From ecf8797913153f72debe870c1a3ad47182de4e5e Mon Sep 17 00:00:00 2001
From: sagarpatil232 <sagarpatil232@gmail.com>
Date: Tue, 30 Oct 2018 14:37:55 +0000
Subject: [PATCH 1/5] Done

---
 __pycache__/__init__.cpython-36.pyc           | Bin 164 -> 156 bytes
 .../__pycache__/__init__.cpython-36.pyc       | Bin 178 -> 170 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 650 -> 587 bytes
 q01_load_data/build.py                        |  13 +++++++++++--
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 184 -> 176 bytes
 .../test_q01_load_data.cpython-36.pyc         | Bin 3979 -> 3971 bytes
 6 files changed, 11 insertions(+), 2 deletions(-)

diff --git a/__pycache__/__init__.cpython-36.pyc b/__pycache__/__init__.cpython-36.pyc
index ebbd53a2d5f8e74c1825d49e211ea6c89bbb6b24..18613dfa508700b6e739a53ba409c437df432986 100644
GIT binary patch
delta 55
zcmZ3&IERtLn3tDpWzLQ0i5%w2p86U2xvBcaiRp<&1&Jk@IY!1t`r-LS*~JBk$*KCu
K`6;Orv#bE_HWJAI

delta 63
zcmbQkxP+0zn3tD})qh^pL=JQ9K>dvT+*JL<q>M~`m;B_?+|<01V*T`@)XKz?{9OIS
SoE(LMqWrAX<dWivNmc-7kriwJ

diff --git a/q01_load_data/__pycache__/__init__.cpython-36.pyc b/q01_load_data/__pycache__/__init__.cpython-36.pyc
index 745b53348946deede87a913551b2a987b3c0f568..13ef7e7102cf1c6f66b0f3de73aeb3aaa77c0742 100644
GIT binary patch
delta 55
zcmdnQxQda(n3tDpWzLQ0i5%w2;rbc*xvBcaiRp<&1&Jk@IY!1t`r-LS*~JBk$*KCu
K`6;OrvpfLyKobD~

delta 63
zcmZ3*xQUU&n3tD})qh^pL=JQ9c>Rq0+*JL<q>M~`m;B_?+|<01V*T`@)XKz?{9OIS
SoE(LMqWrAX<dWivNge=j>lLH`

diff --git a/q01_load_data/__pycache__/build.cpython-36.pyc b/q01_load_data/__pycache__/build.cpython-36.pyc
index 108e4a3757fe954026411d74f9a8c0f07f6551f0..563300340c5cf24f2f91f58e471d883841ee588f 100644
GIT binary patch
delta 383
zcmYjNJxjzu5Z&3`<o3dy7AmNf92TaE+<}#fm4(G2o}fhGSTcKG=1kZ`t4(!QqQ#LP
z;~&t<KOkxS7glb%8<;oqhBxzIUY&1#(QCK8kND^A6A1YwE5U4kW;5$pK!OmH5NxF}
zowJYu!3H|$zCg$k2E-T3{_gT^|MuL<b20-%7Emz5W)xuzNEfu=h9T^b!pWK8#xY<h
zvUh&Z3%6(#qG%dsT+=YZG)Im-$@^h*AY*l@r;#exVeiQ26-}`cT1gy6*>lBFC#j~^
z)AuT#%6y_-OTyNbe8glv%yOBlas<J_h8_Q12a{y3f=rI3w&H2r?RA5jL_cJyj8qUM
zsLC%mITTi$c@_wGum%FQL2p^+Q(gZ>^SXB`H?=M@)1vIsPEZSUZL<QKmR90;p5Rlg
MPV3#Q-WAZ||32qdOaK4?

delta 446
zcmYjNu}TCn5X~gny}eT#QBkWyM7YKk1Z`9-tSm&Zk>%iso9OMa>n=%7P_mWU2o}fn
z{*0x6u$5rtFWBhB>IU-i-b^y{k`Mk8ob4_wbolvO@(zT2k(pq~k8znT1W6?1BmvxM
zP79VWAd)3qMlzJGCrAPb7o^vooUU&^Y)D~6JS@jX4Jw_b$_$EeZnHa~Ghx+sYVIa-
zb8v}$Eg69$k5DtmMije~XOHZeUeh&F^O-FF&jgk^?g9snO8UzCybkMD9o22eT<BUZ
za_#E?odjo-&+h*BFNThAP>(mXl1-$QkOMT(@GLJ=O?|1;@JiUB4pHb9!gLSfoh2kc
zeSAitVsSOh;*&BR7wXoU_(rRHVap;GdETvbIZ~-L(^oj$nZrw_gFv7IE3gQwpjS}!
xsP_M<x#wXMR^nC)qubLT*w~x*6@N<mnKQ7AvWX6gQjT+V<h>g2F@kx<gFlw#YC8Y`

diff --git a/q01_load_data/build.py b/q01_load_data/build.py
index e4cd8e3..243e17d 100644
--- a/q01_load_data/build.py
+++ b/q01_load_data/build.py
@@ -1,10 +1,19 @@
+# %load q01_load_data/build.py
 # Default imports
 import pandas as pd
 from sklearn.model_selection import train_test_split
 
 
-path = 'data/house_prices_multivariate.csv'
+# Write your solution here
+def load_data(path, test_size=0.33, Random_state=9):
+    df = pd.read_csv(path)
+    X = df.drop(['SalePrice'],1)
+    y = df['SalePrice']
+    X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=test_size, random_state=Random_state)
+    return df, X_train, X_test, y_train, y_test
+
+
+
 
 
-# Write your solution here
 
diff --git a/q01_load_data/tests/__pycache__/__init__.cpython-36.pyc b/q01_load_data/tests/__pycache__/__init__.cpython-36.pyc
index 133357e0803cc77a9fa179800aad36162ab7db97..ffdcb8b348b439b539e9554ff402bfa727c4a0cd 100644
GIT binary patch
delta 55
zcmdnNxPg(wn3tDpN6wAti5%w2vHBVLxvBcaiRp<&1&Jk@IY!1t`r-LS*~JBk$*KCu
K`6;Orv-|-3WD_U=

delta 63
zcmdnMxPy_yn3tD})qh^pL=JQ9RQ-(n+*JL<q>M~`m;B_?+|<01V*T`@)XKz?{9OIS
SoE(LMqWrAX<dWivNqzuy?G?NL

diff --git a/q01_load_data/tests/__pycache__/test_q01_load_data.cpython-36.pyc b/q01_load_data/tests/__pycache__/test_q01_load_data.cpython-36.pyc
index 689755b50e9d543263dd64c6c6fa30cc162289d0..bb48e18b1f4eb3ade920d7e41009b433556eb5b4 100644
GIT binary patch
delta 57
zcmeB{Z<gmU=H=zuk#i$@Bga`r<#hdw{M=Oi;>7gCqJqSd%p4<QBmMCFqU_>=#N<@{
M<ouM>O-$Xq04-h<&Hw-a

delta 66
zcmZpc@0RB<=H=!3=|3-OBga`r?R@=={M=Oi#H5T&eV6>?(%jU%l4AYzqSVU7lKfo#
V#GD+3f};Ga)Z~)l%|95sc>(;F7*+rP


From 22902341cea865e178284bfe28f4b5ca02c09b14 Mon Sep 17 00:00:00 2001
From: sagarpatil232 <sagarpatil232@gmail.com>
Date: Tue, 30 Oct 2018 16:06:38 +0000
Subject: [PATCH 2/5] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 190 -> 182 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 636 -> 660 bytes
 q02_Max_important_feature/build.py            |  12 ++++++++++++
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 196 -> 188 bytes
 ...st_q02max_important_feature.cpython-36.pyc | Bin 1735 -> 1727 bytes
 5 files changed, 12 insertions(+)

diff --git a/q02_Max_important_feature/__pycache__/__init__.cpython-36.pyc b/q02_Max_important_feature/__pycache__/__init__.cpython-36.pyc
index 93c9119e93bd10425c9a680002a7f8007ca6fad4..035d082b4c236441e953d0042bd9078b2b40adf1 100644
GIT binary patch
delta 55
zcmdnTxQ&s+n3tDpWzLQ0i5%w2$@&@jxvBcaiRp<&1&Jk@IY!1t`r-LS*~JBk$*KCu
K`6;OrvqAv<Boi?J

delta 63
zcmdnSxQ~&;n3tD})qh^pL=JQ9Z2gS<+*JL<q>M~`m;B_?+|<01V*T`@)XKz?{9OIS
SoE(LMqWrAX<dWivNg)7u?-kSl

diff --git a/q02_Max_important_feature/__pycache__/build.cpython-36.pyc b/q02_Max_important_feature/__pycache__/build.cpython-36.pyc
index 2b7cfd439c8bcd90f292188cc9dda691033659ba..88cc0d79fc4b973e086f56fe2b6ca2ebc3e83c0d 100644
GIT binary patch
delta 212
zcmeyvGKH1Pn3tEUq47qv7}G?qnT~7>3=FJ5><q-kMnIy5A&a4zp_aLZxrR}aA&W7E
zF@>p@v6iKTsfHzmxrQl)S)8Gj2`Izd%vj4>!#eSn9v@3iW^u_a*37(=)Cx_u$r6kT
zPAO@IQLM@NMMcF?+|EEMH7BtoGe2)7LlG~~l3xk>8Tq-X`o)RqiA4oKnH(cyBmMCF
xqU_>=#N<@{<ouM>$$5;S0$d<xaR3PhMh->+MzP7~85i&}g9KTC1P`+i3jo_GG@t+g

delta 193
zcmbQj`iF(fn3tD})qh^p4#tUGGtF5T7#Kj<8HkHDfJ6;L7DF>b4WlGOEprWX7Gnxy
z3R5p*3Udup3bQyvE0ZKc7E>1U#3y<JteJT!sTH@_$`W%*Q;RiOCMz&1m?!5Ktz;<T
z1se1#Lq8)wH&s6|DI-(gB|o_|H#M)MSU<fewKB0JKUY67Cr6>6C_gJT87MlLi%Dwo
dTt+J%PLMl54q{;Bnf#n_0WT9wfQMO#1pwtbFYEvS

diff --git a/q02_Max_important_feature/build.py b/q02_Max_important_feature/build.py
index 51fbde6..d58ce68 100644
--- a/q02_Max_important_feature/build.py
+++ b/q02_Max_important_feature/build.py
@@ -1,3 +1,4 @@
+# %load q02_Max_important_feature/build.py
 # Default imports
 from greyatomlib.advanced_linear_regression.q01_load_data.build import load_data
 
@@ -6,3 +7,14 @@
 
 
 # Write your code here
+def Max_important_feature(data_set,target_variable='SalePrice',n=4):
+    df1 = data_set.corr()
+    corrs = df1[target_variable].sort_values(ascending=False)
+    Correlation = list(corrs[1:(n+1)].index)
+    return Correlation
+
+
+
+
+
+
diff --git a/q02_Max_important_feature/tests/__pycache__/__init__.cpython-36.pyc b/q02_Max_important_feature/tests/__pycache__/__init__.cpython-36.pyc
index cec58d46190aacd7d84dfc496a3158043f55733c..25fb3c23d644165d1d32f55602088295314f8f0d 100644
GIT binary patch
delta 55
zcmX@YxQCI$n3tDpWzLQ0i5%w2nfe*|xvBcaiRp<&1&Jk@IY!1t`r-LS*~JBk$*KCu
K`6;Orv!Vb1r4va2

delta 63
zcmdnPc!ZI|n3tD})qh^pL=JQ9Lj8>V+*JL<q>M~`m;B_?+|<01V*T`@)XKz?{9OIS
SoE(LMqWrAX<dWivNl^fN@fGX<

diff --git a/q02_Max_important_feature/tests/__pycache__/test_q02max_important_feature.cpython-36.pyc b/q02_Max_important_feature/tests/__pycache__/test_q02max_important_feature.cpython-36.pyc
index cb6849b54439a4d751068cfac5c5797820818bc7..ab730f5abf2b2a2f76a7b75ed9c646c37ca4f4da 100644
GIT binary patch
delta 58
zcmX@kyPucCn3tDpWzLQ0jU0y<mFx5~@^e%5ixblmiwY7;GINZKjr7Cwi?WLg5|dN)
Olk-zjH-BZk!~y_Tr4>>D

delta 66
zcmdnbdz_cUn3tF9r~kaDjU0y<wcGSF@^e%56O%GB^<DClOLJ56N{aQ<i&85SOY(E|
W6LWGD3X1ZxQj<%HH@{`P!~y^mmKf;(


From 012b3a24063ca670f613e5d866f4da42c01523f7 Mon Sep 17 00:00:00 2001
From: sagarpatil232 <sagarpatil232@gmail.com>
Date: Tue, 30 Oct 2018 16:53:37 +0000
Subject: [PATCH 3/5] Done

---
 q01_load_data/__pycache__/build.cpython-36.pyc | Bin 587 -> 591 bytes
 q01_load_data/build.py                         |  11 ++++++++---
 2 files changed, 8 insertions(+), 3 deletions(-)

diff --git a/q01_load_data/__pycache__/build.cpython-36.pyc b/q01_load_data/__pycache__/build.cpython-36.pyc
index 563300340c5cf24f2f91f58e471d883841ee588f..bafb0a17b2139d2c948bde9681a5d38c8d09a765 100644
GIT binary patch
delta 216
zcmX@ja-N0Dn3tEUt>;GccBYA3bsByQ3=Aa<S&TId&5X6oHOyH|DGVtLtss)6l_`x$
zlA)HRhB<|4;tK6}R=<~wK;==K!HGGk0Y#a~shUi;I7?ECOX7<&t5R?A6eZ@R<mbj0
zmn4>?zWfgank=`N3Q}%y6s0Dn#3vV*-D1hi$xkj~0-B=9b&I7Su_U924ag~C2NILb
v81)%NCZ{pxakFtTiZOC9N-!3QO}@`4#mG7N7o(D>7)YfEDj_=AkVy&vFfTh_

delta 232
zcmX@la+-z9n3tDpd(MsMBa9Qd>J;1<7#K<zvKVU^ni*@EYnZc`QW(=2Q<$2WYFTQS
zQy3?1&=z9xi{cDU%t;L>%1lmu$q3Xj@vXF(Cd)0Rf|OevMX8A?@yW$yw^&k&@(YTX
zfYO>=w^#}iOEQYsfSf3vpv1hC{M`8BlEjkK$ySW|jKY(%81vK^xfuBvIT$4vi$p<s
zn2MNzR1ph^&3cQi0H`UkxQJu&KSm{ekb)v%R6+#Ey~SaZo1apelWGUjTMW|6!N|h`
E0Cg5O@c;k-

diff --git a/q01_load_data/build.py b/q01_load_data/build.py
index 243e17d..bb1441a 100644
--- a/q01_load_data/build.py
+++ b/q01_load_data/build.py
@@ -5,11 +5,16 @@
 
 
 # Write your solution here
-def load_data(path, test_size=0.33, Random_state=9):
+def load_data(path, test_size=0.33, random_state=9):
+#     df = pd.read_csv(path)
+#     X = df.drop(['SalePrice'],1)
+#     y = df['SalePrice']
+#     X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=test_size, random_state=Random_state)
+#     return df, X_train, X_test, y_train, y_test
     df = pd.read_csv(path)
-    X = df.drop(['SalePrice'],1)
+    X = df.iloc[:, :-1]
     y = df['SalePrice']
-    X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=test_size, random_state=Random_state)
+    X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=test_size, random_state=random_state)
     return df, X_train, X_test, y_train, y_test
 
 

From d17049ceebb0d92f70096ad823ac38ed4112b31b Mon Sep 17 00:00:00 2001
From: sagarpatil232 <sagarpatil232@gmail.com>
Date: Sat, 17 Nov 2018 03:53:46 +0000
Subject: [PATCH 4/5] Done

---
 q04_ridge/__pycache__/__init__.cpython-36.pyc | Bin 174 -> 166 bytes
 q04_ridge/__pycache__/build.cpython-36.pyc    | Bin 975 -> 1025 bytes
 q04_ridge/build.py                            |  22 +++++++++++++++++-
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 180 -> 172 bytes
 .../__pycache__/test_q04_ridge.cpython-36.pyc | Bin 2080 -> 2098 bytes
 q05_lasso/__pycache__/__init__.cpython-36.pyc | Bin 174 -> 166 bytes
 q05_lasso/__pycache__/build.cpython-36.pyc    | Bin 975 -> 905 bytes
 q05_lasso/build.py                            |  19 ++++++++++++++-
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 180 -> 172 bytes
 .../__pycache__/test_q05_lasso.cpython-36.pyc | Bin 2080 -> 2072 bytes
 10 files changed, 39 insertions(+), 2 deletions(-)

diff --git a/q04_ridge/__pycache__/__init__.cpython-36.pyc b/q04_ridge/__pycache__/__init__.cpython-36.pyc
index 43421366bedf944488ce2a27f63ac34969d0db1a..0b8f63398f5c08361dfd28c00903fbc4e2f4b8de 100644
GIT binary patch
delta 55
zcmZ3-xQvm*n3tDpWzLQ0i5%w2!TK5bxvBcaiRp<&1&Jk@IY!1t`r-LS*~JBk$*KCu
K`6;Orvs?i4^b+v^

delta 63
zcmZ3+xQ>y-n3tD})qh^pL=JQ9X#I@*+*JL<q>M~`m;B_?+|<01V*T`@)XKz?{9OIS
SoE(LMqWrAX<dWivNiG0xKNXY!

diff --git a/q04_ridge/__pycache__/build.cpython-36.pyc b/q04_ridge/__pycache__/build.cpython-36.pyc
index ea08c01d1f9c64aa5e83fb47966104a8807f99e0..746431f49d1ef3f165c08117581f851f654640b3 100644
GIT binary patch
delta 653
zcmYjN&59F25T5S&$z(E<zs-8|U|c1zY%qK9BCaB=H(5|{X@$_F+c?SmS=|AnBa53o
zcnx#%5xn>cf<Ay(nS&r6#8>cS_r#U$qN?lry1J|S`&xVJ_V<IpyZipzlh3AM{4_2s
zTjh6@i<j&E%|m7|JM!WNX&^)8PUOb{36R0-thPc=ZPFwy(k30!<@RiA)?@ApsY;)D
ztZ|0OHp35%L9l)|x;{W<5YssyXJN*pFyV^m9;MMTN#l@4hn&g<aIyY$b?0|o_5by{
z_woLZS7!$kq>x^Yay{KW<>I(7(Uk*xh2G#C%`AykW=dyPldi1ic%`xR51YAJVLP{T
zD@V^vHIwz=5!8xPw1Wp;@daHwagN853t8eMD=qN?Bq(K!(pgsYzyUoJ@gZbWK8{ny
zqZ_2L9B05;RYCl705nWU9b&;Z2i_*t^algF>X|=B!{=$thk{NiWK@RHsIxyBK2BjS
zGCJYIiF&^{#e2J@T{YB~L{kL=HIa`!<l#1IW9TVnfWXz;rQ$p82PMu}X(x*~TSBX7
zndF4D#XRB^lD%`~L90l%|I@%TNGDu~Fqwi@nYfHfIu=}luOR5o5a`fRp>%*IERB^+
loU>|%>Q@)SmM(K|DVY|RBYs;eDfAzF<SO$wW_Gb}{RKQMr)U5G

delta 602
zcmYjNJ&)8d5RIKUn`D#R-U=uX#fb%^G#hbOT!R3?2|5a(I4sZ-V&C3In-6R+(n1g)
zdo4(-^azQHh95#hpAJzVegagCqtoeZ&GY#A&3I<sIX`-%ognbuKl(&JnuhVqIJF4)
zH^Jo7^=Nm@N#<pJMpg(J+-3F(Jtowr0S)N}9WakM%soPMli>$O)L(zzCVyNAUjMzc
z_50PCZ+CybJi3u0VDz%Vbo$$1@<nqCU3`L9=rvX(vun((DPrUUhI=n_l&j1duk^cF
zqs&qscvh#hPL$TMvR_-BlGJ8R4s<E@y@!G{U(n?XG`K%wQ$DE#XR}mAsO_cYe32J2
z@|*AI${SoU>h2{fxg(OCx45WUOFkD$z+{Zp-k&HgRckN1GqOcb(?sZ`G&s&WQ6iZY
zz~+))rTz)4BRg{Yt0B%p;J^L&u*`X!JUg7ldu6)F&+|gbcq;fZQDq({^Z8aK%8aK<
zHgEBGEQSy^0F&A=P>6iwp#d7;4pH|WA)$vG4VxB^LJ@%9l46lpOA$7nNe^0EBn2yT
zXpM759R~eQBv+yjQlZleU&E#b{ZUu#DL4mQ>s-rAwwUwl7;Z8I@R0-C*V`Q0{{cT=
Bl+yqJ

diff --git a/q04_ridge/build.py b/q04_ridge/build.py
index 9ee00b1..eafe85e 100644
--- a/q04_ridge/build.py
+++ b/q04_ridge/build.py
@@ -1,15 +1,35 @@
+# %load q04_ridge/build.py
 # Default imports
 from sklearn.linear_model import Ridge
 import pandas as pd
 import numpy as np
 from sklearn.metrics import mean_squared_error
 from greyatomlib.advanced_linear_regression.q01_load_data.build import load_data
-np.random.seed(9)
+from sklearn.pipeline import make_pipeline
+from sklearn.preprocessing import PolynomialFeatures
 
 # We have already loaded the data for you
 data_set, X_train, X_test, y_train, y_test = load_data('data/house_prices_multivariate.csv')
 
+np.random.seed(9)
+
 
 # Write your solution here
+def ridge(alpha=0.01):
+    ridge_model1 =Ridge(alpha=alpha, normalize = True, random_state=9)
+    ridge_model1.fit(X_train, y_train)
+    
+    y_pred_test = ridge_model1.predict(X_test)
+    y_pred_train = ridge_model1.predict(X_train)
+    
+    rmse_test = np.sqrt(mean_squared_error(y_test, y_pred_test))
+    rmse_train = np.sqrt(mean_squared_error(y_train, y_pred_train))
+    
+    return rmse_train, rmse_test, ridge_model1
+
+
+
+
+
 
 
diff --git a/q04_ridge/tests/__pycache__/__init__.cpython-36.pyc b/q04_ridge/tests/__pycache__/__init__.cpython-36.pyc
index 6d021b50abb2bfef8829992a349762bb460df3dd..845f42cef2f3aabfdeb590dd93d292c12a8bbb28 100644
GIT binary patch
delta 55
zcmdnOxQ3C#n3tDpWzLQ0i5%w2k@^|=xvBcaiRp<&1&Jk@IY!1t`r-LS*~JBk$*KCu
K`6;Orv%CQJW)lej

delta 63
zcmZ3(xP_6!n3tD})qh^pL=JQ9ME#8X+*JL<q>M~`m;B_?+|<01V*T`@)XKz?{9OIS
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diff --git a/q04_ridge/tests/__pycache__/test_q04_ridge.cpython-36.pyc b/q04_ridge/tests/__pycache__/test_q04_ridge.cpython-36.pyc
index 0549421cdf25fbea68fb6e1ccf50b8031ddf573c..cd3567e4211f3ac3202fa709825daae3b7ba0a48 100644
GIT binary patch
delta 392
zcmZ1=ut|W^n3tDpWzLQ0)Qy}Q8I|MpGxBp&^@|hJ6N?HGOEPnejE(fe^NX^J3lfu4
z^^@~cQa3+k%x08lVPIfj17c?&F4h1NB@8Ky&5SY3wT!h)wak-qnI|){0Ff~BEynoC
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delta 391
zcmdlaut0#*n3tF9r~kaD*o~YU8MV{(GxBp&^%IjaGWA{ZlS^|`^Gb^K(~D9o6HD@Q
z^%HY)6bg#+vr>~wiZ|b7%x08jW?*1o17c?&E>;5)B@8Ky&5SWjwT!h)lhc_ei!c{)
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diff --git a/q05_lasso/__pycache__/__init__.cpython-36.pyc b/q05_lasso/__pycache__/__init__.cpython-36.pyc
index 1005306dfd1495f17293e8f96d1fe442f494d410..9c2a6a33e70a394f8469254c37aea0b56ebb698d 100644
GIT binary patch
delta 55
zcmZ3-xQvm*n3tDpWzLQ0i5%w2!TK5bxvBcaiRp<&1&Jk@IY!1t`r-LS*~JBk$*KCu
K`6;Orvs?i4^b+v^

delta 63
zcmZ3+xQ>y-n3tD})qh^pL=JQ9X#I@*+*JL<q>M~`m;B_?+|<01V*T`@)XKz?{9OIS
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diff --git a/q05_lasso/__pycache__/build.cpython-36.pyc b/q05_lasso/__pycache__/build.cpython-36.pyc
index b4ea62976de99636c3ffd5707a1ef1fcd01bef0d..0a515f03a8faada70a2a73aabbf9b6f8dfd47a6f 100644
GIT binary patch
delta 466
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delta 537
zcmYjMF>ll`6po!Zx#W^?t$+a)sX_=T3sFJcP%A+N3ll7@g*chmZ7+(GVEZbr4PrPX
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diff --git a/q05_lasso/build.py b/q05_lasso/build.py
index fb30d50..8105b9e 100644
--- a/q05_lasso/build.py
+++ b/q05_lasso/build.py
@@ -1,14 +1,31 @@
+# %load q05_lasso/build.py
 # Default imports
 from sklearn.linear_model import Lasso
 import pandas as pd
 import numpy as np
 from sklearn.metrics import mean_squared_error
 from greyatomlib.advanced_linear_regression.q01_load_data.build import load_data
-np.random.seed(9)
 
 # We have already loaded the data for you
 data_set, X_train, X_test, y_train, y_test = load_data('data/house_prices_multivariate.csv')
 
+np.random.seed(9)
+
 
 # Write your solution here
+def lasso(alpha=0.01):
+    lasso_model1 =Lasso(alpha=alpha, normalize = True, random_state=9)
+    lasso_model1.fit(X_train, y_train)
+    
+    y_pred_test = lasso_model1.predict(X_test)
+    y_pred_train = lasso_model1.predict(X_train)
+    
+    rmse_test = np.sqrt(mean_squared_error(y_test, y_pred_test))
+    rmse_train = np.sqrt(mean_squared_error(y_train, y_pred_train))
+    
+    return rmse_train, rmse_test
+
+
+
+
 
diff --git a/q05_lasso/tests/__pycache__/__init__.cpython-36.pyc b/q05_lasso/tests/__pycache__/__init__.cpython-36.pyc
index 88694349bfe01743507f538dd58873ee81a6ec3c..b3ebbfef91ca445fef643aaa481acbdcb8242dff 100644
GIT binary patch
delta 55
zcmdnOxQ3C#n3tDpWzLQ0i5%w2k@^|=xvBcaiRp<&1&Jk@IY!1t`r-LS*~JBk$*KCu
K`6;Orv%CQJW)lej

delta 63
zcmZ3(xP_6!n3tD})qh^pL=JQ9ME#8X+*JL<q>M~`m;B_?+|<01V*T`@)XKz?{9OIS
SoE(LMqWrAX<dWivNnQYQK^3e3

diff --git a/q05_lasso/tests/__pycache__/test_q05_lasso.cpython-36.pyc b/q05_lasso/tests/__pycache__/test_q05_lasso.cpython-36.pyc
index 438235e09efc7f1a0a186767f404ef51087308dd..59aa78e6a83e4b03a6084cbc42517221c6add7ce 100644
GIT binary patch
delta 58
zcmZ1=FhhXDn3tDpWzLQ0jU1a8mE-j@@^e%5ixblmiwY7;GINZKjr7Cwi?WLg5|dN)
Olk-zjH$P>xW&;2{qZBp(

delta 66
zcmbOsut0#rn3tF9r~kaDjU1a8wbS)8@^e%56O%GB^<DClOLJ56N{aQ<i&85SOY(E|
W6LWGD3X1ZxQj<%HH{WHnW&;5C%@@r8


From 8beee037cda034fbfae7469edc16442dbc830e83 Mon Sep 17 00:00:00 2001
From: sagarpatil232 <sagarpatil232@gmail.com>
Date: Fri, 23 Nov 2018 07:14:58 +0000
Subject: [PATCH 5/5] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 185 -> 177 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 702 -> 738 bytes
 q06_cross_validation/build.py                 |  11 ++++++++++-
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 191 -> 183 bytes
 .../test_q06_cross_validation.cpython-36.pyc  | Bin 2091 -> 2083 bytes
 5 files changed, 10 insertions(+), 1 deletion(-)

diff --git a/q06_cross_validation/__pycache__/__init__.cpython-36.pyc b/q06_cross_validation/__pycache__/__init__.cpython-36.pyc
index fa7d8bff4b4367609876242346df0325d2410dff..d706c4fd067f05736c668c4ce6c5fd00ac049c5c 100644
GIT binary patch
delta 55
zcmdnVxRH^=n3tDpWzLQ0i5%w2arzngxvBcaiRp<&1&Jk@IY!1t`r-LS*~JBk$*KCu
K`6;Orv-|=2MH3wW

delta 63
zcmdnUxRa5?n3tD})qh^pL=JQ9H2sYH+*JL<q>M~`m;B_?+|<01V*T`@)XKz?{9OIS
SoE(LMqWrAX<dWivN&WzJm=(YP

diff --git a/q06_cross_validation/__pycache__/build.cpython-36.pyc b/q06_cross_validation/__pycache__/build.cpython-36.pyc
index 19e8bd85e09cebaee96edc5dcf0f08e21320e7b5..51d822e7ed9aede361d518e12eab53c04b95aacc 100644
GIT binary patch
delta 384
zcmYjNJx{|h5cS1zl7^Iu?rbcuL~0p<g#qyks8XcJicM)~lFBwnl~OTuW{Aql4u66_
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L!Z{J`L*)JfgTH3O

delta 343
zcmYk1u};G<5QcqmoTO>mp(7F!0}E56!U!zz0F1>#s!V)p8zpgNyF;Zib!Mo#FtIc6
z3OtC##KtQi25iK@N&m0^q&wYrAMB0gr-MQMe*4V7VV7SV(mJVA8E*jyGRd}Z$9Tqj
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diff --git a/q06_cross_validation/build.py b/q06_cross_validation/build.py
index e39b93b..c6c2a4b 100644
--- a/q06_cross_validation/build.py
+++ b/q06_cross_validation/build.py
@@ -1,13 +1,22 @@
+# %load q06_cross_validation/build.py
 # Default imports
 from sklearn.model_selection import cross_val_score
 import numpy as np
 from greyatomlib.advanced_linear_regression.q01_load_data.build import load_data
 
-np.random.seed(9)
 # We have already loaded the data for you
 data_set, X_train, X_test, y_train, y_test = load_data('data/house_prices_multivariate.csv')
+np.random.seed(9)
+
 
 # Write your solution here
+def cross_validation(model, X, y):
+    model.fit(X_train,y_train)
+    scores = cross_val_score(model, X, y, scoring='neg_mean_squared_error', cv=5)
+    mean_error_scores = scores.mean()
+    return mean_error_scores
+
+
 
 
 
diff --git a/q06_cross_validation/tests/__pycache__/__init__.cpython-36.pyc b/q06_cross_validation/tests/__pycache__/__init__.cpython-36.pyc
index ca3f5cd76d3a5d9abb66f9d0edaf0d9dac4ec0bc..2d0ed3945aab06db58ba70dd8ffac516c8c33961 100644
GIT binary patch
delta 55
zcmdnbxSf&1n3tDpWzLQ0i5%w2Df$`txvBcaiRp<&1&Jk@IY!1t`r-LS*~JBk$*KCu
K`6;OrvqAy=w-Yr0

delta 63
zcmdnaxSx^3n3tD})qh^pL=JQ99Q};^+*JL<q>M~`m;B_?+|<01V*T`@)XKz?{9OIS
SoE(LMqWrAX<dWivNudCFnibdp

diff --git a/q06_cross_validation/tests/__pycache__/test_q06_cross_validation.cpython-36.pyc b/q06_cross_validation/tests/__pycache__/test_q06_cross_validation.cpython-36.pyc
index e7acaafb51ef25b340dab8d17122199d81af9aa6..e7aa78ee0c02957720f374c34d785b9ae341d997 100644
GIT binary patch
delta 58
zcmZ22uvmb@n3tDpWzLQ0jT|ye%BA`l`MIh3#fj;OMFoi^nK?$rM*89TMcKs#iOH$@
O$@wX%oBf&YumS)p-4oaV

delta 66
zcmZ21uv&n_n3tF9r~kaDjT|ye+O_%_`MIh3iAfom`Y!p&rManjCB^#bMX8mECHcAf
Wi8(n61x5K;smUe9o86i2umS+$zZY)+