From 27f4993ff78287d3b60bd7535fd509d8567b3e66 Mon Sep 17 00:00:00 2001
From: jyotika03 <jyotika.tewari1992@yahoo.com>
Date: Mon, 13 Nov 2017 05:37:06 +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..28bd44a1c74f4f08861492b1f1a5784b4e8c6f62 100644
GIT binary patch
delta 60
zcmdnOxPp;``7<w9n;vJ>L=IEsKn4Z|{fzwFRQ;^V{F2P<L<3{}@cg3e;)2BFRQ=@q
QlvMqRIckjh6DKPI02Ou;p#T5?

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..9f536aeccc8538557c33119b3d3bb12d78419c4c 100644
GIT binary patch
delta 73
zcmX@exRsHE`7<w9n;vJ>L=IEsI0gm={fzwFRQ;^V{F2P<L<3{}@cg3e;)2BFRQ=@q
blvMqRIcj|Rg$9Q41(^k@IhlDtkp+qXF!mRi

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..0639a80983674e3b9ba2a2300b6b632a882a26ab 100644
GIT binary patch
literal 1888
zcmcgsOK%%D5T0E<EXlGh+p%N!kxN@thr&t`ASa_O;yx}(4jZ5jwka0Wl9DKKA6`<e
zUC1Z*kpI^oky|hQ0qr+j3wDv7yIRf8<Ku9KGn~d>TfM=k8>e*pY~cG1{`OB0i8mla
z6bEZQq`2YvkW7=Z7R4>f+7!1bV044b24x+JJGI;-)1|COaj%wJWHu@5Q{1oRHkmET
zwkh7GKm|14A-O@aL$XUZK@bl}4M_IrINoJ$zQ@88!EBQ3d&EAe7AeqOl3OIVNy5c|
zZo=?Qli~*yA5eTq@k3I*TayHGk8UW8k4Wy*@5t_$(|k32fRy#$cwP=eux`Ml5;{+u
zvM#Zu(a!au{GrnFl@e7tJNt1MFp9O$#aNl|^0bhus<nsEMk1F*_I**o#hDS->WN<4
zdBe2G%B53D%C_WJrKdAjuik>SD$+zO)5NCi;6rGnaANdK<coy4#1-|*lhpp=8n9bc
zIu7XzPp@1Pytvd>`#8Ih>SXk9YWl=Ke|+u3uY911b;2p_ah%lsuv`a<u`nV}l}uX@
zdbj^GeC+}|Xfy}P6LKfWCdn4b_FYM*U9R6#M!>u_Oaa=2w#N3kj#Dh%rl;2}a>#gx
zR*(m@YH``F+l16^h^{wiwL$ZcRv}t}u0y(fK`WwpgTDRw8C`c+Sas-l-XsT4ZAL9Z
zs@}fmpvJ*muQ<JUOL)(3-8a1ZhIfx1y>k!zf4G15p8Fcd?mc&U@s9AGui7+64%i$C
zgcRU>R}Erqmyy6jdky~IxK)=XA=-5phyGG?r{dH>xFEXCgzKcaHhPDN@9Rh49G5i{
zmx)A^%-r^^WR#dBIoj50F1cpCZwZD@lyFOKUS5lj&V(x}$KFd(i7c7oG7MRaxWgiU
zbGUUU+9kL>xt$bM=6J58g;{2~MJ-TNcU3CioSxyZi}75g&NngEMvU^y%1TL{I=_ck
zyk@^TM?s0eBPg%Fx~B%uYW9&KF%#{vH@*uTuGbsBuHHu-m){t7Z3qx~Vt)cRniZKE
z&94fl7vk}g(RooVY$;MT;)^~yn+ao7K2<isoOmJ9na)-69K#{k`7|l3f|D9uJpM8%
zb*T)jqw!K3c~V~a`?S{XV=wzD?;U&=9O8Enbc3B>5FF$C=pHu+j)LI_!1>rq+*)BB
zpL$v6l`k{6W<_4Qhxph93S8wU{vZ;o3<A<c9>G-C%pKfA;j|HSsxYYXX<bd8gKH-$
zw<;SO6>-Zs4r6UuI&JL9{dp1bc{^^wH6~N8(y6U$%UxP2Arl^53>{;tMXdFbtcrS)
zy^eUBh=*VF5tEOZa6d<%fZWyV|0~)l&T?tgSKRUT2&5nMQL;h(3lAE-;3)h&JP7{*
DCfA=N

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..b69da8051dc9cf30d6913b1f7ca5952032c5a701 100644
GIT binary patch
delta 79
zcmX@kxSNrK`7<w9n;vJ>L=IEs6b1$c{fzwFRQ;^V{F2P<L<3{}@cg3e;)2BFRQ=@q
jlvMqRIcg&Mg$9Q41(^k@IhlE>`X#BwCB^y^mni}O%w`%G

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..b79053675ab96f00e43a7998bacb0db25a5e0674 100644
GIT binary patch
delta 578
zcmb_ZJx|+E6g@ZCezEiAq$Wy5Q7ctK5knlr(5ZZljP6kNEmf5FnkLw>iM=o}1TjP3
z*payt>R$dvr~U^976z^<s=BvNI`^IP&ehSqdf(bt{@TiI!#f|ia*U^A@x8~$Z!XvN
zPDugELhK^(AU!;48*vS?j?!}wH;^<Tn}56(WDB~EnGYqfB*->&8>))uvQx6zvr<e5
z%7yZ{gJb|zgC>09$2!h{CGbJ63Md=z`i;xGSLB!;?XKHAT9PUq_la5Iahd31w3y_X
z9$#P4U4?}CYVC0QPwRzKWj}Jwz4iTd!ZiGxCOVv*q{Z}TG~5o~r;DRJ8;x~1=FHIi
zvNwY8c)0a3n`Szm&UIMmyvV~ZA}|A|Lrt^q9K2cQq(0-XlK)%!YP-g94Mtw!;!wY9
zHpJUzAy`f4<!(hJ%!Szey-{F(h?j>hn??CwYLRA<&m<~i{_kjkSynsU4(IwbAfM_b
KDlPJ;xAFkPoql%!

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