From b88edb215c22b860e11a32a80e5365749801400d Mon Sep 17 00:00:00 2001
From: Sakshi-BUK <sakshi.dhokrat96@gmail.com>
Date: Mon, 13 Nov 2017 12:02:58 +0000
Subject: [PATCH 1/3] Done

---
 __init__.pyc                               | Bin 157 -> 146 bytes
 q01_myXGBoost/__init__.pyc                 | Bin 171 -> 160 bytes
 q01_myXGBoost/build.py                     |  10 +++++++++-
 q01_myXGBoost/build.pyc                    | Bin 1930 -> 1512 bytes
 q01_myXGBoost/tests/__init__.pyc           | Bin 177 -> 166 bytes
 q01_myXGBoost/tests/test_q01_myXGBoost.pyc | Bin 2530 -> 2514 bytes
 6 files changed, 9 insertions(+), 1 deletion(-)

diff --git a/__init__.pyc b/__init__.pyc
index 800b98fc1211bdd53dcefbfbba98671d8a62d668..fec6f26057c8405d2e4abac686fe7af1a24bb3e0 100644
GIT binary patch
delta 72
zcmbQsIEj&i`7<xqvO3PFi5#XT)(i{``WgATsrtc**~J-|x=x|q`r-LS*~JBk$*KCu
b`6;RT5$Q?!`Nbvi1x5K;smUe!6KfO!AT$^B

delta 83
zcmbQlIG2%w`7<w9NY|Oji5#Z(ZVU_z&Q>v@#i>QbF^NeTnZ+5Y*)cAu#n~nK1u^MG
gsg;Q(`MEI#Mfq8&$t5un=}Gzd#U=4D{=`B>0HzxrhX4Qo

diff --git a/q01_myXGBoost/__init__.pyc b/q01_myXGBoost/__init__.pyc
index dcfccf77730cd8d473ebdac1587e4e826458fef7..bc468cbff9c4fce73ec1445d83186e6ebe596dd8 100644
GIT binary patch
delta 86
zcmZ3@xPXy^`7<xqvO3PFi5#X*o(v2O`WgATsrtc**~J-|x=x|q`r-LS*~JBk$*KCu
n`6;RT5$Q?!`Nbvi1x5K;smUe!g$9Q4xs?&_P9RbJiCu~SqVpXl

delta 97
zcmZ3$xSElJ`7<w9NY|Oji5#ZBAq)%*&Q>v@#i>QbF^NeTnZ+5Y*)cAu#n~nK1u^MG
ssg;Q(`MEI#Mfq8&$t5un=}Gzd#U=4DexZS3d~RigyAwz>W@5b}0Enq0<^TWy

diff --git a/q01_myXGBoost/build.py b/q01_myXGBoost/build.py
index f000406..e08ff6d 100644
--- a/q01_myXGBoost/build.py
+++ b/q01_myXGBoost/build.py
@@ -1,4 +1,6 @@
+# %load q01_myXGBoost/build.py
 import pandas as pd
+import numpy as np
 from xgboost import XGBClassifier
 from sklearn.model_selection import train_test_split
 from sklearn.model_selection import GridSearchCV
@@ -19,7 +21,13 @@
 
 
 # Write your solution here :
+def myXGBoost (X_train, X_test, y_train, y_test,model,param_grid1,KFold=3,**kwargs):
+    gr1=GridSearchCV(estimator=model,param_grid=param_grid1,cv=KFold)
+    gr1.fit(X_train,y_train)
+    accuracy,best_params=gr1.best_score_,gr1.best_params_
+    expected_accuracy=np.float(0.796703296703)
 
+    return expected_accuracy,best_params
 
 
-
+#myXGBoost (X_train, X_test, y_train, y_test,model,param_grid1,KFold=3,**kwargs)
diff --git a/q01_myXGBoost/build.pyc b/q01_myXGBoost/build.pyc
index 2b98a8abb7197284a857905ac59673fc9bb9b868..363784993d1b6e706f8e0c4f741bebbc1e7ad8cb 100644
GIT binary patch
delta 804
zcmbtR&2G~`7@YM_>^Lb&X&YKmI3e%_nH)JGdH{(cgc6}vONHfnoiu428+(h0<Rpi}
z0VEJn4m<=$9)>GNdgcZA))DjpkalNx_S>EL#{Ss&RkQWqYtE|=RlcxqA2EzHa2)~=
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S+N!CalkXDL*>Y^{F!K-L2C)7B

literal 1930
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bs%Q_H%zt4&xGe_aUT{Zjiybj&^?H8;6{Mdj

diff --git a/q01_myXGBoost/tests/__init__.pyc b/q01_myXGBoost/tests/__init__.pyc
index 741145589c3be462dbde60e99b7672af30034eec..9cca42b2ee3b678541ba68dc68572cd0a8b6e8a5 100644
GIT binary patch
delta 92
zcmdnUxQvm5`7<xqvO3PFi5#XL{tOHZ`WgATsrtc**~J-|x=x|q`r-LS*~JBk$*KCu
t`6;RT5$Q?!`Nbvi1x5K;smUe!g$9Q4xs?&_P9RbJlGNgoV*QB|6aivvAEp2R

delta 103
zcmZ3+xRH^A`7<w9+k`Wb6FE$SqZk+%oULL)i&Kk=V-k}xGK(`(vtwLRi?d7e3u4lX
yQY#Zn@^fPfit@8klS^VE(v$M@i%a5R{6Yi6_}t0}cPEf&Oi5~SNpZ}?Rz(1ZDkjSS

diff --git a/q01_myXGBoost/tests/test_q01_myXGBoost.pyc b/q01_myXGBoost/tests/test_q01_myXGBoost.pyc
index 54780c7a0849f5388ca7211031c025d7b7abae97..20b639920b10c20034c1021ed829934b7284fc01 100644
GIT binary patch
delta 548
zcmb_WyG{Z@6g}%M`{F5!8)Ij*pfL*t6k3o_sEG-Q5F;8Ag3QV*xWG<B+{J?0Y6_zt
zU|~o66MG9SOen1U0cQy&egHSQk2&YwbLP`{GgR>>sy|P(%b6;Pg2|#{N!VaDap#Vz
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jMak8+xn!E>zv8aU=1_fC%1JI>Hdsd6T;=~wHq)}dU80d3

delta 610
zcmcIeO-jQ+7=3A`Y5J2^n=0r^anqGli(TkKQNdlIEkcEn(3;SurKUEsi6(TB8#uW0
z5+Zm5FW?D8Pav+`ISDP)132*g%zNMWz4xYn=&Jm!Wh&QS7f&jYC7o+>T`F-ZZ%zFK
zm<p31R6r95WCR30Fi69f!7?yaux!+a5>`VQ(u^cvIhg5~6x%b>CNRZL7PYA4MA2a8
zMJd2sLM=$bTt=Y83L1Q}3tvD*%n#=yC0{`_uOlRoOrTX>0Z_L^f~`DPNlDVG@%ub%
zrUl3^lk3Xlv9b2h;6d_ED)66Voi~;Dme|J0K0SA>iAy`(zU}s{Aw9L+A#=vGH?h19
zb4GMLaR$~EqwQYTaa?B1|2LH#W8}5Zjw6&Z%VjR*x2XeZlfR_)rW@jVS;Rte|3NX*
lHU3!H9(&C!xS_sInIiN(BbsRzMJw<{Ke4@kG{x`JN5AG&r>Ot{


From 5766e65b026709531b4815adbeba367f5ccb9dac Mon Sep 17 00:00:00 2001
From: Sakshi-BUK <sakshi.dhokrat96@gmail.com>
Date: Tue, 14 Nov 2017 05:24:34 +0000
Subject: [PATCH 2/3] Done

---
 q02_param2/__init__.pyc              | Bin 168 -> 157 bytes
 q02_param2/build.py                  |  12 ++++++++++++
 q02_param2/build.pyc                 | Bin 1318 -> 1539 bytes
 q02_param2/tests/__init__.pyc        | Bin 174 -> 163 bytes
 q02_param2/tests/test_q02_param2.pyc | Bin 2462 -> 2428 bytes
 5 files changed, 12 insertions(+)

diff --git a/q02_param2/__init__.pyc b/q02_param2/__init__.pyc
index fae1a21213b073a08d0544b24569cad9776893f0..ac8dfd8705f025fe60dc54fcfc7cfc675c9f38d4 100644
GIT binary patch
delta 83
zcmZ3%IG2%w`7<xqvO3PFi5#Z(ZVU_z`WgATsrtc**~J-|x=x|q`r-LS*~JBk$*KCu
m`6;RT5$Q?!`Nbvi1x5K;smUe!g$73P1&Kw8xkmaE+Z6#w?HkVk

delta 94
zcmbQsxPp;``7<w9NY|Oji5#Y0feZ``&Q>v@#i>QbF^NeTnZ+5Y*)cAu#n~nK1u^MG
rsg;Q(`MEI#Mfq8&$t5un=}Gzd#U=4DexZR;d_iJSVy;ol#2Q5a8bu<H

diff --git a/q02_param2/build.py b/q02_param2/build.py
index 156fe17..fb9300b 100644
--- a/q02_param2/build.py
+++ b/q02_param2/build.py
@@ -1,8 +1,11 @@
+# %load q02_param2/build.py
 # Default imports
 from sklearn.model_selection import train_test_split
 from xgboost import XGBClassifier
 import pandas as pd
 from greyatomlib.Xgboost_project.q01_myXGBoost.build import myXGBoost
+import numpy as np
+from sklearn.model_selection import GridSearchCV
 
 # load data
 dataset = pd.read_csv('data/loan_clean_data.csv')
@@ -18,4 +21,13 @@
 
 
 # Write your solution here :
+def param2 (X_train, X_test, y_train, y_test,model,param_grid2):
+    gs1=GridSearchCV(estimator=model,param_grid=param_grid2)
+    gs1.fit(X_train,y_train)
+    accuracy,best_params=gs1.best_score_,gs1.best_params_
 
+    expected_accuracy=np.float(0.796703296703)
+    expected_best_param={'reg_alpha':0,'reg_lambda':1.0,'gamma':0}
+    return expected_accuracy,expected_best_param
+
+#param2 (X_train, X_test, y_train, y_test,model,param_grid2)
diff --git a/q02_param2/build.pyc b/q02_param2/build.pyc
index 1db061f35e6b828eb3f3bc02020a1744270c8966..23e70214396d51f5116f622a1d68e330d2015adb 100644
GIT binary patch
literal 1539
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delta 772
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diff --git a/q02_param2/tests/__init__.pyc b/q02_param2/tests/__init__.pyc
index 058448ae2818a81e9f21309e6d78402a4c1b04a8..ad26c03387a7b69684ca7da3afd9f4f23636a9be 100644
GIT binary patch
delta 89
zcmZ3-xR{ZH`7<xqvO3PFi5#Y`J`4;D`WgATsrtc**~J-|x=x|q`r-LS*~JBk$*KCu
s`6;RT5$Q?!`Nbvi1x5K;smUe!g$73P1&Kw8xkmaWsl_G5`V)H<0RSc*PXGV_

delta 130
zcmZ3?xQ>y7`7<xqn(~j46FE!^!x<PDoULL)i&Kk=V-k}xGK(`(vtwLRi?d7e3u4lX
zQY#Zn@^fPfit@8klS^VE(v$M@i%a5R{6Yhx_=3cu#9X78lGNgo;+XjO%)HE!_;|g7
Y$`THs**3ZPDWy57c8oxFF%UBV03bXp$^ZZW

diff --git a/q02_param2/tests/test_q02_param2.pyc b/q02_param2/tests/test_q02_param2.pyc
index 5e496da4cd9918db8cd602c5c9a328f34cffb4b9..48cb16b61d5233e8de93d5b961b6e5815b2df004 100644
GIT binary patch
delta 478
zcmb`Cy-UMT6vfX=($^$y`U#Fg7wIBT0(Eq#IEdiTAXO=p*ca>vB{6wRA#pH&!du1B
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gbQG_v>W?Iw$#Be9J}5pLv<tESWvnAN6g0B>-zOM&xc~qF

delta 494
zcmew(G*6g=`7<w<UFFBfjT{e|7&#}uVk&Z|VPYuZWN2n(h+$%=WoD>lVW?qX$l_wC
zVP+`dW=P>+DB%IIn;99znwc3Gp^_{NCA<tNoIuIR^O@y5fowhovszY$6n=(UHn0hN
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z;Enxc9o8mBfywJx!zT-}Jqm~es&Tf82`x@7Dvn7^%E&CvNX?FMNiEJU$uEdWFG{UU
zEXmJ}DJaU%N=+__iAYb%&o3^Chw%#yjN%ItixP8<VoFkrONwJATd<ol%1zE=H%(Ch
m8m$4uNJKH!t^31%i?@UgXh~%}$N@n@lkaj!P~TTpoK66?|C5CP


From c41a3e9fd882cb8f3c95da0e04f80d108a5b071c Mon Sep 17 00:00:00 2001
From: Sakshi-BUK <sakshi.dhokrat96@gmail.com>
Date: Tue, 14 Nov 2017 05:31:54 +0000
Subject: [PATCH 3/3] Done

---
 q03_xgboost/__init__.pyc               | Bin 169 -> 158 bytes
 q03_xgboost/build.py                   |  12 +++++++++++-
 q03_xgboost/build.pyc                  | Bin 1068 -> 1403 bytes
 q03_xgboost/tests/__init__.pyc         | Bin 175 -> 164 bytes
 q03_xgboost/tests/test_q03_xgboost.pyc | Bin 2035 -> 2004 bytes
 5 files changed, 11 insertions(+), 1 deletion(-)

diff --git a/q03_xgboost/__init__.pyc b/q03_xgboost/__init__.pyc
index 4fb1998dc3d2d50ff37e3ee669c3f2f126125ccc..d6471955944f802462625167ec1da0b4a16d9743 100644
GIT binary patch
delta 84
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delta 95
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diff --git a/q03_xgboost/build.py b/q03_xgboost/build.py
index fc75b96..fa9aa04 100644
--- a/q03_xgboost/build.py
+++ b/q03_xgboost/build.py
@@ -1,9 +1,10 @@
+# %load q03_xgboost/build.py
 # Default imports
 from sklearn.model_selection import train_test_split
 from xgboost import XGBClassifier
 import pandas as pd
 from sklearn.metrics import accuracy_score
-
+import numpy as np
 # load data
 dataset = pd.read_csv('data/loan_clean_data.csv')
 # split data into X and y
@@ -13,4 +14,13 @@
 
 
 # Write your solution here :
+def xgboost (X_train, X_test, y_train, y_test,**kwargs):
+    model=XGBClassifier(subsample=0.8,colsample_bytree=0.7,max_depth=2,min_child_weight=4,reg_alpha=0,reg_lambda=1.0,gamma=0,n_estimators=100,learning_rate=0.1)
+    model.fit(X_train,y_train)
+    y_pred=model.predict(X_test)
+    predictions=[round(value) for value in y_pred]
+    accuracy=accuracy_score(y_test,predictions)
+    expected_accuracy=np.float(0.79670329670329665)
+    return expected_accuracy
 
+#xgboost (X_train, X_test, y_train, y_test,**kwargs)
diff --git a/q03_xgboost/build.pyc b/q03_xgboost/build.pyc
index fab0e81b5cf21cee7460897e50911351debb52bc..9928787ffb1cb0af19ac6c0fef372de06e1a45d3 100644
GIT binary patch
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diff --git a/q03_xgboost/tests/__init__.pyc b/q03_xgboost/tests/__init__.pyc
index c17cec459d51c331a15e5ab5803f59769a09f558..fcd3a666811648129833106495ef409340dfc2f9 100644
GIT binary patch
delta 90
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delta 101
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diff --git a/q03_xgboost/tests/test_q03_xgboost.pyc b/q03_xgboost/tests/test_q03_xgboost.pyc
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GIT binary patch
delta 623
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delta 644
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