From 90a5affd5b79a0a1274b9dbd505af6cd0bc13af1 Mon Sep 17 00:00:00 2001
From: Tusharshah2006 <tusharshah2006@gmail.com>
Date: Thu, 29 Nov 2018 01:22:53 +0000
Subject: [PATCH 01/17] Done

---
 __pycache__/__init__.cpython-36.pyc           | Bin 141 -> 162 bytes
 .../__pycache__/__init__.cpython-36.pyc       | Bin 155 -> 176 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 414 -> 392 bytes
 q01_load_data/build.py                        |  10 +++++++++-
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 161 -> 182 bytes
 .../tests/__pycache__/test.cpython-36.pyc     | Bin 1525 -> 1546 bytes
 6 files changed, 9 insertions(+), 1 deletion(-)

diff --git a/__pycache__/__init__.cpython-36.pyc b/__pycache__/__init__.cpython-36.pyc
index b0c3719c2f46201b3baa3fcef746c16a601c9e9f..1d7413f0b9ef67a9597ce7ef97ea97c9330aafee 100644
GIT binary patch
delta 56
zcmeBWT*Sy>%*)Gl*6x4wL=JNmfBlU7+*JLL(&CK7A|TE%GB7aH56>^kE-pw+PSsD&
KPf4BVXAc1WuoCG2

delta 35
qcmZ3)*vrUa%*)I5Qh!m@L=JO)EB%c8+*JMaqSVU7lKk9>$@T!ZRtsPN

diff --git a/q01_load_data/__pycache__/__init__.cpython-36.pyc b/q01_load_data/__pycache__/__init__.cpython-36.pyc
index 4596200714efc1a2bd21ca0d0f36671155da8439..191a33970a9c175602364f85eed1f65c5610f568 100644
GIT binary patch
delta 56
zcmbQuxPg(wn3tF9tlj_Ui5%uCvHBVLxvBagrNtSEML?WkWME*XAD&;7U0jfuoT{Ik
KpOQM!&ldm&^AjNe

delta 35
qcmdnMIGd5fn3tF9rT(I*i5%wq9{L&ixvBc;MX8mECHc7%lYIfa7z>yH

diff --git a/q01_load_data/__pycache__/build.cpython-36.pyc b/q01_load_data/__pycache__/build.cpython-36.pyc
index 98e98a79cdf9a026efe48fdde2a84d1da49836cc..556871df898478c1e8853dfb321f43374e091d3a 100644
GIT binary patch
literal 392
zcmYjNu};G<5Vf7Oq?O9Rz|5L~xPZh00wnehfP@r=$ju!jC8>k$R05R=Rz8G};RmuZ
z@e5tx+@a#6_s)9v^nCWwXf(V!|GoQSjC~U}CFpcPuzN(nfLAQ#AW{JVgzqd3FhKFf
z(-8PIi+exhVw0EMM1pckTGs;3-F~fHlG{bj{g}$9hJ;Ik-63*p#+Q^1;zPXhrOyf`
zD}EC5F0k0dq7x0ILxT!3r=}H>5;n>eoq+pKX0|9}mC8cbC~sO@C_^X?$KzvptIeZr
zRE{#&fU<5YS1yz(mBY;7gF$OcJ<l4WXP7(rG(N~GP1md+Fm1~UlIFP^Y_z`L*)Pxd
uHa7$6aj)w)Y7WX8ubZAHKQP|A-t8Ynq;=70t)Z>(%>RV-wupy86#fBn>0asp

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..6b3b177 100644
--- a/q01_load_data/build.py
+++ b/q01_load_data/build.py
@@ -1,4 +1,12 @@
+# %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
+
+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..88d63481de23e1e76e57bf4a247d00a32296f7ce 100644
GIT binary patch
delta 56
zcmZ3;xQ&s+n3tC;*#3X?L=JP6Wc`f%+*JLL(&CK7A|TE%GB7aH56>^kE-pw+PSsD&
KPf4BV7YqROFcQE3

delta 35
qcmdnSxR8;<n3tF9rT(I*i5%wqe)<{txvBc;MX8mECHc7%lY;@iA`7qp

diff --git a/q01_load_data/tests/__pycache__/test.cpython-36.pyc b/q01_load_data/tests/__pycache__/test.cpython-36.pyc
index 9aa6996833ac66f36d6c99e9f80a514b1a8a8440..efd381ccf92672dad35717ff701b1cd7e6f2e4dc 100644
GIT binary patch
delta 58
zcmey$-NnOU%*)FaZ2v!cBgacdm3aM({M=OikkaCe#3CThFfuSO(+|%t$}TQQOitBL
M&QD3*#PpRJ06l6HMgRZ+

delta 38
tcmeC;`O3{<%*)FqWWFeBBgacdelPuu{M=Oi^rF<t#FG5n&7w?SnE~E03}^rV


From 182ca534d076f4b9fd6d685eb987d84a0f1a1ae1 Mon Sep 17 00:00:00 2001
From: Tusharshah2006 <tusharshah2006@gmail.com>
Date: Thu, 29 Nov 2018 01:29:31 +0000
Subject: [PATCH 02/17] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 156 -> 177 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 660 -> 695 bytes
 q02_data_split/build.py                       |   9 +++++++++
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 162 -> 183 bytes
 .../tests/__pycache__/test.cpython-36.pyc     | Bin 3134 -> 3155 bytes
 5 files changed, 9 insertions(+)

diff --git a/q02_data_split/__pycache__/__init__.cpython-36.pyc b/q02_data_split/__pycache__/__init__.cpython-36.pyc
index 5d17273741a726a430cdf3ccf2eb63426483d618..52db097dfa7a117c3a4488ac151e2fce5dd91b3f 100644
GIT binary patch
delta 56
zcmbQkxRH^=n3tF9tlj_Ui5%uCarzngxvBagrNtSEML?WkWME*XAD&;7U0jfuoT{Ik
KpOQM!&kq0xi4!FN

delta 35
qcmdnUIERtLn3tF9rT(I*i5%wqp86U2xvBc;MX8mECHc7%ll=g^Zws6N

diff --git a/q02_data_split/__pycache__/build.cpython-36.pyc b/q02_data_split/__pycache__/build.cpython-36.pyc
index e6bd2ebf2f76eee17541ce631c667ecb332558ff..8b74507c629f87d8f16503c424bcda07ec0ee612 100644
GIT binary patch
delta 375
zcmYk2y-or_6ou!`&i(+4SVB#;HcKS2Fh(g%=x8*G1IcE?3_mI?&MbvyHWsv65Nz~C
zd<I`(TMI*c0~?*O;wJaxJGpnxB=^OBx9iPvx%k!k?Nu;BpJ=Oy=9X@Gx~eyKxyzj;
z^a=H7ffi|Lb#e80sHX~DBL*X2c!@JmnrkS-DJW2wS&T6Ine<6!WhApRM_Gy}TRB5=
zh61NUal5$zoiciRHT7|_+0!n-w2*R{Mso7NsW0LgOQw-b<CN<WVIr9e3!xec+#IuE
z4&5B?bGI9%BA(20r@M}z7L;|;PcIxNQy!i#<Tw_($NP=OL3o*n8##{$JRBs9ub-e@
z_4Kwhf?x+csA5sk9Qf;Rxa&9?|Gg*}DjF#n@r{^|wq!@!+&h{kY;ntv^;MBH4}9=-
Iu4j4fAJ-dI4gdfE

delta 359
zcmdnaI)zo)n3tF9i20(Zxr_`9j~S2v6Oioy#Kk5Pm5nE+Mb`TOIW-Jf3@Jd^$^;}?
zTba_BBpGTMkwn?RB1|QWHH<Y(DNHHMDJ;D#F)X#rwJf!)wQM!aH7qr(HEd}t!3>)0
zelLNRGNjL%2?8hWUupq)noPGiOHzwV;)^q@Qg87TCFZ5%=f)S8B*vAbzWfgaMI2yN
zQ7oA``N>7hAP)O2rj)c>j1jjOD{rw^#FrE$X6D^u12TZ-++weU2>=;Dft3tJ0zgf_
z-1IZ@b5r%xi&85SOY(Ck&t!C$U<FDPgUn}O6k`-(lwd3p0<twZCjVe8wBQ6X!F;fO
eBtj4<af`zyH$SB`C)Ez*C9oMhj694SKnMVGR9ln)

diff --git a/q02_data_split/build.py b/q02_data_split/build.py
index c2e7147..65add09 100644
--- a/q02_data_split/build.py
+++ b/q02_data_split/build.py
@@ -1,8 +1,17 @@
+# %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):
+    X = df.drop(['G3'], 1)
+    y = df['G3']
+    X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state = 42)
     
+    return X_train, X_test, y_train, y_test
     
+X_train, X_test, y_train, y_test = split_dataset(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..f2da98b9ee6d24356496835b452243dbd41e89cb 100644
GIT binary patch
delta 56
zcmZ3)xSf&1n3tF9tlj_Ui5%uCDf$`txvBagrNtSEML?WkWME*XAD&;7U0jfuoT{Ik
KpOQM!F9ZM!4HG>8

delta 35
qcmdnaxQLO%n3tF9rT(I*i5%wq{`wjDxvBc;MX8mECHc7%lS2T$c?+}v

diff --git a/q02_data_split/tests/__pycache__/test.cpython-36.pyc b/q02_data_split/tests/__pycache__/test.cpython-36.pyc
index a1b3fc579e35798e380953fe62d7efac2225573f..9fd74529b7b06b95667cfd477da0718ef04268fb 100644
GIT binary patch
delta 59
zcmdldaan@Hn3tF9tlj_UjU38MDhc`-`MIh3A*IC`iA6x1VPs%nrXQYPlwDkqn4GGg
NoS%}q*@}sU3jj{t6L$ar

delta 38
tcmcaCu}^}-n3tF9i20(ZjU38M{NDN*`MIh3=|!oPi6!~DoBf$sxB%v53()`o


From 957a0cf969c87843a337c13cbf46553821f3eed7 Mon Sep 17 00:00:00 2001
From: Tusharshah2006 <tusharshah2006@gmail.com>
Date: Thu, 29 Nov 2018 01:38:58 +0000
Subject: [PATCH 03/17] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 159 -> 180 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 924 -> 822 bytes
 q03_data_encoding/build.py                    |   9 ++++++++-
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 165 -> 186 bytes
 .../tests/__pycache__/test.cpython-36.pyc     | Bin 2197 -> 2218 bytes
 5 files changed, 8 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..72e74c1c80647b55a48687d8e06c13126fe09388 100644
GIT binary patch
delta 56
zcmbQwxP_6!n3tF9tlj_Ui5%uCiTWA&xvBagrNtSEML?WkWME*XAD&;7U0jfuoT{Ik
KpOQM!FAx9;OA|2w

delta 35
qcmdnOIG>Tjn3tF9rT(I*i5%wqKKdE?xvBc;MX8mECHc7%lLG<0bPK2e

diff --git a/q03_data_encoding/__pycache__/build.cpython-36.pyc b/q03_data_encoding/__pycache__/build.cpython-36.pyc
index 302366cb1c8d346c67f347e326ce7abc487c2dcb..348e26453df716419060551cf874f02cf49cb859 100644
GIT binary patch
delta 433
zcmYjN%SyvQ6rJ2WZ4-^I+$jh`Rw)Wyi3r85APUteN^B;yHIHGEg4Glk{esf1KhPiW
z3*5V(t$*Q0@3cNTmwPzeb6;~`%vWP)-*IZ&t*@&$AmoEAJq`I0dJ#`{+N*Sp)~P*)
zYY5z6ee!tutfPiCq$P895lS*9BPf+VRM1z)%1AA>Kdx13rNwYYJmtjGxoj@Xhue~e
zy)4i}#*$&+#Jy5RvLeoTDh!lqQF^*CFBXZyK!TybOzuvT<E#^j`ds>{a2N7_j~U^0
zob-9)ck`6`=Yygfa`f(AqtW!+IlnJh*r9$WkElO=hplN7yiHsF$U-2Bq1cKI+(GVb
zOrKy@1$s6}*-${ngu%ir3JU=&5)j2)o`f3+!W{l?j088Hci<~huSt+wErFaUtb;U<
U1_?csS1nuwoQ-Bl16Q@oZz!N|fB*mh

delta 530
zcmY+9Jxc>Y5QcZ>zG5(%fQW)cKoCv{DQql)2x?(tV_^(PII?@@!hN}Wkwh+}2twLm
zYh{<t${(|BD*u9&vq2^9urKdCJ3F)cVZS>2N2OA+cKp^_03i#qvP|@+xMg#;e>0oj
zjy14wpJ_Nn$;gC^U@*uiqdDmTgIzL#b8^Q<MrQO(WEO+m@HMA$Cx@QBWCk;y|M-8>
zAXw$(6mR~oqT^N6AP+k?Bqurb;hMPSlgr~y!nmwvU0#ioxEA*#E`m<=(F^+;C)FP!
zC_epD%avOY`cujhUVP7$CA(hA6~w8s11Y!{w#*<*I<1l)WbKO#tE8WZNUi-@*Hlik
zjcE`o8x5D4f{-g3%!$~<-d~sXZW8hOz2HMHOQM%|dbwA`1G$buz=mzuq6hSliVEg#
z`K1E$fwJ(i=};69DLeII=1B!9Q^0)X41Ncq(F2{~FF=D}*=ad_MasHWp%EplAMz9Z
PeYt_MPIVM?KpDOP@Y{-o

diff --git a/q03_data_encoding/build.py b/q03_data_encoding/build.py
index bb4c8ca..e884a2e 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):
+    lblEncd = LabelEncoder()
+    X_transform = x_train.apply(lblEncd.fit_transform)
+    X_test_transform = x_test.apply(lblEncd.fit_transform)
     
-    
+    return X_transform, X_test_transform 
+
+X_transform, 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..bfddf027e0c75ffbe7d4e92d4af14bb75474dbda 100644
GIT binary patch
delta 56
zcmZ3=xQmg)n3tF9tlj_Ui5%uC>G~P@xvBagrNtSEML?WkWME*XAD&;7U0jfuoT{Ik
KpOQM!FB||2&l5=i

delta 35
qcmdnRxRjB@n3tF9rT(I*i5%wqLHZf_xvBc;MX8mECHc7%lfwbOeha_=

diff --git a/q03_data_encoding/tests/__pycache__/test.cpython-36.pyc b/q03_data_encoding/tests/__pycache__/test.cpython-36.pyc
index 8ade2b73d89dd5f9591f59a4f4d14aa50d93bd2e..08cc17dacf5add8afb57081a5d298f4c7814d3cc 100644
GIT binary patch
delta 64
zcmbO#xJr=2n3tF9tlj_UjT{P0s>%8p`MIh3A*IC`iA6x1VPs%nrXQYPlwDkqn4GGg
SoS%}aKlvrQ{N`{bJ2n8L>lHiz

delta 43
zcmZ1_I8~6tn3tDJ*J4rBMh*og0YCkW{M=Oi^rF<t#FG46{mK8><u~Ur*|7lt31JNt


From a2c96d66831583df178ec2d15b295c6f2de9ff11 Mon Sep 17 00:00:00 2001
From: Tusharshah2006 <tusharshah2006@gmail.com>
Date: Sat, 1 Dec 2018 04:02:04 +0000
Subject: [PATCH 04/17] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 157 -> 178 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 1006 -> 1173 bytes
 q03_ohe_encoder/build.py                      |  15 +++++++++++----
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 163 -> 184 bytes
 .../tests/__pycache__/test.cpython-36.pyc     | Bin 1478 -> 1499 bytes
 5 files changed, 11 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..fa1fd46e1a02df368b0c151a41dca26b3520d9ac 100644
GIT binary patch
delta 56
zcmbQsxQUU&n3tF9tlj_Ui5%uC@%kD0xvBagrNtSEML?WkWME*XAD&;7U0jfuoT{Ik
KpOQM!&mRB?9}_76

delta 35
qcmdnQIG2&bn3tF9rT(I*i5%wqUiumNxvBc;MX8mECHc7%ll=j_#tWbT

diff --git a/q03_ohe_encoder/__pycache__/build.cpython-36.pyc b/q03_ohe_encoder/__pycache__/build.cpython-36.pyc
index 1433b7bfe437842ddac619a606d8eb33eef1b873..210730a5d3d760bc9c843e647d8c37b62f3d0ccd 100644
GIT binary patch
delta 635
zcmYjN&ui2`6rP!MlWaEGrtMaH(nIkO!KT>KlW3s|y;o3%g(c0r?QWZ2OtR30T|`n(
zqOb&S{tx~up69Aw{R4!8Z??iZ!~5pFWWIUd_kLSn+Pepy=X|qR|JESn2l;QUVSbEJ
zeqQW88KxGuC=o=o5}UV|r^7oyg;`VXf&p$#`)l0eUB1qJVF~+&zy@rBd%0E9n!Y4>
zuLr#$6>Z_%P`(Y@;6b-$ea7$c`=WJ5g3jXWp&wA?Ceb-01IXfBz~cM+$1dvl(+@{^
z3gPQXIf^94=;{9cQTQg8S7i~!5bDce(>5M9ALye~PfKSACXrn{V)VCMCZhIsf>9nJ
zRAfeGR12AtIj!i72`bnpHaBL*C2M}t!*|@o7P5rEkS%0L&F9{5Tn#E2W#urJX<#br
zT9@NYnV3LXscsxqaFNUDV4MlK=1!i$X<og`Vxc;3S6t;|frQl;sU6<|8VQJU@)7(S
zh>yQY2Z7Kob*V!gCVN-~JL*Mq%l4XIY|8kFPLB@;BC4W0;yAn5JD-dbvGkzKBFaQm
zDpm;I$|h+sRV*u{g)hl<4Z2VB(RgrX>uN)TZX-7}Y-w1DTxNRY%6^vSVv@jfJ^NA<
RTokFdO>Jf~pY0f~{TJ+LnOgt=

delta 528
zcmYk1yGjE=6o%)L>~1!@F^LLRT8Ll@31SKn5kbMm&PE1dSu!UvlD#mqf`N!gY%N0Y
z1?+qQpTLKZY3+RgE6*riW;p-+oXgBN50!U!bt?@0!S<tgWrVzuf2)LkA43<@)s17}
zN+L@`PgH=)@`MT>IQSEKRuWYah)~p|Bi%a!b5IBWqA{TpdPuOZ3C$jro~+zaF)vFe
zq~%YaJJXNb#VTI@anwG~5@`1ojN&3o+OvqS%wFi)j;(5BA`Vd@9$k)NmxE#14lwjO
zN<qd<QpxVwH6QZ}I@@HO8{_CaRvKDd*=7;;21Qh;IMuyOC8qLgTaKZp!a0o!(1odW
z;{y7b8byOt!j<6JIfyD2e<nr!yYnxjEa|rd=!}me(K4jnOhOG4+Cw2UpgwNZMBiGN
zRrwPl=5Z=xZCEZ%IlWBskzr}B><5i|WnUPi#zAAr+|f@0jZKshsSkz^AyqDpsD>4L
k|39KHwl6GiH_7DX5cVi`=sF<{5+GDSJ?b%!)!7pN1Pg<N1poj5

diff --git a/q03_ohe_encoder/build.py b/q03_ohe_encoder/build.py
index 36e4b90..463bdbb 100644
--- a/q03_ohe_encoder/build.py
+++ b/q03_ohe_encoder/build.py
@@ -1,6 +1,8 @@
+# %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
+from greyatomlib.multivariate_regression_project.q03_data_encoding.build import label_encode
 import pandas as pd
 import numpy as np
 
@@ -10,10 +12,15 @@
 
 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_train, x_test, category_index=category_index):
+    x_train,x_test = label_encode(x_train,x_test)
+    oneHotEncd = OneHotEncoder(categorical_features=category_index, sparse=False)
+    X_transform = oneHotEncd.fit_transform(x_train)
+    X_test_transform = oneHotEncd.fit_transform(x_test)
     
-
+    return X_transform, X_test_transform
     
-   
+X_transform, X_test_transform = ohe_encode(x_train, x_test)
+
+
diff --git a/q03_ohe_encoder/tests/__pycache__/__init__.cpython-36.pyc b/q03_ohe_encoder/tests/__pycache__/__init__.cpython-36.pyc
index 8c87a88f1c4ac0875da221298faa5cf1f1990908..59d550d6331a50018e896aacefaef8838eee8f07 100644
GIT binary patch
delta 56
zcmZ3?xPy_yn3tF9tlj_Ui5%uCsrniDxvBagrNtSEML?WkWME*XAD&;7U0jfuoT{Ik
KpOQM!FBAX^qZ2^@

delta 35
qcmdnNxR{Z{n3tF9rT(I*i5%wq0s0yFxvBc;MX8mECHc7%lS2W%&<nT#

diff --git a/q03_ohe_encoder/tests/__pycache__/test.cpython-36.pyc b/q03_ohe_encoder/tests/__pycache__/test.cpython-36.pyc
index 1956a19a3862d792c03ff34e686b4f3716827383..39d4389a67e1902b80d9c9b7fec3fcd763484aa2 100644
GIT binary patch
delta 237
zcmX@ceVd!Zn3tF9tlj_UjU0K5Hc_l8C6xuKnoPHt^bBq>R;*+w;$>i9_?4)ik)NBY
zA5vPJkyr%88Ab*MX8PgzMcKs#iOH$@$@wX%ljkyqG4fCT!uXjRqzA0Ah;Q;IrVd8I
z$<@q;j6##wGE0k!faFBs3cyPFCf{YwGZX^}N}|d@q(Nc=Kmx=oW&si$OdKpl0+VZ4
Y{-_9pB)LF@IEVl#gIJC1h&ilU08sHW(*OVf

delta 243
zcmcc3eT<vKn3tC;(_&H7Mvgp2ja#fKC6xuKnoPHt^bBq>R;*+w;$vW7_~oOYk)NBY
zpI($&nOKsat3O$uRetg%Ml(i%$(&4|xj|~c3XAwBvom)v3QeBCY-lJ96urfloLG{Y
zo?lcMpP84ET5*fHxTHvvsYn#0LkzABYykh{Pt19S;vhjOR2hggNK6n&@B(o$3y|Po
g;$SHfoIH``kBSILk_$vgfC!K>h=Y)wwvkl}0D^TiK>z>%


From 220988f99196fe40075fb73a788e89a6ec28e7e0 Mon Sep 17 00:00:00 2001
From: Tusharshah2006 <tusharshah2006@gmail.com>
Date: Sat, 1 Dec 2018 04:11:52 +0000
Subject: [PATCH 05/17] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 164 -> 185 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 921 -> 811 bytes
 q04_data_visualisation/build.py               |  11 ++++++-----
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 170 -> 191 bytes
 .../tests/__pycache__/test.cpython-36.pyc     | Bin 1259 -> 1280 bytes
 5 files changed, 6 insertions(+), 5 deletions(-)

diff --git a/q04_data_visualisation/__pycache__/__init__.cpython-36.pyc b/q04_data_visualisation/__pycache__/__init__.cpython-36.pyc
index d44a511ba9fc7f538b045ab1a267d7e0fc7a3439..4bc302b7233003d3e5a85333f9b74d9fc31222d7 100644
GIT binary patch
delta 56
zcmZ3&xRa5?n3tF9tlj_Ui5%uCY5E!YxvBagrNtSEML?WkWME*XAD&;7U0jfuoT{Ik
KpOQM!FAM+-ITJ+y

delta 35
qcmdnVxP+0zn3tF9rT(I*i5%wqf%+NwxvBc;MX8mECHc7%lfwYNCkwm)

diff --git a/q04_data_visualisation/__pycache__/build.cpython-36.pyc b/q04_data_visualisation/__pycache__/build.cpython-36.pyc
index 2bfbd4e9d4e48bf9ff2e2bf665199d203cc772e7..264019bed507fa65be99ac64515ed622546982d1 100644
GIT binary patch
delta 187
zcmbQqzM75Gn3tF92PacZ!9>n4F-!~$49-AY%mE}y7-|@r8G{)#8T~XFi&%jonoPG?
zQW8rNquA3j)AJH@Q&%z+u>-|_CF^J8=cek1lon?s76EaFk%57ket3RSc5y*sa;koE
zeoE@(gNy+pydc9twlFXjaRNzA!CUr|3z_sLM=~8^y~SLRQ!-hBS)7q=vIVo6C`bX=
Od?bQnaxt?iBQpR1IxG|b

delta 310
zcmYjKJxc>Y5S`h*uSCPeh^1I5T$2-R>?{P!G<NA0cD=iJU+k_*Bw&%+B3u<qJF(Ep
z|DZo%|AD<ASh;tV1M`@9^X9!5Z|(Pv2ZR3W$<y?0)%(8p0N~8F8e7mX!zCbSvH*_U
z<&--Qj@@BK7r4Z3a#{t43y8c)^0;p6<Mivuz8iYQMMRCu@;YV4zswSq-3b%$j3rgc
z@`%VbuY<@nw9e19@vQ7x3hA~EzG64R62?(!bsG`maHiR`wJKR5o<R<+>~|8URUzU;
ziaFC&5jP>(Yvy>ky=kv1umBj~5c?=c%{%_=$_-1Iux2G^YFy`))>)Z!nKEoX$-&OZ
O3Oe(Du+_M9AITp}Gg0RN

diff --git a/q04_data_visualisation/build.py b/q04_data_visualisation/build.py
index 9c15ad9..aa048ae 100644
--- a/q04_data_visualisation/build.py
+++ b/q04_data_visualisation/build.py
@@ -1,16 +1,17 @@
-# -*- 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 matplotlib.pyplot as plt
 from pandas.plotting import scatter_matrix
-data = load_data('data/student-mat.csv') 
+data = load_data('data/student-mat.csv')
 x_train, x_test, y_train, y_test =  split_dataset(data)
 x_train,x_test = label_encode(x_train,x_test)
 
 # Write your code below
-    
-    
-    
+def visualise_data(data, figname):
+    return scatter_matrix(data)
+
+
 
diff --git a/q04_data_visualisation/tests/__pycache__/__init__.cpython-36.pyc b/q04_data_visualisation/tests/__pycache__/__init__.cpython-36.pyc
index 6631d03b276322b5ac907bd3f7ff2fb8b5d823ea..06c449d538827afdd50c24c1dd19fb4b3199bbae 100644
GIT binary patch
delta 56
zcmZ3*xSx^3n3tF9tlj_Ui5%uCIr<s-xvBagrNtSEML?WkWME*XAD&;7U0jfuoT{Ik
KpOQM!F9rY)y%Svk

delta 35
qcmdnbxQda(n3tF9rT(I*i5%wq;rbc*xvBc;MX8mECHc7%lVbqEF$>fH

diff --git a/q04_data_visualisation/tests/__pycache__/test.cpython-36.pyc b/q04_data_visualisation/tests/__pycache__/test.cpython-36.pyc
index 5353356812e3190f1d8c90fdc95d0d7f053a87cf..39f8e71bb499250091197b83fd7b6ae9da610c3d 100644
GIT binary patch
delta 97
zcmaFO*}%nN%*)Gl*6x4wMh+(?)eQZN{M=OikkaCe#3CThFfuSO(+|%t$}TQQOitBL
s&QD3zpS+$~esd+$PDYt1!Q8}>f}H%4oXjM>f=Uo8iVaFn_G6g~08tGhQvd(}

delta 71
zcmZqRdd<mU%*)HQ-eOVIMh+(?{$Tx#{M=Oi^rF<t#FG5n&3Q~W8D(w><|dXD<m8v+
TWG3kqRDxKy*r4>}WR|%AWHTC?


From a2075c2f7fb003c6970fb1de2a990e2a3d5d91ed Mon Sep 17 00:00:00 2001
From: Tusharshah2006 <tusharshah2006@gmail.com>
Date: Mon, 3 Dec 2018 01:28:09 +0000
Subject: [PATCH 06/17] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 169 -> 190 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 810 -> 815 bytes
 q05_linear_regression_model/build.py          |   9 +++++++++
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 175 -> 196 bytes
 .../tests/__pycache__/test.cpython-36.pyc     | Bin 1588 -> 1609 bytes
 5 files changed, 9 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..664c2b5ba882cc7cca83bc54ac983ed7b6ce1d31 100644
GIT binary patch
delta 56
zcmZ3<xQ~&;n3tF9tlj_Ui5%uC+4>pzxvBagrNtSEML?WkWME*XAD&;7U0jfuoT{Ik
KpOQM!FB$+3Clgr!

delta 35
qcmdnTxRQ~>n3tF9rT(I*i5%wqVfq>QxvBc;MX8mECHc7%lcNE^+6&MC

diff --git a/q05_linear_regression_model/__pycache__/build.cpython-36.pyc b/q05_linear_regression_model/__pycache__/build.cpython-36.pyc
index c40d112c5d846cc979296e4912c2f11a9f286eee..626739ba8abb97fbb6dea662e3fbaf52ad5a4b0c 100644
GIT binary patch
delta 287
zcmZ3*ww_Jdn3tDpdK*j30wxBA#|%h-1;};);^Lf%%86X5ys4b2+|5jk3=>;&>OpeM
zK<o^X7XuO{49yI+Of^hdj5Q23jLl57%r(rx44RC7noLC?#Zk;@nI)Pmw-_UCF;+$~
z<rD#N?n;It4xrqx4E>D!+*JLL(&CK7A|TE%GB7aH56>^kE-pw+PSsD&Pf69!EzK#(
zEK4lPOe{&AJc~(qawnsOqyWf%HXy;k$i~RSRKx{j`DyaqvY)KLq&Jy^>7_MD1Z)cu
l!3h+*#bJ}1pHiBWY6tW;Lovu89-s*z%)unU#K*$H1^~+?JPrT=

delta 263
zcmZ3_wu(*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
zG$yIZJ&YEDd?5STfCK|07b6d25zpqUjPi_@JU{`kb|iuuD0Yj(CO1E&G$+-L5y&eB
R>E>bNVFF<eCIKcsW&m`xIKuz{

diff --git a/q05_linear_regression_model/build.py b/q05_linear_regression_model/build.py
index 7a0a243..6196e42 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 +13,12 @@
 
 
 # Write your code below
+def linear_regression(X, y):
+    lr = LinearRegression()
+    lm = lr.fit(X, y)
     
+    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..50d15cc4bdadbb49cf201ca63d15581be5426ae8 100644
GIT binary patch
delta 56
zcmZ3_c!ZI|n3tF9tlj_Ui5%uCh58x!xvBagrNtSEML?WkWME*XAD&;7U0jfuoT{Ik
KpOQM!FA)F|s}pem

delta 35
qcmX@YxSo;2n3tF9rT(I*i5%wqG5Q(#xvBc;MX8mECHc7%lM?~L<O}Ek

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..1e5253c2b0a75fbced4278561b0dee7d90475de1 100644
GIT binary patch
delta 64
zcmdnObCQR{n3tF9tlj_UjT{L~s=4|Z`MIh3A*IC`iA6x1VPs%nrXQYPlwDkqn4GGg
SoS%}aKUs!Ve)Dvuxy%5%5*3F4

delta 43
zcmX@fvxSGln3tF9y~U!ajT{L~0ulNd`MIh3=|!oPi6!~D`jZV=<u|Wkn#&9TF7^&0


From 3cf2fe90be71991983bdd366412f3515b7ca4dc8 Mon Sep 17 00:00:00 2001
From: Tusharshah2006 <tusharshah2006@gmail.com>
Date: Mon, 3 Dec 2018 01:35:39 +0000
Subject: [PATCH 07/17] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 162 -> 183 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 1086 -> 1047 bytes
 q06_cross_validation/build.py                 |   7 +++++++
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 168 -> 189 bytes
 .../tests/__pycache__/test.cpython-36.pyc     | Bin 2082 -> 2103 bytes
 5 files changed, 7 insertions(+)

diff --git a/q06_cross_validation/__pycache__/__init__.cpython-36.pyc b/q06_cross_validation/__pycache__/__init__.cpython-36.pyc
index 9a1c3aaa4d67dd0ebf5ed2b2e34d7c0807004b94..fb281d0409e9cdbb7f922e9c241bbb038e19dfb1 100644
GIT binary patch
delta 56
zcmZ3)xSf&1n3tF9tlj_Ui5%uCDf$`txvBagrNtSEML?WkWME*XAD&;7U0jfuoT{Ik
KpOQM!F9ZM!4HG>8

delta 35
qcmdnaxQLO%n3tF9rT(I*i5%wq{`wjDxvBc;MX8mECHc7%lS2T$c?+}v

diff --git a/q06_cross_validation/__pycache__/build.cpython-36.pyc b/q06_cross_validation/__pycache__/build.cpython-36.pyc
index 2e1c378d0210faf52111a997f473e84d10da11f6..fd6c6ffa87e302376bfd0a7850950afb5b1a4026 100644
GIT binary patch
delta 325
zcmdnTF`Yx%n3tC;u7f3J88ZXJV+JI^0%SV?aq*0a%H2Gv!l^>3e5nG>%!~{Z*G;dN
z1Im;zWHFX7)iBgB)-a_orZDxgG&5!~H#5{S*Dwb&Xfpe~1e(d9$r#0yT&Br#iz%<*
z7HeWrQDS8g8&EuoB{wxOPm?8z)i*ySHRl#%#4X0kD2^hd_~PXJqSTcPMZ7>&zY_H`
z@^e%5LrRM?5{rO1!^ptEOrJkIzbL!7ATc>rKN+Z7fAVQ2`N`@`R$^j6J;flWGcZaq
z7V!gVO_5vnllL>}ZC=i##>mJy`5d#R_bt|3key(8ur){oA5hON4jZ6?(wtN~CLpg^
b0!Z*M@-TrRBM&1769<z36CV>7GY1O*UmHnt

delta 344
zcmYj~Jxc>Y5QcYl?=Gh#SQs=`76IX!9B3hmsD-82*hrdiWY?H@A7OVD0v9Y&YKm}0
zTG7hd&cYuutyTVlh&YK&W|)^5o|$*1{-<Bxt5jC^4_=xr!PpmD3WxerD)Tg{KTbZT
z4-FbD>p_o87y&RVB$q-uV?Gqt$yp9L&xLfQH+FmOh+VRvbTM0@s~LH-S&1az=%+2y
zkGs}jSx2eNl9sWNRmk-&QQp39mP|X--Lw;U$kRT0|7&OH7^S41+h~sjokT@x;Gmmi
zQpE^Y2m^F)ud`UbF}+DE-{;{?mZ-3!)gZE25*E*VyZD8}T9v4oyD%tI>MiPmDxMUf
oXuRiq2Vkvu6+uI<6IjrN;gZw{pnpWa?_zZfG?|U!N7R7-0o5~CEC2ui

diff --git a/q06_cross_validation/build.py b/q06_cross_validation/build.py
index 406a734..066eab9 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 +19,10 @@
 model =linear_regression(x_train,y_train)
 
 # Write your code below
+def cross_validation_regressor(Model, X, y):
+    r2_score = np.array(cross_val_score(Model, X, y, cv=3)).mean()
+    return r2_score
     
+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..f1f26db3d600fcc72f27bbf1c4877f2881d4521b 100644
GIT binary patch
delta 56
zcmZ3%xR;T`n3tF9tlj_Ui5%uCS^63IxvBagrNtSEML?WkWME*XAD&;7U0jfuoT{Ik
KpOQM!FA4w-krPz_

delta 35
qcmdnXxPp<xn3tF9rT(I*i5%wqq52v5xvBc;MX8mECHc7%lcNB@gA2?6

diff --git a/q06_cross_validation/tests/__pycache__/test.cpython-36.pyc b/q06_cross_validation/tests/__pycache__/test.cpython-36.pyc
index e065247889afd73fa150bc5ca136b8b2492d5d10..ed92b37662b7d99209aa21f45a92607eb0a566a6 100644
GIT binary patch
delta 278
zcmZ1^uw8(|n3tF9tlj_UjU1;K8KX8|W)x!75@ujv_?4!gk)NBYA5vPJkyr%88Ab*M
zX8PgzMcKs#iOH$@$@wX%`jZc^$#0fqmSYqU1nMaQX@n3WligYFm_@Odq!yQC=A}mo
zCl(i{7L~*&=H%uVm&B(QmL}#Di362uG8SQIjbtsd5Cs_}4I<>>h9Vgc65|6Bl0aO{
z1|&F`I9NECi})rpv&Hg7vF4TL7E~6=0VSgBC;PMOZJxu%#>gl&c`>`T6v$ezW+eB5
LjTV{wg53%LLH0g;

delta 248
zcmdlkut<Qzn3tEU%yLoGMvhaAjJGylW)xx+6=7gt_!X$1k)NBYpI($&nOKsat3SDb
zU4FA3vmB#<5Ky`Zqy|EWPL5%@V|I(ZB(=CCGcWy?aAI+BYEemiVoq*;aY=k?VQFGc
zkpxh=CSwtX);!iC3o(#UG9W?;ZYYxRATfR*Aqm9AY(Rp8iGziMxrl$V1Y0cUE!Mo!
j+=9v?`OS4~mW+(jlXtLdOMz?y>p^lR*hJCEf7z`7Ou#oG


From b1e96ed69191de6e51233781b98fa2cc38f992c6 Mon Sep 17 00:00:00 2001
From: Tusharshah2006 <tusharshah2006@gmail.com>
Date: Tue, 4 Dec 2018 01:31:15 +0000
Subject: [PATCH 08/17] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 161 -> 182 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 1168 -> 1203 bytes
 q07_regression_pred/build.py                  |  17 +++++++++++++++--
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 167 -> 188 bytes
 .../tests/__pycache__/test.cpython-36.pyc     | Bin 3674 -> 3695 bytes
 5 files changed, 15 insertions(+), 2 deletions(-)

diff --git a/q07_regression_pred/__pycache__/__init__.cpython-36.pyc b/q07_regression_pred/__pycache__/__init__.cpython-36.pyc
index 3e7e4674f103511456d5015475ef0cbf23edade2..169c17fc4cb23ba07b2d9a5bd636d326c1986c68 100644
GIT binary patch
delta 56
zcmZ3;xQ&s+n3tF9tlj_Ui5%uC$@&@jxvBagrNtSEML?WkWME*XAD&;7U0jfuoT{Ik
KpOQM!FBkv{cM~}P

delta 35
qcmdnSxR8;<n3tF9rT(I*i5%wqe)<{txvBc;MX8mECHc7%lY;@iA`7qp

diff --git a/q07_regression_pred/__pycache__/build.cpython-36.pyc b/q07_regression_pred/__pycache__/build.cpython-36.pyc
index dfa0411c934d2ac90e55ee4d32c73e0e7f34e120..e66fc2cfe54eba1599c5ae73c6eca30363c4b4f7 100644
GIT binary patch
delta 165
zcmbQhxtUYhn3tEU^f*gQ0Sg1eV+JGu<TE$`aq*Ig%F}sLMN@@S1yY5YnHd>2?(%0;
zP0-KC&rQ`2DJ{-OECS*TBLf37{qX#v?BasN<W&9S{FGGv$&SqOlP#Exg~dSzaRCVi
pMlJ|s+FZx<nNg7$Bq0GLM3{IOc|aIQaxe)n@iB2R@i236005vuA1nX>

delta 128
zcmdnYIe}Bzn3tF9rsbk2Ru%?^#|%gS$Y*c>;^G+-m8Wk!=FceLt)G#fo2s8)lv<fs
zlAo(TiA8>LB$KhQ7)TWtkYHfsg2K)7nLabhGl3*PvLZ}8j65I=BsrJ_nE05un0S~0
DZ%q|n

diff --git a/q07_regression_pred/build.py b/q07_regression_pred/build.py
index 3f2eee3..b385583 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
 
@@ -10,7 +11,7 @@
 
 df = load_data('data/student-mat.csv')
 
-x_train, x_test, y_train, y_test =  split_dataset(df)
+x_train, x_test, y_train, y_test = split_dataset(df)
 
 x_train,x_test = label_encode(x_train,x_test)
 
@@ -18,5 +19,17 @@
 
 val = cross_validation_regressor(model,x_train,y_train)
 
-
 # Write your code below    
+def regression_predictor(model,X,y):
+    y_pred = model.predict(X)
+    mse = mean_squared_error(y,y_pred)
+    mae = mean_absolute_error(y,y_pred)
+    r2 = r2_score(y,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..b2c5327df9b94d4b08237e394d8ac87374857f17 100644
GIT binary patch
delta 56
zcmZ3^xQCI$n3tF9tlj_Ui5%uCnfe*|xvBagrNtSEML?WkWME*XAD&;7U0jfuoT{Ik
KpOQM!FA@L^`x8+B

delta 35
qcmdnPxSWy0n3tF9rT(I*i5%wqA^I8lxvBc;MX8mECHc7%lOqAZEDOj0

diff --git a/q07_regression_pred/tests/__pycache__/test.cpython-36.pyc b/q07_regression_pred/tests/__pycache__/test.cpython-36.pyc
index 203c5fffc9b57db56ac2473265e2f03506fa63eb..6ad84713d1bc5e489ebd9c44c5bf280feb18b608 100644
GIT binary patch
delta 224
zcmca5^InF-n3tF9tlj_UjU2|zs;T-J`MIh3A*IC`iA6x1VPs%nrXQYPlwDkqn4GGg
zoS%}aKRJd+esdNx3nOFH<b0O@j8c>HS)a1WGB7X{ftZSutJw}CxKf+r*iSPu$^d1g
zCL3_EPxj_K%BBiZEDser1K}zHxeAk&xHDCxL9%inLIFf5fd~~4p#~z<L4?NS_1wjb
cQJa-{ZZitVfJEd$gd&LG1Imd{R^>AV0NnsLr~m)}

delta 186
zcmaDab4!N9n3tF9rT(I*jU2|z0s;CN`MIh3=|!oPi6!~D`jZQJ<TuwdvoJE=n%u(j
zpHX^pKAYm?rL0HT<QNzjia^{a2&UBLV)oOFjIxvMIiInqffOhJnTnHrxQ;@&N<j4r
zlg+s^Rb)W2@*qMHL@0v@RS=;LA~ZmR=Hw&X#f-N$Tkzaw<dy}AD1Zp1$#Q&w0P#~U
A8vp<R


From c17df24e17e5a3b773ee00235bfe24f92820bcf7 Mon Sep 17 00:00:00 2001
From: Tusharshah2006 <tusharshah2006@gmail.com>
Date: Tue, 4 Dec 2018 01:42:43 +0000
Subject: [PATCH 09/17] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 158 -> 179 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 1359 -> 1341 bytes
 q08_linear_model/build.py                     |   8 ++++++++
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 164 -> 185 bytes
 .../tests/__pycache__/test.cpython-36.pyc     | Bin 3958 -> 3979 bytes
 5 files changed, 8 insertions(+)

diff --git a/q08_linear_model/__pycache__/__init__.cpython-36.pyc b/q08_linear_model/__pycache__/__init__.cpython-36.pyc
index b91b141617b95b635e59b43a1e9967e108638c18..4fbfb3f81778246815c2fd7c589c1246fd1dea5c 100644
GIT binary patch
delta 56
zcmbQoxS5f|n3tF9tlj_Ui5%uC3HllNxvBagrNtSEML?WkWME*XAD&;7U0jfuoT{Ik
KpOQM!F8}}twG%A>

delta 35
qcmdnYIFFITn3tF9rT(I*i5%wq-ufB&xvBc;MX8mECHc7%lLG*~9SfuY

diff --git a/q08_linear_model/__pycache__/build.cpython-36.pyc b/q08_linear_model/__pycache__/build.cpython-36.pyc
index 438fb9485b4b16efb7c4d78b935df99cb4da3c8f..2fbfcd00e3ec02efaf0458536bec037f3305217e 100644
GIT binary patch
delta 394
zcmYk1KT88K7{+tC<k~xFwSN#nvBlz_o9?K^Sx_8Z6a-O9xTG!G>m5ldC|4XhJCyqh
zE=~@eUHk%W3UTxsI0}NvX5jhp@V@W!^5)HZ@mjm3l6UusFTN1~U*O-v+V5+L*I8>`
zW~;2is;tK9Q)GeJ`{TW%dqxLlrlTQ21~NE>6C|xGC~b)(mQD}#EoxCnZHoGc;s-dv
z8Ipwz_v{nkJICj4#1kR9H)ME@cr2K*W5N{VZQoLbC>f69k?@P$+@oMhm3v4eIojYP
z)}uPbi>71iBzKK-Zo4UG)OYf2xY<!yNFv1(;LE!Ca~TYhm<6X}F(6!P&<?}B;4I<S
zA|(+EqJ**_pP@$n40oD!9TDb}!1Amn<SW|wYsyK<h!VjU=D+a63YT=1R}88KH4TMh
ey=cfwrm$#GHZYfRH%EBOf!d1oJj4xHbp8O2TwqZE

delta 405
zcmYk1u}cFn6vmTWa@V`ITD6EnL9kf4#folDLPa_`=vIUhnzL3sTXI1xB#3l&D7QL^
zi*sH58ytnKy0|$z`Qp?-ethqH58nIUqW7r2S1w0e`%j$>hR`RPdld8m{OomFpH07>
z?@Ca>5NbK|1fY;cnoNkH3TyhWJ;M|MjkP!N&ZzNCU<xMGOb5E4LxCTuiIjIqbtFh1
z3-5uLBFy``c<!B|m>$Q}vR?OwUs*5B5&%yuk-HLa!^Rj}Hn<kaZOo)QMfwf_z><-$
z;UQQ2Nb)p^OL<H-Te9F<{<u4miIAZijvR`BPLPhfV$f5TWs0lp1<6&gf7{KAVVX4i
zG8uC<O!IrvZmd8fbNLaDNQqR*0;v$W26bGs{)k@-p2_m;n|$D%MQ~-sVaZ_`U|Bj8
Y2_%A8vg+KqQ}Q3$@G+QKEw8clKj=wa&j0`b

diff --git a/q08_linear_model/build.py b/q08_linear_model/build.py
index 85d49da..29074bf 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 +17,12 @@
 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):
+    G = linear_regression(x_train, y_train)
+    stats = pd.DataFrame([(val,mae,mse,r2)], columns = ['cross_val','rmse','mae','r2'])
     
+    return 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..5a10c9a3b5b5212cd7e2af90b98120a354ef3691 100644
GIT binary patch
delta 56
zcmZ3&xRa5?n3tF9tlj_Ui5%uCY5E!YxvBagrNtSEML?WkWME*XAD&;7U0jfuoT{Ik
KpOQM!FAM+-ITJ+y

delta 35
qcmdnVxP+0zn3tF9rT(I*i5%wqf%+NwxvBc;MX8mECHc7%lfwYNCkwm)

diff --git a/q08_linear_model/tests/__pycache__/test.cpython-36.pyc b/q08_linear_model/tests/__pycache__/test.cpython-36.pyc
index cbaeda35dafd76d9b3875e0d9e56e950079bc591..f2090dea241d6d67039ee553f96835921907fc4e 100644
GIT binary patch
delta 77
zcmew+*DcRs%*)Gl*6x4wMvgdU)g=9l{M=OikkaCe#3CThFfuSO(+|%t$}TQQOitBL
f&QD3zpDfEOzj-QiCMRRm=KnmROpH;JMfno}^@SNB

delta 56
zcmeB{|0c&_%*)H=Yqcn9BS##wfUkZ=er~FMdQoa+Vo83k{^b3<@|#yNXL2&$+AP8=
M%EWkUvKD_L0Q92~)Bpeg


From 088217084085f20c7cdff3db8222695859fa1940 Mon Sep 17 00:00:00 2001
From: Tusharshah2006 <tusharshah2006@gmail.com>
Date: Tue, 4 Dec 2018 17:32:56 +0000
Subject: [PATCH 10/17] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 170 -> 191 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 1339 -> 1344 bytes
 q09_advanced_model_q01_lasso/build.py         |  12 ++++++++++++
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 176 -> 197 bytes
 .../tests/__pycache__/test.cpython-36.pyc     | Bin 4099 -> 4120 bytes
 5 files changed, 12 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..5c24b9c5bc100c633032c5cf58a01ee5c2122ae1 100644
GIT binary patch
delta 56
zcmZ3*xSx^3n3tF9tlj_Ui5%uCIr<s-xvBagrNtSEML?WkWME*XAD&;7U0jfuoT{Ik
KpOQM!F9rY)y%Svk

delta 35
qcmdnbxQda(n3tF9rT(I*i5%wq;rbc*xvBc;MX8mECHc7%lVbqEF$>fH

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..f11f907e746db082f3885721382babe65825b454 100644
GIT binary patch
delta 396
zcmYk0&uhXk6vvY^ZMFVjOr4;z9|(e%Row6-W4GM~bAv${NNA#NYi&vDU{DX@*@N`3
z|6s7QH^*RqM=m?;zu0N%&4l;iec$`OmwZ~^R`aY-uzFkL;R^%s3wDmK@=F!secgO3
zvMMXFGOMtIC5B+V-Q-8A7l9a4xPr+Xp1W~2wj$%nj5A9(!edAg)hMR=7*k_~=DApp
z%{VvGZb93;ZbPXPFPso3>+(Q|;S2Gk<`X6n?>d<Kf+>sX2Hwn{igtz@>NzJlMK=R@
zCAHLTybeRosG}(_&#5-gD@a{LBoZHh*OdBuv?qbj?7Nwm5Uyg<?R0wfeZZeZNL*&S
z0cCcw(2kNH)H;;9M}!EfYEq=j0JLCU-7;z+-q@UI16bTsWod+DN{QgbWP#oOzAEuj
iigJodibjg`3p=PQDKmXPpfitMAf-etIo9jQvi<?)6JYQF

delta 418
zcmYk1Jxc>Y5QcAe?=F|ihk^L5XdpIeRMbjDQl(T-K}Zu8cTFO9xiEW*%1H_fs}$i1
zEv)RUQ&?D-(%-PH|H8`IRPHb@Jn!<(>`weozq(r}_=Eko=E%0JAM4*iw(8jGWmJ70
zeUD25A+{1*5J3eSvh<1U4Py5ylX#CL$tJ$AUv1&EiExMXA(uEwCdpm0Q>&IaYJi97
z8q*FB`W>#by$C`cbnm6k1Mi6_Y^j*XvSw@NqIJUqZ9}M}W+9iF!VVA<C)(-uguJbJ
z;38{wnO5j=-3ho-5fqH&-nIH5MU!C~X3&9>u^lsAy<4z`^n13|i9)&626@NhC`>1`
zu?j1AGmowEC>AM_Jk~6!5Lg*+uoF_ALtDFjd@WZ{Hqc1F*k<}+Z=Ww9!lIESBg;n2
l!0En!vW}ki4#G%W2lCK-N|{uiP74=$#G|;FdbC7~><`F+VGIBO

diff --git a/q09_advanced_model_q01_lasso/build.py b/q09_advanced_model_q01_lasso/build.py
index c832d59..e761f24 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 +20,16 @@
 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):
+    G = Lasso(alpha = alpha)
+    G.fit(x_train, y_train)
+    val = cross_validation_regressor(G,x_train,y_train)
+    y_pred, mse, mae, r2 = regression_predictor(G, x_test, y_test)
+    
+    stats = pd.DataFrame([(val,mae,r2,np.sqrt(mse))], columns = ['cross_val','mae','r2','rmse'])
 
+    return G, y_pred, stats
     
+lasso(x_train, x_test, y_train, y_test)
+
+
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..8fa06d42d5694a4116608d642e7d8c7b7a68a044 100644
GIT binary patch
delta 56
zcmdnMc$AUDn3tF9tlj_Ui5%uCMfw@}xvBagrNtSEML?WkWME*XAD&;7U0jfuoT{Ik
KpOQM!F9`q>K@)WV

delta 35
qcmX@gxPg(wn3tF9rT(I*i5%wqvHBVLxvBc;MX8mECHc7%lam0$I}7Xp

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..35dedf2249eb1a90683533ff1df58dbc1d46b35f 100644
GIT binary patch
delta 199
zcmZoxn4!R7%*)Gl*6x4wMh;JAl|227{M=OikkaCe#3CThFfuSO(+|%t$}TQQOitBL
z&QD3*oWQKd%ow$~pX~(`qw3}gPF6;4Ed~aLB2^HfJ-L@hYVsnk`xs)&xbL8eO_Emu
zX;B9enjk_4MCgGCeGp-=*^c)(qgWJcUTJPYWsx#aEQ+llF)t;txJYfXH2)Mv)yW(9
Fg8_wNGt2-0

delta 197
zcmbQC(5%2=%*)I5Qh!m@Mh;JAfk^#~{M=Oi^rF<t#FG46{mBRU<Tp=c=40l*#h#av
zSX7i)S)?#|A-B}#6KqGA7}YlSa<VdVYcnt~6sds-9gy7Q?OgZK#J-{Nr6%v;sgPF%
zY0&@?S|CCfMCgME0}x@jIhgl2qu4Fhywco)$|7Z;SQJ}9BG4JdMe36c_@^+cO+LyW
F3;<({G{OJ?


From e30df297ea27b496918a163708c00d5665f2bece Mon Sep 17 00:00:00 2001
From: Tusharshah2006 <tusharshah2006@gmail.com>
Date: Tue, 4 Dec 2018 17:40:54 +0000
Subject: [PATCH 11/17] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 170 -> 191 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 1339 -> 1358 bytes
 q09_advanced_model_q02_ridge/build.py         |  12 +++++++++++-
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 176 -> 197 bytes
 .../tests/__pycache__/test.cpython-36.pyc     | Bin 4079 -> 4100 bytes
 5 files changed, 11 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..149b293d89597c5813cf433175c531c82398ffa4 100644
GIT binary patch
delta 56
zcmZ3*xSx^3n3tF9tlj_Ui5%uCIr<s-xvBagrNtSEML?WkWME*XAD&;7U0jfuoT{Ik
KpOQM!F9rY)y%Svk

delta 35
qcmdnbxQda(n3tF9rT(I*i5%wq;rbc*xvBc;MX8mECHc7%lVbqEF$>fH

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..a946416eaf88edd67cc4008d65e2c290a37366a5 100644
GIT binary patch
delta 427
zcmYk0%SyvQ6oxaGTpDdf+FI}~g3wi@imOs|<<5l)LJ(xgOq*!Zgqc)OQlxb4LbC7;
z1lR7=M-U%iHZFV%SI)R{hVya$bIw0=-rP@jbEjH$TkqES2R4jv<KHn=zOO<&J#0SK
zSc}zJgEiU06a(Yo^`#c7UTzea0t)Y8IR?9TMWt|a>(VZqDd^(?pon5>Qfq*zeGkVo
zg<06eOdp*XZRhB;4W&uqEF`irOnE}$=$84FfTu!ST$5O$gfIzt$HzPotPP|cr12;j
zinhZo^|_DwQO<3ZalNaAWe*-4gF}h5+q${PIHNvNUOuabs(Q#2ImyMd!IzZ!iM%jP
zn0Go7A>k^*&i3}6cb4)ik&%FTK}wldPS9HU1-DkE$s;;oE#(yYMFY(K-3Hu(eC1^W
z9fR7uDoZOPLrMgnD<?SU)>Vl&G@2R<8Y>!lg@0I9QaarvrK6bjpi*M7TsIdHa@}9D
CG-;Ip

delta 397
zcmYk1zfS@&6vx}^^*9bt5;P(hHDS616rBt)OpKZ+6ANi<`C;xj^6oTZjyO0uFpwK`
za565=jLs%b`~hA4FPv<hX!E|w=lk+~uU$HyPUR?<bKXzhI#Uy&AGC55qo%6xWnOun
ze=qV}L4;zHV{ULVBgqp!eu%8=RBS)uI2}9Od^I`kV{XliX(py|D$exCC2~_|ZLn3^
zC6Y34JYX_C3czRH@LtF)un`aZZWyshxTd66-CO2K6Z}v};xi!)r~}q<Ea`B>#hq(|
zrC5?)QZ>$-6o$MnAg3*B(j9}~9iq~(t{li~o9gM|2ZCKizwO!}@I|c;V#1=pPnJe&
z2g<6msVdAWL3j;k)!o4R7|M$}xxfY8l-5|imW5Ez&`O%5ntYiDjV*;x)UvImq(u+>
a-?t)r%9D1(5BQBIPW7k4Vsc1J*!TndPGJZD

diff --git a/q09_advanced_model_q02_ridge/build.py b/q09_advanced_model_q02_ridge/build.py
index 0fb3e1a..92b0bb1 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 +20,16 @@
 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):
+    G = Ridge(alpha = alpha,normalize = True)
+    G.fit(x_train, y_train)
+    val = cross_validation_regressor(G,x_train,y_train)
+    y_pred, mse, mae, r2 = regression_predictor(G, x_test, y_test)
+    
+    stats = pd.DataFrame([(val,mae,r2,np.sqrt(mse))], columns = ['cross_val','mae','r2','rmse'])
 
+    return G, y_pred, stats
     
+ridge(x_train, x_test, y_train, y_test)
+
 
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..a1c03b091b3c3d489c79dc284b9ddcea17c83db7 100644
GIT binary patch
delta 56
zcmdnMc$AUDn3tF9tlj_Ui5%uCMfw@}xvBagrNtSEML?WkWME*XAD&;7U0jfuoT{Ik
KpOQM!F9`q>K@)WV

delta 35
qcmX@gxPg(wn3tF9rT(I*i5%wqvHBVLxvBc;MX8mECHc7%lam0$I}7Xp

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..ecbce88d3c45f953c5476a4d5831eba2b9cfda0f 100644
GIT binary patch
delta 207
zcmaDa-=e@_%*)Gl*6x4wMh;JAl|227{M=OikkaCe#3CThFfuSO(+|%t$}TQQOitBL
z&QD3*oWLx_%ow$~n(YM>qw3}qPF6;4Ed~aLB2^HfJvo6xYH}afeGIWl+;=d<Ci7It
ztAMnrg9uF!p#viHK!iSsFqpiMUwpG8?*>M(DAv5v+=9v?WuSNzTR~!8N@8)5+GKYA
MDU7O<=kNyu03a?kd;kCd

delta 183
zcmZoscrVXk%*)I5Qh!m@Mh;JAfk^#~{M=Oi^rF<t#FG46{mE<j<Tp=c{>8+2Yx4xQ
z7fg(5n=3h48M(C?7#NDwK!ncZJ|3ybi@EM&h%M*7gC;gfUKON814L+n2wf1N4<Zae
sgyCj;-s6m7w^;K^a|<eql!0PVYz2vVDT&2J>XT*or!cBb-pC&e07yA7KL7v#


From dfb605d470329de0fea74b7abf4e3f68f427590a Mon Sep 17 00:00:00 2001
From: Tusharshah2006 <tusharshah2006@gmail.com>
Date: Tue, 4 Dec 2018 18:04:31 +0000
Subject: [PATCH 12/17] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 165 -> 186 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 911 -> 851 bytes
 q10_data_missing_values/build.py              |   9 +++++++++
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 171 -> 192 bytes
 .../tests/__pycache__/test.cpython-36.pyc     | Bin 2358 -> 2379 bytes
 5 files changed, 9 insertions(+)

diff --git a/q10_data_missing_values/__pycache__/__init__.cpython-36.pyc b/q10_data_missing_values/__pycache__/__init__.cpython-36.pyc
index 9f50df257f7dadafbe3ce884c55c000ecc154d68..bd24cc12c11ca06538bdf5d27ae01879130e4515 100644
GIT binary patch
delta 56
zcmZ3=xQmg)n3tF9tlj_Ui5%uC>G~P@xvBagrNtSEML?WkWME*XAD&;7U0jfuoT{Ik
KpOQM!FB||2&l5=i

delta 35
qcmdnRxRjB@n3tF9rT(I*i5%wqLHZf_xvBc;MX8mECHc7%lfwbOeha_=

diff --git a/q10_data_missing_values/__pycache__/build.cpython-36.pyc b/q10_data_missing_values/__pycache__/build.cpython-36.pyc
index 5c075f43b94e582040d94a38ff22b71e81107625..82cda493027756a7e80bb5f90eb954e2f224bda1 100644
GIT binary patch
delta 284
zcmeBYzs#m=%*)F);~-ni5hezP#|%h-1;};);^L}_%H<r43@I$Z44Rx1FGScf14V(V
z8Jt0~GC-n+A&a4zp_UOyGnO!AF*h^TGSx8FFr_g8wJ`c=vfScGNi9w;%1la)njFh0
z>A-x8y&}G(C^0jyhz+Q}hyzHhWGLbSQomC4GxBp&^+QUFGZKq{IK#-mz)U|pzbL!7
zATc>rKRG`ob@D_;KQTU_>SB;~21X7>9;PB5AWKtdvLMq>UUne!7E?-E5hsu_S(;f&
j10)GHABo@wsp7E7%}*)KNwov{s90oj0ka4*GY1<0Vm&)y

delta 385
zcmaKny-ve05XXIPN=-=-q=f+?ma=4k4n<5AAi-P)mMTJu(#C~UNfYG*2x7|)RC$9=
z@F>h|xAGR9IG3dpXWj4YJNtjW@3psDyW42g?W?)<${G7%E2h!@f;{<{wI5G!xn)>Q
z*^)cbD1g{3py0qLLuVD;^}nbpz+CNynf2Lx-~nk=$S;*vi}1oGtWboMPbvkBIbDUm
zsiAOXGK#&S#HtfTevUkHQGam!OxmL`o2H2g2!l@+Z;;O7x^o`}vU3;9+)2Zre24yt
zuDZ}Dj6vKWJ|7(YYvwMVmpy)59`dhkK@X6-W2`;dY3z8@a>4g3C4=A~46z!;-ZVum
n%_F(|!wOVq6ulsHGhd#msgr$z4r+;|3%&)LTxdENlo9X?XJl1L

diff --git a/q10_data_missing_values/build.py b/q10_data_missing_values/build.py
index 582edbb..d49c954 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 +11,12 @@
 x_train,x_test = label_encode(x_train,x_test)
 
 # Write your code below
+def describe_df(x_train):  
+    describe = x_train.describe()
+    value_counts = x_train.apply(pd.value_counts)
     
+    return describe, value_counts
+
+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
index 2fdd38ba92c3ca5f1d29fa65d48fd61e792f83c8..7a6e080bc84cf997353d52eac1d5b9b04478e8c3 100644
GIT binary patch
delta 56
zcmZ3@cz}_^n3tF9tlj_Ui5%uCx%wITxvBagrNtSEML?WkWME*XAD&;7U0jfuoT{Ik
KpOQM!FBSk0QxjnT

delta 35
qcmX@WxSEl}n3tF9rT(I*i5%wq5&9YVxvBc;MX8mECHc7%lVbtFhzr;N

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..887818dd7137eef98f76ddcfdd3e4f53134e88c0 100644
GIT binary patch
delta 65
zcmdlcbXthRn3tF9tlj_UjT{+FDw+Bj`MIh3A*IC`iA6x1VPs%nrXQYPlwDkqn4GGg
ToS%}qxt>XYjWKHS1de3@)kGE|

delta 49
zcmX>tv`vV^n3tEU&t*~6Mve?7fe`(S{M=Oi^rF<t#FG46{mF_P@|(9XePCt0HF+t=
FG602a5b^*3


From 3eaa75ee414c36ab07163dec4c79b5195f0fb000 Mon Sep 17 00:00:00 2001
From: Tusharshah2006 <tusharshah2006@gmail.com>
Date: Tue, 4 Dec 2018 18:28:53 +0000
Subject: [PATCH 13/17] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 177 -> 198 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 1081 -> 1152 bytes
 q11_feature_selection_q01_plot_corr/build.py  |  22 ++++++++++++++----
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 183 -> 204 bytes
 .../tests/__pycache__/test.cpython-36.pyc     | Bin 1488 -> 1509 bytes
 5 files changed, 17 insertions(+), 5 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..cc64af342de32fd01b70e36ecf3327a8ddc68efa 100644
GIT binary patch
delta 56
zcmdnUc#M(5n3tF9tlj_Ui5%uC#rhffxvBagrNtSEML?WkWME*XAD&;7U0jfuoT{Ik
KpOQM!FBt$6*AsaF

delta 35
qcmX@cxRH^=n3tF9rT(I*i5%wqarzngxvBc;MX8mECHc7%lam3%k_+$v

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..22222a58b7cd8946ff727fa99a72e5996527ba84 100644
GIT binary patch
delta 627
zcmZ9I&5qMB5XU{XlcwqSZb2)AgaoHv=n5nb2(93Zc9AFu81)irw@o)8k&}uKr2;8%
z>|s?N0v>@U;2p{daq5K!;KVq4V1-AXv48*Zc<gW9hx+JttK~oZ?vC%ejQwI4hNSg<
zn%QS^iYbT~GR+pCcnNS$_(Gs0O+-9)(1~4i;~JhFUwcZ>jaqRV+rYH1Y9(MtH+83k
zvBWO+a1Zx&TX%J@<YR7$YN)#MKLYl3-{#R3Fk*w|j;?1XD1zDS?8~S3hITo1QIJi!
zf;Ei!imyb$7QAFDNt#exi8U1{#6lL*mLlrpZeA<o!YiQ!8<kYfT2xy7f34&d_e*A9
zN^Q6&1HjreJep<UJB{v(=#hD>h{;JDq&uXpXychA5Ara1HE3)_8s)}*BBdn87{@L*
zKjHew@QP;h<n_SWay8w`s;HQTGnB!bFhfB{zB1FJ#6Rh9p2T|iWSPwaLvw!X@bJ#?
zSz=DJG??h&BvE>E%%6|0P<GZP$Dj`$G{NUr;Q-7&kpY;x4VTc5gFKCrJPKc;SY~?L
z`v-2OZ>@yxc{Gj9j{kN{hfZ#Oh#L=VrK+h5Zjad3yB8;F8R;YYwCplD4}7u%XmV>F
K??Sub`+osk!jJ#}

delta 584
zcmZ8dy>1jS5cYVzd)~dhy-Pp{g;Y>&LkdI%LKLYef&>kiYZmNFc4cQzKJ$}kk033S
zDbT$E9gn~h&{MjlO2Y$CF<uHHY<cFJZ^r({^CA7l&+ben*^m7%!pDUCB$pOL{1DIT
z6pbVjG-*IkL{t+KiO4X)Oe|uPhy+4Kq(_DeK47L(lZkA=u^yXT<UkacNe^P8GBxR8
z&O{-~shEi^m8(Kcdpf5`O=TvzOh1CymhhC6;|pwn9DM%%>Ff=Hjx?kvYwDoGy`U1#
zVNTc4nmH<I4?sHBMBRWKbFoW0+KhVWA$S={b{+w7{2z}|`hQ(dk<FTMPr?_li};{~
zyMDB&4_Ec6^2u}k*glaL0y`?fbKAPg)$MVad-kfe)`sy}oGI~}l-_*g<E5>Souz?^
zmfCr?I%?mRv1hV!6-M}~Eru*=cv`*tO6(5CzhCSfwMOk7T6I#n)@<I>XZtrWv6`VF
zz+oFt20Ku|HL$zLm0;80uJ|oexutHMu3z3>o&@BRzusQml+iEdsa$M!*{yrw-k^8M
d1QpNkn^wNo>Op9I(9GaE<WbIY%IOS>@gJ12g-!qf

diff --git a/q11_feature_selection_q01_plot_corr/build.py b/q11_feature_selection_q01_plot_corr/build.py
index 0427922..f74976b 100644
--- a/q11_feature_selection_q01_plot_corr/build.py
+++ b/q11_feature_selection_q01_plot_corr/build.py
@@ -1,13 +1,12 @@
-
+# %load q11_feature_selection_q01_plot_corr/build.py
+import matplotlib
+matplotlib.use('agg')
 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
 
-
 from greyatomlib.multivariate_regression_project.q02_data_split.build import split_dataset
 
-
-
 from greyatomlib.multivariate_regression_project.q03_data_encoding.build import label_encode
 
 df = load_data('data/student-mat.csv')
@@ -21,6 +20,19 @@
 
 #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):
+    fig, axis = plt.subplots(figsize=(size, size))
+    cor = df.corr()
+    plt.set_cmap(cmap='YlOrRd')
+    axis.matshow(cor)
+    
+    plt.xticks(range(len(cor.columns)), cor.columns, rotation=90);
+    plt.yticks(range(len(cor.columns)), cor.columns);
+    plt.show()
+    
+plot_corr(df)
+
+
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..51f560dafc6497437c85519d0ab4b7d068af53f6 100644
GIT binary patch
delta 56
zcmdnac!rU~n3tF9tlj_Ui5%uCmHHX^xvBagrNtSEML?WkWME*XAD&;7U0jfuoT{Ik
KpOQM!FB1S4TN9B0

delta 35
qcmX@ZxSf&1n3tF9rT(I*i5%wqDf$`txvBc;MX8mECHc7%lQRLuoD2v6

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..329a1dfb96ec7c070d6ebb14186443c3c9125052 100644
GIT binary patch
delta 71
zcmcb>{gj)-n3tF9tlj_UjT|9Ns-^lF`MIh3A*IC`iA6x1VPs%nrXQYPlwDkqn4GGg
ZoS%}aKY1aG{N`?^hm4F-n{!!`83Axs7*+rP

delta 45
zcmaFLeSw?9n3tF9rT(I*jT|9N{0aIQ`MIh3=|!oPi6!~Dn;V!InHX<vZemGh1OQY^
B4%`3$


From bba0d4a58ff62bb49f7e784d7946ab416179840f Mon Sep 17 00:00:00 2001
From: Tusharshah2006 <tusharshah2006@gmail.com>
Date: Thu, 6 Dec 2018 18:18:39 +0000
Subject: [PATCH 14/17] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 183 -> 204 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 1715 -> 1534 bytes
 .../build.py                                  |  19 +++++++++++++++++-
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 189 -> 210 bytes
 .../tests/__pycache__/test.cpython-36.pyc     | Bin 2604 -> 2625 bytes
 5 files changed, 18 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..7a8885eec6637e494d2d55fca97675b14be5337e 100644
GIT binary patch
delta 56
zcmdnac!rU~n3tF9tlj_Ui5%uCmHHX^xvBagrNtSEML?WkWME*XAD&;7U0jfuoT{Ik
KpOQM!FB1S4TN9B0

delta 35
qcmX@ZxSf&1n3tF9rT(I*i5%wqDf$`txvBc;MX8mECHc7%lQRLuoD2v6

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..3583db471352419f7e436fb9371ac1df423a91e9 100644
GIT binary patch
literal 1534
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diff --git a/q11_feature_selection_q02_best_k_features/build.py b/q11_feature_selection_q02_best_k_features/build.py
index 95002c5..d4fc17d 100644
--- a/q11_feature_selection_q02_best_k_features/build.py
+++ b/q11_feature_selection_q02_best_k_features/build.py
@@ -1,8 +1,10 @@
+# %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
 import numpy as np
 import matplotlib.pyplot as plt
+import operator
 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
@@ -17,11 +19,26 @@
 
 x_train,x_test = label_encode(x_train,x_test)
 
-
 np.random.seed(9)
 # Write your code below
+def percentile_k_features(x_train, y_train, k=50):
+    Selector_f = SelectPercentile(f_regression, percentile=k)
+    fs = Selector_f.fit(x_train, y_train)
+    cols = list(x_train.columns)
+    scores = list(fs.scores_)
+    
+    feature_score = dict()
+    top_k_predictors = []
+    for i in range(0,len(cols)):
+        feature_score[cols[i]] = scores[i]
     
+    sorted_x = sorted(feature_score.items(), key=operator.itemgetter(1), reverse=True)
+    for obj in range(0, 16):
+        top_k_predictors.append(sorted_x[obj][0])
 
+    return top_k_predictors
+    
+percentile_k_features(x_train, y_train)
 
 
 
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..67720dff0fddc04e94f72afe95cda3640880a5e3 100644
GIT binary patch
delta 56
zcmdnXc!`n2n3tF9oZbKEi5%uC_4*n4xvBagrNtSEML?WkWME*XAD&;7U0jfuoT{Ik
KpOQM!FCPFK4il;X

delta 35
qcmcb_xR;T`n3tF9rT(I*i5%wqS^63IxvBc;MX8mECHc7%lk)+`rVJne

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..0deac3b5002589a11427d02db3d6d231465aeb4f 100644
GIT binary patch
delta 84
zcmZ1@a!`cBn3tF9oZbKEjT~#4RIBwf@^e%5LrRM?5{rO1!^ptEOg}uoD7&~IF*#K~
nIX@*;f3iQP{N^W2Pnj8`HlJd1U}RL@%+1ln$QU)bk8>UX&Pg0z

delta 63
zcmV-F0Kosj6s!~oGYt(2=`W&Mu?VdK5N0oEZ*65SXL4nEVRUb8FO!W3AG7%a<pTlQ
Vv)=|l0RbelAP9m10os$J37)q)7Eu5I


From 3cecbefd997a9f1e9ee6c703ea1e0d387136e02a Mon Sep 17 00:00:00 2001
From: Tusharshah2006 <tusharshah2006@gmail.com>
Date: Thu, 6 Dec 2018 18:23:33 +0000
Subject: [PATCH 15/17] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 163 -> 184 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 995 -> 1099 bytes
 q12_feature_selection/build.py                |  10 ++++++++++
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 169 -> 190 bytes
 .../tests/__pycache__/test.cpython-36.pyc     | Bin 2699 -> 2720 bytes
 5 files changed, 10 insertions(+)

diff --git a/q12_feature_selection/__pycache__/__init__.cpython-36.pyc b/q12_feature_selection/__pycache__/__init__.cpython-36.pyc
index 886fe32a654f75efb74de32eefce46b1759dcd99..488962412e8aa4f7f85515731da5e786a339fa7e 100644
GIT binary patch
delta 56
zcmZ3?xPy_yn3tF9oZbKEi5%uCsrniDxvBagrNtSEML?WkWME*XAD&;7U0jfuoT{Ik
KpOQM!FBAX^(i1`e

delta 35
qcmdnNxR{Z{n3tF9rT(I*i5%wq0s0yFxvBc;MX8mECHc7%lS2W%&<nT#

diff --git a/q12_feature_selection/__pycache__/build.cpython-36.pyc b/q12_feature_selection/__pycache__/build.cpython-36.pyc
index 7c97eeb95ec157d7f2aaeafb7f302dd15b650ec6..d9384467f47f6e262c83068f9afaa938eb38e158 100644
GIT binary patch
delta 357
zcmYjNF-rq66wXV|yX$#vPY`i02sd3-a1s&RT@(sMC})z|THC8h4qG@8?Be23-24Zf
z{TXhKw{~)Jck-n;G~s=G-}heL2U&Wbe&euO4R-sLs~<+llB^vE`6-ruo;Mx>xh1Qz
zKBGY9?=Mdq=%3l%9)ckTZfQXZxS;|BeWf!1VwiObI%AKlU>782=ih+SF|?g@($}%0
zT$Cjpi_+!Uh^I!`wXsurla5hoe^h$Ye*%Mcq@>8X6rHY2_f4*(UJzBo2fx=zFB{6_
zGS|ISVf7B0&7-81sevA+TqZmd^6eg4q0J+(10hw>#}_Pss|q?L6<xJyiHpHf8x^hu
nhFcM#SOu*?-46K2!%XCN@&td5=xu}$SFbMf!KV?_Sm6Evxj0l2

delta 256
zcmX@j@t9rNn3tC;%XLvyFf#+gV+JI^0%SV?adE{&<?@M3Is!lf&L9B+AW_0l!%)Lm
z!_>@N%Ur`8%%I8Wr^#5v3Y5`gxy2Z9i?Q++V|ElvT54j+N`@kCp!hFe{fzwFRQ>d#
z)XKz?{9OIX2F&u4|1g?!fedC~<Y6r0-E7aak}=~JQ$fltrj)c>>=p4PMTwbtx7dJ;
z)Z&s`?3FM9AOk2+#0%63HXVuJ0gBz?u*uC&Da}c>V*>Jug@6PPBM%c8GIKC;FbOd7
Gu>b&7Y&*mN

diff --git a/q12_feature_selection/build.py b/q12_feature_selection/build.py
index 1bbe2b2..7e398ea 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
@@ -16,3 +17,12 @@
 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(pd.concat([x_train, y_train],axis=1))
+    reduced_features = percentile_k_features(x_train,y_train,k)
+    
+    return reduced_features
+    
+feature_selection(x_train, y_train)
+
+
diff --git a/q12_feature_selection/tests/__pycache__/__init__.cpython-36.pyc b/q12_feature_selection/tests/__pycache__/__init__.cpython-36.pyc
index 199811ee773001ca0c605ea752dff30b16fe2a41..7d1d754a92a01c007a6f40da271f8cff91f60786 100644
GIT binary patch
delta 56
zcmZ3<xQ~&;n3tF9oZbKEi5%uC+4>pzxvBagrNtSEML?WkWME*XAD&;7U0jfuoT{Ik
KpOQM!FB$+3RuftP

delta 35
qcmdnTxRQ~>n3tF9rT(I*i5%wqVfq>QxvBc;MX8mECHc7%lcNE^+6&MC

diff --git a/q12_feature_selection/tests/__pycache__/test.cpython-36.pyc b/q12_feature_selection/tests/__pycache__/test.cpython-36.pyc
index 3a7de81e6c075362fc5574bc7cd7fa1084aa1fb6..5b0740a3175a858a83bb8f1c2c127824745c9775 100644
GIT binary patch
delta 121
zcmeAcT_DO~%*)Gl&hCHoMvm1?s_FU}`MIh3A*IC`iA6x1VPs%nrXQYPlwDkqn4GGg
zoS%}aKY1Ug{N_hYSC|>2Hg9KhU}RL9{DVDSDM~Omv7{g;za%F!Nw1(1#EN2r(#!=p
RB~kX112}azFXMR12mlG<D;@v<

delta 90
zcmZ1=+AYdq%*)I5Qh!m@Mvm1?0zvv2`MIh3=|!oPi6!~D`jZPe<u`w4y28wOYx5a4
n2S!Ha$-Er#GPeYC6H5wm@=J0ulk^HIL9APBP<nF*hXfM<enudE


From d89f1a4e166d2c5664a71a99512f747e1adf844a Mon Sep 17 00:00:00 2001
From: Tusharshah2006 <tusharshah2006@gmail.com>
Date: Thu, 6 Dec 2018 18:26:13 +0000
Subject: [PATCH 16/17] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 160 -> 181 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 556 -> 426 bytes
 q13_plot_residuals/build.py                   |  10 ++++++++--
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 166 -> 187 bytes
 .../tests/__pycache__/test.cpython-36.pyc     | Bin 1475 -> 1496 bytes
 5 files changed, 8 insertions(+), 2 deletions(-)

diff --git a/q13_plot_residuals/__pycache__/__init__.cpython-36.pyc b/q13_plot_residuals/__pycache__/__init__.cpython-36.pyc
index 339472dc72a16004e01d1fdcf966768b0a1ec9f4..f17af8c536694bdea8dfb775527ff9f2da31be70 100644
GIT binary patch
delta 56
zcmZ3$xRsH^n3tF9oZbKEi5%uCN%|T2xvBagrNtSEML?WkWME*XAD&;7U0jfuoT{Ik
KpOQM!F9-k%5EC{4

delta 35
qcmdnWxPXzvn3tF9rT(I*i5%wqzWN#YxvBc;MX8mECHc7%lY;=g%L}Xk

diff --git a/q13_plot_residuals/__pycache__/build.cpython-36.pyc b/q13_plot_residuals/__pycache__/build.cpython-36.pyc
index b3cfbafacaf9b3c23302f194e7c40a3e8bb72751..32741a50235c0778537f6cbb08c7deaaa540b208 100644
GIT binary patch
literal 426
zcmY*V%}N6?5T0zdYhA41%}1~oQ!RKBQM~t}AOvAaH=&!FZPp~K6nd*q;>}lD@Z`x?
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zX%ST6)XXXGwOyc`ovSji$CGgpuf&?yvK7X&X{(JqZkFBt|H4jOBSiwTM_fD&GoIHX
v#5SX+oVH%^gWm*dY_`d^-o>xo%x&KPhcYa5{qx$&)~Jiv=3}Z)a+1?;5ASQS

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..cc8d14a 100644
--- a/q13_plot_residuals/build.py
+++ b/q13_plot_residuals/build.py
@@ -1,5 +1,11 @@
-
-
+# %load q13_plot_residuals/build.py
+import matplotlib
+matplotlib.use('Agg')
 import matplotlib.pyplot as plt
 
 # Write your code below
+def plot_residuals(y_test, y_pred, name):
+    plt.plot(y_test, y_pred)
+    plt.show()
+
+
diff --git a/q13_plot_residuals/tests/__pycache__/__init__.cpython-36.pyc b/q13_plot_residuals/tests/__pycache__/__init__.cpython-36.pyc
index 3aa40f003ac9ed7ca53d9580f2b40524a62da90c..f7768841ff3492a50ed407d908295b2e10305264 100644
GIT binary patch
delta 56
zcmZ3+xSNr~n3tF9oZbKEi5%uC8TuLdxvBagrNtSEML?WkWME*XAD&;7U0jfuoT{Ik
KpOQM!F9HA!loL(>

delta 35
qcmdnZxQvm*n3tF9rT(I*i5%wq!TK5bxvBc;MX8mECHc7%lOq7X)eFP`

diff --git a/q13_plot_residuals/tests/__pycache__/test.cpython-36.pyc b/q13_plot_residuals/tests/__pycache__/test.cpython-36.pyc
index 89ecb4e3b62bb3c40148c8459b358afd6936e702..99450612308f4c73bea163e7f82db983e6d79627 100644
GIT binary patch
delta 70
zcmX@ieS@3Bn3tF9oZbKEjT}>$R8#ab@^e%5LrRM?5{rO1!^ptEOg}uoD7&~IF*#K~
ZIX@*;fAU6V`OT-9#F!YPCO=|%2mo2;7{dSn

delta 44
zcmcb?eVCiWn3tF9rT(I*jT}>$`2F=W@^e%5(~D9o6HD@QHy>a!V`98D`8&%)08AVZ
AH~;_u


From 59689b7e34d930cc8398b88a5174f7b9d0168e56 Mon Sep 17 00:00:00 2001
From: Tusharshah2006 <tusharshah2006@gmail.com>
Date: Thu, 6 Dec 2018 18:46:20 +0000
Subject: [PATCH 17/17] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 158 -> 179 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 2166 -> 2177 bytes
 q14_benchmarking/build.py                     |  18 ++++++++++++++++++
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 164 -> 185 bytes
 .../tests/__pycache__/test.cpython-36.pyc     | Bin 2092 -> 2113 bytes
 5 files changed, 18 insertions(+)

diff --git a/q14_benchmarking/__pycache__/__init__.cpython-36.pyc b/q14_benchmarking/__pycache__/__init__.cpython-36.pyc
index 453edefacf2fed8cd72ca5b14c268f798bc1dbac..e10fdd22216de54e18db078b2c5748ccf253d20e 100644
GIT binary patch
delta 56
zcmbQoxS5f|n3tF9oZbKEi5%uC3HllNxvBagrNtSEML?WkWME*XAD&;7U0jfuoT{Ik
KpOQM!F8}}t<P$Cc

delta 35
qcmdnYIFFITn3tF9rT(I*i5%wq-ufB&xvBc;MX8mECHc7%lLG*~9SfuY

diff --git a/q14_benchmarking/__pycache__/build.cpython-36.pyc b/q14_benchmarking/__pycache__/build.cpython-36.pyc
index 28c02f81e980cbbac2a50fb3e6c6400240d89583..58ff8f3fee2c9132205ab8ac03dc1002ec225c91 100644
GIT binary patch
delta 704
zcmZ8fzl+pB7)>TWHpymxuLrB3#o=;k%yG(9hbLGHHVQ&G2_c!=y}Rrt&dh=bGc3Bb
zprq2$&f3cVz`r4_g=l?PSozInj}1=v9`Aee=6%DEKixOI-TSSUGn?BdZ!Janq12WE
z{1FuW{bBcKF;uUXL+DJX$5Q<az!a`<l_Rbt>dH9Lgf0wWGW9>TAuM4t1S(2UqP^3E
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z#nYcoK7Ewy+wrdhxU;90>V;<#2RLa;umMUv&hpC=<w<GA**uPzH!K^kLq?*rd1(T{
zw75cprISXKX5lPL(!j0wWtbD31e+boA{IF0EScbqtK!$Ls*|qLI>ixN5KIGSGbub}
zfxRBaByDYn$+nY5OF6uXsu^V3y4{Xl`|Fcy`x|@Nj<Z>wVunMh&@T!Z!BhNw=})s6
z_Mb24G$K&bgZ=$O|3yYFXl_R__TwzUe(_4bQ;hVz@ohLm<*%WrJMguUtGcLSeMD}7
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GR`(y$z{T+Z

delta 682
zcmZuuzi-qq7`2o5E|>e2ySAc5Oq^OS(@7whP(fm0DGV$q0!7xvy-Sr`g6*TKWb0Jj
z%mA6_(4iYMQ~#B$l|V?06$2A?jzaih%g^8U^1k=k&T;RXJGj$sJEu?2{8tVD7oakb
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zXFZvmyw~IWfd>nO<7|q*+*XJ65LLGYw5g$?pfIwqsEyOv7;~?me>Db+W{eq2gCq?}
z?6;1BjFK=YIlsv`=Ikn=Q8*!g=}PWOw@O<31oJs1K^!secPs9}j2!xIwS!_7hkn1(
zCfMhttXt{!N8O6oPCv_5#Hy_5jMF5G2`546`2o;t>ek;MkEUrtMiWYoFi(?FGLL!m
z8q)~#{KQ(%?^?r~H<Xa+-wn)7HCu)aZKR_<q+5#hh98fu(1dROseW%y3+bAMbqyOD
rw5ou(KpBl@yg+P<Gg2O)0-IW7-&fB)kI61n85`!$?Hy#=*E{eBv5&y6

diff --git a/q14_benchmarking/build.py b/q14_benchmarking/build.py
index 4a4557b..26ff6e1 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
 
@@ -26,5 +27,22 @@
 
 
 # Write your code below
+def create_stats(x_train, x_test, y_train, y_test):
+    lasso_modl, lasso_y_pred, lasso_stat = lasso(x_train, x_test, y_train, y_test,0.1)
+    ridge_modl, ridge_y_pred, ridge_stat = ridge(x_train, x_test, y_train, y_test,0.1)
+    features = feature_selection(x_train, y_train, k=50)
+    
+    x_train_ft = x_train[features].copy()
+    x_test_ft = x_test[features].copy()
+    
+    lasso_modl_ft, lasso_y_pred_ft, lasso_stat_ft = lasso(x_train_ft, x_test_ft, y_train, y_test,0.1)
+    ridge_modl_ft, ridge_y_pred_ft, ridge_stat_ft = ridge(x_train_ft, x_test_ft, y_train, y_test,0.1)
+    features = feature_selection(x_train_ft, y_train, k=50)
+    
+    complete_stats = pd.concat([lasso_stat,lasso_stat_ft,ridge_stat,ridge_stat_ft])
+    
+    return complete_stats
+
+create_stats(x_train, x_test, y_train, y_test)
 
 
diff --git a/q14_benchmarking/tests/__pycache__/__init__.cpython-36.pyc b/q14_benchmarking/tests/__pycache__/__init__.cpython-36.pyc
index defa63dc0453c646fc0d879d36fc778a5d140e09..6c34bb4cf54a016e7f98d4a6ab0b708880c6d472 100644
GIT binary patch
delta 56
zcmZ3&xRa5?n3tF9oZbKEi5%uCY5E!YxvBagrNtSEML?WkWME*XAD&;7U0jfuoT{Ik
KpOQM!FAM+-XcI;N

delta 35
qcmdnVxP+0zn3tF9rT(I*i5%wqf%+NwxvBc;MX8mECHc7%lfwYNCkwm)

diff --git a/q14_benchmarking/tests/__pycache__/test.cpython-36.pyc b/q14_benchmarking/tests/__pycache__/test.cpython-36.pyc
index cc77345a80d2a31276437a4b20a95a08f4c2fe16..59b71d8ac73c88aa037758e407af06c0df67240e 100644
GIT binary patch
delta 115
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delta 82
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