From e256e2de33e43caf8c01a1fa6bff4baeb8302159 Mon Sep 17 00:00:00 2001
From: HardikaB <hardi.2607@gmail.com>
Date: Wed, 29 Aug 2018 17:35:52 +0000
Subject: [PATCH 01/18] Done

---
 __pycache__/__init__.cpython-36.pyc           | Bin 141 -> 156 bytes
 .../__pycache__/__init__.cpython-36.pyc       | Bin 155 -> 170 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 414 -> 396 bytes
 q01_load_data/build.py                        |  12 ++++++++++++
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 161 -> 176 bytes
 .../tests/__pycache__/test.cpython-36.pyc     | Bin 1525 -> 1540 bytes
 6 files changed, 12 insertions(+)

diff --git a/__pycache__/__init__.cpython-36.pyc b/__pycache__/__init__.cpython-36.pyc
index b0c3719c2f46201b3baa3fcef746c16a601c9e9f..860b9dcce07a9bb3fc4bea832b0a4030666c17e2 100644
GIT binary patch
delta 50
zcmeBWoWsar%*)G_bF(daB8R!0r+!9$ZmPaVVo^$FcA}Ghcz#iKaY15os(x~QO6o*E
FdjN>15UT(H

delta 35
qcmbQk*vrUa%*)I5Qh!m@L=JO)EB%c8+*JMaqSVU7lKk9>vGxGAcneej

diff --git a/q01_load_data/__pycache__/__init__.cpython-36.pyc b/q01_load_data/__pycache__/__init__.cpython-36.pyc
index 4596200714efc1a2bd21ca0d0f36671155da8439..9700c1a7945db91248b57822d1e0c44a908867ce 100644
GIT binary patch
delta 50
zcmbQuxQda(n3tC;=Vn{<L=JPgaQ%$@+*Ey!#G;hU>_jL1@cg3e;)2BFRQ=@ql+=lS
Fz5tKk5aR#<

delta 35
qcmZ3*IGd5fn3tF9rT(I*i5%wq9{L&ixvBc;MX8mECHc7%V|@X;Itz>d

diff --git a/q01_load_data/__pycache__/build.cpython-36.pyc b/q01_load_data/__pycache__/build.cpython-36.pyc
index 98e98a79cdf9a026efe48fdde2a84d1da49836cc..7df6bb71fe07f42b5fe95dda82caaadb117157c0 100644
GIT binary patch
literal 396
zcmYjNu};G<5cN4}n^u$$U}DYEfEYmt!NSx9B&0AzZqB7?o!ZzA5>h*X*!U1W39n52
zLMJX6P)~aA&Znp6XP=G7qx$>fF$Ttd*j{m(uL$m#2pNK6IZ)?{*HIn;!wBPdmd6Np
zEbaZ0icM1p1Gi}Ab0teM?5Z`22{#0HMC92LHe`tWlW)QE4ZOh?HmyxG-N8ATL{6GC
z3fy2mvQl8-#Y{=tTBSV1M)*bGIR9ccq1Em_Tj*M5x58qz64%*-wku~uDYH_e%<4w@
z>P6T}cv)EaWTkVJUKhsdr7V5+d~#YSO}C)%BAYdp!ijke!~fl&jov3>a0m(55lv|?
v^o>}faJEOseC$?A3cH>(zEZA>+UdH4do(0*NG@uPjgpt`i(LCV2^_?KcZpvO

literal 414
zcmYjNyG{c!5VU>A<?^CJd;`~TAS4<PLPE4@pmK9^vWDErj*aagB0)!+pFpDEm)uh2
z7gDiK5wX&Y*R$GLdoRZ0!T04C|0RSZ?1N!;i||KCK!7U3DKN-B31>hbNR@A}LMAhs
z4vf^1BkmCX1Syb?zGEk_HT$6Nw8L)5;b6_W3<~J2X;RUtoNVb;MPufr-6XqB52<1?
ze{y0LM@}rj=*9;T<YPs74$jyrkIVueI4PhBVya{;ywFxjK6KK{(6kGXZ^^}qFz0;`
zL7<<OKg12ue|ulgjh6MZlPeL7uJuxd_EoqR$23l&?tN<(jdiAzvrxaBoj1zhwB%Gz
zm#u<RyNdn2mVWOGBtj4AF?D0isw@^3-!Hr?@w(G?<NwhJ3$eV`29`?Rqy_l2%rg4}
DD5GeQ

diff --git a/q01_load_data/build.py b/q01_load_data/build.py
index 7cd3700..b584d81 100644
--- a/q01_load_data/build.py
+++ b/q01_load_data/build.py
@@ -1,4 +1,16 @@
+# %load q01_load_data/build.py
 import pandas as pd
+from sklearn.utils import shuffle
+
 
 # Write your code below
+def load_data(path):
+    df=pd.read_table(path,sep=';')
+    df = shuffle(df)
+    return df
+
+#path='data/student-mat.csv'    
+#load_data(path)
     
+
+
diff --git a/q01_load_data/tests/__pycache__/__init__.cpython-36.pyc b/q01_load_data/tests/__pycache__/__init__.cpython-36.pyc
index d07fd2f92eb40b45050574e400ae0ba39249b5e5..63814ef1b44ca0f13a7536f15f9c0c3c99d13e16 100644
GIT binary patch
delta 50
zcmZ3;xPg(wn3tC;?`B){L=JPgSpAIr+*Ey!#G;hU>_jL1@cg3e;)2BFRQ=@ql+=lS
F!2pv<5d8oE

delta 35
qcmdnMxR8;<n3tF9rT(I*i5%wqe)<{txvBc;MX8mECHc7%V}k*`L<^(<

diff --git a/q01_load_data/tests/__pycache__/test.cpython-36.pyc b/q01_load_data/tests/__pycache__/test.cpython-36.pyc
index 9aa6996833ac66f36d6c99e9f80a514b1a8a8440..e6bf5a9ce7e906f8dc7f128a516bc49fdfa10a6f 100644
GIT binary patch
delta 52
zcmey$-NM6R%*)G_ce5>eBgacdxk&wt{M=N1kHn&s%<M!b{qX#v?BasN<W&9S{FKy9
HOkbG+)SnWA

delta 38
tcmZqS`O3{<%*)FqWWFeBBgacdelPuu{M=Oi^rF<t#FG5n&HPMXnE~B33|s&J


From be8942ace16bd82259a3bc7de1361656310ff7fd Mon Sep 17 00:00:00 2001
From: HardikaB <hardi.2607@gmail.com>
Date: Wed, 29 Aug 2018 17:44:24 +0000
Subject: [PATCH 02/18] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 156 -> 171 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 660 -> 644 bytes
 q02_data_split/build.py                       |   9 ++++++++-
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 162 -> 177 bytes
 .../tests/__pycache__/test.cpython-36.pyc     | Bin 3134 -> 3149 bytes
 5 files changed, 8 insertions(+), 1 deletion(-)

diff --git a/q02_data_split/__pycache__/__init__.cpython-36.pyc b/q02_data_split/__pycache__/__init__.cpython-36.pyc
index 5d17273741a726a430cdf3ccf2eb63426483d618..ca977e4ad6f64dc4589662003c3bb8435c7592b5 100644
GIT binary patch
delta 50
zcmbQkxSEl}n3tC;=Vn{<L=JPg2>p!w+*Ey!#G;hU>_jL1@cg3e;)2BFRQ=@ql+=lS
FegKeT5a$2@

delta 35
qcmZ3@IERtLn3tF9rT(I*i5%wqp86U2xvBc;MX8mECHc7%WBmZTkqeLj

diff --git a/q02_data_split/__pycache__/build.cpython-36.pyc b/q02_data_split/__pycache__/build.cpython-36.pyc
index e6bd2ebf2f76eee17541ce631c667ecb332558ff..85fdc8f120169dc01909502dc0a3256e6f8644e8 100644
GIT binary patch
delta 286
zcmbQj+QQ0d%*)G_ce^e6z(mfu^{fmG49-AY>;NQc7*ZG|8EP487_t~rfUuPbNV2vv
zr7;0TnMxRIm}(ePm{VAKnPXULnQK{US!>y9m}^*SSZmnQSb`Ze+5DoI+>Ku{0?kUF
zH4_A0+G{dKag`J$X6D5gXI7=Y{0{`0Oi?VEIr+&&%=|!=n(VijQqpcQR^DQam>kTg
zs>}-%{1vL7k)NBY?~z!Pl9`?8q#vGNlwDkqn4GGgoS%|9xrfnRm;<P;7(_5IaxjVk
wVG;l2XN+YQY(SABkjX_LlaL5LAomuBO>TZlX-=vg6Oaei&cnz9G=PH{02zixQ2+n{

delta 282
zcmZo+ox;j#%*)Gl#C%cI+=-lXo!J-|7@UE)*at||Fk~^L0AVW=kYsITN@J2_sAWVF
zWdn;al`z&Y)-a_or7)+k^s-F6D;~`5_mUB4K>DniAaK(Dr52E<$#jdeB(=CCzBscg
z^%hT2VqQvqZhUb`VoB=D|3Fa00ag^nl9`jAT*M6Gu-{@zNxQ`uaf`8XvI(QAhyYOV
zmz#b@er~FMdQoa+Vo84P<QhhIVOF3-F-SiHqZp$QqXc7-(Bx~3Wfq)3ks=`w0n&;@
c2m-mcIBatBQ%ZAE?LdwNYv*C)VdMZp0GB;R00000

diff --git a/q02_data_split/build.py b/q02_data_split/build.py
index c2e7147..0b31a9e 100644
--- a/q02_data_split/build.py
+++ b/q02_data_split/build.py
@@ -1,8 +1,15 @@
+# %load q02_data_split/build.py
 from greyatomlib.multivariate_regression_project.q01_load_data.build import load_data
 from sklearn.model_selection import train_test_split
 import pandas as pd
 df = load_data('data/student-mat.csv')
 
 # Write your code below
+def split_dataset(df):
+    y=df['G3']
+    X=df.iloc[:,:-1]
+    x_train,x_test,y_train,y_test=train_test_split(X,y,train_size=0.8)
+    return x_train,x_test,y_train,y_test
     
-    
+#split_data(df)
+
diff --git a/q02_data_split/tests/__pycache__/__init__.cpython-36.pyc b/q02_data_split/tests/__pycache__/__init__.cpython-36.pyc
index e780e63f202604d8b01427afe772dd73a1ea13a3..371154b5af30e128d1146ff9e9ba04fd93215829 100644
GIT binary patch
delta 50
zcmZ3)xRH^=n3tC;=Vn{<L=JPgIQ@+L+*Ey!#G;hU>_jL1@cg3e;)2BFRQ=@ql+=lS
FApnzm5dQ!G

delta 35
qcmdnUxQLO%n3tF9rT(I*i5%wq{`wjDxvBc;MX8mECHc7%V?zMFn+vD_

diff --git a/q02_data_split/tests/__pycache__/test.cpython-36.pyc b/q02_data_split/tests/__pycache__/test.cpython-36.pyc
index a1b3fc579e35798e380953fe62d7efac2225573f..67ef068bad2bb81f1bcd05cbc5c9e018ecaa33b1 100644
GIT binary patch
delta 53
zcmdldaaMxEn3tC;=Vn{<Mh;~rxhVaN{M=N1kHn&s%<M!b{qX#v?BasN<W&9S{FKzq
IR!l5h0MF_XIRF3v

delta 43
zcmX>ru}^}-n3tF9i20(ZjU38M0^a%=`MIh3=|!oPi6!~D`jZcG%WuwPdcp|+D}D}g


From f09c01c5f3e280643fc6b7b48f799715b5c5aea0 Mon Sep 17 00:00:00 2001
From: HardikaB <hardi.2607@gmail.com>
Date: Wed, 29 Aug 2018 17:53:45 +0000
Subject: [PATCH 03/18] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 159 -> 174 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 924 -> 944 bytes
 q03_data_encoding/build.py                    |  16 +++++++++++++++-
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 165 -> 180 bytes
 .../tests/__pycache__/test.cpython-36.pyc     | Bin 2197 -> 2212 bytes
 5 files changed, 15 insertions(+), 1 deletion(-)

diff --git a/q03_data_encoding/__pycache__/__init__.cpython-36.pyc b/q03_data_encoding/__pycache__/__init__.cpython-36.pyc
index 884722b9e5eb21d01be2d88d202ca11e74eb4609..a328c5f6267a41921eb26ab18508807a1a80020d 100644
GIT binary patch
delta 50
zcmbQwxQ>y-n3tC;=Vn{<L=JPgX#I@*+*Ey!#G;hU>_jL1@cg3e;)2BFRQ=@ql+=lS
FfdG;35c2>4

delta 35
qcmZ3-IG>Tjn3tF9rT(I*i5%wqKKdE?xvBc;MX8mECHc7%V*>%amJ6H!

diff --git a/q03_data_encoding/__pycache__/build.cpython-36.pyc b/q03_data_encoding/__pycache__/build.cpython-36.pyc
index 302366cb1c8d346c67f347e326ce7abc487c2dcb..f4db8c7aebe1b192af695034b870870c3951fd75 100644
GIT binary patch
delta 476
zcmYjN&r2IY6rMM`o5a<aAQJJU-nyqP2!aqiRE3@jr9#r!BJ0j1-MG86&dwH7CU^))
zFFll8^$+kO{u`dW5A+}L<Qt_RkMDc)zV~ZpuIu-8f4kZAZ~k2!OXsiuaOn|3e8fJY
z{EeiDCSzd0=!i1s56oan71eYGK$J5hQ|IEFrU&Hv(bS#nXlLwdqTO|3^B8&mBkQ}b
z3cThu`Y!2_^LIe3DazbS?XJDFenq*D=;3+|L;8gT-Y3(DBgIETPE1Xlj(MyCF!dyl
z(~9w5twSk=+~j#ISdx!6gPL*Eq*Q}u$y2O7VQNzF(s+eTawT1S+`t(oYOtVWl$S#x
zv*5F5pl@pZ6UDKy6^pdW^72R=+M(Rgl$-jHN2-$imdIrs@zf80h>V9HBgvAp=tI~O
z@~kYPn1{9{oIlcy`3?=Xmh6vqkO-_o18U#{g=JWQ4xT$8+w-6FZgJq{RaQ(4&5QYa
iXM4Ae^)GwgPzyEF=w^adDc_?QmG&k}V69<|ww-4>Q+Un*

delta 451
zcmY+9Jxc>Y5QcZ>K0OjmKs0t|Bb*RYq)`Yq#v+Z4g%Xf(<o1#a_Yrq5lE{S=K@hAY
zt(BdP_&59u+gkY-teguH5{7x1edgU^=F@mJta`C%RZrg9-|%96%~V2&hIx)Do={RU
zCsP=YQ|i%-48Vf}GKVI)^`=Uy3{+&A2btpMoQg^Y1AWO9PkCJNP0}FfGBS!kH(hkL
zjvC~ya!oRlQ6H{|qdqt+?j{}+cG_oloW#|56fquj?Rz&I<v6kb38%RFPcD~^$@8P6
z#@)Ebq$c|AkV%M#QV#@YZrE0XFzL37evo!9QgjJF;gQ^0m5wTnn+`sMSn60XkxB@e
zq`^DkJ2?BdRqH1atMxdWxM>nC4xzPgVM7#92<Wf}yYz@2Q(j&?!$(1CxaV-fP3$h3
iO8vBq#d6e|l#ofY5hdOzWM}y;VjHDE^Dy&(68r%ru5vB_

diff --git a/q03_data_encoding/build.py b/q03_data_encoding/build.py
index bb4c8ca..6dc262f 100644
--- a/q03_data_encoding/build.py
+++ b/q03_data_encoding/build.py
@@ -1,3 +1,4 @@
+# %load q03_data_encoding/build.py
 from greyatomlib.multivariate_regression_project.q01_load_data.build import load_data
 from greyatomlib.multivariate_regression_project.q02_data_split.build import split_dataset
 from sklearn.preprocessing import LabelEncoder
@@ -8,7 +9,20 @@
 x_train, x_test, y_train, y_test =  split_dataset(df)
 
 # Write your code below
+def label_encode(X,X_test):
+    columnsToEncode = list(X.select_dtypes(include=['category','object']))
+    print(columnsToEncode)
+    le = LabelEncoder()
+    for feature in columnsToEncode:
+        try:
+            le.fit(X[feature])
+            X[feature] = le.transform(X[feature])
+            X_test[feature] = le.transform(X_test[feature])
+        except:
+            print('Error encoding '+feature)
+    return X,X_test
     
-    
 
 
+#label_encode(x_train, x_test)
+
diff --git a/q03_data_encoding/tests/__pycache__/__init__.cpython-36.pyc b/q03_data_encoding/tests/__pycache__/__init__.cpython-36.pyc
index 7d18c185f615d8dacd541c2aac10e2127c6a6058..22b0a25fdef771155fbc255a3e14fba9b9ac62b9 100644
GIT binary patch
delta 50
zcmZ3=xP_6!n3tC;=Vn{<L=JPgME#8X+*Ey!#G;hU>_jL1@cg3e;)2BFRQ=@ql+=lS
F;Q*Bf5eonS

delta 35
qcmdnOxRjB@n3tF9rT(I*i5%wqLHZf_xvBc;MX8mECHc7%W5WTypbNAB

diff --git a/q03_data_encoding/tests/__pycache__/test.cpython-36.pyc b/q03_data_encoding/tests/__pycache__/test.cpython-36.pyc
index 8ade2b73d89dd5f9591f59a4f4d14aa50d93bd2e..ee882b90652d75b7fa8e61923590d5e201a668c0 100644
GIT binary patch
delta 58
zcmbO#xI~b{n3tC;=Vn{<Mh*og`B?po{M=N1kHn&s%<M!b{qX#v?BasN<W&9S{FGGv
O$uHUEH-|IXu>k-a3ljbS

delta 43
zcmZ1?I8~6tn3tDJ*J4rBMh*og0YCkW{M=Oi^rF<t#FG46{mDPr<u|7>*|7lt2p0_l


From a33e5a65da6b37aaae4d760fcabc169c868c62a8 Mon Sep 17 00:00:00 2001
From: HardikaB <hardi.2607@gmail.com>
Date: Thu, 30 Aug 2018 00:33:03 +0000
Subject: [PATCH 04/18] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 157 -> 172 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 1006 -> 1189 bytes
 q03_ohe_encoder/build.py                      |  25 +++++++++++++-----
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 163 -> 178 bytes
 .../tests/__pycache__/test.cpython-36.pyc     | Bin 1478 -> 1493 bytes
 5 files changed, 19 insertions(+), 6 deletions(-)

diff --git a/q03_ohe_encoder/__pycache__/__init__.cpython-36.pyc b/q03_ohe_encoder/__pycache__/__init__.cpython-36.pyc
index e4ec35b27b6016dd979d13f661e08f8147e0e802..e88d6258f508e4485a00d0c07c71f35a97b35e9d 100644
GIT binary patch
delta 50
zcmbQsxQ3C#n3tC;=Vn{<L=JPgNd1ib+*Ey!#G;hU>_jL1@cg3e;)2BFRQ=@ql+=lS
F{s55Y5bFQ{

delta 35
qcmZ3(IG2&bn3tF9rT(I*i5%wqUiumNxvBc;MX8mECHc7%WBmcU=nIqp

diff --git a/q03_ohe_encoder/__pycache__/build.cpython-36.pyc b/q03_ohe_encoder/__pycache__/build.cpython-36.pyc
index 1433b7bfe437842ddac619a606d8eb33eef1b873..0ef1e835fc434e6d29e1f97434c4c1cf8c2556d8 100644
GIT binary patch
delta 633
zcmZ9I&ubGw6vyYy?9X(QrcL|-f*xvx9BimX5ELu6R1e}s&@k49X=c(U&F+TT4O-Zs
zuoX`p;$FS_cldwoQSs^@APBzMdJt!r@B2RH?at@DpY9ibZL40d-M;(b<u^vick<7&
z&_BSFyj!f@?1e6Ofk-0liO2ma*7%YF>Eyrz#Z-{PzQyaj!Iybcy3#u%YDKN8VBE?f
zhh2hoZPgxv^kwY~_yuV{Bb}wi=Nt84A`aE0ucARL)#B@?>j6Id>v{J$4psND&~kJl
z9(G^E`Xrf(f$EyFZsD_Q#d}zP+cb<6#UZ+ZVStTP%R@Cy?BGeBprj-t8RT@I&e_~b
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z$I<3RZKH5D9Hrb(wTO~otizH{CHHqlD)zJpRmUr#$DLk3RY_Vl1|n5Qu|DmOBB|bR
z+S}xAZ?n2A4(R$FGZI}%9bH+AkJaCSwJ=Z24S@y(P&1qARm?jV%kAPf-6($01K2U{
z(pFz0!1<S>=xF0`HkwFn72E8}RRdi*QxQp#=w(c}9nHe&X-T80c8k~S)*~}gy<)`t
g|D5MPGVfj(%h^QTH-kt_SwI8i3aDo`G~qJ)1H{^qQ~&?~

delta 468
zcmZ8byGjE=6rGvfY&M%+jWL3Spb!y*kAPZOhzKe+Vq-T5VaeP)H2Yv?Qv^0u()tM7
zS_y(b;y=h1Huipim3JeEc!zW540Ac>JQqIm)m_K2y8BQ3jS=!e{)~?L2%(}$b?cnx
z1rd7B<OQH2H=^7E4XhEp(s_~F+~G6A5cx5IStx;ZJvX8wdO~oo4CNLTrYMXlpBMTi
zsacbkwaNQ^rHJNVXZ23tLA@<u;6{O$JkZmN>_cH4Vi4)z)zpx(F%Vg;V}x2qib%`^
z73`J`wOG5RF(wXmR4m5)VJ_C=Tyn-%Hc~@{u2fLdWM;sfRyS%y()Cp<kX~B&l{F)I
zWJ}2_TiwZO$SK*VQY+{{1N>$nU<TjHL?YCt79LqfU8^L^+TGrQy6J%{{q0afD1#;_
z)%Dxc*whGJU$`n|p-6Ln-wOvR^FwJQoBGaa9zEn-Mw#1B^1lw|fftB=4-P4As1lNm
O4Qy&slbNi<7PW8Li)SnV

diff --git a/q03_ohe_encoder/build.py b/q03_ohe_encoder/build.py
index 36e4b90..5fe2a60 100644
--- a/q03_ohe_encoder/build.py
+++ b/q03_ohe_encoder/build.py
@@ -1,19 +1,32 @@
+# %load q03_ohe_encoder/build.py
+
+
 from greyatomlib.multivariate_regression_project.q01_load_data.build import load_data
+
 from greyatomlib.multivariate_regression_project.q02_data_split.build import split_dataset
+from greyatomlib.multivariate_regression_project.q03_data_encoding.build import label_encode
 from sklearn.preprocessing import OneHotEncoder
+
 import pandas as pd
+
 import numpy as np
 
 df = load_data('data/student-mat.csv')
- 
 x_train, x_test, y_train, y_test =  split_dataset(df)
-
 category_index = [x for x in range(len(df.columns)) if df[df.columns[x]].dtype == 'object']
 
 
-# Write your code below
-
+def ohe_encode(X,X_test,category_index=category_index):
+    X1,X1_test=label_encode(X,X_test)
+    ohe = OneHotEncoder(categorical_features=category_index,sparse=False)
+    ohe.fit(X)
+    X_transform=ohe.transform(X1)
+    X_test_transform=ohe.transform(X1_test)            
+    
+    return pd.DataFrame(X_transform),pd.DataFrame(X_test_transform)
     
-
     
-   
+    
+#ohe_encode(x_train, x_test,category_index)
+    
+
diff --git a/q03_ohe_encoder/tests/__pycache__/__init__.cpython-36.pyc b/q03_ohe_encoder/tests/__pycache__/__init__.cpython-36.pyc
index 8c87a88f1c4ac0875da221298faa5cf1f1990908..b3b4abc78d401ddaf88ca9868412b9ff6aa34701 100644
GIT binary patch
delta 50
zcmZ3?xQUU&n3tC;=Vn{<L=JPgc>Rq0+*Ey!#G;hU>_jL1@cg3e;)2BFRQ=@ql+=lS
Fp#YQr5d#1K

delta 35
qcmdnQxR{Z{n3tF9rT(I*i5%wq0s0yFxvBc;MX8mECHc7%V?zPG@(Zj0

diff --git a/q03_ohe_encoder/tests/__pycache__/test.cpython-36.pyc b/q03_ohe_encoder/tests/__pycache__/test.cpython-36.pyc
index 1956a19a3862d792c03ff34e686b4f3716827383..772c6df0ba16c26c3e424dc2180414cf0e84f3f9 100644
GIT binary patch
delta 231
zcmX@ceU+QTn3tC;=Vn{<Mvgp2vnbY-lFEWqO{QB+dIq-`D^@ZT@iH(l{EF7k$j?pH
z_ed;C$;?i4(htus$}TQQOitBL&QD35JeM(yk$>_R#?Ra!)nF|}e3L&hbubD}u4Xo5
z6q>x2Sz1&CBqs`209ML3`7U#wp%_R|5>*Bw4H6Ro5+GhN3y|Po;$SHfm|Vm1M@1MU
U$ps?BK?Fz{#A;+m%wg3607FYLl>h($

delta 216
zcmcc0eT<vKn3tC;(_&H7Mvgp2^;@hdC6xuKnoPHt^bBq>R;*+w;$vW7_~oOYk)NBY
zpI($&nOKsaJ9!Ob7^A>sW~R^FAZf6gBL2yY%pHtEle?G=8HFeBVU`vZ1<8rQ6@ZoU
zPkzIkXDAL5ltPt(NQ1-#fdnrQ7qb8f4kiwkBEiYsEPqr)K$2V_LIOm9ltHXUcEoB{
FEday8D$M`@


From 29768a86e70d45a0eea42192822531259c11ad05 Mon Sep 17 00:00:00 2001
From: HardikaB <hardi.2607@gmail.com>
Date: Thu, 30 Aug 2018 00:53:24 +0000
Subject: [PATCH 05/18] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 164 -> 179 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 921 -> 849 bytes
 q04_data_visualisation/build.py               |   8 +++++++-
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 170 -> 185 bytes
 .../tests/__pycache__/test.cpython-36.pyc     | Bin 1259 -> 1274 bytes
 5 files changed, 7 insertions(+), 1 deletion(-)

diff --git a/q04_data_visualisation/__pycache__/__init__.cpython-36.pyc b/q04_data_visualisation/__pycache__/__init__.cpython-36.pyc
index d44a511ba9fc7f538b045ab1a267d7e0fc7a3439..5b276bc1a542a628046c0bb8fc3e5a70b074ccaa 100644
GIT binary patch
delta 50
zcmZ3&xS5f|n3tC;=Vn{<L=JPg1pSQs+*Ey!#G;hU>_jL1@cg3e;)2BFRQ=@ql+=lS
FVE~ka5eEPO

delta 35
qcmdnYxP+0zn3tF9rT(I*i5%wqf%+NwxvBc;MX8mECHc7%W5WQxNei$5

diff --git a/q04_data_visualisation/__pycache__/build.cpython-36.pyc b/q04_data_visualisation/__pycache__/build.cpython-36.pyc
index 2bfbd4e9d4e48bf9ff2e2bf665199d203cc772e7..bbef97612bb894d3f6110bc80e3f206e27d9b481 100644
GIT binary patch
delta 226
zcmbQqevysSn3tF9qkVhy&WW5~>RA~W7@UE)SO`dzFw`)lFs3l2F!wSuGNdpBGib8-
zrO%oP0w?XGSTZt;OEj5ou_opeWF$s$q+}+h=jSEnXfhUoi~-89q$HLkMzN=5rspN*
zrmkct;sA>Oiq+4^&rQ|$NGwXp%uaOD56>^kE-pw+PSsCl&QD35e2_6fgcsxnCLqDU
zRKx`&H3e_kPcCHAn;gk>i1ik8K~BkJ1!i$Z_Q@8^YN8+oV55-;&dJ5hs*KD4AXGZ?

delta 305
zcmYjKJxc>Y5S_WbuS7#)#L`mX5E9VF&O&U1V3%%S*Sm}N#qO#offT7N!d0=fv(mp|
zX}kCb>?{Pq%Dt-`n8(bUH}Ads>!5Sg>vdm_pQf*?&iBFxfK%IQWI@9Wmw=$1IdJ42
zXWV^o?G7_G$0fFt+bB3(K;%#2$8}S0C!dG*-LNYzB4#|ws)S5%nZ_!;7bfH>#brTR
z<j5wkg~&6k%FeX$t?XI~=`{|4q8nie<Eo^*jU3~0(ll+X3d+SZ$bpspPR2=@i*YQ)
z9qBT!7kIwCX%8y202tx`yC{eC2mb8J4NIARMFl4{s<Kk+w20d{*{{Ex{hgr|w7&mf
Kt3F_R===fyLQ%2+

diff --git a/q04_data_visualisation/build.py b/q04_data_visualisation/build.py
index 9c15ad9..8a3746a 100644
--- a/q04_data_visualisation/build.py
+++ b/q04_data_visualisation/build.py
@@ -1,4 +1,4 @@
-# -*- coding: utf-8 -*-
+# %load q04_data_visualisation/build.py
 from greyatomlib.multivariate_regression_project.q01_load_data.build import load_data
 from greyatomlib.multivariate_regression_project.q02_data_split.build import split_dataset
 from greyatomlib.multivariate_regression_project.q03_data_encoding.build import label_encode
@@ -10,7 +10,13 @@
 x_train,x_test = label_encode(x_train,x_test)
 
 # Write your code below
+def visualise_data(data,figname):
+    
+    scatter_matrix(data, alpha=0.2, diagonal='hist')
+
     
     
     
 
+#visualise_data(data,'figname')
+
diff --git a/q04_data_visualisation/tests/__pycache__/__init__.cpython-36.pyc b/q04_data_visualisation/tests/__pycache__/__init__.cpython-36.pyc
index 6631d03b276322b5ac907bd3f7ff2fb8b5d823ea..e1b28aaf3bcaa67c0891cb4f86603092f4811229 100644
GIT binary patch
delta 50
zcmZ3*xRa5?n3tC;=Vn{<L=JPgH2sYH+*Ey!#G;hU>_jL1@cg3e;)2BFRQ=@ql+=lS
FF#wmF5gz~m

delta 35
qcmdnVxQda(n3tF9rT(I*i5%wq;rbc*xvBc;MX8mECHc7%V`BioQwzud

diff --git a/q04_data_visualisation/tests/__pycache__/test.cpython-36.pyc b/q04_data_visualisation/tests/__pycache__/test.cpython-36.pyc
index 5353356812e3190f1d8c90fdc95d0d7f053a87cf..6d35dca4490945f5b5eb16782b519e216fb22c83 100644
GIT binary patch
delta 91
zcmaFO`HPdon3tC;=Vn{<Mh+(?`6T^}{M=N1kHn&s%<M!b{qX#v?BasN<W&9S{FGGv
n$?KWrH&-(4WR!^#%uOsQ$jL9s$xPBKs06X1*r4=eKbE-wsjwiF

delta 76
zcmeyx`I?i%n3tDpy~U!ajT}x)0>Szj`MIh3=|!oPi6!~D`jhuD%Wv*r+Q}$$OE5RF
Zq#!51BquXTub>jdy2S>iC&#kP1poji9I5~S


From 7c46207a0d76b1a3fe51ac16ea3b766bac5b6b82 Mon Sep 17 00:00:00 2001
From: HardikaB <hardi.2607@gmail.com>
Date: Thu, 30 Aug 2018 00:57:00 +0000
Subject: [PATCH 06/18] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 169 -> 184 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 810 -> 797 bytes
 q05_linear_regression_model/build.py          |   7 +++++++
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 175 -> 190 bytes
 .../tests/__pycache__/test.cpython-36.pyc     | Bin 1588 -> 1603 bytes
 5 files changed, 7 insertions(+)

diff --git a/q05_linear_regression_model/__pycache__/__init__.cpython-36.pyc b/q05_linear_regression_model/__pycache__/__init__.cpython-36.pyc
index 06a2a9b901d2940b1616332fc3af2e6292737630..27d12bcede3830e1fbe5b4f5bfb8d0d199d38e94 100644
GIT binary patch
delta 50
zcmZ3<xPy_yn3tC;=Vn{<L=JPgRQ-(n+*Ey!#G;hU>_jL1@cg3e;)2BFRQ=@ql+=lS
F(Eyhh5gPyi

delta 35
qcmdnNxRQ~>n3tF9rT(I*i5%wqVfq>QxvBc;MX8mECHc7%W1|7T{0qbY

diff --git a/q05_linear_regression_model/__pycache__/build.cpython-36.pyc b/q05_linear_regression_model/__pycache__/build.cpython-36.pyc
index c40d112c5d846cc979296e4912c2f11a9f286eee..819fce2e69bf31def713bde78ad2d0423ba0a41e 100644
GIT binary patch
delta 249
zcmZ3*HkXaln3tF9vO|0H+KHTBGQ=1d7)ltL8ETnon6ema7-|@snHU*rn1UHJ8T~Yw
zidca1QOs$XC7R5)*el{oiV`#PZn0NF7*R|)xholpIDl$?CFy76=cej=Bo?J)W+yu7
zhvye%7Z)TZr|Ku?r=;pn?qial+{tJmDF9Sl%mySF7}*$k7>l@oEI&=YTlSL`nDi!d
zFdYji0?FQD16r0^TvEgi<^U}OaX^Z})*%s`AO##Yx%nxjIjMF`KwdE)kl<nDVFF<e
JCIKcs764DKJ39aX

delta 250
zcmbQswu+6@n3tF9y~U!a%!!;|a-|p;7)lsY7*m*f8Ectpn6ema7-|@snHU*rn1UHJ
znf=@}8E<js<rn29=44i-YBCkE0Cn7APRlIOWWL21af`7sN+2gQFEz0!z9==lD7Cma
zzi1^x5f@O^uVDR*{M=N1plD@cNq(;W<cEy%lUo=q1o?on#cV)=fsu=mhp~uf@>#||
zF}K(&;!BDWGxKh-0U4>qCAZisVFEw~P@sqhs0C~`62T1=yTxIXo1apelWNBZ<Q0R=
Q=V9bw0$~m&0VY0X068Q=x&QzG

diff --git a/q05_linear_regression_model/build.py b/q05_linear_regression_model/build.py
index 7a0a243..3e200f2 100644
--- a/q05_linear_regression_model/build.py
+++ b/q05_linear_regression_model/build.py
@@ -1,3 +1,4 @@
+# %load q05_linear_regression_model/build.py
 from greyatomlib.multivariate_regression_project.q01_load_data.build import load_data
 from greyatomlib.multivariate_regression_project.q02_data_split.build import split_dataset
 
@@ -12,4 +13,10 @@
 
 
 # Write your code below
+def linear_regression(x_train,y_train):
+    lm=LinearRegression()
+    lm.fit(x_train,y_train)
+    return lm
     
+#linear_regression(x_train,y_train)
+
diff --git a/q05_linear_regression_model/tests/__pycache__/__init__.cpython-36.pyc b/q05_linear_regression_model/tests/__pycache__/__init__.cpython-36.pyc
index 296bccee744fc133b0daf81192df00c01abd4b9e..bbc9c7d9c6775295cc101f442e105417ef884d56 100644
GIT binary patch
delta 50
zcmZ3_xQ~&;n3tC;=Vn{<L=JPgZ2gS<+*Ey!#G;hU>_jL1@cg3e;)2BFRQ=@ql+=lS
Fi2#}}5i<Y)

delta 35
qcmdnTxSo;2n3tF9rT(I*i5%wqG5Q(#xvBc;MX8mECHc7%V-o?w1`FH(

diff --git a/q05_linear_regression_model/tests/__pycache__/test.cpython-36.pyc b/q05_linear_regression_model/tests/__pycache__/test.cpython-36.pyc
index 54551b93750f647d6e93e9edd56a0f2642a67061..242cb7d37167e9ad40471fc4261bd426d40c58f4 100644
GIT binary patch
delta 58
zcmdnObC`$2n3tC;=Vn{<Mvep~`E>n^{M=N1kHn&s%<M!b{qX#v?BasN<W&9S{FGGv
O$ug|+o2N6)Wd;B*J`+g*

delta 43
zcmX@ivxSGln3tF9y~U!ajT{L~0ulNd`MIh3=|!oPi6!~D`jfR;<u@;5n#&9TEvya@


From 572ffc5a0e9c151a06b933d33b89e718cab950b9 Mon Sep 17 00:00:00 2001
From: HardikaB <hardi.2607@gmail.com>
Date: Thu, 30 Aug 2018 01:05:03 +0000
Subject: [PATCH 07/18] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 162 -> 177 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 1086 -> 1077 bytes
 q06_cross_validation/build.py                 |  12 ++++++++++++
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 168 -> 183 bytes
 .../tests/__pycache__/test.cpython-36.pyc     | Bin 2082 -> 2097 bytes
 5 files changed, 12 insertions(+)

diff --git a/q06_cross_validation/__pycache__/__init__.cpython-36.pyc b/q06_cross_validation/__pycache__/__init__.cpython-36.pyc
index 9a1c3aaa4d67dd0ebf5ed2b2e34d7c0807004b94..5d45c958fe6f43a35b0a3491113d0cda02a13239 100644
GIT binary patch
delta 50
zcmZ3)xRH^=n3tC;=Vn{<L=JPgIQ@+L+*Ey!#G;hU>_jL1@cg3e;)2BFRQ=@ql+=lS
FApnzm5dQ!G

delta 35
qcmdnUxQLO%n3tF9rT(I*i5%wq{`wjDxvBc;MX8mECHc7%V?zMFn+vD_

diff --git a/q06_cross_validation/__pycache__/build.cpython-36.pyc b/q06_cross_validation/__pycache__/build.cpython-36.pyc
index 2e1c378d0210faf52111a997f473e84d10da11f6..e44a323df7f8f0b22335c4356b25a0b57143ab62 100644
GIT binary patch
delta 344
zcmdnTv6VyFn3tDpyHk7g3uXp}#|%h-1;};);^G+-m7Aqfxl%Y&xKg-#nWBVKcv5&<
z7@|Z{*n=4~`6h0uo?OqUGFhKdtX>MJzJ#HMp@y-BDTT3wF@>p@wU)VtIg6>80jQSQ
zFN&$iNRugwy*N3)C^IiTiYd8FlevfusO=VOc3OT;N)$_OYGR%y%PrR2{FKz3TZ|F6
z7%QXLK<ZPAS27d{0G0lV*3Zb#P1W~EEK14DPIS@_&o9a@E=WvfPt{Kb>e8Qlnn`}L
zI+K-{1jzj$k1#L_F%<~`X-&~v_LKKB>1|%lq{_&0iz%;Q@<nEKUtXY85f6v}DFWMq
sL<j=KZgJQET~wNrYR3fR6@yIXVdP-~Lq;A(4kivJ0VX~sE+!sk08@EQs{jB1

delta 353
zcmYjKF-yZh6ux`OC26%)XsOl3p^9W_KnJmkIys4pi)1OK@2u7)DVHb|;}l0blq}9}
zZi2Xp=-;^2$-m&_vs2&WKE8L~`@Z+)d^nA*QmMGT^W?V;#=hB1nZyt2#SfE4R>lGr
z@0njg`;@tJlh50{&1<bD=?UxeJ|NFHXNiG;2AX5IGZHgpDNi9aP@pvyeUUNp+9y8+
za^<^xO=?h^E@<f9_;%cl)MeOnEe+vNTdEUc6lgP+5|vE`Wf5pIke$#qwFn}V1I^Dg
zA8B!Q9u4rBsU=$ZJ@zi5KzcnTN1Y@Jy!;(j^A%{-tE9&NDU8okt7T$tRUhOp(0qM_
vbuQEbedS-q#!-dHbYYq~19cL#vq$Hz2Xdd&6xRqS5T;GR4mhv~WhlZQjn7Vo

diff --git a/q06_cross_validation/build.py b/q06_cross_validation/build.py
index 406a734..79f9856 100644
--- a/q06_cross_validation/build.py
+++ b/q06_cross_validation/build.py
@@ -1,3 +1,4 @@
+# %load q06_cross_validation/build.py
 from greyatomlib.multivariate_regression_project.q01_load_data.build import load_data
 from greyatomlib.multivariate_regression_project.q02_data_split.build import split_dataset
 
@@ -17,5 +18,16 @@
 
 model =linear_regression(x_train,y_train)
 
+kfold = KFold(n_splits=3, random_state=7)
+
 # Write your code below
+def cross_validation_regressor(model,X,y):
+    scores = cross_val_score(model, X, y, scoring='r2', cv=kfold)#k-fold
+    
+    return scores.mean()
+    
     
+#cross_validation_regressor(model,x_train,y_train)
+    
+
+
diff --git a/q06_cross_validation/tests/__pycache__/__init__.cpython-36.pyc b/q06_cross_validation/tests/__pycache__/__init__.cpython-36.pyc
index b571b36039256ecb659b19941ead2c342e31d840..c9bdc2a2027da914ecfe724f7369c77a647591ed 100644
GIT binary patch
delta 50
zcmZ3%xSf&1n3tC;=Vn{<L=JPg6#b0++*Ey!#G;hU>_jL1@cg3e;)2BFRQ=@ql+=lS
FQ2>^c5f=ae

delta 35
qcmdnaxPp<xn3tF9rT(I*i5%wqq52v5xvBc;MX8mECHc7%W1|4Sr3=6S

diff --git a/q06_cross_validation/tests/__pycache__/test.cpython-36.pyc b/q06_cross_validation/tests/__pycache__/test.cpython-36.pyc
index e065247889afd73fa150bc5ca136b8b2492d5d10..b2b5d8126ec694ebde96240860052b301211240c 100644
GIT binary patch
delta 272
zcmZ1^uu*`+n3tC;=Vn{<MvhaAj8U5}GYT=P2s1D+{7TTz$j?pH_ed;C$;?i4(htus
z$}TQQOitBL&QD3zpL~E#ezPRA9HW3BP<0VV3xp7v?9Ot>EQ-A(wYVfRFFi^)vA8(3
zs3blyCpW*iBtEsUG%=@09H?BAu?RzJBx{j{D99*j5FrmY6v=py7$1<31ma>gAi=@J
z!NS2@#5b9lEtW5eHLo<cpt48~C=q2p*`Hl+^BgudMn<X0i`liMK-PjaBe@rBw8-Qa
G>{bBU;XFP7

delta 257
zcmdleut<Qzn3tEU%yLoGMvhaAjJGylW)xx+6=7gt_!X$1k)NBYpI($&nOKsat3UZX
zoBU=CW;sRyA)s^-NDYJ#ogBt;$Ltn+NosLPW?uR&;l$$N)S{C3#GKsx;*$8(!qUW?
zA_<^!O~xV&tr@IE7GfZyWI%)x+)yOrL1O$sLK29J*?<HG69)?ia}ob!A+}h)TdaAd
sxdoL)@<53w`^j<adYf0Xu`x1APu|3?Ed{a`tQpC@V53DRe`mJ>0D-?b6951J


From 27c4d80ab97b7c39a38ae0a4d116def8c414aa38 Mon Sep 17 00:00:00 2001
From: HardikaB <hardi.2607@gmail.com>
Date: Thu, 30 Aug 2018 01:13:41 +0000
Subject: [PATCH 08/18] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 161 -> 176 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 1168 -> 1187 bytes
 q07_regression_pred/build.py                  |  17 ++++++++++++++++-
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 167 -> 182 bytes
 .../tests/__pycache__/test.cpython-36.pyc     | Bin 3674 -> 3689 bytes
 5 files changed, 16 insertions(+), 1 deletion(-)

diff --git a/q07_regression_pred/__pycache__/__init__.cpython-36.pyc b/q07_regression_pred/__pycache__/__init__.cpython-36.pyc
index 3e7e4674f103511456d5015475ef0cbf23edade2..6223e3218bca60d4e43083758c30a7214e89d9d9 100644
GIT binary patch
delta 50
zcmZ3;xPg(wn3tC;=Vn{<L=JPgSpAIr+*Ey!#G;hU>_jL1@cg3e;)2BFRQ=@ql+=lS
F!2pu?5c>cC

delta 35
qcmdnMxR8;<n3tF9rT(I*i5%wqe)<{txvBc;MX8mECHc7%V}k*`L<^(<

diff --git a/q07_regression_pred/__pycache__/build.cpython-36.pyc b/q07_regression_pred/__pycache__/build.cpython-36.pyc
index dfa0411c934d2ac90e55ee4d32c73e0e7f34e120..ca9ee0cc5726f93423d12ff74fb4e8204fa754b0 100644
GIT binary patch
delta 141
zcmbQhxtNpFn3tEU$E7`b_D0UTjQngB@g=FnCAZir!Sv+UjB@f(`WgATsrnv?MJbut
ziB9_A`9;~q1&PV2`pNkzsrr*0ndK*2Fc~vSY|dfY&nR5P&A`BLiyde{QDSCZ5f6|z
h*@Z<{o*Bp}76TF@OgxM{APgiqm;{*kn7EjDSO7a$Bf<ax

delta 142
zcmZ3?If0YYn3tF9rsbk2){UHZ8I2etZZTHgVylcVC`wJa#hhE53M3L!Z!r}atz;+?
zWME+U<*lEQpPQ<mUX)sySdyPR*^nuiQEYQ7(|$(DTWl5aC8@<Fx7aJ=ONtUR^FStn
j1SW^G=*lwzbr*{P2@xh9Mjj9bk{nC|OngjSOgzj0Jc=lj

diff --git a/q07_regression_pred/build.py b/q07_regression_pred/build.py
index 3f2eee3..1a154fc 100644
--- a/q07_regression_pred/build.py
+++ b/q07_regression_pred/build.py
@@ -1,3 +1,4 @@
+# %load q07_regression_pred/build.py
 
 from sklearn.metrics import mean_squared_error, mean_absolute_error, r2_score
 
@@ -19,4 +20,18 @@
 val = cross_validation_regressor(model,x_train,y_train)
 
 
-# Write your code below    
+# Write your code below
+def regression_predictor(model, x_test, y_test):
+    y_pred=model.predict(x_test)
+    mse=mean_squared_error(y_test,y_pred)
+    mae=mean_absolute_error(y_test,y_pred)
+    r2=r2_score(y_test,y_pred)
+    return y_pred, mse, mae, r2
+
+
+
+
+#y_pred, mse, mae, r2 = regression_predictor(model, x_test, y_test)
+
+
+
diff --git a/q07_regression_pred/tests/__pycache__/__init__.cpython-36.pyc b/q07_regression_pred/tests/__pycache__/__init__.cpython-36.pyc
index f1435e528c2d79d16299d3cf5270ab25f34f4b3c..8bc4a09435d86642035834fd41572a4ebdfee033 100644
GIT binary patch
delta 50
zcmZ3^xQ&s+n3tC;=Vn{<L=JPgWc`f%+*Ey!#G;hU>_jL1@cg3e;)2BFRQ=@ql+=lS
FkpPwt5fcCa

delta 35
qcmdnSxSWy0n3tF9rT(I*i5%wqA^I8lxvBc;MX8mECHc7%V<Q2-P7AyM

diff --git a/q07_regression_pred/tests/__pycache__/test.cpython-36.pyc b/q07_regression_pred/tests/__pycache__/test.cpython-36.pyc
index 203c5fffc9b57db56ac2473265e2f03506fa63eb..7fb64a72d3d197218067359a42f83d033008432a 100644
GIT binary patch
delta 218
zcmca5^HPSxn3tC;=Vn{<Mh;_U`FQ<|{M=N1kHn&s%<M!b{qX#v?BasN<W&9S{FGGv
z$uT_go3of%7#X7`=d=80l$xB+`jkzUfq|h2#8jMI&2|{UmD(J~ewvX{1}Gyn*?^0E
zvNz{ZHdT;fd8p7C2v-rvRhX>Aov9)Xl9dAy3LruWM5urWH4vc=A~Yti=PqW9+N{iT
Xn^8apBq9$Y6hQ<ZP)>ZZDxWC;>Halp

delta 203
zcmaDUb4!N9n3tF9rT(I*jU2|z0s;CN`MIh3=|!oPi6!~D`ja>E$ZxJ>W?^K!HMx%E
zKcn<yL2iY~^H`6v$uTf66hXM1Y)24Wsm;0Urx_V#feNK2+jFr`j^aGZrUp{102Mj|
z;VJ>SohmXQ8F>()2qKh0ger(o2N4<|LUZyy?qbGUn~ivGGYZIpL=-@T5{Tdf%85@l
H;WGsQo~bZ+


From 49c0e780e74f2bca3d6c2799075021e94bb35ada Mon Sep 17 00:00:00 2001
From: HardikaB <hardi.2607@gmail.com>
Date: Thu, 30 Aug 2018 01:57:15 +0000
Subject: [PATCH 09/18] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 158 -> 173 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 1359 -> 1411 bytes
 q08_linear_model/build.py                     |  19 ++++++++++++++++--
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 164 -> 179 bytes
 .../tests/__pycache__/test.cpython-36.pyc     | Bin 3958 -> 3973 bytes
 5 files changed, 17 insertions(+), 2 deletions(-)

diff --git a/q08_linear_model/__pycache__/__init__.cpython-36.pyc b/q08_linear_model/__pycache__/__init__.cpython-36.pyc
index b91b141617b95b635e59b43a1e9967e108638c18..5916cb79c4651be95b1b621c040579a0d9bebf9e 100644
GIT binary patch
delta 50
zcmbQoxR#N_n3tC;=Vn{<L=JPgDE*B5+*Ey!#G;hU>_jL1@cg3e;)2BFRQ=@ql+=lS
F0RWL}5bpp0

delta 35
qcmZ3>IFFITn3tF9rT(I*i5%wq-ufB&xvBc;MX8mECHc7%V*>!ZKMR-u

diff --git a/q08_linear_model/__pycache__/build.cpython-36.pyc b/q08_linear_model/__pycache__/build.cpython-36.pyc
index 438fb9485b4b16efb7c4d78b935df99cb4da3c8f..24b7abe483841206764b12009436c2d841e5ae06 100644
GIT binary patch
delta 431
zcmYk%KT88K6aer`?sC`OSrMsKYo&^U9wH}p6$f3M>L60kK|&Mz_x||O77Hg19dvP!
z^Gi61_$i#+^9{N=JDE5+ydQZld5@PbcjD!1g@XHCf4F>k&)=X~&oB&I#jy&(vPZOg
zKQO!2fOPGYq`A~d^DS$Fx(-7OPcSo?#R#)o7IRvN<(|wtH?>kbb+64c!_U{JNDZ1=
z3W-J%g%Syg0Cd&I(rL#1VHgQXIuYZyeh!Gb0KEV>x(6pLD`T%Dag<0x0qFR`0WR7!
z;l7t`;f+%g#*Fu+Iih`OkFOHoOq!wK3d$vheM!WC4#cYgRW<Ub5wzow2PYI*r$>*1
zMhrcX&?XO>YEY0pTh;6hZ`X?Iv2Yaza?uPbqCE`jD)TGSPH4oafH{>)5)H#-4D;&z
v;hCT4TsOjkrleWaENPZCWzCAFqFL4Gv46|`V@=g$?m&HR*yo2h+aa63j4Nud

delta 360
zcmZqXKF`Hz%*)HAZnY>%X(MMLBOea~0|P4%I|FfX(BuwA-JlxQ8ul8F8qO5PIV`nY
zCCphYHC!o7>5M7Ny-c;-H7qr3HQZ^;!3>%#ewr+|Sd-(+5_4`b=N6{|iNw@fOhraT
zj6l;g8E>&>=B1=oXtGXLWRhdj<e41Gr0mA%Uc>>Ey~S1;Ur>~qQp5@56mfwFZXglG
zo?988l9^m`i?z5Uv7~q<Ly;Iz_?L%%Mt*LpetJ=AWnxKwuKr|yX8Fm_m^4g;fwILQ
zPcSfYG4U{oF!3=7FcnDv`I<7f*a{N!QWA@cc!Atota+um1(mm$@(MOPGM{7&=LZTF
y34jPe5FrFslbfHC3iJ%nM@1qaQB>D~%>_FMi4X^A<gfwiEX_%^W1Jk%ssaEPT~ovW

diff --git a/q08_linear_model/build.py b/q08_linear_model/build.py
index 85d49da..f99c1e1 100644
--- a/q08_linear_model/build.py
+++ b/q08_linear_model/build.py
@@ -1,3 +1,4 @@
+# %load q08_linear_model/build.py
 import pandas as pd
 import numpy as np
 from greyatomlib.multivariate_regression_project.q01_load_data.build import load_data
@@ -16,5 +17,19 @@
 y_pred, mse, mae, r2 = regression_predictor(model, x_test, y_test)
 
 # Write your code below
-    
-    
+def linear_model(x_train, x_test, y_train, y_test):
+    model =linear_regression(x_train,y_train)
+    val = cross_validation_regressor(model,x_train,y_train)
+    y_pred, mse, mae, r2 = regression_predictor(model, x_test, y_test)
+    stats=pd.DataFrame(np.array([val,mae,mse,r2]).reshape(1,4),columns=['v','m','s','r'],index=[0])
+
+    return model,y_pred,stats
+
+
+
+
+
+#G,y_pred,stats = linear_model(x_train, x_test, y_train, y_test)
+
+
+
diff --git a/q08_linear_model/tests/__pycache__/__init__.cpython-36.pyc b/q08_linear_model/tests/__pycache__/__init__.cpython-36.pyc
index 5f231d25458b7d9ddd095d46081a461751daeff2..e4d1f16a06ee82266d94e7ac3fe0a69771f7228e 100644
GIT binary patch
delta 50
zcmZ3&xS5f|n3tC;=Vn{<L=JPg1pSQs+*Ey!#G;hU>_jL1@cg3e;)2BFRQ=@ql+=lS
FVE~ka5eEPO

delta 35
qcmdnYxP+0zn3tF9rT(I*i5%wqf%+NwxvBc;MX8mECHc7%W5WQxNei$5

diff --git a/q08_linear_model/tests/__pycache__/test.cpython-36.pyc b/q08_linear_model/tests/__pycache__/test.cpython-36.pyc
index cbaeda35dafd76d9b3875e0d9e56e950079bc591..bc651d9ddebc26bd556cc0a732cf79755a6c78da 100644
GIT binary patch
delta 71
zcmew+*DB9p%*)G_bF(daBS##we2jiZer~G1M`BS*W_F^Jet3RSc5y*sa;koEeoCtT
bWLaMM%~P2(IT@oi|K|~9VvL$B%AW`TOx+ga

delta 56
zcmZpb|0c&_%*)H=Yqcn9BS##wfUkZ=er~FMdQoa+Vo83k{$w3q`OQn1GdUS=ZRX<@
MWn#QFS%p6l0OpVpDF6Tf


From ce317c29fb575a89e143ac45206e9c606e7d148d Mon Sep 17 00:00:00 2001
From: HardikaB <hardi.2607@gmail.com>
Date: Thu, 30 Aug 2018 02:10:55 +0000
Subject: [PATCH 10/18] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 170 -> 185 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 1339 -> 1414 bytes
 q09_advanced_model_q01_lasso/build.py         |  20 ++++++++++++++++++
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 176 -> 191 bytes
 .../tests/__pycache__/test.cpython-36.pyc     | Bin 4099 -> 4114 bytes
 5 files changed, 20 insertions(+)

diff --git a/q09_advanced_model_q01_lasso/__pycache__/__init__.cpython-36.pyc b/q09_advanced_model_q01_lasso/__pycache__/__init__.cpython-36.pyc
index b8b8fc73c23c3602d2cc8046c670d9178deb30ae..51311f2b63724f9b9bf78179f3c47e9b27585be0 100644
GIT binary patch
delta 50
zcmZ3*xRa5?n3tC;=Vn{<L=JPgH2sYH+*Ey!#G;hU>_jL1@cg3e;)2BFRQ=@ql+=lS
FF#wmF5gz~m

delta 35
qcmdnVxQda(n3tF9rT(I*i5%wq;rbc*xvBc;MX8mECHc7%V`BioQwzud

diff --git a/q09_advanced_model_q01_lasso/__pycache__/build.cpython-36.pyc b/q09_advanced_model_q01_lasso/__pycache__/build.cpython-36.pyc
index ad763a5d1b8809864ca92cb9383d06dcf0025f16..5e53714a3e97eda71bff9579462c979133674901 100644
GIT binary patch
delta 623
zcmYjNO=}cE5S{M%-kIHO%&y6*AZ9^aP*%-VjHm=Jde|I-Z9tl>&VFQOXXu_p1G5Af
z(Nhj#PkQnsc=n|JlfEc;%3ttgbxx_GUcY)!{i^#{?L*YvsMl-jgO9IV*RuXv7s5gQ
z2upoA?GB!MNrN@O0zX+wo2*GJ5lxq;mmsJJaspvR*ov^lN=0@Z)?#gTnXL*}v_!k2
zyVNL9hX~^Lgsq+a{MxDG)gIOpV^Ja$77(B(WHBcj#{t+CokxW?^^0H{mR=c_wK5tx
z6`9t+0k@*yfe!(MBL`|D0?~;*k4v}o%XrV;wtDf4(dSPler)!Lc6pMI`3P+={%oER
zJkHDuH96EI)kJ9`rBQoS`@`)lIY?(pyOSA+x4lT3O_{wnDWs1~;$K<XNqI5WcAmY_
zGzT3%<ptl8JQbSGa&(lEA2DAFHRieK)fYST)_^AWw0+1E?H#?&r2uB9N+58-sJzb{
ziLG{3!3*`xk~h%i->^T<Qqh0LB~14D<Ni)2_f^h^qCd<)^cU~!>x<v?=56gJT&Zjg
zXH)~hA~h0Ywy^FJ*+r#CWN41g_dE6$Szbl1y`0a0E7`_oaqNhf9VGIKfvX0t88E}=
k+gyNk)O7G5&EOyr4=HxaOvUs((KIkgaRnOCCT-aN0oHbtH~;_u

delta 538
zcmYjNOKTKC5boDJc4uaH&2AnlY9N=)#RPK`k$_~69#jy9z|z>AWS5zpP4y^=j09Q9
zEr)e39z1yva`x!WpV3$Ug&<nJr*u&tRbO>|Ro$1-&-T_{lC&=#f6Eqvkl*CS!JO=)
zn=gy47Y9M!DY{vg5*<x?lUpjBQ;ex<&1trxxn7ymLy`5fLAIK$X;1g{V9pMiV^pFd
z6@Q}H`r_C3dofD-=+B(ALa0bB6je;|E8cvhdl!D?Pl6f;)UCR$#8;ubW2*cs_93dh
zI;f)~{*t7@^C5)To^tESe0CyjYg$4f^YMFaV~|r-79&&1N~gklZ$|HAZUq!ZTV6<Q
z89V~&+Nt%%Q>D++5ZqdpCr9H70t~@JXe1j1!kj{t#?2+$-uH58ObLm*>z|KipjF0E
z7P_vb=V;H3HP;00WA^9O&PiG5onz4FvMP(_9~*ANU97C38}}WAc4&+?pqq4ANh!3D
zPB(s>@*(Z7Vr=~xK1mwryJYxTJZ%1o-Ph}w!G?p|4(>Q`+RM>5-~n<rd{UI^ZLXiX
Wha1-wv!&tekcJF*U?J<V4*w4Tv33>!

diff --git a/q09_advanced_model_q01_lasso/build.py b/q09_advanced_model_q01_lasso/build.py
index c832d59..2467d4a 100644
--- a/q09_advanced_model_q01_lasso/build.py
+++ b/q09_advanced_model_q01_lasso/build.py
@@ -1,3 +1,4 @@
+# %load q09_advanced_model_q01_lasso/build.py
 from greyatomlib.multivariate_regression_project.q01_load_data.build import load_data
 
 from greyatomlib.multivariate_regression_project.q02_data_split.build import split_dataset
@@ -8,6 +9,7 @@
 from sklearn.linear_model import Lasso
 import numpy as np
 import pandas as pd
+import math
 
 from greyatomlib.multivariate_regression_project.q06_cross_validation.build import cross_validation_regressor
 np.random.seed(9)
@@ -19,5 +21,23 @@
 x_train,x_test = label_encode(x_train,x_test)
 
 # Write your solution here
+def lasso(x_train, x_test, y_train, y_test, alpha=0.1):
+    l1=Lasso(alpha=0.1)
+    l1.fit(x_train,y_train)
+    val=cross_validation_regressor(l1,x_train,y_train)
+    y_pred, mse, mae, r2 = regression_predictor(l1, x_test, y_test)
+    rmse=math.pow(mse,0.5)
+    stats=pd.DataFrame(np.array([val,mae,r2,rmse]).reshape(1,4),columns=['v','m','s','r'],index=[0])
+    return l1,y_pred,stats
+
+
+
+
+
+#model,y_pred,stats = lasso(x_train, x_test, y_train, y_test, alpha=0.1)
+
+
 
     
+
+
diff --git a/q09_advanced_model_q01_lasso/tests/__pycache__/__init__.cpython-36.pyc b/q09_advanced_model_q01_lasso/tests/__pycache__/__init__.cpython-36.pyc
index 80296f75275fe1779be1cb1510cdcbebf24a3c57..9773e505b265b0bf262324b16b197e4e95560fed 100644
GIT binary patch
delta 50
zcmdnMxSx^3n3tC;=Vn{<L=JPg9Q};^+*Ey!#G;hU>_jL1@cg3e;)2BFRQ=@ql+=lS
FNdTI&5jOw;

delta 35
qcmdnbxPg(wn3tF9rT(I*i5%wqvHBVLxvBc;MX8mECHc7%W0L^FT?^m<

diff --git a/q09_advanced_model_q01_lasso/tests/__pycache__/test.cpython-36.pyc b/q09_advanced_model_q01_lasso/tests/__pycache__/test.cpython-36.pyc
index 3d92981a85fdfdd93eb4850d6b323ecab8bd7161..60c69b3169d8284424fe25ed641fbce1b8deac4f 100644
GIT binary patch
delta 193
zcmZoxn54jA%*)G_bF(daBZnumT!wx|er~G1M`BS*W_F^Jet3RSc5y*sa;koEeoE@*
z1ZF*E#;DExY%iD?RX0~~vNCdOF)%O`se%aY$-O*MlNWK_#}He_eFsf!lDrB?i#mwV
z1Q9wQLJvgfg9wAocD%<K#iCgAN^=V;i<E(4QEUZ?c`1p-MQW3!`KK_dPTs&D3;@lZ
BF^&KL

delta 183
zcmbQF(5%2=%*)I5Qh!m@Mh;JAfk^#~{M=Oi^rF<t#FG46{mF%V@|*ja`Is4RZJx*W
zf{9UWb2}$1BeymK14EG-h|rllhevAiMy~r9Vq3ZIpovYAR|RR&01;XsLKj5ng9rl<
sVYu0s_c){2E!Mo!+=9v?WuRCTTR~!8N@8)5`eZHsDU529_wxq>0Eu@mK>z>%


From 410421e2008f7413dc3d119f45c35637cd9f9d7b Mon Sep 17 00:00:00 2001
From: HardikaB <hardi.2607@gmail.com>
Date: Thu, 30 Aug 2018 11:55:10 +0000
Subject: [PATCH 11/18] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 170 -> 185 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 1339 -> 1440 bytes
 q09_advanced_model_q02_ridge/build.py         |  14 +++++++++++++-
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 176 -> 191 bytes
 .../tests/__pycache__/test.cpython-36.pyc     | Bin 4079 -> 4094 bytes
 5 files changed, 13 insertions(+), 1 deletion(-)

diff --git a/q09_advanced_model_q02_ridge/__pycache__/__init__.cpython-36.pyc b/q09_advanced_model_q02_ridge/__pycache__/__init__.cpython-36.pyc
index 222893d6c4bc0f716c4fdbff600e66340545b3cd..490d289ced9cc6a825d3592ae51885b3acfcd7ae 100644
GIT binary patch
delta 50
zcmZ3*xRa5?n3tC;=Vn{<L=JPgH2sYH+*Ey!#G;hU>_jL1@cg3e;)2BFRQ=@ql+=lS
FF#wmF5gz~m

delta 35
qcmdnVxQda(n3tF9rT(I*i5%wq;rbc*xvBc;MX8mECHc7%V`BioQwzud

diff --git a/q09_advanced_model_q02_ridge/__pycache__/build.cpython-36.pyc b/q09_advanced_model_q02_ridge/__pycache__/build.cpython-36.pyc
index 29083a5660093320a13d952ea9eeaf0c4458cabd..54a0ceacaee815a59d7da857aba7761dee7d5f49 100644
GIT binary patch
delta 663
zcmYjNJ8u&~5Wd}e`yLo<lZ00a1JX$#^Jo!70Yx-W08+#f$y#|g_Br>`-X+B7q7WSt
z6-DGfkP3;K4*tnffJEiLK*g-9%xJ#(X0-F#pRF^m|1bzzonN2dZJ3(&S34&L@C~r?
z?6m*tg_VRPWE!)R3u&9Qk;c90#pxyHGzd6iZi7gN>%7yT9fNd9k6b1z+~i%}Yw!+M
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zf8b+y2J+|00)bnoV~-^|kSLX?lt>7bj<B>xd9t5or8MJ=@x#ayYH6bH#+6W`1bmw&
zjg(dssTcWsi3=v(XSAYQf~H*JtbkR7pfh3%UQTGiqd?k+!%EONlNJzOR??mgt9gop
zZBMns$$hCG&_r6ZVIeppdRlS-$_W+^h#?@9raGzorinh3{2L7>dCCXRsbKLQ-5hM^
zVy`Udhz~|N<AeE$zCQnrZ{Lxoh}oF0LQNS0XedNJXcz1r61N}|A>k^w_WiEDg*t1%
zrB%Q;(o(EIAbRr?WAyf_qSq8$S8zjtDqrq%4sJqDI*-zv?I-*(hN!#(;NzvjSZArQ
K1a@#6hsJ+J@T0>3

delta 549
zcmYjNOKTKC5T5Ryp2yDY!|cY53PxB6nTsoWQbfeZ9zAG4XaY-PcQ(7s?2I*IFfzfz
z<`!}YbMfFIhzOoNdh=)W)qmm1>OG~4D(b7pSJibH{cepOwA-!kkG_c$*Kz(jR~};L
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z6{+}?h~dSbADtK}J=EuxS~W-H*=Miv7JiM4by&BQ`_)x^MwE9>PokRFejOdKH%{We
z+JgX_5@xtei$iI`We%B4=byBRK`vFEP0LDFI&lquH$9T6aUm<UVVTs1!hImNoftk}
zD*Z7D!0ut#?!mkQA6?)U(?Xf>g{<TRWQKjq!noyosFJw3q@zj8)^M1snTEFYz2j*C
zS_y`uplfM*>k_+4`O|^hi2m)35A#fqXP}Q|m1pCoaJQR>Y-bm4VR{p_w1;s>hr}oY
za)+!l34sv9$=0tkHX(gmXuJadDof~FFlo-&-Db$|y&WQiEo*LAbJH42zFy#p*~XX&
e9%s4wkm@J)B&F?&=~{4jKmv+O(17-6hyDi=PJBE7

diff --git a/q09_advanced_model_q02_ridge/build.py b/q09_advanced_model_q02_ridge/build.py
index 0fb3e1a..1dec2c5 100644
--- a/q09_advanced_model_q02_ridge/build.py
+++ b/q09_advanced_model_q02_ridge/build.py
@@ -1,3 +1,4 @@
+# %load q09_advanced_model_q02_ridge/build.py
 from greyatomlib.multivariate_regression_project.q01_load_data.build import load_data
 
 from greyatomlib.multivariate_regression_project.q02_data_split.build import split_dataset
@@ -8,7 +9,7 @@
 from sklearn.linear_model import Ridge
 import numpy as np
 import pandas as pd
-
+import math
 from greyatomlib.multivariate_regression_project.q06_cross_validation.build import cross_validation_regressor
 np.random.seed(9)
 
@@ -19,7 +20,18 @@
 x_train,x_test = label_encode(x_train,x_test)
 
 # Write your code below
+# Write your solution here
+def ridge(x_train, x_test, y_train, y_test, alpha=0.1):
+    l1=Ridge(alpha=alpha,random_state=7,normalize=True)
+    l1.fit(x_train,y_train)
+    val=cross_validation_regressor(l1,x_train,y_train)
+    y_pred, mse, mae, r2 = regression_predictor(l1, x_test, y_test)
+    rmse=math.pow(mse,0.5)
+    stats=pd.DataFrame(np.array([val,mae,r2,rmse]).reshape(1,4),columns=['v','m','s','r'],index=[0])
+    return l1,y_pred,stats
    
 
     
+#model,y_pred,stats = ridge(x_train, x_test, y_train, y_test, alpha=0.1)
+#stats
 
diff --git a/q09_advanced_model_q02_ridge/tests/__pycache__/__init__.cpython-36.pyc b/q09_advanced_model_q02_ridge/tests/__pycache__/__init__.cpython-36.pyc
index 602e1f5d5c4f60e2bd8813680dc29fba2e27d856..d669c3beab73b9ca179026bf7f81ef3d1828487a 100644
GIT binary patch
delta 50
zcmdnMxSx^3n3tC;=Vn{<L=JPg9Q};^+*Ey!#G;hU>_jL1@cg3e;)2BFRQ=@ql+=lS
FNdTI&5jOw;

delta 35
qcmdnbxPg(wn3tF9rT(I*i5%wqvHBVLxvBc;MX8mECHc7%W0L^FT?^m<

diff --git a/q09_advanced_model_q02_ridge/tests/__pycache__/test.cpython-36.pyc b/q09_advanced_model_q02_ridge/tests/__pycache__/test.cpython-36.pyc
index 37f31c3afe884d721a91308abc3e21f01dc3af87..87d93b7a6c54c69efed7b80650c902931e0cbe55 100644
GIT binary patch
delta 201
zcmaDa|4*L7n3tC;=Vn{<Mh;JAxeWb`{M=N1kHn&s%<M!b{qX#v?BasN<W&9S{FKzq
z3CvQ=j8U7b*<LU)s%}o<WM$;mVqjn>QUwv(lM^_kCiijO#}J#ueFsBqGEarP3P_te
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H4u3EJw<<He

delta 185
zcmew-|6ZQMn3tF9rT(I*jU1lL{E_+@`MIh3=|!oPi6!~DoAa5am>F+v?qYkv#HhBp
zn3I)}TbqG_p-2rx=uFP%keWP~>pq6qLhd^lVvBex<W)i1G(dzFh|mQQ`XIspL>Nxq
pz%RZzfOi8U<E_bz{36`yAW?ZB5#=^HkWX*2AAby^+T_*z!2sK0Ee`+y


From bbb558587bf703e31b807b6431008af6214451dc Mon Sep 17 00:00:00 2001
From: HardikaB <hardi.2607@gmail.com>
Date: Thu, 30 Aug 2018 14:32:46 +0000
Subject: [PATCH 12/18] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 177 -> 192 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 1081 -> 968 bytes
 q11_feature_selection_q01_plot_corr/build.py  |  12 +++++++++---
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 183 -> 198 bytes
 .../tests/__pycache__/test.cpython-36.pyc     | Bin 1488 -> 1503 bytes
 5 files changed, 9 insertions(+), 3 deletions(-)

diff --git a/q11_feature_selection_q01_plot_corr/__pycache__/__init__.cpython-36.pyc b/q11_feature_selection_q01_plot_corr/__pycache__/__init__.cpython-36.pyc
index 35c8cae903f3144112ac43723fc1b6346aa0fe84..b916ff7cfda6e4c096438d6b81a6e4a4c54bdf34 100644
GIT binary patch
delta 50
zcmdnUcz}_^n3tC;=Vn{<L=JPgT>Xsv+*Ey!#G;hU>_jL1@cg3e;)2BFRQ=@ql+=lS
F$pD)-5jy|?

delta 35
qcmX@WxRH^=n3tF9rT(I*i5%wqarzngxvBc;MX8mECHc7%W0L{Gv<u__

diff --git a/q11_feature_selection_q01_plot_corr/__pycache__/build.cpython-36.pyc b/q11_feature_selection_q01_plot_corr/__pycache__/build.cpython-36.pyc
index 35748ec9368f7249043702f94546923c07c4c418..9b53fe9ee21456be3625c65ecfd1d77e5b17d525 100644
GIT binary patch
delta 458
zcmYjL%TB^T6rDTMLMa6bYT};6gbkSBQVr3K8#K{{afC%-1}U_*nHCcbiHWdqLk#KG
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z=Z!N*Fn8>nG_C_NjzXu;8~uRsq>Z~xWf*}CqP(^saw_elW#5TIFNi(2R}UW*qM83J
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P3l<n)X%;rH4aNK)yD@5-

delta 570
zcmZ8dJ&)5c81`#BO`4{;-hmK0kQh2;p(nw{rv$7Z!GtM8IJ<2sC$1bHaHmu^<klOi
z`~$?oPv9Rg-{=X6iC=)kgk1(s*m}R7_qCtL{uX|X#&?Fp_~Pj&W&?zNpi7Io{IRq8
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aFBLzM;-S}Hd)^qXLqZao;0TW(9sB`f9*VgD

diff --git a/q11_feature_selection_q01_plot_corr/build.py b/q11_feature_selection_q01_plot_corr/build.py
index 0427922..5043bd6 100644
--- a/q11_feature_selection_q01_plot_corr/build.py
+++ b/q11_feature_selection_q01_plot_corr/build.py
@@ -1,9 +1,9 @@
+# %load q11_feature_selection_q01_plot_corr/build.py
 
 import matplotlib.pyplot as plt
 from matplotlib.pyplot import yticks, xticks, subplots, set_cmap
 from greyatomlib.multivariate_regression_project.q01_load_data.build import load_data
-
-
+import seaborn as sns
 from greyatomlib.multivariate_regression_project.q02_data_split.build import split_dataset
 
 
@@ -21,6 +21,12 @@
 
 #Remember to concatenate training features and labels if you want to check that scatterplots which I would prefer.You are free to explore labels to labels, features to features ,etc scatterplots as you want by passing arguments
 #============================================================================
-#visualise_data(pd.concat([x_train,y_train],axis=1),"../images/data_image.png")
+#visualise_data(pd.concat([x_train,y_train],axis=1),'../images/data_image.png')
 
 # Write your solution here:
+def plot_corr(df,size=11):
+    plt.figure(figsize=(size,8))
+    sns.heatmap(df.corr(), cmap='YlOrRd')
+    
+#plot_corr(df,size=11)
+
diff --git a/q11_feature_selection_q01_plot_corr/tests/__pycache__/__init__.cpython-36.pyc b/q11_feature_selection_q01_plot_corr/tests/__pycache__/__init__.cpython-36.pyc
index 6c1c50906ae58c0e40cda01d8a521348eecd4898..cfc55ebd88ef6e3b8c41b523f62739ee2e8dd4b2 100644
GIT binary patch
delta 50
zcmdnac#M(5n3tC;=Vn{<L=JPgV*QN#+*Ey!#G;hU>_jL1@cg3e;)2BFRQ=@ql+=lS
FnE;+o5mNvF

delta 35
qcmX@cxSf&1n3tF9rT(I*i5%wqDf$`txvBc;MX8mECHc7%V>1E7z6<;S

diff --git a/q11_feature_selection_q01_plot_corr/tests/__pycache__/test.cpython-36.pyc b/q11_feature_selection_q01_plot_corr/tests/__pycache__/test.cpython-36.pyc
index 93b5347767868d7c98b1b5816f63e3fa98466c9c..99e25407ab884510a96ac1b145d111235618513f 100644
GIT binary patch
delta 65
zcmcb>eV?1dn3tC;=Vn{<Mvf3B`F#D1{M=N1kHn&s%<M!b{qX#v?BasN<W&9S{FGGv
V$qQNJH+M5VWMqumoXe8T2msWT78n2k

delta 50
zcmcc5eSw?9n3tF9rT(I*jT|9N0txyV`MIh3=|!oPi6!~D`ja=X$Zwv-^pKJ9*5(?P
GWJUn2WD#Eg


From 4ceb437a65cf05e1be0ab439f32def0de21cfe19 Mon Sep 17 00:00:00 2001
From: HardikaB <hardi.2607@gmail.com>
Date: Thu, 30 Aug 2018 15:18:08 +0000
Subject: [PATCH 13/18] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 183 -> 198 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 1715 -> 1553 bytes
 .../build.py                                  |  20 +++++++++++++++++-
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 189 -> 204 bytes
 .../tests/__pycache__/test.cpython-36.pyc     | Bin 2604 -> 2619 bytes
 5 files changed, 19 insertions(+), 1 deletion(-)

diff --git a/q11_feature_selection_q02_best_k_features/__pycache__/__init__.cpython-36.pyc b/q11_feature_selection_q02_best_k_features/__pycache__/__init__.cpython-36.pyc
index cce1771df2aeb4fe480a861dd0b34c2812778bf4..109e4f77080eb87d131afa82ac0614c4aaff2e99 100644
GIT binary patch
delta 50
zcmdnac#M(5n3tC;=Vn{<L=JPgV*QN#+*Ey!#G;hU>_jL1@cg3e;)2BFRQ=@ql+=lS
FnE;+o5mNvF

delta 35
qcmX@cxSf&1n3tF9rT(I*i5%wqDf$`txvBc;MX8mECHc7%V>1E7z6<;S

diff --git a/q11_feature_selection_q02_best_k_features/__pycache__/build.cpython-36.pyc b/q11_feature_selection_q02_best_k_features/__pycache__/build.cpython-36.pyc
index b0c88c740ec407a51b8c32a0e223d58ea3040313..e7de23810b28c62e09c2219163e59876ec2ffbd4 100644
GIT binary patch
delta 744
zcmYjP&ubGw6rMM`n{2k5G_?x-acH3`?7>8=_Ef5f2TvkY5LTpYcP8m3o85J0A{4gt
zkg65zA><Db4<0-hFa9Ze(1WL(y!R5{Y(@Iuee=zHkN3S9=Da?3H#X~a=c{x2>f9pa
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HHIe-V+()*5

delta 844
zcmYjPPfrs;6rVS{+iu(420@KQAPNU<R6vP0LOkfj0~b8tCZ<_BLutF)U1tVDO`9Hy
zp(L8v^aGga$*UxO3%|e|#fulcbMj3~l$pFY@87)ldv9jwo%%~_zMsGG>{Ia5A>@o)
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zU5~<ehlLw+CLI!ab7%C2-tJATFUnL~P2Sd7!4J5Q{Ff>J4~xNJ20zAf9fcZVc~$HJ
zwuTccks*C;Z;>$y1eL8O(SF>Ln3OKBiUM9Rc(=!X;iGz<UytfiRTDc-H|9rY^l`6T
z6y{-ssTKIUbyZO!Y{}h3#M(B&L3Yw>1)ENU;!HajP~+N)cuPBSFHE_ntyE{iiQS2k
z+QZerO%K9opUaB2;_$GX6IZc<hPH;LcH)HbD6nMn`A(2e1!wiDN`wpwDoHENO1;JS
zVK6mOF1d5t##OIgOukIVNrh(`@JHXR*?VS6(o`Z~LmoWH)B7+@r=SR)Ef&#U24Q|=
zd3NO44{qH=QD2Eel}3q*>O0G6+ekWdah|@k_u#I%H<_Y&@c;9~_r*^3BfeqACl^M)
JodwJC;4f5(%}M|O

diff --git a/q11_feature_selection_q02_best_k_features/build.py b/q11_feature_selection_q02_best_k_features/build.py
index 95002c5..a620a0f 100644
--- a/q11_feature_selection_q02_best_k_features/build.py
+++ b/q11_feature_selection_q02_best_k_features/build.py
@@ -1,3 +1,4 @@
+# %load q11_feature_selection_q02_best_k_features/build.py
 # Default imports
 from sklearn.feature_selection import SelectPercentile
 from sklearn.feature_selection import f_regression
@@ -17,11 +18,28 @@
 
 x_train,x_test = label_encode(x_train,x_test)
 
-
+k=10
 np.random.seed(9)
 # Write your code below
+def percentile_k_features(features,labels,k=50):
+    
+    skp=SelectPercentile(f_regression,percentile=k)
+    skp.fit(features,labels)
+    skp_trans=skp.transform(features)
+    columns = np.asarray(features.columns.values)
+    support=len(skp.get_support(indices=True))
+    ranking=[columns[i] for i in np.argsort(skp.scores_)[:-17:-1]]
+    return ranking
+    
     
 
 
 
 
+#top_k = percentile_k_features(x_train, y_train, k=50)
+#top_k
+
+
+#(top_k, ['G2', 'G1', 'failures', 'Medu', 'Fedu', 'higher', 'age', 'romantic', 'goout',
+ #        'address', 'sex', 'traveltime', 'Mjob', 'paid', 'reason', 'studytime'],
+
diff --git a/q11_feature_selection_q02_best_k_features/tests/__pycache__/__init__.cpython-36.pyc b/q11_feature_selection_q02_best_k_features/tests/__pycache__/__init__.cpython-36.pyc
index 3a1830b270d6d769e5565023aecb9be5259bd743..a1e2c32611b93276e2e18aa8f27e28cdf48286ca 100644
GIT binary patch
delta 50
zcmdnXc!rU~n3tC;=Vn{<L=JPgO8t!d+*Ey!#G;hU>_jL1@cg3e;)2BFRQ=@ql+=lS
F`2eA35o-Vd

delta 35
qcmX@ZxR;T`n3tF9rT(I*i5%wqS^63IxvBc;MX8mECHc7%WAg#V$P5$!

diff --git a/q11_feature_selection_q02_best_k_features/tests/__pycache__/test.cpython-36.pyc b/q11_feature_selection_q02_best_k_features/tests/__pycache__/test.cpython-36.pyc
index 7c11282368a691d1031e0ef3e349d85d1d4b9116..039044039489652a39bb6c1aac74e7bfcd39b9e4 100644
GIT binary patch
delta 78
zcmZ1@vRj11n3tC;=Vn{<Mvk>i@}>G2`MIh39*IRMnc0a>`r-LS*~JBk$*KCu`6;RT
ill?j6H$P!|%FGzG`4pQ2Bct+WZjL5K#;D1Cobvz_Fd82K

delta 63
zcmV-F0Kosd6s!~oGYt(2=`W&Mu?VdK5N0oEZ*65SXL4nEVRUb8FOyygAG7lU<pTlQ
Vv)Kkf0Rbel8VG^`0os$D37)TW76kwR


From 8c7f31887d9f5632ce6ce37f1d3174c89d185011 Mon Sep 17 00:00:00 2001
From: HardikaB <hardi.2607@gmail.com>
Date: Thu, 30 Aug 2018 15:49:02 +0000
Subject: [PATCH 14/18] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 163 -> 178 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 995 -> 1054 bytes
 q12_feature_selection/build.py                |  10 +++++++++-
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 169 -> 184 bytes
 .../tests/__pycache__/test.cpython-36.pyc     | Bin 2699 -> 2714 bytes
 5 files changed, 9 insertions(+), 1 deletion(-)

diff --git a/q12_feature_selection/__pycache__/__init__.cpython-36.pyc b/q12_feature_selection/__pycache__/__init__.cpython-36.pyc
index 886fe32a654f75efb74de32eefce46b1759dcd99..8ad187c867f8378068e0368934fca6a0315070b2 100644
GIT binary patch
delta 50
zcmZ3?xQUU&n3tC;=Vn{<L=JPgc>Rq0+*Ey!#G;hU>_jL1@cg3e;)2BFRQ=@ql+=lS
Fp#YQr5d#1K

delta 35
qcmdnQxR{Z{n3tF9rT(I*i5%wq0s0yFxvBc;MX8mECHc7%V?zPG@(Zj0

diff --git a/q12_feature_selection/__pycache__/build.cpython-36.pyc b/q12_feature_selection/__pycache__/build.cpython-36.pyc
index 7c97eeb95ec157d7f2aaeafb7f302dd15b650ec6..8c63b422cce0e024af57bfe91f1f1949db9521c9 100644
GIT binary patch
delta 280
zcmaFNK97Ubn3tF9sbEL+{f(TGjP<Mx3=GadTr2}5N*HPwQW%?=7#T_!YZz)6Q<zei
zdzovQYnX!>G+F#!as$;Au>%QB##@ZpnoLD(AOVmOnk={2E8<Iv5;OB|u~$MEMVvs1
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hhfQvNN@-529W#(uECeKY7<rf=kb{wfNq~`$82}azKXCv6

delta 225
zcmbQo@tB>{n3tC;%XLvy@J3Ea#sC%u1_oy!E*1b1B@8tTHH<Y(&CIpTHO#>bnv8y$
zj76+K8BLa3j1jjOD{nDoN3o=(CYG#ZDB=c+|MJz($j?pHPcKTXOf1RI)t{`-BtQ8Q
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n1P@T`7Kcr4eoARhsvQ%MS1bf1co=z@z>t}Pk%LKqk&gucYfLmR

diff --git a/q12_feature_selection/build.py b/q12_feature_selection/build.py
index 1bbe2b2..4b76401 100644
--- a/q12_feature_selection/build.py
+++ b/q12_feature_selection/build.py
@@ -1,3 +1,4 @@
+# %load q12_feature_selection/build.py
 # import matplotlib.pyplot as plt
 from greyatomlib.multivariate_regression_project.q01_load_data.build import load_data
 from greyatomlib.multivariate_regression_project.q02_data_split.build import split_dataset
@@ -8,7 +9,6 @@
 
 from greyatomlib.multivariate_regression_project.q11_feature_selection_q01_plot_corr.build import plot_corr
 
-
 import pandas as pd
 df = load_data('data/student-mat.csv')
  
@@ -16,3 +16,11 @@
 x_train,x_test = label_encode(x_train,x_test)
 
 # Write your code below
+def feature_selection(x_train, y_train, k=50):
+    plot_corr(x_train, 11)
+    features= percentile_k_features(x_train, y_train, k=50)
+    return features
+    
+#features = feature_selection(x_train, y_train, k=50)
+#features
+
diff --git a/q12_feature_selection/tests/__pycache__/__init__.cpython-36.pyc b/q12_feature_selection/tests/__pycache__/__init__.cpython-36.pyc
index 199811ee773001ca0c605ea752dff30b16fe2a41..ffb1e26a2961b7cb9426950d4bf7b6bc3dd829c8 100644
GIT binary patch
delta 50
zcmZ3<xPy_yn3tC;=Vn{<L=JPgRQ-(n+*Ey!#G;hU>_jL1@cg3e;)2BFRQ=@ql+=lS
F(Eyhh5gPyi

delta 35
qcmdnNxRQ~>n3tF9rT(I*i5%wqVfq>QxvBc;MX8mECHc7%W1|7T{0qbY

diff --git a/q12_feature_selection/tests/__pycache__/test.cpython-36.pyc b/q12_feature_selection/tests/__pycache__/test.cpython-36.pyc
index 3a7de81e6c075362fc5574bc7cd7fa1084aa1fb6..f77d6d2d8e8d2fdb89af41db8ddab0199e4d3453 100644
GIT binary patch
delta 115
zcmeAcoh8a)%*)G_bF(daBgbkc`9%GU{M=N1kHn&s%<M!b{qX#v?BasN<W&9S{FGGv
z$@@6vH$P&!!ps=8c{`f}BcsyfAMEi;QG&UNB?US8B{`W%dIgmrRumhQW-iDniL##@
Mz^S`=8OKvb0REIH-v9sr

delta 95
zcmbOw+AYdq%*)I5Qh!m@Mvm1?{6YE|`MIh3=|!oPi6!~Dn=dkbVP?Fw`52o6Bct+U
sc8++ZTY|ZXB?US8B{`W%dIgmr)-5(D&0LUE5@kR6AgAu;tsGAo0Y<1Je*gdg


From c3a97177192a1f862fdfa45ae9e61c5f17896321 Mon Sep 17 00:00:00 2001
From: HardikaB <hardi.2607@gmail.com>
Date: Thu, 30 Aug 2018 16:10:51 +0000
Subject: [PATCH 15/18] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 160 -> 175 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 556 -> 1397 bytes
 q13_plot_residuals/build.py                   |  34 +++++++++++++++++-
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 166 -> 181 bytes
 .../tests/__pycache__/test.cpython-36.pyc     | Bin 1475 -> 1490 bytes
 5 files changed, 33 insertions(+), 1 deletion(-)

diff --git a/q13_plot_residuals/__pycache__/__init__.cpython-36.pyc b/q13_plot_residuals/__pycache__/__init__.cpython-36.pyc
index 339472dc72a16004e01d1fdcf966768b0a1ec9f4..59d1abb893b43c81a3bd8d900666a89d59a9c547 100644
GIT binary patch
delta 50
zcmZ3$xSo;2n3tC;=Vn{<L=JPg82ya=+*Ey!#G;hU>_jL1@cg3e;)2BFRQ=@ql+=lS
FK>(6-5cdE8

delta 35
qcmZ3_xPXzvn3tF9rT(I*i5%wqzWN#YxvBc;MX8mECHc7%V}k&^?F*m)

diff --git a/q13_plot_residuals/__pycache__/build.cpython-36.pyc b/q13_plot_residuals/__pycache__/build.cpython-36.pyc
index b3cfbafacaf9b3c23302f194e7c40a3e8bb72751..db731bd4b8060abf0011f9b60677af833365bfad 100644
GIT binary patch
literal 1397
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z?@p`^*XnH>gP#vv)Uh^G4wboCGBYal+3_EPzkYsm{^G7fWwJS8MdVV&uZ7Lk;XXEf
zfW`##U>?rNGCGVG(IQ?Xi*!!r(N3_)OgJIvXYS_cM?7>)q8D?r@)91cymT2j_K}zP
z;d$=>wBS=FZ#=?_(Dq{{;gJ#r(DZ>)wbH{(B^cdCjWjgV1v3VeO^h%S_dNHM(R6mv
z$NHrHeb}-|i401cKF<wkW7C=MahvCnMx_Qc3@A~1bRAqE<m)04{b!&yFyg;Y#wT?N
z<6oHK;*|Y3{<T)8x?u&3U46#oR2p%{lwbzllYLRCdIE(RKfAS`yW)HV9v@AG<fCS0
z`=2lDI*$8jf^ZPF!fx2{zuLl?;kWiKs$j-UT}p8@`a;;zv+r)@A5=E-5fwokd+%~6
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zg-NPuiIkJ7!RNv%&a@>BryYC(t_sMh%5a}rbDMv<Tu$HT|9^I?q}=PVslsq|X=4q*
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Yfu>9Rk0NS0DUmL=7TF+uFR3nh2N7bZqW}N^

literal 556
zcmY*VJx@Y06m8#kh=?r4(e*997~*D(i6JHq4C?e2Qs@;*`gqv(p%|QSHU0-T|58^c
z{(_UY@Di~%_uP~F)zfyG&BjOfGe4t*e3PByA-_b|hX|Z-D#?WA9{0HaMslCiJCX)#
ztdZW(cL7g;?)VkDzDHP+B|RdqzQI`@bN`)Eg51Nrzw$QR=fP^54R~0ykViF(mR`-`
z6``mDZ%umZ7Vcgr2r0GkgBWS?0x!*5(1KS?9?xWH^6*+Q4tdm7s#H4llzWkK^3ufm
zGihvula&G+>mf4+lnsqA5^VG=*#M-C7TXwWHV5prfgYDnX@G^k0c~=OGX>lRQ&vFU
z0(Vni)hhHCQBLR2O*SqI$VLhl%#=k|RMLn!Q-T@5Zp>>f$|<fYConYG<7ubwUhuam
z8&pE_li9-V|1X5NUmqY4n$SJ8Ms2E%IaJy%m~kUg3~<~r8*QU<vzxY!${ld~Y;s<d
OypnL?K1{o>Yk0qrE0LD~

diff --git a/q13_plot_residuals/build.py b/q13_plot_residuals/build.py
index 9cdb3e3..3304be5 100644
--- a/q13_plot_residuals/build.py
+++ b/q13_plot_residuals/build.py
@@ -1,5 +1,37 @@
+# %load q13_plot_residuals/build.py
 
+from greyatomlib.multivariate_regression_project.q01_load_data.build import load_data
 
-import matplotlib.pyplot as plt
+from greyatomlib.multivariate_regression_project.q02_data_split.build import split_dataset
+
+from greyatomlib.multivariate_regression_project.q03_data_encoding.build import label_encode
+
+from greyatomlib.multivariate_regression_project.q07_regression_pred.build import regression_predictor
+from sklearn.linear_model import Ridge
+import numpy as np
+import pandas as pd
+from matplotlib import pyplot as plt
+
+from greyatomlib.multivariate_regression_project.q06_cross_validation.build import cross_validation_regressor
+np.random.seed(9)
+
+df = load_data('data/student-mat.csv')
 
+x_train, x_test, y_train, y_test =  split_dataset(df)
+
+x_train,x_test = label_encode(x_train,x_test)
+import matplotlib.pyplot as plt
+l2=Ridge(alpha=0.01)
+l2.fit(x_train,y_train)
 # Write your code below
+def plot_residuals(model, x_test, y_test):
+    y_pred, mse, mae, r2 = regression_predictor(model, x_test, y_test)
+    error_residuals=y_test-y_pred
+    plt.scatter(y_test,error_residuals)
+    plt.title('Residual Plot')
+    plt.xlabel('SalePrice')
+    plt.ylabel('Errors')
+    plt.show()
+
+#plot_residuals(l2, x_test, y_test)
+
diff --git a/q13_plot_residuals/tests/__pycache__/__init__.cpython-36.pyc b/q13_plot_residuals/tests/__pycache__/__init__.cpython-36.pyc
index 3aa40f003ac9ed7ca53d9580f2b40524a62da90c..0a8c8e3cb7d82bd52fc8478aa509fd778bb89a41 100644
GIT binary patch
delta 50
zcmZ3+xRsH^n3tC;=Vn{<L=JPgB>jy1+*Ey!#G;hU>_jL1@cg3e;)2BFRQ=@ql+=lS
F5df8o5f1<W

delta 35
qcmdnWxQvm*n3tF9rT(I*i5%wq!TK5bxvBc;MX8mECHc7%V<P~*_Y1fH

diff --git a/q13_plot_residuals/tests/__pycache__/test.cpython-36.pyc b/q13_plot_residuals/tests/__pycache__/test.cpython-36.pyc
index 89ecb4e3b62bb3c40148c8459b358afd6936e702..b365edd59b0ee5e95dddcd81107077630582fe49 100644
GIT binary patch
delta 64
zcmX@ieTkdHn3tC;=Vn{<Mvf^=@^ShZ`MIh39*IRMnc0a>`r-LS*~JBk$*KCu`6;RT
UlQ%NUZ$8Z=#>5yk`4P)Q0Kcdfga7~l

delta 49
zcmcb_eVCiWn3tF9rT(I*jT}>$1pM_g@^e%5(~D9o6HD@Q^(P--mfw7fNsNi{*5r>Y
F4*{C>5z7Do


From 444de88024755aeee1e6b97f8f1db5d18146d7ac Mon Sep 17 00:00:00 2001
From: HardikaB <hardi.2607@gmail.com>
Date: Thu, 30 Aug 2018 16:25:38 +0000
Subject: [PATCH 16/18] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 158 -> 173 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 2166 -> 2108 bytes
 q14_benchmarking/build.py                     |  21 ++++++++++++++++++
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 164 -> 179 bytes
 .../tests/__pycache__/test.cpython-36.pyc     | Bin 2092 -> 2107 bytes
 5 files changed, 21 insertions(+)

diff --git a/q14_benchmarking/__pycache__/__init__.cpython-36.pyc b/q14_benchmarking/__pycache__/__init__.cpython-36.pyc
index 453edefacf2fed8cd72ca5b14c268f798bc1dbac..94ce575fa196c9c6b01a41bd662b98c31163779c 100644
GIT binary patch
delta 50
zcmbQoxR#N_n3tC;=Vn{<L=JPgDE*B5+*Ey!#G;hU>_jL1@cg3e;)2BFRQ=@ql+=lS
F0RWL}5bpp0

delta 35
qcmZ3>IFFITn3tF9rT(I*i5%wq-ufB&xvBc;MX8mECHc7%V*>!ZKMR-u

diff --git a/q14_benchmarking/__pycache__/build.cpython-36.pyc b/q14_benchmarking/__pycache__/build.cpython-36.pyc
index 28c02f81e980cbbac2a50fb3e6c6400240d89583..c4800375d4ade23189b7cea36e554570f76c39ff 100644
GIT binary patch
delta 558
zcmZWmK~K~`7@e6;m+p4EECpBAs3d}hUTj#57l|6Zn0VwsQcX5ZXNt>qX`LAYB-3!<
z;)O&rSO0(qPh9x{{)WO$e}M-Np8QG(Y~oD5m-pWH<$IaTpYB<AdEN6``*%LQ8#xI5
zL{o<Xe+eZozAT@c9{$}~05t>kx^};s9(k5BdSaC=jdZJzcC2Gmx*A{ewnEy~ZB4Yr
zFe4}Sd#m)yPC2Xae}1=|D}6<GY~9eax~ctbdW_3?J->+p+k7Ye09SY%G(-!+g<C@t
zprT1$99E=YRU^rFlUM}{<`;QzRFP~gY90;?!PyX~o5fP*L#bjVp*Ohc4I)>J*fziF
zIVq3Tp5QWS9t@R;N4u$t9H3k(U^H6;bgvhK@TOK@P7G4Dc{2hk@}?3}RdtelQe<3R
zWqw2AF1+RMR`?;G@bFD6*k~NT3b%4GmPMTKFv%GY%}2Uq`gC<=35KN)fXE_VBpuv_
z3k>^M+y^&!SiLZx?Z>BvKC!TGe#|`GsQ*sfs-aiI?HcOY%j7Az2VUiDOmeoD@#h4T
LTrqE*N7()c%(s=K

delta 606
zcmZ9Jzfaph6vyxUgP8m@frzB4sx|?dOc@X?RH#yyE)@ftsbrnvM=-Ku_wE8hI*TDQ
z19%6iojP~zU*b*`|3QU1Fd*(6kldbiU*G%Q=e_6i{j~quz0F#!e7*P8`BFyc78Qmm
z*YD+IcbC0iZCHcX@CLfjn;FhJY{2^Q+Zo2_^5IXtDXEg29~6C+KH!~|nVysd66Fp`
zkihvHr&wFwswCB<#<ASPLKC`&J?+B$tS9xPk=R^6HpGIciA7<LjTugs#L_+*80n4H
zd1X@hg@{&^EK13=*vl41(PTvUpqc*Gy5~+MAdE$B7<mvl)iXDy;JLZyR2V0mJqOhH
z#_%7Pd(YfFs2&30Qwnb2Gww7B)!hl4I(D&xJ2{tDv(Uyp<T=(Tbo(c7?yE{qX>((q
zmeog57ze<?&1-%~bX6Yv{^Rf{3Sl^=a7K6(4#R1{{S!ick{*;=>7Cy1zLXqOw}SMx
ze5#s-EmN(Un0BN)=>OO?JRRHVx6<|}1=3|DD@s~Q6qR9;nKAVzJTuu5i6QS_khX%X
Xck*vf1K7nfV*RvbZJ4_CqK+Q{=zpw%

diff --git a/q14_benchmarking/build.py b/q14_benchmarking/build.py
index 4a4557b..e8b3385 100644
--- a/q14_benchmarking/build.py
+++ b/q14_benchmarking/build.py
@@ -1,3 +1,4 @@
+# %load q14_benchmarking/build.py
 from greyatomlib.multivariate_regression_project.q01_load_data.build import load_data
 from greyatomlib.multivariate_regression_project.q02_data_split.build import split_dataset
 
@@ -27,4 +28,24 @@
 
 # Write your code below
 
+def create_stats(x_train, x_test, y_train, y_test):
+    
+    l1,y_pred_l1,lasso_stats = lasso(x_train, x_test, y_train, y_test, alpha=0.1)
+    l2,y_pred_l2,ridge_stats = ridge(x_train, x_test, y_train, y_test, alpha=0.1)
+    
+    features= feature_selection(x_train, y_train, k=50)
+    x_trainft=x_train[features].copy()
+    x_testft=x_test[features].copy()
+    l1ft,y_pred_l1ft,lasso_statsft = lasso(x_trainft, x_testft, y_train, y_test, alpha=0.1)
+    l2ft,y_pred_l2ft,ridge_statsft = ridge(x_trainft, x_testft, y_train, y_test, alpha=0.1)
+    complete_stats = pd.concat([lasso_stats,lasso_statsft,ridge_stats,ridge_statsft])
+    return complete_stats
+    
+    
+
+
+
+#complete_stats = create_stats(x_train, x_test, y_train, y_test)
+
+#complete_stats.shape[0]*complete_stats.shape[1]
 
diff --git a/q14_benchmarking/tests/__pycache__/__init__.cpython-36.pyc b/q14_benchmarking/tests/__pycache__/__init__.cpython-36.pyc
index defa63dc0453c646fc0d879d36fc778a5d140e09..4944bbb04178804607977543ec7d37fd1559f11e 100644
GIT binary patch
delta 50
zcmZ3&xS5f|n3tC;=Vn{<L=JPg1pSQs+*Ey!#G;hU>_jL1@cg3e;)2BFRQ=@ql+=lS
FVE~ka5eEPO

delta 35
qcmdnYxP+0zn3tF9rT(I*i5%wqf%+NwxvBc;MX8mECHc7%W5WQxNei$5

diff --git a/q14_benchmarking/tests/__pycache__/test.cpython-36.pyc b/q14_benchmarking/tests/__pycache__/test.cpython-36.pyc
index cc77345a80d2a31276437a4b20a95a08f4c2fe16..a7099f27e458a3c12da4c53f2b59c90d644f97b3 100644
GIT binary patch
delta 109
zcmZ1@uv>t`n3tC;=Vn{<MviMtaxwZD`MIh39*IRMnc0a>`r-LS*~JBk$*KCu`6;QJ
z-!j#*7)P<@mF5;y-eSrth+->9%u7iuzQt6K5+#_MSW=LaUy_rVq*qW0VgaQg^yInh
F{QzCyD2)IB

delta 99
zcmdljuttExn3tDpxBsH3jU3mQ1bp=~@^e%5(~D9o6HD@Q^(Sv+mESDG9Lr*Si#4w_
wx1jPCQ(i$7TR~!8N@DRXrh=4Pg1Lz$1v&X8Ihjd%1(hJyEjB1Uc@29%0N0r%&;S4c


From bd054fc7eb04c8d666693aeb356ce3a43c6cf275 Mon Sep 17 00:00:00 2001
From: HardikaB <hardi.2607@gmail.com>
Date: Thu, 30 Aug 2018 16:50:05 +0000
Subject: [PATCH 17/18] Done

---
 .../__pycache__/build.cpython-36.pyc          | Bin 0 -> 1454 bytes
 q15_select_best_model/build.py                |  18 ++++++++++++++++++
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 0 -> 184 bytes
 .../tests/__pycache__/test.cpython-36.pyc     | Bin 0 -> 1987 bytes
 4 files changed, 18 insertions(+)
 create mode 100644 q15_select_best_model/__pycache__/build.cpython-36.pyc
 create mode 100644 q15_select_best_model/tests/__pycache__/__init__.cpython-36.pyc
 create mode 100644 q15_select_best_model/tests/__pycache__/test.cpython-36.pyc

diff --git a/q15_select_best_model/__pycache__/build.cpython-36.pyc b/q15_select_best_model/__pycache__/build.cpython-36.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..5adf0087e04f35ced5e281851300adcdd6d47080
GIT binary patch
literal 1454
zcmb7DJ8v8}5GJ|ry@zG_ktlHy1Zl3wofIdXpg4{ZxN_qnz(&D>x1>*d;yy(31f8+h
zWDP_xkRm@Le~E1>{{>eW@?@X8K)c}Jn<3|$;SA^TXp|m)b^Y6AfY86_lg|hI1eSUW
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zam?Z#XM5b^dp$n&v%A@Tb}zfn1Adq9_vDmV3rkq~24xRe_!3P9?;syE!6p$6WjUjo
zf-+LAD7DiR*I*b5I_Dzib<r>mdfJ@voi;2ar<&(VQ>|XSOMvn9eM>b{dc}CHzpbdA
z7V5IFWw74>7L*8iu+$$Q{zR`Z!;HL%HPZMRElH1i{0#MY<7@94b-43;@04tUO{o24
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z^!jUS5gaJDCyzx_P@ztyyW`RpVuCZDUX^N+m_X8c!Hp+)Ep2zDEsh~AGs!b(^DmNC
z+=Q1@thkb)-3yDRE~uUi<j|>bXUNb*>+Ri52mlP(7!L78BiDIZGk%pNH^s?y7H@q3
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zd1!uwQm?6QDpAg-|I>x(#o<x@ad@UKgtVnLPj1KZotwAZjouB79S`&K?PwlvY22um
z_2P!f4xahxwoJPzmp44F@lS8XbM!sD&bm0Os65{#<X%Zouc~%!NZp#Sr8T2U+Qyg=
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EKj&7c1ONa4

literal 0
HcmV?d00001

diff --git a/q15_select_best_model/build.py b/q15_select_best_model/build.py
index d0ce1ba..860ab7d 100644
--- a/q15_select_best_model/build.py
+++ b/q15_select_best_model/build.py
@@ -1,3 +1,4 @@
+# %load q15_select_best_model/build.py
 from greyatomlib.multivariate_regression_project.q01_load_data.build import load_data
 
 from greyatomlib.multivariate_regression_project.q02_data_split.build import split_dataset
@@ -21,3 +22,20 @@
 
 
 # Write your code below
+def complete_build(x_train, x_test, y_train, y_test):
+    
+    category_index = [x for x in range(len(x_train.columns)) if x_train[x_train.columns[x]].dtype == 'object']
+    x_train_t,x_test_t=ohe_encode(x_train, x_test,category_index)
+    train=pd.DataFrame(x_train_t)
+    test=pd.DataFrame(x_test_t)
+    #print(x_train.shape)
+    train.columns=x_train.columns.values
+    test.columns=x_test.columns.values
+    complete_stats1 = create_stats(x_train, x_test, y_train, y_test)
+    complete_stats = create_stats(train, test, y_train, y_test)
+    return pd.concat([complete_stats1,complete_stats],axis=0)
+
+
+#stats = complete_build(x_train, x_test, y_train, y_test)
+#stats.shape
+
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From c69019822d430dfe76db9c10b93927952cf90f72 Mon Sep 17 00:00:00 2001
From: HardikaB <hardi.2607@gmail.com>
Date: Thu, 30 Aug 2018 18:17:56 +0000
Subject: [PATCH 18/18] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 165 -> 180 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 911 -> 836 bytes
 q10_data_missing_values/build.py              |  12 +++++++++++-
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 171 -> 186 bytes
 .../tests/__pycache__/test.cpython-36.pyc     | Bin 2358 -> 2373 bytes
 5 files changed, 11 insertions(+), 1 deletion(-)

diff --git a/q10_data_missing_values/__pycache__/__init__.cpython-36.pyc b/q10_data_missing_values/__pycache__/__init__.cpython-36.pyc
index 9f50df257f7dadafbe3ce884c55c000ecc154d68..43747cd3ecc69b656665e8aa78a25353b9042fc9 100644
GIT binary patch
delta 50
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F;Q*Bf5eonS

delta 35
qcmdnOxRjB@n3tF9rT(I*i5%wqLHZf_xvBc;MX8mECHc7%W5WTypbNAB

diff --git a/q10_data_missing_values/__pycache__/build.cpython-36.pyc b/q10_data_missing_values/__pycache__/build.cpython-36.pyc
index 5c075f43b94e582040d94a38ff22b71e81107625..faf3eb751d26c57264bc66d64382c51e47345b61 100644
GIT binary patch
delta 275
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delta 376
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diff --git a/q10_data_missing_values/build.py b/q10_data_missing_values/build.py
index 582edbb..8949fe4 100644
--- a/q10_data_missing_values/build.py
+++ b/q10_data_missing_values/build.py
@@ -1,3 +1,4 @@
+# %load q10_data_missing_values/build.py
 from greyatomlib.multivariate_regression_project.q01_load_data.build import load_data
 from greyatomlib.multivariate_regression_project.q02_data_split.build import split_dataset
 from greyatomlib.multivariate_regression_project.q03_data_encoding.build import label_encode
@@ -10,4 +11,13 @@
 x_train,x_test = label_encode(x_train,x_test)
 
 # Write your code below
-    
+def describe_df(x_train):
+    #print(x_train.shape)
+    descD=x_train.describe()
+    #x_train.info()
+    #abc=x_train.columns.apply(pd.value_counts(x_train[x]))
+    #print(x_train['absences'].value_counts())
+    vc=x_train.apply(pd.value_counts)
+    return descD,vc
+#describe_df(x_train)
+
diff --git a/q10_data_missing_values/tests/__pycache__/__init__.cpython-36.pyc b/q10_data_missing_values/tests/__pycache__/__init__.cpython-36.pyc
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GIT binary patch
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delta 35
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