From a14dec06c82c138de03fec41fedd3f3cf92468dd Mon Sep 17 00:00:00 2001
From: sonik8494 <sourabh.niks1994@gmail.com>
Date: Mon, 27 Aug 2018 07:17:05 +0000
Subject: [PATCH 01/12] Done

---
 __pycache__/__init__.cpython-36.pyc           | Bin 141 -> 157 bytes
 .../__pycache__/__init__.cpython-36.pyc       | Bin 155 -> 171 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 414 -> 380 bytes
 q01_load_data/build.py                        |  11 +++++++++--
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 161 -> 177 bytes
 .../tests/__pycache__/test.cpython-36.pyc     | Bin 1525 -> 1541 bytes
 6 files changed, 9 insertions(+), 2 deletions(-)

diff --git a/__pycache__/__init__.cpython-36.pyc b/__pycache__/__init__.cpython-36.pyc
index b0c3719c2f46201b3baa3fcef746c16a601c9e9f..a7808d3e966a002f2ef60f2ef4b7601c22be5a01 100644
GIT binary patch
delta 51
zcmeBWoXf~z%*)FazqC1eB8R!WmwrZmZmNE9eqLs_g^8t!et3RSc5y*sa;koEeoE>@
GKYIX)U=VQt

delta 35
qcmbQs*vrUa%*)I5Qh!m@L=JO)EB%c8+*JMaqSVU7lKk9>arOYVoeNd~

diff --git a/q01_load_data/__pycache__/__init__.cpython-36.pyc b/q01_load_data/__pycache__/__init__.cpython-36.pyc
index 4596200714efc1a2bd21ca0d0f36671155da8439..36db4bfce64cb63da352fd41c334d5aa2add2904 100644
GIT binary patch
delta 51
zcmbQuxSEl}n3tC;era>`L=JQL2>p!w+*JMI{JhL;3lmEd{qX#v?BasN<W&9S{FKy*
Ge!c*Z!Vswd

delta 35
qcmZ3@IGd5fn3tF9rT(I*i5%wq9{L&ixvBc;MX8mECHc7%<9q?TUki=^

diff --git a/q01_load_data/__pycache__/build.cpython-36.pyc b/q01_load_data/__pycache__/build.cpython-36.pyc
index 98e98a79cdf9a026efe48fdde2a84d1da49836cc..07eac20d4aaa77316657786f5d29cc3eda3bcd55 100644
GIT binary patch
literal 380
zcmYjMu};G<6ttbRq?O8m_yE=nG$1;FKnRJw3qnX?2yWhkrcGjFJC#6XDl4DCz>n||
zS(*5SPCR$0c+#D%yQlN{WH9JIe6H@l8Dl?$?FhPE5$pjGFyJLiIfzt10O31J0}N2C
zI49?Z#hqW;V&m6+kWMDnHGs7{tfU*}c9C;$()i4fa80m#M2^k)k`h3Ch&R6UNx^u{
z&tu*O7IiFIp&{)Xl#n?&DUp;=OE+x=Jbp2=LmBJaWU4Amtg4Io>F8{f+$l4+TIQJK
z3NWdf(iID73h6L2_+-%9Le-fzYKFN>o{x^RQqc>W?vth{VW?l)-d5}Qy1qB#yWI5X
njKj98Wew6AuN%LyF*c3<QA9=?T~rF15-<J#ZI>wGp@@P%PybuE

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..2eccb63 100644
--- a/q01_load_data/build.py
+++ b/q01_load_data/build.py
@@ -1,4 +1,11 @@
+# %load q01_load_data/build.py
 import pandas as pd
-
+path = 'data/student-mat.csv'
 # Write your code below
-    
+def load_data(path):
+    df = pd.read_table(path,sep = ';')
+    return df
+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..bd47195ccd214a8ada0899b92aeeb8934b7e0d5a 100644
GIT binary patch
delta 51
zcmZ3;xRH^=n3tC;acOh(L=JQLIQ@+L+*JMI{JhL;3lmEd{qX#v?BasN<W&9S{FKy*
Ge!&2gKoG+K

delta 35
qcmdnUxR8;<n3tF9rT(I*i5%wqe)<{txvBc;MX8mECHc7%<AMRbX$z(R

diff --git a/q01_load_data/tests/__pycache__/test.cpython-36.pyc b/q01_load_data/tests/__pycache__/test.cpython-36.pyc
index 9aa6996833ac66f36d6c99e9f80a514b1a8a8440..8506cfb218782173740eaa6925a20f563deefd37 100644
GIT binary patch
delta 53
zcmey$-O9sZ%*)G_xU@NXBgacd`6&I2{M=Oi;{3eKYzq@h6aDb~qU_>=#N<@{<ouM>
IO-x^z0oElFNdN!<

delta 38
tcmZqW`O3{<%*)FqWWFeBBgacdelPuu{M=Oi^rF<t#FG5n%>qncnE~Bj3|;^L


From 8811d7f0dd29d9eee9f65ba51636c52b310ff03b Mon Sep 17 00:00:00 2001
From: sonik8494 <sourabh.niks1994@gmail.com>
Date: Wed, 12 Sep 2018 11:21:59 +0000
Subject: [PATCH 02/12] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 156 -> 172 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 660 -> 697 bytes
 q02_data_split/build.py                       |  12 ++++++++++--
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 162 -> 178 bytes
 .../tests/__pycache__/test.cpython-36.pyc     | Bin 3134 -> 3150 bytes
 5 files changed, 10 insertions(+), 2 deletions(-)

diff --git a/q02_data_split/__pycache__/__init__.cpython-36.pyc b/q02_data_split/__pycache__/__init__.cpython-36.pyc
index 5d17273741a726a430cdf3ccf2eb63426483d618..2a5b8328fc11c13df6f5d94c191fad07b4d9bebc 100644
GIT binary patch
delta 51
zcmbQkxQ3C#n3tC;era>`L=JQLNd1ib+*JMI{JhL;3lmEd{qX#v?BasN<W&9S{FKy*
GetrOvNf507

delta 35
qcmZ3(IERtLn3tF9rT(I*i5%wqp86U2xvBc;MX8mECHc7%<NN@-whNK~

diff --git a/q02_data_split/__pycache__/build.cpython-36.pyc b/q02_data_split/__pycache__/build.cpython-36.pyc
index e6bd2ebf2f76eee17541ce631c667ecb332558ff..c180a6594690a4da34981722f4c9599886bc5b47 100644
GIT binary patch
delta 311
zcmbQjx|3Den3tF9<hL2o_Zb-&9y1^TCLr4Zh>L9|Dr*a*vSqP1GemKuu%@uJFhp@q
z44dc7Qo~%sR>PXc63n2<?)MUC07Lq$nIQ1e{-qX>r^yt>S&~{@5?`EIl^VrUl$e*2
zpBrCXl30@Z@;?w1u}wB-l=Wb%hzF^<#SWy45;OB|u~k9^fHX*8B|{M((70b=`WgAT
zsrtqFd70T3CYC1p;rT_`#RZAUsrt$JDXEit7~Lf}Ku!h`3`}B-LW~lOMFK#!CfDTG
zjD@c3K;|u$<otrlDCU$jL$DOsXe5Fkq=v&LH$SB`C)ExV3dLMNf`^fZkpl#o04Wbr
A)Bpeg

delta 279
zcmdnVI)zo)n3tF9i20(Zxr_`9j~S2v6Oioy#Kk5Pm9;riSX0<q7^2uG#?5nPu3@QR
ztzk=J31-k__j?J{$dEp3CJ3Cgf2jrJX)@j7EJ-aci7(EqO1;HXl$e*2pBrCXl30@Z
z@;?w1aZI*nl(l59h%YHh%*?yR24n!0-(s(X2>=;Dft3tJ0zl(_x#?%*=cekX7o}Dv
zmgMK^PZng7pL~Q-U4j+lJ`Nzkz$nHj#3;d7Bm`t@a!h7sDzxAPGQoVXAxMNEP~sMc
XO>TZlX-=vg$oXJ1co=yYIe-uVtK~<&

diff --git a/q02_data_split/build.py b/q02_data_split/build.py
index c2e7147..82b9509 100644
--- a/q02_data_split/build.py
+++ b/q02_data_split/build.py
@@ -1,8 +1,16 @@
+# %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')
-
+df1 = df.copy()
 # Write your code below
+def split_dataset(df):
     
-    
+    X = df.iloc[:,:-1]
+    y = df.iloc[:,-1]
+    x_test,x_train,y_test,y_train = train_test_split(X,y,test_size = 0.8,random_state = 42)
+    return x_train,x_test,y_train,y_test
+
+
+
diff --git a/q02_data_split/tests/__pycache__/__init__.cpython-36.pyc b/q02_data_split/tests/__pycache__/__init__.cpython-36.pyc
index e780e63f202604d8b01427afe772dd73a1ea13a3..50a30bb70b8e3bd56c17f374ebef1ecabe061baa 100644
GIT binary patch
delta 51
zcmZ3)xQUU&n3tC;era>`L=JQLc>Rq0+*JMI{JhL;3lmEd{qX#v?BasN<W&9S{FKy*
Gejxyqa}dP<

delta 35
qcmdnQxQLO%n3tF9rT(I*i5%wq{`wjDxvBc;MX8mECHc7%<3a$vzzeDX

diff --git a/q02_data_split/tests/__pycache__/test.cpython-36.pyc b/q02_data_split/tests/__pycache__/test.cpython-36.pyc
index a1b3fc579e35798e380953fe62d7efac2225573f..f3edf77c5d85c62e7474243101d2c49a8371c7e2 100644
GIT binary patch
delta 54
zcmdldaZZB6n3tC;era>`Mh;~r`Dp!&{M=Oi;{3eKYzq@h6aDb~qU_>=#N<@{<ouM>
J%~nh-TmaCU5dQ!G

delta 38
tcmX>nu}^}-n3tF9i20(ZjU38M{NDN*`MIh3=|!oPi6!~Do4uG=xB%so3&#Ke


From a8ff22279121acc75e5e2f22088b711fa38fc2db Mon Sep 17 00:00:00 2001
From: sonik8494 <sourabh.niks1994@gmail.com>
Date: Mon, 24 Sep 2018 06:41:33 +0000
Subject: [PATCH 03/12] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 159 -> 175 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 924 -> 791 bytes
 q03_data_encoding/build.py                    |  11 +++++++++--
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 165 -> 181 bytes
 .../tests/__pycache__/test.cpython-36.pyc     | Bin 2197 -> 2213 bytes
 5 files changed, 9 insertions(+), 2 deletions(-)

diff --git a/q03_data_encoding/__pycache__/__init__.cpython-36.pyc b/q03_data_encoding/__pycache__/__init__.cpython-36.pyc
index 884722b9e5eb21d01be2d88d202ca11e74eb4609..2855200b743390a2ce2b956585534fea5d5fb485 100644
GIT binary patch
delta 51
zcmbQwxSo;2n3tC;era>`L=JQL82ya=+*JMI{JhL;3lmEd{qX#v?BasN<W&9S{FKy*
Get`gz-VnI}

delta 35
qcmZ3_IG>Tjn3tF9rT(I*i5%wqKKdE?xvBc;MX8mECHc7%;{pM^y9=HG

diff --git a/q03_data_encoding/__pycache__/build.cpython-36.pyc b/q03_data_encoding/__pycache__/build.cpython-36.pyc
index 302366cb1c8d346c67f347e326ce7abc487c2dcb..f4e0d4fca90d87d9016da930a31ba6666fb05d08 100644
GIT binary patch
delta 397
zcmYjNyH3L}6t$ga+f<Fj2QXAZ%9Mc$frL;cb{2-xFrc(?MB2o*>=aRyilGB@)q#Z%
z03q=!>|Xf`CawpdwtRH1&(ZO{e(|2&{$aP<?mfL;zY~PM(9W`f58<fErax-a9_`Rz
zO)%O#j2|7i2R}MD`T;<V)@Vf<G{X&<ku_df4gTYHV>Nb8E>VOpB1@X!#7TuHmq|A-
z>YG}oOyyiwk)yqPQx;6SK&YydpiC#Uq-@GFDwEEYk%wTHyh=i-!1EvQhNK7S-{bg}
zS2R|f74zf4$sitaIaeZ`(%9t0+fTB;JtEOwU<U935O%Eq2UxbYcjQAR4qH@WsR<L>
z6)DS7rHRNi$#Q9imo9+zmcPvcfktG@NT!1wFzMPqt$4O5>6!U86#|&Y0_>YjLd*Al
E0LzPHyZ`_I

delta 530
zcmY+9yGjE=6ozNc-l7;UAYLj10bzxZ!p0(qpa?c1SVRLNOJ+9Nus3HmlE{ih6l_BZ
z8!I~-U%)q+HkD5xSb0WNk{RabpYPmep6q9*yj?8LR(4(*V<2QqCYFhQ505+>mg~d&
z^E(YJJo_3xqGV)1ZlTx9D5E*)0E2ZhfCF;DZjH?7n8+*!x#4S0<ysCM`-d6Kc=+ej
zq((5y$thM&XVJS!R3lewb&`{u`fy5I^Ty?IGhtkovNkWpNnDA$5f?$TbnS&*jg!(Z
z5fq>Pq2<^u2>mH#2`_GOWy!Xeas_d!>_7_cg$*+ZlV+pn2ifIehFQ{2M5Jc^t!pah
z>=Lg*tZXz~W(q>CXz)tJ0`~qos<xAeS6hPjy)22UqZ8N|y;FB}7Nc?wg@6q!uuM1U
z78OgQPx{tV7CtuZivmWKoq93zq=J+wV7_vCe*@9zflmJqpg|y(u<U30ge>Y-g<6!b
TZpe4__vJjw9M!v^H!Q+8n~sbv

diff --git a/q03_data_encoding/build.py b/q03_data_encoding/build.py
index bb4c8ca..4cc1273 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 +9,13 @@
 x_train, x_test, y_train, y_test =  split_dataset(df)
 
 # Write your code below
-    
-    
+def label_encode(x_train,x_test):
+    labelencoder = LabelEncoder()
+
+
+    X_transfrom = x_train.apply(labelencoder.fit_transform)
+    X_test_transform = x_test.apply(labelencoder.fit_transform)
+    return X_transfrom,X_test_transform
+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..541d9ef8f1eb6d41572385cbc6e8ad9af6dc9a45 100644
GIT binary patch
delta 51
zcmZ3=xRsH^n3tC;era>`L=JQLB>jy1+*JMI{JhL;3lmEd{qX#v?BasN<W&9S{FKy*
Ge&GO?2oTW#

delta 35
qcmdnWxRjB@n3tF9rT(I*i5%wqLHZf_xvBc;MX8mECHc7%<H7;H#S69o

diff --git a/q03_data_encoding/tests/__pycache__/test.cpython-36.pyc b/q03_data_encoding/tests/__pycache__/test.cpython-36.pyc
index 8ade2b73d89dd5f9591f59a4f4d14aa50d93bd2e..c1d0932795f372963b2d3fb7bad34d49eef51e22 100644
GIT binary patch
delta 59
zcmbO#xKxnCn3tC;era>`Mh*ogg*g3;{M=Oi;{3eKYzq@h6aDb~qU_>=#N<@{<ouLW
P{mC!c<u`{j*|7lt8#@xj

delta 43
zcmZ1~I8~6tn3tDJ*J4rBMh*og0YCkW{M=Oi^rF<t#FG46{mDPs<u|7@*|7lt2u=+K


From 26351f4e463c3b06f0ba39843c0ccf443fdd1220 Mon Sep 17 00:00:00 2001
From: sonik8494 <sourabh.niks1994@gmail.com>
Date: Tue, 23 Oct 2018 16:58:41 +0000
Subject: [PATCH 04/12] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 157 -> 173 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 1006 -> 1140 bytes
 q03_ohe_encoder/build.py                      |  19 ++++++++++++++----
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 163 -> 179 bytes
 .../tests/__pycache__/test.cpython-36.pyc     | Bin 1478 -> 1494 bytes
 5 files changed, 15 insertions(+), 4 deletions(-)

diff --git a/q03_ohe_encoder/__pycache__/__init__.cpython-36.pyc b/q03_ohe_encoder/__pycache__/__init__.cpython-36.pyc
index e4ec35b27b6016dd979d13f661e08f8147e0e802..4aedd2c103afa8b3d0ba5aafa5bccb9f3a95511f 100644
GIT binary patch
delta 51
zcmbQsxR#N_n3tC;era>`L=JQLDE*B5+*JMI{JhL;3lmEd{qX#v?BasN<W&9S{FKy*
Ge*OTF&=9cz

delta 35
qcmZ3>IG2&bn3tF9rT(I*i5%wqUiumNxvBc;MX8mECHc7%<NN`<4GWe4

diff --git a/q03_ohe_encoder/__pycache__/build.cpython-36.pyc b/q03_ohe_encoder/__pycache__/build.cpython-36.pyc
index 1433b7bfe437842ddac619a606d8eb33eef1b873..d62e960b47c51ed77ee6b95fc50cda079142b500 100644
GIT binary patch
delta 501
zcmYk2J5R$v49D-0mNadkr4JqpAOxsW1}X#_5<5$Uioy^@@uiePQ{9CDDHQ`SGN4FI
zd<X_6z63ifQx_&S7Hn8J%fI`dt-G`RIrC+&Z@aFu*?l|tmW+L{f2)RiAKg4YtoJ*>
zz=jeyP=*S)Fbi`~g&NF59U9Pt7A*8@F^5H1y5)WytS)OWKRmsz_Po>NLU|?`4Tig&
zy^hyQ^w5mMNO@5L%F9b~CBNev*A@CoAc{=8xJ@|$i(*rYP$1ZZ62T#q33G%hfhwNP
z6Y7Kpp-E^VB6^Be5uNk_y4gWw?2O$6Y$7v`f=#THX9D;=pA@pfnaJb~#~djOm6gfN
ziUsy34%^&sL}9A>i5^7Zc@V2Gz0}II<+~Ln<10;-`))i)gM3$P9hHxRREHxIC;Gy#
z;z618UqmLSN>fjNpozRY7z@;hW<~883Nmh^IlrdY@@MhN{d_17imRBzz>8d4qDdN>
PN`;f*1!0S-SS<Vi6I^aw

delta 323
zcmYjLJxjzu5Z#&0#l4tFj38Q_a)_oeg&<-j9B5}_BWaFsySY0d7ulo{a@E<2g#8Ep
z2_c2QLsAL$g5VEuf{nAhH*e?T?f!_bwc&~9IrFoZ_#GMhWdFh<eL*P7dN>VKkb)Gl
z{|NDxv~F1F)NhS{70vQYMN_RFk}}UC^UMe46%KCKyG3$jHq#!Z2`B2pCUnjtLUBY?
zvI-?ge8MHK_#ISi1xt$*RzRv(SyeAZdXQgVhG=Ts-fQjRKGB5=x$dlDFP)d;QYVWd
z&2`rHO@oIP&u7Yf;NVzyfB7SqRO?V<tQM18stvjqf{1|&4jmnsQ{F&pzWK=Bq&gMO
Vt^Hl-27Mxz23-&!P@s=H{1?JaLTLa1

diff --git a/q03_ohe_encoder/build.py b/q03_ohe_encoder/build.py
index 36e4b90..6ff9d87 100644
--- a/q03_ohe_encoder/build.py
+++ b/q03_ohe_encoder/build.py
@@ -1,3 +1,4 @@
+# %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 sklearn.preprocessing import OneHotEncoder
@@ -10,10 +11,20 @@
 
 category_index = [x for x in range(len(df.columns)) if df[df.columns[x]].dtype == 'object']
 
+# one = OneHotEncoder(categorical_features=category_index)
+# X_transform = one.fit_transform(x_train)
+# X_transform_test = one.fit_transform(x_test)
+def ohe_encode(X,X_test,category_index=[0, 1, 3, 4, 5, 8, 9, 10, 11, 15, 16, 17, 18, 19, 20, 21, 22]):
+    X_transform = X.copy()
+    X_test_transform = X_test.copy()
+    ohe = OneHotEncoder(categorical_features=category_index)
+    X_transform = ohe.fit_transform(X_transform)
+    X_test_transform = ohe.fit_transform(X_test_transform)
+    return X_transform,X_test_transform
+
+
+
+
 
-# Write your code below
 
-    
 
-    
-   
diff --git a/q03_ohe_encoder/tests/__pycache__/__init__.cpython-36.pyc b/q03_ohe_encoder/tests/__pycache__/__init__.cpython-36.pyc
index 8c87a88f1c4ac0875da221298faa5cf1f1990908..fd1b4ba91e13a764cf522112656c3f22653628bf 100644
GIT binary patch
delta 51
zcmZ3?xS5f|n3tC;era>`L=JQL1pSQs+*JMI{JhL;3lmEd{qX#v?BasN<W&9S{FKy*
GexU%A`Vh$g

delta 35
qcmdnYxR{Z{n3tF9rT(I*i5%wq0s0yFxvBc;MX8mECHc7%<3a(x7YnWc

diff --git a/q03_ohe_encoder/tests/__pycache__/test.cpython-36.pyc b/q03_ohe_encoder/tests/__pycache__/test.cpython-36.pyc
index 1956a19a3862d792c03ff34e686b4f3716827383..3d90076d4e1f6eed149a4fbb0d07aef41248572a 100644
GIT binary patch
delta 232
zcmX@ceT|#Ln3tC;era>`Mvgp2^C;GolFEWqO{QB+dIq-`D^@ZT@iH(l{EE@f$j?pH
zFV4@)%(gJGG|>;wFUl@1NK8)EPtH$CojjK@jFErx7sk)rAmv~^MSPP#F?BEsPOfG)
zWE7gbmRVX<1SBU4R{&PZH~B7eo}m~>P!d%JA`KD~01_ZxF$<93VB%mY5|~`W@<&A&
VB*_IL#6bi|8N_O2N6cZ>0stbQF<Srt

delta 216
zcmcb{eT<vKn3tC;(_&H7Mvgp2^;@hdC6xuKnoPHt^bBq>R;*+w;$vW7_~oOYk)NBY
zpI($&nOKsaJ9#Z*7^A>s7N*bKAZf6gBL2xt%pHtEle?J>8HFeBWtJ8d1<8rQ6@ZoU
zPkzgsXDAL5ltPt(NQ1-#fdnrQ7qb8f4kiwkBEiW$EPqr)K$2V_LIOm9ltHXUcElQ1
FEda;nD%Jo1


From 56a51f11ef638c59b06a029b362375ed71eaf960 Mon Sep 17 00:00:00 2001
From: sonik8494 <sourabh.niks1994@gmail.com>
Date: Tue, 23 Oct 2018 17:58:37 +0000
Subject: [PATCH 05/12] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 164 -> 180 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 921 -> 871 bytes
 q04_data_visualisation/build.py               |   9 ++++++---
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 170 -> 186 bytes
 .../tests/__pycache__/test.cpython-36.pyc     | Bin 1259 -> 1275 bytes
 5 files changed, 6 insertions(+), 3 deletions(-)

diff --git a/q04_data_visualisation/__pycache__/__init__.cpython-36.pyc b/q04_data_visualisation/__pycache__/__init__.cpython-36.pyc
index d44a511ba9fc7f538b045ab1a267d7e0fc7a3439..8f6a23cd3c401f8876889aef32f52fc6d6411936 100644
GIT binary patch
delta 51
zcmZ3&xP_6!n3tC;era>`L=JQLME#8X+*JMI{JhL;3lmEd{qX#v?BasN<W&9S{FKy*
GeqjKWfe_6A

delta 35
qcmdnOxP+0zn3tF9rT(I*i5%wqf%+NwxvBc;MX8mECHc7%<H7*GZVR#i

diff --git a/q04_data_visualisation/__pycache__/build.cpython-36.pyc b/q04_data_visualisation/__pycache__/build.cpython-36.pyc
index 2bfbd4e9d4e48bf9ff2e2bf665199d203cc772e7..1f8d27e8129a6b7ef9b1c6e9115acc4bff2d395d 100644
GIT binary patch
delta 410
zcmYjN%Sr<=6iqVEPCL_Dq3%TJstcWkT_}i(f=dxxh_Nc6No(7AITJxaaZ%SonU#N_
z8~?#CaG$LU|3MJE5d;(NIfvYv!%3c;PrJS9``!+FKY1kxeV~8K1icMa$XR=Nk2)N2
zGjhij>VdMNYFwi=j0EQP6jNUq!k^-vNdsD^4LT<*5s3Pf^oTy;4tF0AZO$Gi_Xc?C
z+ST4I0Exy}5@`&{6yFhP-U1(@4&Luriey~b{WR$_shsO`nX^%%Y!IT5xdoRyhB7&m
zj5>qSFk!J!gb!X&UW4A(S$L7gA}rEmG+FDecf+GJuTF}L^+niExhUW8L94EF=*J=)
z;5-2C%&V>PlB|@+<hf#JEa9xk?ed!}TFS^GSuPn1rydOEu7(PLa&G>@fzaW!(Qk@>
f;Oj|uBTo5MBsSs0QPBjbVc5jQ9<YlWI52+zr3_x`

delta 480
zcmYjNJ8K(35Z>8)=JZY#(xh;8MWkRiE`n@GmqJatMGzKtb2{lBVsB+zK_tbwbs+=+
zrF3UfB!44)im+{p;L5$hklBNPXPJ+0Uf&G+*WU*RN1aae{rH;wpoIJ(kIY4Wie6>g
zgO}rZz(PTUmp#cN76FkU{2EwGI<i&6)MahfVO`dfo@~obO{dgmL?FUT!us1Ui_fS}
zeDpU~bBLhH9BKkY(+v?IJmCoU%Eg$>oek8`FxPen@{Yv*B>B3x_VeWS5XX(P5Hfa*
z$Ft>(o8Uv5ROv@)LXq;MEO-`EW%o4@dvA@i%(U^bZKb60tU^%nGl>b~R<rUvrp6Uq
zb7rLqp357e`q*|q8O_REjuIu;T$lN1_W&<;-{94=Hdd<;fj|g-h(J9>9uIbR@O$@*
zKL4az7@OXb7lK#AWmamP7D=;Q^=v7)c&`;t3*#e^l{Ufpe*y_68pY;}M=-FX;p@B<
Vt4xmV$5!^xHsGTXqP?a|{{dW@cM<>q

diff --git a/q04_data_visualisation/build.py b/q04_data_visualisation/build.py
index 9c15ad9..06104db 100644
--- a/q04_data_visualisation/build.py
+++ b/q04_data_visualisation/build.py
@@ -1,8 +1,9 @@
-# -*- 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
 
+import pandas as pd
 import matplotlib.pyplot as plt
 from pandas.plotting import scatter_matrix
 data = load_data('data/student-mat.csv') 
@@ -11,6 +12,8 @@
 
 # Write your code below
     
-    
-    
+def visualise_data(data,figname):   
+    df = pd.concat([x_train,x_test])
+    return scatter_matrix(df)
+
 
diff --git a/q04_data_visualisation/tests/__pycache__/__init__.cpython-36.pyc b/q04_data_visualisation/tests/__pycache__/__init__.cpython-36.pyc
index 6631d03b276322b5ac907bd3f7ff2fb8b5d823ea..6f4f0a6212e3f24967902c9194e243fd7f3cea99 100644
GIT binary patch
delta 51
zcmZ3*xQmg)n3tC;era>`L=JQLbp4F{+*JMI{JhL;3lmEd{qX#v?BasN<W&9S{FKy*
GelY-;s}SV?

delta 35
qcmdnRxQda(n3tF9rT(I*i5%wq;rbc*xvBc;MX8mECHc7%<6;27cnit^

diff --git a/q04_data_visualisation/tests/__pycache__/test.cpython-36.pyc b/q04_data_visualisation/tests/__pycache__/test.cpython-36.pyc
index 5353356812e3190f1d8c90fdc95d0d7f053a87cf..5e6549489a06369d78e27cd7712f332e0f150d6d 100644
GIT binary patch
delta 92
zcmaFO`J0o&n3tC;era>`Mh+(?g=GDV{M=Oi;{3eKYzq@h6aDb~qU_>=#N<@{<ouLW
o{mJW@<u_L{?PQdR63k63Dagq$$;nL8E2spqqS&DHWIvX<0HP@%S^xk5

delta 76
zcmey(`I?i%n3tDpy~U!ajT}x)0>Szj`MIh3=|!oPi6!~D`jhuF%Wv*v+Q}$$OE5RF
Zq#!51BquXTub>jdy2S>iC&#hO1polV9IgNW


From 1d574e8a554a1b7d54ad651c14420d38ad273178 Mon Sep 17 00:00:00 2001
From: sonik8494 <sourabh.niks1994@gmail.com>
Date: Tue, 23 Oct 2018 18:08:47 +0000
Subject: [PATCH 06/12] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 169 -> 185 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 810 -> 790 bytes
 q05_linear_regression_model/build.py          |   7 ++++++-
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 175 -> 191 bytes
 .../tests/__pycache__/test.cpython-36.pyc     | Bin 1588 -> 1604 bytes
 5 files changed, 6 insertions(+), 1 deletion(-)

diff --git a/q05_linear_regression_model/__pycache__/__init__.cpython-36.pyc b/q05_linear_regression_model/__pycache__/__init__.cpython-36.pyc
index 06a2a9b901d2940b1616332fc3af2e6292737630..c5f73e73f0a7713e18c81a867183872173cfefe4 100644
GIT binary patch
delta 51
zcmZ3<xRa5?n3tC;era>`L=JQLH2sYH+*JMI{JhL;3lmEd{qX#v?BasN<W&9S{FKy*
Ge$fD!BoN^M

delta 35
qcmdnVxRQ~>n3tF9rT(I*i5%wqVfq>QxvBc;MX8mECHc7%<Dvn;Aq&O;

diff --git a/q05_linear_regression_model/__pycache__/build.cpython-36.pyc b/q05_linear_regression_model/__pycache__/build.cpython-36.pyc
index c40d112c5d846cc979296e4912c2f11a9f286eee..2d3afaa1511ef31f8f7487b99ec9ad8d52968242 100644
GIT binary patch
delta 250
zcmZ3*HjPc$n3tDpQS$lddL{;j#|%h-1;};);^Lf%%86X5ys4b2+|5jk3=>;&;(%%y
zn1R?CB+myVN*J0MvKVU^Y8acDf*CX!{WO`1Kn6rHr)8FCGTmZ~xW!nxlA(wLDE2E^
zKO;XkRlhhtFEiW1#L`4RJijQrxF9h(RX;gDB~^cNACvs#PDTq+0g&+^yBHXYxPYXe
zCf_al$qGz*lR21PT7yKu1|kuhK(SjKHo5sJr8%i~Ag#q9LwFc@m_V3=Nq~uug@XwI
D0roJ<

delta 263
zcmbQnwu(*Jn3tF9y~U!aOeO|~#|%h-1;};);^L%<%83*Ea_X6Z91wN}2}%Kp5{4AU
z6sBIrTBaJNEXEp!8pdWOMur-uU<OTQKQ~RrTbz0MMY)MNnN_KpOhq8`ZZW52mS{5H
zVvM-OSQ#adlbM&ASQKBBnqHJzT%2FDlA(wTsOnd+enx(7sy<M(GO;8-S3kEjrzCUo
zRYs}F<%|}Bd?5STfCK|07b6d25zpp5jPi_@JU{`kb|iuuD0Yj(CO1E&G$+-L5y&eB
R>E>bNVFF<eCIKcsW&mSlIJy7;

diff --git a/q05_linear_regression_model/build.py b/q05_linear_regression_model/build.py
index 7a0a243..2c6f466 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 +13,8 @@
 
 
 # Write your code below
-    
+def linear_regression(X,y):
+    return LinearRegression().fit(X,y)
+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..a6acd926c68e9f0519085b8726c9877c44a71522 100644
GIT binary patch
delta 51
zcmZ3_xSx^3n3tC;era>`L=JQL9Q};^+*JMI{JhL;3lmEd{qX#v?BasN<W&9S{FKy*
Geu)5^P7wJ3

delta 35
qcmdnbxSo;2n3tF9rT(I*i5%wqG5Q(#xvBc;MX8mECHc7%;}QYFD+}HL

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..63474324c2822974cdeabf48ce5e9d5933a6ef1a 100644
GIT binary patch
delta 59
zcmdnObA*S(n3tC;era>`Mvep~g$(_S{M=Oi;{3eKYzq@h6aDb~qU_>=#N<@{<ouLW
P{mC+{@|&kK&1D7vF6<Kz

delta 43
zcmX@YvxSGln3tF9y~U!ajT{L~0ulNd`MIh3=|!oPi6!~D`jd57<u@;9n#&9TE#nRo


From 1f45905231e7e2d5b299a953ae23aa00a7848c5d Mon Sep 17 00:00:00 2001
From: sonik8494 <sourabh.niks1994@gmail.com>
Date: Wed, 31 Oct 2018 17:08:25 +0000
Subject: [PATCH 07/12] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 162 -> 178 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 1086 -> 995 bytes
 q06_cross_validation/build.py                 |   6 ++++++
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 168 -> 184 bytes
 .../tests/__pycache__/test.cpython-36.pyc     | Bin 2082 -> 2098 bytes
 5 files changed, 6 insertions(+)

diff --git a/q06_cross_validation/__pycache__/__init__.cpython-36.pyc b/q06_cross_validation/__pycache__/__init__.cpython-36.pyc
index 9a1c3aaa4d67dd0ebf5ed2b2e34d7c0807004b94..a29b075bbeac3a89ca00270aa23c2c6ad0442ce7 100644
GIT binary patch
delta 51
zcmZ3)xQUU&n3tC;era>`L=JQLc>Rq0+*JMI{JhL;3lmEd{qX#v?BasN<W&9S{FKy*
Gejxyqa}dP<

delta 35
qcmdnQxQLO%n3tF9rT(I*i5%wq{`wjDxvBc;MX8mECHc7%<3a$vzzeDX

diff --git a/q06_cross_validation/__pycache__/build.cpython-36.pyc b/q06_cross_validation/__pycache__/build.cpython-36.pyc
index 2e1c378d0210faf52111a997f473e84d10da11f6..89e1b00085f0b3330813216ca850c68a46581d07 100644
GIT binary patch
delta 268
zcmdnT@tB>{n3tEU;o;5bqK%x!jP)!G3=GadTr2`4N*HPwY8Y#nnwe{vYnZbbn;C)`
zG#ULgnTptevQaF#sfl@-EVo#5^HWlDZn0OymlP#t=G|higfODmij(t;Qj1qI6mbL9
z|BBJi$j?pHFV4@)%(gJGG|>;wFUl@1NK8)EPX?NxpIe$U`5cqXWOXJhF)@%EK#pNx
z;$bY}1=5-#x9lhHXVTleoJp0@`xaAP!7Zkgv?5NR)Gaok)v3iLMO<JG(0UMu1IPjE
b1lx{8@PJft*Z^H!nv-hBG+BW~mXR3%w1Y;s

delta 370
zcmYk0Jxc>Y5QcZ>J`)l@P}Ee~UgLo&L=hWXwXu;j$C2H{oc9rSS4rT+B6X_#13OEx
z7ypGYtyTVlm9vT<!#>Q;y!*cU8N7v!ZoAz)JbLOSFO4pL3>af)bo4&Ku#9IQ_>6OA
z909@+?i?N*<JPR^HPnvqgg^H(Z^o`z6kIMF^lIr?SfdCqEE7G>M@C~yrKPBfM4Qw|
z1a&}L=->AO-LKTB97aAuc`-)+SBI{aQYdSqd;+?KOv}hcuc(B~kzXU9qIWx}a`DX6
zHc7tD<D06G@leTWYN{e$yu<F|gCDPN(pFm+##>aX^STE;uGA_`5X1n3Nn%twD$%D#
vYJ<V_Z$J$V)CNga$HGSa!;bX`Pv}>7xjf}`(^~|}fuEwh5JFgk6==dYp2}at

diff --git a/q06_cross_validation/build.py b/q06_cross_validation/build.py
index 406a734..02b22cf 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
 
@@ -18,4 +19,9 @@
 model =linear_regression(x_train,y_train)
 
 # Write your code below
+def cross_validation_regressor(model,x_train,y_train):
     
+    scores = cross_val_score(model,x_train,y_train)
+    return scores.mean()
+
+
diff --git a/q06_cross_validation/tests/__pycache__/__init__.cpython-36.pyc b/q06_cross_validation/tests/__pycache__/__init__.cpython-36.pyc
index b571b36039256ecb659b19941ead2c342e31d840..05610503dca559e60ee22e563a3fe0e0e167f028 100644
GIT binary patch
delta 51
zcmZ3%xPy_yn3tC;era>`L=JQLRQ-(n+*JMI{JhL;3lmEd{qX#v?BasN<W&9S{FKy*
Geo+9Ioe<ps

delta 35
qcmdnNxPp<xn3tF9rT(I*i5%wqq52v5xvBc;MX8mECHc7%<Dvk+$_v5(

diff --git a/q06_cross_validation/tests/__pycache__/test.cpython-36.pyc b/q06_cross_validation/tests/__pycache__/test.cpython-36.pyc
index e065247889afd73fa150bc5ca136b8b2492d5d10..4e48e71e252ccf0e0cf7fcbe70e73815a1c5ce93 100644
GIT binary patch
delta 273
zcmZ1^ut|W!n3tC;era>`MvhaAj8U5}GYT=P3NtV;{7Tf%$j?pHFV4@)%(gJGG|>;w
zFUl@1NK8)EPtH$C)t`KTO@6Z^vmB#<AW(S`NDqV%ne5JT$1IAyB(=CCGcP?#II*}m
zwWuUMF()^_xFkNcurx8JNF1nKld%XxYb0xtg(%1<X%Ha~Hx$WukQg73kObmlHXy;l
z#KFSBT*Nn-nJtztiZ!n^x1h2}4k!_2KiQvMZ}S{BHbzFN$&1;wr9jq#H6ytfY_!Pa
H7wlF5tob|y

delta 257
zcmdlaut<Qzn3tEU%yLoGMvhaAjJGylW)xx+6=7gt_!X$1k)NBYpI($&nOKsat3UYy
zoBU=?W;sRyA)s^-NDYJ#ogB_`$Ltn+NosLPW?uR&;l$$N)S{C3#GKsx;*$8(!qUW?
zA_<^!O~xV&t(mMv7GfZyWI%)x+)yOrL1O$sLK29J*?<HG69)?ia}ob!VYXPlTdaAd
sxdoL)@<53w`^oX_dYjj<u`x1APu|R~Ed{a`tQpC@V53DR|6sQQ0ESRG9RL6T


From ad0d0ce6a7f670cb48e03de82d25fd3c4f0a10be Mon Sep 17 00:00:00 2001
From: sonik8494 <sourabh.niks1994@gmail.com>
Date: Thu, 1 Nov 2018 12:26:13 +0000
Subject: [PATCH 08/12] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 161 -> 177 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 1168 -> 1202 bytes
 q07_regression_pred/build.py                  |  10 ++++++++++
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 167 -> 183 bytes
 .../tests/__pycache__/test.cpython-36.pyc     | Bin 3674 -> 3690 bytes
 5 files changed, 10 insertions(+)

diff --git a/q07_regression_pred/__pycache__/__init__.cpython-36.pyc b/q07_regression_pred/__pycache__/__init__.cpython-36.pyc
index 3e7e4674f103511456d5015475ef0cbf23edade2..2a3621a3862aba48bc1b40de09fcd598bc0bdfe4 100644
GIT binary patch
delta 51
zcmZ3;xRH^=n3tC;era>`L=JQLIQ@+L+*JMI{JhL;3lmEd{qX#v?BasN<W&9S{FKy*
Ge!&2f>=3~K

delta 35
qcmdnUxR8;<n3tF9rT(I*i5%wqe)<{txvBc;MX8mECHc7%<AMRbX$z(R

diff --git a/q07_regression_pred/__pycache__/build.cpython-36.pyc b/q07_regression_pred/__pycache__/build.cpython-36.pyc
index dfa0411c934d2ac90e55ee4d32c73e0e7f34e120..2827d8c709bb89101d8111fc1213ad8e103e4e28 100644
GIT binary patch
delta 186
zcmbQhxrtNRn3tF9`iEQ5%`6NIj~S2vkk8-%#KlV{Do^K06-^aR6-X6oW@cpAxJ!qT
zpRFRkB(=EY7F#8lp8T3oP9a)9BR@A)zc@cHGuy(%(nLQzzbL!7ATc>rKRG`oRe!Q0
zv;1TWCSyj4%{ff_8HJ0uf#%<02bxfnn3-3^1LRG1VbN7&23acsBt)2a7<oV#NOCX<
OF!3>QG4Zf)umJ#`x+^vS

delta 151
zcmdnQIe}Bzn3tF9rsbk2Ru%?^#|%gS$Y*c>;^G+-m8Wk!ro+g}7;%fSaxx>6oPf7}
zMt*LpetJ=AWnxKwuKwhW%<_}tn2Z_4Hcw*O&nS6|ts=f8wYcOKdu4n{QDSD^EjAzn
jC@?vNMOU5)WU3gD5MknB<N;wI$-yMR#K*+N#KQ~#4M-zl

diff --git a/q07_regression_pred/build.py b/q07_regression_pred/build.py
index 3f2eee3..b1b883e 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
 
@@ -20,3 +21,12 @@
 
 
 # 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
+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..5ac9fef473643fa41ac6e742fba9a2f4339f32f4 100644
GIT binary patch
delta 51
zcmZ3^xSf&1n3tC;era>`L=JQL6#b0++*JMI{JhL;3lmEd{qX#v?BasN<W&9S{FKy*
Gevtr|77*D0

delta 35
qcmdnaxSWy0n3tF9rT(I*i5%wqA^I8lxvBc;MX8mECHc7%<01jSa|^xz

diff --git a/q07_regression_pred/tests/__pycache__/test.cpython-36.pyc b/q07_regression_pred/tests/__pycache__/test.cpython-36.pyc
index 203c5fffc9b57db56ac2473265e2f03506fa63eb..fbb63de23eaf139cfdfa55c3467fa6d21d04ae83 100644
GIT binary patch
delta 219
zcmca5^Gb%pn3tC;era>`Mh;_Ug#`VK{M=Oi;{3eKYzq@h6aDb~qU_>=#N<@{<ouLW
z{mC&r@|&}mSr{3kCg-#KXOx<p&-#>2mVtqx2*gyJT+MbE!Ijz^$9|fTQ3fa@HQ9iR
zeX=*_Q8rbOVtJ_083<Pq$W@rE#GR=k4U&}u5egte2}G!X2sIF)4k9!rujejijM}Ws
YbDL2>1|%X6A{0RcA5czwvMQe`0L7#=FaQ7m

delta 203
zcmaDQb4!N9n3tF9rT(I*jU2|z0s;CN`MIh3=|!oPi6!~D`jc~b<TqC_voJE=nq1HF
zpHX^pJ?m38IR*xXA`nw?ayQ#y1XpTv9{XuVMp>YY)MN)P_Q}zlN7>XsiWQ(jXCPc9
zAXj0s5qGAF3`kZUL@0s?We}kXBGf^I28hs{yq~+6@z!Qzp4*H9vLF!!5TOJj_<(Za
IlTG<d0bn*VN&o-=


From bb17ebc0503d3cfce13faa1a5eb9f28177f31055 Mon Sep 17 00:00:00 2001
From: sonik8494 <sourabh.niks1994@gmail.com>
Date: Mon, 5 Nov 2018 13:20:47 +0000
Subject: [PATCH 09/12] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 158 -> 174 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 1359 -> 1320 bytes
 q08_linear_model/build.py                     |  11 ++++++++---
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 164 -> 180 bytes
 .../tests/__pycache__/test.cpython-36.pyc     | Bin 3958 -> 3974 bytes
 5 files changed, 8 insertions(+), 3 deletions(-)

diff --git a/q08_linear_model/__pycache__/__init__.cpython-36.pyc b/q08_linear_model/__pycache__/__init__.cpython-36.pyc
index b91b141617b95b635e59b43a1e9967e108638c18..57a1e0591f9b32fe1d669cd733aa815417b98773 100644
GIT binary patch
delta 51
zcmbQoxQ>y-n3tC;era>`L=JQLX#I@*+*JMI{JhL;3lmEd{qX#v?BasN<W&9S{FKy*
GegOcIR}i%T

delta 35
qcmZ3-IFFITn3tF9rT(I*i5%wq-ufB&xvBc;MX8mECHc7%;{pJ@WDA-A

diff --git a/q08_linear_model/__pycache__/build.cpython-36.pyc b/q08_linear_model/__pycache__/build.cpython-36.pyc
index 438fb9485b4b16efb7c4d78b935df99cb4da3c8f..d598f9f18d125d0c40904f5b5aca1384e3b96377 100644
GIT binary patch
delta 339
zcmXYsJxc>I7{`-ba`sNE^#ySdb*L|gVn916IH@?gI4E@};gZ&CdzT{#g3#jNCy-nH
z06K~IDV!XIOnweQFad}EkLQ)=|9r;JalBuz$4AHC*B|&TF5!I$0Ps3-(mM_YjIn`z
z)DH~qK|`EEr->fq@CiS_F&SY~8<B2s0TOhcU>oFGv>U0CT6b>QFyqW*vT$W4EK++(
zWJxZ$7+O?v8=W%4&J@c<JL)Rg%sV_wjjFlJHgMZ2a*>LC8s2qEC3q56n`oU{q75_p
z1*k>W{JEkxG8a_KA{!jE4qNn6s(~(9DroAC(drSeR<CGlZNW`z{~>@Fu0XZqqGZ{I
qB`Y}7YU=$LeZk#^tEyR#IgfddNsnod84qvq-(7{t21M01Y5oC@2vwc{

delta 373
zcmYk1u}cFn6vmTWa@R{+ty;uE7tzWsR&;Z%NGAu~icmrmYsG7iTo4Nh4xOEDb#l^C
z{6id-fd7b-FHR2c$9vy<@V@Vbe{g=(Z1TP1=fO66;{|?bAcPoH52`!|7-W$p3*xB3
zmj3mTV}?MFZM29ksf%6WYA&_RCbni%iJz$BCc2@POEShXdL*t6_pz;CMHeWeXBqWu
zG`thHKFUi45XuvMsPR60%&=#ZsZ{qF)4__40}_BIh4kr(Fyd5;TxE@Fi|qDvEv(}C
zu+U2CG#vAQI$)6G^P!xKjAx}0rhG+u9ps;W_j;DA?pUk2FtfZWNWZfNi!$U#n3D!+
zlO@t3dIRQc)5nFFN>S?O`xp7d2g{)9R=`TYD!{XRCKV)tSh^k5e^#n*+QGP@Z08rq
CqgWRJ

diff --git a/q08_linear_model/build.py b/q08_linear_model/build.py
index 85d49da..2dc04ea 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
@@ -15,6 +16,10 @@
 val = cross_validation_regressor(model,x_train,y_train)
 y_pred, mse, mae, r2 = regression_predictor(model, x_test, y_test)
 
-# Write your code below
-    
-    
+# Write your code below ,'cross_validation':val,'mae':mae,'r2':r2
+def linear_model(x_train,x_test,y_train,y_test):
+    G = model
+    stats = pd.DataFrame.from_dict({'mse':[mse],'cross_validation':[val],'mae':[mae],'r2':[r2]})
+    return G,y_pred,stats
+
+
diff --git a/q08_linear_model/tests/__pycache__/__init__.cpython-36.pyc b/q08_linear_model/tests/__pycache__/__init__.cpython-36.pyc
index 5f231d25458b7d9ddd095d46081a461751daeff2..d3232efcb2b52bfcfccd0d2aa770f0a4f8f47293 100644
GIT binary patch
delta 51
zcmZ3&xP_6!n3tC;era>`L=JQLME#8X+*JMI{JhL;3lmEd{qX#v?BasN<W&9S{FKy*
GeqjKWfe_6A

delta 35
qcmdnOxP+0zn3tF9rT(I*i5%wqf%+NwxvBc;MX8mECHc7%<H7*GZVR#i

diff --git a/q08_linear_model/tests/__pycache__/test.cpython-36.pyc b/q08_linear_model/tests/__pycache__/test.cpython-36.pyc
index cbaeda35dafd76d9b3875e0d9e56e950079bc591..3855c3ee7a9d61175b078672eb89e9b1c238bb98 100644
GIT binary patch
delta 72
zcmew+*Cx+l%*)FazqC1eBS##wLacs9er~FMaeiKAwuOnMiGFx~QFd`bVsff}a(+sx
c{$yER`OQ<AGdUTfHvi`lWnzq)EXtn<07<qMsQ>@~

delta 56
zcmZpZ|0c&_%*)H=Yqcn9BS##wfUkZ=er~FMdQoa+Vo83k{$yQV`OQn2GdUS=ZRY0{
MWn#QFS(QH#0OtD<E&u=k


From b3ced4d174a12b87a2bdfddae71d089023ad6262 Mon Sep 17 00:00:00 2001
From: sonik8494 <sourabh.niks1994@gmail.com>
Date: Thu, 8 Nov 2018 10:52:55 +0000
Subject: [PATCH 10/12] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 170 -> 186 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 1339 -> 1397 bytes
 q09_advanced_model_q01_lasso/build.py         |  15 ++++++++++++++-
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 176 -> 192 bytes
 .../tests/__pycache__/test.cpython-36.pyc     | Bin 4099 -> 4115 bytes
 .../__pycache__/__init__.cpython-36.pyc       | Bin 165 -> 181 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 911 -> 786 bytes
 q10_data_missing_values/build.py              |   6 ++++++
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 171 -> 187 bytes
 .../tests/__pycache__/test.cpython-36.pyc     | Bin 2358 -> 2374 bytes
 10 files changed, 20 insertions(+), 1 deletion(-)

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..1179e1009a71845bb185f3a2da07f655826a843e 100644
GIT binary patch
delta 51
zcmZ3*xQmg)n3tC;era>`L=JQLbp4F{+*JMI{JhL;3lmEd{qX#v?BasN<W&9S{FKy*
GelY-;s}SV?

delta 35
qcmdnRxQda(n3tF9rT(I*i5%wq;rbc*xvBc;MX8mECHc7%<6;27cnit^

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..4831621c7a2880e08dffd1158da64ca723b2b5ab 100644
GIT binary patch
delta 580
zcmYjNO=}ZD7@m)v*<?3KwMiS%gO);J53-;=D8vs?JPOi-uqt8LnWkxz>@u@Tg;`2T
zuN6xEf)~Ad^y2TBi-P_IFP?m7>7nm1&%Dnw?-%d)=x?-rzuS$DH~zeN#1Q(8u2=~E
zQ@G~q#rCJIo{VMZ3}-_%RDCs28){QVvU|=jl6(&(YZpI0p9B#8%%_|IRLBMrpW~WY
zc8D#qWJxfph-DUAx}<M|n%807s@oL>&HvLns)9qdM0E@=x6u;YSdtNHSgT?5lC>Ka
zT(VHIK00Y6K0;8A+jyVCT;a<EJ0@o3fymmqE{qv}5Hm;TLOG)EO<+*4Ur#_WDhV|Q
zmeKubrC}dP`z1J1O4oiaD)B;#xytyS(o<!Ujth^+l@`;5<KQT>nvmhUY;7itDaKk&
zv;s#v{&8GtC3V*qj6HOGRSI)t+~fs>eL;E?w0|-^DCR0P#bSE&VE5r}`nu3ZrWCnK
z^Fpe0bxLoqev+NLjx}9|kYok`2uHYs2XI@s*PL~%Z-Aa)9evxPuW-+iMd^4c7E&19
sTb%~^=o$p*>mJrU^gZ~bW|%AB+ql+fUdZ<|^_T!NH&=JqEfU550k4dVt^fc4

delta 548
zcmYjNziSjh6rP{EdwYAAfYGQ4MhFD9@g#O4Dk@hBq97c?F*uv#j{W7^F(fj}6=xga
z*v7(2Y^*K)FD$3EwY9PG%~hG<eZ23z`R1E9f8(F={=LB<UflmWSqVaZlS>OZd5qC~
zUhRL{80fxEKGMmy4qlRUxcc>N5n%JFKcEo|u|iYLG{4}jv~o@@v24jGG0e(!&fCCn
z%&Fx|{zkN68@0VQHexPqV1jvQqb0RH8*A}JXn9O^aKYL>Dni>o;%FN_A47y@DR)vW
z^7=%%URgn*^4W*XC7?=O71PEjlcmDRx6@OVI{`(LIbNvDF*pS3_0-8(sk5^*0zZZ0
zM>7K<W*|LfwRXK{%BV4@0%c|GMDq?znz-<6YCz3O7jzZded1)Unx=w*mj&n38ZtfM
zXb2nrwoPA_{z1)m0=JO;do?<#ifnWY*|{=RG3uz;>q3683p?1phS4MlgbrzfdyC$t
zu=8WWU(hYMigg#%IHqdgiYMdlk+{?S5qDp2BZcc8Zg{xq!QZ%cy##w$bJ2sM((m)^
Xq5qA>s}i=}=orz6p)-rvCL8kqCntid

diff --git a/q09_advanced_model_q01_lasso/build.py b/q09_advanced_model_q01_lasso/build.py
index c832d59..b76777a 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
@@ -19,5 +20,17 @@
 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):
+    lasso_regressor = Lasso(alpha=alpha)
+    lasso_regressor.fit(x_train,y_train)
+    y_pred,mse,mae,r2 = regression_predictor(lasso_regressor,x_test,y_test)
+    val = cross_validation_regressor(lasso_regressor,x_train,y_train)
+    scores = pd.DataFrame()
+    scores['cross_val'] = pd.Series(val)
+    scores['mae']=pd.Series(mae)
+    scores['r2']=pd.Series(r2)
+    scores['mse']= pd.Series(mse**0.5)
+    return lasso_regressor,y_pred,scores
+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..ba7dc6ce42bb6d79487d0e778454e3d19500ac39 100644
GIT binary patch
delta 51
zcmdnMcz}_^n3tC;era>`L=JQLT>Xsv+*JMI{JhL;3lmEd{qX#v?BasN<W&9S{FKy*
Gen|kE)e!vv

delta 35
qcmX@WxPg(wn3tF9rT(I*i5%wqvHBVLxvBc;MX8mECHc7%<B|Zvf(zmR

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..a02f525ab6d324ea42445afd24c0fc4e99cda414 100644
GIT binary patch
delta 194
zcmZoxn5@8I%*)FazqC1eBZnume5QUzer~FMaeiKAwuOnMiGFx~QFd`bVsff}a(+tc
z<^*OvX2z(^{cJCo7*#h{aI!LTYcVh|6sdv;?a947Qj-^P-Nz7H#(f7(Y?8bRNQ*j%
z&;$`WAVLpB=z|D@&33%U8O5Sl^Gb6IDvOkXVo_`biFqlB#YJk9rTM2Ys!ra(9}EDl
CW-(L%

delta 178
zcmbQN(5%2=%*)I5Qh!m@Mh;JA{z(0d{M=Oi^rF<t#FG5n%>~SQ%#61-&u4qV#HhBp
zgOin!TbqG_p-2rx=uDo=BQ<#w*L@7JZQOUz#3sqBg0yIW2rUqy3nKJEgaL>!-0a7D
moKfr+YhGz?L1mFLP%MhAATci`vA9TmvNrz|MzzTY_=5q9e=Y0)

diff --git a/q10_data_missing_values/__pycache__/__init__.cpython-36.pyc b/q10_data_missing_values/__pycache__/__init__.cpython-36.pyc
index 9f50df257f7dadafbe3ce884c55c000ecc154d68..9aa6584e72b6fb6cf1a89fb3ae473f2923135627 100644
GIT binary patch
delta 51
zcmZ3=xRsH^n3tC;era>`L=JQLB>jy1+*JMI{JhL;3lmEd{qX#v?BasN<W&9S{FKy*
Ge&GO?2oTW#

delta 35
qcmdnWxRjB@n3tF9rT(I*i5%wqLHZf_xvBc;MX8mECHc7%<H7;H#S69o

diff --git a/q10_data_missing_values/__pycache__/build.cpython-36.pyc b/q10_data_missing_values/__pycache__/build.cpython-36.pyc
index 5c075f43b94e582040d94a38ff22b71e81107625..79abd39aafd14c95dca4192a3d62a7bba69470cd 100644
GIT binary patch
delta 230
zcmeBYpTwqY%*)Fan(;6?iiv^YF#{4{0kR!{xVUPfatSw2Gb1BI3QI79Cg;QpF@cOg
z31^Tb2au>?$YN+_07^0XX)@m8NJ%YDF3L<w1+tk^(pEAQfz<qp*U!k$P1P^X&&$lV
zFtIez56>^kE-pw+PSsD&Pf49Tk<m|xA7moX9SjVNMO;8qQ)sdv(+|#DOa&=L>_Glx
nA!cO_kObIBB!Uwtc8kL%H$SB`C)EyQLb1r?0%j3r77iu=%iJ&)

delta 370
zcmaKny-ve05XXIP3T{adN(&QW$&>+Af(Z#BB$(TQ1x1yrw05CY(nOAf6vXBoRPqL$
zV1noI%1a<7&SmMuS@%2Nhwm@HZoO;=r=HgyU9X~NO2`-4FbD6K=*8PIP-mWoA&vZ~
zBf4T=_!^KM4VnVM3g$NQ)?c(8Al$hjVSBk6iUzK^va7m?Co(765)_>`G)yUuK|gd1
z<D!_z*;trnoaaepXwHrM5GSP=O|o*KiVzIkz7x5FdwvGJ`z#f`J1MGIWobQt{)uZ<
z@F#?T^pKB7$NyS*P=CO8OER1_luzqV8btP?f!M&<G;=vyDC4Lq7i-lGSS`cO(~Osi
ZxB$$GLxc<Vu(dO~2fLIxF8Eks@C)l}P)Ps)

diff --git a/q10_data_missing_values/build.py b/q10_data_missing_values/build.py
index 582edbb..4b8a68a 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
@@ -11,3 +12,8 @@
 
 # Write your code below
     
+def describe_df(df):
+    return df.describe()
+describe_df(df)
+
+
diff --git a/q10_data_missing_values/tests/__pycache__/__init__.cpython-36.pyc b/q10_data_missing_values/tests/__pycache__/__init__.cpython-36.pyc
index 2fdd38ba92c3ca5f1d29fa65d48fd61e792f83c8..7198686922e4cb7e37418299978c0d7caf3389a6 100644
GIT binary patch
delta 51
zcmZ3@xSNr~n3tC;era>`L=JQL4E>D!+*JMI{JhL;3lmEd{qX#v?BasN<W&9S{FKy*
Gez5?VG7#wi

delta 35
qcmdnZxSEl}n3tF9rT(I*i5%wq5&9YVxvBc;MX8mECHc7%<6;58&kN1~

diff --git a/q10_data_missing_values/tests/__pycache__/test.cpython-36.pyc b/q10_data_missing_values/tests/__pycache__/test.cpython-36.pyc
index 17019265bc29ee0e0ca9f98bf98dfee0d9486c8d..2fe9b42a80f54db3bc22f4c9226ba201a3d90aa2 100644
GIT binary patch
delta 60
zcmdlcbWDiDn3tC;era>`Mve?7`4s(({M=Oi;{3eKYzq@h6aDb~qU_>=#N<@{<ouM>
Q&Gk$IY>ZKpCvYqS07pj?ssI20

delta 44
zcmX>mv`vV^n3tEU&t*~6Mve?7{t*3){M=Oi^rF<t#FG5n&HYRQY>c-iFW^`P05;bS
A*#H0l


From 93434bbd5b8f14b1a16e6b030c11cfa5860ae560 Mon Sep 17 00:00:00 2001
From: sonik8494 <sourabh.niks1994@gmail.com>
Date: Thu, 8 Nov 2018 11:04:13 +0000
Subject: [PATCH 11/12] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 170 -> 186 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 1339 -> 1402 bytes
 q09_advanced_model_q02_ridge/build.py         |  18 +++++++++++++++++-
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 176 -> 192 bytes
 .../tests/__pycache__/test.cpython-36.pyc     | Bin 4079 -> 4095 bytes
 5 files changed, 17 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..eca868f83177d0a55fb0231dcd9fbdc2831f302b 100644
GIT binary patch
delta 51
zcmZ3*xQmg)n3tC;era>`L=JQLbp4F{+*JMI{JhL;3lmEd{qX#v?BasN<W&9S{FKy*
GelY-;s}SV?

delta 35
qcmdnRxQda(n3tF9rT(I*i5%wq;rbc*xvBc;MX8mECHc7%<6;27cnit^

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..c85a2f6c9c5f9b4045c283e739d24a0749435a5b 100644
GIT binary patch
delta 557
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zBJ{#vP`B>%Pimu}Uy+r!nk-V6d#cWToLg1DqKjzf?qCpYZ~S}n%th!gy0SbtKLS@@
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delta 502
zcmYjNO=}cE5be*I*~zXEVlXBl2?T^WE$B^xh>Axsm{U-OCf(W0vh!h0D~a}y!=7^p
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diff --git a/q09_advanced_model_q02_ridge/build.py b/q09_advanced_model_q02_ridge/build.py
index 0fb3e1a..e4f542d 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
@@ -19,7 +20,22 @@
 x_train,x_test = label_encode(x_train,x_test)
 
 # Write your code below
-   
+def ridge(x_train,x_test,y_train,y_test,alpha=0.1):
+    ridge_regressor = Ridge(alpha=alpha,normalize=True)
+    ridge_regressor.fit(x_train,y_train)
+    y_pred,mse,mae,r2 = regression_predictor(ridge_regressor,x_test,y_test)
+    val = cross_validation_regressor(ridge_regressor,x_train,y_train)
+    scores = pd.DataFrame()
+    scores['cross_val'] = pd.Series(val)
+    scores['mae']=pd.Series(mae)
+    scores['r2']=pd.Series(r2)
+    scores['mse']= pd.Series(mse**0.5)
+    return ridge_regressor,y_pred,scores
+ridge(x_train,x_test,y_train,y_test,0.1)
+
 
     
 
+
+
+
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..eb889171cf6931dffcc7d04a6ea823c85211fad2 100644
GIT binary patch
delta 51
zcmdnMcz}_^n3tC;era>`L=JQLT>Xsv+*JMI{JhL;3lmEd{qX#v?BasN<W&9S{FKy*
Gen|kE)e!vv

delta 35
qcmX@WxPg(wn3tF9rT(I*i5%wqvHBVLxvBc;MX8mECHc7%<B|Zvf(zmR

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..0ae8e97fcdd015fdfd5bffee0091c7aaab5c91cd 100644
GIT binary patch
delta 202
zcmaDa|6iWNn3tC;era>`Mh;JA`Aq$c{M=Oi;{3eKYzq@h6aDb~qU_>=#N<@{<ouM>
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delta 186
zcmew_|6ZQMn3tF9rT(I*jU1lL{E_+@`MIh3=|!oPi6!~Dn+uqwm>F+v?q++z#HhBp
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From f4c64b7e0d575624fd4a8448183ac50370ceee3b Mon Sep 17 00:00:00 2001
From: sonik8494 <sourabh.niks1994@gmail.com>
Date: Thu, 8 Nov 2018 11:49:35 +0000
Subject: [PATCH 12/12] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 177 -> 193 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 1081 -> 939 bytes
 q11_feature_selection_q01_plot_corr/build.py  |  10 +++++++++-
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 183 -> 199 bytes
 .../tests/__pycache__/test.cpython-36.pyc     | Bin 1488 -> 1504 bytes
 5 files changed, 9 insertions(+), 1 deletion(-)

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..c7167c661a29e64d4d11baba085a8f97abfde33b 100644
GIT binary patch
delta 51
zcmdnUc#x69n3tC;era>`L=JQLJpGLP+*JMI{JhL;3lmEd{qX#v?BasN<W&9S{FKy*
Ge#rowToC~P

delta 35
qcmX@exRH^=n3tF9rT(I*i5%wqarzngxvBc;MX8mECHc7%<B|cw*$d_X

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..59cc9d61c176030b2c42113229366cd1d53eaf18 100644
GIT binary patch
delta 305
zcmdnVv6`LJn3tDpt<sa|;EkN(jP=Y63=AOb48+AsK%#~ri=mmJmZ^j>i>ZdGnURqJ
z$YM@mPGRZ=vQrp>88lh^UWx!!YBEN#r)8!WXI7<ZG8J(FMZkn6%Pp4V{Gy^;%mq0m
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L+A&X7WRU;>Nz+fF

delta 473
zcmZ8cze~eF6ux(NY0}u1Dx#u=&Yda<;vg<ME9hhuC786PB)Rf(RVyhDnLFh_a1$p-
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diff --git a/q11_feature_selection_q01_plot_corr/build.py b/q11_feature_selection_q01_plot_corr/build.py
index 0427922..af47d9b 100644
--- a/q11_feature_selection_q01_plot_corr/build.py
+++ b/q11_feature_selection_q01_plot_corr/build.py
@@ -1,3 +1,4 @@
+# %load q11_feature_selection_q01_plot_corr/build.py
 
 import matplotlib.pyplot as plt
 from matplotlib.pyplot import yticks, xticks, subplots, set_cmap
@@ -21,6 +22,13 @@
 
 #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(x_train,size =11):
+    
+    corr = x_train.corr()
+    plt.matshow(corr)
+    plt.figure(figsize=(20,20))
+
+
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..1516602c54acadb51c3fbae82b3df56cfd23f4d8 100644
GIT binary patch
delta 51
zcmdnac$|^Ln3tC;era>`L=JQL68(()+*JMI{JhL;3lmEd{qX#v?BasN<W&9S{FKy*
GewhHDh7lP6

delta 35
qcmX@kxSf&1n3tF9rT(I*i5%wqDf$`txvBc;MX8mECHc7%<1zun;|u-(

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..e89d69307d638cfecdf521620275fa9d52d38b46 100644
GIT binary patch
delta 66
zcmcb>{eYXpn3tC;era>`Mvf3Bg#!JI{M=Oi;{3eKYzq@h6aDb~qU_>=#N<@{<ouLW
W{mBbi<TrOSJ!E8z+MLUh%m@I|-xb~f

delta 50
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