From 79f8a245552f7f1a8b19832e39c4869d2aa37f1e Mon Sep 17 00:00:00 2001
From: RohanUnni <rohanunni98@yahoo.com>
Date: Fri, 23 Nov 2018 03:27:52 +0000
Subject: [PATCH 1/7] Done

---
 __pycache__/__init__.cpython-36.pyc           | Bin 163 -> 151 bytes
 .../__pycache__/__init__.cpython-36.pyc       | Bin 177 -> 165 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 381 -> 372 bytes
 q01_load_data/build.py                        |   5 +++++
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 183 -> 171 bytes
 .../test_q01_load_data.cpython-36.pyc         | Bin 2053 -> 2041 bytes
 6 files changed, 5 insertions(+)

diff --git a/__pycache__/__init__.cpython-36.pyc b/__pycache__/__init__.cpython-36.pyc
index f93420f1df521b2061e98adf856c4586bc03a389..3fd514b3bf8048fca41aa9f87decb720e8af9996 100644
GIT binary patch
delta 51
zcmZ3?IGvHhn3tDpYVr5zi5%wgF8UeyxvBa=`5B3Mp?P_k`r-LS*~JBk$*KCu`6;Or
Gvn&Cr!x5eU

delta 63
zcmbQvxR{Z{n3tF9*uCbci5%wI0s0yFxvBbzNg0{?F8Rr&xv6<2#ro+*sg;Q(`MLUu
SIXMaiMfq8&$tA@T<17KDw-%KE

diff --git a/q01_load_data/__pycache__/__init__.cpython-36.pyc b/q01_load_data/__pycache__/__init__.cpython-36.pyc
index 29d3927ae0e2cb43c7a5b55a324191d259d83315..a1e4573b48bcf789c24d3834c80808268cbf0d8c 100644
GIT binary patch
delta 51
zcmdnUxRjB@n3tDpYVr5zi5%wgLHZf_xvBa=`5B3Mp?P_k`r-LS*~JBk$*KCu`6;Or
Gv)lo(B@xyD

delta 63
zcmZ3=xRH^=n3tF9*uCbci5%wIarzngxvBbzNg0{?F8Rr&xv6<2#ro+*sg;Q(`MLUu
SIXMaiMfq8&$tA@T<J<wT5f;q=

diff --git a/q01_load_data/__pycache__/build.cpython-36.pyc b/q01_load_data/__pycache__/build.cpython-36.pyc
index ef1e2034931228e202cf991eb526b966239fa9b8..cad49b79551b663b87c81d33587ff46bdf7f36ab 100644
GIT binary patch
delta 142
zcmey%^o7aEn3tDpS@HMiTMP^gkAWBtn1Cz?ATCw_5-AKRj5!QZj44b}OexGMEG-OC
z%&E+&OwEjp3=^$Nw3t%TRx%W^0agC;*U!k$P1O&|&q&M*&CAQw56>^kE-pw+PSsD&
cPf4Bl+J=#HvIe6EKQqX1kQNRm78VX>0M|tzFaQ7m

delta 151
zcmeyu^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_@$DW3SihLL@;ETac6$gW}*Ai=@J!VCb193`^=

diff --git a/q01_load_data/build.py b/q01_load_data/build.py
index 1fea6ca..8827290 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 +6,8 @@
 
 
 # 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..9ad741869d05cf8a10977d2cfa8b5f220d918173 100644
GIT binary patch
delta 51
zcmdnaxSEl}n3tDpMe+COi5%wg5&9YVxvBa=`5B3Mp?P_k`r-LS*~JBk$*KCu`6;Or
GvwQ)!Z4v<h

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

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..9a95d70d1ba29e4d33454015d28d35123f29891f 100644
GIT binary patch
delta 54
zcmZn__{q;<%*)HQqWF9CMvf(n@=5v``MIh3LHQYpd7*iEnfl@RMcKs#iOH$@$@wX%
Ko3AtKu>k-C)e}ho

delta 66
zcmey#-zvai%*)HQLSb&yMvf(n+IjjJ`MIh3iAfom`Y!p&rManjCB^#bMX8mECHcAf
Wi8(n61x5K;smUe9n@=<9u>k<<Y8Pt&


From 50b8544e72ad91857eae98c680c87b46dc05f0c1 Mon Sep 17 00:00:00 2001
From: RohanUnni <rohanunni98@yahoo.com>
Date: Fri, 23 Nov 2018 03:53:52 +0000
Subject: [PATCH 2/7] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 181 -> 169 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 511 -> 503 bytes
 q02_data_splitter/build.py                    |   8 ++++++++
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 187 -> 175 bytes
 .../test_q02_data_splitter.cpython-36.pyc     | Bin 2990 -> 2978 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..715791370086d9697a2cf5445e11a39bd29e8004 100644
GIT binary patch
delta 51
zcmdnWxRQ~>n3tDpYVr5zi5%wgVfq>QxvBa=`5B3Mp?P_k`r-LS*~JBk$*KCu`6;Or
Gv%CSbK@sKv

delta 63
zcmZ3<xRsH^n3tF9*uCbci5%wIN%|T2xvBbzNg0{?F8Rr&xv6<2#ro+*sg;Q(`MLUu
SIXMaiMfq8&$tA@T<GcZ~y%ya7

diff --git a/q02_data_splitter/__pycache__/build.cpython-36.pyc b/q02_data_splitter/__pycache__/build.cpython-36.pyc
index 412515bf30341aff422fe5f22e3bd95cc7d3f410..776843eea738cd0102a637d535cd2e572dc8088d 100644
GIT binary patch
delta 183
zcmey*{GD0Zn3tDpZ{_!B8%73(#|%h-3CMN;;$nk|%IX}ctf?%`jEoEuy@DB4CeD+I
zW2|MWVXR?FV+v-_WcGUr)XnhnKM-g#-D1hi$xn{r3{K2R4JgV?PSs?-#gvkEi!tIB
zW93SQB2J*vU%~nr`MIh3LHQYpd7*iEnfl@RMcKs#iOH$@$@wX%leHKF8QCV+FqQ~1
RgWSLYBzPD(7&%xtSO76sFsA?j

delta 215
zcmey){GVCbn3tF9gxcIFE=C51#|%h-3CMN;;$n@7%IXt?g6j={oEnBKh7=%dWdf2+
ztxRc5k_@$sNTSSO5vCf(8lYS-gC>jLOQ69FFaHBU5etx|$#{z;GbcY;llc}?O4=>P
zh+B-6D;bJ7fl|NX^)vEwQ}q**GBWjD@{>z*Q}arS_0x+|D-%od`EvCWb8-|4it@8k
flS_&xD=-E!3QaCzEa3;aw3rP@@Gx>Pa<BpbT7foI

diff --git a/q02_data_splitter/build.py b/q02_data_splitter/build.py
index cf517fe..8185a0b 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):
+    X=df.iloc[:,:-1]
+    y=df.SalePrice
+    return X,y
+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..d2007ee2ffb8253bc7bc477d33ff7a1b02a0218a 100644
GIT binary patch
delta 51
zcmdnZxSo;2n3tDpYVr5zi5%wgG5Q(#xvBa=`5B3Mp?P_k`r-LS*~JBk$*KCu`6;Or
GvjPFOYZ3kc

delta 63
zcmZ3_xSNr~n3tF9Mq+E!L=JQ94E>D!+*JL<q>M~`m;B_?+|<01V*T`@)XKz?{9OIS
SoE(LMqWrAX<dWivae)A#5*CaA

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..bf79d98373c247b1d01a1e2533965795e6224f89 100644
GIT binary patch
delta 54
zcmZ1{zDS(In3tDpYVr5zjU1v(@>%*B`MIh3LHQYpd7*iEnfl@RMcKs#iOH$@$@wX%
Jn?0D)I05A=5<UO`

delta 66
zcmZ1^zD}IOn3tF9Mq+E!Mh;OX?K1t0{M=Oi#H5T&eV6>?(%jU%l4AYzqSVU7lKfo#
V#GD+3f};Ga)Z~)l%{EMFoB-M^7R&$u


From f74fa161b6c61ab6c1eb2abadf259979cf304925 Mon Sep 17 00:00:00 2001
From: RohanUnni <rohanunni98@yahoo.com>
Date: Fri, 23 Nov 2018 04:18:37 +0000
Subject: [PATCH 3/7] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 185 -> 173 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 674 -> 636 bytes
 q03_linear_regression/build.py                |   6 ++++++
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 191 -> 179 bytes
 .../test_q03_linear_regression.cpython-36.pyc | Bin 3445 -> 3433 bytes
 5 files changed, 6 insertions(+)

diff --git a/q03_linear_regression/__pycache__/__init__.cpython-36.pyc b/q03_linear_regression/__pycache__/__init__.cpython-36.pyc
index b8f4cc0c3ac2253c24ae849d389911596ecbe199..de252ded091f15c0b65b9da908d3ffc8cebfb2ec 100644
GIT binary patch
delta 51
zcmdnVxR#N_n3tDpYVr5zi5%wgQTiGAxvBa=`5B3Mp?P_k`r-LS*~JBk$*KCu`6;Or
Gv-|<IT@m&G

delta 63
zcmZ3>xRa5?n3tF9*uCbci5%wIY5E!YxvBbzNg0{?F8Rr&xv6<2#ro+*sg;Q(`MLUu
SIXMaiMfq8&$tA@T<NN`&X%_7O

diff --git a/q03_linear_regression/__pycache__/build.cpython-36.pyc b/q03_linear_regression/__pycache__/build.cpython-36.pyc
index d3a347e148402f46a537c18328b042c8b3891cbe..1921af9e804400838132fddeea831b84ce9c9e51 100644
GIT binary patch
delta 236
zcmZ3)`iDi?n3tDpa_#r%^Nb7(j~S2vGmz~7#KnFSm7Td#IaAqFIhvUm878KcM+gDM
zOBk9NYME-7vKVU^Y8acDf*CX!{WO`1Sb%a-%xRe=n#{KtBW^KPMlt2&u4E`;2a5j+
z*U!k$P1O&|&q&M*&CAQw56>^kE-pw+PSsD&Pf4Ae%IL$-1+o-m3Iih>V-e@%LyQX@
vS%JJFHW0xHB0y##5gb77Ee@O9{FKt1R68ahub2l&@Gt@)69*#?GY2yOH}Wun

delta 256
zcmeyvvWQjLn3tF9kj}iQU5pG2j~S2v6Oioy#KkTXm7OORl<P|YIVB7!j44dLjI~TP
zOj(RI3^k0+OpFXQOu-DA%zkc~jJG)R@{4j4b26(^Cozh;2;^kur6v}|7p0~br4|?G
z7p-I{;s6@+D_K7yKQ~oBF)1Tc-z7h}G&eP`q*x!Qs4}r6KUY67Cr6>6C_gJTxukfq
zJ)@5xC&(deK!Smhi;;)1h->mJ#)bAEfg*Mg!382fCL<9bJ-0Y)a`RJ4b5iYq-eV{R
PDdPd^=V9Vt<Y5K?ckVih

diff --git a/q03_linear_regression/build.py b/q03_linear_regression/build.py
index 03ab5ff..685b694 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 +7,10 @@
 X, y = data_splitter(dataframe)
 
 # Write your code here :
+def linear_regression(X,y):
+    lm=LinearRegression()
+    return lm.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..7f37c72bca52f95ce64642fe126177111926ba2e 100644
GIT binary patch
delta 51
zcmdnbxS5f|n3tDpYVr5zi5%wg3HllNxvBa=`5B3Mp?P_k`r-LS*~JBk$*KCu`6;Or
GvqAy5hY}6|

delta 63
zcmdnYxSx^3n3tF9Mq+E!L=JQ99Q};^+*JL<q>M~`m;B_?+|<01V*T`@)XKz?{9OIS
SoE(LMqWrAX<dWivaiIXCz80JS

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..6fdbaa97ae7b25be96ee964e8208e04595cee05d 100644
GIT binary patch
delta 54
zcmew=^-_w%n3tDpYVr5zjT}Bq@<sX?`MIh3LHQYpd7*iEnfl@RMcKs#iOH$@$@wX%
Ko9mgraRC4iRukC(

delta 66
zcmaDU^;L?)n3tDpx8~fajT}Bq+I9LF`MIh3iAfom`Y!p&rManjCB^#bMX8mECHcAf
Wi8(n61x5K;smUe9n~RygaRC4Tt{5r+


From ec2e52c2f563375a460ed70a1b60d2eab4670a99 Mon Sep 17 00:00:00 2001
From: RohanUnni <rohanunni98@yahoo.com>
Date: Fri, 23 Nov 2018 05:49:37 +0000
Subject: [PATCH 4/7] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 184 -> 172 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 943 -> 944 bytes
 q04_linear_predictor/build.py                 |   9 +++++++++
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 190 -> 178 bytes
 .../test_q04_linear_predictor.cpython-36.pyc  | Bin 4415 -> 4403 bytes
 .../__pycache__/__init__.cpython-36.pyc       | Bin 177 -> 165 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 884 -> 861 bytes
 q05_residuals/build.py                        |   6 ++++++
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 183 -> 171 bytes
 .../test_q05_residuals.cpython-36.pyc         | Bin 2991 -> 2979 bytes
 10 files changed, 15 insertions(+)

diff --git a/q04_linear_predictor/__pycache__/__init__.cpython-36.pyc b/q04_linear_predictor/__pycache__/__init__.cpython-36.pyc
index 3c623bd6da3ad73aff4fb7c2f7cab4fa4d1d9027..f695e6e5b9c2c2663858c1ead2f0e667c41074b1 100644
GIT binary patch
delta 51
zcmdnNxQ3C#n3tDpYVr5zi5%wgk@^|=xvBa=`5B3Mp?P_k`r-LS*~JBk$*KCu`6;Or
Gv-|+G))Ddm

delta 63
zcmZ3(xPy_yn3tF9*uCbci5%wIsrniDxvBbzNg0{?F8Rr&xv6<2#ro+*sg;Q(`MLUu
SIXMaiMfq8&$tA@T<NN@$z82{K

diff --git a/q04_linear_predictor/__pycache__/build.cpython-36.pyc b/q04_linear_predictor/__pycache__/build.cpython-36.pyc
index 2e68f8e025d81247804c456c0f6eacc9e98ec411..fbe8bbd8114e7039f58f81d3ae764f2cf9305b99 100644
GIT binary patch
delta 234
zcmZ3_zJXoYn3tEUa?<x`MP>$u#|%h-1;};);^L}_%DFtL0;&9|ys3Q6%!~{hCrB`|
zL^0*$PTs~Sufh*h^D9h0BR@A)KPW#VF)uVPFH=7}zbL!7ATc>rKRG`obuufHm#hHD
zFfJg$z{mxKMS?({pQhj~!^sbr6ejmD-3;XfiWGrVMe*ch=A|YU#pePI$N{S?0@;N`
jfK0r_VFOf9nv-e=^Z-M#5Rl+ugg_By4j_w*g@X+M!(%VG

delta 221
zcmdnMzMfs#n3tDpir&1a?@SB~j~S2vGmz~7#Kn0Nm2)@FkznMz#gmhnmzr1<pPQeO
znlpI^qr8CtP{FSx{fzwFRQ<%Hj7)u({N&Qy)Vz{n{q&;L%EXfVT>ZqH9EF0S{H)aE
zlH$p~8NEdLL8fv62?j<kC@d1%9L2=Q=mioj;sz0%AVLU4fb2jb1cBUJ95z5Vl;)(`
V0bR{d3{t_v2!SHZ96%Nq3jn4?F8=@k

diff --git a/q04_linear_predictor/build.py b/q04_linear_predictor/build.py
index e3c8357..88076a7 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 +13,11 @@
 
 
 # Your code here
+def linear_predictor(lm,X,y):
+    y_pred=lm.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)
+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..531b8499a50c52fa6a6593bc6889d4e4c1ad09e5 100644
GIT binary patch
delta 51
zcmdnTxQUU&n3tDpYVr5zi5%wg@%kD0xvBa=`5B3Mp?P_k`r-LS*~JBk$*KCu`6;Or
GvqAv401^rS

delta 63
zcmdnQxQ~&;n3tF9Mq+E!L=JQ9Z2gS<+*JL<q>M~`m;B_?+|<01V*T`@)XKz?{9OIS
SoE(LMqWrAX<dWivaUlSs6Bd{N

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..4d6f2e30dc4674bc39cf99b491f285eb1dde379b 100644
GIT binary patch
delta 59
zcmdn5v{{M6n3tDpYVr5zjT|$W6bke+@^e%5gYq*H^Fs6TGWEmri?WLg5|dN)lk-zj
P^(O~%iEMtr6we0$YA_VX

delta 71
zcmdn2v|owCn3tF9Mq+E!MvfUwIyL$k`MIh3iAfom`Y!p&rManjCB^#bMX8mECHcAf
ai8(n61x5K;smVam$${J=o3Aj%^8o;VQW;hN

diff --git a/q05_residuals/__pycache__/__init__.cpython-36.pyc b/q05_residuals/__pycache__/__init__.cpython-36.pyc
index 82a3d44a519af94036d128d3e671dca8b34431d9..803391ef865ea0578fffddb0b1d169a084e8c960 100644
GIT binary patch
delta 51
zcmdnUxRjB@n3tDpYVr5zi5%wgLHZf_xvBa=`5B3Mp?P_k`r-LS*~JBk$*KCu`6;Or
Gv)lo(B@xyD

delta 63
zcmZ3=xRH^=n3tF9*uCbci5%wIarzngxvBbzNg0{?F8Rr&xv6<2#ro+*sg;Q(`MLUu
SIXMaiMfq8&$tA@T<J<wT5f;q=

diff --git a/q05_residuals/__pycache__/build.cpython-36.pyc b/q05_residuals/__pycache__/build.cpython-36.pyc
index 73e9d89d1da2e86ae1e645d19bd70fdbb06929aa..73d45517ca56955beacbd44f22b6a2ff85f97ef9 100644
GIT binary patch
delta 177
zcmeyuc9%`rn3tD}f6Djh156AIj~S2v3y|#q#KkQWl`FYYg;IG^`I?y+879t|912v+
z0K(27c@7{^!%)L0!4S-#$>_I|L6hkgW92Qj%J_n!)RZE2pfs5H<*%QSpPQ;5l%J89
z7n+xssUMzSlwDkqn4GGgoS%|9c`2g}mjK8_kkJgA-!kSfvN41BB9r5pMVUC505>Zq
Aw*UYD

delta 224
zcmcc1_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{7
n8I5`PL3V>&#=yw2`3hqWqcq4x#X>-WhY<>yIDjlJMiCYO4URQQ

diff --git a/q05_residuals/build.py b/q05_residuals/build.py
index aaef679..360cc3b 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 +13,8 @@
 
 
 # Your code here
+def residuals(y,y_pred):
+       return y-y_pred
+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..378cbc8bcae1f8178266a8dddceaa72e2e2fffc6 100644
GIT binary patch
delta 51
zcmdnaxSEl}n3tDpYVr5zi5%wg5&9YVxvBa=`5B3Mp?P_k`r-LS*~JBk$*KCu`6;Or
GvwQ)xPZ90_

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

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..ac9b0196c92401eabcff8d2939cb802b54daba32 100644
GIT binary patch
delta 54
zcmZ24zF3^Yn3tDpYVr5zjT}8p@=5v``MIh3LHQYpd7*iEnfl@RMcKs#iOH$@$@wX%
KoA)z)-~a&mg%hs;

delta 66
zcmZ21zFwTen3tF9Mq+E!MvfjP?L7UA{M=Oi#H5T&eV6>?(%jU%l4AYzqSVU7lKfo#
W#GD+3f};Ga)Z~)l&6}A%Z~y@F(ilAe


From e310d55fe31462df6fb78114b522094601284242 Mon Sep 17 00:00:00 2001
From: RohanUnni <rohanunni98@yahoo.com>
Date: Fri, 23 Nov 2018 05:58:19 +0000
Subject: [PATCH 5/7] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 182 -> 170 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 1195 -> 1171 bytes
 q06_plot_residuals/build.py                   |  10 ++++++++++
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 188 -> 176 bytes
 .../test_q06_plot_residuals.cpython-36.pyc    | Bin 1079 -> 1053 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..892b72828e30ab3484766e4cfdcb3945df2a65dc 100644
GIT binary patch
delta 51
zcmdnSxQda(n3tDpYVr5zi5%wg;rbc*xvBa=`5B3Mp?P_k`r-LS*~JBk$*KCu`6;Or
GvwQ%v$PwxQ

delta 63
zcmZ3*xQ&s+n3tF9*uCbci5%wI$@&@jxvBbzNg0{?F8Rr&xv6<2#ro+*sg;Q(`MLUu
SIXMaiMfq8&$tA@T<9q<KXcplB

diff --git a/q06_plot_residuals/__pycache__/build.cpython-36.pyc b/q06_plot_residuals/__pycache__/build.cpython-36.pyc
index 67ae5f63df0fc81d32b9402a406418522d2aa070..ab7f5f8bb6d9c9cc445a67cd9537e76063cc8f51 100644
GIT binary patch
delta 477
zcmYk3&1%~~5XW~{k}dfwvEw#Q=)qu9@TG3)t+XYV^i)F0M-!$gWv!jsie<^HHuQr)
z59$j9L0%$|OWz=mp=(dQB*#Eb8JQHa!_NM8c6R^6&bgO)y_fZR<?8I_)3wFeU-n?w
z#2Yk|i__l6&yAxc<))l7<jPAqETe_XDL)j@gcds3#8xU`1<SayVC&F^HavpIu!<hG
zuuZ2ORZ-R74AyXsBArxlrph~PP&>Vh9I)hgoIU5Semx^m!;bg~JK;qRu~59wCbE>c
zCtFzsDMl~YTj1@;5I^X^$K2V}I@Uky+n5CESccts7@L8UTl3IBIq{`2sG;;dlp_qG
z^kcE+jtNYN1Ce#bYQIi3-0lu1@eGIC@kB;@Q4|dKV?9mg(#N46E6m2?-FmzDA(tHE
zHC`dpOT>e9c#(0d`{$q7;C+uG&`7=o#-Dr{Nq>rw0#8XJziK(doFC|F_QrntzD9|Q
n`?}D7;2N~e-Pf~N9f$aqI>nMF<Z7h(-$+}yiyGRzV!O^A7;|n$

delta 498
zcmYjNJx>%t7@nEk+b=oqgHs`~I74D`)oP3(A!;a)NMiwsF>fdwZeC!?EPI)mOW;Cc
zv9=VrorOODOKbiH#kExY1uNfOG-2M%Gtc|+yiYP!{3~90)ov%}t3Tn=W9)|AJ3jGs
zy7tG#%BL-^qLM=gJ?xZxS3nnf*upOMN&$TgvEOiS*M~(Iz$18!G4^ngx=&QBl5Y%_
zRJg-N4=%2ct1Z6vb&Xa#cEnYvymQWLF3#8)FGa&W<(GF=U$y?RmI`X7810EZ-gaoi
zZA38Q5bkFOHk;wBy^S_gQ>lj&UAS4YBQ*{uCL1FJ?~N&p9SK9C*UZGVG?;r6?I0li
z)F6a*ES*C$Z@J8A(wu0yhZ=&@=KU^~Upyq)pD*cQkz*?N4zqNl7*BINb~ZgQcq(0y
zr&5!@DUNXLZ1q-bKJAmpCIpNxP$U$lOW9}{URFJC`1?w%^FciTv64>i8=2#re>Mx%
pGynOAHZ_`gQ@h`T`VZ#Oo4im{jqe0yc8Q?&_#cUg8pi=o{J-hTakT&d

diff --git a/q06_plot_residuals/build.py b/q06_plot_residuals/build.py
index cfd3722..ec37c79 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_residuals):
+    plt.scatter(y,error_residuals)
+    plt.xlabel('SalePrice')
+    plt.ylabel('Error')
+    plt.title('Residual plot')
+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..5a9b14f1652a7a727f0bf10c38e315e741d011c7 100644
GIT binary patch
delta 51
zcmdnPxPg(wn3tDpYVr5zi5%wgvHBVLxvBa=`5B3Mp?P_k`r-LS*~JBk$*KCu`6;Or
Gvw{G&@)807

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

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..21631827040bddb693dfaf3e9fbaf82cf14d399c 100644
GIT binary patch
delta 255
zcmdnaF_$C3n3tDpYVr4IEhYwr#|%h-1;};);$jORk;0I|n8T3E7{$oQkiwM0oWqpM
z9K{S~v*fVkvPQ8oGPpCOu%@uJFr=`hGB-0vv8AvFGiY*5tQ8l02{eI0lkpZuNNRD3
zb7FDo#3^gpn1NzNjFa6N^%$8ZmoaL~=jdnT=ceih<!2=3h34gD>WAkSWfvDDCa3Br
z=clAjKEs&D$UfPc=^#-3UnWOJp2_yiZQ5)=V~Rm;<zVDsEdufUG}&*lCY5I9q!a=D
b#BhtFG%vHH1ZeZ*56sqFAQe1}K*$UL(q%b|

delta 263
zcmbQsv7N)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
ziYISj%wy!3tju%}sP`$8BO~u*b>=p0cA$~PAQy8ma<CS$0U3Up?6){d^D;|HfR+~l
aJ;!j1HK{Z+CuQ;tW@{b}AfJa344DBw<veZx


From b3fb0c1c9e22f46e063ec57b1e6ad83a548c0a44 Mon Sep 17 00:00:00 2001
From: RohanUnni <rohanunni98@yahoo.com>
Date: Fri, 23 Nov 2018 06:01:54 +0000
Subject: [PATCH 6/7] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 182 -> 170 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 1061 -> 1092 bytes
 q07_hist_residuals/build.py                   |   5 ++++-
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 188 -> 176 bytes
 .../test_q07_hist_residuals.cpython-36.pyc    | Bin 1091 -> 1079 bytes
 5 files changed, 4 insertions(+), 1 deletion(-)

diff --git a/q07_hist_residuals/__pycache__/__init__.cpython-36.pyc b/q07_hist_residuals/__pycache__/__init__.cpython-36.pyc
index 48235745c56746569f0462b859a0f4a1c0cad2ad..5f00b8ea53ebe8d70b67cb9029ca095a8d2e0cc7 100644
GIT binary patch
delta 51
zcmdnSxQda(n3tDpYVr5zi5%wg;rbc*xvBa=`5B3Mp?P_k`r-LS*~JBk$*KCu`6;Or
GvwQ%v$PwxQ

delta 63
zcmZ3*xQ&s+n3tF9*uCbci5%wI$@&@jxvBbzNg0{?F8Rr&xv6<2#ro+*sg;Q(`MLUu
SIXMaiMfq8&$tA@T<9q<KXcplB

diff --git a/q07_hist_residuals/__pycache__/build.cpython-36.pyc b/q07_hist_residuals/__pycache__/build.cpython-36.pyc
index e030b2b517107e81e7084557aeaf3a60f94a0cde..ca41807d925d544d326f3ddd7140cf791139d120 100644
GIT binary patch
delta 275
zcmZ3=afCzJn3tF9*!1tweas9Dj~S2v3y|#q#KnsyDtpE9Wbvl3H#0Iaq%x*(G&4r=
zr81}TH8aLAMe#=oq_U>+rwTMPMG2;|rwW4E%rPucLQ%p|B2l8LoT&n-LO@xu6rL2W
z6z&$rDDhPBR56fgDQv+En!FQtM6pIOC#I)Q7GgXkAEKX;pPQ;5l%J897n+xssUMzS
zlwDkqn4GGgoS%|9`9GtZv@pnFAQv()@-P<h18GghB6biZu{nXshmoJJxID8YIU_zP
pF*!RmFJ<y-=4fT04;hN3fCLXv69jTGaxrlL*<6ewj9e^S%m7aTI;a2u

delta 229
zcmX@Yv6MsEn3tE!!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
ziYIe1xiJb&4rG#K7LPKV{E$gub1#z?<K*MaQSwY6H;MrX9!41CV&(v{xfn$lxmW=D
CwKHJ=

diff --git a/q07_hist_residuals/build.py b/q07_hist_residuals/build.py
index 2f999aa..79054e9 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
@@ -7,7 +8,6 @@
 import matplotlib.pyplot as plt
 plt.switch_backend('agg')
 
-
 dataframe = load_data('data/house_prices_multivariate.csv')
 X, y = data_splitter(dataframe)
 linear_model = linear_regression(X, y)
@@ -19,3 +19,6 @@
 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..08fbfca9be1121c16bf0053ce88baed416b17807 100644
GIT binary patch
delta 51
zcmdnPxPg(wn3tDpYVr5zi5%wgvHBVLxvBa=`5B3Mp?P_k`r-LS*~JBk$*KCu`6;Or
Gvw{G&@)807

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

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..480b12357e747237b96937787495f32305949e81 100644
GIT binary patch
delta 54
zcmX@iv7Lj%n3tDpYVr5zjT|!><#Y5i@^e%5gYq*H^Fs6TGWEmri?WLg5|dN)lk-zj
KH=kiFX958JD-&D*

delta 66
zcmdnaahQX{n3tDJ+-hFbMvj?`+7<d4`MIh3iAfom`Y!p&rManjCB^#bMX8mECHcAf
Wi8(n61x5K;smUe9n-4ISGXVh0))yN9


From 6f002ac0c5e45bfb7178a2e58f005eb491b4fa22 Mon Sep 17 00:00:00 2001
From: RohanUnni <rohanunni98@yahoo.com>
Date: Fri, 23 Nov 2018 06:10:20 +0000
Subject: [PATCH 7/7] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 180 -> 168 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 1116 -> 1163 bytes
 q08_qq_residuals/build.py                     |   7 ++++++-
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 186 -> 174 bytes
 .../test_q08_qq_residuals.cpython-36.pyc      | Bin 1059 -> 1047 bytes
 5 files changed, 6 insertions(+), 1 deletion(-)

diff --git a/q08_qq_residuals/__pycache__/__init__.cpython-36.pyc b/q08_qq_residuals/__pycache__/__init__.cpython-36.pyc
index 806902296c0a8d32d1f1151fb1dd1826c94a17b2..869aaac102770e045767e8a41613632188030898 100644
GIT binary patch
delta 51
zcmdnOxPp<xn3tDpYVr5zi5%wgq52v5xvBa=`5B3Mp?P_k`r-LS*~JBk$*KCu`6;Or
Gv%CPZx)I_4

delta 63
zcmZ3%xP_6!n3tF9*uCbci5%wIiTWA&xvBbzNg0{?F8Rr&xv6<2#ro+*sg;Q(`MLUu
SIXMaiMfq8&$tA@T<GcW}5*FD2

diff --git a/q08_qq_residuals/__pycache__/build.cpython-36.pyc b/q08_qq_residuals/__pycache__/build.cpython-36.pyc
index d42be94ca16e44654fcdf06fd119823a42e764cf..d1af2f33d2da97e4aa64788b2f805ea510bf30e7 100644
GIT binary patch
delta 379
zcmYjNJxjx25PmOjN|W>}w&{m$6`@n63~o-PKcP~D*Gh<a&!%ZjB#Cqp9O5PlC6hnF
z!O2}G|AaUQ;@~e3oP66w@3?y&?l~TgdsD8}-fpR+J>PvFzEeUz$iI*U?~96`mc7v>
zmi-D>QUJmU&(C$HuW`e#vMK^sQ(!fuSW96nF@x1HhX&SDi8U~fjWwrZnKfC9ZL&71
zSjVPNJ6z+1E5f?i#m?G2zfa8K*Xj-vUe$T%aGN{H^7AOis56;l1K4YKg_;l_E(nK2
z;?fNTl1M&HNp=g{AZHKI>N7d^!i6xYU=)Rs9br7>=gvI7Cs9cl{0uEGJVk35dQLD3
zf~j>7Mzi?LanW)^j#)t(7)`MluRcLQho~aZ+<LU76VO>XUQ83$vyUBjh5^rBXk>~X
Yl6Xh7BK)NW8YrMqMa(oXK$8{v3!-aQ_5c6?

delta 296
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_W
zzhacuj?>S`&rQ`&Ov=dAcgasK%}vcKDb`OfO07&R$<NhK%*jzGD9X=DO)e>(tit3Z
zA_j6k6OdqFEaC@}nle#_lRq#iY@Wm9!Z`T@bCD`YvRDR4@Gv4E7ZV2~7c&P?go{yx
Hk&6WYzP>=#

diff --git a/q08_qq_residuals/build.py b/q08_qq_residuals/build.py
index bb05f08..464f356 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
@@ -7,7 +8,6 @@
 from sklearn.linear_model import LinearRegression
 import matplotlib.pyplot as plt
 plt.switch_backend('agg')
-
 import pylab
 import scipy.stats as stats
 
@@ -20,3 +20,8 @@
 
 
 # Your code here
+def qq_residuals(error_residuals):
+    stats.probplot(error_residuals, 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..e37e3f9c6dd6044fbe805fff3e95ec818fb96dac 100644
GIT binary patch
delta 51
zcmdnRxQ>y-n3tDpYVr5zi5%wg(fS$rxvBa=`5B3Mp?P_k`r-LS*~JBk$*KCu`6;Or
GvjPCM<PrJ+

delta 63
zcmZ3-xQmg)n3tF9Mq+E!L=JQ9bp4F{+*JL<q>M~`m;B_?+|<01V*T`@)XKz?{9OIS
SoE(LMqWrAX<dWivaRC6JXBLP6

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..5ef42399107a15566c2572ef3a7e6d3329c8d03b 100644
GIT binary patch
delta 54
zcmZ3?F`a|Mn3tDpYVr5zjT}=M<umj%@^e%5gYq*H^Fs6TGWEmri?WLg5|dN)lk-zj
KH=kgPW&!~3cM|jf

delta 66
zcmbQvv6zFyn3tF9wAH+*jT}=MwM+Cf@^e%56O%GB^<DClOLJ56N{aQ<i&85SOY(E|
W6LWGD3X1ZxQj<%HH}7GLW&!}=))!|0