From 5d548d2310adb6279f1cc0108ce75d180717c5cd Mon Sep 17 00:00:00 2001
From: akashhchatterjee <akashh.chatterjee@gmail.com>
Date: Tue, 4 Dec 2018 14:02:06 +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 -> 658 bytes
 q01_load_data/build.py                        |  13 +++++++++----
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 184 -> 179 bytes
 .../test_q01_load_data.cpython-36.pyc         | Bin 3979 -> 3974 bytes
 6 files changed, 9 insertions(+), 4 deletions(-)

diff --git a/__pycache__/__init__.cpython-36.pyc b/__pycache__/__init__.cpython-36.pyc
index ebbd53a2d5f8e74c1825d49e211ea6c89bbb6b24..0f5deafd8e4cfa3b9181fccb960ddba9c6fa1f78 100644
GIT binary patch
delta 58
zcmZ3&IG>Tjn3tF9WgA<}L=JN`AN`E{+*JL<?8M@XjO2{Ol9JS-tkhKf@cg3e;)2BF
NRQ=@ql+=k?RsbW}6e|D#

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..a00ee28ef595a2c8736ec14c2cf1d32bd3439156 100644
GIT binary patch
delta 58
zcmdnQxR#N_n3tF9WgA<}L=JPcDE*B5+*JL<?8M@XjO2{Ol9JS-tkhKf@cg3e;)2BF
NRQ=@ql+=k?9sn$16k`AY

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..cd9ef011d1f49d717634ce86d591ec12a66fe2bb 100644
GIT binary patch
literal 658
zcmYjO&1w`u5bo~zA2%2;{#+D12y@v{yap9=4{8nxL!fD=YqPW4J2Q6oE^OF6B@14B
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zD8lW+BOT%N`3-8p+(3&~b~A1)uHdrkb(;$)0?lyL(Njm4MdFwoX-}&?uS-t(PM(Xg
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z7{_{9Jup*+EbVZH+=?4eP+R1>R-9@;Hav#*$S!PDSL@V6`5WvAcG_-*eLt8UAlzKR
TD}N<3z>v}b&FOub26^}oE}F9#

literal 650
zcmYjOy^a$x5VpPEzmSs<Iu2+6Q6Qzsf@sl!1oa6-6Rl3Nd~1hn@cx|bM9RrqK}ueM
zo;RT98ED*6poll1fpHKhBh7gHdB*ek^OK{a5q<Tk{E89!jt(q>{5iOJ2tgo$6)G{T
zM3E*cBaB2;Qjv*7q#tk@3;YI6@*UKovkCUst>$&htTdLHUe)&Mf#8-Gi*98k>vdg8
z!<v<{^_uINTRE-F`p3QP&(~k>etWjd;hHKi2sQ#wz+Zry83c=#*rE4$h+MQJzzJ<b
zjJ9M>?x2AlpmdMKHgeR(4m%>qM|w_&WJrf>$X(<Tm%7a5^BDNYXFHGqO^DC`GOw?s
zA8X!<u3^Rk&E0P>orNOmNiTe+B^M0Hds?fm(j**>Jngw%=)hX15Ihlck7pild^%%$
zZF~X=$m7$^KL8Q{J|le$Ex*n|tVS06Vo?__yK2?Q)|%q2mK$!nrr=85?{&A76`)+K
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zI{bj9Ay0hLgACm0@HOQv^G?B>cG`48DrTet8Zd4Dd_4|r;fno34#G{qeD)NYR!W`*
NsZ5Y4!{dm?e*l5*u`K`q

diff --git a/q01_load_data/build.py b/q01_load_data/build.py
index e4cd8e3..2384d56 100644
--- a/q01_load_data/build.py
+++ b/q01_load_data/build.py
@@ -1,10 +1,15 @@
+# %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'
-
+df = pd.read_csv('data/house_prices_multivariate.csv')
+X = df.iloc[:,:-1]
+y = df['SalePrice']
 
 # Write your solution here
+def load_data(df, test_size = 0.33, random_state = 9):
+    X_train, X_test, y_train, y_test = train_test_split(X, y, random_state=9, test_size=0.33)
+    return df, X_train, X_test, y_train, y_test
+
+load_data(df)
 
diff --git a/q01_load_data/tests/__pycache__/__init__.cpython-36.pyc b/q01_load_data/tests/__pycache__/__init__.cpython-36.pyc
index 133357e0803cc77a9fa179800aad36162ab7db97..8d892f729e04f679fc670ea1f509c8970bf302d2 100644
GIT binary patch
delta 58
zcmdnNxS5f|n3tDJpq(vdB8RzJf__GRZmND_c4BcxMsh}CNl9u^R%)t#cz#iKaY15o
Ns(x~QO6tTcKL7@>6QckC

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..d0dd35174ed5e52f2cb42cb242fa216eab04b7cf 100644
GIT binary patch
delta 60
zcmeB{Z<FUR=H=xQXlIMr$Z?iYElWQmKQ~oBF*~t1BO^H@v7{umC@VEpKRmxEySN}R
PIaNP7KP7b&Q#UUFIHVLw

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 d47cae247f989fb1bafd23f3f9684d0772122309 Mon Sep 17 00:00:00 2001
From: akashhchatterjee <akashh.chatterjee@gmail.com>
Date: Tue, 4 Dec 2018 15:27:16 +0000
Subject: [PATCH 2/6] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 190 -> 185 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 636 -> 616 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..e0a63588b4306d96f64d744324aca03dda9a907f 100644
GIT binary patch
delta 58
zcmdnTxRa5?n3tF9WgA<}L=JPcH2sYH+*JL<?8M@XjO2{Ol9JS-tkhKf@cg3e;)2BF
NRQ=@ql+=k?ApkS66q5h|

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..ecd0ef65c7003cd01b76e6afc93fc587d2977391 100644
GIT binary patch
delta 278
zcmeyv@`6R#n3tF9^c=RBw~P!7j~S2vE0FB~#Kk5Pm9;ri*;ARC85tQS`bCB^14W%d
zGD<+Ah9QfgnIVg@hAD+noFRp&8Azuvv@%IDWHHq;*Dwb&Xfpe~1RBmz1k$I;e2XPH
zzo_UIM_x{1QF>}|$t~8*yp+_6$zqHOCLp<-;*|_VJV2$tlJzt4b5r#bvlELmGLkbA
zOG;9UvQks^!}E)>iwhEyQ}vVcQ&K1AF^2MU0o50?00{<0ImRNs$(I;I7&#}aGpQN!
j0mZ<^ArZVlv0EHAx%nxjIjMFaXBD#n2_9x47A_V57I{94

delta 318
zcmaFC@`pv)n3tD})qh^p4n_us#|%h-707k~;$oeN%GwjdBI{Xz9A}V#29T&>$YN+_
zs9}_3sAaBU&SFeqOkwI}Oku8JN?{gfXl0UQ$YRQ34rb6~@pIE;yv3PVoSd4Ml9`wO
z5@-)l^cG8Ueo@ga?&AESlK8U3oYK_dTdbLRDXA5=*dSb>8jh62lEnDp)RHLvlEld(
zi~^QX%s_1`8H#v;hWyIV&&bbB)lW>y$kcbqPcF?(%_}L^PcKTXOf1RI)lbaHQ79<N
z&q_@OicY@6C^fm5(TblF<O7gb7#MjNi})w+VGLp9o-D|urq2%)0~?G)@BzhcaoFVM
Sr<CTT+A#rnV7)xdLM#B`cuvj$

diff --git a/q02_Max_important_feature/build.py b/q02_Max_important_feature/build.py
index 51fbde6..82b095a 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):
+    cols = data_set.corr().nlargest(n+1, 'SalePrice')[1:].index
+    return cols
+
+Max_important_feature(data_set)
+
+
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..69dd32e8d67625bbfa366f0fc34b3474e52bf96a 100644
GIT binary patch
delta 58
zcmX@YxSx^3n3tF9WgA<}L=JPc9Q};^+*JL<?8M@XjO2{Ol9JS-tkhKf@cg3e;)2BF
NRQ=@ql+=k?Q2;kt6srIL

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..b800ad207cc968af14ff7104e5a9de1356986bad 100644
GIT binary patch
delta 61
zcmX@kdx)3An3tF9WgA<}Mvg;_YK{6C`MIh3iP?$885zkLi6teeMOmq-`r-LS*~JBk
R$*KCu`6;QJzcOB80RWOl7PJ5W

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


From 244ef93d876ed8a83639ca0bfbfc38e553326ef5 Mon Sep 17 00:00:00 2001
From: akashhchatterjee <akashh.chatterjee@gmail.com>
Date: Fri, 7 Dec 2018 08:09:31 +0000
Subject: [PATCH 3/6] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 179 -> 174 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 892 -> 868 bytes
 q03_polynomial/build.py                       |  14 +++++++++++++-
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 185 -> 180 bytes
 .../test_q03_polynomial.cpython-36.pyc        | Bin 1393 -> 1388 bytes
 5 files changed, 13 insertions(+), 1 deletion(-)

diff --git a/q03_polynomial/__pycache__/__init__.cpython-36.pyc b/q03_polynomial/__pycache__/__init__.cpython-36.pyc
index aa42922819662c41fcd07685edf2a72bf7ac881e..769ddf3057d2c499fbd80bb14db89644d1d93748 100644
GIT binary patch
delta 58
zcmdnYxQ>y-n3tF9WgA<}L=JPcX#I@*+*JL<?8M@XjO2{Ol9JS-tkhKf@cg3e;)2BF
NRQ=@ql+=k?o&YTU6lVYc

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..5e525ce985d23a05bc212fb2bfc3625d252b05a4 100644
GIT binary patch
delta 452
zcmYjMJxjwt7`|LSnub)covdT0xMXlu5d?8kL9itV;mn;jX_}PxPPEWcB)A9;(qGWg
z&EIpYF8&2^@Qp6L;~w7U{dn$qf1FRJx7%uY?>pYrzDdXjSvxkyhxp{>Ywyevt%?}r
z6`mIs=IYu}T{}QfBr__KQEqTrQEqbbM7Kz0&Z)ALJtN%W_6t=`MJhTsXJ*z=?hHFr
zv!WLya8AKNm8f~aa&Zo6BEAgd$AJ;~X_4f2T*TKYlYysQ&eVd%QmDvEN&xK^IfGjv
zmA2D@iwCI90d7K|wy4dURO!YbR>0CiH>UqVU}<|&-V2C)U<EJ7u~bY6jheZPyh)i)
z<8jGF{zhOEWxfaDupEn!jhGy650fENN<bz=*e_uuCoB<Rg8kugMZ3!r8f>^YMU1ZD
z8!m;;@{z9k(8Lt95F!T+p=a3mBWS87ow{8Awgzpa+TBAhceyyI*OEShkGgoxw&^v0
E0T04)zW@LL

delta 475
zcmYjOJxc>Y5Z&GT$cKp$3qdPEn^ae*jff}_ZNx-ubU}_ayCxUza$$B)4O~cJCt8H`
zf~9}yTJ8J?V&Pm=aF-q4d$T+9hJAOx+_jBrwY+}u%s&_*Z{*){5bxp9t;t$*a`!NH
zk>p|{7q>AOBB^B3l6J>lCL?C($TG}WDUptJpO~>zdQb1!$WHB^ld{x8?4-^asTWT8
zT=PbO2*cAvguHYF$HC1$D8b7|0z^kO1n57U>xbhy<&~h{4il;Tt3c?wn-$J|10v{W
zh2akX8-0P5humsrT?Yp5IfM9C0k44Q%Q*725k~R3RvZrf^I3skGW;RcL7ur*!X%({
z=0ven;pQuWD%SkG^ty4RJaN?xyo0!%M5=GJ*8w#YCXPHDX>|Z`Pqk5<KC+eR7OO9m
z@g<=P)TT?cLZLPd*$d}IDU9&7GEl@ccX1r04U}dCN6JYJ$*l3eFppYR+(BPSsCMz^
Oh|U{SurzLK(f$TRQ-6p6

diff --git a/q03_polynomial/build.py b/q03_polynomial/build.py
index 26d8971..ba67614 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
@@ -7,5 +8,16 @@
 # 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')
 
-
 # Write your solution here
+def polynomial(power= 5, random_state= 9):
+    cols = data_set.corr().nlargest(5, 'SalePrice')[1:].index
+    poly_model = make_pipeline(PolynomialFeatures(power, include_bias=False),
+                               LinearRegression())
+    
+    return poly_model.fit(X_train[cols], y_train)
+#     prediction = poly_model.predict(X_test[cols])
+#     return prediction
+       
+polynomial()
+
+
diff --git a/q03_polynomial/tests/__pycache__/__init__.cpython-36.pyc b/q03_polynomial/tests/__pycache__/__init__.cpython-36.pyc
index 6e2087691199f0bc7e5f879b594cb46948bbd2d5..0225877063768c99608853569b4635c9635f50e3 100644
GIT binary patch
delta 58
zcmdnVxP_6!n3tF9WgA<}L=JPcME#8X+*JL<?8M@XjO2{Ol9JS-tkhKf@cg3e;)2BF
NRQ=@ql+=k?{s1tg6n_8!

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..b917b86d0f6f21f25b0e5686ee8c02f28460d02a 100644
GIT binary patch
delta 73
zcmey!^@fYnn3tF9WgA<J!A8zWjA}Xh8Tq-X`ia?z#TgmN8Hpt&sYO|-sruphMcKs#
diOH$@$@wX%n~yO{F|l4$y8Tmc^Hb&?MgX?X8z=w(

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 0f38a54e766cf053b42631a7baa48f2d3f374f05 Mon Sep 17 00:00:00 2001
From: akashhchatterjee <akashh.chatterjee@gmail.com>
Date: Sat, 8 Dec 2018 15:35:01 +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 -> 915 bytes
 q04_ridge/build.py                            |  15 +++++++++++++--
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 180 -> 175 bytes
 .../__pycache__/test_q04_ridge.cpython-36.pyc | Bin 2080 -> 2101 bytes
 5 files changed, 13 insertions(+), 2 deletions(-)

diff --git a/q04_ridge/__pycache__/__init__.cpython-36.pyc b/q04_ridge/__pycache__/__init__.cpython-36.pyc
index 43421366bedf944488ce2a27f63ac34969d0db1a..cc04cc688a035c48724458f26055ae84350a67e6 100644
GIT binary patch
delta 58
zcmZ3-xRQ~>n3tF9WgA<}L=JPcF#U}D+*JL<?8M@XjO2{Ol9JS-tkhKf@cg3e;)2BF
NRQ=@ql+=k?E&wU<6jJ~I

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..08fbb7b344c6810da11afe61b7b6d1319fb33f7f 100644
GIT binary patch
delta 522
zcmYjOy=vS*5Z+m7^>@<U*|FOYa3FCL6)qBtNdhU-xp9%O7!Gl>@kKuQj@24`i4KG1
zHpQVPui(b7;KC1JNU1I)5b_9imD$4q?=T-T^UW`N<2U}sR+2>De|Pq`9L9dJ2Tzdw
zmbBE1jhEZV5XP(k3BXi{qK17TBiWI$Ok`JyyqEXUtBJ)30}RhWuBero0b88CT3kIn
z{TouRKVR1_-~aq_{$>c|+2@nmN$*I@j|7GWAx8(@Z_XSl$iZ;q)O^m#b`7s#?ii7K
z#y3tyaq`_I6ObkDnXnQ|#;e@QtN15pFJYTv_u&8d<`kau&8WGCXU#1<mcF)o$d3Mu
z2Wn7EP>oy2q<1oyYK1MFNN;v;&MugKM9Fu1>1a}@G&{`7(P%izj8QsQD*Z6ghvhUI
zs&q(wnlt|5Nh_9(`}W2z0fR2Y5J7*bdcFC<)1>87Y{k)WF`enS={Yi&0cIu}l*;Ic
zinJ}&9Sc2z*3;P$PKwqol|sF4<94wJux8VO9lGautX|UxvvQRnhJYlt!dH3hM&Umc
Ctb5S_

delta 602
zcmYjM&ui2`6waGulHF{QZWr|+3dIU`PeDECK~%8l&4XU-AjB~<-6rJ6GMOz@Qwnac
z6_$ARD0uN7QRqE4@gV*So_tAFI*<49z3+YR@uqQ3oz2_6@4nml$ljZV@xwUxDDsDx
z)vML!oh?aIHysJO1Tf@K*h_dxna6w<ur)Rot{8~nF|hU3hr9IG5XV;Et{?q;d*REI
z?{AJD#DGfoY|L))Bg|?aK^wIpKoDV`n1@h93YuthNx(pEX|jYvqG@W^L|8Kr^n_sT
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zpNY3V8|oqs{(ceemAMT0>%Ao0F5^Wm3tfdXB@ehR^N?rR#$1)Dj8WxcpBJ$dQI-^v
zt4PUNvqLUlQxn`Y#;iJGKmZ=NForSd5!9q<NEj#|n=LIC`TRfy%_(8Kt*v+=%DlBI
zDFqt{{99B>twv~7-Ad(ku--wpyg&LJTtclK+{;U`$mD&3RTUt3Fu?G-FemmO<Uy66

diff --git a/q04_ridge/build.py b/q04_ridge/build.py
index 9ee00b1..cfddadf 100644
--- a/q04_ridge/build.py
+++ b/q04_ridge/build.py
@@ -1,15 +1,26 @@
+# %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.linear_model import Ridge
 # 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_model=Ridge(alpha=0.01,normalize=True, random_state=9)
+    a = ridge_model.fit(X_train, y_train)
+    x_pred = ridge_model.predict(X_train)
+    x = np.sqrt(mean_squared_error(y_train,x_pred))
+    y_pred = ridge_model.predict(X_test)
+    y = np.sqrt(mean_squared_error(y_test,y_pred))
+    return x, y, a
 
+ridge()
 
diff --git a/q04_ridge/tests/__pycache__/__init__.cpython-36.pyc b/q04_ridge/tests/__pycache__/__init__.cpython-36.pyc
index 6d021b50abb2bfef8829992a349762bb460df3dd..b61dbce340427b6ebe5c2558d801162bcc7eec59 100644
GIT binary patch
delta 58
zcmdnOxSo;2n3tF9WgA<}L=JPc82ya=+*JL<?8M@XjO2{Ol9JS-tkhKf@cg3e;)2BF
NRQ=@ql+=k?UH~nb6l(wg

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..15d5950aacd8e77b62369c6e1c6c1aa0fc693e26 100644
GIT binary patch
delta 395
zcmZ1=uvLK5n3tF9WgA;e>PF6ujA}{x8Tq-X`ia?z#TgmN8Hpt&sYO|-sruphMcKs#
ziOH$@$@wX%o1ZdfGs?3tFfgzIu`>`CYXFH7h7`tT#u(;W##*LY=E=FtlNninNSOH+
zWBg=QR)xtXEP{-Dlf!|mG!}k>`X{k83$YY&0}U<`0}<jNLSphqcHzmUtcqZR^i@HQ
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r%F;l~G?|J(4k(fVv2nQd8NzVs$r|hy0+JvdQXoPWM957pVBY`$wp>s~

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 ab0004e22dbc9b56336ce20277d7a48a924836f7 Mon Sep 17 00:00:00 2001
From: akashhchatterjee <akashh.chatterjee@gmail.com>
Date: Sat, 8 Dec 2018 15:38:55 +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 -> 910 bytes
 q05_lasso/build.py                            |  16 ++++++++++++++--
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 180 -> 175 bytes
 .../__pycache__/test_q05_lasso.cpython-36.pyc | Bin 2080 -> 2075 bytes
 5 files changed, 14 insertions(+), 2 deletions(-)

diff --git a/q05_lasso/__pycache__/__init__.cpython-36.pyc b/q05_lasso/__pycache__/__init__.cpython-36.pyc
index 1005306dfd1495f17293e8f96d1fe442f494d410..0b1721a2d098f9855ab611e908be2b6b4af9e156 100644
GIT binary patch
delta 58
zcmZ3-xRQ~>n3tF9WgA<}L=JPcF#U}D+*JL<?8M@XjO2{Ol9JS-tkhKf@cg3e;)2BF
NRQ=@ql+=k?E&wU<6jJ~I

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..93eef15dda6a2329fc41d3681f86a52e431af496 100644
GIT binary patch
delta 485
zcmYjO&1%~~5Z+m7Wl5I*QlCR0fi@H>Xb&kSB!M1!3xq%mOTY;4wnnicv%3L1RVi3G
z2aKK~m%c&|eSkoYx`hx*AE7;E*0hirzK_}c=5N`X##LkUO{*1_56zR84k7pCi7|{1
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ze+Ss>*O&hH_jebU`y;@UH4kAYy+h~^NCpQ9DjeZfU05HOhH(m7(h|Np1*ER=F>(z{
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z{x6(g6Samb{5_7xc_!oJG|}VnXq*@$RVrotF;}O0nv7&T!Y0*%zS^kSs%zJ--$o+P
zh6qCFuAutWEsa|>or;>BooCazimHyoQ|^nzBttEY3b9DpQq{E7L8?8KoQXWET`i?h
jeS2>gdqU4_n!k&WIiJWq{5zs;Mg%^3WSy?j$PI%>Nl|kA

delta 549
zcmYjMF>ll`6!vrCyCj!{>q%uo0#Q`Br4caD0aYC;Cd2{*SV)ICyX{4Ba<Y9$l~Q#G
zYfn0bnW+mu1%$+&m5Cp~!i0UTs`}}D`rdorXT7)V|LSi&O_J#1-B-Hw5c-X7JYxC2
zP5oiD_3V)#d6W-0X#kK2d9Q)@gvK<XDZNF9JmLWlKLg!Zec2^{LTg+7e6ad^_w19U
z2GxiI$J{&jPN9Yz3^rba0a@-F+`uU|B=6Oj`$xdZIkt5_4@_vh8aHn4t(B2w{#xl@
zEB!0wp!U~FQhPNy#IMn~_v(#mYuLU+lb1~EYBE=X&!%P!U4L2?3t8%M++M)LWX@@L
zzzln#m=x`I*cKfroP{P=o{3RxR(3>5EgsYOx+}D~Y(Dvh)TX`l-`niCk|JXtk7wCI
zHC;$i8l4>}al%X`GgcJ$=BmoY)aZ5}@7z}->q>2EM-ZeCLj*$@;!9Mcc8Rl8C3e`6
zav|p@Ds6vYdf4?8D|sb5Ukkx$!0iPSEsPpisTw+n9c(yopRX6Z0k>_h3!cl0FAA}T
QZKd5JF$6YZ7v9MK4;tf&0{{R3

diff --git a/q05_lasso/build.py b/q05_lasso/build.py
index fb30d50..4d0c3f3 100644
--- a/q05_lasso/build.py
+++ b/q05_lasso/build.py
@@ -1,14 +1,26 @@
+# %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)
-
+from sklearn.linear_model import Lasso
 # 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_model=Lasso(alpha=0.01,normalize=True, random_state=9)
+    lasso_model.fit(X_train, y_train)
+    x_pred = lasso_model.predict(X_train)
+    x = np.sqrt(mean_squared_error(y_train,x_pred))
+    y_pred = lasso_model.predict(X_test)
+    y = np.sqrt(mean_squared_error(y_test,y_pred))
+    return x, y
+
+lasso()
 
diff --git a/q05_lasso/tests/__pycache__/__init__.cpython-36.pyc b/q05_lasso/tests/__pycache__/__init__.cpython-36.pyc
index 88694349bfe01743507f538dd58873ee81a6ec3c..14f4662fe8fc68b5d25ad59406761a6a12eaadf9 100644
GIT binary patch
delta 58
zcmdnOxSo;2n3tF9WgA<}L=JPc82ya=+*JL<?8M@XjO2{Ol9JS-tkhKf@cg3e;)2BF
NRQ=@ql+=k?UH~nb6l(wg

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..3753d30ca8f2b487785c3c4dee8e1e2d588d52f5 100644
GIT binary patch
delta 61
zcmZ1=Fk67bn3tF9WgA<}MvhI4YDxMT`MIh3iP?$885zkLi6teeMOmq-`r-LS*~JBk
R$*KCu`6;QJpE6pr0RVU36_@}3

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


From d6fb21e0d3262bc4ced2c0a3dcf84cab9dc20a4a Mon Sep 17 00:00:00 2001
From: akashhchatterjee <akashh.chatterjee@gmail.com>
Date: Sat, 8 Dec 2018 15:55:44 +0000
Subject: [PATCH 6/6] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 185 -> 180 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 702 -> 808 bytes
 q06_cross_validation/build.py                 |  15 ++++++++++-----
 .../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(+), 5 deletions(-)

diff --git a/q06_cross_validation/__pycache__/__init__.cpython-36.pyc b/q06_cross_validation/__pycache__/__init__.cpython-36.pyc
index fa7d8bff4b4367609876242346df0325d2410dff..894f3d6151eeba50473e9bca8c97195bc45c57c8 100644
GIT binary patch
delta 58
zcmdnVxP_6!n3tF9WgA<}L=JPcME#8X+*JL<?8M@XjO2{Ol9JS-tkhKf@cg3e;)2BF
NRQ=@ql+=k?{s1tg6n_8!

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..c2db9df4e9a1029a43d9c7ed961591f6936720d1 100644
GIT binary patch
delta 424
zcmYk1Jxc>Y5QcZ|Gr1%tIS;I~i3n*-p@p4x79#jj7!ENkw?i(;eT3a>qOnQ}5mFqf
z?X~eI2>y-j#42E8Yvo=cxG>MY`_3#g^JYF<t-V^!NmrHYM~#qA^6!{RAE^*o-fB6F
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A1poj5

delta 303
zcmYk0F-ycS7>1KHNo#34oHun4p&}H7DvGm%lau12w;Ztv-qlMhNgNJ!($%446=#2i
zf56=#xVh+ma4;the(=5D`+mH`^Gshzv7M&z`{~o@8v^hF{tfYd&#yk{iy{_5Lz|G}
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zjbhW*h4VjyrC@D|9g+4L<{Nc2>7=OG*<@PnclDJNt<lxF5_4ucS+Ut{^-^_>sQuR-
zq1?W~&0)Gg#a;j$K$ZDhW;RC`TU4=@chX@k1a}c<hK;o_iu#J9o<(S*!r$O|e6XLW
RSYD9o*h>N<n4km=$PZGYPA32W

diff --git a/q06_cross_validation/build.py b/q06_cross_validation/build.py
index e39b93b..f16a0d2 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)
+from sklearn.linear_model import Ridge
 # 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)
+X = X_train
+y = y_train
 # 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, y)
 
diff --git a/q06_cross_validation/tests/__pycache__/__init__.cpython-36.pyc b/q06_cross_validation/tests/__pycache__/__init__.cpython-36.pyc
index ca3f5cd76d3a5d9abb66f9d0edaf0d9dac4ec0bc..e5e28f9ad9a454f6603ab6d01d443762cbd7b428 100644
GIT binary patch
delta 58
zcmdnbxQmg)n3tF9WgA<}L=JPcbp4F{+*JL<?8M@XjO2{Ol9JS-tkhKf@cg3e;)2BF
NRQ=@ql+=k?p#U^Z6qf)1

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..d4d2fc8b3513dcef04385960a1c6e27a142e3306 100644
GIT binary patch
delta 61
zcmZ22uuOo%n3tF9WgA<}Mh+P!wF>=={M=Oi#O%c4jEv-r#FCQKqO8<Z{qX#v?BasN
Q<W&9S{FKzq{!DjR0c744IsgCw

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