From f0b22d2a987cfe148522cab86af1e1dcbd4471aa Mon Sep 17 00:00:00 2001
From: sunilhariharan <sunilhariharan@gmail.com>
Date: Thu, 15 Nov 2018 07:34:48 +0000
Subject: [PATCH 1/7] Done

---
 __pycache__/__init__.cpython-36.pyc           | Bin 164 -> 157 bytes
 .../__pycache__/__init__.cpython-36.pyc       | Bin 178 -> 171 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 650 -> 671 bytes
 q01_load_data/build.py                        |  16 +++++++++++++---
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 184 -> 177 bytes
 .../test_q01_load_data.cpython-36.pyc         | Bin 3979 -> 3972 bytes
 6 files changed, 13 insertions(+), 3 deletions(-)

diff --git a/__pycache__/__init__.cpython-36.pyc b/__pycache__/__init__.cpython-36.pyc
index ebbd53a2d5f8e74c1825d49e211ea6c89bbb6b24..b4296887488e4af5ee70229994139b1ff88c47a0 100644
GIT binary patch
delta 56
zcmZ3&IG2&bn3tC;LGf+$L=JNmFa3=C+*JMI(!9)^jKrc$AWqEF56>^kE-pw+PSsD&
KPf4AaWd#8GniFRL

delta 63
zcmbQsxP+0zn3tD})qh^pL=JQ9K>dvT+*JL<q>M~`m;B_?+|<01V*T`@)XKz?{9OIS
SoE(LMqWrAX<dWiv$yNYo(iLt1

diff --git a/q01_load_data/__pycache__/__init__.cpython-36.pyc b/q01_load_data/__pycache__/__init__.cpython-36.pyc
index 745b53348946deede87a913551b2a987b3c0f568..b7cc3dae767947e1c37f12215a4708c0a14ad1a9 100644
GIT binary patch
delta 56
zcmdnQxSEl}n3tC;LGf+$L=JP62>p!w+*JMI(!9)^jKrc$AWqEF56>^kE-pw+PSsD&
KPf4Aa<pBT!-4mYx

delta 63
zcmZ3@xQUU&n3tD})qh^pL=JQ9c>Rq0+*JL<q>M~`m;B_?+|<01V*T`@)XKz?{9OIS
SoE(LMqWrAX<dWiv$sPc4EET2z

diff --git a/q01_load_data/__pycache__/build.cpython-36.pyc b/q01_load_data/__pycache__/build.cpython-36.pyc
index 108e4a3757fe954026411d74f9a8c0f07f6551f0..3d043891296eebfc2d426a1eeb7eac2f4a7dff2e 100644
GIT binary patch
delta 447
zcmYjNJxc>Y5Z&3`yWAyF#KN!6AV{i%2v#a$VPTO*M2Nz%-fqanyIk14fXJRU+K4Ga
zet^HmKXI*<g@3?C=fold^Y+c`n|;H+IB(9`-qKS2b^Gh8K?(UF3&D^dW11F%BoY$R
z13YO$Q`TcZWKBBKeS#jBa8BCZth+UP-FdvJ<WP{D48fvYGRdc`V3rLjj+5sKYtOV#
zH%Y-4y53*M$(iNWvDAWer~H~1Zc!_|!ne%2wq`x+_Z_tJyZ0?AauE!&iBaKL$B{B&
zI+;BzpPXvICEB#~<B?Q%VU#7MJ5WL@{rP{>)M6yFG&H%$Rq5x-<e`c0)#nd}uFv;j
z*Y)uc?ad?TwAYY+U!Yg20y7!K$w25BQ;dSkOy8QZh*S_|QqAAtu;ZcHG!Y2pumWqa
z3L8{!VBMy=`d7^>?v(Brw-81*<{jD!DuJ$?7GNFA(mO~qIZ4z}HEXI_51RZJATDce

delta 404
zcmYjNJxc>Y5Z&3``-({;8q`W8D5)+eSgBZ8Sp>mCIRfF#UQEJWF6?d!We*FJMz9Fi
z>yPnYTw`IC($+@jtTM1~-<zGsJoepsvD!zqT7_S|1s_1j7g;HW{2Y(kM-W6nOaj20
z#x!9810q<!g)3~~%pkA?T$84^xZGKMHx{Dtbc-%cMqtP@WX!M;MK76`$mX<9w@JoV
zy8ORmX=b>w3>YftEAQ~k&YaB6Jj0A_9OD|VZ{Z%Ry~MbrNefR$N_W-pF)FGu9E&vR
zDjn*`S^i>4H@|@c+s0Yx<TE&IZ6N*W_=7Zw{P1ot^e@uhG>OJq`S&t<2z8qHVI1#H
zWIBp^TIHW`+FC=Csvr=kKpoa$3uGNtlgjd!BrmyL*b@v8D(U5Ix_4YHU&<+2?p%RQ
Wl!beeq+%LJXB3qx1G-RU-1-Bssa!1p

diff --git a/q01_load_data/build.py b/q01_load_data/build.py
index e4cd8e3..17594bf 100644
--- a/q01_load_data/build.py
+++ b/q01_load_data/build.py
@@ -1,10 +1,20 @@
+# %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):
+    
+    path = 'data/house_prices_multivariate.csv'
+    df = pd.read_csv(path, index_col=False, header=0)
+    X=df.iloc[:,:-1]
+    y=df.iloc[:,-1]
+    X_train, X_test, y_train, y_test = train_test_split(X, y, random_state=random_state, test_size=test_size)
+    
+    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..5f8d6a1fbffb58db78bb01cb55469e1b0ad2a21b 100644
GIT binary patch
delta 56
zcmdnNxRH^=n3tC;S@CW3L=JP6IQ@+L+*JMI(!9)^jKrc$AWqEF56>^kE-pw+PSsD&
KPf4Aa<p%%;?i0EI

delta 63
zcmdnUxPy_yn3tD})qh^pL=JQ9RQ-(n+*JL<q>M~`m;B_?+|<01V*T`@)XKz?{9OIS
SoE(LMqWrAX<dWiv$$kKJE)~82

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..52cfa6c2133a2ecd2f24415d4a2029045bb270e1 100644
GIT binary patch
delta 58
zcmeB{Z;|IP=H=x|R(u=1k>f0*N``($er~FMacN#=PDWx;CJ-m)>4)bRWfvDDCa3Br
M=clA@V(R7v062scU;qFB

delta 66
zcmZpX@0RB<=H=!3=|3-OBga`r?R@=={M=Oi#H5T&eV6>?(%jU%l4AYzqSVU7lKfo#
V#GD+3f};Ga)Z~)l%|98tc>(<07+3%R


From d5e16d7df4e4c6385a32fb6fe8c0a92172d3c00f Mon Sep 17 00:00:00 2001
From: sunilhariharan <sunilhariharan@gmail.com>
Date: Thu, 15 Nov 2018 08:10:01 +0000
Subject: [PATCH 2/7] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 190 -> 183 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 636 -> 617 bytes
 q02_Max_important_feature/build.py            |   8 ++++++++
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 196 -> 189 bytes
 ...st_q02max_important_feature.cpython-36.pyc | Bin 1735 -> 1728 bytes
 5 files changed, 8 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..201197c5fe0b648e579791d84abe1cb0e617f063 100644
GIT binary patch
delta 56
zcmdnTxSf&1n3tC;LGf+$L=JP66#b0++*JMI(!9)^jKrc$AWqEF56>^kE-pw+PSsD&
KPf4Aa6#@VW<rB{U

delta 63
zcmdnaxQ~&;n3tD})qh^pL=JQ9Z2gS<+*JL<q>M~`m;B_?+|<01V*T`@)XKz?{9OIS
SoE(LMqWrAX<dWiv$squFFcsDS

diff --git a/q02_Max_important_feature/__pycache__/build.cpython-36.pyc b/q02_Max_important_feature/__pycache__/build.cpython-36.pyc
index 2b7cfd439c8bcd90f292188cc9dda691033659ba..6fad01b3cb4e15208c39a21bd1cf6165cde06fb2 100644
GIT binary patch
delta 249
zcmeyv@{)zin3tF9yyn|zR;GzubEBCV7#N&^xL5^9)G%Z*G&5u|)-X0RW--+;0cjwX
zWXNL9VrgcmWv*ckX3%8x(`3EHlAK>ubc-dWD8JwqM_x{1QF>}|$t~8*yp+_6TWlry
zIhn;Jlf@VnEx4V53R80uOEUBGRx%Xv0B!k|sGpIao2p-2nwOcAkyw-o#EE(O;rT_`
z#RZAUsrt$JDXEk57(@BFKn`O85)6zAOhtT?FENHNa!poeQq$)Hih&J7B6xvfw>WHa
T^HWN5Qtdz<1MB5s7GePa1d2fv

delta 302
zcmYjMy-LJD7~F4nPwsLT10u*-S&6B(uoJOS1RE{1N^|UGm;8`qWj8q#A{K|Gg{0Qr
zH?Z?Pwz0lf5DPbFV=)6W%nZzm{!s7G_r1Z@Tl4`h-s>Yp2%S2Z14k{&(Gs;VMGvGU
zIS3H=83bvuAUo&@Pf?C@a*aZIc^-ltaTCi*WL2^P*AA(rvC`U(jnegO!HY&3JIE>_
z@9f5(beW;xHJ=$-M?uXmbRzqx&iK5L7OIH2iFc%ZH~5{hRF#tPd77~^6*r}<YQqvO
z?|H3C#*1R_R;ygb&h5Tnw_CtbFzVm*w-8J~2i+&!z_{DS`z&zYdiWo0I?oP|OC_2@
Mo?xfe-3i&EzqvG03;+NC

diff --git a/q02_Max_important_feature/build.py b/q02_Max_important_feature/build.py
index 51fbde6..f7acd40 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 +7,10 @@
 
 
 # Write your code here
+def Max_important_feature(data_set,target_variable='SalePrice',n=4):
+    Correlation=data_set.corr().drop(target_variable).nlargest(n,target_variable)[target_variable].index.tolist()
+    
+    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..d046ea1f6cdc16d6d83a0c805ae0b20aab960b30 100644
GIT binary patch
delta 56
zcmX@YxR;T`n3tC;LGf+$L=JP6Ed7l9+*JMI(!9)^jKrc$AWqEF56>^kE-pw+PSsD&
KPf4Aa6$JndX%puF

delta 63
zcmdnXc!ZI|n3tD})qh^pL=JQ9Lj8>V+*JL<q>M~`m;B_?+|<01V*T`@)XKz?{9OIS
SoE(LMqWrAX<dWiv$x#4(G8OIs

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..2aa7548239229d69ea1e7fbe520d6297552680d6 100644
GIT binary patch
delta 59
zcmX@kdw`e2n3tC;LGf+$Mvg;_D)ssq`MIh3#ie<fIT?vXnLwPFryrhQlwDkqn4GGg
NoS%}q`77fk764@i74QH6

delta 66
zcmX@Wdz_cUn3tF9r~kaDjU0y<wcGSF@^e%56O%GB^<DClOLJ56N{aQ<i&85SOY(E|
W6LWGD3X1ZxQj<%HH@{=N!~y^m+!*Ts


From b065da8ae673e8c519f70ff30567260417b4efba Mon Sep 17 00:00:00 2001
From: sunilhariharan <sunilhariharan@gmail.com>
Date: Thu, 15 Nov 2018 09:59:31 +0000
Subject: [PATCH 3/7] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 179 -> 172 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 892 -> 962 bytes
 q03_polynomial/build.py                       |  14 ++++++++++++++
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 185 -> 178 bytes
 .../test_q03_polynomial.cpython-36.pyc        | Bin 1393 -> 1386 bytes
 5 files changed, 14 insertions(+)

diff --git a/q03_polynomial/__pycache__/__init__.cpython-36.pyc b/q03_polynomial/__pycache__/__init__.cpython-36.pyc
index aa42922819662c41fcd07685edf2a72bf7ac881e..decfa60b67425273eebfacddbbe71d5d64fd3bc6 100644
GIT binary patch
delta 56
zcmdnYxQ3C#n3tC;LGf+$L=JP6Nd1ib+*JMI(!9)^jKrc$AWqEF56>^kE-pw+PSsD&
KPf4Aa<p}@-a}%Qg

delta 63
zcmZ3(xS5f|n3tD})qh^pL=JQ91pSQs+*JL<q>M~`m;B_?+|<01V*T`@)XKz?{9OIS
SoE(LMqWrAX<dWiv$({gl*A=P&

diff --git a/q03_polynomial/__pycache__/build.cpython-36.pyc b/q03_polynomial/__pycache__/build.cpython-36.pyc
index 3be41d0c14271187dca6351ed83186fc0c5c4807..24867e3cd502b9f1ed6cffb748527333ceb21410 100644
GIT binary patch
delta 584
zcmYk2!EVz)5I|?wcI-G#nkE4hPL+y;eDa}3P=!>f>V*nX36MENOLn0)jvdWz)K*H>
zgL_4&$`^3tH~5Uba^k=bAP&riOTC)6Gpp5`@&4`n2=@>A{n#A+e*fA7_zCyEfbtg<
zdVRNl{H!k{*}Y|XUq$7hg>py6Eh~qzM?07C6w2Ll)IvU1V+N|L##3M*lQT#McbB&}
zK8c+0$O%sf21-U6E*WV&>2?az_+`+-H8&j-u0eXz|H4hwLd&ncwO4jcyyjCdy_Pdr
zd!!FeZTC!6>J=7q^~?1+PFbE5^}Je1HTzHqohCOnlER3YR>u1C2GRNwo28BFO5i7@
zjSY%gs!Q83O;u=v&V%$KfNpB*eJqR(-^~n)qPF4H|0MNouxu_A<_U^gHj9}y!YJ3F
z(s}T*k*fL*_yFK3{CSg|Hw%^NRb5o)0t*UJXKx$)te0Z0vN_$(HsAQ;%?W>!^{K0l
z2*CEd2_G_iL^-+>>=I5>jvZHogmkjm@UK@GyMtXq-l0+HuW+<2Xk1rp4Lx@!ad0hg
m;IQK`aiCG};~|wcdcJ7ns#1sUIrNZ_u<i0jejM#FpZx>-j){x_

delta 509
zcmYjOJ4-Av6iza)eaxs>2)7fwAX80YC*lJy+K3NqG;kT>CaxnhJIhJN%fc)c+KPz1
zmCgMNx4b`NT1)?dSa`ClU_w5=@4RwO@;`X@msX;v^YiqHzcNBz$hYMo-^8O2AC`7z
zyRs$Qx0FY+b4=p!;raI3N2d+iwn3{1hDa)zbfnvNe~>XVbnF;roSH~a`ghE@HNBxX
zZ0y$VrB}1sLGINa77X@z_uxu_$n&F0<h;ELd)d_%D8W0s0z_YJ3(#NO+IOyF%EN5X
z%PXnUvrOpNZ-SH5fXD_-Fq#r@u`h5e*j5|oJTn;Q4a+|YcnD%3%OcfA7{$AXWj;zz
zCIvplXey$i^_(kVDp0!dic+e4<u8E<Yrg$XF3LhB;_M<zewDqdPy?frKB$o}Ws%@W
zi$f?cRnO?hJ+`qNVv_D45IRR)x<Eq;v#9oC2KG%MK!|4^|FL_{TT&R2YGt5>R_^0~
mN*icT1P*D1O`f#!4Q9~RwAQfGDp%|Hx6>;_ybQN9?|uNo&V!Bs

diff --git a/q03_polynomial/build.py b/q03_polynomial/build.py
index 26d8971..44d5a8f 100644
--- a/q03_polynomial/build.py
+++ b/q03_polynomial/build.py
@@ -1,3 +1,4 @@
+# %load q03_polynomial/build.py
 # Default imports
 from greyatomlib.advanced_linear_regression.q01_load_data.build import load_data
 from sklearn.preprocessing import PolynomialFeatures
@@ -9,3 +10,16 @@
 
 
 # Write your solution here
+def polynomial(power=5,random_state=9):
+    cols=data_set.corr().drop('SalePrice').nlargest(4,'SalePrice')['SalePrice'].index.tolist()
+    
+    
+    Model = make_pipeline(PolynomialFeatures(power,include_bias=False),LinearRegression())
+    
+    Model.fit(X_train[cols], y_train)
+    return Model
+cols=data_set.corr().drop('SalePrice').nlargest(4,'SalePrice')['SalePrice'].index.tolist()
+cols
+X_train[cols]
+
+
diff --git a/q03_polynomial/tests/__pycache__/__init__.cpython-36.pyc b/q03_polynomial/tests/__pycache__/__init__.cpython-36.pyc
index 6e2087691199f0bc7e5f879b594cb46948bbd2d5..162d5c164a67ccb13709bc77b7829f5e780a4dd9 100644
GIT binary patch
delta 56
zcmdnVxQUU&n3tC;LGf+$L=JP6c>Rq0+*JMI(!9)^jKrc$AWqEF56>^kE-pw+PSsD&
KPf4Aa<qrS`_Y=DS

delta 63
zcmdnQxRa5?n3tD})qh^pL=JQ9H2sYH+*JL<q>M~`m;B_?+|<01V*T`@)XKz?{9OIS
SoE(LMqWrAX<dWiv$^HO!*%iV7

diff --git a/q03_polynomial/tests/__pycache__/test_q03_polynomial.cpython-36.pyc b/q03_polynomial/tests/__pycache__/test_q03_polynomial.cpython-36.pyc
index ef8c88bb710c2ba80eef81cfc118a62a6706b5b4..171c58b2e12fa1da7ade5cc8b735c49736dbed38 100644
GIT binary patch
delta 71
zcmey!^@@wrn3tC;LGf+0!A8zWj4E0B8Tq-X`o*PrnK>DWMVUaHn5Q3}UzA;3keHmR
apPZkPy7?HR6cg)3rQ1LCHa}(VVFUnxq8elX

delta 78
zcmaFG^^uFyn3tC;Gh$wp-bT(zjM|0z8Tq-X`iV&ynffmI$)&lec_qdA=|!oPi6!~D
i`iVI?3I#>^S*gh-#hdptN-?p{nmKc(<>q_LJ&XV=<{Wqc


From 6bf7ad6bb77ba8b7c41aa443fc08308ab57b56df Mon Sep 17 00:00:00 2001
From: sunilhariharan <sunilhariharan@gmail.com>
Date: Thu, 15 Nov 2018 10:08:22 +0000
Subject: [PATCH 4/7] Done

---
 q04_ridge/__pycache__/__init__.cpython-36.pyc | Bin 174 -> 167 bytes
 q04_ridge/__pycache__/build.cpython-36.pyc    | Bin 975 -> 945 bytes
 q04_ridge/build.py                            |  20 +++++++++++++++++-
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 180 -> 173 bytes
 .../__pycache__/test_q04_ridge.cpython-36.pyc | Bin 2080 -> 2099 bytes
 5 files changed, 19 insertions(+), 1 deletion(-)

diff --git a/q04_ridge/__pycache__/__init__.cpython-36.pyc b/q04_ridge/__pycache__/__init__.cpython-36.pyc
index 43421366bedf944488ce2a27f63ac34969d0db1a..57289e9bae1d316c2a17ea6481be6dab12e7fa11 100644
GIT binary patch
delta 56
zcmZ3-xSWy0n3tC;LGf+$L=JP65dDn&+*JMI(!9)^jKrc$AWqEF56>^kE-pw+PSsD&
KPf4Aa<pKZzg%ghe

delta 63
zcmZ3^xQ>y-n3tD})qh^pL=JQ9X#I@*+*JL<q>M~`m;B_?+|<01V*T`@)XKz?{9OIS
SoE(LMqWrAX<dWiv$u0nHfEAVi

diff --git a/q04_ridge/__pycache__/build.cpython-36.pyc b/q04_ridge/__pycache__/build.cpython-36.pyc
index ea08c01d1f9c64aa5e83fb47966104a8807f99e0..6b7dcf94d9c5f17ec71888272b1ce0830afb20d1 100644
GIT binary patch
delta 592
zcmYjN&59F25bo}op6QuPvYY6|t1*YU7{QAN(FF;f6huL3g*c>JCvpDl>3~@$2%9~M
z5aubo2tI)aAHaJb1o0pqd;w2Z&wAKy>Z`A-im$5coB!D#U+?$B_p?7w-#7^UMCT3#
zegsyh`|;%&$vo}}B%I988D|&)ce5Z5d5Dn=1>NCil=pbV`+UF;BwZb@hQixns0;-Y
z!71jW{mG5}mn)Os0m%M(d-2oVAIGP+7Z_glFfiNn4p{xXb#Oe>PD6HN>u7J~H_i@k
z-3G5*&45u&b<j}AdR-P;ZT-e={06^p9-`R2|43Q2n6w}8B@&12S3G&A;Frj_d7@L}
z)~}T|-jlhOHTX^EV`gZQRcXTMy;8`GM-W%ZvY1y&3Lc#Cyp}vXqssE$rb~AUoLRlO
z4F?^w6(5m0gwB({52k6E%W1tXmRXvpC0J5SAD8M?T_p=ST|m?Jgj~I5s9K7ba%h(^
z0zi0xBNAe`|54d+jFo5Ih4woc4-Kh=p~X6{Hii_H>a_<BPdO8bPUf}L%5GluErb>Z
s0LFs}M47`rq!gWKH|sgDLl|~5FU2~Ox9kdQ`<n=}?nXFrMkI3o0sJJBn*aa+

delta 644
zcmYjNzmL-}6po!ZKiZ`9DnLjqCkjKBs}2?heo35QV*rN30u@vH+C*^@Y!|6VPAAcu
zkU*-+%+7+u%*H>!?hP>@CUz$5a5|l>_vQ1K@4aWgFTwX<cr8gfZ=QU_?_J0F>6}`~
z@H-~t^VRUuO}FrQfCJ!Ahk8ZGBOC#Tp}doKDOv)<BkC`~Q-ouj;2u7M`?Nzt8XW<=
zv3h$Q{f<nn)wj!=zh0mHeE-M((d`K^ie0`5+wHCi`D)z->0$0Ska|-<(K~nmRgi}&
zQf>p6a0w3F2IQXV80INtoZgAkJ9c&(uXUovZO|Tk<fQ(C$HMkVU5!Xl&xnr7N^nwS
z`wYi|l(gbwsfc1Yd6-?GQ#P&zquE5IKnIhmnDbJm@%jU}a;RZVakN7exhDu`8kV*8
z<V&H1nW3Zo-LYa)X@AjvQ(pvDMj|s+adKRCtOUtQqjJf%aeSiM%vQYm$r0yF;@{oT
ztm14$Ud*!5PBocd<g8S3G!<+?RK-W6C^l<R<!qwl`Wf8X5(AUgHz6%?Ko7*A1Nxv3
zTLkU@6bL)_bg=#khdq%Pu2DJX^+NR4e<0q|{{N|%r!huxNX>i4k}1(OR$<GF*usVd
h+o-+mDL8L59p2y-ofqsDG$+|J5QEU{*lu^={{!B*qO$-1

diff --git a/q04_ridge/build.py b/q04_ridge/build.py
index 9ee00b1..5200b3e 100644
--- a/q04_ridge/build.py
+++ b/q04_ridge/build.py
@@ -1,15 +1,33 @@
+# %load q04_ridge/build.py
 # Default imports
 from sklearn.linear_model import Ridge
 import pandas as pd
 import numpy as np
+import math
 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 ridge(alpha=0.01):
+    Model = Ridge(alpha,normalize=True, random_state=9)
+    Model.fit(X_train, y_train)
+
+    y_train_pred = Model.predict(X_train)
+    train_mse = mean_squared_error(y_train, y_train_pred)
+    train_rmse = math.sqrt(train_mse)
+    
+    y_pred_test = Model.predict(X_test)
+    test_mse = mean_squared_error(y_test, y_pred_test)
+    test_rmse = math.sqrt(test_mse)
+    
+    return train_rmse,test_rmse,Model
+    
+    
 
 
diff --git a/q04_ridge/tests/__pycache__/__init__.cpython-36.pyc b/q04_ridge/tests/__pycache__/__init__.cpython-36.pyc
index 6d021b50abb2bfef8829992a349762bb460df3dd..b897c6e4bf30acf37a3e57a75f2c7fe6d735b265 100644
GIT binary patch
delta 56
zcmdnOxR#N_n3tC;LGf+$L=JP6DE*B5+*JMI(!9)^jKrc$AWqEF56>^kE-pw+PSsD&
KPf4Aa<plr)2@|IP

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

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..67ce1f7f6b865504c4c74fec8a08fad7713831d9 100644
GIT binary patch
delta 393
zcmZ1=uvvi9n3tC;LGf*L>PF6uj4BEG8Tq-X`o*PrnK>DWMVUaHn5Q3}UzA;3keHmR
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nOp~by<bWa>5F3YEpCJsFo~*%cAs`9TAq662L4@4o0`?66iTzK4

delta 423
zcmdliut0#*n3tF9r~kaD*o~YU8MV{(GxBp&^%IjaGWA{ZlS^|`^Gb^K(~D9o6HD@Q
z^%HY)6bg#+vr>~wiZ|b5%x08jW?*1o17c?&E>;5)B@8Ky&5SWjwT!h)lQWnni!c{)
z1BGv~7UdSF8bT<e$y%%mLWc1rl?ACnAdMVAf`O4|aty124n#Pa5hMfz_$`>k(##97
zphyg;xJZ1mI;#oTAbqgYSb>6Irzrp#C{A0&8jPlspUn)YQ<h!E#4x@rF{d=O7{w7d
zjjCbDVyt1Byn$6(Z%etG^nr{=4n+b$>oggQq(Br?5etwik_NF+-OA6VJeiYS7;I~p
XfCNaDB#4j!5wes2vx`rj#Xb`N@gi4-


From adf27bfbaa9bec638241de7cbfc2cfac392f3f6a Mon Sep 17 00:00:00 2001
From: sunilhariharan <sunilhariharan@gmail.com>
Date: Thu, 15 Nov 2018 10:09:39 +0000
Subject: [PATCH 5/7] Done

---
 q03_polynomial/__pycache__/build.cpython-36.pyc | Bin 962 -> 874 bytes
 q03_polynomial/build.py                         |   5 +----
 2 files changed, 1 insertion(+), 4 deletions(-)

diff --git a/q03_polynomial/__pycache__/build.cpython-36.pyc b/q03_polynomial/__pycache__/build.cpython-36.pyc
index 24867e3cd502b9f1ed6cffb748527333ceb21410..40b0fc70b515a201fcb1aaa9fb11a9219228ce45 100644
GIT binary patch
delta 215
zcmX@a{)$c6n3tF9n(N!>4@?XUj~S2vE0FB~#Ki#<mEHKcQ#evMTNtBwQ@DZ|G<ha2
znaJoh*^JSUrG~MYadIZ3G-K4{Rz@B6D3;{>qN1qDI~cPWg(j;ol}Ly&2{0Ck01fif
zWGZ3<(nah*LX&UuE~W_~oFG0QkceW7h%ZSkE-B&%b1ESmkhUTrR6-cYy~SaZo1ape
UlWNBd<P~!P2_8l;WENrp05PU2F#rGn

delta 303
zcmaFGc8Fcsn3tEU#QAM>5HkbAV+JI^3S>I~adFK=WjAZy6pj?m7RD&vRE{jZW`->O
z6s~5*EP)hmAkCD*CCQK_m?hNA5G9-{%*c?+nJO&Fz{rro6U?B=H?d+OqsL?}Mnk4%
zhRODf(u}tzM>FcM-(pG5FDkk<xsNfMQFQVz#u6nFCIQAGaiEn&93X-dNcd?o6|sRh
z>_9?OWO5tRgbFSYUl2${u|>p}q!yPH34uA45DwS?Zjc%t5Wx!~_&@|dh!6o0qNs!z
jkb8^6CO1E&G$+*#7!C}@0ziU?5e%7yShzS87+Dwr_WCz(

diff --git a/q03_polynomial/build.py b/q03_polynomial/build.py
index 44d5a8f..3f0fd3c 100644
--- a/q03_polynomial/build.py
+++ b/q03_polynomial/build.py
@@ -14,12 +14,9 @@ def polynomial(power=5,random_state=9):
     cols=data_set.corr().drop('SalePrice').nlargest(4,'SalePrice')['SalePrice'].index.tolist()
     
     
-    Model = make_pipeline(PolynomialFeatures(power,include_bias=False),LinearRegression())
+    Model = make_pipeline(PolynomialFeatures(power,include_bias=False),LinearRegression(random_state))
     
     Model.fit(X_train[cols], y_train)
     return Model
-cols=data_set.corr().drop('SalePrice').nlargest(4,'SalePrice')['SalePrice'].index.tolist()
-cols
-X_train[cols]
 
 

From 835713c0965ff3c0e1eedd8e48074b4879f5b00d Mon Sep 17 00:00:00 2001
From: sunilhariharan <sunilhariharan@gmail.com>
Date: Thu, 15 Nov 2018 10:12:09 +0000
Subject: [PATCH 6/7] Done

---
 q05_lasso/__pycache__/__init__.cpython-36.pyc | Bin 174 -> 167 bytes
 q05_lasso/__pycache__/build.cpython-36.pyc    | Bin 975 -> 943 bytes
 q05_lasso/build.py                            |  20 +++++++++++++++++-
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 180 -> 173 bytes
 .../__pycache__/test_q05_lasso.cpython-36.pyc | Bin 2080 -> 2073 bytes
 5 files changed, 19 insertions(+), 1 deletion(-)

diff --git a/q05_lasso/__pycache__/__init__.cpython-36.pyc b/q05_lasso/__pycache__/__init__.cpython-36.pyc
index 1005306dfd1495f17293e8f96d1fe442f494d410..0c919251f3feac2bfa11af1536ce6e0300bb98cd 100644
GIT binary patch
delta 56
zcmZ3-xSWy0n3tC;LGf+$L=JP65dDn&+*JMI(!9)^jKrc$AWqEF56>^kE-pw+PSsD&
KPf4Aa<pKZzg%ghe

delta 63
zcmZ3^xQ>y-n3tD})qh^pL=JQ9X#I@*+*JL<q>M~`m;B_?+|<01V*T`@)XKz?{9OIS
SoE(LMqWrAX<dWiv$u0nHfEAVi

diff --git a/q05_lasso/__pycache__/build.cpython-36.pyc b/q05_lasso/__pycache__/build.cpython-36.pyc
index b4ea62976de99636c3ffd5707a1ef1fcd01bef0d..3038db0eefb69df52e8c489263f24f55c2b82a93 100644
GIT binary patch
delta 590
zcmYjNF^|(Q6t<l>aniJREi9~*4p}G?3j>0aPQU~b0tsXgl~o(1C24}44&_oIU2jIJ
z@+(;2Cou2>*gYU22E@Q0VB$H)aJJs}KEL<$z32BW{2Y#N_WN;p|IdrUL+B^Ea47I2
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oAj<;wp_J@IyIC)Q8^W^NMJd<0y5m-8+;0-hx|`s{8<E8S2b5%!2LJ#7

delta 644
zcmYjNzi-qq6po!Zzb-khCqPIn6$e9>o`9tTza%PH5DN^&ARXrH_AZK()b=4=N!8&x
zA%S$<&cwn3Gb{f9yEnvu82AU6u+yrlt@q{2=kL8|zpufMU~n@{<4?~%;`grO{Bq7L
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z*OqTL(VxiFT7JK}{`<}OFAsn2AKe`TquAw}u-)#Pkgr!AkR9fJ1F5$QD0&AEpbGL(
zMapg90xrOT+ko6tv0<J<#_63py%T4r@meQp+y?EyCr;)+ekyE_%+-h#^@QlCtOO^;
zbf4iwkdjt>Bo$E%r;o@bDXUQ}7@dw)26Qm4iWx6umaIO2Ylj-v6h~V`kq3fsreRrY
zPwojN%nTjvZ;up{O8fKnoB1NJGAf9viqn&_BPGbR)JSm2uH)oXwVADW<Fg|!n8bhE
z!%4;2ki42qhg;QncA2wM$>FYGbD}CfBt@}aiz;VhC0Ebk#)jydw5|zhi37SI0Ws)-
z9z4eOJOjecJ?pQ&!9iD~hHF&Lcs&>0)nABrw0}Gm^EAdN4yk$XNHQfl#wvOi5({e<
hY@_zJXW*jIba;zbbXKrC(ELezsRV>(Cw9Ai?>}HNqV@m)

diff --git a/q05_lasso/build.py b/q05_lasso/build.py
index fb30d50..6949482 100644
--- a/q05_lasso/build.py
+++ b/q05_lasso/build.py
@@ -1,14 +1,32 @@
+# %load q05_lasso/build.py
 # Default imports
 from sklearn.linear_model import Lasso
 import pandas as pd
 import numpy as np
+import math
 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):
+    Model = Lasso(alpha,normalize=True, random_state=9)
+    Model.fit(X_train, y_train)
+
+    y_train_pred = Model.predict(X_train)
+    train_mse = mean_squared_error(y_train, y_train_pred)
+    train_rmse = math.sqrt(train_mse)
+    
+    y_pred_test = Model.predict(X_test)
+    test_mse = mean_squared_error(y_test, y_pred_test)
+    test_rmse = math.sqrt(test_mse)
+    
+    return train_rmse,test_rmse
+    
+
 
diff --git a/q05_lasso/tests/__pycache__/__init__.cpython-36.pyc b/q05_lasso/tests/__pycache__/__init__.cpython-36.pyc
index 88694349bfe01743507f538dd58873ee81a6ec3c..c4b425987144d5b5b4fb02d5eb9f029749c3b7c3 100644
GIT binary patch
delta 56
zcmdnOxR#N_n3tC;LGf+$L=JP6DE*B5+*JMI(!9)^jKrc$AWqEF56>^kE-pw+PSsD&
KPf4Aa<plr)2@|IP

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

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..9e6773b67d51d69b7e2fc4b6b7a827a5b49af21d 100644
GIT binary patch
delta 59
zcmZ1=FjIiTn3tC;LGf+$MvhI4Dhc`-`MIh3#ie<fIT?vXnLwPFryrhQlwDkqn4GGg
NoS%}q`6;6{8vsj<6x09!

delta 66
zcmbO!ut0#rn3tF9r~kaDjU1a8wbS)8@^e%56O%GB^<DClOLJ56N{aQ<i&85SOY(E|
W6LWGD3X1ZxQj<%HH{WBlW&;5D6Bo|_


From 4b7de4a90a5486c65ce06c89ebf2c18f5e04af76 Mon Sep 17 00:00:00 2001
From: sunilhariharan <sunilhariharan@gmail.com>
Date: Thu, 15 Nov 2018 10:26:04 +0000
Subject: [PATCH 7/7] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 185 -> 178 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 702 -> 716 bytes
 q06_cross_validation/build.py                 |   9 +++++++--
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 191 -> 184 bytes
 .../test_q06_cross_validation.cpython-36.pyc  | Bin 2091 -> 2084 bytes
 5 files changed, 7 insertions(+), 2 deletions(-)

diff --git a/q06_cross_validation/__pycache__/__init__.cpython-36.pyc b/q06_cross_validation/__pycache__/__init__.cpython-36.pyc
index fa7d8bff4b4367609876242346df0325d2410dff..15bed8d917572529b88b210126263ebbf0021826 100644
GIT binary patch
delta 56
zcmdnVxQUU&n3tC;LGf+$L=JP6c>Rq0+*JMI(!9)^jKrc$AWqEF56>^kE-pw+PSsD&
KPf4Aa<qrS`_Y=DS

delta 63
zcmdnQxRa5?n3tD})qh^pL=JQ9H2sYH+*JL<q>M~`m;B_?+|<01V*T`@)XKz?{9OIS
SoE(LMqWrAX<dWiv$^HO!*%iV7

diff --git a/q06_cross_validation/__pycache__/build.cpython-36.pyc b/q06_cross_validation/__pycache__/build.cpython-36.pyc
index 19e8bd85e09cebaee96edc5dcf0f08e21320e7b5..bef802f81f9eae93cb2754aa7db5c1f62bc2f16c 100644
GIT binary patch
delta 304
zcmdnTdWMzDn3tDpgXi057p93^wz8}#EX|BDtWj)H>`@$1oKak<%vs!7JSnWrjEoEu
zQ%ok#RdIUB$-uyn%nT$zfE9?@f!G;{i{*es2}2D-31bOU3S$aW3Ue=OEprWX7IQO0
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QTtI>cXb=yx5F-x@04Nztk^lez

delta 296
zcmX@Zx{sC1n3tF9PUO6(Ka3N(Y-O3V*s|DDSeh9b8B$qOSeqGRSfe<iIHS0txTAO`
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P!NbVG$iu|LB*Y2;=kG|Q

diff --git a/q06_cross_validation/build.py b/q06_cross_validation/build.py
index e39b93b..03a207f 100644
--- a/q06_cross_validation/build.py
+++ b/q06_cross_validation/build.py
@@ -1,13 +1,18 @@
+# %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
 
+# Write your solution here
+def cross_validation(Model,X,y):
+    scores=cross_val_score(Model, X_train, y_train, scoring='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..7c979e00dbe872926272ff17181666d8f7e75a87 100644
GIT binary patch
delta 56
zcmdnbxPy_yn3tC;LGf+$L=JP6RQ-(n+*JMI(!9)^jKrc$AWqEF56>^kE-pw+PSsD&
KPf4Aa6$$_fdlS<D

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

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..dbba72f3418870a7762eebcdc67e3dbba903eff7 100644
GIT binary patch
delta 59
zcmZ22utb2vn3tC;LGf+$Mh+P!l`{Q|{M=Oi;?lg#oQ%YxOdw9o(+|%t$}TQQOitBL
N&QD3*?9X(E6#zM26m|dr

delta 66
zcmZ1?uv&n_n3tF9r~kaDjT|ye+O_%_`MIh3iAfom`Y!p&rManjCB^#bMX8mECHcAf
Wi8(n61x5K;smUe9n?0EBumS+%1s8Du