diff --git a/benchmarks/domains/Hardness.py b/benchmarks/domains/Hardness.py new file mode 100644 index 000000000..7528467f8 --- /dev/null +++ b/benchmarks/domains/Hardness.py @@ -0,0 +1,284 @@ +""" +@Time : 2024/09/30 11:17:24 +@Author : Daniel Persaud +@Version : 1.0 +@Contact : da.persaud@mail.utoronto.ca +@Desc : Hardness benchmarking, a maximization task on experimental hardness dataset. +""" + +from __future__ import annotations + +from typing import TYPE_CHECKING + +from pandas import DataFrame +import os +import matplotlib.pyplot as plt +import numpy as np +import scipy as sp +import pandas as pd +import seaborn as sns + +from baybe.campaign import Campaign +from baybe.objectives import SingleTargetObjective +from baybe.parameters import NumericalDiscreteParameter, TaskParameter +from baybe.searchspace import SearchSpace +from baybe.simulation import simulate_scenarios +from baybe.targets import NumericalTarget +from baybe.utils.random import set_random_seed +from baybe.recommenders.pure.nonpredictive.sampling import RandomRecommender +from baybe.targets import NumericalTarget, TargetMode +from benchmarks.definition import ( + Benchmark, + ConvergenceExperimentSettings, +) + + +# IMPORT AND PREPROCESS DATA------------------------------------------------------------------------------ +strHomeDir = os.getcwd() +dfMP = pd.read_csv( + os.path.join(strHomeDir, "benchmarks", "domains", "mp_bulkModulus_goodOverlap.csv"), index_col=0 +) +dfExp = pd.read_csv( + os.path.join(strHomeDir, "benchmarks", "domains", "exp_hardness_goodOverlap.csv"), index_col=0 +) +lstElementCols = dfExp.columns.to_list()[4:] + +# ----- FUTHER CLEAN THE DATA BASED ON THE EDA ----- +# initialize an empty dataframe to store the integrated hardness values +dfExp_integratedHardness = pd.DataFrame() + +# for each unique composition in dfExp, make a cubic spline interpolation of the hardness vs load curve +for strComposition_temp in dfExp["composition"].unique(): + dfComposition_temp = dfExp[dfExp["composition"] == strComposition_temp] + # sort the data by load + dfComposition_temp = dfComposition_temp.sort_values(by="load") + dfComposition_temp = dfComposition_temp.drop_duplicates(subset="load") + if len(dfComposition_temp) < 5: # continue to the next composition + continue + + # make a cubic spline interpolation of the hardness vs load curve + spSpline_temp = sp.interpolate.CubicSpline(dfComposition_temp["load"], dfComposition_temp["hardness"]) + # integrate the spline from the minimum load to the maximum load + fltIntegral_temp = spSpline_temp.integrate(0.5, 5, extrapolate = True) + + # make a new dataframe with the lstElementCols from dfComposition_temp + dfComposition_temp = dfComposition_temp[['strComposition', 'composition'] + lstElementCols] + dfComposition_temp = dfComposition_temp.drop_duplicates(subset='composition') + dfComposition_temp["integratedHardness"] = fltIntegral_temp + + dfExp_integratedHardness = pd.concat([dfExp_integratedHardness, dfComposition_temp]) + +# ----- TARGET FUNCTION (INTEGRATED HARDNESS) ----- +# make a dataframe for the task function (integrated hardness) +dfSearchSpace_target = dfExp_integratedHardness[lstElementCols] +dfSearchSpace_target["Function"] = "targetFunction" + +# make a lookup table for the task function (integrate hardness) - add the 'integratedHardness' column from dfExp to dfSearchSpace_task +dfLookupTable_target = pd.concat([dfSearchSpace_target, dfExp_integratedHardness["integratedHardness"]], axis=1) +dfLookupTable_target = dfLookupTable_target.rename(columns={"integratedHardness":"Target"}) + +# ----- SOURCE FUNCTION (VOIGT BULK MODULUS) ----- +# make a dataframe for the source function (voigt bulk modulus) +dfSearchSpace_source = dfMP[lstElementCols] +dfSearchSpace_source["Function"] = "sourceFunction" + +# make a lookup table for the source function (voigt bulk modulus) - add the 'vrh' column from dfMP to dfSearchSpace_source +dfLookupTable_source = pd.concat([dfSearchSpace_source, dfMP["vrh"]], axis=1) +dfLookupTable_source = dfLookupTable_source.rename(columns={"vrh": "Target"}) + +# concatenate the two dataframes +dfSearchSpace = pd.concat([dfSearchSpace_target, dfSearchSpace_source]) + +def hardness(settings: ConvergenceExperimentSettings) -> DataFrame: + """Integrated hardness benchmark, compares across random, default, and no task parameter set up + + Inputs: + B discrete {0.8, 0.66666667, 0.92307692 ...} |B| = 13 + Sc discrete {0., 0.00384615, 0.01923077 ...} |Sc| = 26 + Cr discrete {0.01, 0.06, 0.1 ...} |Cr| = 20 + Y discrete {0., 0.07307692, 0.05769231 ...} |Y| = 31 + Zr discrete {0., 0.07307692, 0.05769231 ...} |Zr| = 19 + Gd discrete {0., 0.03968254, 0.01587302 ...} |Gd| = 12 + Hf discrete {0., 0.008, 0.02 ...} |Hf| = 13 + Ta discrete {0., 0.006, 0.008 ...} |Ta| = 17 + W discrete {0.19, 0.14, 0.1 ...} |W| = 30 + Re discrete {0., 0.2, 0.33333 ...} |Re| = 15 + Output: discrete + Objective: Maximization + """ + + lstParameters_bb = [] + lstParameters_bb_noTask = [] + + # for each column in dfSearchSpace except the last one, create a NumericalDiscreteParameter + for strCol_temp in dfSearchSpace.columns[:-1]: + bbParameter_temp = NumericalDiscreteParameter( + name=strCol_temp, + values=np.unique(dfSearchSpace[strCol_temp]), + tolerance=0.0, + ) + # append the parameter to the list of parameters + lstParameters_bb.append(bbParameter_temp) + lstParameters_bb_noTask.append(bbParameter_temp) + + # create a TaskParameter + bbTaskParameter = TaskParameter( + name="Function", + values=["targetFunction", "sourceFunction"], + active_values=["targetFunction"], + ) + + # append the taskParameter to the list of parameters + lstParameters_bb.append(bbTaskParameter) + + search_space = SearchSpace.from_dataframe(dfSearchSpace, parameters=lstParameters_bb) + SearchSpace_noTask = SearchSpace.from_dataframe(dfSearchSpace_target[lstElementCols], parameters=lstParameters_bb_noTask) + + objective = NumericalTarget(name="Target", mode=TargetMode.MAX).to_objective() + + scenarios: dict[str, Campaign] = { + "Random Recommender": Campaign( + searchspace=SearchSpace.from_dataframe( + dfSearchSpace_target[lstElementCols], + parameters=lstParameters_bb_noTask + ), + recommender=RandomRecommender(), + objective=objective, + ), + "Default Recommender": Campaign( + searchspace=SearchSpace.from_dataframe( + dfSearchSpace, + parameters=lstParameters_bb, + ), + objective=objective, + ), + "noTask_bb": Campaign( + searchspace=SearchSpace_noTask, + objective=objective, + ), + } + + return simulate_scenarios( + scenarios, + dfLookupTable_target, + batch_size=settings.batch_size, + n_doe_iterations=settings.n_doe_iterations, + n_mc_iterations=settings.n_mc_iterations, + impute_mode="error", + ) + + +def hardness_transfer_learning(settings: ConvergenceExperimentSettings) -> DataFrame: + """Integrated hardness benchmark, transfer learning with different initialized data sizes + + Inputs: + B discrete {0.8, 0.66666667, 0.92307692 ...} |B| = 13 + Sc discrete {0., 0.00384615, 0.01923077 ...} |Sc| = 26 + Cr discrete {0.01, 0.06, 0.1 ...} |Cr| = 20 + Y discrete {0., 0.07307692, 0.05769231 ...} |Y| = 31 + Zr discrete {0., 0.07307692, 0.05769231 ...} |Zr| = 19 + Gd discrete {0., 0.03968254, 0.01587302 ...} |Gd| = 12 + Hf discrete {0., 0.008, 0.02 ...} |Hf| = 13 + Ta discrete {0., 0.006, 0.008 ...} |Ta| = 17 + W discrete {0.19, 0.14, 0.1 ...} |W| = 30 + Re discrete {0., 0.2, 0.33333 ...} |Re| = 15 + Output: discrete + Objective: Maximization + """ + + lstParameters_bb = [] + lstParameters_bb_noTask = [] + + # for each column in dfSearchSpace except the last one, create a NumericalDiscreteParameter + for strCol_temp in dfSearchSpace.columns[:-1]: + bbParameter_temp = NumericalDiscreteParameter( + name=strCol_temp, + values=np.unique(dfSearchSpace[strCol_temp]), + tolerance=0.0, + ) + # append the parameter to the list of parameters + lstParameters_bb.append(bbParameter_temp) + lstParameters_bb_noTask.append(bbParameter_temp) + + # create a TaskParameter + bbTaskParameter = TaskParameter( + name="Function", + values=["targetFunction", "sourceFunction"], + active_values=["targetFunction"], + ) + + # append the taskParameter to the list of parameters + lstParameters_bb.append(bbTaskParameter) + + objective = NumericalTarget(name="Target", mode=TargetMode.MAX).to_objective() + + for n in (2, 4, 6, 30): + bbSearchSpace = SearchSpace.from_dataframe(dfSearchSpace, parameters=lstParameters_bb) + bbCampaign_temp = Campaign( + searchspace=bbSearchSpace, + objective=objective) + # create a list of dataframes with n samples from dfLookupTable_source to use as initial data + lstInitialData_temp = [dfLookupTable_source.sample(n) for _ in range(settings.n_mc_iterations)] + + return simulate_scenarios( + {f"{n} Initial Data": bbCampaign_temp}, + dfLookupTable_target, + initial_data=lstInitialData_temp, + batch_size=settings.batch_size, + n_doe_iterations=settings.n_doe_iterations, + impute_mode="error", + ) + +benchmark_config = ConvergenceExperimentSettings( + batch_size=1, + n_doe_iterations=20, + n_mc_iterations=5, +) + +hardness_benchmark = Benchmark( + function=hardness, + best_possible_result=None, + settings=benchmark_config, + optimal_function_inputs=None, +) + +hardness_transfer_learning_benchmark = Benchmark( + function=hardness_transfer_learning, + best_possible_result=None, + settings=benchmark_config, + optimal_function_inputs=None, +) + + +if __name__ == "__main__": + + # describe the benchmark task + print("Hardness benchmark is a maximization task on experimental hardness dataset. ") + print("The dataset is downselect to 94 composition with more than 5 hardness values. ") + print("The hardness values are integrated using cubic spline interpolation, and the task is to maximize the integrated hardness. ") + print("") + print("Hardness benchmark compares across random, default, and no task parameter set up. ") + print("") + print("Hardness transfer learning benchmark compares across different initialized data sizes. ") + + + # Visualize the Hardness value histogram + # initialize a subplot with 1 row and 1 column + fig, ax = plt.subplots( + 1, 1, + figsize=(8, 5), + facecolor='w', + edgecolor='k', + constrained_layout = True + ) + + # plot a histogram of the hardness values + ax.hist(dfExp["hardness"], bins=20) + + # add a title, x-aixs label, and y-axis label + ax.set_xlabel("Hardness") + ax.set_ylabel("Frequency") + ax.set_title("Integrated Hardness Distribution") + + # add a grid + ax.grid() \ No newline at end of file diff --git a/benchmarks/domains/__init__.py b/benchmarks/domains/__init__.py index 4a0e956a8..b93be6dd2 100644 --- a/benchmarks/domains/__init__.py +++ b/benchmarks/domains/__init__.py @@ -1,10 +1,17 @@ -"""Benchmark domains.""" - -from benchmarks.definition.config import Benchmark -from benchmarks.domains.synthetic_2C1D_1C import synthetic_2C1D_1C_benchmark - -BENCHMARKS: list[Benchmark] = [ - synthetic_2C1D_1C_benchmark, -] - -__all__ = ["BENCHMARKS"] +"""Benchmark domains.""" + +from benchmarks.definition.config import Benchmark +from benchmarks.domains.synthetic_2C1D_1C import synthetic_2C1D_1C_benchmark +from benchmarks.domains.CrabNet_AdvOpt import crabnet_advopt_benchmark +from benchmarks.domains.Hardness import hardness_benchmark, hardness_transfer_learning_benchmark + +BENCHMARKS: list[Benchmark] = [ + #synthetic_2C1D_1C_benchmark, + # crabnet_advopt_benchmark, + hardness_benchmark, + hardness_transfer_learning_benchmark, +] + +__all__ = ["BENCHMARKS"] + +# python -m benchmarks \ No newline at end of file diff --git a/benchmarks/domains/exp_hardness_goodOverlap.csv b/benchmarks/domains/exp_hardness_goodOverlap.csv new file mode 100644 index 000000000..f931265ee --- /dev/null +++ b/benchmarks/domains/exp_hardness_goodOverlap.csv @@ -0,0 +1,527 @@ +,strComposition,hardness,load,composition,B,Sc,Cr,Y,Zr,Gd,Hf,Ta,W,Re +65,Cr0.05W0.95B4,50.92855526,0.49,Cr0.05 W0.95 B4,0.8,0.0,0.01,0.0,0.0,0.0,0.0,0.0,0.19,0.0 +66,Cr0.05W0.95B4,46.45652707,0.98,Cr0.05 W0.95 B4,0.8,0.0,0.01,0.0,0.0,0.0,0.0,0.0,0.19,0.0 +67,Cr0.05W0.95B4,37.69876855,1.96,Cr0.05 W0.95 B4,0.8,0.0,0.01,0.0,0.0,0.0,0.0,0.0,0.19,0.0 +68,Cr0.05W0.95B4,35.6180058,2.94,Cr0.05 W0.95 B4,0.8,0.0,0.01,0.0,0.0,0.0,0.0,0.0,0.19,0.0 +69,Cr0.05W0.95B4,31.92237464,4.9,Cr0.05 W0.95 B4,0.8,0.0,0.01,0.0,0.0,0.0,0.0,0.0,0.19,0.0 +72,Cr0.3W0.7B4,42.12417551,0.49,Cr0.3 W0.7 B4,0.8,0.0,0.06,0.0,0.0,0.0,0.0,0.0,0.1399999999999999,0.0 +73,Cr0.3W0.7B4,39.73289136,0.98,Cr0.3 W0.7 B4,0.8,0.0,0.06,0.0,0.0,0.0,0.0,0.0,0.1399999999999999,0.0 +74,Cr0.3W0.7B4,34.2049445,1.96,Cr0.3 W0.7 B4,0.8,0.0,0.06,0.0,0.0,0.0,0.0,0.0,0.1399999999999999,0.0 +75,Cr0.3W0.7B4,31.44100848,2.94,Cr0.3 W0.7 B4,0.8,0.0,0.06,0.0,0.0,0.0,0.0,0.0,0.1399999999999999,0.0 +76,Cr0.3W0.7B4,27.34159474,4.9,Cr0.3 W0.7 B4,0.8,0.0,0.06,0.0,0.0,0.0,0.0,0.0,0.1399999999999999,0.0 +79,Cr0.5W0.5B4,44.50309343,0.49,Cr0.5 W0.5 B4,0.8,0.0,0.1,0.0,0.0,0.0,0.0,0.0,0.1,0.0 +80,Cr0.5W0.5B4,38.81984845,0.98,Cr0.5 W0.5 B4,0.8,0.0,0.1,0.0,0.0,0.0,0.0,0.0,0.1,0.0 +81,Cr0.5W0.5B4,34.53413684,1.96,Cr0.5 W0.5 B4,0.8,0.0,0.1,0.0,0.0,0.0,0.0,0.0,0.1,0.0 +82,Cr0.5W0.5B4,32.88819384,2.94,Cr0.5 W0.5 B4,0.8,0.0,0.1,0.0,0.0,0.0,0.0,0.0,0.1,0.0 +83,Cr0.5W0.5B4,27.20494886,4.9,Cr0.5 W0.5 B4,0.8,0.0,0.1,0.0,0.0,0.0,0.0,0.0,0.1,0.0 +87,Cr2.4W0.6B4,16.8,0.98,Cr2.4 W0.6 B4,0.5714285714285714,0.0,0.3428571428571428,0.0,0.0,0.0,0.0,0.0,0.0857142857142857,0.0 +89,Cr2.58Ta0.42B4,22.2,0.98,Cr2.58 Ta0.42 B4,0.5714285714285714,0.0,0.3685714285714286,0.0,0.0,0.0,0.0,0.06,0.0,0.0 +95,Cr2B,13.24,0.49,Cr2 B1,0.3333333333333333,0.0,0.6666666666666666,0.0,0.0,0.0,0.0,0.0,0.0,0.0 +96,Cr2B3,20.69,0.98,Cr2 B3,0.6,0.0,0.4,0.0,0.0,0.0,0.0,0.0,0.0,0.0 +97,Cr3B4,23.89,0.49,Cr3 B4,0.5714285714285714,0.0,0.4285714285714285,0.0,0.0,0.0,0.0,0.0,0.0,0.0 +98,Cr3B4,14.71,0.98,Cr3 B4,0.5714285714285714,0.0,0.4285714285714285,0.0,0.0,0.0,0.0,0.0,0.0,0.0 +101,Cr4B,12.16,0.49,Cr4 B1,0.2,0.0,0.8,0.0,0.0,0.0,0.0,0.0,0.0,0.0 +103,Cr5B3,14.91,0.49,Cr5 B3,0.375,0.0,0.625,0.0,0.0,0.0,0.0,0.0,0.0,0.0 +106,CrB,27.5,0.98,Cr1 B1,0.5,0.0,0.5,0.0,0.0,0.0,0.0,0.0,0.0,0.0 +107,CrB,23.0,1.96,Cr1 B1,0.5,0.0,0.5,0.0,0.0,0.0,0.0,0.0,0.0,0.0 +108,CrB,21.5,2.94,Cr1 B1,0.5,0.0,0.5,0.0,0.0,0.0,0.0,0.0,0.0,0.0 +109,CrB2,20.59,0.49,Cr1 B2,0.6666666666666666,0.0,0.3333333333333333,0.0,0.0,0.0,0.0,0.0,0.0,0.0 +110,CrB4,26.1,0.98,Cr1 B4,0.8,0.0,0.2,0.0,0.0,0.0,0.0,0.0,0.0,0.0 +111,CrB50,40.31,0.49,Cr1 B50,0.9803921568627452,0.0,0.0196078431372549,0.0,0.0,0.0,0.0,0.0,0.0,0.0 +151,Hf0.04W0.96B4,51.33958492,0.49,Hf0.04 W0.96 B4,0.8,0.0,0.0,0.0,0.0,0.0,0.008,0.0,0.192,0.0 +152,Hf0.04W0.96B4,39.9514797,0.98,Hf0.04 W0.96 B4,0.8,0.0,0.0,0.0,0.0,0.0,0.008,0.0,0.192,0.0 +153,Hf0.04W0.96B4,34.87300034,1.96,Hf0.04 W0.96 B4,0.8,0.0,0.0,0.0,0.0,0.0,0.008,0.0,0.192,0.0 +154,Hf0.04W0.96B4,33.45718185,2.94,Hf0.04 W0.96 B4,0.8,0.0,0.0,0.0,0.0,0.0,0.008,0.0,0.192,0.0 +155,Hf0.04W0.96B4,31.08725252,4.9,Hf0.04 W0.96 B4,0.8,0.0,0.0,0.0,0.0,0.0,0.008,0.0,0.192,0.0 +158,Hf0.1W0.9B4,42.28536669,0.49,Hf0.1 W0.9 B4,0.8,0.0,0.0,0.0,0.0,0.0,0.02,0.0,0.18,0.0 +159,Hf0.1W0.9B4,37.3915316,0.98,Hf0.1 W0.9 B4,0.8,0.0,0.0,0.0,0.0,0.0,0.02,0.0,0.18,0.0 +160,Hf0.1W0.9B4,33.17491021,1.96,Hf0.1 W0.9 B4,0.8,0.0,0.0,0.0,0.0,0.0,0.02,0.0,0.18,0.0 +161,Hf0.1W0.9B4,31.3589137,2.94,Hf0.1 W0.9 B4,0.8,0.0,0.0,0.0,0.0,0.0,0.02,0.0,0.18,0.0 +162,Hf0.1W0.9B4,29.01976303,4.9,Hf0.1 W0.9 B4,0.8,0.0,0.0,0.0,0.0,0.0,0.02,0.0,0.18,0.0 +164,Hf0.3W0.7B4,44.60681477,0.49,Hf0.3 W0.7 B4,0.8,0.0,0.0,0.0,0.0,0.0,0.06,0.0,0.1399999999999999,0.0 +165,Hf0.3W0.7B4,38.3895526,0.98,Hf0.3 W0.7 B4,0.8,0.0,0.0,0.0,0.0,0.0,0.06,0.0,0.1399999999999999,0.0 +166,Hf0.3W0.7B4,34.97312103,1.96,Hf0.3 W0.7 B4,0.8,0.0,0.0,0.0,0.0,0.0,0.06,0.0,0.1399999999999999,0.0 +167,Hf0.3W0.7B4,32.63388725,2.94,Hf0.3 W0.7 B4,0.8,0.0,0.0,0.0,0.0,0.0,0.06,0.0,0.1399999999999999,0.0 +168,Hf0.3W0.7B4,31.15653914,4.9,Hf0.3 W0.7 B4,0.8,0.0,0.0,0.0,0.0,0.0,0.06,0.0,0.1399999999999999,0.0 +171,Hf0.5W0.5B4,45.38932972,0.49,Hf0.5 W0.5 B4,0.8,0.0,0.0,0.0,0.0,0.0,0.1,0.0,0.1,0.0 +172,Hf0.5W0.5B4,39.47979877,0.98,Hf0.5 W0.5 B4,0.8,0.0,0.0,0.0,0.0,0.0,0.1,0.0,0.1,0.0 +173,Hf0.5W0.5B4,35.47857261,1.96,Hf0.5 W0.5 B4,0.8,0.0,0.0,0.0,0.0,0.0,0.1,0.0,0.1,0.0 +174,Hf0.5W0.5B4,33.75496749,2.94,Hf0.5 W0.5 B4,0.8,0.0,0.0,0.0,0.0,0.0,0.1,0.0,0.1,0.0 +175,Hf0.5W0.5B4,31.90824773,4.9,Hf0.5 W0.5 B4,0.8,0.0,0.0,0.0,0.0,0.0,0.1,0.0,0.1,0.0 +181,HfB2,28.44,0.29,Hf1 B2,0.6666666666666666,0.0,0.0,0.0,0.0,0.0,0.3333333333333333,0.0,0.0,0.0 +183,HfCr2,2.702,4.9,Hf1 Cr2,0.0,0.0,0.6666666666666666,0.0,0.0,0.0,0.3333333333333333,0.0,0.0,0.0 +190,HfW2,12.4,0.98,Hf1 W2,0.0,0.0,0.0,0.0,0.0,0.0,0.3333333333333333,0.0,0.6666666666666666,0.0 +191,HfW2,9.9,1.96,Hf1 W2,0.0,0.0,0.0,0.0,0.0,0.0,0.3333333333333333,0.0,0.6666666666666666,0.0 +327,Re0.6W0.4B2,48.17,0.49,Re0.6 W0.4 B2,0.6666666666666666,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.1333333333333333,0.1999999999999999 +328,Re0.6W0.4B2,38.03,0.98,Re0.6 W0.4 B2,0.6666666666666666,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.1333333333333333,0.1999999999999999 +329,Re0.6W0.4B2,34.76,1.96,Re0.6 W0.4 B2,0.6666666666666666,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.1333333333333333,0.1999999999999999 +330,Re0.6W0.4B2,32.52,2.94,Re0.6 W0.4 B2,0.6666666666666666,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.1333333333333333,0.1999999999999999 +331,Re0.6W0.4B2,30.31,4.9,Re0.6 W0.4 B2,0.6666666666666666,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.1333333333333333,0.1999999999999999 +334,Re3B,16.57,0.98,Re3 B1,0.25,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.75 +335,Re7B3,16.18,0.98,Re7 B3,0.3,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.7 +336,ReB2,40.45,0.49,Re1 B2,0.6666666666666666,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.3333333333333333 +337,ReB2,35.08,0.98,Re1 B2,0.6666666666666666,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.3333333333333333 +338,ReB2,31.73,1.96,Re1 B2,0.6666666666666666,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.3333333333333333 +339,ReB2,30.3,2.93,Re1 B2,0.6666666666666666,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.3333333333333333 +340,ReB2,29.31,4.9,Re1 B2,0.6666666666666666,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.3333333333333333 +363,Sc0.05Y0.95B12,41.5078742,0.49,Sc0.05 Y0.95 B12,0.9230769230769232,0.0038461538461538,0.0,0.073076923076923,0.0,0.0,0.0,0.0,0.0,0.0 +364,Sc0.05Y0.95B12,35.03897864,0.98,Sc0.05 Y0.95 B12,0.9230769230769232,0.0038461538461538,0.0,0.073076923076923,0.0,0.0,0.0,0.0,0.0,0.0 +365,Sc0.05Y0.95B12,32.31957769,1.96,Sc0.05 Y0.95 B12,0.9230769230769232,0.0038461538461538,0.0,0.073076923076923,0.0,0.0,0.0,0.0,0.0,0.0 +366,Sc0.05Y0.95B12,30.09461328,2.94,Sc0.05 Y0.95 B12,0.9230769230769232,0.0038461538461538,0.0,0.073076923076923,0.0,0.0,0.0,0.0,0.0,0.0 +367,Sc0.05Y0.95B12,28.85852194,4.9,Sc0.05 Y0.95 B12,0.9230769230769232,0.0038461538461538,0.0,0.073076923076923,0.0,0.0,0.0,0.0,0.0,0.0 +368,Sc0.05Zr0.95B12,41.513473,0.49,Sc0.05 Zr0.95 B12,0.9230769230769232,0.0038461538461538,0.0,0.0,0.073076923076923,0.0,0.0,0.0,0.0,0.0 +369,Sc0.05Zr0.95B12,35.91240375,0.98,Sc0.05 Zr0.95 B12,0.9230769230769232,0.0038461538461538,0.0,0.0,0.073076923076923,0.0,0.0,0.0,0.0,0.0 +370,Sc0.05Zr0.95B12,33.54446204,1.96,Sc0.05 Zr0.95 B12,0.9230769230769232,0.0038461538461538,0.0,0.0,0.073076923076923,0.0,0.0,0.0,0.0,0.0 +371,Sc0.05Zr0.95B12,31.24480269,2.94,Sc0.05 Zr0.95 B12,0.9230769230769232,0.0038461538461538,0.0,0.0,0.073076923076923,0.0,0.0,0.0,0.0,0.0 +372,Sc0.05Zr0.95B12,28.85409231,4.9,Sc0.05 Zr0.95 B12,0.9230769230769232,0.0038461538461538,0.0,0.0,0.073076923076923,0.0,0.0,0.0,0.0,0.0 +373,Sc0.25Y0.75B12,42.66650803,0.49,Sc0.25 Y0.75 B12,0.9230769230769232,0.0192307692307692,0.0,0.0576923076923076,0.0,0.0,0.0,0.0,0.0,0.0 +374,Sc0.25Y0.75B12,35.84738659,0.98,Sc0.25 Y0.75 B12,0.9230769230769232,0.0192307692307692,0.0,0.0576923076923076,0.0,0.0,0.0,0.0,0.0,0.0 +375,Sc0.25Y0.75B12,33.56061761,1.96,Sc0.25 Y0.75 B12,0.9230769230769232,0.0192307692307692,0.0,0.0576923076923076,0.0,0.0,0.0,0.0,0.0,0.0 +376,Sc0.25Y0.75B12,30.9648258,2.94,Sc0.25 Y0.75 B12,0.9230769230769232,0.0192307692307692,0.0,0.0576923076923076,0.0,0.0,0.0,0.0,0.0,0.0 +377,Sc0.25Y0.75B12,29.97595272,4.9,Sc0.25 Y0.75 B12,0.9230769230769232,0.0192307692307692,0.0,0.0576923076923076,0.0,0.0,0.0,0.0,0.0,0.0 +378,Sc0.25Zr0.75B12,43.69269246,0.49,Sc0.25 Zr0.75 B12,0.9230769230769232,0.0192307692307692,0.0,0.0,0.0576923076923076,0.0,0.0,0.0,0.0,0.0 +379,Sc0.25Zr0.75B12,36.88488368,0.98,Sc0.25 Zr0.75 B12,0.9230769230769232,0.0192307692307692,0.0,0.0,0.0576923076923076,0.0,0.0,0.0,0.0,0.0 +380,Sc0.25Zr0.75B12,34.26651024,1.96,Sc0.25 Zr0.75 B12,0.9230769230769232,0.0192307692307692,0.0,0.0,0.0576923076923076,0.0,0.0,0.0,0.0,0.0 +381,Sc0.25Zr0.75B12,32.14900026,2.94,Sc0.25 Zr0.75 B12,0.9230769230769232,0.0192307692307692,0.0,0.0,0.0576923076923076,0.0,0.0,0.0,0.0,0.0 +382,Sc0.25Zr0.75B12,30.44134999,4.9,Sc0.25 Zr0.75 B12,0.9230769230769232,0.0192307692307692,0.0,0.0,0.0576923076923076,0.0,0.0,0.0,0.0,0.0 +383,Sc0.5Y0.5B12,45.14486766,0.49,Sc0.5 Y0.5 B12,0.9230769230769232,0.0384615384615384,0.0,0.0384615384615384,0.0,0.0,0.0,0.0,0.0,0.0 +384,Sc0.5Y0.5B12,37.52230439,0.98,Sc0.5 Y0.5 B12,0.9230769230769232,0.0384615384615384,0.0,0.0384615384615384,0.0,0.0,0.0,0.0,0.0,0.0 +385,Sc0.5Y0.5B12,35.79175897,1.96,Sc0.5 Y0.5 B12,0.9230769230769232,0.0384615384615384,0.0,0.0384615384615384,0.0,0.0,0.0,0.0,0.0,0.0 +386,Sc0.5Y0.5B12,32.8251573,2.94,Sc0.5 Y0.5 B12,0.9230769230769232,0.0384615384615384,0.0,0.0384615384615384,0.0,0.0,0.0,0.0,0.0,0.0 +387,Sc0.5Y0.5B12,31.19763704,4.9,Sc0.5 Y0.5 B12,0.9230769230769232,0.0384615384615384,0.0,0.0384615384615384,0.0,0.0,0.0,0.0,0.0,0.0 +388,Sc0.5Zr0.5B12,47.96499819,0.49,Sc0.5 Zr0.5 B12,0.9230769230769232,0.0384615384615384,0.0,0.0,0.0384615384615384,0.0,0.0,0.0,0.0,0.0 +389,Sc0.5Zr0.5B12,39.63166486,0.98,Sc0.5 Zr0.5 B12,0.9230769230769232,0.0384615384615384,0.0,0.0,0.0384615384615384,0.0,0.0,0.0,0.0,0.0 +390,Sc0.5Zr0.5B12,37.17264847,1.96,Sc0.5 Zr0.5 B12,0.9230769230769232,0.0384615384615384,0.0,0.0,0.0384615384615384,0.0,0.0,0.0,0.0,0.0 +391,Sc0.5Zr0.5B12,34.07613295,2.94,Sc0.5 Zr0.5 B12,0.9230769230769232,0.0384615384615384,0.0,0.0,0.0384615384615384,0.0,0.0,0.0,0.0,0.0 +392,Sc0.5Zr0.5B12,32.04972129,4.9,Sc0.5 Zr0.5 B12,0.9230769230769232,0.0384615384615384,0.0,0.0,0.0384615384615384,0.0,0.0,0.0,0.0,0.0 +393,Sc0.8Y0.2B12,44.36941513,0.49,Sc0.8 Y0.2 B12,0.9230769230769232,0.0615384615384615,0.0,0.0153846153846153,0.0,0.0,0.0,0.0,0.0,0.0 +394,Sc0.8Y0.2B12,36.06700163,0.98,Sc0.8 Y0.2 B12,0.9230769230769232,0.0615384615384615,0.0,0.0153846153846153,0.0,0.0,0.0,0.0,0.0,0.0 +395,Sc0.8Y0.2B12,35.03692551,1.96,Sc0.8 Y0.2 B12,0.9230769230769232,0.0615384615384615,0.0,0.0153846153846153,0.0,0.0,0.0,0.0,0.0,0.0 +396,Sc0.8Y0.2B12,32.00851927,2.94,Sc0.8 Y0.2 B12,0.9230769230769232,0.0615384615384615,0.0,0.0153846153846153,0.0,0.0,0.0,0.0,0.0,0.0 +397,Sc0.8Y0.2B12,30.54579364,4.9,Sc0.8 Y0.2 B12,0.9230769230769232,0.0615384615384615,0.0,0.0153846153846153,0.0,0.0,0.0,0.0,0.0,0.0 +398,Sc0.8Zr0.2B12,45.95154316,0.49,Sc0.8 Zr0.2 B12,0.9230769230769232,0.0615384615384615,0.0,0.0,0.0153846153846153,0.0,0.0,0.0,0.0,0.0 +399,Sc0.8Zr0.2B12,38.43785832,0.98,Sc0.8 Zr0.2 B12,0.9230769230769232,0.0615384615384615,0.0,0.0,0.0153846153846153,0.0,0.0,0.0,0.0,0.0 +400,Sc0.8Zr0.2B12,36.32037198,1.96,Sc0.8 Zr0.2 B12,0.9230769230769232,0.0615384615384615,0.0,0.0,0.0153846153846153,0.0,0.0,0.0,0.0,0.0 +401,Sc0.8Zr0.2B12,33.47428819,2.94,Sc0.8 Zr0.2 B12,0.9230769230769232,0.0615384615384615,0.0,0.0,0.0153846153846153,0.0,0.0,0.0,0.0,0.0 +402,Sc0.8Zr0.2B12,31.31126451,4.9,Sc0.8 Zr0.2 B12,0.9230769230769232,0.0615384615384615,0.0,0.0,0.0153846153846153,0.0,0.0,0.0,0.0,0.0 +404,Sc2ReB6,34.7401001,0.49,Sc2 Re1 B6,0.6666666666666666,0.2222222222222222,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.1111111111111111 +405,Sc2ReB6,31.83707398,0.98,Sc2 Re1 B6,0.6666666666666666,0.2222222222222222,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.1111111111111111 +406,Sc2ReB6,24.10401302,1.96,Sc2 Re1 B6,0.6666666666666666,0.2222222222222222,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.1111111111111111 +407,Sc2ReB6,22.70255213,2.94,Sc2 Re1 B6,0.6666666666666666,0.2222222222222222,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.1111111111111111 +408,Sc2ReB6,20.92569993,4.9,Sc2 Re1 B6,0.6666666666666666,0.2222222222222222,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.1111111111111111 +411,ScB12,41.67556428,0.49,Sc1 B12,0.9230769230769232,0.0769230769230769,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0 +412,ScB12,35.18608474,0.98,Sc1 B12,0.9230769230769232,0.0769230769230769,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0 +413,ScB12,33.94997585,1.96,Sc1 B12,0.9230769230769232,0.0769230769230769,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0 +414,ScB12,30.32412547,2.94,Sc1 B12,0.9230769230769232,0.0769230769230769,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0 +415,ScB12,28.44938694,4.9,Sc1 B12,0.9230769230769232,0.0769230769230769,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0 +416,ScB2,17.46,1.96,Sc1 B2,0.6666666666666666,0.3333333333333333,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0 +437,Ta0.01W0.99B,35.0,0.49,Ta0.01 W0.99 B1,0.5,0.0,0.0,0.0,0.0,0.0,0.0,0.005,0.495,0.0 +438,Ta0.01W0.99B,29.0,0.98,Ta0.01 W0.99 B1,0.5,0.0,0.0,0.0,0.0,0.0,0.0,0.005,0.495,0.0 +439,Ta0.01W0.99B,18.5,4.9,Ta0.01 W0.99 B1,0.5,0.0,0.0,0.0,0.0,0.0,0.0,0.005,0.495,0.0 +440,Ta0.03W0.97B4,52.02308473,0.49,Ta0.03 W0.97 B4,0.8,0.0,0.0,0.0,0.0,0.0,0.0,0.006,0.194,0.0 +441,Ta0.03W0.97B4,44.69812278,0.98,Ta0.03 W0.97 B4,0.8,0.0,0.0,0.0,0.0,0.0,0.0,0.006,0.194,0.0 +442,Ta0.03W0.97B4,37.94393709,1.96,Ta0.03 W0.97 B4,0.8,0.0,0.0,0.0,0.0,0.0,0.0,0.006,0.194,0.0 +443,Ta0.03W0.97B4,34.26560122,2.94,Ta0.03 W0.97 B4,0.8,0.0,0.0,0.0,0.0,0.0,0.0,0.006,0.194,0.0 +444,Ta0.03W0.97B4,31.82394723,4.9,Ta0.03 W0.97 B4,0.8,0.0,0.0,0.0,0.0,0.0,0.0,0.006,0.194,0.0 +445,Ta0.04W0.96B4,48.28132927,0.49,Ta0.04 W0.96 B4,0.8,0.0,0.0,0.0,0.0,0.0,0.0,0.008,0.192,0.0 +446,Ta0.04W0.96B4,41.24175545,0.98,Ta0.04 W0.96 B4,0.8,0.0,0.0,0.0,0.0,0.0,0.0,0.008,0.192,0.0 +447,Ta0.04W0.96B4,36.39015728,1.96,Ta0.04 W0.96 B4,0.8,0.0,0.0,0.0,0.0,0.0,0.0,0.008,0.192,0.0 +448,Ta0.04W0.96B4,33.50456621,2.94,Ta0.04 W0.96 B4,0.8,0.0,0.0,0.0,0.0,0.0,0.0,0.008,0.192,0.0 +449,Ta0.04W0.96B4,31.22146119,4.9,Ta0.04 W0.96 B4,0.8,0.0,0.0,0.0,0.0,0.0,0.0,0.008,0.192,0.0 +451,Ta0.1W0.9B,36.5,0.49,Ta0.1 W0.9 B1,0.5,0.0,0.0,0.0,0.0,0.0,0.0,0.05,0.45,0.0 +452,Ta0.1W0.9B,30.5,0.98,Ta0.1 W0.9 B1,0.5,0.0,0.0,0.0,0.0,0.0,0.0,0.05,0.45,0.0 +453,Ta0.1W0.9B,20.0,4.9,Ta0.1 W0.9 B1,0.5,0.0,0.0,0.0,0.0,0.0,0.0,0.05,0.45,0.0 +454,Ta0.1W0.9B4,44.12734652,0.49,Ta0.1 W0.9 B4,0.8,0.0,0.0,0.0,0.0,0.0,0.0,0.02,0.18,0.0 +455,Ta0.1W0.9B4,39.90994419,0.98,Ta0.1 W0.9 B4,0.8,0.0,0.0,0.0,0.0,0.0,0.0,0.02,0.18,0.0 +456,Ta0.1W0.9B4,35.40715373,1.96,Ta0.1 W0.9 B4,0.8,0.0,0.0,0.0,0.0,0.0,0.0,0.02,0.18,0.0 +457,Ta0.1W0.9B4,33.02891933,2.94,Ta0.1 W0.9 B4,0.8,0.0,0.0,0.0,0.0,0.0,0.0,0.02,0.18,0.0 +458,Ta0.1W0.9B4,30.90436327,4.9,Ta0.1 W0.9 B4,0.8,0.0,0.0,0.0,0.0,0.0,0.0,0.02,0.18,0.0 +459,Ta0.25W0.75B,38.0,0.49,Ta0.25 W0.75 B1,0.5,0.0,0.0,0.0,0.0,0.0,0.0,0.125,0.375,0.0 +460,Ta0.25W0.75B,28.5,0.98,Ta0.25 W0.75 B1,0.5,0.0,0.0,0.0,0.0,0.0,0.0,0.125,0.375,0.0 +461,Ta0.25W0.75B,21.0,4.9,Ta0.25 W0.75 B1,0.5,0.0,0.0,0.0,0.0,0.0,0.0,0.125,0.375,0.0 +462,Ta0.3W0.7B4,42.6369863,0.49,Ta0.3 W0.7 B4,0.8,0.0,0.0,0.0,0.0,0.0,0.0,0.06,0.1399999999999999,0.0 +463,Ta0.3W0.7B4,36.92922374,0.98,Ta0.3 W0.7 B4,0.8,0.0,0.0,0.0,0.0,0.0,0.0,0.06,0.1399999999999999,0.0 +464,Ta0.3W0.7B4,32.96549975,1.96,Ta0.3 W0.7 B4,0.8,0.0,0.0,0.0,0.0,0.0,0.0,0.06,0.1399999999999999,0.0 +465,Ta0.3W0.7B4,30.87265348,2.94,Ta0.3 W0.7 B4,0.8,0.0,0.0,0.0,0.0,0.0,0.0,0.06,0.1399999999999999,0.0 +466,Ta0.3W0.7B4,29.38229325,4.9,Ta0.3 W0.7 B4,0.8,0.0,0.0,0.0,0.0,0.0,0.0,0.06,0.1399999999999999,0.0 +468,Ta0.5W0.5B4,40.86123795,0.49,Ta0.5 W0.5 B4,0.8,0.0,0.0,0.0,0.0,0.0,0.0,0.1,0.1,0.0 +469,Ta0.5W0.5B4,33.78995434,0.98,Ta0.5 W0.5 B4,0.8,0.0,0.0,0.0,0.0,0.0,0.0,0.1,0.1,0.0 +470,Ta0.5W0.5B4,31.91907661,1.96,Ta0.5 W0.5 B4,0.8,0.0,0.0,0.0,0.0,0.0,0.0,0.1,0.1,0.0 +471,Ta0.5W0.5B4,31.09462202,2.94,Ta0.5 W0.5 B4,0.8,0.0,0.0,0.0,0.0,0.0,0.0,0.1,0.1,0.0 +472,Ta0.5W0.5B4,30.30187722,4.9,Ta0.5 W0.5 B4,0.8,0.0,0.0,0.0,0.0,0.0,0.0,0.1,0.1,0.0 +473,Ta3B2,27.16,0.49,Ta3 B2,0.4,0.0,0.0,0.0,0.0,0.0,0.0,0.6,0.0,0.0 +474,Ta3B4,32.85,0.49,Ta3 B4,0.5714285714285714,0.0,0.0,0.0,0.0,0.0,0.0,0.4285714285714285,0.0,0.0 +475,TaB,30.69,0.49,Ta1 B1,0.5,0.0,0.0,0.0,0.0,0.0,0.0,0.5,0.0,0.0 +476,TaB2,24.52,0.29,Ta1 B2,0.6666666666666666,0.0,0.0,0.0,0.0,0.0,0.0,0.3333333333333333,0.0,0.0 +478,TaCr2,2.98,1.96,Ta1 Cr2,0.0,0.0,0.6666666666666666,0.0,0.0,0.0,0.0,0.3333333333333333,0.0,0.0 +561,W0.5Gd0.5B11.6,25.62101129,4.9,W0.5 Gd0.5 B11.6,0.9206349206349206,0.0,0.0,0.0,0.0,0.0396825396825396,0.0,0.0,0.0396825396825396,0.0 +562,W0.5Gd0.5B11.6,35.03436426,0.49,W0.5 Gd0.5 B11.6,0.9206349206349206,0.0,0.0,0.0,0.0,0.0396825396825396,0.0,0.0,0.0396825396825396,0.0 +563,W0.5Gd0.5B11.6,29.06725577,0.98,W0.5 Gd0.5 B11.6,0.9206349206349206,0.0,0.0,0.0,0.0,0.0396825396825396,0.0,0.0,0.0396825396825396,0.0 +564,W0.5Gd0.5B11.6,28.5886107,1.96,W0.5 Gd0.5 B11.6,0.9206349206349206,0.0,0.0,0.0,0.0,0.0396825396825396,0.0,0.0,0.0396825396825396,0.0 +565,W0.5Gd0.5B11.6,27.02503682,2.94,W0.5 Gd0.5 B11.6,0.9206349206349206,0.0,0.0,0.0,0.0,0.0396825396825396,0.0,0.0,0.0396825396825396,0.0 +577,W0.5Sc0.5B11.6,42.67955647,0.49,W0.5 Sc0.5 B11.6,0.9206349206349206,0.0396825396825396,0.0,0.0,0.0,0.0,0.0,0.0,0.0396825396825396,0.0 +578,W0.5Sc0.5B11.6,34.73389654,0.98,W0.5 Sc0.5 B11.6,0.9206349206349206,0.0396825396825396,0.0,0.0,0.0,0.0,0.0,0.0,0.0396825396825396,0.0 +579,W0.5Sc0.5B11.6,32.29983875,1.96,W0.5 Sc0.5 B11.6,0.9206349206349206,0.0396825396825396,0.0,0.0,0.0,0.0,0.0,0.0,0.0396825396825396,0.0 +580,W0.5Sc0.5B11.6,30.70508709,2.94,W0.5 Sc0.5 B11.6,0.9206349206349206,0.0396825396825396,0.0,0.0,0.0,0.0,0.0,0.0,0.0396825396825396,0.0 +581,W0.5Sc0.5B11.6,28.15914273,4.9,W0.5 Sc0.5 B11.6,0.9206349206349206,0.0396825396825396,0.0,0.0,0.0,0.0,0.0,0.0,0.0396825396825396,0.0 +582,W0.5Ta0.5B,42.8,0.49,W0.5 Ta0.5 B1,0.5,0.0,0.0,0.0,0.0,0.0,0.0,0.25,0.25,0.0 +583,W0.5Ta0.5B,34.0,0.98,W0.5 Ta0.5 B1,0.5,0.0,0.0,0.0,0.0,0.0,0.0,0.25,0.25,0.0 +584,W0.5Ta0.5B,21.0,4.9,W0.5 Ta0.5 B1,0.5,0.0,0.0,0.0,0.0,0.0,0.0,0.25,0.25,0.0 +585,W0.5Ta0.5B2.1,32.21626605,0.49,W0.5 Ta0.5 B2.1,0.6774193548387097,0.0,0.0,0.0,0.0,0.0,0.0,0.1612903225806451,0.1612903225806451,0.0 +586,W0.5Ta0.5B2.1,28.5809234,0.98,W0.5 Ta0.5 B2.1,0.6774193548387097,0.0,0.0,0.0,0.0,0.0,0.0,0.1612903225806451,0.1612903225806451,0.0 +587,W0.5Ta0.5B2.1,27.90509903,1.96,W0.5 Ta0.5 B2.1,0.6774193548387097,0.0,0.0,0.0,0.0,0.0,0.0,0.1612903225806451,0.1612903225806451,0.0 +588,W0.5Ta0.5B2.1,25.90099987,2.94,W0.5 Ta0.5 B2.1,0.6774193548387097,0.0,0.0,0.0,0.0,0.0,0.0,0.1612903225806451,0.1612903225806451,0.0 +589,W0.5Ta0.5B2.1,23.66386593,4.9,W0.5 Ta0.5 B2.1,0.6774193548387097,0.0,0.0,0.0,0.0,0.0,0.0,0.1612903225806451,0.1612903225806451,0.0 +595,W0.5Y0.5B11.6,28.92852563,4.9,W0.5 Y0.5 B11.6,0.9206349206349206,0.0,0.0,0.0396825396825396,0.0,0.0,0.0,0.0,0.0396825396825396,0.0 +596,W0.5Y0.5B11.6,39.96680415,0.49,W0.5 Y0.5 B11.6,0.9206349206349206,0.0,0.0,0.0396825396825396,0.0,0.0,0.0,0.0,0.0396825396825396,0.0 +597,W0.5Y0.5B11.6,34.46466469,0.98,W0.5 Y0.5 B11.6,0.9206349206349206,0.0,0.0,0.0396825396825396,0.0,0.0,0.0,0.0,0.0396825396825396,0.0 +598,W0.5Y0.5B11.6,30.55879971,1.96,W0.5 Y0.5 B11.6,0.9206349206349206,0.0,0.0,0.0396825396825396,0.0,0.0,0.0,0.0,0.0396825396825396,0.0 +599,W0.5Y0.5B11.6,29.30213011,2.94,W0.5 Y0.5 B11.6,0.9206349206349206,0.0,0.0,0.0396825396825396,0.0,0.0,0.0,0.0,0.0396825396825396,0.0 +605,W0.75Sc0.25B11.6,41.91300677,0.49,W0.75 Sc0.25 B11.6,0.9206349206349206,0.0198412698412698,0.0,0.0,0.0,0.0,0.0,0.0,0.0595238095238095,0.0 +606,W0.75Sc0.25B11.6,34.52687623,0.98,W0.75 Sc0.25 B11.6,0.9206349206349206,0.0198412698412698,0.0,0.0,0.0,0.0,0.0,0.0,0.0595238095238095,0.0 +607,W0.75Sc0.25B11.6,32.7083273,1.96,W0.75 Sc0.25 B11.6,0.9206349206349206,0.0198412698412698,0.0,0.0,0.0,0.0,0.0,0.0,0.0595238095238095,0.0 +608,W0.75Sc0.25B11.6,30.69393464,2.94,W0.75 Sc0.25 B11.6,0.9206349206349206,0.0198412698412698,0.0,0.0,0.0,0.0,0.0,0.0,0.0595238095238095,0.0 +609,W0.75Sc0.25B11.6,28.20394564,4.9,W0.75 Sc0.25 B11.6,0.9206349206349206,0.0198412698412698,0.0,0.0,0.0,0.0,0.0,0.0,0.0595238095238095,0.0 +611,W0.88Ta0.02Cr0.1B4,49.9,0.49,W0.88 Ta0.02 Cr0.1 B4,0.8,0.0,0.02,0.0,0.0,0.0,0.0,0.004,0.176,0.0 +612,W0.88Ta0.02Cr0.1B4,43.0,0.98,W0.88 Ta0.02 Cr0.1 B4,0.8,0.0,0.02,0.0,0.0,0.0,0.0,0.004,0.176,0.0 +613,W0.88Ta0.02Cr0.1B4,37.8,1.96,W0.88 Ta0.02 Cr0.1 B4,0.8,0.0,0.02,0.0,0.0,0.0,0.0,0.004,0.176,0.0 +614,W0.88Ta0.02Cr0.1B4,34.5,2.94,W0.88 Ta0.02 Cr0.1 B4,0.8,0.0,0.02,0.0,0.0,0.0,0.0,0.004,0.176,0.0 +615,W0.88Ta0.02Cr0.1B4,30.8,4.9,W0.88 Ta0.02 Cr0.1 B4,0.8,0.0,0.02,0.0,0.0,0.0,0.0,0.004,0.176,0.0 +631,W0.8Gd0.2B11.6,28.04614629,4.9,W0.8 Gd0.2 B11.6,0.9206349206349206,0.0,0.0,0.0,0.0,0.0158730158730158,0.0,0.0,0.0634920634920635,0.0 +632,W0.8Gd0.2B11.6,38.35297005,0.49,W0.8 Gd0.2 B11.6,0.9206349206349206,0.0,0.0,0.0,0.0,0.0158730158730158,0.0,0.0,0.0634920634920635,0.0 +633,W0.8Gd0.2B11.6,32.76877761,0.98,W0.8 Gd0.2 B11.6,0.9206349206349206,0.0,0.0,0.0,0.0,0.0158730158730158,0.0,0.0,0.0634920634920635,0.0 +634,W0.8Gd0.2B11.6,30.72655866,1.96,W0.8 Gd0.2 B11.6,0.9206349206349206,0.0,0.0,0.0,0.0,0.0158730158730158,0.0,0.0,0.0634920634920635,0.0 +635,W0.8Gd0.2B11.6,29.45017182,2.94,W0.8 Gd0.2 B11.6,0.9206349206349206,0.0,0.0,0.0,0.0,0.0158730158730158,0.0,0.0,0.0634920634920635,0.0 +646,W0.8Sc0.2B11.6,39.25845882,0.49,W0.8 Sc0.2 B11.6,0.9206349206349206,0.0158730158730158,0.0,0.0,0.0,0.0,0.0,0.0,0.0634920634920635,0.0 +647,W0.8Sc0.2B11.6,34.78205484,0.98,W0.8 Sc0.2 B11.6,0.9206349206349206,0.0158730158730158,0.0,0.0,0.0,0.0,0.0,0.0,0.0634920634920635,0.0 +648,W0.8Sc0.2B11.6,32.37597472,1.96,W0.8 Sc0.2 B11.6,0.9206349206349206,0.0158730158730158,0.0,0.0,0.0,0.0,0.0,0.0,0.0634920634920635,0.0 +649,W0.8Sc0.2B11.6,30.0818053,2.94,W0.8 Sc0.2 B11.6,0.9206349206349206,0.0158730158730158,0.0,0.0,0.0,0.0,0.0,0.0,0.0634920634920635,0.0 +650,W0.8Sc0.2B11.6,27.78763589,4.9,W0.8 Sc0.2 B11.6,0.9206349206349206,0.0158730158730158,0.0,0.0,0.0,0.0,0.0,0.0,0.0634920634920635,0.0 +651,W0.8Ta0.2B2.1,34.59975148,0.49,W0.8 Ta0.2 B2.1,0.6774193548387097,0.0,0.0,0.0,0.0,0.0,0.0,0.064516129032258,0.2580645161290322,0.0 +652,W0.8Ta0.2B2.1,31.54699579,0.98,W0.8 Ta0.2 B2.1,0.6774193548387097,0.0,0.0,0.0,0.0,0.0,0.0,0.064516129032258,0.2580645161290322,0.0 +653,W0.8Ta0.2B2.1,29.49626618,1.96,W0.8 Ta0.2 B2.1,0.6774193548387097,0.0,0.0,0.0,0.0,0.0,0.0,0.064516129032258,0.2580645161290322,0.0 +654,W0.8Ta0.2B2.1,27.23585225,2.94,W0.8 Ta0.2 B2.1,0.6774193548387097,0.0,0.0,0.0,0.0,0.0,0.0,0.064516129032258,0.2580645161290322,0.0 +655,W0.8Ta0.2B2.1,24.88217742,4.9,W0.8 Ta0.2 B2.1,0.6774193548387097,0.0,0.0,0.0,0.0,0.0,0.0,0.064516129032258,0.2580645161290322,0.0 +661,W0.8Y0.2B11.6,27.64738769,4.9,W0.8 Y0.2 B11.6,0.9206349206349206,0.0,0.0,0.0158730158730158,0.0,0.0,0.0,0.0,0.0634920634920635,0.0 +662,W0.8Y0.2B11.6,38.65173773,0.49,W0.8 Y0.2 B11.6,0.9206349206349206,0.0,0.0,0.0158730158730158,0.0,0.0,0.0,0.0,0.0634920634920635,0.0 +663,W0.8Y0.2B11.6,32.87785036,0.98,W0.8 Y0.2 B11.6,0.9206349206349206,0.0,0.0,0.0158730158730158,0.0,0.0,0.0,0.0,0.0634920634920635,0.0 +664,W0.8Y0.2B11.6,31.21357668,1.96,W0.8 Y0.2 B11.6,0.9206349206349206,0.0,0.0,0.0158730158730158,0.0,0.0,0.0,0.0,0.0634920634920635,0.0 +665,W0.8Y0.2B11.6,29.31159025,2.94,W0.8 Y0.2 B11.6,0.9206349206349206,0.0,0.0,0.0158730158730158,0.0,0.0,0.0,0.0,0.0634920634920635,0.0 +666,W0.93Ta0.02Cr0.05B4,57.3,0.49,W0.93 Ta0.02 Cr0.05 B4,0.8,0.0,0.01,0.0,0.0,0.0,0.0,0.004,0.186,0.0 +667,W0.93Ta0.02Cr0.05B4,44.1,0.98,W0.93 Ta0.02 Cr0.05 B4,0.8,0.0,0.01,0.0,0.0,0.0,0.0,0.004,0.186,0.0 +668,W0.93Ta0.02Cr0.05B4,38.2,1.96,W0.93 Ta0.02 Cr0.05 B4,0.8,0.0,0.01,0.0,0.0,0.0,0.0,0.004,0.186,0.0 +669,W0.93Ta0.02Cr0.05B4,34.8,2.94,W0.93 Ta0.02 Cr0.05 B4,0.8,0.0,0.01,0.0,0.0,0.0,0.0,0.004,0.186,0.0 +670,W0.93Ta0.02Cr0.05B4,31.7,4.9,W0.93 Ta0.02 Cr0.05 B4,0.8,0.0,0.01,0.0,0.0,0.0,0.0,0.004,0.186,0.0 +676,W0.94Ta0.06B2.1,35.7105193,0.49,W0.94 Ta0.06 B2.1,0.6774193548387097,0.0,0.0,0.0,0.0,0.0,0.0,0.0193548387096774,0.3032258064516129,0.0 +677,W0.94Ta0.06B2.1,29.86134618,0.98,W0.94 Ta0.06 B2.1,0.6774193548387097,0.0,0.0,0.0,0.0,0.0,0.0,0.0193548387096774,0.3032258064516129,0.0 +678,W0.94Ta0.06B2.1,27.36785048,1.96,W0.94 Ta0.06 B2.1,0.6774193548387097,0.0,0.0,0.0,0.0,0.0,0.0,0.0193548387096774,0.3032258064516129,0.0 +679,W0.94Ta0.06B2.1,26.10946264,2.94,W0.94 Ta0.06 B2.1,0.6774193548387097,0.0,0.0,0.0,0.0,0.0,0.0,0.0193548387096774,0.3032258064516129,0.0 +680,W0.94Ta0.06B2.1,24.26846434,4.9,W0.94 Ta0.06 B2.1,0.6774193548387097,0.0,0.0,0.0,0.0,0.0,0.0,0.0193548387096774,0.3032258064516129,0.0 +681,W0.9Cr0.1B4,53.5,0.49,W0.9 Cr0.1 B4,0.8,0.0,0.02,0.0,0.0,0.0,0.0,0.0,0.18,0.0 +682,W0.9Cr0.1B4,32.4,4.9,W0.9 Cr0.1 B4,0.8,0.0,0.02,0.0,0.0,0.0,0.0,0.0,0.18,0.0 +693,W0.9Gd0.1B11.6,30.05645557,4.9,W0.9 Gd0.1 B11.6,0.9206349206349206,0.0,0.0,0.0,0.0,0.0079365079365079,0.0,0.0,0.0714285714285714,0.0 +694,W0.9Gd0.1B11.6,44.03289151,0.49,W0.9 Gd0.1 B11.6,0.9206349206349206,0.0,0.0,0.0,0.0,0.0079365079365079,0.0,0.0,0.0714285714285714,0.0 +695,W0.9Gd0.1B11.6,35.83210604,0.98,W0.9 Gd0.1 B11.6,0.9206349206349206,0.0,0.0,0.0,0.0,0.0079365079365079,0.0,0.0,0.0714285714285714,0.0 +696,W0.9Gd0.1B11.6,31.84339715,1.96,W0.9 Gd0.1 B11.6,0.9206349206349206,0.0,0.0,0.0,0.0,0.0079365079365079,0.0,0.0,0.0714285714285714,0.0 +697,W0.9Gd0.1B11.6,31.55621011,2.94,W0.9 Gd0.1 B11.6,0.9206349206349206,0.0,0.0,0.0,0.0,0.0079365079365079,0.0,0.0,0.0714285714285714,0.0 +708,W0.9Sc0.1B11.6,43.09813533,0.49,W0.9 Sc0.1 B11.6,0.9206349206349206,0.0079365079365079,0.0,0.0,0.0,0.0,0.0,0.0,0.0714285714285714,0.0 +709,W0.9Sc0.1B11.6,36.29956011,0.98,W0.9 Sc0.1 B11.6,0.9206349206349206,0.0079365079365079,0.0,0.0,0.0,0.0,0.0,0.0,0.0714285714285714,0.0 +710,W0.9Sc0.1B11.6,34.08932372,1.96,W0.9 Sc0.1 B11.6,0.9206349206349206,0.0079365079365079,0.0,0.0,0.0,0.0,0.0,0.0,0.0714285714285714,0.0 +711,W0.9Sc0.1B11.6,30.73200263,2.94,W0.9 Sc0.1 B11.6,0.9206349206349206,0.0079365079365079,0.0,0.0,0.0,0.0,0.0,0.0,0.0714285714285714,0.0 +712,W0.9Sc0.1B11.6,28.35390018,4.9,W0.9 Sc0.1 B11.6,0.9206349206349206,0.0079365079365079,0.0,0.0,0.0,0.0,0.0,0.0,0.0714285714285714,0.0 +713,W0.9Ta0.1B2.1,34.92040922,0.49,W0.9 Ta0.1 B2.1,0.6774193548387097,0.0,0.0,0.0,0.0,0.0,0.0,0.032258064516129,0.2903225806451613,0.0 +714,W0.9Ta0.1B2.1,28.81489784,0.98,W0.9 Ta0.1 B2.1,0.6774193548387097,0.0,0.0,0.0,0.0,0.0,0.0,0.032258064516129,0.2903225806451613,0.0 +715,W0.9Ta0.1B2.1,27.3234987,1.96,W0.9 Ta0.1 B2.1,0.6774193548387097,0.0,0.0,0.0,0.0,0.0,0.0,0.032258064516129,0.2903225806451613,0.0 +716,W0.9Ta0.1B2.1,26.55446042,2.94,W0.9 Ta0.1 B2.1,0.6774193548387097,0.0,0.0,0.0,0.0,0.0,0.0,0.032258064516129,0.2903225806451613,0.0 +717,W0.9Ta0.1B2.1,24.50377779,4.9,W0.9 Ta0.1 B2.1,0.6774193548387097,0.0,0.0,0.0,0.0,0.0,0.0,0.032258064516129,0.2903225806451613,0.0 +723,W0.9Y0.1B11.6,29.74501412,4.9,W0.9 Y0.1 B11.6,0.9206349206349206,0.0,0.0,0.0079365079365079,0.0,0.0,0.0,0.0,0.0714285714285714,0.0 +724,W0.9Y0.1B11.6,43.77216402,0.49,W0.9 Y0.1 B11.6,0.9206349206349206,0.0,0.0,0.0079365079365079,0.0,0.0,0.0,0.0,0.0714285714285714,0.0 +725,W0.9Y0.1B11.6,37.01331939,0.98,W0.9 Y0.1 B11.6,0.9206349206349206,0.0,0.0,0.0079365079365079,0.0,0.0,0.0,0.0,0.0714285714285714,0.0 +726,W0.9Y0.1B11.6,33.44709484,1.96,W0.9 Y0.1 B11.6,0.9206349206349206,0.0,0.0,0.0079365079365079,0.0,0.0,0.0,0.0,0.0714285714285714,0.0 +727,W0.9Y0.1B11.6,31.3752882,2.94,W0.9 Y0.1 B11.6,0.9206349206349206,0.0,0.0,0.0079365079365079,0.0,0.0,0.0,0.0,0.0714285714285714,0.0 +728,W2B,23.73,0.49,W2 B1,0.3333333333333333,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.6666666666666666,0.0 +729,W2B5,26.12,0.29,W2 B5,0.7142857142857143,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.2857142857142857,0.0 +732,WB,36.28,0.49,W1 B1,0.5,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.5,0.0 +733,WB11.6,41.2583195,0.49,W1 B11.6,0.9206349206349206,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0793650793650793,0.0 +734,WB11.6,34.06805683,0.98,W1 B11.6,0.9206349206349206,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0793650793650793,0.0 +735,WB11.6,30.71075987,1.96,W1 B11.6,0.9206349206349206,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0793650793650793,0.0 +736,WB11.6,29.25589659,2.94,W1 B11.6,0.9206349206349206,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0793650793650793,0.0 +737,WB11.6,26.40217366,4.9,W1 B11.6,0.9206349206349206,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0793650793650793,0.0 +738,WB2,26.09,0.29,W1 B2,0.6666666666666666,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.3333333333333333,0.0 +739,WB2.1,29.50839113,0.49,W1 B2.1,0.6774193548387097,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.3225806451612903,0.0 +740,WB2.1,25.92951778,0.98,W1 B2.1,0.6774193548387097,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.3225806451612903,0.0 +741,WB2.1,24.69705809,1.96,W1 B2.1,0.6774193548387097,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.3225806451612903,0.0 +742,WB2.1,23.20388577,2.94,W1 B2.1,0.6774193548387097,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.3225806451612903,0.0 +743,WB2.1,21.94770066,4.9,W1 B2.1,0.6774193548387097,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.3225806451612903,0.0 +744,WB4,40.39,0.49,W1 B4,0.8,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.2,0.0 +745,WB4,38.0,0.98,W1 B4,0.8,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.2,0.0 +746,WB4,32.9,1.96,W1 B4,0.8,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.2,0.0 +747,WB4,28.1,4.9,W1 B4,0.8,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.2,0.0 +749,Y0.05Sc0.95CrB4,31.6298633,0.49,Y0.05 Sc0.95 Cr1 B4,0.6666666666666666,0.1583333333333333,0.1666666666666666,0.0083333333333333,0.0,0.0,0.0,0.0,0.0,0.0 +750,Y0.05Sc0.95CrB4,29.94742376,0.98,Y0.05 Sc0.95 Cr1 B4,0.6666666666666666,0.1583333333333333,0.1666666666666666,0.0083333333333333,0.0,0.0,0.0,0.0,0.0,0.0 +751,Y0.05Sc0.95CrB4,28.15983176,1.96,Y0.05 Sc0.95 Cr1 B4,0.6666666666666666,0.1583333333333333,0.1666666666666666,0.0083333333333333,0.0,0.0,0.0,0.0,0.0,0.0 +752,Y0.05Sc0.95CrB4,25.8254469,2.94,Y0.05 Sc0.95 Cr1 B4,0.6666666666666666,0.1583333333333333,0.1666666666666666,0.0083333333333333,0.0,0.0,0.0,0.0,0.0,0.0 +753,Y0.05Sc0.95CrB4,23.53312303,4.9,Y0.05 Sc0.95 Cr1 B4,0.6666666666666666,0.1583333333333333,0.1666666666666666,0.0083333333333333,0.0,0.0,0.0,0.0,0.0,0.0 +754,Y0.05Sc1.95ReB6,35.34134522,0.49,Y0.05 Sc1.95 Re1 B6,0.6666666666666666,0.2166666666666666,0.0,0.0055555555555555,0.0,0.0,0.0,0.0,0.0,0.1111111111111111 +755,Y0.05Sc1.95ReB6,32.4633275,0.98,Y0.05 Sc1.95 Re1 B6,0.6666666666666666,0.2166666666666666,0.0,0.0055555555555555,0.0,0.0,0.0,0.0,0.0,0.1111111111111111 +756,Y0.05Sc1.95ReB6,25.15574539,1.96,Y0.05 Sc1.95 Re1 B6,0.6666666666666666,0.2166666666666666,0.0,0.0055555555555555,0.0,0.0,0.0,0.0,0.0,0.1111111111111111 +757,Y0.05Sc1.95ReB6,22.97844042,2.94,Y0.05 Sc1.95 Re1 B6,0.6666666666666666,0.2166666666666666,0.0,0.0055555555555555,0.0,0.0,0.0,0.0,0.0,0.1111111111111111 +758,Y0.05Sc1.95ReB6,22.52797085,4.9,Y0.05 Sc1.95 Re1 B6,0.6666666666666666,0.2166666666666666,0.0,0.0055555555555555,0.0,0.0,0.0,0.0,0.0,0.1111111111111111 +760,Y0.25Hf0.25Gd0.5B20,37.6,0.49,Y0.25 Hf0.25 Gd0.5 B20,0.9523809523809524,0.0,0.0,0.0119047619047619,0.0,0.0238095238095238,0.0119047619047619,0.0,0.0,0.0 +761,Y0.25Hf0.25Gd0.5B20,30.9,0.98,Y0.25 Hf0.25 Gd0.5 B20,0.9523809523809524,0.0,0.0,0.0119047619047619,0.0,0.0238095238095238,0.0119047619047619,0.0,0.0,0.0 +762,Y0.25Hf0.25Gd0.5B20,27.1,1.96,Y0.25 Hf0.25 Gd0.5 B20,0.9523809523809524,0.0,0.0,0.0119047619047619,0.0,0.0238095238095238,0.0119047619047619,0.0,0.0,0.0 +763,Y0.25Hf0.25Gd0.5B20,25.7,2.98,Y0.25 Hf0.25 Gd0.5 B20,0.9523809523809524,0.0,0.0,0.0119047619047619,0.0,0.0238095238095238,0.0119047619047619,0.0,0.0,0.0 +764,Y0.25Hf0.25Gd0.5B20,25.4,4.9,Y0.25 Hf0.25 Gd0.5 B20,0.9523809523809524,0.0,0.0,0.0119047619047619,0.0,0.0238095238095238,0.0119047619047619,0.0,0.0,0.0 +765,Y0.25Hf0.5Gd0.25B20,43.2,0.49,Y0.25 Hf0.5 Gd0.25 B20,0.9523809523809524,0.0,0.0,0.0119047619047619,0.0,0.0119047619047619,0.0238095238095238,0.0,0.0,0.0 +766,Y0.25Hf0.5Gd0.25B20,35.9,0.98,Y0.25 Hf0.5 Gd0.25 B20,0.9523809523809524,0.0,0.0,0.0119047619047619,0.0,0.0119047619047619,0.0238095238095238,0.0,0.0,0.0 +767,Y0.25Hf0.5Gd0.25B20,33.3,1.96,Y0.25 Hf0.5 Gd0.25 B20,0.9523809523809524,0.0,0.0,0.0119047619047619,0.0,0.0119047619047619,0.0238095238095238,0.0,0.0,0.0 +768,Y0.25Hf0.5Gd0.25B20,31.8,2.98,Y0.25 Hf0.5 Gd0.25 B20,0.9523809523809524,0.0,0.0,0.0119047619047619,0.0,0.0119047619047619,0.0238095238095238,0.0,0.0,0.0 +769,Y0.25Hf0.5Gd0.25B20,28.6,4.9,Y0.25 Hf0.5 Gd0.25 B20,0.9523809523809524,0.0,0.0,0.0119047619047619,0.0,0.0119047619047619,0.0238095238095238,0.0,0.0,0.0 +770,Y0.25Hf0.75B20,44.1,0.49,Y0.25 Hf0.75 B20,0.9523809523809524,0.0,0.0,0.0119047619047619,0.0,0.0,0.0357142857142857,0.0,0.0,0.0 +771,Y0.25Hf0.75B20,36.5,0.98,Y0.25 Hf0.75 B20,0.9523809523809524,0.0,0.0,0.0119047619047619,0.0,0.0,0.0357142857142857,0.0,0.0,0.0 +772,Y0.25Hf0.75B20,34.6,1.96,Y0.25 Hf0.75 B20,0.9523809523809524,0.0,0.0,0.0119047619047619,0.0,0.0,0.0357142857142857,0.0,0.0,0.0 +773,Y0.25Hf0.75B20,31.9,2.98,Y0.25 Hf0.75 B20,0.9523809523809524,0.0,0.0,0.0119047619047619,0.0,0.0,0.0357142857142857,0.0,0.0,0.0 +774,Y0.25Hf0.75B20,30.8,4.9,Y0.25 Hf0.75 B20,0.9523809523809524,0.0,0.0,0.0119047619047619,0.0,0.0,0.0357142857142857,0.0,0.0,0.0 +775,Y0.25Sc0.75CrB4,35.35226078,0.49,Y0.25 Sc0.75 Cr1 B4,0.6666666666666666,0.125,0.1666666666666666,0.0416666666666666,0.0,0.0,0.0,0.0,0.0,0.0 +776,Y0.25Sc0.75CrB4,32.0084122,0.98,Y0.25 Sc0.75 Cr1 B4,0.6666666666666666,0.125,0.1666666666666666,0.0416666666666666,0.0,0.0,0.0,0.0,0.0,0.0 +777,Y0.25Sc0.75CrB4,27.59200841,1.96,Y0.25 Sc0.75 Cr1 B4,0.6666666666666666,0.125,0.1666666666666666,0.0416666666666666,0.0,0.0,0.0,0.0,0.0,0.0 +778,Y0.25Sc0.75CrB4,26.14090431,2.94,Y0.25 Sc0.75 Cr1 B4,0.6666666666666666,0.125,0.1666666666666666,0.0416666666666666,0.0,0.0,0.0,0.0,0.0,0.0 +779,Y0.25Sc0.75CrB4,23.11251314,4.9,Y0.25 Sc0.75 Cr1 B4,0.6666666666666666,0.125,0.1666666666666666,0.0416666666666666,0.0,0.0,0.0,0.0,0.0,0.0 +780,Y0.25Sc1.75ReB6,35.59409986,0.49,Y0.25 Sc1.75 Re1 B6,0.6666666666666666,0.1944444444444444,0.0,0.0277777777777777,0.0,0.0,0.0,0.0,0.0,0.1111111111111111 +781,Y0.25Sc1.75ReB6,32.39077837,0.98,Y0.25 Sc1.75 Re1 B6,0.6666666666666666,0.1944444444444444,0.0,0.0277777777777777,0.0,0.0,0.0,0.0,0.0,0.1111111111111111 +782,Y0.25Sc1.75ReB6,27.11027396,1.96,Y0.25 Sc1.75 Re1 B6,0.6666666666666666,0.1944444444444444,0.0,0.0277777777777777,0.0,0.0,0.0,0.0,0.0,0.1111111111111111 +783,Y0.25Sc1.75ReB6,24.65771741,2.94,Y0.25 Sc1.75 Re1 B6,0.6666666666666666,0.1944444444444444,0.0,0.0277777777777777,0.0,0.0,0.0,0.0,0.0,0.1111111111111111 +784,Y0.25Sc1.75ReB6,23.08107391,4.9,Y0.25 Sc1.75 Re1 B6,0.6666666666666666,0.1944444444444444,0.0,0.0277777777777777,0.0,0.0,0.0,0.0,0.0,0.1111111111111111 +785,Y0.25Zr0.75B12,43.88793167,0.49,Y0.25 Zr0.75 B12,0.9230769230769232,0.0,0.0,0.0192307692307692,0.0576923076923076,0.0,0.0,0.0,0.0,0.0 +786,Y0.25Zr0.75B12,36.39841791,0.98,Y0.25 Zr0.75 B12,0.9230769230769232,0.0,0.0,0.0192307692307692,0.0576923076923076,0.0,0.0,0.0,0.0,0.0 +787,Y0.25Zr0.75B12,34.17780736,1.96,Y0.25 Zr0.75 B12,0.9230769230769232,0.0,0.0,0.0192307692307692,0.0576923076923076,0.0,0.0,0.0,0.0,0.0 +788,Y0.25Zr0.75B12,32.84544103,2.94,Y0.25 Zr0.75 B12,0.9230769230769232,0.0,0.0,0.0192307692307692,0.0576923076923076,0.0,0.0,0.0,0.0,0.0 +789,Y0.25Zr0.75B12,30.38258206,4.9,Y0.25 Zr0.75 B12,0.9230769230769232,0.0,0.0,0.0192307692307692,0.0576923076923076,0.0,0.0,0.0,0.0,0.0 +790,Y0.25Zr0.75B12,45.71772802,0.49,Y0.25 Zr0.75 B12,0.9230769230769232,0.0,0.0,0.0192307692307692,0.0576923076923076,0.0,0.0,0.0,0.0,0.0 +793,Y0.5Hf0.25Gd0.25B20,43.2,0.49,Y0.5 Hf0.25 Gd0.25 B20,0.9523809523809524,0.0,0.0,0.0238095238095238,0.0,0.0119047619047619,0.0119047619047619,0.0,0.0,0.0 +794,Y0.5Hf0.25Gd0.25B20,37.4,0.98,Y0.5 Hf0.25 Gd0.25 B20,0.9523809523809524,0.0,0.0,0.0238095238095238,0.0,0.0119047619047619,0.0119047619047619,0.0,0.0,0.0 +795,Y0.5Hf0.25Gd0.25B20,33.8,1.96,Y0.5 Hf0.25 Gd0.25 B20,0.9523809523809524,0.0,0.0,0.0238095238095238,0.0,0.0119047619047619,0.0119047619047619,0.0,0.0,0.0 +796,Y0.5Hf0.25Gd0.25B20,31.9,2.98,Y0.5 Hf0.25 Gd0.25 B20,0.9523809523809524,0.0,0.0,0.0238095238095238,0.0,0.0119047619047619,0.0119047619047619,0.0,0.0,0.0 +797,Y0.5Hf0.25Gd0.25B20,30.8,4.9,Y0.5 Hf0.25 Gd0.25 B20,0.9523809523809524,0.0,0.0,0.0238095238095238,0.0,0.0119047619047619,0.0119047619047619,0.0,0.0,0.0 +798,Y0.5Sc0.5CrB4,42.01892744,0.49,Y0.5 Sc0.5 Cr1 B4,0.6666666666666666,0.0833333333333333,0.1666666666666666,0.0833333333333333,0.0,0.0,0.0,0.0,0.0,0.0 +799,Y0.5Sc0.5CrB4,35.37329127,0.98,Y0.5 Sc0.5 Cr1 B4,0.6666666666666666,0.0833333333333333,0.1666666666666666,0.0833333333333333,0.0,0.0,0.0,0.0,0.0,0.0 +800,Y0.5Sc0.5CrB4,28.89589905,1.96,Y0.5 Sc0.5 Cr1 B4,0.6666666666666666,0.0833333333333333,0.1666666666666666,0.0833333333333333,0.0,0.0,0.0,0.0,0.0,0.0 +801,Y0.5Sc0.5CrB4,26.16193481,2.94,Y0.5 Sc0.5 Cr1 B4,0.6666666666666666,0.0833333333333333,0.1666666666666666,0.0833333333333333,0.0,0.0,0.0,0.0,0.0,0.0 +802,Y0.5Sc0.5CrB4,24.16403785,4.9,Y0.5 Sc0.5 Cr1 B4,0.6666666666666666,0.0833333333333333,0.1666666666666666,0.0833333333333333,0.0,0.0,0.0,0.0,0.0,0.0 +803,Y0.5Sc1.5ReB6,36.7985002,0.49,Y0.5 Sc1.5 Re1 B6,0.6666666666666666,0.1666666666666666,0.0,0.0555555555555555,0.0,0.0,0.0,0.0,0.0,0.1111111111111111 +804,Y0.5Sc1.5ReB6,33.87043031,0.98,Y0.5 Sc1.5 Re1 B6,0.6666666666666666,0.1666666666666666,0.0,0.0555555555555555,0.0,0.0,0.0,0.0,0.0,0.1111111111111111 +805,Y0.5Sc1.5ReB6,27.23851718,1.96,Y0.5 Sc1.5 Re1 B6,0.6666666666666666,0.1666666666666666,0.0,0.0555555555555555,0.0,0.0,0.0,0.0,0.0,0.1111111111111111 +806,Y0.5Sc1.5ReB6,25.31152615,2.94,Y0.5 Sc1.5 Re1 B6,0.6666666666666666,0.1666666666666666,0.0,0.0555555555555555,0.0,0.0,0.0,0.0,0.0,0.1111111111111111 +807,Y0.5Sc1.5ReB6,23.48462178,4.9,Y0.5 Sc1.5 Re1 B6,0.6666666666666666,0.1666666666666666,0.0,0.0555555555555555,0.0,0.0,0.0,0.0,0.0,0.1111111111111111 +808,Y0.5Zr0.5B12,38.40990058,0.98,Y0.5 Zr0.5 B12,0.9230769230769232,0.0,0.0,0.0384615384615384,0.0384615384615384,0.0,0.0,0.0,0.0,0.0 +809,Y0.5Zr0.5B12,35.32123318,1.96,Y0.5 Zr0.5 B12,0.9230769230769232,0.0,0.0,0.0384615384615384,0.0384615384615384,0.0,0.0,0.0,0.0,0.0 +810,Y0.5Zr0.5B12,33.88790928,2.94,Y0.5 Zr0.5 B12,0.9230769230769232,0.0,0.0,0.0384615384615384,0.0384615384615384,0.0,0.0,0.0,0.0,0.0 +811,Y0.5Zr0.5B12,31.66729873,4.9,Y0.5 Zr0.5 B12,0.9230769230769232,0.0,0.0,0.0384615384615384,0.0384615384615384,0.0,0.0,0.0,0.0,0.0 +812,Y0.5Zr0.5B12,43.26778151,0.49,Y0.5 Zr0.5 B12,0.9230769230769232,0.0,0.0,0.0384615384615384,0.0384615384615384,0.0,0.0,0.0,0.0,0.0 +813,Y0.75Sc0.25CrB4,39.6214511,0.49,Y0.75 Sc0.25 Cr1 B4,0.6666666666666666,0.0416666666666666,0.1666666666666666,0.125,0.0,0.0,0.0,0.0,0.0,0.0 +814,Y0.75Sc0.25CrB4,33.05993691,0.98,Y0.75 Sc0.25 Cr1 B4,0.6666666666666666,0.0416666666666666,0.1666666666666666,0.125,0.0,0.0,0.0,0.0,0.0,0.0 +815,Y0.75Sc0.25CrB4,27.97055731,1.96,Y0.75 Sc0.25 Cr1 B4,0.6666666666666666,0.0416666666666666,0.1666666666666666,0.125,0.0,0.0,0.0,0.0,0.0,0.0 +816,Y0.75Sc0.25CrB4,25.90956887,2.94,Y0.75 Sc0.25 Cr1 B4,0.6666666666666666,0.0416666666666666,0.1666666666666666,0.125,0.0,0.0,0.0,0.0,0.0,0.0 +817,Y0.75Sc0.25CrB4,22.98633018,4.9,Y0.75 Sc0.25 Cr1 B4,0.6666666666666666,0.0416666666666666,0.1666666666666666,0.125,0.0,0.0,0.0,0.0,0.0,0.0 +818,Y0.75Sc1.25ReB6,37.65249996,0.49,Y0.75 Sc1.25 Re1 B6,0.6666666666666666,0.1388888888888889,0.0,0.0833333333333333,0.0,0.0,0.0,0.0,0.0,0.1111111111111111 +819,Y0.75Sc1.25ReB6,33.94863904,0.98,Y0.75 Sc1.25 Re1 B6,0.6666666666666666,0.1388888888888889,0.0,0.0833333333333333,0.0,0.0,0.0,0.0,0.0,0.1111111111111111 +820,Y0.75Sc1.25ReB6,28.51799579,1.96,Y0.75 Sc1.25 Re1 B6,0.6666666666666666,0.1388888888888889,0.0,0.0833333333333333,0.0,0.0,0.0,0.0,0.0,0.1111111111111111 +821,Y0.75Sc1.25ReB6,26.390743,2.94,Y0.75 Sc1.25 Re1 B6,0.6666666666666666,0.1388888888888889,0.0,0.0833333333333333,0.0,0.0,0.0,0.0,0.0,0.1111111111111111 +822,Y0.75Sc1.25ReB6,24.81411719,4.9,Y0.75 Sc1.25 Re1 B6,0.6666666666666666,0.1388888888888889,0.0,0.0833333333333333,0.0,0.0,0.0,0.0,0.0,0.1111111111111111 +823,Y0.75Zr0.25B12,35.75808038,0.98,Y0.75 Zr0.25 B12,0.9230769230769232,0.0,0.0,0.0576923076923076,0.0192307692307692,0.0,0.0,0.0,0.0,0.0 +824,Y0.75Zr0.25B12,34.36515194,1.96,Y0.75 Zr0.25 B12,0.9230769230769232,0.0,0.0,0.0576923076923076,0.0192307692307692,0.0,0.0,0.0,0.0,0.0 +825,Y0.75Zr0.25B12,31.98304244,2.94,Y0.75 Zr0.25 B12,0.9230769230769232,0.0,0.0,0.0576923076923076,0.0192307692307692,0.0,0.0,0.0,0.0,0.0 +826,Y0.75Zr0.25B12,30.89292454,4.9,Y0.75 Zr0.25 B12,0.9230769230769232,0.0,0.0,0.0576923076923076,0.0192307692307692,0.0,0.0,0.0,0.0,0.0 +827,Y0.95Sc0.05CrB4,38.44374343,0.49,Y0.95 Sc0.05 Cr1 B4,0.6666666666666666,0.0083333333333333,0.1666666666666666,0.1583333333333333,0.0,0.0,0.0,0.0,0.0,0.0 +828,Y0.95Sc0.05CrB4,32.49211356,0.98,Y0.95 Sc0.05 Cr1 B4,0.6666666666666666,0.0083333333333333,0.1666666666666666,0.1583333333333333,0.0,0.0,0.0,0.0,0.0,0.0 +829,Y0.95Sc0.05CrB4,27.54994742,1.96,Y0.95 Sc0.05 Cr1 B4,0.6666666666666666,0.0083333333333333,0.1666666666666666,0.1583333333333333,0.0,0.0,0.0,0.0,0.0,0.0 +830,Y0.95Sc0.05CrB4,26.47739222,2.94,Y0.95 Sc0.05 Cr1 B4,0.6666666666666666,0.0083333333333333,0.1666666666666666,0.1583333333333333,0.0,0.0,0.0,0.0,0.0,0.0 +831,Y0.95Sc0.05CrB4,23.02839117,4.9,Y0.95 Sc0.05 Cr1 B4,0.6666666666666666,0.0083333333333333,0.1666666666666666,0.1583333333333333,0.0,0.0,0.0,0.0,0.0,0.0 +832,Y1.25Sc0.75ReB6,40.26147397,0.49,Y1.25 Sc0.75 Re1 B6,0.6666666666666666,0.0833333333333333,0.0,0.1388888888888889,0.0,0.0,0.0,0.0,0.0,0.1111111111111111 +833,Y1.25Sc0.75ReB6,33.9048655,0.98,Y1.25 Sc0.75 Re1 B6,0.6666666666666666,0.0833333333333333,0.0,0.1388888888888889,0.0,0.0,0.0,0.0,0.0,0.1111111111111111 +834,Y1.25Sc0.75ReB6,29.62538689,1.96,Y1.25 Sc0.75 Re1 B6,0.6666666666666666,0.0833333333333333,0.0,0.1388888888888889,0.0,0.0,0.0,0.0,0.0,0.1111111111111111 +835,Y1.25Sc0.75ReB6,26.8474912,2.94,Y1.25 Sc0.75 Re1 B6,0.6666666666666666,0.0833333333333333,0.0,0.1388888888888889,0.0,0.0,0.0,0.0,0.0,0.1111111111111111 +836,Y1.25Sc0.75ReB6,25.19576944,4.9,Y1.25 Sc0.75 Re1 B6,0.6666666666666666,0.0833333333333333,0.0,0.1388888888888889,0.0,0.0,0.0,0.0,0.0,0.1111111111111111 +837,Y1.5Sc0.5ReB6,38.53778674,0.49,Y1.5 Sc0.5 Re1 B6,0.6666666666666666,0.0555555555555555,0.0,0.1666666666666666,0.0,0.0,0.0,0.0,0.0,0.1111111111111111 +838,Y1.5Sc0.5ReB6,34.15822147,0.98,Y1.5 Sc0.5 Re1 B6,0.6666666666666666,0.0555555555555555,0.0,0.1666666666666666,0.0,0.0,0.0,0.0,0.0,0.1111111111111111 +839,Y1.5Sc0.5ReB6,28.7526043,1.96,Y1.5 Sc0.5 Re1 B6,0.6666666666666666,0.0555555555555555,0.0,0.1666666666666666,0.0,0.0,0.0,0.0,0.0,0.1111111111111111 +840,Y1.5Sc0.5ReB6,25.52422136,2.94,Y1.5 Sc0.5 Re1 B6,0.6666666666666666,0.0555555555555555,0.0,0.1666666666666666,0.0,0.0,0.0,0.0,0.0,0.1111111111111111 +841,Y1.5Sc0.5ReB6,23.42201235,4.9,Y1.5 Sc0.5 Re1 B6,0.6666666666666666,0.0555555555555555,0.0,0.1666666666666666,0.0,0.0,0.0,0.0,0.0,0.1111111111111111 +842,Y1.75Sc0.25ReB6,35.48773456,0.49,Y1.75 Sc0.25 Re1 B6,0.6666666666666666,0.0277777777777777,0.0,0.1944444444444444,0.0,0.0,0.0,0.0,0.0,0.1111111111111111 +843,Y1.75Sc0.25ReB6,33.63580411,0.98,Y1.75 Sc0.25 Re1 B6,0.6666666666666666,0.0277777777777777,0.0,0.1944444444444444,0.0,0.0,0.0,0.0,0.0,0.1111111111111111 +844,Y1.75Sc0.25ReB6,27.17907359,1.96,Y1.75 Sc0.25 Re1 B6,0.6666666666666666,0.0277777777777777,0.0,0.1944444444444444,0.0,0.0,0.0,0.0,0.0,0.1111111111111111 +845,Y1.75Sc0.25ReB6,25.57740401,2.94,Y1.75 Sc0.25 Re1 B6,0.6666666666666666,0.0277777777777777,0.0,0.1944444444444444,0.0,0.0,0.0,0.0,0.0,0.1111111111111111 +846,Y1.75Sc0.25ReB6,23.2249518,4.9,Y1.75 Sc0.25 Re1 B6,0.6666666666666666,0.0277777777777777,0.0,0.1944444444444444,0.0,0.0,0.0,0.0,0.0,0.1111111111111111 +847,Y1.95Sc0.05ReB6,36.06584602,0.49,Y1.95 Sc0.05 Re1 B6,0.6666666666666666,0.0055555555555555,0.0,0.2166666666666666,0.0,0.0,0.0,0.0,0.0,0.1111111111111111 +848,Y1.95Sc0.05ReB6,32.93758512,0.98,Y1.95 Sc0.05 Re1 B6,0.6666666666666666,0.0055555555555555,0.0,0.2166666666666666,0.0,0.0,0.0,0.0,0.0,0.1111111111111111 +849,Y1.95Sc0.05ReB6,25.73007198,1.96,Y1.95 Sc0.05 Re1 B6,0.6666666666666666,0.0055555555555555,0.0,0.2166666666666666,0.0,0.0,0.0,0.0,0.0,0.1111111111111111 +850,Y1.95Sc0.05ReB6,25.1044198,2.94,Y1.95 Sc0.05 Re1 B6,0.6666666666666666,0.0055555555555555,0.0,0.2166666666666666,0.0,0.0,0.0,0.0,0.0,0.1111111111111111 +851,Y1.95Sc0.05ReB6,22.87711572,4.9,Y1.95 Sc0.05 Re1 B6,0.6666666666666666,0.0055555555555555,0.0,0.2166666666666666,0.0,0.0,0.0,0.0,0.0,0.1111111111111111 +852,Y2Re0.5Cr0.5B6,28.13419913,0.49,Y2 Re0.5 Cr0.5 B6,0.6666666666666666,0.0,0.0555555555555555,0.2222222222222222,0.0,0.0,0.0,0.0,0.0,0.0555555555555555 +853,Y2Re0.5Cr0.5B6,25.48268398,0.98,Y2 Re0.5 Cr0.5 B6,0.6666666666666666,0.0,0.0555555555555555,0.2222222222222222,0.0,0.0,0.0,0.0,0.0,0.0555555555555555 +854,Y2Re0.5Cr0.5B6,21.37012987,1.96,Y2 Re0.5 Cr0.5 B6,0.6666666666666666,0.0,0.0555555555555555,0.2222222222222222,0.0,0.0,0.0,0.0,0.0,0.0555555555555555 +855,Y2Re0.5Cr0.5B6,16.44588745,2.94,Y2 Re0.5 Cr0.5 B6,0.6666666666666666,0.0,0.0555555555555555,0.2222222222222222,0.0,0.0,0.0,0.0,0.0,0.0555555555555555 +856,Y2Re0.5Cr0.5B6,14.93073593,4.9,Y2 Re0.5 Cr0.5 B6,0.6666666666666666,0.0,0.0555555555555555,0.2222222222222222,0.0,0.0,0.0,0.0,0.0,0.0555555555555555 +857,Y2Re0.75Cr0.25B6,33.13961039,0.49,Y2 Re0.75 Cr0.25 B6,0.6666666666666666,0.0,0.0277777777777777,0.2222222222222222,0.0,0.0,0.0,0.0,0.0,0.0833333333333333 +858,Y2Re0.75Cr0.25B6,30.21753247,0.98,Y2 Re0.75 Cr0.25 B6,0.6666666666666666,0.0,0.0277777777777777,0.2222222222222222,0.0,0.0,0.0,0.0,0.0,0.0833333333333333 +859,Y2Re0.75Cr0.25B6,25.21212121,1.96,Y2 Re0.75 Cr0.25 B6,0.6666666666666666,0.0,0.0277777777777777,0.2222222222222222,0.0,0.0,0.0,0.0,0.0,0.0833333333333333 +860,Y2Re0.75Cr0.25B6,23.83225108,2.94,Y2 Re0.75 Cr0.25 B6,0.6666666666666666,0.0,0.0277777777777777,0.2222222222222222,0.0,0.0,0.0,0.0,0.0,0.0833333333333333 +861,Y2Re0.75Cr0.25B6,21.26190476,4.9,Y2 Re0.75 Cr0.25 B6,0.6666666666666666,0.0,0.0277777777777777,0.2222222222222222,0.0,0.0,0.0,0.0,0.0,0.0833333333333333 +862,Y2Re0.95Cr0.05B6,38.28030303,0.49,Y2 Re0.95 Cr0.05 B6,0.6666666666666666,0.0,0.0055555555555555,0.2222222222222222,0.0,0.0,0.0,0.0,0.0,0.1055555555555555 +863,Y2Re0.95Cr0.05B6,34.11363636,0.98,Y2 Re0.95 Cr0.05 B6,0.6666666666666666,0.0,0.0055555555555555,0.2222222222222222,0.0,0.0,0.0,0.0,0.0,0.1055555555555555 +864,Y2Re0.95Cr0.05B6,29.40584416,1.96,Y2 Re0.95 Cr0.05 B6,0.6666666666666666,0.0,0.0055555555555555,0.2222222222222222,0.0,0.0,0.0,0.0,0.0,0.1055555555555555 +865,Y2Re0.95Cr0.05B6,27.02489177,2.94,Y2 Re0.95 Cr0.05 B6,0.6666666666666666,0.0,0.0055555555555555,0.2222222222222222,0.0,0.0,0.0,0.0,0.0,0.1055555555555555 +866,Y2Re0.95Cr0.05B6,24.26515152,4.9,Y2 Re0.95 Cr0.05 B6,0.6666666666666666,0.0,0.0055555555555555,0.2222222222222222,0.0,0.0,0.0,0.0,0.0,0.1055555555555555 +867,Y2ReB6,35.69107373,0.49,Y2 Re1 B6,0.6666666666666666,0.0,0.0,0.2222222222222222,0.0,0.0,0.0,0.0,0.0,0.1111111111111111 +868,Y2ReB6,32.46270848,0.98,Y2 Re1 B6,0.6666666666666666,0.0,0.0,0.2222222222222222,0.0,0.0,0.0,0.0,0.0,0.1111111111111111 +869,Y2ReB6,25.48043013,1.96,Y2 Re1 B6,0.6666666666666666,0.0,0.0,0.2222222222222222,0.0,0.0,0.0,0.0,0.0,0.1111111111111111 +870,Y2ReB6,25.10503882,2.94,Y2 Re1 B6,0.6666666666666666,0.0,0.0,0.2222222222222222,0.0,0.0,0.0,0.0,0.0,0.1111111111111111 +871,Y2ReB6,23.1780301,4.9,Y2 Re1 B6,0.6666666666666666,0.0,0.0,0.2222222222222222,0.0,0.0,0.0,0.0,0.0,0.1111111111111111 +877,YB12,40.83806381,0.49,Y1 B12,0.9230769230769232,0.0,0.0,0.0769230769230769,0.0,0.0,0.0,0.0,0.0,0.0 +878,YB12,34.64052092,0.98,Y1 B12,0.9230769230769232,0.0,0.0,0.0769230769230769,0.0,0.0,0.0,0.0,0.0,0.0 +879,YB12,31.85466404,1.96,Y1 B12,0.9230769230769232,0.0,0.0,0.0769230769230769,0.0,0.0,0.0,0.0,0.0,0.0 +880,YB12,29.61386613,2.94,Y1 B12,0.9230769230769232,0.0,0.0,0.0769230769230769,0.0,0.0,0.0,0.0,0.0,0.0 +881,YB12,28.26131243,4.9,Y1 B12,0.9230769230769232,0.0,0.0,0.0769230769230769,0.0,0.0,0.0,0.0,0.0,0.0 +882,YB20,41.6,0.49,Y1 B20,0.9523809523809524,0.0,0.0,0.0476190476190476,0.0,0.0,0.0,0.0,0.0,0.0 +883,YB20,34.4,0.98,Y1 B20,0.9523809523809524,0.0,0.0,0.0476190476190476,0.0,0.0,0.0,0.0,0.0,0.0 +884,YB20,32.7,1.96,Y1 B20,0.9523809523809524,0.0,0.0,0.0476190476190476,0.0,0.0,0.0,0.0,0.0,0.0 +885,YB20,30.5,2.98,Y1 B20,0.9523809523809524,0.0,0.0,0.0476190476190476,0.0,0.0,0.0,0.0,0.0,0.0 +886,YB20,28.5,4.9,Y1 B20,0.9523809523809524,0.0,0.0,0.0476190476190476,0.0,0.0,0.0,0.0,0.0,0.0 +890,YCrB4,37.51412255,0.49,Y1 Cr1 B4,0.6666666666666666,0.0,0.1666666666666666,0.1666666666666666,0.0,0.0,0.0,0.0,0.0,0.0 +891,YCrB4,33.13676406,0.98,Y1 Cr1 B4,0.6666666666666666,0.0,0.1666666666666666,0.1666666666666666,0.0,0.0,0.0,0.0,0.0,0.0 +892,YCrB4,27.60217286,1.96,Y1 Cr1 B4,0.6666666666666666,0.0,0.1666666666666666,0.1666666666666666,0.0,0.0,0.0,0.0,0.0,0.0 +893,YCrB4,26.29399676,2.94,Y1 Cr1 B4,0.6666666666666666,0.0,0.1666666666666666,0.1666666666666666,0.0,0.0,0.0,0.0,0.0,0.0 +894,YCrB4,24.23110368,4.9,Y1 Cr1 B4,0.6666666666666666,0.0,0.1666666666666666,0.1666666666666666,0.0,0.0,0.0,0.0,0.0,0.0 +897,YRe0.25Cr0.75B4,39.38330065,0.49,Y1 Re0.25 Cr0.75 B4,0.6666666666666666,0.0,0.125,0.1666666666666666,0.0,0.0,0.0,0.0,0.0,0.0416666666666666 +898,YRe0.25Cr0.75B4,32.99336355,0.98,Y1 Re0.25 Cr0.75 B4,0.6666666666666666,0.0,0.125,0.1666666666666666,0.0,0.0,0.0,0.0,0.0,0.0416666666666666 +899,YRe0.25Cr0.75B4,29.84870946,1.96,Y1 Re0.25 Cr0.75 B4,0.6666666666666666,0.0,0.125,0.1666666666666666,0.0,0.0,0.0,0.0,0.0,0.0416666666666666 +900,YRe0.25Cr0.75B4,26.17575348,2.94,Y1 Re0.25 Cr0.75 B4,0.6666666666666666,0.0,0.125,0.1666666666666666,0.0,0.0,0.0,0.0,0.0,0.0416666666666666 +901,YRe0.25Cr0.75B4,24.01221004,4.9,Y1 Re0.25 Cr0.75 B4,0.6666666666666666,0.0,0.125,0.1666666666666666,0.0,0.0,0.0,0.0,0.0,0.0416666666666666 +902,YRe0.5Cr0.5B4,42.51036182,0.49,Y1 Re0.5 Cr0.5 B4,0.6666666666666666,0.0,0.0833333333333333,0.1666666666666666,0.0,0.0,0.0,0.0,0.0,0.0833333333333333 +903,YRe0.5Cr0.5B4,37.15184983,0.98,Y1 Re0.5 Cr0.5 B4,0.6666666666666666,0.0,0.0833333333333333,0.1666666666666666,0.0,0.0,0.0,0.0,0.0,0.0833333333333333 +904,YRe0.5Cr0.5B4,31.08895675,1.96,Y1 Re0.5 Cr0.5 B4,0.6666666666666666,0.0,0.0833333333333333,0.1666666666666666,0.0,0.0,0.0,0.0,0.0,0.0833333333333333 +905,YRe0.5Cr0.5B4,27.69273033,2.94,Y1 Re0.5 Cr0.5 B4,0.6666666666666666,0.0,0.0833333333333333,0.1666666666666666,0.0,0.0,0.0,0.0,0.0,0.0833333333333333 +906,YRe0.5Cr0.5B4,26.05753163,4.9,Y1 Re0.5 Cr0.5 B4,0.6666666666666666,0.0,0.0833333333333333,0.1666666666666666,0.0,0.0,0.0,0.0,0.0,0.0833333333333333 +907,YRe0.75Cr0.25B4,37.93928835,0.49,Y1 Re0.75 Cr0.25 B4,0.6666666666666666,0.0,0.0416666666666666,0.1666666666666666,0.0,0.0,0.0,0.0,0.0,0.125 +908,YRe0.75Cr0.25B4,33.15941414,0.98,Y1 Re0.75 Cr0.25 B4,0.6666666666666666,0.0,0.0416666666666666,0.1666666666666666,0.0,0.0,0.0,0.0,0.0,0.125 +909,YRe0.75Cr0.25B4,28.05247447,1.96,Y1 Re0.75 Cr0.25 B4,0.6666666666666666,0.0,0.0416666666666666,0.1666666666666666,0.0,0.0,0.0,0.0,0.0,0.125 +910,YRe0.75Cr0.25B4,24.3040468,2.94,Y1 Re0.75 Cr0.25 B4,0.6666666666666666,0.0,0.0416666666666666,0.1666666666666666,0.0,0.0,0.0,0.0,0.0,0.125 +911,YRe0.75Cr0.25B4,21.41098647,4.9,Y1 Re0.75 Cr0.25 B4,0.6666666666666666,0.0,0.0416666666666666,0.1666666666666666,0.0,0.0,0.0,0.0,0.0,0.125 +912,YRe0.95Cr0.05B4,35.02711367,0.49,Y1 Re0.95 Cr0.05 B4,0.6666666666666666,0.0,0.0083333333333333,0.1666666666666666,0.0,0.0,0.0,0.0,0.0,0.1583333333333333 +913,YRe0.95Cr0.05B4,31.1277426,0.98,Y1 Re0.95 Cr0.05 B4,0.6666666666666666,0.0,0.0083333333333333,0.1666666666666666,0.0,0.0,0.0,0.0,0.0,0.1583333333333333 +914,YRe0.95Cr0.05B4,26.02082436,1.96,Y1 Re0.95 Cr0.05 B4,0.6666666666666666,0.0,0.0083333333333333,0.1666666666666666,0.0,0.0,0.0,0.0,0.0,0.1583333333333333 +915,YRe0.95Cr0.05B4,23.58057279,2.94,Y1 Re0.95 Cr0.05 B4,0.6666666666666666,0.0,0.0083333333333333,0.1666666666666666,0.0,0.0,0.0,0.0,0.0,0.1583333333333333 +916,YRe0.95Cr0.05B4,20.61201933,4.9,Y1 Re0.95 Cr0.05 B4,0.6666666666666666,0.0,0.0083333333333333,0.1666666666666666,0.0,0.0,0.0,0.0,0.0,0.1583333333333333 +917,YReB4,34.27389669,0.49,Y1 Re1 B4,0.6666666666666666,0.0,0.0,0.1666666666666666,0.0,0.0,0.0,0.0,0.0,0.1666666666666666 +918,YReB4,30.42486152,0.98,Y1 Re1 B4,0.6666666666666666,0.0,0.0,0.1666666666666666,0.0,0.0,0.0,0.0,0.0,0.1666666666666666 +919,YReB4,25.77077347,1.96,Y1 Re1 B4,0.6666666666666666,0.0,0.0,0.1666666666666666,0.0,0.0,0.0,0.0,0.0,0.1666666666666666 +920,YReB4,22.60096215,2.94,Y1 Re1 B4,0.6666666666666666,0.0,0.0,0.1666666666666666,0.0,0.0,0.0,0.0,0.0,0.1666666666666666 +921,YReB4,20.5632263,4.9,Y1 Re1 B4,0.6666666666666666,0.0,0.0,0.1666666666666666,0.0,0.0,0.0,0.0,0.0,0.1666666666666666 +925,YScReB6,41.30943917,0.49,Y1 Sc1 Re1 B6,0.6666666666666666,0.1111111111111111,0.0,0.1111111111111111,0.0,0.0,0.0,0.0,0.0,0.1111111111111111 +926,YScReB6,35.7536478,0.98,Y1 Sc1 Re1 B6,0.6666666666666666,0.1111111111111111,0.0,0.1111111111111111,0.0,0.0,0.0,0.0,0.0,0.1111111111111111 +927,YScReB6,31.39910861,1.96,Y1 Sc1 Re1 B6,0.6666666666666666,0.1111111111111111,0.0,0.1111111111111111,0.0,0.0,0.0,0.0,0.0,0.1111111111111111 +928,YScReB6,28.2708477,2.94,Y1 Sc1 Re1 B6,0.6666666666666666,0.1111111111111111,0.0,0.1111111111111111,0.0,0.0,0.0,0.0,0.0,0.1111111111111111 +929,YScReB6,25.66813463,4.9,Y1 Sc1 Re1 B6,0.6666666666666666,0.1111111111111111,0.0,0.1111111111111111,0.0,0.0,0.0,0.0,0.0,0.1111111111111111 +934,Zr0.04W0.96B4,48.86304808,0.49,Zr0.04 W0.96 B4,0.8,0.0,0.0,0.0,0.008,0.0,0.0,0.0,0.192,0.0 +935,Zr0.04W0.96B4,40.71027986,0.98,Zr0.04 W0.96 B4,0.8,0.0,0.0,0.0,0.008,0.0,0.0,0.0,0.192,0.0 +936,Zr0.04W0.96B4,36.38724424,1.96,Zr0.04 W0.96 B4,0.8,0.0,0.0,0.0,0.008,0.0,0.0,0.0,0.192,0.0 +937,Zr0.04W0.96B4,35.22670266,2.94,Zr0.04 W0.96 B4,0.8,0.0,0.0,0.0,0.008,0.0,0.0,0.0,0.192,0.0 +938,Zr0.04W0.96B4,33.36983612,4.9,Zr0.04 W0.96 B4,0.8,0.0,0.0,0.0,0.008,0.0,0.0,0.0,0.192,0.0 +939,Zr0.06W0.94B4,50.72109847,0.49,Zr0.06 W0.94 B4,0.8,0.0,0.0,0.0,0.012,0.0,0.0,0.0,0.188,0.0 +940,Zr0.06W0.94B4,41.20465747,0.98,Zr0.06 W0.94 B4,0.8,0.0,0.0,0.0,0.012,0.0,0.0,0.0,0.188,0.0 +941,Zr0.06W0.94B4,36.91063538,1.96,Zr0.06 W0.94 B4,0.8,0.0,0.0,0.0,0.012,0.0,0.0,0.0,0.188,0.0 +942,Zr0.06W0.94B4,35.75011201,2.94,Zr0.06 W0.94 B4,0.8,0.0,0.0,0.0,0.012,0.0,0.0,0.0,0.188,0.0 +943,Zr0.06W0.94B4,34.44450273,4.9,Zr0.06 W0.94 B4,0.8,0.0,0.0,0.0,0.012,0.0,0.0,0.0,0.188,0.0 +944,Zr0.08W0.92B4,56.11876427,0.49,Zr0.08 W0.92 B4,0.8,0.0,0.0,0.0,0.016,0.0,0.0,0.0,0.184,0.0 +945,Zr0.08W0.92B4,43.78804635,0.98,Zr0.08 W0.92 B4,0.8,0.0,0.0,0.0,0.016,0.0,0.0,0.0,0.184,0.0 +946,Zr0.08W0.92B4,40.94468304,1.96,Zr0.08 W0.92 B4,0.8,0.0,0.0,0.0,0.016,0.0,0.0,0.0,0.184,0.0 +947,Zr0.08W0.92B4,37.28899525,2.94,Zr0.08 W0.92 B4,0.8,0.0,0.0,0.0,0.016,0.0,0.0,0.0,0.184,0.0 +948,Zr0.08W0.92B4,36.15744899,4.9,Zr0.08 W0.92 B4,0.8,0.0,0.0,0.0,0.016,0.0,0.0,0.0,0.184,0.0 +950,Zr0.1W0.9B4,45.96519104,0.49,Zr0.1 W0.9 B4,0.8,0.0,0.0,0.0,0.02,0.0,0.0,0.0,0.18,0.0 +951,Zr0.1W0.9B4,38.50872956,0.98,Zr0.1 W0.9 B4,0.8,0.0,0.0,0.0,0.02,0.0,0.0,0.0,0.18,0.0 +952,Zr0.1W0.9B4,35.4042626,1.96,Zr0.1 W0.9 B4,0.8,0.0,0.0,0.0,0.02,0.0,0.0,0.0,0.18,0.0 +953,Zr0.1W0.9B4,33.08317943,2.94,Zr0.1 W0.9 B4,0.8,0.0,0.0,0.0,0.02,0.0,0.0,0.0,0.18,0.0 +954,Zr0.1W0.9B4,31.83561544,4.9,Zr0.1 W0.9 B4,0.8,0.0,0.0,0.0,0.02,0.0,0.0,0.0,0.18,0.0 +955,Zr0.25Hf0.25Gd0.5B20,42.4,0.49,Zr0.25 Hf0.25 Gd0.5 B20,0.9523809523809524,0.0,0.0,0.0,0.0119047619047619,0.0238095238095238,0.0119047619047619,0.0,0.0,0.0 +956,Zr0.25Hf0.25Gd0.5B20,36.5,0.98,Zr0.25 Hf0.25 Gd0.5 B20,0.9523809523809524,0.0,0.0,0.0,0.0119047619047619,0.0238095238095238,0.0119047619047619,0.0,0.0,0.0 +957,Zr0.25Hf0.25Gd0.5B20,33.7,1.96,Zr0.25 Hf0.25 Gd0.5 B20,0.9523809523809524,0.0,0.0,0.0,0.0119047619047619,0.0238095238095238,0.0119047619047619,0.0,0.0,0.0 +958,Zr0.25Hf0.25Gd0.5B20,32.3,2.98,Zr0.25 Hf0.25 Gd0.5 B20,0.9523809523809524,0.0,0.0,0.0,0.0119047619047619,0.0238095238095238,0.0119047619047619,0.0,0.0,0.0 +959,Zr0.25Hf0.25Gd0.5B20,30.2,4.9,Zr0.25 Hf0.25 Gd0.5 B20,0.9523809523809524,0.0,0.0,0.0,0.0119047619047619,0.0238095238095238,0.0119047619047619,0.0,0.0,0.0 +960,Zr0.25Hf0.25Y0.5B20,41.9,0.49,Zr0.25 Hf0.25 Y0.5 B20,0.9523809523809524,0.0,0.0,0.0238095238095238,0.0119047619047619,0.0,0.0119047619047619,0.0,0.0,0.0 +961,Zr0.25Hf0.25Y0.5B20,33.8,0.98,Zr0.25 Hf0.25 Y0.5 B20,0.9523809523809524,0.0,0.0,0.0238095238095238,0.0119047619047619,0.0,0.0119047619047619,0.0,0.0,0.0 +962,Zr0.25Hf0.25Y0.5B20,30.4,1.96,Zr0.25 Hf0.25 Y0.5 B20,0.9523809523809524,0.0,0.0,0.0238095238095238,0.0119047619047619,0.0,0.0119047619047619,0.0,0.0,0.0 +963,Zr0.25Hf0.25Y0.5B20,29.9,2.98,Zr0.25 Hf0.25 Y0.5 B20,0.9523809523809524,0.0,0.0,0.0238095238095238,0.0119047619047619,0.0,0.0119047619047619,0.0,0.0,0.0 +964,Zr0.25Hf0.25Y0.5B20,29.2,4.9,Zr0.25 Hf0.25 Y0.5 B20,0.9523809523809524,0.0,0.0,0.0238095238095238,0.0119047619047619,0.0,0.0119047619047619,0.0,0.0,0.0 +965,Zr0.25Hf0.5Gd0.25B20,41.9,0.49,Zr0.25 Hf0.5 Gd0.25 B20,0.9523809523809524,0.0,0.0,0.0,0.0119047619047619,0.0119047619047619,0.0238095238095238,0.0,0.0,0.0 +966,Zr0.25Hf0.5Gd0.25B20,33.9,0.98,Zr0.25 Hf0.5 Gd0.25 B20,0.9523809523809524,0.0,0.0,0.0,0.0119047619047619,0.0119047619047619,0.0238095238095238,0.0,0.0,0.0 +967,Zr0.25Hf0.5Gd0.25B20,31.5,1.96,Zr0.25 Hf0.5 Gd0.25 B20,0.9523809523809524,0.0,0.0,0.0,0.0119047619047619,0.0119047619047619,0.0238095238095238,0.0,0.0,0.0 +968,Zr0.25Hf0.5Gd0.25B20,30.2,2.98,Zr0.25 Hf0.5 Gd0.25 B20,0.9523809523809524,0.0,0.0,0.0,0.0119047619047619,0.0119047619047619,0.0238095238095238,0.0,0.0,0.0 +969,Zr0.25Hf0.5Gd0.25B20,28.1,4.9,Zr0.25 Hf0.5 Gd0.25 B20,0.9523809523809524,0.0,0.0,0.0,0.0119047619047619,0.0119047619047619,0.0238095238095238,0.0,0.0,0.0 +970,Zr0.25Hf0.5Y0.25B20,44.2,0.49,Zr0.25 Hf0.5 Y0.25 B20,0.9523809523809524,0.0,0.0,0.0119047619047619,0.0119047619047619,0.0,0.0238095238095238,0.0,0.0,0.0 +971,Zr0.25Hf0.5Y0.25B20,35.5,0.98,Zr0.25 Hf0.5 Y0.25 B20,0.9523809523809524,0.0,0.0,0.0119047619047619,0.0119047619047619,0.0,0.0238095238095238,0.0,0.0,0.0 +972,Zr0.25Hf0.5Y0.25B20,33.0,1.96,Zr0.25 Hf0.5 Y0.25 B20,0.9523809523809524,0.0,0.0,0.0119047619047619,0.0119047619047619,0.0,0.0238095238095238,0.0,0.0,0.0 +973,Zr0.25Hf0.5Y0.25B20,31.9,2.98,Zr0.25 Hf0.5 Y0.25 B20,0.9523809523809524,0.0,0.0,0.0119047619047619,0.0119047619047619,0.0,0.0238095238095238,0.0,0.0,0.0 +974,Zr0.25Hf0.5Y0.25B20,29.3,4.9,Zr0.25 Hf0.5 Y0.25 B20,0.9523809523809524,0.0,0.0,0.0119047619047619,0.0119047619047619,0.0,0.0238095238095238,0.0,0.0,0.0 +975,Zr0.25Y0.25Gd0.5B20,42.1,0.49,Zr0.25 Y0.25 Gd0.5 B20,0.9523809523809524,0.0,0.0,0.0119047619047619,0.0119047619047619,0.0238095238095238,0.0,0.0,0.0,0.0 +976,Zr0.25Y0.25Gd0.5B20,36.0,0.98,Zr0.25 Y0.25 Gd0.5 B20,0.9523809523809524,0.0,0.0,0.0119047619047619,0.0119047619047619,0.0238095238095238,0.0,0.0,0.0,0.0 +977,Zr0.25Y0.25Gd0.5B20,32.9,1.96,Zr0.25 Y0.25 Gd0.5 B20,0.9523809523809524,0.0,0.0,0.0119047619047619,0.0119047619047619,0.0238095238095238,0.0,0.0,0.0,0.0 +978,Zr0.25Y0.25Gd0.5B20,31.1,2.98,Zr0.25 Y0.25 Gd0.5 B20,0.9523809523809524,0.0,0.0,0.0119047619047619,0.0119047619047619,0.0238095238095238,0.0,0.0,0.0,0.0 +979,Zr0.25Y0.25Gd0.5B20,29.3,4.9,Zr0.25 Y0.25 Gd0.5 B20,0.9523809523809524,0.0,0.0,0.0119047619047619,0.0119047619047619,0.0238095238095238,0.0,0.0,0.0,0.0 +980,Zr0.25Y0.5Gd0.25B20,41.1,0.49,Zr0.25 Y0.5 Gd0.25 B20,0.9523809523809524,0.0,0.0,0.0238095238095238,0.0119047619047619,0.0119047619047619,0.0,0.0,0.0,0.0 +981,Zr0.25Y0.5Gd0.25B20,33.5,0.98,Zr0.25 Y0.5 Gd0.25 B20,0.9523809523809524,0.0,0.0,0.0238095238095238,0.0119047619047619,0.0119047619047619,0.0,0.0,0.0,0.0 +982,Zr0.25Y0.5Gd0.25B20,30.8,1.96,Zr0.25 Y0.5 Gd0.25 B20,0.9523809523809524,0.0,0.0,0.0238095238095238,0.0119047619047619,0.0119047619047619,0.0,0.0,0.0,0.0 +983,Zr0.25Y0.5Gd0.25B20,29.3,2.98,Zr0.25 Y0.5 Gd0.25 B20,0.9523809523809524,0.0,0.0,0.0238095238095238,0.0119047619047619,0.0119047619047619,0.0,0.0,0.0,0.0 +984,Zr0.25Y0.5Gd0.25B20,28.0,4.9,Zr0.25 Y0.5 Gd0.25 B20,0.9523809523809524,0.0,0.0,0.0238095238095238,0.0119047619047619,0.0119047619047619,0.0,0.0,0.0,0.0 +987,Zr0.2W0.8B4,47.62477279,0.49,Zr0.2 W0.8 B4,0.8,0.0,0.0,0.0,0.04,0.0,0.0,0.0,0.16,0.0 +988,Zr0.2W0.8B4,39.41394107,0.98,Zr0.2 W0.8 B4,0.8,0.0,0.0,0.0,0.04,0.0,0.0,0.0,0.16,0.0 +989,Zr0.2W0.8B4,36.33848765,1.96,Zr0.2 W0.8 B4,0.8,0.0,0.0,0.0,0.04,0.0,0.0,0.0,0.16,0.0 +990,Zr0.2W0.8B4,35.32303198,2.94,Zr0.2 W0.8 B4,0.8,0.0,0.0,0.0,0.04,0.0,0.0,0.0,0.16,0.0 +991,Zr0.2W0.8B4,33.95939562,4.9,Zr0.2 W0.8 B4,0.8,0.0,0.0,0.0,0.04,0.0,0.0,0.0,0.16,0.0 +992,Zr0.33W0.67,6.13,1.96,Zr0.33 W0.67,0.0,0.0,0.0,0.0,0.33,0.0,0.0,0.0,0.67,0.0 +993,Zr0.5Gd0.5B12,42.0,0.49,Zr0.5 Gd0.5 B12,0.9230769230769232,0.0,0.0,0.0,0.0384615384615384,0.0384615384615384,0.0,0.0,0.0,0.0 +994,Zr0.5Gd0.5B12,34.5,0.98,Zr0.5 Gd0.5 B12,0.9230769230769232,0.0,0.0,0.0,0.0384615384615384,0.0384615384615384,0.0,0.0,0.0,0.0 +995,Zr0.5Gd0.5B12,33.0,1.96,Zr0.5 Gd0.5 B12,0.9230769230769232,0.0,0.0,0.0,0.0384615384615384,0.0384615384615384,0.0,0.0,0.0,0.0 +996,Zr0.5Gd0.5B12,31.8,2.94,Zr0.5 Gd0.5 B12,0.9230769230769232,0.0,0.0,0.0,0.0384615384615384,0.0384615384615384,0.0,0.0,0.0,0.0 +997,Zr0.5Gd0.5B12,29.2,4.9,Zr0.5 Gd0.5 B12,0.9230769230769232,0.0,0.0,0.0,0.0384615384615384,0.0384615384615384,0.0,0.0,0.0,0.0 +998,Zr0.5Hf0.25Gd0.25B20,43.7,0.49,Zr0.5 Hf0.25 Gd0.25 B20,0.9523809523809524,0.0,0.0,0.0,0.0238095238095238,0.0119047619047619,0.0119047619047619,0.0,0.0,0.0 +999,Zr0.5Hf0.25Gd0.25B20,36.9,0.98,Zr0.5 Hf0.25 Gd0.25 B20,0.9523809523809524,0.0,0.0,0.0,0.0238095238095238,0.0119047619047619,0.0119047619047619,0.0,0.0,0.0 +1000,Zr0.5Hf0.25Gd0.25B20,34.3,1.96,Zr0.5 Hf0.25 Gd0.25 B20,0.9523809523809524,0.0,0.0,0.0,0.0238095238095238,0.0119047619047619,0.0119047619047619,0.0,0.0,0.0 +1001,Zr0.5Hf0.25Gd0.25B20,31.8,2.98,Zr0.5 Hf0.25 Gd0.25 B20,0.9523809523809524,0.0,0.0,0.0,0.0238095238095238,0.0119047619047619,0.0119047619047619,0.0,0.0,0.0 +1002,Zr0.5Hf0.25Gd0.25B20,29.4,4.9,Zr0.5 Hf0.25 Gd0.25 B20,0.9523809523809524,0.0,0.0,0.0,0.0238095238095238,0.0119047619047619,0.0119047619047619,0.0,0.0,0.0 +1003,Zr0.5Hf0.25Y0.25B20,42.0,0.49,Zr0.5 Hf0.25 Y0.25 B20,0.9523809523809524,0.0,0.0,0.0119047619047619,0.0238095238095238,0.0,0.0119047619047619,0.0,0.0,0.0 +1004,Zr0.5Hf0.25Y0.25B20,36.4,0.98,Zr0.5 Hf0.25 Y0.25 B20,0.9523809523809524,0.0,0.0,0.0119047619047619,0.0238095238095238,0.0,0.0119047619047619,0.0,0.0,0.0 +1005,Zr0.5Hf0.25Y0.25B20,31.6,1.96,Zr0.5 Hf0.25 Y0.25 B20,0.9523809523809524,0.0,0.0,0.0119047619047619,0.0238095238095238,0.0,0.0119047619047619,0.0,0.0,0.0 +1006,Zr0.5Hf0.25Y0.25B20,29.6,2.98,Zr0.5 Hf0.25 Y0.25 B20,0.9523809523809524,0.0,0.0,0.0119047619047619,0.0238095238095238,0.0,0.0119047619047619,0.0,0.0,0.0 +1007,Zr0.5Hf0.25Y0.25B20,29.5,4.9,Zr0.5 Hf0.25 Y0.25 B20,0.9523809523809524,0.0,0.0,0.0119047619047619,0.0238095238095238,0.0,0.0119047619047619,0.0,0.0,0.0 +1009,Zr0.5W0.5B4,46.42365232,0.49,Zr0.5 W0.5 B4,0.8,0.0,0.0,0.0,0.1,0.0,0.0,0.0,0.1,0.0 +1010,Zr0.5W0.5B4,38.85111847,0.98,Zr0.5 W0.5 B4,0.8,0.0,0.0,0.0,0.1,0.0,0.0,0.0,0.1,0.0 +1011,Zr0.5W0.5B4,36.06581866,1.96,Zr0.5 W0.5 B4,0.8,0.0,0.0,0.0,0.1,0.0,0.0,0.0,0.1,0.0 +1012,Zr0.5W0.5B4,34.15092505,2.94,Zr0.5 W0.5 B4,0.8,0.0,0.0,0.0,0.1,0.0,0.0,0.0,0.1,0.0 +1013,Zr0.5W0.5B4,33.48363185,4.9,Zr0.5 W0.5 B4,0.8,0.0,0.0,0.0,0.1,0.0,0.0,0.0,0.1,0.0 +1014,Zr0.5Y0.25Gd0.25B20,46.9,0.49,Zr0.5 Y0.25 Gd0.25 B20,0.9523809523809524,0.0,0.0,0.0119047619047619,0.0238095238095238,0.0119047619047619,0.0,0.0,0.0,0.0 +1015,Zr0.5Y0.25Gd0.25B20,35.1,0.98,Zr0.5 Y0.25 Gd0.25 B20,0.9523809523809524,0.0,0.0,0.0119047619047619,0.0238095238095238,0.0119047619047619,0.0,0.0,0.0,0.0 +1016,Zr0.5Y0.25Gd0.25B20,32.2,1.96,Zr0.5 Y0.25 Gd0.25 B20,0.9523809523809524,0.0,0.0,0.0119047619047619,0.0238095238095238,0.0119047619047619,0.0,0.0,0.0,0.0 +1017,Zr0.5Y0.25Gd0.25B20,30.6,2.98,Zr0.5 Y0.25 Gd0.25 B20,0.9523809523809524,0.0,0.0,0.0119047619047619,0.0238095238095238,0.0119047619047619,0.0,0.0,0.0,0.0 +1018,Zr0.5Y0.25Gd0.25B20,28.7,4.9,Zr0.5 Y0.25 Gd0.25 B20,0.9523809523809524,0.0,0.0,0.0119047619047619,0.0238095238095238,0.0119047619047619,0.0,0.0,0.0,0.0 +1019,Zr0.75Gd0.25B12,41.0,0.49,Zr0.75 Gd0.25 B12,0.9230769230769232,0.0,0.0,0.0,0.0576923076923076,0.0192307692307692,0.0,0.0,0.0,0.0 +1020,Zr0.75Gd0.25B12,34.4,0.98,Zr0.75 Gd0.25 B12,0.9230769230769232,0.0,0.0,0.0,0.0576923076923076,0.0192307692307692,0.0,0.0,0.0,0.0 +1021,Zr0.75Gd0.25B12,32.9,1.96,Zr0.75 Gd0.25 B12,0.9230769230769232,0.0,0.0,0.0,0.0576923076923076,0.0192307692307692,0.0,0.0,0.0,0.0 +1022,Zr0.75Gd0.25B12,31.3,2.94,Zr0.75 Gd0.25 B12,0.9230769230769232,0.0,0.0,0.0,0.0576923076923076,0.0192307692307692,0.0,0.0,0.0,0.0 +1023,Zr0.75Gd0.25B12,29.5,4.9,Zr0.75 Gd0.25 B12,0.9230769230769232,0.0,0.0,0.0,0.0576923076923076,0.0192307692307692,0.0,0.0,0.0,0.0 +1025,Zr0.95Gd0.05B12,39.3,0.49,Zr0.95 Gd0.05 B12,0.9230769230769232,0.0,0.0,0.0,0.073076923076923,0.0038461538461538,0.0,0.0,0.0,0.0 +1026,Zr0.95Gd0.05B12,35.0,0.98,Zr0.95 Gd0.05 B12,0.9230769230769232,0.0,0.0,0.0,0.073076923076923,0.0038461538461538,0.0,0.0,0.0,0.0 +1027,Zr0.95Gd0.05B12,33.0,1.96,Zr0.95 Gd0.05 B12,0.9230769230769232,0.0,0.0,0.0,0.073076923076923,0.0038461538461538,0.0,0.0,0.0,0.0 +1028,Zr0.95Gd0.05B12,31.1,2.94,Zr0.95 Gd0.05 B12,0.9230769230769232,0.0,0.0,0.0,0.073076923076923,0.0038461538461538,0.0,0.0,0.0,0.0 +1029,Zr0.95Gd0.05B12,29.2,4.9,Zr0.95 Gd0.05 B12,0.9230769230769232,0.0,0.0,0.0,0.073076923076923,0.0038461538461538,0.0,0.0,0.0,0.0 +1037,ZrB12,40.4,0.49,Zr1 B12,0.9230769230769232,0.0,0.0,0.0,0.0769230769230769,0.0,0.0,0.0,0.0,0.0 +1038,ZrB12,35.2,0.98,Zr1 B12,0.9230769230769232,0.0,0.0,0.0,0.0769230769230769,0.0,0.0,0.0,0.0,0.0 +1039,ZrB12,33.2,1.96,Zr1 B12,0.9230769230769232,0.0,0.0,0.0,0.0769230769230769,0.0,0.0,0.0,0.0,0.0 +1040,ZrB12,31.0,2.94,Zr1 B12,0.9230769230769232,0.0,0.0,0.0,0.0769230769230769,0.0,0.0,0.0,0.0,0.0 +1041,ZrB12,28.8,4.9,Zr1 B12,0.9230769230769232,0.0,0.0,0.0,0.0769230769230769,0.0,0.0,0.0,0.0,0.0 +1042,ZrB2,22.08,0.29,Zr1 B2,0.6666666666666666,0.0,0.0,0.0,0.3333333333333333,0.0,0.0,0.0,0.0,0.0 +1043,ZrB20,41.3,0.49,Zr1 B20,0.9523809523809524,0.0,0.0,0.0,0.0476190476190476,0.0,0.0,0.0,0.0,0.0 +1044,ZrB20,34.9,0.98,Zr1 B20,0.9523809523809524,0.0,0.0,0.0,0.0476190476190476,0.0,0.0,0.0,0.0,0.0 +1045,ZrB20,33.6,1.96,Zr1 B20,0.9523809523809524,0.0,0.0,0.0,0.0476190476190476,0.0,0.0,0.0,0.0,0.0 +1046,ZrB20,31.3,2.98,Zr1 B20,0.9523809523809524,0.0,0.0,0.0,0.0476190476190476,0.0,0.0,0.0,0.0,0.0 +1047,ZrB20,29.6,4.9,Zr1 B20,0.9523809523809524,0.0,0.0,0.0,0.0476190476190476,0.0,0.0,0.0,0.0,0.0 +1058,ZrW2,11.1,0.98,Zr1 W2,0.0,0.0,0.0,0.0,0.3333333333333333,0.0,0.0,0.0,0.6666666666666666,0.0 diff --git a/benchmarks/domains/mp_bulkModulus_goodOverlap.csv b/benchmarks/domains/mp_bulkModulus_goodOverlap.csv new file mode 100644 index 000000000..c0cdbe324 --- /dev/null +++ b/benchmarks/domains/mp_bulkModulus_goodOverlap.csv @@ -0,0 +1,53 @@ +,strComposition,voigt,reuss,vrh,composition,B,Sc,Cr,Y,Zr,Gd,Hf,Ta,W,Re +mp-974416,Re3W,342.863,342.853,342.858,Re3 W1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.25,0.75 +mp-569794,Ta,-16938340.197,294.829,-8469022.684,Ta1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0 +mp-374,CrB2,263.508,255.897,259.702,Cr1 B2,0.6666666666666666,0.0,0.3333333333333333,0.0,0.0,0.0,0.0,0.0,0.0,0.0 +mp-1773,ReB2,343.065,332.401,337.733,Re1 B2,0.6666666666666666,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.3333333333333333 +mp-41,Zr,88.4,88.4,88.4,Zr1,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0 +mp-1542,YB2,163.076,163.072,163.074,Y1 B2,0.6666666666666666,0.0,0.0,0.3333333333333333,0.0,0.0,0.0,0.0,0.0,0.0 +mp-160,B,212.455,207.99,210.223,B1,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0 +mp-1008487,BW,339.635,339.615,339.625,B1 W1,0.5,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.5,0.0 +mp-15617,Cr5B3,290.967,290.884,290.926,Cr5 B3,0.375,0.0,0.625,0.0,0.0,0.0,0.0,0.0,0.0,0.0 +mp-1108,TaB2,304.206,302.122,303.164,Ta1 B2,0.6666666666666666,0.0,0.0,0.0,0.0,0.0,0.0,0.3333333333333333,0.0,0.0 +mp-12109,ZrRe2,252.923,252.922,252.922,Zr1 Re2,0.0,0.0,0.0,0.0,0.3333333333333333,0.0,0.0,0.0,0.0,0.6666666666666666 +mp-425,GdB2,153.875,153.057,153.466,Gd1 B2,0.6666666666666666,0.0,0.0,0.0,0.0,0.3333333333333333,0.0,0.0,0.0,0.0 +mp-9,Y,39.59,39.59,39.59,Y1,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0 +mp-1919,ZrCr2,170740736.023,203.289,85370469.656,Zr1 Cr2,0.0,0.0,0.6666666666666666,0.0,0.3333333333333333,0.0,0.0,0.0,0.0,0.0 +mp-979289,TaW3,275.924,275.924,275.924,Ta1 W3,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.25,0.75,0.0 +mp-260,CrB,295.708,294.61,295.159,Cr1 B1,0.5,0.0,0.5,0.0,0.0,0.0,0.0,0.0,0.0,0.0 +mp-570963,TaCr2,239.821,239.805,239.813,Ta1 Cr2,0.0,0.0,0.6666666666666666,0.0,0.0,0.0,0.0,0.3333333333333333,0.0,0.0 +mp-1084,ZrB12,233.379,233.379,233.379,Zr1 B12,0.9230769230769232,0.0,0.0,0.0,0.0769230769230769,0.0,0.0,0.0,0.0,0.0 +mp-1472,ZrB2,238.244,237.283,237.763,Zr1 B2,0.6666666666666666,0.0,0.0,0.0,0.3333333333333333,0.0,0.0,0.0,0.0,0.0 +mp-11421,Gd,172.491,172.491,172.491,Gd1,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0 +mp-569803,B2W,322.358,318.983,320.671,B2 W1,0.6666666666666666,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.3333333333333333,0.0 +mp-17,Cr,252.155,252.155,252.155,Cr1,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0 +mp-10142,Ta3B4,294.264,293.959,294.112,Ta3 B4,0.5714285714285714,0.0,0.0,0.0,0.0,0.0,0.0,0.4285714285714285,0.0,0.0 +mp-1014246,ZrB,159.888,159.716,159.802,Zr1 B1,0.5,0.0,0.0,0.0,0.5,0.0,0.0,0.0,0.0,0.0 +mp-1032,Ta2B,248.94,248.876,248.908,Ta2 B1,0.3333333333333333,0.0,0.0,0.0,0.0,0.0,0.0,0.6666666666666666,0.0,0.0 +mp-975065,Re,365.41,365.097,365.253,Re1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0 +mp-8772,ScB12,218.18,218.18,218.18,Sc1 B12,0.9230769230769232,0.0769230769230769,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0 +mp-11334,W,298.22,298.22,298.22,W1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0 +mp-569624,HfCr2,186.83,186.79,186.81,Hf1 Cr2,0.0,0.0,0.6666666666666666,0.0,0.0,0.0,0.3333333333333333,0.0,0.0,0.0 +mp-1400,HfW2,222.256,222.256,222.256,Hf1 W2,0.0,0.0,0.0,0.0,0.0,0.0,0.3333333333333333,0.0,0.6666666666666666,0.0 +mp-1097,TaB,286.236,286.033,286.134,Ta1 B1,0.5,0.0,0.0,0.0,0.0,0.0,0.0,0.5,0.0,0.0 +mp-103,Hf,108.327,108.248,108.287,Hf1,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0 +mp-1001788,ZrB6,178.43,178.43,178.43,Zr1 B6,0.8571428571428571,0.0,0.0,0.0,0.1428571428571428,0.0,0.0,0.0,0.0,0.0 +mp-1689,HfRe2,262.427,262.427,262.427,Hf1 Re2,0.0,0.0,0.0,0.0,0.0,0.0,0.3333333333333333,0.0,0.0,0.6666666666666666 +mp-567308,Sc,45.715,45.34,45.528,Sc1,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0 +mp-568384,ScB2,180.697,180.697,180.697,Sc1 B2,0.6666666666666666,0.3333333333333333,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0 +mp-15809,Cr2B,292.042,291.985,292.013,Cr2 B1,0.3333333333333333,0.0,0.6666666666666666,0.0,0.0,0.0,0.0,0.0,0.0,0.0 +mp-983459,HfZr,101.466,101.269,101.368,Hf1 Zr1,0.0,0.0,0.0,0.0,0.5,0.0,0.5,0.0,0.0,0.0 +mp-2203,YB6,172.001,172.001,172.001,Y1 B6,0.8571428571428571,0.0,0.0,0.1428571428571428,0.0,0.0,0.0,0.0,0.0,0.0 +mp-1113,BW2,329.553,329.552,329.552,B1 W2,0.3333333333333333,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.6666666666666666,0.0 +mp-22266,GdB6,167.657,167.657,167.657,Gd1 B6,0.8571428571428571,0.0,0.0,0.0,0.0,0.1428571428571428,0.0,0.0,0.0,0.0 +mp-971933,YZr,62.36,62.052,62.206,Y1 Zr1,0.0,0.0,0.0,0.5,0.5,0.0,0.0,0.0,0.0,0.0 +mp-345,HfB,172.719,172.719,172.719,Hf1 B1,0.5,0.0,0.0,0.0,0.0,0.0,0.5,0.0,0.0,0.0 +mp-865025,HfTaRe2,244.954,244.954,244.954,Hf1 Ta1 Re2,0.0,0.0,0.0,0.0,0.0,0.0,0.25,0.25,0.0,0.5 +mp-675,ZrW2,213.964,213.964,213.964,Zr1 W2,0.0,0.0,0.0,0.0,0.3333333333333333,0.0,0.0,0.0,0.6666666666666666,0.0 +mp-889,Cr3B4,301.792,299.627,300.71,Cr3 B4,0.5714285714285714,0.0,0.4285714285714285,0.0,0.0,0.0,0.0,0.0,0.0,0.0 +mp-1001602,B12W,238.944,238.944,238.944,B12 W1,0.9230769230769232,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0769230769230769,0.0 +mp-1004377,HfB6,181.947,181.947,181.947,Hf1 B6,0.8571428571428571,0.0,0.0,0.0,0.0,0.0,0.1428571428571428,0.0,0.0,0.0 +mp-27710,CrB4,291.595,273.48,282.538,Cr1 B4,0.8,0.0,0.2,0.0,0.0,0.0,0.0,0.0,0.0,0.0 +mp-1994,HfB2,253.066,251.541,252.303,Hf1 B2,0.6666666666666666,0.0,0.0,0.0,0.0,0.0,0.3333333333333333,0.0,0.0,0.0 +mp-570923,YRe2,203.158,202.976,203.067,Y1 Re2,0.0,0.0,0.0,0.3333333333333333,0.0,0.0,0.0,0.0,0.0,0.6666666666666666 +mp-11557,ScRe2,226.168,226.145,226.157,Sc1 Re2,0.0,0.3333333333333333,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.6666666666666666