From 509b85488b3fd783135b389923e84b01d7938508 Mon Sep 17 00:00:00 2001
From: rajeshbrid <rajesh_brid@hotmail.com>
Date: Fri, 2 Nov 2018 04:06:12 +0000
Subject: [PATCH] Done

---
 __pycache__/__init__.cpython-36.pyc           | Bin 167 -> 165 bytes
 .../__pycache__/__init__.cpython-36.pyc       | Bin 180 -> 178 bytes
 q01_pipeline/__pycache__/build.cpython-36.pyc | Bin 1725 -> 1392 bytes
 q01_pipeline/build.py                         |  28 ++++++++++++++++++
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 186 -> 184 bytes
 .../test_q01_pipeline.cpython-36.pyc          | Bin 2014 -> 2012 bytes
 6 files changed, 28 insertions(+)

diff --git a/__pycache__/__init__.cpython-36.pyc b/__pycache__/__init__.cpython-36.pyc
index c105ea65b389830d7486c11505a8fb006d05c448..03974cd7f77cc02b8d443b8096708ef633308a0d 100644
GIT binary patch
delta 52
zcmZ3^xRjB@n3tEU=j83^i5%t%LHZf_xvBa^iCL+|8A(N%Df;30McKs#iOH$@$@wX%
H6BFG4&AJkR

delta 54
zcmZ3=xSWy0n3tF9MSNq_L=JPM5dDn&+*JMaqSVU7lKfnKm;B_?+|<01V*P-k{H)aE
JlH!T+ZUE#!6BPge

diff --git a/q01_pipeline/__pycache__/__init__.cpython-36.pyc b/q01_pipeline/__pycache__/__init__.cpython-36.pyc
index fbce7a136c76784e20d2a9bf4114845d8d5b6a32..82b8a5787d0f428e8f64e40bbbdbe77a3cd384f7 100644
GIT binary patch
delta 52
zcmdnOxQUU&n3tEU=j83^i5%t%@%kD0xvBa^iCL+|8A(N%Df;30McKs#iOH$@$@wX%
H6BC00)Vvb3

delta 54
zcmdnQxP_6!n3tF9MSNq_L=JPMME#8X+*JMaqSVU7lKfnKm;B_?+|<01V*P-k{H)aE
JlH!T+!2s)!6G;F7

diff --git a/q01_pipeline/__pycache__/build.cpython-36.pyc b/q01_pipeline/__pycache__/build.cpython-36.pyc
index 46b855109ab327414cb1a431fa5e80979d5e5542..cc92fef1936c231eefee8bb95ad059cf5d6179ab 100644
GIT binary patch
delta 839
zcmYjPzi-n(6uvt<j$@KE{gpPQw1pOsrHUX}7)piIuCR0{I*KgU?~*$B7iR~x$WezN
zwhSmMLPAXZ5wJ6{8#X3yY)DMJqf75}pYPtid++<+^OweNYwLcaVSW7e<JotekYD7|
zFmV3}SNfB@+j7s%G2yeq0t>D{9U2pj&z)|I)?gl*eF`%ZI#?Ji?vv+j-WIciCD9V?
z4jEJR-61dE9uo9jh8FtH!rX-Mj%Y!vL->lQh>lo+d5pX;(T{X~m9O$^d<_<%{f6*$
zpa;ZWnm(YPHfu<So5yb8MxKE39v*G2s7p73ICRp?&BXMfzB*qR@$o=-nN5qTA9=wL
z#PqAyIky?FWg^X-)PF5x9iMv@1T`#ND*PU<6cB&{0}XVjfB{u7q1LY<MMKH&>v*eQ
z*!vY|yw^sRjO2P=f#!sbjNBN|oaAiGMpfLioQ~<p%nr0%%S|-a@@ih|G1N8lq-2<^
z)D&O`NT~>ws`jO#RL&?^P_U-JRG^5LO$1xx(>tuQ-wfSTClGGWiDD3`l8Gw)(9L35
zScxm$(CJGbY+b5ET<iH6uO?D}?`5*8B3aWvy1ge=63+T*p<xBNapou|uDL_+Gm$s(
z^6ydiBo0Max&x7(9AnV#VJu&yiR+23huNo(wcQ;v@e>jFkyyefsp3oMT~^0wQA?M%
z@oaAtMuLrV(}E>XRH9*+oE0oerg`PVISYi`L@(Y*MSz`jAUjJ$T2#F_7=}?=7_Z!5
zhz8@rz#AyZ$?#7|d$9})9b}vo^r=+!lj{mL6kJzuLxJM(U(qGFg|@=n3FB=T24Yur
bCRG(NsYzS3elb~7H)xYC(>80NeVP3Od1}wI

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..0b2095d 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 +11,31 @@
 
 # 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)
+    
+    # print (obj,auc)
+    
+    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..6d6be4ebbc81a965f20b366bb97d7ed58d883767 100644
GIT binary patch
delta 52
zcmdnRxPy_yn3tDp@yXlK6FJNkQuQ<Pb5r$;60=f^Gm?rjQ}o00i?WLg5|dN)lk-zj
ICniP$0Nd3P;{X5v

delta 54
zcmdnNxQmg)n3tF9n&Z5vi5%ui>G~P@xvBc;MX8mECHcAfF8Rr&xv6<2#rgq7`B|yS
JCB+ltBLVAu6HWjC

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..f1ea17c108f62973669f1c254b254aa9ef36b69a 100644
GIT binary patch
delta 261
zcmcb|e}|vLn3tDp@yXlK8##&@8KXAWFtRYJiZC!R{L0hM$j?pHFG|cxEzU?P%1qG@
z&o9a@E=WvH)lbe(N!`4hNtsbb0H{=xsYnP&6$yg~kX{HOI{6v%PXVwDlHlg|EG&%T
z(jaY&5N$}3leyUX?ZrSQNPq}g5TOVn5Ng0IQIHrPkl+X6Vh$j|!N|eN!N$Q}#5ef{
dTNb0jWM_6`Mybi=?DA6bFvS?AOy0n*2LKeqF=_w+

delta 247
zcmcb^e~+KTn3tF9n&Z5vjU2^{jJGz|FtRYJi!v}U{3_7T$j?pHPcKTXOf1RI)pyBH
zF3nBND=F3wD9X=DO)e?kyp&0qQAQA`Sd*zp7)TX~fC!Lo2q8B43G+_@undym=C>>?
zjN&pNZHy3YNRpE|*!nfaK_*Co2ssd;1R@Y>z$`J482{u0Y@&?(ldrL5F)B`WWH)A%
To?OZ<FQovM#HMTVI(9t(as)Dy