From af302553f697262eb4db3eda46674d80d89d2c75 Mon Sep 17 00:00:00 2001
From: preetiail <ailpreeti@ymail.com>
Date: Thu, 8 Nov 2018 02:17:35 +0000
Subject: [PATCH 1/8] 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 -> 362 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, 4 insertions(+), 1 deletion(-)

diff --git a/__pycache__/__init__.cpython-36.pyc b/__pycache__/__init__.cpython-36.pyc
index f93420f1df521b2061e98adf856c4586bc03a389..35f2310b24de3c4fca20bf0eace67497d0226a27 100644
GIT binary patch
delta 51
zcmZ3?IGvHhn3tDp#+=8|6FJP~UGy{Zb5r#Tic(WcG7~d%^uzOuvWp86lT-DR^HWkM
HW?2FNvPBW&

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..912a97816c8595016fc8586555f3e86983cf9281 100644
GIT binary patch
delta 51
zcmdnUxRjB@n3tDp#+=8|6FJP~gY+}<b5r#Tic(WcG7~d%^uzOuvWp86lT-DR^HWkM
HX1N0Zxu+5v

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..5453191a7eb3efafc619af6671ffc5ff9508dc36 100644
GIT binary patch
delta 239
zcmey%^oq&Jn3tDp^PI=gI~W)k9s@BPFacQ(KwPW<BvKes7;_k+7*m*{m{OQiSXvmO
zm{XZknVK0H875j;N-zS|fHXJ*aWNN=C}GHAtYK)L*e|Zfc#EYVu_R+9LlG-b;+MaE
zMt*LpenC-cYDs2dW{!S%eo=ODL1J>MesX?F>crPJVQe5%K*ljJ7O?|KO_p111&Mhn
qiN!@A(IOTQ0g?clh(v%i-r}&y%}*)KNws4J@`^!1984^X9LxZI$}pS&

delta 265
zcmaFG^q0xXn3tF9g2LRWg$xV~kAWBtn1Cz?ATE{w5-AKRj5!QZj44b}OexGMEG-OC
z%oCj~>p_Y@*cqgd4@i_SWHHt-G&9yR)-VP$Xfpa~GTmY-NV&yPl$w|lpIlr9<g*kc
zmSo)GOi3(BOe;#vO<l=Q#0J#*D_TDzKQ~oBF)1Tc-z7h}G&eP`q*y<_D77-NBtKU_
zF(*f%peR2pH5n+HlbM&ASTymzDL*^NY8D{Dz{tf|#4%ZsQ9_>s$OD^+M1a)Y;;_lh
SPbtkwwF5aCtc!z*g&6>HQav94

diff --git a/q01_load_data/build.py b/q01_load_data/build.py
index 1fea6ca..64f3250 100644
--- a/q01_load_data/build.py
+++ b/q01_load_data/build.py
@@ -1,8 +1,11 @@
+# %load q01_load_data/build.py
 # Default imports
 import pandas as pd
 
 path = 'data/house_prices_multivariate.csv'
+def load_data(path):
+    return(pd.read_csv(path))
 
+load_data(path)
 
-# Write your code here :
 
diff --git a/q01_load_data/tests/__pycache__/__init__.cpython-36.pyc b/q01_load_data/tests/__pycache__/__init__.cpython-36.pyc
index b882452f1ac25c1cab20fd3d36a52dbd40711071..df07d671328117a943301084cd334a56147f3196 100644
GIT binary patch
delta 51
zcmdnaxSEl}n3tDp_MFGj6FJP~BlI)!b5r#Tic(WcG7~d%^uzOuvWp86lT-DR^HWkM
HX88gDy-yN0

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..3446719134eb61006f718d80c346242698937400 100644
GIT binary patch
delta 54
zcmZn__{q;<%*)F)d(PwNjT}oD<&*R?@^e%53yM-xOEMEPbM(XWi?WLg5|dN)lk-zj
KH(zJeV*>ySDHDDG

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


From 9dd274c581f8921a4e5c367cf4992df5bc42f959 Mon Sep 17 00:00:00 2001
From: preetiail <ailpreeti@ymail.com>
Date: Thu, 8 Nov 2018 02:42:19 +0000
Subject: [PATCH 2/8] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 181 -> 169 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 511 -> 502 bytes
 q02_data_splitter/build.py                    |  10 +++++++---
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 187 -> 175 bytes
 .../test_q02_data_splitter.cpython-36.pyc     | Bin 2990 -> 2978 bytes
 5 files changed, 7 insertions(+), 3 deletions(-)

diff --git a/q02_data_splitter/__pycache__/__init__.cpython-36.pyc b/q02_data_splitter/__pycache__/__init__.cpython-36.pyc
index 67f0b61c40f50d08951c271156aef243da143420..de778c680dc4fccc2b43554e6c318390dd9598dc 100644
GIT binary patch
delta 51
zcmdnWxRQ~>n3tDp#+=8|6FJP~!}K%qb5r#Tic(WcG7~d%^uzOuvWp86lT-DR^HWkM
HW_beuyTcMI

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..1ebec44107cc911bc280823a5fbc122bdc980629 100644
GIT binary patch
delta 266
zcmey*{Eb=Jn3tEUVA11fO-2TW#|%h-3CMN;;$nk|%IX}ctf?%`jEoEuy@KoYfTA@F
zSqv#a*vgc~D9KREh~TF%rZ53TnSi29HB2>(X-vTkn#_JhK=T=1Dgg;i##=0zIr+(&
z%(s|Q(rz(U-eRm+$xy@rl=>B{pOK%Ns$Wo)np%>Xn3<y=o?nz*T#%TYs-K*nlB%DR
znU^|QpV3~B9jLmP4M;FB3NVT>7I96kXY{gQ1@eoyKm^D%B!Uyjy~SaZo1apelWNBd
R<Q0Qd@Gx>PaWHbQ001LPH`V|E

delta 254
zcmeyy{GVCbn3tF9gxcIFE=C51#|%h-3CMN;;$n@7%IXt?f}IV3oEnBKh7=%dWdf2+
ztxRc5k_@$sNTSSO5vCf(8lYS-gC>jLOQ69FFaHBU5zEAf!sZdT7%NvY6mbGYf5q!(
z<maa9CnjZN>bvA8m*%GCl@#lz7o}DvmgMK^C+6fR6cpuWr6!jYPnKtN5d>)}W&;uo
xjAD#Jj78j&OBlV(KmtYFAOa+hL~sGQw>WHa^HWN5Qtdz<0&C`B<Y44r1pv__In@9F

diff --git a/q02_data_splitter/build.py b/q02_data_splitter/build.py
index cf517fe..e670661 100644
--- a/q02_data_splitter/build.py
+++ b/q02_data_splitter/build.py
@@ -1,8 +1,12 @@
+# %load q02_data_splitter/build.py
 # Default Imports
 from greyatomlib.linear_regression.q01_load_data.build import load_data
 import pandas as pd
-df = load_data('data/house_prices_multivariate.csv')
-
 
-# Your Code Here
+df = load_data('data/house_prices_multivariate.csv')
+def data_splitter(df):
+    y=df.iloc[:,]
+    x=df.iloc[:,0:34]
+    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..3d3a934b733a356df9db9de218070569c29e059e 100644
GIT binary patch
delta 51
zcmdnZxSo;2n3tDp#+=8|6FJP~WArofb5r#Tic(WcG7~d%^uzOuvWp86lT-DR^HWkM
HW(5KOzU>l2

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..340ece5389004b981324c7a49d9de8df64afdcb8 100644
GIT binary patch
delta 54
zcmZ1{zDS(In3tDp#+=8|8#zRo<g@fM@^e%53yM-xOEMEPbM(XWi?WLg5|dN)lk-zj
KH+wLpaRLDDPZEOw

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 f180b7d2bb8cfce851ac36a8007e4747e9b56a35 Mon Sep 17 00:00:00 2001
From: preetiail <ailpreeti@ymail.com>
Date: Thu, 8 Nov 2018 03:37:39 +0000
Subject: [PATCH 3/8] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 185 -> 173 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 674 -> 641 bytes
 q03_linear_regression/build.py                |  11 ++++++++++-
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 191 -> 179 bytes
 .../test_q03_linear_regression.cpython-36.pyc | Bin 3445 -> 3433 bytes
 5 files changed, 10 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..bb9f9125afbd3c3b4f18258b653e23c772a0d963 100644
GIT binary patch
delta 51
zcmdnVxR#N_n3tDp#+=8|6FJP~qx3WKb5r#Tic(WcG7~d%^uzOuvWp86lT-DR^HWkM
HX88jEz26c$

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..728728f49e36b2555a5c8af26bae84e2270dbf58 100644
GIT binary patch
delta 235
zcmZ3)+Q`aj%*)Fav;J}P$BCTB>sc5W7?^?B8HkI;fJ6yHGea#?4O13l4MPoMGgB>d
z4RbJqCZnGwQxQmU6mwc;i6+Y}#)w;tl~J5Usp&<j#l`tWQA|0xD;bK|fl7Xb>u2QW
zrs@|IrKXl-CT8a7hvye%7Z)TZr|Ku?r=;rVWagzN7R3YgPA*_{6yyTg%?2bG7}*$k
z7>hV3A7Wf+&kE!hfkcZqK?KNPB!UCTy~SaZo1apelWNBV<Q0RA;Q{LBVc`Ih0AE8j
A&;S4c

delta 258
zcmZo<UBt?1%*)GlNM~Nuu8Ew->zNrC7(mz=h>N9wL<vI*V+vC*V=Yq+Qx;<lLk(jy
z6C*<nQ!s-jv!9zL<1Nm-{G!~%oXo0JO{O9ippGc!w9FDs=39&rw-_s<1adO-QWJ~f
zi&E2zQj3f8i&ioeaR62QO4iTF&rQ`&Ov=dAcgasK%}vcKDHhWQs;W#Z$<NhK%*jzG
zD9X=DO)e>(?84|H$O&>18<1dN<YMGuEaIBHka3|sNT7%vL~wx!kkLp4NY5<}o80`A
X(wtN~Mj)>kq>KlspNENqk%t)oQ29KY

diff --git a/q03_linear_regression/build.py b/q03_linear_regression/build.py
index 03ab5ff..3462474 100644
--- a/q03_linear_regression/build.py
+++ b/q03_linear_regression/build.py
@@ -1,10 +1,19 @@
+# %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
+#import matplotlib
+#import matplotlib.pyplot as plt
 
 dataframe = load_data('data/house_prices_multivariate.csv')
 X, y = data_splitter(dataframe)
+def linear_regression(X,y):
+    regressor = LinearRegression()
+    lm=regressor.fit(X, y)
+    return(lm)
+
+
+
 
-# Write your code here :
 
 
diff --git a/q03_linear_regression/tests/__pycache__/__init__.cpython-36.pyc b/q03_linear_regression/tests/__pycache__/__init__.cpython-36.pyc
index 739e010254c4aee7c6b51f69b91ab99a2d9a6669..009bd437204bafa44fdb791419e72b83a670c9a6 100644
GIT binary patch
delta 51
zcmdnbxS5f|n3tDp#+=8|6FJP~6ZA9kb5r#Tic(WcG7~d%^uzOuvWp86lT-DR^HWkM
HW`zO(!3h#m

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..36954c1471eb6fdc4ae7363e86af9c7a15b6b37b 100644
GIT binary patch
delta 54
zcmew=^-_w%n3tDp#+=8|8##QK<cst(@^e%53yM-xOEMEPbM(XWi?WLg5|dN)lk-zj
KH`g<L;{pH}dK4Z2

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


From 99046f4474abf6dc9798df6ed2e677be4da43366 Mon Sep 17 00:00:00 2001
From: preetiail <ailpreeti@ymail.com>
Date: Thu, 8 Nov 2018 06:13:37 +0000
Subject: [PATCH 4/8] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 184 -> 172 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 943 -> 1109 bytes
 q04_linear_predictor/build.py                 |  17 ++++++++++++++---
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 190 -> 178 bytes
 .../test_q04_linear_predictor.cpython-36.pyc  | Bin 4415 -> 4403 bytes
 5 files changed, 14 insertions(+), 3 deletions(-)

diff --git a/q04_linear_predictor/__pycache__/__init__.cpython-36.pyc b/q04_linear_predictor/__pycache__/__init__.cpython-36.pyc
index 3c623bd6da3ad73aff4fb7c2f7cab4fa4d1d9027..1d37aecaafc9ef6630d6da9e82b63f91584ff9d5 100644
GIT binary patch
delta 51
zcmdnNxQ3C#n3tDp#+=8|6FJP~BlR=#b5r#Tic(WcG7~d%^uzOuvWp86lT-DR^HWkM
HX88dCy;u@A

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..81054f774109a57698f6b6eacc5911944dd223a6 100644
GIT binary patch
delta 553
zcmYk3&uiN-6vrhwmVd-)^Q-GlrK2$LVGX1AvazOvLUUN48)~6wk-8;yW+N+yfI}JH
zahG5yJM16WssBiOYcD<x@?Y%Kr!<FIywCf7<!8NTbmKg@JA1X7Pwp3|w-!PR^xp#>
zy@5!7&3E3P2qb6}jB0Fcsn%H?vJ<&upZOSpc0pHJ6(fm-mt)qDmTctsjIbtaNn18$
zD<`Zid{O;@*oL5e6bAF_@9Vt~D+l^Oav>F)_|=sW6^M5b=>Z@^BcySTXO<=-D<hdD
z@NWXXqAMBroXl)(n|)AJ)0J}Iot@Flxu`%p(hEsR`9M#2#JogFF&t<qLWemkQ{qo0
zNyHWN4!GurijSqD(0)1Ka=g$jJte;=nWnKSJppAGrmV!%l1|UfIm|b^P%()#vyS^+
zz+1qFe)kVjbvW+dN#|=kmK~^;ddP=S=VPoc(}WLXXAlcn*yL!dVg5Y;AnfBhgjuQy
zK73ZbF8-43;wQP=XN@t}Nfhg7_<1*(8pY@;TM0}+6aG!`R8`?iRWtAn)(nCov0lC~
TH=RBQ1o&ySp_6MgG4#nJG)#m9

delta 380
zcmYk2&q~8U5XSdUnxrvls|X@qgn|%I1L^~a3WA3sc#$BKZ8NnkNh6!}P~0LCU!cUZ
zcTc{8FX1IO@c}#vo}6G0&M-f|f%(3LeYan&_P*yiPrJ|IHzVYe{40+75GR|=+o#(=
zBQvL=3mn{>Ua`;%8&Cre8aWG_krmmGBy2_X3*tNTw};}K?%Z4GHgJxslmmn&W1?wJ
zXIxRuG|$=0P;8-UiZ7I@xi)l7n*#&mXva4~>qbH}>MLntjI4sCjqt6~jYks@vYVt4
z#3j8f>9jPbUA#YvN}gnZ5KuC?_d;X~JwLr*m?jX2-f$G0r2X3jCMpZAB}|1%lR(7r
z=8a6p&{tV;$IdpIXv!P}q0XY^3T_>Lx%gmTYh^tWN(`h(KvrjRsY1PI7+dT3sU)jj
Nb?INPavPOn`~n#<S!4hJ

diff --git a/q04_linear_predictor/build.py b/q04_linear_predictor/build.py
index e3c8357..3490e5c 100644
--- a/q04_linear_predictor/build.py
+++ b/q04_linear_predictor/build.py
@@ -1,14 +1,25 @@
+# %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
 from greyatomlib.linear_regression.q03_linear_regression.build import linear_regression
 from sklearn.linear_model import LinearRegression
 from sklearn.metrics import mean_squared_error, mean_absolute_error, r2_score
-
+import matplotlib.pyplot as plt
+import pandas as pd
+from sklearn.metrics import mean_absolute_error
+from sklearn.metrics import r2_score
 
 dataframe = load_data('data/house_prices_multivariate.csv')
 X, y = data_splitter(dataframe)
-linear_model = linear_regression(X, y)
+regressor = linear_regression(X, y)
+
+def linear_predictor(regressor,dataframe,y ): 
+    y_pred = regressor.predict(X)
+    dataresult=pd.DataFrame({'actual': y,'predicted': y_pred})
+    MSE=mean_squared_error(y_pred, y)
+    MAE=mean_absolute_error(y,y_pred)
+    RSE=r2_score(y,y_pred)
+    return(y_pred,MSE, MAE,RSE)
 
 
-# Your code here
diff --git a/q04_linear_predictor/tests/__pycache__/__init__.cpython-36.pyc b/q04_linear_predictor/tests/__pycache__/__init__.cpython-36.pyc
index 8abd4d23f3d5f2e6983f9b3bf58a544e4cfd7f70..d295e4ead22874b1e0083fb5f074ba2d3739cdb4 100644
GIT binary patch
delta 51
zcmdnTxQUU&n3tDp#+=8|6FJP~<MlK0b5r#Tic(WcG7~d%^uzOuvWp86lT-DR^HWkM
HW`zI%z=9G_

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..e7626d389c30b9171492a3749d3330cc0f4899da 100644
GIT binary patch
delta 59
zcmdn5v{{M6n3tDp#+=8|8#!h$DHP~u<maa97ZjzYmSiSo=IDp#7iAY0BqpcoC+DZ6
P>Q4^j650HKDV`4ibgdN(

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


From 34ed11f513596ab5f99c4efd35edc00caf4bdef5 Mon Sep 17 00:00:00 2001
From: preetiail <ailpreeti@ymail.com>
Date: Thu, 8 Nov 2018 08:47:45 +0000
Subject: [PATCH 5/8] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 177 -> 165 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 884 -> 1172 bytes
 q05_residuals/build.py                        |   9 ++++++++-
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 183 -> 171 bytes
 .../test_q05_residuals.cpython-36.pyc         | Bin 2991 -> 2979 bytes
 5 files changed, 8 insertions(+), 1 deletion(-)

diff --git a/q05_residuals/__pycache__/__init__.cpython-36.pyc b/q05_residuals/__pycache__/__init__.cpython-36.pyc
index 82a3d44a519af94036d128d3e671dca8b34431d9..eb4485cf2ab02133f02f4027eb9886ff7ded784d 100644
GIT binary patch
delta 51
zcmdnUxRjB@n3tDp#+=8|6FJP~gY+}<b5r#Tic(WcG7~d%^uzOuvWp86lT-DR^HWkM
HX1N0Zxu+5v

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..08b86c74c1202cd48b7935d05c5bdd8462183930 100644
GIT binary patch
literal 1172
zcmah{OHUgy5VpO^W)qU;LE1vqUN}_BCE-z|Rzj$U_Eu4e99p?lt7SdV1@8lUgA@d(
zAi=f&px6E-Upe(3RGd0qk`##pUU~fOc)szxHX4oE>%TYOHXTB4$h}oU{2sUdg+dTP
zC5b7g)M6%C>~N>Rjx5DxUM_G+x^ab93S5?6T;<gQyRya?kmt%eZ{S&xPvRzTQUX+X
z6UtlQKx;zx7;p0ql%Wls3FC`UfyDwldnMlGPx&+cTvSEvlJF&1f(~>i4E?)9(p&h0
zQIZ}tRhb6D7eOB2Ps5(R&SaG5pit44Q38ST6&xziI!Y5%wx-HVfr!F9wT7)vh2iep
zZU>c~TK9FBDmYuQjt4)|kp@3gQ3%?PM>3C20~G~1^h13bG8+*tEG#KcPyHG}PLAjm
zxuOS5P{A&}oaIhln$QXTK&-rA=L}PFc0!8Qc3D@}#UgI~62&1oC*Qjl^qQR0WpYie
zTp~Z&Noh!a6Xl^vj~UiqH8es%$HpCFpdgB?+s_z!3<Fd^9tDvcd`Z=@&VmpIVJcwo
zpi0P1k08tkC##!SJRONqAoXB>6iLy~#<#UC8R<Ms<7~TQW3&Og<m}blw7(_O5GmUT
zW|qCOVVN-Q5L5)(lvR)%f^j4yrfTbZpn@2Bj#@xxs*Zv?yTgyu<o;__1FuYV{!|-(
zwVhr<SE%aZ*;_Vi*za+Wr?HIo`w!CVpRBI=^TFvCX(^k7*?f$*Ud-Bj#-?1`bMx*o
z?uP#`lDoHU_~z|n{5LcHd~&DH+gUMPeJpX-lUcekc2+9aUX_zkoQ(}jGUH}JA_A?N
zsOQZYC59ZQTB{0bm7O|6zZMlY^=Zg=-fUM4^$qiV<M_T`l)LEAJyG<>+d{@j!nQ4q
Veu1J+XP-wsT4%Uvjdq#m`~yznNKgO(

delta 402
zcmYjNzfS@&6mEM6cgLM5Iyj=Zuy`TF%_xb^EH0*!)JmU%xuc|a3>b_9{sZKk-5vce
zoE^J5yE!@8B2oL&?|peczW3Tk@3UBMg`xkp_e5U^LhtC`DHz^1H@%(LkJ^AmafYc6
z4)`<NCA3TfSb;JGGeScsLAc;fw?J2Eg|5+cQ4;P0qE+FYqJ}?zy~y`*^WIEB$5u5k
zFhx_mh3?3dm=fH1Mh!>fi7rmqNP(agP)aJMARUM?k5g4LJq!3ckNPr!h+p;x(TVJh
z6BuS`bgf{*Gnqs@j%y<&Z=h$Q@n8tt%9wP%O?G#*_bXYktJs$!>|#|mzSG#y&AjH+
za@YBgp5Ph3Qak~T&y;KOI#}u@Qb4Rc8^TNz#<as2TWI_(`onx%<Q|xgaSVs{3(~5A
N056TWhWU82@C`KbV%Y!y

diff --git a/q05_residuals/build.py b/q05_residuals/build.py
index aaef679..141bf16 100644
--- a/q05_residuals/build.py
+++ b/q05_residuals/build.py
@@ -1,14 +1,21 @@
+# %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
 from greyatomlib.linear_regression.q03_linear_regression.build import linear_regression
 from greyatomlib.linear_regression.q04_linear_predictor.build import linear_predictor
 from sklearn.linear_model import LinearRegression
+import numpy as np
+import pandas as pd
+from sklearn.metrics import r2_score
 
 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)
 
+def residuals(y,y_pred):
+    RSE=pd.Series([y[i]-y_pred[i] for i in range(len(dataframe))])
+    return(RSE)
+residuals(y,y_pred)
 
-# Your code here
diff --git a/q05_residuals/tests/__pycache__/__init__.cpython-36.pyc b/q05_residuals/tests/__pycache__/__init__.cpython-36.pyc
index 95e65ccd2dd251b70766c771252fb635dbf19159..69ce242d43039f55f7024a06da3c4b80f38cda1d 100644
GIT binary patch
delta 51
zcmdnaxSEl}n3tDp#+=8|6FJP~BlI)!b5r#Tic(WcG7~d%^uzOuvWp86lT-DR^HWkM
HX88gDywMUf

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..44d53d40a3387432dfed226336bfbfe5870d44a0 100644
GIT binary patch
delta 54
zcmZ24zF3^Yn3tDp#+=8|8##KI<dgI>@^e%53yM-xOEMEPbM(XWi?WLg5|dN)lk-zj
KH}7ZqzySaPxD)gM

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 f72dd5a5027e8ae78d87c12428b1e7d405bc595a Mon Sep 17 00:00:00 2001
From: preetiail <ailpreeti@ymail.com>
Date: Thu, 8 Nov 2018 09:00:32 +0000
Subject: [PATCH 6/8] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 182 -> 170 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 1195 -> 1193 bytes
 q06_plot_residuals/build.py                   |  11 +++++++++--
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 188 -> 176 bytes
 .../test_q06_plot_residuals.cpython-36.pyc    | Bin 1079 -> 1053 bytes
 5 files changed, 9 insertions(+), 2 deletions(-)

diff --git a/q06_plot_residuals/__pycache__/__init__.cpython-36.pyc b/q06_plot_residuals/__pycache__/__init__.cpython-36.pyc
index cbab384bf6d1bdf9760c6fc6b61ce563bac9f8ad..199694e1253a411e44d05c11b44e299c30837de3 100644
GIT binary patch
delta 51
zcmdnSxQda(n3tDp#+=8|6FJP~!}T-rb5r#Tic(WcG7~d%^uzOuvWp86lT-DR^HWkM
HX88aByh;);

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..eee42cb2b27f259e5979b7aa18af7973eb6f0117 100644
GIT binary patch
delta 364
zcmYjL!AiqG6x>Z>X<};;dN3feh=@5w5j?4Q5>FzgsMOP%eQl##HoV;`go1~DLcT&g
ziGS0pCqF?2aT{8YfnjFez`R%g#rOA{&0zEA<M!*#=k)o25MszZ9g{JgICQ2RK_|3Q
zu5jkc6Yg9sO$a4|BqZ|Ai`^vU#sIQhD#KKdC0xP<W+|{8!?6!0Vvm|#g3iQ<OU;T_
zr;6DX$Bf^}5Q-KcDrC6mM761#OH=+*R_l6tpq|PNC){e-N54DqKn)?z5x`_Tlkv5}
z2c7d2;#3JJ`_Ae5sx9ik5}^$mRKOMMqOiMHQkT7dIw!PUw@KF*-0&XqAx!BF2IY~r
neYR{5RUc=I|EOv0w0<~LVkF_%wN9^DYS@(p0=Hgmw(aU4!*p1j

delta 403
zcmYjNu};G<6tvwmO`--WR3yeuNSQJ)AOT{c5)%VmP!@1ww@u}c>e-QKRjEVgPTkoH
z6XFN>j{HG?fr;l*B=n^7`K-Hp^2UGn{j)F(R_CwD+lSBT;(`!j$e4<TsI4fqoXyFc
zF4>OPgtPor9Z}!2x^OKMq(>s}ZhMFcTMr?kNn?-=bvBc;@LuXnlw5TtsxY&l$Cd0%
zAWLQ9b^!{|5d$<W2>90OR<(&TiHrUcWYW+nH%3BLH<?lBc~QJCRpL%}XT&Nxtq!FP
zdW3zG-Vivztna6IROB+|{ZSU*6ls~uXQSgG$SF5P9&?3DK{1vos_Oyk9v`7g2MB~V
zaRMA@eSWbaZCf?*1vh*EJeL)HfadzrIlT?>0a_Mp=RdIDQF&K+Axb5$8Q$~>f(`zg
LfO)%`HVvE~bAV*#

diff --git a/q06_plot_residuals/build.py b/q06_plot_residuals/build.py
index cfd3722..9eab1fc 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 +7,20 @@
 from greyatomlib.linear_regression.q05_residuals.build import residuals
 from sklearn.linear_model import LinearRegression
 import matplotlib.pyplot as plt
-plt.switch_backend('agg')
+#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)
 error_residuals = residuals(y, y_pred)
+def plot_residuals(y,error_residuals):
+    plt.scatter(y,error_residuals)
+    plt.title('Scatter plot of SalePrice (target) vs Residuals ')
+    plt.xlabel('Target Variable')
+    plt.ylabel('error residuals')
+    plt.show()
+
 
 
-# Your code here
 
diff --git a/q06_plot_residuals/tests/__pycache__/__init__.cpython-36.pyc b/q06_plot_residuals/tests/__pycache__/__init__.cpython-36.pyc
index 3ce3f60c7dcfa0854023ea3d73c59337faa03c70..9f0f9b34a67a3854314c9eaf1ea5ec5d8aa0dfdb 100644
GIT binary patch
delta 51
zcmdnPxPg(wn3tDp#+=8|6FJP~WA!ugb5r#Tic(WcG7~d%^uzOuvWp86lT-DR^HWkM
HW(5HNzjP8u

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..1cf1c91b764d79d694acba99c0d1f8a5a8e3c9d6 100644
GIT binary patch
delta 255
zcmdnaF_$C3n3tDp#+=8|T1*TKj~S2v3y|#q#KjgsB84G^F^3_SF^Z9qA%!W0Ifp5i
zIf@y~X31g6WsPEGWN>FlVNGFcVMt+1Wo~AUVoPBUX3*rASSv305@-U0CgUxRkksN5
z=fvXFiBs0HF$2Yl7$>_k>M=4+E@RY|&(Y7w&rQ`YC`wH&$xO`5(GSlr$}TQQOitBL
z&QD35e1<WPk$ti?(?Ov6zf6vdJd^F2+qBt$#uS6x%E8FNS_I<xX|ms9O)AaINht#Q
biQyJUX<lYY3DD-rADFGVKq`0`fsh#h`@K2P

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 dc36b8d20faf019971a5a6511bbfef2bccfa66de Mon Sep 17 00:00:00 2001
From: preetiail <ailpreeti@ymail.com>
Date: Thu, 8 Nov 2018 09:05:39 +0000
Subject: [PATCH 7/8] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 182 -> 170 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 1061 -> 1082 bytes
 q07_hist_residuals/build.py                   |   3 +++
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 188 -> 176 bytes
 .../test_q07_hist_residuals.cpython-36.pyc    | Bin 1091 -> 1079 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..6fb29deadc49b998d30b69a072940c00424e7538 100644
GIT binary patch
delta 51
zcmdnSxQda(n3tDp#+=8|6FJP~!}T-rb5r#Tic(WcG7~d%^uzOuvWp86lT-DR^HWkM
HX88aByh;);

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..52281174d49d7e21c1ee817f278d7fbd68d2d32d 100644
GIT binary patch
delta 265
zcmZ3=v5Q05n3tE!<Im&hd}aoQ#|%h-1;};);^J8omAyiFvUpS2n;97yQW;Y?ni-?`
zQkhfvni*r5qWGf(Qdv{^Qw5rtq6AafQw70n<`|YJp(x=fktoqr&QyU^A)u^S3Qr1G
z3U>=*lz0kTFoP!V#2rzrQOt?y>63*R56Oq<XXNLm>K7EHrj}$TX6ERJ=NDxc7bGU9
z>L=%?q)z_N=q4=!auCR642(RCMf^Zold*^$L`iH;VDe$)=PNGHEJ@CYPfASAPR&c1
hyqY;$5$H39VhJF@1Jne8T#Q`I96&Y~qX;7x3jp83IOG5T

delta 249
zcmdnRv6MsEn3tE!!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
ziYGHMxycHF90PI{10xS(5kHXDWGrF_QQ}dCljkxiY;I-JVw}96IZB=hC|WEABzS;I
RA&`ri1IXfH6k+6I0RV*dGuHqB

diff --git a/q07_hist_residuals/build.py b/q07_hist_residuals/build.py
index 2f999aa..64dbf66 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)
+
+
diff --git a/q07_hist_residuals/tests/__pycache__/__init__.cpython-36.pyc b/q07_hist_residuals/tests/__pycache__/__init__.cpython-36.pyc
index f7acf950cd6567b9432ff7fba2a1a79c979c3eb4..84554f93fac0db6957fcbb8443570394aae13d29 100644
GIT binary patch
delta 51
zcmdnPxPg(wn3tDp#+=8|6FJP~WA!ugb5r#Tic(WcG7~d%^uzOuvWp86lT-DR^HWkM
HW(5HNzjP8u

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..68aed16ccc00efa6dc8b06cd4b0109bb99172995 100644
GIT binary patch
delta 54
zcmX@iv7Lj%n3tDp#+=8|8#!h&%ID~3<maa97ZjzYmSiSo=IDp#7iAY0BqpcoC+DZ6
KZa%|U&IAAlUK61J

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


From b78a217ba17b57ab9487eb4779b765d0e51a1cef Mon Sep 17 00:00:00 2001
From: preetiail <ailpreeti@ymail.com>
Date: Thu, 8 Nov 2018 09:56:25 +0000
Subject: [PATCH 8/8] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 180 -> 168 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 1116 -> 1106 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..38edeff4ec75bf98ae75898b25883d40a2215b61 100644
GIT binary patch
delta 51
zcmdnOxPp<xn3tDp#+=8|6FJP~L-jNAb5r#Tic(WcG7~d%^uzOuvWp86lT-DR^HWkM
HW_bYsyF3yn

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..24f5eb60dcbb993321a8668ef0c783130c6739e5 100644
GIT binary patch
delta 450
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delta 415
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diff --git a/q08_qq_residuals/build.py b/q08_qq_residuals/build.py
index bb05f08..eb6f177 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
@@ -18,5 +19,9 @@
 y_pred, _, __, ___ = linear_predictor(linear_model, X, y)
 error_residuals = residuals(y, y_pred)
 
+def qq_residuals(error_residuals):
+    stats.probplot(error_residuals)
+
+
+
 
-# Your code here
diff --git a/q08_qq_residuals/tests/__pycache__/__init__.cpython-36.pyc b/q08_qq_residuals/tests/__pycache__/__init__.cpython-36.pyc
index 320d34e7644683cb641d531d65944c39304a7ca3..82687915d3395b349569045bff2ff5205fae5403 100644
GIT binary patch
delta 51
zcmdnRxQ>y-n3tDp#+=8|6FJP~qxCcLb5r#Tic(WcG7~d%^uzOuvWp86lT-DR^HWkM
HW(5EMzGf0X

delta 63
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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..21ed680ba7b4dbe00915356a2d220ce492b3396c 100644
GIT binary patch
delta 54
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KZa%>n%>)4Wn-e(z

delta 66
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