From b7a8409941b24abdb5d14b6d1809dc1b68bbc8bd Mon Sep 17 00:00:00 2001
From: naitik1995 <naitikgada1995@gmail.com>
Date: Thu, 13 Sep 2018 07:50:40 +0000
Subject: [PATCH] Done

---
 __pycache__/__init__.cpython-36.pyc           | Bin 135 -> 148 bytes
 .../__pycache__/__init__.cpython-36.pyc       | Bin 151 -> 164 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 794 -> 1454 bytes
 q01_grid_search/build.py                      |  36 ++++++++++++++----
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 157 -> 170 bytes
 .../test_q01_grid_search.cpython-36.pyc       | Bin 3729 -> 3741 bytes
 6 files changed, 29 insertions(+), 7 deletions(-)

diff --git a/__pycache__/__init__.cpython-36.pyc b/__pycache__/__init__.cpython-36.pyc
index 14812de5bbb2a004d139995a9d5f098ae50a00f5..007df6b4fcd593f450ca7746c60a1e10b0517c7d 100644
GIT binary patch
delta 51
zcmZo?oWjU%%*)GVWIl5uyM=<Ienx(7s(xN#W=UqYp{1p%et3RSc5y*sa;koEeoE@Z
GAX5Nt{SVFn

delta 38
tcmbQj*v`mq%*)HQxLAH7yM?fcenx(7s(wjoaf!Z5YH@Z+e!;|eQvk=13%vjU

diff --git a/q01_grid_search/__pycache__/__init__.cpython-36.pyc b/q01_grid_search/__pycache__/__init__.cpython-36.pyc
index 9413fbb035692cba6960d05692dfdb9b5cbb7e65..a7cc38d8a0365a52ae6a482fd6b04544bff6c5d3 100644
GIT binary patch
delta 51
zcmbQvxP+12n3tE!$b9BRb_<0-{fzwFRQ<ff%#zG(LrY6j{qX#v?BasN<W&9S{FKy*
GL9PIIeGm=+

delta 38
tcmZ3&IGvH*n3tDpak2bFb_-z_{fzwFRQ;0F;u3wA)Z*-t{DO(`t^m!T3;h59

diff --git a/q01_grid_search/__pycache__/build.cpython-36.pyc b/q01_grid_search/__pycache__/build.cpython-36.pyc
index dbd3e7a28645ede9c396ea197ab2e742dc768ea0..7cc7d522587f109b8c223b4dbb161f3ca63b5c5f 100644
GIT binary patch
delta 981
zcmYjQJ8u&~5Wc<l%XZ?tY$t(8fgpzv6C#8n9s-dHp)?=`Eg*BbT_@-Gd}i+w5$P;T
zn3OIeS0G9n8ai5j$hH(He}IApX3v($u6E}8zVYnN%*mhhZ_e^&E@#*8e0=#ulcb;0
zg=GMK2q*r1w*06^B%-&h(8hM?U?+63izLucD~Iz`X%>jlM|grxG$#on=u`%~cq%vK
zvV@Bl)JvH%MKxNaQ^X=RaR%xu6;I<CJd5XuOL8Q?uaE+nAd}#WWQr8P-<<|&2EgoR
z6_=<1iF2ehka3w@CKWRO0pSX*&}lkL%d|wwWMQB|f#{i3T{`1W*Q*N8d%l0fJpZH~
z`w^o&$0EP(9r<JGgx(<?VK!Vr-+RxiGIODSZbi}FC~&R-_hC@k%7GR5F`W24m{jg+
ziPS_*=)RATlqy|4Q4+O}x<;a<TB@W5kq1iGOwFdAN-65gT{AKIQrF6?{caT^=C<^D
zsoQf>t7)YUQOZ(wnVm6p#NIyHmEb8mwc&C%HB&2f8wzx*?JyfksUmEMHiPy)L%^9O
zM2E}m4%eC2CQ-=Mm{P(_5!Hney<nvgBwTF;aWBE{J`2dG^SI7+uhXGz!ZnXE@1&aJ
z#*2Ewyr9jElQGc3h|m_dJ0A1Gy2$3Te~cBs)fkI3p)AHWe2Vd?v6(#*?KQD=?6JVx
zYtan>?~m{%N5TKdt*;VWg);x_)DEJM*4kc>1cw`2TeoYw5j%`Ko=<B&6fyiE-`sIV
z^;3`e2PMdgD_|s~A{UOS<iYE(U6e;fWFxi)(JErsz@7hv#cqs*1>xq0ztEd1F2si|
zxUjt*(u4(mJQ|(&uVj<tTKg#MoUp~=w!D_GWze|}bE0v=u4DveCCG}%xGIczHEZgE
pxh{Tc-h*)-wdeyCSS+$lsM3Ub#hwOaqghmxOMt}A%dTus{sVxm_YnX9

delta 328
zcmZ3-J&R4*n3tDpaj|^#TqXvF#|%h-4ajx?;^Ivcl^yF-nX@=k*qRxmxKg>YxKkKY
z7+aZuq*yCc8j~bL6c3W9I9P-?l{J+ol{bYWg)@b#mnDWJiZ6;kN+3!wg*$~Og*Tl!
zg)fCaMF2<(rU<3*0cl~NhzO7tox>6(l)@OypegYZ<Q~6UY?+hQ8J#E3VBE^{@;?w1
zNdSd4g(tVNBuo}$)%3f?9uZ$sl$e=!iw(#~EiSpmUI`NbGC%@c1&Kw8x$)^mnJFt7
ziZp@x!Ne~|{fzwFRDF;deV5eY?2`O~$?Pl!Ivh5+`6;D2sdmgjrNvS}f`gHZk%N&3
R1ev%P#TbQ{B!GMn1OQ`GQ1<`;

diff --git a/q01_grid_search/build.py b/q01_grid_search/build.py
index 20c99a1..17194d8 100644
--- a/q01_grid_search/build.py
+++ b/q01_grid_search/build.py
@@ -1,22 +1,44 @@
+# %load q01_grid_search/build.py
 # Default imports
 
 import warnings
-warnings.filterwarnings("ignore")
+warnings.filterwarnings('ignore')
 import pandas as pd
 from sklearn.model_selection import train_test_split
 from sklearn.ensemble import RandomForestClassifier
 from sklearn.model_selection import GridSearchCV
-
+from sklearn.metrics import accuracy_score, roc_auc_score, make_scorer
+import numpy as np
 loan_data = pd.read_csv('data/loan_prediction.csv')
 X_bal = loan_data.iloc[:, :-1]
 y_bal = loan_data.iloc[:, -1]
 
 X_train, X_test, y_train, y_test = train_test_split(X_bal, y_bal, test_size=0.33, random_state=9)
-param_grid = {"max_features": ['sqrt', 4, "log2"],
-              "n_estimators": [10, 50, 120],
-              "max_depth": [40, 20, 10],
-              "max_leaf_nodes": [5, 10, 2]}
-
+param_grid = {'max_features': ['sqrt', 4, 'log2'],
+              'n_estimators': [10, 50, 120],
+              'max_depth': [40, 20, 10],
+              'max_leaf_nodes': [5, 10, 2]}
 
+model = RandomForestClassifier(random_state=9,oob_score=True)
 # Write your solution here :
+def grid_search(X_train,y_train,model, param_grid,cv=3):      
+    clf = model
+    np.random.seed(9)
+    parameters = param_grid
+    acc_scorer = make_scorer(accuracy_score)
+    
+    # Run the grid search
+    grid_obj = GridSearchCV(clf, param_grid, scoring=acc_scorer)
+    grid_obj = grid_obj.fit(X_train, y_train)
+    variable1=list()
+    variable3=list()
+    for i in grid_obj.grid_scores_:
+        variable1.append(i[0])
+        variable3.append(i[1])
+    variable2=np.array(variable3)
+    return grid_obj,variable1,variable2
+    
+grid_search(X_train,y_train,model,param_grid,cv=3)    
+
+
 
diff --git a/q01_grid_search/tests/__pycache__/__init__.cpython-36.pyc b/q01_grid_search/tests/__pycache__/__init__.cpython-36.pyc
index 5cb0753554300b5c4d0de098c675c24f802d7273..fbfc3765abf80af98f3e815ec5e352e68e720985 100644
GIT binary patch
delta 51
zcmbQsxQdb8n3tE!)O_Ydb_<1Y{fzwFRQ<ff%#zG(LrY6j{qX#v?BasN<W&9S{FKy*
GLEZp+D-bCF

delta 38
tcmZ3*IG2&#n3tDpak2bFb_-!I{fzwFRQ;0F;u3wA)Z*-t{DO(`-T=?$3>5$X

diff --git a/q01_grid_search/tests/__pycache__/test_q01_grid_search.cpython-36.pyc b/q01_grid_search/tests/__pycache__/test_q01_grid_search.cpython-36.pyc
index 6061f23a0ca786fa4210816073f732a59b5c5681..45079ed07ca6a723c5ed20c08102ac5d8edd0ffe 100644
GIT binary patch
delta 72
zcmbOzJ6D#|n3tE!)O=?2#*Lim%nHf+8Tq-X`gw_&C7IcVmX@aa;rT_`#RZAUsrt$J
cDXE*AnRhWVI!{hy(_qQTEH2rc&8o%;05>fb^Z)<=

delta 60
zcmbO$J5iR?n3tF9U9o)hrj4BG%)(*%8Tq-X`X#BwCHgL@#n~nK1)C=@?_y+hnVid}
Q!CF#UkdwN(oK=kz08>yCv;Y7A