From c7bc0a16b0da46ac899cfae0da11fd8f0380cc89 Mon Sep 17 00:00:00 2001
From: soham009 <sohamthaker17@gmail.com>
Date: Thu, 27 Dec 2018 06:14:34 +0000
Subject: [PATCH 1/8] Done

---
 __pycache__/__init__.cpython-36.pyc           | Bin 163 -> 150 bytes
 .../__pycache__/__init__.cpython-36.pyc       | Bin 177 -> 164 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 381 -> 361 bytes
 q01_load_data/build.py                        |   7 +++++++
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 183 -> 170 bytes
 .../test_q01_load_data.cpython-36.pyc         | Bin 2053 -> 2040 bytes
 6 files changed, 7 insertions(+)

diff --git a/__pycache__/__init__.cpython-36.pyc b/__pycache__/__init__.cpython-36.pyc
index f93420f1df521b2061e98adf856c4586bc03a389..3098a77b9e79304be3555561ba2648ce6a5bb82d 100644
GIT binary patch
delta 50
zcmZ3?IE|6Rn3tDpcdkmzL=JN~XZ?))+*JMI{EWn00|QI_@cg3e;)2BFRQ=@ql+=k?
FmH>0d5C{MO

delta 63
zcmbQnxR{Z{n3tF9*uCbci5%wI0s0yFxvBbzNg0{?F8Rr&xv6<2#ro+*sg;Q(`MLUu
SIXMaiMfq8&$tA@TV=V!ub{3NW

diff --git a/q01_load_data/__pycache__/__init__.cpython-36.pyc b/q01_load_data/__pycache__/__init__.cpython-36.pyc
index 29d3927ae0e2cb43c7a5b55a324191d259d83315..9eff919e4d0b196d24b59e2630978e52f9f1b0db 100644
GIT binary patch
delta 50
zcmdnUxP+0zn3tDpcdkmzL=JPgK>dvT+*JMI{EWn00|QI_@cg3e;)2BFRQ=@ql+=k?
F?f`oK5I_I`

delta 63
zcmZ3&xRH^=n3tF9*uCbci5%wIarzngxvBbzNg0{?F8Rr&xv6<2#ro+*sg;Q(`MLUu
SIXMaiMfq8&$tA@TW8DF-&=$)8

diff --git a/q01_load_data/__pycache__/build.cpython-36.pyc b/q01_load_data/__pycache__/build.cpython-36.pyc
index ef1e2034931228e202cf991eb526b966239fa9b8..bf47b2a6a4dcaed1466dba8635deb2b7da10cf90 100644
GIT binary patch
delta 82
zcmey%^pc6wn3tDpZ>~zr`H7rMHJMV<Rx%W^F)%Rv^3%`A&rQ`Y&d*59H88N$56>^k
kE-pw+PSsD&Pf4Bl+J=#HvIe6EFEdbaF$<93U}9kb07SVLAOHXW

delta 102
zcmaFK^p}a#n3tF9g2LRWg%dfK+H$5OmL#SXCFZ8CWGG@|U|{$at)G#fo2s9fl#!|L
zlAm0fo0?Zrte;+#TA5gqpR1pklcP{jl%JKFTv9yox(y@yWD!OWUM8T<Viq95!NkH0
E02N0cs{jB1

diff --git a/q01_load_data/build.py b/q01_load_data/build.py
index 1fea6ca..83a6de2 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
+
+
+
 
diff --git a/q01_load_data/tests/__pycache__/__init__.cpython-36.pyc b/q01_load_data/tests/__pycache__/__init__.cpython-36.pyc
index b882452f1ac25c1cab20fd3d36a52dbd40711071..d1edcd3552ec407dddcea069a27fd6dda102f82f 100644
GIT binary patch
delta 50
zcmdnaxQda(n3tDpU#?2bL=JPgaQ%$@+*JMI{EWn00|QI_@cg3e;)2BFRQ=@ql+=k?
Fz5srb5L*BM

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

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..f09f9ef994cfae8cdd64e665aafcf612fac41b42 100644
GIT binary patch
delta 53
zcmZn__`%O%%*)HQFIOdIBgYa(xkUYp{M=Oi;{1%nTmu73{qX#v?BasN<W&9S{FKzq
I*BSNL0LKdvqW}N^

delta 66
zcmeyt-zvai%*)HQLSb&yMvf(n+IjjJ`MIh3iAfom`Y!p&rManjCB^#bMX8mECHcAf
Wi8(n61x5K;smUe9n@=(7u>k<<Bo}D_


From fe40ae46579e85065efd5f5a45561511d55b7b54 Mon Sep 17 00:00:00 2001
From: soham009 <sohamthaker17@gmail.com>
Date: Thu, 27 Dec 2018 06:15:40 +0000
Subject: [PATCH 2/8] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 181 -> 168 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 511 -> 494 bytes
 q02_data_splitter/build.py                    |   7 +++++++
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 187 -> 174 bytes
 .../test_q02_data_splitter.cpython-36.pyc     | Bin 2990 -> 2977 bytes
 5 files changed, 7 insertions(+)

diff --git a/q02_data_splitter/__pycache__/__init__.cpython-36.pyc b/q02_data_splitter/__pycache__/__init__.cpython-36.pyc
index 67f0b61c40f50d08951c271156aef243da143420..b6951406b2b9ea1dd6e566f4f209761faaf07f61 100644
GIT binary patch
delta 50
zcmdnWxPp<xn3tDpcdkmzL=JPgQ2mVj+*JMI{EWn00|QI_@cg3e;)2BFRQ=@ql+=k?
F-T-|M5KsUB

delta 63
zcmZ3%xRsH^n3tF9*uCbci5%wIN%|T2xvBbzNg0{?F8Rr&xv6<2#ro+*sg;Q(`MLUu
SIXMaiMfq8&$tA@TW4!^gd=}dP

diff --git a/q02_data_splitter/__pycache__/build.cpython-36.pyc b/q02_data_splitter/__pycache__/build.cpython-36.pyc
index 412515bf30341aff422fe5f22e3bd95cc7d3f410..77b5193b3842b491d0c9969a68a04bbcd06f9163 100644
GIT binary patch
delta 174
zcmey*{EnH^n3tF9cdkl|=|s*c^=b?Z3^fc{3@Jd^$^;~tTba_BBpGTMYZy{MG*b;@
z4NxSQL6gPrB_mLE6lZW^PHI3=W^(Gw|3IM0c#9=7CqG$}`4&@3+AYS2Ta1+}8HzZ8
zN`D3EXXNLm>KEr{B<30zSn7x87iAY0BqpcoC+DZ6>gQxm)@Af&VG?8Hm|VkH!p{uU
OQ_Kb=co;btIamM~C@@_B

delta 164
zcmaFI{GXZAn3tF9gxcIFu8Eve+zc2P7-|@@7*c?+l?g~PwKAnKNix(jB8f7CMVM+B
zYk+dW44N!{FByUQUj7GyA{HQP;(ZzIc>Rq0+*JL<q>M~`m;B_?+|<01V*T`@)XKz?
u{9OISoE(LMqWrAX<dWjal8k;VjAD#Jld~C1_?dtP6te*d9!3sE4psna11sVH

diff --git a/q02_data_splitter/build.py b/q02_data_splitter/build.py
index cf517fe..a6ed6fb 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 +6,10 @@
 
 
 # Your Code Here
+def data_splitter(df):
+    
+    X = df.iloc[:,:-1]
+    y = df['SalePrice']
+    return X,y
+
 
diff --git a/q02_data_splitter/tests/__pycache__/__init__.cpython-36.pyc b/q02_data_splitter/tests/__pycache__/__init__.cpython-36.pyc
index e7e9527b24061ee31b27153bc01eeaec480ce46a..3ac08fc09d930400696b2e4bf41650bd72da45e4 100644
GIT binary patch
delta 50
zcmdnZxQ>y-n3tDpcdkmzL=JPgX#I@*+*JMI{EWn00|QI_@cg3e;)2BFRQ=@ql+=k?
FfdGIf5NH4Z

delta 63
zcmZ3-xSNr~n3tF9Mq+E!L=JQ94E>D!+*JL<q>M~`m;B_?+|<01V*T`@)XKz?{9OIS
SoE(LMqWrAX<dWivv4H@f(H4pT

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..36fb892af9ae72adc139da458f934bc32a8a5265 100644
GIT binary patch
delta 53
zcmZ1{zEGUQn3tDpcdkmzMh;OXxlH|x{M=Oi;{1%nTmu73{qX#v?BasN<W&9S{FKzq
I9!zPR0IKK^r~m)}

delta 66
zcmZ1|zD}IOn3tF9Mq+E!Mh;OX?K1t0{M=Oi#H5T&eV6>?(%jU%l4AYzqSVU7lKfo#
V#GD+3f};Ga)Z~)l&DKn5oB-M87Rmqs


From 2638fb2c523a1f624619658fd67c53d00a33663f Mon Sep 17 00:00:00 2001
From: soham009 <sohamthaker17@gmail.com>
Date: Thu, 27 Dec 2018 12:35:12 +0000
Subject: [PATCH 3/8] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 185 -> 172 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 674 -> 680 bytes
 q03_linear_regression/build.py                |  10 ++++++++++
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 191 -> 178 bytes
 .../test_q03_linear_regression.cpython-36.pyc | Bin 3445 -> 3432 bytes
 5 files changed, 10 insertions(+)

diff --git a/q03_linear_regression/__pycache__/__init__.cpython-36.pyc b/q03_linear_regression/__pycache__/__init__.cpython-36.pyc
index b8f4cc0c3ac2253c24ae849d389911596ecbe199..8c527bd02a2c0439cc211dc0adb8b2de2899234e 100644
GIT binary patch
delta 50
zcmdnVxQ3C#n3tDpcdkmzL=JPgNd1ib+*JMI{EWn00|QI_@cg3e;)2BFRQ=@ql+=k?
F{s4a;5MTfR

delta 63
zcmZ3(xRa5?n3tF9*uCbci5%wIY5E!YxvBbzNg0{?F8Rr&xv6<2#ro+*sg;Q(`MLUu
SIXMaiMfq8&$tA@TWBmcOC>HAg

diff --git a/q03_linear_regression/__pycache__/build.cpython-36.pyc b/q03_linear_regression/__pycache__/build.cpython-36.pyc
index d3a347e148402f46a537c18328b042c8b3891cbe..5e93c0412788c75b4bcd01a4ad8aab6a92cb846c 100644
GIT binary patch
delta 305
zcmZ3)x`I{Nn3tF9(=nBpUyKY4j~S2v6Oioy#Ki#<mDTl97*ber*mBvU*clm88B<uB
z8KXE-nNvBM8Dp5DIHR~y*izVA7^1jSID#28IVa|*@$%$k=A|YU#pmXyq~=WQ_e+uh
z8dk!P#n{YH%T&XZ#Z<#k!`RHk$WX%s)WYbe$y~$&R8hnVB%+wpGD|d>Z!t#PVyui}
z%E?{HP{aWg{}ra6k)NBYU!0$jm}_8QsUMzSlwDkqn4GGg476r)Dx;4$4^Uk(8<1dN
z;$Y-qD&hjN{4{wcpI|IiWiQUo0lFy<Y|||fC{GXBrA4fhLzt{ZLB1~r8O6g0h9I+8
E00h`Y(EtDd

delta 284
zcmZ3%x`<WTn3tF9kj}iQU5pG2j~S2v6Oioy#KkTXmDQC}8B<uA8Kc-znN!)C8Dp5D
z*rPa7SX0<q7@{~+*n=4~IVM)9O<d<)F9p<6!jQt4!qm%H%T&XZ#aP2o!`RHk$WX%s
zRL1P*rpb7VGcUg=H!&x(DpixIhy|!4ia9N_M3eazW5g}S$|!-H%)HdZqWGfJ^rF<_
z;{2kO3`HD3Rlkz;GxBp&^%IjaGWA{ZlS^|`^Gb^Kfr=^<OY(E|6LWGn6$*;-vr>~w
ziYG@i`iOIaJirDd7#O)2c^HehfGj^vuF3ltOD8)ri7~QFj$pDD26~;L7$n65RKvr>
I!N|i505mE>&Hw-a

diff --git a/q03_linear_regression/build.py b/q03_linear_regression/build.py
index 03ab5ff..49f3267 100644
--- a/q03_linear_regression/build.py
+++ b/q03_linear_regression/build.py
@@ -1,5 +1,7 @@
+# %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 import linear_model
 from sklearn.linear_model import LinearRegression
 
 dataframe = load_data('data/house_prices_multivariate.csv')
@@ -7,4 +9,12 @@
 
 # Write your code here :
 
+def linear_regression(X,y):
+    
+    lm = linear_model.LinearRegression()
+    lm.fit(X,y)
+    
+    return lm
+
+
 
diff --git a/q03_linear_regression/tests/__pycache__/__init__.cpython-36.pyc b/q03_linear_regression/tests/__pycache__/__init__.cpython-36.pyc
index 739e010254c4aee7c6b51f69b91ab99a2d9a6669..fd24ec6d7b0021d6bc30eddee819f884743f487b 100644
GIT binary patch
delta 50
zcmdnbxQUU&n3tDpcdkmzL=JPgc>Rq0+*JMI{EWn00|QI_@cg3e;)2BFRQ=@ql+=k?
Fp#Xw65O@Fp

delta 63
zcmdnQxSx^3n3tF9Mq+E!L=JQ99Q};^+*JL<q>M~`m;B_?+|<01V*T`@)XKz?{9OIS
SoE(LMqWrAX<dWivv7rE?eHNMk

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..acafa712d0d9c58a910526158582cd1dfb733f36 100644
GIT binary patch
delta 53
zcmew=^+Jlnn3tDpcdkmzMh+h)xkCMn{M=Oi;{1%nTmu73{qX#v?BasN<W&9S{FKzq
I^-SNm0Ms!OLjV8(

delta 66
zcmaDM^;L?)n3tDpx8~fajT}Bq+I9LF`MIh3iAfom`Y!p&rManjCB^#bMX8mECHcAf
Wi8(n61x5K;smUe9n~RvfaRC4TXc#B}


From 85121f8a491c1346b9bf6a1cf571bda6b758da6f Mon Sep 17 00:00:00 2001
From: soham009 <sohamthaker17@gmail.com>
Date: Thu, 27 Dec 2018 12:37:32 +0000
Subject: [PATCH 4/8] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 184 -> 171 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 943 -> 897 bytes
 q04_linear_predictor/build.py                 |   7 +++++++
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 190 -> 177 bytes
 .../test_q04_linear_predictor.cpython-36.pyc  | Bin 4415 -> 4402 bytes
 5 files changed, 7 insertions(+)

diff --git a/q04_linear_predictor/__pycache__/__init__.cpython-36.pyc b/q04_linear_predictor/__pycache__/__init__.cpython-36.pyc
index 3c623bd6da3ad73aff4fb7c2f7cab4fa4d1d9027..dbcec4eeb3f5041f03ae5056a1341341d723ff46 100644
GIT binary patch
delta 50
zcmdnNxSEl}n3tDpcdkmzL=JPg2>p!w+*JMI{EWn00|QI_@cg3e;)2BFRQ=@ql+=k?
FegJ-(5L^HN

delta 63
zcmZ3@xPy_yn3tF9*uCbci5%wIsrniDxvBbzNg0{?F8Rr&xv6<2#ro+*sg;Q(`MLUu
SIXMaiMfq8&$tA@TWBmZMeHP~c

diff --git a/q04_linear_predictor/__pycache__/build.cpython-36.pyc b/q04_linear_predictor/__pycache__/build.cpython-36.pyc
index 2e68f8e025d81247804c456c0f6eacc9e98ec411..4ce3137f6150ec2694d774af58a16c7f0b16f261 100644
GIT binary patch
delta 254
zcmZ3_-pI~r%*)FabzCLp!A4GNMpG6B1_m}Db_U{N4Ioj&ki}5L*vweVT*F+#Si@Yy
z)XY@E1f_wz8s=uE$*qh^mMl?BIk~qOBW^KP-eRkaFDOb)S;<hu12p1SsD4I%ZmNE9
zenw)hfq|udcz#iKaY15os(x~QO6p`*CNFUTkbNM_85p^kiui!EpQhj~!^sbr6ejmD
z-3;agiWG4Hi71|&%)HdZqWD~()*P@(uq8+YFHqSn4jZ6?(wtN~W+1N^WIPWe1d1?o
I09jlt0LDi-7ytkO

delta 289
zcmZo<U(e2I%*)F)MQ>iz_l=y^jE?LK3=Awl><q-kCP1QwA&a4gv6-=!xrDKXsfM|k
zsg|XL3CdzEVTQ8UYM5(SYFKO7CRZ{l#j)Sw$;r%1O)QGf%}+_qxy2Z9i?Q++TV;Gf
zQEJL9=G@{`Ad#4Qi>b(HB}0(_(3)RK`WgATsrrdY8JYSn`N^fZsd**E`sqcfm5C+!
zx%!DYISK_u`B|ySCB>7kFnWpdgB-{OBp4XEps+}2vn~@OqZdfDh#N$3f(RiH0kQ*$
h5Cn2>ao7M|SDKS*#{}dRgH-S^LZApU2av_Z0svGPM0WrH

diff --git a/q04_linear_predictor/build.py b/q04_linear_predictor/build.py
index e3c8357..5315887 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
@@ -12,3 +13,9 @@
 
 
 # Your code here
+def linear_predictor(lm,X,y):
+    y_pred = lm.predict(X)
+    
+    return y_pred,mean_squared_error(y_pred,y),mean_absolute_error(y_pred,y),r2_score(y,y_pred)
+
+
diff --git a/q04_linear_predictor/tests/__pycache__/__init__.cpython-36.pyc b/q04_linear_predictor/tests/__pycache__/__init__.cpython-36.pyc
index 8abd4d23f3d5f2e6983f9b3bf58a544e4cfd7f70..4a697e5383dc1a5c1154c1d8a7d66fdfa641c3e9 100644
GIT binary patch
delta 50
zcmdnTxRH^=n3tDpcdkmzL=JPgIQ@+L+*JMI{EWn00|QI_@cg3e;)2BFRQ=@ql+=k?
FApn815Oe?l

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

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..8e4f5abf453bf4a7799e749e30f571e895a0fd2a 100644
GIT binary patch
delta 58
zcmdn5v`LA>n3tDpcdkmzMvfUw^7;B1`MIh3#rYYDxdsN7`r-LS*~JBk$*KCu`6;RT
OlLNU#Ha}pB=K}yIJrgki

delta 71
zcmdm_v|owCn3tF9Mq+E!MvfUwIyL$k`MIh3iAfom`Y!p&rManjCB^#bMX8mECHcAf
ai8(n61x5K;smVam$&6egn=doP^8o;SfEfb-


From 361a6ab65be3b23a452ab63fe8e6b0c0ff60fc6b Mon Sep 17 00:00:00 2001
From: soham009 <sohamthaker17@gmail.com>
Date: Thu, 27 Dec 2018 12:39:13 +0000
Subject: [PATCH 5/8] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 177 -> 164 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 884 -> 848 bytes
 q05_residuals/build.py                        |   7 +++++++
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 183 -> 170 bytes
 .../test_q05_residuals.cpython-36.pyc         | Bin 2991 -> 2978 bytes
 5 files changed, 7 insertions(+)

diff --git a/q05_residuals/__pycache__/__init__.cpython-36.pyc b/q05_residuals/__pycache__/__init__.cpython-36.pyc
index 82a3d44a519af94036d128d3e671dca8b34431d9..681def2daff3c0fbd225082e5192cead8e48cecb 100644
GIT binary patch
delta 50
zcmdnUxP+0zn3tDpcdkmzL=JPgK>dvT+*JMI{EWn00|QI_@cg3e;)2BFRQ=@ql+=k?
F?f`oK5I_I`

delta 63
zcmZ3&xRH^=n3tF9*uCbci5%wIarzngxvBbzNg0{?F8Rr&xv6<2#ro+*sg;Q(`MLUu
SIXMaiMfq8&$tA@TW8DF-&=$)8

diff --git a/q05_residuals/__pycache__/build.cpython-36.pyc b/q05_residuals/__pycache__/build.cpython-36.pyc
index 73e9d89d1da2e86ae1e645d19bd70fdbb06929aa..5361001c15f7849260dabdb68ae8d611c14c2689 100644
GIT binary patch
delta 130
zcmeyuc7cu4n3tF9<Z+dl)f+k07(<vC7#Kj<8HkHHfJ6;L4Wk4@FoPze-%18erdy1a
zx7aG<3yM-xir9hDVB(jbenx(7s(x{PMq;jkfu(+Ueo=ODL1J>MesX?F>g1)2HrxUr
V13@M;Fl~Ovn9az@JUNP43IG6nAO`>d

delta 197
zcmcb>_Jxhpn3tF9lHR<ijT<@D80(oC7#Ns<*cph6d4NO>Lk*(@LoHJcQ!s-jqu)vf
zP3BvSmABX`;|q#XQ=<4&i;D7#;)_y?GgC?vbBc@DfqKBiuW0>@{M=Oi#H5T&eV6>?
z(%jU%l4AYzqSVU7lKfo##GD+3f};Ga)MTJ&PG(+eBG8!0J&eY@{2;qofCK|02jk{b
ZjM<FRASV?I0SO*PC}iRQvbY#USO9%jFya6J

diff --git a/q05_residuals/build.py b/q05_residuals/build.py
index aaef679..b275bde 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 +13,9 @@
 
 
 # Your code here
+def residuals(y,y_pred):
+
+    return 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..572b5961302f8cdf9ed73c583db69fd4ebaf961e 100644
GIT binary patch
delta 50
zcmdnaxQda(n3tDpcdkmzL=JPgaQ%$@+*JMI{EWn00|QI_@cg3e;)2BFRQ=@ql+=k?
Fz5sp~5Lf^J

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

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..c027b491b9555d6b1d00366f074a2b75cfef697b 100644
GIT binary patch
delta 53
zcmZ24zDS(In3tDpcdkmzMvfjPxkUYp{M=Oi;{1%nTmu73{qX#v?BasN<W&9S{FKzq
J`<Xs)006$x5*Yvh

delta 66
zcmZ1^zFwTen3tF9Mq+E!MvfjP?L7UA{M=Oi#H5T&eV6>?(%jU%l4AYzqSVU7lKfo#
W#GD+3f};Ga)Z~)l&6}7$Z~y@Fj2Jrr


From b18bf8813ada27497bb7084691490de295c6e250 Mon Sep 17 00:00:00 2001
From: soham009 <sohamthaker17@gmail.com>
Date: Thu, 27 Dec 2018 12:40:33 +0000
Subject: [PATCH 6/8] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 182 -> 169 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 1195 -> 1066 bytes
 q06_plot_residuals/build.py                   |   5 +++++
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 188 -> 175 bytes
 .../test_q06_plot_residuals.cpython-36.pyc    | Bin 1079 -> 1052 bytes
 5 files changed, 5 insertions(+)

diff --git a/q06_plot_residuals/__pycache__/__init__.cpython-36.pyc b/q06_plot_residuals/__pycache__/__init__.cpython-36.pyc
index cbab384bf6d1bdf9760c6fc6b61ce563bac9f8ad..2471daf626d605a2a65e3f98c92d49824bf557e7 100644
GIT binary patch
delta 50
zcmdnSxRQ~>n3tDpcdkmzL=JPgF#U}D+*JMI{EWn00|QI_@cg3e;)2BFRQ=@ql+=k?
FJ^+1_5L5sF

delta 63
zcmZ3<xQ&s+n3tF9*uCbci5%wI$@&@jxvBbzNg0{?F8Rr&xv6<2#ro+*sg;Q(`MLUu
SIXMaiMfq8&$tA@TV|@U#Cl=oT

diff --git a/q06_plot_residuals/__pycache__/build.cpython-36.pyc b/q06_plot_residuals/__pycache__/build.cpython-36.pyc
index 67ae5f63df0fc81d32b9402a406418522d2aa070..146dd81d932585181c477d9e214b1fb180c03eed 100644
GIT binary patch
delta 370
zcmYjNyG{a85WRDE3A@X~1=a@?#ss3FT8xF!sG+j3upv=%Lt?IbM-W(+>@KmPTYrG;
zFIZ{mA6WSfv{wFtl>?2;WKQOBCTBA5=9^JJDio~auSR#OG4{>YOsBj}5xvgqH=W{O
zLm3GGLr`V{!bT141iD<5L>V(!!g9hz1+!RL<yu!4j@T4iVjE2?qeIgjWvSc?6IGS%
zux5V#InD@8_IhaxP7iF7irD~WYz7GjrWkSHy2%&XWE6{R<jFY3Fx}<VdXBii9k(C&
z=te<b`mNT9dmDtqXd*pyy+C2w<Cl)JJf9OV2n&SGnm9~B+xz(8ZD<(O5yj~FDfasJ
z57HarSP4_fSU!f*#|7MlW_qsgUs*(4?T1U@HON!BFwXoyO-Fb^4`fk|AP@g;fyE7~
JEpWin{{ZaEPALEY

delta 499
zcmYjNO=}cE5bf@noiDTQM^;V1!$LsV(?lc)AtX7d=*5G9AVm&#wkyemo}Hz;7m_95
zVRFqO%*}&%jz@3)27kfg%~Sq@Cu>H9bkVP0b=7;-^iA|NUVGMVCs)ru!;Qz-FLr17
z#CK`iPuFYvZ@7v|4juHcQ}P1=UFcy8yVxrQ^fAPK!@UC^mSF%7;33A?!)2;IQn5-d
z8LX&qkB#nK|Cm%eeDmWbSvz*hRj9lx&TB3%*aa^|!#(Afe{X%&`o~%-sF`Bq6TQ9d
zki%_6Fyas%Wydy~<GlS2ZKh^Y52w0t^JGtI98OI(MhIRSQy4oEhD008#I-b7cvI~l
zApOiBgmx^QL$heP%xTh`X?chmg7fCAzVOxc`=tB*Aw4N_Oy%K8mcA&)vm7VRrpE@)
zr7QAOYI=YvPI2sP^^?DP+$WJu2pC_YNGME~ve7C$ttMjlZC~v2LEQkcl1?5Ond5@L
tH%rxb@5$>n6`FoiPrn28CoH0^yihZZ+k!H?LQv26ABl*Xi36Vae*ikkbAkW>

diff --git a/q06_plot_residuals/build.py b/q06_plot_residuals/build.py
index cfd3722..3540fc8 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 +17,8 @@
 
 
 # Your code here
+def plot_residuals(y,error_residuals):
+    plt.scatter(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..d82cc2a094a39bfaecb1a7497736c83d5409f917 100644
GIT binary patch
delta 50
zcmdnPxSo;2n3tDpcdkmzL=JPg82ya=+*JMI{EWn00|QI_@cg3e;)2BFRQ=@ql+=k?
FK>&cO5NrSd

delta 63
zcmZ3_xQCI$n3tF9Mq+E!L=JQ9O#O`f+*JL<q>M~`m;B_?+|<01V*T`@)XKz?{9OIS
SoE(LMqWrAX<dWivu|WW#d=`!X

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..cfe99a04161e5a73455e226ac1b4d7430dba74ee 100644
GIT binary patch
delta 254
zcmdnaF^40;n3tDpcdkl|783)*V+JI^0%SV?aj^xENMT4}%wfo7jACSDNMTB0&SA=B
zj$#J0S#nr%S)*7P8Qd9CSX0<q7*g0$nVXrT*izVo88kU2)`|<h1e(C0$#{z+B(=E2
zIk7l(;*_;)%s{as#>wuCdW=ky%NVugvh_3ab5r$;^D`224Gb*x!}E)>iwhEyQ}vVc
zQ&K0NVa#J>pKQ%^5UBhwlOrR~WP9c|Z8o4O#UQ70FmkXKfp~tJ?6+8xN;7j(ihy2X
axW!SLmswH*w0QCdW@|2x3LZuvWCj4SgE#d6

delta 263
zcmbQkv7N)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
ziYISo%wy!3ti*H>sP_qzBO~u*HRd*LcA$~PAQy8ma<CS$0U3Up?6){d^D;|HfR+~l
aJ;!j1HK{Z+CuQ<=W@{b}AfJa344DBusyt`_


From 2502699dd1ac3888a4b56a1a0e51da55fcf34950 Mon Sep 17 00:00:00 2001
From: soham009 <sohamthaker17@gmail.com>
Date: Thu, 27 Dec 2018 12:41:58 +0000
Subject: [PATCH 7/8] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 182 -> 169 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 1061 -> 1081 bytes
 q07_hist_residuals/build.py                   |   5 +++++
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 188 -> 175 bytes
 .../test_q07_hist_residuals.cpython-36.pyc    | Bin 1091 -> 1078 bytes
 5 files changed, 5 insertions(+)

diff --git a/q07_hist_residuals/__pycache__/__init__.cpython-36.pyc b/q07_hist_residuals/__pycache__/__init__.cpython-36.pyc
index 48235745c56746569f0462b859a0f4a1c0cad2ad..57df9d2e92cec6111cfcff8ca9e9d16661832d92 100644
GIT binary patch
delta 50
zcmdnSxRQ~>n3tDpcdkmzL=JPgF#U}D+*JMI{EWn00|QI_@cg3e;)2BFRQ=@ql+=k?
FJ^+1_5L5sF

delta 63
zcmZ3<xQ&s+n3tF9*uCbci5%wI$@&@jxvBbzNg0{?F8Rr&xv6<2#ro+*sg;Q(`MLUu
SIXMaiMfq8&$tA@TV|@U#Cl=oT

diff --git a/q07_hist_residuals/__pycache__/build.cpython-36.pyc b/q07_hist_residuals/__pycache__/build.cpython-36.pyc
index e030b2b517107e81e7084557aeaf3a60f94a0cde..d2dd2ced61a2a9e764349308ae61ac9c4cfdbb42 100644
GIT binary patch
delta 264
zcmZ3=v6DmDn3tEU^Mp!FAu|KRV+JI^0%SV?aq+B)%3h&7S-dIi&5Vo;sf;Nc&5Tie
zsm!T-&5SWjQT$N?sjR8|sRGSRQG%)Lse)iOa|}zAP?T_#NR((QXR1J|5KvYug(rn8
zg}a3@N<4)vm_d_w;*KcRDCWfU^vObuhvb6wGxBp&^^5Z}5_1g<EcL_li?WLg5|dN)
zlk-zjC;w-3lNJHF2jnmYMjpl@eju&MSi}yZBsM27`7rYH6_;n0Bxl4YB_?O5=A}$t
g%^a-=^cX|21d!kXYJxy6MlNO!Ae)O(gprE{0Gh%#Bme*a

delta 249
zcmdnVv6MsEn3tE!!D?QV9y0^OV+JI^0%SV?aq)zS%3j`#DeTRRQM{?lsl3gMF-%c>
zQT(Z_seGyY%}h}OsqCo&U^a6MOO#-gP?T_#NGfM4f2tr*Ry2h>g)@b#g)vGjg)Nvt
zlV{?gsL6_qhqM#)GxBp&^%IjaGWA{ZlS^|`^Gb^K(~D9o6HD@Q^%HY)6bg#+vr>~w
ziYGHNxycHF90PI{10xS(5kHXDWGrF_QQ}dCljkrgY;IxFVw}8>IZB=hC|WEABzS;I
RA&`ri1IXfH6k+6I0RV$IGtvM6

diff --git a/q07_hist_residuals/build.py b/q07_hist_residuals/build.py
index 2f999aa..6b9ef01 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
@@ -19,3 +20,7 @@
 def hist_residuals(error_residuals, bins=60):
     plt.figure(figsize=(15,8))
     plt.hist(error_residuals, bins=bins)
+
+
+
+
diff --git a/q07_hist_residuals/tests/__pycache__/__init__.cpython-36.pyc b/q07_hist_residuals/tests/__pycache__/__init__.cpython-36.pyc
index f7acf950cd6567b9432ff7fba2a1a79c979c3eb4..cd440165f689fc7036127b6c3f89a0c9e5ba8ab6 100644
GIT binary patch
delta 50
zcmdnPxSo;2n3tDpcdkmzL=JPg82ya=+*JMI{EWn00|QI_@cg3e;)2BFRQ=@ql+=k?
FK>&cO5NrSd

delta 63
zcmZ3_xQCI$n3tF9Mq+E!L=JQ9O#O`f+*JL<q>M~`m;B_?+|<01V*T`@)XKz?{9OIS
SoE(LMqWrAX<dWivu|WW#d=`!X

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..f41e1a2215f09a1061bd2343478bbef510887df7 100644
GIT binary patch
delta 53
zcmX@iv5kYnn3tDpcdkmzMvj?`a@qPB`MIh3#rYYDxdsN7`r-LS*~JBk$*KCu`6;QJ
J&oGuV0RY2S5yk)j

delta 66
zcmdnSahQX{n3tDJ+-hFbMvj?`+7<d4`MIh3iAfom`Y!p&rManjCB^#bMX8mECHcAf
Wi8(n61x5K;smUe9oA)!8GXVh0kQW&M


From 50e40a7a9d15876b24019f2bebfed0860f3ef33a Mon Sep 17 00:00:00 2001
From: soham009 <sohamthaker17@gmail.com>
Date: Thu, 27 Dec 2018 12:43:44 +0000
Subject: [PATCH 8/8] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 180 -> 167 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 1116 -> 1138 bytes
 q08_qq_residuals/build.py                     |   6 ++++++
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 186 -> 173 bytes
 .../test_q08_qq_residuals.cpython-36.pyc      | Bin 1059 -> 1046 bytes
 5 files changed, 6 insertions(+)

diff --git a/q08_qq_residuals/__pycache__/__init__.cpython-36.pyc b/q08_qq_residuals/__pycache__/__init__.cpython-36.pyc
index 806902296c0a8d32d1f1151fb1dd1826c94a17b2..97d8b6414e78ed70b672da2ddb55ed98f6f84bc2 100644
GIT binary patch
delta 50
zcmdnOxSWy0n3tDpcdkmzL=JPg5dDn&+*JMI{EWn00|QI_@cg3e;)2BFRQ=@ql+=k?
FUI2WH5KI67

delta 63
zcmZ3^xP_6!n3tF9*uCbci5%wIiTWA&xvBbzNg0{?F8Rr&xv6<2#ro+*sg;Q(`MLUu
SIXMaiMfq8&$tA@TW4!>e(H7SL

diff --git a/q08_qq_residuals/__pycache__/build.cpython-36.pyc b/q08_qq_residuals/__pycache__/build.cpython-36.pyc
index d42be94ca16e44654fcdf06fd119823a42e764cf..e2ae8ff8de183a31cd6d692442bebb133365791c 100644
GIT binary patch
delta 480
zcmYjO%Ss$U6s_Cc!}QcVe9fpakBx4cfTOsOfCMpnL4pJ>14B*M#hI}u)l{{JAh>9^
zE@ZwUTLr%%zu=HvRxVs5%dEWJn^;Aib6=c$pnipa!}XnJQ~vq6(Yy17_$^+Yfa86B
z?%{U*_=;NNIUVKzLJM6@=5fB{h4CUT66jhExI{iJ<<Rr6jUB2`n>x9N%T%T1GWL4`
zuHY)Z!8NK;hgP`zR!d#K7WhtAzlx~wRP2vnR!fZ1eXTOZNt5~Z`M83<Iysph!1h&P
z?Mq>8jUf|bxD=VE;l=~zv7d{=CF^;I5nzxeCX0eu#bqjU7^c<?iqgzalMDklH0Qiz
zj;uAdZ^@1HnM&LbVe2gZ@2ER86Y4rMRFkc(Pu*|Eo=TUhn7XmiG_89F?bX6c;YmOX
zY?C>9f8X~Me6%%Au;tE2Sv>3yRD4R`HCED#L=CX+;!%3BS=zGU^wHlvlssMvl*?a1
igB!DOZ({UWLZA7og!{nIfd5y5^g@t+$TbOVkiiRG>~KB+

delta 432
zcmYk0ze~eF6vyvJLer$RwoR+m4nn6a25}HXMAT6P5tpMVY42fEk|y3=hl1cxSBKKw
zU2yZi3F6}H;^^chi{5dcdwk#H`+eWmyVcvRR_(j}XQn7ZpXlE)bbX|sd|mXe`W*36
zRAaT`Ume$39Wb}%m^FYxV~+cTHJJ-0G{Kz{)`AkWikkKf)@EyLopqoLF0^%bgO|De
zh}b4CT_Vp}d`y-Xc;~^?X(xH2tD(>s-y@C{;pB;8#E~AQ=b14{MC_5w;GtB^NTWn~
zG&7|Nlw?*al0hzIW;%<4frqmi2$6^z0W##%Ad)XgRJHxjwLeN?@Pol9^iPxFG=|PZ
zN&i;BEKo`82T`=8-NrCfa_NxcMmyh(Xdo<VnqK!UAOY?$nnp@ET49bHhUsj(*hSdO
rFS>VD(Rwjnr2fN-Ze-R$obYJ`hq<rpYE<ywwTXpoYH7vBF1C$d4v=M!

diff --git a/q08_qq_residuals/build.py b/q08_qq_residuals/build.py
index bb05f08..8e82fbf 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 +21,8 @@
 
 
 # Your code here
+def qq_residuals(error_residuals):
+    stats.probplot(error_residuals,plot=plt)
+    plt.show()
+
+
diff --git a/q08_qq_residuals/tests/__pycache__/__init__.cpython-36.pyc b/q08_qq_residuals/tests/__pycache__/__init__.cpython-36.pyc
index 320d34e7644683cb641d531d65944c39304a7ca3..bbbd062a25e8267d5cc72cb5789c063e495e4d39 100644
GIT binary patch
delta 50
zcmdnRxR#N_n3tDpcdkmzL=JPgDE*B5+*JMI{EWn00|QI_@cg3e;)2BFRQ=@ql+=k?
F0RVra5M%%V

delta 63
zcmZ3>xQmg)n3tF9Mq+E!L=JQ9bp4F{+*JL<q>M~`m;B_?+|<01V*T`@)XKz?{9OIS
SoE(LMqWrAX<dWivu>k;}CKiSO

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..ffd7384a01e291c00ff63f5646fc9ebbc9f8dcab 100644
GIT binary patch
delta 53
zcmZ3?F^z-6n3tDpcdkmzMvkeBa_RaR`MIh3#rYYDxdsN7`r-LS*~JBk$*KCu`6;QJ
JPcTL^0RXh?5nccQ

delta 66
zcmbQnv6zFyn3tF9wAH+*jT}=MwM+Cf@^e%56O%GB^<DClOLJ56N{aQ<i&85SOY(E|
W6LWGD3X1ZxQj<%HH}7VQW&!}=kQZeD