From d0bda939ef0ab43a504858cf33e798a12d31ea14 Mon Sep 17 00:00:00 2001
From: ramakrishnasonakam <ramakrishnasonakam@gmail.com>
Date: Thu, 1 Nov 2018 09:58:59 +0000
Subject: [PATCH 1/8] Done

---
 __pycache__/__init__.cpython-36.pyc           | Bin 163 -> 160 bytes
 .../__pycache__/__init__.cpython-36.pyc       | Bin 177 -> 174 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 381 -> 434 bytes
 q01_load_data/build.py                        |   7 +++++++
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 183 -> 180 bytes
 .../test_q01_load_data.cpython-36.pyc         | Bin 2053 -> 2050 bytes
 6 files changed, 7 insertions(+)

diff --git a/__pycache__/__init__.cpython-36.pyc b/__pycache__/__init__.cpython-36.pyc
index f93420f1df521b2061e98adf856c4586bc03a389..be7cbf6daca426fd82a55976e8615bc0aff892e9 100644
GIT binary patch
delta 60
zcmZ3?xPXzvn3tDJ<=n04i5%t{zWN#YxvBa^iMff{MVZAJd5OjOd5PJHx%%PxMcKs#
PiOH$@$@wX%6SFJ<VRjX7

delta 63
zcmZ3$xR{Z{n3tF9*uCbci5%wI0s0yFxvBbzNg0{?F8Rr&xv6<2#ro+*sg;Q(`MLUu
SIXMaiMfq8&$tA@T(=7q102ZeJ

diff --git a/q01_load_data/__pycache__/__init__.cpython-36.pyc b/q01_load_data/__pycache__/__init__.cpython-36.pyc
index 29d3927ae0e2cb43c7a5b55a324191d259d83315..6ae88b5a02ab27a616ee8094f5f041dc4a882cc6 100644
GIT binary patch
delta 60
zcmdnUxQ>y-n3tDJ<=n04i5%t{(fS$rxvBa^iMff{MVZAJd5OjOd5PJHx%%PxMcKs#
PiOH$@$@wX%6SLd_YEl)a

delta 63
zcmZ3-xRH^=n3tF9*uCbci5%wIarzngxvBbzNg0{?F8Rr&xv6<2#ro+*sg;Q(`MLUu
SIXMaiMfq8&$tA@T)7=5GS{B~`

diff --git a/q01_load_data/__pycache__/build.cpython-36.pyc b/q01_load_data/__pycache__/build.cpython-36.pyc
index ef1e2034931228e202cf991eb526b966239fa9b8..b8a5979d05b74242adc8d12588a5b1c7b417dd24 100644
GIT binary patch
delta 284
zcmYk1y-ve05XbM%ZflCVGBL0)WXiyXDuj^W1&Ra;1F~|iQqshh9hk~gULcRb%7gF#
zUKx3VN=P`JdeZ&w`!C%eeTkck*=&0M9iNU7;0F$jQhuF0oFy<YuAxAtf>^NpfI=8y
zXp0E_<=yE?+Uej08MpY39c@xX*x&*(>Tk~%nTX^#DsMDDm*FjroL{wFMo~K5Rgrl4
z34W4Pc8_^w8<Tt8=-RJB)#_kdUF#-)u)YpXmnJVQoBnrR9HoOWP5_*uLO;}*jAN%;
h*1-=i_|br2u$Mo8O1-G&jpf(1xe}?`ODU34$$xxoK!X4P

delta 285
zcmYjMy-LJD5T4nDGaj6^<&~z2U?(CXVre5-#3GE@)#OOB%kG{aoLJ}!h_!{KtxsaT
zt#2U+H=9CkV7~eJ=JzZ46Nd-0+4Ot<UVZ?;59_}O_D)#cE`tP#9h4|VDP$tk7buh0
z)AOet<~%HL1<&}1E4+jpFLDutks-5+WL3L+j#ERv3EPr9-CF9^C)f$M{$3Z2?o~lI
zO<SDldfBVNyW-BO2lBcvsO#p&>V>K~+qHutTUo`lbFCgK^R|zBS6lJOlmT#xHe;Ko
iVPa^I<ZS%HMsg&^r5g}iLw3|_x$M+&tQ`ksB2Ct+vPB#K

diff --git a/q01_load_data/build.py b/q01_load_data/build.py
index 1fea6ca..9c3b8a7 100644
--- a/q01_load_data/build.py
+++ b/q01_load_data/build.py
@@ -1,3 +1,4 @@
+# %load q01_load_data/build.py
 # Default imports
 import pandas as pd
 
@@ -5,4 +6,10 @@
 
 
 # Write your code here :
+def load_data(path):
+    df = pd.read_csv('data/house_prices_multivariate.csv')
+    print(df)
+    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..e817579a93beabdd2c82cdf2f42aa56b43928605 100644
GIT binary patch
delta 60
zcmdnaxP_6!n3tDJ?cA;Ci5%t{iTWA&xvBa^iMff{MVZAJd5OjOd5PJHx%%PxMcKs#
PiOH$@$@wX%6SI5)ZiE%V

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

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..b41049c5477f0762b9f2e5d626ca69ab5f595897 100644
GIT binary patch
delta 63
zcmZn_XcFKs=H=y5J9jI3BgYa(jcoml{M=OiqQu<9?4r!#jJ(9+{Jg~M#9aOG{G#mQ
Sg2d!h{p9?V)Xmo!_1FNcHx`Nj

delta 66
zcmZn?Xcgcv=H=yDp)faUBgYa(?L7UA{M=Oi#H5T&eV6>?(%jU%l4AYzqSVU7lKfo#
V#GD+3f};Ga)Z~)l%~u%p*Z|ET7XAPL


From bdf6fd2defb46297a65cfa97ef0f7a924d684465 Mon Sep 17 00:00:00 2001
From: ramakrishnasonakam <ramakrishnasonakam@gmail.com>
Date: Thu, 1 Nov 2018 11:32:00 +0000
Subject: [PATCH 2/8] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 181 -> 178 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 511 -> 523 bytes
 q02_data_splitter/build.py                    |   8 ++++++++
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 187 -> 184 bytes
 .../test_q02_data_splitter.cpython-36.pyc     | Bin 2990 -> 2987 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..3cf7902cedbbcef62d3b271151a7240911de99c9 100644
GIT binary patch
delta 60
zcmdnWxQUU&n3tDJ<=n04i5%t{@%kD0xvBa^iMff{MVZAJd5OjOd5PJHx%%PxMcKs#
PiOH$@$@wX%6SKSlY}ysK

delta 63
zcmdnQxRsH^n3tF9*uCbci5%wIN%|T2xvBbzNg0{?F8Rr&xv6<2#ro+*sg;Q(`MLUu
SIXMaiMfq8&$tA@T)4c(;1{UuC

diff --git a/q02_data_splitter/__pycache__/build.cpython-36.pyc b/q02_data_splitter/__pycache__/build.cpython-36.pyc
index 412515bf30341aff422fe5f22e3bd95cc7d3f410..ca2fdc920fffaae3c676409d2eb40e7b1a9e73d3 100644
GIT binary patch
delta 173
zcmey*+|8nF%*)HA_T*NyGb01TV+JI^1Y|n^ak0TfWp$2J)>M{eMn;B-UNOduDGaSl
zDGVvhtxRc5k_@$sH4Iq{Kt4#61uVi;!&n293ue${^(z7z%rNnawnmJ8Mt*Lpeo<m>
zVs=qxaYkNZaeiK6c4Dr6cz#iKaY15os(x~QO6p`S#$$raAe%XW1P>zzBL@oy3jk-;
BCi(yX

delta 160
zcmeBX`OmCu%*)GlLTzpo7b641V+JI^1Y|n^ak0ikW%Y?cF?tLs46RHl3@J>lOleG#
z47H3k3|T-iuqZQFgsFzH1}GQIpvmGl@u9YMynaT0ZmND_Qbwk}OMY@`Zfaghv3`0{
oYGq<cey)CEPL4uBQGQlxa!K)I6UJlwAS;X6fCLXC2O|e70MB?Oa{vGU

diff --git a/q02_data_splitter/build.py b/q02_data_splitter/build.py
index cf517fe..c3a3235 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[0:,:-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..cb731e619c0d7041951a609b7ce32c6b804a153b 100644
GIT binary patch
delta 60
zcmdnZxPy_yn3tDJ<=n04i5%t{srniDxvBa^iMff{MVZAJd5OjOd5PJHx%%PxMcKs#
PiOH$@$@wX%6SD#VaHbW{

delta 63
zcmdnNxSNr~n3tF9Mq+E!L=JQ94E>D!+*JL<q>M~`m;B_?+|<01V*T`@)XKz?{9OIS
SoE(LMqWrAX<dWiv>45;FTNa)G

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..297c1adf5639f1e5b910d549fac136b9e13aa75e 100644
GIT binary patch
delta 63
zcmZ1{zFM5an3tDJ<=n04jU1v(8pZk<`MIh3MTxnI*+rSf8F`7t`FV-iiMjgW`9;~q
S1&PV2`pNkzshd5R(l`O9{uU1a

delta 66
zcmZ22zD}IOn3tF9Mq+E!Mh;OX?K1t0{M=Oi#H5T&eV6>?(%jU%l4AYzqSVU7lKfo#
V#GD+3f};Ga)Z~)l&8|#ooB-US7Ty2=


From 70e450b3d6364db804fe24f5d3be5daa59b6d304 Mon Sep 17 00:00:00 2001
From: ramakrishnasonakam <ramakrishnasonakam@gmail.com>
Date: Thu, 1 Nov 2018 17:56:32 +0000
Subject: [PATCH 3/8] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 185 -> 182 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 674 -> 740 bytes
 q03_linear_regression/build.py                |   9 +++++++++
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 191 -> 188 bytes
 .../test_q03_linear_regression.cpython-36.pyc | Bin 3445 -> 3442 bytes
 5 files changed, 9 insertions(+)

diff --git a/q03_linear_regression/__pycache__/__init__.cpython-36.pyc b/q03_linear_regression/__pycache__/__init__.cpython-36.pyc
index b8f4cc0c3ac2253c24ae849d389911596ecbe199..ecdf48fa2e3c067dd4e3c16d376c058d3ce1a318 100644
GIT binary patch
delta 60
zcmdnVxQ&s+n3tDJ<=n04i5%t{$@&@jxvBa^iMff{MVZAJd5OjOd5PJHx%%PxMcKs#
PiOH$@$@wX%6SMpQZ(<e4

delta 63
zcmdnSxRa5?n3tF9*uCbci5%wIY5E!YxvBbzNg0{?F8Rr&xv6<2#ro+*sg;Q(`MLUu
SIXMaiMfq8&$tA@T)BORrvKIdU

diff --git a/q03_linear_regression/__pycache__/build.cpython-36.pyc b/q03_linear_regression/__pycache__/build.cpython-36.pyc
index d3a347e148402f46a537c18328b042c8b3891cbe..3d45f6489bebc94f68f1bc8db8ba99cf59fb9bcb 100644
GIT binary patch
delta 310
zcmYk2ze>bF5XN_sTTNn8T4`}`RjL$rha8HaAabp87Uz;oxFxsQFdGZgSoj3TfxULV
zhL5q9`V>~~R^GsT%pZOq!@Tn!J~_#<<ZAYHe;qLP&2}Pm^_fdE-%KtNjBy{MmjKwN
zetqWi%N%UnYEoh?2OJXF_DCgm{d71gHP*E(CAPg8>w4S~R<i6hnQ6{x<UAK)Eqlv5
za+v*RmzH~WnTHncEIciOwfbOm;E3OcVx<)pB$Q~5Nt#tFjBZ6ERB@}RF`X!}D0PKf
zgqy>}AMS-g0x67u0cG1ycsq~XjQoZ&FW!4cQrFt(RO#w*jWhQWX8b619%&Fk8b*76
DO?po@

delta 242
zcmaFDx`<WTn3tF9kj}iQU5pG2j~S2v6Oioy#KkTXm7OOROv_~UbJJwJ#hI61l$)57
zS(U2ERKx<5k77>CEYW1X#Tapmu`)^^Co?ZKu_(SMHN7acxH!LPB|{MhP}Q$w{fzwF
zRQ<%Hj7)u({N&Qy)Vz{neW0Ss#FG46{luIcg@U5|tkmR^;>imceFQl{R<i*K21YJM
z9>yZB$xKWO?Lh)X>>z>*M1V|2B0zd>aoFVMr<CTT+5tVpPz+MW1JuvM#KFkJ3;_HW
BIWYhL

diff --git a/q03_linear_regression/build.py b/q03_linear_regression/build.py
index 03ab5ff..f1a3b87 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 +7,13 @@
 X, y = data_splitter(dataframe)
 
 # Write your code here :
+def linear_regression(X, y):
+    lm = LinearRegression(normalize = False)
+    lm.fit(X, y)
+    return lm
+    print(('intercept:', lm.intercept_))
+    print(('coefficients of predictors:', lm.coef_))
+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..3d3227f72688932a018d0fd7e75e2d7dd00da76b 100644
GIT binary patch
delta 60
zcmdnbxQCI$n3tDJ<=n04i5%t{nfe*|xvBa^iMff{MVZAJd5OjOd5PJHx%%PxMcKs#
PiOH$@$@wX%6SG1Ab1oI%

delta 63
zcmdnPxSx^3n3tF9Mq+E!L=JQ99Q};^+*JL<q>M~`m;B_?+|<01V*T`@)XKz?{9OIS
SoE(LMqWrAX<dWiv>7f9o2NtdX

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..3e11c85c3720d31b15d25fa4c28b0185d9d37e98 100644
GIT binary patch
delta 63
zcmew=^+}4un3tDJ<=n04jT}Bq8rAw4`MIh3MTxnI*+rSf8F`7t`FV-iiMjgW`9;~q
T1&PV2`pNkzshjJWzHtEn*@YLX

delta 66
zcmew)^;L?)n3tDpx8~fajT}Bq+I9LF`MIh3iAfom`Y!p&rManjCB^#bMX8mECHcAf
Wi8(n61x5K;smUe9n`@Z9aRC4WBp5sZ


From 2f39a985278931ab4f4e30af4246f7ee1d0c895d Mon Sep 17 00:00:00 2001
From: ramakrishnasonakam <ramakrishnasonakam@gmail.com>
Date: Fri, 2 Nov 2018 08:06:59 +0000
Subject: [PATCH 4/8] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 184 -> 181 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 943 -> 1000 bytes
 q04_linear_predictor/build.py                 |  22 ++++++++++++++++--
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 190 -> 187 bytes
 .../test_q04_linear_predictor.cpython-36.pyc  | Bin 4415 -> 4412 bytes
 5 files changed, 20 insertions(+), 2 deletions(-)

diff --git a/q04_linear_predictor/__pycache__/__init__.cpython-36.pyc b/q04_linear_predictor/__pycache__/__init__.cpython-36.pyc
index 3c623bd6da3ad73aff4fb7c2f7cab4fa4d1d9027..543ccfb333eac79f98cb7861378722fb1a572224 100644
GIT binary patch
delta 60
zcmdnNxRsH^n3tDJ<=n04i5%t{N%|T2xvBa^iMff{MVZAJd5OjOd5PJHx%%PxMcKs#
PiOH$@$@wX%6SMpPZon18

delta 63
zcmdnWxPy_yn3tF9*uCbci5%wIsrniDxvBbzNg0{?F8Rr&xv6<2#ro+*sg;Q(`MLUu
SIXMaiMfq8&$tA@T)BOOq2NwGP

diff --git a/q04_linear_predictor/__pycache__/build.cpython-36.pyc b/q04_linear_predictor/__pycache__/build.cpython-36.pyc
index 2e68f8e025d81247804c456c0f6eacc9e98ec411..e61ac4f001ab71b593b9b24ac4fd9244a5f8de46 100644
GIT binary patch
delta 363
zcmYjNyGjF55WRCZkIiN`k4>-=6jG&-MeIbxPDqi)LRba4<W7<``;dDRY+@m6nI<e)
z_!D-1h99t42sVC$m9r5fGtA+ffjI}}wfbG{9XXEmQvSG#4aUCMR+WgK(dgB>cRr9z
zRzlmi(Y|$LH3eV@(oDf`pn;7PuDRdzTUf>>wo>l5WldU7%y-en_GV`QIb5)Qef|7c
z8RnH>5@%f)I>wTx{Gl}GOJZ39#|95o_6B<gZ3_Rn@uo?Ho)VFmsX$L-p_5q5MC4s2
zYNqeR2)$7vF)Q=IZgHV40tS|`X|6h?`knkR`{euCioY++d!gbWp6I+W4#GLAe_fMe
wF2)pvs!mtRE}*d6n5e>i3tW=9c@iaZ5#lL*kLeu(8~(ZrCRp4gWtB|l7r(wz#sB~S

delta 334
zcmaFCzMfs#n3tDpir&1a?@SB~j~S2vGmz~7#Kn0NmECnx8B^Gr8KZbonNxY18Dp5D
zc%%4ISyOpa`I?!c_*2+ZI9eE@1X4JI88o>jZfTrs$LP(=RKwiNRLfGrR0Cv9p2lbu
z!;_Plmzr1<pPQeOnsbXW;ud4&Ew;+|f}+%vTg<t|sX!tz^%hf+(MpCQ0ifN#lJqn3
zb5r#blQJ^(UGkGlb5rw5iuKcrQY#Zn@^keQb8-|4it@8klS_&x%QJb&@`D`A1tb_4
zxuCE}2*~r(6uf0Pc`uW~<fTmKLOD|sOA^zH5_40FKx&J)K?Em=0I3Drj6?_m#cpxf
c0Nq@glWGSHCWc~=+jtluP=uKS$l_uF05=*?LI3~&

diff --git a/q04_linear_predictor/build.py b/q04_linear_predictor/build.py
index e3c8357..402a708 100644
--- a/q04_linear_predictor/build.py
+++ b/q04_linear_predictor/build.py
@@ -1,14 +1,32 @@
+# %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 warnings
+warnings.filterwarnings('ignore')
 
 dataframe = load_data('data/house_prices_multivariate.csv')
 X, y = data_splitter(dataframe)
-linear_model = linear_regression(X, y)
+lr = linear_regression(X, y)
 
 
 # Your code here
+def linear_predictor(lr, X, y):
+    y_pred = lr.predict(X)
+   
+    
+    mse = mean_squared_error(y_pred, y)
+    
+    
+    mae = mean_absolute_error(y_pred, y)
+    
+   
+    r2 = r2_score(y, y_pred)
+    
+    return y_pred, mse, mae, r2
+linear_predictor(lr, 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..22b9530576a8496b4f904b48070d564b706e4835 100644
GIT binary patch
delta 60
zcmdnTxSNr~n3tDJ<=n04i5%t{8TuLdxvBa^iMff{MVZAJd5OjOd5PJHx%%PxMcKs#
PiOH$@$@wX%6SG19a*P$*

delta 63
zcmdnZxQ~&;n3tF9Mq+E!L=JQ9Z2gS<+*JL<q>M~`m;B_?+|<01V*T`@)XKz?{9OIS
SoE(LMqWrAX<dWiv=^+56To$ST

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..f7241a317bbee17381e8afffd5ccbc124f821d78 100644
GIT binary patch
delta 68
zcmdn5v`2}<n3tDJ<=n04jT|$WG%NKp@^e%5ixP7avx_o|Gx8FP^Yaq36La;$^NX^J
Y3lfu4^^@~cQuQYXa*1qyz!c9107mK<m;e9(

delta 66
zcmdm^v|owCn3tF9Mq+E!MvfUw+BNza`MIh3iAfom`Y!p&rManjCB^#bMX8mECHcAf
Wi8(n61x5K;smUe9n@=#6@Bsh_IT$qn


From f04ef2e83edc290cc6e4266726d6c46c6b996458 Mon Sep 17 00:00:00 2001
From: ramakrishnasonakam <ramakrishnasonakam@gmail.com>
Date: Fri, 2 Nov 2018 11:23:38 +0000
Subject: [PATCH 5/8] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 177 -> 174 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 884 -> 893 bytes
 q05_residuals/build.py                        |   8 ++++++++
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 183 -> 180 bytes
 .../test_q05_residuals.cpython-36.pyc         | Bin 2991 -> 2988 bytes
 5 files changed, 8 insertions(+)

diff --git a/q05_residuals/__pycache__/__init__.cpython-36.pyc b/q05_residuals/__pycache__/__init__.cpython-36.pyc
index 82a3d44a519af94036d128d3e671dca8b34431d9..2a89bcf2e66b627d4526cac5f0a532f129e595e1 100644
GIT binary patch
delta 60
zcmdnUxQ>y-n3tDJ<=n04i5%t{(fS$rxvBa^iMff{MVZAJd5OjOd5PJHx%%PxMcKs#
PiOH$@$@wX%6SLd_YEl)a

delta 63
zcmZ3-xRH^=n3tF9*uCbci5%wIarzngxvBbzNg0{?F8Rr&xv6<2#ro+*sg;Q(`MLUu
SIXMaiMfq8&$tA@T)7=5GS{B~`

diff --git a/q05_residuals/__pycache__/build.cpython-36.pyc b/q05_residuals/__pycache__/build.cpython-36.pyc
index 73e9d89d1da2e86ae1e645d19bd70fdbb06929aa..0d6e64e4a889d2c9d55e4d830be4b527892bc5af 100644
GIT binary patch
delta 123
zcmeyu_LoiBn3tDpgYli{mrM){j~S2v3y|#q#KkQWl`FYYg;IG^`I?y+879uTrxBr_
zk)NBYUzC`em|c`voRODUoS&DNotUd1o?nz*T#%TYs-K*nk~(=QqYb0L=0}X>jBLyx
OvqUDxGmA2DumAwx!6Bpo

delta 129
zcmey%_JvK^n3tF9lHR<ijZ6#-j~S2v3y|#q#Klz;l`AJMyQdwkpOK%Ns-KvYk*V*J
zpIn-onpaY+pI($&nOKsatDl&Yqfk(kpOu<iQapJLqYWef=9i4+jM6}J8H$B~1P>z=
MGI0P|T#O<t0NH*Y!T<mO

diff --git a/q05_residuals/build.py b/q05_residuals/build.py
index aaef679..92664a6 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 +13,10 @@
 
 
 # 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..914988195524ceca076baac89d42e31287a2193e 100644
GIT binary patch
delta 60
zcmdnaxP_6!n3tDJ<=n04i5%t{iTWA&xvBa^iMff{MVZAJd5OjOd5PJHx%%PxMcKs#
PiOH$@$@wX%6SI5)ZXOlC

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

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..0e852445fc7538a6188c2842c8f6b971cf6a22fa 100644
GIT binary patch
delta 63
zcmZ24zDAtGn3tDJ<=n04jT}8p8rk|8`MIh3MTxnI*+rSf8F`7t`FV-iiMjgW`9;~q
T1&PV2`pNkzshjsRec%89z)=@~

delta 66
zcmZ1@zFwTen3tF9Mq+E!MvfjP?L7UA{M=Oi#H5T&eV6>?(%jU%l4AYzqSVU7lKfo#
W#GD+3f};Ga)Z~)l&3l+WZ~y@INElB5


From 3464881e7c12664e952deff424c154db22a286fe Mon Sep 17 00:00:00 2001
From: ramakrishnasonakam <ramakrishnasonakam@gmail.com>
Date: Fri, 2 Nov 2018 11:43:48 +0000
Subject: [PATCH 6/8] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 182 -> 179 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 1195 -> 1197 bytes
 q06_plot_residuals/build.py                   |  11 +++++++++++
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 188 -> 185 bytes
 .../test_q06_plot_residuals.cpython-36.pyc    | Bin 1079 -> 1062 bytes
 5 files changed, 11 insertions(+)

diff --git a/q06_plot_residuals/__pycache__/__init__.cpython-36.pyc b/q06_plot_residuals/__pycache__/__init__.cpython-36.pyc
index cbab384bf6d1bdf9760c6fc6b61ce563bac9f8ad..6595fc8b7a55991220911817e5232b4d5bce83a2 100644
GIT binary patch
delta 60
zcmdnSxS5f|n3tDJ<=n04i5%t{3HllNxvBa^iMff{MVZAJd5OjOd5PJHx%%PxMcKs#
PiOH$@$@wX%6SI5(ZG08G

delta 63
zcmdnYxQ&s+n3tF9*uCbci5%wI$@&@jxvBbzNg0{?F8Rr&xv6<2#ro+*sg;Q(`MLUu
SIXMaiMfq8&$tA@T(|rK7u@>_H

diff --git a/q06_plot_residuals/__pycache__/build.cpython-36.pyc b/q06_plot_residuals/__pycache__/build.cpython-36.pyc
index 67ae5f63df0fc81d32b9402a406418522d2aa070..244456604f73eca4356a6a4b5ccd6baef0c701d1 100644
GIT binary patch
delta 522
zcmYjO(MlUZ6rGvfY<AZqYK&Hk4}ztTrznLYr50cGsg%+{TW%E@cW$$5HrX&Uq86bK
z>kml2qDcGVAM`U8-}=;FD1GSNB?ad)ch1bcbIxJrHuxTFK5I6^c<27pUx%?@?7?se
z@6j|rZZ_W^wNB@ipL5QTt03pFfDSI?{7}Fmw6TVZ*v<tkVI7w$>>Rq#fn`{MM;Krm
zJ5*g&p_;p9u!d{6TK03M>V4L2-25EZz>$N&bc?_E`kX{9JLOmWij_Tth2o_)AxDWB
za+NbfwVV+XBPRC^c>7vs+Cb2kDZbT7gkPHP&?M?irW=zqvt6%nCaHzGiKMlt!MjZ5
z38vs(RBOMe*~F#@u8Fhrt|;cQWIWb05>xQYZ%jAH<)5QooQ<%j<wy>7V&bth*;o$c
zsP`e$Lo<;P_M%MTbRZ7am&?ZtDKXyQVHLVXyY6Gyo^og7?zh<EPkcIomN`#s6d#|+
zXozD4fs$5!CK)XFM?E*)b)UX2nX3Dhl?SOwg~ES1%G6nkujpHuS*O$>)&CKSQ23RL
J4i8=5`v+P$eft0a

delta 520
zcmYjNziSjh6rP#g+h69qA2~IG#X&&WY7q+|36jEqX)Fu`c?5KF^O9_s%^ovz;2nV!
zYnvimXJM~m<^Q6vtyL;}E8ngWGLQM@oA=)Ly<xt^U*q+s-EMOE>=S(P82iO;EuZ){
zZTs<ReSep$sN&E=4|^3q5YUGKcCe3wO28099Jbs$@L?53a1ZWdj00Sy>H`(4<O72>
z74EV0&ee~z<u2d2*dS}iPPqz|cgcCf#W_3Ym1w!A{OVuUSDhQyQ9;8LBcJHib&njb
zBZ8Dec$6R8e1VJZYqYtVNj;wG(k+rbsc}3t`2-=@F{U&&6^29?%*2f}sJ*Fn5RiUm
z5JEeV&Y`J0E_a$V@3lNc4Z*xUQ&IDI-NVM{t+|<GKQnWey#Bn)PRar^d3cg%FUrZR
zz%ysFV}o<)$|94R9%af?oKSYTFLoXcNo5lP##bm33e%@s`VgKhe~a<=pJJPjng)oK
zbn?i^0&D)ptSmSE$1l57X#3mox1jl%I@&5qHPiT9(9Nz9G&BB3BBFNUh$sGEqA+}H

diff --git a/q06_plot_residuals/build.py b/q06_plot_residuals/build.py
index cfd3722..e25e5ea 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
@@ -6,6 +7,7 @@
 from greyatomlib.linear_regression.q05_residuals.build import residuals
 from sklearn.linear_model import LinearRegression
 import matplotlib.pyplot as plt
+
 plt.switch_backend('agg')
 
 dataframe = load_data('data/house_prices_multivariate.csv')
@@ -16,4 +18,13 @@
 
 
 # Your code here
+def plot_residuals(error_residuals,y):
+    plt.scatter(y, error_residuals)
+    plt.ylabel('Errors')
+    plt.xlabel('SalePrice')
+    plt.title('Residual plot')
+    plt.show()
+plot_residuals(error_residuals,y)
+
+
 
diff --git a/q06_plot_residuals/tests/__pycache__/__init__.cpython-36.pyc b/q06_plot_residuals/tests/__pycache__/__init__.cpython-36.pyc
index 3ce3f60c7dcfa0854023ea3d73c59337faa03c70..345dd30e670fc2864731e26d799ca183137397ec 100644
GIT binary patch
delta 60
zcmdnPxRa5?n3tDJ<=n04i5%t{Y5E!YxvBa^iMff{MVZAJd5OjOd5PJHx%%PxMcKs#
PiOH$@$@wX%6SIN<aYz-@

delta 63
zcmdnVxQCI$n3tF9Mq+E!L=JQ9O#O`f+*JL<q>M~`m;B_?+|<01V*T`@)XKz?{9OIS
SoE(LMqWrAX<dWiv=|KRb1{R_K

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..f7dc5e0748eefcb2a407b9e9fce41ab116675f88 100644
GIT binary patch
delta 264
zcmdnav5X_Zn3tDJ<=m}kEhYwr#|%h-1;};);$jORk;0I|n8T3E7{$oQkiwM0oWqpM
z9K{S~v*fVkvPQ8oGPpCOu%@uJFr=`hGB-0vv8AvFGiY*5tQ8l02{eI0lkpZuNNRD3
zb7FDo#3^gpn1NzNjFa6N^%$8ZmoaK<l<H^X=ceixCFUk(7iAV_<Rup8=Otz*=IV#%
z7iAY0BqpcoC+DZ6PCmn!$H+d}n&}`=<6kC6MxM#`%x&6iK=X=0j^<$GU@Zdi{508b
ku_l#f=A;w>J;!j1qcktGqy*@M$sd@lxj-s-7=e%(0B(srTmS$7

delta 263
zcmZ3+v7N)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
ziYM=7%wy!3tiyB=sP`R{BO~u*1LihucA$~PAQy8ma<CS$0U3Up?6){d^D;|HfR+~l
aJ;!j1HK{Z+CuQ<OW@{b}AfJa344DB^_&lTl


From 74fd63c3e67aee17d3d4a5f2f459f21b9d13f83a Mon Sep 17 00:00:00 2001
From: ramakrishnasonakam <ramakrishnasonakam@gmail.com>
Date: Sat, 3 Nov 2018 04:40:18 +0000
Subject: [PATCH 7/8] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 182 -> 179 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 1061 -> 1128 bytes
 q07_hist_residuals/build.py                   |   7 +++++++
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 188 -> 185 bytes
 .../test_q07_hist_residuals.cpython-36.pyc    | Bin 1091 -> 1088 bytes
 5 files changed, 7 insertions(+)

diff --git a/q07_hist_residuals/__pycache__/__init__.cpython-36.pyc b/q07_hist_residuals/__pycache__/__init__.cpython-36.pyc
index 48235745c56746569f0462b859a0f4a1c0cad2ad..ba7d76dd57494ddba85a2c7ca1d8903a35130ba1 100644
GIT binary patch
delta 60
zcmdnSxS5f|n3tDJ<=n04i5%t{3HllNxvBa^iMff{MVZAJd5OjOd5PJHx%%PxMcKs#
PiOH$@$@wX%6SI5(ZG08G

delta 63
zcmdnYxQ&s+n3tF9*uCbci5%wI$@&@jxvBbzNg0{?F8Rr&xv6<2#ro+*sg;Q(`MLUu
SIXMaiMfq8&$tA@T(|rK7u@>_H

diff --git a/q07_hist_residuals/__pycache__/build.cpython-36.pyc b/q07_hist_residuals/__pycache__/build.cpython-36.pyc
index e030b2b517107e81e7084557aeaf3a60f94a0cde..ebd8e470afe27c4c6d0693349ec11a7a858bc93e 100644
GIT binary patch
delta 355
zcmYk2y-veG49Cy8YnvYV=oc+wLTZKRl%Wp*69ZynK)M#ek+YgMN`rEhx^xR`hbjvz
z14xJw2404Vg|~n!U9jc9f0kug_LKc>cL%P^9}Yi<FO-lk^3Ryz6BGJ*-93}e)K!%n
zfFLM42jL+_FNcvOd{M&^`dG^?QO63_|Co-LXo#k0iCwH>4I8H0R<7b|=N?1{JJ?oL
z<*Y0qs(eBE-ugq71eN1)(SYOLp;<g9Q&1&ES7xhWYe|-%*k;01G$%y@17O7?G|PhN
zC|wlqaBy@LL}`LSCKDNF6CKT@PG>TfNpP8FvA&Zb24SkO_<_@2Yja=O2muE?$b3V6
y$oMu@Hfite#ySVz(~HSGjIM8G7~@P8uXNZoA0v9-h-0R=&Vf_gFoza!#@R2AP)sHO

delta 278
zcmaFCv6MsEn3tE!!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{?&sL8sF_Kb3qa~WkPPhvC_VZOy&kW&)HmX?`bT9g{al95?lGWjl}f_8#_Mt*Lp
zeqvHaroKyla%paAUP-ZjdQoa+Vo83keqv6JLP1e}R%&ud@nlsdH)$b|dqECoVB}#e
u;s?^2j797qN_=xalMmzM*UVA!OhA6I7?9urDuO^RW)2{Wi&2D;iv<9v+&z~7

diff --git a/q07_hist_residuals/build.py b/q07_hist_residuals/build.py
index 2f999aa..191c12b 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 +20,9 @@
 def hist_residuals(error_residuals, bins=60):
     plt.figure(figsize=(15,8))
     plt.hist(error_residuals, bins=bins)
+    plt.show()
+hist_residuals(error_residuals, bins=60)
+
+
+
+
diff --git a/q07_hist_residuals/tests/__pycache__/__init__.cpython-36.pyc b/q07_hist_residuals/tests/__pycache__/__init__.cpython-36.pyc
index f7acf950cd6567b9432ff7fba2a1a79c979c3eb4..5a172172f14f8babc979fbba89e53b38dbfc300c 100644
GIT binary patch
delta 60
zcmdnPxRa5?n3tDJ<=n04i5%t{Y5E!YxvBa^iMff{MVZAJd5OjOd5PJHx%%PxMcKs#
PiOH$@$@wX%6SIN<aYz-@

delta 63
zcmdnVxQCI$n3tF9Mq+E!L=JQ9O#O`f+*JL<q>M~`m;B_?+|<01V*T`@)XKz?{9OIS
SoE(LMqWrAX<dWiv=|KRb1{R_K

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..aff5b8048dff4e2d989a7901f1519581d34fb096 100644
GIT binary patch
delta 63
zcmX@iae#xvn3tDJ<=n04jT|!>HA?j}@^e%5ixP7avx_o|Gx8FP^Yaq36La;$^NX^J
T3lfu4^^@~cQa7JrEN21$#upbY

delta 66
zcmX@WahQX{n3tDJ+-hFbMvj?`+7<d4`MIh3iAfom`Y!p&rManjCB^#bMX8mECHcAf
Wi8(n61x5K;smUe9n@=*9GXVh3OcyNx


From f41f886ab40a2a5b6eb276efce9a498b14db8f91 Mon Sep 17 00:00:00 2001
From: ramakrishnasonakam <ramakrishnasonakam@gmail.com>
Date: Sat, 3 Nov 2018 04:44:20 +0000
Subject: [PATCH 8/8] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 180 -> 177 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 1116 -> 1172 bytes
 q08_qq_residuals/build.py                     |   8 ++++++++
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 186 -> 183 bytes
 .../test_q08_qq_residuals.cpython-36.pyc      | Bin 1059 -> 1056 bytes
 5 files changed, 8 insertions(+)

diff --git a/q08_qq_residuals/__pycache__/__init__.cpython-36.pyc b/q08_qq_residuals/__pycache__/__init__.cpython-36.pyc
index 806902296c0a8d32d1f1151fb1dd1826c94a17b2..4b7da1fbb3150076aab48d90fd79e29b9f609cb8 100644
GIT binary patch
delta 60
zcmdnOxRH^=n3tDJ<=n04i5%t{arzngxvBa^iMff{MVZAJd5OjOd5PJHx%%PxMcKs#
PiOH$@$@wX%6SKSkY&aFO

delta 63
zcmdnUxP_6!n3tF9*uCbci5%wIiTWA&xvBbzNg0{?F8Rr&xv6<2#ro+*sg;Q(`MLUu
SIXMaiMfq8&$tA@T)4c$+TNdj8

diff --git a/q08_qq_residuals/__pycache__/build.cpython-36.pyc b/q08_qq_residuals/__pycache__/build.cpython-36.pyc
index d42be94ca16e44654fcdf06fd119823a42e764cf..062ce2ddb1d5da3547d325ce0d06ba5f975e1fe0 100644
GIT binary patch
delta 388
zcmYjNJx>Bb5Z&23!rcLK!to)XF`+P26n0jI&e|B01w+=`k>m5s?im^rinG;(oPWZ?
z%HGaDVYD(9`~@o)8lB0^dzqJcnaqdvXg3dYIcIV3*<Bfge35@)YJRLsy)K()3)~vz
zg%tx3K}34uGIxX9qXH`+2s;K=L<5U4^eFRK2~+4{DW<H9X)JHJ(KA_vRoM=!p^YW1
zXtgdJk+~zRfeoy0+|#F|m0hjxXu-QZ3AyMC9xcBwQq16kLDGSvT0^T58Nn?P5K%$z
z4ImL688Jy7U=PgX8LB7DR6#h`CV7-HlzoY6C~o*fJrSAH20z_)5Kgfz`IL|4Pz5ut
z!Wkd)Y5P2sV|C4aZ2O_WBttu1Rd1;EO9*vA<~6o<U;6Y4T(+g=!^jW%m)sxYOeAlH
bZ0TnbwXa(i{?Y-5THqL#o;l!wV_N1fx|~`&

delta 296
zcmbQjd51&Un3tEU&}v>(2{Qx3V+JI^0%SV?aq*go%AqkS3@Pk6{89X1S|Cd>N-&i%
zg`=4<N+^{%Rj8RUhAB!oN+gvvRXA0onJG#%l|5Ay%w~>Zi4uzvkCKRzOyx`!NfiUi
zN~Lh7aJ4W*NvE&}GiY*8e3myklF>>?1ZZ0cLl$EVLkeRFQwmcr^W?RRa*WKA&oD|%
ze#I!Q9jBj>pPQ<mn3R#J?~<Qfnwy$eQmmg|lv<fslAo)en3JPWP?VpQnp{#mS(nL4
zL=5D7CLqDUSi}z`HD#g<C+}ra*u0d<g>mvv<|0*)WU&m8;9*2SE+!5}E@lp(2p6LW
HBNqz*#Nt55

diff --git a/q08_qq_residuals/build.py b/q08_qq_residuals/build.py
index bb05f08..1c3e714 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)
+    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..480afc70e10035cb5dc3b4ba48016ed891e4d348 100644
GIT binary patch
delta 60
zcmdnRxSf&1n3tDJ<=n04i5%t{Df$`txvBa^iMff{MVZAJd5OjOd5PJHx%%PxMcKs#
PiOH$@$@wX%6SD#Ua0C_0

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

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..7fda12b484562a23b020b609bdf646f994d1b58f 100644
GIT binary patch
delta 63
zcmZ3?v4Dfan3tDJ<=n04jT}=MH461J@^e%5ixP7avx_o|Gx8FP^Yaq36La;$^NX^J
T3lfu4^^@~cQa7JqjAjA=wA&WN

delta 66
zcmZ3$v6zFyn3tF9wAH+*jT}=MwM+Cf@^e%56O%GB^<DClOLJ56N{aQ<i&85SOY(E|
W6LWGD3X1ZxQj<%HHy>q;W&!}@Oc!|o