From cd445f1fcc628dbab5ab035e7dec36fcebd0ea0b Mon Sep 17 00:00:00 2001 From: Angelos Chatzimparmpas Date: Thu, 24 Jun 2021 14:41:08 +0200 Subject: [PATCH] new --- __pycache__/run.cpython-38.pyc | Bin 41431 -> 41580 bytes .../metadata.json | 2 +- .../metadata.json | 2 +- .../metadata.json | 2 +- .../metadata.json | 2 +- .../metadata.json | 2 +- .../metadata.json | 2 +- .../metadata.json | 2 +- .../metadata.json | 2 +- .../metadata.json | 2 +- .../metadata.json | 2 +- .../metadata.json | 2 +- .../metadata.json | 2 +- .../metadata.json | 2 +- .../metadata.json | 2 +- .../metadata.json | 2 +- .../metadata.json | 2 +- .../metadata.json | 2 +- .../metadata.json | 2 +- .../metadata.json | 2 +- .../metadata.json | 2 +- .../metadata.json | 2 +- .../metadata.json | 2 +- .../metadata.json | 2 +- .../metadata.json | 2 +- .../metadata.json | 2 +- cachedir/joblib/run/estimator/func_code.py | 4 +- .../output.pkl | Bin 0 -> 792 bytes .../metadata.json | 1 + .../output.pkl | Bin 0 -> 4051 bytes .../output.pkl | Bin 0 -> 4058 bytes .../output.pkl | Bin 0 -> 734 bytes .../metadata.json | 1 + .../output.pkl | Bin 0 -> 428 bytes .../output.pkl | Bin 0 -> 4172 bytes .../output.pkl | Bin 0 -> 4052 bytes .../output.pkl | Bin 0 -> 534 bytes .../metadata.json | 1 + .../metadata.json | 1 + .../metadata.json | 1 + .../output.pkl | Bin 0 -> 419 bytes .../metadata.json | 1 + .../output.pkl | Bin 0 -> 426 bytes .../output.pkl | Bin 0 -> 4054 bytes .../metadata.json | 1 + .../metadata.json | 2 +- .../metadata.json | 1 + .../metadata.json | 1 + .../output.pkl | Bin 0 -> 4063 bytes .../output.pkl | Bin 0 -> 419 bytes .../output.pkl | Bin 0 -> 432 bytes .../output.pkl | Bin 0 -> 4060 bytes .../output.pkl | Bin 0 -> 426 bytes .../output.pkl | Bin 0 -> 4053 bytes .../output.pkl | Bin 0 -> 528 bytes .../output.pkl | Bin 0 -> 3071 bytes .../src/components/FeatureSpaceOverview.vue | 38 +++++++++++++++++- frontend/src/components/Main.vue | 23 +++++++++++ run.py | 27 ++++++++----- 59 files changed, 112 insertions(+), 41 deletions(-) create mode 100644 cachedir/joblib/run/estimatorFeatureSelection/0e09d698e192a513a0e48318923cfe0d/output.pkl create mode 100644 cachedir/joblib/run/estimatorFeatureSelection/1dece5a6ac641a158f55f38c2f19bc3a/metadata.json create mode 100644 cachedir/joblib/run/estimatorFeatureSelection/35b06c1585296cbe5dbde2720b41dc63/output.pkl create mode 100644 cachedir/joblib/run/estimatorFeatureSelection/366a0f8a4600be64c47960c7de8fe1e9/output.pkl create mode 100644 cachedir/joblib/run/estimatorFeatureSelection/3ccec7a626a2fb858a5cc1c2b2f25282/output.pkl create mode 100644 cachedir/joblib/run/estimatorFeatureSelection/402017027ba3a50afc90fd835298d6b6/metadata.json create mode 100644 cachedir/joblib/run/estimatorFeatureSelection/4b9aa4234cd17658680e9705e0dfc853/output.pkl create mode 100644 cachedir/joblib/run/estimatorFeatureSelection/51d22e80197033bfba7c393a5135e6a3/output.pkl create mode 100644 cachedir/joblib/run/estimatorFeatureSelection/5750f70183ad143b12ee3d9f5100c9a4/output.pkl create mode 100644 cachedir/joblib/run/estimatorFeatureSelection/696aa511b71ded760fcddc1a66f612dd/output.pkl create mode 100644 cachedir/joblib/run/estimatorFeatureSelection/6c7221458a9d947f06a9502fc98332dd/metadata.json create mode 100644 cachedir/joblib/run/estimatorFeatureSelection/76bcf55a91df8fc3fc34773609714dee/metadata.json create mode 100644 cachedir/joblib/run/estimatorFeatureSelection/8535477c687736c77a69b62894907190/metadata.json create mode 100644 cachedir/joblib/run/estimatorFeatureSelection/87b94a4add2e9fd3dab5c7c46aeff563/output.pkl create mode 100644 cachedir/joblib/run/estimatorFeatureSelection/89fab13156b31d2cf6dd9570330f8375/metadata.json create mode 100644 cachedir/joblib/run/estimatorFeatureSelection/89fab13156b31d2cf6dd9570330f8375/output.pkl create mode 100644 cachedir/joblib/run/estimatorFeatureSelection/a6d10c8e16c56485298823ed0cf48c75/output.pkl create mode 100644 cachedir/joblib/run/estimatorFeatureSelection/b405d17415daaef70456ed999649a86a/metadata.json create mode 100644 cachedir/joblib/run/estimatorFeatureSelection/ba15a2b93aba4f4c5f4e0e1075402346/metadata.json create mode 100644 cachedir/joblib/run/estimatorFeatureSelection/bb7cdac82ed60476ac6ece61182b94c9/metadata.json create mode 100644 cachedir/joblib/run/estimatorFeatureSelection/c2a997b7ad50002eba29c8f9a2313fb5/output.pkl create mode 100644 cachedir/joblib/run/estimatorFeatureSelection/cdec4a607ce89e2b4c44121266d10374/output.pkl create mode 100644 cachedir/joblib/run/estimatorFeatureSelection/d493dd51896ff851af1777da168b9f19/output.pkl create mode 100644 cachedir/joblib/run/estimatorFeatureSelection/e21e710e7c3716af7b8085e270a95b01/output.pkl create mode 100644 cachedir/joblib/run/estimatorFeatureSelection/e2ee5ec49de6352f9fc8c15ebeb1ab6f/output.pkl create mode 100644 cachedir/joblib/run/estimatorFeatureSelection/ec77c1fe554b7334d3e49fcd98bda14c/output.pkl create mode 100644 cachedir/joblib/run/estimatorFeatureSelection/f3364b8634393facf6a6bfd30bda61e5/output.pkl create mode 100644 cachedir/joblib/run/estimatorFeatureSelection/fb0628e56503d23534fbe87f7939a2b0/output.pkl diff --git a/__pycache__/run.cpython-38.pyc b/__pycache__/run.cpython-38.pyc index ab1fc0a49d63661fb29766ce2087cf26f52b611d..895a7b5ae48079dc2860db52c4469ac97a4dff72 100644 GIT binary patch delta 1138 zcmb7DUu+ab7@u!;@4DAsuf<|}3n+hj#T*UZH7QWw9yr?~@}QxGrecDu%zC9)?#gyb zIJl;1j$RXLkCq7!P&Bs~6BCTYOk%6VsMr`1G|||^*vOOdg@_Nt!~_%dn?2y2-F(0A z_nVoW`F%69KYv62SfZgrwYAj*pWlX-kM4M7F0>B1K4~@exE)~Y*#@>TMcJkqYIh7K zSc*kh3+l}?lnt=s=STqxaJZl8y(Bs)_v_h>!J46LcKCQEb)YxdBbQokK&S=h4q|j- zjP%Kg7rw6&eX%y5k#Dw=;+@!z?j!?~@FWYHB&@RLDXLVH(z>UE6`l6Y8ji!YvhEV= zC0@fC({wiAY!OC0HvY6T;dlAwN2^1EAV&|%NrEss7C~L{qIrGj2>YnVE1qE&$0?dmI#JyK%=7a!Z@7H9V~AK4m*OK7hNn;kC4t zi+0MT_9dtf~KnuI+3^{B`HYut!YqdIc}T=$=FM-1$phh?e1{9rZQm4CmHt%F99N>9@! zpJ&L#MEFv^m96&C ze|4GRXX_v%?iD5=E8>$D410LeLq}YkJOd?BTg<_AalhCjeknGHDO@4R&3kpZX`I*a*5|PqH7?ukq6Cf{syl@vL5gWv<**IM>#1E(9GBP)2vv(`aSD@DOV)=4EtQT9a6vg6|&;6w;yssaL)AJwV z7B^qL0e{J#t{#K&e^h%2izJ!>jZh5+zK!5403l~q#hAsd7`I1wk3BLv#7B;)k&ho7 zLUau8U)YC)6Q>KW1?8FxV}$Dre<;ArecYcX1?nl)k6yigYCaiYJRZO_yiNM6;zIkT zapyX&5e+!oaB}Bs1^+21E4ZnkUcog5u7dXwqHx%sdvn;aS>+g?oaIW$u}_X-EeA37 zj%NG@maZlsKHV!kL{<4Aa2D07udn!I-+S{E7RCMYX82aDb_emi$K8H^Fc5-z_#d(V BIrabm delta 987 zcmb7DTTBx{6x}=9mTiH8px7cJZzX&H$|F1!C=Zbke1Hbg1geW*k%DC+7K%v9Ba!gX zs}U4Qt0elNBAFOJ2#E+kn)stJen}!fXf%-U2PVeZE&A^!bM85Nc6QI)nfldq0VaZUBK6pffpD8|;d;T5vi!v)CeoS)dl#WEMMw^ikx{*4KPIIlcmMC3_&ita*4H6d;GAbrlH>|9>5Ajpmqk=P zo``!y<-SZBmGfl$en76!?TV$Aoq`oyaWYY39i!mcA)CB>*>;1~ zp(~!|%Qf*^bTg>< zO1;BL8~K(*9c{8Y6U$h4+9HI{^2Zz|1=18KP#|3a4_=!zK?1AH7zU|E=d5jY)XVra z(+qa@D>Ds5A`wiRxJ>RwqyF>T|+NZ0hu<{#o1RBvWG!B<> zYUmbpu*_jIKtCQI`2r&xL(wvtLY5_*4~fQ!VLh81bxQ|KRIhHG-Xl`8EnFG?LIdG- zmzP-eRPTw9{k*{0ZmOq|Zerbo<>S@7B?V!TxG>&GW(C}LZ%#Mn$N!|~_~YIaQIr60 z-=BuxtZ3pqL~14O82QQtZiK1Zqg2N$elilP+0x_#g4ew<@ERX^ZM+A@ht+=o^^G0g diff --git a/cachedir/joblib/run/estimator/01638357491a1f7a73e0ab8e8f582409/metadata.json b/cachedir/joblib/run/estimator/01638357491a1f7a73e0ab8e8f582409/metadata.json index 21edcc3..3dc5e94 100644 --- a/cachedir/joblib/run/estimator/01638357491a1f7a73e0ab8e8f582409/metadata.json +++ b/cachedir/joblib/run/estimator/01638357491a1f7a73e0ab8e8f582409/metadata.json @@ -1 +1 @@ -{"duration": 2.468634843826294, "input_args": {"n_estimators": "123.22873559815328", "eta": "0.18061861147148012", "max_depth": "9.30263441184733", "subsample": "0.8914267677503952", "colsample_bytree": "0.8510959039929198"}} \ No newline at end of file +{"duration": 4.604169130325317, "input_args": {"n_estimators": "123.22873559815328", "eta": "0.18061861147148012", "max_depth": "9.30263441184733", "subsample": "0.8914267677503952", "colsample_bytree": "0.8510959039929198"}} \ No newline at end of file diff --git a/cachedir/joblib/run/estimator/07007f7dca9bdfd648d3542e509afb89/metadata.json b/cachedir/joblib/run/estimator/07007f7dca9bdfd648d3542e509afb89/metadata.json index 2659046..b8eef4c 100644 --- a/cachedir/joblib/run/estimator/07007f7dca9bdfd648d3542e509afb89/metadata.json +++ b/cachedir/joblib/run/estimator/07007f7dca9bdfd648d3542e509afb89/metadata.json @@ -1 +1 @@ -{"duration": 1.096883773803711, "input_args": {"n_estimators": "74.90081706613316", "eta": "0.24281758667148645", "max_depth": "6.444267910404542", "subsample": "0.823173811905026", "colsample_bytree": "0.9458014336081975"}} \ No newline at end of file +{"duration": 2.186155080795288, "input_args": {"n_estimators": "74.90081706613316", "eta": "0.24281758667148645", "max_depth": "6.444267910404542", "subsample": "0.823173811905026", "colsample_bytree": "0.9458014336081975"}} \ No newline at end of file diff --git a/cachedir/joblib/run/estimator/2d3aa4b9a7a5e05fecd214f13f35c2f6/metadata.json b/cachedir/joblib/run/estimator/2d3aa4b9a7a5e05fecd214f13f35c2f6/metadata.json index 951f3a2..8033550 100644 --- a/cachedir/joblib/run/estimator/2d3aa4b9a7a5e05fecd214f13f35c2f6/metadata.json +++ b/cachedir/joblib/run/estimator/2d3aa4b9a7a5e05fecd214f13f35c2f6/metadata.json @@ -1 +1 @@ -{"duration": 0.2637169361114502, "input_args": {"n_estimators": "13.819321337554923", "eta": "0.07212312551297988", "max_depth": "7.175897174514871", "subsample": "0.8650660661526529", "colsample_bytree": "0.9843748470046234"}} \ No newline at end of file +{"duration": 0.5445590019226074, "input_args": {"n_estimators": "13.819321337554923", "eta": "0.07212312551297988", "max_depth": "7.175897174514871", "subsample": "0.8650660661526529", "colsample_bytree": "0.9843748470046234"}} \ No newline at end of file diff --git a/cachedir/joblib/run/estimator/501c8577828b16d7edbbaa0c4c50298a/metadata.json b/cachedir/joblib/run/estimator/501c8577828b16d7edbbaa0c4c50298a/metadata.json index 4abe328..6f29929 100644 --- a/cachedir/joblib/run/estimator/501c8577828b16d7edbbaa0c4c50298a/metadata.json +++ b/cachedir/joblib/run/estimator/501c8577828b16d7edbbaa0c4c50298a/metadata.json @@ -1 +1 @@ -{"duration": 1.1226909160614014, "input_args": {"n_estimators": "121.73840441842214", "eta": "0.28767857660247903", "max_depth": "10.39196365086843", "subsample": "0.8312037280884873", "colsample_bytree": "0.8749080237694725"}} \ No newline at end of file +{"duration": 2.0606179237365723, "input_args": {"n_estimators": "121.73840441842214", "eta": "0.28767857660247903", "max_depth": "10.39196365086843", "subsample": "0.8312037280884873", "colsample_bytree": "0.8749080237694725"}} \ No newline at end of file diff --git a/cachedir/joblib/run/estimator/53c192c9764e2921d7ee2543dca13d78/metadata.json b/cachedir/joblib/run/estimator/53c192c9764e2921d7ee2543dca13d78/metadata.json index afdf495..63e4e4c 100644 --- a/cachedir/joblib/run/estimator/53c192c9764e2921d7ee2543dca13d78/metadata.json +++ b/cachedir/joblib/run/estimator/53c192c9764e2921d7ee2543dca13d78/metadata.json @@ -1 +1 @@ -{"duration": 2.356210947036743, "input_args": {"n_estimators": "182.3174784053625", "eta": "0.17379422752781754", "max_depth": "6.20633112669131", "subsample": "0.8517559963200034", "colsample_bytree": "0.8244076469689559"}} \ No newline at end of file +{"duration": 2.69759202003479, "input_args": {"n_estimators": "182.3174784053625", "eta": "0.17379422752781754", "max_depth": "6.20633112669131", "subsample": "0.8517559963200034", "colsample_bytree": "0.8244076469689559"}} \ No newline at end of file diff --git a/cachedir/joblib/run/estimator/6090fba618ef6aae9c62af2152c10831/metadata.json b/cachedir/joblib/run/estimator/6090fba618ef6aae9c62af2152c10831/metadata.json index 1cace46..b2353fa 100644 --- a/cachedir/joblib/run/estimator/6090fba618ef6aae9c62af2152c10831/metadata.json +++ b/cachedir/joblib/run/estimator/6090fba618ef6aae9c62af2152c10831/metadata.json @@ -1 +1 @@ -{"duration": 2.3413259983062744, "input_args": {"n_estimators": "114.44905352605177", "eta": "0.22831119680574874", "max_depth": "10.564710291701385", "subsample": "0.9541934359909122", "colsample_bytree": "0.8239188491876603"}} \ No newline at end of file +{"duration": 3.451591968536377, "input_args": {"n_estimators": "114.44905352605177", "eta": "0.22831119680574874", "max_depth": "10.564710291701385", "subsample": "0.9541934359909122", "colsample_bytree": "0.8239188491876603"}} \ No newline at end of file diff --git a/cachedir/joblib/run/estimator/65ad99c302a3e6128ffd21fb73ff7858/metadata.json b/cachedir/joblib/run/estimator/65ad99c302a3e6128ffd21fb73ff7858/metadata.json index eb03b4f..c72f94c 100644 --- a/cachedir/joblib/run/estimator/65ad99c302a3e6128ffd21fb73ff7858/metadata.json +++ b/cachedir/joblib/run/estimator/65ad99c302a3e6128ffd21fb73ff7858/metadata.json @@ -1 +1 @@ -{"duration": 1.0125761032104492, "input_args": {"n_estimators": "46.40612658226385", "eta": "0.2924774630404986", "max_depth": "10.99465584480253", "subsample": "0.8363649934414201", "colsample_bytree": "0.8041168988591605"}} \ No newline at end of file +{"duration": 0.8569693565368652, "input_args": {"n_estimators": "46.40612658226385", "eta": "0.2924774630404986", "max_depth": "10.99465584480253", "subsample": "0.8363649934414201", "colsample_bytree": "0.8041168988591605"}} \ No newline at end of file diff --git a/cachedir/joblib/run/estimator/76ed4fb5a8425d0cdcb38d7aab16b0b2/metadata.json b/cachedir/joblib/run/estimator/76ed4fb5a8425d0cdcb38d7aab16b0b2/metadata.json index 84f83c8..b49cd3a 100644 --- a/cachedir/joblib/run/estimator/76ed4fb5a8425d0cdcb38d7aab16b0b2/metadata.json +++ b/cachedir/joblib/run/estimator/76ed4fb5a8425d0cdcb38d7aab16b0b2/metadata.json @@ -1 +1 @@ -{"duration": 3.263929843902588, "input_args": {"n_estimators": "186.59460399385202", "eta": "0.13823719698301656", "max_depth": "6.001743521016889", "subsample": "0.8394748246777188", "colsample_bytree": "0.9130349754235753"}} \ No newline at end of file +{"duration": 4.891290187835693, "input_args": {"n_estimators": "186.59460399385202", "eta": "0.13823719698301656", "max_depth": "6.001743521016889", "subsample": "0.8394748246777188", "colsample_bytree": "0.9130349754235753"}} \ No newline at end of file diff --git a/cachedir/joblib/run/estimator/878e230e8d668ff8bf9ae658973cf276/metadata.json b/cachedir/joblib/run/estimator/878e230e8d668ff8bf9ae658973cf276/metadata.json index a009f1b..0eb4da7 100644 --- a/cachedir/joblib/run/estimator/878e230e8d668ff8bf9ae658973cf276/metadata.json +++ b/cachedir/joblib/run/estimator/878e230e8d668ff8bf9ae658973cf276/metadata.json @@ -1 +1 @@ -{"duration": 2.778671979904175, "input_args": {"n_estimators": "89.22927863521258", "eta": "0.12606056073988442", "max_depth": "9.148538589793427", "subsample": "0.8582458280396084", "colsample_bytree": "0.8366809019706868"}} \ No newline at end of file +{"duration": 2.3808789253234863, "input_args": {"n_estimators": "89.22927863521258", "eta": "0.12606056073988442", "max_depth": "9.148538589793427", "subsample": "0.8582458280396084", "colsample_bytree": "0.8366809019706868"}} \ No newline at end of file diff --git a/cachedir/joblib/run/estimator/8dbc0d7097e6aca21bb30a8dc860f045/metadata.json b/cachedir/joblib/run/estimator/8dbc0d7097e6aca21bb30a8dc860f045/metadata.json index 4a18a2a..d5421bb 100644 --- a/cachedir/joblib/run/estimator/8dbc0d7097e6aca21bb30a8dc860f045/metadata.json +++ b/cachedir/joblib/run/estimator/8dbc0d7097e6aca21bb30a8dc860f045/metadata.json @@ -1 +1 @@ -{"duration": 2.2322471141815186, "input_args": {"n_estimators": "74.56689870524991", "eta": "0.11783725794347398", "max_depth": "10.972425054911575", "subsample": "0.8561869019374762", "colsample_bytree": "0.8777354579378964"}} \ No newline at end of file +{"duration": 2.2922229766845703, "input_args": {"n_estimators": "74.56689870524991", "eta": "0.11783725794347398", "max_depth": "10.972425054911575", "subsample": "0.8561869019374762", "colsample_bytree": "0.8777354579378964"}} \ No newline at end of file diff --git a/cachedir/joblib/run/estimator/96ba12b58138896ed090735e777c34ba/metadata.json b/cachedir/joblib/run/estimator/96ba12b58138896ed090735e777c34ba/metadata.json index e23ade1..642d6ae 100644 --- a/cachedir/joblib/run/estimator/96ba12b58138896ed090735e777c34ba/metadata.json +++ b/cachedir/joblib/run/estimator/96ba12b58138896ed090735e777c34ba/metadata.json @@ -1 +1 @@ -{"duration": 0.447145938873291, "input_args": {"n_estimators": "17.393878305774606", "eta": "0.20582453170688947", "max_depth": "7.985388149115895", "subsample": "0.8621964643431325", "colsample_bytree": "0.9726206851751187"}} \ No newline at end of file +{"duration": 0.6899330615997314, "input_args": {"n_estimators": "17.393878305774606", "eta": "0.20582453170688947", "max_depth": "7.985388149115895", "subsample": "0.8621964643431325", "colsample_bytree": "0.9726206851751187"}} \ No newline at end of file diff --git a/cachedir/joblib/run/estimator/9814e674b9997336c137ce7a498b89d2/metadata.json b/cachedir/joblib/run/estimator/9814e674b9997336c137ce7a498b89d2/metadata.json index b48fafa..1feeb15 100644 --- a/cachedir/joblib/run/estimator/9814e674b9997336c137ce7a498b89d2/metadata.json +++ b/cachedir/joblib/run/estimator/9814e674b9997336c137ce7a498b89d2/metadata.json @@ -1 +1 @@ -{"duration": 8.4358651638031, "input_args": {"n_estimators": "189.22741347546307", "eta": "0.18638712930060214", "max_depth": "8.451877954263406", "subsample": "0.9977836095949623", "colsample_bytree": "0.8977236474707452"}} \ No newline at end of file +{"duration": 4.98687219619751, "input_args": {"n_estimators": "189.22741347546307", "eta": "0.18638712930060214", "max_depth": "8.451877954263406", "subsample": "0.9977836095949623", "colsample_bytree": "0.8977236474707452"}} \ No newline at end of file diff --git a/cachedir/joblib/run/estimator/9d6d5c57facf6580e27ecc5ac3a9da74/metadata.json b/cachedir/joblib/run/estimator/9d6d5c57facf6580e27ecc5ac3a9da74/metadata.json index 75fdfcc..c240b6c 100644 --- a/cachedir/joblib/run/estimator/9d6d5c57facf6580e27ecc5ac3a9da74/metadata.json +++ b/cachedir/joblib/run/estimator/9d6d5c57facf6580e27ecc5ac3a9da74/metadata.json @@ -1 +1 @@ -{"duration": 2.5005016326904297, "input_args": {"n_estimators": "179.4913333333915", "eta": "0.24378320584027863", "max_depth": "11.636993649385134", "subsample": "0.919579995762217", "colsample_bytree": "0.9939169255529117"}} \ No newline at end of file +{"duration": 3.4171290397644043, "input_args": {"n_estimators": "179.4913333333915", "eta": "0.24378320584027863", "max_depth": "11.636993649385134", "subsample": "0.919579995762217", "colsample_bytree": "0.9939169255529117"}} \ No newline at end of file diff --git a/cachedir/joblib/run/estimator/a0b1a379a10f9b720cb2a91b1b4f2fa1/metadata.json b/cachedir/joblib/run/estimator/a0b1a379a10f9b720cb2a91b1b4f2fa1/metadata.json index fbc9f3e..ec8d886 100644 --- a/cachedir/joblib/run/estimator/a0b1a379a10f9b720cb2a91b1b4f2fa1/metadata.json +++ b/cachedir/joblib/run/estimator/a0b1a379a10f9b720cb2a91b1b4f2fa1/metadata.json @@ -1 +1 @@ -{"duration": 3.0930938720703125, "input_args": {"n_estimators": "89.69435178841537", "eta": "0.07551767978969", "max_depth": "11.392717959532579", "subsample": "0.8693834288925464", "colsample_bytree": "0.8955099076945017"}} \ No newline at end of file +{"duration": 4.334891080856323, "input_args": {"n_estimators": "89.69435178841537", "eta": "0.07551767978969", "max_depth": "11.392717959532579", "subsample": "0.8693834288925464", "colsample_bytree": "0.8955099076945017"}} \ 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 81014b9..6737b3a 100644 --- a/cachedir/joblib/run/estimator/b8a9b059b71e375385bcb3affc80aaae/metadata.json +++ b/cachedir/joblib/run/estimator/b8a9b059b71e375385bcb3affc80aaae/metadata.json @@ -1 +1 @@ -{"duration": 2.0926430225372314, "input_args": {"n_estimators": "138.4254401698706", "eta": "0.1261534422933427", "max_depth": "6.586032684038303", "subsample": "0.8880304987479203", "colsample_bytree": "0.9616794696232922"}} \ No newline at end of file +{"duration": 2.2697160243988037, "input_args": {"n_estimators": "138.4254401698706", "eta": "0.1261534422933427", "max_depth": "6.586032684038303", "subsample": "0.8880304987479203", "colsample_bytree": "0.9616794696232922"}} \ No newline at end of file diff --git a/cachedir/joblib/run/estimator/bd6da16bc4f265fe52537fa5b2e84845/metadata.json b/cachedir/joblib/run/estimator/bd6da16bc4f265fe52537fa5b2e84845/metadata.json index 05183a2..409408f 100644 --- a/cachedir/joblib/run/estimator/bd6da16bc4f265fe52537fa5b2e84845/metadata.json +++ b/cachedir/joblib/run/estimator/bd6da16bc4f265fe52537fa5b2e84845/metadata.json @@ -1 +1 @@ -{"duration": 2.1937928199768066, "input_args": {"n_estimators": "120.52084092809828", "eta": "0.09991844553958994", "max_depth": "9.08540663048167", "subsample": "0.8092900825439996", "colsample_bytree": "0.9570351922786027"}} \ No newline at end of file +{"duration": 2.345839262008667, "input_args": {"n_estimators": "120.52084092809828", "eta": "0.09991844553958994", "max_depth": "9.08540663048167", "subsample": "0.8092900825439996", "colsample_bytree": "0.9570351922786027"}} \ No newline at end of file diff --git a/cachedir/joblib/run/estimator/c5ae132fa788a41769fd65f6ea6fc878/metadata.json b/cachedir/joblib/run/estimator/c5ae132fa788a41769fd65f6ea6fc878/metadata.json index 935e7c3..f82daed 100644 --- a/cachedir/joblib/run/estimator/c5ae132fa788a41769fd65f6ea6fc878/metadata.json +++ b/cachedir/joblib/run/estimator/c5ae132fa788a41769fd65f6ea6fc878/metadata.json @@ -1 +1 @@ -{"duration": 3.594921827316284, "input_args": {"n_estimators": "164.01497854869265", "eta": "0.0996789203835431", "max_depth": "6.033132702741614", "subsample": "0.9413714687695234", "colsample_bytree": "0.9544489538593315"}} \ No newline at end of file +{"duration": 4.079845905303955, "input_args": {"n_estimators": "164.01497854869265", "eta": "0.0996789203835431", "max_depth": "6.033132702741614", "subsample": "0.9413714687695234", "colsample_bytree": "0.9544489538593315"}} \ No newline at end of file diff --git a/cachedir/joblib/run/estimator/c78d75f852ea2ac732cd2c4d8cf5e3e3/metadata.json b/cachedir/joblib/run/estimator/c78d75f852ea2ac732cd2c4d8cf5e3e3/metadata.json index 3632873..32be3fc 100644 --- a/cachedir/joblib/run/estimator/c78d75f852ea2ac732cd2c4d8cf5e3e3/metadata.json +++ b/cachedir/joblib/run/estimator/c78d75f852ea2ac732cd2c4d8cf5e3e3/metadata.json @@ -1 +1 @@ -{"duration": 3.4963488578796387, "input_args": {"n_estimators": "178.00648480238368", "eta": "0.232401544584516", "max_depth": "9.825344828131279", "subsample": "0.8944429850323898", "colsample_bytree": "0.8650366644053494"}} \ No newline at end of file +{"duration": 3.892625093460083, "input_args": {"n_estimators": "178.00648480238368", "eta": "0.232401544584516", "max_depth": "9.825344828131279", "subsample": "0.8944429850323898", "colsample_bytree": "0.8650366644053494"}} \ No newline at end of file diff --git a/cachedir/joblib/run/estimator/d7a4fed50ef206c00c730c9b2e013bcb/metadata.json b/cachedir/joblib/run/estimator/d7a4fed50ef206c00c730c9b2e013bcb/metadata.json index 820d210..dc7286b 100644 --- a/cachedir/joblib/run/estimator/d7a4fed50ef206c00c730c9b2e013bcb/metadata.json +++ b/cachedir/joblib/run/estimator/d7a4fed50ef206c00c730c9b2e013bcb/metadata.json @@ -1 +1 @@ -{"duration": 3.7734007835388184, "input_args": {"n_estimators": "111.60850447193953", "eta": "0.12792776902235276", "max_depth": "9.120408127066865", "subsample": "0.8369708911051055", "colsample_bytree": "0.9325044568707964"}} \ No newline at end of file +{"duration": 2.746361255645752, "input_args": {"n_estimators": "111.60850447193953", "eta": "0.12792776902235276", "max_depth": "9.120408127066865", "subsample": "0.8369708911051055", "colsample_bytree": "0.9325044568707964"}} \ No newline at end of file diff --git a/cachedir/joblib/run/estimator/e5b137b59fcad7738516be11e783d76d/metadata.json b/cachedir/joblib/run/estimator/e5b137b59fcad7738516be11e783d76d/metadata.json index 467918c..72b0b8e 100644 --- a/cachedir/joblib/run/estimator/e5b137b59fcad7738516be11e783d76d/metadata.json +++ b/cachedir/joblib/run/estimator/e5b137b59fcad7738516be11e783d76d/metadata.json @@ -1 +1 @@ -{"duration": 2.851027011871338, "input_args": {"n_estimators": "190.03267976439997", "eta": "0.09263103092182289", "max_depth": "6.390309557911677", "subsample": "0.9931264066149119", "colsample_bytree": "0.9215089703802877"}} \ No newline at end of file +{"duration": 3.7448790073394775, "input_args": {"n_estimators": "190.03267976439997", "eta": "0.09263103092182289", "max_depth": "6.390309557911677", "subsample": "0.9931264066149119", "colsample_bytree": "0.9215089703802877"}} \ 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 d41e440..be76953 100644 --- a/cachedir/joblib/run/estimator/e907a73e538f95a05e43901c7239d26f/metadata.json +++ b/cachedir/joblib/run/estimator/e907a73e538f95a05e43901c7239d26f/metadata.json @@ -1 +1 @@ -{"duration": 1.353074073791504, "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 +{"duration": 1.4961860179901123, "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 2d9b677..7d3c6a0 100644 --- a/cachedir/joblib/run/estimator/ecc4f427737ec1d8fd0403c51e99091c/metadata.json +++ b/cachedir/joblib/run/estimator/ecc4f427737ec1d8fd0403c51e99091c/metadata.json @@ -1 +1 @@ -{"duration": 1.3453011512756348, "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": 0.5324859619140625, "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/eefbc848db1507e48416e389ebd02837/metadata.json b/cachedir/joblib/run/estimator/eefbc848db1507e48416e389ebd02837/metadata.json index 9908cca..f26d22f 100644 --- a/cachedir/joblib/run/estimator/eefbc848db1507e48416e389ebd02837/metadata.json +++ b/cachedir/joblib/run/estimator/eefbc848db1507e48416e389ebd02837/metadata.json @@ -1 +1 @@ -{"duration": 5.720117807388306, "input_args": {"n_estimators": "188.7569839959147", "eta": "0.2593099998788648", "max_depth": "6.400782463573032", "subsample": "0.9972633684544026", "colsample_bytree": "0.8702434039276976"}} \ No newline at end of file +{"duration": 4.204831838607788, "input_args": {"n_estimators": "188.7569839959147", "eta": "0.2593099998788648", "max_depth": "6.400782463573032", "subsample": "0.9972633684544026", "colsample_bytree": "0.8702434039276976"}} \ 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 cf466d9..a145eab 100644 --- a/cachedir/joblib/run/estimator/f1d92e5f2a3bd05ecb2416c00ab93942/metadata.json +++ b/cachedir/joblib/run/estimator/f1d92e5f2a3bd05ecb2416c00ab93942/metadata.json @@ -1 +1 @@ -{"duration": 0.5371649265289307, "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": 0.9143180847167969, "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/f636511a768ea642182097d47d727cb3/metadata.json b/cachedir/joblib/run/estimator/f636511a768ea642182097d47d727cb3/metadata.json index 5e0afee..6440931 100644 --- a/cachedir/joblib/run/estimator/f636511a768ea642182097d47d727cb3/metadata.json +++ b/cachedir/joblib/run/estimator/f636511a768ea642182097d47d727cb3/metadata.json @@ -1 +1 @@ -{"duration": 4.091923952102661, "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": 2.5245182514190674, "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 78615db..db2b4e3 100644 --- a/cachedir/joblib/run/estimator/func_code.py +++ b/cachedir/joblib/run/estimator/func_code.py @@ -1,8 +1,8 @@ -# first line: 586 +# first line: 580 @memory.cache def estimator(n_estimators, eta, max_depth, subsample, colsample_bytree): # initialize model - print('loopingNew') + print('loopingQSAR') n_estimators = int(n_estimators) max_depth = int(max_depth) model = XGBClassifier(n_estimators=n_estimators, eta=eta, max_depth=max_depth, subsample=subsample, colsample_bytree=colsample_bytree, n_jobs=-1, random_state=RANDOM_SEED, silent=True, verbosity = 0, use_label_encoder=False) diff --git a/cachedir/joblib/run/estimatorFeatureSelection/0e09d698e192a513a0e48318923cfe0d/output.pkl b/cachedir/joblib/run/estimatorFeatureSelection/0e09d698e192a513a0e48318923cfe0d/output.pkl new file mode 100644 index 0000000000000000000000000000000000000000..06b57ac6c14037da68409873da40cd014a3dd574 GIT binary patch literal 792 zcmY+BJ#G|15JuO6luLAk#L(1#Rr>&Y0Vf0?0&6o%SdbvuD{%lqa{xFg-?Vpk@CKu< zH$C;et@`=;_nTL{`TP9z_T$ynZuih`?hm)$+x0`EcHQ>gmd5Kr;>*3DkV)TNYDN9H z_xI1>5jSk!_;I=6v;Oqq0%8TTAE3A6(r#|Qemk5pS-mHlIT=OHbaw8MC&LVPCdokeb|cN!6BVTsY;pD(x6h*hl)t(uvi*gm=&!Y{YM^;PrvTwU!M=^ zGzF-O1r=!&x?ltV86;6@00^h9D3wOgc#d8_MILpg5LbBO1>&d|tA$F^jQjf{E{BUS zNn$FP``N-&&84V-5r4)aq-d`S42cW&^ormCj47Njb0$Gg1sG=M+lkr8(80j)J7aPq z60Nb$$>bf$>}VAjj=ZG7^4d8EcbGGDgANT>^NMj7$^7 sc0o7CnJ7{$tK9ed&1u2Ksknctzmg^iU>G0ypL)}*pbY< zM=pUc_;DX`j9R=6kPlSA22nR3)^o~+3fwJ@+`1(jwM#`>(~(LF>5OQ_oZRg2mRqFC zA9SQS4z|RIX5bc)>Jc@ku;#9`k#o{!qvbpzb)5n^j*m3T;NK$aB3Q@x7%|cq9a|!r zB~DsN*1LlW*4@Y9DOw_!kVYx52PgRJDHEXhm*eo9RJ~a!L9gi;0E<#M$}XTA&T0Y#(23WID0e;k@^b*N^G_o$5l9-gpRvU$LVry6OY6pDfm`DqIQg0dXumu&! zJD6H8L^F>Gxs!xpq}f#maT%0#q?SvrcoU_eAqTwXuB?dJ(SQV(U`N$4v85S_!@A}0X^@oT zGm%SRo0^D}a~xsf6E{lap*|J6`Kgwc=vT!katjYbASFfzX_^R2D(df0;>B#m4TGcc z1Dc7@dXNcBgHXg~kJSPSl7VJH?M#3M|HbqLb#$62H_aBYT9FR7R^b&Ikwf6cWq#6N zBD*?0k-{OkoV&^)CJWa@0Wr}`q*zJ@-3BZWkuifX0WzF|j?G=07eKKR#7c(fyEac; zHIdJRVfDzWHNvWK*Ic8p`e~(b5tQR1=D+_ZCWEV5gNaOSK%RU}tugCT&!|CqstX08 zqES(U`&1_?N8zHO2K+;v3$@HvP!qwa=8G`4FGAS9h~xaC@=g=GafDz_HD99Z{<%Td zuN!22Zcz2PLmV~N7Hx*VVPsUN+7zZ(yL;NeGQCD?bb_{BVE2_(>94p&;?0^EynkMC zi@W=;J8mX}k~8bG;ikI>w;hf};q!2sCGJf?MdVYj&keUeuW-fWb8|{u43?W*iqEHB zpI6+X^!aN_rPRg^scl;T`rL5qa|i6q_W_NizXBG|pT-CCDb=oRSL7PX=Qa`lpYN^{ z+10$dT6Ojr4KtNXGPnXzKcix->Y5)zJb6avmC>WAt>~V?Id^zr@|k%14Dw>+8SF*< zjFrbw&y@kG?s>-STqMp=7}uV-7}=WRf>0CvB`4Znjd+ydtzEo$aBF&2L|fln?LR~1 zwk83Mv}ykqt8N+wXPI`s60Gil7d(w;2UOt_mz^zK^&!_(6Q#Fa;&D+p;WEGV)CK0& zTvz>9>bkWX$@jsFW0GAL#+kNEt#$t?TwNQdKHyWa8e-Gdc|7u%f54m_`3x8HOc-uJ zg}b%j73Y)D?B}B75vKiHQ^Ma8Ubr}<-^$zI376z*ps&Qcwduw0)}~@|;!)vq;BWC> z`r%pLU^A~At|sBx;=SzO%ImGt>AVEAe~WkDzqRs)lb-(bn`=+&^+^tROr5VPX=qn2 zKLpCS1mZ|XLj&-o0VxkgG(cM#uq@%_VZ?9iK{TC^(U)Hz*4GPY{tsu`m&f(una}s> zVd@?())Ob#x1Kh#yq+{unm(rV@UfmQQ#XA~=@En``-U3R&P%>kFY*ggq6qw*EWu*y^qq1 zqXK0gm~PFB&pET^!w>IKYcEkS1m;@WF}lw>3-*!*?O5);htYaNAz04hP%>6&PkiCQR|8_wF~4pKFVr~zfIP~v5E1uVwJTf zw!}3n?6g*FP6rjlds>H=7=>U$8l}7+?BLf+B|uTI#^JT7dReH1UJs8lqRtwXRX{hO zFOu0~fmF0K7P;91YZWTMuYR=IqPVX?))0mBDa+{DlNmxdjU3Czb3&mPx)K)v*L}_Tq2Jdw$D`IvGAi*Wr(X~x%Y0BML z!$zgv*4L&JqU|htHqf|F2>i+4|=Xbwvg5jlyc`OyNmTwu_km{-2l}T-^ptWRNFn2XyqU-*- zLD%dCS)UtJeeMuB@T}7k(r*}z>T$@hwpexBaCn~0^@U)!ZW=s2N@-l=va^M2&XbRuD!Xipmjjp`E|^&{Cawl=-$w|HT4;bGx< z=x_1vIJd?P7W2~KdXnFr%zOXr@ea<}#%n<9xAN}xw^rV8($jx_b?s@rK*>Ql#{Fd_ z4J775Mj$M1LImO{M<7tBQv*^Sjc9;&YQS;|&yOSK&PP!?fkDr+X1%|<9wKC$N3;h p=_QWyB_hkuFAz!TBXuu{I-eZ*7S1?K>(Ynb1sEC8+VZU|R*kI(B#&6%SMtE#hU6J<7!lqDxKqSW-caEWF@IWtQg0!)ZS zN@7KF0Ra;x8ePd%IH?T*Ml`2rxM1X!eF*Tvq%parL{93v-RJ(k&D}l}6}rhu^1%#6 z7L!sn8y}oRYU)Ukpnc7TzEGz~ny6^5CQTbe6Qn4q5Eqj=s=Y1Ml8Rs>SoI`NK-hOj zoC^pH+X*0Obwo^MJO&!m{?VEb2Q((`v{xAod^9|f-b*uTXB(aXXCGbxXBRfL&*P=p w&c9x>9bZ<@b`~^Dt(K;=?|%Fv;DYe1)6xrqw(N=k8WhKeLRV~AG2J@;0yMIs^Z)<= literal 0 HcmV?d00001 diff --git a/cachedir/joblib/run/estimatorFeatureSelection/402017027ba3a50afc90fd835298d6b6/metadata.json b/cachedir/joblib/run/estimatorFeatureSelection/402017027ba3a50afc90fd835298d6b6/metadata.json new file mode 100644 index 0000000..b401c61 --- /dev/null +++ b/cachedir/joblib/run/estimatorFeatureSelection/402017027ba3a50afc90fd835298d6b6/metadata.json @@ -0,0 +1 @@ +{"duration": 23.081444025039673, "input_args": {"Data": " F5 F26_p2 F5+F26_p2 |F5-F26_p2| F5xF26_p2 F5/F26_p2 F26_p2/F5\n0 2.263 23.280625 25.543625 21.017625 52.684054 0.097205 10.287506\n1 2.194 20.811844 23.005844 18.617844 45.661186 0.105421 9.485799\n2 2.424 24.820324 27.244324 22.396324 60.164465 0.097662 10.239408\n3 2.690 39.891856 42.581856 37.201856 107.309093 0.067432 14.829686\n4 2.700 40.068900 42.768900 37.368900 108.186030 0.067384 14.840333\n.. ... ... ... ... ... ... ...\n832 2.136 20.241001 22.377001 18.105001 43.234778 0.105528 9.476124\n833 2.222 22.877089 25.099089 20.655089 50.832892 0.097128 10.295720\n834 2.499 28.196100 30.695100 25.697100 70.462054 0.088629 11.282953\n835 2.361 24.770529 27.131529 22.409529 58.483219 0.095315 10.491541\n836 2.361 24.770529 27.131529 22.409529 58.483219 0.095315 10.491541\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)"}} \ No newline at end of file diff --git a/cachedir/joblib/run/estimatorFeatureSelection/4b9aa4234cd17658680e9705e0dfc853/output.pkl b/cachedir/joblib/run/estimatorFeatureSelection/4b9aa4234cd17658680e9705e0dfc853/output.pkl new file mode 100644 index 0000000000000000000000000000000000000000..672e090efdca1a0040395a772079baf037935825 GIT binary patch literal 428 zcmY+9Jx&8L5QRbFB(9K%toilqg(Nl+j9bG%1q<NC>rlO~s~57eL8)aiYvgEefj}OX>wqrT6m2n5KO+|EZ2^Ay4|e5VH(-s^%Cp%$ Y|Gr|qWqi8D^^hK+TFNDzYor?UAIha+4FCWD literal 0 HcmV?d00001 diff --git a/cachedir/joblib/run/estimatorFeatureSelection/51d22e80197033bfba7c393a5135e6a3/output.pkl b/cachedir/joblib/run/estimatorFeatureSelection/51d22e80197033bfba7c393a5135e6a3/output.pkl new file mode 100644 index 0000000000000000000000000000000000000000..cd869e316e1101b3ed196a1cb2107a5aa5cbb089 GIT binary patch literal 4172 zcmZ{nJC0sA427M<3&m+2_+*jNLmkDntf}vcMp5<#0J{a>yX995P5$hzt_tjX|QkF-Vj*2E;CJ3=-vy z0kPDdzCUpD*DfDlU0%QY^|$xex_V2a&)&VpFmiQyDz&Flt(H;43FPu*Ges2lXd@cV zE>Cr&sNH5n&9Q1E3(PGTB97?3zAiuOmkXA_3NvYxNPO1-@X<(~LBGbDJQasDKTkQGM1?a;d1mZIOzN zn(ORCDzcqZZaJi@L@QnutI4fc}(U6p-&!G01sVIfqa0;MkAWFO~{=r%u1eJg%HOx)tcE#D;;m5Iy_{9 z_cDe!rkop)AQSZH+9tZRUP}G=@za~Xzt)Mz(lrqJ7<1(5rg{r+b@216E+I-)EDy3uzVIqV2Y+NT2(lGo zDMKY3lR^+-PH@9(ciL#RLrx85lJO?O5FT!)i!e>V2~KXwW{hl<{HRIGW>leGTR~P~ z7&Mv0rdGfToft8EHOB&*t$EN1ieHVu8ia%XL6gu+ibM3rV4Gx}++WFmEWYCF17DWG zC(`rDDK+MeAjNsMQ?pUb7IDcaVH(zrY~WpdXV=Un0)WyS>7*l?)4?bfz*5X%c2{mh zc5Sj=i<`RU4wNQs>QXVCCDCCq&Sh7GQJmtpK9M&PQ{~|RYS<%A7vUCANHREfVjXh} zsQPWzO0%bf-| z$>*{yJXmCZt8Agx9I5rQj^wD;8J?%uv~?t}L!J%5T<7UlT(0*@l2^D}Yo2j#~Hbz>$es^;oo{4gw7)jPN>)a`s&>4>%pQsQSUyA&zll~ z=(#Qt2=@?(FQ-5QUk?ot9E*W`Xux;~YOA!Z+zkH^r`-2*sYKiYe|de+w!!_wV@&`of)au4JBY-jKFJtJwwp}oiZ tWl1XzSw0@)OSgP1-QCCWK+&5_=QgiVNh=P$?Nz}eFUQ*?8)bT*{s%9@P(J_w literal 0 HcmV?d00001 diff --git a/cachedir/joblib/run/estimatorFeatureSelection/5750f70183ad143b12ee3d9f5100c9a4/output.pkl b/cachedir/joblib/run/estimatorFeatureSelection/5750f70183ad143b12ee3d9f5100c9a4/output.pkl new file mode 100644 index 0000000000000000000000000000000000000000..4d935a625356b9e9071d3260004c518bf93d4d34 GIT binary patch literal 4052 zcmZ{nL9Sgj42BDI&K~ZFL3NZkiJja9uz^lGVN`Vtf?-vud!UHDumdKnh6V8b$vgMv zAob}f&+$p@-_CC*@AK1~a{xyfH{CZwwOUjX|QkF-Vj*28r^L3>mpdk_!u$L7#&+8 znk9BxN!GiA3fA4n;VD`on2<&(uLnE$^^^%v{L688PCC7LP=a35F#r~&u$5InH=qxa zSz~}yw6uJpLp#uDZ%){$B+x#CTfhK6kLn!B;^^MKYjZ0?)PuiztGQtI0?zY>pC`p%Mhy< z5~PGlQH*lvoDUvmX6gW2WCPd?CucZJ+<7ve^Mn@R0dFVqF`28wYgG$@;B)jK;M_P% z!eD{hNIE%8%C5M0h(#~~&Q*F*s^(M+URN(S8qED(_~gD?TooPvtYU5gh$u@b~ehUmK% zPh2&T&xB#s$U19;b;ezNjf2&vmBK|(wu_km{-2nHOun-fx;7wBzNQAXb8$lr(ojqiV4XUO)#L*hfMhMlIPm^@&R9lty3RToS7jfP+xYmc3T~Jr(Ibx>t3R@gLx3fzG z-ltdCqVE26hwb9u7;-K4p37(}Dw%mc;_#`bvSKvuIUx9sC+I?iJQT4 z%PbS2PrasBqoS|so?jV%M(35@qqeP_JcDyC@j~k};d%ynG4c%d zqJGB8Yl!NhLyAYwm`M!%wbR^CKSRD4*{b7$P%Zr>Ct6>{AW>qg7cU-Mo1PWXRybGt z&rp^8-WzGt`Yl#nHFVB0?R+KJt(qF|4$hKWTz0l_Rf*hFO)W>4!ik^m%MO?Mt*S0C zxAMB`zjCfy!I69)JUJ%Wbz_`vGiR*}a8}Y5ZosEvb+*8*@_6OZT!AV0TjgP%9>W!= zaJLe?;@rXw=cc3;YW-G}@VA5)ZVu_U<8APSTQUjfR-G67TbW+(* literal 0 HcmV?d00001 diff --git a/cachedir/joblib/run/estimatorFeatureSelection/696aa511b71ded760fcddc1a66f612dd/output.pkl b/cachedir/joblib/run/estimatorFeatureSelection/696aa511b71ded760fcddc1a66f612dd/output.pkl new file mode 100644 index 0000000000000000000000000000000000000000..fc9fe263b120ed30ad64a0a92426c2ed2f94b410 GIT binary patch literal 534 zcmY*WF-`cSIht@O#aN5Wh{jw+Dhp+oW44&86iVC#JrHJAig1 z=9w;2a|Vt03(ZRBZWt|eOU^cEVyv#(uN#28hLTNDrVk@`JVKS z&)478Q`X02eLfvv_ciW+V0!?BExZzJfV$ui+=YaYE)=E>?Dn7E*8h?*A^6>bfYr|EL`oSp|2OegGjED$#~6IC8=I2J{Yi6}O7 z_Whs5VoEi(j0D*YnA9aJ+F^HZbG#$g{3a5ty;`??d$e@B@gfUjTlh6jy7P~=p6One Rc5^(BIGOLB%PoeF-UCcar=6&`% zKK)%DAF@8q&!^u5?7qhR4{Q&Bu!UEG4Nw;xg1e9q(uKmbf!+S|dz^o}c@b7cYivXM zv=ynUl@ulYL|(Y6A=99iB%n&re@|c=y-qSFb+a-v098{cpGX$6LDHZ$IYSn_HG( z2qvK*6bTifN@xg8f+M(uKnMvPp-UJDLqbkS3=*gDX+6t4gS2wMAW<$DB+3bcM7d#* zC`Swu<%&U~oG~DpyfH|WHwK9_nCZ>rjX_#@V~{9s3=-vyL881dNR&4QiSovPSmcdC zqP#Ikls5*6GkMcnkv9fu<&8n2yfH|WHwKCF#voDN7!a$xF-Xj}Pj7B--~asUhnJJ{ za`ZZCb&KA}#_gW19@(1ZZs8!l-P<@KvU`*s1*^Ba^&_md5n(Cj>E_ao$hEdqlcNG< zZI~{_llR`|fj2+AM$R=w!Vs8qDo3l{b5Gct94NHFU4E`2b7r{El$B2=}=-3j` zEV0u{vfdq3up+6G-QL<+?5qEI~tJS66~njCbksiu8n3b zbM9ig5DWvN!97#}_oFnX9BN=(#E&CoHz?}<>C=~YzkjRy3;i63laL&|u45Cp46%A4 zK}whu#VCi)`QTw@rVg-0Hh|4=a)!giohS1-PiPSy@OBa(les#)R<#faK1UA%&W*Dq z3>LVJq?5zM%s#A)fP{`hoEOeU2@Wa&%>;(h~Km7)5U3;SxxRtAjL6ge4W#cPQ~0%8KUo6 zJaN@TJ`;vjBkQaY)){x*YaFaTtrRYTvR%ad_y5F9Sr_QYom(4_Ctp+JHfqhK2I;Bh zj_Eyzp#}D-O{tXHxCK#z{h=o7)*v}*0yx#oh+>-&!8Rj|bCy8CX?w7RSWY!Fv2~wr z$n|wYtmy_-(;Z@Oi89JUu8aA!NikAiya&=>(Tcq1vORE7_^E#a7m-gr*2Lm{dPOe& z?q9FS#oY6&?$Ok^2xW6a4qqHw4urd;oCp3gGG)6*sG1`Y}Z3XLOK+OOK2DN`B`VFI;}6d_RM{7Pc$DF-WW0FraQZ5WEz&&! zTM_YKlYmCrWM_+2j}3QcnZ@;$V7F>&bRHBG@3`!2;hNL&@lc79=?rJmH;8vw*(F<2~M;-_J4?lM{V~&kEa) zcc;TvxWQr?9bPBl+2Xyd-;UQ?rJ17{(E2Ujef?I-TYjkNKfk%wv>H%yKtFXhR?-k9 z?;iqTErB@F(a>;EO9N7RMl?WM8n7(kr8nZ+>WQWkGWzoMVSP10^Pik)UmjP}GduX{ zVd@?(R+kg3TiuN;udZfF)5nw^K34ZKb<@X`9zp14Us1fYDYEy7WA!CMu=){`^oV0M jBC_|=fJl1y&+)lhe(lhQhxjSt6vBoH>E literal 0 HcmV?d00001 diff --git a/cachedir/joblib/run/estimatorFeatureSelection/b405d17415daaef70456ed999649a86a/metadata.json b/cachedir/joblib/run/estimatorFeatureSelection/b405d17415daaef70456ed999649a86a/metadata.json new file mode 100644 index 0000000..7393abf --- /dev/null +++ b/cachedir/joblib/run/estimatorFeatureSelection/b405d17415daaef70456ed999649a86a/metadata.json @@ -0,0 +1 @@ +{"duration": 8.156092882156372, "input_args": {"Data": " F1_l2 F2 F3 F4\n0 1.321928 3.3 6.3 6.0\n1 0.925999 2.7 5.8 5.1\n2 1.070389 3.0 7.1 5.9\n3 0.847997 2.9 6.3 5.6\n4 1.137504 3.0 6.5 5.8\n.. ... ... ... ...\n145 -1.736966 3.0 4.8 1.4\n146 -2.321928 3.8 5.1 1.6\n147 -2.321928 3.2 4.6 1.4\n148 -2.321928 3.7 5.3 1.5\n149 -2.321928 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=0.8702434039276976,\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 objective='multi:softprob', probability=True, random_state=42,\n reg_alpha=0, reg_lambda=1, scale_pos_weight=None, silent=True,\n subsample=0.9972633684544026, tree_method='exact',\n use_label_encoder=False, validate_parameters=1, ...)"}} \ No newline at end of file diff --git a/cachedir/joblib/run/estimatorFeatureSelection/b9f18063a956e60963835da31891e04a/metadata.json b/cachedir/joblib/run/estimatorFeatureSelection/b9f18063a956e60963835da31891e04a/metadata.json index 1d98437..307bb89 100644 --- a/cachedir/joblib/run/estimatorFeatureSelection/b9f18063a956e60963835da31891e04a/metadata.json +++ b/cachedir/joblib/run/estimatorFeatureSelection/b9f18063a956e60963835da31891e04a/metadata.json @@ -1 +1 @@ -{"duration": 48.241634130477905, "input_args": {"Data": " F1 F2 F3 F4 F5 F6 F7 F8 F9 F10 F11 F12 F13 F14 ... 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 3.642 0.000 0 1 9.902 46.7 1 ... 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 3.526 0.000 6 0 10.054 35.1 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 3.339 21.884 0 0 10.226 42.1 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 4.645 9.855 0 1 12.353 31.6 0 ... 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 4.795 9.894 0 1 12.519 31.8 0 ... 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 2.990 0.000 0 0 9.311 43.8 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 3.105 0.000 2 0 9.668 38.9 0 ... 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 3.745 24.203 0 0 10.681 58.3 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 4.201 11.747 0 1 10.735 32.4 0 ... 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 4.127 11.724 0 1 10.694 31.4 0 ... 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)"}} \ No newline at end of file +{"duration": 25.673484086990356, "input_args": {"Data": " F1 F2 F3 F4 F5 F6 F7 F8 F9 F10 F11 F12 F13 F14 F15 F16 F17 F18 F19 F20 F21 F22 F23 F24 F25 F26 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 3.642 0.000 0 1 9.902 46.7 1 3.1934 1.359 0 1.034 1.476 3 3 0 0 1.100 2.483 4.825 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 3.526 0.000 6 0 10.054 35.1 0 1.8929 1.209 0 0.974 4.130 0 0 0 0 1.139 1.744 4.562 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 3.339 21.884 0 0 10.226 42.1 0 2.3934 1.204 0 1.027 1.027 0 0 0 2 1.120 2.773 4.982 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 4.645 9.855 0 1 12.353 31.6 0 7.7233 0.906 0 1.291 5.094 0 0 0 0 1.348 5.741 6.316 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 4.795 9.894 0 1 12.519 31.8 0 7.9184 0.906 0 1.292 5.891 0 0 0 0 1.350 5.742 6.330 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 2.990 0.000 0 0 9.311 43.8 0 3.0778 1.253 0 0.991 1.481 1 0 0 0 1.117 2.146 4.499 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 3.105 0.000 2 0 9.668 38.9 0 3.2726 1.230 0 0.998 1.358 2 0 0 0 1.132 2.315 4.783 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 3.745 24.203 0 0 10.681 58.3 0 2.3715 1.312 0 1.008 1.262 4 0 0 0 1.087 2.500 5.310 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 4.201 11.747 0 1 10.735 32.4 0 1.9452 1.166 0 0.992 10.593 0 0 0 0 1.140 2.300 4.977 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 4.127 11.724 0 1 10.694 31.4 0 1.9472 1.153 0 0.993 9.639 0 0 0 0 1.143 2.321 4.977 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)"}} \ No newline at end of file diff --git a/cachedir/joblib/run/estimatorFeatureSelection/ba15a2b93aba4f4c5f4e0e1075402346/metadata.json b/cachedir/joblib/run/estimatorFeatureSelection/ba15a2b93aba4f4c5f4e0e1075402346/metadata.json new file mode 100644 index 0000000..8892918 --- /dev/null +++ b/cachedir/joblib/run/estimatorFeatureSelection/ba15a2b93aba4f4c5f4e0e1075402346/metadata.json @@ -0,0 +1 @@ +{"duration": 12.524936199188232, "input_args": {"Data": " F1_l2 F4 F1_l2+F4 |F1_l2-F4| F1_l2xF4 F1_l2/F4 F4/F1_l2\n0 1.321928 6.0 7.321928 4.678072 7.931569 0.220321 4.538825\n1 0.925999 5.1 6.025999 4.174001 4.722597 0.181569 5.507563\n2 1.070389 5.9 6.970389 4.829611 6.315297 0.181422 5.512013\n3 0.847997 5.6 6.447997 4.752003 4.748783 0.151428 6.603798\n4 1.137504 5.8 6.937504 4.662496 6.597520 0.196121 5.098885\n.. ... ... ... ... ... ... ...\n145 -1.736966 1.4 -0.336966 3.136966 -2.431752 -1.240690 -0.806003\n146 -2.321928 1.6 -0.721928 3.921928 -3.715085 -1.451205 -0.689082\n147 -2.321928 1.4 -0.921928 3.721928 -3.250699 -1.658520 -0.602947\n148 -2.321928 1.5 -0.821928 3.821928 -3.482892 -1.547952 -0.646015\n149 -2.321928 1.4 -0.921928 3.721928 -3.250699 -1.658520 -0.602947\n\n[150 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 objective='multi:softprob', probability=True, random_state=42,\n reg_alpha=0, reg_lambda=1, scale_pos_weight=None, silent=True,\n subsample=0.9972633684544026, tree_method='exact',\n use_label_encoder=False, validate_parameters=1, ...)"}} \ No newline at end of file diff --git a/cachedir/joblib/run/estimatorFeatureSelection/bb7cdac82ed60476ac6ece61182b94c9/metadata.json b/cachedir/joblib/run/estimatorFeatureSelection/bb7cdac82ed60476ac6ece61182b94c9/metadata.json new file mode 100644 index 0000000..1d985c4 --- /dev/null +++ b/cachedir/joblib/run/estimatorFeatureSelection/bb7cdac82ed60476ac6ece61182b94c9/metadata.json @@ -0,0 +1 @@ +{"duration": 38.24396634101868, "input_args": {"Data": " F1 F2 F3 F4 F5 F6 F7 F8 F9 F10 F11 F12 F13 F14 F15 F16 F17 F18 F19 F20 F21_l1p F22 F23 F24 F25 F26_p2 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 3.642 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 23.280625 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 3.526 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 20.811844 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 3.339 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 24.820324 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 4.645 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 39.891856 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 4.795 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 40.068900 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 2.990 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 20.241001 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 3.105 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 22.877089 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 3.745 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 28.196100 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 4.201 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 24.770529 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 4.127 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 24.770529 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)"}} \ No newline at end of file diff --git a/cachedir/joblib/run/estimatorFeatureSelection/c2a997b7ad50002eba29c8f9a2313fb5/output.pkl b/cachedir/joblib/run/estimatorFeatureSelection/c2a997b7ad50002eba29c8f9a2313fb5/output.pkl new file mode 100644 index 0000000000000000000000000000000000000000..4640ae0562f0e5be3426aad4d0d1587be1f87d94 GIT binary patch literal 4063 zcmZ{nO^#(X422u$IeT~`2Cb_&KXy_JU;{nr31WbHhC~a7t(MpWjo1$hV8mXS@*UrL z^>UFYl~RsxVjnxlPU_d!zyJO9tNi)y^EdDQeEsUx$J^Tv?|=B^_Vn>qZcn#w?e^wo z5-LKK&=8u0j?g6xgdxEZTtXm(go!XEEQBS&3KE0FG@jN?<{6}w0|tq5!5~pi7$nLK zgG4!EkSJFS66K5mvC12RMEm|n`=IF=PX?48t2{DjkvuX;lt%`M{{4qso=&TrGU$Vx zGDwtD2E-<(3=$P0gG510 z*t9TKfxUu#k!vGImP=S1cY0O46xlPEOEUZeNT?ZjD7fx%HVa+<;#A$fQ2JbefIHsHrAVDVR z(X~xh)~LhCov1DZs{*k?K2!krqYb86Ab4GFTw-jCi5|A-66Kh zg+TDRW)QFq&XO=#;B}R5(J+zOhn5kr&{2r=!a1nHMJb?3poIh}ui7NevnDDh%Ta61 zi51}_dem7hJPjsFE94T`RaHdF*^ZF-#EllVRH&jipL!dGf>n%SxA4#fN}+d!l7#xESXcA$aK_)N_LJ^xawKq_Z3^XUyNedY8Uraxtu1OWyP;(Kh73uOi zI=n(7atOS*%qMjwva8*R6b`{r3LS-27f#6*)wu~aH_Td+Vx#tcFNq&r2dVpEGx zfMO+xl?>7MT%5RiA)i$DQjMHvjc}gvRAb{{_32FENl>V+yLseb;NcA=h*V?43qL!AO4vEUw>;6z(Eg zf`^t}k*hJ^mx=s;eRb{1t^(HmDmp)+p|5hR!8L&T5f!afcl}x!#*1a|v>$bDCHxVb zbCGiekIeTY$cvFjuov|sR$fHYI!#hMdc^EpCQf5mI?G4M7b9DNTo9_OKj%d2dnF#F zZYvpYy5QlKBHC)_YX1=`H#P|vq)qF$SasXbJX_lNpJ2CY8azEpX8{2!0^ zcz1qp@xtW7!y>!zR<9SFTj2(adFgOH3C~XE-TrpGK02>CT7=eb@$U7umGb77n*QU9 zYfb9~N)F1Qw;Dn74n!bIEj(oevW2eSU~Y$}Gw9^9w{$`bgc2kMqf)|4Pm`N0pR5^d8qqDQh&`_s72^ CcR7{- literal 0 HcmV?d00001 diff --git a/cachedir/joblib/run/estimatorFeatureSelection/cdec4a607ce89e2b4c44121266d10374/output.pkl b/cachedir/joblib/run/estimatorFeatureSelection/cdec4a607ce89e2b4c44121266d10374/output.pkl new file mode 100644 index 0000000000000000000000000000000000000000..dd2c9bb8990a6170663ae16f9ba244420354bce6 GIT binary patch literal 419 zcmY+9J!%6n5QSsNNv1Nyi20Rve1KFg46aj|trL>cETl;3(t#W|qw(Ukr;whcdEe-L zKmY!%p0eI9>+{bE4j<$33$`af*upEp2B-@T!CgoQ=|W-Jz~T7*InLc~UW8TA8rzUQ zZAGeTB}GX;kr%FN$TX-WiKux&QQ_7Qd73U~&*`~P!6aed;{&l{Gg0N?YR96;F%iXv z?%gk5ET*EhSBt+!j(iIQ)i?+3c9yx~I>OD@L^YASd!*Z4?}D@kVB?&6ox1=%)4e?6 Q=6D`)GT$wiTjUwbKjbrBtpET3 literal 0 HcmV?d00001 diff --git a/cachedir/joblib/run/estimatorFeatureSelection/d493dd51896ff851af1777da168b9f19/output.pkl b/cachedir/joblib/run/estimatorFeatureSelection/d493dd51896ff851af1777da168b9f19/output.pkl new file mode 100644 index 0000000000000000000000000000000000000000..c4b1e781ee02241936e763e38ede0239780928f9 GIT binary patch literal 432 zcmY+9J#GR)426S~lej_(8u@o;%>k&=QB$FZI7Bkux1wzLC!Z=*|AypD`>o6x4NH2(V|-~VsqiEr_@U@PYe(-I5T VGwRzjZqDkFEyLbJy2bFJ+yJm%VR8Tf literal 0 HcmV?d00001 diff --git a/cachedir/joblib/run/estimatorFeatureSelection/e21e710e7c3716af7b8085e270a95b01/output.pkl b/cachedir/joblib/run/estimatorFeatureSelection/e21e710e7c3716af7b8085e270a95b01/output.pkl new file mode 100644 index 0000000000000000000000000000000000000000..ef57b5b68b6c46a5d25b63031e6217da0f4b6e62 GIT binary patch literal 4060 zcmZ{nL5^iL3`HC0IeYjc2Cb*qN$jK+zy^BK6T|@Z42c#DQA_Lr5c^>PNbH3LaBg1x z`gtvNsg!d368qY|PEx+Z2`t|nq!}}k8xjp@QE4QcHw|0AT zGYO915-LKK&=8u0j?g6pLP$u2lrRv6go!XESV3ZtxQs9BCi4u^$^nB!xnPheCkzth zhC!knF-Vjv28nXUfavnZAkn`6(LQK;#8;O9FS&|r zwI6A%_0me90%hx%t~E-GF;?As9MRIOl`I$nvz2=E7Q;rt-l9T1W<+c0HrYi4?3yuV z^HH(^kx2X~?lID8;tQHQ%{*qS(I?0!Dqw?XcuXHw%u#{6=V5(#@!5t{q_rHSmXywk zRs^!{M|A618b9bra~>?onccxHKD8s8mGmB=w2^bt=Chm4EJM3Mj^m@uI{8~=T|6WD zqnlSNh4i5Vycf25Ej~s7%K<-+DA^0qq%_KTJLVkxMlm832Q81VqVlauE$ntgmYy~& zja6WGuurntaspMnbQXpC1gr@b=x00Xs97RrC+*@XnJI;I^;y{`x(;QpjhVBtO{|4J zWpo2PbU_930j54G(X4Gk9%NxUc@7mqWG+-|mTuJ=-o$Bm$cAV(hB&62cOXF~=+U%I zbg4(o*=P4|&o=U0p=V*^aRAi5oR-s!>I6KDF8l4XYT%ZsFk+D220wG%bX+R5f@i z@nW{(hQZnSfMy}|kz@kXAQZ7#Kt^Dbsa8ZwIZG2y}>Iq zB8R|>%Y4$wM0T}%A%#P5*@ns?CJWa>0Wr}mq*y8r-6kv$kuig?0CGBI&SFE0Pk>@2 zh?NY{_guViwL(7W?x`L*YmIQ$c<5lGu=;eS@FXbPMa=&`B_^2ZTe8Ek4ahrR;Y74S zXP^e@U0sPdh-;t*_g!7684a3J1O7#AI-RFUO$2u}Gs4(rgs{zs<33a64Wc);5X@c8 zOmy9+8+3i$AZxlo)pUnAa&nSPdC<{(x2e0KdRE0R-rn_^Zg2^_w$240{RMbN3r+*+ zugFE?&6+s8Pp`&2JZVIs$At)dUq*jVE<9;B+@*E;$m^7T3qaEix29LP;_}@z zl;b!kZB_q@TXeoJ!-z;ZyLI3d=T_bfZc1KZtBW4ghQBqVa&ur`x6Hk~9iDJY7UA5Q^J0JN(yM-p z7bX{873&Dz+V#5r5pS}XXAXCh{BH5?^w~NX{Eep^PXVpp;@#J8t-SfAr~mrm+S7V| zl7n*Sp+=E;1R_9UZa)OVIt6H2jzk0SQv=d-G0ZzPU^#{7ml3Pa7twOEjLYWp3rNy3 zzrHT}UApC9{ok`ZtQ{{d&Nq&BoNt>YE&NM*3E+IgXz%%USznirrF#iN{5qp}exzu} zOB~Oy5_IQlM0=lKA(B>>Wcm5|A!+$ox)&ekdqe+{oDU9{w0!6>u1YCuJT=}Q{{x<3 BIMx6F literal 0 HcmV?d00001 diff --git a/cachedir/joblib/run/estimatorFeatureSelection/e2ee5ec49de6352f9fc8c15ebeb1ab6f/output.pkl b/cachedir/joblib/run/estimatorFeatureSelection/e2ee5ec49de6352f9fc8c15ebeb1ab6f/output.pkl new file mode 100644 index 0000000000000000000000000000000000000000..0449269b85911cd6f5edb8778aa7221ba4f81ae2 GIT binary patch literal 426 zcmZvXJx&8b4241BB(5S6jr=>a&HzCNa_OX-x`u6v~zI`+Q{P5+w4}ZRW^XBvI{ZF4h{&Ks2zNOp!_IOE0u2>|>84IGx8;eAFW05$6nchs^SfrIV7K!r4B2nI0B+46$M0sP8C~qu?Mc!B> z${UMBd1H|{lQ+E;d1H}Q-dH5c8;eAFW05FtEE4671+mH-i^P0;d3SsN@yDM(y;jc4 z(d($yEqWsxw|lmFWNVhYg@gEZZ{vu_?ooOatlsX{kFeTCgr%6(&7~cYYi+3}M+M5- zFkOl#@4e50H$S{a&NW5C5SVi+N2}g*PuQCrD93QGH7pNK5do)$_ff5j*AULv`VM%G1B5|a|yYNK#YZ0$;3?SQWw6KP>j>Ma8vwx9xe z2UF{XXy!2?cakuSG`s2`E`zd;)N;ucZ=y6bwiM;Ajb<%V zcQIWEh5^yw9x8zQQ5v5VH83vX$C0ud6m@@j`SRhnuQk8W&xJS%$-(O?o4{p=)e8wy z!lWohJ9O%Uhnbl=z!up6Hp9so4ik5t%%`5vB0S*jBt9l{b$G3AArO3y9t4~lwImES zxQ(RBVPa+!l7#xis z&`gBZgG^u=gd#S3tQJs^3^WUBX96_%FQzZ3qtisWX|{;figdWO3a`+J90D&c^OFV> z+12TZ6b`}V+*J-SS-2(&h>2z*#ZofpHei8>j2VOpkl_?`Z0_2;0E(3$Rx(82wRz&I ziF_sut4CI?5mt@6<{E|7Pb-Cspd1%5|M@R537LFnD@<)bo_tO4fSwPu06n#|e62to zsDXW|i3-xx?x?~3P&42lSJG|*IMsX+#r8!6+ZSP+Uny1UJVMxrzX0blqk4*5L_YWPDHiXaSLEXF z{_7RFn0x-p>~6F#;|7}>@*Ktl@2N?@Ay2gjbW%W~@@Yn&8*qJI@rujm=9IV^EVs-y zG5XZ&^9o#~K7ZZWA!?s`o!WrwbI0qAJ|9-4zXBH1Pa|{z6N=!p?TTDu`P?Sz|NYH% zCcD~Km+P$FV=q&cYcjY5F!_v%!K#aXj4SuOGJG_*m6K<1&MjV;eWrXrgS;4d276II zW92#2b7e$||Ie76tHc=#L$;qGUyN-1aY3k={+bi*uW)6k$G490;=#S?SrKimbG82r zmHV0mG}5O1TdcZk7@cL>`JZ67W@^xue&QOJoh@8*9(>$WV*1uhJTD3-T;{i?y1>*0 zv4#7n-_~Z={ZHDGd>_0yCfT>fme=kLe1`*{EA_*>5Cy zhP$=k70*`QaIQ*5veL6PCHyVng{wpQE#3xCxF(ZuZrypYzqRRA|17VVoOo9FY{V_z zOFulz8*JvC!{sEuTfCS3TY2eo-g3MJw110t-@mo;hLfKD-|X%cut+~Dru-H z*B=65ErB@F(a->VX+X-85e?9m1}sZ>eH!uGdJ;`1OorEAAJ*3!X#O8(+Ly=m=9v%p z>0#;~F4iL_*tZ@xvb-KOQ<^@e^zgABFH<*tOz9DXCi{xw^_3!fk2uz|L-G3>_}hogZrFZ@^*&HohbMk}m#_-laR<^t0!SSwfG%y1_#Ibav;F)U z=6Pd|rkry&uGwX@##B@bDwkSn22{%O#gqf>FN}8lrB5@BcTw<-5O3d2E@pyRl z9sNVFv1C-#n%ht$f+kC=Ah0zE*QTgyW~9O}!}1)di+x;*N#j;}Ra^*npFN1IfPmVG z$Z0CjSbU*5>uDSo3vI-6Hw<5#osVqMNmqvX%B_lvPFtPbOwe_9G0#RX)!P(3#r_7K QMVW#|Y*PpwAcZ0R0|LTzQ2+n{ literal 0 HcmV?d00001 diff --git a/cachedir/joblib/run/estimatorFeatureSelection/fb0628e56503d23534fbe87f7939a2b0/output.pkl b/cachedir/joblib/run/estimatorFeatureSelection/fb0628e56503d23534fbe87f7939a2b0/output.pkl new file mode 100644 index 0000000000000000000000000000000000000000..a35816923945884bb64aa34053b9043409c13570 GIT binary patch literal 3071 zcmZ9OOO6&t5QOn#$1VPqC5Cq8qh1_<3$S5f%L~LBWN(mQEFS`&%a`%ilE2LUyStdt zXw)5@l^GcsRW*P8`1ilhpXJZ5Uw?Z0-w)58eZIZ<`2O7=w^yHU<@W0Ky51gc5)Yz0 zX*_BB?PI)Het)rl@jd3n`L*7^9?|WLzG6Dqm)G?rDZY?!~yU^buCjMEx)c zjav87(WpUIY2YaY|K7KuHDW{}3i?l>V9!J#>eU$lQNezN9v{EH{pY(l0-%zA3JXdt zz0Dr&-d+JT)jDT2h65P@l$4k#5l{(W_ByN^-hc>wOJ`JG2!KVrD?=YvQ56oX&|+4s zDovwb6cOu$3A!L201|7p8C8*v9A=|7^Jq7wPlzjn?k%*8*@KKuz!=BmL9`7W+Dptc z$s&JiGE5*FQ%CMeCZG}iPrh`>j*vM+gCwk4YSmFRR_%;=NTv+hSnMU1Cso|j**l1a zVo6oXFg94Mju{72rG}v@$gb)vp>yqlghRK&LlP{^WTK5lzB@sz)xAiVW>-{V$J*2$ zL;dsnCqqSniT_>M{}4E4UB(>lZ5S{tPFM=VVP^nC<%G*AwFka5Ds^IG3>Em&sTKF|N5J29>eA-UXKA&Ry95z` z^qPE1;Sd=!>n`oa=tspLEC@fHjbTw?C(gjvhK&P>qb*bmb6xSc%h_0gFa3(JgV_Sn zKsYYrcY&_DOTXgku^lu2(eU2DF>*Zk<%tJdRfAa7l<#EKT4}CxX4e zuc>ec2nR=R+0HeU#x^qwq{@p8o6o_iQd=XMHdU^lvIbLH7^Sy zrS?%rZlT43-{MQNoXI0@?6mUQ?20dg6)rWb)YGy{w-=5BpFg?U;@=B6vh$CtOnHFC zj!<@gpibGGPbB8b<^kdM2b9_$kfv;dPy1ce<0*4Tc#L;Xwck03o$2>Grbb*Ah%0Wt oQ!?%>v0o;E-7k@Ny7-?pVk_^Y?$<@cWe>SFYp??zzrNr82i{wNUjP6A literal 0 HcmV?d00001 diff --git a/frontend/src/components/FeatureSpaceOverview.vue b/frontend/src/components/FeatureSpaceOverview.vue index 5686189..911e7e9 100644 --- a/frontend/src/components/FeatureSpaceOverview.vue +++ b/frontend/src/components/FeatureSpaceOverview.vue @@ -79,6 +79,7 @@ export default { overallDataTransfCorr: [], overallDataTransfMI: [], keepRoot: 1, + collapsed: [] } }, methods: { @@ -414,7 +415,6 @@ export default { // }); update(root, true); // Layout the tree initially and center on the root node - // update the tree // source - source node of the update // transition - whether to do a transition @@ -883,17 +883,26 @@ export default { EventBus.$emit('updateSlice', sendSliceID) } - function dblclick(d) { // Toggle children of node + function dblclick(d, i) { // Toggle children of node if (d3.event.defaultPrevented) { return; } // click suppressed d3.event.preventDefault(); if (d3.event.shiftKey) { expand1Level(d); // expand node by one level } else { + + if (d.children) { + EventBus.$emit('collapsedNode', d.name) + } else if (d._children) { + EventBus.$emit('expandedNode', d.name) + } + toggle(d); } update(d, true); } + + function tooldown(d) { // tool button pressed d3.event.preventDefault(); d3.select(d3.event.target).on('mouseout', toolup); @@ -978,6 +987,16 @@ export default { // } // } + if(this.collapsed.length != 0) { + console.log(this.collapsed) + root.children.forEach(element => { + if (this.collapsed.includes(element.name)) { + toggle(element); + update(element, true); + } + }); + } + // keyboard shortcuts function keydown(key, shift) { if (!key) { @@ -1219,6 +1238,21 @@ export default { } }, mounted () { + + EventBus.$on('expandedNode', data => { + const index = this.collapsed.indexOf(data); + if (index > -1) { + this.collapsed.splice(index, 1); + } + }) + EventBus.$on('collapsedNode', data => { + if(this.collapsed.includes(data)) { + + } else { + this.collapsed.push(data) + } + }) + EventBus.$on('keepRootFun', data => { this.keepRoot = data }) EventBus.$on('quad', data => { this.overallData = data }) diff --git a/frontend/src/components/Main.vue b/frontend/src/components/Main.vue index c8888eb..abd8a97 100755 --- a/frontend/src/components/Main.vue +++ b/frontend/src/components/Main.vue @@ -191,10 +191,33 @@ export default Vue.extend({ methods: { openModalFun () { $('#myModal').modal('show') + this.requestTest() }, closeModalFun () { $('#myModal').modal('hide') }, + requestTest () { + const path = `http://127.0.0.1:5000/data/testResults` + + const postData = { + } + + const axiosConfig = { + headers: { + 'Content-Type': 'application/json', + 'Access-Control-Allow-Origin': '*', + 'Access-Control-Allow-Headers': 'Origin, Content-Type, X-Auth-Token', + 'Access-Control-Allow-Methods': 'GET, PUT, POST, DELETE, OPTIONS' + } + } + axios.post(path, postData, axiosConfig) + .then(response => { + console.log('Execute Test Protocol!') + }) + .catch(error => { + console.log(error) + }) + }, openModalCalculate () { const path = `http://127.0.0.1:5000/data/RequestBestFeatures` diff --git a/run.py b/run.py index b53c9b2..639981b 100644 --- a/run.py +++ b/run.py @@ -580,7 +580,7 @@ def create_global_function(): @memory.cache def estimator(n_estimators, eta, max_depth, subsample, colsample_bytree): # initialize model - print('loopingNew') + print('loopingQSAR') n_estimators = int(n_estimators) max_depth = int(max_depth) model = XGBClassifier(n_estimators=n_estimators, eta=eta, max_depth=max_depth, subsample=subsample, colsample_bytree=colsample_bytree, n_jobs=-1, random_state=RANDOM_SEED, silent=True, verbosity = 0, use_label_encoder=False) @@ -827,16 +827,6 @@ def executeModel(exeCall, flagEx, nodeTransfName): #print(scores) - global StanceTest - if (StanceTest): - y_pred = estimator.predict(XDataTest) - print('Test data set') - print(classification_report(yDataTest, y_pred)) - - y_pred = estimator.predict(XDataExternal) - print('External data set') - print(classification_report(yDataExternal, y_pred)) - return 'Everything Okay' @app.route('/data/RequestBestFeatures', methods=["GET", "POST"]) @@ -2059,4 +2049,19 @@ def transformFeatures(): clickedNodeName = retrieveTransform['nameClicked'] removeNodeID = retrieveTransform['removeNode'] executeModel([removeNodeID[1]], 4, clickedNodeName[0]) + return 'Okay' + +@cross_origin(origin='localhost',headers=['Content-Type','Authorization']) +@app.route('/data/testResults', methods=["GET", "POST"]) +def requestTestFun(): + global StanceTest + global estimator + if (StanceTest): + y_pred = estimator.predict(XDataTest) + print('Test data set') + print(classification_report(yDataTest, y_pred)) + + y_pred = estimator.predict(XDataExternal) + print('External data set') + print(classification_report(yDataExternal, y_pred)) return 'Okay' \ No newline at end of file