From 662be9229acd5c1fb9414b15a1acd17d55173fcd Mon Sep 17 00:00:00 2001
From: HardikaB <hardi.2607@gmail.com>
Date: Sun, 29 Jul 2018 17:49:26 +0000
Subject: [PATCH 1/2] Done

---
 __pycache__/__init__.cpython-36.pyc           | Bin 144 -> 140 bytes
 .../__pycache__/__init__.cpython-36.pyc       | Bin 158 -> 154 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 1177 -> 1333 bytes
 q01_myXGBoost/build.py                        |  29 +++++++++++++-----
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 164 -> 160 bytes
 .../test_q01_myXGBoost.cpython-36.pyc         | Bin 2735 -> 2731 bytes
 .../__pycache__/__init__.cpython-36.pyc       | Bin 156 -> 152 bytes
 q03_xgboost/__pycache__/build.cpython-36.pyc  | Bin 821 -> 1039 bytes
 q03_xgboost/build.py                          |  20 ++++++++++--
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 162 -> 158 bytes
 .../test_q03_xgboost.cpython-36.pyc           | Bin 2035 -> 2031 bytes
 11 files changed, 40 insertions(+), 9 deletions(-)

diff --git a/__pycache__/__init__.cpython-36.pyc b/__pycache__/__init__.cpython-36.pyc
index 51086b4da1a1e386d393f955d9262c7aa7d047a0..cb7d45e9dbd262fa2713abc7b0cb243e1d4f449d 100644
GIT binary patch
delta 50
zcmbQh*u%(S%*)I5WJOH$L=JN~OZ|-e+*Ey!#G;hU>_jL1@cg3e;)2BFRQ=@ql+=ld
F`T&V-5Uv0K

delta 54
zcmeBSoWRIo%*)GF5Z@Rzk;7ccRzD*@H&s8qD77-NBtKW*B|o_|H#M)MSU;dBKPxr4
Jq<CViJ^;bU5<LI_

diff --git a/q01_myXGBoost/__pycache__/__init__.cpython-36.pyc b/q01_myXGBoost/__pycache__/__init__.cpython-36.pyc
index 05966aeff638282478e662988295264bb7158172..2fb3142e82f71d9616d4dfb0a208fd80cb840a38 100644
GIT binary patch
delta 50
zcmbQoIE#_Pn3tF9$%>fhi5%u~?)n+|xvBadiA5=y*@;g2;rT_`#RZAUsrt$JDX9|^
FZ2^#_5as{?

delta 54
zcmbQmIFFITn3tEUAignbB8Rz>w|+)`ZmNEIQEFvkNq(-rOMY@`Zfaghv3@{NepYI7
JN%6#3TL8(Z5_JFo

diff --git a/q01_myXGBoost/__pycache__/build.cpython-36.pyc b/q01_myXGBoost/__pycache__/build.cpython-36.pyc
index 73181f184abb3f5692edf7e5c0ad410987ccc57f..2f777f39500cedbaf9ea4eaef3a60ada72663f31 100644
GIT binary patch
delta 834
zcmYjO&ui2`6rP!6lk9BvN4M>^)z%6HH7KmrgA|I06cGwudMJ!7OPV)bv%6{5Nm^T&
zrH8f09?G5s{{jC1@BRs%JjA13ym}NwU$zx@!hG|+Z(d%$_wugzk*_=~m-*M<yD#q-
z2>C`PmV^8W?&SN$%GzmE6h%safYmc2E;uEUc1mCmsc@y+DFX$1#t;|J*gjhzqB5Z_
zjg_h_$cn5&5jd32%^g$J#FVIuX>g$o6{tcDrtq%bb}-8MblZd(n1u$c&Vkb|Tm_eW
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zDo&Etk>4Aw(J!Z{n2D4S*jIC?;c4OC%;%6I9N*J+hYZOE*}b{L2F{?E(jgge%{xpN
zhm;b{bwNAp<Tc+WsgasPIw++DZK7Jz7SMBZ;A*#HX`<PXjk&EUW|h;()P^pjSiuBm
zP}LP(-DlVgd*Lx*=N*IxZNY*gub36WR7Oc=_QE91EWh8E2cUAV3V$R~CW0{b!&KOP
zB_Rw_;qJ*KZS{TSM@h@8jXpE)RPb@!YO4@LVe?tsgUsr_@l`v?XqeHCFndY5Dmc#Z
zYHY&ElUwm#M_4DVym;pPn{rl~_{ImKZlQ}`8_id7B%9BD1!32J+T4y+H|hI<Yz9UQ
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ztd?@Pk;5`VR{G!KYGxd__r}%6-X`F7p6aYeF&y^fV}?<ZmvGQS{-76wvj(lxd31>W
IXq|E6FaFZcH2?qr

delta 680
zcmYk2&ubGw6vyYy{>Wx_)23-ne@h`M<P@rSkQNaUQ3^%qZ4knC-(*c}+%mhV1Sa$l
zd#oUP5(IC8e}MiG{sA8LBzW>)@S<;n#mw?P^PM;Q-kbNni1*djomx%oef=o+Y{q`F
zx#f|5K$d=c*SdEOOu?Xv?i8d@V&EenTyWyX1@G~7CWATe=FC%5jtW!_J*=X*w4d8@
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z2HY^iryLk*Yf>fJ2Bt6(nPY^prhMWX-&A{?%3FsTC~Mm)#A&F*VK>%&EFSXctf-tR
zeVnAK?G_?cS$B4yY8o;ttX@Bp!LdrO++A5Y)e8Gjrkyfhkl(f1sGFpvbMQDh!NPs{
zI@ED0ojC1MdVeljy5nvcUU*ki_{?;RVt+sByhw(s6KgdNvt-zLltiPUdX=S}XF3_E
zC`<Dn*6rQ0PFg20upxjtnF|60*Eh-c>kln`i&Pu5Uv4Y;Q~N0YWbgDg>8Q6#Y?ruB
vDE$AU*qtSqy=4wJ%D=q*VS=L*b-x^7x<T-$?Ci4yZ$bmsc!M4hK*RY9pZcMO

diff --git a/q01_myXGBoost/build.py b/q01_myXGBoost/build.py
index db3654a..35f1a7a 100644
--- a/q01_myXGBoost/build.py
+++ b/q01_myXGBoost/build.py
@@ -1,8 +1,10 @@
+# %load q01_myXGBoost/build.py
 import pandas as pd
 from xgboost import XGBClassifier
 from sklearn.model_selection import train_test_split
 from sklearn.model_selection import GridSearchCV
-from sklearn.metrics import accuracy_score
+from sklearn.metrics import accuracy_score,make_scorer
+from sklearn.model_selection import cross_val_score
 
 # load data
 dataset = pd.read_csv('data/loan_clean_data.csv')
@@ -11,13 +13,26 @@
 y = dataset.iloc[:, -1]
 X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.33, random_state=9)
 
-param_grid1 = {"max_depth": [2, 3, 4, 5, 6, 7, 9, 11],
-               "min_child_weight": [4, 6, 7, 8],
-               "subsample": [0.6, .7, .8, .9, 1],
-               "colsample_bytree": [0.6, .7, .8, .9, 1]
+param_grid1 = {'max_depth': [2, 3, 4, 5, 6, 7, 9, 11],
+               'min_child_weight': [4, 6, 7, 8],
+               'subsample': [0.6, .7, .8, .9, 1],
+               'colsample_bytree': [0.6, .7, .8, .9, 1]
                }
-
+xgb = XGBClassifier(seed=9)
 
 # Write your solution here :
-
+def myXGBoost(X_train, X_test, y_train, y_test, model, param_grid, KFold=3,**kwargs):
+    
+    for i, j in kwargs.items():
+        lst1=list()
+        lst1.append(j)
+        param_grid[i]=lst1
+        
+    acc_scorer = make_scorer(accuracy_score)
+    grid_obj = GridSearchCV(model, param_grid, scoring=acc_scorer,cv=KFold)
+    grid_obj = grid_obj.fit(X_train, y_train)
+    y_pred=grid_obj.predict(X_test)
+    accuracy=accuracy_score(y_test,y_pred)
+    best_params=grid_obj.best_params_
+    return accuracy, best_params
 
diff --git a/q01_myXGBoost/tests/__pycache__/__init__.cpython-36.pyc b/q01_myXGBoost/tests/__pycache__/__init__.cpython-36.pyc
index 8dfa19746ecb1c2e54b3d4e38d3120d3c14b1bbf..7849044432e4baf1f949cdd8899032117ddc7178 100644
GIT binary patch
delta 50
zcmZ3&xPXzvn3tF9>57=>i5%u~zWN#YxvBadiA5=y*@;g2;rT_`#RZAUsrt$JDX9|^
FodJ{P5dQ!G

delta 54
zcmZ3$xP+0zn3tF9n&Z5vi5%uif%+NwxvBc;MX8mECHcAfF8Rr&xv6<2#rgq7`B|yS
JCB+kCodMph67m25

diff --git a/q01_myXGBoost/tests/__pycache__/test_q01_myXGBoost.cpython-36.pyc b/q01_myXGBoost/tests/__pycache__/test_q01_myXGBoost.cpython-36.pyc
index c955d7698a30194533d9b9a8226e098f1b275830..738b10293142f8ea4ad7cef6ce169b624c2877aa 100644
GIT binary patch
delta 425
zcmZ24x>}UOn3tF9>57=>jU2led7?N=Qj1ICi!-ZIqb8qYoGl>Cz`#%>0wM%KgwW(l
zrW1^Olbx7Dm8F3Kzryu1@^e%5JravjGP4t%^uzOuvWp86lT-DR^HWkM?_=K0$Thi&
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j$&)w>7^5aLb9rhifE1{J2n`US4I)4)F$|hq%4G!rk%3$a

delta 443
zcmZ22x?YsSn3tF9n&Z5vjU2led2Vr*q!yRN7iU(b-kN-lakhXc0|P^m7>E!C5h9Z-
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qy!;OYMMjhRI13nWP5#g6si_3g1af(i7KqRV5g;=#44+)cWd#7Y+F^MB

diff --git a/q03_xgboost/__pycache__/__init__.cpython-36.pyc b/q03_xgboost/__pycache__/__init__.cpython-36.pyc
index 2e9c375917268df76790210654092dad836867d5..2a6686fe0dd55511b74720ff61b8265cb55488cf 100644
GIT binary patch
delta 50
zcmbQkID?VHn3tF9$%>fhi5%u~uKF4IxvBadiA5=y*@;g2;rT_`#RZAUsrt$JDX9|^
FtpSgn5Z(X)

delta 54
zcmbQiIERtLn3tEUAignbB8Rz>r+!9$ZmNEIQEFvkNq(-rOMY@`Zfaghv3@{NepYI7
JN%6#3YXHcI5^Vqg

diff --git a/q03_xgboost/__pycache__/build.cpython-36.pyc b/q03_xgboost/__pycache__/build.cpython-36.pyc
index 4c997b3e41e6803516056bbf324daf199f5490c0..f7fb123a3771fd6cba289e9b53b19caac4eef099 100644
GIT binary patch
delta 735
zcmYjO&ubGw6rP#=k;!H^iEUCUXj>>0Lu*6zT12X#AQYrvVQeYeooTz9Y!YXu(87cw
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z`*;c>z#$1R#Z?>v53rnryX(KO<UFuebNrsn<GJx?(pa7dX0@Wzg{k#cbD?CK6gOV1
zE93Q!^TDYhy}|e!S=h8clMM?^3o{n1&|7dHj)t!1eSX{(Pi%h*TM&X83Q@<@3CIj6
Hopt{K&a$$H

delta 580
zcmYjOO^Xvj5bf&endwX>$@;ac;%zU6g#_^`i-LGi5I=5%FpSfcH8GP3-4ih|VZpe^
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ly63=IYHrwqOH{M+7VTb4@zAX_PDXY?LhMC+7tX_F@dt_~j7tCj

diff --git a/q03_xgboost/build.py b/q03_xgboost/build.py
index 7905a04..dcfdff0 100644
--- a/q03_xgboost/build.py
+++ b/q03_xgboost/build.py
@@ -1,8 +1,11 @@
+# %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
+from sklearn.model_selection import GridSearchCV
+from sklearn.metrics import accuracy_score,make_scorer
+import numpy as np
 
 # load data
 dataset = pd.read_csv('data/loan_clean_data.csv')
@@ -13,5 +16,18 @@
 
 
 # Write your solution here :
-
+def xgboost(X_train, X_test, y_train, y_test,**kwargs):
+    dict1=dict()
+    for i, j in kwargs.items():
+        lst1=list()
+        lst1.append(j)
+        dict1[i]=lst1
+    
+    xgb = XGBClassifier(seed=9)
+    acc_scorer = make_scorer(accuracy_score)
+    grid_obj = GridSearchCV(xgb, dict1, scoring=acc_scorer)
+    grid_obj = grid_obj.fit(X_train, y_train)
+    y_pred=grid_obj.predict(X_test)
+    accuracy=accuracy_score(y_test,y_pred)
+    return accuracy
 
diff --git a/q03_xgboost/tests/__pycache__/__init__.cpython-36.pyc b/q03_xgboost/tests/__pycache__/__init__.cpython-36.pyc
index e887bf7d5cfd2342a08ae59c465d41f9e12b8b40..786648a1df576af1803c6f94c70f8c6cd79f241c 100644
GIT binary patch
delta 50
zcmZ3)IFFITn3tDp+wa)ui5%u~-ufB&xvBadiA5=y*@;g2;rT_`#RZAUsrt$JDX9|^
F9RZkj5gY&j

delta 54
zcmbQoxQLO%n3tF9n&Z5vi5%ui{`wjDxvBc;MX8mECHcAfF8Rr&xv6<2#rgq7`B|yS
JCB+kC9Rb~q66yc|

diff --git a/q03_xgboost/tests/__pycache__/test_q03_xgboost.cpython-36.pyc b/q03_xgboost/tests/__pycache__/test_q03_xgboost.cpython-36.pyc
index 77271df011c0757bac5233b27f1984cc49fd51f0..6b626059a98846099ea13e9fd55297e1a69371f2 100644
GIT binary patch
delta 314
zcmey&|DK=2n3tDp+wa)ujU2&@JW-q_sl_Gn#hF#9QIpddqZp$$A7bQUWaONDmMK(O
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delta 318
zcmaFQ|Cyh|n3tF9n&Z5vjU2&@JhwPYQj1ICi!-ZIZ%s~TjAFdC`4A%)BO~|ZvrM7t
zA`A=+zryu1@^e%5(~D9o6HD@Q^<DClOLJ56N{aOZit@8klS_&xyE6Zk5df;yWGWH@
zQbocb0;Cy2h)#}U`6K|AK^9D4tzZ<Ne3R8nOA4s;mSAc{0noJ6l=#Ht<kF(V<VsCO
zh;hi8eA)6m#Xu%YfCyO-p#UNfYQQW}kQhIZ0I4nJ01_OG9Bdq{9Bg3Gm;ZsFNM$k$
bdlDni-|Xh{ASV>bg9wl=4C5y6Wj6u<#=%Lo


From 82497de1da5966bdfcc7118f249b31ba49e5830e Mon Sep 17 00:00:00 2001
From: HardikaB <hardi.2607@gmail.com>
Date: Tue, 28 Aug 2018 13:37:55 +0000
Subject: [PATCH 2/2] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 155 -> 151 bytes
 q02_param2/__pycache__/build.cpython-36.pyc   | Bin 1022 -> 1161 bytes
 q02_param2/build.py                           |  16 +++++++++++-----
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 161 -> 157 bytes
 .../test_q02_param2.cpython-36.pyc            | Bin 2656 -> 2652 bytes
 5 files changed, 11 insertions(+), 5 deletions(-)

diff --git a/q02_param2/__pycache__/__init__.cpython-36.pyc b/q02_param2/__pycache__/__init__.cpython-36.pyc
index 65aae629977d738c335b16bfada05344098ff822..83177e8feb0d454cc19df2e915832e3dfe00c79b 100644
GIT binary patch
delta 50
zcmbQuIGvHhn3tF9$%>fhi5%u~F8UeyxvBadiA5=y*@;g2;rT_`#RZAUsrt$JDX9|^
FtpJZ15ZV9$

delta 54
zcmbQvIGd5fn3tEUAignbB8Rz>hkizWZmNEIQEFvkNq(-rOMY@`Zfaghv3@{NepYI7
JN%6#3D*(s%5@`Sc

diff --git a/q02_param2/__pycache__/build.cpython-36.pyc b/q02_param2/__pycache__/build.cpython-36.pyc
index 265965e12e937cfac5f497c06606a19f52b94855..de846c2858dfcaa731fce5e3455e14e28ce5923e 100644
GIT binary patch
delta 605
zcmYjN&ubGw6rP#g>~1#MWSh46(O^>z2r0!J1o5EO9|)ejC<tRQZ1zpoHoM(0lYoU5
z5$(Z44rNb@|A7C6cohEt*{dMzAK=A<`ZiU_gZI5}zBhdH-uyP-7Q0s+$NpqId-_u&
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delta 467
zcmYjMze~eF6u!HpNt32+`n$CvLP2N|G8Du?tfCGsBDfubw0&o!G>s(f&_NuugF}as
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diff --git a/q02_param2/build.py b/q02_param2/build.py
index 8391570..48a8a95 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
+from sklearn.metrics import accuracy_score,make_scorer
+
 
 # load data
 dataset = pd.read_csv('data/loan_clean_data.csv')
@@ -11,10 +14,13 @@
 y = dataset.iloc[:, -1]
 X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.33, random_state=9)
 
-param_grid2 = {"gamma": [0, 0.05, 0.1, 0.3, 0.7, 0.9, 1],
-               "reg_alpha": [0, 0.001, 0.005, 0.01, 0.05, 0.1],
-               "reg_lambda": [0.05, 0.1, 0.5, 1.0]
+param_grid2 = {'gamma': [0, 0.05, 0.1, 0.3, 0.7, 0.9, 1],
+               'reg_alpha': [0, 0.001, 0.005, 0.01, 0.05, 0.1],
+               'reg_lambda': [0.05, 0.1, 0.5, 1.0]
                }
-
-
+xgb = XGBClassifier(seed=9)
 # Write your solution here :
+def param2(X_train, X_test, y_train, y_test, model, param_grid2):
+    accuracy, best_params=myXGBoost(X_train, X_test, y_train, y_test, model, param_grid2,3,subsample=0.8,colsample_bytree=0.7,max_depth=2,min_child_weight=4)
+    return accuracy, best_params
+
diff --git a/q02_param2/tests/__pycache__/__init__.cpython-36.pyc b/q02_param2/tests/__pycache__/__init__.cpython-36.pyc
index 19bc1aa1a7680a4fc71977f36c81c3d7edae42d8..08f19817e452953a31d9fd6e985adc210ffc5a67 100644
GIT binary patch
delta 50
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delta 54
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diff --git a/q02_param2/tests/__pycache__/test_q02_param2.cpython-36.pyc b/q02_param2/tests/__pycache__/test_q02_param2.cpython-36.pyc
index 18c07a7c55981352e92b1cb04328acd110bfe817..cb30d1f2523706331ab85e1c52d5e7b6ec16e235 100644
GIT binary patch
delta 386
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delta 400
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