From 820eccaf462b8697c90659c206410ce83e52350d Mon Sep 17 00:00:00 2001
From: mario-the-legend <mario_the_legend@yahoo.co.in>
Date: Sat, 10 Nov 2018 05:56:40 +0000
Subject: [PATCH 1/6] Done

---
 __pycache__/__init__.cpython-36.pyc           | Bin 164 -> 159 bytes
 .../__pycache__/__init__.cpython-36.pyc       | Bin 178 -> 173 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 650 -> 729 bytes
 q01_load_data/build.py                        |  12 ++++++++++--
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 184 -> 179 bytes
 .../test_q01_load_data.cpython-36.pyc         | Bin 3979 -> 3974 bytes
 6 files changed, 10 insertions(+), 2 deletions(-)

diff --git a/__pycache__/__init__.cpython-36.pyc b/__pycache__/__init__.cpython-36.pyc
index ebbd53a2d5f8e74c1825d49e211ea6c89bbb6b24..66b3dd06b782a4658edf9aa31f5f851cd246e9ae 100644
GIT binary patch
delta 58
zcmZ3&IG>Tjn3tDpN8q#Qi5%u?KKdE?xvBcOiA9<Dx+NK@x;d%osd*{-;rT_`#RZAU
Nsrt$JDX9~)tN<>s6gL0>

delta 63
zcmbQwxP+0zn3tD})qh^pL=JQ9K>dvT+*JL<q>M~`m;B_?+|<01V*T`@)XKz?{9OIS
SoE(LMqWrAX<dWivsa61JR26an

diff --git a/q01_load_data/__pycache__/__init__.cpython-36.pyc b/q01_load_data/__pycache__/__init__.cpython-36.pyc
index 745b53348946deede87a913551b2a987b3c0f568..520970d7336d4a3025a545cb0ab2f6238c03feb1 100644
GIT binary patch
delta 58
zcmdnQxR#N_n3tDpN8q#Qi5%u?QTiGAxvBcOiA9<Dx+NK@x;d%osd*{-;rT_`#RZAU
Nsrt$JDX9~)JODR16mI|k

delta 63
zcmZ3>xQUU&n3tD})qh^pL=JQ9c>Rq0+*JL<q>M~`m;B_?+|<01V*T`@)XKz?{9OIS
SoE(LMqWrAX<dWivsU84vt`({P

diff --git a/q01_load_data/__pycache__/build.cpython-36.pyc b/q01_load_data/__pycache__/build.cpython-36.pyc
index 108e4a3757fe954026411d74f9a8c0f07f6551f0..c990e188c6ec12148f7e77bb72e8ae59325da04a 100644
GIT binary patch
delta 476
zcmYk0&uZI15XN`*k1VNiX%aV0|3Im64<-addJ3eaPmn`$2-z5d@T}^%l4Vv3<gg-_
z<Wk~;(KF>Cs%xQ;SLi9TJ$Ye&GyCnwH}gyVR`{jcjbD|2FZ!IZKWyzN>c7)1j|j*R
zGNyql&v-7h0EQ7N4DLWnBe8?w62?j^9q5h@b!38BOddF8!+3T4ZuKy@9aB)nX5dIh
zzT~xVV#X<w-E$Nvf6HpQrZANE{J*Ly;gpjO97na3V_64vrw;4L2^YAI3tf~d8WbE`
zpczAGqpLZZo6AX&J$)kOsZVHn@V+^O!H19@dgCOSW07B$RZ^LjW7@)b3pdRIKJUFI
z!@sl9w8+gUPwZ8(Uro(^W`3ACj?N1Evs@$-Gny1=nn(D$>jTS}z~Cip!4B+#eM7I+
zbntNqwoC1hTS3K2-@j;s1x-&%8#f2Mf9kzjV4B)Z@7eO$_UI8>RZf$Iv3{vF?D((n
VC@=6jGv9o6>DLHhL&iamKLcsrWpn@l

delta 418
zcmYjNJxjwt7{2#Dk~Fp;eiU7bN)<Y#AUIWVa4v#N3561SsclJ`a=8wLi;H#<93;Dc
z#??PyR;T_27k%T@7w)<DdEV#lIqplmi1B%?=JMNj{{sm5CL6`Dzs8lGAxI)2B0k_w
zBN{WG0g=q-(vg<5pTQRr?ntY$Mlb2MpxD+bn9K$`O!Xk0M-!bN)8^Y_Gw7i~lPMVT
z1Q|1IO7TvzDv_<|h#r!RZ>aoV5t<opgaJb(edT?gS(%+VS;a788QVCfG7^|Cx@*WA
z&~VqkSjxeyyaUZ$3mau46jY81=oPTc4V<?3Q2Ob6<0KBf;C?*uZj#|54re;`9#pst
zbP{_(6dlb~G7X11%|GF?y@iKT7lD8ab=ZLeP<3Q2s>(l8yzH&Qng=r(q^gojdU8=M
eC#6f3nH#W=v~W6cA{SA3MUkcDYaOUEF8%<PO<mmp

diff --git a/q01_load_data/build.py b/q01_load_data/build.py
index e4cd8e3..eb79fbe 100644
--- a/q01_load_data/build.py
+++ b/q01_load_data/build.py
@@ -1,10 +1,18 @@
+# %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,index_col=0)
+    Y=df.iloc[:,33]
+    x=df.iloc[:,:34]
+    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
+dff,X_train, X_test, y_train, y_test = load_data(path='data/house_prices_multivariate.csv')
 
+X_train.shape
 
-# 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..0b930bebced101f1b8ae71adcbf20c9294a1b9cd 100644
GIT binary patch
delta 58
zcmdnNxS5f|n3tDpci^+=i5%u?3HllNxvBcOiA9<Dx+NK@x;d%osd*{-;rT_`#RZAU
Nsrt$JDX9~)`~W+16p8=<

delta 63
zcmdnYxPy_yn3tD})qh^pL=JQ9RQ-(n+*JL<q>M~`m;B_?+|<01V*T`@)XKz?{9OIS
SoE(LMqWrAX<dWivseS-;uoc1p

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..9284f9ba1dc814c40431cdc5b6266d0558123ae1 100644
GIT binary patch
delta 60
zcmeB{Z<FUR=H=zu9r!GIBga`rwJiON{M=Oi+{B{HeBF|aRNb7^^whi*{qX#v?BasN
P<W&9S{FKy9Ox?TyZ=w}2

delta 66
zcmZpZ@0RB<=H=!3=|3-OBga`r?R@=={M=Oi#H5T&eV6>?(%jU%l4AYzqSVU7lKfo#
V#GD+3f};Ga)Z~)l&A%DDc>(=t7+e4V


From 23f1f492b33cd4352b3c5024d78a5d3e3bc8f4f8 Mon Sep 17 00:00:00 2001
From: mario-the-legend <mario_the_legend@yahoo.co.in>
Date: Sat, 29 Dec 2018 12:55:19 +0000
Subject: [PATCH 2/6] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 190 -> 185 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 636 -> 861 bytes
 q02_Max_important_feature/build.py            |   8 ++++++++
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 196 -> 191 bytes
 ...st_q02max_important_feature.cpython-36.pyc | Bin 1735 -> 1730 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..587b842b856e6ef6f31faf794d97454a24163064 100644
GIT binary patch
delta 58
zcmdnTxRa5?n3tDpN8q#Qi5%u?Y5E!YxvBcOiA9<Dx+NK@x;d%osd*{-;rT_`#RZAU
Nsrt$JDX9~)LI6I96rTV9

delta 63
zcmdnVxQ~&;n3tD})qh^pL=JQ9Z2gS<+*JL<q>M~`m;B_?+|<01V*T`@)XKz?{9OIS
SoE(LMqWrAX<dWivsUZM)vK86@

diff --git a/q02_Max_important_feature/__pycache__/build.cpython-36.pyc b/q02_Max_important_feature/__pycache__/build.cpython-36.pyc
index 2b7cfd439c8bcd90f292188cc9dda691033659ba..a5caefa262e484fa141575b904fcd9bc0c5d8016 100644
GIT binary patch
delta 570
zcmZvZ&ubGw6vyY+CYv->PzuetU|6IE@!}z*p2Ul}RO&?ulbuPj>+DRJnMf>=9@fxa
zdMNoT3jQ@72RwQ5Ul0$zi3fXd;C=V)d-Fc;%kFRXy>awxf4}`z_uicmgnpnqCxQG0
zgnNE-^tdCNk_akTO)<I|y}zKb^9sbHD^%hd3w($^Q^<)x0&PIobVH`3i%NQlF7cEI
z0DMVnT(TOKiC`kR#${topwc`=S!47Q122yfPkb_nhY;=%WR1$*uE?Kl$Q2;FsKzjg
zM;Qq$H`WHKOrGI@S5Qd>_k8T65BEK{GwH`4xh?oa$y@X*@6Syo`xR8ov7gIhC1+BL
z{##=|xCPH;KQ}^dH9omW2Z~n{!H1n_1p=M-Uh~zss20Y0uKjo_xnElOWB}W_azjY|
zPP_y!E$(t47kZYZ;7{t%%#B)B+67j?KuGvvp*{u5Cob$cK!Q)Tl+d0_F2Y$-Xdzb_
zvn^O{+aLk!KmlU+;3Xsf8a7%C2mf^!2VMN42;alDyZwgW;MTTB9zE?sZHKxeJ5V~P
Tj94l;-2LtbT<g#Wtj+!aA8wNZ

delta 332
zcmcc1_J>8;n3tD})qh^p4n_us#|%h-707k~;$oeN%Gwj7V(Xnj91S2*!;r<$%uvH9
z$xzE&!<@yK!kEI;%b3Dk!<51-&d|yv$&kgA#T?9_$>Qgx$#{!1u{b$3FC{ZC{Uy*2
zpy(}@<ou$dTinI@MJ4fNi8-aI#kW{9^HNePZm~hQKs6jGi6x2g#i=Dx{3VG+>8T~I
zK&3^QiAg!Bw;1!Hn1M#DWGLbV8u%+iKO;XkRX;H)BU9fcKe;qFHLs*tKfNfmGO;8-
zS3fZ)N1>o7KPxpEC_4EflhouLj4F(xlRq$u@^gax!~!H37<m|r_$O~<3Ss1)%*L#y
h&kqy>8;?Zr0mW`{*yQG?l;)(`F#&mCy*$i9EC7mLR(${f

diff --git a/q02_Max_important_feature/build.py b/q02_Max_important_feature/build.py
index 51fbde6..9c565d8 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):
+    col=len(data_set.columns)-1
+    return data_set.iloc[:,:col].apply(lambda x: x.corr(data_set.loc[:,target_variable])).abs().sort_values(ascending = False).head(n).index
+    
+Max_important_feature(data_set,'SalePrice',4)
+
+
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..0a788c8cd144fd76cf490b7c78e0c493f0058dd7 100644
GIT binary patch
delta 58
zcmX@YxSx^3n3tDpN8q#Qi5%u?Ir<s-xvBcOiA9<Dx+NK@x;d%osd*{-;rT_`#RZAU
Nsrt$JDX9~)q5wiL6t@5X

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

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..6a2ca5786ec70f170bb4fbcf6729b8f54a0e66ed 100644
GIT binary patch
delta 61
zcmX@kdx)3An3tDpN8q#QjU0y<)f)9P@^e%5a}$d)^L0xyQgw4u(^K<O^uzOuvWp86
RlT-DR^HWkce`UPH0sx(^7Qg@i

delta 66
zcmX@adz_cUn3tF9r~kaDjU0y<wcGSF@^e%56O%GB^<DClOLJ56N{aQ<i&85SOY(E|
W6LWGD3X1ZxQj<%HH-BKf!~y^nXc+GR


From 7aa68ae9fe799e7e92fa941c8a0211b1d18676dc Mon Sep 17 00:00:00 2001
From: mario-the-legend <mario_the_legend@yahoo.co.in>
Date: Sat, 29 Dec 2018 13:46:20 +0000
Subject: [PATCH 3/6] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 179 -> 174 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 892 -> 825 bytes
 q03_polynomial/build.py                       |   7 +++++++
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 185 -> 180 bytes
 .../test_q03_polynomial.cpython-36.pyc        | Bin 1393 -> 1388 bytes
 5 files changed, 7 insertions(+)

diff --git a/q03_polynomial/__pycache__/__init__.cpython-36.pyc b/q03_polynomial/__pycache__/__init__.cpython-36.pyc
index aa42922819662c41fcd07685edf2a72bf7ac881e..e5a45bf5c57853efe8978fe25769658d321f7aac 100644
GIT binary patch
delta 58
zcmdnYxQ>y-n3tDpN8q#Qi5%u?(fS$rxvBcOiA9<Dx+NK@x;d%osd*{-;rT_`#RZAU
Nsrt$JDX9~)JOMY<6mtLo

delta 63
zcmZ3-xS5f|n3tD})qh^pL=JQ91pSQs+*JL<q>M~`m;B_?+|<01V*T`@)XKz?{9OIS
SoE(LMqWrAX<dWivsh$9GSrx7T

diff --git a/q03_polynomial/__pycache__/build.cpython-36.pyc b/q03_polynomial/__pycache__/build.cpython-36.pyc
index 3be41d0c14271187dca6351ed83186fc0c5c4807..4e8c1c45a2e7630e86a6b5abcae18ceca952ad9d 100644
GIT binary patch
delta 358
zcmYjM!Ait16im`K)za?4n_gGY9+nDTMFc@aP*D#qMJTl|?pE7oNwO@87wJv#u=E3D
zkAgqouk`9)hzFB;**xAbLo%87e(4wO?*@Ulc-p#oCkTC`rQ>LRpj*cC{<+5jpy1X7
zqq%rJ)o&5ieQ55tH7KO;GXf0cjVMy1n%rB;1`BL(fR5~Sq@0>uq0l`$3UTb`RaQ)a
zCAWDhn-jcKg;d!3A7L3V(XDlttJWPRN~C$!x{v=PB&{>yGbUpHGOd7@iBzd#A4vGx
z^fQdcykt?CikuJBm<<XxViiQ!Ts+80nz1P3z@lbBHkxCy83fuS%{B;&Uh_geFIF{=
osg7k*39l16+K8SOUCI&|f4j0*a+nru-wZF!96s*KTC+Xt4=MaphyVZp

delta 420
zcmYjOK}*9h7){!=o3nKyD0ma*Wv2>y5>Y|%xD9rh1u5B*Z5?ehk`yU)c-T$wFn0GY
z_y_zey?XTGSv>f4^RR?G-g`;jmydkdzjou)b!*4>ul|>T&?nj$7Vv9Ws<UXc7x{C`
z22q+frFjmZ5yQ-2CL<$qh-QYyGgBMd%n`Gg{bFd6<2jxiGm?{ul^eMU+{&#kYF1jy
zE<Sm>YhvFClR=a+9`r-1ns!m?1zOTDDJt2TNCLH_SwdO9Fo&UrbJkQma_KvgCQQVE
z(o}PQyCb43=&b_&MYb01wA>kTs#D2TVa0;+v*-;;7czeyys?P6NBiT@yA^{p=80C`
zNb-zo5qmU>j;2yf_&}@WH@@0;;F78VAiRqSKEMu^_2q@}-mZe@+t347T5hcb^ihgB
ch*h->*a5GoUch70h+o1NtWzDxgK6%OKhjQX0{{R3

diff --git a/q03_polynomial/build.py b/q03_polynomial/build.py
index 26d8971..14c343c 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 +10,9 @@
 
 
 # Write your solution here
+def polynomial(power=5,Random_state=9):
+    return make_pipeline(PolynomialFeatures(power,include_bias=False),LinearRegression()).fit(X_train[['OverallQual','GrLivArea','GarageCars','GarageArea']],y_train)
+    
+polynomial(5,9)
+
+
diff --git a/q03_polynomial/tests/__pycache__/__init__.cpython-36.pyc b/q03_polynomial/tests/__pycache__/__init__.cpython-36.pyc
index 6e2087691199f0bc7e5f879b594cb46948bbd2d5..762b3a37239b7334dab7fb79ff3b9ea00f2556d4 100644
GIT binary patch
delta 58
zcmdnVxP_6!n3tDpN8q#Qi5%u?iTWA&xvBcOiA9<Dx+NK@x;d%osd*{-;rT_`#RZAU
Nsrt$JDX9~)`~f?B6pH`=

delta 63
zcmdnOxRa5?n3tD})qh^pL=JQ9H2sYH+*JL<q>M~`m;B_?+|<01V*T`@)XKz?{9OIS
SoE(LMqWrAX<dWivsr~?VTNTCt

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..b1590ddb559972fd44d489cc08f96cb77e8c687c 100644
GIT binary patch
delta 73
zcmey!^@fYnn3tDpN8qz)gN>Y%7}aw0GxBp&^>Y)8GV^syGE#MOQqxoOQuM>~i?WLg
d5|dN)lk-zjHy>k^Vq(3hbo-~?=BLa(i~z$k8#Dj_

delta 78
zcmaFE^^uFyn3tC;Gh$wp-bT(zjM|0z8Tq-X`iV&ynffmI$)&lec_qdA=|!oPi6!~D
i`iVI?3I#>^S*gh-#hVW@N-?p{nmKc(<>m*>J&XV>s2qL(


From 685eb472d6115d277ce9c7aae671d8d54f03aa51 Mon Sep 17 00:00:00 2001
From: mario-the-legend <mario_the_legend@yahoo.co.in>
Date: Mon, 31 Dec 2018 17:13:11 +0000
Subject: [PATCH 4/6] Done

---
 q04_ridge/__pycache__/__init__.cpython-36.pyc | Bin 174 -> 169 bytes
 q04_ridge/__pycache__/build.cpython-36.pyc    | Bin 975 -> 837 bytes
 q04_ridge/build.py                            |  10 +++++++++-
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 180 -> 175 bytes
 .../__pycache__/test_q04_ridge.cpython-36.pyc | Bin 2080 -> 2101 bytes
 5 files changed, 9 insertions(+), 1 deletion(-)

diff --git a/q04_ridge/__pycache__/__init__.cpython-36.pyc b/q04_ridge/__pycache__/__init__.cpython-36.pyc
index 43421366bedf944488ce2a27f63ac34969d0db1a..3e392d1fa753eae7aebbe91e7d3a51dfd791286e 100644
GIT binary patch
delta 58
zcmZ3-xRQ~>n3tDpN8q#Qi5%u?Vfq>QxvBcOiA9<Dx+NK@x;d%osd*{-;rT_`#RZAU
Nsrt$JDX9~)TmUr46kh-U

delta 63
zcmZ3<xQ>y-n3tD})qh^pL=JQ9X#I@*+*JL<q>M~`m;B_?+|<01V*T`@)XKz?{9OIS
SoE(LMqWrAX<dWivsV)F-0u`D7

diff --git a/q04_ridge/__pycache__/build.cpython-36.pyc b/q04_ridge/__pycache__/build.cpython-36.pyc
index ea08c01d1f9c64aa5e83fb47966104a8807f99e0..90051687f6a421a1b0a99b0fcff4e683b317ae8b 100644
GIT binary patch
delta 515
zcmYjMJ#Q015Z&4J-kmRJJ5DG-q6>|Y%oQ{#P=Z8}RB3_)T1ARZ-gSJ&_rctz2yqlC
zmkv=_{uMO*1qwusM7bTJK>P(NW+fytt9di?^yXu~g<pf6r@dbM;OOzm7tYvEcE=>;
z&&iwVYG-%c)v|>XsbaOE64g_EBj<zprVd&FrehuH?k%XH8MX}A>SlNK`O)?7F17!<
zy!Ywg$GhA82~g#Y7BN5k1$lEwVA+ys&|HfT;tG~92g|K!IWXIqOB)aqTHb=^2>){t
zRb9_5VJeQ<sB`oZ{p68wGFz<Q!^7)QjDDXJ)7-l7^{K@yFI{-?FX3hFI?Y?OC`hHk
z8ja2;)&-<A4Mh@C9B~Z&6j@Z-EIu+EQuXIJomGWNiwyH>Y-eV?FlVOJ>8lFgG<7yH
z=|qrzeZ!yJcM@}bW(L&P1OyEFkN|G4zw@-`c&(i*&x`s3ll4HTnTm8~v(v^{j7f}r
x4;vo*1Q%dd>Z+jAjnTO6d4JIz*z&UI8QpunFnj)U%_czt5xoQwvBeV+%fEBPeC7ZE

delta 594
zcmYjN&x_PB6mHU{zoxCTgL+zFaTlZ)i+b6EsNmw>6=V(KSexwZl<5zXj4)ae?H;@+
z4842z;@{xKv-jS_gZM9a@}&&R=JCF~eD8Z7Nq*Qro!whu=zn<fg?=^-<F|2c5vcD$
z%IE9d{c9xm^ARI0LI(Gk-J++21~jA*y+FszXD;(j5#3sU+$VoMm|B0|+xhe6;<v+J
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zjMb9^dGo6wF2UfxqvWJ2c(RwiIGHC0Rkkd6sbn$}e3h!INYce(rxsPtGbKBOuU{1t
z7#l-MT^J}r0rJrpjq!j;Ou9pyL?VP{Ps(LcuSC?fm>&1GNJ~}~@Epz=bs4;ID!CFP
okP2-n0u5UlwE1wub8s2B-o0H^Y`NffFq~ur5Fi&K&|yyO|Et55m;e9(

diff --git a/q04_ridge/build.py b/q04_ridge/build.py
index 9ee00b1..a9de150 100644
--- a/q04_ridge/build.py
+++ b/q04_ridge/build.py
@@ -1,15 +1,23 @@
+# %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)
 
 # 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=alpha, normalize=True, random_state=9)
+    model.fit(X_train, y_train)
+    return np.sqrt(mean_squared_error(model.predict(X_train), y_train)), np.sqrt(mean_squared_error(model.predict(X_test), y_test)), model
+    
+ridge()
+
 
 
diff --git a/q04_ridge/tests/__pycache__/__init__.cpython-36.pyc b/q04_ridge/tests/__pycache__/__init__.cpython-36.pyc
index 6d021b50abb2bfef8829992a349762bb460df3dd..609af4feb11a21528776c1bda2586adda2d7144c 100644
GIT binary patch
delta 58
zcmdnOxSo;2n3tDpN8q#Qi5%u?G5Q(#xvBcOiA9<Dx+NK@x;d%osd*{-;rT_`#RZAU
Nsrt$JDX9~)yZ|_G6n6js

delta 63
zcmZ3_xP_6!n3tD})qh^pL=JQ9ME#8X+*JL<q>M~`m;B_?+|<01V*T`@)XKz?{9OIS
SoE(LMqWrAX<dWivsa^nc1QoIX

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..98639bae15652fe773a1c91252604cc29543a173 100644
GIT binary patch
delta 395
zcmZ1=uvLK5n3tDpN8q#Q)Qy}Q8P$^XGxBp&^>Y)8GV^syGE#MOQqxoOQuM>~i?WLg
z5|dN)lk-zjH$P>}W|U`PU|?VaVrL*O)&LSE3@MDwj4{l$jI~U)%#(AOCo{4DkudWu
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z!3xA+M<@XqsE(*%$YQKvoZQ7GJ^2W$5iaAz*pylL7^@T~$FWLI4r3DpI}MMilUvvf
rm8F4}X)+ao98e?!V&ib@Glb#NlQq~a1SCN^q(Fo$h>)9Hz`g+h(b-T^

delta 368
zcmdlgut0#*n3tF9r~kaD*o~YU8MV{(GxBp&^%IjaGWA{ZlS^|`^Gb^K(~D9o6HD@Q
z^%HY)6bg#+vr>~wiZ?%C%x08jW?*1o17c?&E>;5)B@8Ky&5SWjwT!h)le3s7i!c{)
z1BGv~7UdSF8bT<e$vUhGlTBCz8F?nh0a<A*`~(b|!qUtOF{nrkXj+l@<d00klWkZP
z!6xW~b+ZB`z|K$rGEkhchBX*Xw;-DtP^Ub*%;Xd{K?1s`uo=op0gcpTDq;arMbaQP
js$&G%lqYku3xkae6OaI@k^~VlAVPLBBZv6pIqWk5EYM4L


From d28f6385994d116ebbb786c603cac0034307adcf Mon Sep 17 00:00:00 2001
From: mario-the-legend <mario_the_legend@yahoo.co.in>
Date: Mon, 31 Dec 2018 17:31:06 +0000
Subject: [PATCH 5/6] Done

---
 q05_lasso/__pycache__/__init__.cpython-36.pyc | Bin 174 -> 169 bytes
 q05_lasso/__pycache__/build.cpython-36.pyc    | Bin 975 -> 894 bytes
 q05_lasso/build.py                            |  18 +++++++++++++++++-
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 180 -> 175 bytes
 .../__pycache__/test_q05_lasso.cpython-36.pyc | Bin 2080 -> 2075 bytes
 5 files changed, 17 insertions(+), 1 deletion(-)

diff --git a/q05_lasso/__pycache__/__init__.cpython-36.pyc b/q05_lasso/__pycache__/__init__.cpython-36.pyc
index 1005306dfd1495f17293e8f96d1fe442f494d410..5bdd5547fa7ae2467ebccd682f8bd8020ad1999e 100644
GIT binary patch
delta 58
zcmZ3-xRQ~>n3tDpN8q#Qi5%u?Vfq>QxvBcOiA9<Dx+NK@x;d%osd*{-;rT_`#RZAU
Nsrt$JDX9~)TmUr46kh-U

delta 63
zcmZ3<xQ>y-n3tD})qh^pL=JQ9X#I@*+*JL<q>M~`m;B_?+|<01V*T`@)XKz?{9OIS
SoE(LMqWrAX<dWivsV)F-0u`D7

diff --git a/q05_lasso/__pycache__/build.cpython-36.pyc b/q05_lasso/__pycache__/build.cpython-36.pyc
index b4ea62976de99636c3ffd5707a1ef1fcd01bef0d..6e767adbc800921c63ecab049d62f3e694508d81 100644
GIT binary patch
delta 484
zcmYjM%}N6?5KgkY>2|wY{}0{-|EO3Ne-0i*1rJ_DK_v)fX`;1uyETaiwJNxMfwE8G
z#aHm)0|*}XCLY9B@E}eKf)l<kGn1Lge6NKcI=vDE-tOMQ@uY>&2l{6Y_*(#V(w|<d
z7P*t+V~2UH#C#U8vT&M1&0$Vcj1l*^%ZokCM#M;pFzP?7^`B>EzlzZQc{BdB^M2ji
ztYe6bQGgk~4NwP}h38khxM^$n;MUSqTV0ZpTN}JW*8<PcZnN06Q#`n#>V)j0ik;oz
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zBwhk6KO#8>4d44=BZ);ANAfJG>V~Mc#HncW@Gz0*suR^kSci#Wl=aBsRPMAQrII0|
zstkm18T-V;-T-nUdn2KplMc_QRc|ntM>?u0p`{14(l=Bx6aeK^Ms1$Nu)h#oPMEye
f=pT)nGIt#$UADxA5w3=TeC)#Uv2TqM-|~WAss?lR

delta 537
zcmYjMzfasS6wY(vT#`$U<D_<|kXn_hC`%*g!hos{s8hExfK}=0#s)6RkE`vggcQ_D
z$IzvqQ+6g6X8wWx2kcop@h>o-+9^W#>3x3w{C&@UckXp>^=%Xd7klUA)V8d@)}w`W
z{a&a1vRK_*!&#8^8J+`J+-L3_K4TJ+hz!UQ8M1(R%s&CLy!f?=Z+z`q{CTywc@Ezj
zAJ%ph&fFR?=KvV~jgFD(WuEetU86ag!?9gM=BPkdPN#Gpl+L}fUpt)=*LIEf(I+c*
z8wT+Ti9S*(tMOEDHc3?sZ7;3zSy9S3Y|h~I4>V=O-=>Ow5VYVeDyOX@zX>Juv{vix
zjun@xb&t9|c16$7I5$m6bl-KX1f7&E7KP;NBz$0vvm-YyE%8JfZ+DZ!s^AIzdN@h8
zt8`X8<E4_xf#63}RYgMc{KZsM8BdjLHqe`wVx(;YozfH*3?PI6hA>3`QH+|OD8VAq
zm(3MQ_gh!cl2wJCf^$YZrbin~u0&re#Lz%!VA+7_*?sI0Jk?z5Z50)p<@_DeCu!af
L!P60%ut&~6tI>#l

diff --git a/q05_lasso/build.py b/q05_lasso/build.py
index fb30d50..16e9c40 100644
--- a/q05_lasso/build.py
+++ b/q05_lasso/build.py
@@ -1,14 +1,30 @@
+# %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):
+    model = Lasso(alpha=alpha,normalize=True,random_state=9)
+    model.fit(X_train,y_train)
+    
+    y_pred_train=model.predict(X_train) 
+    y_pred_test=model.predict(X_test)
+    
+    m1=mean_squared_error(y_train,y_pred_train)
+    m2=mean_squared_error(y_test,y_pred_test)
+    
+    return np.sqrt(m1), np.sqrt(m2)
+    
+    
+lasso()
+
 
diff --git a/q05_lasso/tests/__pycache__/__init__.cpython-36.pyc b/q05_lasso/tests/__pycache__/__init__.cpython-36.pyc
index 88694349bfe01743507f538dd58873ee81a6ec3c..933308cd4e978636205d1516842b84c78675eee6 100644
GIT binary patch
delta 58
zcmdnOxSo;2n3tDpN8q#Qi5%u?G5Q(#xvBcOiA9<Dx+NK@x;d%osd*{-;rT_`#RZAU
Nsrt$JDX9~)yZ|_G6n6js

delta 63
zcmZ3_xP_6!n3tD})qh^pL=JQ9ME#8X+*JL<q>M~`m;B_?+|<01V*T`@)XKz?{9OIS
SoE(LMqWrAX<dWivsa^nc1QoIX

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..76186d31226f9f444ab29b13a5bc4ddfd2b869d8 100644
GIT binary patch
delta 61
zcmZ1=Fk67bn3tDpN8q#QjU1a8)splx@^e%5a}$d)^L0xyQgw4u(^K<O^uzOuvWp86
RlT-DR^HWkcKV`IL0|0|Z6{G+F

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


From 24b04601ab6a38c6c584894a7c28151d6a518e8d Mon Sep 17 00:00:00 2001
From: mario-the-legend <mario_the_legend@yahoo.co.in>
Date: Tue, 1 Jan 2019 18:20:46 +0000
Subject: [PATCH 6/6] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 185 -> 180 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 702 -> 788 bytes
 q06_cross_validation/build.py                 |  11 ++++++++++-
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 191 -> 186 bytes
 .../test_q06_cross_validation.cpython-36.pyc  | Bin 2091 -> 2086 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..4f56e8cecce1601f2c007ec1c2db73e682b257c2 100644
GIT binary patch
delta 58
zcmdnVxP_6!n3tDpN8q#Qi5%u?iTWA&xvBcOiA9<Dx+NK@x;d%osd*{-;rT_`#RZAU
Nsrt$JDX9~)`~f?B6pH`=

delta 63
zcmdnOxRa5?n3tD})qh^pL=JQ9H2sYH+*JL<q>M~`m;B_?+|<01V*T`@)XKz?{9OIS
SoE(LMqWrAX<dWivsr~?VTNTCt

diff --git a/q06_cross_validation/__pycache__/build.cpython-36.pyc b/q06_cross_validation/__pycache__/build.cpython-36.pyc
index 19e8bd85e09cebaee96edc5dcf0f08e21320e7b5..6e744ae0b2e26c5332c0425405c0e45aafecb3c7 100644
GIT binary patch
delta 435
zcmYjMyGjE=6rH=zJT@kVfL1mUA&5rMQq;~u1RsU6h+)XRB%ACb%)~;CSSWTW7H$0i
z8~p>p-<VFU1RGl`XBEMLIrq$&Gw0rUw(p$!a;a1Zp5~8k494Erzh!H_p|=dvdcA-Q
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C^mM5J

delta 371
zcmYjMJxc>Y5Z&GTG~A^)Qi~7~(s+d_MJ%kW1e=)VSZ{|U=iROBZiIkhp{>P{)b{=f
z8#{l(VrS)F5E18sMF!^02XBV=R{pEkKZxVb$HnvbhZ6EhHp0XH7*n4%{eB0W!Y=~h
zKG5c@*A>199?3Ws?3@h3X0_*iZ6URJ+iiZg6GIIXR50N@d3VmOQ#i|gI=pukLyiqb
znNfUJ+hFnExE1hv;99Se0!m9qmM+G=&ZPqVLR5rT-+4Nf6{P%fI!jMvKChrQI-Mw3
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zs{w=!1vfm?V3dy(>!W1QMg{8uWw%3nyw<h>?Ry&@qK|nAN3C7mL5OHbBNnm5`vc@-
BWA^|6

diff --git a/q06_cross_validation/build.py b/q06_cross_validation/build.py
index e39b93b..c1d51c7 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
+from sklearn.linear_model import Ridge
 
-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)
+
+model = Ridge(alpha=0.01)
 
 # Write your solution here
+def cross_validation(Model, X, y):
+    scores = cross_val_score(Model, X, y, scoring='neg_mean_squared_error', cv=5)
+    return scores.mean()
+    
 
+cross_validation(model,X_train,y_train)
 
 
diff --git a/q06_cross_validation/tests/__pycache__/__init__.cpython-36.pyc b/q06_cross_validation/tests/__pycache__/__init__.cpython-36.pyc
index ca3f5cd76d3a5d9abb66f9d0edaf0d9dac4ec0bc..b3a57297ba8de98570f639a3a8a1ed9677376ee4 100644
GIT binary patch
delta 58
zcmdnbxQmg)n3tDpN8q#Qi5%u?>G~P@xvBcOiA9<Dx+NK@x;d%osd*{-;rT_`#RZAU
Nsrt$JDX9~)LIFP{6r%tD

delta 63
zcmdnRxSx^3n3tD})qh^pL=JQ99Q};^+*JL<q>M~`m;B_?+|<01V*T`@)XKz?{9OIS
SoE(LMqWrAX<dWivsi6RRT@~H{

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..51d26c91594719058a86aa15a08ed996aacdafce 100644
GIT binary patch
delta 61
zcmZ22uuOo%n3tDpN8q#QjT|yeY8Cn!`MIh3xrs%Y`MM<;sk%9->8W`s`r-LS*~JBk
R$*KCu`6;QJ{h98t0swGE6-EF6

delta 66
zcmZ1`uv&n_n3tF9r~kaDjT|ye+O_%_`MIh3iAfom`Y!p&rManjCB^#bMX8mECHcAf
Wi8(n61x5K;smUe9o4uIsumS+%kr#CU