From 4849d3b38697821f049ebfb44a6795dd358cf8f0 Mon Sep 17 00:00:00 2001
From: ramyakrishnan86 <ramya_krishnan86@yahoo.co.in>
Date: Wed, 31 Oct 2018 16:07:58 +0000
Subject: [PATCH] Done

---
 __pycache__/__init__.cpython-36.pyc           | Bin 167 -> 170 bytes
 .../__pycache__/__init__.cpython-36.pyc       | Bin 180 -> 183 bytes
 q01_pipeline/__pycache__/build.cpython-36.pyc | Bin 1725 -> 1446 bytes
 q01_pipeline/build.py                         |  29 ++++++++++++++++++
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 186 -> 189 bytes
 .../test_q01_pipeline.cpython-36.pyc          | Bin 2014 -> 2017 bytes
 6 files changed, 29 insertions(+)

diff --git a/__pycache__/__init__.cpython-36.pyc b/__pycache__/__init__.cpython-36.pyc
index c105ea65b389830d7486c11505a8fb006d05c448..ab86e6173cd5827cab443a8bf04acba2c444860b 100644
GIT binary patch
delta 57
zcmZ3^xQda(n3tEU?$XWZi5%vt;rbc*xvBa^iMf@D*+rSf8F`6$7H0b4`9;~q1&PV2
M`pNkzsS^|305AI#Pyhe`

delta 54
zcmZ3*xSWy0n3tF9MSNq_L=JPM5dDn&+*JMaqSVU7lKfnKm;B_?+|<01V*P-k{H)aE
JlH!ReZUE(26CVHo

diff --git a/q01_pipeline/__pycache__/__init__.cpython-36.pyc b/q01_pipeline/__pycache__/__init__.cpython-36.pyc
index fbce7a136c76784e20d2a9bf4114845d8d5b6a32..2f6818b5c5a8cb595fb874e75c602d3bd8bdcc87 100644
GIT binary patch
delta 57
zcmdnOxSf&1n3tEU?$XWZi5%vtDf$`txvBa^iMf@D*+rSf8F`6$7H0b4`9;~q1&PV2
M`pNkzsS^`}0XM)Dga7~l

delta 54
zcmdnaxP_6!n3tF9MSNq_L=JPMME#8X+*JMaqSVU7lKfnKm;B_?+|<01V*P-k{H)aE
JlH!Re!2s;26H@>H

diff --git a/q01_pipeline/__pycache__/build.cpython-36.pyc b/q01_pipeline/__pycache__/build.cpython-36.pyc
index 46b855109ab327414cb1a431fa5e80979d5e5542..00acc9a42aca8dc13ea7af0f1c8980c7f42fe2c2 100644
GIT binary patch
delta 870
zcmYk4zi-n(6vyw*j_tTf>i$Zb(w0IiXe892BB2hYLV|$>1`sMbK#}WrNu4^jIXhL0
z9AyY)>wvN%79=G82>2t|@Cr*-79=L#DNE0~kI(PDyZgTP{H^?DYV%IHY!80?eEC}^
z<QKU#3|!yGnfxIiHr;_WBz#8LV8axYpnRe6+0$FX>C8c;O=0?icIG<^56SB)uZo$@
zqHsjDMut?q_sE;~2Lxl6z`@uVn7v@UCLC~TgfEK%daeKkdd`rG=d8tQ7_Gc8hxg52
z=&$rDU*W5KjbDWYsJ<h79q2PsUmESw&l^Ql$*n^-a6?bPcn3f0T3(WF2vN70q;4uk
z_w<#y+=vc4!b|HkH~r8HdLTyMwc4Q0crg`8+D!bnLY8p5S3sy?<5b5#z?rlVsE~mM
zIuyVF6D%mUi>T31RcY(!)hG6L0m>h>ejz29o)w^i71H`fW^`yqGB#v=6W1)GL)w3C
zrCO$C78;A0nH5_MGjpDd8D2Nm6tFd9tR#(9Q^rcvcv@jzVNJnOP}0X0L|x;fZB~0)
z>AI)QK)9`D7=cKnGw~HMS-<P1k<9Jbm2S7$mOkX>iI9g;BI>$S*K)1pr`(LC0N+cc
zsrK5Vzk2<VR9AA=PI3(^%8j$83gVjE^S%;!1D*fe#!=K24LtkIJ(hlQ6uRN=-Nr#A
zkCWK-M8iWtqsQ9*x)uAe2>ehi<Gw_tK-g_oVI^i$o5`&aFRbc03*%8%_%vXFkee97
z%ZUiEmrY2|Vv*#g7X`g;nB>NZ8}!g%Obon?Ni<XZ7m`*aySWZBigWrxs`_!=4<b*l
z<5FHzxUR6Fu%)0fxrCd9?2z2r>qgKE#J=iJqAFogi#oJ4d00g^Q2i3EGKX4hoBanK
C?$ty9

literal 1725
zcmYjROOG2x5bmBCj~^L(on)WhWb=ktiq?6+Z50q3!UZBkB8Xan(RjM-9cNzYZYOc%
zJsFPs50E(X3lP79TVJ{0zmN-5joE11>Tk+bUH$m#>weH~xBmF^H_`JM`<tC<4YWVU
zuDhHu$s|vi;MLa=E`FWV%W9&Q`NHQEchh>-5RJ<A(q`5Yt;(*Y=dwTqmF=hPtRp&{
z0iUeNx@^eii6gpjUbf^p8OZk7lO4GxyYjreFs{jqa$R=DZWY~-n;6|X@x%qWEq8uq
z;v!sx?t;I-8N@ntWp9Ux4d_lbWpB*ouDpbEZ$S;VU_)M(d-BSO_rep~Vn_7EE(G!_
zxRXoJTX5*fYbP$wb6M;`3rAkZ?Ave|_T-IU9eGpUI`PF7`H}n>SG_9vQ`YY<iK-`k
z$99d1k~}n^O{mK>F*f*0CGsgmDn2^=zRzv&bu@(Z%RDY5DEz<qU6jirdt4~YIZPw1
zlTlJd*5e{8rv}29yx|*2#zzJ-+Ny}dXc~t)#-w+<GBVNNizt5?k`<a_m9QV{*YEiq
zOmH=n%lo*)<!yokg2x0@)n$tyAXp<<C-4YR18liRa08+5iB1;14O56lVUC;Ewn_gb
zl;%hTWR4&*Q#^(^pCJc2%E}b<iiQ|vQ#G2I`XP4x3}MbDY{8Cs!j7G{59fTsAF&@l
zId;)<=I#zN?!<fPsC83YusM1TD%@ccf6ghs;PgFUuhxHHXgMPX3&NlD>(+~la%Sss
zkxsK*TVI-4iMw|4()z`40<lrF6VV<eCd9hsdQ_;a?^#EVtdHlIrp7j4RVmD0P4qic
z*D&k-PlKZ(gTYwAEHXtlcvQsG4059f->QNp*Mq~OC`}<BBMHdIH&J|)<Pd(1TF8@p
z9G0tbgI9O&g=JDgiqXMvnxt|c_q~}<vmvN(wf+ZgsXV%az<7guJm6j4;ytdYM3&E%
z#50!Mi{2)B{Ge)oeYR|p*Rjo&E|Yg)13WLvF4QJ6U>n0Ijq(^|pR1cV_F3OiG?Ti8
zko@Cfwy*kVi)K*_SHiRP*Pw=l2I1%7q!?-uoE54F@(>lBWXO)vaSfBH)v<r5KPl0$
zxo5cKC(dzgUc;JWeHRXAXrl%e^vJMZ9Eo+^VaNWwX1uvO_ZO==yLjhB^TRT>RYoex
z!ZBXCYU}-)!o4$f2f?~nXWK3n$Rswz{xDLs9h6G_ISC-it&avyXX~?52O8w4WhnX7
zdNj50XP6GM62c0u(*ljtD$;VAE*EnGEYT)cpQ63|7hC_D^-H8aLLrvY*09RuOzmP=
zZ0VPHxm3PiEfs1=QAJ6SD+i<1ImE{45L_M)5Cgsz`FJJc?r98i4cRaSMVyP?se5XY
zRPUcHk)j)J*G>myU{n(8iWA#V5Xlgq5aA8+X|W!WR`K}1)WS+A=vPH)`Exa(P2MHA
zM?lYw^{09AY6`-AW9|{$R}UygWSrrSu9I33cz{Qrrtpxor-{V|s=SL7RzIiXI;i%5
Sd|sm!I27A<x1APx8t#8G>f4t9

diff --git a/q01_pipeline/build.py b/q01_pipeline/build.py
index 96beca7..b09f861 100644
--- a/q01_pipeline/build.py
+++ b/q01_pipeline/build.py
@@ -1,3 +1,4 @@
+# %load q01_pipeline/build.py
 import pandas as pd
 import numpy as np
 from sklearn.model_selection import train_test_split, GridSearchCV
@@ -10,4 +11,32 @@
 
 # Write your solution here :
 
+le = LabelEncoder()
+
+model = RandomForestClassifier(random_state=9,class_weight = 'balanced',n_estimators=50)
+
+for column in bank.select_dtypes(include=['object']).columns.values:
+    bank[column] = le.fit_transform(bank[column])
+
+X=bank.drop(['y'],axis=1)
+y=bank['y']
+    
+X_train,X_test,y_train,y_test = train_test_split(X,y,test_size =0.3,random_state=9)
+
+def pipeline(X_train,X_test,y_train,y_test,model):
+        
+    param_grid = {'max_depth':[2,3,4,5,6,10,15,20,30],'max_features':[8,10,12,14],'max_leaf_nodes':[2,5,10,15,20]}
+    
+    gs = GridSearchCV(estimator=model,param_grid=param_grid)
+    
+    obj = gs.fit(X_train,y_train)
+    
+    y_pred = gs.predict(X_test)
+    auc = roc_auc_score(y_test,y_pred)
+    
+    return obj,auc
+
+# pipeline(X_train,X_test,y_train,y_test,model)
+
+
 
diff --git a/q01_pipeline/tests/__pycache__/__init__.cpython-36.pyc b/q01_pipeline/tests/__pycache__/__init__.cpython-36.pyc
index 9a74c788dfa8cb2d8c0635c15b23112acb858577..2eea740b8f406c463810eef64f9b05a6449a94c2 100644
GIT binary patch
delta 57
zcmdnRxR;T`n3tEU;nL0Mi5%vtS^63IxvBa^iMf@D*+rSf8F`6$7H0b4`9;~q1&PV2
M`pNkzsS^_;0Xw!7o&W#<

delta 54
zcmdnXxQmg)n3tF9n&Z5vi5%ui>G~P@xvBc;MX8mECHcAfF8Rr&xv6<2#rgq7`B|yS
JCB+j{A_44`6IcKM

diff --git a/q01_pipeline/tests/__pycache__/test_q01_pipeline.cpython-36.pyc b/q01_pipeline/tests/__pycache__/test_q01_pipeline.cpython-36.pyc
index 1a428fbcf2e081f515235825226995c5adaec811..0cd731d2a9597a48c974936842b8ed36ff0247d0 100644
GIT binary patch
delta 266
zcmcb||B#=<n3tEU;nL0MjU2^{j8U6w7+Dy#L>L$teiiFy<maa97bWIaCT1697H8xo
z=2@8Ohvye%7Z)TZr|Ku?r=)IP&ZNvJBLGyd$y6i+q>6+=1jqmgAv*aP^G^Y=43gmH
z_be=o;?f{(j1X-|l9RdE`t8L)CP;t?SrDNJA`oi8EK!gcACTY&;$jXU!NJJE%E89L
iUc@)~23r=R!enQ5V@9dT<?QlO@-W31rcB<zt_J|u-!mlu

delta 284
zcmaFJe~+KTn3tF9n&Z5vjU2^{jJGz|FtRYJi!v}U{3_7T$j?pHPcKTXOf1RI)pyBH
zF3nBND=F3wD9X=DO)e?kyoyPgQBe@6Sd*zp7)TX~fC!Lo2q6Y!-4dIuz#=x8h2@?o
zSP7b}^5g(E(aFB7e3PYE?}*C)HE1$I%tBH)nU}5KUL0hsB#4j$5lSEep$5zX*;m95
xBtW>B14wW%a<Fo+aj+NhPrl8T#i%&hjop}0dU6%Jyp#e^8mt(@l*yaf^#Gz-HY@-D