diff --git "a/training_classifiers/half_life/xgb_wt/best_model.json" "b/training_classifiers/half_life/xgb_wt/best_model.json"
new file mode 100644--- /dev/null
+++ "b/training_classifiers/half_life/xgb_wt/best_model.json"
@@ -0,0 +1 @@
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sum_hessian":[3.1166E4,2.0496E4,1.067E4,1.9531E4,9.65E2,6.991E3,3.679E3,1.4668E4,4.863E3,4.29E2,5.36E2,6.42E3,5.71E2,1.401E3,2.278E3,1.199E4,2.678E3,3.747E3,1.116E3,1.72E2,2.57E2,5.18E2,1.8E1,4.854E3,1.566E3,3.85E2,1.86E2,8.51E2,5.5E2,6.84E2,1.594E3,5.25E2,1.1465E4,2.53E3,1.48E2,8.64E2,2.883E3,3.88E2,7.28E2,4.1E1,1.31E2,6.1E1,1.96E2,1.1E1,5.07E2,1.009E3,3.845E3,6.12E2,9.54E2,3.81E2,4E0,1.8E2,6E0,5.7E2,2.81E2,4.07E2,1.43E2,5.15E2,1.69E2,6.18E2,9.76E2,3.54E2,1.71E2,3.381E3,8.084E3,2.397E3,1.33E2,1.1E2,3.8E1,2.76E2,5.88E2,1.464E3,1.419E3,2.29E2,1.59E2,6E2,1.28E2,3.7E1,4E0,2.8E1,1.03E2,5.3E1,8E0,1.45E2,5.1E1,8E0,4.99E2,6.71E2,3.38E2,1.587E3,2.258E3,1.34E2,4.78E2,3.6E1,9.18E2,1.72E2,8E0,2.56E2,3.14E2,8.5E1,1.96E2,3.8E2,2.7E1,6E0,1.37E2,1.18E2,3.97E2,4.4E1,1.25E2,2.24E2,3.94E2,4.82E2,4.94E2,3.13E2,4.1E1,5.2E1,1.19E2,3.115E3,2.66E2,2.972E3,5.112E3,2.089E3,3.08E2,7.4E1,5.9E1,6.3E1,4.7E1,3.2E1,6E0,8.9E1,1.87E2,5.01E2,8.7E1,1.403E3,6.1E1,4.97E2,9.22E2,2.05E2,2.4E1,5.3E1,1.06E2,8E1,5.2E2,7.9E1,4.9E1,4E0,3.3E1,2.1E1,7E0,6.2E1,4.1E1,4.9E1,4E0,5.7E1,8.8E1,4E0,4.7E1,4.68E2,3.1E1,1.77E2,4.94E2,2.18E2,1.2E2,1.493E3,9.4E1,1.83E3,4.28E2,5.2E1,8.2E1,3.55E2,1.23E2,2E1,1.6E1,1.06E2,8.12E2,4E0,1.68E2,1.27E2,1.29E2,9.5E1,2.19E2,1.8E1,6.7E1,4.8E1,1.48E2,7E0,3.73E2,1.6E1,1.1E1,7E0,1.3E2,7.1E1,4.7E1,2.33E2,1.64E2,2E1,2.4E1,1.5E1,1.1E2,8.8E1,1.36E2,2.96E2,9.8E1,1.3E1,4.69E2,4.43E2,5.1E1,2.9E2,2.3E1,3.4E1,1.8E1,3.1E1,8.8E1,1.164E3,1.951E3,1.31E2,1.35E2,2.4E1,2.948E3,4.156E3,9.56E2,1.61E2,1.928E3,8.9E1,2.19E2,5.6E1,1.8E1,2.7E1,3.2E1,2.8E1,3.5E1,3.5E1,1.2E1,4E0,2.8E1,3.2E1,5.7E1,3E1,1.57E2,2.87E2,2.14E2,9E0,7.8E1,1.349E3,5.4E1,3.1E1,3E1,3.17E2,1.8E2,1.49E2,7.73E2,1.11E2,9.4E1,1.8E1,6E0,3.8E1,1.5E1,8.2E1,2.4E1,5.6E1,2.4E1,2.5E1,4.95E2,1.7E1,6.2E1,2.4E1,2.5E1,2.9E1,4E0,1.5E1,6E0,1.5E1,4.7E1,2.3E1,1.8E1,4E0,4.5E1,1.3E1,4.4E1,5.1E1,3.7E1,5E0,4.2E1,6E0,4.62E2,1E2,7.7E1,3.54E2,1.4E2,4E0,2.14E2,9.1E1,2.9E1,3.9E2,1.103E3,2.7E1,6.7E1,1.766E3,6.4E1,8.4E1,3.44E2,2.1E1,3.1E1,5.1E1,3.1E1,2.79E2,7.6E1,7.8E1,4.5E1,1.2E1,4E0,4.3E1,6.3E1,6.32E2,1.8E2,1.64E2,4E0,4.9E1,7.8E1,8.9E1,4E1,3.1E1,6.4E1,1.5E1,2.04E2,5.8E1,9E0,2.7E1,2.1E1,1.31E2,1.7E1,3.68E2,5E0,1.2E1,4E0,5E0,1.25E2,5.5E1,1.6E1,1.3E1,3.4E1,8.5E1,1.48E2,1.22E2,4.2E1,1.8E1,6E0,1.3E1,9.7E1,1.4E1,7.4E1,8E1,5.6E1,2.48E2,4.8E1,2.1E1,7.7E1,4.43E2,2.6E1,1.7E1,4.26E2,4.2E1,9E0,1.6E1,2.74E2,1.3E1,5E0,1.4E1,1.7E1,1.4E1,7.4E1,1.087E3,7.7E1,2.5E1,1.926E3,4.9E1,8.2E1,1.09E2,2.6E1,2.9E3,4.8E1,4.133E3,2.3E1,7.7E1,8.79E2,8.8E1,7.3E1,1.639E3,2.89E2,4.3E1,4.6E1,1.46E2,7.3E1,5.1E1,5E0,4E0,2.3E1,2.1E1,7E0,2.3E1,1.2E1,2.3E1,5E0,7E0,2.5E1,1.5E1,4.2E1,1E1,1.47E2,1.23E2,1.64E2,5.9E1,1.55E2,6E0,7.2E1,2E2,1.149E3,3.3E1,2.1E1,1.1E1,2E1,6E0,2.4E1,1.84E2,1.33E2,1.73E2,7E0,1.4E2,9E0,6.46E2,1.27E2,7.8E1,3.3E1,7.2E1,2.2E1,1E1,5E0,4E0,7.8E1,4.1E1,1.5E1,1.8E1,6E0,1.8E1,7E0,4.8E1,4.47E2,5.3E1,9E0,2E1,5E0,5E0,4.2E1,3.7E1,7E0,3.2E1,5E0,3.8E1,4E0,6E0,4.56E2,4.4E1,5.6E1,5.2E1,2.5E1,9E0,3.45E2,5.8E1,8.2E1,2.05E2,9E0,8.5E1,6E0,1.3E1,1.6E1,1.5E1,3.75E2,1.099E3,4E0,1.4E1,1.3E1,4.9E1,1.8E1,2E1,1.746E3,1.7E1,4.7E1,1.2E1,7.2E1,1E2,2.44E2,9E0,1.2E1,1.2E1,1.9E1,4.5E1,6E0,1.2E1,1.9E1,9.1E1,1.88E2,4.3E1,3.3E1,6.3E1,1.5E1,3.8E1,7E0,2.1E1,2.2E1,1.8E1,4.5E1,1.14E2,5.18E2,1.75E2,5E0,4E0,1.6E2,1.6E1,3.3E1,1.5E1,6.3E1,1.2E1,7.7E1,2.3E1,8E0,2.8E1,3.6E1,1.9E1,1.85E2,5.2E1,6E0,1.7E1,4E0,5.7E1,7.4E1,7E0,3.61E2,4E0,1.21E2,3.9E1,1.6E1,4E0,3E1,1.1E1,7.4E1,7.7E1,7.1E1,1.2E1,1.1E2,3E1,1.2E1,9E1,7E0,1.4E1,6E1,1.7E1,6.3E1,3.7E1,1.9E1,2.38E2,1E1,1.5E1,6E0,2.4E1,5.3E1,2.85E2,1.58E2,3.3E1,3.93E2,2.3E1,1.9E1,2.37E2,3.7E1,1.3E1,4E0,6.4E1,1E1,1.038E3,4.9E1,4.3E1,3.4E1,2.6E1,1.9E3,3.7E1,1.2E1,1.3E1,6.9E1,8E0,1.01E2,2.1E1,2.879E3,2.8E1,2E1,1.08E2,4.025E3,3.4E1,4.3E1,8.45E2,3.4E1,3.5E1,5.3E1,1.4E1,5.9E1,3.06E2,1.333E3,2.5E2,3.9E1,1.1E1,3.2E1,1.1E1,3.5E1,4.2E1,1.04E2,5.7E1,1.6E1,5E0,1.6E1,4E0,2.1E1,1.4E1,2.8E1,1.3E1,1.34E2,4.1E1,8.2E1,1.07E2,5.7E1,5.1E1,8E0,1.21E2,3.4E1,1.6E1,5.6E1,1.92E2,8E0,3E1,1.119E3,1.3E1,2E1,1.7E1,4E0,1.5E1,5E0,6E0,1.8E1,1.9E1,1.65E2,8.7E1,4.6E1,1.28E2,4.5E1,1.24E2,1.6E1,6.18E2,2.8E1,1.13E2,1.4E1,5E1,2.8E1,2.4E1,4.8E1,4E0,7.4E1,3.5E1,6E0,1.3E1,5E0,2.8E1,2E1,2.6E1,4.21E2,1.5E1,3.8E1,5E0,3.7E1,5E0,4.51E2,2.8E1,1.6E1,1E1,4.6E1,3.2E1,2E1,1.1E1,3.34E2,3.8E1,2E1,9E0,7.3E1,1.93E2,1.2E1,7.6E1,9E0,9E0,7E0,6E0,9E0,3.7E2,5E0,7.2E1,1.027E3,9E0,5E0,8E0,5E0,4.5E1,4E0,1.1E1,1.735E3,3.6E1,1.1E1,6.5E1,7E0,3E1,7E1,2.09E2,3.5E1,1.5E1,4E0,4E0,4.1E1,4E0,1.5E1,5.8E1,3.3E1,1.48E2,4E1,2.7E1,1.6E1,9E0,5.4E1,1.5E1,2.3E1,4E0,1.8E1,6E0,3.9E1,8.8E1,2.6E1,2.3E1,4.95E2,7E0,1.68E2,4E0,1.56E2,9E0,2.4E1,8E0,5.5E1,1E1,6.7E1,5E0,1.8E1,1.2E1,1.6E1,1.7E1,1.68E2,4.8E1,4E0,7E0,6.7E1,6E0,3.55E2,5E0,1.16E2,9E0,3E1,6.4E1,1E1,4.5E1,3.2E1,5.5E1,1.6E1,8E0,4E0,1.01E2,9E0,2.4E1,6E0,4E0,8.6E1,5E0,5.5E1,8E0,5.5E1,6E0,3.1E1,2.26E2,1.2E1,3.6E1,1.7E1,8E0,2.77E2,1.05E2,5.3E1,1.74E2,2.19E2,1.5E1,4E0,2.29E2,8E0,1.3E1,2.4E1,5.9E1,5E0,1.4E1,1.024E3,2.1E1,2.8E1,8E0,3.5E1,2.2E1,1.2E1,1.8E1,8E0,1.891E3,9E0,6E0,3.1E1,1.6E1,5.3E1,8.7E1,1.4E1,4E0,2.875E3,5E0,2.3E1,1.6E1,4E0,3E1,7.8E1,2.784E3,1.241E3,2.2E1,1.2E1,1.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