From 0c2017caa29b81dc253b07fee35b76970f3174d8 Mon Sep 17 00:00:00 2001
From: akshaylakade <Aakshaylakade@gmail.com>
Date: Wed, 16 Jan 2019 14:58:49 +0000
Subject: [PATCH 1/8] Done

---
 __pycache__/__init__.cpython-36.pyc           | Bin 163 -> 154 bytes
 .../__pycache__/__init__.cpython-36.pyc       | Bin 177 -> 168 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 381 -> 375 bytes
 q01_load_data/build.py                        |   7 +++++++
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 183 -> 174 bytes
 .../test_q01_load_data.cpython-36.pyc         | Bin 2053 -> 2044 bytes
 6 files changed, 7 insertions(+)

diff --git a/__pycache__/__init__.cpython-36.pyc b/__pycache__/__init__.cpython-36.pyc
index f93420f1df521b2061e98adf856c4586bc03a389..b9b1ba3553ff38f178d56aca4dea6b77f3add6ee 100644
GIT binary patch
delta 54
zcmZ3?IE#_Pn3tDJ*V;a2B8Rz>yM9J~ZmND_c5y~xWlmytVoIuhcz#iKaY15os(x~Q
JO6tTcO8~595upG8

delta 63
zcmbQmxR{Z{n3tF9*uCbci5%wI0s0yFxvBbzNg0{?F8Rr&xv6<2#ro+*sg;Q(`MLUu
SIXMaiMfq8&$tA@T6D<L!dKQ}i

diff --git a/q01_load_data/__pycache__/__init__.cpython-36.pyc b/q01_load_data/__pycache__/__init__.cpython-36.pyc
index 29d3927ae0e2cb43c7a5b55a324191d259d83315..f41ad98fa697d1b85afaeb5e34ebadea4e5291e4 100644
GIT binary patch
delta 54
zcmdnUxPp<xn3tDJ*V;a2B8RzBsD4I%ZmND_c5y~xWlmytVoIuhcz#iKaY15os(x~Q
JO6tTccL20T5!nC$

delta 63
zcmZ3%xRH^=n3tF9*uCbci5%wIarzngxvBbzNg0{?F8Rr&xv6<2#ro+*sg;Q(`MLUu
SIXMaiMfq8&$tA@T6Wsx@)E3hK

diff --git a/q01_load_data/__pycache__/build.cpython-36.pyc b/q01_load_data/__pycache__/build.cpython-36.pyc
index ef1e2034931228e202cf991eb526b966239fa9b8..ee33ef1db00f1c3aa27cc9c6c8c5d264e46370c5 100644
GIT binary patch
delta 145
zcmey%^qtAcn3tDpft!8IJq8Ab$3P4ROhA?c5Em-|i4=wu#vFzy#uTO~rWEEBmKKI6
z=2YfXre;P)hKW`sx=bl)D;bK|fGU3l>1X8Urs^kV7iT0^<|Jk(rljhJ=NDxc7bGU9
f>L=%?q)vQo!^k;VgVBSZ8Du_47Y7py3kNd*-<%+%

delta 151
zcmey)^q0xXn3tF9g2LRWg$xV~kAWBtn1Cz?ATE{w5-AKRj5!QZj44b}OexGMEG-OC
z%oCkTY&laBOA^zH5_3~mG8C}^75<9W&&bbB)lW>y$kcbqPcF?(%_}L^PcKTXOf1RI
m)lbaHQ79<N&q_@$DW3S)hLL@;0;2~n$gW}*Ai=@J!VCb3RwcXu

diff --git a/q01_load_data/build.py b/q01_load_data/build.py
index 1fea6ca..6e6f2bb 100644
--- a/q01_load_data/build.py
+++ b/q01_load_data/build.py
@@ -1,3 +1,4 @@
+# %load q01_load_data/build.py
 # Default imports
 import pandas as pd
 
@@ -5,4 +6,10 @@
 
 
 # Write your code here :
+def load_data(path):
+    df = pd.read_csv(path)
+    return df
+load_data(path)
+
+
 
diff --git a/q01_load_data/tests/__pycache__/__init__.cpython-36.pyc b/q01_load_data/tests/__pycache__/__init__.cpython-36.pyc
index b882452f1ac25c1cab20fd3d36a52dbd40711071..bd229a52ca579a014ac15517f3eefc4699928c11 100644
GIT binary patch
delta 54
zcmdnaxQ>y-n3tEU)z&^{B8RzBw0=f@ZmND_c5y~xWlmytVoIuhcz#iKaY15os(x~Q
JO6tTcUjWB;5=#I8

delta 63
zcmZ3-xSf&1n3tF9Mq+E!L=JQ96#b0++*JL<q>M~`m;B_?+|<01V*T`@)XKz?{9OIS
SoE(LMqWrAX<dWiviM{}zDHehN

diff --git a/q01_load_data/tests/__pycache__/test_q01_load_data.cpython-36.pyc b/q01_load_data/tests/__pycache__/test_q01_load_data.cpython-36.pyc
index 736de7616c9bf70a01921691bafc3a5fd2c5eff2..7a47a88f0d8d9dd79bb88a6cabbce4701e3fb3a5 100644
GIT binary patch
delta 57
zcmZn__`}a(%*)HwYHJ^}kz)y?QmTGNer~FMVs>#xVr5QZc4A7Zet3RSc5y*sa;koE
MeoE@*>x_DA02bI2lK=n!

delta 66
zcmeyv-zvai%*)HQLSb&yMvf(n+IjjJ`MIh3iAfom`Y!p&rManjCB^#bMX8mECHcAf
Wi8(n61x5K;smUe9o6j-ou>k<=JQr~Q


From 04eb461483efc4c8430e7a757bdbfa8ff9c88912 Mon Sep 17 00:00:00 2001
From: akshaylakade <Aakshaylakade@gmail.com>
Date: Wed, 16 Jan 2019 15:33:22 +0000
Subject: [PATCH 2/8] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 181 -> 172 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 511 -> 539 bytes
 q02_data_splitter/build.py                    |   8 ++++++++
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 187 -> 178 bytes
 .../test_q02_data_splitter.cpython-36.pyc     | Bin 2990 -> 2981 bytes
 5 files changed, 8 insertions(+)

diff --git a/q02_data_splitter/__pycache__/__init__.cpython-36.pyc b/q02_data_splitter/__pycache__/__init__.cpython-36.pyc
index 67f0b61c40f50d08951c271156aef243da143420..a60f018e7546dd8478e051c961e254338ecc2a23 100644
GIT binary patch
delta 54
zcmdnWxQ3C#n3tDJ&)Pm_B8RzBq<%(zZmND_c5y~xWlmytVoIuhcz#iKaY15os(x~Q
JO6tTcZveKl5$XT{

delta 63
zcmZ3(xRsH^n3tF9*uCbci5%wIN%|T2xvBbzNg0{?F8Rr&xv6<2#ro+*sg;Q(`MLUu
SIXMaiMfq8&$tA@T6TJbmfEMEb

diff --git a/q02_data_splitter/__pycache__/build.cpython-36.pyc b/q02_data_splitter/__pycache__/build.cpython-36.pyc
index 412515bf30341aff422fe5f22e3bd95cc7d3f410..ef766dd7f9210027b14771d045f0fb1ee7a266f8 100644
GIT binary patch
delta 293
zcmey*Jex(?n3tDJ)XzR9jgf)jF#{4{0<s-|xY%T(vN}&HYbr|?TQfs5BO}8^FRyx5
zpo}v})&)q^Fk~^L0AVW=kj0q7D9Mn*D8Z1%B*{?Ah>%MGse{Y5GJ)lpYM5#m)0l!8
zG@1Nf0-XS)Z?R<N<R{-^EzU?RNY!M%#gvkEi?Q++W5h~^B2J)+Ut#(g^7*-``ia><
zC6zge*@-Es`r-LS*~JBk$*KCu`6;QBwHW=mWf&D0i?~5%vQKVd^fSH1l98I20yYDQ
g-~uYR#bJ}1pHiBWYR3%Z6>|Uy9!3sE4i*j;05J(Z`Tzg`

delta 238
zcmbQu@}F7Rn3tF9gxcIFE=C51#|%h-3CMN;;$n@7%IXutyy{ti9A}V#0g$L+$YMwV
z!d50A$<)e}#w5v5%ZMb(3>IOkVXOhl1v6-}_`L+$!0_@v5EOxo(qz2Fl9`jAtjT<f
zDJAU|W5g}S%9RX7oIt5x@%kD0xvBbzNg0{?F8Rr&xv6<2;>G&uMX8mECHcAfi8(n6
w1x5K;smUe9lkFJ&xy2ZT7>l?;rm{_*!RR;n4Wk@C$OFY}K!S&ngOP(30P=J>KmY&$

diff --git a/q02_data_splitter/build.py b/q02_data_splitter/build.py
index cf517fe..11ba16f 100644
--- a/q02_data_splitter/build.py
+++ b/q02_data_splitter/build.py
@@ -1,3 +1,4 @@
+# %load q02_data_splitter/build.py
 # Default Imports
 from greyatomlib.linear_regression.q01_load_data.build import load_data
 import pandas as pd
@@ -5,4 +6,11 @@
 
 
 # Your Code Here
+def data_splitter(df):
+        y=df.iloc[:,df.shape[1]-1]
+        X=df.iloc[:,:df.shape[1]-1]
+        return X,y
+data_splitter(df.head())
+
+
 
diff --git a/q02_data_splitter/tests/__pycache__/__init__.cpython-36.pyc b/q02_data_splitter/tests/__pycache__/__init__.cpython-36.pyc
index e7e9527b24061ee31b27153bc01eeaec480ce46a..371a023a6733150d07865206294c65b2c39990a6 100644
GIT binary patch
delta 54
zcmdnZxQUU&n3tDJ&)Pm_B8RzBynaT0ZmND_c5y~xWlmytVoIuhcz#iKaY15os(x~Q
JO6tU{KmfWE5&{4K

delta 63
zcmdnQxSNr~n3tF9Mq+E!L=JQ94E>D!+*JL<q>M~`m;B_?+|<01V*T`@)XKz?{9OIS
SoE(LMqWrAX<dWiviGcv2)fSQf

diff --git a/q02_data_splitter/tests/__pycache__/test_q02_data_splitter.cpython-36.pyc b/q02_data_splitter/tests/__pycache__/test_q02_data_splitter.cpython-36.pyc
index db949a713629fa36c35b3f34b7c4268648fa717c..e828ca388679f5cc3f80b00c16dbba7687bba909 100644
GIT binary patch
delta 57
zcmZ1{zEqsUn3tDJ&)Pm_BZnxHQm%eRer~FMVs>#xVr5QZc4A7Zet3RSc5y*sa;koE
MeoE?Q52iFu0O#luLI3~&

delta 66
zcmZ1~zD}IOn3tF9Mq+E!Mh;OX?K1t0{M=Oi#H5T&eV6>?(%jU%l4AYzqSVU7lKfo#
V#GD+3f};Ga)Z~)l&Gt-boB-PX7SaF!


From c6ba3aabecbd96d1e2d658150e5d178c2abc52af Mon Sep 17 00:00:00 2001
From: akshaylakade <Aakshaylakade@gmail.com>
Date: Wed, 16 Jan 2019 15:48:24 +0000
Subject: [PATCH 3/8] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 185 -> 176 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 674 -> 648 bytes
 q03_linear_regression/build.py                |   8 ++++++++
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 191 -> 182 bytes
 .../test_q03_linear_regression.cpython-36.pyc | Bin 3445 -> 3436 bytes
 5 files changed, 8 insertions(+)

diff --git a/q03_linear_regression/__pycache__/__init__.cpython-36.pyc b/q03_linear_regression/__pycache__/__init__.cpython-36.pyc
index b8f4cc0c3ac2253c24ae849d389911596ecbe199..08609354b40a56fd270fb4b79af761a8c6bc4dfd 100644
GIT binary patch
delta 54
zcmdnVxPg(wn3tDJ&)Pm_B8RzBtbRs*ZmND_c5y~xWlmytVoIuhcz#iKaY15os(x~Q
JO6tTce*n1i5&8fC

delta 63
zcmdnMxRa5?n3tF9*uCbci5%wIY5E!YxvBbzNg0{?F8Rr&xv6<2#ro+*sg;Q(`MLUu
SIXMaiMfq8&$tA@T6a4|UEEe+s

diff --git a/q03_linear_regression/__pycache__/build.cpython-36.pyc b/q03_linear_regression/__pycache__/build.cpython-36.pyc
index d3a347e148402f46a537c18328b042c8b3891cbe..336701284c0ec98261812dcab786c6de1757d7fd 100644
GIT binary patch
delta 210
zcmZ3)+QF)9%*)GlE6_gX5hDY`V+JI^3}ib1ak1Y-WoNEb&Q$hPj%FrChKXtANn$|p
z5{71mTBaJNEXEp!8b**z4O1|KCZnGwQxOYLK8iUlvqY2m7GuOM#>!i)x%nxnIV%~8
zIDk^WqVzNJb5r#bvx_qlD{~UF6H`+4!}E)>iwhEyQ}vU9N++i>`tWdptY-rf42*1(
j_cAVHV+Asc*d}K(sfjXy<amGt4<isVaWL{QbFcsa2!1VM

delta 236
zcmeBRUBs$v%*)GlNM~NuE=C51#|%h-3CMN;;$oMH%FYuD%Il?ooDzl<#uTPr##*Kt
zrYy!9h8o6ZCPs!DreFq5W<NJg##@|u`9-;jIhj?dnoLD3Kpj!cX_+OO%(oaLZZTFy
z3FKtvr6v}|7p0~br4|?G7p-I{;sC1pm8_qUpPQ<mn3R#J?~<Qfnwy$eQmhYDRGC<k
zpR1pklf$V{P?VpQnp{#m*^|+ShZE#9HXy;k$TfK(<1#i7yNG?VFO!-u&?^kZTtI?{
L5eS($7<rfhu&g-r

diff --git a/q03_linear_regression/build.py b/q03_linear_regression/build.py
index 03ab5ff..6f13a7c 100644
--- a/q03_linear_regression/build.py
+++ b/q03_linear_regression/build.py
@@ -1,3 +1,4 @@
+# %load q03_linear_regression/build.py
 from greyatomlib.linear_regression.q01_load_data.build import load_data
 from greyatomlib.linear_regression.q02_data_splitter.build import data_splitter
 from sklearn.linear_model import LinearRegression
@@ -6,5 +7,12 @@
 X, y = data_splitter(dataframe)
 
 # Write your code here :
+def linear_regression(X,y):
+    model = LinearRegression()
+    model.fit(X,y)
+    return model
+linear_regression(X,y)
+
+
 
 
diff --git a/q03_linear_regression/tests/__pycache__/__init__.cpython-36.pyc b/q03_linear_regression/tests/__pycache__/__init__.cpython-36.pyc
index 739e010254c4aee7c6b51f69b91ab99a2d9a6669..e6232e559fb575ce037f90235d52ad8cc185239e 100644
GIT binary patch
delta 54
zcmdnbxQ&s+n3tDJ&)Pm_B8RzBvVKN>ZmND_c5y~xWlmytVoIuhcz#iKaY15os(x~Q
JO6tU{PyoDB5)uFa

delta 63
zcmdnSxSx^3n3tF9Mq+E!L=JQ99Q};^+*JL<q>M~`m;B_?+|<01V*T`@)XKz?{9OIS
SoE(LMqWrAX<dWiviJ<_bffk|w

diff --git a/q03_linear_regression/tests/__pycache__/test_q03_linear_regression.cpython-36.pyc b/q03_linear_regression/tests/__pycache__/test_q03_linear_regression.cpython-36.pyc
index fe5fba5abf9d4677808d26bfc70d81e95782bb8f..b18edd196824da1f75be27216f4dd768c7c96071 100644
GIT binary patch
delta 57
zcmew=^+t-rn3tDJ&)Pm_BZm)@QmKAMer~FMVs>#xVr5QZc4A7Zet3RSc5y*sa;koE
MeoE@*dZuq&02GW9-2eap

delta 66
zcmaDO^;L?)n3tDpx8~fajT}Bq+I9LF`MIh3iAfom`Y!p&rManjCB^#bMX8mECHcAf
Wi8(n61x5K;smUe9o6DHKaRC4UfEX|U


From f6de29165bdd6a0a1d141b86bc0b1913c35fa6c1 Mon Sep 17 00:00:00 2001
From: akshaylakade <Aakshaylakade@gmail.com>
Date: Wed, 16 Jan 2019 16:03:45 +0000
Subject: [PATCH 4/8] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 184 -> 175 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 943 -> 1009 bytes
 q04_linear_predictor/build.py                 |  32 +++++++++++++++++-
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 190 -> 181 bytes
 .../test_q04_linear_predictor.cpython-36.pyc  | Bin 4415 -> 4406 bytes
 5 files changed, 31 insertions(+), 1 deletion(-)

diff --git a/q04_linear_predictor/__pycache__/__init__.cpython-36.pyc b/q04_linear_predictor/__pycache__/__init__.cpython-36.pyc
index 3c623bd6da3ad73aff4fb7c2f7cab4fa4d1d9027..48995d334f84dbe8a1c98f1f10cbd50f443bea85 100644
GIT binary patch
delta 54
zcmdnNxSo;2n3tDJ&)Pm_B8RzBjDALbZmND_c5y~xWlmytVoIuhcz#iKaY15os(x~Q
JO6tTcKLEI65%vH8

delta 63
zcmZ3_xPy_yn3tF9*uCbci5%wIsrniDxvBbzNg0{?F8Rr&xv6<2#ro+*sg;Q(`MLUu
SIXMaiMfq8&$tA@T6a4_Sffnxo

diff --git a/q04_linear_predictor/__pycache__/build.cpython-36.pyc b/q04_linear_predictor/__pycache__/build.cpython-36.pyc
index 2e68f8e025d81247804c456c0f6eacc9e98ec411..480c9de2e8dbeecbefdbbf1ab77792b957204f95 100644
GIT binary patch
delta 335
zcmZ3_{*j%_n3tF9dZ>NOa@LJp?u_+O3=9l43|R~{jLnR-%rI67V+x}ULkSa*W|Cw8
z@gy0VnQB=|n9)R7OIXlE*lL(-SZY{n*wR>n88n&wqJ)AIb5a9}GLwNsYD#8uNoq<I
zCrnHyRg*P}y#OL{i!&v$Br&ZhF*mh{4d|{Sb`Ze<BsAHhm~wI_Z(~$Ziqy}@&rQ`&
z%r4GItjtNwPE1MF56>^kE-pw+PSsD&Pf4B3%H$<40Mu2?10)z2xtREvgut*!2*~%-
z6uf0P`2mx{<Q}H8vPGOgp&~92!3`v$cycoHQWJ~fbAblsOfF_tmShGB7lVxBVT3>t
KW)2{Wiv<8<3{IE;

delta 254
zcmey!zMh@Sn3tDpir&1a?@SxH+!<3%7#J987_t~@7@HYunM)XJm};1tnQB=|n4m1y
z5@slit%kXVrG~YJEsZ6ZL6gx>lO>A1peQvZGr6RQ4QNaeJBZ)_5}NF{cycoHQWJ~f
zbMsSDb0+^`RMAe-&&bbB)lW>y$kcbqPcF?(%_}L^PcKTXOf1RI)lbaHQ79<N&q_@$
zDW2@a<R#1xG^m&hNH8#RLE+?uOy8w$ai%1eB&HQ5=B5^bq>H#g1SgP~yp>s5k_pHt
S761}Fj1VZo%mHL^u>b%+7(GD%

diff --git a/q04_linear_predictor/build.py b/q04_linear_predictor/build.py
index e3c8357..c1c06e6 100644
--- a/q04_linear_predictor/build.py
+++ b/q04_linear_predictor/build.py
@@ -1,3 +1,4 @@
+# %load q04_linear_predictor/build.py
 # Default Imports
 from greyatomlib.linear_regression.q01_load_data.build import load_data
 from greyatomlib.linear_regression.q02_data_splitter.build import data_splitter
@@ -11,4 +12,33 @@
 linear_model = linear_regression(X, y)
 
 
-# Your code here
+
+def linear_predictor(lm, X, y):
+    y_pred = lm.predict(X)
+
+    dataframe['SalePricePredicted'] = lm.predict(X)
+
+    mse = mean_squared_error(dataframe['SalePrice'], dataframe['SalePricePredicted'])
+
+    mae = mean_absolute_error(dataframe['SalePrice'], dataframe['SalePricePredicted'])
+
+    r2 = r2_score(dataframe['SalePrice'], dataframe['SalePricePredicted'])
+
+    return y_pred, mse, mae, r2
+
+
+
+ # y, mse, mae, r2 = linear_predictor(linear_model, X, y)
+# print {'##### Testing #####'}
+# print 'Predicted Y value type: {0}'.format(type(y))
+# print 'Predicted Y value: {0}'.format(y)
+#
+# # Print out the errors for testing
+# print 'Mean Squared Error: {0}'.format(mse)
+# print 'MSE Type: {0}'.format(type(mse))
+# print 'Mean Absolute Error: {0}'.format(mae)
+# print 'MAE Type: {0}'.format(type(mae))
+# print 'R Squared Score : {0}'.format(r2)
+# print 'R2 Type: {0}'.format(type(r2))
+
+
diff --git a/q04_linear_predictor/tests/__pycache__/__init__.cpython-36.pyc b/q04_linear_predictor/tests/__pycache__/__init__.cpython-36.pyc
index 8abd4d23f3d5f2e6983f9b3bf58a544e4cfd7f70..c4e9fbd0e1ce93ead361cba8e1deb6bcfe0d0227 100644
GIT binary patch
delta 54
zcmdnTxRsH^n3tDJ&)Pm_B8RzBl72>hZmND_c5y~xWlmytVoIuhcz#iKaY15os(x~Q
JO6tU{5CFTw5)J?W

delta 63
zcmdnWxQ~&;n3tF9Mq+E!L=JQ9Z2gS<+*JL<q>M~`m;B_?+|<01V*T`@)XKz?{9OIS
SoE(LMqWrAX<dWivi6H=^))t-s

diff --git a/q04_linear_predictor/tests/__pycache__/test_q04_linear_predictor.cpython-36.pyc b/q04_linear_predictor/tests/__pycache__/test_q04_linear_predictor.cpython-36.pyc
index 7b2e751c8782c27f582d4e6ca2972a583a1244f2..4435c404f361c359bd889514c23718016eccbdba 100644
GIT binary patch
delta 62
zcmdn5v`vY_n3tDJ&)Pm_BgYIT<zoGe{M=Oi#O&gX#LAq+?8KB*{qX#v?BasN<W&9S
Qd?0snAeYGI2TbvN0B=VW%K!iX

delta 66
zcmdm{v|owCn3tF9Mq+E!MvfUw+BNza`MIh3iAfom`Y!p&rManjCB^#bMX8mECHcAf
Wi8(n61x5K;smUe9n-4LS@Bsh@l^7`i


From 0a19c850c73be144286de23efc3462f8783201db Mon Sep 17 00:00:00 2001
From: akshaylakade <Aakshaylakade@gmail.com>
Date: Thu, 17 Jan 2019 14:50:27 +0000
Subject: [PATCH 5/8] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 182 -> 173 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 1195 -> 1195 bytes
 q06_plot_residuals/build.py                   |  13 +++++++++++++
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 188 -> 179 bytes
 .../test_q06_plot_residuals.cpython-36.pyc    | Bin 1079 -> 1056 bytes
 5 files changed, 13 insertions(+)

diff --git a/q06_plot_residuals/__pycache__/__init__.cpython-36.pyc b/q06_plot_residuals/__pycache__/__init__.cpython-36.pyc
index cbab384bf6d1bdf9760c6fc6b61ce563bac9f8ad..585af8f98d2efa263aa31ce56af9a1a78e135a5d 100644
GIT binary patch
delta 54
zcmdnSxR#N_n3tDJ&)Pm_B8RzBlzv8jZmND_c5y~xWlmytVoIuhcz#iKaY15os(x~Q
JO6tTc9{{&Q5$*s0

delta 63
zcmZ3>xQ&s+n3tF9*uCbci5%wI$@&@jxvBbzNg0{?F8Rr&xv6<2#ro+*sg;Q(`MLUu
SIXMaiMfq8&$tA@T6MX=*D;DPf

diff --git a/q06_plot_residuals/__pycache__/build.cpython-36.pyc b/q06_plot_residuals/__pycache__/build.cpython-36.pyc
index 67ae5f63df0fc81d32b9402a406418522d2aa070..70cba4d5a53c97be76c287c32a958e371f0a2f5a 100644
GIT binary patch
delta 472
zcmYjN&1%~~5Z+nIj-=R5{F5J-VhnCtd~!k|htLLJ(o+c`hNLVmWviW9j^)VgDwvww
z)E5YXzC<9Gyg?qr*PQYSIh2l!A(>%@@0*?ZKG<9L)@^+(7QLOn-G1L@?2)|+;;c($
z?rvIV-%A&3%1Hnif^riO>uBM60(~yZqJlXrV<q9DiYr)MV5@J7n%EGVVhdfYV2xh4
zm8Vw!Fj2=kO|}ybOs(`-yKwVxnG=>A4ANaV2=>V|W*2bHt|8kY%oSwbge=9E$X3=8
z<q}3pjFjx-S?LtbP+iH;G$&yc&%B-tv3a70K8pO2){!>t{M?#^arzIMd10F%nx+k2
z|4<;`=krbwjj<y~CXl~FIg$!H=aC+niS)7KM+(yc|I(;sACnz0UI1^A4(Jl`_8YO6
zg4Mi#;$3*>&_tBXbQt@=kDt;X;iVF;lCk`y<rwGiO?&BQ`~BBdT3p=gO!ZYO5}iAr
b#*w-T@z5e>-cl>TOOii#h<i{2&vxAZ6P#yY

delta 471
zcmYjMze~eF6u!HpZ4#|*+WMp5P$&qUqBw{m(m_QRK?@>B2V?KGO-Y(^Ne4^8A+8Q3
zn}dIVj{Yq=bafK(A8_)eDtM3k_}+c*dms0tKk3!YY}UBjdf<-=A#dd0QIXg22KSTd
z`7sq*M0pMr$VIftc%GY(f;^ZJ;|0h-VaAoF%8R_j7x@zCU_ueqWuXh>mhcskX^`67
z<h36k)18|gTpf}g6&a!2QJQczCSw}08CQfF{k*Co^~+KsoiIUgk9P8&!wv5mLXGlF
z+vx<(2u9g62ploA-O9lA!;#UjU8oGC(*mA8kkXeyjY%{u5~(NF^i&zRAy1=!C?Wo!
zmDptE^##<vF0HQbfn{HH9c$lj4L#_Gfz^?4ZHK;R*)E1izXz=_h)>z!Y5`4wfk5ay
zmVqVn*wxB>BmQKS=NDF|rDTBX!Vc}Wv^|*83ppQet7}JD6lU`>N&g4QN2l7Z=Zm2W
Udkni^1tH1!D}!mX#1b{sZ%9UHbN~PV

diff --git a/q06_plot_residuals/build.py b/q06_plot_residuals/build.py
index cfd3722..1693aa1 100644
--- a/q06_plot_residuals/build.py
+++ b/q06_plot_residuals/build.py
@@ -1,3 +1,4 @@
+# %load q06_plot_residuals/build.py
 # Default Imports
 from greyatomlib.linear_regression.q01_load_data.build import load_data
 from greyatomlib.linear_regression.q02_data_splitter.build import data_splitter
@@ -16,4 +17,16 @@
 
 
 # Your code here
+def plot_residuals(y, error_residuals):
+    # Create a scatter plot to compare residual values against dep variable
+    plt.scatter(y, error_residuals)
+    plt.title('Residuals plot')
+    plt.xlabel('Sale Price')
+    plt.ylabel('Errors')
+    plt.show()
+    return None
+
+plot_residuals(y, error_residuals)
+
+
 
diff --git a/q06_plot_residuals/tests/__pycache__/__init__.cpython-36.pyc b/q06_plot_residuals/tests/__pycache__/__init__.cpython-36.pyc
index 3ce3f60c7dcfa0854023ea3d73c59337faa03c70..709db4b563fef058835e310e54db5e1071f73df6 100644
GIT binary patch
delta 54
zcmdnPxS5f|n3tDJ&)Pm_B8RzBf__GRZmND_c5y~xWlmytVoIuhcz#iKaY15os(x~Q
JO6tU{AOO0f5(WSO

delta 63
zcmdnYxQCI$n3tF9Mq+E!L=JQ9O#O`f+*JL<q>M~`m;B_?+|<01V*T`@)XKz?{9OIS
SoE(LMqWrAX<dWivi9rCOfEJbj

diff --git a/q06_plot_residuals/tests/__pycache__/test_q06_plot_residuals.cpython-36.pyc b/q06_plot_residuals/tests/__pycache__/test_q06_plot_residuals.cpython-36.pyc
index 5f787c4074245c0dcbd83e0b3c03cc9c7b63c23e..fee414d4a6e3b7721c2266ecb9d9591d9edae305 100644
GIT binary patch
delta 258
zcmdnav4A7Nn3tDJ&)Pmli;02ZF#{4{0kR!{xYz<nq%fo~<}l<kMlmunq%fs0=P>0m
zM=^uhEIBN>tWm6t4DJjmtSM|Q3@L1>%+1VEY$@!)44NDhYsCd$0!?7hWW2=@l3HBi
zoLHPXamrdYW}sLR<79V6Jw~R<WsKTN`T808xvBbz*~J-&l{tyoi7Bc2;rT_`#RZAU
zsrt$JDXEjsFy=9`Pqt<{2-NbI$&ry~vORN~HXG2SVvut=7&%yrKs-N9_FJq;rI|S?
eML=&c+~O$B%Pc7YT0Z#$vo#k;1rH+-G6Mi~t~rkY

delta 247
zcmZ3$v7N)mn3tC;$9!JY5hezP#|%h-1;};);$jydk;0I|n8T3E7{$oQkiwM0oWqpM
z9K{S|Ba1UkbP$zcY-WyPOJNUY(Byat)X1R8c#9(>wYbDNu{d>Ng80OawQP();UebA
z){J_LER(YswY4ksGxBp&^%IjaGWA{ZlS^|`^Gb^K(~D9o6HD@Q^%HY)6bg#+vr>~w
ziYISp%wy!3tj2T@sP_evBO~u*E#@{x_Q@NWMMXJE^D;|HfR+^jJ;QK|HK{Z+CuQ<&
OW@{b}AfJa344DD^mOE+y


From 560fc1087cb711d00d26679d458e7414eccd54bc Mon Sep 17 00:00:00 2001
From: akshaylakade <Aakshaylakade@gmail.com>
Date: Thu, 17 Jan 2019 14:53:42 +0000
Subject: [PATCH 6/8] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 182 -> 173 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 1061 -> 1054 bytes
 q07_hist_residuals/build.py                   |  18 +++++++++++-------
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 188 -> 179 bytes
 .../test_q07_hist_residuals.cpython-36.pyc    | Bin 1091 -> 1082 bytes
 5 files changed, 11 insertions(+), 7 deletions(-)

diff --git a/q07_hist_residuals/__pycache__/__init__.cpython-36.pyc b/q07_hist_residuals/__pycache__/__init__.cpython-36.pyc
index 48235745c56746569f0462b859a0f4a1c0cad2ad..4fd90430d74dc8847ab04031fbc6bb4822230852 100644
GIT binary patch
delta 54
zcmdnSxR#N_n3tDJ&)Pm_B8RzBlzv8jZmND_c5y~xWlmytVoIuhcz#iKaY15os(x~Q
JO6tTc9{{&Q5$*s0

delta 63
zcmZ3>xQ&s+n3tF9*uCbci5%wI$@&@jxvBbzNg0{?F8Rr&xv6<2#ro+*sg;Q(`MLUu
SIXMaiMfq8&$tA@T6MX=*D;DPf

diff --git a/q07_hist_residuals/__pycache__/build.cpython-36.pyc b/q07_hist_residuals/__pycache__/build.cpython-36.pyc
index e030b2b517107e81e7084557aeaf3a60f94a0cde..7c8929362acaa1bd08e7ca556009296d3606a575 100644
GIT binary patch
delta 460
zcmYjOJx>Bb5Z$>u;6M(D{s9ctRaY1j3!^lmv9QpBWHrI%X5kJF4tJ065fTe*EeMIF
zorSfHzvWt6e}RqeAtdZ%_r00yo3|ft=Brsbu&mtoOZDzhC*+H44V9CsnzFU1T<+&P
z7G~xEgaev$paslh4tJh_7BPK8Y-{mJQ&eZ|_Hq|aACHtUA|05K86Z4skYpNaNe9Jr
z)Yr^FW6e@?0tAWbmAbOE7{;;D^!swUcg>}bLl(&Lg)gJ9Em&__+!V`aLWDxnY)$Zo
zA@92rJ00uZAc&~psqJwp@}q#$^f+Km9?<mU9}Ve+BU__Ip6DB5;~}!@<nKh}75vm4
zFYIxLb*0CYuFH@+^-y%>fVtdpL*&a}s8veID<uM=6(F|?6GTDfHi%3DrH^~<9By-p
z(}EoNk?S>@%<b|%(k!xwwbZ5fO0sg^S}diB&EsB(!+@V8pCS{#JZwT4>Zb7rMoe)o

delta 469
zcmYjNJ#W-N5Z&2z?tG4Y&KIFTLWqdMO<d3+1St>&NHjEP6lrm?lbj>_e46zYhaxDB
zHi%RD>nN!CH*Tp?@CT?EhXQuBZ{Fy=HyZ6a{1zTOPLk;8$r=xhQa{yyClG!l&wpJV
zym}38xCBhdP_l$$jblt{gT|CDHEz+6wr;sO4saWHa2NMzL@8~HddF?Lk&8Y9?z_QT
zmBp(sxcc?{(|wuUsta%%&RhZXTwkh7aKV)Z<&;<lZ*Ed?-Gl-e;P9+G_vHu5pbJjQ
zsn0a`3Xgi(bY@nyI1taA34=-L+e~*UF*j_PeCg&z<v9}bcg0CA_4oUH($tg}CzCRN
z(VWg}nzlYaXId0(Q|CohJ(zKGL8q<1-qkPf?MTS?AEO`!?sv<8hkdzw-I#|z*7^~A
z+>{<iu4s!hE^6xFT?Y${t8z*O+q!X7;b38BOs)glX=~9~YdMzO?MzO3_7BF=cHvV=
Y&MSJRrStm&vFz~oMkW*%!5&1xA9xLISpWb4

diff --git a/q07_hist_residuals/build.py b/q07_hist_residuals/build.py
index 2f999aa..ab40946 100644
--- a/q07_hist_residuals/build.py
+++ b/q07_hist_residuals/build.py
@@ -1,3 +1,4 @@
+# %load q07_hist_residuals/build.py
 # Default Imports
 from greyatomlib.linear_regression.q01_load_data.build import load_data
 from greyatomlib.linear_regression.q02_data_splitter.build import data_splitter
@@ -9,13 +10,16 @@
 
 
 dataframe = load_data('data/house_prices_multivariate.csv')
-X, y = data_splitter(dataframe)
-linear_model = linear_regression(X, y)
-y_pred, _, __, ___ = linear_predictor(linear_model, X, y)
-error_residuals = residuals(y, y_pred)
 
 
-# Your code here
+
 def hist_residuals(error_residuals, bins=60):
-    plt.figure(figsize=(15,8))
-    plt.hist(error_residuals, bins=bins)
+    # Create a histogram
+    plt.hist(x=error_residuals, bins=bins)
+    plt.title('Residuals Histogram')
+    plt.xlabel('Residual Errors')
+    plt.ylabel('Frequency')
+    plt.show()
+    return None
+
+
diff --git a/q07_hist_residuals/tests/__pycache__/__init__.cpython-36.pyc b/q07_hist_residuals/tests/__pycache__/__init__.cpython-36.pyc
index f7acf950cd6567b9432ff7fba2a1a79c979c3eb4..ea059b745138e36a52081f38f4e56bd05b53ff8d 100644
GIT binary patch
delta 54
zcmdnPxS5f|n3tDJ&)Pm_B8RzBf__GRZmND_c5y~xWlmytVoIuhcz#iKaY15os(x~Q
JO6tU{AOO0f5(WSO

delta 63
zcmdnYxQCI$n3tF9Mq+E!L=JQ9O#O`f+*JL<q>M~`m;B_?+|<01V*T`@)XKz?{9OIS
SoE(LMqWrAX<dWivi9rCOfEJbj

diff --git a/q07_hist_residuals/tests/__pycache__/test_q07_hist_residuals.cpython-36.pyc b/q07_hist_residuals/tests/__pycache__/test_q07_hist_residuals.cpython-36.pyc
index 3919c93f908e8a68284952c633d1655f6662dc16..8b5bff9638cee688fb4330b543b254d16b0215d4 100644
GIT binary patch
delta 57
zcmX@iv5SMln3tDJ&)Pm_BgaferF{L2{M=Oi#O&gX#LAq+?8KB*{qX#v?BasN<W&9S
M{FKzqXBf+w00OELU;qFB

delta 66
zcmdnRahQX{n3tDJ+-hFbMvj?`+7<d4`MIh3iAfom`Y!p&rManjCB^#bMX8mECHcAf
Wi8(n61x5K;smUe9n-4RVGXVh1s23ps


From 2267be5e000027009f1973a21040240780e2d0ef Mon Sep 17 00:00:00 2001
From: akshaylakade <Aakshaylakade@gmail.com>
Date: Thu, 17 Jan 2019 15:06:09 +0000
Subject: [PATCH 7/8] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 180 -> 171 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 1116 -> 1158 bytes
 q08_qq_residuals/build.py                     |   7 +++++++
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 186 -> 177 bytes
 .../test_q08_qq_residuals.cpython-36.pyc      | Bin 1059 -> 1050 bytes
 5 files changed, 7 insertions(+)

diff --git a/q08_qq_residuals/__pycache__/__init__.cpython-36.pyc b/q08_qq_residuals/__pycache__/__init__.cpython-36.pyc
index 806902296c0a8d32d1f1151fb1dd1826c94a17b2..510906695cdbbc53ace9d3baa14bcec19339e9a8 100644
GIT binary patch
delta 54
zcmdnOxSEl}n3tDJ&)Pm_B8RzBgnmYTZmND_c5y~xWlmytVoIuhcz#iKaY15os(x~Q
JO6tTcF95b95#|5@

delta 63
zcmZ3@xP_6!n3tF9*uCbci5%wIiTWA&xvBbzNg0{?F8Rr&xv6<2#ro+*sg;Q(`MLUu
SIXMaiMfq8&$tA@T6TJYk)fV3X

diff --git a/q08_qq_residuals/__pycache__/build.cpython-36.pyc b/q08_qq_residuals/__pycache__/build.cpython-36.pyc
index d42be94ca16e44654fcdf06fd119823a42e764cf..29bd29a34a3231802480277fa5b65c27d16b9fe3 100644
GIT binary patch
delta 382
zcmYjNy-LGS6uu`(ZIU)^?7y{k=^&jlxH*;j2vUSgAzX8hO_OLOH&O(_A>yV`GWiG&
zPJ(aX3y71rIXU<OPF}m{Ih^l&=O50yer*hPEX#bk8%<wTLO#ep(Ig*96Hm**<Ps}E
zmFpP*;e;0>o7yYC9@J<Jfg2gnI;vRDV5-mtZDIi%*vu5#!Xma-T%BsPO*?dhcG18l
zwq<pbo4j;IXpa~7$*}zSdw&RTMievda+Wd~Skf=QCIzap*(@K!Znr19QWC%g;gBj^
zxlw_nN}y&WzlA<%`2%$Js3!b)A?K@@Byr*<DCYc(MdF?$mR#^Xas2og9Tp0ookuKW
z9G!zW3B@V%(D7o9c}W?!I<i-+Ng!Z@4oOwA;nt(89Dz+MVlhuW-#uhrh$lRMR+DY{
XNFw?Y%J8Qqn2HXjs>_@S4KTGI;tp80

delta 364
zcmYjNJxc>Y5Z#XpxtxZ}$0dFR3<Qg-4zWuml3Eb48G>@j4kqC)7k4*BK(IKmvj|t&
z*b6q|zd6Ll+CO0BCXLQ8Zyxi8H!u&S54&?zE;~2fXV9FGFY+%e!;ej=*JbCTFNi2c
zF1YJnnN*>QRM;tn8gi_qw9lXp9u}~UUdo_>MQp4&?_1D>E!c(~ETM-@qwb25aPA50
ziQ+l&H<q8%?2LBrJabKx3B4tPY9`ntr$i95!B2B*n#kB^xh2L*gEfm1?en~#bf^{B
zGnoulqr5O%MB%`vxr<UJ@=Br_i+LES7b45X{^v3nB{2r!U^EVT$#5RyRIA`x;v%f*
zBo4wTY8$r+4z<em*@@R&y?_}YRJsQJ793`8to{DPdNljy@?a&ZmVr(BmkzV3!)-Hh
Is7D>^7hy$MiU0rr

diff --git a/q08_qq_residuals/build.py b/q08_qq_residuals/build.py
index bb05f08..acfa109 100644
--- a/q08_qq_residuals/build.py
+++ b/q08_qq_residuals/build.py
@@ -1,3 +1,4 @@
+# %load q08_qq_residuals/build.py
 # Default Imports
 from greyatomlib.linear_regression.q01_load_data.build import load_data
 from greyatomlib.linear_regression.q02_data_splitter.build import data_splitter
@@ -20,3 +21,9 @@
 
 
 # Your code here
+def qq_residuals(error_residuals):
+    stats.probplot(error_residuals, dist='norm', plot=pylab)
+    pylab.show()
+    return None
+
+
diff --git a/q08_qq_residuals/tests/__pycache__/__init__.cpython-36.pyc b/q08_qq_residuals/tests/__pycache__/__init__.cpython-36.pyc
index 320d34e7644683cb641d531d65944c39304a7ca3..7c017ac2bc02831e5fed70bdf82b69a38df74343 100644
GIT binary patch
delta 54
zcmdnRxRH^=n3tDJ&)Pm_B8RzBoPI`rZmND_c5y~xWlmytVoIuhcz#iKaY15os(x~Q
JO6tU{006mz5&i%G

delta 63
zcmdnUxQmg)n3tF9Mq+E!L=JQ9bp4F{+*JL<q>M~`m;B_?+|<01V*T`@)XKz?{9OIS
SoE(LMqWrAX<dWivi2(qiDi)3a

diff --git a/q08_qq_residuals/tests/__pycache__/test_q08_qq_residuals.cpython-36.pyc b/q08_qq_residuals/tests/__pycache__/test_q08_qq_residuals.cpython-36.pyc
index bc940407c474cab8b429f1ca7b15244d3c53778e..cbadaaf758cae972a833e16ed1e6a4d81b37fab6 100644
GIT binary patch
delta 57
zcmZ3?F^hx4n3tDJ&)Pm_Bga%mrEL9-{M=Oi#O&gX#LAq+?8KB*{qX#v?BasN<W&9S
M{FKzqCm5rd0P_zL_y7O^

delta 66
zcmbQmv6zFyn3tF9wAH+*jT}=MwM+Cf@^e%56O%GB^<DClOLJ56N{aQ<i&85SOY(E|
W6LWGD3X1ZxQj<%HH}7YRW&!}>s26Pj


From 286147537b2cd22713b5af8005ce14aee37275e1 Mon Sep 17 00:00:00 2001
From: akshaylakade <Aakshaylakade@gmail.com>
Date: Thu, 17 Jan 2019 15:35:03 +0000
Subject: [PATCH 8/8] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 177 -> 168 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 884 -> 864 bytes
 q05_residuals/build.py                        |  12 ++++++++++++
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 183 -> 174 bytes
 .../test_q05_residuals.cpython-36.pyc         | Bin 2991 -> 2982 bytes
 5 files changed, 12 insertions(+)

diff --git a/q05_residuals/__pycache__/__init__.cpython-36.pyc b/q05_residuals/__pycache__/__init__.cpython-36.pyc
index 82a3d44a519af94036d128d3e671dca8b34431d9..2f5bf4d7dab806d1784b0316876a7372ce76619f 100644
GIT binary patch
delta 54
zcmdnUxPp<xn3tDJ&)Pm_B8RzBsD4I%ZmND_c5y~xWlmytVoIuhcz#iKaY15os(x~Q
JO6tTccL20=5!wI%

delta 63
zcmZ3%xRH^=n3tF9*uCbci5%wIarzngxvBbzNg0{?F8Rr&xv6<2#ro+*sg;Q(`MLUu
SIXMaiMfq8&$tA@T6Wsx@)E3hK

diff --git a/q05_residuals/__pycache__/build.cpython-36.pyc b/q05_residuals/__pycache__/build.cpython-36.pyc
index 73e9d89d1da2e86ae1e645d19bd70fdbb06929aa..3570cd7002c5fbb4739e811935493dc43277f3ed 100644
GIT binary patch
delta 181
zcmeyu_JB><n3tDp?gEFH7G?&9#|%h-1;};);^LNx%9UKHLa98de9cUZ3=`)}j$i_c
zgRnD5o&!kKFw`(gFa$GbGWxA#&}6#BSb2-BGQOZFHKm9hC=Dil1?gwx=cei>W*289
zR^}vTC#Iz8hvye%7Z)TZr|Ku?r=(6^%4owa05TM0Is?<@cZ}JLY(SSW6pKubXBK7R
G-~a%^S}4N+

delta 225
zcmaFB_JvK^n3tF9lHR<ijZ6#-j~S2v3y|#q#Klz;l`AJMn_SNf<Ny^hID-UvfJ6;L
z4Wk4@EmI9sFoPze-%18e=39)Fx7aG<3yM-xqWDvbit>x%i&Bd-Q%Vzaii_BRdcef5
zX#I@*+*JL<q>M~`m;B_?+|<01V*T`@)XKz?{9OISoE(LMqWrAXWT0qHW?pI{(3r`y
o7>#-PL3V>&#=ywIxcLTSHlsAiNyS1yf`<_bnK*zfE=Ca+07J1gQ~&?~

diff --git a/q05_residuals/build.py b/q05_residuals/build.py
index aaef679..1cf3fc6 100644
--- a/q05_residuals/build.py
+++ b/q05_residuals/build.py
@@ -1,3 +1,4 @@
+# %load q05_residuals/build.py
 # Default Imports
 from greyatomlib.linear_regression.q01_load_data.build import load_data
 from greyatomlib.linear_regression.q02_data_splitter.build import data_splitter
@@ -12,3 +13,14 @@
 
 
 # Your code here
+def residuals(y, y_pred):
+    # Residuals are the difference between actual and predicted value
+    return y - y_pred
+
+ # r = residuals(y, y_pred)
+# print ('Residual Type: {0}'.format(type(r)))
+# print ('Residual Value: {0}'.format(r.head()))
+
+residuals(y,y_pred)
+
+
diff --git a/q05_residuals/tests/__pycache__/__init__.cpython-36.pyc b/q05_residuals/tests/__pycache__/__init__.cpython-36.pyc
index 95e65ccd2dd251b70766c771252fb635dbf19159..7194c4e7fad39178e3e2e65c39ddf9f875cfac97 100644
GIT binary patch
delta 54
zcmdnaxQ>y-n3tDJ&)Pm_B8RzBw0=f@ZmND_c5y~xWlmytVoIuhcz#iKaY15os(x~Q
JO6tTcUjVn$5%K^4

delta 63
zcmZ3-xSf&1n3tF9Mq+E!L=JQ96#b0++*JL<q>M~`m;B_?+|<01V*T`@)XKz?{9OIS
SoE(LMqWrAX<dWiviM{}zDHehN

diff --git a/q05_residuals/tests/__pycache__/test_q05_residuals.cpython-36.pyc b/q05_residuals/tests/__pycache__/test_q05_residuals.cpython-36.pyc
index 4263cb0035fb1b0ac52c3ee27c443e4d6ef13354..270a32879bd6dfbda9191b388299656cb49b2a67 100644
GIT binary patch
delta 57
zcmZ24zD%6Mn3tDJ&)Pm_BS#ODQmTGNer~FMVs>#xVr5QZc4A7Zet3RSc5y*sa;koE
MeoE@*{Y)P?0R5E{vj6}9

delta 66
zcmZ1`zFwTen3tF9Mq+E!MvfjP?L7UA{M=Oi#H5T&eV6>?(%jU%l4AYzqSVU7lKfo#
W#GD+3f};Ga)Z~)l&D)qhZ~y@Gq!>d0