From 494db6f21af0d228516b6156ab3cb9e188552a86 Mon Sep 17 00:00:00 2001 From: Jo Bovy Date: Fri, 2 Jun 2017 08:20:28 -0600 Subject: [PATCH 1/6] Add data files, which we missing --- straightline/src/data_allerr.dat | 21 +++++++++++++++++++++ straightline/src/data_yerr.dat | 21 +++++++++++++++++++++ 2 files changed, 42 insertions(+) create mode 100644 straightline/src/data_allerr.dat create mode 100644 straightline/src/data_yerr.dat diff --git a/straightline/src/data_allerr.dat b/straightline/src/data_allerr.dat new file mode 100644 index 0000000..a42aea6 --- /dev/null +++ b/straightline/src/data_allerr.dat @@ -0,0 +1,21 @@ +# index & x & y & sigm_y & sigma_x & corr +1 & 201 & 592 & 61 & 9 & -0.84 +2 & 244 & 401 & 25 & 4 & 0.31 +3 & 47 & 583 & 38 & 11 & 0.64 +4 & 287 & 402 & 15 & 7 & -0.27 +5 & 203 & 495 & 21 & 5 & -0.33 +6 & 58 & 173 & 15 & 9 & 0.67 +7 & 210 & 479 & 27 & 4 & -0.02 +8 & 202 & 504 & 14 & 4 & -0.05 +9 & 198 & 510 & 30 & 11 & -0.84 +10 & 158 & 416 & 16 & 7 & -0.69 +11 & 165 & 393 & 14 & 5 & 0.30 +12 & 201 & 442 & 25 & 5 & -0.46 +13 & 157 & 317 & 52 & 5 & -0.03 +14 & 131 & 311 & 16 & 6 & 0.50 +15 & 166 & 400 & 34 & 6 & 0.73 +16 & 160 & 337 & 31 & 5 & -0.52 +17 & 186 & 423 & 42 & 9 & 0.90 +18 & 125 & 334 & 26 & 8 & 0.40 +19 & 218 & 533 & 16 & 6 & -0.78 +20 & 146 & 344 & 22 & 5 & -0.56 diff --git a/straightline/src/data_yerr.dat b/straightline/src/data_yerr.dat new file mode 100644 index 0000000..73c9594 --- /dev/null +++ b/straightline/src/data_yerr.dat @@ -0,0 +1,21 @@ +# index & x & y & sigm_y +1 & 201 & 592 & 61 +2 & 244 & 401 & 25 +3 & 47 & 583 & 38 +4 & 287 & 402 & 15 +5 & 203 & 495 & 21 +6 & 58 & 173 & 15 +7 & 210 & 479 & 27 +8 & 202 & 504 & 14 +9 & 198 & 510 & 30 +10 & 158 & 416 & 16 +11 & 165 & 393 & 14 +12 & 201 & 442 & 25 +13 & 157 & 317 & 52 +14 & 131 & 311 & 16 +15 & 166 & 400 & 34 +16 & 160 & 337 & 31 +17 & 186 & 423 & 42 +18 & 125 & 334 & 26 +19 & 218 & 533 & 16 +20 & 146 & 344 & 22 From 0005ca043dbfa53c52e038d02dba9595a0dbb0cd Mon Sep 17 00:00:00 2001 From: Jo Bovy Date: Fri, 2 Jun 2017 08:21:23 -0600 Subject: [PATCH 2/6] Correct the objective function for ex12 (exercise 13 in the paper) --- straightline/src/ex12.py | 12 ++++++------ straightline/src/generate_data.py | 2 +- 2 files changed, 7 insertions(+), 7 deletions(-) diff --git a/straightline/src/ex12.py b/straightline/src/ex12.py index 9e9da8b..7296f26 100644 --- a/straightline/src/ex12.py +++ b/straightline/src/ex12.py @@ -97,17 +97,17 @@ def ex12(exclude=sc.array([1,2,3,4]),plotfilename='ex12.png', (Z,ycovar),disp=False) if linalg.norm(bestfit2d-bestfit2d1) > 10**-12: if linalg.norm(bestfit2d-bestfit2d1) < 10**-6: - print "Different optimizers give slightly different results..." + print("Different optimizers give slightly different results...") else: - print "Different optimizers give rather different results..." - print "The norm of the results differs by %g" % linalg.norm(bestfit2d-bestfit2d1) + print("Different optimizers give rather different results...") + print("The norm of the results differs by %g" % linalg.norm(bestfit2d-bestfit2d1)) try: x=raw_input('continue to plot? [yn]\n') except EOFError: - print "Since you are in non-interactive mode I will assume 'y'" + print("Since you are in non-interactive mode I will assume 'y'") x='y' if x == 'n': - print "returning..." + print("returning...") return -1 #Plot result @@ -175,5 +175,5 @@ def objective(mb,Z,ycovar): cost= v[1] delta= sc.dot(v,Z.T)-mb[0]*cost sigma2= sc.dot(v,sc.dot(ycovar,v)) - return 0.5*sc.sum(delta**2./sigma2+sc.log(sigma2)) + return 0.5*sc.sum(delta**2./sigma2+sc.log(sigma2)+sc.log(1.+mb[1]**2.)) diff --git a/straightline/src/generate_data.py b/straightline/src/generate_data.py index db2746d..d1f5193 100644 --- a/straightline/src/generate_data.py +++ b/straightline/src/generate_data.py @@ -359,7 +359,7 @@ def read_data(datafilename='data_yerr.dat',allerr=False): rawdata.append(float(i.group())) nvalue+= 1 if nvalue != ncol: - print "Warning, number of columns for this record does not match the expected number" + print("Warning, number of columns for this record does not match the expected number") #Now process the raw data out=[] for ii in range(nline): From 4d5311c20374d7b87e792e5221c354bacd2a7bff Mon Sep 17 00:00:00 2001 From: Jo Bovy Date: Fri, 2 Jun 2017 08:48:06 -0600 Subject: [PATCH 3/6] Correct the objective function for ex13 (exercise 14 in the paper) --- straightline/src/ex13.py | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/straightline/src/ex13.py b/straightline/src/ex13.py index 3d5eb32..e04bba4 100644 --- a/straightline/src/ex13.py +++ b/straightline/src/ex13.py @@ -168,7 +168,7 @@ def ex13(exclude=sc.array([1,2,3,4]),plotfilename='ex13.png', xlabel=r'$x$',ylabel=r'$y$',zorder=2) for ii in range(10): #Random sample - ransample= sc.floor((stats.uniform.rvs()*nsamples)) + ransample= sc.floor((stats.uniform.rvs()*nsamples)).astype('int') ransample= samples.T[ransample,0:2] mf= m.sqrt(1./m.cos(ransample[1])**2.-1.) b= ransample[0]/m.cos(ransample[1]) @@ -263,7 +263,7 @@ def objective(pars,Z,ycovar): for ii in range(ndata): detVycovar[ii]= m.sqrt(linalg.det(V+ycovar[:,ii,:])) deltaOUT[ii]= sc.dot(Z[ii,:]-Zb,sc.dot(linalg.inv(V+ycovar[:,ii,:]),Z[ii,:]-Zb)) - return sc.sum(sc.log((1.-Pb)/sc.sqrt(2.*m.pi*sigma2)* + return sc.sum(sc.log((1.-Pb)/sc.sqrt(2.*m.pi*sigma2/sc.cos(t)**2.)* sc.exp(-0.5*delta**2./sigma2) +Pb/2./m.pi/detVycovar *sc.exp(-0.5*deltaOUT))) @@ -287,4 +287,4 @@ def Pbad(pars,Z,ycovar): detVycovar= m.sqrt(linalg.det(V+ycovar[:,:])) deltaOUT= sc.dot(Z-Zb,sc.dot(linalg.inv(V+ycovar[:,:]),Z-Zb)) Pbad= Pb/2./m.pi/detVycovar*sc.exp(-0.5*deltaOUT) - return Pbad/(Pbad+(1.-Pb)/sc.sqrt(2.*m.pi*sigma2)*sc.exp(-0.5*delta**2./sigma2)) + return Pbad/(Pbad+(1.-Pb)/sc.sqrt(2.*m.pi*sigma2)*sc.exp(-0.5*delta**2./sigma2/sc.cos(t)**2.)) 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and 17 (17 and 18 in the paper) --- straightline/src/ex16.py | 5 +++-- straightline/src/ex17.py | 4 ++-- 2 files changed, 5 insertions(+), 4 deletions(-) diff --git a/straightline/src/ex16.py b/straightline/src/ex16.py index 140469c..2a81910 100644 --- a/straightline/src/ex16.py +++ b/straightline/src/ex16.py @@ -90,7 +90,7 @@ def ex16(exclude=sc.array([3]),plotfilename='ex16.png', bestfitvar= linalg.inv(bestfitvar) bestfit= sc.dot(bestfitvar,bestfit) #Now optimize - initial= sc.array([bestfit[0],bestfit[1],sc.log(100)]) + initial= sc.array([bestfit[0],bestfit[1],sc.log(1000)]) bestfit2d1= optimize.fmin(objective,initial,(Z,ycovar),disp=False) #Restart the optimization once using a different method bestfit2d= optimize.fmin_powell(objective,initial, @@ -113,6 +113,7 @@ def ex16(exclude=sc.array([3]),plotfilename='ex16.png', b= bestfit2d[0] mf= bestfit2d[1] V=sc.exp(bestfit2d[2]/2.) + print(b,mf,V) cost= 1./sc.sqrt(1+mf**2.) bcost= b*cost @@ -182,4 +183,4 @@ def objective(mbV,Z,ycovar): cost= v[1] delta= sc.dot(v,Z.T)-mbV[0]*cost sigma2= sc.dot(v,sc.dot(ycovar,v))+V - return 0.5*sc.sum(delta**2./sigma2+sc.log(sigma2)) + return 0.5*sc.sum(delta**2./sigma2+sc.log(sigma2)+sc.log(1.+mbV[1]**2.)) diff --git a/straightline/src/ex17.py b/straightline/src/ex17.py index 492b621..adbae1a 100644 --- a/straightline/src/ex17.py +++ b/straightline/src/ex17.py @@ -156,7 +156,7 @@ def ex17(exclude=sc.array([3]),plotfilename='ex17.png', #Plot plot.bovy_print(**bovyprintargs) hist, bins, patchess= plot.bovy_hist(sc.exp(samples.T[:,2]/2.),edgecolor='k', - bins=round(sc.sqrt(nsamples)/2.), + bins=int(round(sc.sqrt(nsamples)/2.)), xlabel=r'$\sqrt{V}$',normed=True, histtype='step') cumhist= sc.cumsum(hist)/sc.sum(hist)/(bins[1]-bins[0]) @@ -265,5 +265,5 @@ def objective(pars,Z,ycovar): v= sc.array([-sc.sin(t),sc.cos(t)]) delta= sc.dot(v,Z.T)-bcost sigma2= sc.dot(v,sc.dot(ycovar,v))+V - return -0.5*sc.sum(delta**2./sigma2+sc.log(sigma2))#+pars[2] + return -0.5*sc.sum(delta**2./sigma2+sc.log(sigma2/sc.cos(t)**2.)) 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