From 72c955751b96fd3ab7f2f0e267ef543adb4e4201 Mon Sep 17 00:00:00 2001
From: SL345 <sherilyn345@gmail.com>
Date: Sun, 1 Jul 2018 04:32:19 +0000
Subject: [PATCH 01/16] Done

---
 __pycache__/__init__.cpython-36.pyc           | Bin 141 -> 153 bytes
 .../__pycache__/__init__.cpython-36.pyc       | Bin 155 -> 167 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 414 -> 331 bytes
 q01_load_data/build.py                        |   7 ++++++-
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 161 -> 173 bytes
 .../tests/__pycache__/test.cpython-36.pyc     | Bin 1525 -> 1537 bytes
 6 files changed, 6 insertions(+), 1 deletion(-)

diff --git a/__pycache__/__init__.cpython-36.pyc b/__pycache__/__init__.cpython-36.pyc
index b0c3719c2f46201b3baa3fcef746c16a601c9e9f..d71579303f602449092171d97ddac5732659d59f 100644
GIT binary patch
delta 47
zcmeBWoXN;x%*)H=5NQ!Tk;7ctO+O<)H&s8_$JoSFKRmxEySN}RIaNP7KP7ddpFIF3
C3k~f6

delta 35
qcmbQq*vrUa%*)I5Qh!m@L=JO)EB%c8+*JMaqSVU7lKk9>QT70~2@6gD

diff --git a/q01_load_data/__pycache__/__init__.cpython-36.pyc b/q01_load_data/__pycache__/__init__.cpython-36.pyc
index 4596200714efc1a2bd21ca0d0f36671155da8439..c48523c46c3cf95307918baf7a6a8a0fc7bef4cd 100644
GIT binary patch
delta 47
zcmbQuxSWy0n3tE!A<`mxB8Rzjh<-+XZmNE;kFklVet3RSc5y*sa;koEeoE>@KVJYW
C#SSF^

delta 35
qcmZ3^IGd5fn3tF9rT(I*i5%wq9{L&ixvBc;MX8mECHc7%qkI9n%L|48

diff --git a/q01_load_data/__pycache__/build.cpython-36.pyc b/q01_load_data/__pycache__/build.cpython-36.pyc
index 98e98a79cdf9a026efe48fdde2a84d1da49836cc..8728b494e50d81fce249a09217e9039649d8fd57 100644
GIT binary patch
delta 200
zcmbQoe42^Vn3tE!J<=k2>O@ZeBq0U{h7yJ>#u|nc#uTPrrdq}t#$X0bX1`yI)|!mB
zn2S>jG?{KO6{JLQ6s0Dn#3vV*0r@Nii6t4gm{QVKG8C}`P52e4pOK%NsvqoQY+|Y(
zo?nz*T#%TYs-K*nk~*22(aE0`sHm6)NH8$+F&1$GX-(!^Yz2vVDT&2JAaSr5*eoQ1
Y11NEe!zMRBr8FnijtR&s1`!<00CgxYApigX

delta 283
zcmYk1F-`+95Jf$<+3Y4+O3r|*6d)Q91rjX?LAA}wFau$=&RVvSKnmgnTjT;1NEBRw
zD{uq1RJlSbys2oOX8vgYpZVeMqBtna@#oP;^}8xA-}V_}fi<vX2*`W>3QK4>3Y56h
z^G0BXqaFtJnyLI^1IG%Y@MPDJHrJyB#iP7;`YukLUSMZxA9SD_1(ihCStTR4SdATN
ztb@L7DP~?9+fp@ghvX^Lj|-&d!N%$^uL{&bCqqMD%uQ0j=6p8q49y-Kz39-H)%V$z
tOuEk!80^9xxH45r#LT7>w0C)Gx7ya=AEs##^ApqIQ%k4A51uFF;t#>wOH}{>

diff --git a/q01_load_data/build.py b/q01_load_data/build.py
index 7cd3700..05616f4 100644
--- a/q01_load_data/build.py
+++ b/q01_load_data/build.py
@@ -1,4 +1,9 @@
+# %load q01_load_data/build.py
 import pandas as pd
 
 # Write your code below
-    
+def load_data(path):
+    df = pd.read_csv(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..dce1a54346ff785e78ee2e62914bfed7c5c4ecbd 100644
GIT binary patch
delta 47
zcmZ3;xR#N_n3tE!Bhn&zB8Rzjlzv8jZmNE;kFklVet3RSc5y*sa;koEeoE>@zhD3`
C*A7Jh

delta 35
qcmZ3>xR8;<n3tF9rT(I*i5%wqe)<{txvBc;MX8mECHc7%qk;jv)eD{g

diff --git a/q01_load_data/tests/__pycache__/test.cpython-36.pyc b/q01_load_data/tests/__pycache__/test.cpython-36.pyc
index 9aa6996833ac66f36d6c99e9f80a514b1a8a8440..3323ab58637e617fa17fe3d2c99593744407bb28 100644
GIT binary patch
delta 49
zcmey$-N?gX%*)H=5or;<k>e$!beMider~FMu#d5cseX8VQFd`bVsff}a(+tcCZ?~<
E0Bc$g%K!iX

delta 38
tcmZqV`O3{<%*)FqWWFeBBgacdelPuu{M=Oi^rF<t#FG5n%{)wBnE~9l3|0UD


From 941e41815d5439b099166479ba1a648ee2f996c6 Mon Sep 17 00:00:00 2001
From: SL345 <sherilyn345@gmail.com>
Date: Tue, 3 Jul 2018 07:10:23 +0000
Subject: [PATCH 02/16] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 156 -> 168 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 660 -> 663 bytes
 q02_data_split/build.py                       |  10 +++++++++-
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 162 -> 174 bytes
 .../tests/__pycache__/test.cpython-36.pyc     | Bin 3134 -> 3146 bytes
 5 files changed, 9 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..0bdf1bcfdcd4c58cbc5bdf8324cdcc2baeb9a038 100644
GIT binary patch
delta 47
zcmbQkxPp<xn3tE!A<`mxB8RzjsD4I%ZmNE;kFklVet3RSc5y*sa;koEeoE>@KR*C1
CKn^JY

delta 35
qcmZ3%IERtLn3tF9rT(I*i5%wqp86U2xvBc;MX8mECHc7%qx=B7A`6ND

diff --git a/q02_data_split/__pycache__/build.cpython-36.pyc b/q02_data_split/__pycache__/build.cpython-36.pyc
index e6bd2ebf2f76eee17541ce631c667ecb332558ff..1960bc3dd5d57544a345432495583d33dc77f81c 100644
GIT binary patch
delta 313
zcmbQjI-Ql%n3tC;T+urE>_pC)@*E5d46H!x48+BLK%#~riy;LFTbY0)%fy4i^{i=3
zk_@#>C5$zUHB2c?Da^ghF)X#rwJf!)wQM!aH7qr(HEd}twd^(Q!3>&gelHn;#-z`h
z2?8hWH5sEgOHzwV;)^q@QeXZDf+CQ8noLnFnK}8%Ma&=$$1SFmv|Ef3w-_s<*dyXg
ziV`#PqS$~8pvK85jDniCSW*&85?3-5@c@<o3ewNW&rQ`2_Axdw)ep}v$}TQQOitBL
z&QD35+{5TD3i4Dj7m#3J6k`+uVjjjKzRAxR%PiP{Vnuu)0%Q;p!3*Tx;;_lhPbtkw
TwPOPEib1CE0JU;3axen`)CWxh

delta 306
zcmbQvI)#<fn3tF9i20(Zxf3~O%Cj>tFt7o!GY}X10ErrgEQS;yY-IwHtP>9k*R!QD
zNix(jl`z&Y)-a_or7)+k^s>aT)H2ty)UwvH)iBqv)UejDrLhDvXtMjgWCR+LK5Hfj
zoV0(b1>|Wm-Qp}sEiQ>K&a6tk#Z#1+my(|wUtE${lKS#L5EOBM6-BXR=Hw?AF@rel
zx0q7WZZSsOVyxu3#a<C#Qk0mPcZ;oJvLB<E_)3N%0idE^Zu%MdxvBc;MX8mECHc9N
zdl}t@S%DJ8AoCa)#TbPcB^Zl@Cck7Xv)}}Z6bXR{kX9r@5Xim7VUwGmQks)$2XZ`E
MI}aldBL@%y06)G>v;Y7A

diff --git a/q02_data_split/build.py b/q02_data_split/build.py
index c2e7147..c3ea615 100644
--- a/q02_data_split/build.py
+++ b/q02_data_split/build.py
@@ -1,8 +1,16 @@
+# %load q02_data_split/build.py
 from greyatomlib.multivariate_regression_project.q01_load_data.build import load_data
 from sklearn.model_selection import train_test_split
 import pandas as pd
 df = load_data('data/student-mat.csv')
 
 # Write your code below
+def split_dataset(df):
+    X = df.iloc[:,:-1]
+    y = df.iloc[:,-1]
+    X_train,X_test,y_train,y_test = train_test_split(X,y,test_size=0.2)
+    data = (X_train,X_test,y_train,y_test)
+    return data
     
-    
+
+
diff --git a/q02_data_split/tests/__pycache__/__init__.cpython-36.pyc b/q02_data_split/tests/__pycache__/__init__.cpython-36.pyc
index e780e63f202604d8b01427afe772dd73a1ea13a3..9003b7a15da417c72d483d419551bc8d93488b84 100644
GIT binary patch
delta 47
zcmZ3)xQ>y-n3tE!A<`mxB8Rzjw0=f@ZmNE;kFklVet3RSc5y*sa;koEeoE>@zYqX0
CA`U?S

delta 35
qcmZ3-xQLO%n3tF9rT(I*i5%wq{`wjDxvBc;MX8mECHc7%qe1|^EDNFl

diff --git a/q02_data_split/tests/__pycache__/test.cpython-36.pyc b/q02_data_split/tests/__pycache__/test.cpython-36.pyc
index a1b3fc579e35798e380953fe62d7efac2225573f..7d0c7acd02294641e92f9822e66ecb879007e1ad 100644
GIT binary patch
delta 50
zcmdldaY};2n3tE!A<`mxBZo4Rbhv&-er~FMu#d5cseX8VQFd`bVsff}a(+tcW-BHZ
FE&yc64toFq

delta 43
zcmX>lu}^}-n3tF9i20(ZjU38M0^a%=`MIh3=|!oPi6!~D`jhu@%WqC&dcp|+D%lQc


From 143133a1aa2b758a57aafeed90f428b79161de2c Mon Sep 17 00:00:00 2001
From: SL345 <sherilyn345@gmail.com>
Date: Tue, 3 Jul 2018 07:58:58 +0000
Subject: [PATCH 03/16] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 159 -> 171 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 924 -> 781 bytes
 q03_data_encoding/build.py                    |   9 ++++++++-
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 165 -> 177 bytes
 .../tests/__pycache__/test.cpython-36.pyc     | Bin 2197 -> 2209 bytes
 5 files changed, 8 insertions(+), 1 deletion(-)

diff --git a/q03_data_encoding/__pycache__/__init__.cpython-36.pyc b/q03_data_encoding/__pycache__/__init__.cpython-36.pyc
index 884722b9e5eb21d01be2d88d202ca11e74eb4609..60754790d9c3baf0d591f71d6a2d4b99afd2ba39 100644
GIT binary patch
delta 47
zcmbQwxSEl}n3tE!A<`mxB8RzjgnmYTZmNE;kFklVet3RSc5y*sa;koEeoE>@zd!&k
Cu?{r=

delta 35
qcmZ3@IG>Tjn3tF9rT(I*i5%wqKKdE?xvBc;MX8mECHc7%qXGfECkvJU

diff --git a/q03_data_encoding/__pycache__/build.cpython-36.pyc b/q03_data_encoding/__pycache__/build.cpython-36.pyc
index 302366cb1c8d346c67f347e326ce7abc487c2dcb..0601354adbfaa616b3573d0a9f6a850a5ccc1e3a 100644
GIT binary patch
delta 357
zcmYjNyGq1B6rGv8b+ZKg09yk>id7rMLR+y}L>Y@^*qPw2n`D^Dih(R!Y;7TFEo^OU
z{RbQS`4lVf6lyr!!#!NieZ2%vel&{Xt&jcV+t=slbL}C72*f#r-UDjU9MyP(=469c
zq{Thuw4`-%vT|E@j8c4=I@DuQE*j;6k;eI~p45t!I<HibdM0?Za#k825}|9lee++Z
z2?%kfdls7fxdoqaR<k#x0%-kxmEBc^$i^3=gTw5)QukW2smP`k7g_g3cDo~z?hNb+
zArQhtK!{b;J&<=vy>eN|#*k7PU$T-jZHVNC@LbvRl@DZs=66|0U|AK}lAYco+uejG
VMa7p3accjjhd={t5n7PM`2p8BU+Dk<

delta 501
zcmY+9J4*vW5XX1to{>Zo5FeGPgcBr%jYY6gL>n6mB_MKS_mT_ua`z$^xsW0VHWrfB
z%Ff2dZ{bJS*2>D>%2`oShWRu5+j-vF_fBQ2R-4=0e(1d3RbD10A;d!8MVB`yIhm3%
z6h%%MEy(~Ftdc40kux?na${g3vlx^{pgEN*B@FB@W-#OWm;Wbif>};UvGRWwo%}^@
za<OtkN>b7Qj)`Ypc|7T+jLT-;=glNdHj`n@Mc8d#`q5D1wE0a0#ns=m9C@zLM=4AA
zNslW__Wg`2NHS%IQgA=&m|>K5JGCIp&-Zi8l0hnBRrw7)Q#q&S_zV+eW58vuAmWOK
zk3=kB?~lV)KaF{-C-}(E)3`M|fVJ5(^_J)GS5{F7*suhPbe(Qc(U`r{r$Sk{Y&H@u
z{wh236Xr_=8B@Rl<rF^yG0+2@(GS1?foNda*YrP9*R9-koU&oWcl7yk9;HgPx!Rx(
EpY4T+=l}o!

diff --git a/q03_data_encoding/build.py b/q03_data_encoding/build.py
index bb4c8ca..529b966 100644
--- a/q03_data_encoding/build.py
+++ b/q03_data_encoding/build.py
@@ -1,3 +1,4 @@
+# %load q03_data_encoding/build.py
 from greyatomlib.multivariate_regression_project.q01_load_data.build import load_data
 from greyatomlib.multivariate_regression_project.q02_data_split.build import split_dataset
 from sklearn.preprocessing import LabelEncoder
@@ -8,7 +9,13 @@
 x_train, x_test, y_train, y_test =  split_dataset(df)
 
 # Write your code below
+def label_encode(x_train, x_test):
+    X_transform = x_train.apply(LabelEncoder().fit_transform)
+    X_test_transform = x_test.apply(LabelEncoder().fit_transform)
+    transformed_data = (X_transform,X_test_transform)
+    return transformed_data
     
-    
+
+
 
 
diff --git a/q03_data_encoding/tests/__pycache__/__init__.cpython-36.pyc b/q03_data_encoding/tests/__pycache__/__init__.cpython-36.pyc
index 7d18c185f615d8dacd541c2aac10e2127c6a6058..db0d1c52f6e58bf642ef43751c1699f8b35b9359 100644
GIT binary patch
delta 47
zcmZ3=xRH^=n3tE!A<`mxB8RzjoPI`rZmNE;kFklVet3RSc5y*sa;koEeoE>@zi<FC
ClMYP)

delta 35
qcmdnUxRjB@n3tF9rT(I*i5%wqLHZf_xvBc;MX8mECHc7%qrw5cF$=B$

diff --git a/q03_data_encoding/tests/__pycache__/test.cpython-36.pyc b/q03_data_encoding/tests/__pycache__/test.cpython-36.pyc
index 8ade2b73d89dd5f9591f59a4f4d14aa50d93bd2e..a7da93a0dda5def6545873e63e7f93691d3b4068 100644
GIT binary patch
delta 55
zcmbO#xKNP8n3tE!A<`mxBZmT$Oq6~`er~FMu#d5cseX8VQFd`bVsff}a(+sx{^XbJ
K@|(k%?AQRLK@dOy

delta 43
zcmZ1|I8~6tn3tDJ*J4rBMh*og0YCkW{M=Oi^rF<t#FG46{mJXu<u@lY*|7lt1wst8


From 1739c8fe1213705242bca9b0e3da4afb636938e6 Mon Sep 17 00:00:00 2001
From: SL345 <sherilyn345@gmail.com>
Date: Tue, 14 Aug 2018 13:07:19 +0000
Subject: [PATCH 04/16] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 157 -> 169 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 1006 -> 1175 bytes
 q03_ohe_encoder/build.py                      |  28 +++++++++++-------
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 163 -> 175 bytes
 .../tests/__pycache__/test.cpython-36.pyc     | Bin 1478 -> 1490 bytes
 5 files changed, 18 insertions(+), 10 deletions(-)

diff --git a/q03_ohe_encoder/__pycache__/__init__.cpython-36.pyc b/q03_ohe_encoder/__pycache__/__init__.cpython-36.pyc
index e4ec35b27b6016dd979d13f661e08f8147e0e802..4d2ad26522f9b87b903cac156f42ebde2de00687 100644
GIT binary patch
delta 47
zcmbQsxRQ~>n3tE!A<`mxB8Rzjn0`inZmNE;kFklVet3RSc5y*sa;koEeoE>@KYsu%
CyACY?

delta 35
qcmZ3<IG2&bn3tF9rT(I*i5%wqUiumNxvBc;MX8mECHc7%qx=E8c?*sJ

diff --git a/q03_ohe_encoder/__pycache__/build.cpython-36.pyc b/q03_ohe_encoder/__pycache__/build.cpython-36.pyc
index 1433b7bfe437842ddac619a606d8eb33eef1b873..39b41533e9c0ca95694b01e1397c340e5841983b 100644
GIT binary patch
delta 670
zcmY*WL2DC16rMLTyPIs1Hcet_sUTWB>_J1R;?aUVikAq5QCXIqNwR6OyUuQ50~>Nk
zdy;}>LH~$9!2jTFuj0Xrzd*saHAp*;@0<6%dA#>#=9l%kzJJ(i*}uQ(H^-ci@8rfp
zO^y&rcD4WPNE*UcpzIZhhGMF*g11~WMN4dmO=(K&oT#?iQjJMx1uHlvnAcU^A;_An
zpM&UKefoNL&>u%L)gQb(eDbt^66w<<_I%a%BdPjDo!u)g;NjA)T2dsF=oW51L#mdA
zFcB{h$w#D|Oo&9gpgA4VU9w<VnzLi_Zo1$pOlVGWzKf7>Nf!o27)Fc{l~gi}kn0?{
zkz-<H$#Tfe|4D#NIF_K2OXHFO$>FwszjK0v<S?WI;+U@-D9u=_VUYa<91$h=vLJcw
zP~Ao?tRRf1cxlHFJeWp)Nn<G*BbB=HY&Hv2vMfzM3VkmXT<R!xtkTNdRC_^Kn&_w`
zEjRE~jUqjFgHWnWG*P>LG<Byzk_v0Bgte|HYHQ~}H*kc1)I_heqp@;TSiOIxlMd1z
zfey842N}WI&;z}Vapz9?y!b;O7eDCykubuuSv)Uk7~^%lP<n~psw(o>OUJtUCEcy4
jhg5uE54vLW_Rt4<yZFNH?^Pdt-M0yq)zCPi4LkHNkf)>O

delta 494
zcmYjNJx}B?5cNkko6T;Puu$AprvrgVfwrK4f&vM|b?BsPkneO+w4Oi^n?$yeSSc%t
zrKLa-LZYPOU);|?Zt3|AHxZvRn&&sRXWrPio#*!QMiBVf*1dRSgglW?<{;m}(B^u1
za~r5^&8YB!gFmBx9MKg$5s1EYW&4uA9E9MX%+KhI?h(8<fI&*7Cp(u^EL`9H3x5oc
zi!lt36igCRjED7K{;j^DD;M2H0=0=tRDjEfBQ)k>G&AgC=rsgGDkiC9S8U2FenKl0
znmWi>g|gFD<y5Vd{UQ-R*pHZ493=*h3YCqL(>R61oGH-O)n%eIL|iq!MR1X3CN?U`
zby}#g?Yz^-we(Q9hp_=|Z2z^{B+haP=Yki<Ai8+?Rw=@ln;$!>dD#o}kXau~V#r5@
zgg)llLm)KhQ6F6mFo_oHpZsCnx@D5fL|ax$+se<z<;1eQRLzIj_Iaa_<<>=llhv!v
eQd`aAks8#$o$p^MQXL}nXyYFBn8!l)h5rYg1$+Pi

diff --git a/q03_ohe_encoder/build.py b/q03_ohe_encoder/build.py
index 36e4b90..f2175c1 100644
--- a/q03_ohe_encoder/build.py
+++ b/q03_ohe_encoder/build.py
@@ -1,19 +1,27 @@
+# %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
-import pandas as pd
 import numpy as np
+import pandas as pd
+path = 'data/student-mat.csv'
+df = load_data(path)
+x_train, x_test, y_train, y_test = split_dataset(df)
+category_index1 = [x for x in range(len(df.columns)) if df[df.columns[x]].dtype == 'object']
 
-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']
+def ohe_encode(x_train, x_test,category_index = category_index1):
+    cat_col_list = x_train.iloc[:,category_index]
 
+    for cat_col in cat_col_list:
+        # encoding in dummy variable
+        dummies = pd.get_dummies(x_train[cat_col], prefix=cat_col)
+        x_train = pd.concat([x_train, dummies], axis=1)
 
-# Write your code below
+        dummies1 = pd.get_dummies(x_test[cat_col], prefix=cat_col)
+        x_test = pd.concat([x_test, dummies1], axis=1)
 
-    
+        # removing the  variable
+        x_train.drop(cat_col, axis=1, inplace=True)
+        x_test.drop(cat_col, axis=1, inplace=True)
+    return x_train,x_test
 
-    
-   
diff --git a/q03_ohe_encoder/tests/__pycache__/__init__.cpython-36.pyc b/q03_ohe_encoder/tests/__pycache__/__init__.cpython-36.pyc
index 8c87a88f1c4ac0875da221298faa5cf1f1990908..e41b4b06ac5ba60cee051aecbbf88e75c7f15ade 100644
GIT binary patch
delta 47
zcmZ3?xSo;2n3tE!A<`mxB8RzjjDALbZmNE;kFklVet3RSc5y*sa;koEeoE>@zfb@$
Coeo6+

delta 35
qcmZ3_xR{Z{n3tF9rT(I*i5%wq0s0yFxvBc;MX8mECHc7%qe20_gA1kr

diff --git a/q03_ohe_encoder/tests/__pycache__/test.cpython-36.pyc b/q03_ohe_encoder/tests/__pycache__/test.cpython-36.pyc
index 1956a19a3862d792c03ff34e686b4f3716827383..58c26b56e875c4e729488322670d71bd1ae0e259 100644
GIT binary patch
delta 228
zcmX@ceTkdHn3tE!A<`mxBS#*iaTIGxNo7H*Cetk@J%d|}6)PEvco`TNenseK<maa9
z2m2VCnCge;7iAY0BqpcoC+DZ6PM*sc#>hYU3*%>QkW#SvBEHF=m^v5*Cs#8YG73#z
z%PcJ_0+JJjD*!9yn|zl!&rl2`D2XZqkp_tg00|JUm<331FmbRH2~4hG`J*BXlH>vr
R;vfQ~3}Q91Bj&Jb0RRG*F4q76

delta 220
zcmcb_eT<vKn3tC;(_&H7Mvgp2ja#fKC6xuKnoPHt^bBq>R;*+w;$vW7_~oOYk)NBY
zpI($&nOKsat3UYyi~Qu1jAo1ilbAkpgOq^P74c90$JD_nG`XGGkWqN@PG)IQQIMP%
zTme`q|Kyj<d4}R3K`B%jh%`t{5J>O>aWM;!;9%llDH5FA!SY8%1SH7?A|yZrNEyUx
KWJj!E)dB#T{Viqy


From a5e263d32b1c588635f011a7a7c5c239beb3fd85 Mon Sep 17 00:00:00 2001
From: SL345 <sherilyn345@gmail.com>
Date: Tue, 14 Aug 2018 14:04:40 +0000
Subject: [PATCH 05/16] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 169 -> 181 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 810 -> 798 bytes
 q05_linear_regression_model/build.py          |   8 +++++++-
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 175 -> 187 bytes
 .../tests/__pycache__/test.cpython-36.pyc     | Bin 1588 -> 1600 bytes
 5 files changed, 7 insertions(+), 1 deletion(-)

diff --git a/q05_linear_regression_model/__pycache__/__init__.cpython-36.pyc b/q05_linear_regression_model/__pycache__/__init__.cpython-36.pyc
index 06a2a9b901d2940b1616332fc3af2e6292737630..cbc02e75b4f2b61b9bf7395d21eab32d96754f50 100644
GIT binary patch
delta 47
zcmZ3<xRsH^n3tE!A<`mxB8Rzjl72>hZmNE;kFklVet3RSc5y*sa;koEeoE>@zi0q6
Ce-2#$

delta 35
qcmdnWxRQ~>n3tF9rT(I*i5%wqVfq>QxvBc;MX8mECHc7%qoM)7jSId2

diff --git a/q05_linear_regression_model/__pycache__/build.cpython-36.pyc b/q05_linear_regression_model/__pycache__/build.cpython-36.pyc
index c40d112c5d846cc979296e4912c2f11a9f286eee..3d11d4f63127d625ed8e119abb63794fdcdfe21d 100644
GIT binary patch
delta 233
zcmZ3*Hjj<dn3tC;@?lYQ`$Wz!sbUNa3?&TB47E%(Oj(RI3^k0+OpFXQOu-DAjDDI-
zMJz!1DCV@x5>4hP_K5hBqQuO+TkMq(Mif&{?n;ItcA%PH@%kD0xvBcWKE@`d`r-LS
z*~JBk$*KCu`6;RTllz$DCwDShND2T|7PA2f21YhU9>yY0Aj?ma@0R^!1tz`898A~U
yi$Jos*nk$K7MFnK!NwyI93TZ8Ho5sJr8%i~Oh8^SACTZ-<Y59~4kiI6J{ABba5U5a

delta 229
zcmbQowu+6@n3tF9y~U!a%!!;|a-<j-7)lsY7*m*f8Ectpn6ema7-|@snHU*rn1UHJ
znf=@}8E<js<rn29=44i-YBCkE0Cn7APRlIOWWL21af`7sN+2gQFEz0!z9==lD7Cma
zzi1^x5f@O^uVDR*{M=N1plD@cNq+9+M8*g~KA=P~8<1dN<YMGuEaKUGijkMm`xbj;
zd`VGaX5K9}AS1Q7q=*No1Z)fv!3`9<#bJ}1pHiBWYR3rV6@$#<VdP-~VGbq%CO&2W
DMEp3#

diff --git a/q05_linear_regression_model/build.py b/q05_linear_regression_model/build.py
index 7a0a243..96bdeb7 100644
--- a/q05_linear_regression_model/build.py
+++ b/q05_linear_regression_model/build.py
@@ -1,3 +1,4 @@
+# %load q05_linear_regression_model/build.py
 from greyatomlib.multivariate_regression_project.q01_load_data.build import load_data
 from greyatomlib.multivariate_regression_project.q02_data_split.build import split_dataset
 
@@ -12,4 +13,9 @@
 
 
 # Write your code below
-    
+def linear_regression(X_train,y_train):
+    lm = LinearRegression()
+    lm.fit(X_train,y_train)
+    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..5f3a5e04067617f9471c5805fe128edd080e703f 100644
GIT binary patch
delta 47
zcmZ3_xSNr~n3tE!A<`mxB8RzjhJHqVZmNE;kFklVet3RSc5y*sa;koEeoE>@zeE5w
CVGeZw

delta 35
qcmdnZxSo;2n3tF9rT(I*i5%wqG5Q(#xvBc;MX8mECHc7%qY?qZmkZVa

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..d3b6e4f486542468a8c9e63c23879fe8a6327a16 100644
GIT binary patch
delta 55
zcmdnObAX4#n3tE!A<`mxBS!+0Op1O+er~FMu#d5cseX8VQFd`bVsff}a(+sx{$v?e
L`OVXr<}w2SwfYc?

delta 43
zcmX@WvxSGln3tF9y~U!ajT{L~0ulNd`MIh3=|!oPi6!~D`jh)v<u@;8n#&9TFh34%


From 8ee1fd9cd275a9149273f84a6552020598c04e10 Mon Sep 17 00:00:00 2001
From: SL345 <sherilyn345@gmail.com>
Date: Tue, 14 Aug 2018 14:19:40 +0000
Subject: [PATCH 06/16] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 162 -> 174 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 1086 -> 1019 bytes
 q06_cross_validation/build.py                 |   6 +++++-
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 168 -> 180 bytes
 .../tests/__pycache__/test.cpython-36.pyc     | Bin 2082 -> 2094 bytes
 5 files changed, 5 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..94af4136c34b164988baa7a51aa67335d8b8ebc4 100644
GIT binary patch
delta 47
zcmZ3)xQ>y-n3tE!A<`mxB8Rzjw0=f@ZmNE;kFklVet3RSc5y*sa;koEeoE>@zYqX0
CA`U?S

delta 35
qcmZ3-xQLO%n3tF9rT(I*i5%wq{`wjDxvBc;MX8mECHc7%qe1|^EDNFl

diff --git a/q06_cross_validation/__pycache__/build.cpython-36.pyc b/q06_cross_validation/__pycache__/build.cpython-36.pyc
index 2e1c378d0210faf52111a997f473e84d10da11f6..7a3800f0757d0574794e50313cebad58f6168225 100644
GIT binary patch
delta 289
zcmdnT@td8~n3tF9<CCK3hK-!YjP+~`3=GadTr347N*HPwY8Y#nQW#U1dRc0jOBl15
zYM7fDgBdiL{i2wPj5Hae*o%|%i!$@lHJOV*dT%l16-2S*rY7cTvfN_L%}+_qxy4=)
zUs9BqnRko562ge$C^Cu%=}TS7P{ae&^(#U@BR@A)KUl=a*u+#nJijQrxF9h(RX-VM
zfd1suO!AY}nXJUbKn`O85)6z2j75AvT2thf{p9^jdYhLssWEzU07Y&wrKA;cff#H+
rYg3C$inzfXpw%D_Cy)cy3APuB;03ATumQTbG$+-LX|e)~EF&`jH6Kc9

delta 356
zcmYk0y-EW?6ou!`>|Z3o!ho@mbiy_Xm_iiM!d7k4NSbBIOk(2xgqcwctXQND2>S+h
zmSXRNT<`(X_yF2?HzLR|hr_w&ely?xdr<2&8XE_P&x7c-)`Lf%F?L4RbVw|l!jwx`
z05B^gmqI#A{vfPVumTER2<b|1=}z4R>$A|mT-9i6B`T>vA;%z#%q*E$gLNHeGEXC8
zW2=zseVX#&-M}})Tu-ub=poN8X6XI)&@oC$U179Gf=;U9EOgLKbEy)9D}*_^H={g}
zFHCP!<?FnAou{fh)@mNxJnfcGyj_06QL9N)Q&AYy>F6DDVG~cww&=Vid=L7YlpvQQ
s^zS39<4J}d8D%W`^S^)$1$v9BYr^``f6}TL!7=^sHc=-~eu!P*KQHHE00000

diff --git a/q06_cross_validation/build.py b/q06_cross_validation/build.py
index 406a734..11f033d 100644
--- a/q06_cross_validation/build.py
+++ b/q06_cross_validation/build.py
@@ -1,3 +1,4 @@
+# %load q06_cross_validation/build.py
 from greyatomlib.multivariate_regression_project.q01_load_data.build import load_data
 from greyatomlib.multivariate_regression_project.q02_data_split.build import split_dataset
 
@@ -18,4 +19,7 @@
 model =linear_regression(x_train,y_train)
 
 # Write your code below
-    
+def cross_validation_regressor(model, x_train,y_train):
+    r2_score = cross_val_score(model,x_train,y_train,scoring='r2')
+    return np.mean(r2_score)
+
diff --git a/q06_cross_validation/tests/__pycache__/__init__.cpython-36.pyc b/q06_cross_validation/tests/__pycache__/__init__.cpython-36.pyc
index b571b36039256ecb659b19941ead2c342e31d840..543cff697c52eed58eda610578b2ce12f5536e05 100644
GIT binary patch
delta 47
zcmZ3%xP_6!n3tE!A<`mxB8RzjqJBnxZmNE;kFklVet3RSc5y*sa;koEeoE>@zbF7R
C1P)mM

delta 35
qcmdnOxPp<xn3tF9rT(I*i5%wqq52v5xvBc;MX8mECHc7%qoM%6HVe7{

diff --git a/q06_cross_validation/tests/__pycache__/test.cpython-36.pyc b/q06_cross_validation/tests/__pycache__/test.cpython-36.pyc
index e065247889afd73fa150bc5ca136b8b2492d5d10..e55024acf1dbfc33bb1fe6c045a5d35b933c57fb 100644
GIT binary patch
delta 269
zcmZ1^uug!(n3tE!A<`mxBgZL5#;DDg8HE@Xg&7zae#Po%<maa92m2VCnCge;7iAY0
zBqpcoC+DZ6>Q6qvCcjydS&mUa5U8{Wq#i<uOm=6vV;03;l3HAnnU@|VoLF3(T2vCB
zn3J1dToRvJSelqqBo0)r$ykJ;HIlW+LKI|_G>DLg8;WE+NQ@6iNCI&&8<5~&;$Y!m
zF5;Wa%ofWR#hO=|TTodf2b74ipX|@Bw|Nd58zZCC<i+gTQXp%=nvvWKHd<uz3wA32
DA<#L1

delta 257
zcmZ1{ut<Qzn3tEU%yLoGMvhaAjJGylW)xx+6=7gt_!X$1k)NBYpI($&nOKsat3UY+
zoBU=~W;sRyA)s^-NDYJ#ogB<^$Ltn+NosLPW?uR&;l$$N)S{C3#GKsx;*$8(!qUW?
zA_<^!O~xV&t*NX<7GfZyWI%)x+)yOrL1O$sLK29J*?<HG69)?ia}ob!ezsV?TdaAd
sxdoL)@<53w`^g8`^fs?xV`F5Lp1hu2TMA??STmA)!A6Tt{=#kr0EMABSpWb4


From fdd9420922879d6d9082426df22b57b1d0c72c3c Mon Sep 17 00:00:00 2001
From: SL345 <sherilyn345@gmail.com>
Date: Tue, 14 Aug 2018 14:26:51 +0000
Subject: [PATCH 07/16] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 161 -> 173 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 1168 -> 1184 bytes
 q07_regression_pred/build.py                  |   8 ++++++++
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 167 -> 179 bytes
 .../tests/__pycache__/test.cpython-36.pyc     | Bin 3674 -> 3686 bytes
 5 files changed, 8 insertions(+)

diff --git a/q07_regression_pred/__pycache__/__init__.cpython-36.pyc b/q07_regression_pred/__pycache__/__init__.cpython-36.pyc
index 3e7e4674f103511456d5015475ef0cbf23edade2..2794900dbd3cdd687b1bbc147d701be55aea4046 100644
GIT binary patch
delta 47
zcmZ3;xR#N_n3tE!A<`mxB8Rzjlzv8jZmNE;kFklVet3RSc5y*sa;koEeoE>@zhD3_
Crw%;;

delta 35
qcmZ3>xR8;<n3tF9rT(I*i5%wqe)<{txvBc;MX8mECHc7%qk;jv)eD{g

diff --git a/q07_regression_pred/__pycache__/build.cpython-36.pyc b/q07_regression_pred/__pycache__/build.cpython-36.pyc
index dfa0411c934d2ac90e55ee4d32c73e0e7f34e120..41e8fe051160f5c380180f6ae3bf984b291ebe30 100644
GIT binary patch
delta 138
zcmbQhxqy??n3tDp#<Qa6_>G)*8Tr{N;!9GCOK!1Mg6YYx8RcZc^)vEwQ}u&=j7?1S
z!}E)>iwhEyQ}vVcQ&ROOJ2J~pwqP=5l-QiZw4YJ9h?{|d;TAhkcTr+yUJ(zFH`#?n
eSDqQjC>8?}B1}AtJRl4tIhX{P_?Wnucvt|JR3cjd

delta 147
zcmZ3$If0YYn3tF9rsbk2){UHZ8I2huZZTHgVylcVC`wJa#hhE53M3L!Z!r}atz;+?
zWME+U<*lEQpPQ<mUX)sySdyQsKY1au{A52SV@9#fO-%b4C2z4+#FwNNm)v5nj4vrl
p%*+EB2NIYZ!lEnB1T>;p3`mGD@i6j$Fp%V65@6zE;$q@q1^_01Dh&Vt

diff --git a/q07_regression_pred/build.py b/q07_regression_pred/build.py
index 3f2eee3..fe464d9 100644
--- a/q07_regression_pred/build.py
+++ b/q07_regression_pred/build.py
@@ -1,3 +1,4 @@
+# %load q07_regression_pred/build.py
 
 from sklearn.metrics import mean_squared_error, mean_absolute_error, r2_score
 
@@ -20,3 +21,10 @@
 
 
 # Write your code below    
+def regression_predictor(model, x_test, y_test):
+    y_pred = model.predict(x_test)
+    mse =  mean_squared_error(y_test,y_pred)
+    mae = mean_absolute_error(y_test,y_pred)
+    r2 = r2_score(y_test,y_pred)
+    return y_pred , mse, mae, r2
+
diff --git a/q07_regression_pred/tests/__pycache__/__init__.cpython-36.pyc b/q07_regression_pred/tests/__pycache__/__init__.cpython-36.pyc
index f1435e528c2d79d16299d3cf5270ab25f34f4b3c..1bc36467a31788f0491f299446919ddef096beed 100644
GIT binary patch
delta 47
zcmZ3^xS5f|n3tE!A<`mxB8Rzjf__GRZmNE;kFklVet3RSc5y*sa;koEeoE>@zeoTw
Ci4Ii&

delta 35
qcmdnYxSWy0n3tF9rT(I*i5%wqA^I8lxvBc;MX8mECHc7%qap#m-wU<?

diff --git a/q07_regression_pred/tests/__pycache__/test.cpython-36.pyc b/q07_regression_pred/tests/__pycache__/test.cpython-36.pyc
index 203c5fffc9b57db56ac2473265e2f03506fa63eb..cf626d90b524baf82745250cea0acb07e3c35617 100644
GIT binary patch
delta 215
zcmca5^Gt@rn3tE!A<`mxBZo1wOpJa;er~FMu#d5cseX8VQFd`bVsff}a(+sx{^S@Q
z`OR6(ER2j%lk-{rGfGX)XMM^h%fP@;1Y#;qu4X%o;7V<dV?WKvC<By{nry(uKG~b|
zD4Qxsu{>1h41}u)<SI;7;?7i&2Fc2S2n7(K1R_*Ggc^uY2N4>R*K-#$Mr~H+xy>jb
U0}_!35sDy!4=5)-S(VQe0J%dltN;K2

delta 202
zcmaDRb4!N9n3tF9rT(I*jU2|z0s;CN`MIh3=|!oPi6!~D`jhQ><u{ixvoJE=nq1BD
zpHX^p0K3%W1~&G|b6AhC$uTf66v2c}LAjd)*q<^o%7PUJaGqgP11VB~a@i+4a~*{U
zDM5{5o2<v3sUibXB@ZGLL4-1hPz4d{AVLE~XinbEUCelEvp&ylMs8V<hysXEnk>o}
F2mt3xF;xHn


From d859c5787d9d3b1c98670ea6b5c66ffa951a0287 Mon Sep 17 00:00:00 2001
From: SL345 <sherilyn345@gmail.com>
Date: Wed, 15 Aug 2018 07:27:13 +0000
Subject: [PATCH 08/16] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 158 -> 170 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 1359 -> 1382 bytes
 q08_linear_model/build.py                     |  10 +++++++++-
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 164 -> 176 bytes
 .../tests/__pycache__/test.cpython-36.pyc     | Bin 3958 -> 3970 bytes
 5 files changed, 9 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..43dc77e922ce36f707548fb710a5dd238530370b 100644
GIT binary patch
delta 47
zcmbQoxQda(n3tE!A<`mxB8RzjxPC@{ZmNE;kFklVet3RSc5y*sa;koEeoE>@zW@L(
CHV!cW

delta 35
qcmZ3*IFFITn3tF9rT(I*i5%wq-ufB&xvBc;MX8mECHc7%qXGcC&<m0P

diff --git a/q08_linear_model/__pycache__/build.cpython-36.pyc b/q08_linear_model/__pycache__/build.cpython-36.pyc
index 438fb9485b4b16efb7c4d78b935df99cb4da3c8f..a6b83dcf4ba08b4543fcbf822e1d7c713da07e29 100644
GIT binary patch
delta 345
zcmX@l^^A+tn3tDp=hfoqsEwR;jErHEI~euj(iv;mftUk`Inx<a80WCma+NS=vD9#-
zF!eIla@Vlbu+?y<F$XhfGW%(=L<uAp<rf#nmnG(8rX-eR=I2GR6y+AD-eS&8OpW3w
zDlRNdEJ{t$WW2=!lun$?%H-<Lnwy`JnsbX8sOJ`2Wqbip9;m!HwTOd(f#DWYk<l&2
zlv}LDC5a`)D;bK!fr7t6^fU5vQ}u&=j7?1S!}E)>iwhEyQ}vU92I)_p$Ra;^J(Gr-
z2vB7)50GGB<YMGu6k!wtl0}k0zNXAAwt~dGl*Hm9uFZd$t}}*$loj!U2tE+O4<ZCW
qgdm6z0ujO>0_3D3kilScz>Yy8B!CjPIBbCaDa}c>W16hZssaFaUs!Me

delta 322
zcmaFHb)JjUn3tDJ-D**k(niiYM#iAY9gO;ZHS9GUHJmAob69G*N|>`)YPeFE(iu~j
zdzosvYglU7YPi#wgBdhg{4`l^u_nitCFa~>&Mi&_5{ap|n2L;w7#SECG#PKPX6B`&
zR!kOUa&=>LFX8|S-eRkaFDOb)DdGfjinu@oH;{;8&#jD4$xJS}#adjFSW>)_p-2oU
z{L4c>BR@A)KfNfmGO;8-SAX(;X8Fk{m^9RcfwILsK!Smhi;0Ixgo%$yfT>6V$k&v)
z#a57*my%dq#JgFH`8s1bKTxzt07M9a2q7SGi#0btB^Bsupwo*)K%%Jb0h<JN0umt(
T(#T;0)LEL7YR5R)iB$yvWiU*=

diff --git a/q08_linear_model/build.py b/q08_linear_model/build.py
index 85d49da..b76ae88 100644
--- a/q08_linear_model/build.py
+++ b/q08_linear_model/build.py
@@ -1,3 +1,4 @@
+# %load q08_linear_model/build.py
 import pandas as pd
 import numpy as np
 from greyatomlib.multivariate_regression_project.q01_load_data.build import load_data
@@ -16,5 +17,12 @@
 y_pred, mse, mae, r2 = regression_predictor(model, x_test, y_test)
 
 # Write your code below
+def linear_model(x_train, x_test, y_train, y_test):
+    model =linear_regression(x_train,y_train)
+    val = cross_validation_regressor(model,x_train,y_train)
+    y_pred, mse, mae, r2 = regression_predictor(model, x_test, y_test) 
+    d = {'cross_validation':[val],'rmse':[mse],'mae':[mae],'rsquared':[r2]}
+    stats = pd.DataFrame(data=d)
+    return model,y_pred,stats
     
-    
+
diff --git a/q08_linear_model/tests/__pycache__/__init__.cpython-36.pyc b/q08_linear_model/tests/__pycache__/__init__.cpython-36.pyc
index 5f231d25458b7d9ddd095d46081a461751daeff2..0ce9df99b31663918c45179acfde5bd1a39d6da3 100644
GIT binary patch
delta 47
zcmZ3&xPg(wn3tE!A<`mxB8RzjtbRs*ZmNE;kFklVet3RSc5y*sa;koEeoE>@zc2tX
C7!FAQ

delta 35
qcmdnMxP+0zn3tF9rT(I*i5%wqf%+NwxvBc;MX8mECHc7%qrw2a+6$@x

diff --git a/q08_linear_model/tests/__pycache__/test.cpython-36.pyc b/q08_linear_model/tests/__pycache__/test.cpython-36.pyc
index cbaeda35dafd76d9b3875e0d9e56e950079bc591..438527cd07a37da1e6ac6cd84d0dc0d755ab5a50 100644
GIT binary patch
delta 68
zcmew+*Cfwj%*)H=5NQ#;kt2>-CQ?5mKQ~oB*vHt!R6jhwD7&~IF*#K~IX@*;f3hsE
Y{N}05nVgJKoB#8OGBHL?7UfR_0I!@BB>(^b

delta 51
zcmZpY|0c&_%*)H=Yqcn9BS#!Fzps8qer~FMdQoa+Vo84P=0@gDPR3iCxp_sI7;jBh
H<WB?unC=h)


From ed8628df6a2d82658ea82444ec46ea68bb490fda Mon Sep 17 00:00:00 2001
From: SL345 <sherilyn345@gmail.com>
Date: Wed, 15 Aug 2018 08:00:19 +0000
Subject: [PATCH 09/16] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 170 -> 182 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 1339 -> 1377 bytes
 q09_advanced_model_q01_lasso/build.py         |  12 +++++++++++-
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 176 -> 188 bytes
 .../tests/__pycache__/test.cpython-36.pyc     | Bin 4099 -> 4111 bytes
 5 files changed, 11 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..5e6a70e2fe5db756c6167fca12d4198661dd1744 100644
GIT binary patch
delta 47
zcmZ3*xQ&s+n3tE!A<`mxB8RzjvVKN>ZmNE;kFklVet3RSc5y*sa;koEeoE>@zZd{B
C`VL_L

delta 35
qcmdnSxQda(n3tF9rT(I*i5%wq;rbc*xvBc;MX8mECHc7%qhbKR<O{+8

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..696f15a9efe57edffdeb48582340cc926b208089 100644
GIT binary patch
delta 490
zcmYk1O>5LZ7{}+Cmu!+v)>>;lNL>XHaxu{AP4pmmDy3LqVHN7IGu?JgHen_$2ot32
z#fzt0{Q@4vqhFz)U_jb_jh=ks$$|fGo|k$4GxIyXj-#D4jlce}?=OBv6ZkSBgb37Y
zls!W<WC07RU<E)L=D4EYpcPImxFe3PC{{817qd2K0*t}275l*3K^wMF8@o`kJER@D
zU=D7Gics+!6#vfKq!}zimnea*sS|TIaOn{{AX%_yLcBf$FJw_4%Q+^vu3lw)x;8VF
zwTEZ2I8m}Wsg|Cb(rV92sXaB@IK;6bv&hqB?E@p1swzFVS}PNv%d~q+w`ex%CNz6j
zR!SG1p_>mrAJ#^zDML4t;6ao27$Q6<FKi<l`-7M*EZls|kE>GW2fI7Zp68Rwe6qEi
z>3oKEd3Vmn-6ehU*o#71TiwF}yN)1`K#WRY147uu-Hd-dVsBw|3!6Tu@u||9_3oVS
tzcFiAGq?K&RYzu{&+hiv?9qFgagY8v|KS0qK74`yIxX}|+T9lq{{j_sd2Ijy

delta 478
zcmYjNO=}cE5be+T%5D<Ss4)_Qw>bsOO@boI9t?;i0U-!WlkQD+nb{eu+mJ{Pd)RXh
zve%rvNlw9I{z>2RH#}J#FVfVb>UF<*Ree|77Wq!UU(8<pJo<5yf2Ok@Atb?ghha5>
zBVK5#ndX<glU`1!C!Wn2C60M{pYtwp9CPaVoPQBr+GSnd6;4c~Ph2udeKw~)_k|W$
zLdz4XlS|eup(6E5BYr^2^y2_BG%II3NL96`D&*4!YE_NDo6rL_)lEILPB~MGAdiP<
zstN*XYXYy82@GBWjd~j7c&g2LnL*ql@X^>oiW$gQvQ~%uy>e;*sz%wg4Z?l}SN1}B
zK6IcK6?^ffQr0%mkAmc4*n-hV9Iap__F0XzjHB3J1U9kybGUul)Monx%!P7Iy|`n8
zXRv`ck1%ZfQ9_q#56?roMPcLj9^a?SYe<Kr#nqIB2a9X*=|f2VZHhw~qXW|;c#N;$
fNrd$XPb0+E_s;*pbL2v{TQ~Y!WnR<8Te<ZY<34?(

diff --git a/q09_advanced_model_q01_lasso/build.py b/q09_advanced_model_q01_lasso/build.py
index c832d59..cd592d7 100644
--- a/q09_advanced_model_q01_lasso/build.py
+++ b/q09_advanced_model_q01_lasso/build.py
@@ -1,3 +1,4 @@
+# %load q09_advanced_model_q01_lasso/build.py
 from greyatomlib.multivariate_regression_project.q01_load_data.build import load_data
 
 from greyatomlib.multivariate_regression_project.q02_data_split.build import split_dataset
@@ -19,5 +20,14 @@
 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):
+    np.random.seed(9)
+    model =Lasso(alpha=alpha)
+    model.fit(x_train,y_train)
+    val = cross_validation_regressor(model,x_train,y_train)
+    y_pred, mse, mae, r2 = regression_predictor(model, x_test, y_test) 
+    rmse =(mse ** 0.5)
+    d = {'cross_validation':[val],'rmse':[rmse],'mae':[mae],'r2':[r2]}
+    stats = pd.DataFrame(data=d)
+    return model,y_pred,stats
 
-    
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..9a2af4e6a65434049a2adf65e1e5f75a74512044 100644
GIT binary patch
delta 47
zcmdnMxQCI$n3tE!A<`mxB8RzjrhZ0#ZmNE;kFklVet3RSc5y*sa;koEeoE>@za#)Q
C+zxpF

delta 35
qcmdnPxPg(wn3tF9rT(I*i5%wqvHBVLxvBc;MX8mECHc7%qmlr@?hD!g

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..e0cf1bf291c8ec4e7d9c5ca6431df948aa85e3a5 100644
GIT binary patch
delta 190
zcmZox=vUw{=H=ybh_r~_$l=K>ovNRapPQ;5>|<<Vsvn+TlwDkqn4GGgoS%}qIe}S^
znK5c}Kidl?M%B#~oUDx8S_}*fMXDe|dvY(2)Z|56_c6qlao<4`n<TFS(xMI`G(m(8
yh|mKO`XIt!vmNhoMzJW?ywco)$|7Z;SQJ}9VqQvOago|&Y5pmUs*^YH2Lk}(2`<n8

delta 191
zcmeBIXjb4b=H=yjslO;{BZnumK%{;~er~FMdQoa+Vo83k{^W<e@|$~@`Is4RZJy2c
zf{9UWa|<UcBeymK14EG-h|rnbz#%nx9oKyfu}$1}FvK?VRLHA>v}u3{EfAp#BJ@Fo
y0f;c1e2`y!b0Y5sMzLG0d8N4pl|{-x@hG-}#JrTm;v)6Q>ikm})h6%Z4+a26PBH-i


From 0359912f6427bd0b56417fad88a151d2035c0480 Mon Sep 17 00:00:00 2001
From: SL345 <sherilyn345@gmail.com>
Date: Wed, 15 Aug 2018 11:43:34 +0000
Subject: [PATCH 10/16] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 170 -> 182 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 1339 -> 1531 bytes
 q09_advanced_model_q02_ridge/build.py         |  21 +++++++++++++-----
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 176 -> 188 bytes
 .../tests/__pycache__/test.cpython-36.pyc     | Bin 4079 -> 4091 bytes
 5 files changed, 16 insertions(+), 5 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..5f2508e0107b77905b35b71da30db14f970eab7d 100644
GIT binary patch
delta 47
zcmZ3*xQ&s+n3tE!A<`mxB8RzjvVKN>ZmNE;kFklVet3RSc5y*sa;koEeoE>@zZd{B
C`VL_L

delta 35
qcmdnSxQda(n3tF9rT(I*i5%wq;rbc*xvBc;MX8mECHc7%qhbKR<O{+8

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..c6debfc35929c91581c62e4c82298c4edc188037 100644
GIT binary patch
delta 820
zcmYjNO>fgc5cTfbj_o)!ZQAq;2|*+zA84euhzmkUpkAoB6eyTVVaaaWq;{OnZjnHa
zsw$k2dZ=>c4<K>l$c4YbUO4bC;KFR^p&sq?%$uFrH}gIETWxLBYSGVG{Te*S`R!c!
zT=XB}QC}}wuU_W$w4TqVv&0dO2(r1nkv51UtNr=@f(XY1eIlYUNt=?%=9uic>0-K+
zE~hKflZ$d`O!uf|#5EC%+DDSE3V+8*W-flb*koodmweDs$0r=5=tzJ9Ok>LNx2nia
zw7et(SnsHA0dlfHo}AWD9?EteS(%>@w9_YjDu~siS?LNY*f||}rPp^$r=(+wJVsNW
zjeO+&5^s+xSXt3Q$;!%@VjSr3zds6fbm>K<e?ZCrPlzWvAg99p?2f9s+K<bs@XpC7
z#@3ZG-e)+P{}iey=~+UJ$Ft!fH{qawoM*icGI7&-7Ye01?=Tiz_liO4LawA?IhTgQ
zdP0ng37*sp9Sn^Rd?1S4xJpU^J~mF-z5Sks$hwsw?yc9=m_7y#733hW5F!{l6efI(
zy|#eoGO0~=Y3sS&o$>NQ$jmTQVf^<U+a+bF0%mM+-CiNWcuI4vzBq6bi9c`Jhea;i
zJKGzZciX!K9H}Ai%61n!wI^rn#^e{hy=gq?i37QW1*(bQkoeLfQYR5w6Juy$CLs{p
z-}P^I*cMrvL*MvAoR%xFrDjGQWs<{SEteX4U3GQ5$(g&I*%d&;!o0mt#Xi`FVcEip
qg;fjovFQj`;1+TwxQ}Z%$>alyk+KCbof=9E(B>(Mrva_gYwRDA%EyoZ

delta 608
zcmYjN&1(}u6rYcs{YW+;Z4w))v_he{7Xx||DS{;j4_+*SOCSu+Bu&UBadukTGD{EZ
zwTH474_*{6o;~_Uh~R0!llV{Q#W(52dA!H(egEG4t$(fUJ!~{;pB{Zo3lE`R=)VU(
zdIFliyWV?sh>@(%TC)uimKZP=QHj${N#$mVhhExFJ83t)C7Eo?PDzHuMMOi?Mf?`0
zTf%>VlIHb~m(>VAyNqF~5Bk(i7hp6pp1^_#dPNIn*bEzFNJ%i##IQA{g|8`KY-mY`
zUJ(>w5fwG<&6x4EKMM>HGm)tY@4YA31PlL)6m{qbOnppYeenE9g|IBSq?Ymd>X_ST
zu~ZqKPcNj66<>&DHp(^EGVv^XJv!xc>!~c4mS$X9q8=#h`mtrxg^*`SsN5Bnj;C4$
zfE05sSqU2*a?J;dXVA7-SucO1bQ0U(Y@`*hev><`nk!{$Dkf4j09PBdx5M1_{4-KJ
z5czY|KVD|CKT-0W>t)uje$w6Qgzn!{+mP;p=I$pEZsHiEgYV*XCc!F#aMJtojSg_z
z6<U7<=kZ*%oinJu)BDvayS?pLTmR;CU@4`rM2yuIgsTs%d*FDi$=sM-R~|mjmf~bC
Y58P+uJuop@3vdW=NPr6oNsBbeKkt~3K>z>%

diff --git a/q09_advanced_model_q02_ridge/build.py b/q09_advanced_model_q02_ridge/build.py
index 0fb3e1a..05b822e 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_q01_lasso/build.py
 from greyatomlib.multivariate_regression_project.q01_load_data.build import load_data
 
 from greyatomlib.multivariate_regression_project.q02_data_split.build import split_dataset
@@ -8,18 +9,28 @@
 from sklearn.linear_model import Ridge
 import numpy as np
 import pandas as pd
+from sklearn.metrics import mean_squared_error, mean_absolute_error, r2_score
 
 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)
 
-# Write your code below
-   
-
-    
+# Write your solution here
+def ridge(x_train, x_test, y_train, y_test, alpha=0.1):
+    np.random.seed(9)
+    model =Ridge(alpha=alpha,normalize=True)
+    model.fit(x_train,y_train)
+    val = cross_validation_regressor(model,x_train,y_train)
+    y_pred = model.predict(x_test)
+    mse= np.sqrt(mean_squared_error(y_test, y_pred))
+    mae= mean_absolute_error (y_test,y_pred)
+    r2= r2_score(y_test,y_pred)    
+    d = {'cross_validation':[val],'rmse':[mse],'mae':[mae],'r2':[r2]}
+    stats = pd.DataFrame(data=d)
+    return model,y_pred,stats
 
diff --git a/q09_advanced_model_q02_ridge/tests/__pycache__/__init__.cpython-36.pyc b/q09_advanced_model_q02_ridge/tests/__pycache__/__init__.cpython-36.pyc
index 602e1f5d5c4f60e2bd8813680dc29fba2e27d856..67b8393d898371282d36dc66c4075bb3205f2772 100644
GIT binary patch
delta 47
zcmdnMxQCI$n3tE!A<`mxB8RzjrhZ0#ZmNE;kFklVet3RSc5y*sa;koEeoE>@za#)Q
C+zxpF

delta 35
qcmdnPxPg(wn3tF9rT(I*i5%wqvHBVLxvBc;MX8mECHc7%qmlr@?hD!g

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..321fc886f11dc86f939198dc5dee19bed12d015e 100644
GIT binary patch
delta 198
zcmaDa|688Jn3tE!A<`mxBZnumbgF(ver~FMu#d5cseX8VQFd`bVsff}a(+tc<^*Ob
zX2z(^)od@A7*#i?aI!LTYcVh|6sdv;?a2uoQj`0*?qi5e;=Y3+HkqeFUInC09Ykn?
z2ptfi2O{)Agu&#6{NkG(c{ebMMX~0U<`z^IDFel$*a{N!QWA@c)F!j@PhnJ@JcmCR
E0JI}8{{R30

delta 212
zcmew@|6ZQMn3tF9rT(I*jU1lL{E_+@`MIh3=|!oPi6!~Dn{$|@m^p8;=cObT6(v?q
zZe*9)yqfI@6QkPZ0!~&&Zfynzh9Wf(p)+|Ro7Ci4T=y}==5gP_5S!0aA+HM3rU4?f
zK!h%c&<7C)Ai{9+T7L1(zPuY46>hQSmF5;y7AXV8qu2@(fsQFIQU@uL2Z^{%KFF&#
O*_%IxQEl=H{$K!Wj5lon


From 28ea9e8a9fdca954d97d213e0dd0b73fb70655d5 Mon Sep 17 00:00:00 2001
From: SL345 <sherilyn345@gmail.com>
Date: Wed, 15 Aug 2018 14:17:17 +0000
Subject: [PATCH 11/16] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 165 -> 177 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 911 -> 832 bytes
 q10_data_missing_values/build.py              |   7 ++++++-
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 171 -> 183 bytes
 .../tests/__pycache__/test.cpython-36.pyc     | Bin 2358 -> 2370 bytes
 5 files changed, 6 insertions(+), 1 deletion(-)

diff --git a/q10_data_missing_values/__pycache__/__init__.cpython-36.pyc b/q10_data_missing_values/__pycache__/__init__.cpython-36.pyc
index 9f50df257f7dadafbe3ce884c55c000ecc154d68..9b65e244389b59d6124f1182299b7eeb5bd208d3 100644
GIT binary patch
delta 47
zcmZ3=xRH^=n3tE!A<`mxB8RzjoPI`rZmNE;kFklVet3RSc5y*sa;koEeoE>@zi<FC
ClMYP)

delta 35
qcmdnUxRjB@n3tF9rT(I*i5%wqLHZf_xvBc;MX8mECHc7%qrw5cF$=B$

diff --git a/q10_data_missing_values/__pycache__/build.cpython-36.pyc b/q10_data_missing_values/__pycache__/build.cpython-36.pyc
index 5c075f43b94e582040d94a38ff22b71e81107625..e9c9ec3f16fb0a147ce50b2d131d9b6de0009ae3 100644
GIT binary patch
delta 271
zcmeBYKftDJ%*)I5*t8^i850A;V+JI^0%SV?adFW^<wCX;mS6@=&WRTyY?*;#K(!3c
zAUPQzQNxhM(9BTF2&5THn6j9g8Ectp7;Bi)n1EUs{WMu_aipXcCl_TVrAAGTWt22$
zzQtY<Us9BqnODRH)L+B_BvvvMaRI4c(fS$rxvBcWKE@`d`r-LS*~JBk$*KCu`6;QB
zCo=kp@c|VTgLE-4axn5R7V!XCnnIHWnSS!J1DUs&QqqbzfsD!0%u*U4NwBd<1UE<(
XhfQvNN@-529mpfaLX!)aMHra@)C@O%

delta 398
zcmaJ+F-yZh6ux(j$ypoGqzXdOp;Hi>LEVZ9I_uz4f>2U()fCgTNdzN;Lw2QPa}k{M
zU%2`g-s&%Kb@E+B=;S-T@4fr(-p70I`lHd@HqC1H=*4^BjD511(5OBjq_30axGk5Z
zS-=_hEYFs8xgxCsi0uLj4vZAKs~pV#X7vIr&`z0Coji4Rft)IYL*-Z}x?=-YD29v=
zDh2d8eT8F3LlMaIJPCUeOBdD}fY5nk$pZC!pSYKCB;AWd=6)7OZutcp<ukN)YRZ;2
zU<?wI_;!8k-*8rOzue@l(&iucf*OzqeKc;mS>lI7)TxkZhDQD;P(i}f8^K5D;oK+*
shZ$;FK9bYvW=M^Lq8-J-^_ARHyQdAJ8mJ?t5PS(1xzK8$TO<ki0ao=`r2qf`

diff --git a/q10_data_missing_values/build.py b/q10_data_missing_values/build.py
index 582edbb..a09bc23 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 +11,8 @@
 x_train,x_test = label_encode(x_train,x_test)
 
 # Write your code below
-    
+def describe_df(x_train):
+    describe = x_train.describe()
+    value_counts = x_train.apply(pd.value_counts)
+    return describe, value_counts
+
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..1b3a5f141aa9de68d675a7a6e00b8530900c54d0 100644
GIT binary patch
delta 47
zcmZ3@xSf&1n3tE!A<`mxB8Rzjihf3ZZmNE;kFklVet3RSc5y*sa;koEeoE>@zgPe?
Cbq-|!

delta 35
qcmdnaxSEl}n3tF9rT(I*i5%wq5&9YVxvBc;MX8mECHc7%qhbNTI}64D

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..774d9369d1730f2a3c9ae3126825b04dbda3d3ed 100644
GIT binary patch
delta 56
zcmdlcbV!K9n3tE!A<`mxBS!|4bb@|Her~FMu#d5cseX8VQFd`bVsff}a(+tc=6WUp
MHpZyQ6F8Ou0Lz6DCIA2c

delta 49
zcmX>kv`vV^n3tEU&t*~6Mve?7fe`(S{M=Oi^rF<t#FG46{mJnh@|#yPePCt0HF*xl
FG60665fuOc


From 7cc446df083d0eb0168902dd2eb72f46c7037c75 Mon Sep 17 00:00:00 2001
From: SL345 <sherilyn345@gmail.com>
Date: Wed, 15 Aug 2018 14:27:36 +0000
Subject: [PATCH 12/16] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 177 -> 189 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 1081 -> 997 bytes
 q11_feature_selection_q01_plot_corr/build.py  |  15 +++++++++------
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 183 -> 195 bytes
 .../tests/__pycache__/test.cpython-36.pyc     | Bin 1488 -> 1500 bytes
 5 files changed, 9 insertions(+), 6 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..6e1b653c27603e5f1f5cf862bc7405bee13538fa 100644
GIT binary patch
delta 47
zcmdnUxR;T`n3tE!A<`mxB8RzjmVQQlZmNE;kFklVet3RSc5y*sa;koEeoE>@zhnS6
CR}Osu

delta 35
qcmdnXxRH^=n3tF9rT(I*i5%wqarzngxvBc;MX8mECHc7%qmlu_MGM{l

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..2b368f87e54357cc3939022f08d142a89bdf55fa 100644
GIT binary patch
delta 456
zcmYjLyG{Z@6rDRez_Pp_CiGO>NP!v(G$zJE<0Fwm9cdP35O9~>%&hSd2#IT9LqTZ$
z0YAZCSxaMK;|Ewdiw$!#=bSmY_uP5czY^7YCSx2n{HtjUp-;4Oh|;_2%BOktpurFW
zJ43TvXYl}NjvG7|K%3A!Ezlw@@ifo#LV(*ia+tw%mV5?Up1;0KqolnkX-k2RhA>vu
z!whE7#uGfz#%PEGG$Fn=BxAxb(`Fc=&RBo|G1NjPIWd7IdV^~@c;qyGX`hNSrYzER
zEYFOGnrHhWS`?D5D@3Ttk)(+}w|r;c@+gsg_s)!knDs)kjL=jT#n!z@si8L{a*BSh
zYkk+@wboI6W3zVdiW})!U0&<Dj4zJyMYE!sq^<x#8Fa{kC@5`$NJg|4797j>Y}dC3
zoptXaQZ)Y0!dQIcpAt<-ZgpHS5@|IdG71(ST6H^$S$<&!^2!VKrsJ|(o9}4qC5s9S
Os6cvII@WO>vZ+6&(P`QM

delta 541
zcmZ8cJ#W-781`#Bmt2}luLU7g*lvoDC=z24LZS-`NU%V-CDguaPDy-n+)w4y!L8J#
zLv{ZEvG5c48;o8N0}Eni;`K35VaxBw^L{*!zlUF<(c{4&{<`}ycL5>a$c@7>eul3-
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zV#$IU=<rUcfGZf&1zT`K1+@UA<1^N+BEwB!dL5mG7A$x#nBZ3oh>8B;nDzhfvlP*I
zwq^;CGeO>vEO?oL3n%5YEl;KEy{lg7*WyQxiV%;qGKDEslO>MtDXq2twf4eYSQn<<
zS4W!pEYL+Wm5x=iap9h-4(g_L!CaS((bPAvd1V~;16km>C`|DHQ{>d?s*DO8Esj4E
zy@mPj_uKobmfKS;PYR>z<u7=<dk+ik5DkF{Hu1%<1u5JCeIKz5bl<yMZUdFgD`l$k
z!^8QBk6iDs*SDAF^e1;zOqLgHwBzSid^e0|anX}niGxZ$_1agQG2DfOB|M=K9YVVH
E2f9s#4gdfE

diff --git a/q11_feature_selection_q01_plot_corr/build.py b/q11_feature_selection_q01_plot_corr/build.py
index 0427922..f08b466 100644
--- a/q11_feature_selection_q01_plot_corr/build.py
+++ b/q11_feature_selection_q01_plot_corr/build.py
@@ -1,14 +1,11 @@
+# %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
-
-
 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 seaborn as sns
 
 df = load_data('data/student-mat.csv')
  
@@ -21,6 +18,12 @@
 
 #Remember to concatenate training features and labels if you want to check that scatterplots which I would prefer.You are free to explore labels to labels, features to features ,etc scatterplots as you want by passing arguments
 #============================================================================
-#visualise_data(pd.concat([x_train,y_train],axis=1),"../images/data_image.png")
+#visualise_data(pd.concat([x_train,y_train],axis=1),'../images/data_image.png')
 
 # Write your solution here:
+def plot_corr(df,size=11):
+    fig,ax = plt.subplots(figsize=(size,size))
+    corr = df.corr()
+    sns.heatmap(corr,cmap='YlOrRd')
+    plt.show()
+
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..a787d2cf56d5b6c5ab8414f04b0a6ee8003b596f 100644
GIT binary patch
delta 47
zcmdnac$ksHn3tE!A<`mxB8Rzjfqq7QZmNE;kFklVet3RSc5y*sa;koEeoE>@zf1r+
CIS!Qo

delta 35
qcmX@ixSf&1n3tF9rT(I*i5%wqDf$`txvBc;MX8mECHc7%qcQ=+PYd<{

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..4b1d1aa9dcd0f916fba682672ba9f28bd1610fbc 100644
GIT binary patch
delta 62
zcmcb>eTSRFn3tE!A<`mxBS#36Opbm=er~FMu#d5cseX8VQFd`bVsff}a(+sx{^W%$
S@|(Mv9x^gUZO&y$W&{97m=jt6

delta 50
zcmcb^eSw?9n3tF9rT(I*jT|9N0txyV`MIh3=|!oPi6!~D`jgkP$Zwv`^pKJ9*5*o<
GWJUn1bP-bk


From 7b95a5608761f51a61b228694e3d150006be266f Mon Sep 17 00:00:00 2001
From: SL345 <sherilyn345@gmail.com>
Date: Thu, 16 Aug 2018 04:21:58 +0000
Subject: [PATCH 13/16] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 183 -> 195 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 1715 -> 1462 bytes
 .../build.py                                  |  14 +++++++++++---
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 189 -> 201 bytes
 .../tests/__pycache__/test.cpython-36.pyc     | Bin 2604 -> 2616 bytes
 5 files changed, 11 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..202a7b8c486b0ff82c12bef5965b879451bba0eb 100644
GIT binary patch
delta 47
zcmdnac$ksHn3tE!A<`mxB8Rzjfqq7QZmNE;kFklVet3RSc5y*sa;koEeoE>@zf1r+
CIS!Qo

delta 35
qcmX@ixSf&1n3tF9rT(I*i5%wqDf$`txvBc;MX8mECHc7%qcQ=+PYd<{

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..afd000e722fd59772d8dfa298a1894d114c960e5 100644
GIT binary patch
delta 664
zcmYjNyN(kv6tz9?JeIK9W!Z`fq%@l%3jzs20ZN5vB7tOz(J*$xBr{{n_8=Bblp+${
zR`UgvTOuTWfWL6Vf3OXAvI!vTUf*+leD33W|3^0(_xqin*XEu47L|D2K?u2EFTk_`
zXOO`)Vfd1)oZ4BC8r671FoL+n?gpKrm0P2QxA6aB&jco{z1rQ74PN;sT6Aik5$4PZ
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e*iQ>i+UItV|J<FH5I!vgt8)I#X)gWynEU~S$jKxC

delta 868
zcmZWn&1xGl5SFyRUfUsU(;w4@(m*JN5~uW1sPU<}=8_)5(qc9%*;#vcwUy)$hc%`+
zCC;Ic;y386#}eqn=-f+RA*YVwq!hYhMx&W;N8iloXZ5mPc~!3mk9NL=zkXD5Jgp#v
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z9%}l#F$QAhGdlsf2O@n?zzsDJfbi~jP#PzoTp4r0qzC|T6}1j|##(*B#*yM#D;uRM
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zPFWgSa(EC1g<v#^6&EtBDqeJl-6W^%I9y#G{s~w1O(=<Prqv{3&2X<7RR^`0S`VL^
zMoQyH*v0{_;eforcgZSV!8KcKEH16r&%|R0>pNMbij=D~IoK-3#?tQ1ep$6!_`N0t
z)h?7pIdnrZD4x)s_Kr=Hl3crBFsZaRzIA{B4zU60mt!%n>SjRZO1}-2k5bkliwkEH
F<39{^=h*-N

diff --git a/q11_feature_selection_q02_best_k_features/build.py b/q11_feature_selection_q02_best_k_features/build.py
index 95002c5..e833253 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
@@ -20,8 +21,15 @@
 
 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'])
+    sorted_list = df.sort_values('Scores',ascending=False)
+    top_k_predictors = list(sorted_list['Features'])
+    return top_k_predictors
 
 
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..5ac181f5ef5c5e5fc7fa188a8af8663f552ef51e 100644
GIT binary patch
delta 47
zcmdnXc#@IBn3tE!A<`mxB8RzjnSMroZmNE;kFklVet3RSc5y*sa;koEeoE>@zkC2a
C8xE}i

delta 35
qcmX@fxR;T`n3tF9rT(I*i5%wqS^63IxvBc;MX8mECHc7%qw)d9Squ&U

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..3864008d3a7e71a51207e78c90c33548c66690ff 100644
GIT binary patch
delta 75
zcmZ1@vO|Q!n3tE!A<`mxBga}MnIip+{M=OiU>{=>Q~mJ#qU_>=#N<@{<ouLW{mK5E
f@|&M9J!NK$+I))5fss*pGdD*QBV*L$KF)anV*?jq

delta 62
zcmV-E0Kxyb6s!~oGYt(2=`W&Mu?VdK4`wfDZ*65SXL4nEVRUb8v(N$s1OeK!)&@WU
U0VI>~2^X_22x|cW+LM|Io{-TMQ2+n{


From 08a5e32b667861f390cc9a6d89e9e60bc47e74a2 Mon Sep 17 00:00:00 2001
From: SL345 <sherilyn345@gmail.com>
Date: Thu, 16 Aug 2018 04:32:16 +0000
Subject: [PATCH 14/16] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 163 -> 175 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 995 -> 1106 bytes
 q12_feature_selection/build.py                |  15 +++++++++------
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 169 -> 181 bytes
 .../tests/__pycache__/test.cpython-36.pyc     | Bin 2699 -> 2711 bytes
 5 files changed, 9 insertions(+), 6 deletions(-)

diff --git a/q12_feature_selection/__pycache__/__init__.cpython-36.pyc b/q12_feature_selection/__pycache__/__init__.cpython-36.pyc
index 886fe32a654f75efb74de32eefce46b1759dcd99..b02224b4a259fb4ef1ef41a36b1dacdf1ecb27b8 100644
GIT binary patch
delta 47
zcmZ3?xSo;2n3tE!A<`mxB8RzjjDALbZmNE;kFklVet3RSc5y*sa;koEeoE>@zfb@$
Coeo6+

delta 35
qcmZ3_xR{Z{n3tF9rT(I*i5%wq0s0yFxvBc;MX8mECHc7%qe20_gA1kr

diff --git a/q12_feature_selection/__pycache__/build.cpython-36.pyc b/q12_feature_selection/__pycache__/build.cpython-36.pyc
index 7c97eeb95ec157d7f2aaeafb7f302dd15b650ec6..bdb40aac53c06d5fbaae91d438e792991639bae1 100644
GIT binary patch
delta 475
zcmYk0u}&N@5I{Zl-mY)&j@&^YQU2hXED@ogh!jyqh=xc}1|+ncjdH<zyRv<VlQyE*
zRCEZXq)d^TKcU=$hAO{65iz?0DYiWGJbId$`{-7lZwv<U_CLRWBN)49|DAyNBRzLP
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YyY#ub7VB@;2x1!ed?iRO`4E=GBLP}-Z2$lO

delta 369
zcmYk1y-ve05XXJC6Q`|HN`=@E8&Z)_fj$5%h>1$54Cqt|MY79R+*V13RthkL7eILf
zHf9!{12K8+#49l2goQiZ-Ov9!-N~Q9N<0n1uz7d#iX%qIiu^O~_}E3da7hsbF)@Gu
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zR+4I|hH5?ot}A~;dh*+yCodltFf1h;oOawRBRR<-rv-apIdelW>_OtWPLEr-w6L^r
zk9?w|?2RNXr~jPwZ)QgKuM@qDvYF|Z=XAULg2Sy1*G;Rx5|EIDuDVsCDqVY2KC->{
zgic`B`txY2qSVs4vQ$m1SX^aEbUU@a1D$48EdPWu;QO0hw?KlVwX*;M+JQFz1=TuG
A=>Px#

diff --git a/q12_feature_selection/build.py b/q12_feature_selection/build.py
index 1bbe2b2..c377046 100644
--- a/q12_feature_selection/build.py
+++ b/q12_feature_selection/build.py
@@ -1,18 +1,21 @@
-# import matplotlib.pyplot as plt
+# %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
-
 from greyatomlib.multivariate_regression_project.q03_data_encoding.build import label_encode
-
 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 seaborn as sns
 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_train, y_train, k=50):
+    plot_corr(x_train)
+    reduced_features = percentile_k_features(x_train,y_train,k)
+    return reduced_features
+
diff --git a/q12_feature_selection/tests/__pycache__/__init__.cpython-36.pyc b/q12_feature_selection/tests/__pycache__/__init__.cpython-36.pyc
index 199811ee773001ca0c605ea752dff30b16fe2a41..bf18366b89534c14df3249ba7fc993af605d2279 100644
GIT binary patch
delta 47
zcmZ3<xRsH^n3tE!A<`mxB8Rzjl72>hZmNE;kFklVet3RSc5y*sa;koEeoE>@zi0q6
Ce-2#$

delta 35
qcmdnWxRQ~>n3tF9rT(I*i5%wqVfq>QxvBc;MX8mECHc7%qoM)7jSId2

diff --git a/q12_feature_selection/tests/__pycache__/test.cpython-36.pyc b/q12_feature_selection/tests/__pycache__/test.cpython-36.pyc
index 3a7de81e6c075362fc5574bc7cd7fa1084aa1fb6..c50dd20eb3fd954c3a85067e819bd29650c2f2e6 100644
GIT binary patch
delta 112
zcmeAcoi55@%*)H=5NQ#;kz+NJOq_m3er~FMu#d5cseX8VQFd`bVsff}a(+sx{^Wg}
z@|zzqU14U7+Pt03fss*Z@(=cSr6|GN#FB!X{F0o^B)x)45G#reN;4PaltkH24&c<?
Jyo}>1BLL|0CLsU-

delta 94
zcmbO(+AYdq%*)I5Qh!m@Mvm1?0zvv2`MIh3=|!oPi6!~D`jaPe$ZvkfbcLDm*5<=(
r4vdV-lLNWLCrfj9$lMalO)M$M$uG&tOwuc;1hH<hLFvu)91=_b?eHOW


From 50d8926708a35a172648b6f37374a534fff2a7cf Mon Sep 17 00:00:00 2001
From: SL345 <sherilyn345@gmail.com>
Date: Thu, 16 Aug 2018 04:44:07 +0000
Subject: [PATCH 15/16] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 160 -> 172 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 556 -> 598 bytes
 q13_plot_residuals/build.py                   |  15 +++++++++++++--
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 166 -> 178 bytes
 .../tests/__pycache__/test.cpython-36.pyc     | Bin 1475 -> 1487 bytes
 5 files changed, 13 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..ee4484247ca5fd7c05ae4d416a21390a5db361c8 100644
GIT binary patch
delta 47
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delta 35
qcmZ3(xPXzvn3tF9rT(I*i5%wqzWN#YxvBc;MX8mECHc7%qk;guehZoa

diff --git a/q13_plot_residuals/__pycache__/build.cpython-36.pyc b/q13_plot_residuals/__pycache__/build.cpython-36.pyc
index b3cfbafacaf9b3c23302f194e7c40a3e8bb72751..16ae4c78de237fbb463f33183cfbbefffbcacc4d 100644
GIT binary patch
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literal 556
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diff --git a/q13_plot_residuals/build.py b/q13_plot_residuals/build.py
index 9cdb3e3..7e89ede 100644
--- a/q13_plot_residuals/build.py
+++ b/q13_plot_residuals/build.py
@@ -1,5 +1,16 @@
-
-
+# %load q13_plot_residuals/build.py
+import matplotlib
+matplotlib.use('Agg')
 import matplotlib.pyplot as plt
 
 # Write your code below
+def plot_residuals(y_test,y_pred,name):
+    residual = y_test - y_pred
+    plt.figure(figsize=(16,7))
+    plt.scatter(y_test, residuals)
+    plt.title('Residual plot')
+    plt.xlabel('Grade')
+    plt.ylabel('Residuals')
+    plt.show()
+    
+
diff --git a/q13_plot_residuals/tests/__pycache__/__init__.cpython-36.pyc b/q13_plot_residuals/tests/__pycache__/__init__.cpython-36.pyc
index 3aa40f003ac9ed7ca53d9580f2b40524a62da90c..d0d253fbaff2c32b68d39f86bf22484bd3f7d132 100644
GIT binary patch
delta 47
zcmZ3+xQUU&n3tE!A<`mxB8RzjynaT0ZmNE;kFklVet3RSc5y*sa;koEeoE>@zX$*_
C4h~TO

delta 35
qcmdnQxQvm*n3tF9rT(I*i5%wq!TK5bxvBc;MX8mECHc7%qapylhzqg+

diff --git a/q13_plot_residuals/tests/__pycache__/test.cpython-36.pyc b/q13_plot_residuals/tests/__pycache__/test.cpython-36.pyc
index 89ecb4e3b62bb3c40148c8459b358afd6936e702..f59da8e80cf64ba727041d0cb1b9393979af389c 100644
GIT binary patch
delta 61
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R<u{*Z5@TYFn*506ApkWh6UG1l

delta 49
zcmX@leVCiWn3tF9rT(I*jT}>$1pM_g@^e%5(~D9o6HD@Q^(XITmfw7xNsNi{*5r3A
F4*{AH5x)Qc


From d506245505052dedaf5be5d1ce2ed9a140bde191 Mon Sep 17 00:00:00 2001
From: SL345 <sherilyn345@gmail.com>
Date: Thu, 16 Aug 2018 04:56:09 +0000
Subject: [PATCH 16/16] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 158 -> 170 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 2166 -> 2044 bytes
 q14_benchmarking/build.py                     |  15 +++++++++++----
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 164 -> 176 bytes
 .../tests/__pycache__/test.cpython-36.pyc     | Bin 2092 -> 2104 bytes
 5 files changed, 11 insertions(+), 4 deletions(-)

diff --git a/q14_benchmarking/__pycache__/__init__.cpython-36.pyc b/q14_benchmarking/__pycache__/__init__.cpython-36.pyc
index 453edefacf2fed8cd72ca5b14c268f798bc1dbac..0cacb255da5369367ca93708f8eb41edb8110886 100644
GIT binary patch
delta 47
zcmbQoxQda(n3tE!A<`mxB8RzjxPC@{ZmNE;kFklVet3RSc5y*sa;koEeoE>@zW@L(
CHV!cW

delta 35
qcmZ3*IFFITn3tF9rT(I*i5%wq-ufB&xvBc;MX8mECHc7%qXGcC&<m0P

diff --git a/q14_benchmarking/__pycache__/build.cpython-36.pyc b/q14_benchmarking/__pycache__/build.cpython-36.pyc
index 28c02f81e980cbbac2a50fb3e6c6400240d89583..d62bfadfea29f683ff4695f67a516cf1f7e6c64a 100644
GIT binary patch
delta 595
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zpUx*AqXK?yWuO8JZK(7LAdo~7OCmLf8ENZGE21V97*fJ0)7x58PaM6dJjI`GN|1j#
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p3@a!%xwQwQkj3UoJzys_e^vc2J_X3)Ka*s!3Dd$^Vv;=0(N7h>iw*z)

delta 695
zcmZuu&x_MQ6rLYRo2F@-))l)Vs9Se!_fk;sBqDh6=D}MKLTF~YU6Llw%;GN0u!o*K
zthoz%^DOws#G`+JAmTw}@lCR;T{Oe{^4>S!d*4j*tM|hn-S2eVx6j@OFI|MbptZ+_
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diff --git a/q14_benchmarking/build.py b/q14_benchmarking/build.py
index 4a4557b..83b0dc6 100644
--- a/q14_benchmarking/build.py
+++ b/q14_benchmarking/build.py
@@ -1,15 +1,12 @@
+# %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
-
 from greyatomlib.multivariate_regression_project.q03_data_encoding.build import label_encode
 from greyatomlib.multivariate_regression_project.q05_linear_regression_model.build import linear_regression
 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
-
 from greyatomlib.multivariate_regression_project.q09_advanced_model_q01_lasso.build import lasso
 from greyatomlib.multivariate_regression_project.q09_advanced_model_q02_ridge.build import ridge
 
@@ -26,5 +23,15 @@
 
 
 # Write your code below
+def create_stats(x_train,x_test,y_train,y_test):
+    lasso_stats = lasso(x_train,x_test,y_train,y_test,alpha=0.1)[2]
+    lasso_f_ft = feature_selection(x_train,y_train,k=50)
+    lasso_stats_ft = lasso(x_train[lasso_f_ft],x_test[lasso_f_ft],y_train,y_test,alpha=0.1)[2]
+    ridge_stats = ridge(x_train,x_test,y_train,y_test,alpha=0.1)[2]
+    ridge_f_ft = feature_selection(x_train,y_train,k=50)
+    ridge_stats_ft = ridge(x_train[ridge_f_ft],x_test[ridge_f_ft],y_train,y_test,alpha=0.1)[2]
+    complete_stats = pd.concat([lasso_stats,lasso_stats_ft,ridge_stats,ridge_stats_ft],axis=1)
+    return complete_stats
+
 
 
diff --git a/q14_benchmarking/tests/__pycache__/__init__.cpython-36.pyc b/q14_benchmarking/tests/__pycache__/__init__.cpython-36.pyc
index defa63dc0453c646fc0d879d36fc778a5d140e09..e7d107550912f9683caea6d4affd7469b82e0e31 100644
GIT binary patch
delta 47
zcmZ3&xPg(wn3tE!A<`mxB8RzjtbRs*ZmNE;kFklVet3RSc5y*sa;koEeoE>@zc2tX
C7!FAQ

delta 35
qcmdnMxP+0zn3tF9rT(I*i5%wqf%+NwxvBc;MX8mECHc7%qrw2a+6$@x

diff --git a/q14_benchmarking/tests/__pycache__/test.cpython-36.pyc b/q14_benchmarking/tests/__pycache__/test.cpython-36.pyc
index cc77345a80d2a31276437a4b20a95a08f4c2fe16..217519582dc0b6843010f72c1aa4c58b65e138cd 100644
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delta 106
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delta 99
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