From eac9ad21b7b35378aa98e009018543c6bf422e44 Mon Sep 17 00:00:00 2001
From: tracedence <shoaibrashid887@gmail.com>
Date: Fri, 9 Nov 2018 11:56:11 +0000
Subject: [PATCH 01/11] Done

---
 __pycache__/__init__.cpython-36.pyc           | Bin 163 -> 152 bytes
 .../__pycache__/__init__.cpython-36.pyc       | Bin 177 -> 166 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 381 -> 373 bytes
 q01_load_data/build.py                        |   8 ++++++++
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 183 -> 172 bytes
 .../test_q01_load_data.cpython-36.pyc         | Bin 2053 -> 2042 bytes
 6 files changed, 8 insertions(+)

diff --git a/__pycache__/__init__.cpython-36.pyc b/__pycache__/__init__.cpython-36.pyc
index f93420f1df521b2061e98adf856c4586bc03a389..63f156b5d1f50a229674bfd3aaff360c27a7b512 100644
GIT binary patch
delta 52
zcmZ3?ID?VHn3tDJr{rn$L=JNWSN)9q+*JLNqQvCXl+?WBRQ>S$qU_=VAXh&*KP7cy
GmL&kH>Jg&=

delta 63
zcmbQixR{Z{n3tF9*uCbci5%wI0s0yFxvBbzNg0{?F8Rr&xv6<2#ro+*sg;Q(`MLUu
SIXMaiMfq8&$tA@T<1GQE_!gG{

diff --git a/q01_load_data/__pycache__/__init__.cpython-36.pyc b/q01_load_data/__pycache__/__init__.cpython-36.pyc
index 29d3927ae0e2cb43c7a5b55a324191d259d83315..72026ed689400f22e50da8369faedebaa3550c23 100644
GIT binary patch
delta 52
zcmdnUxQvm*n3tDJr{rn$L=JO>VEv5z+*JLNqQvCXl+?WBRQ>S$qU_=VAXh&*KP7cy
GmOB8lb`jeE

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

diff --git a/q01_load_data/__pycache__/build.cpython-36.pyc b/q01_load_data/__pycache__/build.cpython-36.pyc
index ef1e2034931228e202cf991eb526b966239fa9b8..1f989354647964432860817dd54fe1368fe3cc77 100644
GIT binary patch
delta 143
zcmey%^p(lUn3tEUzVvDIeFg@G$3P4ROhA?c5Em-|i4=wu#vFzy#uTO~rWEEBmKKI6
z=2YfXre;P)hKW`s+Ds{FD;bK|fGU3l=x5~Trs|gzB_^k)q~;~3>WAkSWfvC!x%$cZ
cDX9}*+c0uY)?oDDX9k%L(!;^T!otA{0O~y;e*gdg

delta 151
zcmey$^q0xXn3tF9g2LRWg$xV~kAWBtn1Cz?ATE{w5-AKRj5!QZj44b}OexGMEG-OC
z%oCkTY&laBOA^zH5_3~mG8C}^75<9W&&bbB)lW>y$kcbqPcF?(%_}L^PcKTXOf1RI
m)lbaHQ79<N&q_@$DW3SyhLL@;9HR#>$gW}*Ai=@J!VCb1+9kFC

diff --git a/q01_load_data/build.py b/q01_load_data/build.py
index 1fea6ca..c338163 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 +6,11 @@
 
 
 # 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..33ab168096bbe3e4950d288751a168cbb4488795 100644
GIT binary patch
delta 52
zcmdnaxQ3C#n3tDJujFa;L=JO>Nd1ib+*JLNqQvCXl+?WBRQ>S$qU_=VAXh&*KP7cy
GmM;Ld2od!F

delta 63
zcmZ3(xSf&1n3tF9Mq+E!L=JQ96#b0++*JL<q>M~`m;B_?+|<01V*T`@)XKz?{9OIS
SoE(LMqWrAX<dWiv@xB0_rxtzy

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..933bee5ebca9642dffbfd45d787f6393b957d8a3 100644
GIT binary patch
delta 55
zcmZn__{Gm*%*)HASMoG^BgYa(g=GDV{M=OilA^@q)Rfe`<W&9e{G#mQ0w7mEIX@+J
J^L0i&HUI;k6FmR`

delta 66
zcmeyx-zvai%*)HQLSb&yMvf(n+IjjJ`MIh3iAfom`Y!p&rManjCB^#bMX8mECHcAf
Wi8(n61x5K;smUe9o6j)nu>k<<uorCr


From 4e3e9bfafd0c9359a7946db27298f6c25d5a776a Mon Sep 17 00:00:00 2001
From: tracedence <shoaibrashid887@gmail.com>
Date: Fri, 9 Nov 2018 12:00:53 +0000
Subject: [PATCH 02/11] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 181 -> 170 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 511 -> 510 bytes
 q02_data_splitter/build.py                    |   9 +++++++++
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 187 -> 176 bytes
 .../test_q02_data_splitter.cpython-36.pyc     | Bin 2990 -> 2979 bytes
 5 files changed, 9 insertions(+)

diff --git a/q02_data_splitter/__pycache__/__init__.cpython-36.pyc b/q02_data_splitter/__pycache__/__init__.cpython-36.pyc
index 67f0b61c40f50d08951c271156aef243da143420..d27d06f8c2eebdd8ccfa720e86ac8a7e7af3e491 100644
GIT binary patch
delta 52
zcmdnWxQda(n3tDJr{rn$L=JO>aQ%$@+*JLNqQvCXl+?WBRQ>S$qU_=VAXh&*KP7cy
GmNx*jo)PN+

delta 63
zcmZ3*xRsH^n3tF9*uCbci5%wIN%|T2xvBbzNg0{?F8Rr&xv6<2#ro+*sg;Q(`MLUu
SIXMaiMfq8&$tA@T<Glg0{ubW=

diff --git a/q02_data_splitter/__pycache__/build.cpython-36.pyc b/q02_data_splitter/__pycache__/build.cpython-36.pyc
index 412515bf30341aff422fe5f22e3bd95cc7d3f410..47cbd28562dc6fa81d814e076e9ccfcc251b2e3a 100644
GIT binary patch
delta 116
zcmey*{Eu1Ln3tF9dD+uwH%11A#|%h-3CMN;;$nk|%IX}ctf?%`jEoEuy|yZZ=x5~T
zrs|gzB_^k)q~;~3>WAkSWfvC!x%$cZDXEjS7=sv@Cf70+3o?TY-~bXlj2w&{EF5eA
DQPdiI

delta 116
zcmeyz{GVCbn3tF9gxcIFE=C51#|%h-3CMN;;$n@7%IXt?wra=gXXNLm>L(^;Wa_)*
zCzs}?=9Ludrx&GGCYI#q>L=#pC=?XsXQd{W6i-%X3}R%QT*X+-4>G2h4M^}XaxikR
F0sxCR9Blvq

diff --git a/q02_data_splitter/build.py b/q02_data_splitter/build.py
index cf517fe..71a56d9 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 +6,12 @@
 
 
 # Your Code Here
+def data_splitter(df):
+    X = df.iloc[:,:-1]
+    y = df.iloc[:,-1]
+    
+    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..9c2ce5af4e19528b6782e5ec8f554461cd56f900 100644
GIT binary patch
delta 52
zcmdnZxPg(wn3tDJr{rn$L=JO>SpAIr+*JLNqQvCXl+?WBRQ>S$qU_=VAXh&*KP7cy
GRv-Yk+7bf*

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

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..a280efd31230311beba37bd3be908a0156c247bc 100644
GIT binary patch
delta 55
zcmZ1{zF3^Yn3tDJr{rn$Mh;OXg>3zd{M=OilA^@q)Rfe`<W&9e{G#mQ0w7mEIX@+J
Jvj<ZeCjjP45<>t0

delta 66
zcmZ21zD}IOn3tF9Mq+E!Mh;OX?K1t0{M=Oi#H5T&eV6>?(%jU%l4AYzqSVU7lKfo#
V#GD+3f};Ga)Z~)l&9+QwoB-N#7R~?w


From 06f8eecb22e24fe99defc3ab06a6cc9182fc4854 Mon Sep 17 00:00:00 2001
From: tracedence <shoaibrashid887@gmail.com>
Date: Fri, 9 Nov 2018 12:04:56 +0000
Subject: [PATCH 03/11] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 185 -> 174 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 674 -> 643 bytes
 q03_linear_regression/build.py                |  12 ++++++++++++
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 191 -> 180 bytes
 .../test_q03_linear_regression.cpython-36.pyc | Bin 3445 -> 3434 bytes
 5 files changed, 12 insertions(+)

diff --git a/q03_linear_regression/__pycache__/__init__.cpython-36.pyc b/q03_linear_regression/__pycache__/__init__.cpython-36.pyc
index b8f4cc0c3ac2253c24ae849d389911596ecbe199..26a08092d4c73a0a87ccb7a2d3e6e4f89ef929ab 100644
GIT binary patch
delta 52
zcmdnVxQ>y-n3tDJr{rn$L=JO>X#I@*+*JLNqQvCXl+?WBRQ>S$qU_=VAXh&*KP7cy
GmOlWt#u57f

delta 63
zcmZ3-xRa5?n3tF9*uCbci5%wIY5E!YxvBbzNg0{?F8Rr&xv6<2#ro+*sg;Q(`MLUu
SIXMaiMfq8&$tA@T<NX1(suu46

diff --git a/q03_linear_regression/__pycache__/build.cpython-36.pyc b/q03_linear_regression/__pycache__/build.cpython-36.pyc
index d3a347e148402f46a537c18328b042c8b3891cbe..f1bc3a3ee5e8d5ae55081dc421be5587e3a8d5f7 100644
GIT binary patch
delta 243
zcmZ3)+RUnK%*)Glr~GO3OGXBU#|%h-8OU}3;$pvv%FbM=oT==o9L-FO3=`AJW5s~t
zB@E3BwM;ckS&TIdHH;vc8m3?dO-4UWrXm)gd=zt9W{D>AEyjpjjFnMLIk_ttir9hT
zzasQA@^e%5ONtVcQ&Up&l2i4=^NX^J3xHhx<ouM>$*GJ!f?Ob**?<HC6B{EBQxWIn
zLyQX@S%Lf_kZ2JnhyWRfL~sDPw>WHa^HWN5Qtg<4ykZ_8!NUlIOdO0n%p6<*NQg0W

delta 274
zcmZo>UBs$v%*)GlNM~NuE=C51#|%h-3CMN;;$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*@e+ZkQ3xIHXy;k$i>LRSj07XA>%@OkU$YTh~NSdAfu58
gke*u{Ho5sJr8%i~Ko2t%gOu?A_46=sF!C@10I-ri*#H0l

diff --git a/q03_linear_regression/build.py b/q03_linear_regression/build.py
index 03ab5ff..eda70b0 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 +7,16 @@
 X, y = data_splitter(dataframe)
 
 # Write your code here :
+def linear_regression(X,y):
+    
+    lm = LinearRegression()
+    lm.fit(X,y)
+    
+    return lm
+    
+
+
+
+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..fa5c3c65d9792b1b54bab0139beae88a83209c6a 100644
GIT binary patch
delta 52
zcmdnbxP_6!n3tDJr{rn$L=JO>ME#8X+*JLNqQvCXl+?WBRQ>S$qU_=VAXh&*KP7cy
GRww|v0umDd

delta 63
zcmdnOxSx^3n3tF9Mq+E!L=JQ99Q};^+*JL<q>M~`m;B_?+|<01V*T`@)XKz?{9OIS
SoE(LMqWrAX<dWiv@u2{t{}!GA

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..8809ba0d5c6645aefa54681a86572a2eeb2df4ca 100644
GIT binary patch
delta 55
zcmew=^-7Avn3tDJr{rn$Mh+h)g<}1T{M=OilA^@q)Rfe`<W&9e{G#mQ0w7mEIX@+J
Jb3M~HE&vfp6W#y-

delta 66
zcmaDQ^;L?)n3tDpx8~fajT}Bq+I9LF`MIh3iAfom`Y!p&rManjCB^#bMX8mECHcAf
Wi8(n61x5K;smUe9n@gC!aRC4T^cXAv


From 1fd00fcd9aa9106c7419cd0cca54e58d3a398786 Mon Sep 17 00:00:00 2001
From: tracedence <shoaibrashid887@gmail.com>
Date: Fri, 9 Nov 2018 12:05:40 +0000
Subject: [PATCH 04/11] Done

---
 q03_linear_regression/build.py | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/q03_linear_regression/build.py b/q03_linear_regression/build.py
index eda70b0..398a00d 100644
--- a/q03_linear_regression/build.py
+++ b/q03_linear_regression/build.py
@@ -9,8 +9,8 @@
 # Write your code here :
 def linear_regression(X,y):
     
-    lm = LinearRegression()
-    lm.fit(X,y)
+    lm = LinearRegression() #create a linear regression model
+    lm.fit(X,y)  # training of model
     
     return lm
     

From c8f5bea9351b0e3399a87c96912e8f237f57d3c6 Mon Sep 17 00:00:00 2001
From: tracedence <shoaibrashid887@gmail.com>
Date: Fri, 9 Nov 2018 12:45:48 +0000
Subject: [PATCH 05/11] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 184 -> 173 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 943 -> 950 bytes
 q04_linear_predictor/build.py                 |  11 +++++++++++
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 190 -> 179 bytes
 .../test_q04_linear_predictor.cpython-36.pyc  | Bin 4415 -> 4404 bytes
 5 files changed, 11 insertions(+)

diff --git a/q04_linear_predictor/__pycache__/__init__.cpython-36.pyc b/q04_linear_predictor/__pycache__/__init__.cpython-36.pyc
index 3c623bd6da3ad73aff4fb7c2f7cab4fa4d1d9027..ef9fdbd05253f9698af8c35640846aaaedabae18 100644
GIT binary patch
delta 52
zcmdnNxR#N_n3tDJr{rn$L=JO>DE*B5+*JLNqQvCXl+?WBRQ>S$qU_=VAXh&*KP7cy
GmLCANJQ4Q*

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

diff --git a/q04_linear_predictor/__pycache__/build.cpython-36.pyc b/q04_linear_predictor/__pycache__/build.cpython-36.pyc
index 2e68f8e025d81247804c456c0f6eacc9e98ec411..235d4eb1bda9df02b385328d8cfb1460df1cf66d 100644
GIT binary patch
delta 226
zcmZ3_zKvbkn3tEUxbbPUJu?HtV+JI^0%SV?adFi|<y@XrfmHrf-c-J3W=4jI6OOu<
zFk~^-Fg7#RGM6ybFx4<OGu5(`Fhg0aB`i=DTMcs!OATucTN+C+gC?V&ChIMpoXot`
z#G?4z{FKz3$$gAcEKy83xs$gsswjl(XXNLm>X#HHCa0#P<|U`<hvye%7Z(7z`pH1$
rlUbR(xCKCN;sO#3Oq-*aY#6114reG90unro5GcaT0c3HpaIgaa$p$kp

delta 205
zcmdnSzMfs#n3tDpir&1a?@SB~j~S2vGmz~7#Kn0Nm2)S~IjT^@ki}5L*vweVT*6qx
zRKwiNRLfGr1ZA<7Fi&n|l+a{}VlOC4P036yDPjX^E@B4}96&;o{T5G7W?pJyQG9NG
zN@~vJV~i@=N%|T2xvBbzNg0{?F8Rr&xv6<2#ro+*sg;Q(`MLUuIXMaiMfq8&$tA^;
gxtP4T`9bdC0ul_2o8y^m7}<c1W+)bzypUNK09=hUbN~PV

diff --git a/q04_linear_predictor/build.py b/q04_linear_predictor/build.py
index e3c8357..678cbd2 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 +13,13 @@
 
 
 # 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)
+    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..18aad4bc3e5e68737e96d3999515e4f592478619 100644
GIT binary patch
delta 52
zcmdnTxS5f|n3tDJr{rn$L=JO>1pSQs+*JLNqQvCXl+?WBRQ>S$qU_=VAXh&*KP7cy
GRtNyOcoGi)

delta 63
zcmdnYxQ~&;n3tF9Mq+E!L=JQ9Z2gS<+*JL<q>M~`m;B_?+|<01V*T`@)XKz?{9OIS
SoE(LMqWrAX<dWiv@gV@CR2G^5

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..aba0515474eb35bba7adb7f022190bb532e4bc0d 100644
GIT binary patch
delta 60
zcmdn5v_*--n3tDJr{rn$MvfUwiiP?a`MIh3B}IwJsVS*>$*KC``9;~q1wgKTa(+sx
O{^UR|k<Aa7;`sn<D-_HC

delta 66
zcmdm@v|owCn3tF9Mq+E!MvfUw+BNza`MIh3iAfom`Y!p&rManjCB^#bMX8mECHcAf
Wi8(n61x5K;smUe9n-4IR@Bsh@2^b{+


From 5810954864b5840ed87caed55b136385adb795f9 Mon Sep 17 00:00:00 2001
From: tracedence <shoaibrashid887@gmail.com>
Date: Fri, 9 Nov 2018 12:52:23 +0000
Subject: [PATCH 06/11] Done

---
 .../__pycache__/build.cpython-36.pyc          | Bin 950 -> 950 bytes
 q04_linear_predictor/build.py                 |   7 ++++---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 177 -> 166 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 884 -> 887 bytes
 q05_residuals/build.py                        |  11 ++++++++++-
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 183 -> 172 bytes
 .../test_q05_residuals.cpython-36.pyc         | Bin 2991 -> 2980 bytes
 7 files changed, 14 insertions(+), 4 deletions(-)

diff --git a/q04_linear_predictor/__pycache__/build.cpython-36.pyc b/q04_linear_predictor/__pycache__/build.cpython-36.pyc
index 235d4eb1bda9df02b385328d8cfb1460df1cf66d..eac1157c08b8d021219b6446c8f66cf8c4467fa2 100644
GIT binary patch
delta 27
icmdnSzKxyJn3tF9TI18`_>G*gOpHvM)0zAj894xT90y?l

delta 27
icmdnSzKxyJn3tEUxbbPU{YK7MCPv21=}dl%jO+kxT?X6$

diff --git a/q04_linear_predictor/build.py b/q04_linear_predictor/build.py
index 678cbd2..ce3497a 100644
--- a/q04_linear_predictor/build.py
+++ b/q04_linear_predictor/build.py
@@ -15,11 +15,12 @@
 # Your code here
 def linear_predictor(lm, X, y):
     
-    y_pred = linear_model.predict(X)
-    mse = mean_squared_error(y , y_pred)
+    y_pred = linear_model.predict(X) # predication of price 
+    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
+     
+    return  y_pred, mse , mae, r2
 linear_predictor(linear_model,X,y)
 
 
diff --git a/q05_residuals/__pycache__/__init__.cpython-36.pyc b/q05_residuals/__pycache__/__init__.cpython-36.pyc
index 82a3d44a519af94036d128d3e671dca8b34431d9..8ba62b59ea19129831956ef19b1612a1568e4a0f 100644
GIT binary patch
delta 52
zcmdnUxQvm*n3tDJr{rn$L=JO>VEv5z+*JLNqQvCXl+?WBRQ>S$qU_=VAXh&*KP7cy
GmOB8lb`jeE

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

diff --git a/q05_residuals/__pycache__/build.cpython-36.pyc b/q05_residuals/__pycache__/build.cpython-36.pyc
index 73e9d89d1da2e86ae1e645d19bd70fdbb06929aa..a15d08ef7a66cc2ea9145c6ecab9d328a137cef3 100644
GIT binary patch
delta 146
zcmeyu_MJ`Hn3tF9SJTtz&rA#qj~S2v3y|#q#KkQWl`FYYg;IG^`I?y+879uTrx2i@
zk)NBYUs9BqoSKrFmz=5}o?nz*Tma<iC+DZ6PF~7r!z%#N3^Ij*iGykLJ4PEuz9{CR
d++q-sc#EmXXtEizG8;2UmB{3HW>F>%Rsi~MB=-OS

delta 141
zcmey)_JvK^n3tF9lHR<ijZ6#-j~S2v3y|#q#Klz;l`AJMyQdwkpOK%Ns-KvYk*V*J
zpIn-onpaY+pI($&nOKsatDl&Yqfk(kpOu<iQapJHqYW=VNHfS321X9X&2JfP7<q0n
d#@}L!kH5tnA0I#2oLQL-XemRn(BuSWQ2?i7CQkqW

diff --git a/q05_residuals/build.py b/q05_residuals/build.py
index aaef679..651cb57 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
@@ -8,7 +9,15 @@
 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)
+y_pred, rms, rma,r2  = linear_predictor(linear_model, X, y)
 
 
 # Your code here
+def residuals(y, y_pred):
+    
+    error_residuals = y - y_pred
+    
+    return error_residuals
+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..30d4ed8e87ec1e90f712c3ee3be01e21bbffaa2f 100644
GIT binary patch
delta 52
zcmdnaxQ3C#n3tDJr{rn$L=JO>Nd1ib+*JLNqQvCXl+?WBRQ>S$qU_=VAXh&*KP7cy
GmM;LcvJvwD

delta 63
zcmZ3(xSf&1n3tF9Mq+E!L=JQ96#b0++*JL<q>M~`m;B_?+|<01V*T`@)XKz?{9OIS
SoE(LMqWrAX<dWiv@xB0_rxtzy

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..dd1edc5a3eb30c03660bbc6065d7861a4afb5e8e 100644
GIT binary patch
delta 55
zcmZ24zC@hEn3tDJr{rn$MvfjPg=GDV{M=OilA^@q)Rfe`<W&9e{G#mQ0w7mEIX@+J
J^M0le902<k6SM#T

delta 66
zcmZ1?zFwTen3tF9Mq+E!MvfjP?L7UA{M=Oi#H5T&eV6>?(%jU%l4AYzqSVU7lKfo#
W#GD+3f};Ga)Z~)l&0Cm0Z~y@G7#KeQ


From b15a4dc18102e4decba52ef196fe1b4782da4a51 Mon Sep 17 00:00:00 2001
From: tracedence <shoaibrashid887@gmail.com>
Date: Fri, 9 Nov 2018 14:09:57 +0000
Subject: [PATCH 07/11] Done

---
 q05_residuals/build.py                        |   2 +-
 .../__pycache__/__init__.cpython-36.pyc       | Bin 182 -> 171 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 1195 -> 1159 bytes
 q06_plot_residuals/build.py                   |  17 +++++++++++++++--
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 188 -> 177 bytes
 .../test_q06_plot_residuals.cpython-36.pyc    | Bin 1079 -> 1054 bytes
 6 files changed, 16 insertions(+), 3 deletions(-)

diff --git a/q05_residuals/build.py b/q05_residuals/build.py
index 651cb57..3f0a73a 100644
--- a/q05_residuals/build.py
+++ b/q05_residuals/build.py
@@ -15,7 +15,7 @@
 # Your code here
 def residuals(y, y_pred):
     
-    error_residuals = y - y_pred
+    error_residuals = y_pred -y
     
     return error_residuals
 residuals(y, y_pred)
diff --git a/q06_plot_residuals/__pycache__/__init__.cpython-36.pyc b/q06_plot_residuals/__pycache__/__init__.cpython-36.pyc
index cbab384bf6d1bdf9760c6fc6b61ce563bac9f8ad..1626aec03651f716838312d521f16ce5c00e7a66 100644
GIT binary patch
delta 52
zcmdnSxSEl}n3tDJr{rn$L=JO>2>p!w+*JLNqQvCXl+?WBRQ>S$qU_=VAXh&*KP7cy
GmJa~6C=u@f

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

diff --git a/q06_plot_residuals/__pycache__/build.cpython-36.pyc b/q06_plot_residuals/__pycache__/build.cpython-36.pyc
index 67ae5f63df0fc81d32b9402a406418522d2aa070..70de27aaf00aaff348199711360daad70b490732 100644
GIT binary patch
delta 399
zcmYk1u}cFn6vmU>_3Xu7L8xe@NTE1%I#h5{>7t{9MbtRO%hOhK-jSrJrQp!Px!mOL
zCb+ozm)t52{tHg#O2Oul?|r|I1m1h|pZ(T$5YRCDzG%1zeWAHy8FlQ{uanjbg;iLB
zl`+9+^7;O>V{?OU@Cc1?ky%d!9^<KV1erNkI5SroBa8&<qPBZ9q+KqdnW}yS%sWsj
zQF<60gYJs~m(5frrtRfUDh*rE5jO@D^ByF>1j)R|qE}^JGJPX~xw@C!XX~WCQL!Wa
zo`k(5hR`S;fq=UR!qY_E>eONwB?7W*a@bfdmZDY=sbD%SRkhTvv&{@U&5s|_!L_nY
zm@l~DSBl4w<1<CGJ-2?&92M(AI3sFHE!ua}@2Z$!P6CU0c{fhPK*GLbNv~O{;Qyj-
L*%HMyY@PoH!75uy

delta 428
zcmYjNJxc>I7*2B6>)p}QA{BHKI(0h1K~PZ#adgl{vc$AW+bg+VNm8(-;LyRTL+NA(
ze}IA@{s(`=txo+5P9~>9^O7ge`|!LU<S}>+>IYF2&JLgPivz$HSUaxa=jN*Ay#6%*
zeB(zZ(Vz!enK?5EEk_eDfm2j)hq=>V)n%nWR$`uI4BUW*f3?~)9ag@92E^rd(oxBn
zkE3g@5;mk_Zy++gc!#y)29nk#18eniXCO58jDILOE~^&Rn#;VT6D>IQ?gedffxS`j
zE+E?7-!OIGcX2mMc}$z#B)-U6!<6^6iaU~zsLs-u3Nuh<J>Jr4afU9pw@i@=4FFg%
z5t@+Ik0t8B2dm<MQBB*DraXtYvSOu*Ncx;gl4h*ffD9yOIV3qE1UrNf85x_bTCh8<
ef&GfyKQWa<!B3IN)Q$l=`9DJB7kktk7`i|9h-KRV

diff --git a/q06_plot_residuals/build.py b/q06_plot_residuals/build.py
index cfd3722..4b5ef33 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
@@ -6,14 +7,26 @@
 from greyatomlib.linear_regression.q05_residuals.build import residuals
 from sklearn.linear_model import LinearRegression
 import matplotlib.pyplot as plt
-plt.switch_backend('agg')
+#% matplotlib inline
+#plt.switch_backend('agg')
 
 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)
+y_pred, rms, rma, r2 = linear_predictor(linear_model, X, y)
 error_residuals = residuals(y, y_pred)
 
 
 # Your code here
+def plot_residuals(y, error_residuals):
+    
+    plt.scatter(y, error_residuals)
+    plt.xlabel('Sale price')
+    plt.ylabel('Errors')
+    plt.title('Residual plot')
+    plt.show()
+
+
+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..f9e8dd54f4cb3f5bd545019df26fe1b7b6fa715b 100644
GIT binary patch
delta 52
zcmdnPxRH^=n3tDJr{rn$L=JO>IQ@+L+*JLNqQvCXl+?WBRQ>S$qU_=VAXh&*KP7cy
GRuBNVWD*Ae

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

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..7941c13895cf161c60913fe4691d7f32c9f6aae7 100644
GIT binary patch
delta 256
zcmdnaF^?m`n3tDJr{rn0783)*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%NVs4a`iLvb5r$8iV~AkQ&RJiQ}x61i?WLgfL#6L
z{FKzmXBhJs*(X~w9RzCl%jC$&GufWGO`8p9PBF-_9E=>SMIfG^Ci^Ycq|(fslp>&~
a7;bTt=4F<Y0Ii<<f!Uf1q=JVL2$=z}jX972

delta 247
zcmbQov7N)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
ziYISn%wy!3tip5<sP`F@BO~u*4dymR_Q~s+MMXJE^D;|HfR+^jJ;QK|HK{Z+CuQ<Y
OW@{b}AfJa344DD=Y&%>4


From 93f4c8f17e0a6701407d10a4f579b40d25ca7cd9 Mon Sep 17 00:00:00 2001
From: tracedence <shoaibrashid887@gmail.com>
Date: Fri, 9 Nov 2018 14:18:21 +0000
Subject: [PATCH 08/11] Done

---
 q05_residuals/__pycache__/build.cpython-36.pyc | Bin 887 -> 887 bytes
 1 file changed, 0 insertions(+), 0 deletions(-)

diff --git a/q05_residuals/__pycache__/build.cpython-36.pyc b/q05_residuals/__pycache__/build.cpython-36.pyc
index a15d08ef7a66cc2ea9145c6ecab9d328a137cef3..0e37f8b2c2bcc9c9edd92d4813b1831202eff11d 100644
GIT binary patch
delta 27
jcmey)_MMH>n3tC;X3Ep(Pa8R%7?~Ms7&iMcYBB);fr1Dp

delta 27
jcmey)_MMH>n3tF9SJTtz&l@?N7?~Mr7&rSdYBB);i+BjM


From aff4debdc0be6af558c6cc953b8028dd769c5bd6 Mon Sep 17 00:00:00 2001
From: tracedence <shoaibrashid887@gmail.com>
Date: Sat, 10 Nov 2018 05:12:24 +0000
Subject: [PATCH 09/11] Done

---
 .../__pycache__/build.cpython-36.pyc          | Bin 1159 -> 1247 bytes
 q06_plot_residuals/build.py                   |   6 +++---
 2 files changed, 3 insertions(+), 3 deletions(-)

diff --git a/q06_plot_residuals/__pycache__/build.cpython-36.pyc b/q06_plot_residuals/__pycache__/build.cpython-36.pyc
index 70de27aaf00aaff348199711360daad70b490732..927633b10db9f714bf4e11e5b7fd6da20782e8e1 100644
GIT binary patch
delta 438
zcmYjM%}T>S5Z>9O&5!ASs%`D93ij-+h>B<NB8aS2NxRcO+bT(lAiYKK<e}sNd;$gW
zHGG14@E{0%3n!tXJM8eyd^6v-`(S(;we3{OeC~apZK{lYv44kZwoli4nbl6t(}RrE
z0|15~jQ~Uz70d?E<RT~Xn7|z711<`vVIjs!Qx&!-idC_O2IkQwwj@ota?eB=%hV|a
z9GKLOS>2kwj}t<1y4|n=jf(>^_1OTVCY48WB+RF53eh}aMXJ#|2&po$L<yN(qGZ5G
zm657`v@l6&5&feMLhJOqUjGimSJ<d<SEsIPM3gpHZic={5<hV<{D3`3hwFS$wTbmC
zN{m}zff<LJjdm(;PrL;ik-kWKw|&3eyKFh_D;!H<NXK_Nt~0_poVr$6RJRUOG#GEX
k=?ML$43%?zXLKzmL)=xU@~V^~zuzEVuE+j1n5u640GN(dtpET3

delta 355
zcmYk0&q~8U5XN_Q(>B>AwrNvarBI<B>`6rMApYr94_*o)Ye51#9%`$S##?VIcrN=2
zzJc%JAr}$xJ)DF>-C;j|-+aUDetB<R|1b#TzWu%JI*k3We}_C9(w)CA``07Tt^rj;
zfi(kTuIehp64o&^Ts5$Qje^D4QB4)8mfA!QLu^vo)}EHHOm(nBownh?bY;W_)#c}-
zy@2D>BYGrd6IieX<S8-NV4xtO`HCDZR#Y;Kb}-uET-k5fEtfO#JWXwnpM!7j_@vv)
z|1C)v_dynwY>*plsRP>+J0BG>gvh0i@^qZW_eng%3~mx>ADq3*Dh0)S;^(xMfNbWT
Z%%1ei6wd^?`8J6U>ynO3PC^7k-XEJbKrsLS

diff --git a/q06_plot_residuals/build.py b/q06_plot_residuals/build.py
index 4b5ef33..880cb8b 100644
--- a/q06_plot_residuals/build.py
+++ b/q06_plot_residuals/build.py
@@ -7,8 +7,7 @@
 from greyatomlib.linear_regression.q05_residuals.build import residuals
 from sklearn.linear_model import LinearRegression
 import matplotlib.pyplot as plt
-#% matplotlib inline
-#plt.switch_backend('agg')
+plt.switch_backend('agg')
 
 dataframe = load_data('data/house_prices_multivariate.csv')
 X, y = data_splitter(dataframe)
@@ -20,13 +19,14 @@
 # Your code here
 def plot_residuals(y, error_residuals):
     
+    plt.figure(figsize=(10,4))
     plt.scatter(y, error_residuals)
     plt.xlabel('Sale price')
     plt.ylabel('Errors')
     plt.title('Residual plot')
     plt.show()
 
-
 plot_residuals(y, error_residuals)
 
 
+

From 80598ab59c6c065af7627261d441fa22cd00f5fc Mon Sep 17 00:00:00 2001
From: tracedence <shoaibrashid887@gmail.com>
Date: Sat, 10 Nov 2018 07:18:29 +0000
Subject: [PATCH 10/11] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 182 -> 171 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 1061 -> 1109 bytes
 q07_hist_residuals/build.py                   |   6 ++++++
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 188 -> 177 bytes
 .../test_q07_hist_residuals.cpython-36.pyc    | Bin 1091 -> 1080 bytes
 .../__pycache__/__init__.cpython-36.pyc       | Bin 180 -> 169 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 1116 -> 1177 bytes
 q08_qq_residuals/build.py                     |   8 ++++++++
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 186 -> 175 bytes
 .../test_q08_qq_residuals.cpython-36.pyc      | Bin 1059 -> 1048 bytes
 10 files changed, 14 insertions(+)

diff --git a/q07_hist_residuals/__pycache__/__init__.cpython-36.pyc b/q07_hist_residuals/__pycache__/__init__.cpython-36.pyc
index 48235745c56746569f0462b859a0f4a1c0cad2ad..18d5a8c1cdc755f66d68487b9c7c3e612e867bf9 100644
GIT binary patch
delta 52
zcmdnSxSEl}n3tDJr{rn$L=JO>2>p!w+*JLNqQvCXl+?WBRQ>S$qU_=VAXh&*KP7cy
GmJa~6C=u@f

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

diff --git a/q07_hist_residuals/__pycache__/build.cpython-36.pyc b/q07_hist_residuals/__pycache__/build.cpython-36.pyc
index e030b2b517107e81e7084557aeaf3a60f94a0cde..85cdabb6b16f68840c5a55ed184400bf24a714a3 100644
GIT binary patch
delta 336
zcmYk2y-EW?5P)}X_j2cYfB7*HK?s}(sjkQaXk{UGBElx3@pi}`$;n+HO}ev95$*v*
z!OBt#-@?i#5PS`t#KswB_8VqqhnZ*l(+=CND?f(cod?d?7yBoI_?RqvT7{=q&dAkP
z4!{t!orCg_qnAV1P`(P#L?46PP-V2RykXuIs-mi@rgm@(1FTTCt{pA)_C2TuHn6__
zO_$DD%U!)IQ}JHEUsT}e;E;yS*a)<#`I2ggjRjkP7E5Cj@thSCXoDyop;}TR8zl4M
z4Vul1Xpl@Wnx(xMHBMuUE|YYe-BB3DiN@jwPWEf-ol4{wIN(9*6SW|<*3a(ijd2FP
nm(7Q>cyN8&i^n+C#S8C*bRL%Nk#nf+PbElh6HBOp6jJ;Gv)o5;

delta 282
zcmcc0v6MsEn3tE!!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)_Kb3qGZ|$k_c0oZFyCS>$SH|pOUq0zElQ1I$;d1&nS7H`K|4V|BR@A)
zKQSpIQ{N>&ximL5ucTN%y(qOZu_QlNKQSjqp`a)~D>b>Kc(Npuo3s$fy&#7(F!C@K
y@dIg1#v*nQB|bTyS!we;CN0LvH<+X3nSf%&VnBiis1O3Vm^pwfE=CbXE*1cmFg|4f

diff --git a/q07_hist_residuals/build.py b/q07_hist_residuals/build.py
index 2f999aa..760c8aa 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 +20,8 @@
 def hist_residuals(error_residuals, bins=60):
     plt.figure(figsize=(15,8))
     plt.hist(error_residuals, bins=bins)
+    plt.show()
+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..6dd80075674d89806a4a1b1ffdf6a9a3e9871f81 100644
GIT binary patch
delta 52
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delta 63
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index 3919c93f908e8a68284952c633d1655f6662dc16..ae547d92009b4039bd0844ff9c07286e7b154926 100644
GIT binary patch
delta 55
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delta 66
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GIT binary patch
delta 52
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delta 63
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diff --git a/q08_qq_residuals/__pycache__/build.cpython-36.pyc b/q08_qq_residuals/__pycache__/build.cpython-36.pyc
index d42be94ca16e44654fcdf06fd119823a42e764cf..b770b55fac21e4ffd2dd9b5a8dd22c7dfd479edf 100644
GIT binary patch
delta 445
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delta 362
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diff --git a/q08_qq_residuals/build.py b/q08_qq_residuals/build.py
index bb05f08..110bd28 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 +21,10 @@
 
 
 # Your code here
+def qq_residuals(error_residuals):
+    stats.probplot(error_residuals, dist='norm', plot=pylab)
+    plt.figure()
+    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..b1066a0b6f26fbe9525b5042ab678f4daa7f06f8 100644
GIT binary patch
delta 52
zcmdnRxSo;2n3tDJr{rn$L=JO>82ya=+*JLNqQvCXl+?WBRQ>S$qU_=VAXh&*KP7cy
GRsaCEP!azC

delta 63
zcmZ3_xQmg)n3tF9Mq+E!L=JQ9bp4F{+*JL<q>M~`m;B_?+|<01V*T`@)XKz?{9OIS
SoE(LMqWrAX<dWiv@c{s!s1}L<

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..976f16b5af55c14b226c20d907364503a1e57059 100644
GIT binary patch
delta 55
zcmZ3?F@uA{n3tDJr{rn$MvkeB3Yq#D`MIh3B}IwJsVS*>$*KC``9;~q1wgKTa(+tc
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delta 66
zcmbQiv6zFyn3tF9wAH+*jT}=MwM+Cf@^e%56O%GB^<DClOLJ56N{aQ<i&85SOY(E|
W6LWGD3X1ZxQj<%HH}7SPW&!}>92aQ-


From 829fd901fd33f9bef24a898cf0a779c5aadf8e40 Mon Sep 17 00:00:00 2001
From: tracedence <shoaibrashid887@gmail.com>
Date: Sat, 10 Nov 2018 07:20:12 +0000
Subject: [PATCH 11/11] Done

---
 .../__pycache__/build.cpython-36.pyc          | Bin 1109 -> 1109 bytes
 1 file changed, 0 insertions(+), 0 deletions(-)

diff --git a/q07_hist_residuals/__pycache__/build.cpython-36.pyc b/q07_hist_residuals/__pycache__/build.cpython-36.pyc
index 85cdabb6b16f68840c5a55ed184400bf24a714a3..c035f398655f122769e439af3890b1fac2ec079a 100644
GIT binary patch
delta 15
Wcmcc0ag~G3n3tDpLEA<)e-;2GWCTb6

delta 15
Wcmcc0ag~G3n3tF9eC9?re-;2G?F3o?