_excel_session + if is_octave() + assertExceptionThrown(@()analyzeFromExcel('', '', '', 1), 'Octave:invalid-index', 'No error was raised'); + else + assertExceptionThrown(@()analyzeFromExcel('', '', '', 1), 'MATLAB:badsubscript', 'No error was raised'); + end + try + assertExceptionThrown(@()analyzeFromExcel('test_templates/faulty_batch_template1.xlsx', 'comparative', '', 1), 'TASBE:Analysis:ColumnDimensionMismatch', 'No error was raised'); + catch + try + assertExceptionThrown(@()analyzeFromExcel('test_templates/faulty_batch_template1.xlsx', 'comparative', '', 1), 'TASBE:ColorModel:MissingChannel', 'No error was raised'); + catch + assertExceptionThrown(@()analyzeFromExcel('test_templates/faulty_batch_template1.xlsx', 'comparative', '', 1), 'getExcelFilename:FilenameNotFound', 'No error was raised'); + + end + end + assertExceptionThrown(@()analyzeFromExcel('test_templates/faulty_batch_template1.xlsx', 'none', '', 1), 'analyzeFromExcel:InvalidType', 'No error was raised'); + +function test_errors_excel_channel_roles + CM = load_or_make_testing_colormodel(); + % Test 0 channel roles + extractor = TemplateExtraction('test_templates/test_batch_template3.xlsx'); + assertExceptionThrown(@()getChannelRoles(CM, extractor), 'getChannelRoles:NoInformation', 'No error was raised'); + % Test 1 channel role + extractor = TemplateExtraction('test_templates/test_batch_template2.xlsx'); + assertExceptionThrown(@()getChannelRoles(CM, extractor), 'getChannelRoles:TooFew', 'No error was raised'); + % Test 2 channel roles + extractor = TemplateExtraction('test_templates/test_batch_template5.xlsx'); + [channel_roles, print_names] = getChannelRoles(CM, extractor); + expected_names = {'EYFP', 'mKate'}; + assertEqual(numel(channel_roles), 1); + assertEqual(print_names, expected_names); + % Test 3 channel roles + extractor = TemplateExtraction('test_templates/test_batch_template1.xlsx'); + [channel_roles, print_names] = getChannelRoles(CM, extractor); + expected_names = {'EYFP', 'mKate', 'EBFP2'}; + assertEqual(numel(channel_roles), 1); + assertEqual(print_names, expected_names); + % Test 4 channel roles + extractor = TemplateExtraction('test_templates/faulty_batch_template1.xlsx'); + [channel_roles, print_names] = getChannelRoles(CM, extractor); + expected_names = {'EYFP', 'mKate', 'EBFP2', 'EYFP'}; + assertEqual(numel(channel_roles), 2); + assertEqual(print_names, expected_names); + + \ No newline at end of file diff --git a/tests/test_fca_read_errors.m b/tests/test_fca_read_errors.m new file mode 100644 index 00000000..a2c3328b --- /dev/null +++ b/tests/test_fca_read_errors.m @@ -0,0 +1,25 @@ +function test_suite = test_fca_read_errors + TASBEConfig.checkpoint('test'); + try % assignment of 'localfunctions' is necessary in Matlab >= 2016 + test_functions=localfunctions(); + catch % no problem; early Matlab versions can use initTestSuite fine + end + initTestSuite; +end + +function test_fca_read_nofile + no_file = ''; + assertExceptionThrown(@()DataFile('fcs', no_file), 'TASBE:DataFile:InvalidExtension', 'No error was raised.'); +end + +function test_fca_read_wrongfile + wrong_file = '../TASBEFlowAnalytics-Tutorial/example_controls/wrong.fcs'; + datafile = DataFile('fcs', wrong_file); + [fcsdat, fcshdr, fcsdatscaled] = fca_read(datafile); + log = TASBESession.list(); + assertEqual(log{end}.contents{end}.name, 'NoFile'); + assertEqual(fcsdat, []); + assertEqual(fcshdr, []); + assertEqual(fcsdatscaled, []); +end + diff --git a/tests/test_fcs_reading.m b/tests/test_fcs_reading.m new file mode 100644 index 00000000..01f396b4 --- /dev/null +++ b/tests/test_fcs_reading.m @@ -0,0 +1,105 @@ +function test_suite = test_fcs_reading + TASBEConfig.checkpoint('test'); + try % assignment of 'localfunctions' is necessary in Matlab >= 2016 + test_functions=localfunctions(); + catch % no problem; early Matlab versions can use initTestSuite fine + end + initTestSuite; + +function test_fca_read + f1 = '../TASBEFlowAnalytics-Tutorial/example_controls/07-29-11_blank_P3.fcs'; + f2 = '../TASBEFlowAnalytics-Tutorial/example_controls/2012-03-12_Beads_P3.fcs'; + + datafile1 = DataFile('fcs', f1); + [data, hdr] = fca_read(datafile1); + + PACIFIC_BLUE_CHANNEL = 10; + NUM_CHANNELS = 13; + assert(strcmp(hdr.par(PACIFIC_BLUE_CHANNEL).name,'Pacific Blue-A')); + assert(all(size(data) == [19865 NUM_CHANNELS])); + + datafile2 = DataFile('fcs', f2); + [data2, hdr2] = fca_read(datafile2); + PACIFIC_BLUE_CHANNEL = 11; + assert(strcmp(hdr2.par(PACIFIC_BLUE_CHANNEL).name,'Pacific Blue-A')); + assert(all(size(data2) == [114929 NUM_CHANNELS])); + +function test_fcs_scatter + TASBEConfig.set('plots.plotPath','/tmp'); + f2 = '../TASBEFlowAnalytics-Tutorial/example_controls/2012-03-12_Beads_P3.fcs'; + datafile = DataFile('fcs', f2); + [data, h] = fcs_scatter(datafile,'FITC-A','Pacific Blue-A',1,[],0); + assert(all(size(data) == [114929 2])); + outputfig(h,'fcs_test',TASBEConfig.get('plots.plotPath')); + +function test_fcs_too_small + +TASBEConfig.checkpoint('in_test'); + +CM = load_or_make_testing_colormodel(); + +stem1011 = '../TASBEFlowAnalytics-Tutorial/example_assay/LacI-CAGop_'; + +% First read without warning +data = readfcs_compensated_ERF(CM,DataFile('fcs', [stem1011 'B4_P3.fcs']),0,1); +log = TASBESession.list(); +assertFalse(strcmp(log{end}.contents{end}.name, 'UnusuallySmallFile')); + +% now make everything too small and get a warning when reading +TASBEConfig.set('flow.smallFileWarning',1e8); +data = readfcs_compensated_ERF(CM,DataFile('fcs', [stem1011 'B4_P3.fcs']),0,1); +log = TASBESession.list(); +assertEqual(log{end}.contents{end}.name, 'UnusuallySmallFile'); + +TASBEConfig.checkpoint('in_test'); + + +function test_fcs_too_large + +TASBEConfig.checkpoint('in_test'); + +CM = load_or_make_testing_colormodel(); + +stem1011 = '../TASBEFlowAnalytics-Tutorial/example_assay/LacI-CAGop_'; + +% First read without warning +data = readfcs_compensated_ERF(CM,DataFile('fcs', [stem1011 'B4_P3.fcs']),0,1); +log = TASBESession.list(); +assertFalse(strcmp(log{end}.contents{end}.name, 'TooManyEvents')); + +% now make the max-events threshold low and get a warning when reading +TASBEConfig.set('flow.maxEvents',1e4); +data = readfcs_compensated_ERF(CM,DataFile('fcs', [stem1011 'B4_P3.fcs']),0,1); +log = TASBESession.list(); +assertEqual(log{end}.contents{end}.name, 'TooManyEvents'); + +TASBEConfig.checkpoint('in_test'); + +function test_saturation_detection +TASBEConfig.checkpoint('in_test'); + +stem = '../TASBEFlowAnalytics-Tutorial/example_controls/'; +datafile = DataFile('fcs', [stem '171221_E1_p1_AJ02.fcs']); +[data, hdr] = fca_read(datafile); +bins = BinSequence(4,0.02,10,'log_bins'); +TASBEConfig.set('flow.saturationWarning', 0.2); + +% Call subpopulation_statistics on each channel and check to make sure +% saturation warning only appears for channel 3 +num_channels = numel(hdr.par); +for i=1:num_channels + TASBESession.reset(); + subpopulation_statistics(bins, data, i, 'geometric'); + % Check latest warning + log = TASBESession.list(); + warning_name = log{end}.contents{end}.name; + if i == 3 + assertEqual(warning_name, 'SaturationDetected'); + else + assertFalse(strcmp(warning_name, 'SaturationDetected')) + end +end + + + + diff --git a/tests/test_get_bead_models.m b/tests/test_get_bead_models.m new file mode 100644 index 00000000..4b4f87f5 --- /dev/null +++ b/tests/test_get_bead_models.m @@ -0,0 +1,23 @@ +function test_suite = test_get_bead_models + TASBEConfig.checkpoint('test'); + try % assignment of 'localfunctions' is necessary in Matlab >= 2016 + test_functions=localfunctions(); + catch % no problem; early Matlab versions can use initTestSuite fine + end + initTestSuite; + +function test_beadModelsEndtoend + +expected_models = {'SpheroTech RCP-30-5A' + 'SpheroTech RCP-30-5' + 'Clontech AcGFP 632594' + 'Clontech mCherry 632595' + 'SpheroTech URCP-38-2K'}; + +results = get_bead_models(); + +assertEqual(expected_models{1}, results{1}); +assertEqual(expected_models{2}, results{2}); +assertEqual(expected_models{3}, results{3}); +assertEqual(expected_models{4}, results{4}); +assertEqual(expected_models{5}, results{5}); \ No newline at end of file diff --git a/tests/test_get_bead_peaks.m b/tests/test_get_bead_peaks.m new file mode 100644 index 00000000..8acdd4e8 --- /dev/null +++ b/tests/test_get_bead_peaks.m @@ -0,0 +1,67 @@ +function test_suite = test_get_bead_peaks + TASBEConfig.checkpoint('test'); + try % assignment of 'localfunctions' is necessary in Matlab >= 2016 + test_functions=localfunctions(); + catch % no problem; early Matlab versions can use initTestSuite fine + end + initTestSuite; + +function test_beadPeaksEndtoend +correct_model = 'SpheroTech RCP-30-5A'; +incorrect_model = 'Unknown'; +no_model = ''; + +correct_channel = 'FITC'; +incorrect_channel = 'TE'; +no_channel = ''; + +correct_batch1 = 'Lot AA'; +correct_batch2 = 'AG01'; +correct_batch3 = 'Lot AA01, AA02, AA03, AA04, AB01, AB02, AC01, GAA01-R'; +incorrect_batch = 'AP02'; +vague_batch = 'Lot AD'; +no_batch = ''; + +% test correct inputs +expected_peaks1 = [NaN, 692, 2192, 6027, 17491, 35673, 126914, 291016]; +obtained_peaks1 = get_bead_peaks(correct_model, correct_channel, correct_batch1); +expected_peaks2 = [72, 646, 1705, 4828, 15995, 47602, 135873, 273002]; +obtained_peaks2 = round(get_bead_peaks(correct_model, correct_channel, correct_batch2)); +obtained_peaks3 = get_bead_peaks(correct_model, correct_channel, no_batch); +obtained_peaks4 = get_bead_peaks(correct_model, correct_channel, correct_batch3); + +assertElementsAlmostEqual(expected_peaks1, obtained_peaks1); +assertElementsAlmostEqual(expected_peaks2, obtained_peaks2); +assertElementsAlmostEqual(expected_peaks1, obtained_peaks3); +assertElementsAlmostEqual(expected_peaks1, obtained_peaks4); + +% test incorrect model inputs +assertExceptionThrown(@()get_bead_peaks(incorrect_model, correct_channel, correct_batch1), 'TASBE:BeadCatalog:NoModel', 'No error was raised.'); +assertExceptionThrown(@()get_bead_peaks(no_model, correct_channel, correct_batch1), 'TASBE:BeadCatalog:NoModel', 'No error was raised.'); + +% test incorrect channel inputs +assertExceptionThrown(@()get_bead_peaks(correct_model, incorrect_channel, correct_batch1), 'TASBE:BeadCatalog:NoChannel', 'No error was raised.'); +assertExceptionThrown(@()get_bead_peaks(correct_model, no_channel, correct_batch1), 'TASBE:BeadCatalog:NoChannel', 'No error was raised.'); + +% test incorrect batch inputs +assertExceptionThrown(@()get_bead_peaks(correct_model, correct_channel, incorrect_batch), 'TASBE:BeadCatalog:NoBatch', 'No error was raised.'); +assertExceptionThrown(@()get_bead_peaks(correct_model, correct_channel, vague_batch), 'TASBE:BeadCatalog:VagueInput', 'No error was raised.'); + +%%%%%%% +% An all-combinations test with URCP-38-2K +correct_model2 = 'SpheroTech URCP-38-2K'; +correct_batch4 = 'Lot AJ02'; +correct_batch5 = 'Lot AJ03'; +correct_batch6 = 'AJ02'; +correct_batch7 = 'AJ03'; + +expected_peaks4567 = [190 3868 33701 97304 251992 485706]; +obtained_peaks4 = get_bead_peaks(correct_model2, correct_channel, correct_batch4); +obtained_peaks5 = get_bead_peaks(correct_model2, correct_channel, correct_batch5); +obtained_peaks6 = get_bead_peaks(correct_model2, correct_channel, correct_batch6); +obtained_peaks7 = get_bead_peaks(correct_model2, correct_channel, correct_batch7); + +assertElementsAlmostEqual(expected_peaks4567, obtained_peaks4,'relative',1e-2); +assertElementsAlmostEqual(expected_peaks4567, obtained_peaks5,'relative',1e-2); +assertElementsAlmostEqual(expected_peaks4567, obtained_peaks6,'relative',1e-2); +assertElementsAlmostEqual(expected_peaks4567, obtained_peaks7,'relative',1e-2); diff --git a/tests/test_gmdistribution.m b/tests/test_gmdistribution.m new file mode 100644 index 00000000..29c9bca1 --- /dev/null +++ b/tests/test_gmdistribution.m @@ -0,0 +1,36 @@ +function test_suite = test_gmdistribution + TASBEConfig.checkpoint('test'); + try % assignment of 'localfunctions' is necessary in Matlab >= 2016 + test_functions=localfunctions(); + catch % no problem; early Matlab versions can use initTestSuite fine + end + initTestSuite; + +function test_simple_fit + +mu = eye(2); +Sigma = eye(2); +GM = gmdistribution (mu, Sigma); +density = pdf(GM, [0 0; 1 1]); +assertElementsAlmostEqual (density(1) - density(2), 0, 1e-6); + +[idx, nlogl, P, logpdf,M] = cluster (GM, eye(2)); +assertEqual (idx, [1; 2]); +[idx2,nlogl2,P2,logpdf2] = cluster (GM, eye(2)); +assertElementsAlmostEqual (nlogl - nlogl2, 0, 1e-6); +[idx3,nlogl3,P3] = cluster (GM, eye(2)); +assertElementsAlmostEqual (P - P3, zeros (2), 1e-6); +[idx4,nlogl4] = cluster (GM, eye(2)); +assertEqual (size (nlogl4), [1 1]); +idx5 = cluster (GM, eye(2)); +assertEqual (idx - idx5, zeros (2,1)); + +D = mahal(GM, [1;0]); +assertElementsAlmostEqual (D - M(1,:), zeros (1,2), 1e-6); + +P = posterior(GM, [0 1]); +assertElementsAlmostEqual (P - P2(2,:), zeros (1,2), 1e-6); + +R = random(GM, 20); +assertEqual (size(R), [20, 2]); + diff --git a/tests/test_plusminus_analysis.m b/tests/test_plusminus_analysis.m new file mode 100644 index 00000000..8b62c8b7 --- /dev/null +++ b/tests/test_plusminus_analysis.m @@ -0,0 +1,190 @@ +function test_suite = test_plusminus_analysis + TASBEConfig.checkpoint('test'); + try % assignment of 'localfunctions' is necessary in Matlab >= 2016 + test_functions=localfunctions(); + catch % no problem; early Matlab versions can use initTestSuite fine + end + initTestSuite; + +function test_plusminus_analysis_endtoend + +CM = load_or_make_testing_colormodel(); + +% set up metadata +experimentName = 'LacI Transfer Curve'; +device_name = 'LacI-CAGop'; +inducer_name = '100xDox'; + +% Configure the analysis +% Analyze on a histogram of 10^[first] to 10^[third] ERF, with bins every 10^[second] +bins = BinSequence(4,0.1,10,'log_bins'); + +% Designate which channels have which roles +input = channel_named(CM, 'EBFP2'); +output = channel_named(CM, 'EYFP'); +constitutive = channel_named(CM, 'mKate'); +AP = AnalysisParameters(bins,{'input',input; 'output',output; 'constitutive' constitutive}); +% Ignore any bins with less than valid count as noise +AP=setMinValidCount(AP,100'); +% Ignore any raw fluorescence values less than this threshold as too contaminated by instrument noise +AP=setPemDropThreshold(AP,5'); +% Add autofluorescence back in after removing for compensation? +AP=setUseAutoFluorescence(AP,false'); + +% Make a map of the batches of plus/minus comparisons to test +% This analysis supports two variables: a +/- variable and a "tuning" variable +stem1011 = '../TASBEFlowAnalytics-Tutorial/example_assay/LacI-CAGop_'; +batch_description = {... + {'Lows';'BaseDox';{'+', '-'}; + % First set is the matching "plus" conditions + {0.1, {DataFile('fcs', [stem1011 'B9_P3.fcs'])}; % Replicates go here, e.g., {[rep1], [rep2], [rep3]} + 0.2, {DataFile('fcs', [stem1011 'B10_P3.fcs'])}}; + % Second set is the matching "minus" conditions + {0.1, {DataFile([stem1011 'B3_P3.fcs'])}; + 0.2, {DataFile([stem1011 'B4_P3.fcs'])}}}; + {'Highs';'BaseDox';{'+', '-'}; + {10, {[stem1011 'C3_P3.fcs']}; + 20, {[stem1011 'C4_P3.fcs']}}; + {10, {[stem1011 'B9_P3.fcs']}; + 20, {[stem1011 'B10_P3.fcs']}}}; + }; + +% Execute the actual analysis +TASBEConfig.set('OutputSettings.DeviceName',device_name); +TASBEConfig.set('plots.plotPath','/tmp/plots'); +results = process_plusminus_batch( CM, batch_description, AP); + +% Make additional output plots +for i=1:numel(results) + TASBEConfig.set('OutputSettings.StemName',batch_description{i}{1}); + TASBEConfig.set('OutputSettings.DeviceName',device_name); + TASBEConfig.set('OutputSettings.PlotTickMarks',1); + plot_plusminus_comparison(results{i}, batch_description{i}{3}); +end + +save('-V7','/tmp/LacI-CAGop-plus-minus.mat','batch_description','AP','results'); + + +%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% +% Check results in results: + +expected_ratios1 = [... + NaN 1.0086 0.9606 0.9771 0.9354 0.9644 ... + 1.0185 1.0080 0.9745 1.0056 0.9382 1.0183 ... + 0.9451 0.9722 0.9448 0.8899 1.0751 0.9440 ... + 0.9175 0.9634 1.0262 0.9926 0.9646 1.0168 ... + 1.0116 1.0355 0.9952 1.0080 1.0022 0.9941 ... + 0.9754 1.0673 0.9268 1.0025 1.0074 0.8959 ... + 1.0694 0.8552 0.8225 NaN NaN NaN ... + NaN NaN NaN NaN NaN NaN ... + NaN NaN NaN NaN NaN NaN ... + NaN NaN NaN NaN NaN NaN; + NaN 0.9664 0.8940 0.9385 1.0209 0.9813 ... + 1.0078 0.9692 0.9432 0.9649 0.9092 0.9043 ... + 1.0011 1.0162 0.9402 1.0205 0.9296 0.8528 ... + 0.9153 1.0146 0.9160 0.9584 0.9931 0.9313 ... + 0.9573 0.9333 0.9286 0.9523 0.9035 0.9039 ... + 0.8542 0.9128 0.8938 0.7718 0.8671 0.8132 ... + 0.8296 0.8260 0.6837 0.6643 NaN NaN ... + NaN NaN NaN NaN NaN NaN ... + NaN NaN NaN NaN NaN NaN ... + NaN NaN NaN NaN NaN NaN]'; + +expected_InSNR1 = [... + NaN -50.4876 -35.5677 -39.6846 -60.2398 -40.4353 ... + -45.7498 -35.3940 -40.7624 -34.1766 -59.5005 -41.6042 ... + -43.4850 -36.8905 -36.2304 -40.8816 -58.1243 -49.6369 ... + -41.7020 -34.3396 -39.2137 -36.2969 -39.8594 -56.6814 ... + -46.9717 -34.6402 -31.9336 -27.8541 -24.1057 -21.8985 ... + -21.3048 -18.4210 -17.6606 -16.5609 -15.2061 -13.6520 ... + -13.6705 -10.8209 -9.8168 NaN NaN NaN ... + NaN NaN NaN NaN NaN NaN ... + NaN NaN NaN NaN NaN NaN ... + NaN NaN NaN NaN NaN NaN; + NaN -33.5707 -51.4860 -45.2050 -46.0929 -42.2081 ... + -35.7295 -41.5390 -51.2181 -41.2107 -41.5073 -31.1404 ... + -45.1269 -36.9786 -40.1149 -55.8444 -33.6293 -43.3774 ... + -53.6681 -29.8151 -28.8893 -41.4384 -27.7713 -24.3412 ... + -24.2965 -19.9103 -18.8151 -16.3105 -13.9907 -13.4825 ... + -12.5224 -11.3929 -9.5539 -9.2309 -8.7707 -8.5042 ... + -8.1709 -8.7221 -4.9384 -5.0238 NaN NaN ... + NaN NaN NaN NaN NaN NaN ... + NaN NaN NaN NaN NaN NaN ... + NaN NaN NaN NaN NaN NaN]'; + +expected_OutSNR1 = [... + NaN -51.5298 -38.3145 -43.4382 -34.0322 -39.4484 ... + -45.3694 -52.6413 -42.4398 -56.0358 -35.0818 -46.4625 ... + -37.3607 -43.7595 -37.7257 -31.5290 -35.7296 -37.6141 ... + -34.1023 -40.9637 -43.9824 -54.2742 -40.2003 -45.8642 ... + -48.7043 -38.0288 -54.3283 -49.2814 -59.6581 -50.9615 ... + -37.8502 -29.0910 -27.9903 -57.9441 -48.2983 -24.9977 ... + -29.5669 -22.6795 -21.4766 NaN NaN NaN ... + NaN NaN NaN NaN NaN NaN ... + NaN NaN NaN NaN NaN NaN ... + NaN NaN NaN NaN NaN NaN; + NaN -39.2975 -29.5771 -34.4862 -44.2632 -45.0543 ... + -52.7365 -40.7116 -35.3894 -39.8367 -31.6605 -31.6725 ... + -71.9792 -48.6811 -37.0106 -46.7376 -35.7282 -28.9247 ... + -33.8540 -49.3235 -33.6035 -39.1766 -54.5511 -33.3914 ... + -36.7538 -32.1892 -31.0335 -33.6606 -26.9353 -26.2829 ... + -21.5899 -26.4749 -24.7117 -17.7002 -22.7739 -20.2524 ... + -21.0083 -20.7342 -15.6818 -15.3731 NaN NaN ... + NaN NaN NaN NaN NaN NaN ... + NaN NaN NaN NaN NaN NaN ... + NaN NaN NaN NaN NaN NaN]'; + +expected_ratios2 = [... + NaN 0.8515 0.9436 0.9039 0.8732 0.8401 0.8830 0.8175 0.7666 0.7003 ... + 0.7233 0.5937 0.6280 0.5979 0.6195 0.6211 0.4905 0.4894 0.4615 0.3566 ... + 0.3546 0.3169 0.2954 0.2417 0.2115 0.1937 0.1664 0.1710 0.1462 0.1269 ... + 0.1049 0.0955 0.0988 0.0733 0.0762 0.0807 0.0631 0.0567 0.0469 NaN ... + NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN ... + NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN; + NaN 0.9924 0.8857 0.9436 0.8938 0.8439 0.8657 0.7836 0.7623 0.7237 ... + 0.6622 0.6388 0.5512 0.5837 0.6193 0.4723 0.4938 0.4422 0.3841 0.3327 ... + 0.3230 0.2664 0.2201 0.2117 0.1613 0.1558 0.1474 0.1194 0.1076 0.0936 ... + 0.0850 0.0762 0.0660 0.0641 0.0552 0.0520 0.0498 0.0394 0.0328 0.0300 ... + NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN ... + NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN]'; + +expected_InSNR2 = [... + NaN -26.2867 -21.8448 -17.9864 -20.8516 -19.0734 -18.3335 -17.5163 -17.4387 -15.1872 ... + -12.8411 -10.4584 -7.7761 -8.0683 -7.0743 -6.2092 -5.2542 -4.4733 -3.4007 -2.2669 ... + -1.1466 0.1529 0.6244 1.7463 2.5537 2.8679 3.4742 3.9855 4.1103 4.1814 ... + 4.5746 4.6932 4.1880 4.1644 3.9865 3.4480 3.4781 3.3437 2.7666 NaN ... + NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN ... + NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN; + NaN -16.9708 -18.0594 -15.7344 -16.8694 -16.8607 -16.6613 -16.0137 -14.9443 -12.9653 ... + -11.5909 -8.0905 -7.0605 -6.0781 -5.3351 -5.1998 -3.9302 -2.6338 -1.5806 -0.9217 ... + -0.0713 1.2294 1.8748 2.2483 2.9876 3.2888 3.6028 3.4828 3.5926 3.5822 ... + 3.4890 3.2987 3.1824 2.9410 2.3671 2.2929 1.8390 2.4193 0.7461 0.6434 ... + NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN ... + NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN]'; + +expected_OutSNR2 = [... + NaN -25.7988 -35.1381 -30.5310 -27.7514 -25.6300 -28.6421 -24.5755 -22.1651 -19.9213 ... + -20.8423 -17.0665 -18.7885 -18.2879 -18.9455 -19.0333 -15.6426 -15.5374 -14.9386 -12.2547 ... + -11.9919 -10.7504 -9.9555 -8.0221 -6.9940 -6.0030 -4.9270 -4.5762 -3.6708 -2.9414 ... + -2.0771 -1.5017 -1.7750 -1.2747 -1.1792 -2.0762 -1.4888 -0.9332 -1.0486 NaN ... + NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN ... + NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN; + NaN -52.3255 -28.4970 -35.1367 -29.5957 -25.9082 -27.3607 -22.7542 -22.0238 -20.5665 ... + -18.7798 -18.5022 -16.5700 -17.7626 -18.8904 -15.0606 -15.6683 -14.4813 -13.0611 -11.6190 ... + -11.3301 -9.5345 -8.0891 -7.4733 -5.6032 -5.0626 -4.4712 -3.1378 -2.6121 -2.0064 ... + -1.1426 -1.0365 -0.6120 -0.8491 -0.5000 -0.6560 -0.5601 -0.4992 -0.6355 -1.0099 ... + NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN ... + NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN]'; + + +assertEqual(numel(results),2); +assertElementsAlmostEqual(results{1}{1}.MeanRatio, [0.9761; 0.8910], 'relative', 0.01); +assertElementsAlmostEqual(results{1}{1}.Ratios, expected_ratios1, 'relative', 0.01); +assertElementsAlmostEqual(results{1}{1}.InputSNR, expected_InSNR1, 'relative', 0.1); +assertElementsAlmostEqual(results{1}{1}.OutputSNR, expected_OutSNR1, 'relative', 0.1); + +assertElementsAlmostEqual(results{2}{1}.MeanRatio, [0.2384; 0.1793], 'relative', 0.01); +assertElementsAlmostEqual(results{2}{1}.Ratios, expected_ratios2, 'relative', 0.01); +assertElementsAlmostEqual(results{2}{1}.InputSNR, expected_InSNR2, 'relative', 0.1); +assertElementsAlmostEqual(results{2}{1}.OutputSNR, expected_OutSNR2, 'relative', 0.1); + diff --git a/tests/test_plusminus_excel.m b/tests/test_plusminus_excel.m new file mode 100644 index 00000000..b84d18d8 --- /dev/null +++ b/tests/test_plusminus_excel.m @@ -0,0 +1,146 @@ +function test_suite = test_plusminus_excel + TASBEConfig.checkpoint('test'); + try % assignment of 'localfunctions' is necessary in Matlab >= 2016 + test_functions=localfunctions(); + catch % no problem; early Matlab versions can use initTestSuite fine + end + initTestSuite; + +function test_plusminus_excel_endtoend + % Create TemplateExtraction object + [filepath, ~, ~] = fileparts(mfilename('fullpath')); + extractor = TemplateExtraction('test_templates/test_batch_template4.xlsx', [end_with_slash(filepath) '../']); + CM = load_or_make_testing_colormodel(); + [all_results, all_batch_description] = plusminus_analysis_excel(extractor, CM); + assertEqual(numel(all_results), 1); + results = all_results{1}; + assertEqual(numel(all_batch_description), 1); + batch_description = all_batch_description{1}; + + % Make sure condition names are as expected + assertEqual(batch_description{1}{1}, 'DOSE=Low'); + assertEqual(batch_description{2}{1}, 'DOSE=High'); + + %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% + % Check results in results: + + expected_ratios1 = [... + NaN 1.0086 0.9606 0.9771 0.9354 0.9644 ... + 1.0185 1.0080 0.9745 1.0056 0.9382 1.0183 ... + 0.9451 0.9722 0.9448 0.8899 1.0751 0.9440 ... + 0.9175 0.9634 1.0262 0.9926 0.9646 1.0168 ... + 1.0116 1.0355 0.9952 1.0080 1.0022 0.9941 ... + 0.9754 1.0673 0.9268 1.0025 1.0074 0.8959 ... + 1.0694 0.8552 0.8225 NaN NaN NaN ... + NaN NaN NaN NaN NaN NaN ... + NaN NaN NaN NaN NaN NaN ... + NaN NaN NaN NaN NaN NaN; + NaN 0.9664 0.8940 0.9385 1.0209 0.9813 ... + 1.0078 0.9692 0.9432 0.9649 0.9092 0.9043 ... + 1.0011 1.0162 0.9402 1.0205 0.9296 0.8528 ... + 0.9153 1.0146 0.9160 0.9584 0.9931 0.9313 ... + 0.9573 0.9333 0.9286 0.9523 0.9035 0.9039 ... + 0.8542 0.9128 0.8938 0.7718 0.8671 0.8132 ... + 0.8296 0.8260 0.6837 0.6643 NaN NaN ... + NaN NaN NaN NaN NaN NaN ... + NaN NaN NaN NaN NaN NaN ... + NaN NaN NaN NaN NaN NaN]'; + + expected_InSNR1 = [... + NaN -50.4876 -35.5677 -39.6846 -60.2398 -40.4353 ... + -45.7498 -35.3940 -40.7624 -34.1766 -59.5005 -41.6042 ... + -43.4850 -36.8905 -36.2304 -40.8816 -58.1243 -49.6369 ... + -41.7020 -34.3396 -39.2137 -36.2969 -39.8594 -56.6814 ... + -46.9717 -34.6402 -31.9336 -27.8541 -24.1057 -21.8985 ... + -21.3048 -18.4210 -17.6606 -16.5609 -15.2061 -13.6520 ... + -13.6705 -10.8209 -9.8168 NaN NaN NaN ... + NaN NaN NaN NaN NaN NaN ... + NaN NaN NaN NaN NaN NaN ... + NaN NaN NaN NaN NaN NaN; + NaN -33.5707 -51.4860 -45.2050 -46.0929 -42.2081 ... + -35.7295 -41.5390 -51.2181 -41.2107 -41.5073 -31.1404 ... + -45.1269 -36.9786 -40.1149 -55.8444 -33.6293 -43.3774 ... + -53.6681 -29.8151 -28.8893 -41.4384 -27.7713 -24.3412 ... + -24.2965 -19.9103 -18.8151 -16.3105 -13.9907 -13.4825 ... + -12.5224 -11.3929 -9.5539 -9.2309 -8.7707 -8.5042 ... + -8.1709 -8.7221 -4.9384 -5.0238 NaN NaN ... + NaN NaN NaN NaN NaN NaN ... + NaN NaN NaN NaN NaN NaN ... + NaN NaN NaN NaN NaN NaN]'; + + expected_OutSNR1 = [... + NaN -51.5298 -38.3145 -43.4382 -34.0322 -39.4484 ... + -45.3694 -52.6413 -42.4398 -56.0358 -35.0818 -46.4625 ... + -37.3607 -43.7595 -37.7257 -31.5290 -35.7296 -37.6141 ... + -34.1023 -40.9637 -43.9824 -54.2742 -40.2003 -45.8642 ... + -48.7043 -38.0288 -54.3283 -49.2814 -59.6581 -50.9615 ... + -37.8502 -29.0910 -27.9903 -57.9441 -48.2983 -24.9977 ... + -29.5669 -22.6795 -21.4766 NaN NaN NaN ... + NaN NaN NaN NaN NaN NaN ... + NaN NaN NaN NaN NaN NaN ... + NaN NaN NaN NaN NaN NaN; + NaN -39.2975 -29.5771 -34.4862 -44.2632 -45.0543 ... + -52.7365 -40.7116 -35.3894 -39.8367 -31.6605 -31.6725 ... + -71.9792 -48.6811 -37.0106 -46.7376 -35.7282 -28.9247 ... + -33.8540 -49.3235 -33.6035 -39.1766 -54.5511 -33.3914 ... + -36.7538 -32.1892 -31.0335 -33.6606 -26.9353 -26.2829 ... + -21.5899 -26.4749 -24.7117 -17.7002 -22.7739 -20.2524 ... + -21.0083 -20.7342 -15.6818 -15.3731 NaN NaN ... + NaN NaN NaN NaN NaN NaN ... + NaN NaN NaN NaN NaN NaN ... + NaN NaN NaN NaN NaN NaN]'; + + expected_ratios2 = [... + NaN 0.8515 0.9436 0.9039 0.8732 0.8401 0.8830 0.8175 0.7666 0.7003 ... + 0.7233 0.5937 0.6280 0.5979 0.6195 0.6211 0.4905 0.4894 0.4615 0.3566 ... + 0.3546 0.3169 0.2954 0.2417 0.2115 0.1937 0.1664 0.1710 0.1462 0.1269 ... + 0.1049 0.0955 0.0988 0.0733 0.0762 0.0807 0.0631 0.0567 0.0469 NaN ... + NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN ... + NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN; + NaN 0.9924 0.8857 0.9436 0.8938 0.8439 0.8657 0.7836 0.7623 0.7237 ... + 0.6622 0.6388 0.5512 0.5837 0.6193 0.4723 0.4938 0.4422 0.3841 0.3327 ... + 0.3230 0.2664 0.2201 0.2117 0.1613 0.1558 0.1474 0.1194 0.1076 0.0936 ... + 0.0850 0.0762 0.0660 0.0641 0.0552 0.0520 0.0498 0.0394 0.0328 0.0300 ... + NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN ... + NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN]'; + + expected_InSNR2 = [... + NaN -26.2867 -21.8448 -17.9864 -20.8516 -19.0734 -18.3335 -17.5163 -17.4387 -15.1872 ... + -12.8411 -10.4584 -7.7761 -8.0683 -7.0743 -6.2092 -5.2542 -4.4733 -3.4007 -2.2669 ... + -1.1466 0.1529 0.6244 1.7463 2.5537 2.8679 3.4742 3.9855 4.1103 4.1814 ... + 4.5746 4.6932 4.1880 4.1644 3.9865 3.4480 3.4781 3.3437 2.7666 NaN ... + NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN ... + NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN; + NaN -16.9708 -18.0594 -15.7344 -16.8694 -16.8607 -16.6613 -16.0137 -14.9443 -12.9653 ... + -11.5909 -8.0905 -7.0605 -6.0781 -5.3351 -5.1998 -3.9302 -2.6338 -1.5806 -0.9217 ... + -0.0713 1.2294 1.8748 2.2483 2.9876 3.2888 3.6028 3.4828 3.5926 3.5822 ... + 3.4890 3.2987 3.1824 2.9410 2.3671 2.2929 1.8390 2.4193 0.7461 0.6434 ... + NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN ... + NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN]'; + + expected_OutSNR2 = [... + NaN -25.7988 -35.1381 -30.5310 -27.7514 -25.6300 -28.6421 -24.5755 -22.1651 -19.9213 ... + -20.8423 -17.0665 -18.7885 -18.2879 -18.9455 -19.0333 -15.6426 -15.5374 -14.9386 -12.2547 ... + -11.9919 -10.7504 -9.9555 -8.0221 -6.9940 -6.0030 -4.9270 -4.5762 -3.6708 -2.9414 ... + -2.0771 -1.5017 -1.7750 -1.2747 -1.1792 -2.0762 -1.4888 -0.9332 -1.0486 NaN ... + NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN ... + NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN; + NaN -52.3255 -28.4970 -35.1367 -29.5957 -25.9082 -27.3607 -22.7542 -22.0238 -20.5665 ... + -18.7798 -18.5022 -16.5700 -17.7626 -18.8904 -15.0606 -15.6683 -14.4813 -13.0611 -11.6190 ... + -11.3301 -9.5345 -8.0891 -7.4733 -5.6032 -5.0626 -4.4712 -3.1378 -2.6121 -2.0064 ... + -1.1426 -1.0365 -0.6120 -0.8491 -0.5000 -0.6560 -0.5601 -0.4992 -0.6355 -1.0099 ... + NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN ... + NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN]'; + + + assertEqual(numel(results),2); + assertElementsAlmostEqual(results{1}{1}.MeanRatio, [0.9764; 0.8880], 'relative', 0.01); + assertElementsAlmostEqual(results{1}{1}.Ratios, expected_ratios1, 'relative', 0.01); + assertElementsAlmostEqual(results{1}{1}.InputSNR, expected_InSNR1, 'relative', 0.1); + assertElementsAlmostEqual(results{1}{1}.OutputSNR, expected_OutSNR1, 'relative', 0.1); + + assertElementsAlmostEqual(results{2}{1}.MeanRatio, [0.2379; 0.1786], 'relative', 0.01); + assertElementsAlmostEqual(results{2}{1}.Ratios, expected_ratios2, 'relative', 0.02); + assertElementsAlmostEqual(results{2}{1}.InputSNR, expected_InSNR2, 'relative', 0.1); + assertElementsAlmostEqual(results{2}{1}.OutputSNR, expected_OutSNR2, 'relative', 0.1); + diff --git a/tests/test_rangefilter.m b/tests/test_rangefilter.m new file mode 100644 index 00000000..65aca4b3 --- /dev/null +++ b/tests/test_rangefilter.m @@ -0,0 +1,99 @@ +function test_suite = test_rangefilter + TASBEConfig.checkpoint('test'); + try % assignment of 'localfunctions' is necessary in Matlab >= 2016 + test_functions=localfunctions(); + catch % no problem; early Matlab versions can use initTestSuite fine + end + initTestSuite; + +function test_range_filter + +stem0312 = '../TASBEFlowAnalytics-Tutorial/example_controls/2012-03-12_'; +blankfile = DataFile('fcs',[stem0312 'blank_P3.fcs']); +[~, hdr] = fca_read(blankfile); + +hdr.par = hdr.par([7 10 11]); % 'FITC-A', 'PE-Tx-Red-YG-A', 'Pacific Blue-A' +data = [[2:10 1]; 2:2:20; 3:3:30]'; % some fake data to play with + +% remove things outside of the permitted ranges +RF = RangeFilter('FITC-A',[2 9]); +Dnew = applyFilter(RF,hdr,data); +assert(all(Dnew(:,1) == (2:9)')); +assert(all(Dnew(:,2) == (2:2:16)')); +assert(all(Dnew(:,3) == (3:3:24)')); + +% should be a no-op from applying twice: +Dnewer = applyFilter(RF,hdr,Dnew); +assert(all(Dnewer(:,1) == (2:9)')); +assert(all(Dnewer(:,2) == (2:2:16)')); +assert(all(Dnewer(:,3) == (3:3:24)')); + +% tighter range: +RF = RangeFilter('FITC-A',[4 5]); +Dnew = applyFilter(RF,hdr,data); +assert(all(Dnew(:,1) == (4:5)')); +assert(all(Dnew(:,2) == (6:2:8)')); +assert(all(Dnew(:,3) == (9:3:12)')); + +% open ranges: +RF = RangeFilter('PE-Tx-Red-YG-A',[-inf 5]); +Dnew = applyFilter(RF,hdr,data); +assert(all(Dnew(:,1) == (2:3)')); +assert(all(Dnew(:,2) == (2:2:4)')); +assert(all(Dnew(:,3) == (3:3:6)')); + +RF = RangeFilter('Pacific Blue-A',[10 inf]); +Dnew = applyFilter(RF,hdr,data); +assert(all(Dnew(:,1) == [(5:10) 1]')); +assert(all(Dnew(:,2) == (8:2:20)')); +assert(all(Dnew(:,3) == (12:3:30)')); + +% two-component 'And' +RF = RangeFilter('Pacific Blue-A',[10 inf],'PE-Tx-Red-YG-A',[-inf 12]); +Dnew = applyFilter(RF,hdr,data); +assert(all(Dnew(:,1) == (5:7)')); +assert(all(Dnew(:,2) == (8:2:12)')); +assert(all(Dnew(:,3) == (12:3:18)')); + +% explicit inclusion of 'And' +RF = RangeFilter('Mode','And','Pacific Blue-A',[10 inf],'PE-Tx-Red-YG-A',[-inf 12]); +Dnew = applyFilter(RF,hdr,data); +assert(all(Dnew(:,1) == (5:7)')); +assert(all(Dnew(:,2) == (8:2:12)')); +assert(all(Dnew(:,3) == (12:3:18)')); + +RF = RangeFilter('Pacific Blue-A',[10 inf],'PE-Tx-Red-YG-A',[-inf 12],'Mode','And'); +Dnew = applyFilter(RF,hdr,data); +assert(all(Dnew(:,1) == (5:7)')); +assert(all(Dnew(:,2) == (8:2:12)')); +assert(all(Dnew(:,3) == (12:3:18)')); + +% use of 'Or' instead: +RF = RangeFilter('Pacific Blue-A',[22 inf],'Mode','Or','FITC-A',[-inf 3]); +Dnew = applyFilter(RF,hdr,data); +assert(all(Dnew(:,1) == [2 3 9 10 1]')); +assert(all(Dnew(:,2) == [2 4 16 18 20]')); +assert(all(Dnew(:,3) == [3 6 24 27 30]')); + +% test application as part of a color model: +RF = RangeFilter('FITC-A',[10 inf]); +CM = load_or_make_testing_colormodel(); +rawdat = read_filtered_au(CM,blankfile); +CM = add_prefilter(CM,RF); +filtdat = read_filtered_au(CM,blankfile); + +assert(min(rawdat(:,7))<0); +assert(min(filtdat(:,7))>=10); +assert(min(rawdat(:,10))<0); +assert(min(filtdat(:,10))<0); + +RF = RangeFilter('FITC-A',[1e5 inf]); +CM = load_or_make_testing_colormodel(); +rawdat = readfcs_compensated_ERF(CM,blankfile,false,true); +CM = add_postfilter(CM,RF); +filtdat = readfcs_compensated_ERF(CM,blankfile,false,true); + +assert(min(rawdat(:,1))<1e4); +assert(min(filtdat(:,1))>=1e5); +assert(min(rawdat(:,3))<1e4); +assert(min(filtdat(:,3))<1e4); diff --git a/tests/test_sizebeads.m b/tests/test_sizebeads.m new file mode 100644 index 00000000..4ab00eb2 --- /dev/null +++ b/tests/test_sizebeads.m @@ -0,0 +1,317 @@ +function test_suite = test_sizebeads + TASBEConfig.checkpoint('test'); + try % assignment of 'localfunctions' is necessary in Matlab >= 2016 + test_functions=localfunctions(); + catch % no problem; early Matlab versions can use initTestSuite fine + end + initTestSuite; + +%%%%%%%%%%%% +% Note: test_colormodel tests the one and many bead cast; we just need to test a few special cases + +function [CM] = setupSizePeakCM() + +stem0312 = '../TASBEFlowAnalytics-Tutorial/example_controls/2012-03-12_'; + +beadfile = DataFile('fcs',[stem0312 'Beads_P3.fcs']); +blankfile = DataFile('fcs',[stem0312 'blank_P3.fcs']); + +% Create one channel / colorfile pair for each color +channels = {}; colorfiles = {}; +channels{1} = Channel('FITC-A', 488, 515, 20); +channels{1} = setPrintName(channels{1}, 'EYFP'); % Name to print on charts +channels{1} = setLineSpec(channels{1}, 'y'); % Color for lines, when needed +colorfiles{1} = DataFile('fcs',[stem0312 'EYFP_P3.fcs']); % If there is only one channel, the color file is optional + +channels{2} = Channel('Pacific Blue-A', 405, 450, 50); +channels{2} = setPrintName(channels{2}, 'EBFP2'); +channels{2} = setLineSpec(channels{2}, 'b'); +colorfiles{2} = DataFile('fcs',[stem0312 'ebfp2_P3.fcs']); + +channels{3} = Channel('FSC-A', 488, 488, 10); +channels{3} = setPrintName(channels{3}, 'FSC'); +channels{3} = setLineSpec(channels{3}, 'k'); + +channels{4} = Channel('SSC-A', 488, 488, 10); +channels{4} = setPrintName(channels{4}, 'SSC'); +channels{4} = setLineSpec(channels{4}, 'r'); + +% Multi-color controls are used for converting other colors into ERF units +% Any channel without a control mapping it to ERF will be left in arbirary units. +colorpairfiles = {}; +colorpairfiles{1} = {channels{1}, channels{2}, channels{2}, DataFile('fcs',[stem0312 'mkate_EBFP2_EYFP_P3.fcs'])}; + +sizebeadfile = '../TASBEFlowAnalytics-Tutorial/example_controls/180614_PPS6K_A02.fcs'; +sizedatafile = DataFile('fcs',sizebeadfile); + +CM = ColorModel(beadfile, blankfile, channels, colorfiles, colorpairfiles, sizedatafile); + +TASBEConfig.set('beads.beadModel','SpheroTech RCP-30-5A'); % Entry from BeadCatalog.xls matching your beads +TASBEConfig.set('beads.beadBatch','Lot AA01, AA02, AA03, AA04, AB01, AB02, AC01, GAA01-R'); % Entry from BeadCatalog.xls containing your lot + +CM=set_ERF_channel_name(CM, 'FITC-A'); + +% Configuration for size beads, if used +TASBEConfig.set('sizebeads.beadModel','SpheroTech PPS-6K'); % Entry from BeadCatalog.xls matching your beads +% Can also set bead channel or batch, if alternatives are available +% Ignore all size bead data below 10^[rangeMin] as being too "smeared" with noise +TASBEConfig.set('sizebeads.rangeMin', 2); +CM=set_um_channel_name(CM, 'FSC-A'); + +TASBEConfig.set('plots.plotPath', '/tmp/plots'); + + +function test_sizepeaks +TASBEConfig.checkpoint('test'); + +CM = setupSizePeakCM(); +% Execute and save the model +CM=resolve(CM); + +%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% +% Check results in CM: +CMS = struct(CM); +assertTrue(strcmp(CMS.sizeUnits,'Eum')); +expected_peaks = 1e5*[0.1257 0.2574 0.6506 1.3908 1.9087 3.1596]; +UT = struct(CMS.size_unit_translation); +assertElementsAlmostEqual(UT.um_poly, [0.5865 -2.0798], 'relative', 1e-2); +assertElementsAlmostEqual(UT.first_peak, 1); +assertElementsAlmostEqual(UT.fit_error, 0.0784, 'absolute', 0.01); +assertElementsAlmostEqual(UT.peak_sets{1}, expected_peaks, 'relative', 1e-2); + +channels = getChannels(CM); +% make sure units are right +assertEqual(getUnits(channels{1}),'MEFL'); +assertEqual(getUnits(channels{2}),'MEFL'); +assertEqual(getUnits(channels{3}),'Eum'); +assertEqual(getUnits(channels{4}),'a.u.'); +% make sure translations are right +assertElementsAlmostEqual(au_to_ERF(CM,getChannel(CM,1),1),2267.3, 'relative', 1e-2); +assertElementsAlmostEqual(au_to_ERF(CM,getChannel(CM,2),1),1163.3, 'relative', 1e-2); +assertElementsAlmostEqual(au_to_ERF(CM,getChannel(CM,3),1),0.0083, 'relative', 1e-2); +assertElementsAlmostEqual(au_to_ERF(CM,getChannel(CM,4),1),1, 'relative', 1e-2); + + +function test_size_bead_reading + +CM = setupSizePeakCM(); +% Execute and save the model +CM=resolve(CM); + +% make sure size channel isn't messed up by PEM drop +stem1011 = '../TASBEFlowAnalytics-Tutorial/example_assay/LacI-CAGop_'; +bins = BinSequence(-3,0.1,10,'log_bins'); + +AP = AnalysisParameters(bins,{}); +AP=setMinValidCount(AP,100'); +AP=setPemDropThreshold(AP,5'); +AP=setUseAutoFluorescence(AP,false'); + +% Make a map of condition names to file sets +file_pairs = {... + 'Dox 0.1', {DataFile('fcs',[stem1011 'B3_P3.fcs'])}; + 'Dox 2000.0', {DataFile('fcs',[stem1011 'C4_P3.fcs'])}; + }; + +[results, sampleresults] = per_color_constitutive_analysis(CM,file_pairs,{'EBFP2','EYFP','FSC','SSC'},AP); + +% Make output plots +TASBEConfig.set('OutputSettings.StemName','LacI-CAGop'); +TASBEConfig.set('plots.plotPath','/tmp/plots'); +TASBEConfig.set('OutputSettings.FixedInputAxis',[1e4 1e10]); +plot_batch_histograms(results,sampleresults,CM,{'b','g','r','k'}); + +save('/tmp/size-batch.mat','AP','bins','file_pairs','results','sampleresults'); + +%%%%%%%%%%%%%%%%%%%%%% +% Run all comparisons + +expectedBinCounts = [... + 0 0 0 0 + 0 0 0 0 + 0 0 0 0 + 0 0 0 0 + 0 0 0 0 + 0 0 0 0 + 0 0 0 0 + 0 0 0 0 + 0 0 0 0 + 0 0 0 0 + 0 0 0 0 + 0 0 0 0 + 0 0 0 0 + 0 0 0 0 + 0 0 0 0 + 0 0 0 0 + 0 0 0 0 + 0 0 0 0 + 0 0 0 0 + 0 0 0 0 + 0 0 0 0 + 0 0 0 0 + 0 0 0 0 + 0 0 0 0 + 0 0 0 0 + 0 0 0 0 + 0 0 0 0 + 0 0 0 0 + 0 0 0 0 + 0 0 0 0 + 0 0 351 0 + 0 0 988 0 + 0 0 1369 0 + 0 0 1558 0 + 0 0 1287 0 + 0 0 1808 0 + 0 0 5069 0 + 0 0 16126 0 + 0 0 54323 0 + 0 0 113083 0 + 0 0 24407 0 + 0 0 0 0 + 0 0 0 0 + 0 0 0 0 + 0 0 0 0 + 0 0 0 0 + 0 0 0 0 + 0 0 0 0 + 0 0 0 0 + 0 0 0 0 + 0 0 0 0 + 0 0 0 0 + 0 0 0 0 + 0 0 0 0 + 0 0 0 0 + 0 0 0 0 + 0 0 0 0 + 0 0 0 0 + 0 0 0 362 + 0 0 0 2039 + 0 0 0 6089 + 0 0 0 10663 + 0 0 0 19672 + 0 0 0 33667 + 0 0 0 43173 + 0 0 0 43585 + 0 0 0 32119 + 0 0 0 17692 + 6920 0 0 7481 + 6645 0 0 2635 + 9624 0 0 846 + 8838 4595 0 242 + 10886 4695 0 0 + 13706 6742 0 0 + 10660 6478 0 0 + 11065 7951 0 0 + 7683 8270 0 0 + 4219 8006 0 0 + 1843 7968 0 0 + 568 6619 0 0 + 135 4127 0 0 + 0 3371 0 0 + 0 3108 0 0 + 0 3519 0 0 + 0 3672 0 0 + 0 4319 0 0 + 0 4803 0 0 + 0 5217 0 0 + 0 5254 0 0 + 0 5568 0 0 + 0 5631 0 0 + 0 5470 0 0 + 0 5085 0 0 + 0 4593 0 0 + 0 4243 0 0 + 0 3588 0 0 + 0 2948 0 0 + 0 2428 0 0 + 0 1989 0 0 + 0 1484 0 0 + 0 1168 0 0 + 0 782 0 0 + 0 622 0 0 + 0 387 0 0 + 0 249 0 0 + 0 191 0 0 + 0 124 0 0 + 0 0 0 0 + 0 0 0 0 + 0 0 0 0 + 0 0 0 0 + 0 0 0 0 + 0 0 0 0 + 0 0 0 0 + 0 0 0 0 + 0 0 0 0 + 0 0 0 0 + 0 0 0 0 + 0 0 0 0 + 0 0 0 0 + 0 0 0 0 + 0 0 0 0 + 0 0 0 0 + 0 0 0 0 + 0 0 0 0 + 0 0 0 0 + 0 0 0 0 + 0 0 0 0 + 0 0 0 0 + 0 0 0 0 + ]; + +expectedMeans = [... + 2.0661e+04 2.5131e+05 7.8537 3.0293e+03; + 1.7136e+05 1.4958e+05 8.2587 2.5810e+03; + ]; + + +for i=1:numel(results) + assertElementsAlmostEqual(expectedMeans(i,:),results{i}.means,'relative',1e-2); +end + +assertElementsAlmostEqual(expectedBinCounts,results{1}.bincounts,'relative',1e-2); + + +function test_size_peak_forcing + +CM = setupSizePeakCM(); +TASBEConfig.set('sizebeads.forceFirstPeak',1); +TASBEConfig.set('sizebeads.rangeMax', 5); +% Execute and save the model +CM=resolve(CM); + +%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% +% Check results in CM: +CMS = struct(CM); +assertTrue(strcmp(CMS.sizeUnits,'Eum')); +expected_peaks = 1e5*[0.1257 0.2574 0.6506]; +UT = struct(CMS.size_unit_translation); +assertElementsAlmostEqual(UT.um_poly, [0.5565 -1.9418], 'relative', 1e-2); +assertElementsAlmostEqual(UT.first_peak, 1); +assertElementsAlmostEqual(UT.fit_error, 0.0099, 'absolute', 0.01); +assertElementsAlmostEqual(UT.peak_sets{1}, expected_peaks, 'relative', 1e-2); + +channels = getChannels(CM); +% make sure units are right +assertEqual(getUnits(channels{1}),'MEFL'); +assertEqual(getUnits(channels{2}),'MEFL'); +assertEqual(getUnits(channels{3}),'Eum'); +assertEqual(getUnits(channels{4}),'a.u.'); +% make sure translations are right +assertElementsAlmostEqual(au_to_ERF(CM,getChannel(CM,1),1),2267.3, 'relative', 1e-2); +assertElementsAlmostEqual(au_to_ERF(CM,getChannel(CM,2),1),1163.3, 'relative', 1e-2); +assertElementsAlmostEqual(au_to_ERF(CM,getChannel(CM,3),1),0.0114, 'relative', 1e-2); +assertElementsAlmostEqual(au_to_ERF(CM,getChannel(CM,4),1),1, 'relative', 1e-2); + + + +function test_size_peak_multiple_required + +CM = setupSizePeakCM(); +TASBEConfig.set('sizebeads.rangeMin', 4.5); +TASBEConfig.set('sizebeads.rangeMax', 5); +% Execute and save the model +CM=resolve(CM); + +log = TASBESession.list(); +assertEqual(log{end-3}.contents{end-1}.name, 'SinglePeak'); diff --git a/tests/test_small_fcs_files.m b/tests/test_small_fcs_files.m new file mode 100644 index 00000000..03deac9a --- /dev/null +++ b/tests/test_small_fcs_files.m @@ -0,0 +1,140 @@ +function test_suite = test_small_fcs_files + TASBEConfig.checkpoint('test'); + try % assignment of 'localfunctions' is necessary in Matlab >= 2016 + test_functions=localfunctions(); + catch % no problem; early Matlab versions can use initTestSuite fine + end + initTestSuite; + +function test_small_fcs + +% two micro-files, one with 0 events, one with 2 events +fcs0events = '../TASBEFlowAnalytics-Tutorial/tests/additional_test_files/aq1endun9epg7tm.fcs'; +fcs1events = '../TASBEFlowAnalytics-Tutorial/tests/additional_test_files/aq1endun9efp22g.fcs'; +fcs2events = '../TASBEFlowAnalytics-Tutorial/tests/additional_test_files/aq1enduncr9sukn.fcs'; +fcs79events = '../TASBEFlowAnalytics-Tutorial/tests/additional_test_files/aq1endunfwb9kmg.fcs'; + +blankfile = fcs0events; + +% Create one channel / colorfile pair for each color +channels = {}; colorfiles = {}; +channels{1} = Channel('BL1-A', 488, 515, 20); +channels{1} = setPrintName(channels{1}, 'GFP'); % Name to print on charts +channels{1} = setLineSpec(channels{1}, 'g'); % Color for lines, when needed +colorfiles{1} = fcs79events; + +CM = ColorModel([], blankfile, channels, colorfiles, {}); + +CM=set_ERF_channel_name(CM, 'BL1-A'); +TASBEConfig.set('flow.channel_template_file',blankfile); +TASBEConfig.set('calibration.overrideUnits',1); + +% Execute and save the model +CM=resolve(CM); + +% Configure the analysis +bins = BinSequence(0,0.1,10,'log_bins'); +AP = AnalysisParameters(bins,{}); + +% Make a map of condition names to file sets +file_pairs = {... + 'small1', {fcs0events, fcs1events, fcs79events, fcs2events}; + 'small2', {fcs79events, fcs2events}; + }; + +[results, sampleresults] = per_color_constitutive_analysis(CM,file_pairs,{'GFP'},AP); + +%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% +% Check results: + +assertEqual(numel(results), 2); +assertElementsAlmostEqual(results{1}.n_events, [1 1 79 2],1e-2); +assertElementsAlmostEqual(results{2}.n_events, [79 2],1e-2); + + + +function test_small_fcs_filtered + +% two micro-files, one with 0 events, one with 2 events +fcs0events = '../TASBEFlowAnalytics-Tutorial/tests/additional_test_files/aq1endun9epg7tm.fcs'; +fcs1events = '../TASBEFlowAnalytics-Tutorial/tests/additional_test_files/aq1endun9efp22g.fcs'; +fcs2events = '../TASBEFlowAnalytics-Tutorial/tests/additional_test_files/aq1enduncr9sukn.fcs'; +fcs79events = '../TASBEFlowAnalytics-Tutorial/tests/additional_test_files/aq1endunfwb9kmg.fcs'; + +blankfile = fcs0events; + +% Create one channel / colorfile pair for each color +channels = {}; colorfiles = {}; +channels{1} = Channel('BL1-A', 488, 515, 20); +channels{1} = setPrintName(channels{1}, 'GFP'); % Name to print on charts +channels{1} = setLineSpec(channels{1}, 'g'); % Color for lines, when needed +colorfiles{1} = fcs79events; + +CM = ColorModel([], blankfile, channels, colorfiles, {}); + +CM=set_ERF_channel_name(CM, 'BL1-A'); +TASBEConfig.set('flow.channel_template_file',blankfile); +TASBEConfig.set('calibration.overrideUnits',1); + +% Execute and save the model +RF = RangeFilter('BL1-A',[20 21]); +CM=resolve(CM); + +CM = add_prefilter(CM,RF); + +% Configure the analysis +bins = BinSequence(0,0.1,10,'log_bins'); +AP = AnalysisParameters(bins,{}); + +AP=setMinValidCount(AP,1'); + +% Make a map of condition names to file sets +file_pairs = {... + 'small1', {fcs0events, fcs1events, fcs2events}; + 'small2', {fcs79events, fcs2events}; + }; + +[results, sampleresults] = per_color_constitutive_analysis(CM,file_pairs,{'GFP'},AP); + +%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% +% Check results: + +assertEqual(numel(results), 2); +assertElementsAlmostEqual(results{1}.n_events, [0 0 0],1e-2); +assertElementsAlmostEqual(results{2}.n_events, [2 0],1e-2); + + +function test_complex_small_files_premade_colormodel + +% Color model = 'cm' +load('../TASBEFlowAnalytics-Tutorial/tests/additional_test_files/ColorModel.mat'); + +% Configure the analysis +bins = BinSequence(0,0.1,10,'log_bins'); +AP = AnalysisParameters(bins,{}); + +AP=setMinValidCount(AP,1'); + +% Make a map of condition names to file sets +stem = '../TASBEFlowAnalytics-Tutorial/tests/additional_test_files/'; +file_pairs = {... + 'A', {[stem 'aq1endun4pam9wj.fcs'], [stem 'aq1endun4pbrg2h.fcs'], [stem 'aq1endun4p9g3sk.fcs']}; + 'B', {[stem 'aq1endun4pcvp6p.fcs'], [stem 'aq1endun4pf63em.fcs'], [stem 'aq1endun4pf63eq.fcs']}; + 'B2', {[stem 'aq1endun4pcvp6p.fcs'], [stem 'aq1endun4pf63eq.fcs'], [stem 'aq1endun4pf63eq.fcs']}; + 'C', {[stem 'aq1endun4p77phf.fcs']}; + 'D', {[stem 'aq1endun4pjjntq.fcs']}; + 'E', {[stem 'aq1endunfvwse75.fcs']}; + 'F', {[stem 'aq1endun4p3t45d.fcs'], [stem 'aq1endun4p4xa9e.fcs']}; + 'G', {[stem 'aq1endun4nw54g9.fcs'], [stem 'aq1endun4nx9am8.fcs']}; + 'H', {[stem 'aq1endun4nzhpvb.fcs'], [stem 'aq1endun4p3t45a.fcs']}; + }; + +[results, sampleresults] = per_color_constitutive_analysis(cm,file_pairs,{'FSC-A','SSC-A','BL1-A','FSC-H','SSC-H','FSC-W','SSC-W'},AP); + +%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% +% Check results: + +assertEqual(numel(results), 9); +assertElementsAlmostEqual(results{1}.n_events, [0 0 0],1e-2); +assertElementsAlmostEqual(results{2}.n_events, [0 0 25],1e-2); + diff --git a/tests/test_statistics.m b/tests/test_statistics.m new file mode 100644 index 00000000..670a7443 --- /dev/null +++ b/tests/test_statistics.m @@ -0,0 +1,13 @@ +function test_suite = test_statistics + TASBEConfig.checkpoint('test'); + try % assignment of 'localfunctions' is necessary in Matlab >= 2016 + test_functions=localfunctions(); + catch % no problem; early Matlab versions can use initTestSuite fine + end + initTestSuite; + +function test_geomean + assertElementsAlmostEqual(geomean([2 4 8]),4) + +function test_geostd + assertElementsAlmostEqual(geostd([2 4 8]),2) diff --git a/tests/test_transfercurve_analysis.m b/tests/test_transfercurve_analysis.m new file mode 100644 index 00000000..589fa49c --- /dev/null +++ b/tests/test_transfercurve_analysis.m @@ -0,0 +1,203 @@ +function test_suite = test_transfercurve_analysis + TASBEConfig.checkpoint('test'); + try % assignment of 'localfunctions' is necessary in Matlab >= 2016 + test_functions=localfunctions(); + catch % no problem; early Matlab versions can use initTestSuite fine + end + initTestSuite; + +function test_batch_analysis_endtoend + +CM = load_or_make_testing_colormodel(); + + + +% set up metadata +experimentName = 'LacI Transfer Curve'; +device_name = 'LacI-CAGop'; +inducer_name = 'Dox'; + +% Configure the analysis +% Analyze on a histogram of 10^[first] to 10^[third] ERF, with bins every 10^[second] +bins = BinSequence(4,0.1,10,'log_bins'); + +% Designate which channels have which roles +input = channel_named(CM, 'EBFP2'); +output = channel_named(CM, 'EYFP'); +constitutive = channel_named(CM, 'mKate'); +AP = AnalysisParameters(bins,{'input',input; 'output',output; 'constitutive' constitutive}); +% Ignore any bins with less than valid count as noise +AP=setMinValidCount(AP,100'); +% Ignore any raw fluorescence values less than this threshold as too contaminated by instrument noise +AP=setPemDropThreshold(AP,5'); +% Add autofluorescence back in after removing for compensation? +AP=setUseAutoFluorescence(AP,false'); + +% Make a map of induction levels to file sets +stem1011 = '../TASBEFlowAnalytics-Tutorial/example_assay/LacI-CAGop_'; +level_file_pairs = {... + 0.1, {DataFile('fcs', [stem1011 'B3_P3.fcs'])}; % Replicates go here, e.g., {[rep1], [rep2], [rep3]} + 0.2, {DataFile('fcs', [stem1011 'B4_P3.fcs'])}; + 0.5, {DataFile('fcs', [stem1011 'B5_P3.fcs'])}; +% 1.0, {DataFile('fcs', [stem1011 'B6_P3.fcs'])}; +% 2.0, {DataFile([stem1011 'B7_P3.fcs'])}; +% 5.0, {DataFile([stem1011 'B8_P3.fcs'])}; +% 10.0, {DataFile([stem1011 'B9_P3.fcs'])}; +% 20.0, {DataFile([stem1011 'B10_P3.fcs'])}; +% 50.0, {[stem1011 'B11_P3.fcs']}; +% 100.0, {[stem1011 'B12_P3.fcs']}; +% 200.0, {[stem1011 'C1_P3.fcs']}; +% 500.0, {[stem1011 'C2_P3.fcs']}; + 1000.0, {DataFile('fcs', [stem1011 'C3_P3.fcs'])}; + 2000.0, {DataFile('fcs', [stem1011 'C4_P3.fcs'])}; + }; +experiment = Experiment(experimentName,{inducer_name}, level_file_pairs); + +% Execute the actual analysis +fprintf('Starting analysis...\n'); +[results, sampleresults] = process_transfer_curve( CM, experiment, AP); + +% Make output plots +TASBEConfig.set('OutputSettings.StemName',device_name); +TASBEConfig.set('plots.plotPath','/tmp/plots'); +% Plot how the constitutive fluorescence was distributed +TASBEConfig.set('OutputSettings.DeviceName',device_name); +plot_bin_statistics(sampleresults, getInducerLevelsToFiles(experiment,1)); +% Plot the relation between inducer and input fluorescence +TASBEConfig.set('OutputSettings.DeviceName',inducer_name); +plot_inducer_characterization(results); +% Plot the relation between input and output fluorescence +TASBEConfig.set('OutputSettings.DeviceName',device_name); +plot_IO_characterization(results); + +% Save the results of computation +save('-V7','/tmp/LacI-CAGop-Fine.mat','experiment','AP','sampleresults','results'); + +%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% +% Check results in results: + +ers = struct(results); + +result123_expected_bincounts = [... + 0 0 0; + 2706 2113 2088; + 2637 2204 1992; + 2623 2132 1995; + 3739 3058 2782; + 4714 3846 3671; + 5304 4421 4029; + 5434 4451 4323; + 5801 4614 4321; + 4683 3701 3442; + 4012 3186 3177; + 3469 2640 2661; + 2917 2394 2364; + 3200 2539 2482; + 3612 2874 2838; + 3985 3115 3092; + 4034 3229 3132; + 3985 3331 3165; + 4135 3274 3240; + 4179 3287 3260; + 4199 3265 3313; + 4095 3280 3103; + 3890 3220 3199; + 3817 3126 3095; + 3685 3074 2994; + 3509 2822 2756; + 3248 2612 2523; + 3032 2351 2366; + 2598 2202 2176; + 2401 1811 1856; + 1920 1645 1542; + 1626 1265 1351; + 1353 1088 1034; + 995 775 806; + 808 633 635; + 634 490 487; + 428 327 361; + 272 219 225; + 176 151 158; + 122 114 102; + 0 0 0; + 0 0 0; + 0 0 0; + 0 0 0; + 0 0 0; + 0 0 0; + 0 0 0; + 0 0 0; + 0 0 0; + 0 0 0; + 0 0 0; + 0 0 0; + 0 0 0; + 0 0 0; + 0 0 0; + 0 0 0; + 0 0 0; + 0 0 0; + 0 0 0; + 0 0 0; + ]; + +% order of expected channels taken from batch analysis: 'EBFP2','EYFP','mKate' +% order from color model: EYFP, mKate, EBFP2 +result_expected_means = 1e5 * [... + 2.6092 4.2917 0.1797 + 2.6073 4.2659 0.1801 + 2.6933 4.4501 0.1791 +% 2.7147 4.5464 0.1786 +% 2.6258 4.5050 0.1791 +% 2.6080 4.4814 0.1822 +% 2.6687 4.4504 0.1837 +% 2.6884 4.6085 0.2033 +% 2.5303 4.8246 0.2982 +% 2.4281 4.9244 0.3844 +% 2.2010 4.8634 0.5469 +% 1.8253 5.9254 0.8774 + 1.6010 6.9794 1.3203 + 1.4686 7.7212 1.6497 + ]; + +result_expected_stds = [... + 6.6025 7.9140 1.8335 + 6.6956 7.9290 1.8315 + 6.7029 7.9377 1.8321 +% 6.7406 8.0077 1.8316 +% 6.5894 7.9130 1.8376 +% 6.6332 8.0719 1.8720 +% 6.5871 7.9260 1.9225 +% 6.6026 8.0970 2.1899 +% 6.2995 8.2167 3.2610 +% 6.0207 8.2315 3.9419 +% 5.7252 8.0455 4.8530 +% 5.1557 8.5278 5.7880 + 4.6059 8.3820 6.1890 + 4.2960 8.2537 6.1751 + ]; + +assertEqual(size(ers.BinCounts), [60 5]); +assertEqual(size(ers.Means), [3 2]); +assertEqual(size(ers.Means{1,2}), [60 5]); + +% spot-check bin counts +for i=1:3 + assertElementsAlmostEqual(ers.BinCounts(:,i), result123_expected_bincounts(:,i), 'relative', 1e-2); +end + +assertEqual(struct(ers.PopMeans{1,1}).PrintName,'EYFP'); +assertEqual(struct(ers.PopMeans{2,1}).PrintName,'mKate'); +assertEqual(struct(ers.PopMeans{3,1}).PrintName,'EBFP2'); + +% order of expected channels taken from batch analysis: 'EBFP2','EYFP','mKate' +% order from color model: EYFP, mKate, EBFP2 +assertElementsAlmostEqual(ers.PopMeans{1,2}, result_expected_means(:,1), 'relative', 1e-2); +assertElementsAlmostEqual(ers.PopMeans{2,2}, result_expected_means(:,2), 'relative', 1e-2); +assertElementsAlmostEqual(ers.PopMeans{3,2}, result_expected_means(:,3), 'relative', 1e-2); +assertElementsAlmostEqual(ers.PopStandardDevs{1,2}, result_expected_stds(:,1), 'relative', 1e-2); +assertElementsAlmostEqual(ers.PopStandardDevs{2,2}, result_expected_stds(:,2), 'relative', 1e-2); +assertElementsAlmostEqual(ers.PopStandardDevs{3,2}, result_expected_stds(:,3), 'relative', 1e-2); + + +% TODO: add validation of finer stats as well diff --git a/tests/test_transfercurve_excel.m b/tests/test_transfercurve_excel.m new file mode 100644 index 00000000..1e2f1cf8 --- /dev/null +++ b/tests/test_transfercurve_excel.m @@ -0,0 +1,141 @@ +function test_suite = test_transfercurve_excel + TASBEConfig.checkpoint('test'); + try % assignment of 'localfunctions' is necessary in Matlab >= 2016 + test_functions=localfunctions(); + catch % no problem; early Matlab versions can use initTestSuite fine + end + initTestSuite; + +function test_batch_excel_endtoend + % Create TemplateExtraction object + [filepath, ~, ~] = fileparts(mfilename('fullpath')); + extractor = TemplateExtraction('test_templates/test_batch_template1.xlsx', [end_with_slash(filepath) '../']); + CM = load_or_make_testing_colormodel(); + all_results = transfercurve_analysis_excel(extractor, CM); + results = all_results{1}; + + %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% + % Check results in results: + + ers = struct(results); + + result123_expected_bincounts = [... + 0 0 0; + 2706 2113 2088; + 2637 2204 1992; + 2623 2132 1995; + 3739 3058 2782; + 4714 3846 3671; + 5304 4421 4029; + 5434 4451 4323; + 5801 4614 4321; + 4683 3701 3442; + 4012 3186 3177; + 3469 2640 2661; + 2917 2394 2364; + 3200 2539 2482; + 3612 2874 2838; + 3985 3115 3092; + 4034 3229 3132; + 3985 3331 3165; + 4135 3274 3240; + 4179 3287 3260; + 4199 3265 3313; + 4095 3280 3103; + 3890 3220 3199; + 3817 3126 3095; + 3685 3074 2994; + 3509 2822 2756; + 3248 2612 2523; + 3032 2351 2366; + 2598 2202 2176; + 2401 1811 1856; + 1920 1645 1542; + 1626 1265 1351; + 1353 1088 1034; + 995 775 806; + 808 633 635; + 634 490 487; + 428 327 361; + 272 219 225; + 176 151 158; + 122 114 102; + 0 0 0; + 0 0 0; + 0 0 0; + 0 0 0; + 0 0 0; + 0 0 0; + 0 0 0; + 0 0 0; + 0 0 0; + 0 0 0; + 0 0 0; + 0 0 0; + 0 0 0; + 0 0 0; + 0 0 0; + 0 0 0; + 0 0 0; + 0 0 0; + 0 0 0; + 0 0 0; + ]; + + % order of expected channels taken from batch analysis: 'EBFP2','EYFP','mKate' + % order from color model: EYFP, mKate, EBFP2 + result_expected_means = 1e5 * [... + 2.6092 4.2917 0.1797 + 2.6073 4.2659 0.1801 + 2.6933 4.4501 0.1791 +% 2.7147 4.5464 0.1786 +% 2.6258 4.5050 0.1791 +% 2.6080 4.4814 0.1822 +% 2.6687 4.4504 0.1837 +% 2.6884 4.6085 0.2033 +% 2.5303 4.8246 0.2982 +% 2.4281 4.9244 0.3844 +% 2.2010 4.8634 0.5469 +% 1.8253 5.9254 0.8774 + 1.6010 6.9794 1.3203 + 1.4686 7.7212 1.6497 + ]; + + result_expected_stds = [... + 6.6025 7.9140 1.8335 + 6.6956 7.9290 1.8315 + 6.7029 7.9377 1.8321 +% 6.7406 8.0077 1.8316 +% 6.5894 7.9130 1.8376 +% 6.6332 8.0719 1.8720 +% 6.5871 7.9260 1.9225 +% 6.6026 8.0970 2.1899 +% 6.2995 8.2167 3.2610 +% 6.0207 8.2315 3.9419 +% 5.7252 8.0455 4.8530 +% 5.1557 8.5278 5.7880 + 4.6059 8.3820 6.1890 + 4.2960 8.2537 6.1751 + ]; + + assertEqual(size(ers.BinCounts), [60 5]); + assertEqual(size(ers.Means), [3 2]); + assertEqual(size(ers.Means{1,2}), [60 5]); + + % spot-check bin counts + for i=1:3 + assertElementsAlmostEqual(ers.BinCounts(:,i), result123_expected_bincounts(:,i), 'relative', 1e-2); + end + + assertEqual(struct(ers.PopMeans{1,1}).PrintName,'EYFP'); + assertEqual(struct(ers.PopMeans{2,1}).PrintName,'mKate'); + assertEqual(struct(ers.PopMeans{3,1}).PrintName,'EBFP2'); + + % order of expected channels taken from batch analysis: 'EBFP2','EYFP','mKate' + % order from color model: EYFP, mKate, EBFP2 + assertElementsAlmostEqual(ers.PopMeans{1,2}, result_expected_means(:,1), 'relative', 1e-2); + assertElementsAlmostEqual(ers.PopMeans{2,2}, result_expected_means(:,2), 'relative', 1e-2); + assertElementsAlmostEqual(ers.PopMeans{3,2}, result_expected_means(:,3), 'relative', 1e-2); + assertElementsAlmostEqual(ers.PopStandardDevs{1,2}, result_expected_stds(:,1), 'relative', 1e-2); + assertElementsAlmostEqual(ers.PopStandardDevs{2,2}, result_expected_stds(:,2), 'relative', 1e-2); + assertElementsAlmostEqual(ers.PopStandardDevs{3,2}, result_expected_stds(:,3), 'relative', 1e-2); diff --git a/tests/test_utilities.m b/tests/test_utilities.m new file mode 100644 index 00000000..c5e173c0 --- /dev/null +++ b/tests/test_utilities.m @@ -0,0 +1,60 @@ +function test_suite = test_utilities + TASBEConfig.checkpoint('test'); + try % assignment of 'localfunctions' is necessary in Matlab >= 2016 + test_functions=localfunctions(); + catch % no problem; early Matlab versions can use initTestSuite fine + end + initTestSuite; + +function test_isolated_points + +assertEqual(isolated_points([1 NaN 3 4 5]), logical([1 0 0 0 0])); +assertEqual(isolated_points([NaN NaN 3 4 5]), logical([0 0 0 0 0])); +assertEqual(isolated_points([1 2 3 4 5]), logical([0 0 0 0 0])); +assertEqual(isolated_points([NaN 2 3 NaN 5]), logical([0 0 0 0 1])); +assertEqual(isolated_points([1 2 NaN 4 5]), logical([0 0 0 0 0])); +assertEqual(isolated_points([1 2 NaN NaN 5 6]), logical([0 0 0 0 0 0])); +assertEqual(isolated_points([NaN 2 NaN 4 NaN]), logical([0 1 0 1 0])); +assertEqual(isolated_points([1 NaN 3 -4 5],1), logical([1 0 1 0 1])); +assertEqual(isolated_points([1 Inf 3 -Inf 5]), logical([1 0 1 0 1])); +assertEqual(isolated_points([1 NaN 3 4 5]'), logical([1 0 0 0 0])); + + +function test_fcs_channel_names + +stem1011 = '../TASBEFlowAnalytics-Tutorial/example_assay/LacI-CAGop_'; +names = fcs_channel_names(DataFile('fcs',[stem1011 'B5_P3.fcs'])); + +expectedNames = {'FSC-A', 'FSC-H', 'FSC-W', 'SSC-A', 'SSC-H', 'SSC-W',... + 'FITC-A', 'PerCP-Cy5-5-A', 'PE-YG-A', 'PE-Tx-Red-YG-A', ... + 'Pacific Blue-A', 'AmCyan-A', 'Time'}; + +assertEqual(names,expectedNames); + +function test_limitPrecision + +assertEqual(limitPrecision(123456.789, 3), 123000); +assertEqual(limitPrecision(123456.789, 5), 123460); +assertEqual(limitPrecision(0.00012345, 2), 0.00012); +assertEqual(limitPrecision([0.123 456 78.9],1), [0.1 500 80]); + +function test_TASBESession + +TASBESession.succeed('TASBESession','test','Testing TASBESession'); + +prelog = TASBESession.list(); + +warning('on','TASBESession:test'); +TASBESession.warn('TASBESession','test','Testing TASBESession'); +log = TASBESession.list(); +assertEqual(log{end}.contents{end}.name, 'test'); +% make sure the log grew by 1 +assertEqual(numel(log{end}.contents), 1+numel(prelog{end}.contents)); + +warning('off','TASBESession:test'); +TASBESession.warn('TASBESession','test','100%% success!'); +% make sure the log didn't grow +log2 = TASBESession.list(); +assertEqual(numel(log2{end}.contents), numel(log{end}.contents)); + +TASBESession.to_xml([tempdir '/tmp.xml']); diff --git a/version.txt b/version.txt new file mode 100644 index 00000000..74d1f38c --- /dev/null +++ b/version.txt @@ -0,0 +1 @@ +8.3.5