parent 3b9839eaa6
commit 125c65ef26
  1. 2
      cachedir/joblib/run/estimatorFeatureSelection/19f73053d9c815e84da2c40a02f76932/metadata.json
  2. 2
      cachedir/joblib/run/estimatorFeatureSelection/44719fe531ecc273e584e52cb7589cb9/metadata.json
  3. BIN
      cachedir/joblib/run/estimatorFeatureSelection/44b74078743c865c34e5c38fbec0bf8b/output.pkl
  4. 2
      cachedir/joblib/run/estimatorFeatureSelection/4ba274c6e70c70db814318f28218b0fb/metadata.json
  5. BIN
      cachedir/joblib/run/estimatorFeatureSelection/5d41e0d67d1e9fd68725826784c83378/output.pkl
  6. BIN
      cachedir/joblib/run/estimatorFeatureSelection/61e5eb9de10286d82cecdd52a78257b2/output.pkl
  7. BIN
      cachedir/joblib/run/estimatorFeatureSelection/63fafa9de28d5b67ce44d6ecd6f2f75b/output.pkl
  8. 1
      cachedir/joblib/run/estimatorFeatureSelection/6d621ceec0bf556a588ef021a01fc337/metadata.json
  9. BIN
      cachedir/joblib/run/estimatorFeatureSelection/7590f4300fba1c9d71740323916c8ebb/output.pkl
  10. BIN
      cachedir/joblib/run/estimatorFeatureSelection/84bf715f5b226bd4df3ad50db3c83a9f/output.pkl
  11. 2
      cachedir/joblib/run/estimatorFeatureSelection/9faa7354574f71cf9a41c1b450ab6d43/metadata.json
  12. 1
      cachedir/joblib/run/estimatorFeatureSelection/a31226f850fb438d1c36e606c82d4b49/metadata.json
  13. BIN
      cachedir/joblib/run/estimatorFeatureSelection/b23a41527e59da08710a1e1a89e58d58/output.pkl
  14. BIN
      cachedir/joblib/run/estimatorFeatureSelection/dbdb43e4d8d0361ace8ba624f3dad086/output.pkl

@ -1 +1 @@
{"duration": 14.528310060501099, "input_args": {"Data": " F2 F8_l2 F2+F8_l2 |F2-F8_l2| F2xF8_l2 F2/F8_l2 F8_l2/F2\n0 9.085 1.864731 10.949731 7.220269 16.941080 4.872017 0.205254\n1 8.179 1.818032 9.997032 6.360968 14.869688 4.498820 0.222281\n2 8.297 1.739416 10.036416 6.557584 14.431935 4.769992 0.209644\n3 9.673 2.215679 11.888679 7.457321 21.432259 4.365705 0.229058\n4 9.825 2.261531 12.086531 7.563469 22.219540 4.344402 0.230181\n.. ... ... ... ... ... ... ...\n832 7.878 1.580145 9.458145 6.297855 12.448386 4.985617 0.200577\n833 8.046 1.634593 9.680593 6.411407 13.151937 4.922325 0.203156\n834 8.901 1.904966 10.805966 6.996034 16.956100 4.672525 0.214017\n835 8.778 2.070733 10.848733 6.707267 18.176892 4.239079 0.235900\n836 8.680 2.045093 10.725093 6.634907 17.751411 4.244305 0.235610\n\n[837 rows x 7 columns]", "clf": "XGBClassifier(base_score=0.5, booster='gbtree', colsample_bylevel=1,\n colsample_bynode=1, colsample_bytree=0.8702434039276976,\n eta=0.2593099998788648, gamma=0, gpu_id=-1,\n importance_type='gain', interaction_constraints='',\n learning_rate=0.259310007, max_delta_step=0, max_depth=6,\n min_child_weight=1, missing=nan, monotone_constraints='()',\n n_estimators=188, n_jobs=12, num_parallel_tree=1,\n probability=True, random_state=42, reg_alpha=0, reg_lambda=1,\n scale_pos_weight=1, silent=True, subsample=0.9972633684544026,\n tree_method='exact', use_label_encoder=False,\n validate_parameters=1, verbosity=0)"}}
{"duration": 7.717288255691528, "input_args": {"Data": " F2 F8_l2 F2+F8_l2 |F2-F8_l2| F2xF8_l2 F2/F8_l2 F8_l2/F2\n0 9.085 1.864731 10.949731 7.220269 16.941080 4.872017 0.205254\n1 8.179 1.818032 9.997032 6.360968 14.869688 4.498820 0.222281\n2 8.297 1.739416 10.036416 6.557584 14.431935 4.769992 0.209644\n3 9.673 2.215679 11.888679 7.457321 21.432259 4.365705 0.229058\n4 9.825 2.261531 12.086531 7.563469 22.219540 4.344402 0.230181\n.. ... ... ... ... ... ... ...\n832 7.878 1.580145 9.458145 6.297855 12.448386 4.985617 0.200577\n833 8.046 1.634593 9.680593 6.411407 13.151937 4.922325 0.203156\n834 8.901 1.904966 10.805966 6.996034 16.956100 4.672525 0.214017\n835 8.778 2.070733 10.848733 6.707267 18.176892 4.239079 0.235900\n836 8.680 2.045093 10.725093 6.634907 17.751411 4.244305 0.235610\n\n[837 rows x 7 columns]", "clf": "XGBClassifier(base_score=0.5, booster='gbtree', colsample_bylevel=1,\n colsample_bynode=1, colsample_bytree=0.8702434039276976,\n eta=0.2593099998788648, gamma=0, gpu_id=-1,\n importance_type='gain', interaction_constraints='',\n learning_rate=0.259310007, max_delta_step=0, max_depth=6,\n min_child_weight=1, missing=nan, monotone_constraints='()',\n n_estimators=188, n_jobs=12, num_parallel_tree=1,\n probability=True, random_state=42, reg_alpha=0, reg_lambda=1,\n scale_pos_weight=1, silent=True, subsample=0.9972633684544026,\n tree_method='exact', use_label_encoder=False,\n validate_parameters=1, verbosity=0)"}}

@ -1 +1 @@
{"duration": 37.37262415885925, "input_args": {"Data": " F1 F2 F3 F4 F5 F6 F7 F8_l2 F9 F10 F11 F12 F13 F14 F15 F16 F17 F18 F19 F20 F21_l1p F22 F23 F24 F25 F26_p4 F27 F28 F29 F30 F31 F32 F33 F34 F35 F36 F37 F38 F39 F40 F41\n0 1.185 9.085 0 0 2.263 3 0 1.864731 0.000 0 1 9.902 46.7 1 3.1934 1.359 0 1.034 1.476 3 1.386294 0 0 1.100 2.483 541.987500 0 0 2 0 0.000 1 0 0 0.014 0 4.054 0 0 0 0\n1 0.000 8.179 2 0 2.194 0 6 1.818032 0.000 6 0 10.054 35.1 0 1.8929 1.209 0 0.974 4.130 0 0.000000 0 0 1.139 1.744 433.132851 0 0 0 0 0.000 2 0 0 0.000 0 3.489 0 4 0 0\n2 0.762 8.297 0 3 2.424 0 0 1.739416 21.884 0 0 10.226 42.1 0 2.3934 1.204 0 1.027 1.027 0 0.000000 0 2 1.120 2.773 616.048483 0 0 0 8 -0.686 3 0 0 0.004 0 3.693 0 0 0 0\n3 1.747 9.673 0 2 2.690 23 0 2.215679 9.855 0 1 12.353 31.6 0 7.7233 0.906 0 1.291 5.094 0 0.000000 0 0 1.348 5.741 1591.360175 1 0 0 2 -4.617 0 0 11 0.000 0 3.993 0 0 0 1\n4 1.824 9.825 0 2 2.700 27 0 2.261531 9.894 0 1 12.519 31.8 0 7.9184 0.906 0 1.292 5.891 0 0.000000 0 0 1.350 5.742 1605.516747 1 0 0 2 -4.724 0 0 13 0.000 0 4.005 0 0 0 1\n.. ... ... .. .. ... .. .. ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ...\n832 1.125 7.878 0 1 2.136 0 0 1.580145 0.000 0 0 9.311 43.8 0 3.0778 1.253 0 0.991 1.481 1 0.000000 0 0 1.117 2.146 409.698121 0 0 1 2 0.000 1 0 0 0.045 0 3.573 0 0 0 0\n833 1.187 8.046 1 1 2.222 0 2 1.634593 0.000 2 0 9.668 38.9 0 3.2726 1.230 0 0.998 1.358 2 0.000000 0 0 1.132 2.315 523.361201 2 0 2 2 0.000 1 0 0 -0.025 0 3.666 0 2 0 0\n834 0.625 8.901 0 2 2.499 0 0 1.904966 24.203 0 0 10.681 58.3 0 2.3715 1.312 0 1.008 1.262 4 0.000000 0 0 1.087 2.500 795.020055 0 0 0 8 -0.128 6 0 0 0.000 0 3.942 0 0 0 0\n835 3.866 8.778 0 6 2.361 0 0 2.070733 11.747 0 1 10.735 32.4 0 1.9452 1.166 0 0.992 10.593 0 0.000000 0 0 1.140 2.300 613.579107 3 0 0 9 -0.347 1 0 0 0.000 0 3.497 0 0 0 0\n836 3.706 8.680 0 6 2.361 0 0 2.045093 11.724 0 1 10.694 31.4 0 1.9472 1.153 0 0.993 9.639 0 0.000000 0 0 1.143 2.321 613.579107 3 0 0 9 -0.338 1 0 0 0.000 0 3.497 0 0 0 0\n\n[837 rows x 41 columns]", "clf": "XGBClassifier(base_score=0.5, booster='gbtree', colsample_bylevel=1,\n colsample_bynode=1, colsample_bytree=0.8702434039276976,\n eta=0.2593099998788648, gamma=0, gpu_id=-1,\n importance_type='gain', interaction_constraints='',\n learning_rate=0.259310007, max_delta_step=0, max_depth=6,\n min_child_weight=1, missing=nan, monotone_constraints='()',\n n_estimators=188, n_jobs=12, num_parallel_tree=1,\n probability=True, random_state=42, reg_alpha=0, reg_lambda=1,\n scale_pos_weight=1, silent=True, subsample=0.9972633684544026,\n tree_method='exact', use_label_encoder=False,\n validate_parameters=1, verbosity=0)"}}
{"duration": 37.48117399215698, "input_args": {"Data": " F1 F2 F3 F4 F5 F6 F7 F8_l2 F9 F10 F11 F12 F13 ... F29 F30 F31 F32 F33 F34 F35 F36 F37 F38 F39 F40 F41\n0 1.185 9.085 0 0 2.263 3 0 1.864731 0.000 0 1 9.902 46.7 ... 2 0 0.000 1 0 0 0.014 0 4.054 0 0 0 0\n1 0.000 8.179 2 0 2.194 0 6 1.818032 0.000 6 0 10.054 35.1 ... 0 0 0.000 2 0 0 0.000 0 3.489 0 4 0 0\n2 0.762 8.297 0 3 2.424 0 0 1.739416 21.884 0 0 10.226 42.1 ... 0 8 -0.686 3 0 0 0.004 0 3.693 0 0 0 0\n3 1.747 9.673 0 2 2.690 23 0 2.215679 9.855 0 1 12.353 31.6 ... 0 2 -4.617 0 0 11 0.000 0 3.993 0 0 0 1\n4 1.824 9.825 0 2 2.700 27 0 2.261531 9.894 0 1 12.519 31.8 ... 0 2 -4.724 0 0 13 0.000 0 4.005 0 0 0 1\n.. ... ... .. .. ... .. .. ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ...\n832 1.125 7.878 0 1 2.136 0 0 1.580145 0.000 0 0 9.311 43.8 ... 1 2 0.000 1 0 0 0.045 0 3.573 0 0 0 0\n833 1.187 8.046 1 1 2.222 0 2 1.634593 0.000 2 0 9.668 38.9 ... 2 2 0.000 1 0 0 -0.025 0 3.666 0 2 0 0\n834 0.625 8.901 0 2 2.499 0 0 1.904966 24.203 0 0 10.681 58.3 ... 0 8 -0.128 6 0 0 0.000 0 3.942 0 0 0 0\n835 3.866 8.778 0 6 2.361 0 0 2.070733 11.747 0 1 10.735 32.4 ... 0 9 -0.347 1 0 0 0.000 0 3.497 0 0 0 0\n836 3.706 8.680 0 6 2.361 0 0 2.045093 11.724 0 1 10.694 31.4 ... 0 9 -0.338 1 0 0 0.000 0 3.497 0 0 0 0\n\n[837 rows x 41 columns]", "clf": "XGBClassifier(base_score=0.5, booster='gbtree', colsample_bylevel=1,\n colsample_bynode=1, colsample_bytree=0.8702434039276976,\n eta=0.2593099998788648, gamma=0, gpu_id=-1,\n importance_type='gain', interaction_constraints='',\n learning_rate=0.259310007, max_delta_step=0, max_depth=6,\n min_child_weight=1, missing=nan, monotone_constraints='()',\n n_estimators=188, n_jobs=12, num_parallel_tree=1,\n probability=True, random_state=42, reg_alpha=0, reg_lambda=1,\n scale_pos_weight=1, silent=True, subsample=0.9972633684544026,\n tree_method='exact', use_label_encoder=False,\n validate_parameters=1, verbosity=0)"}}

@ -1 +1 @@
{"duration": 37.603880882263184, "input_args": {"Data": " F1 F2 F3_l1p F4 F5 F6 F7 F8_l2 F9 F10 F11 F12 F13 F14 F15 F16 F17 F18 F19 F20_l2 F21_l1p F22 F23 F24 F25 F26_p4 F27 F28 F29 F30 F31 F32 F33 F34 F35 F36 F37 F38 F39 F40 F41\n0 1.185 9.085 0.000000 0 2.263 3 0 1.864731 0.000 0 1 9.902 46.7 1 3.1934 1.359 0 1.034 1.476 1.584963 1.386294 0 0 1.100 2.483 541.987500 0 0 2 0 0.000 1 0 0 0.014 0 4.054 0 0 0 0\n1 0.000 8.179 1.098612 0 2.194 0 6 1.818032 0.000 6 0 10.054 35.1 0 1.8929 1.209 0 0.974 4.130 0.000000 0.000000 0 0 1.139 1.744 433.132851 0 0 0 0 0.000 2 0 0 0.000 0 3.489 0 4 0 0\n2 0.762 8.297 0.000000 3 2.424 0 0 1.739416 21.884 0 0 10.226 42.1 0 2.3934 1.204 0 1.027 1.027 0.000000 0.000000 0 2 1.120 2.773 616.048483 0 0 0 8 -0.686 3 0 0 0.004 0 3.693 0 0 0 0\n3 1.747 9.673 0.000000 2 2.690 23 0 2.215679 9.855 0 1 12.353 31.6 0 7.7233 0.906 0 1.291 5.094 0.000000 0.000000 0 0 1.348 5.741 1591.360175 1 0 0 2 -4.617 0 0 11 0.000 0 3.993 0 0 0 1\n4 1.824 9.825 0.000000 2 2.700 27 0 2.261531 9.894 0 1 12.519 31.8 0 7.9184 0.906 0 1.292 5.891 0.000000 0.000000 0 0 1.350 5.742 1605.516747 1 0 0 2 -4.724 0 0 13 0.000 0 4.005 0 0 0 1\n.. ... ... ... .. ... .. .. ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ...\n832 1.125 7.878 0.000000 1 2.136 0 0 1.580145 0.000 0 0 9.311 43.8 0 3.0778 1.253 0 0.991 1.481 0.000000 0.000000 0 0 1.117 2.146 409.698121 0 0 1 2 0.000 1 0 0 0.045 0 3.573 0 0 0 0\n833 1.187 8.046 0.693147 1 2.222 0 2 1.634593 0.000 2 0 9.668 38.9 0 3.2726 1.230 0 0.998 1.358 1.000000 0.000000 0 0 1.132 2.315 523.361201 2 0 2 2 0.000 1 0 0 -0.025 0 3.666 0 2 0 0\n834 0.625 8.901 0.000000 2 2.499 0 0 1.904966 24.203 0 0 10.681 58.3 0 2.3715 1.312 0 1.008 1.262 2.000000 0.000000 0 0 1.087 2.500 795.020055 0 0 0 8 -0.128 6 0 0 0.000 0 3.942 0 0 0 0\n835 3.866 8.778 0.000000 6 2.361 0 0 2.070733 11.747 0 1 10.735 32.4 0 1.9452 1.166 0 0.992 10.593 0.000000 0.000000 0 0 1.140 2.300 613.579107 3 0 0 9 -0.347 1 0 0 0.000 0 3.497 0 0 0 0\n836 3.706 8.680 0.000000 6 2.361 0 0 2.045093 11.724 0 1 10.694 31.4 0 1.9472 1.153 0 0.993 9.639 0.000000 0.000000 0 0 1.143 2.321 613.579107 3 0 0 9 -0.338 1 0 0 0.000 0 3.497 0 0 0 0\n\n[837 rows x 41 columns]", "clf": "XGBClassifier(base_score=0.5, booster='gbtree', colsample_bylevel=1,\n colsample_bynode=1, colsample_bytree=0.8702434039276976,\n eta=0.2593099998788648, gamma=0, gpu_id=-1,\n importance_type='gain', interaction_constraints='',\n learning_rate=0.259310007, max_delta_step=0, max_depth=6,\n min_child_weight=1, missing=nan, monotone_constraints='()',\n n_estimators=188, n_jobs=12, num_parallel_tree=1,\n probability=True, random_state=42, reg_alpha=0, reg_lambda=1,\n scale_pos_weight=1, silent=True, subsample=0.9972633684544026,\n tree_method='exact', use_label_encoder=False,\n validate_parameters=1, verbosity=0)"}}
{"duration": 34.64005088806152, "input_args": {"Data": " F1 F2 F3_l1p F4 F5 F6 F7 F8_l2 F9 F10 F11 F12 F13 ... F29 F30 F31 F32 F33 F34 F35 F36 F37 F38 F39 F40 F41\n0 1.185 9.085 0.000000 0 2.263 3 0 1.864731 0.000 0 1 9.902 46.7 ... 2 0 0.000 1 0 0 0.014 0 4.054 0 0 0 0\n1 0.000 8.179 1.098612 0 2.194 0 6 1.818032 0.000 6 0 10.054 35.1 ... 0 0 0.000 2 0 0 0.000 0 3.489 0 4 0 0\n2 0.762 8.297 0.000000 3 2.424 0 0 1.739416 21.884 0 0 10.226 42.1 ... 0 8 -0.686 3 0 0 0.004 0 3.693 0 0 0 0\n3 1.747 9.673 0.000000 2 2.690 23 0 2.215679 9.855 0 1 12.353 31.6 ... 0 2 -4.617 0 0 11 0.000 0 3.993 0 0 0 1\n4 1.824 9.825 0.000000 2 2.700 27 0 2.261531 9.894 0 1 12.519 31.8 ... 0 2 -4.724 0 0 13 0.000 0 4.005 0 0 0 1\n.. ... ... ... .. ... .. .. ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ...\n832 1.125 7.878 0.000000 1 2.136 0 0 1.580145 0.000 0 0 9.311 43.8 ... 1 2 0.000 1 0 0 0.045 0 3.573 0 0 0 0\n833 1.187 8.046 0.693147 1 2.222 0 2 1.634593 0.000 2 0 9.668 38.9 ... 2 2 0.000 1 0 0 -0.025 0 3.666 0 2 0 0\n834 0.625 8.901 0.000000 2 2.499 0 0 1.904966 24.203 0 0 10.681 58.3 ... 0 8 -0.128 6 0 0 0.000 0 3.942 0 0 0 0\n835 3.866 8.778 0.000000 6 2.361 0 0 2.070733 11.747 0 1 10.735 32.4 ... 0 9 -0.347 1 0 0 0.000 0 3.497 0 0 0 0\n836 3.706 8.680 0.000000 6 2.361 0 0 2.045093 11.724 0 1 10.694 31.4 ... 0 9 -0.338 1 0 0 0.000 0 3.497 0 0 0 0\n\n[837 rows x 41 columns]", "clf": "XGBClassifier(base_score=0.5, booster='gbtree', colsample_bylevel=1,\n colsample_bynode=1, colsample_bytree=0.8702434039276976,\n eta=0.2593099998788648, gamma=0, gpu_id=-1,\n importance_type='gain', interaction_constraints='',\n learning_rate=0.259310007, max_delta_step=0, max_depth=6,\n min_child_weight=1, missing=nan, monotone_constraints='()',\n n_estimators=188, n_jobs=12, num_parallel_tree=1,\n probability=True, random_state=42, reg_alpha=0, reg_lambda=1,\n scale_pos_weight=1, silent=True, subsample=0.9972633684544026,\n tree_method='exact', use_label_encoder=False,\n validate_parameters=1, verbosity=0)"}}

@ -0,0 +1 @@
{"duration": 56.98109006881714, "input_args": {"Data": " F1 F2 F3_l1p F4 F5 F6_l1p F7 F8_l2 F9 F10 ... F35 F36 F37_l2 F38 F39_l2 F40 F41 F7+F10 F2+F8_l2 |F2-F8_l2|\n0 1.185 9.085 0.000000 0 2.263 1.386294 0 1.864731 0.000 0 ... 0.014 0 2.019346 0 0.0 0 0 0 10.949731 7.220269\n1 0.000 8.179 1.098612 0 2.194 0.000000 6 1.818032 0.000 6 ... 0.000 0 1.802814 0 2.0 0 0 12 9.997032 6.360968\n2 0.762 8.297 0.000000 3 2.424 0.000000 0 1.739416 21.884 0 ... 0.004 0 1.884793 0 0.0 0 0 0 10.036416 6.557584\n3 1.747 9.673 0.000000 2 2.690 3.178054 0 2.215679 9.855 0 ... 0.000 0 1.997473 0 0.0 0 1 0 11.888679 7.457321\n4 1.824 9.825 0.000000 2 2.700 3.332205 0 2.261531 9.894 0 ... 0.000 0 2.001802 0 0.0 0 1 0 12.086531 7.563469\n.. ... ... ... .. ... ... .. ... ... ... ... ... ... ... ... ... ... ... ... ... ...\n832 1.125 7.878 0.000000 1 2.136 0.000000 0 1.580145 0.000 0 ... 0.045 0 1.837136 0 0.0 0 0 0 9.458145 6.297855\n833 1.187 8.046 0.693147 1 2.222 0.000000 2 1.634593 0.000 2 ... -0.025 0 1.874207 0 1.0 0 0 4 9.680593 6.411407\n834 0.625 8.901 0.000000 2 2.499 0.000000 0 1.904966 24.203 0 ... 0.000 0 1.978928 0 0.0 0 0 0 10.805966 6.996034\n835 3.866 8.778 0.000000 6 2.361 0.000000 0 2.070733 11.747 0 ... 0.000 0 1.806118 0 0.0 0 0 0 10.848733 6.707267\n836 3.706 8.680 0.000000 6 2.361 0.000000 0 2.045093 11.724 0 ... 0.000 0 1.806118 0 0.0 0 0 0 10.725093 6.634907\n\n[837 rows x 44 columns]", "clf": "XGBClassifier(base_score=0.5, booster='gbtree', colsample_bylevel=1,\n colsample_bynode=1, colsample_bytree=0.8702434039276976,\n eta=0.2593099998788648, gamma=0, gpu_id=-1,\n importance_type='gain', interaction_constraints='',\n learning_rate=0.259310007, max_delta_step=0, max_depth=6,\n min_child_weight=1, missing=nan, monotone_constraints='()',\n n_estimators=188, n_jobs=12, num_parallel_tree=1,\n probability=True, random_state=42, reg_alpha=0, reg_lambda=1,\n scale_pos_weight=1, silent=True, subsample=0.9972633684544026,\n tree_method='exact', use_label_encoder=False,\n validate_parameters=1, verbosity=0)"}}

@ -1 +1 @@
{"duration": 41.09364414215088, "input_args": {"Data": " F1 F2 F3_l1p F4 F5 F6_l1p F7 F8_l2 F9 F10 F11 F12 F13 F14 F15 F16 F17 F18 F19 F20_l2 ... F22 F23 F24 F25 F26_p4 F27 F28 F29 F30 F31 F32_l1p F33 F34 F35 F36 F37 F38 F39 F40 F41\n0 1.185 9.085 0.000000 0 2.263 1.386294 0 1.864731 0.000 0 1 9.902 46.7 1 3.1934 1.359 0 1.034 1.476 1.584963 ... 0 0 1.100 2.483 541.987500 0 0 2 0 0.000 0.693147 0 0 0.014 0 4.054 0 0 0 0\n1 0.000 8.179 1.098612 0 2.194 0.000000 6 1.818032 0.000 6 0 10.054 35.1 0 1.8929 1.209 0 0.974 4.130 0.000000 ... 0 0 1.139 1.744 433.132851 0 0 0 0 0.000 1.098612 0 0 0.000 0 3.489 0 4 0 0\n2 0.762 8.297 0.000000 3 2.424 0.000000 0 1.739416 21.884 0 0 10.226 42.1 0 2.3934 1.204 0 1.027 1.027 0.000000 ... 0 2 1.120 2.773 616.048483 0 0 0 8 -0.686 1.386294 0 0 0.004 0 3.693 0 0 0 0\n3 1.747 9.673 0.000000 2 2.690 3.178054 0 2.215679 9.855 0 1 12.353 31.6 0 7.7233 0.906 0 1.291 5.094 0.000000 ... 0 0 1.348 5.741 1591.360175 1 0 0 2 -4.617 0.000000 0 11 0.000 0 3.993 0 0 0 1\n4 1.824 9.825 0.000000 2 2.700 3.332205 0 2.261531 9.894 0 1 12.519 31.8 0 7.9184 0.906 0 1.292 5.891 0.000000 ... 0 0 1.350 5.742 1605.516747 1 0 0 2 -4.724 0.000000 0 13 0.000 0 4.005 0 0 0 1\n.. ... ... ... .. ... ... .. ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ...\n832 1.125 7.878 0.000000 1 2.136 0.000000 0 1.580145 0.000 0 0 9.311 43.8 0 3.0778 1.253 0 0.991 1.481 0.000000 ... 0 0 1.117 2.146 409.698121 0 0 1 2 0.000 0.693147 0 0 0.045 0 3.573 0 0 0 0\n833 1.187 8.046 0.693147 1 2.222 0.000000 2 1.634593 0.000 2 0 9.668 38.9 0 3.2726 1.230 0 0.998 1.358 1.000000 ... 0 0 1.132 2.315 523.361201 2 0 2 2 0.000 0.693147 0 0 -0.025 0 3.666 0 2 0 0\n834 0.625 8.901 0.000000 2 2.499 0.000000 0 1.904966 24.203 0 0 10.681 58.3 0 2.3715 1.312 0 1.008 1.262 2.000000 ... 0 0 1.087 2.500 795.020055 0 0 0 8 -0.128 1.945910 0 0 0.000 0 3.942 0 0 0 0\n835 3.866 8.778 0.000000 6 2.361 0.000000 0 2.070733 11.747 0 1 10.735 32.4 0 1.9452 1.166 0 0.992 10.593 0.000000 ... 0 0 1.140 2.300 613.579107 3 0 0 9 -0.347 0.693147 0 0 0.000 0 3.497 0 0 0 0\n836 3.706 8.680 0.000000 6 2.361 0.000000 0 2.045093 11.724 0 1 10.694 31.4 0 1.9472 1.153 0 0.993 9.639 0.000000 ... 0 0 1.143 2.321 613.579107 3 0 0 9 -0.338 0.693147 0 0 0.000 0 3.497 0 0 0 0\n\n[837 rows x 41 columns]", "clf": "XGBClassifier(base_score=0.5, booster='gbtree', colsample_bylevel=1,\n colsample_bynode=1, colsample_bytree=0.8702434039276976,\n eta=0.2593099998788648, gamma=0, gpu_id=-1,\n importance_type='gain', interaction_constraints='',\n learning_rate=0.259310007, max_delta_step=0, max_depth=6,\n min_child_weight=1, missing=nan, monotone_constraints='()',\n n_estimators=188, n_jobs=12, num_parallel_tree=1,\n probability=True, random_state=42, reg_alpha=0, reg_lambda=1,\n scale_pos_weight=1, silent=True, subsample=0.9972633684544026,\n tree_method='exact', use_label_encoder=False,\n validate_parameters=1, verbosity=0)"}}
{"duration": 33.72702598571777, "input_args": {"Data": " F1 F2 F3_l1p F4 F5 F6_l1p F7 F8_l2 F9 F10 F11 F12 ... F30 F31 F32_l1p F33 F34 F35 F36 F37 F38 F39 F40 F41\n0 1.185 9.085 0.000000 0 2.263 1.386294 0 1.864731 0.000 0 1 9.902 ... 0 0.000 0.693147 0 0 0.014 0 4.054 0 0 0 0\n1 0.000 8.179 1.098612 0 2.194 0.000000 6 1.818032 0.000 6 0 10.054 ... 0 0.000 1.098612 0 0 0.000 0 3.489 0 4 0 0\n2 0.762 8.297 0.000000 3 2.424 0.000000 0 1.739416 21.884 0 0 10.226 ... 8 -0.686 1.386294 0 0 0.004 0 3.693 0 0 0 0\n3 1.747 9.673 0.000000 2 2.690 3.178054 0 2.215679 9.855 0 1 12.353 ... 2 -4.617 0.000000 0 11 0.000 0 3.993 0 0 0 1\n4 1.824 9.825 0.000000 2 2.700 3.332205 0 2.261531 9.894 0 1 12.519 ... 2 -4.724 0.000000 0 13 0.000 0 4.005 0 0 0 1\n.. ... ... ... .. ... ... .. ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ...\n832 1.125 7.878 0.000000 1 2.136 0.000000 0 1.580145 0.000 0 0 9.311 ... 2 0.000 0.693147 0 0 0.045 0 3.573 0 0 0 0\n833 1.187 8.046 0.693147 1 2.222 0.000000 2 1.634593 0.000 2 0 9.668 ... 2 0.000 0.693147 0 0 -0.025 0 3.666 0 2 0 0\n834 0.625 8.901 0.000000 2 2.499 0.000000 0 1.904966 24.203 0 0 10.681 ... 8 -0.128 1.945910 0 0 0.000 0 3.942 0 0 0 0\n835 3.866 8.778 0.000000 6 2.361 0.000000 0 2.070733 11.747 0 1 10.735 ... 9 -0.347 0.693147 0 0 0.000 0 3.497 0 0 0 0\n836 3.706 8.680 0.000000 6 2.361 0.000000 0 2.045093 11.724 0 1 10.694 ... 9 -0.338 0.693147 0 0 0.000 0 3.497 0 0 0 0\n\n[837 rows x 41 columns]", "clf": "XGBClassifier(base_score=0.5, booster='gbtree', colsample_bylevel=1,\n colsample_bynode=1, colsample_bytree=0.8702434039276976,\n eta=0.2593099998788648, gamma=0, gpu_id=-1,\n importance_type='gain', interaction_constraints='',\n learning_rate=0.259310007, max_delta_step=0, max_depth=6,\n min_child_weight=1, missing=nan, monotone_constraints='()',\n n_estimators=188, n_jobs=12, num_parallel_tree=1,\n probability=True, random_state=42, reg_alpha=0, reg_lambda=1,\n scale_pos_weight=1, silent=True, subsample=0.9972633684544026,\n tree_method='exact', use_label_encoder=False,\n validate_parameters=1, verbosity=0)"}}

@ -0,0 +1 @@
{"duration": 24.549363136291504, "input_args": {"Data": " F1 F2 F3_l1p F4 F5 F6_l1p F7 F8_l2 F9 F10 F11 ... F32_l1p F33 F34 F35 F36 F37_l2 F38 F39_l2 F40 F41 F7+F10\n0 1.185 9.085 0.000000 0 2.263 1.386294 0 1.864731 0.000 0 1 ... 0.693147 0 0 0.014 0 2.019346 0 0.0 0 0 0\n1 0.000 8.179 1.098612 0 2.194 0.000000 6 1.818032 0.000 6 0 ... 1.098612 0 0 0.000 0 1.802814 0 2.0 0 0 12\n2 0.762 8.297 0.000000 3 2.424 0.000000 0 1.739416 21.884 0 0 ... 1.386294 0 0 0.004 0 1.884793 0 0.0 0 0 0\n3 1.747 9.673 0.000000 2 2.690 3.178054 0 2.215679 9.855 0 1 ... 0.000000 0 11 0.000 0 1.997473 0 0.0 0 1 0\n4 1.824 9.825 0.000000 2 2.700 3.332205 0 2.261531 9.894 0 1 ... 0.000000 0 13 0.000 0 2.001802 0 0.0 0 1 0\n.. ... ... ... .. ... ... .. ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ...\n832 1.125 7.878 0.000000 1 2.136 0.000000 0 1.580145 0.000 0 0 ... 0.693147 0 0 0.045 0 1.837136 0 0.0 0 0 0\n833 1.187 8.046 0.693147 1 2.222 0.000000 2 1.634593 0.000 2 0 ... 0.693147 0 0 -0.025 0 1.874207 0 1.0 0 0 4\n834 0.625 8.901 0.000000 2 2.499 0.000000 0 1.904966 24.203 0 0 ... 1.945910 0 0 0.000 0 1.978928 0 0.0 0 0 0\n835 3.866 8.778 0.000000 6 2.361 0.000000 0 2.070733 11.747 0 1 ... 0.693147 0 0 0.000 0 1.806118 0 0.0 0 0 0\n836 3.706 8.680 0.000000 6 2.361 0.000000 0 2.045093 11.724 0 1 ... 0.693147 0 0 0.000 0 1.806118 0 0.0 0 0 0\n\n[837 rows x 42 columns]", "clf": "XGBClassifier(base_score=0.5, booster='gbtree', colsample_bylevel=1,\n colsample_bynode=1, colsample_bytree=0.8702434039276976,\n eta=0.2593099998788648, gamma=0, gpu_id=-1,\n importance_type='gain', interaction_constraints='',\n learning_rate=0.259310007, max_delta_step=0, max_depth=6,\n min_child_weight=1, missing=nan, monotone_constraints='()',\n n_estimators=188, n_jobs=12, num_parallel_tree=1,\n probability=True, random_state=42, reg_alpha=0, reg_lambda=1,\n scale_pos_weight=1, silent=True, subsample=0.9972633684544026,\n tree_method='exact', use_label_encoder=False,\n validate_parameters=1, verbosity=0)"}}
Loading…
Cancel
Save