From 24c16775d5a83207d9d1993816cabdf01937d0fe Mon Sep 17 00:00:00 2001
From: prodigy803 <pushkaraj803@gmail.com>
Date: Wed, 10 Oct 2018 14:27:21 +0000
Subject: [PATCH 01/18] 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 -> 326 bytes
 q01_load_data/build.py                        |   8 +++++++-
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 161 -> 178 bytes
 .../tests/__pycache__/test.cpython-36.pyc     | Bin 1525 -> 1542 bytes
 6 files changed, 7 insertions(+), 1 deletion(-)

diff --git a/__pycache__/__init__.cpython-36.pyc b/__pycache__/__init__.cpython-36.pyc
index b0c3719c2f46201b3baa3fcef746c16a601c9e9f..2c23b207ee87157677fa509a9838bb8d5579457e 100644
GIT binary patch
delta 52
zcmeBWoX5yv%*)F)k9%MAL=JNWZ~ct?+*JL7qWqN1^hyf@WBu^_qU_>=#N<@{<ouM>
HiGKC~n>`Tl

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..10a759061da272234ec7c948473a36d797d1dcb7 100644
GIT binary patch
delta 52
zcmbQuxQ3C#n3tDp9{0ZJi5%t%k@^|=xvBaEMfoY2>6I1+#`@v;McKs#iOH$@$@wX%
H6a9PvqR9~`

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..0d8757097cec771e386ae657cf080e31487098c2 100644
GIT binary patch
delta 227
zcmbQoe2j_Hn3tE!o@ZZl*F;XIdPW8Y1{NT82I68qAW_1Q#aP3T!kEI;%M{F@$?W%w
z(OQ%77ISfGfhN-}rh=3xj-u4Wl=$T0GN3R^L1Ib9N`@jfpw3@m`WgATsrm&)`6-#{
zl@<oZ`r-LS*~JBk$*KCu`6;RTxurQJnPrJZnTaK-@kOcWMX8hJ81;QwL3T3%2?oX@
t4j`$?e2c9hF)t;txCrDluo&0|B!V3%af`zyH$SB`C)Ez58EgUvGXMv!H);R?

delta 296
zcmYjNJ5Iwu5Z&1|j-3xBXJD%oNHicMf@qNtsoYo#GY~9qZ0#-*NI{&yMJ_;rM8OHT
z0f*R@DpyFwI2FY_&AidPnKwW3UFAoU$?)^|qxfCtvo|S(NH{Jy{2@aS6|4jT%1*w*
z3Mz>T6Wr@$r7*=o2R(Zubau6c6Ae*$YB#`>n*oECF}Zi<E{>g9Vq;4mOrW`jB0<-*
zI*GEyV(7?V8O-f@O)>Sxwlx(aN1j6YxI}vHWm*#!MUEyI7PRyw+=v%!FQ<#f()7X6
ziwTWgf6uOa13qOCunz~|CY)&%)0R&#-ep|wxSha17;__Lr?$bTn$CI;zW+z2{s6=b
BObGx0

diff --git a/q01_load_data/build.py b/q01_load_data/build.py
index 7cd3700..e0f25d7 100644
--- a/q01_load_data/build.py
+++ b/q01_load_data/build.py
@@ -1,4 +1,10 @@
+# %load q01_load_data/build.py
 import pandas as pd
 
 # Write your code below
-    
+def load_data(path):
+    return pd.read_csv(path,sep=';')
+
+
+
+
diff --git a/q01_load_data/tests/__pycache__/__init__.cpython-36.pyc b/q01_load_data/tests/__pycache__/__init__.cpython-36.pyc
index d07fd2f92eb40b45050574e400ae0ba39249b5e5..22322237703951b823edc81e55969484e8737ff2 100644
GIT binary patch
delta 52
zcmZ3;xQUU&n3tDpA@{!Mi5%t%@%kD0xvBaEMfoY2>6I1+#`@v;McKs#iOH$@$@wX%
H6a9h#riKwi

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..ad699ee3afc40bb3ee4302dae349f1975a12b115 100644
GIT binary patch
delta 54
zcmey$-NwUV%*)HQkb7VBMvj+^3eox*`MIh31x5KOndy}l2FCi~`9;~q1&PV2`pNkz
KshgO-G6MkV*%HYB

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


From 674788d41da4e197668912c3b5ead1933551223b Mon Sep 17 00:00:00 2001
From: prodigy803 <pushkaraj803@gmail.com>
Date: Wed, 10 Oct 2018 14:39:57 +0000
Subject: [PATCH 02/18] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 156 -> 173 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 660 -> 638 bytes
 q02_data_split/build.py                       |  15 +++++++++++++--
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 162 -> 179 bytes
 .../tests/__pycache__/test.cpython-36.pyc     | Bin 3134 -> 3151 bytes
 5 files changed, 13 insertions(+), 2 deletions(-)

diff --git a/q02_data_split/__pycache__/__init__.cpython-36.pyc b/q02_data_split/__pycache__/__init__.cpython-36.pyc
index 5d17273741a726a430cdf3ccf2eb63426483d618..33897c506b0a2495897d375a4b75e40251aaa16e 100644
GIT binary patch
delta 52
zcmbQkxR#N_n3tDp9{0ZJi5%t%QTiGAxvBaEMfoY2>6I1+#`@v;McKs#iOH$@$@wX%
H6aD-Eqf-$q

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..7ad3e501ce35d9c89d534fcfcceaa112f5f269f9 100644
GIT binary patch
delta 284
zcmbQj`j3Uvn3tE!h<{)7mWiA*>sc8X7(mz=h>M+oL<vI;Ll$ESLkdGHQwn1WQ!7&%
zlO(bjGl-wUlET`{9K%w}Sj$w)T+33!Si@AqT*H#a63n2<<`>0QoSc!LpA*I8ZUn@}
z>9b~nz)5>e#wgB`)Z&u(;>@a4O{OA#W}ua~m~--zHCb;lrKC*`W>i(>0*d_#*U!k$
zP1P?b%1_Bmue2~Q)(_7w$}TQQOitBL&QD35+{5V3&jE5Z3y@%7G-E8{nf#2g%mU<_
mA|4O{G6#v^26At4*yQG?l;)(`F#&nSApJayJd7NS9LxX*qd}4Y

delta 306
zcmeyzGKH1Xn3tF9i20(Zxf3~O*0VD(Ft7o!GY}X10ErrgEQS;yY-IwHtgTFGOp*+>
zj7XwvU=gMg#u~;NrWB?W<`kA*mKc^==316o)>^h2<{Fk7)*7}nmS6@=cE6X5Kr_>4
z%>;py_Aj-7JWZxsoF%EnCGo|XRYs||c#0D9Qu1@-i%SwqQeXZDf+7yEswkGsoc!b>
zW)O${7E?;vEyjpjjFpoO7*$0CfP%l=^fU5vQ}xq}QY#Zn@^dFwF}e%00wsz;`WYC-
z7=;)m7>k4^Utlb=-~@^k34sWZRwP0Y$i2m3lbfGXnv-e=axGXp4<ipF2M_`P^gv2f

diff --git a/q02_data_split/build.py b/q02_data_split/build.py
index c2e7147..1eb77f7 100644
--- a/q02_data_split/build.py
+++ b/q02_data_split/build.py
@@ -1,8 +1,19 @@
+# %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_train,x_test,y_train,y_test = train_test_split(df.loc[:, 'school':'G2'],df.loc[:,'G3'],test_size=0.2)
+    return x_train,x_test,y_train,y_test
+
+
+
+
+
+
+
+
+
diff --git a/q02_data_split/tests/__pycache__/__init__.cpython-36.pyc b/q02_data_split/tests/__pycache__/__init__.cpython-36.pyc
index e780e63f202604d8b01427afe772dd73a1ea13a3..e4228be13e6ac65dd2a8dc03d51333a51d3a7229 100644
GIT binary patch
delta 52
zcmZ3)xS5f|n3tDp9{0ZJi5%t%3HllNxvBaEMfoY2>6I1+#`@v;McKs#iOH$@$@wX%
H6a7K}rjHRs

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..196b2a41797f0947ddc77ad761c81c1afdbf668a 100644
GIT binary patch
delta 55
zcmdldabAMMn3tDp9{0ZJjU38M3NiW_`MIh31x5KOndy}l2FCi~`9;~q1&PV2`pNkz
Kshh2sShxV>1`&P$

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


From 56e83f49a47f29c5f51fbd2d4cf5e58bc7ce264a Mon Sep 17 00:00:00 2001
From: prodigy803 <pushkaraj803@gmail.com>
Date: Tue, 13 Nov 2018 16:43:55 +0000
Subject: [PATCH 03/18] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 159 -> 176 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 924 -> 925 bytes
 q03_data_encoding/build.py                    |  16 ++++++++++++++--
 .../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(+), 2 deletions(-)

diff --git a/q03_data_encoding/__pycache__/__init__.cpython-36.pyc b/q03_data_encoding/__pycache__/__init__.cpython-36.pyc
index 884722b9e5eb21d01be2d88d202ca11e74eb4609..c9c38339191d875d29c5fe2ebccff6aa5cc53b6c 100644
GIT binary patch
delta 52
zcmbQwxPg(wn3tDp9{0ZJi5%t%vHBVLxvBaEMfoY2>6I1+#`@v;McKs#iOH$@$@wX%
H6a4}Kr123r

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..52fa324955dd0db6d38854c910fda554fd5bbe0f 100644
GIT binary patch
delta 483
zcmZ`#%}T>S5T4!q)!J(D){{4BPbmmeP`v2HiwGVH5s5X~)YK#!H(O~T#Y6A`q#pGF
zy!alTyze9U2wrqnK?ITE8)iP{`(~I2=h3NeHk<YS$J@!aaaVu2u>inE>>-MKOcE-X
zQ%On~(~yivMaD)&=Ek%yO=*=_S7aYfJ9D$7V;iTO5JI@6rBRw~h-e!s)P8q6aJ4aj
zf0RTkZ~jQhkMwK+Xhb4<3|)GtY<@mwf$Y|ViDxP^i3{m93zi`1hjNy)LOB6XCTUhE
zOANCSQ%1rvuNlSCmq-*57b$W)=vs<Ql|A(jBtw^_WO&XJpJjp9(6&C0{9q^xMdBwA
zE4c36b1!(x++6T59?kl_O?SY>Wswg9<_0`u?&6iMFScm6-O!)Z8Xz`V!{}&G(OO*7
z=Vi~zCTTuXG|Lw~qkSawxN>Itz&KMj7I=|pA^WxXS6bDRwVjlQlZ5S3?7r4Ch>n^L
H+A=-?VV-`w

delta 502
zcmY+9J4*vW5XX1tUhyy*K{QrgC7d8BY!rfxBG}kiC;<sacF$b6m%A59^dv<PtOQA`
zjh&6(!>_Qdm0!Wi*<eH&=FjYJ=lSeBIqr6~>Td14v_9a`eIJ>G5DR@DUEZS<WK3>h
zFeoUaCFuc!H8O?+a?Wmz!swaEEC!_!YEEUngq}TR1~cw{`G3+RnB|ldEB|NF(O=Xg
zm-SOpl9GmSLVWYu=V>QnTzW;9duf(#rTv79sN-D)abM%i`yqnj>YrMU{ff{>DN6+D
z1y`2r202%d=E{zw;6dCnqd4ods$o>L4-3qaVI~qa_Z#}Aa?aZLj8bJ|z-6Hz=88tI
zL@Z+OucJmcOL*f#@L^D7Nn`Q=>yusZS6%#-^C$#tSb=4_K{u&bn%uzKKv}qKJ`@%F
zRdybvERYIvrhtXY8O#P^pa(j`8NdL6Si-XD^gmM5tt!nVWBr)#>GS0R$~@Ip(FQg6
E2E&qwRsaA1

diff --git a/q03_data_encoding/build.py b/q03_data_encoding/build.py
index bb4c8ca..259830c 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 +9,18 @@
 x_train, x_test, y_train, y_test =  split_dataset(df)
 
 # Write your code below
-    
-    
+def label_encode(x,x_test):
+    label_enc = LabelEncoder()
+    list_of_cats = list(x.select_dtypes(['object']).columns)
+    for i in range(len(list_of_cats)):
+        x[list_of_cats[i]] = label_enc.fit_transform(x.loc[:,list_of_cats[i]])
+    for i in range(len(list_of_cats)):
+        x_test[list_of_cats[i]] = label_enc.fit_transform(x_test.loc[:,list_of_cats[i]])
+        
+    return x,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..bc52ece8544ee63058488da00942e5b4916b3bec 100644
GIT binary patch
delta 52
zcmZ3=xQ&s+n3tDp9{0ZJi5%t%$@&@jxvBaEMfoY2>6I1+#`@v;McKs#iOH$@$@wX%
H6aB&gs4Wpt

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..d4716ad5373591238d9f113ab46c67828921e8a6 100644
GIT binary patch
delta 60
zcmbO#xJ;14n3tDp9{0ZJjT{P0it+jx`MIh31x5KOndy}l2FCi~`9;~q1&PV2`pNkz
Qsrr*&vdeD{XR>1h05HN6LjV8(

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


From 96726e4fedd1dd1e8096a9d7974ec615b34ebe30 Mon Sep 17 00:00:00 2001
From: prodigy803 <pushkaraj803@gmail.com>
Date: Sat, 17 Nov 2018 10:51:49 +0000
Subject: [PATCH 04/18] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 157 -> 174 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 1006 -> 1234 bytes
 q03_ohe_encoder/build.py                      |  15 +++++++++++----
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 163 -> 180 bytes
 .../tests/__pycache__/test.cpython-36.pyc     | Bin 1478 -> 1495 bytes
 5 files changed, 11 insertions(+), 4 deletions(-)

diff --git a/q03_ohe_encoder/__pycache__/__init__.cpython-36.pyc b/q03_ohe_encoder/__pycache__/__init__.cpython-36.pyc
index e4ec35b27b6016dd979d13f661e08f8147e0e802..60c3b637579aed75240fade176e9a6ea07973921 100644
GIT binary patch
delta 52
zcmbQsxQ>y-n3tDp9{0ZJi5%t%(fS$rxvBaEMfoY2>6I1+#`@v;McKs#iOH$@$@wX%
H6aD-FqumiO

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..618523d9331ea5d988121407a67cb77279c20e44 100644
GIT binary patch
delta 775
zcmZvZJ8u&~5XX1-9zH)VekXB?7!i!*CPt*8umT8>C=fxS2wFgi@vI%2^WCv`5m>s&
zg%gR^Tt~;(;2Y3VUJ0Ub0}>??5<7N^NMTR=o4vW2x!M2xOnpsn?bvqa^Y35JziEVg
zCl^*xo$sg}e4K4HCL@!ZlmG$UNpWjo(>x<67*oo#LKE33eWCLlxA_Xsg9)iqA_}4?
zvcuApPU(H3;>s$|f;40x3puc11@cgUB9x#E6{x~0to4gM3hPiirMv?AQ_|d+V^6bB
z^);5*d#-rsg%8}W2SO&fN1a!~nSFVGJ*PtcJZl|!Bhm7u2ZR3j){ULkz9(M?ey1y1
zn9z#TT0K6ajR}SaOu-~_MVUE8C;`Y^M;HhTkw#<?SwtRDK%hGF5~7T#AgYK}g)WxD
zWuEVQ$_5`4LNX;M6D_35=<ocHg<8ax`n)_mF(Q4aM`UOyoyZxBSY*^lkJXfRm%VMW
zh^GIIzT|C_HyisT(y;!nDu)L(mL5|Q)5lFy;>9IiJTYX)?TbWngv;&TAUp__Bj|Z@
z#PxyWb>q8ib1&r`i38zwdD_7t;4z^CiOMcvW2ww}lu{p63-B|crg}<ro8DydntE?m
zliTrMwjKXq<IQCYrr&X)6C}(BZn(!If1EJam#O%z)_5Z8DoI{J;Ed!|1QxpR_eCFz
d7OeKjgJVbR;=BXwB1dzyKrL!9ixt?q{tpa2tuz1t

delta 536
zcmYjMJ#Q015Z&3mJKvq}f@55Sh9*S9LLx;P3Pd6iJ}QuaB3gm0lXuQ><onR>xv+Fr
z3a3azVckDS$<LtR2T-9cXz2L?NJz{X3B0R$^F})}@9o#%XJ`K?j>GAr8~Keh_JeI5
zhxiGFsn+`k?|><$oS7#(o9xQ~LAfiCAqosv@ZOPK8Od1gC{J~+7~aAjh8MdlSivcy
zzCQL-P`(PTK;Bl)TQ&^WpYH`=<JUR9EUNYI>p_>~e!Vz6FETuwXj~*!ku{&-*=74+
z$RP8Wjwy`=L3=!k*633TbDyAMHCLecN4^xbxPY3pmku#rlar-eJGGl~QWvkD54jwS
zlL{w=o{p2*D8;0jYc$p~WugrZg>HAtcrTq+qe>^aNei9X;2&)sh`VQ^I7it%``;jY
zRG`@!(d`HRLPX4lG%~_`TqxY3+V}(vA_(c~KJnqe9yi~`!{&=v+_7Gn<SH?im&&^N
zJS!KL=cV?V56;0G>yohvS~0_1cW74cw$N_blHC~CX#0<|Ld|FR1gOLG2qIFBzz3iE
IyvO&%A2fS`5&!@I

diff --git a/q03_ohe_encoder/build.py b/q03_ohe_encoder/build.py
index 36e4b90..d3baa15 100644
--- a/q03_ohe_encoder/build.py
+++ b/q03_ohe_encoder/build.py
@@ -1,6 +1,7 @@
+# %load q03_ohe_encoder/build.py
 from greyatomlib.multivariate_regression_project.q01_load_data.build import load_data
 from greyatomlib.multivariate_regression_project.q02_data_split.build import split_dataset
-from sklearn.preprocessing import OneHotEncoder
+from sklearn.preprocessing import OneHotEncoder,LabelEncoder
 import pandas as pd
 import numpy as np
 
@@ -12,8 +13,14 @@
 
 
 # Write your code below
+def ohe_encode(X,X_test,category_index=([0, 1, 3, 4, 5, 8, 9, 10, 11, 15, 16, 17, 18, 19, 20, 21, 22])):
+    ohe_enc = OneHotEncoder()
+    label_enc = LabelEncoder()
+    for i in range(len(category_index)):
+        X.iloc[:,category_index[i]] = label_enc.fit_transform(X.iloc[:,category_index[i]])
+        X_test.iloc[:,category_index[i]] = label_enc.fit_transform(X_test.iloc[:,category_index[i]])
+
+    return ohe_enc.fit_transform(X),ohe_enc.fit_transform(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..a96b7afddb1d8ff9b1c702ce1db84217a9c4a3b1 100644
GIT binary patch
delta 52
zcmZ3?xP_6!n3tDp9{0ZJi5%t%iTWA&xvBaEMfoY2>6I1+#`@v;McKs#iOH$@$@wX%
H6a7K~rx_7Q

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..ad5a9fdbc15fd153f4ba9c97f7ad0125985b158d 100644
GIT binary patch
delta 233
zcmX@ceVv=bn3tDp9{0ZJjU0K57E!DzC6xuKnoPHt^bBq>R;*+w;$>i9_!X<4k)NBY
zUr>~vl9^s<VPLEuo?nz*T#%TYs-K*nk~(=VV;Cd<<S&e$xk2i|nu_=)e`4xj6r5bm
zY{)1yc`dWFs0c_-6s`cQlyCA~<~&0&kf0>03`80vCIBQrykZt0!NJ7AQY0|BhUJfn
WFi4UMM2Le3kTQtX$c~u9ss#XtSuxrG

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 d67372e86f1f738dcc87d5a16aecc35114495487 Mon Sep 17 00:00:00 2001
From: prodigy803 <pushkaraj803@gmail.com>
Date: Sat, 17 Nov 2018 10:57:06 +0000
Subject: [PATCH 05/18] 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, 6 insertions(+), 4 deletions(-)

diff --git a/q04_data_visualisation/__pycache__/__init__.cpython-36.pyc b/q04_data_visualisation/__pycache__/__init__.cpython-36.pyc
index d44a511ba9fc7f538b045ab1a267d7e0fc7a3439..c8e1ce3f9acc1906b5018c3890bc5bf950e71135 100644
GIT binary patch
delta 52
zcmZ3&xRsH^n3tDp9{0ZJi5%t%N%|T2xvBaEMfoY2>6I1+#`@v;McKs#iOH$@$@wX%
H6aB&fr=t-}

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..cc9129899ad13679994692f2bf145ace2b5d148d 100644
GIT binary patch
delta 183
zcmbQqzMPHIn3tF9=jZp)g%dfyL@+ThFgOEoF$a(+VW?qfW(;P~Wc1TyEMf(UXfoYm
zNl7e8jABpAOwUWqO<l=Q#10hy6|bL>pPQ;*P?VpNnO<pOV5}dWUzA;3keHmRpPZkP
zI{6@DfCw+hV2}+Aj76M4Qd97j{p3O>y~&YGhgfeh7vz*oR$vxqWSeZktR@Ol05%(m
M;Fw&@tjfp?0AMaGmH+?%

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..3a4c497 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 +10,9 @@
 x_train,x_test = label_encode(x_train,x_test)
 
 # Write your code below
-    
-    
-    
+def visualise_data(data,figname):
+    return scatter_matrix(data)
+
+
+
 
diff --git a/q04_data_visualisation/tests/__pycache__/__init__.cpython-36.pyc b/q04_data_visualisation/tests/__pycache__/__init__.cpython-36.pyc
index 6631d03b276322b5ac907bd3f7ff2fb8b5d823ea..817818b3ec4b72cc9753007b2e8ec9f8a550bf4d 100644
GIT binary patch
delta 52
zcmZ3*xSNr~n3tDp9{0ZJi5%t%8TuLdxvBaEMfoY2>6I1+#`@v;McKs#iOH$@$@wX%
H6a8WUs^1Z0

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..714720a77a31e49adff10dbf25fb1d3df13039aa 100644
GIT binary patch
delta 93
zcmaFO`G=Fkn3tDp9{0ZJjT}x)iYfXT`MIh31x5KOndy}l2FCi~`9;~q1&PV2`pNkz
psrr-GGs|zTWZKCn6D63NSW=LaUy_rVq*qW0Vnwk*>B)X9a{<WGAlU!_

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 ca629f1933e91332d96056cc9c40617b2f193500 Mon Sep 17 00:00:00 2001
From: prodigy803 <pushkaraj803@gmail.com>
Date: Sat, 17 Nov 2018 10:59:14 +0000
Subject: [PATCH 06/18] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 169 -> 186 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 810 -> 789 bytes
 q05_linear_regression_model/build.py          |   8 +++++++-
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 175 -> 192 bytes
 .../tests/__pycache__/test.cpython-36.pyc     | Bin 1588 -> 1605 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..31a0c50cb832007e8291b215ceb01501851712f6 100644
GIT binary patch
delta 52
zcmZ3<xQmg)n3tDp9{0ZJi5%t%>G~P@xvBaEMfoY2>6I1+#`@v;McKs#iOH$@$@wX%
H6aAtAs#OtS

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..b159fba84aeb5f55a72551b1319ced5f5b6c5d2f 100644
GIT binary patch
delta 205
zcmZ3*HkFOTn3tEU^2__^i5y>}gcukYN*J0MYME-7vKVU^Y8acDf*CX!{WO`1Sb%a-
z%xRe=n#{KtBW^KPMlt2&u4E|U0E+)g(a*@wP1P?b%1_Bmue2~Q)(_7w$}TQQOitBL
z&QD3zpWMeJKe?09LR<i-yclE_10x$_5f_m5)8xBlKUslEZ!!ndOG}Ul*i0mX6DW3z
f!zMRBr8FnijtR&s<^vKuj66&r%)unU#K!^vP6{pB

delta 199
zcmbQrwu+6zn3tF9y~U!ai5y>Zr5G3(N*GcYQ<!=gYnf`8vKVU^Y8acD7#V7qf*CZK
z{oFJeZ*k`37v(1AWLBkWG8M4^b=+c3%Pi4kzQq`Ei?K3FASW{~HL)nZC^fw(wYWIH
zXeC1t7f{u&VEv5z+*Ey_Xk}taey;xHi;VJ<%NQ*L`GB&;Y(Rp6k&BUsv505$UPgIF
gWgegaSSJ#}4HUb@VUwGmQks)$$2j>vlPDuI02-(=-~a#s

diff --git a/q05_linear_regression_model/build.py b/q05_linear_regression_model/build.py
index 7a0a243..b18c5bc 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,y):
+    lm = LinearRegression()
+    return lm.fit(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..3ff658033ab0f9ef83b30531a6e9b519536c550c 100644
GIT binary patch
delta 52
zcmZ3_cz}_^n3tDp9{0ZJi5%t%x%wITxvBaEMfoY2>6I1+#`@v;McKs#iOH$@$@wX%
H6a5kat&tIU

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..9e193a07ddc728da33e8b1543218598d38f4d6c4 100644
GIT binary patch
delta 60
zcmdnObCid}n3tDp9{0ZJjT{L~ikbQu`MIh31x5KOndy}l2FCi~`9;~q1&PV2`pNkz
Qsrr*;SmifQXPV0l07UT<jsO4v

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


From 8c6b97a5b2d8269894f5960ad24dd98ab9324d09 Mon Sep 17 00:00:00 2001
From: prodigy803 <pushkaraj803@gmail.com>
Date: Sat, 17 Nov 2018 11:05:33 +0000
Subject: [PATCH 07/18] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 162 -> 179 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 1086 -> 1011 bytes
 q06_cross_validation/build.py                 |   7 +++++++
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 168 -> 185 bytes
 .../tests/__pycache__/test.cpython-36.pyc     | Bin 2082 -> 2099 bytes
 5 files changed, 7 insertions(+)

diff --git a/q06_cross_validation/__pycache__/__init__.cpython-36.pyc b/q06_cross_validation/__pycache__/__init__.cpython-36.pyc
index 9a1c3aaa4d67dd0ebf5ed2b2e34d7c0807004b94..eca2311eb479df465c123abdb028e5064f530eed 100644
GIT binary patch
delta 52
zcmZ3)xS5f|n3tDp9{0ZJi5%t%3HllNxvBaEMfoY2>6I1+#`@v;McKs#iOH$@$@wX%
H6a7K}rjHRs

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..15248b4576061d8f81f69c401f37de9beb054598 100644
GIT binary patch
delta 249
zcmdnT@tK{|n3tF9^Vj#$ksCSn8S9xD7#P@r*cph6#ehT!Ll$ERQw>86V+~UZV+vC*
zOEY6IgC?_I6jPCrCetm($|&~Y<ou${ymU?GTTFQcQ7pNsiFrkAK)ssGQLMiCDXBTP
z7$b@}fC4KSinxK)uUP$z{M=Oif};GC%=AhN17rR0{G#mQf<%twRQ+V24*kiendB#{
zGg*m%+)&H}Bp4Wrc!8v*$SwQH`<e7MFK1F?WaONDj#*Rt7HclZ7O*_n0wjV5sOJ`k
S4NyU8PO2T#WCa#kMrHuz96gKx

delta 343
zcmYj~y-EW?5XX0B?<*lu!JzR4gliJeLIlym!bU`}k!!+{U1Q>XgxysTPDE0t${W~O
zihUkr-XOJ|m2<I?VgBs!oBhpqxQrTy?RN9%_&phXHu~`D2_Zu6b8g$?aAE=zR4@Y&
zPAXJVd2@V`&Z|TP6;@LDDwz8de<p539A2#&{A(ras6{bSR1EAi8#_xalNPGX2iB!d
z6Pg32IDAS%J1ot(7{%8CVKJrPZ;w2ywKBEF1RUh$IxS+4{Jc~;Be*4aCja5C%+!Z4
zyS(yq*}pGy-5(kKoVqe!EFtN37}#1Mpv7hO_!W2PY|)mzuLSo2HWzO)zA)Pi)^zRq
f7hMJvo$%SmOrHWzc87y)xGuIv7~vLfU=x1<p|?=b

diff --git a/q06_cross_validation/build.py b/q06_cross_validation/build.py
index 406a734..44fe55d 100644
--- a/q06_cross_validation/build.py
+++ b/q06_cross_validation/build.py
@@ -1,3 +1,4 @@
+# %load q06_cross_validation/build.py
 from greyatomlib.multivariate_regression_project.q01_load_data.build import load_data
 from greyatomlib.multivariate_regression_project.q02_data_split.build import split_dataset
 
@@ -18,4 +19,10 @@
 model =linear_regression(x_train,y_train)
 
 # Write your code below
+def cross_validation_regressor(Model,X,y):
+    return np.mean(cross_val_score(Model,X,y=y,scoring='r2'))
     
+
+
+
+
diff --git a/q06_cross_validation/tests/__pycache__/__init__.cpython-36.pyc b/q06_cross_validation/tests/__pycache__/__init__.cpython-36.pyc
index b571b36039256ecb659b19941ead2c342e31d840..3f4f7f62836ee5b6f428386a159f94edc5c5d695 100644
GIT binary patch
delta 52
zcmZ3%xRa5?n3tDp9{0ZJi5%t%Y5E!YxvBaEMfoY2>6I1+#`@v;McKs#iOH$@$@wX%
H6aAt9sml>u

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..aeaa99f268c64f7ef63a5e84fb4b303c3883ec24 100644
GIT binary patch
delta 274
zcmZ1^uvvh^n3tDp9{0ZJjU1;K8KX8|W)xyn6J}sw_?4uek)NBYUr>~vl9^s<VPLEu
zo?nz*T#%TYs-K*nlBz%X0Gs?~NoF}l0YRYpB9JBsAu`#W<&Ietdr4|>NoHPplyG8k
zacWUXd}2;+esM{BYGG+&PLViJxh7)~hSo^dA`4NFQPLnn9&RX-@gOliAR!6F#cV)=
zgNcKMgSm)rGBaB&UleOzX>LJfksMGW%6_sxyWZwGY;25-Qj-_6YfFKw1#3ofFW6|2
I$uHQg04X6ng8%>k

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 aa8361cf61ea257a0c5e99f208c71cefc6c6f66b Mon Sep 17 00:00:00 2001
From: prodigy803 <pushkaraj803@gmail.com>
Date: Sat, 17 Nov 2018 11:12:14 +0000
Subject: [PATCH 08/18] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 161 -> 178 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 1168 -> 1229 bytes
 q07_regression_pred/build.py                  |  15 +++++++++++++++
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 167 -> 184 bytes
 .../tests/__pycache__/test.cpython-36.pyc     | Bin 3674 -> 3691 bytes
 5 files changed, 15 insertions(+)

diff --git a/q07_regression_pred/__pycache__/__init__.cpython-36.pyc b/q07_regression_pred/__pycache__/__init__.cpython-36.pyc
index 3e7e4674f103511456d5015475ef0cbf23edade2..57e964b3fdb1ca700fc5830cef947a9ac7d4cbf9 100644
GIT binary patch
delta 52
zcmZ3;xQUU&n3tDp9{0ZJi5%t%@%kD0xvBaEMfoY2>6I1+#`@v;McKs#iOH$@$@wX%
H6a9h#rUel|

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..65f2d571c597793a6dd598e891611f6a210c7dfe 100644
GIT binary patch
delta 373
zcmYk1zfQw25XS9u{xoS?F_gl_oGFMd9T0*SU||52N)RP31k$Fu7(}HM5P1Qlu1su<
zi09x1{1S{vOq@jqWcjD>^LOX7pS@4d8+1DU)A!fu%e!~aANCnz6}w`JE2x1REtFOB
zrBJqVDpAAIQf{Mc)oK(al~vi5GqH|X$PYtrBqo{C?%kQfIGbsA@h3*^9A%m%N;?$E
zQX$Yp?NDsYSdc@D5W3o)7OBiNKhb<KYBzmZF)Ov0mXZ)l4Y>2hutyC)<LI)O%4m*7
znq4f0+k@!1!0U1zCo)Rtrf78_wpK$JY;00_84wr`xDP(31=#<1gjar!KAodUv2D;X
r=n}NJjdSc9Yv%pKx=CBR^xT_V?wK!?rmP1656mXEU=6z9Lty;^pmJP8

delta 283
zcmX@hIf0YYn3tF9rsbk2){UHXjP)iA3=B04SqwFd&5X6oC5$ypHO$RSwJaq}P!?+m
zGnB<v!(78s!&<|Z#uCh+$>^ua62)Fnl$w&6TvEgYG^U6dM6dt}P4-)?x%nxnIky-i
zZZTHgVylb?DZIs;Tbv3c5>sz66&bB$C=z54Vqo~?t)G#fo2s8)lv<fslAk*{kttYI
z3}{L*7m#3J<buK?;mxO+7BL3gVy}oVDN4-DyTt}%q!yRlVy}b=02x4mB9O*g%w>r=
gMZ!Q9&>9p1XeYxh4jZ5YOLJ1~m?p1hk!55C02bv;i~s-t

diff --git a/q07_regression_pred/build.py b/q07_regression_pred/build.py
index 3f2eee3..93bc488 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 +21,17 @@
 
 
 # Write your code below    
+def regression_predictor(model,X,y):
+    model.fit(x_train,y_train)
+    predictions = model.predict(x_test)
+    
+    mse = mean_squared_error(y_test,predictions)
+    mae = mean_absolute_error(y_test,predictions)
+    r2 = r2_score(y_test,predictions)
+    
+    return predictions,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..0f185f3cd98f4ca1bf3f9279435bb02adb4d2a66 100644
GIT binary patch
delta 52
zcmZ3^xPy_yn3tDp9{0ZJi5%t%srniDxvBaEMfoY2>6I1+#`@v;McKs#iOH$@$@wX%
H6a69qsX-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..d940c280f0ba3aa5fafd14ca6c85bf5f137f0471 100644
GIT binary patch
delta 220
zcmca5^IC?(n3tDp9{0ZJjU2|zii!Fe`MIh31x5KOndy}l2FCi~`9;~q1&PV2`pNkz
zsrr*+c;q){F|#l-MorFV`OhddIiK|@n=AtZLlKCnIJuhbFoG+!Igb4_BclvZMryJF
z7yD#y&ZBIqAjR@fp)(M!B9N;vS&2JSMH(b42O<<egc68Q0TF5-LLEeCOkU4j%ow#<
Znddg6fDA}P9z-aD2tJ^k_+(W+QvfSaHLm~w

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 8c3c58295d323d98e4f96663edcf0afe5a70610d Mon Sep 17 00:00:00 2001
From: prodigy803 <pushkaraj803@gmail.com>
Date: Sun, 18 Nov 2018 05:32:27 +0000
Subject: [PATCH 09/18] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 158 -> 175 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 1359 -> 1470 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, 16 insertions(+), 2 deletions(-)

diff --git a/q08_linear_model/__pycache__/__init__.cpython-36.pyc b/q08_linear_model/__pycache__/__init__.cpython-36.pyc
index b91b141617b95b635e59b43a1e9967e108638c18..83c478ff2ba5c59109f1034ad8e7a88d44e91053 100644
GIT binary patch
delta 52
zcmbQoxSo;2n3tDp9{0ZJi5%t%G5Q(#xvBaEMfoY2>6I1+#`@v;McKs#iOH$@$@wX%
H6a4}Jq-PN{

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..0414bdc3c1b6aa96fd938f0b6bf036b8a94a1aa1 100644
GIT binary patch
delta 443
zcmYk1ze~eF6vyxKqe(7Ss#ZmdIw)w660wUzadCI3h=@Z8xwEz=O}tBmLd4a@LGo8P
ziRkRV;C_FAqqyqiyP!}W?|Yxey`S&o&2?JUD(QTGoxMIgS9sb*2$|pq;36&VaPv0P
z2L{DdqdGNu1~u>T4av=%3`}aZQEr!H16d_GKu$>n$jB=>IoFSn=N`&h$P*#D*Fn^$
zLDo-((%`XRQjY^BHNNX%X@yBNiid(@SisZZX(Gh!{{WawurtAGbFWfZ+Nve>C<#5c
z*wofLW}HwKNgamD%D9_yMq!>{Wgo7Jq$#o>6OV{5LG*L#UnDW}Q=ZU%Z@jnD@=p?e
zDbgTheh9t%;=x!ep0ur%I;4wP5QGVy!gVn6XT0(9seRz%8hr8@B`S~4DN$v7Ude)z
eMJ4K}av9!Gq!yWwWeBC+hD$~f+t-S1bK@5ZE@QU<

delta 331
zcmdnTeV&Wcn3tDJ-D**k(niigMm`<}1_o9jb_U|&pvfJKx<NIpHS9GUHJmAob69G*
zN|>`)YPeFE(iu~jdzosvYglU7YPi#wgBdhg{4`l^u_nitCFa~>&Mi&_5{ap|n2L;w
z7=fl~GTvg%%u7kF&}5yQ$Rx+4$uqf)N!g9jy@&%SdyB0yzMv>IrHB*ADdGYV+(06V
zJ-0GGB{R9?7He@yVoC8zh9WVb@GlSjjQreG{q&;L%EXfVT>Z(3Eb^13m^H+OfwILQ
zPcSfYG4U{oF!3=7FcnE`j%R+x7|stAE)oC{f*?W&NZex0%}+@Mx)<o^A`y@%ssoB7
aKw=;}kqB{+Mh+XG&eEJzJI2YgSXBTu?Moy8

diff --git a/q08_linear_model/build.py b/q08_linear_model/build.py
index 85d49da..178c8cc 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 +17,18 @@
 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)
+    stats = pd.DataFrame(columns=['cross_validation', 'rmse','mae','r2'])
+    stats.loc[0,'cross_validation'] = val
+    stats.loc[0,'rmse'] = mae
+    stats.loc[0,'mae'] = mse 
+    stats.loc[0,'r2'] = r2
+    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..015fa047357d1c268d05124d308ccde0aa8aa787 100644
GIT binary patch
delta 52
zcmZ3&xRsH^n3tDp9{0ZJi5%t%N%|T2xvBaEMfoY2>6I1+#`@v;McKs#iOH$@$@wX%
H6aB&fr=t-}

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..53a7de26acea9e59b6a1f637edc1662d363e8726 100644
GIT binary patch
delta 73
zcmew+*DlXt%*)F)k9%MAMvgdU#W?+p{M=Oif};GC%=AhN17rR0{G#mQg2d!h{p9?V
dRQ<`ayz-l;GG}r!Ms5DjBg(`WHCdED5ddaO7bpM#

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


From 9104b98b99591e52ceed934c252c46691c55e858 Mon Sep 17 00:00:00 2001
From: prodigy803 <pushkaraj803@gmail.com>
Date: Thu, 22 Nov 2018 09:45:27 +0000
Subject: [PATCH 10/18] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 170 -> 187 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 1339 -> 1434 bytes
 q09_advanced_model_q01_lasso/build.py         |  18 +++++++++++++++++-
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 176 -> 193 bytes
 .../tests/__pycache__/test.cpython-36.pyc     | Bin 4099 -> 4116 bytes
 5 files changed, 17 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..6fdb83caa4e699e43c7be8468cbdeb913ea046f8 100644
GIT binary patch
delta 52
zcmZ3*xSNr~n3tDp9{0ZJi5%t%8TuLdxvBaEMfoY2>6I1+#`@v;McKs#iOH$@$@wX%
H6a8WUs^1Z0

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..bbe28c8cc19e740b077a39028a11631091c17c58 100644
GIT binary patch
delta 478
zcmYk1%Sr<=6o!+z+DxYi^|Gk-vJr~lNW0L5*oAwchzNC2!ep$~naPlhLS;mK09UiJ
zZy>l4SK^ywqfg<&l_v$EC!9au5BZamPcrdH$M?zW?ax`oej|OnXd{FUq2&Weju>Xf
z6E5#?`<|K1Vm5Pz7IUBQomV)8cj+*)kBT`~siUd$z*VMH1tL@Of$YL9ymRvywQ5Jh
z$+NDHZVM}$#@Pi`^P%8U4sK{XVl*G|RGA5llp)&65{Zo9<dGZl_&Q0Yz%bbm8tS{-
zGNxX5;QqNb!_^t~HM_!rtzT{%tCkt_uskugdI@JytW0=cIpaYlBGxzIS)tQH$CNE|
zn#&g?8sL7T;DRSnkO|I4!|~ouCphKeN@g^Sf)MTs%13jp{4zE-l^s(l`7)&B0tmtc
zS79x{BDe-kuxP$-m_1xmMw%%nqbZ|O%$JW=xLb#W&^fWFWl2j@iymV}R=}#cefY<9
L932>C!(RUbu^V${

delta 382
zcmYk0J4*vW5P)xQ_b!)9Vg#QtlB5z2i$FvK5fKDSL9|K}mh75D?&a($NmvPDokFe)
zR(6(R=|9;@|Av*jRx->7^9}P@ls<ibuTt@6hp*jd^6qz0&9yA+RHtAXnI#EB%w~9w
z^9kzAq?@@n1?fE@S(H8_FN8S*#N4_4P?C-;$kH{ww1UF<8F+d=z{;UvI;5%?ClJwa
zH07!cG-gTE6B*5TK$O$(-P2GJhy+(SqFmX~0c6IJaz-)Z<G=&+m&(U>qiDyeBH|XZ
zd|~gNgj9$GDyHjBdMR+$#d;A`wSi@$9dk&$S<ukc&sBSvM7%u!KA~9>wexS>%=hum
zHq>={U8g8(SZE2Ab*!Qmg8IiJzCcx2(_Xo$exC|h$-hYdU_&d|G^iPD8JI<X$Nr(I
Ro$`*Ngx!Vw80Ax^^$Xg(VY~nU

diff --git a/q09_advanced_model_q01_lasso/build.py b/q09_advanced_model_q01_lasso/build.py
index c832d59..91fe999 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 +20,20 @@
 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):
+    model = Lasso(alpha=0.1)
+    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)
+    stats = pd.DataFrame(columns=['cross_validation', 'mae','r2','rmse'])
+    stats.loc[0,'cross_validation'] = val
+    stats.loc[0,'rmse'] = mse **(0.5)
+    stats.loc[0,'mae'] =  mae
+    stats.loc[0,'r2'] = r2
+    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..7950a45347071942b869feda835bbfda02a7dfb9 100644
GIT binary patch
delta 52
zcmdnMc#x69n3tDp9{0ZJi5%t%dHNaoxvBaEMfoY2>6I1+#`@v;McKs#iOH$@$@wX%
H6aA6^t{V}2

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..70fe1fa431183ff71177204ade8ba205eef3b713 100644
GIT binary patch
delta 195
zcmZoxn4-X8%*)F)k9%MAMh;JAg)IGy{M=Oif};GC%=AhN17rR0{G#mQg2d!h{p9?V
z)XfRZdd!SboBP>bFfpobuHa;4<kn(fU?@@r5!#b`d88&U;<}F^wv77@n%E?H6_6Hn
z5TOYobU=h2h|mWS2Al18k28uzvF4TL7E~4~1I41)3KH{D5{rw}CQI{AVN{*Gfj<}k
D2O}}l

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 395fcb82d7876f2aa0db0858c5fb9b4f40f0f033 Mon Sep 17 00:00:00 2001
From: prodigy803 <pushkaraj803@gmail.com>
Date: Thu, 22 Nov 2018 15:15:59 +0000
Subject: [PATCH 11/18] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 170 -> 187 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 1339 -> 1425 bytes
 q09_advanced_model_q02_ridge/build.py         |  16 +++++++++++++++-
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 176 -> 193 bytes
 .../tests/__pycache__/test.cpython-36.pyc     | Bin 4079 -> 4096 bytes
 .../__pycache__/__init__.cpython-36.pyc       | Bin 165 -> 182 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 911 -> 860 bytes
 q10_data_missing_values/build.py              |  10 +++++++++-
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 171 -> 188 bytes
 .../tests/__pycache__/test.cpython-36.pyc     | Bin 2358 -> 2375 bytes
 10 files changed, 24 insertions(+), 2 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..33dfecca5c24d9d9c7af8c4e347a9086b15bea08 100644
GIT binary patch
delta 52
zcmZ3*xSNr~n3tDp9{0ZJi5%t%8TuLdxvBaEMfoY2>6I1+#`@v;McKs#iOH$@$@wX%
H6a8WUs^1Z0

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..b579c2866aefe75f75471c175f351be10798d1c2 100644
GIT binary patch
delta 471
zcmYk1PfNov7{-&P?Pj`-!KNPkhZkW8R`j3;(SvvuL`0Ye2~Dikb}er<VbGy|01whn
z;ZZ#LO>)ss;lYz{2Ey|4KKVV6CvWn}Ujx3|Y;soqT(!M--ly{(A><faKcNgs=}P)S
zs|nqCl#XQ5m0s*h|AkJ1(l3KMU(OwnvM%c#GIbo?+>`<&KBWedSJuklhMkjM^R!2e
zC(`0pn05rY*4GarO{5qm`M|JDDC5A6aUs(RPu8M59c2RzClntPW8?Zh>N#LN1StR9
zn&HL_H!at|$E{y&Ijb&9^QgLTHqWwLs?;!?Z~XCf0ZR56js=?r8#A6BilKfZu!Qbc
zg|~U8!UA%c#N++#-S9GpdtHb~g%RErR?lp$`f@flj0cH~)gq>J7llwx8(3W|PFvWV
z!pg@wJEJY*3<~2HVjzWvcJ=H=dmT)G&B45t1uH97>@#L$8Lg=w;6FyGI&`WfZ;i4)
Dnh0&V

delta 393
zcmYk0J4*vW6oq$oW;UBmqJj~Pk*t-lC`Mu-h=?Fq3Sz2&guxk;$i8xSl|(jJSf>cn
zT8WLNSo%-qr&u{-C71ibIfwgLRK7j$uvYWlkKcMT^6B+Z!?7&uTzAGba;qR5ahu~g
zmQ&PuE}Y!CFBR?!D$0e&$t&S>fVeZaXO)5$rJ{0&udSeT*#%e62Ut-SrbDL6aRLzw
zM^8dkfyF$D`dQ9$5fDXh`;RPC1fonR95JD6=m0X~NYPQu#UyaS{H0`Kx5{>$Dw2&M
zmkWFM3`Tq)pk`8M+D}379@dLsSv#;|Y-$c=9~QK<`sucZNhI0>5L1>XQCs@NmwR|;
z3z|A!)16f{EVP8Gy6R{fLGx>ZuTULKs+?56&oWpw;zHh#ed*DIqjfD|!=PcXX<#<~
WUHu1Nd&)hD68;d1QzXaKNA@q1&SDJ!

diff --git a/q09_advanced_model_q02_ridge/build.py b/q09_advanced_model_q02_ridge/build.py
index 0fb3e1a..131f88b 100644
--- a/q09_advanced_model_q02_ridge/build.py
+++ b/q09_advanced_model_q02_ridge/build.py
@@ -1,3 +1,4 @@
+# %load q09_advanced_model_q02_ridge/build.py
 from greyatomlib.multivariate_regression_project.q01_load_data.build import load_data
 
 from greyatomlib.multivariate_regression_project.q02_data_split.build import split_dataset
@@ -19,7 +20,20 @@
 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):
+    model = Ridge(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)
+    stats = pd.DataFrame(columns=['cross_validation', 'mae','r2','rmse'])
+    stats.loc[0,'cross_validation'] = val
+    stats.loc[0,'rmse'] = mse **(0.5)
+    stats.loc[0,'mae'] =  mae
+    stats.loc[0,'r2'] = r2
+    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..5cae1247b37458998d887b345c91d435f7012ab6 100644
GIT binary patch
delta 52
zcmdnMc#x69n3tDp9{0ZJi5%t%dHNaoxvBaEMfoY2>6I1+#`@v;McKs#iOH$@$@wX%
H6aA6^t{V}2

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..2ab7b43fc700a5066df3c65699e6f1d9d1efc04f 100644
GIT binary patch
delta 203
zcmaDa-=M%@%*)F)k9%MAMh;JAg)IGy{M=Oif};GC%=AhN17rR0{G#mQg2d!h{p9?V
z)XfRZQp}7|o2%JgFfpobPT^!_<kn(fU?@@r5!#azIHV@`aoxudo5XzwLu@ing}e$#
zn>vWl1Q9wQLJvgfg9wAk3;D%2JMwN|6pLcbE6pvaEK&xFN3j(o=A|SS7pYBV=byr;
JI(ZI%FaVIeGlKvC

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

diff --git a/q10_data_missing_values/__pycache__/__init__.cpython-36.pyc b/q10_data_missing_values/__pycache__/__init__.cpython-36.pyc
index 9f50df257f7dadafbe3ce884c55c000ecc154d68..8e5ac28211ad7450df40f033b3931c5ce75bbc10 100644
GIT binary patch
delta 52
zcmZ3=xQ&s+n3tDp9{0ZJi5%t%$@&@jxvBaEMfoY2>6I1+#`@v;McKs#iOH$@$@wX%
H6aB&gs4Wpt

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..22bf1819d8365962bc790844c2e2941536752051 100644
GIT binary patch
delta 272
zcmeBYzr&_%%*)HAdg5F3WF`iN#|%h-1;};);^MZ6%0-eqSwhVWj0~wfS;DE@St8Ah
zj0`C(!3>(56EEbel`v*8l`v<qG&80#0mT^oG+A$Pq@)%n7iA`;-eRwaFDXjQ%$pp;
zD5J}gl30?slA(wPX!5TF{fzwFRQ-aY{FKb}N(%#H{qX#v?BasN<W&9S{FKzm6B+%4
z_&{y|I*x&Xu?WQ06rC){^plqp$h^grl2*hHWK5Q3mNExP7O{Z{4iLcwB0$z45xhX|
cEe@O9{FKt1R6CHN#bT2Sm_=BbIhZ*Z0mfQ8ZU6uP

delta 388
zcmaKmF-yZh6vywKX>-;@G*u_jp;HDe=%`2sXC1mo5K7uyH6>}n<ywpg4%wBGZ{VaL
zexQe&t6xATUn)W;-|_zM|9*EI|M&W%**diCM(^~=d*F<Hu!S<ncc`=HSxX(QOS^ze
z?m1plZpcmP6hPW6py0rW&|b}8`FB<~zyhPo+{WxJ>E5vsXg*phV91HVnQNd3WHwM?
zUt-Nq(<n!t253$FXd-)qWHQ#73kVl4Os!Ci@ALL`63h0LlDV&wxLtPmZutuP2UZo5
z(lZ9iCcWL+`?uV!@)N%91wBO`4AH#lY2}Awtdo(MMl=5dWC+ZEMeq^&SW8tn)@bNF
mmGfK+QUyVA94Emfk|#i0woPI|b;P^{UxQUH3=8TGApt*zZ(Y;?

diff --git a/q10_data_missing_values/build.py b/q10_data_missing_values/build.py
index 582edbb..6e29d28 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 +11,11 @@
 x_train,x_test = label_encode(x_train,x_test)
 
 # Write your code below
-    
+def describe_df(data):
+    return data.describe(),x_train.apply(pd.value_counts),
+
+df.describe()
+df.apply(pd.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..73bae3329932304dc685d4b27b3ef6493aa9e60f 100644
GIT binary patch
delta 52
zcmZ3@xQCI$n3tDp9{0ZJi5%t%nfe*|xvBaEMfoY2>6I1+#`@v;McKs#iOH$@$@wX%
H6a8WVt7#Ev

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..a8947b8fa6be089490a7ca9c499b33fb70fc64b1 100644
GIT binary patch
delta 61
zcmdlcbX<tTn3tDp9{0ZJjT{+F3aR=T`MIh31x5KOndy}l2FCi~`9;~q1&PV2`pNkz
RshjJW1lSm(CQsm41^`{&6e$1z

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


From 1d50ce8955580580ce48302a76c8bcb0d96c2365 Mon Sep 17 00:00:00 2001
From: prodigy803 <pushkaraj803@gmail.com>
Date: Thu, 22 Nov 2018 15:16:19 +0000
Subject: [PATCH 12/18] Done

---
 q10_data_missing_values/build.py | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/q10_data_missing_values/build.py b/q10_data_missing_values/build.py
index 6e29d28..e828681 100644
--- a/q10_data_missing_values/build.py
+++ b/q10_data_missing_values/build.py
@@ -14,8 +14,8 @@
 def describe_df(data):
     return data.describe(),x_train.apply(pd.value_counts),
 
-df.describe()
-df.apply(pd.value_counts)
+
+
 
 
 

From 8004f87c26ce39b2dcd8421cbad7c0dee6b82090 Mon Sep 17 00:00:00 2001
From: prodigy803 <pushkaraj803@gmail.com>
Date: Thu, 22 Nov 2018 15:43:59 +0000
Subject: [PATCH 13/18] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 177 -> 194 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 1081 -> 994 bytes
 q11_feature_selection_q01_plot_corr/build.py  |  12 +++++++++++-
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 183 -> 200 bytes
 .../tests/__pycache__/test.cpython-36.pyc     | Bin 1488 -> 1505 bytes
 5 files changed, 11 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..3ed4c1c7b5d2e8b34cfe77115ef264f1ecf4930c 100644
GIT binary patch
delta 52
zcmdnUc!-h1n3tDp9{0ZJi5%t%`T808xvBaEMfoY2>6I1+#`@v;McKs#iOH$@$@wX%
H6aA6_uB8!x

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..2a5652548989975032d3bf2dbe9f767811cb6bbf 100644
GIT binary patch
delta 527
zcmYk2zi$&U6vzE+-;Z1_m!yEi!h{%ZX)1N;097TV4wYbG06i)pH+GW?cJAc6f*Mt-
z#C7dZW#u1WXW^gV4>&fMSQr_YumeLaz3=<@`RVy<e~G_Gm%D>O^7-rU*Q<b#ALQ2J
zjt^YaADl=cL6Zd_-4H|WGS$Qc7?==46JcaxjKOy@-7^U$8|J!iQcO1-=z+;F1ELZc
zwtz#Gsz<{XjyaBSj9Yj|Woo3xEj^~bA`=<Q-WA~8n~ztQ)Y)Jzo_bF^P8#Ru0wi1m
zkcKYU1zGTxw0=hxfu#Q_Y>B`91<Bd-956a9W_7Vrt4xYUyeW*BsqJbx%cG7}y1~$$
zpIOzhdRb#MSE4bZLOwk#t;MJo@04pmUeC+-Iqj%C?YJNJiP+3}`lBcF(x^#gOIgg$
z_jYzCFH8HjuEbPLrlnNtXY|$41OJ5B34s(cNWhL9=U{t2-Rs6iG?gwJU7T!J=bkY9
zmu=!YoDC&TO1rfE^-uaMu&FDqzp;l;{Fsf8TQYRDE`DrEd8XCA|G|38Ndht4hm@r}
Kr7;~r*8dA5MS7(G

delta 620
zcmZ8dy^a$x5cb&KpKNxM+<_1}KonGI2olXnAOzxSkf6e(S<X%_k)4ekAKaZbio{-f
zLMU&5Xm|u(gVH5bG&}$m<E7w)t(p1en;Fe#e^0)qoBKtPeLMIhd_>3(a_MlykI`0V
z=p>P#$s7blL^Ux?FvA5mk%&wzVh9~fCngnXi@ENYOk^#Nbl2n}2cl9LHy{d?siJ`~
z7d>&SF9u>q<*KLp4INXY`ZANL?3{zx{rLHOgStqtr$NhGbTyfihODWB8t;TkxPUQT
zvo&{A(guLke9r0?Iqo7C*L0pV&_IZiNq)hAxbz>7S?B-0h9aBIyPJlDN4zA%=-Ci_
zGMP<Rvoq!6SNgeqA%6-~gnVi%SGrlX80MZIR@U0^e>MpBi7DOcsCs8v$Rb-Vrphy|
z7Ct$w^s!m2e6+N)g|jp?u%&jMhk;?_`8`>>5>wo1du<sNcv_x(A$AY*->*kUl~JRq
zRi~w^%xL?B-QE^-|KJ8zR|9keQrJbyU=Mn54eU+ihG07(T=6?7Z>cM%XK(H<PXqGt
y-)OIHKhR&?Q#skbXLlZixpwI#7q<BHp{eAtR*%91+MO9(hn(d+rzsskuloldM3GVe

diff --git a/q11_feature_selection_q01_plot_corr/build.py b/q11_feature_selection_q01_plot_corr/build.py
index 0427922..9299097 100644
--- a/q11_feature_selection_q01_plot_corr/build.py
+++ b/q11_feature_selection_q01_plot_corr/build.py
@@ -1,5 +1,7 @@
+# %load q11_feature_selection_q01_plot_corr/build.py
 
 import matplotlib.pyplot as plt
+import seaborn as sns
 from matplotlib.pyplot import yticks, xticks, subplots, set_cmap
 from greyatomlib.multivariate_regression_project.q01_load_data.build import load_data
 
@@ -21,6 +23,14 @@
 
 #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)):
+    plt.figure(figsize=size)
+    sns.heatmap(df.corr())
+    plt.savefig('data_image.png')
+    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..5bcd8e022bbe39076e3eed2422372487b88d0f69 100644
GIT binary patch
delta 52
zcmdnac!H6`n3tDp9{0ZJi5%t%rTQ89xvBaEMfoY2>6I1+#`@v;McKs#iOH$@$@wX%
H6a6v)vEdPz

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..5b12033e666761745de5ad2b41e3f7da7bf6a266 100644
GIT binary patch
delta 67
zcmcb>{g9i(n3tDp9{0ZJjT|9NiiP?a`MIh31x5KOndy}l2FCi~`9;~q1&PV2`pNkz
Xsrr)_vdC}lW_rlT7_~W<C7BTb?2i^*

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


From 819a5f832178c6b1f35e701338c53e0859188944 Mon Sep 17 00:00:00 2001
From: prodigy803 <pushkaraj803@gmail.com>
Date: Wed, 28 Nov 2018 00:45:57 +0000
Subject: [PATCH 14/18] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 183 -> 200 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 1715 -> 1728 bytes
 .../build.py                                  |  12 +++++++++++-
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 189 -> 206 bytes
 .../tests/__pycache__/test.cpython-36.pyc     | Bin 2604 -> 2621 bytes
 5 files changed, 11 insertions(+), 1 deletion(-)

diff --git a/q11_feature_selection_q02_best_k_features/__pycache__/__init__.cpython-36.pyc b/q11_feature_selection_q02_best_k_features/__pycache__/__init__.cpython-36.pyc
index cce1771df2aeb4fe480a861dd0b34c2812778bf4..4348bd50d89917255e6249b0b6cbb8d0a8ce0855 100644
GIT binary patch
delta 52
zcmdnac!H6`n3tDp9{0ZJi5%t%rTQ89xvBaEMfoY2>6I1+#`@v;McKs#iOH$@$@wX%
H6a6v)vEdPz

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..71ef70b70a9afa04aae071b3d132b8c8d79ead0d 100644
GIT binary patch
delta 942
zcmY*X&rcIU6rP#wc9&(hr9j03Dkve@gOr45JP<U|qw&JQq{cMM&a`gXcGuadu}Mh}
z1(kyb(vyFJF`kHb|BgB6!Fb?bATj!0O9<}dee>qW&iB1<=G6P{t!;Upv;O<fi(`|J
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z>WywE)J`g7C^{;NMM!~d06`c8>X?Jb<^h_dPhPqQ^aJVB3OQk~bGzg-kuEI3d2C}-
z)5xc~__nTO5OwNd64wJM#~aRN^;Oaq)l?=tYW5y%ZdIQraz9IhP*lT&i)y<YtLRN2
zqd<w#S95Okj%|78&UPGSDoonx&hkha_XcOEPa>SnApC{TcO;6H=$1Abk<!+M25t2w
zVl?Zd+5|O0Pg@|Y+wNrA3S=`&By1mhk=6a2wi_Z)T`4l1kApoCXPWM7GpmC`ScpS>
zDvL-qGfH!dgX@rH_)Z9&XD*eikoinH(8+0lv7OLgy7?IL|J+np+?;qhA%Ign*eeSN
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q0;<>cc01wSSnP~n_c~0u)TK6c04L2Z!_Z|mn_&gRWsZg3y6hj_($m)f

delta 862
zcmYjP&1+LZ5Z`&<`FOE@VycxY1qs%+B6=#tLwix^r5?%y39s2r`jYqZp1YgUNJ0*&
zG(8BG97K=a#ACs;|AF^Ccu^4lg`S*Es&<!|{q4-`>~CiGtAFAzJoNqi^^K3gPn(b*
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zVDl3y1raJo)Kbm_&tt%8xV)PtY`MW%H<W3zoOEIt?S(uFC9CrBH)H*(@>b(8*`eXu
zO`R8oyt+GHG;a^4*5?&NnJv~;E@yj;3-(*{_(w_;(w&}=x`v>Eq+XQzfJI{K%H-I1
zX>E}S9c1U$(zuhf1tv9?R(JsqXyV%wKlgEanqQ40A#16XWNUNddGpbrQsVlBxV|g!
z>yfNV9=1h2<%zO%aNtghu445mmy9YK0~$=3F>5PZ?1mXrMmtkZIJMhx+IX-Mc-dYU
zcbKRuGYR)AIerCiP|#J-Qg)J376+ziJ>3cN8D})A$&`zrAk(bcszz<f_Jf(}=A1jX
ztzA*=><KEyBq=ZI0{roJbM~I@lF&C1upkdb$Qz4r$(Vr>6fJ%S?G@nqYgT5*AFTWH
zHxR0eNhq^8m2tGQlyx;y&e?kM%i4fv%H7v(iQ39Rz=Tw8_pbo~8YZcyjn<#zf6MU;
SV6mN;t?3SnTjO`mJis66{M<7D

diff --git a/q11_feature_selection_q02_best_k_features/build.py b/q11_feature_selection_q02_best_k_features/build.py
index 95002c5..6acadb6 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
@@ -20,7 +21,16 @@
 
 np.random.seed(9)
 # Write your code below
-    
+def percentile_k_features(features,labels,k=50):
+    s_per = SelectPercentile(score_func=f_regression,percentile=k).fit(x_train,y_train)
+
+    x_train_col_arr= np.array(x_train.columns)
+    return [x_train_col_arr[i] for i in np.argsort(s_per.scores_)[::-1]][0:16]
+
+
+
+
+
 
 
 
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..133b7c29a2c2b969ba6937b8e631168659ffeb46 100644
GIT binary patch
delta 52
zcmdnXc#e_7n3tDp9{0ZJi5%t%)%qFvxvBaEMfoY2>6I1+#`@v;McKs#iOH$@$@wX%
H6aDf5wH*<#

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..e009b41a2e48ba3482f2a5a38bf18870a9ba174a 100644
GIT binary patch
delta 80
zcmV-W0I&b76ulG(GYt(2o(sNPu?VdKA$KomZ*65SaB^>CX=iyjFf%V#Z*psMaA9L*
mFJo_HWiOLY2_LiM0_6h%TC>UqKmh?GvkM4<0RdW*jtQPG{TgHd

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


From 13eefc5c2c3c75e4fcae075ab2d423ef2b9284ff Mon Sep 17 00:00:00 2001
From: prodigy803 <pushkaraj803@gmail.com>
Date: Wed, 28 Nov 2018 00:50:21 +0000
Subject: [PATCH 15/18] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 163 -> 180 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 995 -> 1000 bytes
 q12_feature_selection/build.py                |   7 +++++++
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 169 -> 186 bytes
 .../tests/__pycache__/test.cpython-36.pyc     | Bin 2699 -> 2716 bytes
 5 files changed, 7 insertions(+)

diff --git a/q12_feature_selection/__pycache__/__init__.cpython-36.pyc b/q12_feature_selection/__pycache__/__init__.cpython-36.pyc
index 886fe32a654f75efb74de32eefce46b1759dcd99..09dac98ec5ec1a3f0e3853e3f6f82ecf90884952 100644
GIT binary patch
delta 52
zcmZ3?xP_6!n3tDp9{0ZJi5%t%iTWA&xvBaEMfoY2>6I1+#`@v;McKs#iOH$@$@wX%
H6a7K~rx_7Q

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..c176f7a40877211a78daef48dc92ca01c5ad1567 100644
GIT binary patch
delta 152
zcmaFN{(_y;n3tE!@!8*K-;JE2j8V)C3=Awl><q-kJV2s^p@yM`v4*LcIha9{(NB}H
zh!rTR$$X13;ud4&EynDX3`N{PkzaB88Tq-X`UOS#DVgb&76!)p;rT_`#RZAUsrt$J
qDXEhS8N*qbfGQa_pJ)8ZC=IfySO`e)F!C^gAu|Uf2a^CJA2R^b+aZ$x

delta 132
zcmaFC{+ON9n3tC;%XLvy@J3Ei#t;?;1_lsz2I67?AW_0l!%)Lm!_>@N%Ur`8%%I8W
zr^#5v3Y5`gxy2Z9i?Q++V|ElvT54j+N`@kCp!hFe{fzwFRQ>d#)XKz?{9OIX9~tE*
b&tNoX2N}%3$g}wh<4;CLrpf1+B^g-&y3`;q

diff --git a/q12_feature_selection/build.py b/q12_feature_selection/build.py
index 1bbe2b2..5092419 100644
--- a/q12_feature_selection/build.py
+++ b/q12_feature_selection/build.py
@@ -1,3 +1,4 @@
+# %load q12_feature_selection/build.py
 # import matplotlib.pyplot as plt
 from greyatomlib.multivariate_regression_project.q01_load_data.build import load_data
 from greyatomlib.multivariate_regression_project.q02_data_split.build import split_dataset
@@ -16,3 +17,9 @@
 x_train,x_test = label_encode(x_train,x_test)
 
 # Write your code below
+def feature_selection(X,y,k=50):
+    return percentile_k_features(X,y,k)
+
+
+
+
diff --git a/q12_feature_selection/tests/__pycache__/__init__.cpython-36.pyc b/q12_feature_selection/tests/__pycache__/__init__.cpython-36.pyc
index 199811ee773001ca0c605ea752dff30b16fe2a41..4e0f54017926f8beb741b0d7c9f0c57e2ad3bf01 100644
GIT binary patch
delta 52
zcmZ3<xQmg)n3tDp9{0ZJi5%t%>G~P@xvBaEMfoY2>6I1+#`@v;McKs#iOH$@$@wX%
H6aAtAs#OtS

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..e68bc4a1382e4c808516649d18464079d007a283 100644
GIT binary patch
delta 117
zcmeAcog>O&%*)F)k9%MAMvm1?iplyJ`MIh31x5KOndy}l2FCi~`9;~q1&PV2`pNkz
zsrr-mamsIg#B_z3F>3R6HU~yVrO7|o<CUTWa}!Gna`H=ZGL!TQDnYC$HYm+pkW&(6
OKRJL?ck?oir;Gq2y(uIB

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 1ad06b57da660f1d90d605052123e8c9c5c59250 Mon Sep 17 00:00:00 2001
From: prodigy803 <pushkaraj803@gmail.com>
Date: Wed, 28 Nov 2018 00:58:17 +0000
Subject: [PATCH 16/18] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 160 -> 177 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 556 -> 405 bytes
 q13_plot_residuals/build.py                   |   8 +++++++-
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 166 -> 183 bytes
 .../tests/__pycache__/test.cpython-36.pyc     | Bin 1475 -> 1492 bytes
 5 files changed, 7 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..0076d0972287325e2b48b0fa63daf0eefd59ba23 100644
GIT binary patch
delta 52
zcmZ3$xRH^=n3tDp9{0ZJi5%t%arzngxvBaEMfoY2>6I1+#`@v;McKs#iOH$@$@wX%
H6a9h!rF#)P

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..2b48b4be576e9e7c0f4edc35d7c5546302e619e3 100644
GIT binary patch
delta 277
zcmYjMJxT;I6n-y>vrBLbOR=+?#u2u$5Swkq#zL4aWSj(dG-E>YL<SZt<^&=hLhvY_
zASdt)f?zT>7T?d~eY~F!@y6wHv5*H}KkH9;k*jA802!-<aF~eT4!5wykzw{s;fRyt
zBOoZagpyrE@zC_T6p=ea^(?dvk@j(iIx@NzVPl_49*g0cbf7w^^ICb9#=nCvl6<eL
zjqP={@4Qvr?Qn9utgfuT53Xr-)mo)rJ)Wx^4VeIUQKFwGSBiSCZ^#)-rn@<ELw0rX
dr#}BO#ilj?XqFmre%f30X!My#Rmk^9_6vJRM3?{o

literal 556
zcmY*VJx@Y06m8#kh=?r4(e*997~*D(i6JHq4C?e2Qs@;*`gqv(p%|QSHU0-T|58^c
z{(_UY@Di~%_uP~F)zfyG&BjOfGe4t*e3PByA-_b|hX|Z-D#?WA9{0HaMslCiJCX)#
ztdZW(cL7g;?)VkDzDHP+B|RdqzQI`@bN`)Eg51Nrzw$QR=fP^54R~0ykViF(mR`-`
z6``mDZ%umZ7Vcgr2r0GkgBWS?0x!*5(1KS?9?xWH^6*+Q4tdm7s#H4llzWkK^3ufm
zGihvula&G+>mf4+lnsqA5^VG=*#M-C7TXwWHV5prfgYDnX@G^k0c~=OGX>lRQ&vFU
z0(Vni)hhHCQBLR2O*SqI$VLhl%#=k|RMLn!Q-T@5Zp>>f$|<fYConYG<7ubwUhuam
z8&pE_li9-V|1X5NUmqY4n$SJ8Ms2E%IaJy%m~kUg3~<~r8*QU<vzxY!${ld~Y;s<d
OypnL?K1{o>Yk0qrE0LD~

diff --git a/q13_plot_residuals/build.py b/q13_plot_residuals/build.py
index 9cdb3e3..5f61093 100644
--- a/q13_plot_residuals/build.py
+++ b/q13_plot_residuals/build.py
@@ -1,5 +1,11 @@
+# %load q13_plot_residuals/build.py
 
 
 import matplotlib.pyplot as plt
-
 # Write your code below
+def plot_residuals(y_test,y_pred,name):
+    plt.scatter(y_test,y_pred)
+    plt.title('name')
+    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..1244b880688bc3d009d068a170c0953e36d6236f 100644
GIT binary patch
delta 52
zcmZ3+xSf&1n3tDp9{0ZJi5%t%Df$`txvBaEMfoY2>6I1+#`@v;McKs#iOH$@$@wX%
H6a69psJ9VR

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..19ce1a5e58b320be8cae834023364da5ca7b7423 100644
GIT binary patch
delta 66
zcmX@ieTAFDn3tDp9{0ZJjT}>$6ch9_@^e%53yShnGSe$942<=|^NX^J3lfu4^^@~c
WQuQZqWR~B2nn{d_F>3N7mWKe>hZe~I

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


From 7dd0e5f7e5a9cbe37eee104ec6f6595add9b4432 Mon Sep 17 00:00:00 2001
From: prodigy803 <pushkaraj803@gmail.com>
Date: Wed, 28 Nov 2018 01:13:14 +0000
Subject: [PATCH 17/18] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 158 -> 175 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 2166 -> 2118 bytes
 q14_benchmarking/build.py                     |  14 ++++++++++++++
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 164 -> 181 bytes
 .../tests/__pycache__/test.cpython-36.pyc     | Bin 2092 -> 2109 bytes
 5 files changed, 14 insertions(+)

diff --git a/q14_benchmarking/__pycache__/__init__.cpython-36.pyc b/q14_benchmarking/__pycache__/__init__.cpython-36.pyc
index 453edefacf2fed8cd72ca5b14c268f798bc1dbac..39adcdfa27ba5a16741a4af96e6651eeb61d3cc9 100644
GIT binary patch
delta 52
zcmbQoxSo;2n3tDp9{0ZJi5%t%G5Q(#xvBaEMfoY2>6I1+#`@v;McKs#iOH$@$@wX%
H6a4}Jq-PN{

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..d3415ac66c8235fb3cfd4f5f0bd4dceb7cd5379f 100644
GIT binary patch
delta 565
zcmaKnJxjwt7{~7}*SDmJsfg003iYjvDb~SF!BKIrgII-7lC-v_Bwn%zcXTN3N<M|I
zPJRKufLnEQ688>*;3a7=I(Tr;-S6S|{JEQ`PinOx%Od;uI(^Im@CH%~^ZPE}-s^4k
zC76ekVTRLQ*tzG$2NY0b!jZtR5BVKZM1>JP6Ih02SuX7LkqJz2jVSJ*GB^Hk;^$d`
ziN5eFLt;fHhrOSf=D#5dn_;St`x%;}B9*Dy#Usc{wA2JObojo>pIpn50zZhz%UG}-
zgGj+M+8Uyc-;xH7Y1#Tg+w+{3<PyvDbUOymZ~F--DNW~Na%je4h)T*0d766EGrLxj
zN@9r35c*bY8XI|0PW*sKP30y$Rt#t0+LmwWQOq463;a)?C)&9)ur!xAX0Lm-U2kZ|
z4!Q8$wqa=o|DP6I;>Dnh*Ow|>_Y__LETTDBhkT=1NXooZTN&>JH<^ux0FQ)VEnmr^
M&|VJq^Q#bl1A9)NJ^%m!

delta 599
zcmZvXzfa>Z6vyp2Zquee(hBJSA$}FOcA*l-&Pgl`=or`{q$nbfwkRdR@#zl97DAaB
zxJ)oG+;;O#_Yd$#gpr9IF&q-YX&8#YmY<(L?|r|vZ>&eF^`%-ZU+?_3kIM+%p|L?#
z{#C8$;i7dr2}>{!3$O^SShts91(pv##~7oF=f~5c>e|dYf2qKcKmrR*5D$CWIo%^t
zmsA!we#eW_kR`4uu6ZOTvaGW56q1=f+wliprmV>7Td%FrB{f->7AJ?gD2S>k39F~a
zST;ms7j^V+y{pS?{M+c@l)8S{ckkEKV>^_oZzE=Ap_JTc>l3E$Mp57l0}p(=a^i#x
zyre-UPE9uOdhoX3jF@dk+~v{hp>hB&|IWbi2NAdHV|LCF{IIRu(#d&7nz=d$2Yl33
zAG<7<ZNKXB!k8`xxh}2k2gA?@4$jE*4`QFx*ZyyH`@s;pJq9N(4~E_3jLs#R-d>tf
z)u^cgB9m%XGy@wn%bJ)?DcWhL8_5D){rgjoNh8H>N<%g{;wg>#ZV1U!akhXnk9IO=
KtWaW1*YFF67p$xR

diff --git a/q14_benchmarking/build.py b/q14_benchmarking/build.py
index 4a4557b..41ab589 100644
--- a/q14_benchmarking/build.py
+++ b/q14_benchmarking/build.py
@@ -1,3 +1,4 @@
+# %load q14_benchmarking/build.py
 from greyatomlib.multivariate_regression_project.q01_load_data.build import load_data
 from greyatomlib.multivariate_regression_project.q02_data_split.build import split_dataset
 
@@ -26,5 +27,18 @@
 
 
 # Write your code below
+def create_stats(x_train, x_test, y_train, y_test):
+    ft = feature_selection(x_train,y_train,50)
+    
+    model_Lasso,preds_lasso,stats_lasso = lasso(x_train, x_test, y_train, y_test)
+    model_Lasso_ft,pred_lasso_ft,stats_lasso_ft = lasso(x_train.loc[:,ft],x_test.loc[:,ft],y_train,y_test)
+    model_Ridge,preds_ridge,stats_ridge = ridge(x_train, x_test, y_train, y_test)
+    model_Ridge_ft,preds_ridge_ft,stats_ridge_ft = ridge(x_train.loc[:,ft],x_test.loc[:,ft],y_train,y_test)
+    
+    complete_stats = pd.concat([stats_lasso,stats_lasso_ft,stats_ridge,stats_ridge_ft]) 
+    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..6631074536bb24f0b60531f3e01270d90827f471 100644
GIT binary patch
delta 52
zcmZ3&xRsH^n3tDp9{0ZJi5%t%N%|T2xvBaEMfoY2>6I1+#`@v;McKs#iOH$@$@wX%
H6aB&fr=t-}

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..5f173f3575fecb19db7cb60daae92e6408b51cce 100644
GIT binary patch
delta 111
zcmZ1@uvdV?n3tDp9{0ZJjU3mQ6yo$V@^e%53yShnGSe$942<=|^NX^J3lfu4^^@~c
zQa8V4s%0^bV$CbfEvUT3lvfbNR*;yNl309;sURgvFgLNJASb^hCo@T}pc2FaN<-+$
HbJ_a=f)*&!

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 2f1b25b6bd34b3f696974b223f3511d1734c978e Mon Sep 17 00:00:00 2001
From: prodigy803 <pushkaraj803@gmail.com>
Date: Sat, 1 Dec 2018 09:41:22 +0000
Subject: [PATCH 18/18] Done

---
 .../__pycache__/build.cpython-36.pyc          | Bin 1425 -> 1439 bytes
 q09_advanced_model_q02_ridge/build.py         |   3 ++-
 2 files changed, 2 insertions(+), 1 deletion(-)

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 b579c2866aefe75f75471c175f351be10798d1c2..04b14b6abc0602c8af455f4232694433e230db94 100644
GIT binary patch
delta 289
zcmbQpJ)fJ?n3tE!Je(;;VIyY>BVQ8(149Wz4ND4R3R5rB<Vr^4SmqR#6xI~Bbe0tM
zUdCGP8nznlEVdLb8-^N=6i#6VFpnF^;{>yKfGjRBix<dZtzoa>PGb&c(B$(A(PX;C
znwV3Nk$8(UFTW@^F(<Psb@E?ECsiJxrJ77dj6kZ0ABoM2#O9lv!c-sv5-H*X61P~3
zOA<?pS27gIOn$*sBf`T7f+9f3#mEQ5T#Q9>n=6>(7}*3ts@*2Xvgl3bVl~hd0hu5Q
VBE&$1IEat~5i+QR?BrxtJpj(ZIKTh^

delta 275
zcmY+7u?oU45I}QjQ*F{n!773}I5>0>!PUvZQ4mK#C<GO8(AdogPHqm84{&xA|Hcn-
z_R>i??%liNxVwv+2nSMf&wS?bGgJ_r2_ZQ#zJe>*BMhcgdCFI8<*VQdCt(63Hh~I<
z#FSOJN{WtS7ZxVacwrG5GbJOI-i)MjlERy1+ub^|f{wZZ-=tIn7G3%A=*OkibeFh^
zmWVey<XL`r5Z$yNY7!0+MuNeig2_R*Ul(ryLF~52w&V9~gZ0y@yO2249O@2jhvq+8
HcF%fW740(+

diff --git a/q09_advanced_model_q02_ridge/build.py b/q09_advanced_model_q02_ridge/build.py
index 131f88b..726637c 100644
--- a/q09_advanced_model_q02_ridge/build.py
+++ b/q09_advanced_model_q02_ridge/build.py
@@ -21,7 +21,7 @@
 
 # Write your code below
 def ridge(x_train, x_test, y_train, y_test,alpha=0.1):
-    model = Ridge(alpha=alpha)
+    model = Ridge(alpha=alpha,normalize=True)
     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)
@@ -37,3 +37,4 @@ def ridge(x_train, x_test, y_train, y_test,alpha=0.1):
 
 
 
+