From 64567a0c464554775987041769a43b557a91aa9d Mon Sep 17 00:00:00 2001
From: swapnilrt <swapnil13488@gmail.com>
Date: Mon, 13 Nov 2017 18:11:06 +0000
Subject: [PATCH] Done

---
 __init__.pyc                             | Bin 180 -> 168 bytes
 q01_pipeline/__init__.pyc                | Bin 193 -> 181 bytes
 q01_pipeline/build.py                    |  24 +++++++++++++++++++++++
 q01_pipeline/build.pyc                   | Bin 2322 -> 1888 bytes
 q01_pipeline/tests/__init__.pyc          | Bin 199 -> 187 bytes
 q01_pipeline/tests/test_q01_pipeline.pyc | Bin 2221 -> 2083 bytes
 6 files changed, 24 insertions(+)

diff --git a/__init__.pyc b/__init__.pyc
index d1c94d3c52cde5a38567928948231f3d1adc4dec..2d8a7f0328126b636365b5c5a1fbff7452758e92 100644
GIT binary patch
delta 60
zcmdnOxPp;``7<xq+54PP6FE$k0~r_?^fU5vQ}v6>6ASV(bBapz!}E)>iwhEyQ}vVc
QQ&ROO=BP31Pn@g>08@Ju9{>OV

delta 72
zcmZ3%xP_5}`7<w9NY|Oji5#Z-u?!3h&Q>v@#i>QbF^NeTnZ+5Y*)cAu#n~nK1u^MG
csg;Q(`MEI#Mfq8&$t5up6Vw=ECblaA0CzzdtpET3

diff --git a/q01_pipeline/__init__.pyc b/q01_pipeline/__init__.pyc
index b360a57252ba2db1b27d2b2e17e906e3f57cb43b..32f12d23a5c8c5c181c98752540dc27844d7b75a 100644
GIT binary patch
delta 73
zcmX@exRsHE`7<xq+54PP6FE$k;}{qi^fU5vQ}v6>6ASV(bBapz!}E)>iwhEyQ}vVc
cQ&ROO=BV-M7aADG7i1Qs=49ppMHVOm0D@r|761SM

delta 85
zcmdnWc#x5U`7<w9NY|Oji5#Z-Squye&Q>v@#i>QbF^NeTnZ+5Y*)cAu#n~nK1u^MG
psg;Q(`MEI#Mfq8&$t5up6V&)(3Jnb73o;8*b29T%V<t{f1OV}Y9?<{*

diff --git a/q01_pipeline/build.py b/q01_pipeline/build.py
index 96beca7..c298155 100644
--- a/q01_pipeline/build.py
+++ b/q01_pipeline/build.py
@@ -9,5 +9,29 @@
 bank = pd.read_csv('data/Bank_data_to_class.csv', sep=',')
 
 # Write your solution here :
+y = bank['y']
+X = bank.drop(['y'], axis=1)
 
+X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.3, random_state=9)
+# Write your solution here :
+model = RandomForestClassifier(random_state=9,class_weight = 'balanced')
 
+def pipeline(X_train, X_test, y_train, y_test,model):
+    param_grid = {"max_depth": [2, 3, 5, 6, 8, 10, 15, 20, 30],
+              "max_leaf_nodes": [2, 5, 10, 15, 20],
+              "max_features": [8,10,12,14]}
+    grid = GridSearchCV(estimator=model,param_grid=param_grid)
+    label = LabelEncoder()
+    y_train=label.fit_transform(y_train)
+    for column in X_train.columns:
+        if X_train[column].dtype == type(object):
+            label = LabelEncoder()
+            X_train[column] = label.fit_transform(X_train[column])
+    y_test=label.fit_transform(y_test)
+    for column in X_test.columns:
+        if X_test[column].dtype == type(object):
+            label = LabelEncoder()
+            X_test[column] = label.fit_transform(X_test[column])
+    grid.fit(X_train, y_train)
+    auc= roc_auc_score(y_test, grid.predict(X_test))
+    return grid.fit(X_train, y_train),auc
diff --git a/q01_pipeline/build.pyc b/q01_pipeline/build.pyc
index 5a9b3ad55dc3cef2130ad4675212f4c1bab540ed..7c81a582c21f8b1787c784bd53c6927e774361c7 100644
GIT binary patch
literal 1888
zcmcgsOK&4Z5Uv?NVmnUaB%5r)V=sX40mUGsJw<>vJTAL?n3c$C0FBzyZM&VGN2c3s
zg6vZ`?Em8jaAR*=_yO=$PpkwjXU5~2dVF17)m2@MzqWdR{N9aIx_vhA{R)5kCy2xw
zkRghLH6K#k@O((7Nm+~H7G-UU+Y~UmL1u%p4#k~XZj$Lz)}y#r%PlgSl=Ug@*K(W8
z7G>KMZ&RQGn(vU@AlV_=rJEp#2c!lhdvqM{GB@92VTxcjN%lQrpHzz!=q|}ElG`NV
zVn8=x_+yje2NWMrd`R&_QoUP~1agmVD2$It?$fWx?wHejF?@iO_1}1&4@0nSz@!p7
zPn@zYv8B<@^`ZQ(((;88RXRKSei$%{wNJ%ZnQ!v6kgBS+htNhMmqqq%QNhKT5!UL7
zUfX%Yw8+YZQ%TCU<dxFXnX6ZC!CDn*A{J?4Q+Dt!G*UP*dLr_Rgt^2O^~#gf{_GmC
zTU9y^=@U<{T@$>x(pLL8yO8Q+^e<}qxqp89(uZI9KojePQ`+M=srzBM4isZyM4l>{
zwjlIw|7ZBx3+$lL94Jr7ogkYeTO`|eC7pJ;evcUe^V%>4XcO8R+vhq?v2>druUh1g
z@eVB^4`|uqvaQ;L)NY7Y8?@Y@c}U9;tw5`guAb47Xx^Z&e|kcz4hzc;9nYKO;Hk~1
zi;$|<Z#k%OFxM+iFJBYh^IP`~@4n&Pqet)D1OFfH-@N6%#<6?PonF2nyywd{&5;8(
zM*<-QINxQ1SleYJ@X)Tn{~NdL(j-K??&8p&YwlE>ItUj;x0!IAG}lJ&F!6o;2%O`x
zX5uQ5Xp))RzLks;lO#vmTFoWbtoJR!(1{Xm!OhES@zI%ZMdjFgDJqdAQ(T52ixGEN
z<ZlkQ?nJu;w<ougqRJf4m9#L6EVrlyit4UQ<(tzp9Ck6DtJL`>#@dKcepy*5sZ;0o
z@QRo0SLY}w5qJdU)z|mb;91Q+G9+fAJ@&?Tfy4EB!`IdOsN?b*<E{+>B2VlO;6}3|
zQzQFIl({yQ8=V)`g)K#@MtspnXER}p%BRXEm=n)LI@7sIo?<xUI-e$GRd7<H%TGT`
zN?j@g>u9{tMxK<{{ywd>``F8V$a@DL1&8<@1l?dK7zD@oKDx&Zf}>#g4sbs961P@Z
z$ERM_dF6`?u33?n?jb(*0tK$}6MqniRR#g+B9CCIYvvB_p>Wy=I#n1{`LwPk&%w15
zm0OjKjf%MC9EY*CESxs><o>*f_`Dsr;2M)DSLxK&wdF3Yl#mIJE{2XV)gsn<NmfNY
z$zDdhO~k`5dXLHbOt_z;4?ynf_5T&^6lb|G>I?38dj!%C`Y73;{)GpPUT_qC93F)K
E0K)a5wg3PC

literal 2322
zcmcgsOLH4V5bjw$Y%8|oIF=JTjstlrkTN7x<v_WB!XddNIc$K0Em2#eosl&1zPvL^
zBFa7){t3T?6L)?JCr<G7Y!v(pveNd>^kb$UUw7m0mCm1k{PR;n@17NWzrkyN7eoqw
zK`Bur=Iel>hF=GiHYsaS)S|3SQJVy7Hz-}8Y>}eHdf%jUiLwqwoqFG*^c-c&6fM{L
zHl-_+tx~i~LJOLlC$&Iok<=2M3K6Z5zCfx&>Kv(MQY)lZY1AYIwKY-@t&_S)YJ)~C
zQe9G;q%N^&1RpQYt+q&Qv(+gzBj{hDUlGtn()h387V0CWHHtQPt9EEB>hfxWvvz2N
zz^{_p_1;_}-69Q&o34@ih}6fVuG47{^qUl2rf7?zZHlgthOakBH)yg$dYkXSQM?EQ
zUv`zEUDAlko2#3oaoR1uMcwwfy+bA-jeC3aP=mWm57k|c_mtWZuKmP^0Bb=ndY__N
z=3hL|djXbijY%a<9y@JaY|GR*w+!Z!%BUAwR>}C_#~!Lnp8He|boyPM6iQb$cN3ye
z=BmgZ7Zr{;NTs!AXy)<_$de)~r%uNS%i=fMjK;3EW&l-163b~4+k_9e0*;bSe)g@*
z4`W`%uBa{d68qXUAh)`7?9x5A3Yy8cajNAo&f%3c55O`#Ci_etgSaISR#Pw>n?>e#
zm~f!xJQH@)N62bJE!`Bpm?n$bEV=-aAxl<fWvXqRD6`A*8z2e0!`l2F;I&5}$3zoC
z8R$fi0S)MFNXG!KphrJHp_7K+1a#b>Ed(}c(qTZ=4!IT^9ecrk{n?tdS(!Bfkb1R$
zv_ts6<Xu3+0Oe&jp7$0&9ea`#<;?LeDbi_{TgR~|H!D#nE`MHnPBED1#DyLZT#=!1
zF+h>qVNqp0KFDjUq1Q%Yrm1tBMO`DIKDWMuGf$q_5mpCZ_J6RtvVA!i8#~sA{YTm!
zx}xllDm{~~$ogef@b&$Ju}o8)kC0s?`k73|CfD&(U@$lND4weweSSYKO{r5z`-7=T
z)gFRm80OP#psToc>U|L}LSh*wB$h>6tcgvrBCZP$pqbB-d~2-n5NDj!ePDjkqc8mP
z*Vi5wNCz+;TPK}1UXK$nkg3cQtvtetVo-zFr~I|928Go=WqCX)2G*Z*wg-R-+{Yly
zV^qXs$VX+978qPK{(3CE#KNI)s58b{K=A#Pf|C{<w`c;Cc&wZTBzW&Z#X|%JM85?*
zW`T{Z69A~iumFaR+n6pjVz|1`z5DMyaNHZEtYj9CFa>;SdhATdNeZun_%;Mg9K)ro
zv@(g~3Jqk)iZuc`hF1(Ellv@SjXQjDW@p$~Gn?%)ba3ix!WVm^8IIK$ZG0+|4~i--
z@f>SBIW03N=mJI8M9(LJJE{aWWZhAv@__(~<t*gM;x2*MLky@Y-}CXsR;R$bDe@4a
zI;pOEMhgKWm5Ih2%|~@t@|d0<qI0XWL8`+Bm~Q)wWa><6_s$|L^v%nD%&jx+Dw9}W
zCf~!AmMZ4S%BlklUBBRh`bvk~S-x4~kVC1ZRZ&miSK%%2!rM&lFyR{cx=nL)G}Rs_
zZ`}QN-v{3M`)aDgyR3Z=#8>ry^1<u7kD^Rd{S{-|vO~+56Pu{8{{`KkE!IU>oEP2Z
UQfEErh|A(m<7TicHpEinKbgE09smFU

diff --git a/q01_pipeline/tests/__init__.pyc b/q01_pipeline/tests/__init__.pyc
index b2f2c5b9e7e38a1ee89868ae9693bb6e9821f424..685029f7378195d04fa7b3d7136918a6e10234fc 100644
GIT binary patch
delta 79
zcmX@kxSNrK`7<xq+54PP6FE$kQy3T+^fU5vQ}v6>6ASV(bBapz!}E)>iwhEyQ}vVc
jQ&ROO=BSD27aADG7i1Qs=49rj>X)PzmlW$yT&4&BCe$02

delta 91
zcmdnZc$|@g`7<w9=ZSBT6FE%v3m6y}oULL)i&Kk=V-k}xGK(`(vtwLRi?d7e3u4lX
vQY#Zn@^fPfit@8klS^VICa8(T6dD-D7i1Qs=49rj#+0NMmlVfLoTUf=>*69C

diff --git a/q01_pipeline/tests/test_q01_pipeline.pyc b/q01_pipeline/tests/test_q01_pipeline.pyc
index 109bce3f879ef0cf960b11e9c66fa4646bd47b3e..714d711a0ac10f6c6ccb6063a8a659ec41fbeece 100644
GIT binary patch
delta 578
zcmb_ZJ#Q016rAUrZ++*lvvanLj0F;sbxPq2RjMQ=WlB>Zwn3J6F%Eb3#dlIl3iAUJ
zwoK_dRg^yb0RBLl@E=mRNx?fnh#pp&w=+9WqxZB|jkVX^dZ@bJ?j1S7?_=>jWTam&
zy2DST0A(R^5WA2re(EBkGGqn0XCta2u0huRcy-7+bOk3Kl)#E08_*4?5}wFr&Q7*-
zF(oJm%H<A{K2#Z+@SYzl_zbLox3VRmig+DVFE-D~HXS<b6?wFHp>z}wv&`i()!BGC
zO%px2Uel&P!dzMh+<s?0wM*=e9P?=1yoi~G9~Q9=)3b3hpGC_oe6v`7Oq20MhZD{W
z&G%y84^MYrzDs6_j%ITmW;)H%@Qd)xz;05_yt0q>dYlw6{wnFerMDVoj;k`#0vDTt
zw&{!gS|(V{=J{^fNSJf6^J^pD+=^$%4x3s2UuwBXMjn$<9`k=k^UbQ%Y&SXAqXBtT
L$x*12OP#GBFOY!&

delta 755
zcmbtSPm2>V6o2V<I-QwLJFVl|Wl<M}QUq58PYY_X;s+Q}+%Pz#O}3qO{+R@!r#-B9
zS@ID)dlC^mdfQLn*^^hngLpIPitJ%en($uUpI_eZ<&n3+yYBYJ58wUt`Pcpw{;aw_
zM_R;}<L%L5?f`ZGQ2<(p%!S+o?49}+WG%>j!2YS<fUFI;0|skD7C_zw-2I#D0qz0o
zz~TbXCLAHaA+Qjr16%l_u@;-gnIWJqP){QezH}LA3mAd}9rfWgz!AVc?gMSWlVSV#
z>khJ24LxYPy5Wj&k|#5sQZ+(Xc7{mD<fc{;DQKBLE;$o&oDm_?gOu_2FVN2#YN}`T
z``2v)^-T@VXgZZi#mfniro!{c)Q&v$vHs!KN}J=o_^DuA#AGs0#hfkUM@%ebS;aHX
zRz#M0tZy&aRL1I!H3;LEx9=oXTCprGSS)o9B338X0Cm)N>*4sSE;-b4Mu~r***lNM
zkR@m7cdJ!op4rwSYFahWa7&#u?%j;mBQPp0M5UXLn%b6u0WLE}c(Kb0!SYGQB1eVx
zjl=a=%y^|iaz<z}6|bbDoe3$Hi6M_XlQ%z#^0JD0+F0}d=Yz*{k|||fJAby{>_I=&
SOaZ!!0=-*CY8~XF{>E<t^t&|x