From fc9510f321386a9dad4387f1056e495502219f8d Mon Sep 17 00:00:00 2001
From: Abhimanyu22 <link2manyu@hotmail.com>
Date: Sun, 4 Nov 2018 09:22:38 +0000
Subject: [PATCH 01/15] Done

---
 __pycache__/__init__.cpython-36.pyc           | Bin 141 -> 159 bytes
 .../__pycache__/__init__.cpython-36.pyc       | Bin 155 -> 173 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 414 -> 380 bytes
 q01_load_data/build.py                        |  12 +++++++++++-
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 161 -> 179 bytes
 .../tests/__pycache__/test.cpython-36.pyc     | Bin 1525 -> 1543 bytes
 6 files changed, 11 insertions(+), 1 deletion(-)

diff --git a/__pycache__/__init__.cpython-36.pyc b/__pycache__/__init__.cpython-36.pyc
index b0c3719c2f46201b3baa3fcef746c16a601c9e9f..97e99056239c85b78758df4b3fe09f69f5eb7d81 100644
GIT binary patch
delta 53
zcmeBWoX^N%%*)Hwzx`hHL=JOBAN`E{+*EzXq>Rkm#JtK<BP0Fr{G#mQg2d!h{p9?V
I)QNuf0L$GH82|tP

delta 35
qcmbQw*vrUa%*)I5Qh!m@L=JO)EB%c8+*JMaqSVU7lKk9>3HAWC=L=c@

diff --git a/q01_load_data/__pycache__/__init__.cpython-36.pyc b/q01_load_data/__pycache__/__init__.cpython-36.pyc
index 4596200714efc1a2bd21ca0d0f36671155da8439..27c6f8b2e673939d7b2196e416fa39c48564b7b4 100644
GIT binary patch
delta 53
zcmbQuxR#N_n3tEUfBU`Yi5%vNQTiGAxvBb&Ng0{BiFuW!Mn?MK`9;~q1&PV2`pNkz
IsT2Kt0n?KbQ2+n{

delta 35
qcmZ3>IGd5fn3tF9rT(I*i5%wq9{L&ixvBc;MX8mECHc7%6MO-?sSA<-

diff --git a/q01_load_data/__pycache__/build.cpython-36.pyc b/q01_load_data/__pycache__/build.cpython-36.pyc
index 98e98a79cdf9a026efe48fdde2a84d1da49836cc..ce9256bd747bd442416a00b909cafe39df4d8651 100644
GIT binary patch
literal 380
zcmYjNy-ve05VoDPq>;+NLm*|rP(}~}v3EhDQWzpPchHoiHg<wksZ1~-@gRK#9>oI-
zQ(vJI=MEJoec%1)yU!<|4~Oaf_s_#8W9*l(4?)#6!5tF;175S7@3P1Rig^U$opS~e
z#2+k=f#0#Lw;?SXZw`n{9%_nU6ccU<?ue*mbG{-&5MSbrufk$9-tvo#`^cfmgck<#
z)S`l-Rnr=25*yXdynx3wvk7@@Cvv76lsD5^)u_d?8;#^d+h=D~iL%syvgzu!dR4Yk
zEfyA^EIL=|MPaO-W7*1=)3c)1^aiL_$!S;BaAKBzu%GqA!Qpbo4~0!BXFcCHY5~gG
m9<{!2snLy(9U|-$yW{@RAjp!-MnhNQRrnGYY!jY{RQv%Td|XWc

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..926d2c2 100644
--- a/q01_load_data/build.py
+++ b/q01_load_data/build.py
@@ -1,4 +1,14 @@
 import pandas as pd
+import random
 
-# Write your code below
+random.seed(7)
+
+def load_data(path):
+    df = pd.read_table(path, sep=';')
+    
+    return df
     
+
+
+
+
diff --git a/q01_load_data/tests/__pycache__/__init__.cpython-36.pyc b/q01_load_data/tests/__pycache__/__init__.cpython-36.pyc
index d07fd2f92eb40b45050574e400ae0ba39249b5e5..42e20a04c5504d1c22de976d817a5fa44736af95 100644
GIT binary patch
delta 53
zcmZ3;xS5f|n3tDp;`V#d6FJNk6ZA9kb5r#llQJ@M6Z0xdjg0ie^NX^J3lfu4^^@~c
JQYZQa0|3`K5^Dee

delta 35
qcmdnYxR8;<n3tF9rT(I*i5%wqe)<{txvBc;MX8mECHc7%6M_M~vkR&K

diff --git a/q01_load_data/tests/__pycache__/test.cpython-36.pyc b/q01_load_data/tests/__pycache__/test.cpython-36.pyc
index 9aa6996833ac66f36d6c99e9f80a514b1a8a8440..8f2e56d75b6b68a47ac7a01e10d294202704af4c 100644
GIT binary patch
delta 55
zcmey$-Oj^d%*)F)ar?dKjT|o-6=U=>@^e%59g{LLa})C_OO1^5!}E)>iwhEyQ}vVc
LQ&KlEePsp!9gGw4

delta 38
tcmZqY`O3{<%*)FqWWFeBBgacdelPuu{M=Oi^rF<t#FG5n%|c9HnE~Ci3}OHP


From 9f76054fd6ddb7a8a4aeb807fa4ad26ef05cd211 Mon Sep 17 00:00:00 2001
From: Abhimanyu22 <link2manyu@hotmail.com>
Date: Sun, 4 Nov 2018 10:39:02 +0000
Subject: [PATCH 02/15] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 156 -> 174 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 660 -> 667 bytes
 q02_data_split/build.py                       |  11 +++++++++--
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 162 -> 180 bytes
 .../tests/__pycache__/test.cpython-36.pyc     | Bin 3134 -> 3152 bytes
 5 files changed, 9 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..918b2f670eee7dfad4b934449cf629add65d5388 100644
GIT binary patch
delta 53
zcmbQkxQ>y-n3tEUfBU`Yi5%vN(fS$rxvBb&Ng0{BiFuW!Mn?MK`9;~q1&PV2`pNkz
IsT2MD0MsB7RR910

delta 35
qcmZ3-IERtLn3tF9rT(I*i5%wqp86U2xvBc;MX8mECHc7%6Z`<Y01K7?

diff --git a/q02_data_split/__pycache__/build.cpython-36.pyc b/q02_data_split/__pycache__/build.cpython-36.pyc
index e6bd2ebf2f76eee17541ce631c667ecb332558ff..e23ca594c042271518744284132adb86f71fab51 100644
GIT binary patch
delta 283
zcmbQjI-8Z#n3tE!;>^A19TPd1={YelFw`()F{A)tD-)1pYh_Afl4Pi5tYJt2(M%<b
zHH<Y(Da<J>DXbHpD}+Zexf{RK0%}X2H4_9*+G{dJ@f0QIrR3+v7ndZKq(*U;q!yRN
z7iU(bzWfgaKzWwToc!b>W}q%j_FGITX}1_7ZZTFyu}8$06eVWnMX^Opj%Soq;{hu8
z6``MzpPQ=hn3R#3o0wNwYGkAzo?nz*T#%TYs-K*nk~+DE(OsAwsI-^^NH8#oF>)|U
vFctAle#Tg40TM6b0}&v@kO*EN_ZEjuZhlH>PO2RfkO$Vz!^i{F&cOr#W)w@A

delta 280
zcmbQuI)#<fn3tF9i20(Zxf3~;S@<w8Fw`()F{A)tD-)1pZDmShl4Pi5L=t5Ki!hZi
z)-cvEr7)#1r?5=Ct6-cyYbFSsw124uG)0r?7H3InaY=k}W>xAfo}$FOl>FTI;*!LY
z)R+H(pojygXtF+|q}46<iujVE#LT=~Y(NH3%Psawm;jIg6j;enBmh+X%S}HcKQ~oB
zy(qOZu_QlNe-e}Y<jsug!mL2aVvu<ZjAD#Jj1r7RLX+PzmRWEDMT&$#1V}p)AqeE&
Z;;_lhPbtkwwPOVGz}k5jc^El>5CCyPO-uj)

diff --git a/q02_data_split/build.py b/q02_data_split/build.py
index c2e7147..983a7f9 100644
--- a/q02_data_split/build.py
+++ b/q02_data_split/build.py
@@ -1,8 +1,15 @@
+# %load q02_data_split/build.py
 from greyatomlib.multivariate_regression_project.q01_load_data.build import load_data
 from sklearn.model_selection import train_test_split
 import pandas as pd
 df = load_data('data/student-mat.csv')
 
-# Write your code below
-    
+def split_dataset(df):
     
+    X = df.iloc[:,:-1]
+    y = df['G3']
+    X_train, X_test, y_train, y_test = train_test_split(X, y, random_state=42, test_size=0.2)
+
+    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..bb17a98f138343200be07d99f4e9d4a3dab4c980 100644
GIT binary patch
delta 53
zcmZ3)xP_6!n3tEUfBU`Yi5%vNiTWA&xvBb&Ng0{BiFuW!Mn?MK`9;~q1&PV2`pNkz
IsT2J|0M~93Z2$lO

delta 35
qcmdnOxQLO%n3tF9rT(I*i5%wq{`wjDxvBc;MX8mECHc7%6G8yK3Jb0P

diff --git a/q02_data_split/tests/__pycache__/test.cpython-36.pyc b/q02_data_split/tests/__pycache__/test.cpython-36.pyc
index a1b3fc579e35798e380953fe62d7efac2225573f..c67721c1ca35847e05b3dc554af3f562fa6d456e 100644
GIT binary patch
delta 56
zcmdldaY2H^n3tEUfBU`YjU38Min00``MIh3j!7Arxrup|rA9{j;rT_`#RZAUsrt$J
LDXE*Sm{_;~7<3Y+

delta 38
tcmca0u}^}-n3tF9i20(ZjU38M{NDN*`MIh3=|!oPi6!~Dn|+vAxB%tn3(Eii


From 57b34e0333cf0b537625056832959345d7540c76 Mon Sep 17 00:00:00 2001
From: Abhimanyu22 <link2manyu@hotmail.com>
Date: Wed, 28 Nov 2018 10:24:48 +0000
Subject: [PATCH 03/15] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 159 -> 177 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 924 -> 933 bytes
 q03_data_encoding/build.py                    |  20 ++++++++++++++++--
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 165 -> 183 bytes
 .../tests/__pycache__/test.cpython-36.pyc     | Bin 2197 -> 2215 bytes
 5 files changed, 18 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..9e4ae18eac384ba8803ac49b4d7d337982e86d89 100644
GIT binary patch
delta 53
zcmbQwxRH^=n3tEUfBU`Yi5%vNarzngxvBb&Ng0{BiFuW!Mn?MK`9;~q1&PV2`pNkz
IsT2JI0oBJ6VE_OC

delta 35
qcmdnUIG>Tjn3tF9rT(I*i5%wqKKdE?xvBc;MX8mECHc7%69NIf1q-48

diff --git a/q03_data_encoding/__pycache__/build.cpython-36.pyc b/q03_data_encoding/__pycache__/build.cpython-36.pyc
index 302366cb1c8d346c67f347e326ce7abc487c2dcb..520ee7c83f8fa8a76006127d29250ddf6e2948ea 100644
GIT binary patch
delta 491
zcmYjNy=xmW6qnw8x&FW=go39IhLW2uq#=`sgd`mcp#`^RLO7pv$+>sZMbbeooXOz1
zL-3llL%04X-L)3_M|3EaObOLP@AuyC_dbN4g0I2k&0x^|Rs5OXItcwl{~g!F$L7k#
z<7C#QL)xSLHDL63|LGwxywy*wPK;AX;Uy4E;2MbY1+Vc6l(R-Fr$tNGpxfdtdUyLR
zoT1CTmESr`uXS60jMmuV6m1#rA7gNeZue)%XkG^IQRu$YoitJO`hkl^`+TvasS2?U
za+Ve~p`owcB9}@7$>M>eg^{m_YAPy)eXVv=UN!L`%hi<<36mKYWf<t-&Zarjz6q#Q
z@i65@T{8KBpR<$`s-d89@8fgR+cF-R%#=P;r4BNhs9Ml(NDR%g-}C5(moz$A+~j4#
zn)=`%nsM=2R!K@DJ2l$;fLEI%2*-W<jU(d_-o-xd80+F4{1P?_zQ2w=R+m+yfmPbC
k5=IiKp(5gisTV!#Z2#uMIUIutwuAcEnjO@Ek<;n@1&hUlwEzGB

delta 489
zcmY+9y-EW?5XX1tzM>==LHuasKoCxd7Ft*Y6x1S(jYVQW!jauG7m~Yk_acd0ND&3w
zkk(4D@DY3r+ik6U1uJJogYGbYW_~lfv-9jcI-7fi!hGrAss0Xxypuo2#P|qZ)+U?P
z$=$_B0}K6F!v~a<jL8uC{gg7Akv1?`Cu2AvmuzUHM%zSYG02QSb1K&|Xxrb+V8;E7
z|0iXFT~0>v=Kn4_`isisdaX(_lF<OpiD%w=JZi>_OE+zCH;SWD)a!B)Hr*S))6+P1
ze~6&?^$#s)UQXzxlqLM=iYrUD{Ddor5@m-{aKBSG!%p0+7lJTtoTk_%gIILc+${7=
z<<uIOhLN%{;4)Rv;fjVYL@eUlpOxKK+~vDhf)D&O?oM5(Y|LXp=1~aPuma0;i*8e~
zgt=E#htoIMnZClHq%8b$G7vc|C_C{Z=1T<$Q@{e{^nb@<fMcgMV}Dg|B^OZgR9j9P
G6yXbWMSwm4

diff --git a/q03_data_encoding/build.py b/q03_data_encoding/build.py
index bb4c8ca..ff37391 100644
--- a/q03_data_encoding/build.py
+++ b/q03_data_encoding/build.py
@@ -1,14 +1,30 @@
+# %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
 import numpy as np
 import pandas as pd
 df = load_data('data/student-mat.csv')
- 
+
 x_train, x_test, y_train, y_test =  split_dataset(df)
 
-# Write your code below
+
+def label_encode(x_train, x_test):
+    columnsToEncode = list(df.select_dtypes(include=['category','object']))
+    le = LabelEncoder()
+    X_transform = x_train.copy()
+    X_test_transform = x_test.copy()
+    for feature in columnsToEncode:
+        X_transform[feature] = le.fit_transform(X_transform[feature])
+        X_test_transform[feature] = le.fit_transform(X_test_transform[feature])
+    
+    return 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..4d3480b5e95deceb96c725d7f62a6827a58b6cc3 100644
GIT binary patch
delta 53
zcmZ3=xSf&1n3tEUfBU`Yi5%vNDf$`txvBb&Ng0{BiFuW!Mn?MK`9;~q1&PV2`pNkz
IsT2Le0ofH2c>n+a

delta 35
qcmdnaxRjB@n3tF9rT(I*i5%wqLHZf_xvBc;MX8mECHc7%6T$(%4-2{g

diff --git a/q03_data_encoding/tests/__pycache__/test.cpython-36.pyc b/q03_data_encoding/tests/__pycache__/test.cpython-36.pyc
index 8ade2b73d89dd5f9591f59a4f4d14aa50d93bd2e..c6ce1b30e05d0e82925a71e7a1ba8bede98a1440 100644
GIT binary patch
delta 61
zcmbO#xLlCKn3tEUfBU`YjT{P0N(uTI`MIh3j!7Arxrup|rA9{j;rT_`#RZAUsrt$J
RDXIFCU$V<@4rj7s0|07|6l?$h

delta 43
zcmZ23I8~6tn3tDJ*J4rBMh*og0YCkW{M=Oi^rF<t#FG46{mH-C<u_+C*|7lt2)qpp


From d71e9fcebf85c225e359442fc048f253b338bf10 Mon Sep 17 00:00:00 2001
From: Abhimanyu22 <link2manyu@hotmail.com>
Date: Wed, 28 Nov 2018 10:41:19 +0000
Subject: [PATCH 04/15] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 157 -> 175 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 1006 -> 1012 bytes
 q03_ohe_encoder/build.py                      |  19 +++++++++++++-----
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 163 -> 181 bytes
 .../tests/__pycache__/test.cpython-36.pyc     | Bin 1478 -> 1496 bytes
 5 files changed, 14 insertions(+), 5 deletions(-)

diff --git a/q03_ohe_encoder/__pycache__/__init__.cpython-36.pyc b/q03_ohe_encoder/__pycache__/__init__.cpython-36.pyc
index e4ec35b27b6016dd979d13f661e08f8147e0e802..371a444b392307983bc47710a882ad92ccdb6567 100644
GIT binary patch
delta 53
zcmbQsxSo;2n3tEUfBU`Yi5%vNG5Q(#xvBb&Ng0{BiFuW!Mn?MK`9;~q1&PV2`pNkz
IsT2MD0o1J$SpWb4

delta 35
qcmZ3_IG2&bn3tF9rT(I*i5%wqUiumNxvBc;MX8mECHc7%6Z`?ZR|}c|

diff --git a/q03_ohe_encoder/__pycache__/build.cpython-36.pyc b/q03_ohe_encoder/__pycache__/build.cpython-36.pyc
index 1433b7bfe437842ddac619a606d8eb33eef1b873..a0c096e7f1eac785b42155bec689b3cb1191a733 100644
GIT binary patch
delta 369
zcmY+9y-UMD6u|G^rA=+q4{8xbq|oA!DWz^sio1(~7>5uq*EZFBaCe0kA`0Rp4kh59
z;o#(`|3+4KCui}llfK9My)SqlU*@;j->cWFAL-A<20`c({SiaO2g=0VvM(&Q&T7nJ
z?R$dJ^7*}Y?o5)1Ifs{%F!JNYY&dkz5`HC8pE8Fg0dw*-(#;?6?rl{M0fjQ+b>*nq
zw33pd-g2Z&3=|}q;tWk8gDn)`0G{B6tZMjQ&B#b*jNk;><oMLaZZ+UZ>WxA!q)iG)
z1GhG2(hFu$6f&{n8sT+9?NVXRJ<0trF3KukLKZ+}PGP@k=>y6N2s*d}`3t;tc|)ac
zDV{~?qJTK%y3d;$ErtA%^jbxO`jU+kzVO00VDtQy^tbh=qOD+Itrc8>3U1*|u*_ec
CSX8J0

delta 362
zcmYk1KT88K7{-$~y+78w(t?9df~DY1H@HYALD0>`rQC8Hy<B_Z{UJ%Ag)0trbtv}@
z>g+0xehkU#?&JsX4T$)L=XrmS<av{C=gS$M`F=M)-$frl$S3(%9pnp?RNJB4?%w;?
z;k+t%I1_x8sHzBCmmRmybo8)qPT_T86X9c<GBi^*%EVlv<SCjW4Wu-MCs?zF-O+|T
z(sc(38j55!oyN-GmIUnPDuC!<nkYW2L_SUK<BTV2A-L4GtP>%5z=X+;{Bf46Sc#;R
zStSa+_lJS4=_IlzvEowc-f!3{&dZc9BUa6Mo5Fa|Gp}>e2=!<eSNj5QBMo(`t#VP+
uD-C5W%wM##G=uU|+XxuiZrF(>2DsI}vf&X$kbN`{lRWBD7hLGWA^QQ`tXcH{

diff --git a/q03_ohe_encoder/build.py b/q03_ohe_encoder/build.py
index 36e4b90..03175bf 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
@@ -5,15 +6,23 @@
 import numpy as np
 
 df = load_data('data/student-mat.csv')
- 
 x_train, x_test, y_train, y_test =  split_dataset(df)
-
 category_index = [x for x in range(len(df.columns)) if df[df.columns[x]].dtype == 'object']
 
-
-# Write your code below
-
+def ohe_encode(x_train, x_test, ct = category_index):
     
+    X_transform = pd.get_dummies(x_train.iloc[ct], drop_first=True)
+    X_test_transform = pd.get_dummies(x_test.iloc[ct], drop_first=True)
+    
+    return X_transform, X_test_transform
+
+ohe_encode(x_train, x_test, category_index)
 
     
    
+
+
+
+
+
+
diff --git a/q03_ohe_encoder/tests/__pycache__/__init__.cpython-36.pyc b/q03_ohe_encoder/tests/__pycache__/__init__.cpython-36.pyc
index 8c87a88f1c4ac0875da221298faa5cf1f1990908..362e6e9600232407580edb1ff0e6b3c3458aa515 100644
GIT binary patch
delta 53
zcmZ3?xRsH^n3tEUfBU`Yi5%vNN%|T2xvBb&Ng0{BiFuW!Mn?MK`9;~q1&PV2`pNkz
IsT2J|0oVHyaR2}S

delta 35
qcmdnWxR{Z{n3tF9rT(I*i5%wq0s0yFxvBc;MX8mECHc7%6G8#LVGFVV

diff --git a/q03_ohe_encoder/tests/__pycache__/test.cpython-36.pyc b/q03_ohe_encoder/tests/__pycache__/test.cpython-36.pyc
index 1956a19a3862d792c03ff34e686b4f3716827383..10b5e312086d93a4a2e3947215daa632c8e55938 100644
GIT binary patch
delta 234
zcmX@ceS@3Bn3tEUfBU`YjU0K5mQk!JC6xuKnoPHt^bBq>R;*+w;$>i9_!Xz0k)NBY
z@0gU4nVXnbS!!gYAD&;7U0jfuoT{IkpOQLxE@K!Y|Ku->pSeLAz`Ba~CVyh;U=*BO
z&1}dhG<hwvw5SM3P86;Htdwu^UFJMPF_54nstiOLBqjhPK)hlWAi=@J!BQkJxrXJB
XiZDo$3q**62#_*})yR&R!>R=Uh!Hab

delta 216
zcmcb?eT<vKn3tC;(_&H7Mvgp2^;@hdC6xuKnoPHt^bBq>R;*+w;$vW7_~oOYk)NBY
zpI($&nOKsaJ9#~07^A>sHm1+qAZf6gBL2xN%pHtElY5yB8HFeBXO<Qf1<8rQ6@ZoU
zPkzswXDAL5ltPt(NQ1-#fdnrQ7qb8f4kiwkBEiXhEPqr)K$2V_LIOm9ltHXUcEmbX
FEdbCkD(C<J


From 7c48f3a43f8af3ab3e42de7d1f357af828506fa1 Mon Sep 17 00:00:00 2001
From: Abhimanyu22 <link2manyu@hotmail.com>
Date: Wed, 28 Nov 2018 10:51:11 +0000
Subject: [PATCH 05/15] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 164 -> 182 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 921 -> 892 bytes
 q04_data_visualisation/build.py               |  14 +++++++++++---
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 170 -> 188 bytes
 .../tests/__pycache__/test.cpython-36.pyc     | Bin 1259 -> 1277 bytes
 5 files changed, 11 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..e426c13c4f3842f5789ef35c444c91368d6f94c2 100644
GIT binary patch
delta 53
zcmZ3&xQ&s+n3tEUfBU`Yi5%vN$@&@jxvBb&Ng0{BiFuW!Mn?MK`9;~q1&PV2`pNkz
IsT2Le0N98UbpQYW

delta 35
qcmdnSxP+0zn3tF9rT(I*i5%wqf%+NwxvBc;MX8mECHc7%6T$$#xC^!b

diff --git a/q04_data_visualisation/__pycache__/build.cpython-36.pyc b/q04_data_visualisation/__pycache__/build.cpython-36.pyc
index 2bfbd4e9d4e48bf9ff2e2bf665199d203cc772e7..af710c33f274e62d9b2782551dab9a3d0ea61f95 100644
GIT binary patch
delta 379
zcmYjM%}T>S5Z=EwA#KuVtKh*?@sNvwdhy^-#iJmC2X!rI+FeN7G#fWt#DjW>XQAZe
zBY5)_#J9-Rw-6CGIdz8lVZNF9_}+})dUwaRt#<l%{eb}Z21`bC-`9~oExP-C1{jGN
zw8<f>XOP+)b320rLLJ(oE?wa@?(kNI2B@5HXR^v&z1L<2GhYDhEMBM2Sbx(j;JEzS
z(MbUXGx&%Un&1pTz`!~1;HgJsO{0Zzd81@7jtiVbijp)G_Z}_?3sg{$Bv2tGNhH)e
zkd|Kmx%ERa<Nnbw9M6LIVczTc7eY?cBp7jjBpBrRCp=qkmF%TB08J>Hx_WEHVSb0U
z^DFcPjeHYtxYS5_FcdPTIE_<j=DT?7q#zS9j%8h+RCg8aQfg?RF!yGH%_DwLDy>vD
PVd<6*6PeJ34zkccBPvu|

delta 427
zcmYjNyH3L}6!mqUYLh;g7?2n$hAb_Dg`qqoHij;2Ru@Y)Y1+J$q##fwhOjbJnaYIN
z5Ci-Mzu=XLiGdA)gq^9^^3n12x#w8^HCI+|-*p?W2T$Y;BlLmRN|*dZ?mS%f4*MLK
zSpsQtjW<ge>%<{0X^}QJxWnBNkFn}7i`jRGbe4~^Tj_^PxlffxUqXSVP$EDDULXd{
zU>ei!b$LcpZ2=|JOjinq&XH%1{D+mQ_v6n!IWDvr<DMoA8m1E}tc$?UgBvbv7EnKl
zY3Sih<<;OBXF^NELYPuE&v<4i2P>zSTsDNBPm(JS3!Tw|5@i+Bh(DvOBV|9M!6b?J
zz|Z(KEs|(Z{lRwi0=t`zyv=P12yEy;1F{Xty>9gd-&;*dMLVT2qj^6KlcES>zs}9t
km80zpYjK^h23<8}52J+5Lw=<GELU%EKrY;nsDfJfAF(`SYXATM

diff --git a/q04_data_visualisation/build.py b/q04_data_visualisation/build.py
index 9c15ad9..c3b0c94 100644
--- a/q04_data_visualisation/build.py
+++ b/q04_data_visualisation/build.py
@@ -1,16 +1,24 @@
-# -*- 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
+import seaborn as sns
+
 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
+X_train = x_train.join(y_train)
+
+def visualise_data(data, path):
+    plot = scatter_matrix(X_train)
+    plt.show();
     
     
     
 
+
+
+
diff --git a/q04_data_visualisation/tests/__pycache__/__init__.cpython-36.pyc b/q04_data_visualisation/tests/__pycache__/__init__.cpython-36.pyc
index 6631d03b276322b5ac907bd3f7ff2fb8b5d823ea..c750c39ed8602abba954f07d365dbcd3dbc0d393 100644
GIT binary patch
delta 53
zcmZ3*xQCI$n3tEUfBU`Yi5%vNnfe*|xvBb&Ng0{BiFuW!Mn?MK`9;~q1&PV2`pNkz
IsT2KT0Nd6QjQ{`u

delta 35
qcmdnPxQda(n3tF9rT(I*i5%wq;rbc*xvBc;MX8mECHc7%6Jh|s!VAs-

diff --git a/q04_data_visualisation/tests/__pycache__/test.cpython-36.pyc b/q04_data_visualisation/tests/__pycache__/test.cpython-36.pyc
index 5353356812e3190f1d8c90fdc95d0d7f053a87cf..cb81b7ded75b2811ece071d106bb7aff79de39ec 100644
GIT binary patch
delta 94
zcmaFO`InQ!n3tEUfBU`YjT}x)N~!u8`MIh3j!7Arxrup|rA9{j;rT_`#RZAUsrt$J
qDXIFC*E7p+u4LNDC=(@^n^;nilV6gPnWR@x31UUDLFvhUEOP-Vx*`Gq

delta 76
zcmey%`I?i%n3tDpy~U!ajT}x)0>Szj`MIh3=|!oPi6!~D`jZbb%Wv*x+Q}$$OE5RF
Zq#!51BquXTub>jdy2S>iCnvDX1pop59JT-e


From 79dd9261ebaa1bfe1dc45e11f7d95728fe2d2385 Mon Sep 17 00:00:00 2001
From: Abhimanyu22 <link2manyu@hotmail.com>
Date: Wed, 28 Nov 2018 11:06:03 +0000
Subject: [PATCH 06/15] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 169 -> 187 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 810 -> 884 bytes
 q05_linear_regression_model/build.py          |  15 ++++++++++++---
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 175 -> 193 bytes
 .../tests/__pycache__/test.cpython-36.pyc     | Bin 1588 -> 1606 bytes
 5 files changed, 12 insertions(+), 3 deletions(-)

diff --git a/q05_linear_regression_model/__pycache__/__init__.cpython-36.pyc b/q05_linear_regression_model/__pycache__/__init__.cpython-36.pyc
index 06a2a9b901d2940b1616332fc3af2e6292737630..8c36785194b67b81d849b35d7efcb8df9d4bb680 100644
GIT binary patch
delta 53
zcmZ3<xSNr~n3tEUfBU`Yi5%vN8TuLdxvBb&Ng0{BiFuW!Mn?MK`9;~q1&PV2`pNkz
IsT2L80ozFui2wiq

delta 35
qcmdnZxRQ~>n3tF9rT(I*i5%wqVfq>QxvBc;MX8mECHc7%6QTjYYYWN%

diff --git a/q05_linear_regression_model/__pycache__/build.cpython-36.pyc b/q05_linear_regression_model/__pycache__/build.cpython-36.pyc
index c40d112c5d846cc979296e4912c2f11a9f286eee..e866042f92fa3fd194204cbf5315fa0e84cf9e18 100644
GIT binary patch
delta 339
zcmYjMJxjw-6n*!mKGT@Au|q)|6f<QpP!|V5#l4Gz8gZz3uQatW@=}FDibL$6gIMwt
zob)GUb+Ma+lY@HGsRz#CaPAlPoquy@$Fhv<?)Ur^8T()hsE|J(CNERxY)|TaOK`y_
zNNP;5i)+lUEu<^+q%NzHoX|z}0eoBVW9FLEr;Gdc3}{zCN9HJ(Ys4dB(j*zOjEynH
zKBO##498lk(JZuGRAsZTb;F@sDd4n#QLz-oLJoW!L~l$PRQ{1(FOH;lc-af1&h_ZF
z)$&eab(P$70_g>@CZv}?<3|1nyIb}0C?{dS!9-<}oBa`#Mb2F<_VZ2L&UO5>{Yp59
d1GP-K(n<0!bk@r!k_L%M(<ODVp@vOp;6FcQNe%!2

delta 259
zcmeyuwu(*Jn3tF9y~U!aOeO|~#|%h-1;};);^L%<%8`62Y$@z53{ku(9Kj5loD+A%
z)+YlsfB`d*1Yu_&E|vlkB@8KyDNMbLwM;ckS&TIdHH^(nj0`nQK%LBfZkmj@IP>z0
zauahht5P+Yia_?<Vou8}(PX~G7;%fSGD;vPGcPr<D848)y(qP~IKOBmLlGBH)vsXv
zjQreGeV}M%B1=hruKr{hCi%(R7%jy4Kz6eM2?j<kMjpl@9w5t4lW#L0lLX^rGiGIR
VMvwxKDjr52CJ^Re5@6zE1^`yXG<g63

diff --git a/q05_linear_regression_model/build.py b/q05_linear_regression_model/build.py
index 7a0a243..ee0140d 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
 
@@ -5,11 +6,19 @@
 from greyatomlib.multivariate_regression_project.q03_data_encoding.build import label_encode
 
 df = load_data('data/student-mat.csv')
-
 x_train, x_test, y_train, y_test =  split_dataset(df)
-
 x_train, x_test = label_encode(x_train,x_test)
 
 
-# Write your code below
+def linear_regression(X=x_train,y=y_train):
+    model = LinearRegression()
+    lm = model.fit(X,y)
     
+    return lm
+
+
+
+    
+
+
+
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..e0ad583a8a3cf227000aaccb453472cad6628934 100644
GIT binary patch
delta 53
zcmZ3_c#x69n3tEUfBU`Yi5%vNdHNaoxvBb&Ng0{BiFuW!Mn?MK`9;~q1&PV2`pNkz
IsT2JY0p6Dqp#T5?

delta 35
qcmX@exSo;2n3tF9rT(I*i5%wqG5Q(#xvBc;MX8mECHc7%6A}T!bqnGE

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..a64117a678c895ca46756cf9676639aaced4a329 100644
GIT binary patch
delta 61
zcmdnObBu?>n3tEUfBU`YjT{L~N?H0D`MIh3j!7Arxrup|rA9{j;rT_`#RZAUsrt$J
RDXIFCWmx4mPiLCT3;=&T6t@5X

delta 43
zcmX@cvxSGln3tF9y~U!ajT{L~0ulNd`MIh3=|!oPi6!~D`jhoo<u|Wnn#&9TE>R8{


From 835c3774d80b8363238ce2b3cc976cfc272358da Mon Sep 17 00:00:00 2001
From: Abhimanyu22 <link2manyu@hotmail.com>
Date: Wed, 28 Nov 2018 11:20:10 +0000
Subject: [PATCH 07/15] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 162 -> 180 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 1086 -> 1023 bytes
 q06_cross_validation/build.py                 |  10 +++++++++-
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 168 -> 186 bytes
 .../tests/__pycache__/test.cpython-36.pyc     | Bin 2082 -> 2100 bytes
 5 files changed, 9 insertions(+), 1 deletion(-)

diff --git a/q06_cross_validation/__pycache__/__init__.cpython-36.pyc b/q06_cross_validation/__pycache__/__init__.cpython-36.pyc
index 9a1c3aaa4d67dd0ebf5ed2b2e34d7c0807004b94..ffa754a42a0f51550cda4ceee42fb99634bf814f 100644
GIT binary patch
delta 53
zcmZ3)xP_6!n3tEUfBU`Yi5%vNiTWA&xvBb&Ng0{BiFuW!Mn?MK`9;~q1&PV2`pNkz
IsT2J|0M~93Z2$lO

delta 35
qcmdnOxQLO%n3tF9rT(I*i5%wq{`wjDxvBc;MX8mECHc7%6G8yK3Jb0P

diff --git a/q06_cross_validation/__pycache__/build.cpython-36.pyc b/q06_cross_validation/__pycache__/build.cpython-36.pyc
index 2e1c378d0210faf52111a997f473e84d10da11f6..5859ef22aee23d5e8d7dcd90f160aa2d6e60a494 100644
GIT binary patch
delta 297
zcmdnT@t<AUn3tF9PUXMoa%KjG#|%h-1;};);^HY2m7Doeg;M!b1=5&PI8(S<7$>gj
zsb>Ysfz&vI)JOn{5{44S8pax?X69Pv8s;pfW`<gp8kS%NO-4UW<{~zrid(F?`6;P6
zQ7pNsiFul=QLMfo?k&cMTa1-aY{kj>MXAM6>_tXk)=GvVZlIoDarzngxvBb&Ng0{B
ziFuW!Mn?MK`9;~>#RZAUsrt!46Z9vaW|E(*&SWJa3UUj`CI&_xMh>PTULZ?T<d*&9
x{Y-kBmoup{vfN_IE0}zdSzUtzC<T@W+k!;!03~j5*Z^Hxnv-hBG+BW~4gfg2M-%`6

delta 360
zcmYjKyGjF55WSCmBq71VfU(gch;EaB7NUp>wjzj)qzOyzH74#O+<PMgRz%h^DdPTt
zowe3}$aG@0zhI-YvB?Z`ILtY7=GXl!HTP<@%KpJ?r^^ZXCQD@@KgH40c{6oHSyZ0M
z{A2o9>|LC*LTe!yGNeN$Xi6zDTrk0fHDeFlSP4mJ!V)fQ;mquzosui!xfgjEuX6lH
z@*>D%P>Q;G6by`ps`4Wdhh1%aBY~-1R9Wx7<LX|l22tO;bbv)8aQ=N@X(@#&Vw8gb
zRw(_*v%n5xAp@Y-Kqp||-Nb=-BWevTKj-b+IF#+ak`v#=VLO|#%`B&fjXJ8jNFlU}
vt=5rwbvVhMSnGYjwy3REaFxCA?VVL53&SFF2^uIs=?LGC19?odFTU{y8W~v(

diff --git a/q06_cross_validation/build.py b/q06_cross_validation/build.py
index 406a734..c089a99 100644
--- a/q06_cross_validation/build.py
+++ b/q06_cross_validation/build.py
@@ -1,3 +1,4 @@
+# %load q06_cross_validation/build.py
 from greyatomlib.multivariate_regression_project.q01_load_data.build import load_data
 from greyatomlib.multivariate_regression_project.q02_data_split.build import split_dataset
 
@@ -17,5 +18,12 @@
 
 model =linear_regression(x_train,y_train)
 
-# Write your code below
+def cross_validation_regressor(Model=model, X=x_test, y=y_train):
+    scores = cross_val_score(model, X, y)
+    r2score = scores.mean()
     
+    return r2score
+    
+
+
+
diff --git a/q06_cross_validation/tests/__pycache__/__init__.cpython-36.pyc b/q06_cross_validation/tests/__pycache__/__init__.cpython-36.pyc
index b571b36039256ecb659b19941ead2c342e31d840..929a1c9e06b45011796e8dd792e15c46ec787793 100644
GIT binary patch
delta 53
zcmZ3%xQmg)n3tEUfBU`Yi5%vN>G~P@xvBb&Ng0{BiFuW!Mn?MK`9;~q1&PV2`pNkz
IsT2L80NT6~g#Z8m

delta 35
qcmdnRxPp<xn3tF9rT(I*i5%wqq52v5xvBc;MX8mECHc7%6QTgX6br@x

diff --git a/q06_cross_validation/tests/__pycache__/test.cpython-36.pyc b/q06_cross_validation/tests/__pycache__/test.cpython-36.pyc
index e065247889afd73fa150bc5ca136b8b2492d5d10..282ec7217a536dc95a0645fdb200f4d2351b2df6 100644
GIT binary patch
delta 275
zcmZ1^utk8wn3tEUfBU`YjU1;K8KX8|W)xyn7iM5!_?4`mk)NBY@0gU4nVXnbS!!gY
zAD&;7U0jfuoT{IkpOUIS`2d^zW=Uo_Mgc*fh9ZzI2q7}ro#l>M6njZ(aY<%gdX#Wt
zadB!<Nqk~XZhmn|d}?87Vos4bP`M^!5r)=C)*=g0kWtbgLLP1?lJOuhJ|H0p#Kmkt
zf`f^Jg@d_>Z!$AmEMF9BUTJPYWsw|EBFcWUKfB)MIc#i<j8c;qvujI%tOaXEaxd6u
Jk;yOEtpHjNJ*)r#

delta 227
zcmdlYut<Qzn3tEU%yLoGMvhaAjJGylW)xx+6=7gt_!X$1k)NBYpI($&nOKsat3NrH
zU4FARvmB#<5Ky`Zqy|EWPL5=`!*z?jB(=CCGcWztWP4UoaS5QbCSwtX(rnfu6)})j
z84#faHw4KzkQo1DMmAwa{>h?jv3$2!^Gb6IDvRWS5>fV(6WR4PuVZ6lWR#w~m0ep3
PWKj`6HghKbVz&YS*)A}g


From f1c22afadcb46a0067726842b6c2a8d43737b552 Mon Sep 17 00:00:00 2001
From: Abhimanyu22 <link2manyu@hotmail.com>
Date: Thu, 29 Nov 2018 08:15:24 +0000
Subject: [PATCH 08/15] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 161 -> 179 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 1168 -> 1217 bytes
 q07_regression_pred/build.py                  |  14 +++++++++++++-
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 167 -> 185 bytes
 .../tests/__pycache__/test.cpython-36.pyc     | Bin 3674 -> 3692 bytes
 5 files changed, 13 insertions(+), 1 deletion(-)

diff --git a/q07_regression_pred/__pycache__/__init__.cpython-36.pyc b/q07_regression_pred/__pycache__/__init__.cpython-36.pyc
index 3e7e4674f103511456d5015475ef0cbf23edade2..a59c9d544c1e9d63d6de30e3400c76b642b17d15 100644
GIT binary patch
delta 53
zcmZ3;xS5f|n3tEUfBU`Yi5%vN3HllNxvBb&Ng0{BiFuW!Mn?MK`9;~q1&PV2`pNkz
IsT2Kz0oLIXX#fBK

delta 35
qcmdnYxR8;<n3tF9rT(I*i5%wqe)<{txvBc;MX8mECHc7%6M_M~vkR&K

diff --git a/q07_regression_pred/__pycache__/build.cpython-36.pyc b/q07_regression_pred/__pycache__/build.cpython-36.pyc
index dfa0411c934d2ac90e55ee4d32c73e0e7f34e120..c5b5bcefe28c12624b265121d404847503465fb2 100644
GIT binary patch
delta 327
zcmbQhd61LSn3tD}Yr+3$-;JDgjP(u-3=B04SqvqNB}~msj37314P!H7EprJ=4O0zs
zGgB=~2`iMvTEYfpvDGlwu+*^Du%)pCGiWmUX|hK#r)8GhVy}oVDN4-DyTx7!VMMVP
z6s4wQCYKa30c|Q`1`#Yk0;qx2H$P?aV@5@FAt3)(tbRs*ZmPaxQbuNOVqRsbk&%9Q
zeo=ODL1J>MesX?Fs{Uk0X8Fk$Ocp{sK=llaJd9ir$W$b<xq)dBV@44dQ2Z7f&<Ux<
zB}Lp|4$v7u&Mnqlpb0s*n9CA#ibQ}CMIbwo2w{+74jZ7V(wtN~kSmMDfP@GW4<io<
Q14#}h0VX~sE+!r(06ITT5dZ)H

delta 276
zcmX@eIf0YYn3tF9rsbk2){UHXj8P^G3=B04SqwFd&5X6oC5$ypHO$RSwJaq}P!?+m
zGnB<v!(78s!&<|Z#uCh+$>^ua62)Fnl$w&6TvEgYG^U6dM6dt}P4-)?xszF#ltl%B
zykFk>8Tq-X`sqcfm5C+!x%!h0ndK+vGFb?40c9B&xuCE}c=L9qMT~j3*el{oiV`#P
zZm|Iwsl_F?*ehWIKn75t2&C~Ab6H|ekuZ=|1hNH*5CX|^*yQG?l;)(`ft*$>1|&q7
Vco=y=7)Ww32{7?7aWU~Q0|0|OKLY>&

diff --git a/q07_regression_pred/build.py b/q07_regression_pred/build.py
index 3f2eee3..e9ebe95 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
 
@@ -18,5 +19,16 @@
 
 val = cross_validation_regressor(model,x_train,y_train)
 
+def regression_predictor(Model, X, y):
+    Model.fit(x_train,y_train)
+    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
+
+
+
+
 
-# Write your code below    
diff --git a/q07_regression_pred/tests/__pycache__/__init__.cpython-36.pyc b/q07_regression_pred/tests/__pycache__/__init__.cpython-36.pyc
index f1435e528c2d79d16299d3cf5270ab25f34f4b3c..bca712812d9cebcd398dab357e047c712a6b4845 100644
GIT binary patch
delta 53
zcmZ3^xRa5?n3tEUfBU`Yi5%vNY5E!YxvBb&Ng0{BiFuW!Mn?MK`9;~q1&PV2`pNkz
IsT2Jo0opGTfdBvi

delta 35
qcmdnVxSWy0n3tF9rT(I*i5%wqA^I8lxvBc;MX8mECHc7%6Cwe>y$iws

diff --git a/q07_regression_pred/tests/__pycache__/test.cpython-36.pyc b/q07_regression_pred/tests/__pycache__/test.cpython-36.pyc
index 203c5fffc9b57db56ac2473265e2f03506fa63eb..6b26268c06ee884cdf612aabfcb66e7cda0c09ca 100644
GIT binary patch
delta 221
zcmca5^G1fln3tEUfBU`YjU2|zN=f<|`MIh3j!7Arxrup|rA9{j;rT_`#RZAUsrt$J
zDXIFCV|e5@XEC!dGDc0#XZg=4H94R4DVr<<149vrsW`cs?J$BXwK<OcG$W%7P)2I9
z0T=sZZ_cA^svyPkP@yvrt|E}DFj<K^Q$-piD+eMJK!g&APyrEYAVM8PXiQ$uUCbD@
aS()cHqks%ZL>@#af(SmKocLr_K2rc6f;QLy

delta 199
zcmaDOb4!N9n3tF9rT(I*jU2|z0s;CN`MIh3=|!oPi6!~D`jhi`<TuwavoJE=n%v0p
zpHX^pBkNN(IR*xXA`nw?axdFq1XpTv0sCo2Mp>YY)Z{SEGi+)gg$iJ<6Bm@L1mr4A
zHsQ`xkpaodg9t?sp$sBaL4-Pp&;SvdlMiwiGv3;4%5$4hKo%sT03wt?1RqdNe6l&8
FDFB`nF^m8J


From ea13dab49a3b6062591539ab369f3323e4160035 Mon Sep 17 00:00:00 2001
From: Abhimanyu22 <link2manyu@hotmail.com>
Date: Thu, 29 Nov 2018 08:24:02 +0000
Subject: [PATCH 09/15] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 158 -> 176 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 1359 -> 1362 bytes
 q08_linear_model/build.py                     |  12 +++++++++++-
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 164 -> 182 bytes
 .../tests/__pycache__/test.cpython-36.pyc     | Bin 3958 -> 3976 bytes
 5 files changed, 11 insertions(+), 1 deletion(-)

diff --git a/q08_linear_model/__pycache__/__init__.cpython-36.pyc b/q08_linear_model/__pycache__/__init__.cpython-36.pyc
index b91b141617b95b635e59b43a1e9967e108638c18..97e7863ef109af242e70d296da7b536abf4743b2 100644
GIT binary patch
delta 53
zcmbQoxPg(wn3tEUfBU`Yi5%vNvHBVLxvBb&Ng0{BiFuW!Mn?MK`9;~q1&PV2`pNkz
IsT2JI0M$AYT>t<8

delta 35
qcmdnMIFFITn3tF9rT(I*i5%wq-ufB&xvBc;MX8mECHc7%69NFdt_z+3

diff --git a/q08_linear_model/__pycache__/build.cpython-36.pyc b/q08_linear_model/__pycache__/build.cpython-36.pyc
index 438fb9485b4b16efb7c4d78b935df99cb4da3c8f..a3de3c5d618b2ac0c1e178629f4aa74366656ca4 100644
GIT binary patch
delta 378
zcmWlTJxjzu5QcX*o8%Jj^i=#P6a`TUqJgtk6vfiULWsq&m)$#a=8N4u;UI^_)fSR}
zU}q)b4-ssHt^6H==x*^o48zPb^WlH`{$Z=-uRQ<VeB(F2gbywNz|lF=5hofF3}FQ-
zG({6!;UTKv6i#eu4Y9PPBVE}T-~ptNB5F}Qz|?+36Q{zJT{(U03Ixt&)Q))}ME9Pg
z2_-Tqa%E+NMVM!TDa1PgRBl|PqbxrXfv4=Ope&87ej+2c<cub<RH&rNJ13G{aFQ`)
zX&G<m|FlXl?&&IU>s_>ctekPzEJePMM0O?VrR)XpWj*l|g||h<!qeVul97Bo>U6^E
zg5Qaf#4L>U)v$iT8}%#NUpH=mn$U-vh_4#`nsQ2#QzCft{TF?~gSPJSd4mOmMS~fG
WS%W2mIRm5OUXAS?i0VCi3!;C-C}W5K

delta 375
zcmYk1KT88a5XJY;?Okq@Xp|rpqNu1`VIm3^wu)F;XcvUAWY-w+l4EZX1G`wHwz}5J
z&Qfgr7J`kiAH~X9D~tIt^JZY)`{JLRA2geM=jf%k!QOa*9~%fE26YToUH}ZT$dVax
zk-;|l>#1XgK#wh*(W}VCE^#%NT4oblv#G?-k>iHmMwUx5#F9P{SBLx9*01R$%A)fu
z@@&w*7k8fKr2+`$iQd<^10OT&*=Q`)L&kKlqT_%B;7K8UdLoQC)go6}qdFv8C%P6^
z@w8uPC3PB(c|aY|OY&)7jt0iF(g;(&BE1Ci&sq0olB@1etEn)Pyj!i(wd#ZHu7~^x
zbJ8GfGDliOFT<Rz__z>bDN5aZC-fWd&4a320Sf_(0MGJ?RFDW_>2^^6S*a4Xjd9gs
Ho0$Fr%RyIy

diff --git a/q08_linear_model/build.py b/q08_linear_model/build.py
index 85d49da..6640ed4 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 +16,15 @@
 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
+def linear_model(x_train, x_test, y_train, y_test):
     
+    G = model.fit(x_train, y_train)
+    y_pred = G.predict(x_test)  
+    stat_table = pd.DataFrame([[val, mae, mse, r2]], columns=['cross_validation', 'mae', 'rmse', 'r2'])
     
+    return G, y_pred, stat_table
+
+    
+
+
+
diff --git a/q08_linear_model/tests/__pycache__/__init__.cpython-36.pyc b/q08_linear_model/tests/__pycache__/__init__.cpython-36.pyc
index 5f231d25458b7d9ddd095d46081a461751daeff2..ad8913b976ae150a9218eb06094efc0e2c171eef 100644
GIT binary patch
delta 53
zcmZ3&xQ&s+n3tEUfBU`Yi5%vN$@&@jxvBb&Ng0{BiFuW!Mn?MK`9;~q1&PV2`pNkz
IsT2Le0N98UbpQYW

delta 35
qcmdnSxP+0zn3tF9rT(I*i5%wqf%+NwxvBc;MX8mECHc7%6T$$#xC^!b

diff --git a/q08_linear_model/tests/__pycache__/test.cpython-36.pyc b/q08_linear_model/tests/__pycache__/test.cpython-36.pyc
index cbaeda35dafd76d9b3875e0d9e56e950079bc591..857cbcb92de759ba31f2393bf107ef62fa9a44b4 100644
GIT binary patch
delta 74
zcmew+*CEeg%*)Hwzx`hHMvgdUrFi{}{M=N1$E1wR+{C=fQX?b%@cg3e;)2BFRQ=@q
elvMr6vb^$}r!r@9GDdCw&m+pj7&TdxKM?@0$QV%o

delta 56
zcmeB>|0c&_%*)H=Yqcn9BS##wfUkZ=er~FMdQoa+Vo83k{$zb#`OV9jGdUS=Z5HGe
MWn#QFS)D%-0O!#WH~;_u


From 1165161394d1411e7605e2265f7010f3b79301a6 Mon Sep 17 00:00:00 2001
From: Abhimanyu22 <link2manyu@hotmail.com>
Date: Thu, 29 Nov 2018 09:18:52 +0000
Subject: [PATCH 10/15] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 170 -> 188 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 1339 -> 1448 bytes
 q09_advanced_model_q01_lasso/build.py         |  17 ++++++++++++++++-
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 176 -> 194 bytes
 .../tests/__pycache__/test.cpython-36.pyc     | Bin 4099 -> 4117 bytes
 .../__pycache__/__init__.cpython-36.pyc       | Bin 170 -> 188 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 1339 -> 1324 bytes
 q09_advanced_model_q02_ridge/build.py         |  16 +++++++++++++---
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 176 -> 194 bytes
 .../tests/__pycache__/test.cpython-36.pyc     | Bin 4079 -> 4097 bytes
 .../__pycache__/__init__.cpython-36.pyc       | Bin 165 -> 183 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 911 -> 858 bytes
 q10_data_missing_values/build.py              |  15 ++++++++++++++-
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 171 -> 189 bytes
 .../tests/__pycache__/test.cpython-36.pyc     | Bin 2358 -> 2376 bytes
 15 files changed, 43 insertions(+), 5 deletions(-)

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..4277d4d68be0f957ee849e48c6859c8bb6693329 100644
GIT binary patch
delta 53
zcmZ3*xQCI$n3tEUfBU`Yi5%vNnfe*|xvBb&Ng0{BiFuW!Mn?MK`9;~q1&PV2`pNkz
IsT2KT0Nd6QjQ{`u

delta 35
qcmdnPxQda(n3tF9rT(I*i5%wq;rbc*xvBc;MX8mECHc7%6Jh|s!VAs-

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..2acc5f1e983e050f5c1fafeda1291d7f942079f7 100644
GIT binary patch
delta 748
zcmYjO%Wl*#6pig<lF4Ic=u989m3UM_8VML_fF0r?UYm*yAcUzDxns98(>Mus2C0%G
zRD~^zYJQ?f>{znl3-|zUSnwCH04HKmTR!*r_;HV~zxiju&aEi&|D64Od&RM=U)H&1
z8~(ry`Q>!yNx}mh@DPVQ!V$2jMct%>yG`uj3nqHW3h(1Suvm9Kn6J`y1q=t&uK-?S
zh^<v%&&KO`17F0O%wg+nqk?;|R%nNYH2Mhe7Ij}(!|v(#mv@FpuW&}vSiV~j!D!5c
z$b{}U8rhdwvMAVp(G%lXPBOuk1F-ucGM-yzJgU7<4HTBLD^NPhnFD1hSi!PYK;<+X
zm2QCy2MSea&n~^PUHWBE*a|7n><kKL-cqjeRiN63_938vLW-z;XjA7CEJM{&o(d0;
zG2VKPdy`iplQMo!k{Kn%EK4=wglQ<o*cM!}A<*u`nCGb+x}x@p(ZQ?`zG1?AfhF1o
zG|Z`PKPClvDhOx8X!#mmooR<8`IO)wAyQ^B&nQbYc&3rbrd!8xZt8@QNh0bRh>ij5
z%YqbfLG}~&*%F&Z`h75(W}J;4?oVf&q{oZ#c=S3GM=~c9Hkz1AN6Qm*Y55agyRMxk
z)w($*>+3A&fzb2;@WEv$wv93bBCNyq*Bj_QxZRaU2_quC$yp(06DeG?D7+e)hdJqj
z=f@hRxo+hor9_I}^2FW+{_=;t_GYEt*sozw!)gt6md5!x*fN^-?wS%T5_S)onXKOy
S!lpM4J>Ws(6?(7-JMbS5NxB38

delta 668
zcmYjNJ8u&~5Wd~Ly@!2%5Zg&05<!XtItna7hY%nEp^0cnfldKy#jX=u_hN5@Vss}L
zmo|lU4FweysVS-W4^-RI@(ZY#HBD|c-_B#_zHjDR`$uc<L8sGNKKvT3Y|Hv>UHKrk
zo`MyhS9>qsL~U+yCk~<x+-}@WdQlHqqCM}=uW_$N;3MwWDB2K2Y}Dw;jt0>%8bzCe
zih&r`_z0T}@9;Jc&QY|*o!3^_UHv+2-lBtL089?pGsDOMlvUasam>jDsc1>(sI*F4
zV`M2@(zQ=2M-lK*NosOrS8nB1e$`U;oR*Gq=57hXO22Gz`-{!#G2+ezuG-MymhCA4
zdiT}7^nff}5=~j0pD^vGnM_zb`y_NAS<16yQYfZGXlwd@@{z^bmPsKrNtn=B-j~Sq
zBTZ*17iXa-%@mqUXG*%@NoqozbL~H8itS65KwFw?yZ9hg7-;uwq9kk1@y<)xGH+?j
ziXxL8<2#E<E(MPWFv_0!U4Q+=C@L;3c@v_)hvSnh5#wVi7EEQyxOr#qHh0MFyK)E0
zn_z|6u7$cNfHOq5(7F;L=|ei))=!$B<lgs7(nBMfo+kN1j-a5O9Oh?*95jFIgVao;
zo&PHV^+Irs`BZK}T5cP-Zs3Li!@JgY1$H5)y+=vLPh;`eEUhqI0bU=_<slD)KJ4K>
G?vj6P_MP<r

diff --git a/q09_advanced_model_q01_lasso/build.py b/q09_advanced_model_q01_lasso/build.py
index c832d59..5b9fb6c 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
@@ -6,6 +7,7 @@
 
 from greyatomlib.multivariate_regression_project.q07_regression_pred.build import regression_predictor
 from sklearn.linear_model import Lasso
+from sklearn.metrics import mean_squared_error, mean_absolute_error, r2_score
 import numpy as np
 import pandas as pd
 
@@ -18,6 +20,19 @@
 
 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_model = Lasso(alpha)
+    G = lasso_model.fit(x_train, y_train)
+    val = cross_validation_regressor(lasso_model,x_train,y_train)
+    y_pred, mse, mae, r2 = regression_predictor(lasso_model, x_test, y_test)
+    r2 = r2_score(y_test, y_pred)
+    stat_table = pd.DataFrame([[val, mae, r2, mse]], columns=['cross_validation', 'mae', 'r2', 'rmse'])
+    
+    return G, y_pred, stat_table
+
 
     
+
+
+
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..46d73a45bf97db9dcf5bc2ba5e63da992fc2c5de 100644
GIT binary patch
delta 53
zcmdnMc!-h1n3tEUfBU`Yi5%vN`T808xvBb&Ng0{BiFuW!Mn?MK`9;~q1&PV2`pNkz
IsT2K@0N*4Mr2qf`

delta 35
qcmX@axPg(wn3tF9rT(I*i5%wqvHBVLxvBc;MX8mECHc7%6OsVJ%nRlK

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..d66bb14e69eb0bde335831bc44a6d643bcd25850 100644
GIT binary patch
delta 196
zcmZoxn5w{G%*)Hwzx`hHMh;JA#cchI{M=N1$E1wR+{C=fQX?b%@cg3e;)2BFRQ=@q
zl+?`$%zDg>QJeeOUNAALZm!^DW#rakU|=Xx1rgeldwHZLFXFn7A-0VB4w~2`c@>Zr
zbr7KmB6L869*EEf5eA#>c#kuRMX~0U<`z^IDFel#*a{N!QWA@c)Fw;wPhnJ@yn#O$
E0NuSZ`~Uy|

delta 192
zcmbQL(5%2=%*)I5Qh!m@Mh;JAfk^#~{M=Oi^rF<t#FG46{mJ|I<Tp=Z=3{2OwRs`i
z3noUj&0U<VjNIA`3=BnTAVO#Id>*OETe$9Hi0$CMgC;gfUKON814L+n2wf1N4<Zae
ygyH4@-s6m7w^;K^a|<eql!0PVYz2vVDT&2J>XUW(r?7#o6r3EuD?a%izc~PIB{4w&

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..93d3b97114c8f53ba2ee41af9cb4685807c0293b 100644
GIT binary patch
delta 53
zcmZ3*xQCI$n3tEUfBU`Yi5%vNnfe*|xvBb&Ng0{BiFuW!Mn?MK`9;~q1&PV2`pNkz
IsT2KT0Nd6QjQ{`u

delta 35
qcmdnPxQda(n3tF9rT(I*i5%wq;rbc*xvBc;MX8mECHc7%6Jh|s!VAs-

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..9d3007ebd93a4eb8895a2a8f62c00042fb3b2bca 100644
GIT binary patch
delta 426
zcmYk1PfNov7{;5V?YeH&DWVQhrw3&h3-jPb1o7Za5D$YYj;zVHYX6aR!XQP)&Yt=K
zJd0k2N54rfeh)92?j+&;@w_3=^S=4AKkVwU<Jhn7zqj*wwF{mdP18(O7pnNZLZ%6Q
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z8fZb*{M<v=U`fI_m1c@#f;n@FsqUXFtCy@%Vx`1tiDrp%{y%K0R$8a(Bjb>s!D7p3
F{Q(=Va4Y}-

delta 476
zcmYjNO=}x55Y^{?W!)6w(zFh#dt3-fX%2x>dTH>n5NarxfDw`654_&ZtXk}%B?q5<
z+G|dsJrn{Z<k)|rpORA~pNg2rdzyJO8r>!TlK8mQN`8H~9n|;nH+-EUgaQ|zT~yM6
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zBp+cJtVzA)9HH5|q+d}Me(6KxhGo~(axp8%!p8Fgaxt6yR5k@Mmqk9Tw9qPJmR}5i
zh?!-OSIW{{C`;fyVDHD4Pv%lBvIzVZmR?RYgpL9Cl9bZMr$UP!h}_xcrDfF>=q$D2
zVyHnh2c*-3#Mg3|$dQ7U=fQGVf|3L3Cc?IF_k2_0UsU};u<z7k|7cv~>SzRNDRhxH
ze@Sl-Ixh3VMdd#h;b%B?r;WQ9IuASa47b5&ZBV)uMFl%v^qRNyu=&m2oxF4sc0IiE
b@Y;j#xEc5#ym5Cn`j{8;`%HbpP0G7Z|Jisv

diff --git a/q09_advanced_model_q02_ridge/build.py b/q09_advanced_model_q02_ridge/build.py
index 0fb3e1a..b2a0cb4 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
@@ -18,8 +19,17 @@
 
 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_model = Ridge(alpha)
+    G = ridge_model.fit(x_train, y_train)
+    val = cross_validation_regressor(ridge_model,x_train,y_train)
+    y_pred, mse, mae, r2 = regression_predictor(ridge_model, x_test, y_test)
+    stat_table = pd.DataFrame([[val, mae, r2, mse]], columns=['cross_validation', 'mae', 'r2', 'rmse'])
+    
+    return G, y_pred, stat_table
     
 
+
+
+
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..0fa6b68ea970d5a0acb66bff6cb356efa1771caa 100644
GIT binary patch
delta 53
zcmdnMc!-h1n3tEUfBU`Yi5%vN`T808xvBb&Ng0{BiFuW!Mn?MK`9;~q1&PV2`pNkz
IsT2K@0N*4Mr2qf`

delta 35
qcmX@axPg(wn3tF9rT(I*i5%wqvHBVLxvBc;MX8mECHc7%6OsVJ%nRlK

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..7736012d4908d62b2af4552116ad14a1125c4d69 100644
GIT binary patch
delta 204
zcmaDa->AT0%*)Hwzx`hHMh;JA#cchI{M=N1$E1wR+{C=fQX?b%@cg3e;)2BFRQ=@q
zl+?`$%u>vZQJbsTUNAALZcgE3W#rakU|=Xx1rgel6F8(M_i^3F5Szq(2SaQ!Pldb+
zNSiu{&;$`WAVLpB=z|D@$qV_#H#_ofU=)jD%`43<s4P+jibt^(B<7_g78j{aX6K*6
Ks5*HLe=q=X1T?Gw

delta 196
zcmZovcrVXk%*)I5Qh!m@Mh;JAfk^#~{M=Oi^rF<t#FG46{mBV@@|!0y|6*diwYit=
z1rwv%<}yxJMm}u@28JRv5TOGkCO2}5PhP-vADi$J?mO6om-1A|tAg}vfCw!Rp$j7P
vL4*N_Fx+gzdz?}17HeK<Zb4;{GEgjvtspTkC9$|jeX=C~6h^hl>-d8Ky!|li

diff --git a/q10_data_missing_values/__pycache__/__init__.cpython-36.pyc b/q10_data_missing_values/__pycache__/__init__.cpython-36.pyc
index 9f50df257f7dadafbe3ce884c55c000ecc154d68..77ad46215cd67643c64009e7a63e6136e3af05eb 100644
GIT binary patch
delta 53
zcmZ3=xSf&1n3tEUfBU`Yi5%vNDf$`txvBb&Ng0{BiFuW!Mn?MK`9;~q1&PV2`pNkz
IsT2Le0ofH2c>n+a

delta 35
qcmdnaxRjB@n3tF9rT(I*i5%wqLHZf_xvBc;MX8mECHc7%6T$(%4-2{g

diff --git a/q10_data_missing_values/__pycache__/build.cpython-36.pyc b/q10_data_missing_values/__pycache__/build.cpython-36.pyc
index 5c075f43b94e582040d94a38ff22b71e81107625..cbb81a5110bd729fb70edcaf87467f8d667a4fce 100644
GIT binary patch
delta 301
zcmeBYzs06(%*)I5Y2E+mNlXk3j~S2v3y|#q#Klb$l{4j1d9nnX85kK-*i$%K7@~wy
zg;IH%8G(G3U<OUji5DWAfchDjf!G<OM*>LHFw`>EFlI3{Gn6o9F_kc9u{1NLF#(k`
z`f0M>;z&s?PA<w!O1;Hi5noc2n3)$fIhIk<gy|MbN@7XkEvA&Tl?+8ZKy!X2>SyHV
zrs_K;Wn|_i=2ey&8R>`T7iAY0BqpcoC+DZ6PM*l<C&CA^7vyLLMi#~*5KmKhvLMr6
zt|D$AyNDe~OqOPr(q#kjK+<5tkqBO(*ewp5-29Z%oK!oIcZ$U(7ch&kGIB6+umS)Y
CKS8tr

delta 380
zcmaKnJ5Iwu5QcZw4mL?##4!{I(WG(#DWD7DAyS8eCbEz$C%XYhNo@HM5kzNdkmVat
z0e9g7({hVc%tDij8O=BQ82!Hnw_c6Tv1Qf${+sv08T)1%q0{+-Dt#|IVP6=+d}dxt
zwxm_SE%$7%EgiWd?E;AH0tya{Ug)m6*#7J42bj=rm|HJDhar%nMs=l>9l{fvvO*Cu
zKGh1Ca2kbytD`AoI!?lo#99!?vla4KU~?JFa_Ntwe37LtAPhfP(jcAnb@x7+%kEtw
zS3wrds}cq$P31z1F$Rf6d^|Y(H{4x3uX_Bb>hLcMxtO5w;Acq?E~+)(>nRC@0AYl+
nI0+XS>e(umzy2Fgu4talBazSKnc6truP!yG!A-phHkgz@4#HUJ

diff --git a/q10_data_missing_values/build.py b/q10_data_missing_values/build.py
index 582edbb..45eee5e 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
@@ -8,6 +9,18 @@
 
 x_train, x_test, y_train, y_test =  split_dataset(df)
 x_train,x_test = label_encode(x_train,x_test)
+df.describe()
 
-# Write your code below
+def describe_df(data):
+    df = data
+    return df.describe(), x_train.apply(pd.value_counts)
     
+
+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..7d9fb0664d6c722a8905e1635dd5b1e3492f12bb 100644
GIT binary patch
delta 53
zcmZ3@xR;T`n3tEUfBU`Yi5%vNS^63IxvBb&Ng0{BiFuW!Mn?MK`9;~q1&PV2`pNkz
IsT2KT0o-E}kpKVy

delta 35
qcmdnXxSEl}n3tF9rT(I*i5%wq5&9YVxvBc;MX8mECHc7%6Ji0u84J<?

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..736f302eac437d9d4981a0fec3ce73fb4b0018ab 100644
GIT binary patch
delta 62
zcmdlcbV7*3n3tEUfBU`YjT{+FifQ^8`MIh3j!7Arxrup|rA9{j;rT_`#RZAUsrt$J
SDXE+5nFQDvqb5(_SOx%@Wff8Y

delta 44
zcmX>hv`vV^n3tEU&t*~6Mve?7{t*3){M=Oi^rF<t#FG5n%@dgf*cfk3Uc|8s05?ev
A-v9sr


From 5389e3f93fec2f290b87d4d8e6bb7275e34e3550 Mon Sep 17 00:00:00 2001
From: Abhimanyu22 <link2manyu@hotmail.com>
Date: Thu, 29 Nov 2018 09:59:12 +0000
Subject: [PATCH 11/15] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 177 -> 195 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 1081 -> 1198 bytes
 q11_feature_selection_q01_plot_corr/build.py  |  23 +++++++++++++++---
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 183 -> 201 bytes
 .../tests/__pycache__/test.cpython-36.pyc     | Bin 1488 -> 1506 bytes
 5 files changed, 20 insertions(+), 3 deletions(-)

diff --git a/q11_feature_selection_q01_plot_corr/__pycache__/__init__.cpython-36.pyc b/q11_feature_selection_q01_plot_corr/__pycache__/__init__.cpython-36.pyc
index 35c8cae903f3144112ac43723fc1b6346aa0fe84..c3d72a96e31c528b84b183560f4c3b53707a52cf 100644
GIT binary patch
delta 53
zcmdnUc$ksHn3tEUfBU`Yi5%vN1^OBJxvBb&Ng0{BiFuW!Mn?MK`9;~q1&PV2`pNkz
IsT2K@0pGC_sQ>@~

delta 35
qcmX@ixRH^=n3tF9rT(I*i5%wqarzngxvBc;MX8mECHc7%6OsYLBMa&P

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..fc2328968bae9d266e4751af96b17a3721a8b072 100644
GIT binary patch
delta 690
zcmZ8dO>Yx15cSxb&1SpVe9+Ruk)CqNN`)grtvDAXI3V0al@mMZF8dLA-72XPDzUvr
zsLGW;z=bpXmAxTO`3qdYPB>K9nwd9#W6vA^aK6<JpVsRx`~K%l+6etZ_m-vcv9|ov
z-QlxSh-=j4h+FYa;!zKf#+A69_|yj^9Bvmt8^RNf0(us0(iUyg2f`Ok(JF8cn-lJG
zhu3a_?%sX5z0vJZMcYf$;-hv7MWC=EW6Xi$C0^h;j;sPLh^owC4kOIT5_))HEh@^6
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z8s<7yN8vaRuLZT=$FJoZzNTB=k(pvD%+l-qZV)DHEb@Re#m+alJ4wf#Mu{i9w1-(b
zWU8!A&y{3hT2^QOfVDf!q?G25OEQU-G+#kiKjF!l#0FM#b|rNGj$L9tDy@wUhmW@R
zWz*CU%~Q;#Uy<C``R^pS$Py8p3@)^gbar`k6uisihkU|@A{b^|tWI(Nq^(O4Zi54D
zaP@u+54D$%^l1lV&4j(Ol`u7lGZlw}?qp^VwYO2WR%_gEYJq|cGMQ46r+In2`b@g3
zE5iD6Pro32?MhpZEpjCrn?#Rp64PfR_ntd21<vy%<Cn2`L3EZIl`b5B2M+cu4?DOC
GzWWy=3ajt{

delta 570
zcmZ8dJ&)8d5cSwjHpymldj~@3KtkfGG;DEHh%fO`A%O&<z$`*J?7hn>*{mD`x2LQq
za_tqX`~yToLr=#qprAo=OT}NHV!Q}(!q&{Zd1KAI@u%=}u(LZDMBnbc7uF->2RU^(
z;@fET(Q4=FeO`oRBqAV^NU!LZv50}FK>96+fr`|ig)tY2*bqapsbZC=jh2q7V`L-)
z86Jb!T75WvhhvDdyRP*cbPbu3mMp1(2JeJQIDs);vL!cE(iVU;e9D?NGTeB^Z|Jnw
zLJKZRCiw{iVuF7>X5s(uT8eBm?cZsM+u;dGy@x5--X!0z^CM;bXT>A^SpF2K2>C!)
zCNp_8OJmDlRa$HJ9oh-E-8Fjof%WD(pBYUZ!{&vtygsPjrk>?8GZ|*sRVV8z&agB)
z{7CdR=D(hg4ysa(_O)7MrYc9>S9YoUPH)^AVwFGuTWAq%LjvbOUqmhi9lCJFZkCyu
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cgX?7_Ul;18TdsDhA~+8*i+M}~I)tSE8x~ZI#Q*>R

diff --git a/q11_feature_selection_q01_plot_corr/build.py b/q11_feature_selection_q01_plot_corr/build.py
index 0427922..efd6c7c 100644
--- a/q11_feature_selection_q01_plot_corr/build.py
+++ b/q11_feature_selection_q01_plot_corr/build.py
@@ -1,8 +1,9 @@
+# %load q11_feature_selection_q01_plot_corr/build.py
 
 import matplotlib.pyplot as plt
 from matplotlib.pyplot import yticks, xticks, subplots, set_cmap
 from greyatomlib.multivariate_regression_project.q01_load_data.build import load_data
-
+import seaborn as sns
 
 from greyatomlib.multivariate_regression_project.q02_data_split.build import split_dataset
 
@@ -21,6 +22,22 @@
 
 #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')
+
+def plot_corr(df, size=11):
+    
+    df_train = pd.concat([x_train,y_train],axis=1)
+    corr = df_train.corr()
+    fig, ax = subplots(figsize=(size,size))
+    plt.set_cmap('YlOrRd')
+    ax.matshow(corr)
+    xticks(range(len(corr.columns)), corr.columns, rotation=90)
+    yticks(range(len(corr.columns)), corr.columns)
+    fig.savefig('./images/data_image.png')
+    return ax
+    
+                         
+    
+
+
 
-# Write your solution here:
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..792b095d7b153199da0dbf73600f7bf13f20c78b 100644
GIT binary patch
delta 53
zcmdnac#@IBn3tEUfBU`Yi5%vNW%?QUxvBb&Ng0{BiFuW!Mn?MK`9;~q1&PV2`pNkz
IsT2J&0pkA>!2kdN

delta 35
qcmX@fxSf&1n3tF9rT(I*i5%wqDf$`txvBc;MX8mECHc7%6EXqCEerwx

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..a561593d3b23f104bf341cd708da02082f4b97c8 100644
GIT binary patch
delta 68
zcmcb>{fL{xn3tEUfBU`YjT|9NN=5n^`MIh3j!7Arxrup|rA9{j;rT_`#RZAUsrt$J
YDXIFC7qZB2?q+(($QZRbmnE4I053Whh5!Hn

delta 50
zcmaFFeSw?9n3tF9rT(I*jT|9N0txyV`MIh3=|!oPi6!~D`jZ`4<u}h|ddSFlYjZtI
GG9v({r4ac5


From 48a9f82795da93dd317e94a46fa8ba1a773fb0ae Mon Sep 17 00:00:00 2001
From: Abhimanyu22 <link2manyu@hotmail.com>
Date: Fri, 30 Nov 2018 03:42:25 +0000
Subject: [PATCH 12/15] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 183 -> 201 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 1715 -> 1540 bytes
 .../build.py                                  |  20 ++++++++++++++----
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 189 -> 207 bytes
 .../tests/__pycache__/test.cpython-36.pyc     | Bin 2604 -> 2622 bytes
 5 files changed, 16 insertions(+), 4 deletions(-)

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..35c13a8616bba55a8b4f35c2e1a47aef6e6c6aa4 100644
GIT binary patch
delta 53
zcmdnac#@IBn3tEUfBU`Yi5%vNW%?QUxvBb&Ng0{BiFuW!Mn?MK`9;~q1&PV2`pNkz
IsT2J&0pkA>!2kdN

delta 35
qcmX@fxSf&1n3tF9rT(I*i5%wqDf$`txvBc;MX8mECHc7%6EXqCEerwx

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..76c74ecbe37a25be6c5be4ea039bd4896fceac68 100644
GIT binary patch
delta 728
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delta 880
zcmYjP&ubGw6rP#=nN2pfYQ?A(+8!hzZKWU{O7UP%LNE1D7bI*mlXR2a>^d_kjcmvv
zk){X1l9N|&LT?4H{vUG_y$JmSq$l4bRXf9b^X9!bZ@%}<j7sPJ%7*WIceg(WKP`lQ
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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..8cb4410 100644
--- a/q11_feature_selection_q02_best_k_features/build.py
+++ b/q11_feature_selection_q02_best_k_features/build.py
@@ -1,3 +1,4 @@
+# %load q11_feature_selection_q02_best_k_features/build.py
 # Default imports
 from sklearn.feature_selection import SelectPercentile
 from sklearn.feature_selection import f_regression
@@ -12,16 +13,27 @@
 np.random.seed(9)
 
 df = load_data('data/student-mat.csv')
-
 x_train, x_test, y_train, y_test =  split_dataset(df)
-
 x_train,x_test = label_encode(x_train,x_test)
+np.random.seed(9)
+
+def percentile_k_features(x_train, y_train, k=50):
+    
+    model = SelectPercentile(f_regression, percentile=k)
+    model.fit(x_train, y_train)
+    cols_list = model.get_support(indices=True)
+    cols_sort = [cols_list for _, cols_list in sorted(zip(model.scores_[cols_list],cols_list), reverse=True)]
+    top_k_predictors = x_train.iloc[:,cols_sort]
+    
+    return list(top_k_predictors.columns.values)
 
+percentile_k_features(x_train, y_train, k=50)
 
-np.random.seed(9)
-# Write your code below
     
 
 
 
 
+
+
+
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..bd4e9522f06f9482250757cc76ade6258bce8ba1 100644
GIT binary patch
delta 53
zcmdnXc%G5Nn3tEUfBU`Yi5%vNHToI(xvBb&Ng0{BiFuW!Mn?MK`9;~q1&PV2`pNkz
IsT2M30p?8-*#H0l

delta 35
qcmX@lxR;T`n3tF9rT(I*i5%wqS^63IxvBc;MX8mECHc7%6Y>GaHw+p8

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..27505c599f92c3471305574c6a552f6ad9742b1e 100644
GIT binary patch
delta 81
zcmV-X0IvV66uuM)GYt(2kGI}iu?VdKB6u%oZ*65SL1JiWZDDSCbuuz9S8sA_b8ul}
nWiMlIWMwatPYEBh<O1ab0a~-l20#G;BeM$#f&l?qla2|Vf!7<2

delta 63
zcmV-F0Kosg6s!~oGYt(2=`W&Mu?VdK5N0oEZ*65SXL4nEVRUb8FOy*jAG7uX<pTlQ
Vv)l$i0Rbel9SDK}0os$G37)Yg78d{j


From 8a4a3a8a1ec779f71af96996dc385fe940b2898b Mon Sep 17 00:00:00 2001
From: Abhimanyu22 <link2manyu@hotmail.com>
Date: Fri, 30 Nov 2018 06:26:24 +0000
Subject: [PATCH 13/15] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 163 -> 181 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 995 -> 1029 bytes
 q12_feature_selection/build.py                |  16 ++++++++++++----
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 169 -> 187 bytes
 .../tests/__pycache__/test.cpython-36.pyc     | Bin 2699 -> 2717 bytes
 5 files changed, 12 insertions(+), 4 deletions(-)

diff --git a/q12_feature_selection/__pycache__/__init__.cpython-36.pyc b/q12_feature_selection/__pycache__/__init__.cpython-36.pyc
index 886fe32a654f75efb74de32eefce46b1759dcd99..f491c1235a980aeb7074606e34bf8ac8aef6f4b0 100644
GIT binary patch
delta 53
zcmZ3?xRsH^n3tEUfBU`Yi5%vNN%|T2xvBb&Ng0{BiFuW!Mn?MK`9;~q1&PV2`pNkz
IsT2J|0oVHyaR2}S

delta 35
qcmdnWxR{Z{n3tF9rT(I*i5%wq0s0yFxvBc;MX8mECHc7%6G8#LVGFVV

diff --git a/q12_feature_selection/__pycache__/build.cpython-36.pyc b/q12_feature_selection/__pycache__/build.cpython-36.pyc
index 7c97eeb95ec157d7f2aaeafb7f302dd15b650ec6..6d7251f13c73deca4c2b40ef45f1cc564e0ba5a7 100644
GIT binary patch
delta 233
zcmaFN-pZkD%*)Hga)Tizmzja#F#{4{1+pE0xVUYia-J-23TFye3uBaEs$eQ_Dt`)h
z3QsRHBSQ*XFoP!F#07QHK<x}HK<o_C!UH5q7-|@57;BiCnSn|e{WKYiKqhK3-(rlo
z#aMZZF?%IL5jRleSG;~ker~G1V^T(DZem_#sgaR>cz#iKaY15os(x~QO6uf7#vn-n
wkhx4if`O@s7f8Mo0TMt%xi(*7{KhB?vc4E3#KXwL1cr<pKq$b-$Hc_~01P-SEdT%j

delta 204
zcmZqWc+9SB%*)G_<+>;;n3;j$F#{4{0kR!{xVU1Xavnc-3TFye3uBaE3R^IPCeOrm
zbs-=HAnXiMBmg8z7-|@57;BiCnQNJAn1RX|{WKYiSb;K{EVmdVZZTHgV$6<WNlQ&E
zS;<hu4HW<7tDljdo2s8)lv<fslAo(TnTJV!@^VHaei4wNAk!Hbc^Hd$H-BRM#wg7M
X5)=XwJd8X{V93nD$iXDQ$j1Tz>LDh}

diff --git a/q12_feature_selection/build.py b/q12_feature_selection/build.py
index 1bbe2b2..907e255 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
@@ -7,12 +8,19 @@
 from greyatomlib.multivariate_regression_project.q11_feature_selection_q02_best_k_features.build import percentile_k_features
 
 from greyatomlib.multivariate_regression_project.q11_feature_selection_q01_plot_corr.build import plot_corr
-
-
 import pandas as pd
 df = load_data('data/student-mat.csv')
- 
 x_train, x_test, y_train, y_test =  split_dataset(df)
 x_train,x_test = label_encode(x_train,x_test)
 
-# Write your code below
+def feature_selection(X,y,k=50):
+    
+    return percentile_k_features(X,y,k)
+
+feature_selection(x_train,y_train,k=20)
+    
+    
+    
+
+
+
diff --git a/q12_feature_selection/tests/__pycache__/__init__.cpython-36.pyc b/q12_feature_selection/tests/__pycache__/__init__.cpython-36.pyc
index 199811ee773001ca0c605ea752dff30b16fe2a41..91f293494bf2a3cc4e48af59f68137a2f2496a9d 100644
GIT binary patch
delta 53
zcmZ3<xSNr~n3tEUfBU`Yi5%vN8TuLdxvBb&Ng0{BiFuW!Mn?MK`9;~q1&PV2`pNkz
IsT2L80ozFui2wiq

delta 35
qcmdnZxRQ~>n3tF9rT(I*i5%wqVfq>QxvBc;MX8mECHc7%6QTjYYYWN%

diff --git a/q12_feature_selection/tests/__pycache__/test.cpython-36.pyc b/q12_feature_selection/tests/__pycache__/test.cpython-36.pyc
index 3a7de81e6c075362fc5574bc7cd7fa1084aa1fb6..67b9823a23d1964f00c5281e00fefb612849c8f7 100644
GIT binary patch
delta 118
zcmeAcoh!;=%*)Hwzx`hHMvm1?N-6po`MIh3j!7Arxrup|rA9{j;rT_`#RZAUsrt$J
zDXIFC_i@T^e#CTznK5efb~Xn_My1I=*yEL=1alKh3UcyGax#<j3MxUYC^jg~T#!=|
PWj{H9Q+M++j;D+Ope`y+

delta 100
zcmbO$+AYdq%*)I5Qh!m@Mvm1?0zvv2`MIh3=|!oPi6!~D`jank%5VO{bcLDm*5;FJ
y4vdV-leswJm2L^<CYBWB<d@`RCg~Maf>^iMpfqzqPDzyg<cl17n|E?NVFUp3n<ZHQ


From 8c44e706d2467d68a26c2d2f2f348059c9ccc7eb Mon Sep 17 00:00:00 2001
From: Abhimanyu22 <link2manyu@hotmail.com>
Date: Fri, 30 Nov 2018 07:23:50 +0000
Subject: [PATCH 14/15] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 160 -> 178 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 556 -> 1213 bytes
 q13_plot_residuals/build.py                   |  29 ++++++++++++++++--
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 166 -> 184 bytes
 .../tests/__pycache__/test.cpython-36.pyc     | Bin 1475 -> 1493 bytes
 5 files changed, 27 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..de1422be7f42902a9fab04d8879c68c36a9b3154 100644
GIT binary patch
delta 53
zcmZ3$xQUU&n3tEUfBU`Yi5%vN@%kD0xvBb&Ng0{BiFuW!Mn?MK`9;~q1&PV2`pNkz
IsT2Kz0M=9zWdHyG

delta 35
qcmdnQxPXzvn3tF9rT(I*i5%wqzWN#YxvBc;MX8mECHc7%6M_J}TnnZE

diff --git a/q13_plot_residuals/__pycache__/build.cpython-36.pyc b/q13_plot_residuals/__pycache__/build.cpython-36.pyc
index b3cfbafacaf9b3c23302f194e7c40a3e8bb72751..1e6cf784978bd9bc8f6d64a9a7cf27b0619f05fe 100644
GIT binary patch
literal 1213
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z*r_Mkl2Tjql%EAWaM)M1EaaiXfvRT>-f+04n%M^5a5z-0tj*h$Kp^W&$~zE3XGups
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zmWcc%u^Qo7yyL6(JJ6||3-$1=D$Lc+AWAba0Ug=xV}}Q`e9{jpZ>9_nbs~&`vI<OU
z6kskc;3S=JUr&q6zF*ZAu>o!D-yX2?bCCgW;Gx|v`Wq=**zT`UG%YfSUX7=?N4}U3
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t0fPX}%Avbz=ek>=ZI{%a<C?jG7gkNZivg{{T4)jXqFJ_Rhc#J`{RU2?bA|u_

literal 556
zcmY*VJx@Y06m8#kh=?r4(e*997~*D(i6JHq4C?e2Qs@;*`gqv(p%|QSHU0-T|58^c
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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..d02d81f 100644
--- a/q13_plot_residuals/build.py
+++ b/q13_plot_residuals/build.py
@@ -1,5 +1,30 @@
-
+# %load q13_plot_residuals/build.py
 
 import matplotlib.pyplot as plt
+plt.switch_backend('agg')
+
+from greyatomlib.multivariate_regression_project.q01_load_data.build import load_data
+from greyatomlib.multivariate_regression_project.q02_data_split.build import split_dataset
+from greyatomlib.multivariate_regression_project.q03_data_encoding.build import label_encode
+from greyatomlib.multivariate_regression_project.q07_regression_pred.build import regression_predictor
+from greyatomlib.multivariate_regression_project.q05_linear_regression_model.build import linear_regression
+
+df = load_data('data/student-mat.csv')
+x_train, x_test, y_train, y_test =  split_dataset(df)
+x_train,x_test = label_encode(x_train,x_test)
+
+model = linear_regression(x_train, y_train)
+
+y_pred, mse, mae, r2 = regression_predictor(model, x_train, y_train)
+
+def plot_residuals(y_test, y_pred, name):
+    
+    residuals = y_test - y_pred
+    plt.scatter(y_test, residuals)
+    plt.title('Residual Plot')
+    plt.savefig('./images/data_image.png')
+    
+    
+    plt.show();
+
 
-# Write your code below
diff --git a/q13_plot_residuals/tests/__pycache__/__init__.cpython-36.pyc b/q13_plot_residuals/tests/__pycache__/__init__.cpython-36.pyc
index 3aa40f003ac9ed7ca53d9580f2b40524a62da90c..8c1aeca9e590d837d81bf77b332c6a8cd73540de 100644
GIT binary patch
delta 53
zcmZ3+xPy_yn3tEUfBU`Yi5%vNsrniDxvBb&Ng0{BiFuW!Mn?MK`9;~q1&PV2`pNkz
IsT2Jo0NJ7veE<Le

delta 35
qcmdnNxQvm*n3tF9rT(I*i5%wq!TK5bxvBc;MX8mECHc7%6Cwb=W(&Rm

diff --git a/q13_plot_residuals/tests/__pycache__/test.cpython-36.pyc b/q13_plot_residuals/tests/__pycache__/test.cpython-36.pyc
index 89ecb4e3b62bb3c40148c8459b358afd6936e702..222e1195879c1ed4ebd3858cc7b1e2b8d508bb1f 100644
GIT binary patch
delta 67
zcmX@ieU+QTn3tEUfBU`YjT}>$loItb@^e%59g{LLa})C_OO1^5!}E)>iwhEyQ}vVc
XQ&ROOZ)BF=e40s&i7{&OBbJ8%86Fq%

delta 49
zcmcc0eVCiWn3tF9rT(I*jT}>$1pM_g@^e%5(~D9o6HD@Q^(P0g$Zx*OB*w&eYw{PC
FhX9qF5oG`X


From 008f8a4dd24d8320616eecdb0549552dd56176fb Mon Sep 17 00:00:00 2001
From: Abhimanyu22 <link2manyu@hotmail.com>
Date: Fri, 30 Nov 2018 08:45:56 +0000
Subject: [PATCH 15/15] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 158 -> 176 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 2166 -> 2009 bytes
 q14_benchmarking/build.py                     |  17 ++++++++++++++++-
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 164 -> 182 bytes
 .../tests/__pycache__/test.cpython-36.pyc     | Bin 2092 -> 2110 bytes
 5 files changed, 16 insertions(+), 1 deletion(-)

diff --git a/q14_benchmarking/__pycache__/__init__.cpython-36.pyc b/q14_benchmarking/__pycache__/__init__.cpython-36.pyc
index 453edefacf2fed8cd72ca5b14c268f798bc1dbac..5a413c7c762f11e1201061da3daebdae54aaa5fe 100644
GIT binary patch
delta 53
zcmbQoxPg(wn3tEUfBU`Yi5%vNvHBVLxvBb&Ng0{BiFuW!Mn?MK`9;~q1&PV2`pNkz
IsT2JI0M$AYT>t<8

delta 35
qcmdnMIFFITn3tF9rT(I*i5%wq-ufB&xvBc;MX8mECHc7%69NFdt_z+3

diff --git a/q14_benchmarking/__pycache__/build.cpython-36.pyc b/q14_benchmarking/__pycache__/build.cpython-36.pyc
index 28c02f81e980cbbac2a50fb3e6c6400240d89583..037f5de5033802438c8f43a4888fc8f8a20a775a 100644
GIT binary patch
delta 524
zcmZXP%Sr<=6o!*brk&obmm=1U;FWG1sNzQPf=j`T3t<q3aVFJjr&E&@6jB8H0?Isv
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TC5(c0gRK%!VmjWkW-<8!8}y0S

delta 687
zcmZuvzmL-}7`2nQO`HD66%f6f;L07Bg-U>!5O)#-EWp4Pfg-E<uFWZFg5!ctvelt8
z!;uLFB-mhti9dxfGO;4Wz<{t@4#E#de)+zq_q`WKe&7A-4lcFZ&F6Ps`VX22eMFT-
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zOzxS|l0?=x{)ewiTQ<0%cq23yrfjOJxsIfs*KhnEFGsdy`?uHqUm+dYl`c0AEKw6}
z(Gc#~T41>**6t$Dx;=jORIhit9xe%uvkColQGKjOm^wOQj)sPU(#XQHHcF=>%DrCk
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zDLnGsYC<rbE2>wC3HJF?)~%%dF}LEi)6cOLu^KBoqcq84;1Dc5Um<o{9sAqO;UrC9
zIA(B2d72E9S<It{ltr`<=8X-rub!4+W1HxzhuONC@^;GI;sv?z*0C;|*e&+zS8nP1
zz)om5so|6ctt~MvNyefnFG)V387y-v(AOgSs`|^b7_MQ}<vYcj`Zh7`jSl_+Izq(9

diff --git a/q14_benchmarking/build.py b/q14_benchmarking/build.py
index 4a4557b..b1df66e 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
 
@@ -24,7 +25,21 @@
 x_train, x_test, y_train, y_test = split_dataset(df)
 x_train,x_test = label_encode(x_train,x_test)
 
+def create_stats(x_train, x_test, y_train, y_test):
+    
+    features = feature_selection(x_train, y_train, 50)
+    x_train_transform = x_train[features]
+    x_test_transform = x_test[features]
+    
+    _, _, stats_lasso = lasso(x_train, x_test, y_train, y_test)
+    _, _, stats_lasso_ft = lasso(x_train_transform, x_test_transform, y_train, y_test)
+    
+    _, _, stats_ridge = ridge(x_train, x_test, y_train, y_test)
+    _, _, stats_ridge_ft = ridge(x_train_transform, x_test_transform, y_train, y_test)
+    
+    complete_stats = pd.concat([stats_lasso,stats_lasso_ft,stats_ridge,stats_ridge_ft])
+    return complete_stats
+
 
-# Write your code below
 
 
diff --git a/q14_benchmarking/tests/__pycache__/__init__.cpython-36.pyc b/q14_benchmarking/tests/__pycache__/__init__.cpython-36.pyc
index defa63dc0453c646fc0d879d36fc778a5d140e09..eea3cb233667a337b70fd96f1013dd9a32fb0741 100644
GIT binary patch
delta 53
zcmZ3&xQ&s+n3tEUfBU`Yi5%vN$@&@jxvBb&Ng0{BiFuW!Mn?MK`9;~q1&PV2`pNkz
IsT2Le0N98UbpQYW

delta 35
qcmdnSxP+0zn3tF9rT(I*i5%wqf%+NwxvBc;MX8mECHc7%6T$$#xC^!b

diff --git a/q14_benchmarking/tests/__pycache__/test.cpython-36.pyc b/q14_benchmarking/tests/__pycache__/test.cpython-36.pyc
index cc77345a80d2a31276437a4b20a95a08f4c2fe16..a185adf19a5bf336c74067d946b12388786a38c7 100644
GIT binary patch
delta 112
zcmZ1@uup))n3tEUfBU`YjU3mQ6yx<X@^e%59g{LLa})C_OO1^5!}E)>iwhEyQ}vVc
zQ&Km-WvXQ{j$+L#%`K?B#gtbN#a57*my%d~i>V+bN-#IEq#!51BquXTub>jd0!l;Z
I$#dEJ0r&1H`v3p{

delta 94
zcmdlduttExn3tDpxBsH3jU3mQ_<i*=@^e%5(~D9o6HD@QH~(j<Wih_Rnpc`zP<e|f
ruON!8ATci`vG^8KLCP(`+{BWCocxlU%p|>nN)YQ78<d{Bp1mIcb;u<^