diff --git a/__pycache__/run.cpython-38.pyc b/__pycache__/run.cpython-38.pyc
index dd15be5..c554ec0 100644
Binary files a/__pycache__/run.cpython-38.pyc and b/__pycache__/run.cpython-38.pyc differ
diff --git a/cachedir/joblib/run/estimator/07007f7dca9bdfd648d3542e509afb89/metadata.json b/cachedir/joblib/run/estimator/07007f7dca9bdfd648d3542e509afb89/metadata.json
index 2975a37..d5d0a14 100644
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+++ b/cachedir/joblib/run/estimator/07007f7dca9bdfd648d3542e509afb89/metadata.json
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diff --git a/cachedir/joblib/run/estimator/24436eb7944e5f756192f4144586be52/metadata.json b/cachedir/joblib/run/estimator/24436eb7944e5f756192f4144586be52/metadata.json
index 3723b02..bb058ca 100644
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diff --git a/cachedir/joblib/run/estimator/26eaea169055571f02d589ab35824eec/metadata.json b/cachedir/joblib/run/estimator/26eaea169055571f02d589ab35824eec/metadata.json
index b9f4ea0..dd91b7f 100644
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\ No newline at end of file
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diff --git a/cachedir/joblib/run/estimator/2d3aa4b9a7a5e05fecd214f13f35c2f6/metadata.json b/cachedir/joblib/run/estimator/2d3aa4b9a7a5e05fecd214f13f35c2f6/metadata.json
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diff --git a/cachedir/joblib/run/estimator/501c8577828b16d7edbbaa0c4c50298a/metadata.json b/cachedir/joblib/run/estimator/501c8577828b16d7edbbaa0c4c50298a/metadata.json
index a1e7c3c..ac08790 100644
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+++ b/cachedir/joblib/run/estimator/501c8577828b16d7edbbaa0c4c50298a/metadata.json
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\ No newline at end of file
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diff --git a/cachedir/joblib/run/estimator/53c192c9764e2921d7ee2543dca13d78/metadata.json b/cachedir/joblib/run/estimator/53c192c9764e2921d7ee2543dca13d78/metadata.json
index 8247051..b342f37 100644
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+++ b/cachedir/joblib/run/estimator/53c192c9764e2921d7ee2543dca13d78/metadata.json
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diff --git a/cachedir/joblib/run/estimator/6090fba618ef6aae9c62af2152c10831/metadata.json b/cachedir/joblib/run/estimator/6090fba618ef6aae9c62af2152c10831/metadata.json
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diff --git a/cachedir/joblib/run/estimator/61afb17f88fffa151324e4d016d0ccee/metadata.json b/cachedir/joblib/run/estimator/61afb17f88fffa151324e4d016d0ccee/metadata.json
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+++ b/cachedir/joblib/run/estimator/61afb17f88fffa151324e4d016d0ccee/metadata.json
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\ No newline at end of file
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diff --git a/cachedir/joblib/run/estimator/65ad99c302a3e6128ffd21fb73ff7858/metadata.json b/cachedir/joblib/run/estimator/65ad99c302a3e6128ffd21fb73ff7858/metadata.json
index 909aff3..123fdc5 100644
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+++ b/cachedir/joblib/run/estimator/65ad99c302a3e6128ffd21fb73ff7858/metadata.json
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\ No newline at end of file
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diff --git a/cachedir/joblib/run/estimator/878e230e8d668ff8bf9ae658973cf276/metadata.json b/cachedir/joblib/run/estimator/878e230e8d668ff8bf9ae658973cf276/metadata.json
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\ No newline at end of file
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diff --git a/cachedir/joblib/run/estimator/8dbc0d7097e6aca21bb30a8dc860f045/metadata.json b/cachedir/joblib/run/estimator/8dbc0d7097e6aca21bb30a8dc860f045/metadata.json
index 8d82591..3fb32e2 100644
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\ No newline at end of file
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\ No newline at end of file
diff --git a/cachedir/joblib/run/estimator/96ba12b58138896ed090735e777c34ba/metadata.json b/cachedir/joblib/run/estimator/96ba12b58138896ed090735e777c34ba/metadata.json
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\ No newline at end of file
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\ No newline at end of file
diff --git a/cachedir/joblib/run/estimator/9d6d5c57facf6580e27ecc5ac3a9da74/metadata.json b/cachedir/joblib/run/estimator/9d6d5c57facf6580e27ecc5ac3a9da74/metadata.json
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\ No newline at end of file
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\ No newline at end of file
diff --git a/cachedir/joblib/run/estimator/b8a9b059b71e375385bcb3affc80aaae/metadata.json b/cachedir/joblib/run/estimator/b8a9b059b71e375385bcb3affc80aaae/metadata.json
index ffc21dd..6ca1fb9 100644
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\ No newline at end of file
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diff --git a/cachedir/joblib/run/estimator/bd6da16bc4f265fe52537fa5b2e84845/metadata.json b/cachedir/joblib/run/estimator/bd6da16bc4f265fe52537fa5b2e84845/metadata.json
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\ No newline at end of file
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diff --git a/cachedir/joblib/run/estimator/c5ae132fa788a41769fd65f6ea6fc878/metadata.json b/cachedir/joblib/run/estimator/c5ae132fa788a41769fd65f6ea6fc878/metadata.json
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\ No newline at end of file
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\ No newline at end of file
diff --git a/cachedir/joblib/run/estimator/c78d75f852ea2ac732cd2c4d8cf5e3e3/metadata.json b/cachedir/joblib/run/estimator/c78d75f852ea2ac732cd2c4d8cf5e3e3/metadata.json
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+++ b/cachedir/joblib/run/estimator/c78d75f852ea2ac732cd2c4d8cf5e3e3/metadata.json
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\ No newline at end of file
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\ No newline at end of file
diff --git a/cachedir/joblib/run/estimator/d7a4fed50ef206c00c730c9b2e013bcb/metadata.json b/cachedir/joblib/run/estimator/d7a4fed50ef206c00c730c9b2e013bcb/metadata.json
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+++ b/cachedir/joblib/run/estimator/d7a4fed50ef206c00c730c9b2e013bcb/metadata.json
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\ No newline at end of file
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diff --git a/cachedir/joblib/run/estimator/e5b137b59fcad7738516be11e783d76d/metadata.json b/cachedir/joblib/run/estimator/e5b137b59fcad7738516be11e783d76d/metadata.json
index 74933ff..9718af1 100644
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+++ b/cachedir/joblib/run/estimator/e5b137b59fcad7738516be11e783d76d/metadata.json
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\ No newline at end of file
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\ No newline at end of file
diff --git a/cachedir/joblib/run/estimator/e907a73e538f95a05e43901c7239d26f/metadata.json b/cachedir/joblib/run/estimator/e907a73e538f95a05e43901c7239d26f/metadata.json
index 11a2b50..2ecb608 100644
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+++ b/cachedir/joblib/run/estimator/e907a73e538f95a05e43901c7239d26f/metadata.json
@@ -1 +1 @@
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\ No newline at end of file
+{"duration": 13.197858095169067, "input_args": {"n_estimators": "76.44055944226989", "eta": "0.08487346516301046", "max_depth": "7.752867891211309", "subsample": "0.8912139968434072", "colsample_bytree": "0.9223705789444759"}}
\ No newline at end of file
diff --git a/cachedir/joblib/run/estimator/ecc4f427737ec1d8fd0403c51e99091c/metadata.json b/cachedir/joblib/run/estimator/ecc4f427737ec1d8fd0403c51e99091c/metadata.json
index 77d6e5c..24a38c1 100644
--- a/cachedir/joblib/run/estimator/ecc4f427737ec1d8fd0403c51e99091c/metadata.json
+++ b/cachedir/joblib/run/estimator/ecc4f427737ec1d8fd0403c51e99091c/metadata.json
@@ -1 +1 @@
-{"duration": 1.0930531024932861, "input_args": {"n_estimators": "9.956729715098561", "eta": "0.18068320734549853", "max_depth": "8.565246110151298", "subsample": "0.821578285398661", "colsample_bytree": "0.8987591192728782"}}
\ No newline at end of file
+{"duration": 3.0423359870910645, "input_args": {"n_estimators": "9.956729715098561", "eta": "0.18068320734549853", "max_depth": "8.565246110151298", "subsample": "0.821578285398661", "colsample_bytree": "0.8987591192728782"}}
\ No newline at end of file
diff --git a/cachedir/joblib/run/estimator/ef6bb9df399c46bfde63ecf0478c6582/metadata.json b/cachedir/joblib/run/estimator/ef6bb9df399c46bfde63ecf0478c6582/metadata.json
index 282a0dc..bd7f316 100644
--- a/cachedir/joblib/run/estimator/ef6bb9df399c46bfde63ecf0478c6582/metadata.json
+++ b/cachedir/joblib/run/estimator/ef6bb9df399c46bfde63ecf0478c6582/metadata.json
@@ -1 +1 @@
-{"duration": 5.015473365783691, "input_args": {"n_estimators": "73.50613754427229", "eta": "0.05", "max_depth": "9.336611726304309", "subsample": "1.0", "colsample_bytree": "0.8894830486960281"}}
\ No newline at end of file
+{"duration": 17.00960898399353, "input_args": {"n_estimators": "73.50613754427229", "eta": "0.05", "max_depth": "9.336611726304309", "subsample": "1.0", "colsample_bytree": "0.8894830486960281"}}
\ No newline at end of file
diff --git a/cachedir/joblib/run/estimator/f1d92e5f2a3bd05ecb2416c00ab93942/metadata.json b/cachedir/joblib/run/estimator/f1d92e5f2a3bd05ecb2416c00ab93942/metadata.json
index 43de431..cf386ec 100644
--- a/cachedir/joblib/run/estimator/f1d92e5f2a3bd05ecb2416c00ab93942/metadata.json
+++ b/cachedir/joblib/run/estimator/f1d92e5f2a3bd05ecb2416c00ab93942/metadata.json
@@ -1 +1 @@
-{"duration": 1.5668628215789795, "input_args": {"n_estimators": "19.53737551755531", "eta": "0.08523105624369066", "max_depth": "10.813181884524237", "subsample": "0.9973773873201035", "colsample_bytree": "0.9085392166316497"}}
\ No newline at end of file
+{"duration": 5.744019031524658, "input_args": {"n_estimators": "19.53737551755531", "eta": "0.08523105624369066", "max_depth": "10.813181884524237", "subsample": "0.9973773873201035", "colsample_bytree": "0.9085392166316497"}}
\ No newline at end of file
diff --git a/cachedir/joblib/run/estimator/f4424e7e031a773cea1548224ffc9bc5/metadata.json b/cachedir/joblib/run/estimator/f4424e7e031a773cea1548224ffc9bc5/metadata.json
index 1c3633b..8d59875 100644
--- a/cachedir/joblib/run/estimator/f4424e7e031a773cea1548224ffc9bc5/metadata.json
+++ b/cachedir/joblib/run/estimator/f4424e7e031a773cea1548224ffc9bc5/metadata.json
@@ -1 +1 @@
-{"duration": 2.6762499809265137, "input_args": {"n_estimators": "78.05929830372413", "eta": "0.26819361491123006", "max_depth": "8.416776430272158", "subsample": "0.9282741702875538", "colsample_bytree": "0.8650884194092069"}}
\ No newline at end of file
+{"duration": 12.92500615119934, "input_args": {"n_estimators": "78.05929830372413", "eta": "0.26819361491123006", "max_depth": "8.416776430272158", "subsample": "0.9282741702875538", "colsample_bytree": "0.8650884194092069"}}
\ No newline at end of file
diff --git a/cachedir/joblib/run/estimator/f636511a768ea642182097d47d727cb3/metadata.json b/cachedir/joblib/run/estimator/f636511a768ea642182097d47d727cb3/metadata.json
index aa24a74..4e95086 100644
--- a/cachedir/joblib/run/estimator/f636511a768ea642182097d47d727cb3/metadata.json
+++ b/cachedir/joblib/run/estimator/f636511a768ea642182097d47d727cb3/metadata.json
@@ -1 +1 @@
-{"duration": 9.109298944473267, "input_args": {"n_estimators": "122.21742728992572", "eta": "0.06452090304204987", "max_depth": "11.197056874649611", "subsample": "0.941614515559209", "colsample_bytree": "0.8311989040672406"}}
\ No newline at end of file
+{"duration": 14.425058126449585, "input_args": {"n_estimators": "122.21742728992572", "eta": "0.06452090304204987", "max_depth": "11.197056874649611", "subsample": "0.941614515559209", "colsample_bytree": "0.8311989040672406"}}
\ No newline at end of file
diff --git a/cachedir/joblib/run/estimator/func_code.py b/cachedir/joblib/run/estimator/func_code.py
index a416c83..600fc8c 100644
--- a/cachedir/joblib/run/estimator/func_code.py
+++ b/cachedir/joblib/run/estimator/func_code.py
@@ -1,4 +1,4 @@
-# first line: 525
+# first line: 541
@memory.cache
def estimator(n_estimators, eta, max_depth, subsample, colsample_bytree):
# initialize model
diff --git a/cachedir/joblib/run/estimatorFeatureSelection/05074f860d127f52b7cc2a21af7f4778/output.pkl b/cachedir/joblib/run/estimatorFeatureSelection/05074f860d127f52b7cc2a21af7f4778/output.pkl
deleted file mode 100644
index 929f45b..0000000
Binary files a/cachedir/joblib/run/estimatorFeatureSelection/05074f860d127f52b7cc2a21af7f4778/output.pkl and /dev/null differ
diff --git a/cachedir/joblib/run/estimatorFeatureSelection/06fc90fb00d6d77c094d39a4b81e57a3/metadata.json b/cachedir/joblib/run/estimatorFeatureSelection/06fc90fb00d6d77c094d39a4b81e57a3/metadata.json
deleted file mode 100644
index 01346d8..0000000
--- a/cachedir/joblib/run/estimatorFeatureSelection/06fc90fb00d6d77c094d39a4b81e57a3/metadata.json
+++ /dev/null
@@ -1 +0,0 @@
-{"duration": 47.520893812179565, "input_args": {"Data": " F1 F2_l1p F3 F4_p4 F5_l1p F6_l2 F7_l1p F8 F9_l1p F10_l10 F11_p4 F12_p4 F13 F14_l10 F15_l10 F16 F17_p4 F18_l1p\n0 184 5.093750 48 3111696 4.262680 7.622052 2.397895 6 5.176150 1.857332 81450625 639128961 16 2.250420 1.301030 187 47458321 5.940171\n1 158 5.010635 41 4100625 4.290459 7.636625 2.302585 9 5.141664 1.755875 68574961 418161601 14 2.149219 1.278754 189 49787136 5.802118\n2 127 4.976734 41 4477456 4.158883 7.693487 2.302585 6 5.081404 1.799341 74805201 418161601 10 2.201397 1.278754 199 45212176 5.736572\n3 164 4.927254 43 5308416 4.219508 7.658211 2.302585 3 5.093750 1.812913 65610000 454371856 3 2.195900 1.255273 193 18974736 5.641907\n4 112 4.812184 34 8503056 4.174387 7.700440 2.079442 2 4.955827 1.785330 54700816 260144641 14 2.146128 1.230449 200 14776336 5.411646\n.. ... ... .. ... ... ... ... .. ... ... ... ... ... ... ... ... ... ...\n841 173 5.017280 43 4100625 4.430817 7.515700 2.079442 4 5.153292 1.740363 52200625 454371856 15 2.089905 1.278754 180 18974736 5.789960\n842 186 5.023881 45 4100625 4.488636 7.531381 3.135494 1 5.231109 1.838849 43046721 466948881 10 2.187521 1.278754 180 21381376 5.817111\n843 119 5.023881 37 3418801 4.189655 7.700440 2.079442 0 5.123964 1.819544 88529281 276922881 16 2.238046 1.278754 201 24010000 5.849325\n844 172 5.093750 47 2560000 4.234107 7.679480 2.079442 9 5.192957 1.845098 100000000 547981281 6 2.267172 1.301030 200 24010000 6.008813\n845 255 5.583496 58 456976 4.454347 7.515700 1.945910 4 5.655992 1.707570 151807041 916636176 8 2.262451 1.462398 181 121550625 6.926577\n\n[846 rows x 18 columns]", "clf": "XGBClassifier(base_score=0.5, booster='gbtree', colsample_bylevel=1,\n colsample_bynode=1, colsample_bytree=0.8650366644053494,\n eta=0.232401544584516, gamma=0, gpu_id=-1, importance_type='gain',\n interaction_constraints='', learning_rate=0.23240155,\n max_delta_step=0, max_depth=9, min_child_weight=1, missing=nan,\n monotone_constraints='()', n_estimators=178, n_jobs=12,\n num_parallel_tree=1, objective='multi:softprob', probability=True,\n random_state=42, reg_alpha=0, reg_lambda=1, scale_pos_weight=None,\n silent=True, subsample=0.8944429850323898, tree_method='exact',\n use_label_encoder=False, validate_parameters=1, ...)"}}
\ No newline at end of file
diff --git a/cachedir/joblib/run/estimatorFeatureSelection/0ac9d4ad936ae8ef2ecd9a2624cb1f76/metadata.json b/cachedir/joblib/run/estimatorFeatureSelection/0ac9d4ad936ae8ef2ecd9a2624cb1f76/metadata.json
deleted file mode 100644
index 4f4b5ad..0000000
--- a/cachedir/joblib/run/estimatorFeatureSelection/0ac9d4ad936ae8ef2ecd9a2624cb1f76/metadata.json
+++ /dev/null
@@ -1 +0,0 @@
-{"duration": 73.44196105003357, "input_args": {"Data": " F4_p4 F17_p4 F18_l1p F4_p4+F17_p4 F17_p4+F18_l1p ... F4_p4/F18_l1p/F17_p4 F17_p4/F18_l1p/F4_p4 F17_p4/F4_p4/F18_l1p F18_l1p/F4_p4/F17_p4 F18_l1p/F17_p4/F4_p4\n0 3111696 47458321 5.940171 50570017 4.745833e+07 ... 0.011038 2.567534 2.567534 4.022439e-14 4.022439e-14\n1 4100625 49787136 5.802118 53887761 4.978714e+07 ... 0.014195 2.092572 2.092572 2.841969e-14 2.841969e-14\n2 4477456 45212176 5.736572 49689632 4.521218e+07 ... 0.017263 1.760239 1.760239 2.833777e-14 2.833777e-14\n3 5308416 18974736 5.641907 24283152 1.897474e+07 ... 0.049586 0.633556 0.633556 5.601254e-14 5.601254e-14\n4 8503056 14776336 5.411646 23279392 1.477634e+07 ... 0.106336 0.321116 0.321116 4.307126e-14 4.307126e-14\n.. ... ... ... ... ... ... ... ... ... ... ...\n841 4100625 18974736 5.789960 23075361 1.897474e+07 ... 0.037325 0.799190 0.799190 7.441317e-14 7.441317e-14\n842 4100625 21381376 5.817111 25482001 2.138138e+07 ... 0.032969 0.896351 0.896351 6.634706e-14 6.634706e-14\n843 3418801 24010000 5.849325 27428801 2.401001e+07 ... 0.024343 1.200639 1.200639 7.125900e-14 7.125900e-14\n844 2560000 24010000 6.008813 26570000 2.401001e+07 ... 0.017744 1.560858 1.560858 9.775896e-14 9.775896e-14\n845 456976 121550625 6.926577 122007601 1.215506e+08 ... 0.000543 38.401230 38.401230 1.247005e-13 1.247005e-13\n\n[846 rows x 27 columns]", "clf": "XGBClassifier(base_score=0.5, booster='gbtree', colsample_bylevel=1,\n colsample_bynode=1, colsample_bytree=0.8650366644053494,\n eta=0.232401544584516, gamma=0, gpu_id=-1, importance_type='gain',\n interaction_constraints='', learning_rate=0.23240155,\n max_delta_step=0, max_depth=9, min_child_weight=1, missing=nan,\n monotone_constraints='()', n_estimators=178, n_jobs=12,\n num_parallel_tree=1, objective='multi:softprob', probability=True,\n random_state=42, reg_alpha=0, reg_lambda=1, scale_pos_weight=None,\n silent=True, subsample=0.8944429850323898, tree_method='exact',\n use_label_encoder=False, validate_parameters=1, ...)"}}
\ No newline at end of file
diff --git a/cachedir/joblib/run/estimatorFeatureSelection/0b5fff787d3a0fe846630d95a979e40b/output.pkl b/cachedir/joblib/run/estimatorFeatureSelection/0b5fff787d3a0fe846630d95a979e40b/output.pkl
deleted file mode 100644
index c9a61d5..0000000
Binary files a/cachedir/joblib/run/estimatorFeatureSelection/0b5fff787d3a0fe846630d95a979e40b/output.pkl and /dev/null differ
diff --git a/cachedir/joblib/run/estimatorFeatureSelection/0b8f5be3a4ab596af8bd7ba1aea88934/output.pkl b/cachedir/joblib/run/estimatorFeatureSelection/0b8f5be3a4ab596af8bd7ba1aea88934/output.pkl
deleted file mode 100644
index 858bf9e..0000000
Binary files a/cachedir/joblib/run/estimatorFeatureSelection/0b8f5be3a4ab596af8bd7ba1aea88934/output.pkl and /dev/null differ
diff --git a/cachedir/joblib/run/estimatorFeatureSelection/0ef4d1cbb067b8b5550bd232e020b562/metadata.json b/cachedir/joblib/run/estimatorFeatureSelection/0ef4d1cbb067b8b5550bd232e020b562/metadata.json
deleted file mode 100644
index 7c42e70..0000000
--- a/cachedir/joblib/run/estimatorFeatureSelection/0ef4d1cbb067b8b5550bd232e020b562/metadata.json
+++ /dev/null
@@ -1 +0,0 @@
-{"duration": 45.27411508560181, "input_args": {"Data": " F1 F2_l1p F3 F4_p4 F5 F6 F7_l1p F8 F9 F10 F11 F12 F13 F14 F15_l10 F16 F17 F18_l1p\n0 184 5.093750 48 3111696 70 197 2.397895 6 176 72 95 159 16 178 1.301030 187 83 5.940171\n1 158 5.010635 41 4100625 72 199 2.302585 9 170 57 91 143 14 141 1.278754 189 84 5.802118\n2 127 4.976734 41 4477456 63 207 2.302585 6 160 63 93 143 10 159 1.278754 199 82 5.736572\n3 164 4.927254 43 5308416 67 202 2.302585 3 162 65 90 146 3 157 1.255273 193 66 5.641907\n4 112 4.812184 34 8503056 64 208 2.079442 2 141 61 86 127 14 140 1.230449 200 62 5.411646\n.. ... ... .. ... .. ... ... .. ... ... ... ... ... ... ... ... ... ...\n841 173 5.017280 43 4100625 83 183 2.079442 4 172 55 85 146 15 123 1.278754 180 66 5.789960\n842 186 5.023881 45 4100625 88 185 3.135494 1 186 69 81 147 10 154 1.278754 180 68 5.817111\n843 119 5.023881 37 3418801 65 208 2.079442 0 167 66 97 129 16 173 1.278754 201 70 5.849325\n844 172 5.093750 47 2560000 68 205 2.079442 9 179 70 100 153 6 185 1.301030 200 70 6.008813\n845 255 5.583496 58 456976 85 183 1.945910 4 285 51 111 174 8 183 1.462398 181 105 6.926577\n\n[846 rows x 18 columns]", "clf": "XGBClassifier(base_score=0.5, booster='gbtree', colsample_bylevel=1,\n colsample_bynode=1, colsample_bytree=0.8650366644053494,\n eta=0.232401544584516, gamma=0, gpu_id=-1, importance_type='gain',\n interaction_constraints='', learning_rate=0.23240155,\n max_delta_step=0, max_depth=9, min_child_weight=1, missing=nan,\n monotone_constraints='()', n_estimators=178, n_jobs=12,\n num_parallel_tree=1, objective='multi:softprob', probability=True,\n random_state=42, reg_alpha=0, reg_lambda=1, scale_pos_weight=None,\n silent=True, subsample=0.8944429850323898, tree_method='exact',\n use_label_encoder=False, validate_parameters=1, ...)"}}
\ No newline at end of file
diff --git a/cachedir/joblib/run/estimatorFeatureSelection/1b95e82334294447032fcb48560e4edb/output.pkl b/cachedir/joblib/run/estimatorFeatureSelection/1b95e82334294447032fcb48560e4edb/output.pkl
deleted file mode 100644
index 2840709..0000000
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diff --git a/cachedir/joblib/run/estimatorFeatureSelection/1c4353e412fa2d5faad7cd95e060ac0b/output.pkl b/cachedir/joblib/run/estimatorFeatureSelection/1c4353e412fa2d5faad7cd95e060ac0b/output.pkl
deleted file mode 100644
index 578d2e7..0000000
Binary files a/cachedir/joblib/run/estimatorFeatureSelection/1c4353e412fa2d5faad7cd95e060ac0b/output.pkl and /dev/null differ
diff --git a/cachedir/joblib/run/estimatorFeatureSelection/1d615d09674bb466bdf45990a67a5253/output.pkl b/cachedir/joblib/run/estimatorFeatureSelection/1d615d09674bb466bdf45990a67a5253/output.pkl
deleted file mode 100644
index 590db00..0000000
Binary files a/cachedir/joblib/run/estimatorFeatureSelection/1d615d09674bb466bdf45990a67a5253/output.pkl and /dev/null differ
diff --git a/cachedir/joblib/run/estimatorFeatureSelection/1edf0aab1322bad6d8bc1faf9d99ec87/metadata.json b/cachedir/joblib/run/estimatorFeatureSelection/1edf0aab1322bad6d8bc1faf9d99ec87/metadata.json
index b5c245b..fb55e5a 100644
--- a/cachedir/joblib/run/estimatorFeatureSelection/1edf0aab1322bad6d8bc1faf9d99ec87/metadata.json
+++ b/cachedir/joblib/run/estimatorFeatureSelection/1edf0aab1322bad6d8bc1faf9d99ec87/metadata.json
@@ -1 +1 @@
-{"duration": 21.04797101020813, "input_args": {"Data": " F1_l2 F6_b F1_l2+F6_b |F1_l2-F6_b| F1_l2xF6_b F1_l2/F6_b F6_b/F1_l2\n0 -0.621488 1 0.378512 1.621488 -0.621488 -0.621488 -1.609041\n1 -0.785875 1 0.214125 1.785875 -0.785875 -0.785875 -1.272467\n2 -1.836501 11 9.163499 12.836501 -20.201514 -0.166955 -5.989650\n3 -1.395929 6 4.604071 7.395929 -8.375572 -0.232655 -4.298214\n4 -0.943416 3 2.056584 3.943416 -2.830249 -0.314472 -3.179932\n... ... ... ... ... ... ... ...\n1594 -0.736966 2 1.263034 2.736966 -1.473931 -0.368483 -2.713831\n1595 -0.862496 2 1.137504 2.862496 -1.724993 -0.431248 -2.318850\n1596 -0.971431 3 2.028569 3.971431 -2.914293 -0.323810 -3.088228\n1597 -0.632629 3 2.367371 3.632629 -1.897887 -0.210876 -4.742116\n1598 -1.689660 9 7.310340 10.689660 -15.206939 -0.187740 -5.326516\n\n[1599 rows x 7 columns]", "clf": "XGBClassifier(base_score=0.5, booster='gbtree', colsample_bylevel=1,\n colsample_bynode=1, colsample_bytree=0.9223705789444759,\n eta=0.08487346516301046, gamma=0, gpu_id=-1,\n importance_type='gain', interaction_constraints='',\n learning_rate=0.0848734677, max_delta_step=0, max_depth=7,\n min_child_weight=1, missing=nan, monotone_constraints='()',\n n_estimators=76, n_jobs=12, num_parallel_tree=1,\n objective='multi:softprob', probability=True, random_state=42,\n reg_alpha=0, reg_lambda=1, scale_pos_weight=None, silent=True,\n subsample=0.8912139968434072, tree_method='exact',\n use_label_encoder=False, validate_parameters=1, ...)"}}
\ No newline at end of file
+{"duration": 13.386974096298218, "input_args": {"Data": " F1_l2 F6_b F1_l2+F6_b |F1_l2-F6_b| F1_l2xF6_b F1_l2/F6_b F6_b/F1_l2\n0 -0.621488 1 0.378512 1.621488 -0.621488 -0.621488 -1.609041\n1 -0.785875 1 0.214125 1.785875 -0.785875 -0.785875 -1.272467\n2 -1.836501 11 9.163499 12.836501 -20.201514 -0.166955 -5.989650\n3 -1.395929 6 4.604071 7.395929 -8.375572 -0.232655 -4.298214\n4 -0.943416 3 2.056584 3.943416 -2.830249 -0.314472 -3.179932\n... ... ... ... ... ... ... ...\n1594 -0.736966 2 1.263034 2.736966 -1.473931 -0.368483 -2.713831\n1595 -0.862496 2 1.137504 2.862496 -1.724993 -0.431248 -2.318850\n1596 -0.971431 3 2.028569 3.971431 -2.914293 -0.323810 -3.088228\n1597 -0.632629 3 2.367371 3.632629 -1.897887 -0.210876 -4.742116\n1598 -1.689660 9 7.310340 10.689660 -15.206939 -0.187740 -5.326516\n\n[1599 rows x 7 columns]", "clf": "XGBClassifier(base_score=0.5, booster='gbtree', colsample_bylevel=1,\n colsample_bynode=1, colsample_bytree=0.9223705789444759,\n eta=0.08487346516301046, gamma=0, gpu_id=-1,\n importance_type='gain', interaction_constraints='',\n learning_rate=0.0848734677, max_delta_step=0, max_depth=7,\n min_child_weight=1, missing=nan, monotone_constraints='()',\n n_estimators=76, n_jobs=12, num_parallel_tree=1,\n objective='multi:softprob', probability=True, random_state=42,\n reg_alpha=0, reg_lambda=1, scale_pos_weight=None, silent=True,\n subsample=0.8912139968434072, tree_method='exact',\n use_label_encoder=False, validate_parameters=1, ...)"}}
\ No newline at end of file
diff --git a/cachedir/joblib/run/estimatorFeatureSelection/262729b93d27e5fde35bf74327233777/metadata.json b/cachedir/joblib/run/estimatorFeatureSelection/262729b93d27e5fde35bf74327233777/metadata.json
deleted file mode 100644
index 98c754a..0000000
--- a/cachedir/joblib/run/estimatorFeatureSelection/262729b93d27e5fde35bf74327233777/metadata.json
+++ /dev/null
@@ -1 +0,0 @@
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diff --git a/cachedir/joblib/run/estimatorFeatureSelection/288e001fe3bc6466bca37ab31dbda41f/metadata.json b/cachedir/joblib/run/estimatorFeatureSelection/288e001fe3bc6466bca37ab31dbda41f/metadata.json
deleted file mode 100644
index 2c3e0f0..0000000
--- a/cachedir/joblib/run/estimatorFeatureSelection/288e001fe3bc6466bca37ab31dbda41f/metadata.json
+++ /dev/null
@@ -1 +0,0 @@
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\ No newline at end of file
diff --git a/cachedir/joblib/run/estimatorFeatureSelection/2956fe3fc2ead99c0e75e9a3188d9e47/output.pkl b/cachedir/joblib/run/estimatorFeatureSelection/2956fe3fc2ead99c0e75e9a3188d9e47/output.pkl
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diff --git a/cachedir/joblib/run/estimatorFeatureSelection/2d3169a5daa9c48869e1e4c22bdb38ab/output.pkl b/cachedir/joblib/run/estimatorFeatureSelection/2d3169a5daa9c48869e1e4c22bdb38ab/output.pkl
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diff --git a/cachedir/joblib/run/estimatorFeatureSelection/2f5ccd0e905d19e08f82c8becd9fb636/metadata.json b/cachedir/joblib/run/estimatorFeatureSelection/2f5ccd0e905d19e08f82c8becd9fb636/metadata.json
deleted file mode 100644
index 87a30e6..0000000
--- a/cachedir/joblib/run/estimatorFeatureSelection/2f5ccd0e905d19e08f82c8becd9fb636/metadata.json
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@@ -1 +0,0 @@
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diff --git a/cachedir/joblib/run/estimatorFeatureSelection/338c0ce0203eb3a9425d7566258b08d1/metadata.json b/cachedir/joblib/run/estimatorFeatureSelection/338c0ce0203eb3a9425d7566258b08d1/metadata.json
deleted file mode 100644
index 8915ecd..0000000
--- a/cachedir/joblib/run/estimatorFeatureSelection/338c0ce0203eb3a9425d7566258b08d1/metadata.json
+++ /dev/null
@@ -1 +0,0 @@
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diff --git a/cachedir/joblib/run/estimatorFeatureSelection/34c8e6c1e0b45a921fec71093579cf4b/output.pkl b/cachedir/joblib/run/estimatorFeatureSelection/34c8e6c1e0b45a921fec71093579cf4b/output.pkl
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diff --git a/cachedir/joblib/run/estimatorFeatureSelection/36f8e3de0207442df8ccf6f5b52c56cb/metadata.json b/cachedir/joblib/run/estimatorFeatureSelection/36f8e3de0207442df8ccf6f5b52c56cb/metadata.json
deleted file mode 100644
index 8e468b3..0000000
--- a/cachedir/joblib/run/estimatorFeatureSelection/36f8e3de0207442df8ccf6f5b52c56cb/metadata.json
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@@ -1 +0,0 @@
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diff --git a/cachedir/joblib/run/estimatorFeatureSelection/3ac93a5feaf44257be6b3983cc9a709c/metadata.json b/cachedir/joblib/run/estimatorFeatureSelection/3ac93a5feaf44257be6b3983cc9a709c/metadata.json
deleted file mode 100644
index 2270cf1..0000000
--- a/cachedir/joblib/run/estimatorFeatureSelection/3ac93a5feaf44257be6b3983cc9a709c/metadata.json
+++ /dev/null
@@ -1 +0,0 @@
-{"duration": 45.264200925827026, "input_args": {"Data": " F1 F2_l1p F3 F4_p4 F5 F6 F7_l1p F8 F9 F10 F11_p4 F12 F13 F14 F15_l10 F16 F17 F18_l1p\n0 184 5.093750 48 3111696 70 197 2.397895 6 176 72 81450625 159 16 178 1.301030 187 83 5.940171\n1 158 5.010635 41 4100625 72 199 2.302585 9 170 57 68574961 143 14 141 1.278754 189 84 5.802118\n2 127 4.976734 41 4477456 63 207 2.302585 6 160 63 74805201 143 10 159 1.278754 199 82 5.736572\n3 164 4.927254 43 5308416 67 202 2.302585 3 162 65 65610000 146 3 157 1.255273 193 66 5.641907\n4 112 4.812184 34 8503056 64 208 2.079442 2 141 61 54700816 127 14 140 1.230449 200 62 5.411646\n.. ... ... .. ... .. ... ... .. ... ... ... ... ... ... ... ... ... ...\n841 173 5.017280 43 4100625 83 183 2.079442 4 172 55 52200625 146 15 123 1.278754 180 66 5.789960\n842 186 5.023881 45 4100625 88 185 3.135494 1 186 69 43046721 147 10 154 1.278754 180 68 5.817111\n843 119 5.023881 37 3418801 65 208 2.079442 0 167 66 88529281 129 16 173 1.278754 201 70 5.849325\n844 172 5.093750 47 2560000 68 205 2.079442 9 179 70 100000000 153 6 185 1.301030 200 70 6.008813\n845 255 5.583496 58 456976 85 183 1.945910 4 285 51 151807041 174 8 183 1.462398 181 105 6.926577\n\n[846 rows x 18 columns]", "clf": "XGBClassifier(base_score=0.5, booster='gbtree', colsample_bylevel=1,\n colsample_bynode=1, colsample_bytree=0.8650366644053494,\n eta=0.232401544584516, gamma=0, gpu_id=-1, importance_type='gain',\n interaction_constraints='', learning_rate=0.23240155,\n max_delta_step=0, max_depth=9, min_child_weight=1, missing=nan,\n monotone_constraints='()', n_estimators=178, n_jobs=12,\n num_parallel_tree=1, objective='multi:softprob', probability=True,\n random_state=42, reg_alpha=0, reg_lambda=1, scale_pos_weight=None,\n silent=True, subsample=0.8944429850323898, tree_method='exact',\n use_label_encoder=False, validate_parameters=1, ...)"}}
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diff --git a/cachedir/joblib/run/estimatorFeatureSelection/466a8298fd59f365e99b6fc3e3f01b75/output.pkl b/cachedir/joblib/run/estimatorFeatureSelection/466a8298fd59f365e99b6fc3e3f01b75/output.pkl
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diff --git a/cachedir/joblib/run/estimatorFeatureSelection/485f52ed4cb0c38642671ad4188376a9/metadata.json b/cachedir/joblib/run/estimatorFeatureSelection/485f52ed4cb0c38642671ad4188376a9/metadata.json
new file mode 100644
index 0000000..b518de0
--- /dev/null
+++ b/cachedir/joblib/run/estimatorFeatureSelection/485f52ed4cb0c38642671ad4188376a9/metadata.json
@@ -0,0 +1 @@
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diff --git a/cachedir/joblib/run/estimatorFeatureSelection/5b896b6ef986daff474568f3633dd83c/metadata.json b/cachedir/joblib/run/estimatorFeatureSelection/5b896b6ef986daff474568f3633dd83c/metadata.json
deleted file mode 100644
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--- a/cachedir/joblib/run/estimatorFeatureSelection/5b896b6ef986daff474568f3633dd83c/metadata.json
+++ /dev/null
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diff --git a/cachedir/joblib/run/estimatorFeatureSelection/5b896b6ef986daff474568f3633dd83c/output.pkl b/cachedir/joblib/run/estimatorFeatureSelection/5b896b6ef986daff474568f3633dd83c/output.pkl
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diff --git a/cachedir/joblib/run/estimatorFeatureSelection/5c6d9ec9ebd0c96ad37bcece2a7b1ab1/metadata.json b/cachedir/joblib/run/estimatorFeatureSelection/5c6d9ec9ebd0c96ad37bcece2a7b1ab1/metadata.json
index d06314e..0a70287 100644
--- a/cachedir/joblib/run/estimatorFeatureSelection/5c6d9ec9ebd0c96ad37bcece2a7b1ab1/metadata.json
+++ b/cachedir/joblib/run/estimatorFeatureSelection/5c6d9ec9ebd0c96ad37bcece2a7b1ab1/metadata.json
@@ -1 +1 @@
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index fccafad..0000000
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diff --git a/cachedir/joblib/run/estimatorFeatureSelection/5fa740243b273457bc3baef8701c08b7/metadata.json b/cachedir/joblib/run/estimatorFeatureSelection/5fa740243b273457bc3baef8701c08b7/metadata.json
index 0e962a3..e0f5e66 100644
--- a/cachedir/joblib/run/estimatorFeatureSelection/5fa740243b273457bc3baef8701c08b7/metadata.json
+++ b/cachedir/joblib/run/estimatorFeatureSelection/5fa740243b273457bc3baef8701c08b7/metadata.json
@@ -1 +1 @@
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\ No newline at end of file
diff --git a/cachedir/joblib/run/estimatorFeatureSelection/65a8680e38a110dbf88ffa2766ba7c4d/output.pkl b/cachedir/joblib/run/estimatorFeatureSelection/65a8680e38a110dbf88ffa2766ba7c4d/output.pkl
deleted file mode 100644
index 3bfd109..0000000
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index 62cfb34..7cd169d 100644
Binary files a/cachedir/joblib/run/estimatorFeatureSelection/6cb9aa4d3e4f65304fcd4f4b64757ac2/output.pkl and b/cachedir/joblib/run/estimatorFeatureSelection/6cb9aa4d3e4f65304fcd4f4b64757ac2/output.pkl differ
diff --git a/cachedir/joblib/run/estimatorFeatureSelection/6cf213f12622de3190590ff357a547c7/output.pkl b/cachedir/joblib/run/estimatorFeatureSelection/6cf213f12622de3190590ff357a547c7/output.pkl
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index 0000000..e4b6d85
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diff --git a/cachedir/joblib/run/estimatorFeatureSelection/6de6d2772f0347f99fd0f07674d00781/metadata.json b/cachedir/joblib/run/estimatorFeatureSelection/6de6d2772f0347f99fd0f07674d00781/metadata.json
deleted file mode 100644
index 813b74f..0000000
--- a/cachedir/joblib/run/estimatorFeatureSelection/6de6d2772f0347f99fd0f07674d00781/metadata.json
+++ /dev/null
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\ No newline at end of file
diff --git a/cachedir/joblib/run/estimatorFeatureSelection/a8cdf0e365c24415def5bc052ad80f4d/metadata.json b/cachedir/joblib/run/estimatorFeatureSelection/7102203dd1359b6f1157285dc780242a/metadata.json
similarity index 64%
rename from cachedir/joblib/run/estimatorFeatureSelection/a8cdf0e365c24415def5bc052ad80f4d/metadata.json
rename to cachedir/joblib/run/estimatorFeatureSelection/7102203dd1359b6f1157285dc780242a/metadata.json
index 2875c29..2782408 100644
--- a/cachedir/joblib/run/estimatorFeatureSelection/a8cdf0e365c24415def5bc052ad80f4d/metadata.json
+++ b/cachedir/joblib/run/estimatorFeatureSelection/7102203dd1359b6f1157285dc780242a/metadata.json
@@ -1 +1 @@
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\ No newline at end of file
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\ No newline at end of file
diff --git a/cachedir/joblib/run/estimatorFeatureSelection/72ac4adfa3e5cbdd57bcba63418bbace/output.pkl b/cachedir/joblib/run/estimatorFeatureSelection/72ac4adfa3e5cbdd57bcba63418bbace/output.pkl
index 43a849b..d641b47 100644
Binary files a/cachedir/joblib/run/estimatorFeatureSelection/72ac4adfa3e5cbdd57bcba63418bbace/output.pkl and b/cachedir/joblib/run/estimatorFeatureSelection/72ac4adfa3e5cbdd57bcba63418bbace/output.pkl differ
diff --git a/cachedir/joblib/run/estimatorFeatureSelection/2e53de4c7e8abc9521a9c49e70c59bc4/metadata.json b/cachedir/joblib/run/estimatorFeatureSelection/74bc362a63daf52533adca063a624313/metadata.json
similarity index 63%
rename from cachedir/joblib/run/estimatorFeatureSelection/2e53de4c7e8abc9521a9c49e70c59bc4/metadata.json
rename to cachedir/joblib/run/estimatorFeatureSelection/74bc362a63daf52533adca063a624313/metadata.json
index 04002ff..2517d18 100644
--- a/cachedir/joblib/run/estimatorFeatureSelection/2e53de4c7e8abc9521a9c49e70c59bc4/metadata.json
+++ b/cachedir/joblib/run/estimatorFeatureSelection/74bc362a63daf52533adca063a624313/metadata.json
@@ -1 +1 @@
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\ No newline at end of file
diff --git a/cachedir/joblib/run/estimatorFeatureSelection/7579af4607993be593f716b06d743391/output.pkl b/cachedir/joblib/run/estimatorFeatureSelection/7579af4607993be593f716b06d743391/output.pkl
new file mode 100644
index 0000000..d8d50b2
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diff --git a/cachedir/joblib/run/estimatorFeatureSelection/793484f49828dd5b0c5a1ccd1cc97abd/metadata.json b/cachedir/joblib/run/estimatorFeatureSelection/793484f49828dd5b0c5a1ccd1cc97abd/metadata.json
deleted file mode 100644
index 0eb5e70..0000000
--- a/cachedir/joblib/run/estimatorFeatureSelection/793484f49828dd5b0c5a1ccd1cc97abd/metadata.json
+++ /dev/null
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diff --git a/cachedir/joblib/run/estimatorFeatureSelection/7e5ca030c1668579fbf1c3bfe24d631c/output.pkl b/cachedir/joblib/run/estimatorFeatureSelection/7e5ca030c1668579fbf1c3bfe24d631c/output.pkl
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diff --git a/cachedir/joblib/run/estimatorFeatureSelection/9ac81e26de0808e512218625354c5b7c/metadata.json b/cachedir/joblib/run/estimatorFeatureSelection/9ac81e26de0808e512218625354c5b7c/metadata.json
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diff --git a/cachedir/joblib/run/estimatorFeatureSelection/9bb8074ec6b631e352538287bdfa0b0a/metadata.json b/cachedir/joblib/run/estimatorFeatureSelection/9bb8074ec6b631e352538287bdfa0b0a/metadata.json
index 5bca693..e80c547 100644
--- a/cachedir/joblib/run/estimatorFeatureSelection/9bb8074ec6b631e352538287bdfa0b0a/metadata.json
+++ b/cachedir/joblib/run/estimatorFeatureSelection/9bb8074ec6b631e352538287bdfa0b0a/metadata.json
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diff --git a/cachedir/joblib/run/estimatorFeatureSelection/9cfb8bb7fc51dc943ddd76f4f567f229/metadata.json b/cachedir/joblib/run/estimatorFeatureSelection/9cfb8bb7fc51dc943ddd76f4f567f229/metadata.json
deleted file mode 100644
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+++ /dev/null
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diff --git a/cachedir/joblib/run/estimatorFeatureSelection/a1770ce37dc4ce9afdc32b20eed27985/metadata.json b/cachedir/joblib/run/estimatorFeatureSelection/a1770ce37dc4ce9afdc32b20eed27985/metadata.json
deleted file mode 100644
index 9c0dd40..0000000
--- a/cachedir/joblib/run/estimatorFeatureSelection/a1770ce37dc4ce9afdc32b20eed27985/metadata.json
+++ /dev/null
@@ -1 +0,0 @@
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diff --git a/cachedir/joblib/run/estimatorFeatureSelection/a2a5d8e4baf4784280dbe84c84c4ef22/metadata.json b/cachedir/joblib/run/estimatorFeatureSelection/a2a5d8e4baf4784280dbe84c84c4ef22/metadata.json
deleted file mode 100644
index 9a9c7fc..0000000
--- a/cachedir/joblib/run/estimatorFeatureSelection/a2a5d8e4baf4784280dbe84c84c4ef22/metadata.json
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\ No newline at end of file
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diff --git a/cachedir/joblib/run/estimatorFeatureSelection/9ec5001cc39d31e0d168c1aa5f7ad6ef/metadata.json b/cachedir/joblib/run/estimatorFeatureSelection/bd96b87e2e8515c91e0c3f76da7bf0ad/metadata.json
similarity index 65%
rename from cachedir/joblib/run/estimatorFeatureSelection/9ec5001cc39d31e0d168c1aa5f7ad6ef/metadata.json
rename to cachedir/joblib/run/estimatorFeatureSelection/bd96b87e2e8515c91e0c3f76da7bf0ad/metadata.json
index 5f247e6..52f6d35 100644
--- a/cachedir/joblib/run/estimatorFeatureSelection/9ec5001cc39d31e0d168c1aa5f7ad6ef/metadata.json
+++ b/cachedir/joblib/run/estimatorFeatureSelection/bd96b87e2e8515c91e0c3f76da7bf0ad/metadata.json
@@ -1 +1 @@
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\ No newline at end of file
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\ No newline at end of file
diff --git a/cachedir/joblib/run/estimatorFeatureSelection/bdaa23b8c4a2774c7710ba1f4c9b46df/output.pkl b/cachedir/joblib/run/estimatorFeatureSelection/bdaa23b8c4a2774c7710ba1f4c9b46df/output.pkl
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diff --git a/cachedir/joblib/run/estimatorFeatureSelection/bdd807c5f0ea9d506784044cc715fea4/metadata.json b/cachedir/joblib/run/estimatorFeatureSelection/bdd807c5f0ea9d506784044cc715fea4/metadata.json
deleted file mode 100644
index d9a67be..0000000
--- a/cachedir/joblib/run/estimatorFeatureSelection/bdd807c5f0ea9d506784044cc715fea4/metadata.json
+++ /dev/null
@@ -1 +0,0 @@
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\ No newline at end of file
diff --git a/cachedir/joblib/run/estimatorFeatureSelection/bdfd39bb6056beafffcb595b1f522aae/output.pkl b/cachedir/joblib/run/estimatorFeatureSelection/bdfd39bb6056beafffcb595b1f522aae/output.pkl
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index 94b6845..0000000
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diff --git a/cachedir/joblib/run/estimatorFeatureSelection/c1b8be511e9a8599714fe6a780347fd0/metadata.json b/cachedir/joblib/run/estimatorFeatureSelection/c1b8be511e9a8599714fe6a780347fd0/metadata.json
index dfc9212..92e278a 100644
--- a/cachedir/joblib/run/estimatorFeatureSelection/c1b8be511e9a8599714fe6a780347fd0/metadata.json
+++ b/cachedir/joblib/run/estimatorFeatureSelection/c1b8be511e9a8599714fe6a780347fd0/metadata.json
@@ -1 +1 @@
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\ No newline at end of file
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\ No newline at end of file
diff --git a/cachedir/joblib/run/estimatorFeatureSelection/c32b1b329175adb3b9b6b5eab309a55c/metadata.json b/cachedir/joblib/run/estimatorFeatureSelection/c32b1b329175adb3b9b6b5eab309a55c/metadata.json
new file mode 100644
index 0000000..f779bbd
--- /dev/null
+++ b/cachedir/joblib/run/estimatorFeatureSelection/c32b1b329175adb3b9b6b5eab309a55c/metadata.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/cachedir/joblib/run/estimatorFeatureSelection/c8c1c4097f6c501f13cdea1c8910c213/metadata.json b/cachedir/joblib/run/estimatorFeatureSelection/c8c1c4097f6c501f13cdea1c8910c213/metadata.json
deleted file mode 100644
index 16763ad..0000000
--- a/cachedir/joblib/run/estimatorFeatureSelection/c8c1c4097f6c501f13cdea1c8910c213/metadata.json
+++ /dev/null
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\ No newline at end of file
diff --git a/cachedir/joblib/run/estimatorFeatureSelection/ca8bc59bea6b7de130295ec3b0a2cf35/output.pkl b/cachedir/joblib/run/estimatorFeatureSelection/ca8bc59bea6b7de130295ec3b0a2cf35/output.pkl
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index 08b100b..0000000
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diff --git a/cachedir/joblib/run/estimatorFeatureSelection/d7ba7e4f73aab0f3f46d8930988f7af2/metadata.json b/cachedir/joblib/run/estimatorFeatureSelection/d7ba7e4f73aab0f3f46d8930988f7af2/metadata.json
deleted file mode 100644
index 61ab302..0000000
--- a/cachedir/joblib/run/estimatorFeatureSelection/d7ba7e4f73aab0f3f46d8930988f7af2/metadata.json
+++ /dev/null
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diff --git a/cachedir/joblib/run/estimatorFeatureSelection/d9f5d089ef22b74f6730b6145cd56a74/metadata.json b/cachedir/joblib/run/estimatorFeatureSelection/d9f5d089ef22b74f6730b6145cd56a74/metadata.json
new file mode 100644
index 0000000..12da0e0
--- /dev/null
+++ b/cachedir/joblib/run/estimatorFeatureSelection/d9f5d089ef22b74f6730b6145cd56a74/metadata.json
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diff --git a/cachedir/joblib/run/estimatorFeatureSelection/d9f5d089ef22b74f6730b6145cd56a74/output.pkl b/cachedir/joblib/run/estimatorFeatureSelection/d9f5d089ef22b74f6730b6145cd56a74/output.pkl
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diff --git a/cachedir/joblib/run/estimatorFeatureSelection/e0270cf03b5a40ac128a8cc275ed56af/output.pkl b/cachedir/joblib/run/estimatorFeatureSelection/e0270cf03b5a40ac128a8cc275ed56af/output.pkl
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diff --git a/cachedir/joblib/run/estimatorFeatureSelection/e8dffeaa3cab0e986513f7194a282bce/metadata.json b/cachedir/joblib/run/estimatorFeatureSelection/e8dffeaa3cab0e986513f7194a282bce/metadata.json
index 7976493..bd23e49 100644
--- a/cachedir/joblib/run/estimatorFeatureSelection/e8dffeaa3cab0e986513f7194a282bce/metadata.json
+++ b/cachedir/joblib/run/estimatorFeatureSelection/e8dffeaa3cab0e986513f7194a282bce/metadata.json
@@ -1 +1 @@
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\ No newline at end of file
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diff --git a/cachedir/joblib/run/estimatorFeatureSelection/e8dffeaa3cab0e986513f7194a282bce/output.pkl b/cachedir/joblib/run/estimatorFeatureSelection/e8dffeaa3cab0e986513f7194a282bce/output.pkl
index 9112ab3..b0df38f 100644
Binary files a/cachedir/joblib/run/estimatorFeatureSelection/e8dffeaa3cab0e986513f7194a282bce/output.pkl and b/cachedir/joblib/run/estimatorFeatureSelection/e8dffeaa3cab0e986513f7194a282bce/output.pkl differ
diff --git a/cachedir/joblib/run/estimatorFeatureSelection/ee3aaf15c216be57aa4f78a295113ee9/metadata.json b/cachedir/joblib/run/estimatorFeatureSelection/ee3aaf15c216be57aa4f78a295113ee9/metadata.json
index 5547cbe..7d8843c 100644
--- a/cachedir/joblib/run/estimatorFeatureSelection/ee3aaf15c216be57aa4f78a295113ee9/metadata.json
+++ b/cachedir/joblib/run/estimatorFeatureSelection/ee3aaf15c216be57aa4f78a295113ee9/metadata.json
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diff --git a/cachedir/joblib/run/estimatorFeatureSelection/ffcfeece26d8684e0ea24c2611359d2b/metadata.json b/cachedir/joblib/run/estimatorFeatureSelection/ffcfeece26d8684e0ea24c2611359d2b/metadata.json
deleted file mode 100644
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--- a/cachedir/joblib/run/estimatorFeatureSelection/ffcfeece26d8684e0ea24c2611359d2b/metadata.json
+++ /dev/null
@@ -1 +0,0 @@
-{"duration": 12.692944049835205, "input_args": {"Data": " F1 F2 F3 F4\n0 2.5 3.3 6.3 6.0\n1 1.9 2.7 5.8 5.1\n2 2.1 3.0 7.1 5.9\n3 1.8 2.9 6.3 5.6\n4 2.2 3.0 6.5 5.8\n.. ... ... ... ...\n145 0.3 3.0 4.8 1.4\n146 0.2 3.8 5.1 1.6\n147 0.2 3.2 4.6 1.4\n148 0.2 3.7 5.3 1.5\n149 0.2 3.3 5.0 1.4\n\n[150 rows x 4 columns]", "clf": "XGBClassifier(base_score=0.5, booster='gbtree', colsample_bylevel=1,\n colsample_bynode=1, colsample_bytree=0.8311989040672406,\n eta=0.06452090304204987, gamma=0, gpu_id=-1,\n importance_type='gain', interaction_constraints='',\n learning_rate=0.0645209029, max_delta_step=0, max_depth=11,\n min_child_weight=1, missing=nan, monotone_constraints='()',\n n_estimators=122, n_jobs=12, num_parallel_tree=1,\n objective='multi:softprob', probability=True, random_state=42,\n reg_alpha=0, reg_lambda=1, scale_pos_weight=None, silent=True,\n subsample=0.941614515559209, tree_method='exact',\n use_label_encoder=False, validate_parameters=1, ...)"}}
\ No newline at end of file
diff --git a/cachedir/joblib/run/estimatorFeatureSelection/func_code.py b/cachedir/joblib/run/estimatorFeatureSelection/func_code.py
index d015e40..f620cf0 100644
--- a/cachedir/joblib/run/estimatorFeatureSelection/func_code.py
+++ b/cachedir/joblib/run/estimatorFeatureSelection/func_code.py
@@ -1,4 +1,4 @@
-# first line: 796
+# first line: 868
@memory.cache
def estimatorFeatureSelection(Data, clf):
diff --git a/frontend/src/components/DataSetSlider.vue b/frontend/src/components/DataSetSlider.vue
index eae8694..513fe5b 100644
--- a/frontend/src/components/DataSetSlider.vue
+++ b/frontend/src/components/DataSetSlider.vue
@@ -4,9 +4,9 @@