From 7facda065698173dde0a304b4b0397303afab456 Mon Sep 17 00:00:00 2001
From: sannidh <soniknitr@gmail.com>
Date: Sun, 11 Nov 2018 03:08:45 +0000
Subject: [PATCH 01/22] Done

---
 __pycache__/__init__.cpython-36.pyc           | Bin 141 -> 155 bytes
 .../__pycache__/__init__.cpython-36.pyc       | Bin 155 -> 169 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 414 -> 359 bytes
 q01_load_data/build.py                        |   9 +++++++--
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 161 -> 175 bytes
 .../tests/__pycache__/test.cpython-36.pyc     | Bin 1525 -> 1539 bytes
 6 files changed, 7 insertions(+), 2 deletions(-)

diff --git a/__pycache__/__init__.cpython-36.pyc b/__pycache__/__init__.cpython-36.pyc
index b0c3719c2f46201b3baa3fcef746c16a601c9e9f..d3743f9956edf8179161f95949cf6fcf5827c497 100644
GIT binary patch
delta 49
zcmeBWoXyB#%*)GlYR>cMi5%v#9{L&ixvBcaiFtXMDH;0V`9;~q1&PV2`pNkzsT2L|
E0g@#V82|tP

delta 35
qcmbQu*vrUa%*)I5Qh!m@L=JO)EB%c8+*JMaqSVU7lKk9>G4=qqQwvf6

diff --git a/q01_load_data/__pycache__/__init__.cpython-36.pyc b/q01_load_data/__pycache__/__init__.cpython-36.pyc
index 4596200714efc1a2bd21ca0d0f36671155da8439..437254c69dedd8b51f0a57c6909564981d3edfca 100644
GIT binary patch
delta 49
zcmbQuxRQ~>n3tF9)STzh6FJOf!}K%qb5r$;6Z7&iQ!@0!^NX^J3lfu4^^@~cQYZTP
F0sxsa5m5jD

delta 35
qcmZ3<IGd5fn3tF9rT(I*i5%wq9{L&ixvBc;MX8mECHc7%V|)R-6$^?0

diff --git a/q01_load_data/__pycache__/build.cpython-36.pyc b/q01_load_data/__pycache__/build.cpython-36.pyc
index 98e98a79cdf9a026efe48fdde2a84d1da49836cc..67a4999522624b9530bc63f6f0f62f1ac5a32d24 100644
GIT binary patch
delta 224
zcmbQo{G5r?n3tE!c<%G)=@U8q>xCE?7)ltj7;6|(7*m*fnQ9qp7=sx!nf-n-T5B>z
z38iJ`q!uKWWW?te#V3`frKJ|#;!H`+$;{0xNiEW3y2VtG62(!JnwS!wTwDg^vw#%e
zVoFI{$xy@&H2YVuenx(7s(x`|US4KOhJJW{QFd`bVsff}a(+sx{$w6TH!l{TItE5Q
w#v)E2t;u|gtspTkC9${&Bn}n>n}kGg03~j5*yQG?l;)(`F#&nSAcBJl07X7K?EnA(

delta 278
zcmYk0zfQw25XOCWNRzf<<Qd4+0mK4gLo5gen6g9%cTl3Zv1}uORKycx=nF6)G4MhR
zUKvndp%YFgmQT9h>HG65-&KB46ywjMkLqWYU%l-MA-rf{DF{gR@)efQNK%y0PA?lp
zDUEs<=(Q-b%MBct5R_xHhUi?6qLeZu_ZIKM)Z&6VT|1ASZ%U{VvYjcDAPrSx%Sg4y
z+m=J>P@9&ki9KY;zJ6Q~KMyem{k+NvJ;p%IU&2me!RBl>?=;UIEWe=d^y>TkB8^<Y
nF6@CVh7BsDCbpxqSv<FF>-{Iw_z2mF?&zuI(_y}oQ8M)hh%8GM

diff --git a/q01_load_data/build.py b/q01_load_data/build.py
index 7cd3700..20bd332 100644
--- a/q01_load_data/build.py
+++ b/q01_load_data/build.py
@@ -1,4 +1,9 @@
+# %load q01_load_data/build.py
 import pandas as pd
 
-# Write your code below
-    
+def load_data(path):
+    df = pd.read_csv(filepath_or_buffer=path, delimiter=';')
+    return df
+
+
+
diff --git a/q01_load_data/tests/__pycache__/__init__.cpython-36.pyc b/q01_load_data/tests/__pycache__/__init__.cpython-36.pyc
index d07fd2f92eb40b45050574e400ae0ba39249b5e5..42c59a551b1b1699e82118f68488564fcae6871b 100644
GIT binary patch
delta 49
zcmZ3;xSo;2n3tF9%$(=Z6FJOfWArofb5r$;6Z7&iQ!@0!^NX^J3lfu4^^@~cQYZQa
F0|1<f5o-Vd

delta 35
qcmZ3_xR8;<n3tF9rT(I*i5%wqe)<{txvBc;MX8mECHc7%V}b#_9}A)Y

diff --git a/q01_load_data/tests/__pycache__/test.cpython-36.pyc b/q01_load_data/tests/__pycache__/test.cpython-36.pyc
index 9aa6996833ac66f36d6c99e9f80a514b1a8a8440..1dfb1b63830f0bd25ffae62dfaed7dc61059e7e5 100644
GIT binary patch
delta 51
zcmey$-OR&b%*)GlX3q2IjT|o-Wh3-6@^e%5ixczmGE*}2!}E)>iwhEyQ}vVcQ&KlE
HePsp!-NF*_

delta 38
tcmZqX`O3{<%*)FqWWFeBBgacdelPuu{M=Oi^rF<t#FG5n&3sH>nE~Ak3|asH


From b4b8b4747f41ff6ef701d6ef24b752485f583931 Mon Sep 17 00:00:00 2001
From: sannidh <soniknitr@gmail.com>
Date: Sun, 11 Nov 2018 06:30:17 +0000
Subject: [PATCH 02/22] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 156 -> 170 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 660 -> 665 bytes
 q02_data_split/build.py                       |  14 +++++++++++---
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 162 -> 176 bytes
 .../tests/__pycache__/test.cpython-36.pyc     | Bin 3134 -> 3148 bytes
 .../__pycache__/__init__.cpython-36.pyc       | Bin 159 -> 173 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 924 -> 1144 bytes
 q03_data_encoding/build.py                    |  15 ++++++++++++---
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 165 -> 179 bytes
 .../tests/__pycache__/test.cpython-36.pyc     | Bin 2197 -> 2211 bytes
 10 files changed, 23 insertions(+), 6 deletions(-)

diff --git a/q02_data_split/__pycache__/__init__.cpython-36.pyc b/q02_data_split/__pycache__/__init__.cpython-36.pyc
index 5d17273741a726a430cdf3ccf2eb63426483d618..56c8c765873dbd037b39df21b994e9d2741cd8cc 100644
GIT binary patch
delta 49
zcmbQkxQda(n3tF9)STzh6FJOf!}T-rb5r$;6Z7&iQ!@0!^NX^J3lfu4^^@~cQYZTP
F0RWk_5mf*H

delta 35
qcmZ3*IERtLn3tF9rT(I*i5%wqp86U2xvBc;MX8mECHc7%WBdTSYzvM6

diff --git a/q02_data_split/__pycache__/build.cpython-36.pyc b/q02_data_split/__pycache__/build.cpython-36.pyc
index e6bd2ebf2f76eee17541ce631c667ecb332558ff..c62c808c0ef8186724f121e3552fd83a0c7e0ca9 100644
GIT binary patch
delta 364
zcmYk2ze)o^5XN_Q_x=!)6jr85VX9zpNGc_WU>^iU!zqO0c8{E1Zo}>c6!u6F?6e56
z@r49m;aWk-E7<5<ml@{A?6=<z!@fE1PH)g^HSEXF?I#fOMRtN>e}-j->)ybZo^)3L
zWPN?H<fxw4HzR~4_jN%*Ypy`RKIsqvg1*ucP-B7!@=OIwXor-v;1(=h(K}wUl9x{D
zT4uR*tefyl(&wWsE<*Yc^5`)&+dquH6LO)|yz*j|EoO(gsaPiSkf)i7HLLAj$V75f
z!MK8_&>K$*9i@5bjyDtN95m7KdlgL8Oa>;(^HfZO8>Ju2Jc?xyD<L;8aNKQ}d6pIv
z5fzb#FN}{M(1krr-QIk|;-sP?(QTA<J#z;wJXZd2ro<wXr}fvF2BHZ~@WH3P^ACAB
BR|)_C

delta 383
zcmYjMJxc>Y6x_GBcb7;4nnFw^k}5VSB8VU=2v#D3jRf&H+)Z+l%gOErjO<~R(jvqr
zf{mTEf5FDTu&q`634-X`fRK6YFf+UlcIrR+wPv}z^uGPldImy1$pR?q1AJ<0Tx*Um
zPwxXXhb}lqGUS?YtPw@_N3>0=B!`7Gm?u<&0Yf?E9%m2ig5_S$az77@XPEI#&}L_(
z9-hqbI_W%39X|GFo9OD)7PU}1QpugLCE1PpJWC^`V=ZRC2w9kSwOG>2uB7KoXen=7
zIJYpg;ccX4ob+vg0{7T(_#dFa;FZW_9Qr<LbhA`6I#LW{ou!S*53En#pt@03H@!qh
zJl3%i+Q(kyP7+v!3ao*wOuk^SBa0ZxiX*pffmYDk!fu-JK~L<tAI|4XP=W&1AJ)uc
AwEzGB

diff --git a/q02_data_split/build.py b/q02_data_split/build.py
index c2e7147..baca3bb 100644
--- a/q02_data_split/build.py
+++ b/q02_data_split/build.py
@@ -1,8 +1,16 @@
+# %load q02_data_split/build.py
 from greyatomlib.multivariate_regression_project.q01_load_data.build import load_data
 from sklearn.model_selection import train_test_split
 import pandas as pd
 df = load_data('data/student-mat.csv')
 
-# Write your code below
-    
-    
+def split_data(df1):
+    X = df1.drop(df1.columns[len(df1.columns)-1], axis=1)
+    y = df1.iloc[:,-1]
+    X_train, X_test, y_train, y_test = train_test_split(X,y)
+    return X_train, X_test, y_train, y_test
+split_data(df)
+
+
+
+
diff --git a/q02_data_split/tests/__pycache__/__init__.cpython-36.pyc b/q02_data_split/tests/__pycache__/__init__.cpython-36.pyc
index e780e63f202604d8b01427afe772dd73a1ea13a3..2a0e07574aca025596648e29b3373d3b6e70cb7c 100644
GIT binary patch
delta 49
zcmZ3)xPg(wn3tF9)STzh6FJOfWA!ugb5r$;6Z7&iQ!@0!^NX^J3lfu4^^@~cQYZR_
F005l25p4hf

delta 35
qcmdnMxQLO%n3tF9rT(I*i5%wq{`wjDxvBc;MX8mECHc7%V?qGEb_=Ee

diff --git a/q02_data_split/tests/__pycache__/test.cpython-36.pyc b/q02_data_split/tests/__pycache__/test.cpython-36.pyc
index a1b3fc579e35798e380953fe62d7efac2225573f..aa8d58ff74197964da8b404991b9f8fa19d44d19 100644
GIT binary patch
delta 52
zcmdldaYll}n3tF9)STzh8#$DjWFz%6@^e%5ixczmGE*}2!}E)>iwhEyQ}vVcQ&Klu
IF|lv~0NNH2rvLx|

delta 43
zcmX>ju}^}-n3tF9i20(ZjU38M0^a%=`MIh3=|!oPi6!~D`jZcE%WuwLdcp|+D@P7*

diff --git a/q03_data_encoding/__pycache__/__init__.cpython-36.pyc b/q03_data_encoding/__pycache__/__init__.cpython-36.pyc
index 884722b9e5eb21d01be2d88d202ca11e74eb4609..8c7771a9803442722be39d4b55b9f9304a7c209c 100644
GIT binary patch
delta 49
zcmbQwxR#N_n3tF9)STzh6FJOfqx3WKb5r$;6Z7&iQ!@0!^NX^J3lfu4^^@~cQYZQa
F0sxyg5n%uT

delta 35
qcmZ3>IG>Tjn3tF9rT(I*i5%wqKKdE?xvBc;MX8mECHc7%V*&xZaSNIN

diff --git a/q03_data_encoding/__pycache__/build.cpython-36.pyc b/q03_data_encoding/__pycache__/build.cpython-36.pyc
index 302366cb1c8d346c67f347e326ce7abc487c2dcb..887ff35c3c0230be587b60d2419cfa8f914c6e55 100644
GIT binary patch
delta 708
zcmYjOPixdb6rY(SlbG(x(!*j=R49nKbPGyBSQf$J(Mu02k+Q^O(q=cAq%*VPmRa_&
zeu1)Azd$d34?*xgU%;;*J^3c9wHe-T-oM{_Z(hFozk~2aw;RrW{Q7Y1T!r6P0Yb<H
zc>^LZ0WzGCFGwMU6`49~yvE09jh6&0cj{TxWY2mWMb~KQYBcrX_B3v9`uR{h$LRF=
z(%0@Z&`A3>TYK6cqSk}|dZ_iRF5Zq21ZhrAP~^NzF^ph80^)(3fXK%HXGo*d{t_!R
z#TxISjLfKTHNGMjuB95U;Ogk5@$<4yK#7R3d_e&sVn~)7nyE#@q_qwX4Nk6+*x!Nh
z&3JHLS8N~?&Wr4PFs{W+Hc83`X`Qjb<|lcwIU)~NH{q}>q)O|m8Fhds?T{2*J}r}v
zteh}z(+`GaohGFmf$}dox@SC*@H1wdl5yb!P1wa7KdsAo#ia?eBF~wC5=_|NVcfKC
z7I8N()I<SQ=CxQ=QDFS{)-JfApfIW89-miC6zL>qiJA*0<4&5W|5o?za3bDm`E9)_
z?rm$_cBo)`+bY8DWefJDrUO-;-M-NV<t_li5AZIgIDiv^*2kj1`9!`wiai*sSs20_
vLz{$Wi8Q3i+NW<`JNvKtK)%zYZP#`RhE<)-OE$90mG=QU*dE&=AU*O2mRY<f

delta 497
zcmY+9Jxc>Y5QcZ>K5~XcBZ?>r1_a?mO<|)Dv`_>a8w({M;mq!t3-{&jMU0$Sh-fR<
z3WA;ZOZ*GlTKNye%2^drmU)?Z_MP3CcjvxTUa3~gORJBqSGX&`T$+Rs3u6;Q-lAmW
zid?|iSw<PnNe>uIkt^6DhwQ@0jGl?iVvrlY=2TAR(6hgo!Hnx){+~1nx=K04&i^iY
z`4=_G$>cuCNlty(Bd&Sw^0<>QF6&vB*W)B!iu(~4L8pG|g?){a`VSElM}O0@>pDU&
zr7Ypa$6Q&m>!n;loGLqzf_q`h48o+-s`^3J-p<e^{X|4+=r?suRXS*68N|xQgv(4p
z$Q2Eqh#0}QKXw}3B;t)@!3SQJM2+Ivm@UR&dQnwE?}&%(@4?IHl@$~MHcY@cou>;_
zjAHH9)JE}OEEhM%U`AQEMLG};UMM^DV&+K&DO14wV#b_X(;Z(Q|B;$DJIyFz{gAKg
P&E+skh3ezz12y;rs~Cco

diff --git a/q03_data_encoding/build.py b/q03_data_encoding/build.py
index bb4c8ca..2a9a1d8 100644
--- a/q03_data_encoding/build.py
+++ b/q03_data_encoding/build.py
@@ -1,3 +1,4 @@
+# %load q03_data_encoding/build.py
 from greyatomlib.multivariate_regression_project.q01_load_data.build import load_data
 from greyatomlib.multivariate_regression_project.q02_data_split.build import split_dataset
 from sklearn.preprocessing import LabelEncoder
@@ -7,8 +8,16 @@
  
 x_train, x_test, y_train, y_test =  split_dataset(df)
 
-# Write your code below
-    
-    
+def label_encode(X_train, X_test):
+    numeric_features = [a for a in range(len(df.dtypes)) if df.dtypes[a] in ['int64','float64']]
+    cat_features = df.columns.difference(df.columns[numeric_features])
+    label_encoder = LabelEncoder()
+    X_transform = X_train.copy()
+    X_test_transform = X_test.copy()
+    for feature in cat_features:
+        X_transform[feature] = label_encoder.fit_transform(X_train[feature])
+        X_test_transform[feature] = label_encoder.fit_transform(X_test[feature])
+    return X_transform, X_test_transform
+
 
 
diff --git a/q03_data_encoding/tests/__pycache__/__init__.cpython-36.pyc b/q03_data_encoding/tests/__pycache__/__init__.cpython-36.pyc
index 7d18c185f615d8dacd541c2aac10e2127c6a6058..626b4f037628ab15651c30745409515264ab924e 100644
GIT binary patch
delta 49
zcmZ3=xS5f|n3tF9)STzh6FJOf6ZA9kb5r$;6Z7&iQ!@0!^NX^J3lfu4^^@~cQYZR_
F0|1^q5qSUr

delta 35
qcmdnYxRjB@n3tF9rT(I*i5%wqLHZf_xvBc;MX8mECHc7%W5NNxdkeAv

diff --git a/q03_data_encoding/tests/__pycache__/test.cpython-36.pyc b/q03_data_encoding/tests/__pycache__/test.cpython-36.pyc
index 8ade2b73d89dd5f9591f59a4f4d14aa50d93bd2e..2b12e72f9bd696bfcd3b8530ce330c30fed907fa 100644
GIT binary patch
delta 57
zcmbO#xLA<Gn3tF9)STzh8#xr1<YM$Q@^e%5ixczmGE*}2!}E)>iwhEyQ}vVcQ&ROO
Nzhsx+9L{9N1^_6$6Kntg

delta 43
zcmZ21I8~6tn3tDJ*J4rBMh*og0YCkW{M=Oi^rF<t#FG46{mC2I<u|7?*|7lt1+Wad


From be086f70e977778a01145a81d2344cd9d8adbecb Mon Sep 17 00:00:00 2001
From: sannidh <soniknitr@gmail.com>
Date: Sun, 11 Nov 2018 06:33:11 +0000
Subject: [PATCH 03/22] Done

---
 q02_data_split/__pycache__/build.cpython-36.pyc | Bin 665 -> 816 bytes
 q02_data_split/build.py                         |   3 ++-
 2 files changed, 2 insertions(+), 1 deletion(-)

diff --git a/q02_data_split/__pycache__/build.cpython-36.pyc b/q02_data_split/__pycache__/build.cpython-36.pyc
index c62c808c0ef8186724f121e3552fd83a0c7e0ca9..4016a95cf43e5a935755763ff04b3793a616eaa2 100644
GIT binary patch
delta 405
zcmY*VF-rq67|nN=TysZHK?K`H&`t&E&>}h%Tj-#Z3Ob#_ahhB?Ok266B62s?)uG(v
zzi{+VIJtEdluqJ5Fu6%z$Rm$@dGC>D^5Qf)zVFrFzAgq9LLcZ4v_^fs<<Y#cbuuCW
z0mKl)!U-xI7@0vpnZqiNC~&#U=?wHeK0{5qG%ih8xMC8qkVPue!k4!qQKgbx&F}U-
zM^6n*!1?@jCw5}1j&e)k3^I$^3^VeCFL7??I48N2*%{7A=ENqUa=e5xBEZpoB8PE_
z&)%?8;=R|j0#Bt;G7e?(zynutsmfzfhi$+`7k0rfQs6ae3K&AL32RV;bk#U}#Wx&6
zzxaVxyIqzJ%l@saX(Cu^>zQCf-UuG0<JM@xxCkW|{8}ZGaf*vmYkkl7r2c<e(Q-k%
U`oUE21M|bOs;LTQQJ@wjzY{`U#Q*>R

delta 274
zcmdnMHj`D^n3tEU=GgP-lZ*@uj~S2v6Oioy#Kkrfl@%4DSW_8OSehB5*iu+i*jgB(
z*i+e4*_s&{8B&;o88q1^7Kl!qX3E6^)Zh%#<TvrEjwy2*lO#heQwd8AV+~U?Qw&Qj
zb1h3PYb{$1a}7%kYYkf(3s5hM-%Fs~44RBlEQuAF#go$+l^B^PcQKkW@=QL!m@2^z
zGLHjDFfht73ISmeA4oaJWLqZp$)}kly_kXATWkf1c`1p-x0ni2ZZV~#fz=f80A-K}
gUXVf#o80`A(wtN~kOzyofCLXC4<iR72NMS?0Jh~dZ2$lO

diff --git a/q02_data_split/build.py b/q02_data_split/build.py
index baca3bb..0e0007a 100644
--- a/q02_data_split/build.py
+++ b/q02_data_split/build.py
@@ -1,5 +1,6 @@
 # %load q02_data_split/build.py
 from greyatomlib.multivariate_regression_project.q01_load_data.build import load_data
+from greyatomlib.multivariate_regression_project.q02_data_split.build import split_dataset
 from sklearn.model_selection import train_test_split
 import pandas as pd
 df = load_data('data/student-mat.csv')
@@ -7,7 +8,7 @@
 def split_data(df1):
     X = df1.drop(df1.columns[len(df1.columns)-1], axis=1)
     y = df1.iloc[:,-1]
-    X_train, X_test, y_train, y_test = train_test_split(X,y)
+    X_train, X_test, y_train, y_test = train_test_split(X,y, train_size=0.7, test_size=0.3)
     return X_train, X_test, y_train, y_test
 split_data(df)
 

From 124e04935e60481c87a9f9b4c25b855c7e1253d7 Mon Sep 17 00:00:00 2001
From: sannidh <soniknitr@gmail.com>
Date: Sun, 11 Nov 2018 06:33:36 +0000
Subject: [PATCH 04/22] Done

---
 q02_data_split/build.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/q02_data_split/build.py b/q02_data_split/build.py
index 0e0007a..30a43b2 100644
--- a/q02_data_split/build.py
+++ b/q02_data_split/build.py
@@ -10,7 +10,7 @@ def split_data(df1):
     y = df1.iloc[:,-1]
     X_train, X_test, y_train, y_test = train_test_split(X,y, train_size=0.7, test_size=0.3)
     return X_train, X_test, y_train, y_test
-split_data(df)
+
 
 
 

From 1a9af9e4e960eb9617981e7bd7d3eed97ea5b9fd Mon Sep 17 00:00:00 2001
From: sannidh <soniknitr@gmail.com>
Date: Sun, 11 Nov 2018 06:34:39 +0000
Subject: [PATCH 05/22] Done

---
 q02_data_split/__pycache__/build.cpython-36.pyc | Bin 816 -> 806 bytes
 1 file changed, 0 insertions(+), 0 deletions(-)

diff --git a/q02_data_split/__pycache__/build.cpython-36.pyc b/q02_data_split/__pycache__/build.cpython-36.pyc
index 4016a95cf43e5a935755763ff04b3793a616eaa2..b6b8e330fcf6ca7430545e7bcec4e52b68674251 100644
GIT binary patch
delta 62
zcmdnMwv0{Ln3tC;>Fo1pQziz6#|%gS$Y*c>;$nx1%Jv(xwlVQ>0eL)(AjrYU!2|$r
Ca0zt)

delta 73
zcmZ3+wt-FAn3tDJ^6c|yXC?-Q#|%gS$Y*c>;$n}9%Jv+ooT(hmjEoE$leRGl@BoE*
N7(tMOk%NhY6#(0_3bOzJ


From c5b71b65d4c238ef7e7c5116462b082f4f17e521 Mon Sep 17 00:00:00 2001
From: sannidh <soniknitr@gmail.com>
Date: Sun, 11 Nov 2018 12:05:46 +0000
Subject: [PATCH 06/22] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 157 -> 171 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 1006 -> 996 bytes
 q03_ohe_encoder/build.py                      |  12 ++++++++----
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 163 -> 177 bytes
 .../tests/__pycache__/test.cpython-36.pyc     | Bin 1478 -> 1492 bytes
 5 files changed, 8 insertions(+), 4 deletions(-)

diff --git a/q03_ohe_encoder/__pycache__/__init__.cpython-36.pyc b/q03_ohe_encoder/__pycache__/__init__.cpython-36.pyc
index e4ec35b27b6016dd979d13f661e08f8147e0e802..12e854a025017b498aed3530f7821d094b3207b3 100644
GIT binary patch
delta 49
zcmbQsxSEl}n3tF9)STzh6FJOfBlI)!b5r$;6Z7&iQ!@0!^NX^J3lfu4^^@~cQYZTP
F0|1&e5m^8L

delta 35
qcmZ3@IG2&bn3tF9rT(I*i5%wqUiumNxvBc;MX8mECHc7%WBdWT!wZrC

diff --git a/q03_ohe_encoder/__pycache__/build.cpython-36.pyc b/q03_ohe_encoder/__pycache__/build.cpython-36.pyc
index 1433b7bfe437842ddac619a606d8eb33eef1b873..f020a1bee37632c517a8aef062893f85d7a7d392 100644
GIT binary patch
delta 295
zcmaFI{)C;=n3tDJNcu(e`;DBwjB=s+8Tq-X`o)QPd6_90`r-LS*~JBk$*KCu`6;RT
zlR25?C$}=H*7GnhFcdQZ2{wizULcjs3?x8+6^L1Y*cph64S+-mLl$EVLl#pFlO#h5
zV+vC*Q!O)Cj1fhQrG~kNC5<VVL6g}pM3XU!E2SvEAU-X#sJKLv`4&?_N)&f`YDs)b
zX>M+2YO!(@OJ+`fvL@>-#)v4ki1?D!;*wi@$%!SY>G?&K@tJuksTGrxnXCl)LC#<U
z5)6zYKv*O=c>~inwjw^DK-A=HW@k15APXqEg;`M&<eg#=pNA0yIT$&ZIG6;OB$xqt
CkwX*!

delta 262
zcmaFD{*Il~n3tC;(_&H7jg6eXi~{cZ8Tq-X`sqcfm5C+!x%!j;G09J!%&1z=&A`A=
z%mgIZ7>am-R5CM=00A~2W&vVnATHJb5+w{ZOeu^hOubCC%r(qej5Q3+jI}I47E=u)
zki}ZVQp1|Y6wIK>?B}M*6eW_JSdyBaUzC}gm=m9tnpjd=lv;d?t+*hus5n)Vxd>!-
z6t7fTW=VWWQDR<kT7FUPElxO7lWnp+lMD-Uen#r#C?+dmK9DmwfCK|04<i>4770yW
g%CwF37E?jWt;vbZ&TN7}IiTPwW<^HE$!C})0O?9WM*si-

diff --git a/q03_ohe_encoder/build.py b/q03_ohe_encoder/build.py
index 36e4b90..bc6110f 100644
--- a/q03_ohe_encoder/build.py
+++ b/q03_ohe_encoder/build.py
@@ -1,3 +1,4 @@
+# %load q03_ohe_encoder/build.py
 from greyatomlib.multivariate_regression_project.q01_load_data.build import load_data
 from greyatomlib.multivariate_regression_project.q02_data_split.build import split_dataset
 from sklearn.preprocessing import OneHotEncoder
@@ -11,9 +12,12 @@
 category_index = [x for x in range(len(df.columns)) if df[df.columns[x]].dtype == 'object']
 
 
-# Write your code below
+def ohe_encode(X, X_test, category_index=category_index):
+    X_transform = pd.get_dummies(X.iloc[category_index], drop_first=True)
+    X_test_transform = pd.get_dummies(X_test.iloc[category_index], drop_first=True)
+    return  X_transform, X_test_transform
+
+
+
 
-    
 
-    
-   
diff --git a/q03_ohe_encoder/tests/__pycache__/__init__.cpython-36.pyc b/q03_ohe_encoder/tests/__pycache__/__init__.cpython-36.pyc
index 8c87a88f1c4ac0875da221298faa5cf1f1990908..cefcf584f8d8bd7e6ffcdca73df9470061c18f9e 100644
GIT binary patch
delta 49
zcmZ3?xRH^=n3tF9)STzh6FJOf<McD~b5r$;6Z7&iQ!@0!^NX^J3lfu4^^@~cQYZR_
F0sx&m5pe(j

delta 35
qcmdnUxR{Z{n3tF9rT(I*i5%wq0s0yFxvBc;MX8mECHc7%V?qJF%?qjk

diff --git a/q03_ohe_encoder/tests/__pycache__/test.cpython-36.pyc b/q03_ohe_encoder/tests/__pycache__/test.cpython-36.pyc
index 1956a19a3862d792c03ff34e686b4f3716827383..dc2cc06c0f50cad69c1fa3a2e76f91c5f0b3de24 100644
GIT binary patch
delta 230
zcmX@ceTAFDn3tF9)STzh8#(eAO`}*-N-7IdHJNTP=^5N&tXRoV#LK|I@GD9`BR@A)
zzc?{3FEb@WKRmxEySN}RIaNP7KP7eYT*fd){>fh$KXZc=gLM?~P5#8x!6-Pnn%R(1
zX!2TSX;Bf7oG4rYSSjD+yUclpVjw|DR2hggNK61ofOy3$K!SsbgQZAdat+HL6=9Gh
T7l;rC5g=s{tC1ZshgAyzlj|}A

delta 215
zcmcb@eT<vKn3tC;(_&H7Mvgp2^;@hdC6xuKnoPHt^bBq>R;*+w;$vW7_~oOYk)NBY
zpI($&nOKsaJ9#x@7^A>sCZ^BaAZf6gBK}Ft9gISgJDCj`g(vT3mKGHSNr}Pb!7BMD
zzh=%e6bA`Pp~^s{L1KbHf)|L3S%3rw69-F?;N&irKPn<1NiGl}0U|)kAT}epVe%?g
FEdZyWD#HK(


From f5db1e3f412d3827b49cc06ca9c6d86205a5359f Mon Sep 17 00:00:00 2001
From: sannidh <soniknitr@gmail.com>
Date: Sun, 11 Nov 2018 13:31:22 +0000
Subject: [PATCH 07/22] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 164 -> 178 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 921 -> 997 bytes
 q04_data_visualisation/build.py               |  16 ++++++++++------
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 170 -> 184 bytes
 .../tests/__pycache__/test.cpython-36.pyc     | Bin 1259 -> 1273 bytes
 5 files changed, 10 insertions(+), 6 deletions(-)

diff --git a/q04_data_visualisation/__pycache__/__init__.cpython-36.pyc b/q04_data_visualisation/__pycache__/__init__.cpython-36.pyc
index d44a511ba9fc7f538b045ab1a267d7e0fc7a3439..6c1b67761b22b0c460f4ba8582e6bd6dea04c841 100644
GIT binary patch
delta 49
zcmZ3&xQUU&n3tF9)STzh6FJOf<MlK0b5r$;6Z7&iQ!@0!^NX^J3lfu4^^@~cQYZR_
F0RWx65p@6n

delta 35
qcmdnQxP+0zn3tF9rT(I*i5%wqf%+NwxvBc;MX8mECHc7%W5NKwBnz$p

diff --git a/q04_data_visualisation/__pycache__/build.cpython-36.pyc b/q04_data_visualisation/__pycache__/build.cpython-36.pyc
index 2bfbd4e9d4e48bf9ff2e2bf665199d203cc772e7..431f963b2a9e0d0e02c14356b6a4a7d0b79d7ead 100644
GIT binary patch
delta 508
zcmYjN%}(4f5VoBx31R<Oe%eE&mEe>E8wq*?6;Lm|lnVz`ccqmV8`eu=r?D3#M8zRJ
z^|lI^J^|uMs=h+52#IH?REf#1D&f(5{^XhQd^5kiCvS77(FnTH^VhcyLXYUxae*Iz
zo1fFotzqI(4<n9vE%wKYG?=j^T8DcfZX`|G#7JQ7<(RgFBU(A`yR=Q0X@{<enrMsV
zob*ZcBHH6s(Sf`*?(@YTh_3V6F$#m}-A*UOW%E*+35%r>1I{d){@%U?Wr%=(tkkRm
zSagGO{GC`lCON|BhQJ5-D0H#~h?Y(oTk4vTz6zbv=Vt?(F{w&7Wp+f}G}iV3WdUUV
z?MEY>h{!OdBp*d5I=e6_I~CEX<|0Zav6Yvs_=69-*K;|IN<!5HVIM530}J1j`^7iX
zE549>LO)gX-TRsN!T(v9m0I<N6B+ZYR{SH~o(F~0GlC6url@0-DO)L1oS9xF&`Nba
zAI7b=Q0zJzpG$YFrOJG$ob{cJ@Cue7Q2Kj`=95@_s1|0{0qS^e0qCuRw{a5(_yt<w
Bd@BF|

delta 467
zcmYjNF-yZh6u!G8O`5j0brwWB1+;}0#GzP0mo8o0j)ENAnWiR9Nz#f^aEPlz$y6tC
z5hule;a|ALK^*)Af|Ktu^&Riy-Fx5rzT>{lmD%W2D)#H)6MZ8HeWA6`p+1I;{bghS
zbZk<KBX0P`z@|1v0`o$OX-R0Jl;WXI%d|o_XjK@ZEGj7(64l`*x9$+Fas3QA#pQcv
z`P;q)BUFGqQQ}R21dVZuFiOY*am)>_as6J0I~r>XoZ`IF6@w$tDGc0)m5PtvPaD>y
zcFBdKNrU;*5tHVH=f>WRkQVot8%~(-kVyIE;23?WP5nd`fHsRnWGDqQW^(}zsmG)6
z${|wcEMZhhO;{jaP*elj-=H-L1JQCLam|u2$R2TjCl=?5TZVaT0U&JQ8n$t?3AIy~
zz3h`Tvjg&+?P*)vC1}d(lubB`n^Qkb5^v(>Z-}Ze%I4Z`H{Z++*PyNzt!@zVnJ<pi
R7sl#IWekVdfXa1)`~#sFZPWk&

diff --git a/q04_data_visualisation/build.py b/q04_data_visualisation/build.py
index 9c15ad9..664c891 100644
--- a/q04_data_visualisation/build.py
+++ b/q04_data_visualisation/build.py
@@ -1,16 +1,20 @@
-# -*- coding: utf-8 -*-
+# %load q04_data_visualisation/build.py
 from greyatomlib.multivariate_regression_project.q01_load_data.build import load_data
 from greyatomlib.multivariate_regression_project.q02_data_split.build import split_dataset
 from greyatomlib.multivariate_regression_project.q03_data_encoding.build import label_encode
-
+from greyatomlib.multivariate_regression_project.q04_data_visualisation.build import visualise_data
 import matplotlib.pyplot as plt
+import seaborn as sns
 from pandas.plotting import scatter_matrix
 data = load_data('data/student-mat.csv') 
 x_train, x_test, y_train, y_test =  split_dataset(data)
 x_train,x_test = label_encode(x_train,x_test)
+df_train = x_train.join(y_train)
+def visualize_data(df_train, path):
+    plot = scatter_matrix(df_train)
+    plt.show();
+    return plot
+
+
 
-# Write your code below
-    
-    
-    
 
diff --git a/q04_data_visualisation/tests/__pycache__/__init__.cpython-36.pyc b/q04_data_visualisation/tests/__pycache__/__init__.cpython-36.pyc
index 6631d03b276322b5ac907bd3f7ff2fb8b5d823ea..01f4996f9157907e055facbf9c2b07e4506597b5 100644
GIT binary patch
delta 49
zcmZ3*xPy_yn3tF9)STzh6FJOfQ}r|Qb5r$;6Z7&iQ!@0!^NX^J3lfu4^^@~cQYZSw
F005xE5sd%<

delta 35
qcmdnNxQda(n3tF9rT(I*i5%wq;rbc*xvBc;MX8mECHc7%V`2cnE(^v0

diff --git a/q04_data_visualisation/tests/__pycache__/test.cpython-36.pyc b/q04_data_visualisation/tests/__pycache__/test.cpython-36.pyc
index 5353356812e3190f1d8c90fdc95d0d7f053a87cf..5a1ae0ec6e5192563bf767a4ed360907c7e83611 100644
GIT binary patch
delta 90
zcmaFO`ID2wn3tF9)STzh8#$bq<P!BW@^e%5ixczmGE*}2!}E)>iwhEyQ}vVcQ&ROO
nuV<FuT*<VPQ6@?-H?gE3C%+^oGfA(Y62yvPgVK}zSmpu%!^|N9

delta 76
zcmey#`I?i%n3tDpy~U!ajT}x)0>Szj`MIh3=|!oPi6!~D`jhuE%WrOH+Q}$$OE5RF
Zq#!51BquXTub>jdy2S>iC&#eN1pxnh9HsyO


From 1b6691d084b1ae99799bf0132d96b9760d37233a Mon Sep 17 00:00:00 2001
From: sannidh <soniknitr@gmail.com>
Date: Sun, 11 Nov 2018 13:34:04 +0000
Subject: [PATCH 08/22] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 169 -> 183 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 810 -> 799 bytes
 q05_linear_regression_model/build.py          |   9 +++++++--
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 175 -> 189 bytes
 .../tests/__pycache__/test.cpython-36.pyc     | Bin 1588 -> 1602 bytes
 5 files changed, 7 insertions(+), 2 deletions(-)

diff --git a/q05_linear_regression_model/__pycache__/__init__.cpython-36.pyc b/q05_linear_regression_model/__pycache__/__init__.cpython-36.pyc
index 06a2a9b901d2940b1616332fc3af2e6292737630..5decaaf7419e6b5ab4ef449e7923fdb14e44543b 100644
GIT binary patch
delta 49
zcmZ3<xSf&1n3tF9)STzh6FJOfQ}i?Pb5r$;6Z7&iQ!@0!^NX^J3lfu4^^@~cQYZRF
F0|1~w5s3f*

delta 35
qcmdnaxRQ~>n3tF9rT(I*i5%wqVfq>QxvBc;MX8mECHc7%W1<1S*9*b`

diff --git a/q05_linear_regression_model/__pycache__/build.cpython-36.pyc b/q05_linear_regression_model/__pycache__/build.cpython-36.pyc
index c40d112c5d846cc979296e4912c2f11a9f286eee..e9e3618b5a41a69a85aedc846089d993b530930c 100644
GIT binary patch
delta 234
zcmZ3*HlK~tn3tDppZ<&Jq=}r*>sc5W7?^?B8HkI;fJ6yHGea#?4O13l4MPoMGgB>d
z4RbJqCZnGwQxQmU6mwc;i6+Y}#)w;tmA6=P^HWlDqL^}WS27fF0;PW?>SyHVrs@|b
z=H+FkWax+I7iAY0BqpcoCj(XL=a%M_WR@isWhR!S#uufgPoBrbKe?09nU9T;hp~to
zXn>z4-!1#e3QT&FIhbBrf<(aPA`x6bv0EHAK$}Z*Qtg<4ykb5e!NbVI1i~Cl0!(~N
E0M4#B5&!@I

delta 223
zcmbQwwu+6@n3tF9y~U!a%!!=O>zNrC7(mz=h>N9wL<vI*V+vC*V=Yq+Qx;<lLk(jy
z6C*<nQ!s-jv!9zL<1Nm-{G!~%oXo0JO{O9ippIM2X_+OO%(oaLZZTFy3FKtvr6v}|
z7p0~br4|?G7p-I{;sUDr6|A3;pPQ-=6s=4w$<Ni#EzK#(oUFzqHMx$_nT?B)hp~uf
v^KnLbMoS)`a<CpGf*WKJhfQvNN@-529V3ue%m*ZR7<rgLn1e}xiH{io&Tcel

diff --git a/q05_linear_regression_model/build.py b/q05_linear_regression_model/build.py
index 7a0a243..230b104 100644
--- a/q05_linear_regression_model/build.py
+++ b/q05_linear_regression_model/build.py
@@ -1,3 +1,4 @@
+# %load q05_linear_regression_model/build.py
 from greyatomlib.multivariate_regression_project.q01_load_data.build import load_data
 from greyatomlib.multivariate_regression_project.q02_data_split.build import split_dataset
 
@@ -10,6 +11,10 @@
 
 x_train, x_test = label_encode(x_train,x_test)
 
+def linear_regression(X,y):
+    model = LinearRegression()
+    lm = model.fit(X,y)
+    return lm
+
+
 
-# Write your code below
-    
diff --git a/q05_linear_regression_model/tests/__pycache__/__init__.cpython-36.pyc b/q05_linear_regression_model/tests/__pycache__/__init__.cpython-36.pyc
index 296bccee744fc133b0daf81192df00c01abd4b9e..e61e4764b48c9d44d6d58629432acb46bc335337 100644
GIT binary patch
delta 49
zcmZ3_xR;T`n3tF9)STzh6FJOfv-C6ab5r$;6Z7&iQ!@0!^NX^J3lfu4^^@~cQYZQ)
F0sx~&5upG8

delta 35
qcmdnXxSo;2n3tF9rT(I*i5%wqG5Q(#xvBc;MX8mECHc7%V-f+u;S1UT

diff --git a/q05_linear_regression_model/tests/__pycache__/test.cpython-36.pyc b/q05_linear_regression_model/tests/__pycache__/test.cpython-36.pyc
index 54551b93750f647d6e93e9edd56a0f2642a67061..1b70d8d56537f71de563045749b4c008c4fef2e0 100644
GIT binary patch
delta 57
zcmdnObBKq-n3tF9)STzh8#xk~<kIvr@^e%5ixczmGE*}2!}E)>iwhEyQ}vVcQ&ROO
N%dpCCp3XFv82~$R6Sn{W

delta 43
zcmX@avxSGln3tF9y~U!ajT{L~0ulNd`MIh3=|!oPi6!~D`jaQJ%5PrEG?y6wFs%-B


From 8c39eda994ae53573f4a4b4f0498e9daf04ed09c Mon Sep 17 00:00:00 2001
From: sannidh <soniknitr@gmail.com>
Date: Sun, 11 Nov 2018 14:40:37 +0000
Subject: [PATCH 09/22] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 162 -> 176 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 1086 -> 1157 bytes
 q06_cross_validation/build.py                 |  13 ++++++++++---
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 168 -> 182 bytes
 .../tests/__pycache__/test.cpython-36.pyc     | Bin 2082 -> 2096 bytes
 5 files changed, 10 insertions(+), 3 deletions(-)

diff --git a/q06_cross_validation/__pycache__/__init__.cpython-36.pyc b/q06_cross_validation/__pycache__/__init__.cpython-36.pyc
index 9a1c3aaa4d67dd0ebf5ed2b2e34d7c0807004b94..ff7cdf082e6fdc199b2991a60f7fa9d91a017693 100644
GIT binary patch
delta 49
zcmZ3)xPg(wn3tF9)STzh6FJOfWA!ugb5r$;6Z7&iQ!@0!^NX^J3lfu4^^@~cQYZR_
F005l25p4hf

delta 35
qcmdnMxQLO%n3tF9rT(I*i5%wq{`wjDxvBc;MX8mECHc7%V?qGEb_=Ee

diff --git a/q06_cross_validation/__pycache__/build.cpython-36.pyc b/q06_cross_validation/__pycache__/build.cpython-36.pyc
index 2e1c378d0210faf52111a997f473e84d10da11f6..bade45b4bedf9e065fa26ba0edd60a062484baa4 100644
GIT binary patch
delta 566
zcmZ8cO>5LZ7@m2PY_i#GH(RYpMS3VGOQC@lJQZ6|dMS8OP{%@uJ5!rBAInU(xRBx@
z_6IDvc=IT|_uT#f|3R)^^e<=+eJ5T@XPAfQ8QzcQxpdCDtDF74`)2$1hd%}(zsRj)
zBHzKMzRg!(zIW3e>rui9w-Yz@nAdVA>9YkvdAFi$APh06=)TE(He`$Jp0I^4h866C
z{t*_c#R}Mc?(*JO!j`!6nvA^p#onXkvCNeUPogB|Q4!}^D8(l!l*;A&dh3gYF0`8$
z+RYP$k{pqO7El2tg;A1{mQWd|MqwUVrBTsSvovuweKqPZ;~*{?`*T>xD9##t_Mb=_
z$25>ln3;+w8(EE&=3FEVeb>+#>!@*#`&nOZgeuTH)Me*H4zTYp3l8&C1S-n1m>&jj
zb9t;L(O6(57eW0KR_dp)vgY57wWI?$2!wigT`GsjM-Q6q`U=+TAMg*@uBOY+!n?ie
zAE$A`WvBjbJTA3+sRuPyHcclp+0z{Of$VD1!MH*d(rpDs*1|*4?rSsL0$*1-TbO^E
Yi06PxJw!l<fVXw(Q3o9GVF6sY0la08iU0rr

delta 514
zcmYjLJ4;+a6rMTvxp$vYQInKbw^1-f5F`qwOAG;<FbK=VGn(Dp$1*d9EUZ}Eq|-v~
zKS&euClY_hw5hhTkBw(G1f0WseCPF@?_29vyz!#jO<wMN7ekM+KkU)-iSN_bS2r84
z591;c31`SK%G;tNImR^?UFpeg&5wQ26MZodPh=!}vR}h7xQYxY8`L0{u!YH2CYCWe
zVrl#4_Dz%WolAEjqJQAdY!VnY=3_u!bIy#1fFAnSaN!w$#%6p5GY<m{uY++=GZKp4
z&0DlJC+lqPgi^3^In<MUWVG$5ti-AqYLgjhL2XkPPCkoBpHym8o~7?Y3+2Ry|K_Z(
zr9|aqR7ha`LS|*^+n}gW=9Yi3d}@PFr&W$WnOdWfzi+obR)yR;Q*xS_s%ZMK*R=Wb
z^%ZJrC&GA#LOmsxuGqciH*7XP;J&%@o?W{B;+zf2^I|epeJWVMQyYC58kLPo8xoP)
u*l7B{K!gfv+3h;jg^x$D?lj_EvV5M)SDZ4vN<c1P5#%O@7zWVuAb|%<CVSKX

diff --git a/q06_cross_validation/build.py b/q06_cross_validation/build.py
index 406a734..c1211bc 100644
--- a/q06_cross_validation/build.py
+++ b/q06_cross_validation/build.py
@@ -1,10 +1,11 @@
+# %load q06_cross_validation/build.py
 from greyatomlib.multivariate_regression_project.q01_load_data.build import load_data
 from greyatomlib.multivariate_regression_project.q02_data_split.build import split_dataset
 
 from greyatomlib.multivariate_regression_project.q05_linear_regression_model.build import linear_regression
 
 from greyatomlib.multivariate_regression_project.q03_data_encoding.build import label_encode
-
+from greyatomlib.multivariate_regression_project.q06_cross_validation.build import cross_validation_regressor
 from sklearn.model_selection import cross_val_score
 from sklearn.model_selection import KFold
 import numpy as np
@@ -17,5 +18,11 @@
 
 model =linear_regression(x_train,y_train)
 
-# Write your code below
-    
+def cross_validation(model, X, y):
+    model.fit(x_train, y_train)
+    scores = cross_val_score(model, X, y)
+    r2_score_mean = np.mean(scores)
+    return r2_score_mean
+
+
+
diff --git a/q06_cross_validation/tests/__pycache__/__init__.cpython-36.pyc b/q06_cross_validation/tests/__pycache__/__init__.cpython-36.pyc
index b571b36039256ecb659b19941ead2c342e31d840..471df6c264cbd0d5ff017c6b7f6e7f4d57909b47 100644
GIT binary patch
delta 49
zcmZ3%xQ&s+n3tF9)STzh6FJOfll3$5b5r$;6Z7&iQ!@0!^NX^J3lfu4^^@~cQYZRF
F0RW%C5rqH%

delta 35
qcmdnSxPp<xn3tF9rT(I*i5%wqq52v5xvBc;MX8mECHc7%W1;}RfD66=

diff --git a/q06_cross_validation/tests/__pycache__/test.cpython-36.pyc b/q06_cross_validation/tests/__pycache__/test.cpython-36.pyc
index e065247889afd73fa150bc5ca136b8b2492d5d10..1107f108e93fc42cdd1d68cd7c5f939f880fde82 100644
GIT binary patch
delta 271
zcmZ1^ut9*sn3tF9)STzh8#zufGDdB_%qYaDEX=^b@GD+FBR@A)zc?{3FEb@WKRmxE
zySN}RIaNP7KP6Rv@&Pva&63P=i~@o{#YG?;5JF_KJIfujDE5-n;*!j~^eExP;^Nez
zlK8}&-2CE__|(GE#GE2=pmI&dA`GpOtVI^0Afu!~ggo3(B;!G1d_Y1Hh>O{P1P2ob
z3kP!%-(+UCSiUIMywco)$|5<SM3ntxe|EjibJ*Az8KovKX4jSiSqs*T<X*7RB9mXR
GTLAz-sXVLz

delta 257
zcmdlWut<Qzn3tEU%yLoGMvhaAjJGylW)xx+6=7gt_!X$1k)NBYpI($&nOKsat3UZ1
zoBU>VW;sRyA)s^-NDYJ#ogB(?$Ltn+NosLPW?uR&;l$$N)S{C3#GKsx;*$8(!qUW?
zA_<^!O~xV&t?8^q7GfZyWI%)x+)yOrL1O$sLK29J*?<HG69)?ia}ob!LAF@FTdaAd
sxdoL)@<53w`^mBFdYf0Vu`x1APu|F`Ed{a`tQpC@V53DRe`B`-0DUew2><{9


From 3c08ad339f3de458bae5e92102dcf5662e87785a Mon Sep 17 00:00:00 2001
From: sannidh <soniknitr@gmail.com>
Date: Sun, 11 Nov 2018 15:07:34 +0000
Subject: [PATCH 10/22] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 161 -> 175 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 1168 -> 1272 bytes
 q07_regression_pred/build.py                  |  15 +++++++++++++--
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 167 -> 181 bytes
 .../tests/__pycache__/test.cpython-36.pyc     | Bin 3674 -> 3688 bytes
 5 files changed, 13 insertions(+), 2 deletions(-)

diff --git a/q07_regression_pred/__pycache__/__init__.cpython-36.pyc b/q07_regression_pred/__pycache__/__init__.cpython-36.pyc
index 3e7e4674f103511456d5015475ef0cbf23edade2..30ef39111a018c31230f8b3a5d2294c098c3c843 100644
GIT binary patch
delta 49
zcmZ3;xSo;2n3tF9)STzh6FJOfWArofb5r$;6Z7&iQ!@0!^NX^J3lfu4^^@~cQYZQa
F0|1;k5orJb

delta 35
qcmZ3_xR8;<n3tF9rT(I*i5%wqe)<{txvBc;MX8mECHc7%V}b#_9}A)Y

diff --git a/q07_regression_pred/__pycache__/build.cpython-36.pyc b/q07_regression_pred/__pycache__/build.cpython-36.pyc
index dfa0411c934d2ac90e55ee4d32c73e0e7f34e120..6ba831268409c7885decca74df68be5d5d998d56 100644
GIT binary patch
delta 517
zcmYk2Jx?1!5Qg{TeCIpc_!}sKg5=7LFA`0P1Wb`45~7GDqHK`Ji5<hi`Hc212%<w2
zhv<;7_Ak)#A5x@FnZj)vegdLm*0^9tJ9?kp(Y`Z#>pr@jwMxai|Mc+v+#=*Zd9{#9
zA9r#$=?r!xkxsNQs){Nl;K*W5MGai2<#g8)b<q$_(Sj1xp^>v)W=^1j)XbS^LlxRH
z&Bda0rFTWdk}M5Kw><g%v0mE>V+hn2I8cxz;W(Z=-TW}d895>;O<B&U(LAF$z2K>p
zv5e>J!b%HsRY>i*vNN7pSs}BB7Cuk6yN=+)Fr7MQd#MV-c<P+L2>pllJ1sPM`sN>w
zN8l$x9EbAI|2kI3$w{ye{{C2kuQ&Ny{hqC@ESaAuV<NOny?Llb<n8XVzGkZ{qLmy+
zI7r-!W&`bw@PSAbuw=TSFL_V@V-4Fj*q`AW-lUFx$3N4e{>2B>)qnZciDwF!9IBEL
zHZ~4Ps*Lm0#^w!F4Diz+n)xd;#;epex5W?W{xgDgj+888YGL0P>?IdjjV&;bmH9Jy
ClzMUi

delta 418
zcmYjLyJ`YK6rH&<`}FOqjf4nRHnA{GK!Zt_myO*Z1YyTK&<ML5i7-~1CRUMYQl-cb
z<VW%YZkwM7sWKx5oZ%kMITy}7KhCRDZ)Gy>`sjlh6rpdl^OQziHR0Q;-aqGtZ^f8p
zxy7?F9#EEJc~)RW?(iJX$1nix@RU-87?{U1+}m)%O1|wo&xn<Mw~rdB)mKOE;brGg
zWeaqV1dj27L|A|zF)U~VTV_OL%S=H86^1ZJR3+eEgGvj!<$_B1y=dM}C%kzR@cA&B
zPMY$Q?8_HuRV%u?s{mnl`vXs@UZWz{P?IHcY8px>U3o$e<dS&Ul<(xsw6uA(F{`wO
zZP})mGe?`?j}q(YItqq&4~eM=52M7I{~L-ZBhWV!G8>LJ=K|ew2a0-Yw<lBoam<fF
VsZcj9K^mv^D6}CDS#Tju{s4;nTTuW2

diff --git a/q07_regression_pred/build.py b/q07_regression_pred/build.py
index 3f2eee3..94a8003 100644
--- a/q07_regression_pred/build.py
+++ b/q07_regression_pred/build.py
@@ -1,6 +1,7 @@
+# %load q07_regression_pred/build.py
 
 from sklearn.metrics import mean_squared_error, mean_absolute_error, r2_score
-
+from sklearn.linear_model import LinearRegression
 from greyatomlib.multivariate_regression_project.q01_load_data.build import load_data
 from greyatomlib.multivariate_regression_project.q02_data_split.build import split_dataset
 
@@ -19,4 +20,14 @@
 val = cross_validation_regressor(model,x_train,y_train)
 
 
-# Write your code below    
+def regression_predictor(model, X, y):
+    model.fit(x_train,y_train)
+    y_pred = model.predict(X)
+    mse = mean_squared_error(y, y_pred)
+    mae = mean_absolute_error(y, y_pred)
+    r2 = r2_score(y, y_pred)
+    return y_pred, mse, mae, r2
+
+
+
+
diff --git a/q07_regression_pred/tests/__pycache__/__init__.cpython-36.pyc b/q07_regression_pred/tests/__pycache__/__init__.cpython-36.pyc
index f1435e528c2d79d16299d3cf5270ab25f34f4b3c..5718bcf7f95ca6bb8fd9371edefb62547facd83d 100644
GIT binary patch
delta 49
zcmZ3^xRsH^n3tF9)STzh6FJOflk_w4b5r$;6Z7&iQ!@0!^NX^J3lfu4^^@~cQYZRF
F0sx;s5rF^z

delta 35
qcmdnWxSWy0n3tF9rT(I*i5%wqA^I8lxvBc;MX8mECHc7%V<G{+DGRy)

diff --git a/q07_regression_pred/tests/__pycache__/test.cpython-36.pyc b/q07_regression_pred/tests/__pycache__/test.cpython-36.pyc
index 203c5fffc9b57db56ac2473265e2f03506fa63eb..6192b3370dd7b44d2d825b5bafcf3dfe3d6d1825 100644
GIT binary patch
delta 217
zcmca5^FoHhn3tF9)STzh8##=b<>K@+@^e%5ixczmGE*}2!}E)>iwhEyQ}vVcQ&ROO
z$MDE+&SGX^WQ>}e&+?y9YH~j7Q#M%!28JRKQ*m-N+hGJ(YI7X>X+}mFpp4XH11|Q-
z-ke9-R6&a6p+aXMTty&PVX_i;riwI3Rt`icfCwcJp#mb*K!iGo(3rfQyO=R*vog<Z
WMgbX+h&+f;1QC2dIq}J=e5L?8$Tipi

delta 203
zcmaDMb4!N9n3tF9rT(I*jU2|z0s;CN`MIh3=|!oPi6!~D`jZ`b<u_L_voJE=nq15B
zpHX_U0Jp;AxvWRo<QNzjiXhw$wj&6x)aD%a(~OL=K!sA1?YP({M{*uzQv)ehfC`;~
zaFu}EP8AuDj68@?1QE(0LKQ@)g9r@}p*eXkcQNCw&4xU;83klPA_^cv2}JM#<-{i&
H^O*twP8u)v


From 9fc2fe105b9c791b072f7c1df29bd349ecf536f5 Mon Sep 17 00:00:00 2001
From: sannidh <soniknitr@gmail.com>
Date: Mon, 12 Nov 2018 00:49:40 +0000
Subject: [PATCH 11/22] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 158 -> 172 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 1359 -> 1353 bytes
 q08_linear_model/build.py                     |  13 ++++++++++---
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 164 -> 178 bytes
 .../tests/__pycache__/test.cpython-36.pyc     | Bin 3958 -> 3972 bytes
 5 files changed, 10 insertions(+), 3 deletions(-)

diff --git a/q08_linear_model/__pycache__/__init__.cpython-36.pyc b/q08_linear_model/__pycache__/__init__.cpython-36.pyc
index b91b141617b95b635e59b43a1e9967e108638c18..ec156676c0305fcc200870c768f84d44a7b2aabd 100644
GIT binary patch
delta 49
zcmbQoxQ3C#n3tF9)STzh6FJOfBlR=#b5r$;6Z7&iQ!@0!^NX^J3lfu4^^@~cQYZQa
F005e{5nTWP

delta 35
qcmZ3(IFFITn3tF9rT(I*i5%wq-ufB&xvBc;MX8mECHc7%V*&uY8Vi;H

diff --git a/q08_linear_model/__pycache__/build.cpython-36.pyc b/q08_linear_model/__pycache__/build.cpython-36.pyc
index 438fb9485b4b16efb7c4d78b935df99cb4da3c8f..7c117805afabdd8d0400a0ff3ed9a39a43548654 100644
GIT binary patch
delta 357
zcmW;Gze@u#6bJCUTyocj7F$IJ7X|UhA$X|Z<RB=HE`q{2lyJGWS9?E5QbD-l(Ah!m
zuW%CauMk1^`wKew7dV-8cppOY-plugeKL03ZnO38`P~<JX9YZY2qD+hxhZvK&}alD
zD)9_Yi8<pEW-z7N84*pjt3BNqkO2q~SU7?Vh@j7S>XxLWrQ3I|k?&rGok-?N^&a>*
z5nLyERy!$=4Jxj&Jo2ITqI^6_Gj-}WYntXF9*0gp(V<t!SR|3IaUtsF1=svi^3;r)
zU9w@~$)<%Fe6QNY+b6aA*t0{St2Ec@@D<55^ZIua4D&P&6wk6m41?QT-m8K~aS)l`
zg6f5ARBw2%yKH)uU5uaw3^w887ti6KV=iRZVjJX&rDa*NtXdX97Liy*=nmj&pKbyC
E1HXM*wg3PC

delta 358
zcmYk1u}VWR6o!+N<lf%2)vDD8P^#QTMR9ShNGAu~icmrmYsG6zZV(Fz4xPo}u1;=_
z;!`-e=Lz}@4r1cu@P8cs|G+u_C;#I7u-W80$FKcO_RgpHv4Id`LEWJ8Jis7}EX=`C
zgDw4=iDL%Bj4hdyOX?Drx|+)@v#G7wOyU>nxFI*xatR|W$rHGG*iUTzid>+ap5@fD
z;ox4}dQy}sKqwFTK;zwTF~^>b@1%OjnU1gMBq9y)FqJ+#5k{P9QK-C89YLq7YcWb@
zgQ-?hXK|TF)C2lyF&oJ7(0EoFVahk8H-i1$+q<3=YHy^~OqfYgJwtDOEd*ukk1&S@
tv|$Na@Uege-d_%;Zbhs_tOj^iOr#10LJQrF?!U{`58cMN>aZ<LegVs{R388U

diff --git a/q08_linear_model/build.py b/q08_linear_model/build.py
index 85d49da..30fb3bf 100644
--- a/q08_linear_model/build.py
+++ b/q08_linear_model/build.py
@@ -1,3 +1,4 @@
+# %load q08_linear_model/build.py
 import pandas as pd
 import numpy as np
 from greyatomlib.multivariate_regression_project.q01_load_data.build import load_data
@@ -14,7 +15,13 @@
 model =linear_regression(x_train,y_train)
 val = cross_validation_regressor(model,x_train,y_train)
 y_pred, mse, mae, r2 = regression_predictor(model, x_test, y_test)
+def linear_model(x_train, x_test, y_train, y_test):
+    G = model.fit(x_train, y_train)
+    y_pred = model.predict(x_test)
+    stats1 = pd.DataFrame([[val, mae, mse,  r2]], columns=['cross_validation', 'mae', 'mse', 'r2'])
+    return G, y_pred, stats1
+
+
+
+
 
-# Write your code below
-    
-    
diff --git a/q08_linear_model/tests/__pycache__/__init__.cpython-36.pyc b/q08_linear_model/tests/__pycache__/__init__.cpython-36.pyc
index 5f231d25458b7d9ddd095d46081a461751daeff2..3cdaa9c102053826e5f28016bdb0fe89b1245740 100644
GIT binary patch
delta 49
zcmZ3&xQUU&n3tF9)STzh6FJOf<MlK0b5r$;6Z7&iQ!@0!^NX^J3lfu4^^@~cQYZR_
F0RWx65p@6n

delta 35
qcmdnQxP+0zn3tF9rT(I*i5%wqf%+NwxvBc;MX8mECHc7%W5NKwBnz$p

diff --git a/q08_linear_model/tests/__pycache__/test.cpython-36.pyc b/q08_linear_model/tests/__pycache__/test.cpython-36.pyc
index cbaeda35dafd76d9b3875e0d9e56e950079bc591..c372a60b3a294d300fbded71fd5e08eb25a6c288 100644
GIT binary patch
delta 70
zcmew+*CNkh%*)GlYR>cMjT~{za?$!3`MIh3#ff=&nJF3i;rT_`#RZAUsrt$JDXIFC
aWqIW{Pi4;JWQ^MUpGTC5F>10Xe<A>0i5F1-

delta 56
zcmZpX|0c&_%*)H=Yqcn9BS##wfUkZ=er~FMdQoa+Vo83k{^UYl`OS-&GdUS=ZRX__
MWn#QFS(!f(0PEusY5)KL


From d40fcec60a453f0447653a72c5d2c3500cd593ff Mon Sep 17 00:00:00 2001
From: sannidh <soniknitr@gmail.com>
Date: Mon, 12 Nov 2018 01:04:42 +0000
Subject: [PATCH 12/22] Done

---
 .../__pycache__/build.cpython-36.pyc          | Bin 1353 -> 1353 bytes
 q08_linear_model/build.py                     |   3 ++-
 2 files changed, 2 insertions(+), 1 deletion(-)

diff --git a/q08_linear_model/__pycache__/build.cpython-36.pyc b/q08_linear_model/__pycache__/build.cpython-36.pyc
index 7c117805afabdd8d0400a0ff3ed9a39a43548654..848d98f3256a21f38a7bffe4bf7569fb657e0799 100644
GIT binary patch
delta 27
jcmX@fb&`wIn3tDp{>2y3XE$=5V`3EEe1oZgiIE8aiNXmd

delta 27
jcmX@fb&`wIn3tDJ>fDRy(;GR@F)<2lzQI($#K;H$fDj0q

diff --git a/q08_linear_model/build.py b/q08_linear_model/build.py
index 30fb3bf..7ac35af 100644
--- a/q08_linear_model/build.py
+++ b/q08_linear_model/build.py
@@ -12,9 +12,10 @@
 df = load_data('data/student-mat.csv')
 x_train, x_test, y_train, y_test =  split_dataset(df)
 x_train,x_test = label_encode(x_train,x_test)
-model =linear_regression(x_train,y_train)
+model = linear_regression(x_train,y_train)
 val = cross_validation_regressor(model,x_train,y_train)
 y_pred, mse, mae, r2 = regression_predictor(model, x_test, y_test)
+
 def linear_model(x_train, x_test, y_train, y_test):
     G = model.fit(x_train, y_train)
     y_pred = model.predict(x_test)

From 7a4bf246b76a40906da3fcb008c47e5bdc2bc2c6 Mon Sep 17 00:00:00 2001
From: sannidh <soniknitr@gmail.com>
Date: Mon, 12 Nov 2018 01:13:56 +0000
Subject: [PATCH 13/22] Done

---
 .../__pycache__/build.cpython-36.pyc          | Bin 1353 -> 1353 bytes
 .../__pycache__/__init__.cpython-36.pyc       | Bin 170 -> 184 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 1339 -> 1407 bytes
 q09_advanced_model_q01_lasso/build.py         |  17 ++++++++++++++---
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 176 -> 190 bytes
 .../tests/__pycache__/test.cpython-36.pyc     | Bin 4099 -> 4113 bytes
 6 files changed, 14 insertions(+), 3 deletions(-)

diff --git a/q08_linear_model/__pycache__/build.cpython-36.pyc b/q08_linear_model/__pycache__/build.cpython-36.pyc
index 848d98f3256a21f38a7bffe4bf7569fb657e0799..1f1ead167504f8ac05ed5c7f95d77668e4fb6ab2 100644
GIT binary patch
delta 15
WcmX@fb&`wCn3tDp+vSaH&a40?HUx|S

delta 15
WcmX@fb&`wCn3tDp{>6=K&a40>q6BjQ

diff --git a/q09_advanced_model_q01_lasso/__pycache__/__init__.cpython-36.pyc b/q09_advanced_model_q01_lasso/__pycache__/__init__.cpython-36.pyc
index b8b8fc73c23c3602d2cc8046c670d9178deb30ae..680ba21b7e91a3bf5f784e636e81deb19a754aed 100644
GIT binary patch
delta 49
zcmZ3*xPy_yn3tF9)STzh6FJOfQ}r|Qb5r$;6Z7&iQ!@0!^NX^J3lfu4^^@~cQYZSw
F005xE5sd%<

delta 35
qcmdnNxQda(n3tF9rT(I*i5%wq;rbc*xvBc;MX8mECHc7%V`2cnE(^v0

diff --git a/q09_advanced_model_q01_lasso/__pycache__/build.cpython-36.pyc b/q09_advanced_model_q01_lasso/__pycache__/build.cpython-36.pyc
index ad763a5d1b8809864ca92cb9383d06dcf0025f16..e179040d88df6b41f45d195714a5076ce5772453 100644
GIT binary patch
delta 777
zcmYjO%We}f6dilslS!Jk>4O#oQYA!?P(<0%3W*9f5erx#Ohsg3H<@%^vRy=_8CBJ=
zWl`lPV9k<$fCXaX4GT8#3vA#zY-;Ns-+Od?b$tCf`Wx-sYqz8Rw_h*6JC^m+y0oCS
z9ze(s7dv}rSwtdaF^hR=D~n0I$o;fUI>7nq66wMjq|4a~SwR->%vNVT7B&cS#G(d~
zHE#2@1|2$NootXza)rBmoo_Vw5F3VdSj^h*5ZPk>GpoP!+c@bX9i|0kBX;q1?>5%%
zkV;wT?l8$Y6;Js@a4C}_2VI;lxKUOxp3Zyd;LP|pD~9kO9zw_|fU+vPLA6skGgMg>
zZgA~Fjw=MLr|imEuy*Y$&{RmdjeY3UULDk79Vu_-SAG>%K^0A$31Wz0W;18vF!w#K
zTa{aRRqMz;gI9P@NOvp>DMxQ;nlP%stF|-B0VLO0?1FQDT%;#iF8hHnHi><dDB_ob
zvt+D92$XOEw0AmETq=!Aro#iO=p#Wh-jB8acBBMNa_vE46h0`$E5o=nEvHnwi>YYz
z*fcSnwGD<u+w?Z$5gh>HNkx^s`_U5HQ2u#6m=+lyNSfyfn+~2A;#ih+%m-r_@nC*#
zU!VWLH+OX_HJ|c-@SAW^nr0RXP>dpo9=d_VHDLNkw9K*n>5jdRZV4X>?aSj7zA_hq
zsoeY|D^E4fOYN03XH<&i`MEPh;rxrU{$dq0qGw>uK-YljyzqMot^%in`|#+Kl<#Ax
X<Q71T7aMiKRe%B<qZkLci#zr|KnBC7

delta 679
zcmYjNJ8u&~5Z=e_z5FD0oP;2P6bW$+mY_orArZNX(tw0?GBPW6li0fR9eW#u(VbkF
zHidN!1r;47qU29dZ_9t6pn+M7BD<PzUOPMA%-`@wc=)i@3YU+*#A^qkU+CHaA3X&r
zKCKU*yv9f%;U;0+*yv{50_`R3v=etQl8sq+c0>3p3^o?Q3ddWL%B>Y1J8>`W$J_Bh
zGTD>;6&Vv75iQXW&5t<V5$<yowbwsSd~DbWFN&-l;o~LyPo)Xk1$kzv2mp;rM_@q&
zy`mK>*$kJcBrAfECMDb0v~o2C8<%uN$4=!{eic-qc4n+}wL9}lU|I%cD4frZVCPu4
zSEOn{g;zGtDDd%?rz7P<w}=|Xll+34V4kUzC({qoG!>tVES(gZYZ*C)y_vk@iE&g~
zNJCRD4N(siw&gI>bS~uk$X9j>L(isKd0;6!pdq<1!7<l-q<9Kt^V~SaTcx8qC$~=B
z#YD?OtI$4WiQSEASsN0$k|L(iP<8BY-OUqAsQ8N1ZSelQ7+z$l9G)w=;5ti(^*4G@
zGkW))+K2Q2q_E3HxQ&}|`}hvtWFo8r2uHi$U(qAHZ`k}Y%@=ALV#dv3a$cyObw>4s
z-miZ<d)TYHZ18dif@;^oo`sthY^x2OYj6ND<3CO_ahb>?yQaccHOb}z6(9QqC=s7@
HNt^xyqvM+R

diff --git a/q09_advanced_model_q01_lasso/build.py b/q09_advanced_model_q01_lasso/build.py
index c832d59..63706ab 100644
--- a/q09_advanced_model_q01_lasso/build.py
+++ b/q09_advanced_model_q01_lasso/build.py
@@ -1,3 +1,4 @@
+# %load q09_advanced_model_q01_lasso/build.py
 from greyatomlib.multivariate_regression_project.q01_load_data.build import load_data
 
 from greyatomlib.multivariate_regression_project.q02_data_split.build import split_dataset
@@ -5,7 +6,8 @@
 from greyatomlib.multivariate_regression_project.q03_data_encoding.build import label_encode
 
 from greyatomlib.multivariate_regression_project.q07_regression_pred.build import regression_predictor
-from sklearn.linear_model import Lasso
+from sklearn.linear_model import Lasso, LinearRegression
+from sklearn import linear_model
 import numpy as np
 import pandas as pd
 
@@ -18,6 +20,15 @@
 
 x_train,x_test = label_encode(x_train,x_test)
 
-# Write your solution here
 
-    
+def lasso_model(x_train, x_test, y_train, alpha=0.1):
+    model = Lasso(alpha)
+    G = model.fit(x_train, y_train)
+    y_pred = model.predict(x_test)
+    val = cross_validation_regressor(model,x_train,y_train)
+    y_pred, mse, mae, r2 = regression_predictor(model, x_test, y_test)
+    stats1 = pd.DataFrame([[val, mae, mse,  r2]], columns=['cross_validation', 'mae', 'mse', 'r2'])
+    return G, y_pred, stats1
+
+
+
diff --git a/q09_advanced_model_q01_lasso/tests/__pycache__/__init__.cpython-36.pyc b/q09_advanced_model_q01_lasso/tests/__pycache__/__init__.cpython-36.pyc
index 80296f75275fe1779be1cb1510cdcbebf24a3c57..adc720a22cfbd04d719b80bb2a64dc473eaa3fa1 100644
GIT binary patch
delta 49
zcmdnMxQ~&;n3tF9)STzh6FJOfv-LCbb5r$;6Z7&iQ!@0!^NX^J3lfu4^^@~cQYZQ)
F0RW@O5v2eC

delta 35
qcmdnTxPg(wn3tF9rT(I*i5%wqvHBVLxvBc;MX8mECHc7%W0C;EI1AnY

diff --git a/q09_advanced_model_q01_lasso/tests/__pycache__/test.cpython-36.pyc b/q09_advanced_model_q01_lasso/tests/__pycache__/test.cpython-36.pyc
index 3d92981a85fdfdd93eb4850d6b323ecab8bd7161..e184e766788708cc45f4204a936d14b614917787 100644
GIT binary patch
delta 192
zcmZoxn5e*E%*)GlYR>cMjU1lLvg!I6`MIh3#ff=&nJF3i;rT_`#RZAUsrt$JDXE(i
znDv+$qc-=my<lQg-CV)R%E+z7z`#(X3L>;8_wq<hUc_}DLu?uM9W=2?@+u%L>L5ZB
zMCgDBJrJP}A`CX$@g8Rsi(<_y%`K=bQU;1eu@xldr6d*?sZEyVpTej*c>{ki02DGY
A`~Uy|

delta 196
zcmbQJ(5%2=%*)I5Qh!m@Mh;JAfk^#~{M=Oi^rF<t#FG46{mBJ<@|*jZ`Is4RZJx{a
zf{9UWa~mfsBcC<{14EG-h|mENlP7YDPu{?FADi$N?mO6oxAIiTtAg}vfCw!Rp$j7P
vL4*N_Fx>3Jdz?}17HeK<Zb4;{GEgjvtspTkC9$|jeX=J16h^hl`}l(aE0{20


From 5e3b0882b23a49a429d5ed339937bc49b2bee931 Mon Sep 17 00:00:00 2001
From: sannidh <soniknitr@gmail.com>
Date: Mon, 12 Nov 2018 01:17:13 +0000
Subject: [PATCH 14/22] Done

---
 .../__pycache__/build.cpython-36.pyc          | Bin 1407 -> 1488 bytes
 q09_advanced_model_q01_lasso/build.py         |   4 +++-
 2 files changed, 3 insertions(+), 1 deletion(-)

diff --git a/q09_advanced_model_q01_lasso/__pycache__/build.cpython-36.pyc b/q09_advanced_model_q01_lasso/__pycache__/build.cpython-36.pyc
index e179040d88df6b41f45d195714a5076ce5772453..ce012ed7fffe71cf47979dff877ae6fc2b3bb9ab 100644
GIT binary patch
delta 299
zcmey*b%9&in3tDp!j%`%s;mqQj~S2v3y|#q#KjvXD%;jGGNdr1u;p;&az}B4+3Yzy
zxx7)lU^Yh%Ulc!3o+C#fN)SkM<_P5qM+q}Br1EEpWQnG5H8TR)j49mBj8S5#%&B6{
zj4>=x;!zS&l2KBrtf}Iu63t98OdydI{uJI6z81zP=@gD&22FvNAQx#ePQ30a$asr2
zC$YFVUlYji0Wmh4F|si-vQM^U`pqac*^*hAQD$>2kYtMTn;g%qr(_wQm{OLQmz<gs
zpPQeOniF4WU>FZJLNBQ_Gbg2pZE`J()Z{rVM-^m%w(u~4AtR7v<YDAs<N(o3983aC
Ge9QnR6hXoO

delta 274
zcmcb>{hv$On3tDJ^YV-6t1Ju*j~S2vkk8-%#KkKnD%;lQaz$}5GNdr1u;p;)@<j1~
z+3Y#IQG7r#_8k5w0U*thBbX}`CB(>(%9kaaC6dC~%m`#Nrf@YgMv0~}r;0W+#;`<*
zMTtjAL`kNyri!JCH#5aBfkaaHQg~8$TNtCHQrLqTH2GhGT%yT%i!&!bF(p1_;&WRm
zrdzB&iN(eFw*-7L^HLLwf>P6qQj3c-^Yb>FGO{r;vQ4&O`pqaY*@9V_S^Ad!<VF^~
v$vw=UCtqO^XJG@HHu)9HF*zw9gNF$W83h=57&#a@n0Od@m^hdOnE03h4ck3z

diff --git a/q09_advanced_model_q01_lasso/build.py b/q09_advanced_model_q01_lasso/build.py
index 63706ab..9fa9089 100644
--- a/q09_advanced_model_q01_lasso/build.py
+++ b/q09_advanced_model_q01_lasso/build.py
@@ -6,7 +6,9 @@
 from greyatomlib.multivariate_regression_project.q03_data_encoding.build import label_encode
 
 from greyatomlib.multivariate_regression_project.q07_regression_pred.build import regression_predictor
-from sklearn.linear_model import Lasso, LinearRegression
+from greyatomlib.multivariate_regression_project.q09_advanced_model_q01_lasso.build import lasso
+
+from sklearn.linear_model import Lasso
 from sklearn import linear_model
 import numpy as np
 import pandas as pd

From 22d45163daad7050641dd7c0e907deb417e9b48a Mon Sep 17 00:00:00 2001
From: sannidh <soniknitr@gmail.com>
Date: Mon, 12 Nov 2018 01:21:34 +0000
Subject: [PATCH 15/22] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 170 -> 184 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 1339 -> 1444 bytes
 q09_advanced_model_q02_ridge/build.py         |  14 +++++++++++---
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 176 -> 190 bytes
 .../tests/__pycache__/test.cpython-36.pyc     | Bin 4079 -> 4093 bytes
 5 files changed, 11 insertions(+), 3 deletions(-)

diff --git a/q09_advanced_model_q02_ridge/__pycache__/__init__.cpython-36.pyc b/q09_advanced_model_q02_ridge/__pycache__/__init__.cpython-36.pyc
index 222893d6c4bc0f716c4fdbff600e66340545b3cd..3423a97a89dc00709eb9461818416f66700af2dd 100644
GIT binary patch
delta 49
zcmZ3*xPy_yn3tF9)STzh6FJOfQ}r|Qb5r$;6Z7&iQ!@0!^NX^J3lfu4^^@~cQYZSw
F005xE5sd%<

delta 35
qcmdnNxQda(n3tF9rT(I*i5%wq;rbc*xvBc;MX8mECHc7%V`2cnE(^v0

diff --git a/q09_advanced_model_q02_ridge/__pycache__/build.cpython-36.pyc b/q09_advanced_model_q02_ridge/__pycache__/build.cpython-36.pyc
index 29083a5660093320a13d952ea9eeaf0c4458cabd..6a8cae9a7e50bb232b48325c38cae5530049b05f 100644
GIT binary patch
delta 722
zcmYjNJ#Q015WU^|^xfHU5+@-B2_#EME{H{F5klgtA)%l^ED_emyRpyQolm=KM5H@K
z(a};w$4^K@O-aKqprhFa2^xL_6|=6gr}t*|X?Et_d<!q5!M%1n{QUFp8{4(4Kh~Aw
zK>iRQFE0j9SQe28S<GU78k6=acE}pUAnj)BWF1+&J>QsbvQ~{CM=Y!n>2aI)YINj~
zEwW8^$TjZrExujjBWx7bVKHleL}ZuwFRkI)#rGGkNZ6D&5jr?C^Ua9?9^er`&VZCv
z+BK@2(wU>uDshb~7jj%8P(5Xr&Puf_UqMZYlv~?JPUTfW)v7|}&Hd6ZTV+s&Q)h}8
zVwl;?nL5n<gsZ4@ORtPh>@#rW9g^-uETkO2r)k2dN*1}cGs=M^*I4Wik@hExbeZLH
z7ziKS5&I-j#4iMA$wY|&Bmt|nw0AmITq=zVrdyAxqE7|Q_%PP~hp`eg$+ZWGsqmpv
zyfunT(_%)on=KemHF{>6n9kY;L&9uEM26Zx#FL6DdH0JY`f&YsJen;sK9V%g6E+*Y
zT8MYDpc6itK(kSEZr^Nv;oJK<TCIG%8nFWpWe3PY0g6!w=%HIk+yG^WL})_)>m7T5
zFga{S_FnTF_k+FTWs)-CH3v?A*X%&M`7$d`HO>p|6*Om5if(i6JV!zE!`Xhl0X1UN
sP|whsAv0oS{0dzMO$YbE+A`%2Fx;g1wHU8HFc*W(07Jw9?&1#q4<LN6x&QzG

delta 730
zcmYjNJ#Q015WU^Ky*u0I4`PQTL?TFz5ZA;KNE8U6NI)bSC`f@$maG-Kc5Lp>&fEsY
z=uRn2n<8>UL50##Q}P#(=(nZeH&8L_fRtO!%$v72J8$N)_PyGDP_I`nAAN~S*KvM1
z*FMaheYE`3MfdrexF#LxC1G60=qHV|88?ZeYLnLFh71-2F_D!8iPscUYYWnM<96JM
z*W;UttG4PaXrEd})@4nGA4$9+z1L3ExcKpExl3N0@qe8|j2_xk+gYO1PT@)-sbuG@
z<OQFQ!YSy25=Ya5uP`e;%@C7<Em+?z{W2&kWmUTqUU=G@_yr0qDn(VgpIymEM0)46
ztYL*;)P@XY_-8K<A;4}CGh8IIBVj7p6jG6lKPVG|$mBE~<XUJIxrV<TycdaaA<dOx
zsZfT(eIT}+7(ULVI*kIbQy4ZJYw!_)9njF3G?iyUivtiTmSr>J=EtC;Nof4jfd(<o
zjE6ww+W7PT1Og<WYM<aRmLmmqi@o_^21>>Zg+SAGX{~;-Li4W<+{WzBVee>~s@@3H
zT<B@qTOPYR%ir|wJ=n(Ub+p_r-60JU;^~k(WOWk}s309}e%ohV^3ZhhcZm{^?Iq(3
z;~<?%m0V59vy*f-2m6-sX1FYoL)#_?%b#p-xy`pSy9480EfQx|N*XGMuz@seTDN80
oE$ghTmGo<F2RRcw#-1mMdSX|d+p3VR4$2NlKv6yoXp1)JUkWR-Hvj+t

diff --git a/q09_advanced_model_q02_ridge/build.py b/q09_advanced_model_q02_ridge/build.py
index 0fb3e1a..badb446 100644
--- a/q09_advanced_model_q02_ridge/build.py
+++ b/q09_advanced_model_q02_ridge/build.py
@@ -1,3 +1,4 @@
+# %load q09_advanced_model_q02_ridge/build.py
 from greyatomlib.multivariate_regression_project.q01_load_data.build import load_data
 
 from greyatomlib.multivariate_regression_project.q02_data_split.build import split_dataset
@@ -5,6 +6,7 @@
 from greyatomlib.multivariate_regression_project.q03_data_encoding.build import label_encode
 
 from greyatomlib.multivariate_regression_project.q07_regression_pred.build import regression_predictor
+from greyatomlib.multivariate_regression_project.q09_advanced_model_q02_ridge.build import ridge
 from sklearn.linear_model import Ridge
 import numpy as np
 import pandas as pd
@@ -18,8 +20,14 @@
 
 x_train,x_test = label_encode(x_train,x_test)
 
-# Write your code below
-   
+def ridge_model(x_train, x_test, y_train, alpha=0.1):
+    model = Ridge(alpha)
+    G = model.fit(x_train, y_train)
+    y_pred = model.predict(x_test)
+    val = cross_validation_regressor(model,x_train,y_train)
+    y_pred, mse, mae, r2 = regression_predictor(model, x_test, y_test)
+    stats1 = pd.DataFrame([[val, mae, mse,  r2]], columns=['cross_validation', 'mae', 'mse', 'r2'])
+    return G, y_pred, stats1
+
 
-    
 
diff --git a/q09_advanced_model_q02_ridge/tests/__pycache__/__init__.cpython-36.pyc b/q09_advanced_model_q02_ridge/tests/__pycache__/__init__.cpython-36.pyc
index 602e1f5d5c4f60e2bd8813680dc29fba2e27d856..e5c6e73f97bad5d13ea9c581d515d89af17482ea 100644
GIT binary patch
delta 49
zcmdnMxQ~&;n3tF9)STzh6FJOfv-LCbb5r$;6Z7&iQ!@0!^NX^J3lfu4^^@~cQYZQ)
F0RW@O5v2eC

delta 35
qcmdnTxPg(wn3tF9rT(I*i5%wqvHBVLxvBc;MX8mECHc7%W0C;EI1AnY

diff --git a/q09_advanced_model_q02_ridge/tests/__pycache__/test.cpython-36.pyc b/q09_advanced_model_q02_ridge/tests/__pycache__/test.cpython-36.pyc
index 37f31c3afe884d721a91308abc3e21f01dc3af87..d87920335701cb68c7bf6c75471e7dddeb8abd8d 100644
GIT binary patch
delta 200
zcmaDa|5u*Fn3tF9)STzh8#z3gWz+RD@^e%5ixczmGE*}2!}E)>iwhEyQ}vVcQ&Kl4
zFiSBrMs2QUd%?u0x;cfDm62PEfq|h&6+~!HPT-K5+{bkvLu?ZF9SpI_JQeaPAZ_X(
zLK8&jfCxPhp${SqCNJa{-|Wb{fl(}qHLo<cpt49AC?3UDkeHW}SX`twnVo+Mqw3^2
G{J{VKSTrjD

delta 198
zcmew>|6ZQMn3tF9rT(I*jU1lL{E_+@`MIh3=|!oPi6!~DoAa2Zm>F+v?qqwx#G}T*
zz;KJLEHS4vwRmzNhxp_voR7J+fr3RKnIfIZc^p!c=WyM}5L>`~2SaQjPldcHNSg+T
z&;k*<AVMER7=Q@F$?N&WH~aH$U}U^CiC=_U9V93ZB%<6V2k_}l_T`UZRGYktKNtX(
CYchKP


From c3f94ce68b38aec02a3a1a2455ea2d360b6ec560 Mon Sep 17 00:00:00 2001
From: sannidh <soniknitr@gmail.com>
Date: Mon, 12 Nov 2018 02:29:55 +0000
Subject: [PATCH 16/22] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 165 -> 179 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 911 -> 827 bytes
 q10_data_missing_values/build.py              |  10 ++++++----
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 171 -> 185 bytes
 .../tests/__pycache__/test.cpython-36.pyc     | Bin 2358 -> 2372 bytes
 5 files changed, 6 insertions(+), 4 deletions(-)

diff --git a/q10_data_missing_values/__pycache__/__init__.cpython-36.pyc b/q10_data_missing_values/__pycache__/__init__.cpython-36.pyc
index 9f50df257f7dadafbe3ce884c55c000ecc154d68..95f62d2491e1eb75140900538fe90aeac744459d 100644
GIT binary patch
delta 49
zcmZ3=xS5f|n3tF9)STzh6FJOf6ZA9kb5r$;6Z7&iQ!@0!^NX^J3lfu4^^@~cQYZR_
F0|1^q5qSUr

delta 35
qcmdnYxRjB@n3tF9rT(I*i5%wqLHZf_xvBc;MX8mECHc7%W5NNxdkeAv

diff --git a/q10_data_missing_values/__pycache__/build.cpython-36.pyc b/q10_data_missing_values/__pycache__/build.cpython-36.pyc
index 5c075f43b94e582040d94a38ff22b71e81107625..a4976bdac3070a59992311ab6450934e1a9681c0 100644
GIT binary patch
delta 219
zcmeBY-_53M%*)F)<LQg&7$ydW#|%h-1;};);^L}_$|c-9&5Vo;DJ;PZnw%3a<g1r3
zW-*m8XR$OhrZEA<82vO^Z*iog7AF^FCZ*nDuZS-xO3ciQnjFh0t-+L%wvwTU8)($8
zSpAIr+*JMI#Js%Blnnjw{G#mQg2d!h{p9?V)X5VW{e(cuih)jHU|=lb1(KRVlLeXn
qausm_*+uL?VzM-|++-hSIa!dRVi6$0!w7;LV9dcNz{tnQ!2|$x%`Xc8

delta 355
zcmaKmF-yZh6vyvf(<atLBvmJ=LvhHU0i9gL!C8kc5`>U8S50Y?aJh;Rx7(GP(XEqy
z2EWO3^jipmFBQSbcf9}m-|xZQ|E=|C_6{AV9iA?N2hP|B`%?z_6YAn+-cv`8hD#o}
zK}T$eP2p-F?P$;(7!kVHGhX?b^#)jM^qJS5FS7nU8-wEGhK3O*24|juRxFC4Oa=m*
zQJzmq<avztO*EN_aG1?fRd|4K@yg^Xh4?)8ud}J}ucRm=l}-K1=R4Ii>>t>5M9R(>
zNQd;UyZ3K-Th%*!9V3rNXx@fOMoEe-GNMpumcM`uf#r(`5yAkQxlB@phAMOM)adR)
X{qZ)54fU~>ZSi$j<CbBAOT>b2SGQNR

diff --git a/q10_data_missing_values/build.py b/q10_data_missing_values/build.py
index 582edbb..dba5573 100644
--- a/q10_data_missing_values/build.py
+++ b/q10_data_missing_values/build.py
@@ -1,3 +1,4 @@
+# %load q10_data_missing_values/build.py
 from greyatomlib.multivariate_regression_project.q01_load_data.build import load_data
 from greyatomlib.multivariate_regression_project.q02_data_split.build import split_dataset
 from greyatomlib.multivariate_regression_project.q03_data_encoding.build import label_encode
@@ -5,9 +6,10 @@
 np.random.seed(9)
 import pandas as pd
 df = load_data('data/student-mat.csv')
-
 x_train, x_test, y_train, y_test =  split_dataset(df)
-x_train,x_test = label_encode(x_train,x_test)
+x_train,x_test = label_encode(x_train,x_test) 
+def describe_df(df):
+    return df.describe(), x_train.apply(pd.value_counts)
+describe_df(df)
+
 
-# Write your code below
-    
diff --git a/q10_data_missing_values/tests/__pycache__/__init__.cpython-36.pyc b/q10_data_missing_values/tests/__pycache__/__init__.cpython-36.pyc
index 2fdd38ba92c3ca5f1d29fa65d48fd61e792f83c8..1f88dde4193a78aba3624a9d6e3764b1f970d04b 100644
GIT binary patch
delta 49
zcmZ3@xRa5?n3tF9)STzh6FJOf)ATd)b5r$;6Z7&iQ!@0!^NX^J3lfu4^^@~cQYZSw
F0sx^y5s?4@

delta 35
qcmdnVxSEl}n3tF9rT(I*i5%wq5&9YVxvBc;MX8mECHc7%V`2fog$v36

diff --git a/q10_data_missing_values/tests/__pycache__/test.cpython-36.pyc b/q10_data_missing_values/tests/__pycache__/test.cpython-36.pyc
index 17019265bc29ee0e0ca9f98bf98dfee0d9486c8d..c5e6206ac6b72e4a1ca40dde254a1c09ff62b0e0 100644
GIT binary patch
delta 58
zcmdlcbVP{5n3tF9)STzh8#ywVWRvtW@^e%5ixczmGE*}2!}E)>iwhEyQ}vVcQ&KnA
OGYPOUMopf;u?zrIP83oA

delta 49
zcmX>iv`vV^n3tEU&t*~6Mve?7fe`(S{M=Oi^rF<t#FG46{mF?O@|)K(ePCt0HF+M#
FG607<5gh;k


From bb4cd98a15033d670ea4c646181456f8f3623ec4 Mon Sep 17 00:00:00 2001
From: sannidh <soniknitr@gmail.com>
Date: Tue, 13 Nov 2018 15:59:35 +0000
Subject: [PATCH 17/22] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 177 -> 191 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 1081 -> 1226 bytes
 q11_feature_selection_q01_plot_corr/build.py  |  22 +++++++++++-------
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 183 -> 197 bytes
 .../tests/__pycache__/test.cpython-36.pyc     | Bin 1488 -> 1502 bytes
 5 files changed, 13 insertions(+), 9 deletions(-)

diff --git a/q11_feature_selection_q01_plot_corr/__pycache__/__init__.cpython-36.pyc b/q11_feature_selection_q01_plot_corr/__pycache__/__init__.cpython-36.pyc
index 35c8cae903f3144112ac43723fc1b6346aa0fe84..bea9d3cd1df786374039e59939b91a594bcd3a85 100644
GIT binary patch
delta 49
zcmdnUxSx^3n3tF9)STzh6FJOfbM!Ovb5r$;6Z7&iQ!@0!^NX^J3lfu4^^@~cQYZQ)
F0|2B+5vc$G

delta 35
qcmdnbxRH^=n3tF9rT(I*i5%wqarzngxvBc;MX8mECHc7%W0C>Fj|<`e

diff --git a/q11_feature_selection_q01_plot_corr/__pycache__/build.cpython-36.pyc b/q11_feature_selection_q01_plot_corr/__pycache__/build.cpython-36.pyc
index 35748ec9368f7249043702f94546923c07c4c418..ae9e3d3ec658fc97807baaffa61db0e1c7e574b1 100644
GIT binary patch
delta 732
zcmY*XyKdA#6rDSMjh)@iZr+4062&&VMOr{e)PMv+fgw^f?96U#{8)_#6e3%ZaM~cD
zZTSH{fnVSYkf{(=D5$7Xac9#6kM6l=?mgFY<ndSbEj-)rcBAiqf4{nN2>C^BJTCGF
z807~9NhG8s0Zy09;Vx#HlFZ{?=5s#_c#tv9z$%?I%px8wxtp$J9o|`TFYRVM-UFf{
z={LYvRY%=fZQ#)5eLmo8d|mZaUkw_1NNq(%lF9HK_{OKt=VuYx@Gu@)PahEssfZn}
zY3<Z*?HNdDMJsnkB}jTfYrpanry+G<+zKj~Qt4d4A+1>*8ZYss+W?R%OoA$~%rFz0
zs0xym1{$zgdeXmeu+uT&+5fGE;wVeHayeRs&&ZHHz67*21n!EHxWpVx<5?M>D(=5b
zpXjIZl3(|kE{rg7k)Ljl#&ITQsvJvU#L<$E=J{;c(*bH*I+v|KDe{TfHmy4;wAS`s
zT4$abZNCOz{Di$-O)U*d@lN59!>FZl+Pe1W#Sdri9%piTWVDEL-LpamMVyM0FGSzM
z{Z%|ZE;2PPMV`m<czjUkH|1PR)Ob=zwRl8dJRhK}+(01Ehc#dr5w2a>Le#ghJ_H@w
zwAl_aVdiOJ()jgg{@ya~UuV6F3fzcXic)tLm-NqpUdNi=w6JAi+ro|o`_`qu8?cMD
dmfg(?`8HMe@s}m#8bXAQcA!J;VzduE`VU~+sR#f7

delta 591
zcmZ8dJ#Q2-5cSyJJ@4M$M*>19fRNH{!xd>L0z!}u2_&d6*DTnV?8?rbeCFe#J*C)C
zra=1-5Dh<pzd%XpmWl>ZA}Z{qAi~zXdGluM8T(7}nVs&9M(Njs58OoveM1)(_57Z<
z)rkjz1SnJi$DUz@G~q;3PIbg19rGAM1yKXdIO{o8iB5Ui^GFSK#xp>YiMRzmlBpcE
zFsFRXZ%p`<Z^=xK<)p=P?4^lF1rx~`@a^{>&rbbZDA<EA%WDq}s!)qI*h1s?0t+~Y
zIo^;BwOHU505!BCP0uW~k&PQ%4O(a+ctHd`Cx9&br~4@RzplkzO{?Mk7KKMVMS1in
z2RB%hhpX~Ly7-xTY@Uek+)w0nW@=m5vOdl;M_<;)nDBol4DPx+c=w@;mZm(m1_y;K
zm34G=RKLk1M@3-^ANgC&xX=0?4i|4fA+zJ--_K`9wU)C(BiDtk^{o3zZg#)$?SpGR
zyPA4Hz+l^33Og`{D`2jBEeDeXcgbz(!Y);9Rr%u9avhk9|9W$|dq;jyhsB~><K6xK
iVBhrugf@=t>sq{0@@{xQ-!z4*kdcgLnBggmhkpP$V27Rn

diff --git a/q11_feature_selection_q01_plot_corr/build.py b/q11_feature_selection_q01_plot_corr/build.py
index 0427922..62c72fb 100644
--- a/q11_feature_selection_q01_plot_corr/build.py
+++ b/q11_feature_selection_q01_plot_corr/build.py
@@ -1,13 +1,12 @@
+# %load q11_feature_selection_q01_plot_corr/build.py
 
 import matplotlib.pyplot as plt
+import pandas as pd
 from matplotlib.pyplot import yticks, xticks, subplots, set_cmap
 from greyatomlib.multivariate_regression_project.q01_load_data.build import load_data
 
-
 from greyatomlib.multivariate_regression_project.q02_data_split.build import split_dataset
 
-
-
 from greyatomlib.multivariate_regression_project.q03_data_encoding.build import label_encode
 
 df = load_data('data/student-mat.csv')
@@ -15,12 +14,17 @@
 x_train, x_test, y_train, y_test =  split_dataset(df)
 x_train,x_test = label_encode(x_train,x_test)
 
+def plot_corr(df, size=11):
+    x_train, x_test, y_train, y_test =  split_dataset(df)
+    df_train = pd.concat([x_train,y_train], axis=1)
+    corr = df_train.corr()
+    fig, ax = subplots(figsize=(size,size))
+    plt.set_cmap('YlOrRd')
+    ax.matshow(corr)
+    xticks(range(len(corr.columns)), corr.columns, rotation=90)
+    yticks(range(len(corr.columns)), corr.columns)
+    fig.savefig('./images/data_image.png')
+    return ax
 
-# =============================================================================
-# To visualise data, you need to pass training data only as the assumption holds that test set is unknown data and obviously,you cant not make decision based on unseen data :-p
 
-#Remember to concatenate training features and labels if you want to check that scatterplots which I would prefer.You are free to explore labels to labels, features to features ,etc scatterplots as you want by passing arguments
-#============================================================================
-#visualise_data(pd.concat([x_train,y_train],axis=1),"../images/data_image.png")
 
-# Write your solution here:
diff --git a/q11_feature_selection_q01_plot_corr/tests/__pycache__/__init__.cpython-36.pyc b/q11_feature_selection_q01_plot_corr/tests/__pycache__/__init__.cpython-36.pyc
index 6c1c50906ae58c0e40cda01d8a521348eecd4898..7060b2800e2a855d9d9e8d73be3c1408d9dc3b5b 100644
GIT binary patch
delta 49
zcmdnac$AUDn3tF9)STzh6FJOfi}W+{b5r$;6Z7&iQ!@0!^NX^J3lfu4^^@~cQYZRl
F0syB^5y1ce

delta 35
qcmX@gxSf&1n3tF9rT(I*i5%wqDf$`txvBc;MX8mECHc7%V=@86nG5;=

diff --git a/q11_feature_selection_q01_plot_corr/tests/__pycache__/test.cpython-36.pyc b/q11_feature_selection_q01_plot_corr/tests/__pycache__/test.cpython-36.pyc
index 93b5347767868d7c98b1b5816f63e3fa98466c9c..308db54ed5241994f6298559226a3fa8965bf177 100644
GIT binary patch
delta 64
zcmcb>eUF>Nn3tF9)STzh8#zLl<nr`0@^e%5ixczmGE*}2!}E)>iwhEyQ}vVcQ&ROO
UFJzJ5+|Bfmkuhp>E=w{a0OObzh5!Hn

delta 50
zcmcb|eSw?9n3tF9rT(I*jT|9N0txyV`MIh3=|!oPi6!~D`jgkQ$Zwv>^pKJ9*5+!K
GWJUn26cJkh


From 49c905e1717df68308bb1d0f21e8cae5fd53ea64 Mon Sep 17 00:00:00 2001
From: sannidh <soniknitr@gmail.com>
Date: Tue, 13 Nov 2018 16:02:33 +0000
Subject: [PATCH 18/22] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 183 -> 197 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 1715 -> 1533 bytes
 .../build.py                                  |  10 ++++++++--
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 189 -> 203 bytes
 .../tests/__pycache__/test.cpython-36.pyc     | Bin 2604 -> 2618 bytes
 5 files changed, 8 insertions(+), 2 deletions(-)

diff --git a/q11_feature_selection_q02_best_k_features/__pycache__/__init__.cpython-36.pyc b/q11_feature_selection_q02_best_k_features/__pycache__/__init__.cpython-36.pyc
index cce1771df2aeb4fe480a861dd0b34c2812778bf4..0d149650591ab49877137e807b4c4b1940552407 100644
GIT binary patch
delta 49
zcmdnac$AUDn3tF9)STzh6FJOfi}W+{b5r$;6Z7&iQ!@0!^NX^J3lfu4^^@~cQYZRl
F0syB^5y1ce

delta 35
qcmX@gxSf&1n3tF9rT(I*i5%wqDf$`txvBc;MX8mECHc7%V=@86nG5;=

diff --git a/q11_feature_selection_q02_best_k_features/__pycache__/build.cpython-36.pyc b/q11_feature_selection_q02_best_k_features/__pycache__/build.cpython-36.pyc
index b0c88c740ec407a51b8c32a0e223d58ea3040313..ffb3986495088698797d51821838c9721fb12cbf 100644
GIT binary patch
delta 625
zcmYjO&x_PB6i(8#o$buHt_ZrzfS@S!G8GmV56gPcvj`&yRVm#jvzwW;iAiQzrDYDI
z-sT|v3q0;o_P@!+v);Wd2&RLe3E!7TUS7WU<8t`BAMFo^(dyUF*FW&LsD#T90N^`3
zb<o6-0S4BHz%^>T+MA&o)Nq9$aJEMf@z$`x1QY)wFxdF+HmLC~sPPIpZ?HzszzR0L
z31>Y52>66*e~NZN6PT?!m_@Vx3Qj;AK96A<Nvf6wtqkMzWejb|D#8k?3+U45mgj&S
zCJy?hqZ3erw}UsRfeotB7xWHKzy(l!=ZZax#t$vb?0}K;OjAw^L&?Usp(~M`ijpQe
zuPR1PlUG8`wcN@JniPW2r2XpOX+NX=;Z=0VnKp$e<<Y2B-oetPrsx?}n#Kc#oS5n|
zOT8&GY5#<pOfRGq%Gf|Vro?(5m`p=m2t{>f!}H9joK-1iToe{}zuT}7d{I`~24^{6
zP#uT1H>J5*xDXrg{FriW;oSB#ebkjAl)Bc5Mw{w3GU;_AWH!&FqONc5h5lEq+HNJ@
zyLH=z=z${u2b+Bt-hgV<Uf{<MEUIL>Q|3l;VK_S;%lDm?27gaaa$}#g-~I9BfxiQN
i)lHy%5$xR?IpaU6uKjA;k?kFpf-E>a^4fK9AEG}vP_0J*

delta 805
zcmYjP&1(}u6rVTynau~SS}|%5t%wAqtrWyV>B(M;P!DB6!e)1pZn9s_PD&#ia!94=
zK~VN4c=6^@`o{<Z-n{fbkV3&XNl|xrZ{F9u_j~W{b@ig|Y}f0~y}hsQFXOut!=yq8
zF_1K*{39|!#+raaE9jJt^+NB{87Tl|Lujb!Q#c1<2vb-ynBqBuE(8$JQ#;TC{eu>e
z!sy$9(IoF_lZ?$Xf_^iwPVK^cNv1HiM5XV{$RcKf1{)1kOkJBom7K#2Prp7Tt0))N
z0cqL$J|Hmlshc9*M#^nuh>bJ}2EqO}WD-JTX6~n)<=nx5D{u2CjoD_8vyms#crzYG
zB0TnZ=n2;5<+Z+Cexchd(%y-@xD$B04^?g?^6p7_N!KO|>+2Sk+JKFu#o00AIlEL?
z{sL2=bfh`3yD0P!*qg=}uu&XelYF9Y^#d}8ga|D^jfQcOV^X@Y#jE&0fj^x4c^%a&
zXD14C;ir0>?XH$T>GMg0t0i$&%B^=p(H7iG@@~pwsjFDmTJ+t<0i;~8KpGg(V^WJ)
zB8~jW%b27|CQWZ)H=?xnY|FK?V=o%Aye+lZJ84z;9jqW>Bw-+pI1O0jYWbiuah;5_
zAoNAbbGItetUYLlNx)9rrG@gJyK<;pp?|Z57M&;MHPwJ>Pp)K)`z#S*#4t^ld18nw
zQ<KY8c>+2(Py>fPg<Et98c@@8zFz*;Uaav4D#3E>i7ZM*6m~YUk&>i&b6>pD_n;!J
k6E&eQDL)(cAFbn?#dOtQ@o&z!cWiMOv0YmJFdhT^0oUZ!T>t<8

diff --git a/q11_feature_selection_q02_best_k_features/build.py b/q11_feature_selection_q02_best_k_features/build.py
index 95002c5..139a442 100644
--- a/q11_feature_selection_q02_best_k_features/build.py
+++ b/q11_feature_selection_q02_best_k_features/build.py
@@ -1,3 +1,4 @@
+# %load q11_feature_selection_q02_best_k_features/build.py
 # Default imports
 from sklearn.feature_selection import SelectPercentile
 from sklearn.feature_selection import f_regression
@@ -19,9 +20,14 @@
 
 
 np.random.seed(9)
-# Write your code below
-    
 
+def percentile_k_features(features, labels, k=50):
+    selector = SelectPercentile(f_regression, percentile=k)
+    selector.fit(features, labels)
+    idx_selected = selector.get_support(indices=True)
+    idx_sorted = [idx_selected for _, idx_selected in sorted(zip(selector.scores_[idx_selected], idx_selected), reverse=True)]
+    top_k_predictors = x_train.iloc[:, idx_sorted]
+    return list(top_k_predictors.columns.values)
 
 
 
diff --git a/q11_feature_selection_q02_best_k_features/tests/__pycache__/__init__.cpython-36.pyc b/q11_feature_selection_q02_best_k_features/tests/__pycache__/__init__.cpython-36.pyc
index 3a1830b270d6d769e5565023aecb9be5259bd743..e01916aedae06872198066a43cc581202285e138 100644
GIT binary patch
delta 49
zcmdnXc$$&Jn3tF9)STzh6FJOfEA%t+b5r$;6Z7&iQ!@0!^NX^J3lfu4^^@~cQYZT5
F0|2U35!nC$

delta 35
qcmX@jxR;T`n3tF9rT(I*i5%wqS^63IxvBc;MX8mECHc7%WAXvUqYM%N

diff --git a/q11_feature_selection_q02_best_k_features/tests/__pycache__/test.cpython-36.pyc b/q11_feature_selection_q02_best_k_features/tests/__pycache__/test.cpython-36.pyc
index 7c11282368a691d1031e0ef3e349d85d1d4b9116..6d61c54d2e5c29368ab2cd10ce4272ce00ff9c0a 100644
GIT binary patch
delta 77
zcmV-T0J8tA6uJ}$GYt(2%ADt0u?VdK9&|5gZ*65Sb75|7X=G?GS8sA_b8ul}WiMlI
jWMwatPYEBh<O1ab0a~-l20#G;BeM$#f&l?qla2|VD4-gR

delta 63
zcmV-F0Kosc6s!~oGYt(2=`W&Mu?VdK5N0oEZ*65SXL4nEVRUb8FOyvfAG7iT<pTlQ
Vv)Bee0Rbel83=*_0os$C37)Rv75@ML


From a677df00055e9fbe4f09abdd30faafff463ad3c8 Mon Sep 17 00:00:00 2001
From: sannidh <soniknitr@gmail.com>
Date: Wed, 14 Nov 2018 01:02:12 +0000
Subject: [PATCH 19/22] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 163 -> 177 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 995 -> 1407 bytes
 q12_feature_selection/build.py                |  20 +++++++++---
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 169 -> 183 bytes
 .../tests/__pycache__/test.cpython-36.pyc     | Bin 2699 -> 2713 bytes
 .../__pycache__/__init__.cpython-36.pyc       | Bin 160 -> 174 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 556 -> 1266 bytes
 q13_plot_residuals/build.py                   |  29 ++++++++++++++++--
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 166 -> 180 bytes
 .../tests/__pycache__/test.cpython-36.pyc     | Bin 1475 -> 1489 bytes
 .../__pycache__/__init__.cpython-36.pyc       | Bin 158 -> 172 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 2166 -> 1991 bytes
 q14_benchmarking/build.py                     |  14 ++++++++-
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 164 -> 178 bytes
 .../tests/__pycache__/test.cpython-36.pyc     | Bin 2092 -> 2106 bytes
 15 files changed, 56 insertions(+), 7 deletions(-)

diff --git a/q12_feature_selection/__pycache__/__init__.cpython-36.pyc b/q12_feature_selection/__pycache__/__init__.cpython-36.pyc
index 886fe32a654f75efb74de32eefce46b1759dcd99..bc334e43736406b961f6380d2cd3de657829258e 100644
GIT binary patch
delta 49
zcmZ3?xRH^=n3tF9)STzh6FJOf<McD~b5r$;6Z7&iQ!@0!^NX^J3lfu4^^@~cQYZR_
F0sx&m5pe(j

delta 35
qcmdnUxR{Z{n3tF9rT(I*i5%wq0s0yFxvBc;MX8mECHc7%V?qJF%?qjk

diff --git a/q12_feature_selection/__pycache__/build.cpython-36.pyc b/q12_feature_selection/__pycache__/build.cpython-36.pyc
index 7c97eeb95ec157d7f2aaeafb7f302dd15b650ec6..8b9873082e89266d14a5f6161649a1accf7de5ce 100644
GIT binary patch
literal 1407
zcmb_b%We}f6tz8*$>h~X`cgk3NNq^FMNp{{-F1Tyl3QuyjGc5+&!e_eT9m8;%kmX$
z_$6;yl|O(L*OSmz0trQ8M)rN!KKJ_G<HJ^~zW3w%*%u$7Z|KPfHadc#Kf}Zk#}bV&
zC7==Mr9Sns^Lnz91~e#jUsltQhNWJSwX{y_r5?ye+N8}=ugX@sLRU&1%T>B2d>+m)
zT^E5^pW$<#w&@1lq+22sZLu*U=frt<lh=9UBc|INzd@bWJ>-N=JJ{A_&UnO`VPLd$
zArn(tS{QINCF=_ri7d{!0DG$tDi)bZq=+t~fna8=gmy56%uN*MN`bMySctTcA~s2$
zeb{sny4s96oZd^B*^l-0{Q)EqdoC6DsxT@rj$vpHlYx3o&;$<&$DG`esW<UPWQL}`
z0d0mcGXAJCLm-2RKdM4C(I>*a0og^Pko&yCgF7;+%`lvYm0dKgn7TupkeN3PCIM8U
zdU}r`7G&+Sn?zG`a;Ti+b%&@rNLphWZp@Qx*lAc&a2v#V7BgdgcUu*}9_tm-P+wo<
z@2xKrZLBBrm^O5-OmxlUSZG^GGA?eEyI`kkt2dEREXi#3cA?-)8uG#1P%Rg@nMIPR
zp(v|LS1+T!(B`4$Uy<5^T|dvd7kMhWnq^tSFS_q?b*T#$i>~WfHyulpTr-t0BO)b+
z&@2t@hzgaDpfla8-obCg$7Xf=<3#fP;?}l`Bz|mj8{+8|m=JE`u>7ClCRRJ(>0lK)
zv18YvxsD7n=>vq*Y%rI~owctZiCbp!)NS}je*0I?d(i_y_shH#aVSU2p&XQ)j!Jqj
zU>xo2@p3SSbC~iu03jAg?xEYWrI32PKg%9nJwKTD__5@R2#z)O?f;0-iyj{80^1Ro
zo-Bv`7t$=y+#`m5vy3yX8qOempd52-0GtN~tBukC-aEr_rzG-|Y1?fGU!*x7OYzdR
TTRT@BxYi`)57O~(4X==2Q#!Gn

delta 432
zcmYk0&q@O^5XLjf{_A$Pw#7$Kp$F-~t4KjS+Dko1D3rydT1~oTcMC17cvxRRiZ@T*
zJbU#?a_z}i@S>9ip$YTNFJF?G`3<-J(@7kM_ZRPc#0c4vo#h}8F!B|OAOaN8zyT~%
zMK$BBW~LnNa<^tjdD`cG&8`Y`gEwmSRLGkWgkJ%VB$H7EV~5AQ#gF!QTe>oqt%{DR
zwM0`iMEDH6BfJsmMc>$-ynJ23aB~O;BRiIjbBw%=Qjn6AP|}J$vXbEs81^7@@uue(
zxHhmh@W7p^Oo|VZHPQdM?BAtY_HQ$}PKs1--ss@CV;?LtImxAxH^nTS@7oTx6@dt{
z7&F%OZR&pZ*()rJw@Bt9$qiiyL&enit4Wb1v$^pQWL_A5{cj+kQCF#F*pUcJn&4EY
XVyWaA#Z%rzi6El&W&s4W4K3#n$!K2w

diff --git a/q12_feature_selection/build.py b/q12_feature_selection/build.py
index 1bbe2b2..3d14641 100644
--- a/q12_feature_selection/build.py
+++ b/q12_feature_selection/build.py
@@ -1,4 +1,5 @@
-# import matplotlib.pyplot as plt
+# %load q12_feature_selection/build.py
+import matplotlib.pyplot as plt
 from greyatomlib.multivariate_regression_project.q01_load_data.build import load_data
 from greyatomlib.multivariate_regression_project.q02_data_split.build import split_dataset
 
@@ -7,12 +8,23 @@
 from greyatomlib.multivariate_regression_project.q11_feature_selection_q02_best_k_features.build import percentile_k_features
 
 from greyatomlib.multivariate_regression_project.q11_feature_selection_q01_plot_corr.build import plot_corr
-
+from greyatomlib.multivariate_regression_project.q12_feature_selection.build import feature_selection
 
 import pandas as pd
 df = load_data('data/student-mat.csv')
- 
 x_train, x_test, y_train, y_test =  split_dataset(df)
 x_train,x_test = label_encode(x_train,x_test)
 
-# Write your code below
+def pick_features(x_train, y_train, k=50):
+    df_train = pd.concat([x_train,y_train], axis=1)
+    corr = df_train.corr()
+    plot_corr(df_train)
+    plt.show()
+    n_large_corr = list(corr.loc[:,'G3'].sort_values(axis=0, ascending=False).index)[1:]
+    k_best_features = percentile_k_features(x_train, y_train, k)
+    return k_best_features
+
+
+
+
+
diff --git a/q12_feature_selection/tests/__pycache__/__init__.cpython-36.pyc b/q12_feature_selection/tests/__pycache__/__init__.cpython-36.pyc
index 199811ee773001ca0c605ea752dff30b16fe2a41..2f5ecec793f56e26cda50d5ce276864930aa459c 100644
GIT binary patch
delta 49
zcmZ3<xSf&1n3tF9)STzh6FJOfQ}i?Pb5r$;6Z7&iQ!@0!^NX^J3lfu4^^@~cQYZRF
F0|1~w5s3f*

delta 35
qcmdnaxRQ~>n3tF9rT(I*i5%wqVfq>QxvBc;MX8mECHc7%W1<1S*9*b`

diff --git a/q12_feature_selection/tests/__pycache__/test.cpython-36.pyc b/q12_feature_selection/tests/__pycache__/test.cpython-36.pyc
index 3a7de81e6c075362fc5574bc7cd7fa1084aa1fb6..dfb10bbdcf2f015f9a3b99e7f88b2cf0943eb7e3 100644
GIT binary patch
delta 114
zcmeAcohiy;%*)GlYR>cMjU20)<P!8V@^e%5ixczmGE*}2!}E)>iwhEyQ}vVcQ&ROO
z@8gu;{D|oaGh@`|?Q9N=j7pP#u*WM!3Fao26y)TW<YXr46;y&)QEX6}xge(`%6@VH
Lr|#xu98VbmBTp$!

delta 85
zcmbO!+AYdq%*)I5Qh!m@Mvm1?{6YE|`MIh3=|!oPi6!~Dn=deZVP?Fw`6!zMBct+U
iHja3iTY|ZXB?US8B{`W%dIgmr)-5(Dy}6M?f(ZciaUTBw

diff --git a/q13_plot_residuals/__pycache__/__init__.cpython-36.pyc b/q13_plot_residuals/__pycache__/__init__.cpython-36.pyc
index 339472dc72a16004e01d1fdcf966768b0a1ec9f4..51db3ea2f6ba71750f4dd6389d4cbbf7209ccf42 100644
GIT binary patch
delta 49
zcmZ3$xQ>y-n3tF9)STzh6FJOfqxCcLb5r$;6Z7&iQ!@0!^NX^J3lfu4^^@~cQYZQa
F0RWr05oG`X

delta 35
qcmZ3-xPXzvn3tF9rT(I*i5%wqzWN#YxvBc;MX8mECHc7%V}by@$P1nT

diff --git a/q13_plot_residuals/__pycache__/build.cpython-36.pyc b/q13_plot_residuals/__pycache__/build.cpython-36.pyc
index b3cfbafacaf9b3c23302f194e7c40a3e8bb72751..94e037aa6fd81701f0eaec9d0fede41f060ea545 100644
GIT binary patch
literal 1266
zcmb7D&2Aev5GJ|5l4V=ARoh9E^sGar#J&be0HZg<hqOQfHo$^jGWIIua!pcp97reS
zng{8n&r|T)llurcb;vk@dn&Sv9S*-4&dknyJX~Mzzxw>o?|&r-{f+KC1oRj1**`&W
z#IZy(Oi9!dn#MJwd0Y!x#<fR#uoBr<YjjNw=m3Y4iCkA3bVF^@&A3nHP;JpIwN1Cx
z4&6~BI*NEEe^9%0H|n|EQ~Pv3>V>?g?$i4iiFEek>;W%V81!A<TVeW;_xajKL?4Mq
z;$gr!{uPY}H&8P=853V}=9m@E`hjd(!Azwz7ZNPnO0c%F7jtF=uY@t$_|hCyw$?_B
zQ$IY8{x8Lu5!N=k_1Q7AR{QK_!_S28|00=nO?@KV82g^oj8`EUY}Rcj8y9zw8i0Xh
zr$Sbuts(hM0kwS?1>dQ4b1qu<vtn*i+shh<y5R{fIebU(+1DT(TA&qvlP>X+ER$vG
z@B%N$io78Kab$&-*&>@IfF>(~5$Gw{@iKSWEMKIHoMTRS@+rm06|-`MLTjN_>B(;%
zpN$F4rM`k6rCF_|HshXIgS2K4M5u%&ZyQI84w}`}&L_6Dv<IDOcqcXNJLza@&-K-~
z@Pxnh#rw(`*0eqcMOf#H>#qPP0m$McXntLVpno8<2WdXPo}OzZrk1sB!_TL$w0UPc
zR*Pw9-Bit`Yc82-m=l%xHX4YaXQFn~izkOws0VCN*_=r`J)Jj_Pr7SA`j4TyWO6R-
z4&<~OAP^qn4V>cv?&EE2?g29X2}sIZI3}A@2oW@ze_72CJbc#96@(^j=kt!WoLNsg
zP75p8sWz?I3{EKoIS1^W1pc)qTr2~(4bjb8XrhEOO>IpYOj$TH`f9q%+BgUkxM9j5
zdcpHK@bj8EtwN3e)1S%3<0sWOrcPpOOg}_<@qJMaBDt%`^V=|iF8=8I!W@1H6YoXS
zp4~<Yob$PXc53BQD+D)N0L7U^lH3vd!MA)0RGLfiEVR}>0MW<g?K_0I?!#2!B?D3>
GW%(~m$#aYV

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

diff --git a/q13_plot_residuals/build.py b/q13_plot_residuals/build.py
index 9cdb3e3..8003db4 100644
--- a/q13_plot_residuals/build.py
+++ b/q13_plot_residuals/build.py
@@ -1,5 +1,30 @@
+# %load q13_plot_residuals/build.py
+import matplotlib.pyplot as plt
+import numpy as np
+import pandas as pd
+import seaborn as sns
+import math
+from sklearn import datasets, linear_model
+from sklearn.metrics import mean_squared_error, r2_score
+from sklearn.linear_model import LinearRegression, Lasso, Ridge, ElasticNet
+from greyatomlib.multivariate_regression_project.q01_load_data.build import load_data
+from greyatomlib.multivariate_regression_project.q02_data_split.build import split_dataset
+from greyatomlib.multivariate_regression_project.q03_data_encoding.build import label_encode
+
+np.random.seed(7)
+
+df = load_data('data/student-mat.csv')
+
+
+def plot_residual_values(df):
+    x_train, x_test, y_train, y_test = split_dataset(df)
+    x_train,x_test = label_encode(x_train,x_test)
+    model = LinearRegression()
+    model.fit(x_train,y_train)
+    y_pred = model.predict(x_test)
+    sns.residplot(y_test, y_pred, lowess=True, color='g')
+    plt.show();
+plot_residual_values(df)
 
 
-import matplotlib.pyplot as plt
 
-# Write your code below
diff --git a/q13_plot_residuals/tests/__pycache__/__init__.cpython-36.pyc b/q13_plot_residuals/tests/__pycache__/__init__.cpython-36.pyc
index 3aa40f003ac9ed7ca53d9580f2b40524a62da90c..1cb77f5f82bef36013cabb1255c13c992ac4c974 100644
GIT binary patch
delta 49
zcmZ3+xP_6!n3tF9)STzh6FJOf6ZJFlb5r$;6Z7&iQ!@0!^NX^J3lfu4^^@~cQYZRF
F005r85q$sv

delta 35
qcmdnOxQvm*n3tF9rT(I*i5%wq!TK5bxvBc;MX8mECHc7%V<G^)(hIf#

diff --git a/q13_plot_residuals/tests/__pycache__/test.cpython-36.pyc b/q13_plot_residuals/tests/__pycache__/test.cpython-36.pyc
index 89ecb4e3b62bb3c40148c8459b358afd6936e702..77734bd191b4e57658207d89cde45fdc938242af 100644
GIT binary patch
delta 63
zcmX@ieUY2Pn3tF9)STzh8#$&h$;Ikt<maa97boWBWu|24hvye%7Z)TZr|Ku?r=;pn
T-pDM!`81Ol6JylmM=TEk&L|f0

delta 49
zcmcb}eVCiWn3tF9rT(I*jT}>$1pM_g@^e%5(~D9o6HD@Q^(XIVmfw7nNsNi{*5nT?
F4*{B~5yt=k

diff --git a/q14_benchmarking/__pycache__/__init__.cpython-36.pyc b/q14_benchmarking/__pycache__/__init__.cpython-36.pyc
index 453edefacf2fed8cd72ca5b14c268f798bc1dbac..a7426240543854e3c37ea341fa76b947e94bc850 100644
GIT binary patch
delta 49
zcmbQoxQ3C#n3tF9)STzh6FJOfBlR=#b5r$;6Z7&iQ!@0!^NX^J3lfu4^^@~cQYZQa
F005e{5nTWP

delta 35
qcmZ3(IFFITn3tF9rT(I*i5%wq-ufB&xvBc;MX8mECHc7%V*&uY8Vi;H

diff --git a/q14_benchmarking/__pycache__/build.cpython-36.pyc b/q14_benchmarking/__pycache__/build.cpython-36.pyc
index 28c02f81e980cbbac2a50fb3e6c6400240d89583..97eb425a62e8e6b77ae5c48397e5102b469029ed 100644
GIT binary patch
delta 514
zcmZWjO-sW-5Zz5SZJK^*tzrccY(;Z1pyI`%f=9uNpiqSnlI@4KP2Jr>4_gZM4=DK+
zp8XN}8=^P8h&K-&JUJ;9s_rmv-n@Ck&gaxawz!#28=81O>%|dzK@*Pv--qPSx5cMm
z4u1^N&}ondk$MdvkVI1P@KEg&V5EThn#7|T6BraM6{!x%x!R9I=%8sb_Df3$<)6<0
z?XNE>)SU|=b(xTcOxDN{_fs-;j7;U|Z39j*HI{(Fj0lndq0;ffnCrJ)N0{m0RaqW{
zdX+k&%P6lHJzFrR(YC9ik^oM*02*SulH|e>+-^FY`<2W@6IsVY*6?cdXE<u2<&5jM
zI!!95J=(fMY##3TI<e}0i(1^7ZMPd<-8%KzCGR*cwOrq$R&Yg@f&y79ErOZn01!@L
z9U?!D9A*oknk(U6aHFl?2V_gd+2Aq0U7iM=MLTRJf_wy#cl7fF6hI60a?AI+O}eW<
K$4kMXzWNQ)bb^xr

delta 696
zcmZuuyN=U96rJ%Sao$b<kwp}+*_WG*v>+;Ak!Waug3bb2qxf#($d1j-gw;wOrASS&
zxPk&9I%ui*0{+32RI~^oL4lZYSTK(n&6#_T&OLV??>b-X!KGHK{`~Gs_hB8O52!Ru
z8Q+kLeLfz%@52UMfQzsWgQeka!WL{!x0e{B<L{pqJ*le7byKOINZ=?%DNeOi_pz@%
zHt*}g5T>Yb{10ChmZ)(}@|v$Nby1g5eGLg!uXg+&uZC!f)^D!|znZi~N7!7S8fhhM
zrM1)^8%r#@Y4;v-j636JPt|z4@8H}dVKN~f_vB$6lgg_j+E7rFkZXybS4Qz{M7Yz-
zUTf<Mw-FM?VlRq)2;Jt9mr(G%f^!>;6V6T&8u(-QOIL6wx>eFV0K(@Kyf9$g?UdZT
z863KHxq~-bNUB$A;~nrq)+u%Sqi)43r=MjjVpW#6M{$&dz`-j#Um<!{Ui;gv;Utb=
zIHqt!cpMF*dB}rDga#y=>en{TOAS+Bjr6{pP0hlVsiGdHYm#+#^8Ku9?7sP`U)Hgm
z?N+bcR&shu!D$6&6ew+uNp2=InDN|X6Our2f)ezV$hs=udmh4dEHk!~y{K***10zR
E0cZKec>n+a

diff --git a/q14_benchmarking/build.py b/q14_benchmarking/build.py
index 4a4557b..01d7b23 100644
--- a/q14_benchmarking/build.py
+++ b/q14_benchmarking/build.py
@@ -1,3 +1,4 @@
+# %load q14_benchmarking/build.py
 from greyatomlib.multivariate_regression_project.q01_load_data.build import load_data
 from greyatomlib.multivariate_regression_project.q02_data_split.build import split_dataset
 
@@ -25,6 +26,17 @@
 x_train,x_test = label_encode(x_train,x_test)
 
 
-# Write your code below
+def create_stats(x_train, x_test, y_train, y_test):
+    features = feature_selection(x_train, y_train, 50)
+    x_train_ft = x_train[features]
+    x_test_ft = x_test[features]
+    _, _, stats_lasso = lasso(x_train, x_test, y_train, y_test)
+    _, _, stats_lasso_ft = lasso(x_train_ft, x_test_ft, y_train, y_test)
+    _, _, stats_ridge = ridge(x_train, x_test, y_train, y_test)
+    _, _, stats_ridge_ft = ridge(x_train_ft, x_test_ft, y_train, y_test)
+    complete_stats = pd.concat([stats_lasso,stats_lasso_ft,stats_ridge,stats_ridge_ft])
+    return complete_stats
+
+
 
 
diff --git a/q14_benchmarking/tests/__pycache__/__init__.cpython-36.pyc b/q14_benchmarking/tests/__pycache__/__init__.cpython-36.pyc
index defa63dc0453c646fc0d879d36fc778a5d140e09..2d5af14721032eba189903090b77e5a9ff8d3282 100644
GIT binary patch
delta 49
zcmZ3&xQUU&n3tF9)STzh6FJOf<MlK0b5r$;6Z7&iQ!@0!^NX^J3lfu4^^@~cQYZR_
F0RWx65p@6n

delta 35
qcmdnQxP+0zn3tF9rT(I*i5%wqf%+NwxvBc;MX8mECHc7%W5NKwBnz$p

diff --git a/q14_benchmarking/tests/__pycache__/test.cpython-36.pyc b/q14_benchmarking/tests/__pycache__/test.cpython-36.pyc
index cc77345a80d2a31276437a4b20a95a08f4c2fe16..595f75ba7230ff12d6fc3ae1fb22d30df24b551c 100644
GIT binary patch
delta 108
zcmZ1@uuFi$n3tF9)STzh8#%5q$wupE<maa97boWBWu|24hvye%7Z)TZr|Ku?r=)Iv
z%T&u^9L1Vfnp;qLiz%-limf0qFD0?~7E?h=lwfXRNkLA2Nls>xUO^>@1(b%+ljpMc
F0|0-UDEj~a

delta 99
zcmdlbuttExn3tDpxBsH3jU3mQ1bp=~@^e%5(~D9o6HD@Q^(Rkcliw`O9Lr*Si#4w_
wx1jPCQ(i$7TR~!8N@DRXrh=4Pg1Lz$1v&X8Ihjd%1(hJyEjB1Uc{O`K0M9lht^fc4


From c996ef1f7e49ae189b4a514bfa52771e1dc01b03 Mon Sep 17 00:00:00 2001
From: sannidh <soniknitr@gmail.com>
Date: Wed, 14 Nov 2018 15:08:13 +0000
Subject: [PATCH 20/22] Done

---
 images/res.png                                | Bin 0 -> 26762 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 1266 -> 1472 bytes
 q13_plot_residuals/build.py                   |  24 +++++++++++-------
 3 files changed, 15 insertions(+), 9 deletions(-)
 create mode 100644 images/res.png

diff --git a/images/res.png b/images/res.png
new file mode 100644
index 0000000000000000000000000000000000000000..cd2259e78dedf19db11797643b809253f331a163
GIT binary patch
literal 26762
zcmeEvbySvV*YAxOV}PTmfRrMLl1hh!q9Pz6-6$#DosNYfAqYr=C>;XQX%N!gp>!kN
zaQ5|}GxN^(zGt2D$64!qXPtYknR$4gyRPfn@!P+>_chO?B}E7hoj!zN7=h@m>oOR&
zuLr~M&-}I@zTwG=x&r^%YjsUj?l(A`f79`RzYm(<QntddqxaB1c=3X92IySt8%ox)
zW_s3k_bhcWlY7?Y#%9*W23luqbuFz7%uLU)GGAt9Wju4=+S;6#h2^gkn9VHpSvU@_
zRbto~O!WFyIs34wUN>tU8yBu0^)#N>*@I0Lf{y&*JJYD$+%iC)l;rNgeEm|BW4woc
zx}!=`(mNT$lZ0&~ALj1{XuExLj5?LVbLdr~_=lSY#BNdI+63{J71onKQeEm!c@}Qm
z`t7q$gkY00SE!C%rV|_6O5LQ5WZhZ+(B9cgY+t7~TxT{yljP_FU_fwqi;5Q!?|xK1
zV}1aAa^L$~4<7n(25*lY`Y(3Ny_5p?;rRbQ1?J)Z&&&ULVNfc6D!BQ*a@cZ1uq|1c
z=<&6)8gtJTzqoByxFt{YyVUWFe&HDnv+5Y6bpG)XPMiCF)GhaHo7G!y-CiOhqB(E7
z!gJ`SFKzf3CaNSmyAQ*JVhV->RR;{DoK$M+>dF<1=L1$31a}s4H)aY3`**hbwWqtX
zlIHDPzu{9U1qgB-K7anambv*Qcvu+s^oQn&B61Atkorc5VNV;oyUFSu+cK%OT$>8i
zm@7(4g`6j3BcHbyj&Q&&mKPV3t0E6$STbb*D~7$l*7{=$o+L=@GM(LR>RB7gRWV4p
zl54*?NJTXo>E_yF*Y9%Jd#!J!m^jV8jA7udzvS~lA3*`hD|27$zaQ2lS?PD%+13tB
zG<R72{&aAd#m(VEPL7B`q>ngr9?kMpXXbr^>eiCN_0}{E_G1Fv+$8m`%b78mnQXkg
zyjp|hUUSh$T`tfER2|#yR~q}!Ea@3kI7B=5Rmzn$VtX-8L{(LFb0TfqaI;l&tM!=6
z4*yCI5sUNp!!bog{F2<?AKA}XMUq9X)#xv~ZGEQNHs7q9-ITn3z3|&UmJZF8%&q`l
z3^S+MJA;Pm@9%%?*j!7TfX&D0S=W_<!6tDQuZW0<+^yyA!5FHo`%~RHEOoq-$**6(
z?r`hbN38a{=FWQiApfj`RF6%&db-QTvVA#Q#4%WrouaA!wS~x?D;kS$h|5L=ch+)e
z@+SwVw!c%oNlId1&KvU6&SyC)uzI&}#wN|P+pL6NVD6dJmuijWjNHxn>cQ|?=g~Vm
z!7zPpY8GWD=PE#gc89&uGg=<nw-{?b>(uX5IlD1HTtYG$;bi(s?A>a^Q-KpyJF69F
z`0E=RgJ{h>JPxxIUh3PLu@kxe#fz(tq`-Fixq5+Z*<)f2`<BUlnETuKS9qBF=L<pA
zb7L_+GqdJy?FD@&^&?$u3m4z9^t#m?bzA*RLPFvpxcOO7?NV)#Zgrr2m2AZEhYufG
zberUqwY11NuN3rqt(5F+rQ1xlZB-Oa>9X(*ofepX>GQ>|cp<zaUAtntWTkMS&NFgn
zbJSv?mWyi11&Q_Y&Pq>@T9{QG&z%Ih0hXP4mcjb%se0<5>Xg-bXCySm8#A8$o3;Hf
zJUoa?R?E`uX8Y_%`T9xC>_3wYJR*`*n%_vxpGZ_Hur+~|*Yv0m+@6Dl^b0Dakrdoo
zv|kAACueb6s~&tN<*apO_@dM^kF~Dw(JP}o3>s7*>8FTb`OQh{9qOzGatFOVmzS5v
zCMP|!jM~e+DfqN%Lp1BsoI#E}MW|fZHI@<;%VK;4@^@lVQkWuOEEUAXKOTE{j7?3w
zARy!XqPbb7`GtV1=l7LfJI$KfS_)eN&=EV3dY0eT&QWWuRVh+7yL9JS=@*XOV0rE=
zK$Vh`V$ow!QP$nRz5F^P<av?P3T12L+GNT0<i_V^{B|BTHX?0pZE@FnDYy0J)pob7
z_T1G0&y}as$Bv<EJ9UG~d|Ve}R%h%=oa829DOHZ;;$x-vHbD+uoTrU6J;V9z$|p5e
z@>lEZiiv_W9LN9APIQ^k53{&QZr5XRSirPkI(v1_$Bq2hu{<^A?P1Mr+B(6VP5XMM
zJ|Z$M(-(9goO2>>iz4Y}{l&WNmpC|1(nZ)0yy-5;&-Y$;_44*EcNh&PK6Z?&-`UD}
zm_hSdn#;72MJ-4B^)Jp|wT()K60O~_v9W=h5s{libg<HIq%Sb8cZt%4TUUaKbH5oa
z1E_{@u-$dKec9~Q`X9uFXR3xRH>dlzO<-;)Eau9HL41iKemwH<fJNdPXpxoTABwb_
zNQf(cDzF&s;bH&n!GVG0ZZjXd!a<5TPt8qgfz^*knb-Iy+fqCm8yj!ruw)q+g24bq
zxsjtNypyPER>a}WH<P=%7$-<!Vq&skwu7|4a*3)=#wf8b+q5^IwnQInYhzQ>@iHxo
z#&$~A)$bmw!#mm-c3<v1ppCna`xYWrzI0_74NjZ6ZEW+tUZ@wuS^fgMS#N#*No8?Y
z#^D4h7sJA76En~LRj+=fY*Sh-fwBG^GtC~Dw8N%59TfuEV;#+sd`y%u2>YRzBFp`p
zFvXf%6N<#-LDj<`gB*=rUHLoNNO|TOVYPqk5D|U{iLrGaB<olDPzOTWk!vyN*T0Zk
z!OtAAHKkvH7HyyZl9iR!Wp?%xbdk>U+Y*L8g4?TGMrg*V0X4awQ~|9~b6IMg1B0XQ
z_RXcsAg(N{U4yJ$%}SzhdnwIF%4I@!u8hU?vT4cIGESH9@$o^uYRz2P>I62XR*{^N
zkdi(_GS=O<oV_~2RYIzoZLGXJ>)e{8aT48NP(IC3zQ=yhYi_OHO&~RQ;Q4CLs6ftG
zM>TT+V{BZUHmniuCxPubp9)Vfnqy;QO6EOaqDa8|>=31aPz|OQ%sfYHhHUWGgXKov
z@wfg1?^s+6dMvA%F0-;8SIsf?DwxS<fVaqDD!6BO{R^07Vp&<)IV4XrAUC-Sb$o+=
z9A@^Io0~%hw7?C&y|1qiWNJJ%bRfcM=9$|@j+-nOJ|-mmJ5r)MIBN|4#!}5`I_nN|
z&^hXXiKH|nHs{c4t@ieB^>XiQE(|i6Ify&&Z1nqN)(h}aj}+8!8F&0nwOV>$V8D~b
z+mku}!jq>@2VG{JG|`=^w_WJM%s*`tNTz}9Li#)?BDj91$8j>n)7u4vikNDxQe*(F
zu$pz_jk#32B8JrB^$BhO52wiOX7WbM;lcf7ImJsUW3#h9MyYw{nTuBkawig#yvKKH
z$KxU?xq8fn3uj$sJ<-DfG^F9|l9@xbD&d+-z1#MJ_Gn%B9Fi9ekhBU0Kq?mk#4JX`
z?aFC`)G~H*XJ%&XVMJ8@tL0n+V4|O~)p4JLQTQ0tVwmqEwRbWJEl$S(pm2uSb{QaO
z5eZItvgibc#q%Jm3WqQDfDiY9M(Ev<-4CUYetm-=2^<H}RKp>(r>(^aPnrQlcJ9aL
zqasdDPD7S?jw}e?yYnW<(IfN24Xgg<UD<8cug7wm*^x$a55JO~D8k+R^cUo-xYvgK
zCyS1-UjHW9eBaE>$77A^Ed>RIjRpaF$`UIW)VMIqs_nwx{HV?24CIV-0Bs-;0Pjt4
z-r~@6^y$A1Tux3{*@IzG$^oPFmw9<8oK|Yf*O#+9T6#%Sm|*e%%yEmMfGGaq%Q>wh
zgi_bj*$Z~EuN5=xUw3+wmLpve08x{OI9i>Sj!OH>*#urpzjdFZUVf#g-QA${;sx>K
z2f%{glu&pT^`y!wfP_54qw2V3QXePxm1Dzs@4R8QP6wk{%kaLnrDLPc#sm6ecNlBS
z$A+w@PXU6ZxrSDn<AYuQ{Jo7va#&AxLL?R~4e+MdePHoVKi$1t)=vM#yva+|k;y!d
z3q##n@HbNsx`Pnz4lP}No)5MoJUnhhJ1s51r~4+#%zkjc(*d~alhbm3@6IuOk-GV*
z>vgKLs&Rk*<#oryHY%jx;u(>2VOYZp_$K{b9K%hzIPKZuPNjYU&2!or@b*pO=pi;u
z@Q_-vwpJ&&Na&he6;2w2_UsDC-v#=Y_`Wxw2LMTrW+pt$yJ$mC+r>%Mcw**7TcBDI
zdi$iC=u{e0okEg_pNU{*W=c|g&Cp23CYf3+bm3}8+;g6tCS@tlj!xfq&*}P?h$drW
zveTZhYT*jt9g}cxM-zKR@!7}k&*B;9vL;N>-6B*ceuG$-3r(o+>&CC+H~gm$BwmMQ
zCX4ZJ&Qb+!Z1F&|bE~G$rTXc#h!unbZ=dac^K<^)*%4&Go^^uMJa$$c3S4t!rarWW
zq)5417Y`GXK#TAG<wN$6R#XWcwbq?6jV)*Rq@o(=IfRFuDMGU&^ajnW%Vhaj6-%<$
zcvVi>atc`th*%tmSm}fcE}FqQo7+`AnE2KI64tfTr2f+wrh^k9rIR4G9fkMQi-KUW
zIARbmfaAYO2wxiF$O3O$89T2=`=@;MoeIt8i^-x@oQ0_@P28PoGFa(vKdzq;&)hI$
z07-|*M3SloLbn@y3B9>l?wM|K-}q_=<+1cQcCzj#<ytz0O1qPJ9JgK<>*ck~?WyU-
zol_jU;cl-+19`z1G)ds(P4C|-BM0*Q*zwH2l+i$|Sq?k1@So&2_(O3KQ{y05L<v}B
zp;)gM#M<WeT35?%ob5k_zs29!t{OjBbtaV4#_lG3<0O_TzMMNs{f0r%Z2+uK#!WCS
zzRKqY%Q`sOv*V>4r3^U1#*|gsr%N(CoH8`|S|;Qsb-m{4<bgz2frkD;dLj&C6@?M#
z$T*}P2N4&S>`*Wx1EVwFBO`)UfYJJ=k~g-}g8T%Ekz!~3VcLl$vZ>;aA1iAzejzDY
zF+wnDm~-j=ahIaU9Zk);J9{xK<T;3c<=di-z@yzhBiwg~Ra7k{@8e+&a!3u)fTw>P
zNcqMMOUX?RisdVcR?yc>^@D-7JkpG{=P)wt)*rarfSMm!T)BRo@lbD4<k7{IF@KQR
zGnc{Wp2_@=8e#Dk=DQ=yiQcwnM|!G@|KxC<SWytX+k3{)*gaTq+rQNkFSB1ZWXn>!
zd)J7EF@mC;mPwUKAR&5lv8JZxI>gs92`9kiEol&9=D+Pu{iy>bcTytGTRa8<skkQj
z#qiEWVR|*YUK@*YQvK`TYm+rg1Y9R`Tp5ZtdS~05l(AC!3pn}Gx&sopfmT481*`-+
z%t*oygbDiq7?c;S^pU|`6tAq0#aQ$?jFzD=#gT;oyVWr^wD`yA;D_?mZ<Ip3z%q3)
z9Rf%4+n71s$(uKCo^p1rX3F`pzBD;Fsk!4A=Ca&rqawfcYLq_T1Ftgq*Wyf6IGsBE
za+DT(AF_AmtxSU4a}STYx;kAS2SCaLFGVOjch+FgiD^lvjL#epYD+OQ6JO+>`26dt
zF1adS-T*P$)WZ2H?u8n*n4BEDP6Q_ND@PYL1SNTfU!6|1w2|ZT<y&Rl;D6T%VtNXu
zj5p;-R601-bfXoysob4tSSzs=yNBJoCX$iMEW~ro-B@;Io~|!}WmftA^@t!$h-rvE
z;JKTHAH5j>^Fg-Awc9;b_52p|U+Gw!dSr-Z0C$KP+C?(g%Ma8{+A((<gnD{_pXym?
zvr<2P*c@wqF)l|?PObHEB%!t699-GrD#wMNHzzmN(>p)E=4@z1eLCo%oy_ojHH#15
zY$4kWgvi2AARMfqa&xw}wq{(t#YR?%mmFqLzBn<-^aWXAhLZQ3u?+p^jm^yaG8;Uu
zu;96?G=7()2SybKas4AVb#UP`fIdf-gb|p^_pBh202sc=1kKB9xrSJPrO95j4%Rc4
z{;5h<pI^;IJia;Pa1d*GUK%cE55Wit)ka5!R)sf3V_zSo)AH0a4-W`(eO#urCkykt
z-ajBOtxDDju~>Lwlch?+0KRr%_3eulMt16YaV$y!*6L7qju{ePK)RAA4n5wY%IURL
zEecX#<MhQ>B5i&lP4(vhj^+9v3J}x%>Z4e)-nyirQv0WWY7{(?h*UARhVq+Ru->Ef
z`++NrFdU?4d^2trY^NihgEiTw!2Vp%L1PcLL}&i=L^{0OOSanImi(7i7(oKK7uLfq
z#%ou~LrseWnTyu?&=;Iqrsm3SaEaGh#RRz*S`8=k^z^7B>qS5?y}i91Sw>%j1jD;>
z@A;{B$I|aEv`k3d#ygyx%2=$Qu&u_kN_EFI^{vRM$RI3PEzpwsv}b8}?Dqo~g{%+&
z`1a$=9|UrT*Rn~*W{*9`V~~kR`V!net7a=aqE;g%-VegEFBfb0Hgr8XkYh;$APq?d
z?_B$?!3Zui6Eg9Vlw={x7OBw`mEDD5#(nQoZ4cvPQTM=+yVpoP$jKghq*;2oyTEMi
z{nmYNeC&*qamXP|BDG7z`A5shF80Vgc&2nmrN7U1^`U|}`FqQMPGDG|8g|<ApdEH!
zYgbelyEa+0icg;<J_cqRFqZhf!wrjn^9$QO$+o#>6En$6O;Hzhww_<XGCo2yz@8qk
zcnqJt;HM$|;+*RmH8BdVMN;|`z4;AF%;2o~0r&H<J|uT_|BXSF==?;_-E-36*n;9v
zLJ(fmF(9;d&mKl+|5vD|P$8CDnJLPPEuH^)-*00eI(wa@&!tx4pOFA3AVkzGas*@N
zRUE?eJr9=rzU8_Hp8HLOB5Jd|<{bd1xztD9_aoY(0iBmTanb?&Gc|E~)c*RD4j6j~
zL`UgfToU(obrwhm2x;S2EWv9iJ=g`}j2%K*I21?;4`Db@r<L^@#pJx;)YX*tm_Jf`
zc|hni4s;XVHr$h}W+cwcX{H1q0xQixYlU%evTD3A5!OEZY1zZ$Ukul+0>B?g#wk_=
zPZZcn-EfffWW-whV5zY9X!vdaQ#!4L-;$3nkYR+N;eip%90yCE=UVQc5WYcfe&zw+
zTVKr)%vS>tr04nWqjJwYv<x`Gv&w3Qe&avfBDqu*{7`B{J}s=X*e0fdLg4|Cdg;f#
zGrp{@!T3V?)4e&)9j@#Z9Er&#`WCDYZVptD#vi52cYikqYSy@N2piAAVT#jt+WIpg
z!WaZ&SpJTypUf<OX*+ju#0h;7yY2c?gCWmy|E==xlGZnBBF8d(_OMgIyFEhhMzHIW
zJ%{yfTU{1BSe#Ih8CWfL8*ZqxrE`s~av=6it>y3$_T%u};rLe%Ufqu^R>UeZc7^N<
zpzO*UjK9Suo!tcZVQ55^u^Dm0L}XnzYa*UBHSEF7!Ry5D$%$rskE0>kE-szY+Gz7?
z4A3NTwHfY~>0b#MUSW(SZDy)gq|@1|BE5fI(i*S&@^`|E--CEC9dS*wvvn?A&*mD{
zkCv~*xt)r$jrcvtM1YAh^L#JcWo6fTzhVD_%0Wv>L>aE|mTxAWrNR=@x&gx8zMfB{
z-r(G{Wl9<1k#G{L3<QC>vcodtZRa||H@8wyOf|b%V>htoW?`2YXM8SWD}uI~jwmCQ
zG*z;4K7g&kBatqjTB~vP3SE9w-oc);w41C4+@~rnvu*^!?5ycrYvZVHJqSiTcQj?R
zyh3v$Y_(c3jFQT2+G-#oCxXHFsr&$p{zL$)FLkTt$N{s(mVgId5!l^}pymit^|@rG
z7rO{l-qx0Oib_^gy<StIzxFV*U~q&*>gKRJUr6<h!sX<dmSX)o-7ht2t!=J>@Y;|a
z7Y<p1c@&pY9O+BLL?9(`aS$e}7GQ1e7>(6ge7ayo8IzZ74aR_SxLgb@8$}=IiG7jK
z40)k{#lggoN*Mq5@wY~#N)j;F2ae|oA6nBT6l#-aP$VQQPYhr%D89`%*?Q_}$hWkr
zPkT%7JghBj_F&Qsyb!$Hzwk6k?b++2#?@9&pIehDwk0uz+_S3k&?FR6vtIYt0*CZR
z*NKL#BUsBHpeAP)GCJ@hbd}T8zB*>zXro&d<x-@BAPgaE9Tf$q(oDw52PSZn41teQ
z>k0aMF$I4FKQj~gza5YgS9B^BDffi9^J&wO2PT0@Oo>FB)#1#QWt*aDA0&SOvlNY#
zops!t|6AUzopLYbfTgN{#AF3k9hW~!#N<z6m^g|Pf?q9B{$Ml;EajvwXg$?>aQoq8
zSU#)FC_8ArUC-Kd2irpBc6UCnH_)Do?XqtD09ZK@@bu5<!;i30K586#Re^35-eqn*
zI{ik@Y_J23h9LVXs@o2<zXJ|LfvJuR+oHR^x&nT;o?q6%ZLkih>tAvR9cttwR|6C2
zG57OeB{9|nWyjJ?W}^p8<F>Oi39GY_TP4Dj3;lu{ZWi#jeV=TEbc{Se=vyiiMZnjz
zN>AhYtm@9%$+tO{KIrOLDx#uugvhh=9J*Oj7k*!WrV?3mfSKpCW8j06d`(2wl0zIB
z|Fm1C36oKf?)64<+q~$GFWL#A;bv{`&WeY3%w-5gh)v4X-jlLnzF@R4Uk7*=&6QEb
z_Oi4v^PaO#J?#<ZYVh|~p~3ZCcbt7+(`VOKj#SZMXO7WB^o@B7fqZV)SGx}SR;aCH
z^qcRKz^C8EzF#FiB;^ngO2tDs>Wzy~zx@V6Jn&GJ>!xDGr=qhECa*>v9Dl;W%Tp9}
zbL4J-$Av&WZEMSXThBcZ#~@w>#|_+`iM(s(vDo>i$5ryi#o%gfTyY<`uIDG4nelC2
zW#A^n?((3Qa=$Lm6?Y}~Q%pY3FfLY#Q8oci0Wg1H!Tz(v3v`dbv9?(%V?z56;(~K>
zQ>!YmjxfJ2qn{zwmp2VX>uW-8J}PIhZ?FG4>9<f>87c(fify#5hl$(Dt%tj{3JA>b
z+#ij>;y`SuKT^pVex+&fj3{T}K1?BWmn>NP_%ZW3L^ilufSoITV-~*bWPN+EBowS+
zG_ea7KB9}<cXg|*P7-Zm(jtg;I&)clt>U~Rx%m)8vzNKAq~E1_yc@Pyx8MtTb+Ch^
z->Qk7sk=b_;o|T|h^!J+<DdRh3Q}ceX=%YqkbsXpWuj8}FVV1&6<A$N=(CKMuK;id
z0GghGQ%sk85$x&lV4KqCoXyMDgFkkiUZ8WWyw<i27Z6vfj`@Yl*xdj$FZXXL6O@Ns
z1)H61);l&A6D>zqdX(^8645t+;J2r(to{*6e<0At`*|g|GGTeh4RqzAb>6iHPkfgS
z{`eKTVBf}YcfX)~v^+%ANW6}niQw!c(YML&qeW()#DMtnj*yT&`#2-NkqEn<%t(UI
zeOx&bOEXm{?73K}){#tt8J0cbd;3B_70Y0r{75401V0O!XAY=+`Get6;@QI5=Xg<^
zw{wM`%WW7RjaW}w?)2W}>uyQ5J-i&X9CB|@VZO43qU-ni@>J(g7Zzaf;B>LE%zaVH
zau3sSE@yUFOF&4>>eBueh0NRT-SE_jdU)z1cxuQE4iZm~8_n^`hsxc%3<D4Tn9wUD
z4&QzY3{7}s04A+{9^A`f=bnb!i61*YZUkC)=IrI(f4&sYz4g5L(^n1phlMf?p4?5o
zqWE=j>s(RBW>2!DJ3f}YAGvY#fIEQ?(_hXFyg9i2$3fTA?xW|i(#B@+qS5uIung^=
zOFmtn@%JTfoVvmV+UQkEA@f$5({YbGBg0Q+WoS!8%6i?wG~wLcC41977&#w!G1gjm
z5lopARP?^%s?aYL<z2GjRi44Cf1~FJXC|M5cajd=FvdGGxjdsP&~PPW@N@v>k41w(
z^j3y47a{oN_{9z6-h6xDN_fckyo1>LF2sIG3;*H>4m!#+kI;SO!l~!8M*Ij3WjDBg
z3t|f}!}u&(Vt}^d`<sp}L@y%jQBbGYgfFR`Ai#AFN330`t(Sl-9*z}9mz(}mR{@Bu
zui#;XpJNlyb6cwdhKIC@Ep@@M($hU#a*xy8mB%t5V5fSy$R@i-jdYq;o%dq#9J{=$
z7`-CGk_C@x-*({_$FUdam`E~@#JyW`=gJ0vL?7t}M0qUY-V85H1~535f{y4ReU6XT
zi&ukpa{Xs4&|}%Xxd$^pgX#vPg==N<-W<46^i$`f*5h}9E}b}J`9355zeSo&K2^@C
zl!bRoG~MBI{_UQ)WJHMpEW5FBWa?rq`b0v?(q;gra2(a|xSy8IyLRrERc2tpEi|&q
z+<S4)JV3A5lmcSbqs@huIb-XuW!@d?N4$*HF8nj9xW%GttvcC6n?y0{w8BJ{O;u~*
z`ysh_8LK>n?uCh5sHPa5?CvIXYdGX>B=@glm3irZT-kLR&zA|M05R{<@4R(Zm-{V>
zA<zgoN&FL*BF&oBW*%7~MI`FvJKFL`*1Wn~SqFr&k>|&__b`leOU3*d^0+(fhCB%b
z>=L))6x%eN<Wq~W%Kf-JibxbGZ{3FD;kg6)b``an5ihFnlr@=&=ejcUW%>4*UgPZz
z`JOd8aoBz85|~2Fd~Znfpz|(<VkM+Z4o|w?v-s|7i{t~Y>POZJ@D}J?V;m7l{=l$e
z&2phW?{(xY38RX&=-AREhz?|wts0LIH7N%UxA%QdE%vxIJ4qO&jI0?9_yNUewWw8v
zLttEKroh>78|6ODGu3H)?s~MikzH%`UU+C#6sY!vDlELud%?q4>Vdw)wS48jK(xKg
zTZaBqIOA%>g1b}~I7rO>oZK|GU~W(Jd<n&9z5RSw%YHZIh&^eNx6FVE2cuWPGELM}
z`xY3$QGw|%t7EAL1~-}oJ!Sc%JgPY(Px&bO_bGp3ESbSVP(t9$@ZUMjjm<}~4Zr!>
z<)#j+)z~qajgN~B8~q55OZ5s=W9+)LB*c`rHrN!;dzK&ERMe*!ctOz91pYfsw?U3Q
zDN9O<^jTYdG?ykk|3vCM6EKmBNK@Z-$b1*RYQHy0i&nillq)%@_tWwDrP-Y!-+NA9
zoJn@zBTc{xi<W?Oe^c`?jqV{tqjooRypjG%h`!5KC~qakI{o`5Q-PsW<8bEY#*&{L
z-KC;3E>5afE0?&*|76Gi#H=+ZxO-Y@A@mJ;b=0mr{;F<PBxRIxFf7EaXh7yd=c*jr
zE!$?P#sij;#HrO>@O)`OkKIogKKX%nTB5BWFw=GCR+?VH`W|;{S+H=v*J_Uo=%@qp
z3UOnZ_XZUdi^R#OK5bx3RIff(GNq7Ob#3>C!xM+GrZ1q(LWd4gHPt`K8JC+@5m-&1
ztg6&TWP~7h0iWsiyp9|p_m2P1fS_Nn=_?Epmwq_&_|egEh29^_-zrk`zo$sdpH>Yl
z2n48V(HwN1n4fEu{usmntPyiVSrMTvYB25K)?a!m{n)f#+J|`ot(-9b;HdMN{DJ~p
zF$R?Rln0e;4m+|O#3rsS2|H4le(v^IBQR^NX3sWkpT7|&co8f?(6jcg=!j5xWqZ>^
zOR>0#R$4k+@{(`MM10<Me#hOPP@B_npn?d<QZo#M7^OagGAmr&k3CcskPAXl!9)=|
z7Vl}e+VB&>5(%)s4=}broYiuqz7|5YFo&%=To5af(?=E5=WK?)K(@@ufINLzk_}%-
zTl%7~VUPJ|f;p#>6{oq4lAR66sc)~82nwv^)t4<#cMs-IrY0>+U`=UY(scN*wdv+{
zQ70MOi^o*0Tge8<<}<CVZjHXEIO<*wFMQG!-t9|!$@UUT0H5k{MLaAb#duQ=o#8X?
zdu`fkc)01~lN|O$MnSHlio>rw*Yd+42_vb*dB%qdGk7EOL=IO0GHl6%insRVMA{EL
zOV_WDpe-2%j`dk^aPU4Vj8P$+gfI7I6z|+9tJ5t7o6p_D)X{1+kw2<FJ;}+>Xr`^M
zuhomMPN*7~Obw<K#F_v{B=}V`Id5nt$erp{u<5mFFZ=fGE>qw>UzPLaQOk*BeWtsb
z-L4tPS!gqSdtGNOFL)_GEHSxwCS-UH{|wn}VELr%KM}pj%Cc!>-{>oHB9<spREMgC
zJM;m|Zks=z3MQAy;K`JIA!!k5<3cxa)LqI89)_EMDTw&7I!MG%2=N(krr$67INZLn
z5M2KP6$-dQvfpWE8nM?X%MK+ra}`un6;!hX#1Nm6JY4@e@gyfTOtgeifGf#{2W2({
zxU4R_$(;4F;W;MpBcHEHA#5>c6!V3WQ<=dkhO`%`q9I}_S-)(gHgqsH)bu&k=C=cL
z>+L1Qed74HQuJQ0KD-%NMqs9BIefcq#wk!|8uy|eQzbL5o6RD}aW7gL-jX}yC$42^
zNS|7?+;!oUCrYmGEK2R1h>LJEEDGB1tD+paif>pSz{Z|vs9yJxVpN^Cjw}KX4{L&~
zcVgjp0y7UT`1g{=ejz;_mw}`4{2xiY7(L;&JKcIoe~)SeW;=KzZx1;?00Q<rMyXA_
zEIN{yM%@%<I_ixyKKwoG83>lGH13;?iB1>>THEBt{X=YQY%l9aW8~;>h=_<31>rZC
zXIu&PAKuvSb$=JCQEQFgH3ocg?YCP>Y=tv>L)k+nCTC#9#nTEH{fW|5_Rg>q2;RaA
z@plUocCnwnI?eHUvQE_c^bN2$`Whuxodljqih+m_=NBP+73R^3QuM1=4>dU7rnu^I
z5M-usCW;erTjFNLEAJ~@HnZx#s(HyPR6bK;f<WK>_AiLQ+$~n~bmk`!`8!?`ji-92
z{56Tw@`0Lm4YvT{Ic99#_rcE)Mlo;`<SH_PR&T-;yJ@4t=iN^lJn16D2u&cH`=$b~
zvrz_0l>oWQij*40E67tgUo-oADhod<@F&w*t=<j#<)02nz$lL~3J+1Pw^?oW(oCDn
z%O6{immlWo*1^+JhnN#`@YK|&9?!JaA6R#4@w!Tc@_NBK6TjW+5=%^s()iaL(eU2i
zliw8gT|;T@{Q1KNxbx>tAm4hEL%ZRvHM&qPoVN?I7kM80h!SGG-D9E?pWoDX!;3FM
z7mbf+yyScziO7x2+Z1@BGV(XhWtLzqQoF<=@h@2ao+2a+oz#p@N>GrWzF5oLIT+!&
zM&y{77@zfdn#I?1ZEGLIJ8N49u%sIB0KN|JG@6bxJ~wsU04b6qr09O`Ej(QZ_ct!c
zRuGau=~ceH=j~O8)Pd3S4JQx~!x-dJ5~*D>NY*<w-EVRMtpUmHeXSypg@&A3F6(cV
zDF23G5@(a5HErA;?7D#8^Yu;K9xz5+`kD{+7P923)~xq;7b9VC4=Wuo^MSm0gux)L
zL~G6hV((-iEz;t|1378}CgOGZm@dXguFCw;(g8~wK{o*2Aq%a`wUnaaVo|SJZ!_>H
z1j*`cm{ZKx0Dgxw2%~b2%(Jxyv)wGnJKn`fNUh{a@m&_kpZvJGy;wicQb#n9Q5#pL
z-S(ly$)KX<l{N1#BEDq%`MXZ24p3;`r}G4b0q(br0vpT{4*o!(Vu|Qmt>q^gPmsxN
z8$0$2yth}^rL5rDrDxfN#}vac!PPI<Z1w=6gX}LwK|t80=yae9AkF2@j*Aj}4U~^=
z5pv;CUKYgDh!7t=Wm;?gi6-e!d9;HSquiG04bM_LRho#)9pf&^5WtIAB08_!_Gev1
zS_zJLPjq*`jf02(avJjL(}?$Q{eJKzgp;+V4{m3m;s-2Pkzk9kPwoRlf8e^rjZ6VN
z4gPx>CifXFj~!05$}s=*mK0$>h)@1v54ZO|t2k2m26%E&{byv!4K+2lhZfeL0tt%s
z?#vFuQhf$ZW+i)}J68<G%3@@RPg}~s_ABKII2<L!T*j^!L$pgAe(9plw?_x1sVu1#
ze&$gy404rh;Q-qpfzC)B7=hJ`*@&EydW|ie1)lx49)r`azI%X#lNauOxbyOLRs&}e
zq*1vo(Jcr;c(FITWfrsyqV$)k@{jIv<V0lzVp5z~OC)XuVL3G}k-EGWLrHv8&9IC5
zlwP(4hE*KECT=0S5>c$^{`s#g%l(_68bD-q?ja9enl^bxc>wBBeiCLfy_>V&o<G_p
zr+#H1=TIF9j`P{31I~wWH>kw01eC=G`Y?3oMvd9FA}RuLA8Gz`8F$NLC<D}><{Jf1
ztOm59J9wAUex}X=>u8#9Jfo<nfZU+G1s+C@gtC$b&LIav9Z){^2}Gxfa_-<O<xTVv
zJL#Q@c(GYe>ZA!%d+^VncK_!4cYiCl*6x6fGSUVc1$W{0D1yQW?_OMe#9fY`H1J>2
zP<*pohp+V7axp|kwrGwPASI6iLq`_;sA&0>;ttsm^^6LB;swRuIyd%UcO7sx<^9S&
zC>z5WlIxFfPY3{}5W|);;fK;jBBa3Y-Elu43K1RuTU{aVWBU$c?jKMd+}e_Nc_!2g
zRxLfDfDPVmN#hjUuHg(k-F)wEqzfenQ`_CZ2qF>+Y%YZ&s$O9~1VN=a$xr_AjIoag
z48{vA*=1IZ<Yp*1*e%C&7v4>`|Ce%(Grj+C1N{Q#BryDMzyF6?2e_eptO}7r9hheF
zPk&YY2%U~^dlUl%th=yMe_!C31w7hIGV44J1dxA1EZk5xbxut?U>wn5_)~=$${g;t
zCcjl7QbOYVwBa8T_GbasE#lS?^F=fjB>#r3;5-aP2dp>XNkzDX<y#!pwrKq?1jX%a
zSS)4Pl(wE<OO1akk>lQFkS_9Qh?7wcv#%OnSxLUtu=bZDNNRf|jN%qJ7^75(yuA<F
zDH!YM&`?4hd_}N+1SwP{_t|UrI4{&THa8QY&&lcq*>wz1Y5_%U32l!8*uK|2-x`nH
zHbAu#*T0~e%2j{CHUHdie;gig>fg{%a~KY=(EzIrJsAlKMjAi!1)prWj}XlycMJ{b
zEG{m>m4e%Yg5}~G^M3YF4o?9^+ZG@95w|$lpbN33d!NEjI@M@X5(#c})>BgtMDDCb
z4x*BHTs^~<|19pb+VV$y47MY|`sD$N8l+Hxy`W`n&5i<+pEb@y{!*zB7@%VUs1$}}
zF1H1)biLXTR2Qwau{=HZmX7}-HMIad<))^lX1F4-4Zz7z<$)VaSfP$O^^b%#`q`cL
zCHOnJD)Z|KO|>&mp=Jyf%I%#Yf2p|^p!rOV*{)KXK0pl0F`-R>Lj_1%u+M|P=UQDy
z#RrZoKnp+(V)Vft9%@usI$4Bf7ju7d-h4D3ijf69aWELFvb8==qxz7^57g)cKRHNk
z|4CBe%KbiMljqx#gans{pWH~>Sx>XCHPRr8gnI;S=Ho20`{I8ronlW7bYyW~%tMhI
zo#2{ikJD_?9F$jcLbb`jIjXf=xblA}naJ#`#>Z}X{X3c&4}+TZj^ck;cXd@8Ny>Cj
z9-Hk{$1zks|KY=jF9~rGr=i~Y86^L4O&*^Pvm~z^$HPuXJiClV-9crUz&7th7CHH(
zCM7Q%*yIt7zSyx}?4m@pP}Fms=hsvZ?>iw^I-qoel$lL#++5i*^gAo_G3jP+W|A9)
zAEl-9Dx;Y5d;+5X!2g4>anHVYa?E16N8T!o`JTA6FJxik;aS0J%rrJ!ba5^bS#>Hr
z(7RH{RjV=ExzWruJ7YpG#3Op~>*nL?47cXJ)zzh;ufNwt6+yu<si3Q~pUzZAI%-r2
zqk%R8^$eY_eqw?9G3k>vB>32q%rYhhC$+f3J3OLBsv@UylF9SmM2Y>@L;4}yw(H_i
z!A)~NopyD*+A?Czu((K9USf6YJEu?Al<&dD>Q!q=#5F=M>p75OQ8Eh26MV*+p|0=G
zroTP%(6;Jg+}o_BEM>*o+S)bfS$TzoqZ7)*t=5Kv6tlT8_j{(7*vj>0a?2V{?#F((
zmHVVJe4sMEwRh%7*D(?D#-%0Dhd`)yxpI_$Q98TVw)+JcSLz>7Wq8C*?*$(Ax%WkR
zx<Pze^?bIs#twbjE1hdD>U!+n6cbH%J2KxMam$k6?4*&6lROC~=ZHJ0Hdbn`s46SA
zFcnLa_IT24aeZT?Q-bpKp`uHl!>{s9#K)}nx{kjKBD_P3VXYM}U|mnwgf#i?vx?Q*
z{-oO*_&HQsGYBpT<|wn;jN;m3w}0AgXT`0c$Za@4F~fSi=?avHuazDUkd98ou*A=k
zY~|i1mZD;!ISsvVx4YcI9PiF<a7k1S1O_OlC!QM=DdD_WYIA5&;#*ymy4%(ge-|$w
zpVg;>bUIHdY~zJ)z-yGfxcsDmBV70UAxu;wl=0iunM>yHEc1H0H8Va%@o)b4+zE{*
z&0Sq8<1&t|eSHz@>+2t~vUF=+Uk+eCfC<HaegEOUfsxP75yKymSFvP$s3u|1%awf%
z?K3_OORb6w>iaRF)=SzizUwtMwUN6G`%%^tEA_R#986R5gOMNV#lzOmn(H@6@=bp*
zovj|WR8dv68ua2CsXXVCEG-Y{Ra09+pJ#!Xd2;Dq@o?etiwA3mgLHRd4{jfaN|d8$
zmcV#SE*Hnfo>w)^)2#!|B)4g~b29M|hOHVgnksjikOp%x&>5IaqM6xd{dE~MHYHgf
z1QYb}muO)a*_#kCVz4Pf!(LSCiuVOEcY>FsGe;_ssK^-Hon&WL&d{My1W$3o<mO-p
zdrP~ngQ`f{WNwh(Z4ecZ7-99(Fyh~H+0GoGu$FFbhXT61AD<34x3s(pX45|}>bf<l
zIr{McRn0-VFzEzParcsICK4BGGea#m1H@&-@*mHnNfjAH^bS1$UViIBK=p9nc^08a
zZ=R9Y?Ck7A;+pF+Im;s>BUhGMWb+oA#2Mt2ce=W}Wi>S;v$L~bkg~-#0q!luEzAgu
zTH7>UBEgak-0+pM>}h%>QtX6?<d=MEnDdFrNvJDZ8G^18r<`TfnbaI7B?a9rkLf2P
zAAtGZuLo1_sj8q?mgxP0YO9NtRWBR=y#QGGR3(`wSIIaG<z~S5P(IiQx9bbe=RGRD
z2Xi+BC8(;Q$ceWGs3b1}vKMYyb&+R#b<k?IXhqM5fBDvY*XbGPATlUkEn`v0h4wkH
z@>MWp_amV(E#osG-;iqmx`ONKXR7m}w!lKExvmZKEH(%;sNvkFkgn3_aDpdUdFaAh
zAaZ;h0nF$#hP534fk5`iVYyS^pC;6-*Z~@_x<`}lL(_`Ax4`-sJ13`JOZ=TqXb5WV
z=?M$cbj|yLLUMq3*~#DQ+)*z~<yd1(K{0cHnDBBDmE%~nwXN+4G+@*Xef7@-JtTLU
zN_T)}qJ^w97n90eFFNMK(UTyCdgx9uD*0AWIvJO4D21Z>PWS6D-P)q0`%S+3(K<kb
zQGVafsN1$aA@5jJn8Qf0aCVKjs%p0?vu38_(ggH)*`We+;0PFyY&S=4TT?=jBF$HA
zAO1j?8pcrL3{lj@;k=v~sXp4j<KwoejT)^`7uMD?A5^@_XlnK^g|Hhm@uuOL6*|lh
zg1Hr;bf5vg%E)gBdQVW-jX%})kEeOiC}=gE)lRs|y)aTMo**}|VgoW^-8~Ah=WDWZ
zre)>Xr$eu`y~kHpk+bT879tHP{-u_0Zc5M)ilvM*j;0C<1nm^=jQ1>6jAq0(i@k*o
z^Y76KM^y6EB=z<6{f3}-(E+vb(TJXx2ziB?0!u4+pasJcTJu)A^*5$-X4luz^EUc-
zwrj$8*!tJ%?E2<c&xv@~RK7fSK<y|*(2OcwA)xy2vQlD_Qlg8QL1S2r#Dw=T;A14)
z$fz%lH!nbQC=c9D6Ezw!D!o4=+SJtKmy+FOSXx2KWvW*0MaC6XEG4*Q-M6#7qTltw
zAa5$8T1IxzhYgU&eb2z`kyVDEq1uJcpd6ba_^9(SEa4h3-LAKoNI#glE`);mi%LS%
zP?$}da_|)gOTQstcfUf@kMin@69BG^+2ReornjPNUG2qz(6U*tT<q)+$fBvS3Jn(S
z1g#-;mPjej8A~;_a=LwItp+T*`1uH|wEC>0BI*XBoJLY)Xk>JF#}&20!6FF`K}U*k
zcBfvbX?K+_@df~~N8nZqn9eQe4b!BUP$>6gu(H|pXpJ4h$Kt8=ax)bo+_u-8p*g9V
zR6p!x0E6Or(Lg5Ez>^FLC$@`5>cT_8#!rHDUMPPq@A7oosQD;%S6Jr>-^1mC{w-$Y
zN;BbU!@y+Lr&myhLg(ek`ea%?k<^u!45_(qnrH!vKV)~cR*&AoFwX0Gpu2J5wkq3m
zR6Cb_1lI3QOl<FzEk8Iw`5Ky>VvtkCjEr^-=DU`PWf{LG>-jbJ$pdYNVd8gd0r*})
zVY}SP2Ye50q3v-L3BJ#AN={$b!`sj@BG%gWs_9C>MN!8`GifDeV9mNhim4r7_kx)t
zD(dR$U;&*z2qK3CeOwIE&`>1(2<%<P-MW_B@w3IoHILTw8DFz;WX7_~#j|4W6L$$<
z&b6sFl(v^NcQ_Q)ZRGvl%Fz#hrHiZ?1^%2I`lnB(61rz)#b$=VTxV*@i<JAgnta7F
zN$@zYz-@HE2MIuxdE2!FHRd1&^}Vg{pko&4)WWxiNA+40<%78`v|#BY_?J7*arIiu
za`sv`iv@KgL7!bqdwU%8erlJ$NU-L?K3BbYml9lJuB_6{o8NVMViHFB)%YevO-1ME
zwA7E~X119YEwwQ!XV8R)hX?c87($O?$(60e=1%DKVo+B}JMtDQQvL9Oqe3%}#;o{^
zy$fXwEud%jC9g0Kn;YLG&!YFpgr>57=;2*}1joCk;l(PULk-O!kjvXuDZP5xC3h~S
zrF1)uj#IsVh0I}}FW7ne`}FwBn+x@$9_PF(1656fpApfGppG(t5(}t&n{Vp9FtjD7
zsyU9o3t%R4zpB)ekx~DiU$jaTMw5}NJKS&*nOFHLVOi4mZ1q<_PAx>dugq66s(iSB
znCMeXDz5<d_E<Mdbb@W5SEt4ve$bNdzqiq~2#(gB0AM^`!CX0+6~IefQ0!`OoxWfF
z=|(AL?L~^$YRwe#*|D~!)kd4g%exoQ>XN+Ik8n6IAt52^M`7D>*2cyL{HHd(+DXjK
zi_}ZI8K73Nf<6l^0(i)4E2A)6j`jf`ep_c}uoq`n{G<!CbD||Xq_DSCGbuav)ktUB
zmi|Pj@Jf3>SH0<cDdZY45=^}6(p^Y+SdG@zg01qW0f)~6ZGs@D0BhB0tMKnK)&33U
zQAY9p&3GlD_niO$RElQAbau2RST<S=yU>+<k)X50;2PlNn&<Kqq=M^Nx;iz+5M{YP
zU;s#9`Oecly5YY7GWhur&O3j`IZEu%T~Tnt?pIZsm9vikuHi?OpxFL<fW;_}hM4|{
zf~`HYaHrt?l%BV$9T7Cu-Mk2lWB{~#Opg!962}i7Dcv<*ftD=Y8fKv&u5H%KZTPT2
z4-l1g7lW6bx}3S?^)D-5`X1LRLgIchX`QgUJr=s9C!zcj5DNBU7h+*;f;g%d?{y<L
zCqR{pOX)?g-ohlYovt9%RmQL*=XQUOPr3Nc!B*C9@wZ-0w|+1NSsX4m=D}0W;<y`p
zc5nx$YJx)!F7*a^1;Yv>Xx;Ye$szgufXy$xX+m-+=a0;STk|78hQTM3cv)Q+jjAhO
zcM@W_jXv)B8XAcO=MA0;V1|+1EB8a0d@v@zIuK9bddT3LeYiORq=<)m_}@>td;J}9
z{B2T3yw%7uGbq^TY>pv&7uppf^R5~kfeqBm$ye4gV3&HB{<B|mw-JHU%KtnKf#&(p
zuD|)FR8?RySd>3gBvwvxrI{V+_TO<^$p5)+_O<`;HW|s|Qz;-ra?s}`caSR$6XHPH
zS~29#MgI#Q3o8QfJ96x=6VelBCj+v^;j-52@HU^|ZKMfygDJQZ(Vr*&ef8QYR|R4$
zrlbR5#)YA8@8?x8wFrmO@TaP3{8~WuR+z&jD8mdeUpR!xdH!Xzw}b46CMJ;uhcHPx
zx(Y<Bm;OJ=zJAKjd9-nIHxzbJ57Fn!bJ&MH3E&7H{@Y5sJ=3?uuuJ60EIh|P`;>+g
zl&`b<=EI3FjZTxYl3#wXA~AXRcMJ=nN~ZKnp?+-wvj?Y102(kPn{ZtCwNK2U|MsVx
zqgTf++5bo31%pBmQc96n^Ix6TMdV)J<5Z^Oy|T>y#7a1aXS<5F_tP?s^3SmEhPWz&
z9GE3={N_*T)4{(YSl3gX-QEq*D3Bw(XbJs@wLzJY+%rTU)EK+PSo*bPd&5e?MnpJx
ztiE?fn)a{24TLBiee+8&K_3~><v(q`3{|(dC^%NuUs8!-n_z|Ho`FJwsL+b~G;A%c
z0Hl;rZC0cKxCvH8e2-l`HFETT0fVLcT{>SMT(VKVq;IGvVGu8^i_R(afN1eZ-G4OJ
z5Y~WXpG-`-s5|1VDwmJzFaAcrxJxzu&4$1?^7ke5J5Qr*7IvxTx1Q*#{|VqlOAtz{
z8}%HW16HAl$ymy7*n|R2wep7#S=SKY!ay|RkHaz|WKmUQ>{Mg|JcDv`rz&oIch!kN
z>2UgAv-}VJ2j1=mXsuRRV)5r?obE%w3$3H_T42YnZQyQRhIIDtO8<A04O6po41WJl
zCL4awr-9W+2>w5rY#6|ccx$}UZ-^z?3O%o5QC*d+)cSHRMpN}>d5tX^VLV#oXjnwx
zd2YM|EDc9r>EDdDyzbIOYbUhu%hCr}?rg0n=0o`~Ods<eyTmGeAW?6Jai=%o786@M
zV;*OSU`XEDNGJ;KQkveOld;8b(Ft;o1-Hhfc$Pb~tv(ZQ>G(@<BIJe+aH^!su+ap9
z)xe%ILl9k$_OFTBQb^MXZ%tCPD>5@P(-b)gm>JBB%#%YQTxJ@;qn4yO&E(OcEpPz6
zT0sNdk%?8*umo{=frkHi2^A4RpeI1GW$0l82QlK0PsRZt)dGy`HjA9j=@)oP<!XP5
zS?x8n(6<%?dE3&~HiB>(+CxQSW!mJ)##>SUrna`g%i8597KG8gq-}P&0v5VA=6md(
z6v37b8Qqqb>aQ%^h8-}D4x?yhreHS01fmV0ip!ASg3t@H;&u=lzt4dUd~BU|vU7@<
zL^EKhgxm;`z?j;TQN<V>`+)08%!JKuD#UJ~ze~-vpP<Yuh|m9m<NUw!6p}mRd)z;&
zHY?Zt$*Z;NLMYSH_KIE|p+?NO0W6R1DJGLzU`U&~+8SHieldCPqH(bgR{EsYk5&2x
zI%iIidHhs1-B+L$5g!H`tb%+S9LOGlyQ<O5WgOPXF6x8$@R!F1IG%d2Ct3{AS=xFV
zWC8vkvTcw;L^B*hmyS^*Q~DQZ#<1tK@Xh6)5gG`*7P=fk5Qw~9t#@dMHNiWAb$pt^
zh;Hz02TYC_jOpJ7S>Srrks(72<KdCpwU5?ks>>1K^#_kE8>lcsiE!MM%g64TgL$mn
zmLLM?uM76Ma<wsy>72G6P734#!EZ<d-339wo1a=|hQp|E_5VX2^#46f@ZWYs;fWSN
zC+h*FP#=FMhSjtu*Li>_GTvGg2`r|LM3%(ED6NPSadwCnbA}zzZsn=f;UB#sJ)VI(
zD<4^S4X70hbDsaov(jT_wb&?Pmo*D}iJeTw>0cBdgn?5`5TGM+$<WX+quaFLU3B!>
z1C;i6(Ozt>E2>3~$o3W#;cnRmM91eo#OculgEtTWrf4)yaLa(R-+5sQEWC1_rEcU#
zIBaQ^kd`*<C;@a{yco&@W1K>J?CACS3LP#6h;0?aCN2>`Po5V=8`>b!BAC-eg}GoV
z1DXZVo;)s;J1^MkZUL#=K8cb{iB!9kAg25|{Q19faP^7uNq#gCGOJG`;*F4R$`^Tu
zdKVFI^5B=}L{7=#EJdm6@42#<VOzCo*ej?nqyK|JGpprL<rT!eK&s52CarK@jM8m$
z&KP=bC-ZNkcXr1+mdiHfMap)*g2GNMBs7%Gpy@689ZjY`%~NvATaQsFjA8a(rQwO@
zFe<$-9>>;(=mdkI7?Y*bWu@0@G9^b3_WVk-hM*M=Q9l{jXG$^uH<Cls)6+0Zh`BC*
zK`J{A2p^Ea?>xsQ#UyZ%7`(s|E=Gm#|NF!9{|!~##ixA`2L4GT<fE`UHak{sSGMmy
zgboY(Oo$i}_6CTZnhg$uz23A6K<&w79AM=%4t({19<c!^-;@K~PT)^=6nF#_T*HC9
zNAftMJ|N7CD;d*E*?{SFCG^es(U0yn(D5d(1@4NHt-C)y>}^)cIY=uIs^3As3K1j6
z_ZL0z3%bw6OdguX;fr19`CsWn9AyZ1*g;|P8yrI;A=-4#+HK1PvT!YJizmP0glf_c
z+)gD72%-1$Eq0omdXURQxD%yBc4HA7J@61Yvt_do-@h?_q@--!2=GQ_fR}&#H+BHN
zv&R?Tb>07l1^B-f%-oHCRXt223Y#@NX21>1Pow^+M!jd$g*|qhBuNS>Vt%(n*b_bl
zzyMLGtdd2)w6qk!{BY@3!c>VxhY(7KAhsT|B!H^v)$24<fcXT#S_S*51pwBR%O`)r
zGkO?*SnXa^7{ifQR*xT8re2b+JGs9q@0uGxWrY-#03Z@$W6Kk}PgER%$8vCR0O4#x
zuYU78=<wjD2Y6P+Kd<;C#G^=ZVf4_?+bx#W*tYH4alx(Z-$E$EQP^2Bt?3446qlXN
z3H8=yH($KxJz-Y6_KzF<d>>4>R#+An$wXm+uz4XI?*G%M{^`9bNXy@bij0Yg309M?
z51aErB~v*&u+>>8>`V88oQD;RXWsVu<kNT=`f=Fn>MImpM7*Hn=N+u@slR%F;uQe)
z+<q74lFfNA&y;DvdY(-T5qk{|z^8xh(Ltj1-cew7>%pYTC@Ka~0C5TF@W$We#c54|
z_bl>020P|yrEPg#B*SeUmZ@J~_vIN83T+@JvF_Gj4q`LwD}<2da?DMyD#(k59-wmm
z!Q{i&VMO_)WV;TkK^$ly%kF3kRH||Qcr2o*1(p(|hG9L&S6&+}@Ra{pQ5dZ1$+L3W
z>|5#3_Q|=D>J+n7uNux!r0xlC9R@Lr3uSZep5()O>_}o=VHeNQSF(~{mG#2|P?0<A
z73O3GS*{Ua(x<X^)a`l$P}T}<*|z|^F(>+9H5UC8c6eK>{avw6x&WdDtAS^9BT#v6
zW12S{Shzls#PiJ^e;!h9kdAnLS-T0cPSf&=id@&_WiLXZid*xv-F7Md(Z$Z3ckgI%
zlsoJm%7u1Ith=&MvkAMsS)rQev&pZ;&<3Xk;dD7Ymg0UxzQTm#R#e(mPrgIBK@Frj
zX4K3-?kh6gnNTbVNpstp%!6tjOSq5zr$+}n-FCJz4O<fhe0X5`5{2DHtHfD~UeSsN
z4jtB9y%xx*>^GTO!0dBn{+7Ucqfha$#eoH$n>O}I7PO)ejI~a$Y-{c;X>L(A7d5Vr
zr_=>-X+A|PIrwd!)o%|s_){(RT~PU%JZNY}QCEU&oZiPj_Nkjd659%wAOrxwzfNV_
zanHcatX_hvx22WSs4dyJcx_}2w(w)8;b6P63H#yIt<DWvLE>u^?G2ZPlQ7tv?4rZ=
z+UV0<UU~z73wht4kf8|pX#5Ur?1tMzacyhXt-sY4Hb)%JDcLeXG`@}e`Ogg(<HG#V
zE^H0}b3nKpjk#itUqir}TC%-PZryMdN(FiaEC#-yNAN%v!k;EdF|AHP)g%Dzv9|_W
zA@)vM?02daUUFE-YYHuxE#_m>tEoiUBa@uo>~?{NTjVk8i?*pX;e1^6f;-MWoi$q)
zW*@f6DswFxt{%{Z<jLCX&i1Up28p7(&Br5lBu_LT2aHN_kYwa%QJI(Gt+l4PwoVG5
z!h4@>s`ZAa>r?gXNsv_$Wrflj*Nq}byLUq3KBJbidk7Wozzi2hU+_8P1jAy3*N0T_
z2y78o4=AinzrVOV0EOd#UaIn$1MUqB2WcXG36AmRO>BR^WmA4aMMWjUd2QZwupEef
zz-Swb4*VIM?N^c`K|W>Z12VvZEp?k+iquXPM7<O`o2zpU6?}a!;Q^cs3dv(RB~IsH
zS_Oy8$;@gRMX0s{UA!2C8u!jzI>Ns(m8qPmCjqI-B-3eClPr12*z`>bR0pw8$+@*j
zL52Y(*p~a8W^V_xzN>eIy<PcGsmmy;QG%U2sotfgGQ*~Tij*#kjc1bsqq9NqN1rpK
zR-)Z-(blT9^TXAdkXsx9$T*qhra4%ZlvW&qvauJ$^hk0+Jmw+Mqd(J==dye`*7xmX
zi1wxSb4FIRpV#AJV$Px5{QS|KA4f^q^lnFP?cd-jU;hqDSaa0%$3wK|AkS>!0@9sP
ze5zF;pgwv>1!lZfp&uo(F-ByRD020B$<_;o(tMn!b#Yp_{Rxtgvs0fwF6(buHHp#<
z+m&pnqk00@jcG_a_EK_!Wp&b>Xi4CK!j}b9rJx=p`j{MYr0SZp8P&|eJXU&0c+rlD
z^#*a_ZIc2;UJON9ncMl$_+SY}NN?cFGc=eVH;t_L2TtpKUV`?DAy{)M$V)R9{`lm&
zky<-S(mMP8GvVaAW7VsR!2&LhP#98xHk#ael29H%(ETn*BjlVn_W)BQowgcY+r9^U
zM}z_XibHzHhm-`Z>t)$N8=~{KNnoJ_QG>-RWaRRIAVH#c#IQdkB&2YZfA%t&4Spu<
z5vdoXZacoP($}8Ls`bUgIKAwY@Ez)t%U_73aG7$ntI*YH{o9?FBwk-S`_+g|ob2@J
z{H~1xO65=^$~G#5uL=1V8=!7%s7=*u+RoO=tZ%~V#geSBurPXeSGU<2FHU0woEKoM
zqi8eRs1=S>?8f`IM~(=SnH5^ZN`yi(FYle|22)OtAMALX+3uoO7uFfGQ_I!gqwm&6
z1p)^ftID94L5pi(Y^;`~-2*1EchB)QH>B^gZaW(SZnGf5i1E5fX2O1gR^}dzO}X5M
zDzap&yM&^}wfq%<EO^ZGw_i7y^w@*EA}h7>Q*Wp=j&@UlxNdHa3Th_pRJtV9Uv86v
z@&mO9$BBfW!w6Ed6h*HK($V`6=4{W2Xj?F63-s!H8=Ap6%s*yvJ_}oV+JINKgsP8G
zn1X7kLkontXN+8LiOaB`8<@)JcNO)6Y%(v}{ge&j6)5&%Mz=0rDViPTgMx!7eLh)r
z)V2i4Z^25Ab~S&L>V(}xD`D?rU(oPW>BZX7>dmzURHxC>(lYdnE}{~-J*YC_Iedz-
z5*9=KE7en*F|=jVO$eGS^TJTo1)4`x!=dIpSJr8qS!)SY-w@JFv@kSZp{fL|{OAy<
zWi`Be=;Oo0BdE%!7`9H0OGrrgBuFr+0`iLZMINh>Mf)FNmvuic0T$8e%+N*k1!&XG
zDe(5BP>_S{q%n|p$e5tbyQd&XMW1mS@}l4rc2b_z8LE6K>W36pIm=L9ujcj3p_DX-
zc*(7BhEUUdgYB8wZRV9eCo|+kjWfQUS8r!QQUgT^{)<->k+4m)^ykT_s)nM3Zj6Xe
zT?mH}axSA#De{#et<di<b8eK88rbxEW3y@~IP-(bmeKea?<!P~Fy0)u!u`ZzAIWju
zyB+H*Q06voI~!70j$sErqyI-hw~1mOC}1^I*D>{jIZ*G0g^ip?`*fx3v?^+<_kp@s
zk(qqBvxfGZUF$MRqZoLe@Q9|U7{$K-qr3BqX|s&NIANJy(7D6}!-|1K2w+vlB+wwN
zWa>7N3=}YKcBETi7jCR%twP!Xo4cqNf+X!$m}L@1q);MVw}qwS&tg~*T9_!K44LcV
zXi-~aE2G-Nn9uVOcW1mc_J)KswBPr=?|Gi{p5Hn2$SP$D&g2T<e#(WvL^LdPa>Fwz
zlzMUa=PgBG;P%?v+S>ZR-xYf%xu9k5+Vy1FyLI=!dAhGR9#6}IQDWv<8Ky;VbpV`|
zYjBK^S_vEG*%<Yl=-5<=gMn404-9S2y<KL)Bl#F}te3-Qm%^cmnVEe`r82d!Ijt=R
zi!HDMe-gln!o)%h-c)MGOD;b#ol|0lDKi?4GOL1gZckZ%Xuk%#z*4;KHcDiWI|skK
zroACkQi=C?5*l+Zt^(k#%GMok-!vqzeF{af01VCkI6VJQXufrEIc7NeK+0){=kf8d
zP-%&{;CgaI`_F~Te@R&;hF}ZT(C7D9$mo<X5$%kGLVX9X*Mfq)84^V4qDrwBP6OOg
zQW}R7<nr~BXqb-jkaZyFfY&#YN5Ip{=gA7H-wCAIsLM4_vjv-*%ZP>e$Y@MD(T$4m
zX)#_7WUr6e_5#ig3K<0b&<j$hDm=G&$|}ae8xp@NdXXHdENE*yG`UAQ&W=v7Oi5te
zJ`%^qrXRl9$$b%WT^XEO_!EX|6zfR{81f3+PD0Nepp|{asZC2T85v|8b~T94Fa+7X
zUmVf--N+U!!jXc`21!jNsKeMnPdyNX!z)!trP6uwC1iRCB>w96k7dqQ7`l6|N}R@5
zoSZ{W{>zSL%d0^_JaN0c`ux;U(sW>Uh}<j&w+m-OkUQt8jZp!hC0>lJ9&gD~s}M=8
zrg+pdEbnx!db?i2ar=b_CiiL*__W;&+%+)gi-+R@K4CVkK9R`-NBEL+p=Fm2K4_?G
z)X;kar!JlrEi>X_W!<1bOeDWKdFxj5hm##1U958Cv#o>8$L<Y#5a!0m&ZhT$t{&U=
z?Htt6!FjpoPgGzvyzN4t$Vtil;eGx*#$Be0tVsMe)!p}_xv=$4nVW-z-PjKS>K$gP
z=QCpYVLkKo;1@6V_Etsxu)98nF`^pWO~uSbv|W`Wwk%fN2CbLHy?8J;0kvngj6{ga
z49SHBT_uh;HgCWAbuD)FTl#u&hDE+&YC6YztHOA1FII^Y-#K0T@E0a9U`FcF?~1{&
z7!nEd_ukR^l(PugS$FT@E{1Qg4wqJc6w=HrKn((a4jb(Ghiep7!9-zbyg-GLLm`4U
z9RwRoK$B_A`?IuGaI05*wHO^uEx=LQtN5nB2MOjW{@8%VA?@|`HBBSphu5L^K*wiO
z^?<JwaewruYWKNM<FqN09eaFgH$UiaJ4ffrJ^|V-v(0Af7Iq-VPCJof1-U6gXczqw
zwWYx$E6CH)tXh*q*anw;36b55gdLr|)&Ofc(5SiB9)&<zeE{4CH}(^k%f(5Gc0f1C
zrIvEHWU0zwVgweD7oKFQ&=+-`_F1pV1j@CJegH&e6MuuvM{c<l_d_VAJziTe^k=p|
zqAD^vQ#vUG*#0Iwadt50=^>SzdX9f5a4-(bmkLJCiRm22Pj`=8Ln%xID4KaXN(C7N
zS^l5p_b1m#swQGhkzMsNFEwq%t$j8-Dggu#_84CO*`GT$E$@gtx*Bcax6IpF@Mh2J
H2TuJ3EgJ6F

literal 0
HcmV?d00001

diff --git a/q13_plot_residuals/__pycache__/build.cpython-36.pyc b/q13_plot_residuals/__pycache__/build.cpython-36.pyc
index 94e037aa6fd81701f0eaec9d0fede41f060ea545..ce01601fd4f9f6564066e2d66983b10a8818aa1b 100644
GIT binary patch
delta 683
zcmYk1yKfUg5XSd$FFUqlf&vy&h-2q<O;XSygo0AgA@Qh|DAw6KcFvq1+Fj>i8M!!0
zD5BJenwo-^zk=dgsz_86)XbVg;YK(6?YBEKzx`GCw$yx3E*GCa{Q3HmL&y*E--mm0
zfWQ8I+5C76tbbn?Q%VWcU@fIbj#w9Uu^}3857wccvLj|4xRnyogl2ye-Hnvt{bqj)
z&#Bm!OS1Hih#lC025if6$|;fbB?&8+-@ncUk9xfh&k5{ws}C)~D@-#oqc!rD8`7uJ
zm;3{wpl0ZEI|enEjs-;JNH<rm^m66RSg!n(;9!D-gJ;*v*!wylWKKdV{BGRS@f4=z
z7ocM~iIVy_85!X|RgnZy_~+`7sR|Y<TO9@&A16k5SUgc6eBFtR0hPHXHVFvtJc-(n
z2=C(W>g(tf@UC$5$>=O}GVh{gU`rb-#tLNS45I;vWl(CQS}G^epNU$%de4rZR4mht
zUqc36#YAX8OBlsG)LrzZ)xG_A5cNRsW2e3Guov!Lt?>g_a6Qyt+We5tGbX#DqR(Q}
zIcc?{&KnrY%s+1#6~)8MLjg$VBc?Uf3bxJM!ARnxcsDk}x72aRsM~n5n5tH-x=D9z
pN$?13CJ8)dxYN6sibx#LhD}wB+5*4CN-Us7R;3l{EuIq;{s1iJr=0)*

delta 477
zcmYjOJxc>Y5Z&3muY9QS1EZj^u(~>}NFcQ~3d$J_A-ihA>4n{mF>ptUv$c>ER{j7R
z8w*>1h8%WwmR4frY>4O%^Y-l<=FPyq6h3pC)tQ<6!S~0}D<kBc{5uqR4O2bdZr(5R
zJTF|6pdu<_Jp~{f_K05`SKxWnhH00Jw}V+XU55yo#3Y4=l|VuhmRK5Mh-pe2)F_&!
zB(Y<=%TQ%01%lkdIwX#^yH0Gy4hK#-yRm?1x9g<@2NN7@?e1rA>eIjpqtQSp71-@4
zjHI8F1)M932Fxk}JL%}a?McBqZJjZ7p@N(gs>6F>gzsLc152Gn1K-UkKgryyrk1VF
zMdlz8N@woyS3qI}`#j<z44h%pm_85*<?$Cit}YqF=ES<+3Y(X$urJgiuApWS2$WzJ
z94JB_7C^3|;%|)aSk0Dm$e-R=9d_hA(n(F04f}%?d}iJjj_!wI+x(1LL&$?SjS~8=
MpgRUFQjdAw4`;$|EC2ui

diff --git a/q13_plot_residuals/build.py b/q13_plot_residuals/build.py
index 8003db4..99adb70 100644
--- a/q13_plot_residuals/build.py
+++ b/q13_plot_residuals/build.py
@@ -14,17 +14,23 @@
 np.random.seed(7)
 
 df = load_data('data/student-mat.csv')
+plt.switch_backend('agg')
 
-
-def plot_residual_values(df):
-    x_train, x_test, y_train, y_test = split_dataset(df)
-    x_train,x_test = label_encode(x_train,x_test)
-    model = LinearRegression()
-    model.fit(x_train,y_train)
-    y_pred = model.predict(x_test)
-    sns.residplot(y_test, y_pred, lowess=True, color='g')
+x_train, x_test, y_train, y_test = split_dataset(df)
+x_train,x_test = label_encode(x_train,x_test)
+model = LinearRegression()
+model.fit(x_train,y_train)
+y_pred = model.predict(x_test)
+def plot_residuals(y_test, y_pred, name):
+    error_residuals = y_test - y_pred
+    plt.figure(figsize=(15,8))
+    plt.scatter(y_test, error_residuals)
+    plt.title('Residual plot')
+    plt.xlabel('Grade')
+    plt.ylabel('Residuals')
+    plt.savefig(name)
     plt.show();
-plot_residual_values(df)
+plot_residuals(y_test, y_pred,'./images/res.png')
 
 
 

From 7fc920a32defbd6838d3a5a7c1658aa888b43b4e Mon Sep 17 00:00:00 2001
From: sannidh <soniknitr@gmail.com>
Date: Wed, 14 Nov 2018 15:09:18 +0000
Subject: [PATCH 21/22] Done

---
 .../__pycache__/build.cpython-36.pyc          | Bin 1472 -> 1472 bytes
 1 file changed, 0 insertions(+), 0 deletions(-)

diff --git a/q13_plot_residuals/__pycache__/build.cpython-36.pyc b/q13_plot_residuals/__pycache__/build.cpython-36.pyc
index ce01601fd4f9f6564066e2d66983b10a8818aa1b..4391aae8f335fbda24b154e990c869ac7363e5fa 100644
GIT binary patch
delta 14
VcmX@WeSn+Qn3tEUb0h0+RsbH21M&a>

delta 14
VcmX@WeSn+Qn3tC;a3kw(RsbD!1G)eJ


From ed9dc191983c49d16c950dd6ca792a03a3ef6b50 Mon Sep 17 00:00:00 2001
From: sannidh <soniknitr@gmail.com>
Date: Mon, 19 Nov 2018 16:03:46 +0000
Subject: [PATCH 22/22] Done

---
 .../__pycache__/build.cpython-36.pyc          | Bin 1407 -> 1191 bytes
 q12_feature_selection/build.py                |  18 ++++++------------
 2 files changed, 6 insertions(+), 12 deletions(-)

diff --git a/q12_feature_selection/__pycache__/build.cpython-36.pyc b/q12_feature_selection/__pycache__/build.cpython-36.pyc
index 8b9873082e89266d14a5f6161649a1accf7de5ce..6d0a012d154dc6ce0132f56a980e3cb3a24694e4 100644
GIT binary patch
delta 376
zcmYjM!AiqG5Z&2Ln=~eAZL4^%BE^FTuSEneg5X62Sqm}kZfk8#%O*vO5fAYPN-uta
z;#u%x_S!%22Xs~tI?FuXykXyCe%$v`<G}abxb=PYW)rd`D`g=+!cJc2jf)dWZ_C2T
z0f-<1Miss;Em6vWS7lLFb7)(<#_N28Z%RkjWId;CY82s%HQ~Jg4+NZ(W-$L67dVUh
z{lyM!pPCHQ$0nzOkdlmKkkOnyv5esdIBS9`;HGJ5xYRJyFy!T7*pW#Z_GFY!l}tW}
z@)nQux~}jDvS-YUE1@1Jd%@UlL9@vy{oH3uc;-QJKS;YbVJGSiWh``Y62&4)G@S@d
zMNiugVXC4*tcyr6M%%N00SOAqL+=&vanw%hZY-uFdANmBV!#CtJo@*Lxzqs%DnJA4
E7iO|pD*ylh

delta 598
zcmY*U&2G~`5Z+mDY{yCZlaNL|7YTyYQ+q@O2?=go5SOKrG2TtE<J!^grUc2M2g9*Q
zRUQE(#2Frd=h!PJcmqx_8xVpW&CfS~-|UC>&*<Q&*NYB+e1Gzu5%QJ%^AMA}sQT^I
z!Q&G_1QgqRM=}vMz;~rDcN;imyw3;x8Xw9~_T`|Vr_^OcS45)o8u*@oM`YZ)`ckcr
z;rc~@`&y{?++KmkkQ{1K!;}gT^pdW;+RJG}R?J}301(6SRzuMHHOm7$gS?@_o6vod
zhk}Wg@GoiJZUE=8vQJhm6S<8wZM>CV`$!)={07K1h6~G*Wu`fOaHL%3{+Ox=J#QyE
zm8Hna>9}L*Tv$J?$}};SrIk|3#~$m=3&WXyUcIoa$h5IuQKh`2D`n#Iq*zF8TUjaO
zQn??F0~;)3qmrz&!OK6vG0b=<CclyDIp%H|7m1q6*b(vVS^P|D6HjDf7E0=mL=D&P
z;OR}<n`i0lZ@!PCdJ7GKK7<>&1zk|1^@!dGl&jb~>sQ|4Cq+NQnf2#MDH5$Zu0X{^
wxdqn81CdP)HUN)wV1z&o|2KQCA-sK7iA5n#C?f4r5mI*PM$o%6c3_MC0;p1xyZ`_I

diff --git a/q12_feature_selection/build.py b/q12_feature_selection/build.py
index 3d14641..71b1dfb 100644
--- a/q12_feature_selection/build.py
+++ b/q12_feature_selection/build.py
@@ -1,5 +1,4 @@
 # %load q12_feature_selection/build.py
-import matplotlib.pyplot as plt
 from greyatomlib.multivariate_regression_project.q01_load_data.build import load_data
 from greyatomlib.multivariate_regression_project.q02_data_split.build import split_dataset
 
@@ -12,19 +11,14 @@
 
 import pandas as pd
 df = load_data('data/student-mat.csv')
+X = df.drop(df.columns[len(df.columns)-1], axis=1)
+y = df.iloc[:,-1]
 x_train, x_test, y_train, y_test =  split_dataset(df)
-x_train,x_test = label_encode(x_train,x_test)
-
-def pick_features(x_train, y_train, k=50):
-    df_train = pd.concat([x_train,y_train], axis=1)
-    corr = df_train.corr()
-    plot_corr(df_train)
-    plt.show()
-    n_large_corr = list(corr.loc[:,'G3'].sort_values(axis=0, ascending=False).index)[1:]
-    k_best_features = percentile_k_features(x_train, y_train, k)
-    return k_best_features
-
+X,_ = label_encode(X,x_train)
 
+def pick_features(X, y, k=50):
+    k_best_features = percentile_k_features(X, y, k)
+    return k_best_features