From ccd454f9e66db728a17ea47a650dcfa70a9a453a Mon Sep 17 00:00:00 2001
From: rajeshbrid <rajesh_brid@hotmail.com>
Date: Sun, 7 Oct 2018 04:07:47 +0000
Subject: [PATCH 01/19] Done

---
 __pycache__/__init__.cpython-36.pyc           | Bin 141 -> 158 bytes
 .../__pycache__/__init__.cpython-36.pyc       | Bin 155 -> 172 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 414 -> 371 bytes
 q01_load_data/build.py                        |  14 +++++++++++++-
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 161 -> 178 bytes
 .../tests/__pycache__/test.cpython-36.pyc     | Bin 1525 -> 1542 bytes
 6 files changed, 13 insertions(+), 1 deletion(-)

diff --git a/__pycache__/__init__.cpython-36.pyc b/__pycache__/__init__.cpython-36.pyc
index b0c3719c2f46201b3baa3fcef746c16a601c9e9f..dbcf027c8313bea376348baeb701703edb49bbad 100644
GIT binary patch
delta 52
zcmeBWoX5yv%*)GF(zY{tB8Rzxw|+)`ZmND!VpeK#Mp98`ihg*0QFd`bVsff}a(+tc
HL_d1~v3e1~

delta 35
qcmbQo*vrUa%*)I5Qh!m@L=JO)EB%c8+*JMaqSVU7lKk9>@%8|=!V6dc

diff --git a/q01_load_data/__pycache__/__init__.cpython-36.pyc b/q01_load_data/__pycache__/__init__.cpython-36.pyc
index 4596200714efc1a2bd21ca0d0f36671155da8439..3fc1daa9ad6a4b0dec3b25042721b3526d17a48b 100644
GIT binary patch
delta 52
zcmbQuxQ3C#n3tEUq-|&PL=JO>Nd1ib+*JLd#H`ffjHIH>6#el0qU_>=#N<@{<ouM>
HiGIESxdsvW

delta 35
qcmZ3(IGd5fn3tF9rT(I*i5%wq9{L&ixvBc;MX8mECHc7%<9z|UgbR=W

diff --git a/q01_load_data/__pycache__/build.cpython-36.pyc b/q01_load_data/__pycache__/build.cpython-36.pyc
index 98e98a79cdf9a026efe48fdde2a84d1da49836cc..ca78e8c8e00170aa4a84f78976e482a40b39a9b4 100644
GIT binary patch
literal 371
zcmYjNu};G<6ttZb(n@7O4E#a{Y7ip`A+dKs0x1lUllP!0PHk+b5~ys5jSt}y_?3u_
ziC^f%bBBs2-PyX+JD+?y9*@HN*WEW`?1!)&LAOhSKO_PMT(g3MC<G*szOf<!e$Dd1
zFS%^`asVnQ=|cy&2uH07liDw99!;8<l@hK9exE3?IbTsGh!63~S1~D>uK8Kc`^2No
zMK3HABZmsgpel`|q*jGlFW~-@xn0Uw-^iJ1Q93n8KdW2=^47RVZ&i)5Hh{A2bZC~!
zH7a1~@WG+?jaih|nK{-$J{_Nw+Rzi5@>SPpnAqojxYe@QHx_4nPq-nSdD`z-wE*Q^
d)ZHLbG&Ys~QC#h_^VUG8@gjb}CMZi&@dxeyTe$!L

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..99899e4 100644
--- a/q01_load_data/build.py
+++ b/q01_load_data/build.py
@@ -1,4 +1,16 @@
+# %load q01_load_data/build.py
 import pandas as pd
 
 # Write your code below
-    
+
+path = 'data/student-mat.csv'
+
+def load_data(path):
+    df = pd.read_table(path, sep = ';')
+    #df.shape()
+    return df
+
+#load_data(path)
+
+
+
diff --git a/q01_load_data/tests/__pycache__/__init__.cpython-36.pyc b/q01_load_data/tests/__pycache__/__init__.cpython-36.pyc
index d07fd2f92eb40b45050574e400ae0ba39249b5e5..88e73bd767b17a350fa00c138e3f88f735d7a2e7 100644
GIT binary patch
delta 52
zcmZ3;xQUU&n3tEUtZirXL=JO>c>Rq0+*JLd#H`ffjHIH>6#el0qU_>=#N<@{<ouM>
HiGINVyqFRb

delta 35
qcmdnQxR8;<n3tF9rT(I*i5%wqe)<{txvBc;MX8mECHc7%<AVXcjti&&

diff --git a/q01_load_data/tests/__pycache__/test.cpython-36.pyc b/q01_load_data/tests/__pycache__/test.cpython-36.pyc
index 9aa6996833ac66f36d6c99e9f80a514b1a8a8440..17115b4863168107164b59ec70281160f8bf3370 100644
GIT binary patch
delta 54
zcmey$-NwUV%*)GF*0wWxBgacdg=qbZ{M=OiqQtD!;*6xC%oP3b{G#mQg2d!h{p9?V
J)J;rZnE?S66PW-2

delta 38
tcmZqU`O3{<%*)FqWWFeBBgacdelPuu{M=Oi^rF<t#FG5n&4Nr{nE~C23}65N


From 602d76d8346e2acc139fa22ef96a0ba8359c923a Mon Sep 17 00:00:00 2001
From: rajeshbrid <rajesh_brid@hotmail.com>
Date: Sun, 7 Oct 2018 04:40:45 +0000
Subject: [PATCH 02/19] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 156 -> 173 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 660 -> 655 bytes
 q02_data_split/build.py                       |  12 +++++++++++-
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 162 -> 179 bytes
 .../tests/__pycache__/test.cpython-36.pyc     | Bin 3134 -> 3151 bytes
 5 files changed, 11 insertions(+), 1 deletion(-)

diff --git a/q02_data_split/__pycache__/__init__.cpython-36.pyc b/q02_data_split/__pycache__/__init__.cpython-36.pyc
index 5d17273741a726a430cdf3ccf2eb63426483d618..8725562c20cf740bd087a83c845a458e1f7bf66f 100644
GIT binary patch
delta 52
zcmbQkxR#N_n3tEUq-|&PL=JO>DE*B5+*JLd#H`ffjHIH>6#el0qU_>=#N<@{<ouM>
HiGF?nxsVb4

delta 35
qcmZ3>IERtLn3tF9rT(I*i5%wqp86U2xvBc;MX8mECHc7%<NW};+Y6Kc

diff --git a/q02_data_split/__pycache__/build.cpython-36.pyc b/q02_data_split/__pycache__/build.cpython-36.pyc
index e6bd2ebf2f76eee17541ce631c667ecb332558ff..5793abbd2883fffdfaf37951f1f1335e20cbaec5 100644
GIT binary patch
delta 382
zcmYk2ze)o^5XN`*&)pf4*oi)X#Wh}$#v-U_5fBkUFtCbpW>%AU=Y`u7ME0<VrBNg{
z`X)YtZy?uNiEm)#ZmJCI$B*HgZ)f*aJd4v-qfy&_`Z)dqLcYmdQOjHQ=(ZIk2nk6+
z0yw4#O_}5~W{HrV0_0<mJ___6hzwMq{IT`E939*XJHO+C)~y&av{6WrO=t<m@(L+w
z0R{|3j$*=2c*#m$iqbR8a3hR&!4FC3?MvEe{n#x@2$ILQ1AY1a=IV3PHWmt{i!(jA
zQz4Zc^K4YHqR^pVO?P2!wPDBpx=}w%Rg}j=rTgdk0Hbb}U+GcYQ&BHNHGPE6a^N;~
zLZAr&EYW<?a=0-41>DQsTPkl9Ut_E*I>OwujhQ2NSIkM%IfHhZ;Z348+-K^Vl{(aI
IYQO^jADh}#2LJ#7

delta 365
zcmYjLu}T9$5Z&3ky<Fr18bsqKBux+n8&M%>8WAgtEewad#>lM~cGp6=fS@Tw!r3U;
z_$@a6!hu*=<ri#p_Nsf!KHj{UdCU`gW+xks#=^(eJAVU0en<rr^&Wn+i6n@Cgec$u
zPSb=ck9(!|5}z{(!oLR|2quCD!fUhB<6eM!Jr{6@l#xrfNTw8-P3bvZBNM2&LFrHn
z8DvyY;R*lIpM9<NYe#cDjSOF396opF9jw~4s9S05z>IEX5$X6!q-tPnY~}n9p~G^B
z`=ca1(;gOi2iBJtQT!fsFH$ADLoIJ&o2vW{`YnbH<8}zFKoeS^o2c7i{taTk2*#Kn
in}UvouA^TzwF|4z5|%}{tx|EF$Q^fb85ltXA-;c-3{r*w

diff --git a/q02_data_split/build.py b/q02_data_split/build.py
index c2e7147..703ccf2 100644
--- a/q02_data_split/build.py
+++ b/q02_data_split/build.py
@@ -1,8 +1,18 @@
+# %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
+from sklearn.model_selection import train_test_split as tts
 import pandas as pd
 df = load_data('data/student-mat.csv')
 
 # Write your code below
+def split_dataset(df):
+    X = df.drop('G3',axis=1)
+    y = df['G3']
+    x_train, x_test, y_train, y_test = tts(X, y, test_size = 0.2)
     
+    return 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..7f6730021af107a2ffc16584c0153398e0c0aeda 100644
GIT binary patch
delta 52
zcmZ3)xS5f|n3tEUq-|&PL=JO>1pSQs+*JLd#H`ffjHIH>6#el0qU_>=#N<@{<ouM>
HiGCpfyv!06

delta 35
qcmdnYxQLO%n3tF9rT(I*i5%wq{`wjDxvBc;MX8mECHc7%<3j+w<qNC;

diff --git a/q02_data_split/tests/__pycache__/test.cpython-36.pyc b/q02_data_split/tests/__pycache__/test.cpython-36.pyc
index a1b3fc579e35798e380953fe62d7efac2225573f..9fdcab67bae23c5b427c74c568931603512bc929 100644
GIT binary patch
delta 55
zcmdldabAMMn3tEUq-|&PMh;~rg&6&e{M=OiqQtD!;*6xC%oP3b{G#mQg2d!h{p9?V
K)Xi2*EL;HmF%nMz

delta 38
tcmX>vu}^}-n3tF9i20(ZjU38M{NDN*`MIh3=|!oPi6!~Do4uJ>xB%t73&{Wg


From 843f05e7d8e91066293476406c3dbd54c809297b Mon Sep 17 00:00:00 2001
From: rajeshbrid <rajesh_brid@hotmail.com>
Date: Sun, 7 Oct 2018 06:30:07 +0000
Subject: [PATCH 03/19] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 159 -> 176 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 924 -> 785 bytes
 q03_data_encoding/build.py                    |  14 ++++++++++++++
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 165 -> 182 bytes
 .../tests/__pycache__/test.cpython-36.pyc     | Bin 2197 -> 2214 bytes
 5 files changed, 14 insertions(+)

diff --git a/q03_data_encoding/__pycache__/__init__.cpython-36.pyc b/q03_data_encoding/__pycache__/__init__.cpython-36.pyc
index 884722b9e5eb21d01be2d88d202ca11e74eb4609..6a8a0d4c3a6f5870f8d207a1442f57d44bff2b39 100644
GIT binary patch
delta 52
zcmbQwxPg(wn3tEUq-|&PL=JO>SpAIr+*JLd#H`ffjHIH>6#el0qU_>=#N<@{<ouM>
HiGG0qyDkz5

delta 35
qcmdnMIG>Tjn3tF9rT(I*i5%wqKKdE?xvBc;MX8mECHc7%;{yS_;0vGt

diff --git a/q03_data_encoding/__pycache__/build.cpython-36.pyc b/q03_data_encoding/__pycache__/build.cpython-36.pyc
index 302366cb1c8d346c67f347e326ce7abc487c2dcb..1b5cf1bb2da7e9d0410c842965d13b6df4ad6482 100644
GIT binary patch
delta 387
zcmYjNyH3L}6m@Q%O_~zEfT1jzG9V!agpk--7#am3ls1l<&?J_fB7%w-@&!>=1~$aP
z&Q~zwmA_!ZE<(gtKEC(dWBb@oW@k(fT-W}5dB1!Hguc*VXd*uqlg+#7%*H#|!Q&Pb
z)ZJe_3N1R5y?p^S%9R>gl&h`s0JS!#)D3LZ6fTgjoclUA@2+baXJw?vgsd7WuZY|<
zt0i5sw4wz!ga)(P*SHdLBit5|Bi27f<b_9D_Mdu1bR>@Yj)G-X;DE+CX3IIvl3-TR
z8%E*<4i;5{gZ=~d`a|${U1{DBfM5a>l{)<`ywON6*9B=fl!O~3E|ZvXAPI*grMl2k
sxr3X{?<=?=5@D4(vLy`+z?MquxTuo#3ZKaTVxEApBEymao@R}H0H$_jfB*mh

delta 526
zcmY+9yGsKx9LJO2y=t*OKzvLV3c?A}!NsA7sEZCR4wgcZqsg^b?qzb7R!$tM;99ym
zxw*Ldzhv#?=<4Jz#Y#=cmv275S2D6+oXUQwRNOmwZA^fW37K0a`XfBDKB`=e9-9vq
zUQRT4M#;#K+(W;gQATsp1qNGW2&bgU?v2don#e2$x#4S0<z^0Dd&&%EJpJ+iq((5y
z$thO;&zh2lSz(RbY+jL^<kW{t;+l6Zk6Q`jvYd5zIZooexEFB|w92<$*wZ*E{}Ms*
z>7QCI+=9?QRF?4KHdmJHcqvy9r^*hb;9l4;gD`0|N`8=CXP9&>{X|4+LHnt7P36>e
zD2SDfhRaMr$Q2FVh*-wn-)GfM67gzV@PU^lQFVL{+v5-FZWJ*p7f}e<unuc<hwf6b
zI{u>XeP!We(}5^pRN1K)Gfyf=nF8i3r#~BrMh|obGk^wxSjDpG^f_74tqQd$VZD$a
Q>hH@Xltrp{L2p=rA6|`&6951J

diff --git a/q03_data_encoding/build.py b/q03_data_encoding/build.py
index bb4c8ca..2e8b962 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
@@ -9,6 +10,19 @@
 
 # Write your code below
     
+def label_encode(X,X_test):
     
+    X_transform = x_train.apply(LabelEncoder().fit_transform)
+    
+    X_test_transform = x_test.apply(LabelEncoder().fit_transform)
+
+    
+    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..b204c4117506383ec08a56098c5562a5e19185c2 100644
GIT binary patch
delta 52
zcmZ3=xQ&s+n3tEUq-|&PL=JO>Wc`f%+*JLd#H`ffjHIH>6#el0qU_>=#N<@{<ouM>
HiGJY#zG@O7

delta 35
qcmdnSxRjB@n3tF9rT(I*i5%wqLHZf_xvBc;MX8mECHc7%<HG^I>I=94

diff --git a/q03_data_encoding/tests/__pycache__/test.cpython-36.pyc b/q03_data_encoding/tests/__pycache__/test.cpython-36.pyc
index 8ade2b73d89dd5f9591f59a4f4d14aa50d93bd2e..59edce1660ad50674e7006a492a63c59f4ce58b5 100644
GIT binary patch
delta 60
zcmbO#xJ;14n3tEUq-|&PMh*og#d!UU{M=OiqQtD!;*6xC%oP3b{G#mQg2d!h{p9?V
QRQ<^>+2uEfGug2L08IiE6aWAK

delta 43
zcmZ1`I8~6tn3tDJ*J4rBMh*og0YCkW{M=Oi^rF<t#FG46{mH-B<u_+A*|7lt2!#y^


From ad8f5a981c66af7c84bb08011ce1f49a6ca9c87e Mon Sep 17 00:00:00 2001
From: rajeshbrid <rajesh_brid@hotmail.com>
Date: Thu, 25 Oct 2018 03:26:35 +0000
Subject: [PATCH 04/19] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 164 -> 181 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 921 -> 807 bytes
 q04_data_visualisation/build.py               |  10 +++++++++-
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 170 -> 187 bytes
 .../tests/__pycache__/test.cpython-36.pyc     | Bin 1259 -> 1276 bytes
 5 files changed, 9 insertions(+), 1 deletion(-)

diff --git a/q04_data_visualisation/__pycache__/__init__.cpython-36.pyc b/q04_data_visualisation/__pycache__/__init__.cpython-36.pyc
index d44a511ba9fc7f538b045ab1a267d7e0fc7a3439..95c744eef282e375bb46f7985b4953a71b5f8c25 100644
GIT binary patch
delta 52
zcmZ3&xRsH^n3tEUq-|&PL=JO>B>jy1+*JLd#H`ffjHIH>6#el0qU_>=#N<@{<ouM>
HiGE=Kz2FiZ

delta 35
qcmdnWxP+0zn3tF9rT(I*i5%wqf%+NwxvBc;MX8mECHc7%<HG>HlMA!}

diff --git a/q04_data_visualisation/__pycache__/build.cpython-36.pyc b/q04_data_visualisation/__pycache__/build.cpython-36.pyc
index 2bfbd4e9d4e48bf9ff2e2bf665199d203cc772e7..19f9f597aa85475b0cd37f39eaea07b915760b10 100644
GIT binary patch
delta 183
zcmbQqzMPHIn3tF9ruoI_g%dfyL@+ThFgOEoF$a(+VW?qfW(;P~Wc1TyEMf(UXfoYm
zNl7e8jABpAOwUWqO<l=Q#10hy6|bL>pPQ;*l$e!ToRL(NnW7(_UzA;3keHmRpPZkP
zI{6@DfCwMRV2}+Aj76M4Qd97j{p3O>y~&YGhgfeh7vz*oR$vxqWSeZktR@Ol05%(m
M;Fw&@tjfp&00+M;Qvd(}

delta 303
zcmZ3^Hj|yxn3tDpy~U!a4HG%P)Uz=#FgOEou^x~pVaQ@^W?*C}VX9$BVN797VNPM`
zWdZUTvY2Zan;F3@7LbY*hF}IwHox>)GeO{_{YxXD_FK%^DXE&ww^$Q%3NjLJv8QFG
z7iU(b-r`8fOia(uOU%(^DgxODCNx=ZF&E^xmE2+jDl08YEn)?kz+RkKmI@TO#ZsJ+
zU#`h?izOwoBrytPR9<3k>Pm(p0id#9e)<{txvBc;MX8mECHcAflewAXCzmoBNbvw=
zi#dP<10x5c03#P;kr0rrDR|3%@_$CX$<G-Nu@-RyMJBIf5@+O}e2hs=6r=!bDiR?$
KnUPtQkqH2uXih}{

diff --git a/q04_data_visualisation/build.py b/q04_data_visualisation/build.py
index 9c15ad9..de2d367 100644
--- a/q04_data_visualisation/build.py
+++ b/q04_data_visualisation/build.py
@@ -1,4 +1,4 @@
-# -*- coding: utf-8 -*-
+# %load q04_data_visualisation/build.py
 from greyatomlib.multivariate_regression_project.q01_load_data.build import load_data
 from greyatomlib.multivariate_regression_project.q02_data_split.build import split_dataset
 from greyatomlib.multivariate_regression_project.q03_data_encoding.build import label_encode
@@ -10,7 +10,15 @@
 x_train,x_test = label_encode(x_train,x_test)
 
 # Write your code below
+
+def visualise_data(data,figname):
+    return scatter_matrix(data)
+
+# visualise_data(data,figname)
     
     
     
 
+
+
+
diff --git a/q04_data_visualisation/tests/__pycache__/__init__.cpython-36.pyc b/q04_data_visualisation/tests/__pycache__/__init__.cpython-36.pyc
index 6631d03b276322b5ac907bd3f7ff2fb8b5d823ea..3dbe561aabe0f1e6064c1afc42b364cc13c34a35 100644
GIT binary patch
delta 52
zcmZ3*xSNr~n3tEUq-|&PL=JO>4E>D!+*JLd#H`ffjHIH>6#el0qU_>=#N<@{<ouM>
HiGDEv!5k7b

delta 35
qcmdnZxQda(n3tF9rT(I*i5%wq;rbc*xvBc;MX8mECHc7%<6{88oeRtW

diff --git a/q04_data_visualisation/tests/__pycache__/test.cpython-36.pyc b/q04_data_visualisation/tests/__pycache__/test.cpython-36.pyc
index 5353356812e3190f1d8c90fdc95d0d7f053a87cf..d1bde687752e8561e90fccbef0ae48bdc17b3877 100644
GIT binary patch
delta 93
zcmaFO`G=Fkn3tEUq-|&PMh+(?#T5OF{M=OiqQtD!;*6xC%oP3b{G#mQg2d!h{p9?V
pRQ<{8ndLWEGVNrPi4x3BEGfvzFUiSF(krM0v7*?Z^khGlxc~qXA*uiX

delta 76
zcmeyv`I?i%n3tDpy~U!ajT}x)0>Szj`MIh3=|!oPi6!~D`jZbZ%Wv*t+Q}$$OE5RF
Zq#!51BquXTub>jdy2S>iC&#nQ1ponI9I^la


From 6eb15fb4e8bf2380c0edf927d34bfce7690a435b Mon Sep 17 00:00:00 2001
From: rajeshbrid <rajesh_brid@hotmail.com>
Date: Thu, 25 Oct 2018 03:32:47 +0000
Subject: [PATCH 05/19] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 157 -> 174 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 1006 -> 1158 bytes
 q03_ohe_encoder/build.py                      |  21 +++++++++++++++---
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 163 -> 180 bytes
 .../tests/__pycache__/test.cpython-36.pyc     | Bin 1478 -> 1495 bytes
 5 files changed, 18 insertions(+), 3 deletions(-)

diff --git a/q03_ohe_encoder/__pycache__/__init__.cpython-36.pyc b/q03_ohe_encoder/__pycache__/__init__.cpython-36.pyc
index e4ec35b27b6016dd979d13f661e08f8147e0e802..583d14faa026102b14689806184995b4f9d24c8b 100644
GIT binary patch
delta 52
zcmbQsxQ>y-n3tEUq-|&PL=JO>X#I@*+*JLd#H`ffjHIH>6#el0qU_>=#N<@{<ouM>
HiGKb7x*8Gz

delta 35
qcmZ3-IG2&bn3tF9rT(I*i5%wqUiumNxvBc;MX8mECHc7%<NX1=G7Fdh

diff --git a/q03_ohe_encoder/__pycache__/build.cpython-36.pyc b/q03_ohe_encoder/__pycache__/build.cpython-36.pyc
index 1433b7bfe437842ddac619a606d8eb33eef1b873..cf098a126c8be18ed5085acef87d88bdfae92bc3 100644
GIT binary patch
delta 645
zcmYjO&2G~`5Z>8!{8uMUf1pSRI8;=M5Y3?{Bt${2-~lQiS}GzZyJ?)pcC>aRDkUmX
z3Kzs7_{zKR3|xIhTzLQx5;G2mt~KAxe4f#Kv-`{W=<OcV>;B6}-`_m582iDl9n9HN
zwCw$I_hBb?qytPbRU5m~tGqAQG$?xkGSET?3pll8T{h&pY$`{&S4?l{O&yH37O;S0
zhIQL|djQH){uRg@s&>L!Ys;^D^<W(K^th{&eya5H+n2on$NuiLhiR<aCLHN(*fWu8
zzfR40HVON>O@-~k6ZeV_aR0JSDmjA9OaonCAkd)|$d1smR|q+qu^BA*DW9`B<S^q3
z6#vZUVkSm>h8lrY5h|`CLEM};fqj5I)~H5Y<&hcilj0BDxs*04GnsDLh9;UCf)s-&
zmtJndBpakAF8M@B?>NlE=O&DG%PO5t7ym{{X=9+XylnKtT%V=pq8lYjzmp;zYD3qt
z0@}3nk^6sH8<=Ob@(zOr55NbXqgiGPxz^3{u=vaOi=X^098t7$&{a5n)f^>f`@Ly2
zR>mq0#q9^AxU?r>qQcCqV<KzGG@e|PJee2=bJHZCk;Nx*_k~N@CIJn*CbE)SDRm#m
YshW=U6MCGCY6Dn(F1Xy~O@7Pz2lFMAR{#J2

delta 564
zcmYjNJ8#rL5Z;H+_W912%Mk<>2t^=VB&R4vC=fy7)gUNnq6J}Dx8uao`Jr8(l#_f)
zaS<JgPW}f})chK>1r+rB04in^9+}mA`_0bm%(wfY`_tRp4Z|RN@JW1Sg!~{^%t8Jb
zUDvD4t(U@+L^@Mnbb-pwl8OL01WWqP5k1itp%_S4dS?XIU<kqS`jRf`Q-XCP7^PJD
zvU^6wHR-$|QLy@aZ}si`dJmibdNDpKa~K~gm?w3akK4EWcKe0iJ+)blnutqOh}(oC
zSaZ>>wkPQNK0-|zCaGi}*@8Fxm^L_e;UHrTidb|Sr|F~&2lH3YBPKQ`Nezdk$|lJ)
zP9dph3bb)`l_(7nSGKnZPt&Z9Yn2o_Emdy1|7heIdLZ0`xCULD!JlUHI4dNa2won6
z=wb5jO)<Qz{C}eC%Pygh%mjEPhGJ4m7+|b@1VY#PG{B`s7(^RpzkSWO+dcli{myUf
zSc%51l0qihuu7UvG0UsDVMV3v_ZaWQ&dUnpB0-()9p~0F4>M}rf^B+5#)Y5@E&jv2
Yl(Q*3qFAAa2z_doPkrXIA-l<c17(qk!T<mO

diff --git a/q03_ohe_encoder/build.py b/q03_ohe_encoder/build.py
index 36e4b90..fa0d256 100644
--- a/q03_ohe_encoder/build.py
+++ b/q03_ohe_encoder/build.py
@@ -1,19 +1,34 @@
+# %load q03_ohe_encoder/build.py
 from greyatomlib.multivariate_regression_project.q01_load_data.build import load_data
 from greyatomlib.multivariate_regression_project.q02_data_split.build import split_dataset
+from greyatomlib.multivariate_regression_project.q03_data_encoding.build import label_encode
 from sklearn.preprocessing import OneHotEncoder
 import pandas as pd
 import numpy as np
 
 df = load_data('data/student-mat.csv')
  
-x_train, x_test, y_train, y_test =  split_dataset(df)
+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,category_index=category_index):
+    X_train,X_test=label_encode(X_train,X_test)
+    
+    ohe = OneHotEncoder(categorical_features=category_index,sparse=False)
+    ohe.fit(X_train)
+    ohe.fit(X_test)
     
+    X_train = ohe.transform(X_train)
+    X_test = ohe.transform(X_test)            
 
+    #rint (pd.DataFrame(X_train),pd.DataFrame(X_test))
+    
+    return pd.DataFrame(X_train),pd.DataFrame(X_test)
     
-   
+#he_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..6b8f5c3e46b0544b5164a309a2456ad43b6b2789 100644
GIT binary patch
delta 52
zcmZ3?xP_6!n3tEUq-|&PL=JO>ME#8X+*JLd#H`ffjHIH>6#el0qU_>=#N<@{<ouM>
HiGHB~y;c$#

delta 35
qcmdnOxR{Z{n3tF9rT(I*i5%wq0s0yFxvBc;MX8mECHc7%<3j<yJPWV@

diff --git a/q03_ohe_encoder/tests/__pycache__/test.cpython-36.pyc b/q03_ohe_encoder/tests/__pycache__/test.cpython-36.pyc
index 1956a19a3862d792c03ff34e686b4f3716827383..8b7729fb1230c97d4a5c4dfa84cdb724c1a43bb8 100644
GIT binary patch
delta 233
zcmX@ceVv=bn3tEUq-|&PMvgp2izwEVlFEWqO{QB+dIq-`D^@ZT@iH(l{EF4j$j?pH
zFG|cxEzU?P%1qG@&o9a@E=WvH)lbe(Nu4~GF^rLa@)yR>+#vN}O+|c@KQVPM3Qn$O
zHe?i<yp~y7R0Jd^3ReJD$~XBgbDp6XNKg`01|kg-695t*UNH-h;9%llDH51m!}3Q(
W7$nIBBE&%iNEyUxWJk<l)dBz{Z8EC>

delta 216
zcmcc4eT<vKn3tC;(_&H7Mvgp2^;@hdC6xuKnoPHt^bBq>R;*+w;$vW7_~oOYk)NBY
zpI($&nOKsaJ9!;r7^A>sR;JI~AZf6gBL2zD%pHtElY5vA8HFeBW0n>b1<8rQ6@ZoU
zPkzUoXDAL5ltPt(NQ1-#fdnrQ7qb8f4kiwkBEiYMEPqr)K$2V_LIOm9ltHXUcEnm%
FEdb05D&GJA


From bea7cbab535ddd40ab59cde584029a9392b02144 Mon Sep 17 00:00:00 2001
From: rajeshbrid <rajesh_brid@hotmail.com>
Date: Thu, 25 Oct 2018 03:41:10 +0000
Subject: [PATCH 06/19] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 169 -> 186 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 810 -> 796 bytes
 q05_linear_regression_model/build.py          |  14 +++++++++++---
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 175 -> 192 bytes
 .../tests/__pycache__/test.cpython-36.pyc     | Bin 1588 -> 1605 bytes
 5 files changed, 11 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..88d83801e6690bc0ededf6640354378efe5c48cc 100644
GIT binary patch
delta 52
zcmZ3<xQmg)n3tEUq-|&PL=JO>bp4F{+*JLd#H`ffjHIH>6#el0qU_>=#N<@{<ouM>
HiGI-lz>*R%

delta 35
qcmdnRxRQ~>n3tF9rT(I*i5%wqVfq>QxvBc;MX8mECHc7%<D&t<MhnOQ

diff --git a/q05_linear_regression_model/__pycache__/build.cpython-36.pyc b/q05_linear_regression_model/__pycache__/build.cpython-36.pyc
index c40d112c5d846cc979296e4912c2f11a9f286eee..93a008c4f951827214caddf9c3d3c4ce0e70b0cf 100644
GIT binary patch
delta 213
zcmZ3*HiwPVn3tE!$NFOQ`iY!h5``ET7)ltL8ETnon6ema7-|@snSvQK8T~YwidcYh
zQOs$XC7R5)7$a^mR^H+)N=+|HEiTS4TFFqv36%boqMwnUo2p-wn3Y<bkyMnKq92}L
zlwDkqn4GGgoS%}aKe>-desU+Hg*ZP@c`?XH21YifB5ok<r^$EAezF3S-eeA@mzE$A
nu$f2%7f|dLhfQvNN@-529TSjO%m*ZR7<rgLn1e}xk&guc%tJA$

delta 216
zcmbQkwu+6@n3tF9y~U!a%!!;|a-|p;7)lsY7*m*f8Ectpn6ema7-|@snHU*rn1UHJ
znf=@}8E<js<rn29=44i-YBCkE0Cn7APRlIOWWL21af`7sN+2gQFEz0!z9==lD7Cma
zzi1^x5f@O^uVDR*{M=N1plD@cNq(;W<OU}B$+e6Yf_y;PVm2Vbz{thO!&t<#`3R#t
rqa_be0IU;<;0B7_;;_lhPbtkwwPOVGib1-07<rgLn1e}xiH{ioeE~9D

diff --git a/q05_linear_regression_model/build.py b/q05_linear_regression_model/build.py
index 7a0a243..c28a81d 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
 
@@ -7,9 +8,16 @@
 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,y):
+    regressor = LinearRegression()
+    #print (regressor.fit(X,y))
+    return regressor.fit(X,y)
+
+#linear_regression(X,y)
+
+
+
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..e50aca9badef593d960309abffc953d197b8cc0d 100644
GIT binary patch
delta 52
zcmZ3_cz}_^n3tEUq-|&PL=JO>T>Xsv+*JLd#H`ffjHIH>6#el0qU_>=#N<@{<ouM>
HiGGOy!_E>(

delta 35
qcmX@WxSo;2n3tF9rT(I*i5%wqG5Q(#xvBc;MX8mECHc7%;}ZeGPz&Gy

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..bac89afbf2e343c5e9e3fcdaffc604d131e5e94f 100644
GIT binary patch
delta 60
zcmdnObCid}n3tEUq-|&PMvep~#Z3K-{M=OiqQtD!;*6xC%oP3b{G#mQg2d!h{p9?V
QRQ<^^tn!<uGtFfN0AVo{UjP6A

delta 43
zcmX@gvxSGln3tF9y~U!ajT{L~0ulNd`MIh3=|!oPi6!~D`jd58<u|Wjn#&9TE*cIN


From 1cea399c586eb233391119097b8d236a500a3c76 Mon Sep 17 00:00:00 2001
From: rajeshbrid <rajesh_brid@hotmail.com>
Date: Fri, 2 Nov 2018 04:54:12 +0000
Subject: [PATCH 07/19] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 162 -> 179 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 1086 -> 1013 bytes
 q06_cross_validation/build.py                 |  13 +++++++++++--
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 168 -> 185 bytes
 .../tests/__pycache__/test.cpython-36.pyc     | Bin 2082 -> 2099 bytes
 5 files changed, 11 insertions(+), 2 deletions(-)

diff --git a/q06_cross_validation/__pycache__/__init__.cpython-36.pyc b/q06_cross_validation/__pycache__/__init__.cpython-36.pyc
index 9a1c3aaa4d67dd0ebf5ed2b2e34d7c0807004b94..c9d0ceeac545bd9f3939cd625e085e3a94bd5c4d 100644
GIT binary patch
delta 52
zcmZ3)xS5f|n3tEUq-|&PL=JO>1pSQs+*JLd#H`ffjHIH>6#el0qU_>=#N<@{<ouM>
HiGCpfyv!06

delta 35
qcmdnYxQLO%n3tF9rT(I*i5%wq{`wjDxvBc;MX8mECHc7%<3j+w<qNC;

diff --git a/q06_cross_validation/__pycache__/build.cpython-36.pyc b/q06_cross_validation/__pycache__/build.cpython-36.pyc
index 2e1c378d0210faf52111a997f473e84d10da11f6..cf08f60c3301a46d80c61ec591b9e57076671fe6 100644
GIT binary patch
delta 250
zcmdnT@s*v^n3tDp{`K3@hc<E=GuE>)Ffcd+aj^uDC}F5!s9~&ON?}Z4>Sd{Au3^q%
zY-R{%&}8<DVk$DyWQ<}jPR=jN%uCl~Dgx<@V#!TS%+qAK#hRO+lA3diG2#|uWfVt|
zQ9MXp>Pm(pZlJ1PvHBVLxvBa^iCL+|8A(N%Df;30McKs#iOKA#`pH0@`jbyH$xl{i
zvJw*mxrGHtFfa-*7x4mVO_5vnllL>}ZC=i#%E)qyDX(DiMP_vk4xkiR9&7~?!2^`I
U#bE<<P-#x89n)k57FkAS0IHBbO8@`>

delta 307
zcmYj~ze)o^5XN_QZ|^RWAflitto1Amm_h`xu?;pha?NpM*O>F}HteoK;3P#Fn^gA(
zc9vo<_!PptK_0-y%3W+^m>=`!n{U3OkGM1J^)^n=UefHXGlWG%2)T4=jvXv1pr8Vl
z0K_su1rx!FJ~10Kq=AMuOmGpdc)^$Cnk3QHy5p|a%)=Wc6yrKGvvO(;c6DA0Rb|HJ
zRwC6WZcE3HX=KJqPwPn%BCSU=4F7Z(7%7GJHac{`ppto=1js8TWQlNtFh_oWt4i@o
z^sbZqj0ShAl7oqs^W3Vc{e*OD$1RLEAkcN8`|n3I1+F*Uq<v-whuf~ueGl*P4|}e~
Q_}smFDCGsTUu+-fFJN|00ssI2

diff --git a/q06_cross_validation/build.py b/q06_cross_validation/build.py
index 406a734..7bb1bf3 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
 
@@ -12,10 +13,18 @@
 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)
 
 # Write your code below
+def cross_validation_regressor(model, X,y):
+    r2_score = cross_val_score(model,X,y,scoring='r2')
+    # print (r2_score.mean())
     
+    return r2_score.mean()
+
+# cross_validation_regressor(model, x_train,y_train)
+
+
+
+
diff --git a/q06_cross_validation/tests/__pycache__/__init__.cpython-36.pyc b/q06_cross_validation/tests/__pycache__/__init__.cpython-36.pyc
index b571b36039256ecb659b19941ead2c342e31d840..f468ce60fa209e1c9c52e5adff05d7c2f8d812aa 100644
GIT binary patch
delta 52
zcmZ3%xRa5?n3tEUq-|&PL=JO>H2sYH+*JLd#H`ffjHIH>6#el0qU_>=#N<@{<ouM>
HiGEQ4zz7m8

delta 35
qcmdnVxPp<xn3tF9rT(I*i5%wqq52v5xvBc;MX8mECHc7%<D&q-?+e5L

diff --git a/q06_cross_validation/tests/__pycache__/test.cpython-36.pyc b/q06_cross_validation/tests/__pycache__/test.cpython-36.pyc
index e065247889afd73fa150bc5ca136b8b2492d5d10..cf63ecb98a7c393c02a1861df3f9f8a12df904c6 100644
GIT binary patch
delta 274
zcmZ1^uvvh^n3tEUq-|&PMvhaAj8U5}GYT=P2{SM-{7TZ#$j?pHFG|cxEzU?P%1qG@
z&o9a@E=WvH)lbe(N!6cxfK7h0B(of&fFMwP5l9n+5Si@Ga>p!+y(G1`Br`8PN;t8&
zIJKxGJ~1aZzqlkmwXifXr$`*AT$8Z~Lu({!k%cJ8C}|KO4>uIac#s$$kdOr8Vm2Vb
z!NkGB!Cb^QnVBt?FN!s<G`FC#NDe3wWk1=UU2pRoHa12^smY7kwWUDTf;A(#7i_f1
I<QME#0PWj7Q~&?~

delta 257
zcmdliut<Qzn3tEU%yLoGMvhaAjJGylW)xx+6=7gt_!X$1k)NBYpI($&nOKsat3UZ7
zoBU=iW;sRyA)s^-NDYJ#ogBe($Ltn+NosLPW?uR&;l$$N)S{C3#GKsx;*$8(!qUW?
zA_<^!O~xV&ty!!^7GfZyWI%)x+)yOrL1O$sLK29J*?<HG69)?ia}ob!5w=*qTdaAd
sxdoL)@<53w`^gFHdYjj>u`x1APu{|=Ed{a`tQpC@V53DR|75oU0E*!`CjbBd


From 5c6a8221cca169b56ae98b1ac790c29f785e827f Mon Sep 17 00:00:00 2001
From: rajeshbrid <rajesh_brid@hotmail.com>
Date: Sat, 3 Nov 2018 03:22:53 +0000
Subject: [PATCH 08/19] Done

---
 .../__pycache__/build.cpython-36.pyc          | Bin 1013 -> 1013 bytes
 1 file changed, 0 insertions(+), 0 deletions(-)

diff --git a/q06_cross_validation/__pycache__/build.cpython-36.pyc b/q06_cross_validation/__pycache__/build.cpython-36.pyc
index cf08f60c3301a46d80c61ec591b9e57076671fe6..538dc4a5df237a67e762907cf93b7919ad3ef849 100644
GIT binary patch
delta 31
ncmey${*|56n3tDp*3H||2R3pFF)@m4mSMWW$jZpa$i)l*r+Nr&

delta 31
ncmey${*|56n3tDp{`K3@hc<EwF)@m5mSMWW$jZdW#KjB%r~(Lf


From 1ecee513a43e74025f9907d57fb4bc783755fe0e Mon Sep 17 00:00:00 2001
From: rajeshbrid <rajesh_brid@hotmail.com>
Date: Wed, 14 Nov 2018 14:19:37 +0000
Subject: [PATCH 09/19] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 161 -> 178 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 1168 -> 1185 bytes
 q07_regression_pred/build.py                  |  14 +++++++++++++-
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 167 -> 184 bytes
 .../tests/__pycache__/test.cpython-36.pyc     | Bin 3674 -> 3691 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..565dc5788cc715de27015c73b3f7e1f601e25867 100644
GIT binary patch
delta 52
zcmZ3;xQUU&n3tEUq-|&PL=JO>c>Rq0+*JLd#H`ffjHIH>6#el0qU_>=#N<@{<ouM>
HiGINVyh0KY

delta 35
qcmdnQxR8;<n3tF9rT(I*i5%wqe)<{txvBc;MX8mECHc7%<AVXcjti&&

diff --git a/q07_regression_pred/__pycache__/build.cpython-36.pyc b/q07_regression_pred/__pycache__/build.cpython-36.pyc
index dfa0411c934d2ac90e55ee4d32c73e0e7f34e120..d04c32250c4a27e04712422e28fa673c437c557a 100644
GIT binary patch
delta 98
zcmbQhxsa37n3tF9mEN1^!iAhniZS{b`MIh3MTuFd#TiLOnJN0=`9;~q1&PV2`pNkz
wsrr*0ndK*2Fc~vSY|dd~Ws+xRU|=W~0}>)kJd8Xb3?w<21eo}kxR`iY0E?U!8~^|S

delta 81
zcmZ3;If0YYn3tF9rsbk2)`gr*0^a%=`MIh3=|!oPi6!~D`jbB}%TM-XGG-LpT+77D
gB+taaz)&m(Bt)2a7<oV#NOCX<F!3>QG4U`108bzftN;K2

diff --git a/q07_regression_pred/build.py b/q07_regression_pred/build.py
index 3f2eee3..b723f70 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)
 
-
 # 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..b91ce3e3434ea97c35be43018a57b22b97c95b9c 100644
GIT binary patch
delta 52
zcmZ3^xPy_yn3tEUq-|&PL=JO>RQ-(n+*JLd#H`ffjHIH>6#el0qU_>=#N<@{<ouM>
HiGGm)zkU)a

delta 35
qcmdnNxSWy0n3tF9rT(I*i5%wqA^I8lxvBc;MX8mECHc7%<0ApTm<zxF

diff --git a/q07_regression_pred/tests/__pycache__/test.cpython-36.pyc b/q07_regression_pred/tests/__pycache__/test.cpython-36.pyc
index 203c5fffc9b57db56ac2473265e2f03506fa63eb..13ff663454dcf6020e451222afdf029f722062ac 100644
GIT binary patch
delta 220
zcmca5^IC?(n3tEUq-|&PMh;_U#YFv#{M=OiqQtD!;*6xC%oP3b{G#mQg2d!h{p9?V
zRQ<^@Jo1~fm{}MZqbBFG{AZM!oX`4{O_qUyp$NoOoLtRz7{Qg=9LIi|kx>RHBQ@E8
zi+!>;=TSCQkYahL&>09<5y(}Tti+wEA`Oz20}%=!LJ35ufCx1Zp$;N6Ca>o%W{ldb
Z%yXMjKn5ft4<Zyn1RqdNe6lK^DFDhaHh=&C

delta 199
zcmaDYb4!N9n3tF9rT(I*jU2|z0s;CN`MIh3=|!oPi6!~D`jc~c<TqC{voJE=n%uzh
zpHX^p1M5>ZIR*xXA`nw?au3^K1XpTvKKp4#Mp>YY)Z|dkGi+)gg$iJ<BNvpb1mr4A
zHs;P$kpaodg9t?sp$sBaL4-Pp&;SvdlMiqgGv3;4!gHHZKo%sT03wt?1RqdNe6ksz
FDFBvhF?j$0


From f98bd2645ab75e395fa8cc20f6bc20b889025d84 Mon Sep 17 00:00:00 2001
From: rajeshbrid <rajesh_brid@hotmail.com>
Date: Wed, 14 Nov 2018 14:23:14 +0000
Subject: [PATCH 10/19] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 158 -> 175 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 1359 -> 1377 bytes
 q08_linear_model/build.py                     |  18 +++++++++++++++++-
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 164 -> 181 bytes
 .../tests/__pycache__/test.cpython-36.pyc     | Bin 3958 -> 3975 bytes
 5 files changed, 17 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..bcf6e11a60068a06879ca2137db688b10ae6e36c 100644
GIT binary patch
delta 52
zcmbQoxSo;2n3tEUq-|&PL=JO>82ya=+*JLd#H`ffjHIH>6#el0qU_>=#N<@{<ouM>
HiGBe9x}*{X

delta 35
qcmZ3_IFFITn3tF9rT(I*i5%wq-ufB&xvBc;MX8mECHc7%;{yP^i3^+n

diff --git a/q08_linear_model/__pycache__/build.cpython-36.pyc b/q08_linear_model/__pycache__/build.cpython-36.pyc
index 438fb9485b4b16efb7c4d78b935df99cb4da3c8f..0851471ad5a8ad83dc1f68415aaa5f85d85416d7 100644
GIT binary patch
delta 445
zcmYk1yGjE=6o%)vR}+nzhz3C$(NqiC1{=jnY!t)`gmq_<7<b(`GZ6x_SfsX)^!8RF
zK7tQmKb?)0_yAVUSf~u=gY(b)=lt^;zJ<X?xg5SkA1C)u!4<rj006kAwoHiw0|^vR
zXoLzPp&|+@Ji@1>a0<8Z3ST0Lf9`P+NYZmupgid+zfC%jLW(G+q(i84i;B>=9Tm3m
zK4`dm$3en#AzIgQs&N)GO?W1lZX&+kfZ9v)bdX(&hQ}R~fqND<mUgn7vQ(o!)xmZw
z;~gGn%uEohF)?06E4$hqw)&h=9$1fW5n3a*n;aoyDINfyH`3Qp)Xg&%@wmrC_l%#@
z=rHFOq8}$LO3a#Qd`FhXk7%t{HP3||15gO7s05cWuRnjHcQ~vVkxyI9Sj<|KEaog~
s7E>0#NqF71Ho!kDm{$8u^SMFFHj(MXqJa;6So%B2hZQ&pL!(s5HzQ(X@c;k-

delta 409
zcmY+AJxc>Y5Qg{T_C7WjjT%fkK@hz{1B#8PjX|s|v=D+2j_evEITQC*F|dn8YO8Cl
z>@3CKU~PY$jX%Q5St~8(VR&bTcV<5M2amR@Rld6O+*y8&Ztz2l5MmGq5cvr}BZCZ?
z66<Mfyx*K!rU~TO&?!CltZxGw+Q={yn9xK5KY5mGdgU1|NFNLONNffAeN(xhrzr7`
z6R%{w?p-=8X_iYsDodg^72W{H1ea`ZE#!T|lv_pl4gsJfV^K!!RHuh3&14c6+hnD!
zLRa!9-LaBFMXs4UQ~;eIn{>sXr%RUWROc^9ErR@g)VdsHvej2|lIl^`D%R;z@lMtn
z3sBA76A<PkCUr7HYD6{P2>rrmvmmRQ!<@rBpk&!dNVo%zQFW*OUqCgT<~;wP;ReH9
Xn7kdzeO&CZMwN!RhG#IxF|N}ecywB3

diff --git a/q08_linear_model/build.py b/q08_linear_model/build.py
index 85d49da..2573c83 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
@@ -7,7 +8,6 @@
 from greyatomlib.multivariate_regression_project.q06_cross_validation.build import cross_validation_regressor
 from greyatomlib.multivariate_regression_project.q07_regression_pred.build import regression_predictor
 
-
 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)
@@ -16,5 +16,21 @@
 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)
+    y_pred, rmse, mae, r2 = regression_predictor(G, x_test, y_test)
     
+    val = cross_validation_regressor(model, x_train, y_train)
+    stats = pd.DataFrame([(val,mae,mse,r2)], columns = ['cross_val','mae','rmse','r2'])
     
+    # print (G, y_pred, stats)
+    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..6164d4190eb14fc78a67738d5b8fde866996644a 100644
GIT binary patch
delta 52
zcmZ3&xRsH^n3tEUq-|&PL=JO>B>jy1+*JLd#H`ffjHIH>6#el0qU_>=#N<@{<ouM>
HiGE=Kz2FiZ

delta 35
qcmdnWxP+0zn3tF9rT(I*i5%wqf%+NwxvBc;MX8mECHc7%<HG>HlMA!}

diff --git a/q08_linear_model/tests/__pycache__/test.cpython-36.pyc b/q08_linear_model/tests/__pycache__/test.cpython-36.pyc
index cbaeda35dafd76d9b3875e0d9e56e950079bc591..72a4d3b405213a72a099ca0b49842cff2d534249 100644
GIT binary patch
delta 73
zcmew+*DlXt%*)GF(zY{tBS##wVw`?Per~FMQDRnVaYj;6W{Q4zeo=ODL1J>MesX?F
ds{UkIUir;anKL;Vqc;EN5oKbGnk>qn2mp;J7x@4H

delta 56
zcmZpd|0c&_%*)H=Yqcn9BS##wfUkZ=er~FMdQoa+Vo83k{$xE~`OV9iGdUS=Z5H4a
MWn#QFS&cst0Ow{AGXMYp


From 088b4fe742605b60b68b4abad4a7e45719f4a9cf Mon Sep 17 00:00:00 2001
From: rajeshbrid <rajesh_brid@hotmail.com>
Date: Wed, 14 Nov 2018 14:26:22 +0000
Subject: [PATCH 11/19] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 170 -> 187 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 1339 -> 1324 bytes
 q09_advanced_model_q01_lasso/build.py         |  17 ++++++++++++++++-
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 176 -> 193 bytes
 .../tests/__pycache__/test.cpython-36.pyc     | Bin 4099 -> 4116 bytes
 5 files changed, 16 insertions(+), 1 deletion(-)

diff --git a/q09_advanced_model_q01_lasso/__pycache__/__init__.cpython-36.pyc b/q09_advanced_model_q01_lasso/__pycache__/__init__.cpython-36.pyc
index b8b8fc73c23c3602d2cc8046c670d9178deb30ae..f619fc63eec603ca51612df490f3492f71867eb8 100644
GIT binary patch
delta 52
zcmZ3*xSNr~n3tEUq-|&PL=JO>4E>D!+*JLd#H`ffjHIH>6#el0qU_>=#N<@{<ouM>
HiGDEv!5k7b

delta 35
qcmdnZxQda(n3tF9rT(I*i5%wq;rbc*xvBc;MX8mECHc7%<6{88oeRtW

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..74af075960b2e68700b151c0a805d11628f337a2 100644
GIT binary patch
delta 345
zcmYj~Jxjwt7{~7|Nt32Uv?AE5xD>h=QNcxA-3sa;#G#zIYimusaF+_gbtulA@+kxt
zarB$qq94Fd;N;!r@`L}&^ZY-fw<tVrwIY4^bNl@sG8m5m02R=L!4<3*@Fdfrjw*i^
z=*9~ilL=&qVMdrYA<SQ)MN@k^(9JQv27_QYfX1VFIi+csNuku}iRK0ulp7?EQX&h*
zZ6(M=J}(~Cpdo!bm(~a9atJRBc5VN8R7%cLY`d~)V;Nf*PgS&1uRv~F^~;l~D0m|2
zjH~ILyl2UckPoV)8Ba37cv3I%Uj2poyT;3@Qew+qDfbA#2*xl*9oQ$b_py(!V0+El
u#xLn3qe`~xCCN_LttB@cIu4r-JqI`c4_zxw<E#*Dp7V25cfB19+vE@YfLOl(

delta 366
zcmYk0Jxc>I7{`;#<$8C$YH5A1FI{i3qJkhIP8}80sY?kaeUZCfd2))CNC)Q*a;uZz
zAc!E2ev^C@Cle<L`N97e{?C*5@H-6lDwS}0_|kd$3^=ZGgiwx@%Q1I2nUP|G_oumc
zT~hudR)Gq+`|NVs$K0Da4`oGFNtJu#0>!1%Hu$C;6HQq%9xxq@GDul6ycaqGHsV>@
zl{w2r>}q<|y=94ZA(cXtlnL#?E?`^7nhr-?+{He4CTr3wYR=gSO_-D!RIKtQ-7yH>
zA*K!U#z56-YNyLL1e+%PT($;TDq4LI6P9Ob@!_=Bp<!N@%$1P=!gDw>X8|`cG`?!&
z9M>0(*526smPx4F&@P%}yLfeX4wg-X6^m7iH48iNZ{I&`8K?cDG~+jkIL1XpH;6Mw
FegS8kTMPgI

diff --git a/q09_advanced_model_q01_lasso/build.py b/q09_advanced_model_q01_lasso/build.py
index c832d59..0eba9a7 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
@@ -15,9 +16,23 @@
 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 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'])
     
+    # print (G, y_pred, stats)
+    
+    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..be0c71331372fdc3fd2130d98a725a240b455000 100644
GIT binary patch
delta 52
zcmdnMc#x69n3tEUq-|&PL=JO>JpGLP+*JLd#H`ffjHIH>6#el0qU_>=#N<@{<ouM>
HiGE1{#8?td

delta 35
qcmX@exPg(wn3tF9rT(I*i5%wqvHBVLxvBc;MX8mECHc7%<C6fwrwil&

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..f7ecb99031826ffb9364124719fff77b50a36cc2 100644
GIT binary patch
delta 195
zcmZoxn4-X8%*)GF(zY{tBZnumLY96;er~FMQDRnVaYj;6W{Q4zeo=ODL1J>MesX?F
z>gEJyJ!ZzJ&HZdIm>5+zS8%d2a%(X#FchhR2<^$eJW`VvaoxudTgH6{O>C093P_7O
zh|mNPIv_$1MCgMEgUxol#~H<<So2DA3o470fnrf?1&MhniN!@~lco8mFse@8z#j|%
Dk(x53

delta 178
zcmbQD(5%2=%*)I5Qh!m@Mh;JA{z(0d{M=Oi^rF<t#FG5n&4tW*%#61-FJODY#HhBp
zlarN^TbqG_p-2rx=uDo+BQ<$5*L@7J?c8_J#3sqBg0yIW2rUqy3nKJEgaL>!-0aVL
moKfr+YhGz?L1mFLP%MhAATci`vA9TmvJU?gMzzTY`GWzE+Aa71


From f7e168a43a58397a754637c94342f8bcf4da3a9d Mon Sep 17 00:00:00 2001
From: rajeshbrid <rajesh_brid@hotmail.com>
Date: Wed, 14 Nov 2018 14:39:23 +0000
Subject: [PATCH 12/19] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 170 -> 187 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 1339 -> 1385 bytes
 q09_advanced_model_q02_ridge/build.py         |  22 +++++++++++++++---
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 176 -> 193 bytes
 .../tests/__pycache__/test.cpython-36.pyc     | Bin 4079 -> 4096 bytes
 5 files changed, 19 insertions(+), 3 deletions(-)

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..bcaacb160a99587ae34fb60bc7d07e1a45e7f7c9 100644
GIT binary patch
delta 52
zcmZ3*xSNr~n3tEUq-|&PL=JO>4E>D!+*JLd#H`ffjHIH>6#el0qU_>=#N<@{<ouM>
HiGDEv!5k7b

delta 35
qcmdnZxQda(n3tF9rT(I*i5%wq;rbc*xvBc;MX8mECHc7%<6{88oeRtW

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..b5637e713b75c8afe14640ff6fbb33e08737430f 100644
GIT binary patch
delta 509
zcmYk0%Zd~+6ozxD)U7YWTtEjAap6F(3T75=8eJ$Z1sOps#U@rVeX*;nI4K8|6hqVC
zLU2`2;Zj`sCfVp#@CjUbQp~~}@+JSDoIm-I{!Y`g(J1|V_UF}Bd`okB6%axm;WVER
z4Y7fuihW_Nuwq3mv24dEX_yt3TE642gEnlVHg1!Kqvy|gn>N8p>_|JnHMHrD+JWLz
z(yO>v!L>?yC9YMZ!mC5lThWwYTxbUu{G3eUr_U$M3AwHp(j}V;O1WNs)Ok`sWz6hS
zt{pF>b_`DE_-!1&9-?FPB!UoC&M%e?2;4!0aI97?c`O_G1Z1i6@La=Eo5|2c-Ai`w
zO}+<9HP<uHbI`_A;KC2H8nlA3j~IH4d=AH#^UxF(Ui(Vm26}&Wwx~*-fm~^`c#A>V
ziwfSES{6DhDy6e-%kOkQ*~y6${WHGH93coDVja;Ti|M$pg8+`d-{sHf*s)FR!dh;W
rG_coggW~=^cEEwhp@&a^V-FwrA8w*_@wBYe`?Y?+x?AElr{mxs&%%Kh

delta 472
zcmYjMO-md>5be*I*>QFiR7~PVJq6~ppoc&ZK@$SGNJ2a<fuY%McW1NnVNEBf^x$F7
zp5~fU$R#HU9{nf%5Bv)`rQ1_z>hbCouU^+<{1C?n{eJxG&ChYm{={Q^6Ci}%x@x2Y
zjSQ1m5=n1q%MG7ngA7>`j5IO)iPJXF)NyR+l73-r*hX!yjWwHd6X;+bnrMkl&%~1b
zV3JR<3~oug;vAt_Ij5gd8lIj(<ib*Fxwu)>GhusW1%+7T*UBa!N?8?IqlH!}vwV_$
z7YoavXq2UeP?o?xVDHD4=cQDaX$1ZXOV4u+p<}>(OKNF*?}QfbK@`qb)|NFFpwq;L
zmzf5Ump16WlHrNvkjtrpzPANeSq(~#sSAWvzirLS+<&O~jbO)hf6qp<s!*dTs4JnX
zV$>b8-Hy>$L)doXO;=6g0O0{n+}pr=7`E>}(oc95{L}`uJ5w~U-rcdu>n$h2GY`)_
eyzt-`J%#-TyH2ywVNuC%3w4CM5Bw!11M&~@)_Dj3

diff --git a/q09_advanced_model_q02_ridge/build.py b/q09_advanced_model_q02_ridge/build.py
index 0fb3e1a..6bbb467 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
@@ -13,13 +14,28 @@
 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, y_train, y_test =  split_dataset(df)
 x_train,x_test = label_encode(x_train,x_test)
 
 # Write your code below
-   
 
+def ridge(x_train,x_test,y_train,y_test,alpha=0.1):
+    ridge_regressor = Ridge(alpha=alpha,normalize=True)
+    ridge_regressor.fit(x_train,y_train)
+    y_pred,mse,mae,r2 = regression_predictor(ridge_regressor,x_test,y_test)
+    val = cross_validation_regressor(ridge_regressor,x_train,y_train)
+    
+    scores = pd.DataFrame()
+    scores['cross_val'] = pd.Series(val)
+    scores['mae']=pd.Series(mae)
+    scores['r2']=pd.Series(r2)
+    scores['mse']= pd.Series(mse**0.5)
     
+    # print (ridge_regressor,y_pred,scores)
+    
+    return ridge_regressor,y_pred,scores
+
+# ridge(x_train,x_test,y_train,y_test,0.1)
+
 
diff --git a/q09_advanced_model_q02_ridge/tests/__pycache__/__init__.cpython-36.pyc b/q09_advanced_model_q02_ridge/tests/__pycache__/__init__.cpython-36.pyc
index 602e1f5d5c4f60e2bd8813680dc29fba2e27d856..ed48fe22234c33f33456d968aec2a15b85e716bd 100644
GIT binary patch
delta 52
zcmdnMc#x69n3tEUq-|&PL=JO>JpGLP+*JLd#H`ffjHIH>6#el0qU_>=#N<@{<ouM>
HiGE1{#8?td

delta 35
qcmX@exPg(wn3tF9rT(I*i5%wqvHBVLxvBc;MX8mECHc7%<C6fwrwil&

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..d62b5db4c8f3abe33491299e09f263a9582f15bf 100644
GIT binary patch
delta 203
zcmaDa-=M%@%*)GF(zY{tBZnumLY96;er~FMQDRnVaYj;6W{Q4zeo=ODL1J>MesX?F
z>gEJyDQ3o~&DCr#m>5+zr*N_|a%(X#FchhR2<^!U98#0}xb9<!P2#?TAvT$(LS6-=
zO&vsNf(RWDp$8)LL4?8Nh5X{19eFn}ibb*JmF5;y7AXV8qu2@(^HLIvi_|8w^G{(^
Jojiv>7yu#4G*kcp

delta 182
zcmZorcrVXk%*)I5Qh!m@Mh;JA{z(0d{M=Oi^rF<t#FG5n&4tWT%#61-_prTSVpQ8)
z%E`*et<Au|P^1PTbS4*aNKKy4bss})G4~w|u_Zhe@~R+h8X!UoMCgJDeGp*)A`CZM
o^B!juyTzJUnp;p=qzn{`Vk=0@OGzv)QlBirKZQ|k@>>3205SP4UjP6A


From cfdd6db58f76fb472322bdc52f9bc61768a213dd Mon Sep 17 00:00:00 2001
From: rajeshbrid <rajesh_brid@hotmail.com>
Date: Wed, 14 Nov 2018 14:41:49 +0000
Subject: [PATCH 13/19] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 165 -> 182 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 911 -> 837 bytes
 q10_data_missing_values/build.py              |  14 ++++++++++++++
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 171 -> 188 bytes
 .../tests/__pycache__/test.cpython-36.pyc     | Bin 2358 -> 2375 bytes
 5 files changed, 14 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..001d0981389bf411db78601b32a46b523847932a 100644
GIT binary patch
delta 52
zcmZ3=xQ&s+n3tEUq-|&PL=JO>Wc`f%+*JLd#H`ffjHIH>6#el0qU_>=#N<@{<ouM>
HiGJY#zG@O7

delta 35
qcmdnSxRjB@n3tF9rT(I*i5%wqLHZf_xvBc;MX8mECHc7%<HG^I>I=94

diff --git a/q10_data_missing_values/__pycache__/build.cpython-36.pyc b/q10_data_missing_values/__pycache__/build.cpython-36.pyc
index 5c075f43b94e582040d94a38ff22b71e81107625..e6eb9e6b0e4cd5fff8aa59a4b5d0c43e9c78d8fe 100644
GIT binary patch
delta 276
zcmeBYKgy<T%*)FqWAY~YBNGF|V+JI^0%SV?adFW^<wCX;mS6@=&WRTyY?*;#K(!3c
zAUPQzQNxhM(9BTF2&5THn6j9g8Ectp7;Bi)n1EUs{WMu_aipXcCl_TVrAAGTWt6mG
zzQtY<Us9BqnODRH)L+B_BvvvMaRI4c3HllNxvBa^iCL+|8A(N%Df;30McKs#iOH$@
z$@wX%lP5CziSYwf7K5}hFmf>RuoUqCS(-wV1(|;GvICj7m{QV;IDw4G(#%pCAW5*<
cNCY=X6^Bi3eoARhsvXET#X^${m_-;_0MlGLZ~y=R

delta 361
zcmX@g*3YhN%*)Fa@3JVWkBNcdF#{4{0kR!{xOl}x<wBcO!BpO6#u%n3p(x>0kyO!C
zp=L%PDcsE1%*4n56an%<bP6Yg2FWloq_6}tXmU-Q6=BK<G>I9Aok1pw0ErrgEQV$f
z$ymaa#oWx8#spN#=%>kYiz6kqIJqb@DfQN5eMU(c##@XLD;bKofqH)V>u2QWrs}5`
zrB)`E<mc*7wqcT=yo6EDga>3S&<6|*j77XavPw=DFVGabWk1<~NpG?Q(@8-NpoUva
zDQUOZE8<Iv5;OBAzhjcJ1{rgUG4U2-(k<44qRhOKTP!7&1*u?%AQ2#&Z*kb<=BJeA
Zq}qYJSu8WzfLVl_iGziQQHYTP2m#@lPNx6>

diff --git a/q10_data_missing_values/build.py b/q10_data_missing_values/build.py
index 582edbb..fe04070 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 +11,17 @@
 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)
+    
+    # print (describe, 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..893b71a187fb444bc77e6b5ed41041e4b8d51b9b 100644
GIT binary patch
delta 52
zcmZ3@xQCI$n3tEUq-|&PL=JO>O#O`f+*JLd#H`ffjHIH>6#el0qU_>=#N<@{<ouM>
HiGHyF!KM;9

delta 35
qcmdnPxSEl}n3tF9rT(I*i5%wq5&9YVxvBc;MX8mECHc7%<6{B9^b61c

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..536aa0cabde72a8165b2ec6f7b0f6094164d4e99 100644
GIT binary patch
delta 61
zcmdlcbX<tTn3tEUq-|&PMve?7g;f2F{M=OiqQtD!;*6xC%oP3b{G#mQg2d!h{p9?V
R)Xnuw0&I*?lP7R20|0vO6#4)F

delta 44
zcmX>uv`vV^n3tEU&t*~6Mve?7{t*3){M=Oi^rF<t#FG5n%@dde*cfk3UdXWw05=d0
A+yDRo


From 4c45984ecebd6afa95a63ce5954315c8cd6961e1 Mon Sep 17 00:00:00 2001
From: rajeshbrid <rajesh_brid@hotmail.com>
Date: Wed, 14 Nov 2018 14:53:04 +0000
Subject: [PATCH 14/19] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 177 -> 194 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 1081 -> 1095 bytes
 q11_feature_selection_q01_plot_corr/build.py  |  20 +++++++++++++++++-
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 183 -> 200 bytes
 .../tests/__pycache__/test.cpython-36.pyc     | Bin 1488 -> 1505 bytes
 5 files changed, 19 insertions(+), 1 deletion(-)

diff --git a/q11_feature_selection_q01_plot_corr/__pycache__/__init__.cpython-36.pyc b/q11_feature_selection_q01_plot_corr/__pycache__/__init__.cpython-36.pyc
index 35c8cae903f3144112ac43723fc1b6346aa0fe84..9bbc2e00931e429f7e05cd1d59713de103c5e0fa 100644
GIT binary patch
delta 52
zcmdnUc!-h1n3tEUq-|&PL=JO>eEp34+*JLd#H`ffjHIH>6#el0qU_>=#N<@{<ouM>
HiGIld#NrZB

delta 35
qcmX@axRH^=n3tF9rT(I*i5%wqarzngxvBc;MX8mECHc7%<C6ix{tM^;

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..9e5272918c82c794d8012d4915f4706a01740e8c 100644
GIT binary patch
delta 388
zcmZ9GJx;?w5QTSk*N$-#2|*A@fDoi|<pM;7as!A21z>25*GX&~)*3J3M~*05r}8N%
z5fxoJ?%<9x5+|Ty;|igXX5M`7X*3_!r)BTA+xG16`|7}av%Bzugb+ny$aM{<fGJ$l
z37xQ<#Izt2u01BGU{e5+vzX_+&`MK7nW~ZV*eala#S~l^Q&xLR|Gk3N+%5<ZLC%O{
zo;ct&22pRAMbDvUUM77!6`Jv2?5A^2f29`-rSerI@0@1E(nKNGyyAgGL_<rj{DQqc
z(uL&NNIp15#f7i@iq~h^AR2nqf5etfyb@f|<0o-PavZwo$6+?Q!AQ905^uBA4?;JP
zA}o*T#pbq7X3M$}=zs++u;~_TfJL!W&ghQqndwuSNQKS!IbDNpM<?s^f7+^Mm31_h
O;ywv`tlZ`6(E0`Dh+hN%

delta 374
zcmZ8byH3L}6usAR+K|!;As$j&35iabIv_U0#KZs+EYPw<IBgRpb>x~yQ7VSao$?24
zjEIRZU}IqPAHWYFF>%ucge;%y^U%3|bzU5Ir(Sp84<35PesVi_e+>W`M3BRbY0T&h
zn7}z+u$eXEnhBO8LdGL2Tf8*awytC>s^*wuIfW(o+(OXKuTE^~e=cXFx=}3$1Ocbu
z*+(Akn(81NPQtsuRL<jLbs|1`^dk?AqonqAD97Hi;g?b=#mP`Mfhj(5`_R~_3ddTp
zQnAul8$KDy8_zae_}V8%t*WtbX@_C{?IWlr@$Y_jB$J>!RKe8OGAa7(tkoi8vO)mp
z;3{1go7lh&RPEx8ZMmkBPSaRwwf6kQ*0Iy3<f82llpV&|OQg7pgMC(X`6kwW079l;
ADgXcg

diff --git a/q11_feature_selection_q01_plot_corr/build.py b/q11_feature_selection_q01_plot_corr/build.py
index 0427922..eb2a61b 100644
--- a/q11_feature_selection_q01_plot_corr/build.py
+++ b/q11_feature_selection_q01_plot_corr/build.py
@@ -1,3 +1,4 @@
+# %load q11_feature_selection_q01_plot_corr/build.py
 
 import matplotlib.pyplot as plt
 from matplotlib.pyplot import yticks, xticks, subplots, set_cmap
@@ -21,6 +22,23 @@
 
 #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(data, size=11):
+    fig, ax = plt.subplots(figsize=(size, size))
+    corr = data.corr()
+    plt.set_cmap(cmap='YlOrRd')
+    ax.matshow(corr)
+    
+    plt.xticks(range(len(corr.columns)), corr.columns, rotation=90);
+    plt.yticks(range(len(corr.columns)), corr.columns);
+    plt.show()
+
+    return
+    
+# plot_corr(df,size=11)
+
+
+
diff --git a/q11_feature_selection_q01_plot_corr/tests/__pycache__/__init__.cpython-36.pyc b/q11_feature_selection_q01_plot_corr/tests/__pycache__/__init__.cpython-36.pyc
index 6c1c50906ae58c0e40cda01d8a521348eecd4898..69b7294bda12ac9124bf553f7b3f623f32052ef8 100644
GIT binary patch
delta 52
zcmdnac!H6`n3tEUq-|&PL=JO>QvHnl+*JLd#H`ffjHIH>6#el0qU_>=#N<@{<ouM>
HiGG;?$Q}}D

delta 35
qcmX@XxSf&1n3tF9rT(I*i5%wqDf$`txvBc;MX8mECHc7%<1+!p2n+xK

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..4cb57e40b0800c2fd09bdd02edc5580f735c564f 100644
GIT binary patch
delta 67
zcmcb>{g9i(n3tEUq-|&PMvf3B#X|jz{M=OiqQtD!;*6xC%oP3b{G#mQg2d!h{p9?V
XRQ<^dS>!i&Gd*NvjM|*blFSGI4wV-!

delta 50
zcmaFJeSw?9n3tF9rT(I*jT|9N0txyV`MIh3=|!oPi6!~D`jhQh<u}h^ddSFlYjYh-
GG9v({RS@+6


From 207ca996fd57403c507c208bdc9f8b07b453bfce Mon Sep 17 00:00:00 2001
From: rajeshbrid <rajesh_brid@hotmail.com>
Date: Wed, 14 Nov 2018 14:56:36 +0000
Subject: [PATCH 15/19] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 183 -> 200 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 1715 -> 1465 bytes
 .../build.py                                  |  25 +++++++++++++++---
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 189 -> 206 bytes
 .../tests/__pycache__/test.cpython-36.pyc     | Bin 2604 -> 2621 bytes
 5 files changed, 22 insertions(+), 3 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..3880d4c7ae16db9dd344e9967feddfd6f4bf4be6 100644
GIT binary patch
delta 52
zcmdnac!H6`n3tEUq-|&PL=JO>QvHnl+*JLd#H`ffjHIH>6#el0qU_>=#N<@{<ouM>
HiGG;?$Q}}D

delta 35
qcmX@XxSf&1n3tF9rT(I*i5%wqDf$`txvBc;MX8mECHc7%<1+!p2n+xK

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..168b5a6ce0453821bf5f6f7ac7b00c78f23f384e 100644
GIT binary patch
delta 671
zcmYjNyKWRQ6tz9?eX&FVk_yovZIdk$0YwA_XiJ(%Aemw`8GAP~nHgKQ7ZEh8EmopS
zf#wS+Qz9z<1i9e{_yTCSGwcGg?&H|k=bn4N48QiH<KeLP@$rv0-#$kbUiT0}F4%K0
zZNM31a7`G#CM&0Qa#EujZwN+^x7gjFL$q>hlzX}V7kef!VeQrKhHUW4H&NcJeMXqG
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zlJs_&7+DBYWamfns?DgsjgBmgeb#*Uj+#f_uUBdWT-Jx}GErJrbI#O0T&Y{#J*<ao
kqsAS86}8}?eQu}u&$YU2cv=d!EcjEWx%MA;c!US;Z;Qgq+W-In

delta 936
zcmah{J8u&~5Z>K;`utFM3Ii!ZgHE70h}LpN+BBhvP9W=YyLQgLyFGT-Q5@NF;h;DL
z63G96juNG!=3i`0!(T|ntepS_5_g*2dF;%7^UZ#%Ue+rw>-FHl?&s*o*GhqB6@-uj
zVu8qyuqZUO6rNZUGAC1eVh_jyO)%(=vcR(E_yQ|OxyoDMIsE6ihbgAy%%>K$KUfq^
zoPkfBCVEerXzHFLh`ZD~^C#{rG{;j<RR+NVt<TKB;e(?JrE7CsMHhGh|DZlco1jm;
zeH8k82?k*1Gdlsf10sD`02^u|IE44Uz@l*qiz^c@m=pmVxQbgxJZG)GVB=Wvyp@kK
zl^(|;jTP&PWyji``Ry#u4{6+aY|4V5)2Ag92`f~ZvF@<jW3d`R#qD;+lQ@$dP}Ui*
zL!zxA8*5LnV<sf~X(0Z_Yp~iNE4=qX=>y)kjVXryfz>AZMBdr6eYAoK$i0MTqr8w%
zm2B^bDrA_Z4pwnd2lFauXQ@;P&&$px*wS3#qSNrdfN!$GhA_hxCNZk_QZ?%;5f`$@
zMXqgAJo45Ac7aJQ6r<XK1AV5gj1}6EM{&tCDN60eYrm86{)?T+FOTDF#AH`nd3+L9
z#9g>T<FUp=?c|)YEVAVAFbYb+XqqT4WK>mrRszLoLD@;Pp|~;ridPOyC{3=%8In~|
zQ8OJFKJ>kRHg33<=6Zx}9N-!b$a8#~Y~Tj2+2RTKLoCeO4<AO$@7A*|@dylkE00x~
zah0Wq+vV73+P&T{8+Hr7(WIo>g{~<FvLpj;2<>U_#Bi7v+69G4rM>Zu0~Bzqu3S&i
ZyvjfG)P5V78D*?PmP=>LAq}gBe*xG|0V)6h

diff --git a/q11_feature_selection_q02_best_k_features/build.py b/q11_feature_selection_q02_best_k_features/build.py
index 95002c5..c39a827 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
@@ -14,13 +15,31 @@
 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)
+
 # Write your code below
+
+def percentile_k_features(x_train, y_train, k=50):
+    selector = SelectPercentile(f_regression,percentile=k)
+    selector.fit_transform(x_train, y_train)
+    scores = selector.scores_[selector.get_support()]
+    
+    features = x_train.columns.values[selector.get_support()]
+    features_scores_list = list(zip(features,scores))
     
+    df = pd.DataFrame(features_scores_list, columns=['Features','Scores'])
+    
+    sort_list = df.sort_values('Scores',ascending=False)
+    
+    top_k_predictors = list(sort_list['Features'])
+    
+    # print (top_k_predictors)
+    return top_k_predictors
+
+# percentile_k_features(x_train, y_train, k=50)
+
+
 
 
 
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..5d8fe0fbe4b1b9ff54f4fb3a49193723daf80463 100644
GIT binary patch
delta 52
zcmdnXc#e_7n3tEUq-|&PL=JO>YW<A-+*JLd#H`ffjHIH>6#el0qU_>=#N<@{<ouM>
HiGKM2%UTkF

delta 35
qcmX@dxR;T`n3tF9rT(I*i5%wqS^63IxvBc;MX8mECHc7%<MRQ>5)2ps

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..08e8072ffd9d8e2ceb18ea6eeee2451dbb2309ed 100644
GIT binary patch
delta 80
zcmZ1@vR8z|n3tEUq-|&PMvk>iiskwl`MIh3MTuFd#TiLOnJN0=`9;~q1&PV2`pNkz
ksrr-sIpsG$VS38U7`6Enn*$@G@@8(1CPv1n$$gyj09=t9H2?qr

delta 63
zcmV-F0Kosf6s!~oGYt(2=`W&Mu?VdK5N0oEZ*65SXL4nEVRUb8FOy&iAG7rW<pTlQ
Vv)cwh0Rbel90-B|0os$F37)W(77+jd


From 8781946e12791530c1fa6d2d45afcab910a02906 Mon Sep 17 00:00:00 2001
From: rajeshbrid <rajesh_brid@hotmail.com>
Date: Thu, 22 Nov 2018 13:15:28 +0000
Subject: [PATCH 16/19] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 163 -> 180 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 995 -> 1043 bytes
 q12_feature_selection/build.py                |  16 +++++++++++++++-
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 169 -> 186 bytes
 .../tests/__pycache__/test.cpython-36.pyc     | Bin 2699 -> 2716 bytes
 5 files changed, 15 insertions(+), 1 deletion(-)

diff --git a/q12_feature_selection/__pycache__/__init__.cpython-36.pyc b/q12_feature_selection/__pycache__/__init__.cpython-36.pyc
index 886fe32a654f75efb74de32eefce46b1759dcd99..6d83c4cad5ca1b1214c43e9e91c10ac385d0a760 100644
GIT binary patch
delta 52
zcmZ3?xP_6!n3tEUq-|&PL=JO>ME#8X+*JLd#H`ffjHIH>6#el0qU_>=#N<@{<ouM>
HiGHB~y;c$#

delta 35
qcmdnOxR{Z{n3tF9rT(I*i5%wq0s0yFxvBc;MX8mECHc7%<3j<yJPWV@

diff --git a/q12_feature_selection/__pycache__/build.cpython-36.pyc b/q12_feature_selection/__pycache__/build.cpython-36.pyc
index 7c97eeb95ec157d7f2aaeafb7f302dd15b650ec6..810f4420ae828aa9300efc467307ef8981850f4a 100644
GIT binary patch
delta 217
zcmaFNKAD5ln3tF9{_1bh-#2n9G1f~kFff!b)G#zNGBT7f)-cpC)-W|Q*D}{I2Qz3g
z`e`y1u>n;Su>uKAmRsx<@g+rxnR&O^E1?X=>?nbv)RfZX)Rg$N)Wnj~qSWG*3`N{P
z^}piuGxBp&^@|d-Qj0T^iZWC5!}E)>iwhEyQ}vVcQ&RPFODC5whH!ywU|{56<YC!-
xfpIgVP!R`^e~S%hS88!d5hsu{c`mcIG&7J<ECeKY7<rf=kb{wfNq~`$1psSNI4=MI

delta 171
zcmbQt@tB>{n3tC;%XLvy@J3E0Mt1=Q28I%b8ipFi8m4CETIL$&U<OS_KTXCWR-lX~
z%Pq!;Ta1;r7_*~T(oz#kRx%WE1I2&&>SyHVrs}5`rB)`E<mc*7-pC|B`8cCF2MbV^
zfsu!CGY8XVMyXru74aoSiJ5t~*no`G;*wkJl@Ni+XPLF7nSg4Gg@6PPBM%c8GIKC;
KFbOd7u>b)1lPY5X

diff --git a/q12_feature_selection/build.py b/q12_feature_selection/build.py
index 1bbe2b2..a273c58 100644
--- a/q12_feature_selection/build.py
+++ b/q12_feature_selection/build.py
@@ -1,3 +1,4 @@
+# %load q12_feature_selection/build.py
 # import matplotlib.pyplot as plt
 from greyatomlib.multivariate_regression_project.q01_load_data.build import load_data
 from greyatomlib.multivariate_regression_project.q02_data_split.build import split_dataset
@@ -8,7 +9,6 @@
 
 from greyatomlib.multivariate_regression_project.q11_feature_selection_q01_plot_corr.build import plot_corr
 
-
 import pandas as pd
 df = load_data('data/student-mat.csv')
  
@@ -16,3 +16,17 @@
 x_train,x_test = label_encode(x_train,x_test)
 
 # Write your code below
+
+def feature_selection(x_train,y_train,k=50):
+    plot_corr(x_train)
+    reduced_features = percentile_k_features(x_train,y_train,k)
+    
+    # print(reduced_features)
+    
+    return reduced_features
+
+# feature_selection(x_train,y_train,k=50)
+
+
+
+
diff --git a/q12_feature_selection/tests/__pycache__/__init__.cpython-36.pyc b/q12_feature_selection/tests/__pycache__/__init__.cpython-36.pyc
index 199811ee773001ca0c605ea752dff30b16fe2a41..b82def4eb4f12fe4aff2358a92b7680eb1e36524 100644
GIT binary patch
delta 52
zcmZ3<xQmg)n3tEUq-|&PL=JO>bp4F{+*JLd#H`ffjHIH>6#el0qU_>=#N<@{<ouM>
HiGI-lz>*R%

delta 35
qcmdnRxRQ~>n3tF9rT(I*i5%wqVfq>QxvBc;MX8mECHc7%<D&t<MhnOQ

diff --git a/q12_feature_selection/tests/__pycache__/test.cpython-36.pyc b/q12_feature_selection/tests/__pycache__/test.cpython-36.pyc
index 3a7de81e6c075362fc5574bc7cd7fa1084aa1fb6..7ace0232ad18cee1485a8056c9261f3833475b74 100644
GIT binary patch
delta 117
zcmeAcog>O&%*)GF(zY{tBgbkc#bo`A{M=OiqQtD!;*6xC%oP3b{G#mQg2d!h{p9?V
zRQ<{OIOR7#V!Fc27`1sjn*$@G(&QiP@k&vGxrrqOIr$|ynMryDl^|9W8<b`)$SH}k
OpB%ucyLlPMQ$_%8hAH&`

delta 100
zcmbOu+AYdq%*)I5Qh!m@Mvm1?0zvv2`MIh3=|!oPi6!~D`jgLd%5VP6bcLDm*5(sz
y4vdV-lQ}u!m2L^<CYBWB<d@`RCg~Maf>^iMpfqzqPDzyg<U~&0&D%MiG6DeY&m`jj


From eb1ca96c06be65ea65e3ef974f3e4d4a57994ce0 Mon Sep 17 00:00:00 2001
From: rajeshbrid <rajesh_brid@hotmail.com>
Date: Thu, 22 Nov 2018 13:19:50 +0000
Subject: [PATCH 17/19] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 160 -> 177 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 556 -> 1368 bytes
 q13_plot_residuals/build.py                   |  34 +++++++++++++++++-
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 166 -> 183 bytes
 .../tests/__pycache__/test.cpython-36.pyc     | Bin 1475 -> 1492 bytes
 5 files changed, 33 insertions(+), 1 deletion(-)

diff --git a/q13_plot_residuals/__pycache__/__init__.cpython-36.pyc b/q13_plot_residuals/__pycache__/__init__.cpython-36.pyc
index 339472dc72a16004e01d1fdcf966768b0a1ec9f4..e3c569923c43bde8367e71888b8aad1a2f389db2 100644
GIT binary patch
delta 52
zcmZ3$xRH^=n3tEUq-|&PL=JO>IQ@+L+*JLd#H`ffjHIH>6#el0qU_>=#N<@{<ouM>
HiGD!<ySNe!

delta 35
qcmdnUxPXzvn3tF9rT(I*i5%wqzWN#YxvBc;MX8mECHc7%<AVUbHw&Zy

diff --git a/q13_plot_residuals/__pycache__/build.cpython-36.pyc b/q13_plot_residuals/__pycache__/build.cpython-36.pyc
index b3cfbafacaf9b3c23302f194e7c40a3e8bb72751..37a40e667b08e040dee611f4608bc984448333be 100644
GIT binary patch
literal 1368
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literal 556
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OypnL?K1{o>Yk0qrE0LD~

diff --git a/q13_plot_residuals/build.py b/q13_plot_residuals/build.py
index 9cdb3e3..844792a 100644
--- a/q13_plot_residuals/build.py
+++ b/q13_plot_residuals/build.py
@@ -1,5 +1,37 @@
+# %load q13_plot_residuals/build.py
 
+from greyatomlib.multivariate_regression_project.q01_load_data.build import load_data  
+from greyatomlib.multivariate_regression_project.q02_data_split.build import split_dataset
+from greyatomlib.multivariate_regression_project.q03_data_encoding.build import label_encode
+from greyatomlib.multivariate_regression_project.q07_regression_pred.build import regression_predictor
+from sklearn.linear_model import Ridge
+import numpy as np
+import pandas as pd
+from matplotlib import pyplot as plt
 
-import matplotlib.pyplot as plt
+from greyatomlib.multivariate_regression_project.q06_cross_validation.build import cross_validation_regressor
+np.random.seed(9)
+
+df = load_data('data/student-mat.csv')
+
+x_train, x_test, y_train, y_test =  split_dataset(df)
+x_train,x_test = label_encode(x_train,x_test)
+
+l2=Ridge(alpha=0.01)
+l2.fit(x_train,y_train)
 
 # Write your code below
+
+def plot_residuals(model,x_test,y_test):
+    y_pred, mse, mae, r2 = regression_predictor(model, x_test, y_test)
+    error_residuals=y_test-y_pred
+    plt.scatter(y_test,error_residuals)
+    plt.title('Residual Plot')
+    plt.xlabel('SalePrice')
+    plt.ylabel('Errors')
+    plt.show()
+    
+# plot_residuals(l2,x_test,y_test)
+
+
+
diff --git a/q13_plot_residuals/tests/__pycache__/__init__.cpython-36.pyc b/q13_plot_residuals/tests/__pycache__/__init__.cpython-36.pyc
index 3aa40f003ac9ed7ca53d9580f2b40524a62da90c..adc095eeef4ed5453e49b68b1d2076e28fe5f76a 100644
GIT binary patch
delta 52
zcmZ3+xSf&1n3tEUq-|&PL=JO>6#b0++*JLd#H`ffjHIH>6#el0qU_>=#N<@{<ouM>
HiGC3PzVs3$

delta 35
qcmdnaxQvm*n3tF9rT(I*i5%wq!TK5bxvBc;MX8mECHc7%<0AmSK?}S9

diff --git a/q13_plot_residuals/tests/__pycache__/test.cpython-36.pyc b/q13_plot_residuals/tests/__pycache__/test.cpython-36.pyc
index 89ecb4e3b62bb3c40148c8459b358afd6936e702..f083f26af282bc08d5b492d8502451c52bfaae5d 100644
GIT binary patch
delta 66
zcmX@ieTAFDn3tEUq-|&PMvf^=iV6A|`MIh3MTuFd#TiLOnJN0=`9;~q1&PV2`pNkz
Wsrr*QGRtp1%_PRe7&ZA3%R>P8trwaA

delta 49
zcmcb@eVCiWn3tF9rT(I*jT}>$1pM_g@^e%5(~D9o6HD@Q^(XtY$Zx*GB*w&eYw~B7
FhX9pO5n%uT


From 8691a0eb510dc1f05740b0c704e28b3a2395a6d6 Mon Sep 17 00:00:00 2001
From: rajeshbrid <rajesh_brid@hotmail.com>
Date: Thu, 22 Nov 2018 13:26:16 +0000
Subject: [PATCH 18/19] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 158 -> 175 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 2166 -> 2110 bytes
 q14_benchmarking/build.py                     |  30 ++++++++++++++++--
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 164 -> 181 bytes
 .../tests/__pycache__/test.cpython-36.pyc     | Bin 2092 -> 2109 bytes
 5 files changed, 28 insertions(+), 2 deletions(-)

diff --git a/q14_benchmarking/__pycache__/__init__.cpython-36.pyc b/q14_benchmarking/__pycache__/__init__.cpython-36.pyc
index 453edefacf2fed8cd72ca5b14c268f798bc1dbac..d0b87221617a824e2741a9db9cc33a91d03d0ee5 100644
GIT binary patch
delta 52
zcmbQoxSo;2n3tEUq-|&PL=JO>82ya=+*JLd#H`ffjHIH>6#el0qU_>=#N<@{<ouM>
HiGBe9x}*{X

delta 35
qcmZ3_IFFITn3tF9rT(I*i5%wq-ufB&xvBc;MX8mECHc7%;{yP^i3^+n

diff --git a/q14_benchmarking/__pycache__/build.cpython-36.pyc b/q14_benchmarking/__pycache__/build.cpython-36.pyc
index 28c02f81e980cbbac2a50fb3e6c6400240d89583..ffbf2aef734c7af1546b0188412abb09c966e43f 100644
GIT binary patch
delta 593
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Ug9o05IcI5O8#|zE(!)Oe2k3N{y#N3J

delta 639
zcmZ8ezi-n(6u$G1)^!}mO<R#5gdk}lnKB?)K&TQ68v_fnkgQYun!2)MbH314I;%rw
zhT<J0BnD=7{tz=E{sV+MFjTyATFG#y_uYHneeb>d@y)yNh7a0p`@@S*{u`T+pQJHN
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l>j}R0B8I0FqkM$mP)9>kQ@`>t#v@Q0cP!1Lu5R6Q>0c=+th)dJ

diff --git a/q14_benchmarking/build.py b/q14_benchmarking/build.py
index 4a4557b..ef8aff1 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
 
@@ -6,7 +7,6 @@
 from greyatomlib.multivariate_regression_project.q06_cross_validation.build import cross_validation_regressor
 from greyatomlib.multivariate_regression_project.q07_regression_pred.build import regression_predictor
 
-
 from greyatomlib.multivariate_regression_project.q08_linear_model.build import linear_model
 from greyatomlib.multivariate_regression_project.q12_feature_selection.build import feature_selection
 
@@ -24,7 +24,33 @@
 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 create_stats(x_train,x_test,y_train,y_test):
+    
+    l1,y_pred_l1,lasso_stats = lasso(x_train, x_test, y_train, y_test, alpha=0.1)
+    
+    l2,y_pred_l2,ridge_stats = ridge(x_train, x_test, y_train, y_test, alpha=0.1)
+    
+    features= feature_selection(x_train, y_train, k=50)
+    
+    x_trainft=x_train[features].copy()
+    
+    x_testft=x_test[features].copy()
+    
+    l1ft,y_pred_l1ft,lasso_statsft = lasso(x_trainft, x_testft, y_train, y_test, alpha=0.1)
+    
+    l2ft,y_pred_l2ft,ridge_statsft = ridge(x_trainft, x_testft, y_train, y_test, alpha=0.1)
+    
+    complete_stats = pd.concat([lasso_stats,lasso_statsft,ridge_stats,ridge_statsft])
+
+    # print (complete_stats)
+    
+    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..054461fe18d51457994c9bba62ecbf2ed8ed720f 100644
GIT binary patch
delta 52
zcmZ3&xRsH^n3tEUq-|&PL=JO>B>jy1+*JLd#H`ffjHIH>6#el0qU_>=#N<@{<ouM>
HiGE=Kz2FiZ

delta 35
qcmdnWxP+0zn3tF9rT(I*i5%wqf%+NwxvBc;MX8mECHc7%<HG>HlMA!}

diff --git a/q14_benchmarking/tests/__pycache__/test.cpython-36.pyc b/q14_benchmarking/tests/__pycache__/test.cpython-36.pyc
index cc77345a80d2a31276437a4b20a95a08f4c2fe16..88dff6f5abb9ed372910925e9775ef8a5d870f82 100644
GIT binary patch
delta 111
zcmZ1@uvdV?n3tEUq-|&PMviMt3UT@w`MIh3MTuFd#TiLOnJN0=`9;~q1&PV2`pNkz
zshi(2)v_2zvF4TL7F6D1$}5OsD@e>sNi4p_RFD!Sn44Hqkdt4MlbNJfPzhoIr6Kg>
Hx$OM_$N4Fv

delta 94
zcmdlhuttExn3tDpxBsH3jU3mQ_<i*=@^e%5(~D9o6HD@QH~(X*Wih_Rnpc`zP<e|f
ruON!8ATci`vG^8KLCP(`+{BWCocxlU%p|>nN)YQ78<d{Bj=diMbt@%3


From c359bac1c9734ca2e1d69e9e9ea380421b8bb9b1 Mon Sep 17 00:00:00 2001
From: rajeshbrid <rajesh_brid@hotmail.com>
Date: Thu, 22 Nov 2018 13:32:17 +0000
Subject: [PATCH 19/19] Done

---
 .../__pycache__/build.cpython-36.pyc          | Bin 0 -> 1451 bytes
 q15_select_best_model/build.py                |  27 ++++++++++++++++--
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 0 -> 186 bytes
 .../tests/__pycache__/test.cpython-36.pyc     | Bin 0 -> 1989 bytes
 4 files changed, 24 insertions(+), 3 deletions(-)
 create mode 100644 q15_select_best_model/__pycache__/build.cpython-36.pyc
 create mode 100644 q15_select_best_model/tests/__pycache__/__init__.cpython-36.pyc
 create mode 100644 q15_select_best_model/tests/__pycache__/test.cpython-36.pyc

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diff --git a/q15_select_best_model/build.py b/q15_select_best_model/build.py
index d0ce1ba..51f6081 100644
--- a/q15_select_best_model/build.py
+++ b/q15_select_best_model/build.py
@@ -1,3 +1,4 @@
+# %load q15_select_best_model/build.py
 from greyatomlib.multivariate_regression_project.q01_load_data.build import load_data
 
 from greyatomlib.multivariate_regression_project.q02_data_split.build import split_dataset
@@ -15,9 +16,29 @@
 
 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 complete_build(x_train, x_test, y_train, y_test):
+    cat_index = [x for x in range(len(x_train.columns)) if x_train[x_train.columns[x]].dtype == 'object']
+    x_train_t, x_test_t = ohe_encode(x_train, x_test,cat_index)
+    
+    train = pd.DataFrame(x_train_t)
+    test  = pd.DataFrame(x_test_t)
+    
+    train.columns = x_train.columns.values
+    test.columns  = x_test.columns.values
+    
+    complete_stats1 = create_stats(x_train, x_test, y_train, y_test)
+    complete_stats  = create_stats(train, test, y_train, y_test)
+    
+    # print (pd.concat([complete_stats1, complete_stats],axis=0))
+
+    return pd.concat([complete_stats1, complete_stats],axis=0)
+
+# complete_build(x_train,x_test,y_train,y_test)
 
-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
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