From 9a2de102a0244af0ed67e0fec5ebc220497cd203 Mon Sep 17 00:00:00 2001
From: Angelos Chatzimparmpas <angelos.chatzimparmpas@gmail.com>
Date: Mon, 10 Jan 2022 21:42:44 +0100
Subject: [PATCH] Ready Version

---
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 .../estimatorFeatureSelection/func_code.py    |   5 +-
 data_sample.csv                               |  77 ++++++++++++++++++
 frontend/src/components/DataSetSlider.vue     |  11 +--
 frontend/src/components/Main.vue              |   6 +-
 frontend/src/components/Results.vue           |   7 +-
 insertDataMongo.py                            |  24 ++++++
 run.py                                        |  20 +++--
 262 files changed, 193 insertions(+), 94 deletions(-)
 delete mode 100644 cachedir/joblib/run/estimator/01638357491a1f7a73e0ab8e8f582409/metadata.json
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diff --git a/cachedir/joblib/run/estimator/01638357491a1f7a73e0ab8e8f582409/metadata.json b/cachedir/joblib/run/estimator/01638357491a1f7a73e0ab8e8f582409/metadata.json
deleted file mode 100644
index 3dc5e94..0000000
--- a/cachedir/joblib/run/estimator/01638357491a1f7a73e0ab8e8f582409/metadata.json
+++ /dev/null
@@ -1 +0,0 @@
-{"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/05d3880e26af953d1571642dafd576b1/metadata.json b/cachedir/joblib/run/estimator/05d3880e26af953d1571642dafd576b1/metadata.json
new file mode 100644
index 0000000..d684bab
--- /dev/null
+++ b/cachedir/joblib/run/estimator/05d3880e26af953d1571642dafd576b1/metadata.json
@@ -0,0 +1 @@
+{"duration": 10.998984813690186, "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/9814e674b9997336c137ce7a498b89d2/output.pkl b/cachedir/joblib/run/estimator/05d3880e26af953d1571642dafd576b1/output.pkl
similarity index 55%
rename from cachedir/joblib/run/estimator/9814e674b9997336c137ce7a498b89d2/output.pkl
rename to cachedir/joblib/run/estimator/05d3880e26af953d1571642dafd576b1/output.pkl
index 8a1b45c224d30133795646f4191f6d561092bcf0..c69c0dc683db6e0b69e275c7310cdf6724f976b0 100644
GIT binary patch
delta 19
bcmXRZnUKb}>}cU<@0M5gQ`)8kP0<4YU$_Z&

delta 19
bcmXRZnUKb3(d)Tx5&LWVDQ#1Nrsx3xQ4R<`

diff --git a/cachedir/joblib/run/estimator/07007f7dca9bdfd648d3542e509afb89/metadata.json b/cachedir/joblib/run/estimator/07007f7dca9bdfd648d3542e509afb89/metadata.json
index b8eef4c..df6d1ba 100644
--- a/cachedir/joblib/run/estimator/07007f7dca9bdfd648d3542e509afb89/metadata.json
+++ b/cachedir/joblib/run/estimator/07007f7dca9bdfd648d3542e509afb89/metadata.json
@@ -1 +1 @@
-{"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
+{"duration": 5.284973859786987, "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/07007f7dca9bdfd648d3542e509afb89/output.pkl b/cachedir/joblib/run/estimator/07007f7dca9bdfd648d3542e509afb89/output.pkl
index 82f552e6180420cafb6fb2e4d0634f627a36a42c..916dc61318270ae2a95dd9ca82a2cbadf6753a0f 100644
GIT binary patch
delta 19
acmXRZnUKck?cZ0|bnv46l(s2BQ}h5-m<Xr<

delta 19
bcmXRZnUKb3YVzadtk19Pr?gE8nxY2)Ul0ke

diff --git a/cachedir/joblib/run/estimator/1af1546b68d4cc99c8d58bd4dae59d28/metadata.json b/cachedir/joblib/run/estimator/1af1546b68d4cc99c8d58bd4dae59d28/metadata.json
new file mode 100644
index 0000000..a25fe75
--- /dev/null
+++ b/cachedir/joblib/run/estimator/1af1546b68d4cc99c8d58bd4dae59d28/metadata.json
@@ -0,0 +1 @@
+{"duration": 3.1628003120422363, "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/01638357491a1f7a73e0ab8e8f582409/output.pkl b/cachedir/joblib/run/estimator/1af1546b68d4cc99c8d58bd4dae59d28/output.pkl
similarity index 55%
rename from cachedir/joblib/run/estimator/01638357491a1f7a73e0ab8e8f582409/output.pkl
rename to cachedir/joblib/run/estimator/1af1546b68d4cc99c8d58bd4dae59d28/output.pkl
index 6d2538aa0937642e858554612d47aee1408be7b9..e0b318799047e7f3a0a7b788da1b967b44bb6de4 100644
GIT binary patch
delta 19
bcmXRZnUKae=iS*RzN%ODQ`)8kP0<4YUHS<*

delta 19
acmXRZnUKaOFqh4>LhrTxl(s2BQ}h5w!UuN%

diff --git a/cachedir/joblib/run/estimator/29df0e00139080829c41b0f7fc89c021/metadata.json b/cachedir/joblib/run/estimator/29df0e00139080829c41b0f7fc89c021/metadata.json
new file mode 100644
index 0000000..ed02ec0
--- /dev/null
+++ b/cachedir/joblib/run/estimator/29df0e00139080829c41b0f7fc89c021/metadata.json
@@ -0,0 +1 @@
+{"duration": 9.588801145553589, "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/a0b1a379a10f9b720cb2a91b1b4f2fa1/output.pkl b/cachedir/joblib/run/estimator/29df0e00139080829c41b0f7fc89c021/output.pkl
similarity index 55%
rename from cachedir/joblib/run/estimator/a0b1a379a10f9b720cb2a91b1b4f2fa1/output.pkl
rename to cachedir/joblib/run/estimator/29df0e00139080829c41b0f7fc89c021/output.pkl
index 7464d25e5f666483ca91d013419b4325d1feb478..2bbdaa99ff578155c9bda374d3a2f93aa5105832 100644
GIT binary patch
delta 19
acmXRZnUKbpRVBSmIqa4Fl(s2BQ}h5%%m@Ym

delta 19
bcmXRZnUKcEcIefGXNO+dPidPHG(`^pV>k)|

diff --git a/cachedir/joblib/run/estimator/2d3aa4b9a7a5e05fecd214f13f35c2f6/metadata.json b/cachedir/joblib/run/estimator/2d3aa4b9a7a5e05fecd214f13f35c2f6/metadata.json
index 8033550..cb470aa 100644
--- a/cachedir/joblib/run/estimator/2d3aa4b9a7a5e05fecd214f13f35c2f6/metadata.json
+++ b/cachedir/joblib/run/estimator/2d3aa4b9a7a5e05fecd214f13f35c2f6/metadata.json
@@ -1 +1 @@
-{"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
+{"duration": 4.844222784042358, "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/2d3aa4b9a7a5e05fecd214f13f35c2f6/output.pkl b/cachedir/joblib/run/estimator/2d3aa4b9a7a5e05fecd214f13f35c2f6/output.pkl
index fe2e271f932332e4626537bea9d59dff34a3e259..ba12621a92bbc2c12979e55205521c4b7c5a72a9 100644
GIT binary patch
delta 19
bcmXRZnUKa;$oIT}@A(D$DQ#1Nrsx3xQ@03-

delta 19
bcmXRZnUKaOtNir*g7#PTQ`)8kP0<4YS5XM_

diff --git a/cachedir/joblib/run/estimator/327316e32180ad51155871fa320ef842/metadata.json b/cachedir/joblib/run/estimator/327316e32180ad51155871fa320ef842/metadata.json
new file mode 100644
index 0000000..5e421e3
--- /dev/null
+++ b/cachedir/joblib/run/estimator/327316e32180ad51155871fa320ef842/metadata.json
@@ -0,0 +1 @@
+{"duration": 4.897469997406006, "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/output.pkl b/cachedir/joblib/run/estimator/327316e32180ad51155871fa320ef842/output.pkl
similarity index 55%
rename from cachedir/joblib/run/estimator/76ed4fb5a8425d0cdcb38d7aab16b0b2/output.pkl
rename to cachedir/joblib/run/estimator/327316e32180ad51155871fa320ef842/output.pkl
index bae2753f46dc69f2aa4e89f16740d407820f9ee4..acdd21d6bcefc2ca66a21db070818717fa8d9e30 100644
GIT binary patch
delta 19
bcmXRZnUKc!#k=J;*Wy?9Q`)8kP0<4YTr&wH

delta 19
acmXRZnUKb39sRPvOz^e+l(s2BQ}h5&rU(xJ

diff --git a/cachedir/joblib/run/estimator/37194737926014bb93ec862c486f48a2/metadata.json b/cachedir/joblib/run/estimator/37194737926014bb93ec862c486f48a2/metadata.json
new file mode 100644
index 0000000..dba8769
--- /dev/null
+++ b/cachedir/joblib/run/estimator/37194737926014bb93ec862c486f48a2/metadata.json
@@ -0,0 +1 @@
+{"duration": 6.770196914672852, "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/37194737926014bb93ec862c486f48a2/output.pkl b/cachedir/joblib/run/estimator/37194737926014bb93ec862c486f48a2/output.pkl
new file mode 100644
index 0000000000000000000000000000000000000000..716aa75f734b1f0e397800cfc6623c9ea324fce5
GIT binary patch
literal 116
zcmZo*nVQJ}0X?F5rMU%_ddc}ksd~AkIVG8iMMa5~Q+n8nlM{0ii>6GT(!&Z?0;E$)
zDhpCUB1~x(Q#w1^rvy#W@Mi8|w3*`P=jZhw2*89lL&=mRXAaYjbeR>CU)fJ-1FF*l
E0Pp!QQ~&?~

literal 0
HcmV?d00001

diff --git a/cachedir/joblib/run/estimator/3817995cfec287967c718c4637023072/metadata.json b/cachedir/joblib/run/estimator/3817995cfec287967c718c4637023072/metadata.json
new file mode 100644
index 0000000..d94feab
--- /dev/null
+++ b/cachedir/joblib/run/estimator/3817995cfec287967c718c4637023072/metadata.json
@@ -0,0 +1 @@
+{"duration": 10.127963066101074, "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/3817995cfec287967c718c4637023072/output.pkl b/cachedir/joblib/run/estimator/3817995cfec287967c718c4637023072/output.pkl
new file mode 100644
index 0000000000000000000000000000000000000000..47dcdc4a0abd050ea383bb7202ffd50b261e141e
GIT binary patch
literal 116
zcmZo*nVQJ}0X?F5rMU%_ddc}ksd~AkIVG8iMMa5~Q+n8nlM{0ii>6GT(!&Z?0;E$)
zDhpCUB1~x(Q#w1^rvy#W@Mi8|w3*`P=jZhw2*89lL&=mRXAT~n8<Cr`UfEA+1FF*l
E0PpQEUH||9

literal 0
HcmV?d00001

diff --git a/cachedir/joblib/run/estimator/49b09e262e319b7bfb24ff4a0ac5c3f5/metadata.json b/cachedir/joblib/run/estimator/49b09e262e319b7bfb24ff4a0ac5c3f5/metadata.json
new file mode 100644
index 0000000..6b344fd
--- /dev/null
+++ b/cachedir/joblib/run/estimator/49b09e262e319b7bfb24ff4a0ac5c3f5/metadata.json
@@ -0,0 +1 @@
+{"duration": 3.9364140033721924, "input_args": {"n_estimators": "89.20416101025876", "eta": "0.298254354073293", "max_depth": "11.531170050483237", "subsample": "0.8631047353903125", "colsample_bytree": "0.8937180539904231"}}
\ No newline at end of file
diff --git a/cachedir/joblib/run/estimator/49b09e262e319b7bfb24ff4a0ac5c3f5/output.pkl b/cachedir/joblib/run/estimator/49b09e262e319b7bfb24ff4a0ac5c3f5/output.pkl
new file mode 100644
index 0000000000000000000000000000000000000000..3386b0103440a724883d37bed906c9de8bd64433
GIT binary patch
literal 116
zcmZo*nVQJ}0X?F5rMU%_ddc}ksd~AkIVG8iMMa5~Q+n8nlM{0ii>6GT(!&Z?0;E$)
zDhpCUB1~x(Q#w1^rvy#W@Mi8|w3*`P=jZhw2*89lL&=mRXO7Jp-J3MJFWFCN1FF*l
E0Q46yi~s-t

literal 0
HcmV?d00001

diff --git a/cachedir/joblib/run/estimator/501c8577828b16d7edbbaa0c4c50298a/metadata.json b/cachedir/joblib/run/estimator/501c8577828b16d7edbbaa0c4c50298a/metadata.json
index 6f29929..f04dc3c 100644
--- a/cachedir/joblib/run/estimator/501c8577828b16d7edbbaa0c4c50298a/metadata.json
+++ b/cachedir/joblib/run/estimator/501c8577828b16d7edbbaa0c4c50298a/metadata.json
@@ -1 +1 @@
-{"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
+{"duration": 3.1450002193450928, "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/501c8577828b16d7edbbaa0c4c50298a/output.pkl b/cachedir/joblib/run/estimator/501c8577828b16d7edbbaa0c4c50298a/output.pkl
index 1ee0ccd5ae1d66566cd4a77c8056bc0310d3876e..1a911a2645e3a4e21f8ebe2771b24276deb34b9a 100644
GIT binary patch
delta 19
bcmXRZnUKb}<Cb8{@_QHTr?gE8nxY2)UUCU)

delta 19
acmXRZnUKc!K%gZ|&FQuMl(s2BQ}h5(90&^l

diff --git a/cachedir/joblib/run/estimator/50fbc3f230691ba411bd72b0169a0a62/metadata.json b/cachedir/joblib/run/estimator/50fbc3f230691ba411bd72b0169a0a62/metadata.json
new file mode 100644
index 0000000..7ae4e30
--- /dev/null
+++ b/cachedir/joblib/run/estimator/50fbc3f230691ba411bd72b0169a0a62/metadata.json
@@ -0,0 +1 @@
+{"duration": 6.728068113327026, "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/50fbc3f230691ba411bd72b0169a0a62/output.pkl b/cachedir/joblib/run/estimator/50fbc3f230691ba411bd72b0169a0a62/output.pkl
new file mode 100644
index 0000000000000000000000000000000000000000..85a172b11fee05c1253c9b677ab95864efa95103
GIT binary patch
literal 116
zcmZo*nVQJ}0X?F5rMU%_ddc}ksd~AkIVG8iMMa5~Q+n8nlM{0ii>6GT(!&Z?0;E$)
zDhpCUB1~x(Q#w1^rvy#W@Mi8|w3*`P=jZhw2*89lL&=mRXAb3=3l^64y|SOu22`g9
E0QM3v*#H0l

literal 0
HcmV?d00001

diff --git a/cachedir/joblib/run/estimator/53c192c9764e2921d7ee2543dca13d78/metadata.json b/cachedir/joblib/run/estimator/53c192c9764e2921d7ee2543dca13d78/metadata.json
index 63e4e4c..998f68c 100644
--- a/cachedir/joblib/run/estimator/53c192c9764e2921d7ee2543dca13d78/metadata.json
+++ b/cachedir/joblib/run/estimator/53c192c9764e2921d7ee2543dca13d78/metadata.json
@@ -1 +1 @@
-{"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
+{"duration": 5.389417886734009, "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/53c192c9764e2921d7ee2543dca13d78/output.pkl b/cachedir/joblib/run/estimator/53c192c9764e2921d7ee2543dca13d78/output.pkl
index 881c1e300631eb25a20ee9a215d11e70a5d0af7d..b6735fc533af57fbc94e718fc38e05d0bf7f523e 100644
GIT binary patch
delta 19
bcmXRZnUKa8Xkf8z+PpLNQ`)8kP0<4YQ630g

delta 19
acmXRZnUKcEH<!(|LhrTxl(s2BQ}h5wrU!KZ

diff --git a/cachedir/joblib/run/estimator/6090fba618ef6aae9c62af2152c10831/metadata.json b/cachedir/joblib/run/estimator/6090fba618ef6aae9c62af2152c10831/metadata.json
index b2353fa..109e5a4 100644
--- a/cachedir/joblib/run/estimator/6090fba618ef6aae9c62af2152c10831/metadata.json
+++ b/cachedir/joblib/run/estimator/6090fba618ef6aae9c62af2152c10831/metadata.json
@@ -1 +1 @@
-{"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
+{"duration": 4.86478066444397, "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/6090fba618ef6aae9c62af2152c10831/output.pkl b/cachedir/joblib/run/estimator/6090fba618ef6aae9c62af2152c10831/output.pkl
index 0c2ecade05733ae1fcc7648f48c07a732c3b45c2..d512f689bf0258a25e92032c93979fcd8777434d 100644
GIT binary patch
delta 19
bcmXRZnUKbpzUt;#0f#I0Q`)8kP0<4YSi=a(

delta 19
bcmXRZnUKbJ$aBxbH1^l_Q`)8kP0<4YT4M<A

diff --git a/cachedir/joblib/run/estimator/65ad99c302a3e6128ffd21fb73ff7858/metadata.json b/cachedir/joblib/run/estimator/65ad99c302a3e6128ffd21fb73ff7858/metadata.json
index c72f94c..5493180 100644
--- a/cachedir/joblib/run/estimator/65ad99c302a3e6128ffd21fb73ff7858/metadata.json
+++ b/cachedir/joblib/run/estimator/65ad99c302a3e6128ffd21fb73ff7858/metadata.json
@@ -1 +1 @@
-{"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
+{"duration": 1.5368170738220215, "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/65ad99c302a3e6128ffd21fb73ff7858/output.pkl b/cachedir/joblib/run/estimator/65ad99c302a3e6128ffd21fb73ff7858/output.pkl
index 0c928d8429c9bbe1fe26f07b4826c37ab106638d..2d70ac0702a8a8d6ed886058892aad2580e63a10 100644
GIT binary patch
delta 19
acmXRZnUKa;A!)eUC*_>|l(s2BQ}h5#Y6sZ>

delta 19
bcmXRZnUKc!;+Vz8*8;EYr?gE8nxY2)U=s;z

diff --git a/cachedir/joblib/run/estimator/68528debde2113dac0b069dc3ab767b4/metadata.json b/cachedir/joblib/run/estimator/68528debde2113dac0b069dc3ab767b4/metadata.json
new file mode 100644
index 0000000..a9ce761
--- /dev/null
+++ b/cachedir/joblib/run/estimator/68528debde2113dac0b069dc3ab767b4/metadata.json
@@ -0,0 +1 @@
+{"duration": 3.077768325805664, "input_args": {"n_estimators": "57.427799444575626", "eta": "0.0939475479410324", "max_depth": "7.900373700039049", "subsample": "0.9451773493842789", "colsample_bytree": "0.9615101551425086"}}
\ No newline at end of file
diff --git a/cachedir/joblib/run/estimator/68528debde2113dac0b069dc3ab767b4/output.pkl b/cachedir/joblib/run/estimator/68528debde2113dac0b069dc3ab767b4/output.pkl
new file mode 100644
index 0000000000000000000000000000000000000000..2ae24787b8ed0fd6c1e6c35e73e6e278c81fea94
GIT binary patch
literal 116
zcmZo*nVQJ}0X?F5rMU%_ddc}ksd~AkIVG8iMMa5~Q+n8nlM{0ii>6GT(!&Z?0;E$)
zDhpCUB1~x(Q#w1^rvy#W@Mi8|w3*`P=jZhw2*89lL&=mRXO0`sA1~Rm;iCPNHlR8^
E016^9Y5)KL

literal 0
HcmV?d00001

diff --git a/cachedir/joblib/run/estimator/73507689d0d691cf9496498753d2c1ee/metadata.json b/cachedir/joblib/run/estimator/73507689d0d691cf9496498753d2c1ee/metadata.json
new file mode 100644
index 0000000..f7a3507
--- /dev/null
+++ b/cachedir/joblib/run/estimator/73507689d0d691cf9496498753d2c1ee/metadata.json
@@ -0,0 +1 @@
+{"duration": 7.681232929229736, "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/73507689d0d691cf9496498753d2c1ee/output.pkl b/cachedir/joblib/run/estimator/73507689d0d691cf9496498753d2c1ee/output.pkl
new file mode 100644
index 0000000000000000000000000000000000000000..90702ea993dee612148515abef1afc9728334283
GIT binary patch
literal 116
zcmZo*nVQJ}0X?F5rMU%_ddc}ksd~AkIVG8iMMa5~Q+n8nlM{0ii>6GT(!&Z?0;E$)
zDhpCUB1~x(Q#w1^rvy#W@Mi8|w3*`P=jZhw2*89lL&=mRXAUXTj&zw7uk5F^0oCaN
E0P0dN+W-In

literal 0
HcmV?d00001

diff --git a/cachedir/joblib/run/estimator/74f44d5c9520e7d2da6d3ffbfd1cf5ab/metadata.json b/cachedir/joblib/run/estimator/74f44d5c9520e7d2da6d3ffbfd1cf5ab/metadata.json
new file mode 100644
index 0000000..8111c8d
--- /dev/null
+++ b/cachedir/joblib/run/estimator/74f44d5c9520e7d2da6d3ffbfd1cf5ab/metadata.json
@@ -0,0 +1 @@
+{"duration": 1.6962296962738037, "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/74f44d5c9520e7d2da6d3ffbfd1cf5ab/output.pkl b/cachedir/joblib/run/estimator/74f44d5c9520e7d2da6d3ffbfd1cf5ab/output.pkl
new file mode 100644
index 0000000000000000000000000000000000000000..31ceb1476ec0b3f2e8dfee4b3efcb8dd7d219ea6
GIT binary patch
literal 116
zcmZo*nVQJ}0X?F5rMU%_ddc}ksd~AkIVG8iMMa5~Q+n8nlM{0ii>6GT(!&Z?0;E$)
zDhpCUB1~x(Q#w1^rvy#W@Mi8|w3*`P=jZhw2*89lL&=mRXAYanFY>Zsuk5F^0oCaN
E0Peyt6aWAK

literal 0
HcmV?d00001

diff --git a/cachedir/joblib/run/estimator/76ed4fb5a8425d0cdcb38d7aab16b0b2/metadata.json b/cachedir/joblib/run/estimator/76ed4fb5a8425d0cdcb38d7aab16b0b2/metadata.json
deleted file mode 100644
index b49cd3a..0000000
--- a/cachedir/joblib/run/estimator/76ed4fb5a8425d0cdcb38d7aab16b0b2/metadata.json
+++ /dev/null
@@ -1 +0,0 @@
-{"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/7b6a78563e5e8041baad07d84d667dd1/metadata.json b/cachedir/joblib/run/estimator/7b6a78563e5e8041baad07d84d667dd1/metadata.json
new file mode 100644
index 0000000..dc7fa42
--- /dev/null
+++ b/cachedir/joblib/run/estimator/7b6a78563e5e8041baad07d84d667dd1/metadata.json
@@ -0,0 +1 @@
+{"duration": 8.642255067825317, "input_args": {"n_estimators": "167.24441970961547", "eta": "0.22277938316283252", "max_depth": "7.548261010130628", "subsample": "0.9219628477814731", "colsample_bytree": "0.8774212362335956"}}
\ No newline at end of file
diff --git a/cachedir/joblib/run/estimator/7b6a78563e5e8041baad07d84d667dd1/output.pkl b/cachedir/joblib/run/estimator/7b6a78563e5e8041baad07d84d667dd1/output.pkl
new file mode 100644
index 0000000000000000000000000000000000000000..9cbb373688edea3a3dd1cd3aab58832821106a35
GIT binary patch
literal 116
zcmZo*nVQJ}0X?F5rMU%_ddc}ksd~AkIVG8iMMa5~Q+n8nlM{0ii>6GT(!&Z?0;E$)
zDhpCUB1~x(Q#w1^rvy#W@Mi8|w3*`P=jZhw2*89lL&=mRXAY;=4YymQuG&v&1FF*l
E0Qkl*>Hq)$

literal 0
HcmV?d00001

diff --git a/cachedir/joblib/run/estimator/7bb9a6ed4f9c4665154bf105b6bc49d2/metadata.json b/cachedir/joblib/run/estimator/7bb9a6ed4f9c4665154bf105b6bc49d2/metadata.json
new file mode 100644
index 0000000..d54b35f
--- /dev/null
+++ b/cachedir/joblib/run/estimator/7bb9a6ed4f9c4665154bf105b6bc49d2/metadata.json
@@ -0,0 +1 @@
+{"duration": 2.130880117416382, "input_args": {"n_estimators": "25.38275875171714", "eta": "0.06194579800544693", "max_depth": "6.214846370130013", "subsample": "0.846639951990341", "colsample_bytree": "0.9168007862570122"}}
\ No newline at end of file
diff --git a/cachedir/joblib/run/estimator/7bb9a6ed4f9c4665154bf105b6bc49d2/output.pkl b/cachedir/joblib/run/estimator/7bb9a6ed4f9c4665154bf105b6bc49d2/output.pkl
new file mode 100644
index 0000000000000000000000000000000000000000..8302aff9ebb5dae43194c5a9bc03b467b44b1a15
GIT binary patch
literal 116
zcmZo*nVQJ}0X?F5rMU%_ddc}ksd~AkIVG8iMMa5~Q+n8nlM{0ii>6GT(!&Z?0;E$)
zDhpCUB1~x(Q#w1^rvy#W@Mi8|w3*`P=jZhw2*89lL&=mRXAU3#zPhG^7wxCC0oCaN
E0Q0&qssI20

literal 0
HcmV?d00001

diff --git a/cachedir/joblib/run/estimator/7ced3baf3bece1ed6e5280ba7a8371d3/metadata.json b/cachedir/joblib/run/estimator/7ced3baf3bece1ed6e5280ba7a8371d3/metadata.json
new file mode 100644
index 0000000..74fb2f8
--- /dev/null
+++ b/cachedir/joblib/run/estimator/7ced3baf3bece1ed6e5280ba7a8371d3/metadata.json
@@ -0,0 +1 @@
+{"duration": 9.245481014251709, "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/7ced3baf3bece1ed6e5280ba7a8371d3/output.pkl b/cachedir/joblib/run/estimator/7ced3baf3bece1ed6e5280ba7a8371d3/output.pkl
new file mode 100644
index 0000000000000000000000000000000000000000..38b09e52948f783298be8c082f2ca0ca2c95656c
GIT binary patch
literal 116
zcmZo*nVQJ}0X?F5rMU%_ddc}ksd~AkIVG8iMMa5~Q+n8nlM{0ii>6GT(!&Z?0;E$)
zDhpCUB1~x(Q#w1^rvy#W@Mi8|w3*`P=jZhw2*89lL&=mRXAUvunp5vfUfEA+1FF*l
E0P(9Zn*aa+

literal 0
HcmV?d00001

diff --git a/cachedir/joblib/run/estimator/7e6eb9cd66fc869e2a5adf5c0d6d4159/metadata.json b/cachedir/joblib/run/estimator/7e6eb9cd66fc869e2a5adf5c0d6d4159/metadata.json
new file mode 100644
index 0000000..159abdd
--- /dev/null
+++ b/cachedir/joblib/run/estimator/7e6eb9cd66fc869e2a5adf5c0d6d4159/metadata.json
@@ -0,0 +1 @@
+{"duration": 8.488709926605225, "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/7e6eb9cd66fc869e2a5adf5c0d6d4159/output.pkl b/cachedir/joblib/run/estimator/7e6eb9cd66fc869e2a5adf5c0d6d4159/output.pkl
new file mode 100644
index 0000000000000000000000000000000000000000..38b09e52948f783298be8c082f2ca0ca2c95656c
GIT binary patch
literal 116
zcmZo*nVQJ}0X?F5rMU%_ddc}ksd~AkIVG8iMMa5~Q+n8nlM{0ii>6GT(!&Z?0;E$)
zDhpCUB1~x(Q#w1^rvy#W@Mi8|w3*`P=jZhw2*89lL&=mRXAUvunp5vfUfEA+1FF*l
E0P(9Zn*aa+

literal 0
HcmV?d00001

diff --git a/cachedir/joblib/run/estimator/7fec8dd5bddd01b3d47c4a9ec3f59d02/metadata.json b/cachedir/joblib/run/estimator/7fec8dd5bddd01b3d47c4a9ec3f59d02/metadata.json
new file mode 100644
index 0000000..af27c99
--- /dev/null
+++ b/cachedir/joblib/run/estimator/7fec8dd5bddd01b3d47c4a9ec3f59d02/metadata.json
@@ -0,0 +1 @@
+{"duration": 5.511402130126953, "input_args": {"n_estimators": "165.2904913854479", "eta": "0.28098239515307594", "max_depth": "7.500328178728267", "subsample": "0.8322179875614751", "colsample_bytree": "0.9603444216421397"}}
\ No newline at end of file
diff --git a/cachedir/joblib/run/estimator/7fec8dd5bddd01b3d47c4a9ec3f59d02/output.pkl b/cachedir/joblib/run/estimator/7fec8dd5bddd01b3d47c4a9ec3f59d02/output.pkl
new file mode 100644
index 0000000000000000000000000000000000000000..3efe1c2cd8653b16221063c74ac77884d71cba20
GIT binary patch
literal 116
zcmZo*nVQJ}0X?F5rMU%_ddc}ksd~AkIVG8iMMa5~Q+n8nlM{0ii>6GT(!&Z?0;E$)
zDhpCUB1~x(Q#w1^rvy#W@Mi8|w3*`P=jZhw2*89lL&=mRXO2nIJ10u-yl6kA4X92J
E0P}G$ivR!s

literal 0
HcmV?d00001

diff --git a/cachedir/joblib/run/estimator/878e230e8d668ff8bf9ae658973cf276/metadata.json b/cachedir/joblib/run/estimator/878e230e8d668ff8bf9ae658973cf276/metadata.json
index 0eb4da7..8e92971 100644
--- a/cachedir/joblib/run/estimator/878e230e8d668ff8bf9ae658973cf276/metadata.json
+++ b/cachedir/joblib/run/estimator/878e230e8d668ff8bf9ae658973cf276/metadata.json
@@ -1 +1 @@
-{"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
+{"duration": 2.3563671112060547, "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/878e230e8d668ff8bf9ae658973cf276/output.pkl b/cachedir/joblib/run/estimator/878e230e8d668ff8bf9ae658973cf276/output.pkl
index f51ece58ab98a29ea390f75c8987703ed04f1bfb..3386b0103440a724883d37bed906c9de8bd64433 100644
GIT binary patch
delta 19
bcmXRZnUKb}S)+TCM)xKADQ#1Nrsx3xRRai%

delta 19
bcmXRZnUKc!VfV>jQWmf6r?gE8nxY2)V<8Ed

diff --git a/cachedir/joblib/run/estimator/88554840ace874a0a6add81006cdaae0/metadata.json b/cachedir/joblib/run/estimator/88554840ace874a0a6add81006cdaae0/metadata.json
new file mode 100644
index 0000000..ac4b88c
--- /dev/null
+++ b/cachedir/joblib/run/estimator/88554840ace874a0a6add81006cdaae0/metadata.json
@@ -0,0 +1 @@
+{"duration": 2.1847238540649414, "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/88554840ace874a0a6add81006cdaae0/output.pkl b/cachedir/joblib/run/estimator/88554840ace874a0a6add81006cdaae0/output.pkl
new file mode 100644
index 0000000000000000000000000000000000000000..82a89b220dd1b86ef447b163ee27d9ccfe7135ba
GIT binary patch
literal 116
zcmZo*nVQJ}0X?F5rMU%_ddc}ksd~AkIVG8iMMa5~Q+n8nlM{0ii>6GT(!&Z?0;E$)
zDhpCUB1~x(Q#w1^rvy#W@Mi8|w3*`P=jZhw2*89lL&=mRXO8kCUa_t%uk5F^0oCaN
E0Q0Lbga7~l

literal 0
HcmV?d00001

diff --git a/cachedir/joblib/run/estimator/8dbc0d7097e6aca21bb30a8dc860f045/metadata.json b/cachedir/joblib/run/estimator/8dbc0d7097e6aca21bb30a8dc860f045/metadata.json
index d5421bb..f639478 100644
--- a/cachedir/joblib/run/estimator/8dbc0d7097e6aca21bb30a8dc860f045/metadata.json
+++ b/cachedir/joblib/run/estimator/8dbc0d7097e6aca21bb30a8dc860f045/metadata.json
@@ -1 +1 @@
-{"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
+{"duration": 3.618295907974243, "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/8dbc0d7097e6aca21bb30a8dc860f045/output.pkl b/cachedir/joblib/run/estimator/8dbc0d7097e6aca21bb30a8dc860f045/output.pkl
index 8ad7761f9b6fc17abcc29c0d59e824dc290c5c5c..3386b0103440a724883d37bed906c9de8bd64433 100644
GIT binary patch
delta 19
bcmXRZnUKb}S)+TCM)xKADQ#1Nrsx3xRRai%

delta 19
bcmXRZnUKc!REY1$*F&%Dr?gE8nxY2)Ts#R_

diff --git a/cachedir/joblib/run/estimator/935962d74be8405b0d9f7799881e329a/metadata.json b/cachedir/joblib/run/estimator/935962d74be8405b0d9f7799881e329a/metadata.json
new file mode 100644
index 0000000..4d01ec3
--- /dev/null
+++ b/cachedir/joblib/run/estimator/935962d74be8405b0d9f7799881e329a/metadata.json
@@ -0,0 +1 @@
+{"duration": 10.61761474609375, "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/935962d74be8405b0d9f7799881e329a/output.pkl b/cachedir/joblib/run/estimator/935962d74be8405b0d9f7799881e329a/output.pkl
new file mode 100644
index 0000000000000000000000000000000000000000..42f0bd489315e1613f6972f35840296182d5fc2b
GIT binary patch
literal 116
zcmZo*nVQJ}0X?F5rMU%_ddc}ksd~AkIVG8iMMa5~Q+n8nlM{0ii>6GT(!&Z?0;E$)
zDhpCUB1~x(Q#w1^rvy#W@Mi8|w3*`P=jZhw2*89lL&=mRXO5R853<hAcx6AO4X92J
E00V(B<p2Nx

literal 0
HcmV?d00001

diff --git a/cachedir/joblib/run/estimator/96ba12b58138896ed090735e777c34ba/metadata.json b/cachedir/joblib/run/estimator/96ba12b58138896ed090735e777c34ba/metadata.json
index 642d6ae..0189578 100644
--- a/cachedir/joblib/run/estimator/96ba12b58138896ed090735e777c34ba/metadata.json
+++ b/cachedir/joblib/run/estimator/96ba12b58138896ed090735e777c34ba/metadata.json
@@ -1 +1 @@
-{"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
+{"duration": 3.046445846557617, "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/96ba12b58138896ed090735e777c34ba/output.pkl b/cachedir/joblib/run/estimator/96ba12b58138896ed090735e777c34ba/output.pkl
index fdc81f6e9ba76871c33bbe1753d618024301c2c0..ba12621a92bbc2c12979e55205521c4b7c5a72a9 100644
GIT binary patch
delta 19
bcmXRZnUKa;$oIT}@A(D$DQ#1Nrsx3xQ@03-

delta 19
bcmXRZnUKaO7QB1D?cZ1SQ`)8kP0<4YRi6me

diff --git a/cachedir/joblib/run/estimator/9814e674b9997336c137ce7a498b89d2/metadata.json b/cachedir/joblib/run/estimator/9814e674b9997336c137ce7a498b89d2/metadata.json
deleted file mode 100644
index 1feeb15..0000000
--- a/cachedir/joblib/run/estimator/9814e674b9997336c137ce7a498b89d2/metadata.json
+++ /dev/null
@@ -1 +0,0 @@
-{"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 c240b6c..32d0b57 100644
--- a/cachedir/joblib/run/estimator/9d6d5c57facf6580e27ecc5ac3a9da74/metadata.json
+++ b/cachedir/joblib/run/estimator/9d6d5c57facf6580e27ecc5ac3a9da74/metadata.json
@@ -1 +1 @@
-{"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
+{"duration": 10.192754983901978, "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/9d6d5c57facf6580e27ecc5ac3a9da74/output.pkl b/cachedir/joblib/run/estimator/9d6d5c57facf6580e27ecc5ac3a9da74/output.pkl
index 7cc38a18feda4ee7639a70b6c544626bf36e7682..b105a33cf6f1146c067bb03a2063495f866b64e0 100644
GIT binary patch
delta 19
bcmXRZnUKc!Z<)<>hiez?r?gE8nxY2)UMUGn

delta 19
bcmXRZnUKbJ+Rj&dn%-;sDQ#1Nrsx3xP>Tp2

diff --git a/cachedir/joblib/run/estimator/a0b1a379a10f9b720cb2a91b1b4f2fa1/metadata.json b/cachedir/joblib/run/estimator/a0b1a379a10f9b720cb2a91b1b4f2fa1/metadata.json
deleted file mode 100644
index ec8d886..0000000
--- a/cachedir/joblib/run/estimator/a0b1a379a10f9b720cb2a91b1b4f2fa1/metadata.json
+++ /dev/null
@@ -1 +0,0 @@
-{"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/a25b581b8844eaf440c9cef4780829a4/metadata.json b/cachedir/joblib/run/estimator/a25b581b8844eaf440c9cef4780829a4/metadata.json
new file mode 100644
index 0000000..f45ce14
--- /dev/null
+++ b/cachedir/joblib/run/estimator/a25b581b8844eaf440c9cef4780829a4/metadata.json
@@ -0,0 +1 @@
+{"duration": 8.146323919296265, "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/a25b581b8844eaf440c9cef4780829a4/output.pkl b/cachedir/joblib/run/estimator/a25b581b8844eaf440c9cef4780829a4/output.pkl
new file mode 100644
index 0000000000000000000000000000000000000000..476ba497ce509d02833cabeb1c8176f13839ff49
GIT binary patch
literal 116
zcmZo*nVQJ}0X?F5rMU%_ddc}ksd~AkIVG8iMMa5~Q+n8nlM{0ii>6GT(!&Z?0;E$)
zDhpCUB1~x(Q#w1^rvy#W@Mi8|w3*`P=jZhw2*89lL&=mRXAUp3^?#LCyt1Ft22`g9
E0QG?|&j0`b

literal 0
HcmV?d00001

diff --git a/cachedir/joblib/run/estimator/a4cc95d9760c347a7aecc2a5b3afa2c5/metadata.json b/cachedir/joblib/run/estimator/a4cc95d9760c347a7aecc2a5b3afa2c5/metadata.json
new file mode 100644
index 0000000..c4961e5
--- /dev/null
+++ b/cachedir/joblib/run/estimator/a4cc95d9760c347a7aecc2a5b3afa2c5/metadata.json
@@ -0,0 +1 @@
+{"duration": 8.167268991470337, "input_args": {"n_estimators": "75.86346086389126", "eta": "0.06372449073826002", "max_depth": "9.472648321000811", "subsample": "0.8945798865585665", "colsample_bytree": "0.9196463484970115"}}
\ No newline at end of file
diff --git a/cachedir/joblib/run/estimator/a4cc95d9760c347a7aecc2a5b3afa2c5/output.pkl b/cachedir/joblib/run/estimator/a4cc95d9760c347a7aecc2a5b3afa2c5/output.pkl
new file mode 100644
index 0000000000000000000000000000000000000000..90702ea993dee612148515abef1afc9728334283
GIT binary patch
literal 116
zcmZo*nVQJ}0X?F5rMU%_ddc}ksd~AkIVG8iMMa5~Q+n8nlM{0ii>6GT(!&Z?0;E$)
zDhpCUB1~x(Q#w1^rvy#W@Mi8|w3*`P=jZhw2*89lL&=mRXAUXTj&zw7uk5F^0oCaN
E0P0dN+W-In

literal 0
HcmV?d00001

diff --git a/cachedir/joblib/run/estimator/a5467f6c54392f7bdcd9d377529893f3/metadata.json b/cachedir/joblib/run/estimator/a5467f6c54392f7bdcd9d377529893f3/metadata.json
new file mode 100644
index 0000000..372fcf0
--- /dev/null
+++ b/cachedir/joblib/run/estimator/a5467f6c54392f7bdcd9d377529893f3/metadata.json
@@ -0,0 +1 @@
+{"duration": 0.8885147571563721, "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/a5467f6c54392f7bdcd9d377529893f3/output.pkl b/cachedir/joblib/run/estimator/a5467f6c54392f7bdcd9d377529893f3/output.pkl
new file mode 100644
index 0000000000000000000000000000000000000000..9aaa3bfb83d47db0d8915b6fe439f84e61268365
GIT binary patch
literal 116
zcmZo*nVQJ}0X?F5rMU%_ddc}ksd~AkIVG8iMMa5~Q+n8nlM{0ii>6GT(!&Z?0;E$)
zDhpCUB1~x(Q#w1^rvy#W@Mi8|w3*`P=jZhw2*89lL&=mRXO4e)vNdaFyt1Ft22`g9
E0Q#aaA^-pY

literal 0
HcmV?d00001

diff --git a/cachedir/joblib/run/estimator/a82553c774ee73a6be946ec37b407be5/metadata.json b/cachedir/joblib/run/estimator/a82553c774ee73a6be946ec37b407be5/metadata.json
new file mode 100644
index 0000000..a8f0e72
--- /dev/null
+++ b/cachedir/joblib/run/estimator/a82553c774ee73a6be946ec37b407be5/metadata.json
@@ -0,0 +1 @@
+{"duration": 6.026946067810059, "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/a82553c774ee73a6be946ec37b407be5/output.pkl b/cachedir/joblib/run/estimator/a82553c774ee73a6be946ec37b407be5/output.pkl
new file mode 100644
index 0000000000000000000000000000000000000000..7bf89b38359a7b61a21684cfdafea23be90ec022
GIT binary patch
literal 116
zcmZo*nVQJ}0X?F5rMU%_ddc}ksd~AkIVG8iMMa5~Q+n8nlM{0ii>6GT(!&Z?0;E$)
zDhpCUB1~x(Q#w1^rvy#W@Mi8|w3*`P=jZhw2*89lL&=mRXO3Xr;Jk!Quk5F^0oCaN
E0PH(33;+NC

literal 0
HcmV?d00001

diff --git a/cachedir/joblib/run/estimator/b8a9b059b71e375385bcb3affc80aaae/metadata.json b/cachedir/joblib/run/estimator/b8a9b059b71e375385bcb3affc80aaae/metadata.json
index 6737b3a..ec9f2e1 100644
--- a/cachedir/joblib/run/estimator/b8a9b059b71e375385bcb3affc80aaae/metadata.json
+++ b/cachedir/joblib/run/estimator/b8a9b059b71e375385bcb3affc80aaae/metadata.json
@@ -1 +1 @@
-{"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
+{"duration": 5.7208640575408936, "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/b8a9b059b71e375385bcb3affc80aaae/output.pkl b/cachedir/joblib/run/estimator/b8a9b059b71e375385bcb3affc80aaae/output.pkl
index b5ed69ef80a0814b946ae1b7ffeb3d8f0b743562..2ae24787b8ed0fd6c1e6c35e73e6e278c81fea94 100644
GIT binary patch
delta 19
bcmXRZnUKbJ<N4zyTQ*#@pVBrZXo?;HYX1sp

delta 19
bcmXRZnUKcUJIy1f^6xAADQ#1Nrsx3xT1yEf

diff --git a/cachedir/joblib/run/estimator/b939d29574302105526acc19e8b91e67/metadata.json b/cachedir/joblib/run/estimator/b939d29574302105526acc19e8b91e67/metadata.json
new file mode 100644
index 0000000..8c14e63
--- /dev/null
+++ b/cachedir/joblib/run/estimator/b939d29574302105526acc19e8b91e67/metadata.json
@@ -0,0 +1 @@
+{"duration": 8.262193202972412, "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/b939d29574302105526acc19e8b91e67/output.pkl b/cachedir/joblib/run/estimator/b939d29574302105526acc19e8b91e67/output.pkl
new file mode 100644
index 0000000000000000000000000000000000000000..ae14e71dd996cb42c90edac8571a9d7e67144fd8
GIT binary patch
literal 116
zcmZo*nVQJ}0X?F5rMU%_ddc}ksd~AkIVG8iMMa5~Q+n8nlM{0ii>6GT(!&Z?0;E$)
zDhpCUB1~x(Q#w1^rvy#W@Mi8|w3*`P=jZhw2*89lL&=mRXO0C5x8$wYzOtXv22`g9
E0P?sndH?_b

literal 0
HcmV?d00001

diff --git a/cachedir/joblib/run/estimator/bd6da16bc4f265fe52537fa5b2e84845/metadata.json b/cachedir/joblib/run/estimator/bd6da16bc4f265fe52537fa5b2e84845/metadata.json
index 409408f..20a44b4 100644
--- a/cachedir/joblib/run/estimator/bd6da16bc4f265fe52537fa5b2e84845/metadata.json
+++ b/cachedir/joblib/run/estimator/bd6da16bc4f265fe52537fa5b2e84845/metadata.json
@@ -1 +1 @@
-{"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
+{"duration": 3.8637189865112305, "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/bd6da16bc4f265fe52537fa5b2e84845/output.pkl b/cachedir/joblib/run/estimator/bd6da16bc4f265fe52537fa5b2e84845/output.pkl
index c6574417e15dd1d42ef2afa476c55119f748d53a..89be42126cb62bf599ae70874aac6663894db865 100644
GIT binary patch
delta 19
bcmXRZnUKaeS$gM0>75ttr?gE8nxY2)RBH%}

delta 19
bcmXRZnUKa;c0|ze<;z$0Q`)8kP0<4YTAm3u

diff --git a/cachedir/joblib/run/estimator/c5ae132fa788a41769fd65f6ea6fc878/metadata.json b/cachedir/joblib/run/estimator/c5ae132fa788a41769fd65f6ea6fc878/metadata.json
index f82daed..6249e32 100644
--- a/cachedir/joblib/run/estimator/c5ae132fa788a41769fd65f6ea6fc878/metadata.json
+++ b/cachedir/joblib/run/estimator/c5ae132fa788a41769fd65f6ea6fc878/metadata.json
@@ -1 +1 @@
-{"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
+{"duration": 10.771368980407715, "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/c5ae132fa788a41769fd65f6ea6fc878/output.pkl b/cachedir/joblib/run/estimator/c5ae132fa788a41769fd65f6ea6fc878/output.pkl
index 3ec0783ba22070a4cff36973fc3de8bdfa9e3f7b..9cbb373688edea3a3dd1cd3aab58832821106a35 100644
GIT binary patch
delta 19
bcmXRZnUKck^t$18i_}&7DQ#1Nrsx3xS+WS}

delta 19
bcmXRZnUKc!^v8^M;q0&Nr?gE8nxY2)V|fXh

diff --git a/cachedir/joblib/run/estimator/c78d75f852ea2ac732cd2c4d8cf5e3e3/metadata.json b/cachedir/joblib/run/estimator/c78d75f852ea2ac732cd2c4d8cf5e3e3/metadata.json
index 32be3fc..f8e7d29 100644
--- a/cachedir/joblib/run/estimator/c78d75f852ea2ac732cd2c4d8cf5e3e3/metadata.json
+++ b/cachedir/joblib/run/estimator/c78d75f852ea2ac732cd2c4d8cf5e3e3/metadata.json
@@ -1 +1 @@
-{"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
+{"duration": 8.73366093635559, "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/c78d75f852ea2ac732cd2c4d8cf5e3e3/output.pkl b/cachedir/joblib/run/estimator/c78d75f852ea2ac732cd2c4d8cf5e3e3/output.pkl
index c6574417e15dd1d42ef2afa476c55119f748d53a..655658bdd637e83a9e31f25cb03eba6b97196a54 100644
GIT binary patch
delta 19
bcmXRZnUKc!cbUy}hiez?r?gE8nxY2)UK<HY

delta 19
bcmXRZnUKa;c0|ze<;z$0Q`)8kP0<4YTAm3u

diff --git a/cachedir/joblib/run/estimator/d024c86b47b205c6007b19815c708182/metadata.json b/cachedir/joblib/run/estimator/d024c86b47b205c6007b19815c708182/metadata.json
new file mode 100644
index 0000000..8273896
--- /dev/null
+++ b/cachedir/joblib/run/estimator/d024c86b47b205c6007b19815c708182/metadata.json
@@ -0,0 +1 @@
+{"duration": 8.711297035217285, "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/d024c86b47b205c6007b19815c708182/output.pkl b/cachedir/joblib/run/estimator/d024c86b47b205c6007b19815c708182/output.pkl
new file mode 100644
index 0000000000000000000000000000000000000000..f46d76185309d92f3b09d082e8abc633e2ec4d4a
GIT binary patch
literal 116
zcmZo*nVQJ}0X?F5rMU%_ddc}ksd~AkIVG8iMMa5~Q+n8nlM{0ii>6GT(!&Z?0;E$)
zDhpCUB1~x(Q#w1^rvy#W@Mi8|w3*`P=jZhw2*89lL&=mRXO4Aur~GxOe`P<V4X92J
E00H_jv;Y7A

literal 0
HcmV?d00001

diff --git a/cachedir/joblib/run/estimator/d471c7fe1ac9674a7221da9291674c1b/metadata.json b/cachedir/joblib/run/estimator/d471c7fe1ac9674a7221da9291674c1b/metadata.json
new file mode 100644
index 0000000..8b99ea3
--- /dev/null
+++ b/cachedir/joblib/run/estimator/d471c7fe1ac9674a7221da9291674c1b/metadata.json
@@ -0,0 +1 @@
+{"duration": 11.230115175247192, "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/d471c7fe1ac9674a7221da9291674c1b/output.pkl b/cachedir/joblib/run/estimator/d471c7fe1ac9674a7221da9291674c1b/output.pkl
new file mode 100644
index 0000000000000000000000000000000000000000..2980fa55d8d3185f7bc39fe6b72d779f1b5d0c72
GIT binary patch
literal 116
zcmZo*nVQJ}0X?F5rMU%_ddc}ksd~AkIVG8iMMa5~Q+n8nlM{0ii>6GT(!&Z?0;E$)
zDhpCUB1~x(Q#w1^rvy#W@Mi8|w3*`P=jZhw2*89lL&=mRXO70%@6I;$y|SOu22`g9
E00C_=zyJUM

literal 0
HcmV?d00001

diff --git a/cachedir/joblib/run/estimator/d6c06c0d7bf57033e31405dd8af38eb0/metadata.json b/cachedir/joblib/run/estimator/d6c06c0d7bf57033e31405dd8af38eb0/metadata.json
new file mode 100644
index 0000000..e4960b5
--- /dev/null
+++ b/cachedir/joblib/run/estimator/d6c06c0d7bf57033e31405dd8af38eb0/metadata.json
@@ -0,0 +1 @@
+{"duration": 10.07440996170044, "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/d6c06c0d7bf57033e31405dd8af38eb0/output.pkl b/cachedir/joblib/run/estimator/d6c06c0d7bf57033e31405dd8af38eb0/output.pkl
new file mode 100644
index 0000000000000000000000000000000000000000..568f4f2270bb9a9fddb41fddb333574e6b4abb8c
GIT binary patch
literal 116
zcmZo*nVQJ}0X?F5rMU%_ddc}ksd~AkIVG8iMMa5~Q+n8nlM{0ii>6GT(!&Z?0;E$)
zDhpCUB1~x(Q#w1^rvy#W@Mi8|w3*`P=jZhw2*89lL&=mRXO6fh-|o$|d1XJP4X92J
E00Mt8$N&HU

literal 0
HcmV?d00001

diff --git a/cachedir/joblib/run/estimator/d7a4fed50ef206c00c730c9b2e013bcb/metadata.json b/cachedir/joblib/run/estimator/d7a4fed50ef206c00c730c9b2e013bcb/metadata.json
index dc7286b..77ee86a 100644
--- a/cachedir/joblib/run/estimator/d7a4fed50ef206c00c730c9b2e013bcb/metadata.json
+++ b/cachedir/joblib/run/estimator/d7a4fed50ef206c00c730c9b2e013bcb/metadata.json
@@ -1 +1 @@
-{"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
+{"duration": 3.922703981399536, "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/d7a4fed50ef206c00c730c9b2e013bcb/output.pkl b/cachedir/joblib/run/estimator/d7a4fed50ef206c00c730c9b2e013bcb/output.pkl
index b05e5c6bc35afa530187b380cbdf599077c90b07..89be42126cb62bf599ae70874aac6663894db865 100644
GIT binary patch
delta 19
bcmXRZnUKaeS$gM0>75ttr?gE8nxY2)RBH%}

delta 19
acmXRZnUKb}HAjqrP5QO{l(s2BQ}h5v^#?Hk

diff --git a/cachedir/joblib/run/estimator/de50fe45dc189355c420e1e90d7a5172/metadata.json b/cachedir/joblib/run/estimator/de50fe45dc189355c420e1e90d7a5172/metadata.json
new file mode 100644
index 0000000..7aea997
--- /dev/null
+++ b/cachedir/joblib/run/estimator/de50fe45dc189355c420e1e90d7a5172/metadata.json
@@ -0,0 +1 @@
+{"duration": 8.263954877853394, "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/de50fe45dc189355c420e1e90d7a5172/output.pkl b/cachedir/joblib/run/estimator/de50fe45dc189355c420e1e90d7a5172/output.pkl
new file mode 100644
index 0000000000000000000000000000000000000000..6f7b8cd18eb032ac66779b76b374993bc21e6670
GIT binary patch
literal 116
zcmZo*nVQJ}0X?F5rMU%_ddc}ksd~AkIVG8iMMa5~Q+n8nlM{0ii>6GT(!&Z?0;E$)
zDhpCUB1~x(Q#w1^rvy#W@Mi8|w3*`P=jZhw2*89lL&=mRXAb9y;#xw1uk5F^0oCaN
E0Oj5<Q2+n{

literal 0
HcmV?d00001

diff --git a/cachedir/joblib/run/estimator/e59aa7f954076adbfd81074357b460b9/metadata.json b/cachedir/joblib/run/estimator/e59aa7f954076adbfd81074357b460b9/metadata.json
new file mode 100644
index 0000000..f3c0eba
--- /dev/null
+++ b/cachedir/joblib/run/estimator/e59aa7f954076adbfd81074357b460b9/metadata.json
@@ -0,0 +1 @@
+{"duration": 2.830491781234741, "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/e59aa7f954076adbfd81074357b460b9/output.pkl b/cachedir/joblib/run/estimator/e59aa7f954076adbfd81074357b460b9/output.pkl
new file mode 100644
index 0000000000000000000000000000000000000000..c69c0dc683db6e0b69e275c7310cdf6724f976b0
GIT binary patch
literal 116
zcmZo*nVQJ}0X?F5rMU%_ddc}ksd~AkIVG8iMMa5~Q+n8nlM{0ii>6GT(!&Z?0;E$)
zDhpCUB1~x(Q#w1^rvy#W@Mi8|w3*`P=jZhw2*89lL&=mRXO3k@3qO0eyt1Ft22`g9
E0RGG|cK`qY

literal 0
HcmV?d00001

diff --git a/cachedir/joblib/run/estimator/e5b137b59fcad7738516be11e783d76d/metadata.json b/cachedir/joblib/run/estimator/e5b137b59fcad7738516be11e783d76d/metadata.json
index 72b0b8e..7a7ecea 100644
--- a/cachedir/joblib/run/estimator/e5b137b59fcad7738516be11e783d76d/metadata.json
+++ b/cachedir/joblib/run/estimator/e5b137b59fcad7738516be11e783d76d/metadata.json
@@ -1 +1 @@
-{"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
+{"duration": 5.492077112197876, "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/e5b137b59fcad7738516be11e783d76d/output.pkl b/cachedir/joblib/run/estimator/e5b137b59fcad7738516be11e783d76d/output.pkl
index 989f37c4ce964a8d4d45371eb649186dfd3c67f1..bd0664f204615d94791234d3dbc45e984d4bf1aa 100644
GIT binary patch
delta 19
bcmXRZnUKbpvFheo0f#I0Q`)8kP0<4YSkVZ|

delta 19
bcmXRZnUKb3Rea?Ji_dHODQ#1Nrsx3xRBH%=

diff --git a/cachedir/joblib/run/estimator/e907a73e538f95a05e43901c7239d26f/metadata.json b/cachedir/joblib/run/estimator/e907a73e538f95a05e43901c7239d26f/metadata.json
index be76953..df0aea2 100644
--- a/cachedir/joblib/run/estimator/e907a73e538f95a05e43901c7239d26f/metadata.json
+++ b/cachedir/joblib/run/estimator/e907a73e538f95a05e43901c7239d26f/metadata.json
@@ -1 +1 @@
-{"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
+{"duration": 2.529491901397705, "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/e907a73e538f95a05e43901c7239d26f/output.pkl b/cachedir/joblib/run/estimator/e907a73e538f95a05e43901c7239d26f/output.pkl
index a6c61ffba357620434f3db4a96f5a12570dc8edb..1a911a2645e3a4e21f8ebe2771b24276deb34b9a 100644
GIT binary patch
delta 18
acmXRZnUKzVOR#16y$kkJ+NK0e(E|Wdb_lWn

delta 18
acmXRZnUKzFwe8SMmDl!D+NK0e(E|WZeh5ea

diff --git a/cachedir/joblib/run/estimator/ecc4f427737ec1d8fd0403c51e99091c/metadata.json b/cachedir/joblib/run/estimator/ecc4f427737ec1d8fd0403c51e99091c/metadata.json
index 7d3c6a0..7a23273 100644
--- a/cachedir/joblib/run/estimator/ecc4f427737ec1d8fd0403c51e99091c/metadata.json
+++ b/cachedir/joblib/run/estimator/ecc4f427737ec1d8fd0403c51e99091c/metadata.json
@@ -1 +1 @@
-{"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
+{"duration": 1.218153953552246, "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/ecc4f427737ec1d8fd0403c51e99091c/output.pkl b/cachedir/joblib/run/estimator/ecc4f427737ec1d8fd0403c51e99091c/output.pkl
index f053276cce4856c1a4f551199e71c4cdd6b376d4..916dc61318270ae2a95dd9ca82a2cbadf6753a0f 100644
GIT binary patch
delta 19
acmXRZnUKck?cZ0|bnv46l(s2BQ}h5-m<Xr<

delta 19
bcmXRZnUKc!=(6F}?yOh#Q`)8kP0<4YVFC$=

diff --git a/cachedir/joblib/run/estimator/eefbc848db1507e48416e389ebd02837/metadata.json b/cachedir/joblib/run/estimator/eefbc848db1507e48416e389ebd02837/metadata.json
deleted file mode 100644
index f26d22f..0000000
--- a/cachedir/joblib/run/estimator/eefbc848db1507e48416e389ebd02837/metadata.json
+++ /dev/null
@@ -1 +0,0 @@
-{"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/eefbc848db1507e48416e389ebd02837/output.pkl b/cachedir/joblib/run/estimator/eefbc848db1507e48416e389ebd02837/output.pkl
deleted file mode 100644
index 4baf388a51891fca4da39b7d5c868fc57209e498..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

literal 116
zcmZo*nVQJ}0X?F5rMU%_ddc}ksd~AkIVG8iMMa5~Q+n8nlM{0ii>6GT(!&Z?0;E$)
zDhpCUB1~x(Q#w1^rvy#W@Mi8|w3*`P=jZhw2*89lL&=mRXO2xRj2Tx#U)xV<1FF*l
E0Q9Laq5uE@

diff --git a/cachedir/joblib/run/estimator/f1d92e5f2a3bd05ecb2416c00ab93942/metadata.json b/cachedir/joblib/run/estimator/f1d92e5f2a3bd05ecb2416c00ab93942/metadata.json
index a145eab..c505626 100644
--- a/cachedir/joblib/run/estimator/f1d92e5f2a3bd05ecb2416c00ab93942/metadata.json
+++ b/cachedir/joblib/run/estimator/f1d92e5f2a3bd05ecb2416c00ab93942/metadata.json
@@ -1 +1 @@
-{"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
+{"duration": 1.6691932678222656, "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/f1d92e5f2a3bd05ecb2416c00ab93942/output.pkl b/cachedir/joblib/run/estimator/f1d92e5f2a3bd05ecb2416c00ab93942/output.pkl
index 799bcd5a57d39f4d1a1ff74f91dd92fe8db6f586..2d70ac0702a8a8d6ed886058892aad2580e63a10 100644
GIT binary patch
delta 19
acmXRZnUKa;A!)eUC*_>|l(s2BQ}h5#Y6sZ>

delta 19
bcmXRZnUKa;w0&y->-JanQ`)8kP0<4YU+D>#

diff --git a/cachedir/joblib/run/estimator/f636511a768ea642182097d47d727cb3/metadata.json b/cachedir/joblib/run/estimator/f636511a768ea642182097d47d727cb3/metadata.json
index 6440931..ffb6659 100644
--- a/cachedir/joblib/run/estimator/f636511a768ea642182097d47d727cb3/metadata.json
+++ b/cachedir/joblib/run/estimator/f636511a768ea642182097d47d727cb3/metadata.json
@@ -1 +1 @@
-{"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
+{"duration": 4.0550408363342285, "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/f636511a768ea642182097d47d727cb3/output.pkl b/cachedir/joblib/run/estimator/f636511a768ea642182097d47d727cb3/output.pkl
index b43915573aab9bb22fd52e8df5df49aeb58e3b5b..3386b0103440a724883d37bed906c9de8bd64433 100644
GIT binary patch
delta 19
bcmXRZnUKb}S)+TCM)xKADQ#1Nrsx3xRRai%

delta 19
acmXRZnUKb3r`c(IO6s-!l(s2BQ}h5#KnLIe

diff --git a/cachedir/joblib/run/estimator/f7d270705d9476258eaddd77c8043133/metadata.json b/cachedir/joblib/run/estimator/f7d270705d9476258eaddd77c8043133/metadata.json
new file mode 100644
index 0000000..e984ac1
--- /dev/null
+++ b/cachedir/joblib/run/estimator/f7d270705d9476258eaddd77c8043133/metadata.json
@@ -0,0 +1 @@
+{"duration": 8.557761192321777, "input_args": {"n_estimators": "72.11194788979516", "eta": "0.06999909260172242", "max_depth": "11.660767639606618", "subsample": "0.8937069405852791", "colsample_bytree": "0.9970550492754673"}}
\ No newline at end of file
diff --git a/cachedir/joblib/run/estimator/f7d270705d9476258eaddd77c8043133/output.pkl b/cachedir/joblib/run/estimator/f7d270705d9476258eaddd77c8043133/output.pkl
new file mode 100644
index 0000000000000000000000000000000000000000..42d02e405d90afc6370ef9ca9e385fd2922126e6
GIT binary patch
literal 116
zcmZo*nVQJ}0X?F5rMU%_ddc}ksd~AkIVG8iMMa5~Q+n8nlM{0ii>6GT(!&Z?0;E$)
zDhpCUB1~x(Q#w1^rvy#W@Mi8|w3*`P=jZhw2*89lL&=mRXAXh5C*SVPePutT4X92J
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literal 0
HcmV?d00001

diff --git a/cachedir/joblib/run/estimator/f995167e991fe21a6606a98d2541fa1b/metadata.json b/cachedir/joblib/run/estimator/f995167e991fe21a6606a98d2541fa1b/metadata.json
new file mode 100644
index 0000000..2b3994c
--- /dev/null
+++ b/cachedir/joblib/run/estimator/f995167e991fe21a6606a98d2541fa1b/metadata.json
@@ -0,0 +1 @@
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diff --git a/cachedir/joblib/run/estimator/f995167e991fe21a6606a98d2541fa1b/output.pkl b/cachedir/joblib/run/estimator/f995167e991fe21a6606a98d2541fa1b/output.pkl
new file mode 100644
index 0000000000000000000000000000000000000000..e65a7c5e57547827fc313677fd7c1631560bdeee
GIT binary patch
literal 116
zcmZo*nVQJ}0X?F5rMU%_ddc}ksd~AkIVG8iMMa5~Q+n8nlM{0ii>6GT(!&Z?0;E$)
zDhpCUB1~x(Q#w1^rvy#W@Mi8|w3*`P=jZhw2*89lL&=mRXATyTt^RxSU)fJ-1FF*l
E0PM~%ApigX

literal 0
HcmV?d00001

diff --git a/cachedir/joblib/run/estimator/func_code.py b/cachedir/joblib/run/estimator/func_code.py
index db2b4e3..ab7707c 100644
--- a/cachedir/joblib/run/estimator/func_code.py
+++ b/cachedir/joblib/run/estimator/func_code.py
@@ -1,4 +1,4 @@
-# first line: 580
+# first line: 600
     @memory.cache
     def estimator(n_estimators, eta, max_depth, subsample, colsample_bytree):
         # initialize model
diff --git a/cachedir/joblib/run/estimatorFeatureSelection/0237a2e70a1357c0d76691519bd22c74/output.pkl b/cachedir/joblib/run/estimatorFeatureSelection/0237a2e70a1357c0d76691519bd22c74/output.pkl
deleted file mode 100644
index 3f50c2de7314d5b18afa9f8a9b24c56b9e3ab7da..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

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diff --git a/cachedir/joblib/run/estimatorFeatureSelection/05d9463b5e19dc233c8c347d61a0c1ef/metadata.json b/cachedir/joblib/run/estimatorFeatureSelection/05d9463b5e19dc233c8c347d61a0c1ef/metadata.json
deleted file mode 100644
index 703362a..0000000
--- a/cachedir/joblib/run/estimatorFeatureSelection/05d9463b5e19dc233c8c347d61a0c1ef/metadata.json
+++ /dev/null
@@ -1 +0,0 @@
-{"duration": 14.059135913848877, "input_args": {"Data": "     F7  F10  F7+F10  |F7-F10|  F7xF10  F7/F10  F10/F7\n0     0    0       0         0       0     0.0     0.0\n1     6    6      12         0      36     1.0     1.0\n2     0    0       0         0       0     0.0     0.0\n3     0    0       0         0       0     0.0     0.0\n4     0    0       0         0       0     0.0     0.0\n..   ..  ...     ...       ...     ...     ...     ...\n832   0    0       0         0       0     0.0     0.0\n833   2    2       4         0       4     1.0     1.0\n834   0    0       0         0       0     0.0     0.0\n835   0    0       0         0       0     0.0     0.0\n836   0    0       0         0       0     0.0     0.0\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/06c8a11330f7f20823ddaebbd7b7dbe0/metadata.json b/cachedir/joblib/run/estimatorFeatureSelection/06c8a11330f7f20823ddaebbd7b7dbe0/metadata.json
deleted file mode 100644
index 1b6eaf8..0000000
--- a/cachedir/joblib/run/estimatorFeatureSelection/06c8a11330f7f20823ddaebbd7b7dbe0/metadata.json
+++ /dev/null
@@ -1 +0,0 @@
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\ No newline at end of file
diff --git a/cachedir/joblib/run/estimatorFeatureSelection/08e88f1ed04ac3f4129750cdad1f165b/metadata.json b/cachedir/joblib/run/estimatorFeatureSelection/08e88f1ed04ac3f4129750cdad1f165b/metadata.json
deleted file mode 100644
index fcdb177..0000000
--- a/cachedir/joblib/run/estimatorFeatureSelection/08e88f1ed04ac3f4129750cdad1f165b/metadata.json
+++ /dev/null
@@ -1 +0,0 @@
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diff --git a/cachedir/joblib/run/estimatorFeatureSelection/0c20f602c8c8ef7b079e1c3304ce9b34/metadata.json b/cachedir/joblib/run/estimatorFeatureSelection/0c20f602c8c8ef7b079e1c3304ce9b34/metadata.json
deleted file mode 100644
index 82de747..0000000
--- a/cachedir/joblib/run/estimatorFeatureSelection/0c20f602c8c8ef7b079e1c3304ce9b34/metadata.json
+++ /dev/null
@@ -1 +0,0 @@
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\ No newline at end of file
diff --git a/cachedir/joblib/run/estimatorFeatureSelection/0c880ca6788e4549c6f064d8f4391863/metadata.json b/cachedir/joblib/run/estimatorFeatureSelection/0c880ca6788e4549c6f064d8f4391863/metadata.json
new file mode 100644
index 0000000..f4ba23c
--- /dev/null
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diff --git a/cachedir/joblib/run/estimatorFeatureSelection/0cf26a0ace4cf44623ed9e0f324ad28c/metadata.json b/cachedir/joblib/run/estimatorFeatureSelection/0cf26a0ace4cf44623ed9e0f324ad28c/metadata.json
deleted file mode 100644
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--- a/cachedir/joblib/run/estimatorFeatureSelection/0cf26a0ace4cf44623ed9e0f324ad28c/metadata.json
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diff --git a/cachedir/joblib/run/estimatorFeatureSelection/14ebb2205f65f2d37f60c52fbdf8fd76/metadata.json b/cachedir/joblib/run/estimatorFeatureSelection/14ebb2205f65f2d37f60c52fbdf8fd76/metadata.json
deleted file mode 100644
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diff --git a/cachedir/joblib/run/estimatorFeatureSelection/19f73053d9c815e84da2c40a02f76932/metadata.json b/cachedir/joblib/run/estimatorFeatureSelection/19f73053d9c815e84da2c40a02f76932/metadata.json
deleted file mode 100644
index 18ba658..0000000
--- a/cachedir/joblib/run/estimatorFeatureSelection/19f73053d9c815e84da2c40a02f76932/metadata.json
+++ /dev/null
@@ -1 +0,0 @@
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diff --git a/cachedir/joblib/run/estimatorFeatureSelection/2221b5c353b2aca71982e3930c6a849e/metadata.json b/cachedir/joblib/run/estimatorFeatureSelection/2221b5c353b2aca71982e3930c6a849e/metadata.json
deleted file mode 100644
index c297ba2..0000000
--- a/cachedir/joblib/run/estimatorFeatureSelection/2221b5c353b2aca71982e3930c6a849e/metadata.json
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diff --git a/cachedir/joblib/run/estimatorFeatureSelection/2651e485037ccdfd96e2701b77ed441e/metadata.json b/cachedir/joblib/run/estimatorFeatureSelection/2651e485037ccdfd96e2701b77ed441e/metadata.json
new file mode 100644
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diff --git a/cachedir/joblib/run/estimatorFeatureSelection/2bc58d6b58235a4f804147e27bb7ba82/metadata.json b/cachedir/joblib/run/estimatorFeatureSelection/2bc58d6b58235a4f804147e27bb7ba82/metadata.json
deleted file mode 100644
index 3cfd872..0000000
--- a/cachedir/joblib/run/estimatorFeatureSelection/2bc58d6b58235a4f804147e27bb7ba82/metadata.json
+++ /dev/null
@@ -1 +0,0 @@
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\ No newline at end of file
diff --git a/cachedir/joblib/run/estimatorFeatureSelection/2cec3ede420aa45b1efd7f743dbf8e01/metadata.json b/cachedir/joblib/run/estimatorFeatureSelection/2cec3ede420aa45b1efd7f743dbf8e01/metadata.json
deleted file mode 100644
index cbdd721..0000000
--- a/cachedir/joblib/run/estimatorFeatureSelection/2cec3ede420aa45b1efd7f743dbf8e01/metadata.json
+++ /dev/null
@@ -1 +0,0 @@
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diff --git a/cachedir/joblib/run/estimatorFeatureSelection/2dd4af227f7f5e75e7a30a786dc19aac/metadata.json b/cachedir/joblib/run/estimatorFeatureSelection/2dd4af227f7f5e75e7a30a786dc19aac/metadata.json
deleted file mode 100644
index a6afa03..0000000
--- a/cachedir/joblib/run/estimatorFeatureSelection/2dd4af227f7f5e75e7a30a786dc19aac/metadata.json
+++ /dev/null
@@ -1 +0,0 @@
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diff --git a/cachedir/joblib/run/estimatorFeatureSelection/40173f0f99248f0a5068c9e46df73a34/metadata.json b/cachedir/joblib/run/estimatorFeatureSelection/40173f0f99248f0a5068c9e46df73a34/metadata.json
new file mode 100644
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diff --git a/cachedir/joblib/run/estimatorFeatureSelection/41dab28469e4379ce8ff25d934657637/metadata.json b/cachedir/joblib/run/estimatorFeatureSelection/41dab28469e4379ce8ff25d934657637/metadata.json
deleted file mode 100644
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deleted file mode 100644
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diff --git a/cachedir/joblib/run/estimatorFeatureSelection/4ba274c6e70c70db814318f28218b0fb/metadata.json b/cachedir/joblib/run/estimatorFeatureSelection/4ba274c6e70c70db814318f28218b0fb/metadata.json
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--- a/cachedir/joblib/run/estimatorFeatureSelection/4ba274c6e70c70db814318f28218b0fb/metadata.json
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deleted file mode 100644
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diff --git a/cachedir/joblib/run/estimatorFeatureSelection/5619edf6be3516c79ed02031bef792cc/metadata.json b/cachedir/joblib/run/estimatorFeatureSelection/5619edf6be3516c79ed02031bef792cc/metadata.json
deleted file mode 100644
index 57191a2..0000000
--- a/cachedir/joblib/run/estimatorFeatureSelection/5619edf6be3516c79ed02031bef792cc/metadata.json
+++ /dev/null
@@ -1 +0,0 @@
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diff --git a/cachedir/joblib/run/estimatorFeatureSelection/5635ceb7546a57c7b1f509770402b4d9/metadata.json b/cachedir/joblib/run/estimatorFeatureSelection/5635ceb7546a57c7b1f509770402b4d9/metadata.json
deleted file mode 100644
index 7ff490a..0000000
--- a/cachedir/joblib/run/estimatorFeatureSelection/5635ceb7546a57c7b1f509770402b4d9/metadata.json
+++ /dev/null
@@ -1 +0,0 @@
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diff --git a/cachedir/joblib/run/estimatorFeatureSelection/59655c8344a50531ea5bbe9a9b0427ad/metadata.json b/cachedir/joblib/run/estimatorFeatureSelection/59655c8344a50531ea5bbe9a9b0427ad/metadata.json
new file mode 100644
index 0000000..6363cec
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diff --git a/cachedir/joblib/run/estimatorFeatureSelection/5eab28c0fda22887679d38e3c7ec63cd/metadata.json b/cachedir/joblib/run/estimatorFeatureSelection/5eab28c0fda22887679d38e3c7ec63cd/metadata.json
new file mode 100644
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diff --git a/cachedir/joblib/run/estimatorFeatureSelection/678837c1e9d3a64ed577088ed10f6b7b/metadata.json b/cachedir/joblib/run/estimatorFeatureSelection/678837c1e9d3a64ed577088ed10f6b7b/metadata.json
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new file mode 100644
index 0000000..5bb067c
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\ No newline at end of file
diff --git a/cachedir/joblib/run/estimatorFeatureSelection/6d621ceec0bf556a588ef021a01fc337/metadata.json b/cachedir/joblib/run/estimatorFeatureSelection/6d621ceec0bf556a588ef021a01fc337/metadata.json
deleted file mode 100644
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--- a/cachedir/joblib/run/estimatorFeatureSelection/6d621ceec0bf556a588ef021a01fc337/metadata.json
+++ /dev/null
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diff --git a/cachedir/joblib/run/estimatorFeatureSelection/6e02e84047b19fc8eff9a063b06e8edd/metadata.json b/cachedir/joblib/run/estimatorFeatureSelection/6e02e84047b19fc8eff9a063b06e8edd/metadata.json
deleted file mode 100644
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diff --git a/cachedir/joblib/run/estimatorFeatureSelection/9beda7f5ef0ad90c3703144998e1712b/metadata.json b/cachedir/joblib/run/estimatorFeatureSelection/9beda7f5ef0ad90c3703144998e1712b/metadata.json
deleted file mode 100644
index e86ed13..0000000
--- a/cachedir/joblib/run/estimatorFeatureSelection/9beda7f5ef0ad90c3703144998e1712b/metadata.json
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\ No newline at end of file
diff --git a/cachedir/joblib/run/estimatorFeatureSelection/9faa7354574f71cf9a41c1b450ab6d43/metadata.json b/cachedir/joblib/run/estimatorFeatureSelection/9faa7354574f71cf9a41c1b450ab6d43/metadata.json
deleted file mode 100644
index 0ac6dc7..0000000
--- a/cachedir/joblib/run/estimatorFeatureSelection/9faa7354574f71cf9a41c1b450ab6d43/metadata.json
+++ /dev/null
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\ No newline at end of file
diff --git a/cachedir/joblib/run/estimatorFeatureSelection/a2e4d73360e68870d96fae86e984d2de/metadata.json b/cachedir/joblib/run/estimatorFeatureSelection/a2e4d73360e68870d96fae86e984d2de/metadata.json
new file mode 100644
index 0000000..82ea6a0
--- /dev/null
+++ b/cachedir/joblib/run/estimatorFeatureSelection/a2e4d73360e68870d96fae86e984d2de/metadata.json
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\ No newline at end of file
diff --git a/cachedir/joblib/run/estimatorFeatureSelection/a31226f850fb438d1c36e606c82d4b49/metadata.json b/cachedir/joblib/run/estimatorFeatureSelection/a31226f850fb438d1c36e606c82d4b49/metadata.json
deleted file mode 100644
index d5ec741..0000000
--- a/cachedir/joblib/run/estimatorFeatureSelection/a31226f850fb438d1c36e606c82d4b49/metadata.json
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deleted file mode 100644
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--- a/cachedir/joblib/run/estimatorFeatureSelection/aa888e12434b582daa8216da815a7193/metadata.json
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diff --git a/cachedir/joblib/run/estimatorFeatureSelection/b8dd8a695480c8ee2551a6f491d357d9/metadata.json b/cachedir/joblib/run/estimatorFeatureSelection/b8dd8a695480c8ee2551a6f491d357d9/metadata.json
deleted file mode 100644
index aaf8b3b..0000000
--- a/cachedir/joblib/run/estimatorFeatureSelection/b8dd8a695480c8ee2551a6f491d357d9/metadata.json
+++ /dev/null
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diff --git a/cachedir/joblib/run/estimatorFeatureSelection/b9f18063a956e60963835da31891e04a/metadata.json b/cachedir/joblib/run/estimatorFeatureSelection/b9f18063a956e60963835da31891e04a/metadata.json
deleted file mode 100644
index da7691d..0000000
--- a/cachedir/joblib/run/estimatorFeatureSelection/b9f18063a956e60963835da31891e04a/metadata.json
+++ /dev/null
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new file mode 100644
index 0000000..47a4add
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diff --git a/cachedir/joblib/run/estimatorFeatureSelection/cb2a55b3f71fcb14e2a73d5efba20b9f/metadata.json b/cachedir/joblib/run/estimatorFeatureSelection/cb2a55b3f71fcb14e2a73d5efba20b9f/metadata.json
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new file mode 100644
index 0000000..e0e6644
--- /dev/null
+++ b/cachedir/joblib/run/estimatorFeatureSelection/d11d203222a9ce750e47d11496f8b702/metadata.json
@@ -0,0 +1 @@
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diff --git a/cachedir/joblib/run/estimatorFeatureSelection/d52db427cc523a9308211829dd49deec/metadata.json b/cachedir/joblib/run/estimatorFeatureSelection/d52db427cc523a9308211829dd49deec/metadata.json
deleted file mode 100644
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diff --git a/cachedir/joblib/run/estimatorFeatureSelection/e61d48086d0d76cb31bda8f58e240a30/metadata.json b/cachedir/joblib/run/estimatorFeatureSelection/e61d48086d0d76cb31bda8f58e240a30/metadata.json
deleted file mode 100644
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diff --git a/cachedir/joblib/run/estimatorFeatureSelection/ed5e8c3a27f46f12518cba3979f4ae08/metadata.json b/cachedir/joblib/run/estimatorFeatureSelection/ed5e8c3a27f46f12518cba3979f4ae08/metadata.json
deleted file mode 100644
index bf718ab..0000000
--- a/cachedir/joblib/run/estimatorFeatureSelection/ed5e8c3a27f46f12518cba3979f4ae08/metadata.json
+++ /dev/null
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diff --git a/cachedir/joblib/run/estimatorFeatureSelection/ef4a69381ae34d8c82473e4739317404/metadata.json b/cachedir/joblib/run/estimatorFeatureSelection/ef4a69381ae34d8c82473e4739317404/metadata.json
new file mode 100644
index 0000000..0a5874b
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\ No newline at end of file
diff --git a/cachedir/joblib/run/estimatorFeatureSelection/efea8b0425ee87b7c33d765e32f619bf/metadata.json b/cachedir/joblib/run/estimatorFeatureSelection/efea8b0425ee87b7c33d765e32f619bf/metadata.json
deleted file mode 100644
index ca4430c..0000000
--- a/cachedir/joblib/run/estimatorFeatureSelection/efea8b0425ee87b7c33d765e32f619bf/metadata.json
+++ /dev/null
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diff --git a/cachedir/joblib/run/estimatorFeatureSelection/f149052bf7f950cfbe429e814e5975a0/output.pkl b/cachedir/joblib/run/estimatorFeatureSelection/f149052bf7f950cfbe429e814e5975a0/output.pkl
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diff --git a/cachedir/joblib/run/estimatorFeatureSelection/fb249e29fd8ca50f37ff9ac9d1cfa9a0/metadata.json b/cachedir/joblib/run/estimatorFeatureSelection/fb249e29fd8ca50f37ff9ac9d1cfa9a0/metadata.json
deleted file mode 100644
index 3436a9d..0000000
--- a/cachedir/joblib/run/estimatorFeatureSelection/fb249e29fd8ca50f37ff9ac9d1cfa9a0/metadata.json
+++ /dev/null
@@ -1 +0,0 @@
-{"duration": 44.586753129959106, "input_args": {"Data": "        F1     F2  F3  F4     F5_p2  F6  F7    F8_l1p      F9  F10  F11       F12_p3   F13  F14     F15    F16  F17    F18     F19  F20  F21  F22  F23    F24    F25       F26_p4  F27  F28  F29  F30    F31  F32  F33  F34    F35  F36    F37  F38  F39  F40  F41\n0    1.185  9.085   0   0  5.121169   3   0  1.535145   0.000    0    1   970.887179  46.7    1  3.1934  1.359    0  1.034   1.476    3    3    0    0  1.100  2.483   541.987500    0    0    2    0  0.000    1    0    0  0.014    0  4.054    0    0    0    0\n1    0.000  8.179   2   0  4.813636   0   6  1.509839   0.000    6    0  1016.287637  35.1    0  1.8929  1.209    0  0.974   4.130    0    0    0    0  1.139  1.744   433.132851    0    0    0    0  0.000    2    0    0  0.000    0  3.489    0    4    0    0\n2    0.762  8.297   0   3  5.875776   0   0  1.467644  21.884    0    0  1069.343823  42.1    0  2.3934  1.204    0  1.027   1.027    0    0    0    2  1.120  2.773   616.048483    0    0    0    8 -0.686    3    0    0  0.004    0  3.693    0    0    0    0\n3    1.747  9.673   0   2  7.236100  23   0  1.730770   9.855    0    1  1885.025911  31.6    0  7.7233  0.906    0  1.291   5.094    0    0    0    0  1.348  5.741  1591.360175    1    0    0    2 -4.617    0    0   11  0.000    0  3.993    0    0    0    1\n4    1.824  9.825   0   2  7.290000  27   0  1.756995   9.894    0    1  1962.044794  31.8    0  7.9184  0.906    0  1.292   5.891    0    0    0    0  1.350  5.742  1605.516747    1    0    0    2 -4.724    0    0   13  0.000    0  4.005    0    0    0    1\n..     ...    ...  ..  ..       ...  ..  ..       ...     ...  ...  ...          ...   ...  ...     ...    ...  ...    ...     ...  ...  ...  ...  ...    ...    ...          ...  ...  ...  ...  ...    ...  ...  ...  ...    ...  ...    ...  ...  ...  ...  ...\n832  1.125  7.878   0   1  4.562496   0   0  1.383791   0.000    0    0   807.214547  43.8    0  3.0778  1.253    0  0.991   1.481    1    0    0    0  1.117  2.146   409.698121    0    0    1    2  0.000    1    0    0  0.045    0  3.573    0    0    0    0\n833  1.187  8.046   1   1  4.937284   0   2  1.412206   0.000    2    0   903.670126  38.9    0  3.2726  1.230    0  0.998   1.358    2    0    0    0  1.132  2.315   523.361201    2    0    2    2  0.000    1    0    0 -0.025    0  3.666    0    2    0    0\n834  0.625  8.901   0   2  6.245001   0   0  1.557091  24.203    0    0  1218.528651  58.3    0  2.3715  1.312    0  1.008   1.262    4    0    0    0  1.087  2.500   795.020055    0    0    0    8 -0.128    6    0    0  0.000    0  3.942    0    0    0    0\n835  3.866  8.778   0   6  5.574321   0   0  1.648851  11.747    0    1  1237.103815  32.4    0  1.9452  1.166    0  0.992  10.593    0    0    0    0  1.140  2.300   613.579107    3    0    0    9 -0.347    1    0    0  0.000    0  3.497    0    0    0    0\n836  3.706  8.680   0   6  5.574321   0   0  1.634521  11.724    0    1  1222.983335  31.4    0  1.9472  1.153    0  0.993   9.639    0    0    0    0  1.143  2.321   613.579107    3    0    0    9 -0.338    1    0    0  0.000    0  3.497    0    0    0    0\n\n[837 rows x 41 columns]", "clf": "XGBClassifier(base_score=0.5, booster='gbtree', colsample_bylevel=1,\n              colsample_bynode=1, colsample_bytree=0.8702434039276976,\n              eta=0.2593099998788648, gamma=0, gpu_id=-1,\n              importance_type='gain', interaction_constraints='',\n              learning_rate=0.259310007, max_delta_step=0, max_depth=6,\n              min_child_weight=1, missing=nan, monotone_constraints='()',\n              n_estimators=188, n_jobs=12, num_parallel_tree=1,\n              probability=True, random_state=42, reg_alpha=0, reg_lambda=1,\n              scale_pos_weight=1, silent=True, subsample=0.9972633684544026,\n              tree_method='exact', use_label_encoder=False,\n              validate_parameters=1, verbosity=0)"}}
\ No newline at end of file
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diff --git a/cachedir/joblib/run/estimatorFeatureSelection/fd841d4f4112c033470de40099a0dfb7/metadata.json b/cachedir/joblib/run/estimatorFeatureSelection/fd841d4f4112c033470de40099a0dfb7/metadata.json
deleted file mode 100644
index ca5eb56..0000000
--- a/cachedir/joblib/run/estimatorFeatureSelection/fd841d4f4112c033470de40099a0dfb7/metadata.json
+++ /dev/null
@@ -1 +0,0 @@
-{"duration": 26.816076040267944, "input_args": {"Data": "        F1     F2  F3  F4     F5_em1  F6  F7     F8      F9  F10  F11      F12_p2   F13  F14     F15    F16  F17    F18     F19  F20  F21  F22  F23    F24    F25       F26_p4  F27  F28  F29  F30    F31  F32  F33  F34    F35  F36    F37  F38  F39  F40  F41\n0    1.185  9.085   0   0   8.611882   3   0  3.642   0.000    0    1   98.049604  46.7    1  3.1934  1.359    0  1.034   1.476    3    3    0    0  1.100  2.483   541.987500    0    0    2    0  0.000    1    0    0  0.014    0  4.054    0    0    0    0\n1    0.000  8.179   2   0   7.971026   0   6  3.526   0.000    6    0  101.082916  35.1    0  1.8929  1.209    0  0.974   4.130    0    0    0    0  1.139  1.744   433.132851    0    0    0    0  0.000    2    0    0  0.000    0  3.489    0    4    0    0\n2    0.762  8.297   0   3  10.290933   0   0  3.339  21.884    0    0  104.571076  42.1    0  2.3934  1.204    0  1.027   1.027    0    0    0    2  1.120  2.773   616.048483    0    0    0    8 -0.686    3    0    0  0.004    0  3.693    0    0    0    0\n3    1.747  9.673   0   2  13.731676  23   0  4.645   9.855    0    1  152.596609  31.6    0  7.7233  0.906    0  1.291   5.094    0    0    0    0  1.348  5.741  1591.360175    1    0    0    2 -4.617    0    0   11  0.000    0  3.993    0    0    0    1\n4    1.824  9.825   0   2  13.879732  27   0  4.795   9.894    0    1  156.725361  31.8    0  7.9184  0.906    0  1.292   5.891    0    0    0    0  1.350  5.742  1605.516747    1    0    0    2 -4.724    0    0   13  0.000    0  4.005    0    0    0    1\n..     ...    ...  ..  ..        ...  ..  ..    ...     ...  ...  ...         ...   ...  ...     ...    ...  ...    ...     ...  ...  ...  ...  ...    ...    ...          ...  ...  ...  ...  ...    ...  ...  ...  ...    ...  ...    ...  ...  ...  ...  ...\n832  1.125  7.878   0   1   7.465508   0   0  2.990   0.000    0    0   86.694721  43.8    0  3.0778  1.253    0  0.991   1.481    1    0    0    0  1.117  2.146   409.698121    0    0    1    2  0.000    1    0    0  0.045    0  3.573    0    0    0    0\n833  1.187  8.046   1   1   8.225764   0   2  3.105   0.000    2    0   93.470224  38.9    0  3.2726  1.230    0  0.998   1.358    2    0    0    0  1.132  2.315   523.361201    2    0    2    2  0.000    1    0    0 -0.025    0  3.666    0    2    0    0\n834  0.625  8.901   0   2  11.170318   0   0  3.745  24.203    0    0  114.083761  58.3    0  2.3715  1.312    0  1.008   1.262    4    0    0    0  1.087  2.500   795.020055    0    0    0    8 -0.128    6    0    0  0.000    0  3.942    0    0    0    0\n835  3.866  8.778   0   6   9.601548   0   0  4.201  11.747    0    1  115.240225  32.4    0  1.9452  1.166    0  0.992  10.593    0    0    0    0  1.140  2.300   613.579107    3    0    0    9 -0.347    1    0    0  0.000    0  3.497    0    0    0    0\n836  3.706  8.680   0   6   9.601548   0   0  4.127  11.724    0    1  114.361636  31.4    0  1.9472  1.153    0  0.993   9.639    0    0    0    0  1.143  2.321   613.579107    3    0    0    9 -0.338    1    0    0  0.000    0  3.497    0    0    0    0\n\n[837 rows x 41 columns]", "clf": "XGBClassifier(base_score=0.5, booster='gbtree', colsample_bylevel=1,\n              colsample_bynode=1, colsample_bytree=0.8702434039276976,\n              eta=0.2593099998788648, gamma=0, gpu_id=-1,\n              importance_type='gain', interaction_constraints='',\n              learning_rate=0.259310007, max_delta_step=0, max_depth=6,\n              min_child_weight=1, missing=nan, monotone_constraints='()',\n              n_estimators=188, n_jobs=12, num_parallel_tree=1,\n              probability=True, random_state=42, reg_alpha=0, reg_lambda=1,\n              scale_pos_weight=1, silent=True, subsample=0.9972633684544026,\n              tree_method='exact', use_label_encoder=False,\n              validate_parameters=1, verbosity=0)"}}
\ 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 496e160..d1df3d3 100644
--- a/cachedir/joblib/run/estimatorFeatureSelection/func_code.py
+++ b/cachedir/joblib/run/estimatorFeatureSelection/func_code.py
@@ -1,4 +1,4 @@
-# first line: 854
+# first line: 880
 @memory.cache
 def estimatorFeatureSelection(Data, clf):
 
@@ -8,7 +8,6 @@ def estimatorFeatureSelection(Data, clf):
     PerFeatureAccuracyAll = []
     ImpurityFS = []
     RankingFS = []
-    
     estim = clf.fit(Data, yData)
 
     importances = clf.feature_importances_
@@ -54,7 +53,7 @@ def estimatorFeatureSelection(Data, clf):
     n_feats = Data.shape[1]
 
     num_cores = multiprocessing.cpu_count()
-    print("Parallelization Initialized")
+    print("Parallelization Initilization")
     flat_results = Parallel(n_jobs=num_cores)(delayed(featFun)(clf,Data.values[:, i].reshape(-1, 1),yData) for i in range(n_feats))
     PerFeatureAccuracy = [item for sublist in flat_results for item in sublist]
     # for i in range(n_feats):
diff --git a/data_sample.csv b/data_sample.csv
new file mode 100644
index 0000000..268ef4e
--- /dev/null
+++ b/data_sample.csv
@@ -0,0 +1,77 @@
+fs1,fs2,fs3,fs4,fs5,fs6,fs7,fs8,fs9,fs10,fs11,fs12,fs13,fs14,fs15,class*
+29181.50859,31473.58398,31331.64531,23990.34766,23877.72461,23763.38867,28376.73984,25882.41563,28091.87109,25617.45957,25482.08867,27648.90234,25205.64063,22785.95703,24921.54414,cylinder
+42442.20664,38505.21094,46110.05625,46011.9375,38259.86328,38174.83594,41896.9332,41799.69922,41700.52734,45381.20625,37724.02344,48917.14648,41284.40508,41175.35898,37331.15625,cylinder
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\ No newline at end of file
diff --git a/frontend/src/components/DataSetSlider.vue b/frontend/src/components/DataSetSlider.vue
index 513fe5b..75f6b71 100644
--- a/frontend/src/components/DataSetSlider.vue
+++ b/frontend/src/components/DataSetSlider.vue
@@ -3,10 +3,11 @@
       <b-col cols="2" style="margin-left: -35px">
         <label id="data" for="param-dataset" data-toggle="tooltip" data-placement="right" title="Tip: use one of the data sets already provided or upload a new file.">{{ dataset }}</label>
         <select id="selectFile" @change="selectDataSet()">
-            <option value="WineC.csv">Red wine quality</option>
-            <option value="VehicleC.csv">Vehicle recognition</option>
-            <option value="biodegC.csv" selected>QSAR biodegradation</option>
-            <!--<option value="DiabetesC.csv">Indian diabetes</option>
+            <option value="WineC.csv" selected>Red wine quality</option>
+            <option value="VehicleC.csv" >Vehicle recognition</option>
+            <option value="biodegC.csv" >QSAR biodegradation</option>
+            <!--<option value="MaterialC.csv">Material C</option>
+            <option value="DiabetesC.csv">Indian diabetes</option>
             <option value="HeartC.csv">Heart disease</option> -->
             <option value="IrisC.csv">Iris flower</option>
             <option value="local">Upload file</option>
@@ -46,7 +47,7 @@ export default {
   name: 'DataSetSlider',
   data () {
     return {
-      defaultDataSet: 'biodegC', // default value for the first data set
+      defaultDataSet: 'WineC', // default value for the first data set
       searchText: 'Feature exploration',
       resetText: 'Factory reset',
       dataset: 'Data set'
diff --git a/frontend/src/components/Main.vue b/frontend/src/components/Main.vue
index aa046a3..f787dad 100755
--- a/frontend/src/components/Main.vue
+++ b/frontend/src/components/Main.vue
@@ -149,8 +149,8 @@ export default Vue.extend({
       DataResults: '',
       keyNow: 1,
       instancesImportance: '',
+      RetrieveValueFile: 'WineC', // this is for the default data set
       //RetrieveValueFile: 'VehicleC', // this is for the default data set
-      RetrieveValueFile: 'biodegC', // this is for the default data set
       SelectedFeaturesPerClassifier: '',
       FinalResults: 0,
       selectedAlgorithm: '',
@@ -500,7 +500,7 @@ export default Vue.extend({
             EventBus.$emit('SlidersCall')
             this.keySlider = false
           }
-          EventBus.$emit('ConfirmDataSet') // REMOVE THAT!
+          // EventBus.$emit('ConfirmDataSet') // REMOVE THAT!
         } else {
           EventBus.$emit('dataSpace', this.correlResul)
           EventBus.$emit('quad', this.correlResul)
@@ -559,10 +559,10 @@ export default Vue.extend({
       .then(response => {
         console.log('Server successfully send the predictive results!')
         this.ValidResults = response.data.ValidResults
+        EventBus.$emit('finalResults', this.ValidResults)
         if (!this.spaceChange) {
           EventBus.$emit('HistoryCalled', true)
         }
-        EventBus.$emit('finalResults', this.ValidResults)
         this.spaceChange = false
         if (this.transformNodesFlag) {
           EventBus.$emit('Default')
diff --git a/frontend/src/components/Results.vue b/frontend/src/components/Results.vue
index 33eaeaf..c3f85d9 100644
--- a/frontend/src/components/Results.vue
+++ b/frontend/src/components/Results.vue
@@ -26,7 +26,7 @@ export default {
       historyKey: -1,
       whereIsChange: -1,
       previousState: [],
-      storeBestSoFarAV: [],
+      storeBestSoFarAV: 0,
       flag: true,
       onHold: 0,
       keepFeaturesAddedGenRemoved: 0,
@@ -38,9 +38,8 @@ export default {
 
       this.globalStep = this.globalStep + 1
       var state = this.globalStep
-      
       if (state == 1) {
-        this.storeBestSoFarAV = parseFloat(this.scoresMean[0]) + parseFloat(this.scoresMean[1]) + parseFloat(this.scoresMean[2]) - parseFloat(this.scoresSTD[0]) - parseFloat(this.scoresSTD[1]) - parseFloat(this.scoresSTD[2])
+        this.storeBestSoFarAV = (parseFloat(this.scoresMean[0]) + parseFloat(this.scoresMean[1]) + parseFloat(this.scoresMean[2]) - parseFloat(this.scoresSTD[0]) - parseFloat(this.scoresSTD[1]) - parseFloat(this.scoresSTD[2]))
       } else {
         if (this.historyKey == 0 || this.historyKey == 1) {
           if (this.whoCalls) {
@@ -136,7 +135,7 @@ export default {
           .style('stroke-width', borderWidth)
           .style('shape-rendering', 'crispEdges')
 
-      var color = JSON.parse(this.ValidResultsVar[12])
+      //var color = JSON.parse(this.ValidResultsVar[12])
 
 
       var allValues = Array.prototype.concat.apply([], data.map(function(d) { return d.values }))
diff --git a/insertDataMongo.py b/insertDataMongo.py
new file mode 100644
index 0000000..15d89c3
--- /dev/null
+++ b/insertDataMongo.py
@@ -0,0 +1,24 @@
+#!/usr/bin/env python
+import sys
+import pandas as pd
+import pymongo
+import json
+import os
+
+
+def import_content(filepath):
+    mng_client = pymongo.MongoClient('localhost', 27017)
+    mng_db = mng_client['mydb']
+    collection_name = 'MaterialC' 
+    db_cm = mng_db[collection_name]
+    cdir = os.path.dirname(__file__)
+    file_res = os.path.join(cdir, filepath)
+
+    data = pd.read_csv(file_res)
+    data_json = json.loads(data.to_json(orient='records'))
+    db_cm.remove()
+    db_cm.insert(data_json)
+
+if __name__ == "__main__":
+  filepath = './data_sample.csv'
+  import_content(filepath)
\ No newline at end of file
diff --git a/run.py b/run.py
index 96d5541..4aacf05 100644
--- a/run.py
+++ b/run.py
@@ -112,8 +112,9 @@ def reset():
     all_classifiers = []
 
     global crossValidation
-    #crossValidation = 8
-    crossValidation = 5
+    crossValidation = 8
+    #crossValidation = 5
+    #crossValidation = 3
 
     global resultsMetrics
     resultsMetrics = []
@@ -234,8 +235,9 @@ def retrieveFileName():
     all_classifiers = []
 
     global crossValidation
-    #crossValidation = 8
-    crossValidation = 5
+    crossValidation = 8
+    #crossValidation = 5
+    #crossValidation = 3
 
     global parametersSelData
     parametersSelData = []
@@ -288,6 +290,13 @@ def retrieveFileName():
         CollectionDB = mongo.db.diabetesC.find()
         target_names.append('Negative')
         target_names.append('Positive')
+    elif data['fileName'] == 'MaterialC':
+        CollectionDB = mongo.db.MaterialC.find()
+        target_names.append('Cylinder')
+        target_names.append('Disk')
+        target_names.append('Flatellipsold')
+        target_names.append('Longellipsold')
+        target_names.append('Sphere')
     elif data['fileName'] == 'ContraceptiveC':
         CollectionDB = mongo.db.ContraceptiveC.find()
         target_names.append('No-use')
@@ -877,7 +886,6 @@ def estimatorFeatureSelection(Data, clf):
     PerFeatureAccuracyAll = []
     ImpurityFS = []
     RankingFS = []
-    
     estim = clf.fit(Data, yData)
 
     importances = clf.feature_importances_
@@ -923,7 +931,7 @@ def estimatorFeatureSelection(Data, clf):
     n_feats = Data.shape[1]
 
     num_cores = multiprocessing.cpu_count()
-    print("Parallelization Initialized")
+    print("Parallelization Initilization")
     flat_results = Parallel(n_jobs=num_cores)(delayed(featFun)(clf,Data.values[:, i].reshape(-1, 1),yData) for i in range(n_feats))
     PerFeatureAccuracy = [item for sublist in flat_results for item in sublist]
     # for i in range(n_feats):