From a8bace0166daacb8c4f939b461c1e73df427de1b Mon Sep 17 00:00:00 2001
From: apurvi02 <apurvij@gmail.com>
Date: Tue, 20 Nov 2018 12:20:11 +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 -> 371 bytes
 q01_load_data/build.py                        |   6 ++++++
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 183 -> 170 bytes
 .../test_q01_load_data.cpython-36.pyc         | Bin 2053 -> 2040 bytes
 6 files changed, 6 insertions(+)

diff --git a/__pycache__/__init__.cpython-36.pyc b/__pycache__/__init__.cpython-36.pyc
index f93420f1df521b2061e98adf856c4586bc03a389..d448ff1993ecfc45004a4a0aa9f362dfcb031cea 100644
GIT binary patch
delta 50
zcmZ3?IE|6Rn3tD}>-XpAi5%u~&iWboxvBbz1*Ju0nFdDs;rT_`#RZAUsrt$JDX9~)
FECG`95c>cC

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..c486a7b2608c896557e49f1d41e0af524f505ee5 100644
GIT binary patch
delta 50
zcmdnUxP+0zn3tD}`}gPQi5%u~f%+NwxvBbz1*Ju0nFdDs;rT_`#RZAUsrt$JDX9~)
F+yR<Y5i|e*

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..ee013d60f91081560e16a599628aa7fe0a77917e 100644
GIT binary patch
delta 157
zcmey%^qI-Yn3tF9#qZD2w;3219s@BPFacQ(KwPW<BvKes7;_k+7*m*{m{OQiSXvmO
zm{XZknVK0H875lg=`j}EVo6CXNnFWL#0FIU%TGTeKQ~oBv7of5EYrY9KRmxEySN}R
sIaNP7KP7eIYa2$+$r_9bY`0hn5=$~B`!Xu?GlT2`Y35*JVc}o~0I7T><NyEw

delta 167
zcmey&^q0xXn3tF9g2LRWg$xV~kAWBtn1Cz?ATE{w5-AKRj5!QZj44b}OexGMEG-OC
z%oCmRoLLGIOEPY8rX-dmrWGaTrmkctVgoAw6|J9<pPQ<mn3R#J?~<Qfnwy$eQmmg|
zlv<fslAo)en3JPWP?VpQnp{#m@tzGM`($ZG1=b=Kpw`KbjLN(qyNf|Q4ki|608pYS
Aga7~l

diff --git a/q01_load_data/build.py b/q01_load_data/build.py
index 1fea6ca..d838660 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 +6,9 @@
 
 
 # Write your code here :
+def load_data(p):
+    data=pd.read_csv(p)
+    return (data)
+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..e9f5b8c91eee08eb936d355eddae8dc38162160b 100644
GIT binary patch
delta 50
zcmdnaxQda(n3tD}`}gPQi5%u~;rbc*xvBbz1*Ju0nFdDs;rT_`#RZAUsrt$JDX9~)
Fd;y(o5ljF8

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..9f286a93db90007cf4fe2eae6fa0dc475ff10816 100644
GIT binary patch
delta 53
zcmZn__`%O%%*)Hg{rhwDMvf(na*6sG`MIh3i3O!aWtj#>`r-LS*~JBk$*KCu`6;QJ
JuQTeg0RZT55|jV{

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


From 6d23d7bad65533c6e7b8dbd043e915383b7dc576 Mon Sep 17 00:00:00 2001
From: apurvi02 <apurvij@gmail.com>
Date: Tue, 20 Nov 2018 12:28:02 +0000
Subject: [PATCH 2/8] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 181 -> 168 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 511 -> 519 bytes
 q02_data_splitter/build.py                    |   8 ++++++++
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 187 -> 174 bytes
 .../test_q02_data_splitter.cpython-36.pyc     | Bin 2990 -> 2977 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..aebaae6a3252413d6f2869f5188ed785b033a46e 100644
GIT binary patch
delta 50
zcmdnWxPp<xn3tD}`}gPQi5%u~q52v5xvBbz1*Ju0nFdDs;rT_`#RZAUsrt$JDX9~)
FyaAkK5kvq0

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..5696cd58cb0a70071996b99cf950344447bb9320 100644
GIT binary patch
delta 182
zcmey*+|HtG%*)Gl?C<AjcSZ(=#|%h-3CMN;;$oAD%IZ9+tf?%`j4@16Y*FkJy_OiV
zq$HLk-eQcn#aOwLp@<Wx?pKh0Mt*LpequpsQCX&ek$!l7QFd`bVsff}a(+tcWG%)>
zMvloXj4pP!m{QV;xPe-3F#?T90_#R1xIi)-Ho5sJr8%i~%pfOl00|yO4n__Z4i*4U
CjVnk1

delta 148
zcmZo?`OmCu%*)GlLTzpo7b641V+JI^1Y|n^ak0ikW%Y?+OKg}@(rz(E++wU;$xy@z
zl=u~|pOK%Ns-KvYk*V*JpIn-onpaY+pI($&nOKsatDl&Yqfk(kpOu<iQao9kF_MvO
hax0??R}mXfZxJ_;n0$j#jvr)AF-VAqk%N(g6#%i-BjEr5

diff --git a/q02_data_splitter/build.py b/q02_data_splitter/build.py
index cf517fe..66f39f7 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(data):
+    X=data.iloc[:,:-1]
+    y=data.iloc[:,-1]
+    return X,y
+a,b=data_splitter(df)
+
+
 
diff --git a/q02_data_splitter/tests/__pycache__/__init__.cpython-36.pyc b/q02_data_splitter/tests/__pycache__/__init__.cpython-36.pyc
index e7e9527b24061ee31b27153bc01eeaec480ce46a..6f07a58ef8a27ae9c437fadc3c41a24b8b3971eb 100644
GIT binary patch
delta 50
zcmdnZxQ>y-n3tD}`}gPQi5%u~(fS$rxvBbz1*Ju0nFdDs;rT_`#RZAUsrt$JDX9~)
F0s)_V5nKQO

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..4c9616ad6912db7115f77feffd2555bce6f92cb5 100644
GIT binary patch
delta 53
zcmZ1{zEGUQn3tD}`}gPQjU1v(a+&%W`MIh3i3O!aWtj#>`r-LS*~JBk$*KCu`6;QJ
IJ($us0nE`6oB#j-

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


From 03d9bee6837d539d2dffcd42314b1309d3bd98e1 Mon Sep 17 00:00:00 2001
From: apurvi02 <apurvij@gmail.com>
Date: Tue, 20 Nov 2018 12:32:31 +0000
Subject: [PATCH 3/8] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 185 -> 172 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 674 -> 642 bytes
 q03_linear_regression/build.py                |   6 +++++-
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 191 -> 178 bytes
 .../test_q03_linear_regression.cpython-36.pyc | Bin 3445 -> 3432 bytes
 5 files changed, 5 insertions(+), 1 deletion(-)

diff --git a/q03_linear_regression/__pycache__/__init__.cpython-36.pyc b/q03_linear_regression/__pycache__/__init__.cpython-36.pyc
index b8f4cc0c3ac2253c24ae849d389911596ecbe199..ed6bf6c619b77693d62954100113978e9e5572f7 100644
GIT binary patch
delta 50
zcmdnVxQ3C#n3tD}`}gPQi5%u~k@^|=xvBbz1*Ju0nFdDs;rT_`#RZAUsrt$JDX9~)
F`~jYH5mW#G

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..a7c20357802928f1b5fe3e36eb90a806361c282c 100644
GIT binary patch
delta 242
zcmZ3)+Qh1C%*)Gl>EGw*yNnDBj~S2vGmz~7#KnFSm7Td#IaAqFIhvUm878Kc#|Z(&
zOBk9NYME-7vKVU^Y8acDf*CX!{WO`1Sb%a-%xRe=n#{KtBW^KPMsXIUrWd6a7v~qP
zWGG?>O8*Me&&bbB)lV!aEh@`2FwzgtFUl@1NK8)EPtH$Cot(<(!_Nh>8e|p&BO7B8
z=j20-3msX3ydpLb!3iQjMj;U#K<+ILo80`A(wtN~CLphv2T1TR0wEIzBM&nNGXPZb
BGe`gc

delta 256
zcmZo-UBs$v%*)GlNM~NuE=C51#|%h-3CMN;;$oMH%FYuD%JrpyoDzl<#uTPr##*Kt
zrYy!9h8o6ZCPs!DreFq5W<NJg##@|u`9-;jIhj?dlNd!^1adO-QWJ~fi&E2zQj3f8
zi&ioeaR80^m8_qUpPQ<mn3R#J?~<Qfnwy$eQmhYDRGC<kpR1pklcP{jl%JKFTv9yQ
zmC;9#6XXy!Ai==M#mK{0#5H*V<3f9oKoL8L-~tgKlaUCJo?9F?x%nxjIjMF)?=cjE
Pl<@%d^DuER@-PDc0+l))

diff --git a/q03_linear_regression/build.py b/q03_linear_regression/build.py
index 03ab5ff..81e112e 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 +7,8 @@
 X, y = data_splitter(dataframe)
 
 # Write your code here :
-
+def linear_regression(X,y):
+    regressor=LinearRegression()
+    return (regressor.fit(X,y))
+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..2098087238e6efae7d120798ac5f7ab2e9080ec3 100644
GIT binary patch
delta 50
zcmdnbxQUU&n3tD}`}gPQi5%u~@%kD0xvBbz1*Ju0nFdDs;rT_`#RZAUsrt$JDX9~)
FLII(S5o`be

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..a14b9b986e97292740e6412303edf244698eb08f 100644
GIT binary patch
delta 53
zcmew=^+Jlnn3tD}`}gPQjT}Bqa)tUC`MIh3i3O!aWtj#>`r-LS*~JBk$*KCu`6;QJ
J>zTfB0RZ+I6E^?=

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


From b01f39332529d76c4bba8188e79f899ad9126fee Mon Sep 17 00:00:00 2001
From: apurvi02 <apurvij@gmail.com>
Date: Tue, 20 Nov 2018 15:57:54 +0000
Subject: [PATCH 4/8] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 184 -> 171 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 943 -> 978 bytes
 q04_linear_predictor/build.py                 |  10 ++++++++++
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 190 -> 177 bytes
 .../test_q04_linear_predictor.cpython-36.pyc  | Bin 4415 -> 4402 bytes
 5 files changed, 10 insertions(+)

diff --git a/q04_linear_predictor/__pycache__/__init__.cpython-36.pyc b/q04_linear_predictor/__pycache__/__init__.cpython-36.pyc
index 3c623bd6da3ad73aff4fb7c2f7cab4fa4d1d9027..b7455910e886d45788257a693f62fcb1b33579a0 100644
GIT binary patch
delta 50
zcmdnNxSEl}n3tD}`}gPQi5%u~5&9YVxvBbz1*Ju0nFdDs;rT_`#RZAUsrt$JDX9~)
F`~aQs5l{dC

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..e33690faa104ed418ffc853da0a0a425e8c09712 100644
GIT binary patch
delta 287
zcmZ3_eu-V#n3tF9tKOGr2WAF_#|%h-1;};);^L->%DEz`0;&9|ys3Q6%rPucf>A<I
z!cig<CmeMzVaQ^vVQglsWiDZ=VX9$nW~yZ=VTQ6;OIV;Rwi@OdmKxR?wltPt22Dmk
zP1ajHIhlE>iAC|b`6;P6llvH@JffI#a&Iw4++wV}#a0<#P?VZ-i#fMA6-Xqe-eM_=
zFD_ikP$U3!(yvhcjQreG{ltROqOwc_BmMCFqU_>=#N<@{WT0u2S(&^T1tteDNivJx
yGMxN?Nnvsi(^~-^pw1#*5Wxo`_$QY#D@p@>%}^`^BzPDhP=uKS$l_w*U;_Xw(@50-

delta 234
zcmcb_zMfs#n3tDpir&1a?@SB~j~S2vGmz~7#Kn0Nm2)R9IcizMki}5L*vweVT*6qx
zRKwiNRLfGr1ZA<7Fhf~vHOw_EHLNvkX)M7Env8y$ER#1dO7Y#|$;r%1O)QGf%}+_q
znS72>(u}FdXeC3D0ML$KN%|T2xvBbzNg0{?F8Rr&xv6<2#ro+*sg;Q(`MLUuIXMai
zMfq8&$tA^;g_yh;`6tIRNiqxGGMv1TNn!F#rni%4G0RE<y}(cmGLMH50!5fPfGjQ+
E0L@W6cK`qY

diff --git a/q04_linear_predictor/build.py b/q04_linear_predictor/build.py
index e3c8357..c710d73 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 +13,12 @@
 
 
 # Your code here
+def linear_predictor(lm,X,y):
+    y_pred=linear_model.predict(X)
+    mse=mean_squared_error(y,y_pred)
+    mae=mean_absolute_error(y,y_pred)
+    r_sq=r2_score(y,y_pred)
+    return y_pred,mse,mae,r_sq
+y_pred,mse,mae,r_sq=linear_predictor(linear_model,X,y)
+
+
diff --git a/q04_linear_predictor/tests/__pycache__/__init__.cpython-36.pyc b/q04_linear_predictor/tests/__pycache__/__init__.cpython-36.pyc
index 8abd4d23f3d5f2e6983f9b3bf58a544e4cfd7f70..2ed92bfa7f19276ea790d2e549827fdb8b817fd5 100644
GIT binary patch
delta 50
zcmdnTxRH^=n3tD}`}gPQi5%u~arzngxvBbz1*Ju0nFdDs;rT_`#RZAUsrt$JDX9~)
FLI9x%5oiDa

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..9a592eba001996f36d03372248dced257b6cf4a8 100644
GIT binary patch
delta 58
zcmdn5v`LA>n3tD}`}gPQjT|$W<n#42@^e%56AMa<$}$a%^uzOuvWp86lT-DR^HWmw
OCkJwgY<|EL&j$ca>J%ja

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


From c41e2fe07061f889b48271859f9a4adf77a013a7 Mon Sep 17 00:00:00 2001
From: apurvi02 <apurvij@gmail.com>
Date: Tue, 20 Nov 2018 16:04:05 +0000
Subject: [PATCH 5/8] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 177 -> 164 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 884 -> 898 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..682ea48b2b6b04eeec8420b9f0ad16ce1afc2acf 100644
GIT binary patch
delta 50
zcmdnUxP+0zn3tD}`}gPQi5%u~f%+NwxvBbz1*Ju0nFdDs;rT_`#RZAUsrt$JDX9~)
F+yR<Y5i|e*

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..f07878907e192f31df4101dfb71ece72385900b1 100644
GIT binary patch
delta 216
zcmeyu*2J!C%*)G_ZSW=f0}}(oV+JI^0%SV?adF2)<x0L(p;Vq!zGkK<;Z$KphKX|y
z8Q<b4N-fSzDNW2NVh1V%6TkfQGxBp&^%Dz9i^?($jP%3vi?WLg5|dN)lk-zjCog5R
z5f=cN2{N34k%O^_2T1#Airg}sY`~<jS%OKP(E=nC#g|%ClwTB&X$8bGZlIc595%W6
XDWy57cFaItvDoBzW>FRnW-dkm3sf>k

delta 211
zcmZo-|H7th%*)GlNpD`%MkWS^#|%h-1;};);^L}_%9RsW9deK2Pc16SFN!ZpEzV3S
zP0T4SVh2itiC@wB8Tq-X`iV&ynffmI$)&lec_qdA=|!oPi6!~D`iVI?3I#>^S*gh-
z#gpeV+KBRl3<lZ2z{tT^#0{kVG=(>RV02`(1#u82Ls(ouv0EHAx%nxjIjMF)mogL!
R0SO*PC}iRQvbY#USO9FIFH8Uc

diff --git a/q05_residuals/build.py b/q05_residuals/build.py
index aaef679..e767e1e 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):
+    residual=y-y_pred
+    return residual
+error_residual=residuals(y,y_pred)
+error_residual
+
diff --git a/q05_residuals/tests/__pycache__/__init__.cpython-36.pyc b/q05_residuals/tests/__pycache__/__init__.cpython-36.pyc
index 95e65ccd2dd251b70766c771252fb635dbf19159..590143972304b6ca5d0c28d3d5ef530d6bc12665 100644
GIT binary patch
delta 50
zcmdnaxQda(n3tD}`}gPQi5%u~;rbc*xvBbz1*Ju0nFdDs;rT_`#RZAUsrt$JDX9~)
Fd;y(o5ljF8

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..12bdce57b42baed04b90b7e6b0de4dc4f32dac54 100644
GIT binary patch
delta 53
zcmZ24zDS(In3tD}`}gPQjT}8pa*6sG`MIh3i3O!aWtj#>`r-LS*~JBk$*KCu`6;QJ
J_cMLq007{+6Ab_W

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 09989828fc2bfce436910bbe741ed9d4a2e224b2 Mon Sep 17 00:00:00 2001
From: apurvi02 <apurvij@gmail.com>
Date: Tue, 20 Nov 2018 16:29:28 +0000
Subject: [PATCH 6/8] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 182 -> 169 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 1195 -> 1204 bytes
 q06_plot_residuals/build.py                   |  10 ++++++++++
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 188 -> 175 bytes
 .../test_q06_plot_residuals.cpython-36.pyc    | Bin 1079 -> 1052 bytes
 5 files changed, 10 insertions(+)

diff --git a/q06_plot_residuals/__pycache__/__init__.cpython-36.pyc b/q06_plot_residuals/__pycache__/__init__.cpython-36.pyc
index cbab384bf6d1bdf9760c6fc6b61ce563bac9f8ad..209cee85d876834d5866e2b1d3d3dc2087959033 100644
GIT binary patch
delta 50
zcmdnSxRQ~>n3tD}`}gPQi5%u~Vfq>QxvBbz1*Ju0nFdDs;rT_`#RZAUsrt$JDX9~)
Fd;py25l8?4

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..24bbfcf5e12a0a5df2f732ed1a0717413473beb7 100644
GIT binary patch
delta 567
zcmYjNO>fgc5ZzfjiS5Q|n;K|Kg(4LWK0pdcoB&ng<H&(X1r3#=t#_I@b+EPTP+A4`
zVE#arUx7Hnf#2dQr`|bnVr>PfJDR6AGrO~I=DYjT-F@u)9zOZ=!Lk|q&8{62vwh?G
z*X8cPMQ5@qodSRnNVfo7Ba7AwIOMpFU24!ebqkIg)S``=TZc9Vcmr?ZEpn+#fvIjv
zPp*7rxJ6qO(5A_3Q)hCUwyVCfHDF=;suB=F=_aX=Ln(4$0$+;D@}Pm17>yQtaR0(G
zmnwf@Tt6_7vkA=E918x08_p#ZP%}&NC9|bfu{k&2*l*6gfk>#AsW>8RzEUbx`rLm@
zI+in$^s*$)!$xUkNscWYi99ET&CiKAq6C{S&uUUO@;FZ@v`RR`7F9ils)XztQ*EQ^
z@1Q?Ur_>kOOnr*?9`)a)>O^NEqJET0T8#MXouC@PGr*t?UTvylqHqTvF2L&jxZ?Y8
z*D)FF=+iil#=|2KozO>#Znd0aC8kuud*v;j+4qidb*W-GhpwBcmFm5%$LVP;>>Bu{
hQaVqkshlPByjrQgW1wx+{5PYDJGHt1Jlkn{@DJIZi0c3V

delta 534
zcmYjNO=}b}7)~;?^X0Dl(N!yWSSTLmPzLc(5GjRLp%)J>h=hWso44(hOlL{5&|L~W
zOs_qZy?O9nJ?dZZPYeixr~U;`z8NbtFM0ALZ=UA~`5u3b*PeGe$>qjp{>3BYH@P!>
z<Xbq+r>nJhyHrLM<z4WgThTqnd%O=V=s~|?d;lQ~8t(1+e1#AB1O5<V=)($jAIVrI
z7lg0Ma7@yBSHDh{W4eCM&>ADjwu^XyV97C+q4X{(b)21%Gg`5Rd(yA|o%*tM%UUvU
zOcFGW-rRK2;U+>zDGv|wLz6FH(Rm9dmouS8Q&rkUG8PI(Q=LzMp9inBF11OSb}Ah^
zX;6DpWqE-5nFb!3iLe%Q-Lkn=z=KmI_CfJr-mEFB>AdcO^ZB4}lgu^I_tERm$Ly#q
zAQSsXdA3tdW(AyBlO1Z93tJXhTPS>$E{|bi&2pQ)elkFnNe~EaV<lL+hr9GKf42O|
zM&Ew0Ejn};cr1k#2U-+R)Azc)O#P?3x`UlY(B$6%_ce9&vMA+D!KV9nvx?wC{#U}H
JCUQs<|1Y5_eLMgF

diff --git a/q06_plot_residuals/build.py b/q06_plot_residuals/build.py
index cfd3722..6a6b530 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 +17,13 @@
 
 
 # Your code here
+def plot_residuals(y,error_r):
+    p=plt.scatter(y,error_r)
+    p=plt.xlabel('Sale price')
+    p=plt.ylabel('Errors')
+    p=plt.title('Residual plot')
+    return p
+p=plot_residuals(y_pred,error_residuals)
+plt.show(p)
+
 
diff --git a/q06_plot_residuals/tests/__pycache__/__init__.cpython-36.pyc b/q06_plot_residuals/tests/__pycache__/__init__.cpython-36.pyc
index 3ce3f60c7dcfa0854023ea3d73c59337faa03c70..a142b27d392c84e0743de297aa848154025c1e94 100644
GIT binary patch
delta 50
zcmdnPxSo;2n3tD}`}gPQi5%u~G5Q(#xvBbz1*Ju0nFdDs;rT_`#RZAUsrt$JDX9~)
Ff&icZ5nuoS

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..85ac9e37166aba9c975e754a6b1438e63ad36cc2 100644
GIT binary patch
delta 254
zcmdnaF^40;n3tD}`}gN)EhYwr#|%h-1;};);$jORk;0I|n8T3E7{$oQkiwM0oWqpM
z9K{S~v*fVkvPQ8oGPpCOu%@uJFr=`hGB-0vv8AvFGiY*5tQ8l02{eI0lkpZuNNRD3
zb7FDo#3^gpn1NzNjFa6N^%$8ZmoaL~W$S0;=cei>7L*p1Wf~aihvye%7Z)TZr|Ku?
zr=(6k!<fg&KG~Y-AW->VCPzk|$@a``+H62mia}20VB}ye0`dGb*>ABXm1gFo6al@&
aaEqffFSDcsXz}C^%+_2W6+DbU$P55)=Q!yA

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 0f213269b9e87c91ffce0ddf5333f104d60e8865 Mon Sep 17 00:00:00 2001
From: apurvi02 <apurvij@gmail.com>
Date: Tue, 20 Nov 2018 16:31:57 +0000
Subject: [PATCH 7/8] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 182 -> 169 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 1061 -> 1091 bytes
 q07_hist_residuals/build.py                   |   3 +++
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 188 -> 175 bytes
 .../test_q07_hist_residuals.cpython-36.pyc    | Bin 1091 -> 1078 bytes
 5 files changed, 3 insertions(+)

diff --git a/q07_hist_residuals/__pycache__/__init__.cpython-36.pyc b/q07_hist_residuals/__pycache__/__init__.cpython-36.pyc
index 48235745c56746569f0462b859a0f4a1c0cad2ad..e2f94c382d0a04750e756fd24b5bcd58a2fe5761 100644
GIT binary patch
delta 50
zcmdnSxRQ~>n3tD}`}gPQi5%u~Vfq>QxvBbz1*Ju0nFdDs;rT_`#RZAUsrt$JDX9~)
Fd;py25l8?4

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..5db051e2eeb6dac4c978826e1ab5b417d3b4735a 100644
GIT binary patch
delta 274
zcmZ3=ahOBdn3tF9h1r+rK4u1n#|%h-1;};);^IXUmAztlvUpS2n;97yQW;Y?ni-?`
zQkhfvni*r5qWGf(Qdv{^Qw5rtq6AafQw70n<`|YJp(x=fktoqr&QyU^A)u^S3Qr1G
z3U>=*lz6Imsu;+$6t-XnP2Pz+qFAGt6VuZt3o#y&3)aub&rQ`&EGR81%QP_356>^k
zE-pw+PSsD&Pf4BppV3WP1mrG|0~r{37>oFUv?gN_JBX6loWSJ6$j?_?o>`Kd5ucQp
ooSmANGI=#~v@+0x48>AFf(NJx0=XEum^pxKE=CbXE*36k0HVM-%m4rY

delta 229
zcmX@iv6MsEn3tE!!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{?osL7g)hqM#)GxBp&^%IjaGWA{ZlS^|`^Gb^K(~D9o6HD@Q^%HY)6bg#+vr>~w
ziYIe2xiJb&4q%dG7LPKV{D4Vea}Sdi<K$z^QSwY6H;MrX9!41CV&(v{xfn$lxmW=B
C>oZ#b

diff --git a/q07_hist_residuals/build.py b/q07_hist_residuals/build.py
index 2f999aa..4735276 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 +20,5 @@
 def hist_residuals(error_residuals, bins=60):
     plt.figure(figsize=(15,8))
     plt.hist(error_residuals, bins=bins)
+hist_residuals(error_residuals)
+
diff --git a/q07_hist_residuals/tests/__pycache__/__init__.cpython-36.pyc b/q07_hist_residuals/tests/__pycache__/__init__.cpython-36.pyc
index f7acf950cd6567b9432ff7fba2a1a79c979c3eb4..2c8a6802a68f71ef91caad12aedf95bddcf11329 100644
GIT binary patch
delta 50
zcmdnPxSo;2n3tD}`}gPQi5%u~G5Q(#xvBbz1*Ju0nFdDs;rT_`#RZAUsrt$JDX9~)
Ff&icZ5nuoS

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..bd7772e50a0d19fa4a6b803576cc358addac4989 100644
GIT binary patch
delta 53
zcmX@iv5kYnn3tD}`}gPQjT|!><+AlN@^e%56AMa<$}$a%^uzOuvWp86lT-DR^HWkc
JpJ6O#0s!Se61o5Y

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


From 58c280a37d1afd9c32858e725ee7e6dafc2ba9c5 Mon Sep 17 00:00:00 2001
From: apurvi02 <apurvij@gmail.com>
Date: Tue, 20 Nov 2018 16:37:30 +0000
Subject: [PATCH 8/8] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 180 -> 167 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 1116 -> 1162 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..8f94893a734667ba514a3bef1f7faa9f9923053f 100644
GIT binary patch
delta 50
zcmdnOxSWy0n3tD}`}gPQi5%u~A^I8lxvBbz1*Ju0nFdDs;rT_`#RZAUsrt$JDX9~)
Fya1cv5kLR{

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..1d8ebd371acdfe3839e4ad53d0204b7725380bd5 100644
GIT binary patch
delta 388
zcmYjNy-UMT5Pz4K(j@&#+w{Y>iqI)j#4h3>($P&sgl8qhyt8duO-WL_2o7-)6iWUI
z2Pbzo@qZ9Ead3BX^0kZJaUb08?#JD|E4OO9lgnv4Ti?g8l#mbdPh^qr3Jag-?Za!#
zdj+n<0E82s9_vhB#-dkZB?PX<z{*Im979iH2CHBS4Xnfxt700f%bfOPR%3Ox!WyVz
z1#1Fra*bzh2y0;rn@jfe0Wq^*i#<$uQ^&r;ZSF+#&yy6RPQRaYVY|^1Xhb}?A{-)#
zOLr7VBzZI@$vv!roIFCk!{l(_&jbm@Ab21_P7M9*TLb?bEoU+fE{7YN){!5K!inRe
z<@y|xjMO#iqAy$=Pe6yDAfmbYWJ_nDvwS!kM()5qb=(nN@Z^Q=6<I;h`+*%`IOJ1j
f943a`HpMeZxGr24{!{}^Qb41MsA*t;CM)z8x4u`e

delta 327
zcmeC;yu+bv%*)GFXf-dYgqeZiF#{4{0kR!{xOmM(<<OWEh7|T3{wRJhEs!M`C78;X
z!qLnaC6vmXD%8vv!xSYPC6daTDx50P%oHV>%AP6;W;4gIM2SU-M@d9UrgEl=q>2G$
zrBXOkxLO#Zq*K^~88o>kKFgaN$!H}c0<^7!A&aqwA%(GoDTS$*dGcCDIY#EmXBZ{i
zG#PL4rxq3E7sVH)7H6iECgv2cWGLbVYWWqXpOK%Ns-KvYk*V*JpIn-onpaY+pI($&
znOKsatDl&Yqfk(kpOu<iQao9l$w^2I<SQm1!N6F=4<t2ZCMPf}ZSH4sVVwM!*^9M^
k2Pin%jzw7&q^MX1NboQsAQuw{BNsCVP=t$7gprE{0FJsy^8f$<

diff --git a/q08_qq_residuals/build.py b/q08_qq_residuals/build.py
index bb05f08..2963409 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(err):
+    stats.probplot(err,dist='norm',plot=pylab)
+    pylab.show()
+qq_residuals(error_residuals)
+
diff --git a/q08_qq_residuals/tests/__pycache__/__init__.cpython-36.pyc b/q08_qq_residuals/tests/__pycache__/__init__.cpython-36.pyc
index 320d34e7644683cb641d531d65944c39304a7ca3..5897be9fc6436900f00de757b46fae702162c979 100644
GIT binary patch
delta 50
zcmdnRxR#N_n3tD}`}gPQi5%u~QTiGAxvBbz1*Ju0nFdDs;rT_`#RZAUsrt$JDX9~)
F0sx-)5m*2K

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..e5183725e8b9f9ad2bbd82c2da0680d01247da2b 100644
GIT binary patch
delta 53
zcmZ3?F^z-6n3tD}`}gPQjT}=M<<j*t@^e%56AMa<$}$a%^uzOuvWp86lT-DR^HWkc
JpJ0q;0sz+35>fyF

delta 66
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W6LWGD3X1ZxQj<%HH}7VQW&!}=kQZeD