From a02727422204102b46809ae7f3db925eb385abbb Mon Sep 17 00:00:00 2001
From: akashhchatterjee <akashh.chatterjee@gmail.com>
Date: Wed, 24 Oct 2018 18:01:50 +0000
Subject: [PATCH 1/8] Done

---
 __pycache__/__init__.cpython-36.pyc           | Bin 163 -> 158 bytes
 .../__pycache__/__init__.cpython-36.pyc       | Bin 177 -> 172 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 381 -> 415 bytes
 q01_load_data/build.py                        |   5 +++++
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 183 -> 178 bytes
 .../test_q01_load_data.cpython-36.pyc         | Bin 2053 -> 2048 bytes
 6 files changed, 5 insertions(+)

diff --git a/__pycache__/__init__.cpython-36.pyc b/__pycache__/__init__.cpython-36.pyc
index f93420f1df521b2061e98adf856c4586bc03a389..b6f1f6a84ea629d544a916d487d6e403460d8062 100644
GIT binary patch
delta 58
zcmZ3?IFFITn3tC;Z1aWai5%u?-ufB&xvBbz*@?v&8Oa%mB_*jvS*fY|;rT_`#RZAU
Nsrt$JDX9~)ECDof6p8=<

delta 63
zcmbQoxR{Z{n3tF9*uCbci5%wI0s0yFxvBbzNg0{?F8Rr&xv6<2#ro+*sg;Q(`MLUu
SIXMaiMfq8&$tA@TQ!N3geiowu

diff --git a/q01_load_data/__pycache__/__init__.cpython-36.pyc b/q01_load_data/__pycache__/__init__.cpython-36.pyc
index 29d3927ae0e2cb43c7a5b55a324191d259d83315..bfb170a93703199d5a5a3bae0d398d4b52b9e023 100644
GIT binary patch
delta 58
zcmdnUxQ3C#n3tC;Z1aWai5%u?k@^|=xvBbz*@?v&8Oa%mB_*jvS*fY|;rT_`#RZAU
Nsrt$JDX9~)+yOlL6v6-i

delta 63
zcmZ3(xRH^=n3tF9*uCbci5%wIarzngxvBbzNg0{?F8Rr&xv6<2#ro+*sg;Q(`MLUu
SIXMaiMfq8&$tA@TQ{4fv*cRIW

diff --git a/q01_load_data/__pycache__/build.cpython-36.pyc b/q01_load_data/__pycache__/build.cpython-36.pyc
index ef1e2034931228e202cf991eb526b966239fa9b8..9165ca53fe80f56f5f3eb81cbeaf70a0aec8c31c 100644
GIT binary patch
delta 190
zcmey%G@seYn3tC;eDj6qKMV{EkAWBtn1Cz?ATCw_5-AKRj5!QZj44b}OexGMEG-OC
z%&E+&OwEjp3=^&Vcv2Xf8EYA97=sx!nI^ibdTBD<Vk$_v#Zi=+m=d2{Tn6N`6eN~p
z++s>eTggzw1~l?ln0`inZmND_c4BcxMsh}CNl9u^R%)t#cz#iKaY15os(x~QO6tVd
YHjJE;H5fhknL&;L>EvKyVc}o~0H9Vc!vFvP

delta 169
zcmbQw{Flkfn3tF9g2LRWg$xV~kAWBtn1Cz?ATE{w5-AKRj5!QZj44b}OexGMEG-OC
z%oCmbcxxD%8EYA97=sx!8T}?6l(gkcNi0cBD@x2wUCB_y2Gsd0T0bK{H&s6|DI-(g
zB|o_|H#M)MSU<fewKB0JKUY67Cr6>6C_gJTxuke9H=_+B`(zJB4_=V%#VkOAgNcP1
E0I)+S&;S4c

diff --git a/q01_load_data/build.py b/q01_load_data/build.py
index 1fea6ca..c3c517b 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('data/house_prices_multivariate.csv')
+    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..a705958d5ddd4acaf1a15cd374b7731e2957411a 100644
GIT binary patch
delta 58
zcmdnaxQUU&n3tC;V)KRQi5%u?@%kD0xvBbz*@?v&8Oa%mB_*jvS*fY|;rT_`#RZAU
Nsrt$JDX9~)d;viO6x;v+

delta 63
zcmdnQxSf&1n3tF9Mq+E!L=JQ96#b0++*JL<q>M~`m;B_?+|<01V*T`@)XKz?{9OIS
SoE(LMqWrAX<dWivslEW9Ef$IZ

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..95622804ed7a077f2e4b73f8f2637d2047e00502 100644
GIT binary patch
delta 61
zcmZn_Xb|8q=H=yz*nA;+BgYa(wM_kt{M=Oi#O%c4jEv-r#FCQKqO8<Z{qX#v?BasN
Q<W&9S{FKzq*BSNL0DM#xr2qf`

delta 66
zcmZn=Xcgcv=H=yDp)faUBgYa(?L7UA{M=Oi#H5T&eV6>?(%jU%l4AYzqSVU7lKfo#
V#GD+3f};Ga)Z~)l&6gPU*Z|Cx7Wx1H


From ae176d25db6e15c630604f0fe1d0e11a2f3a512a Mon Sep 17 00:00:00 2001
From: akashhchatterjee <akashh.chatterjee@gmail.com>
Date: Fri, 26 Oct 2018 07:59:34 +0000
Subject: [PATCH 2/8] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 181 -> 176 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 511 -> 507 bytes
 q02_data_splitter/build.py                    |   8 +++++++-
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 187 -> 182 bytes
 .../test_q02_data_splitter.cpython-36.pyc     | Bin 2990 -> 2985 bytes
 5 files changed, 7 insertions(+), 1 deletion(-)

diff --git a/q02_data_splitter/__pycache__/__init__.cpython-36.pyc b/q02_data_splitter/__pycache__/__init__.cpython-36.pyc
index 67f0b61c40f50d08951c271156aef243da143420..f59aab4e0e164cace02815fd7522bb6c0b82fd5e 100644
GIT binary patch
delta 58
zcmdnWxPg(wn3tC;Z1aWai5%u?vHBVLxvBbz*@?v&8Oa%mB_*jvS*fY|;rT_`#RZAU
Nsrt$JDX9~)ya7LI6w&|y

delta 63
zcmdnMxRsH^n3tF9*uCbci5%wIN%|T2xvBbzNg0{?F8Rr&xv6<2#ro+*sg;Q(`MLUu
SIXMaiMfq8&$tA@TQ@sJSgcj=n

diff --git a/q02_data_splitter/__pycache__/build.cpython-36.pyc b/q02_data_splitter/__pycache__/build.cpython-36.pyc
index 412515bf30341aff422fe5f22e3bd95cc7d3f410..e88722e0b5cd033a1e9e703ed016a4b99a95caa0 100644
GIT binary patch
delta 266
zcmey*{F_<Xn3tC;=;WnnXGR8w#|%h-3CMN;;$nk|%IX}ctf?%`jEoEuy@KmifTA@F
zSqv#a*vbSX8C#jsm?Rl$8G)jVwM;dPH9&qagC>(-6kB9baDGmTCetnEoc!b{&fvtH
z)PSPQ<Wx=OTTCfww-_UCF;=c*C}Ibi`7264BR@A)KQTM8I3puDBeA3;wJ0k!RX;qx
zD7&~IF*#K~IX@+JvKFI@AP2~0Y(Rp6QH+s|v50eWJ)@Te3y@#L2_it|ArT<uw>WHa
Y^HWN5Qtg<5ykd|L4<iR72Qvo?0BR*WlK=n!

delta 270
zcmey({GVCbn3tF9gxcIFE=C51#|%h-3CMN;;$n@7%IXt?g6j={oEnBKh7=%dWdf2+
ztxRc5k_@$sNTSSO5vCf(8lYS-gC>jLOQ69FFaHBU5etx|$#{z;GbcY;llc}?O4=>P
zh+B-6D;bJ7fl|NX^)vEwQ}q**GBWjD@{>z*Q}arS_0x+|D-%od`EvCWb8-|4it@8k
zlS_&xt1!9<f^-$L0SN|1F-9TABJRnRj9z9Sfg)}Y0g^`|xPaVS95%W6DWy57b|4Re
MHS;iXFmkX00L~~q&Hw-a

diff --git a/q02_data_splitter/build.py b/q02_data_splitter/build.py
index cf517fe..ef57748 100644
--- a/q02_data_splitter/build.py
+++ b/q02_data_splitter/build.py
@@ -1,8 +1,14 @@
+# %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
+def data_splitter(df):
+    X = df.loc[:,:'YrSold']
+    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..dc16ace4ef6cbf1306e33e4ab4176acfb7745678 100644
GIT binary patch
delta 58
zcmdnZxQ&s+n3tC;Z1aWai5%u?$@&@jxvBbz*@?v&8Oa%mB_*jvS*fY|;rT_`#RZAU
Nsrt$JDX9~)0s%u36zTu~

delta 63
zcmdnSxSNr~n3tF9Mq+E!L=JQ94E>D!+*JL<q>M~`m;B_?+|<01V*T`@)XKz?{9OIS
SoE(LMqWrAX<dWivseu5Z*%q1r

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..d46321260f933deda0a6621598f5ab015e86ca8f 100644
GIT binary patch
delta 61
zcmZ1{zEYgSn3tC;Z1aWajU1v(YK8h4`MIh3iP?$885zkLi6teeMOmq-`r-LS*~JBk
Q$*KCu`6;QJJ($us0eEW_DgXcg

delta 66
zcmZ1}zD}IOn3tF9Mq+E!Mh;OX?K1t0{M=Oi#H5T&eV6>?(%jU%l4AYzqSVU7lKfo#
V#GD+3f};Ga)Z~)l&CX0|oB-Sw7TN#+


From c247e646301d4447c5cd2c897e600b33e9662918 Mon Sep 17 00:00:00 2001
From: akashhchatterjee <akashh.chatterjee@gmail.com>
Date: Fri, 26 Oct 2018 08:07:21 +0000
Subject: [PATCH 3/8] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 185 -> 180 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 674 -> 660 bytes
 q03_linear_regression/build.py                |   7 ++++++-
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 191 -> 186 bytes
 .../test_q03_linear_regression.cpython-36.pyc | Bin 3445 -> 3440 bytes
 5 files changed, 6 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..20ee6be361750f9aebabe98c1560a8f2723f54ba 100644
GIT binary patch
delta 58
zcmdnVxP_6!n3tC;Z1aWai5%u?iTWA&xvBbz*@?v&8Oa%mB_*jvS*fY|;rT_`#RZAU
Nsrt$JDX9~)`~gAQ6yg8?

delta 63
zcmdnOxRa5?n3tF9*uCbci5%wIY5E!YxvBbzNg0{?F8Rr&xv6<2#ro+*sg;Q(`MLUu
SIXMaiMfq8&$tA@TQ~d$AFc$j&

diff --git a/q03_linear_regression/__pycache__/build.cpython-36.pyc b/q03_linear_regression/__pycache__/build.cpython-36.pyc
index d3a347e148402f46a537c18328b042c8b3891cbe..b65eeb805521e67254023c96ff109b7a73741e19 100644
GIT binary patch
delta 277
zcmZ3)I)zo)n3tDJ_w=Rc*NhAdj~S2vGmz~7#KnFSm7Td#IaAqFIhvUm878J>)w2M_
zLGsQZc`+bS!qCi6%T&XZ#aP2o!`RGJ%Ur`8%%I8Wr^!?VQXIvcmRX|7a*HwI7Gq@;
zXHjZ;QEG8<eo+)tPVP#EB6gsXUvc^w`MIh3iP?$885zkLi6teeMOmq-`r-LS*~JBk
z$*KCu`6;RTIhlErGZ{Suxj=Ta0SN|1Hbx%CBF@Q&7#BLS0{KNC(IQR|0Wuhg-~e)O
faoFVMr<CTT+A#rn#XLZQ2dJNiiGz`cnS%uY`d>Pm

delta 287
zcmbQjx`<WTn3tF9kj}iQU5pG2j~S2v6Oioy#KkTXm7OORWYseRIUwu|5|jcGB@8Ky
zDNMbLwM;ckS&TIdHH^(nj0`nQ!3>(rer}qKw>b0ii*gflGOJQGnTl9|I-;1<GD|d>
zZ!t#PVyui3$jQu0O)QEpN=+|HEiTS4TFFqv0aW!XSwAB`H&s6|DI-(gB|o_|H#M)M
zSWF+Nsxq-8KUY67Cr6>6C_gJTxuke<D5H-cC&)=`K!Smhi;;)1h->mD#)bAEfg*Mg
n!382fMk5g*J-0Y)a`RJ4b5iYqzGo-~DdPd^=V9Vt<Y5K?;l4k}

diff --git a/q03_linear_regression/build.py b/q03_linear_regression/build.py
index 03ab5ff..b2f3292 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 +7,9 @@
 X, y = data_splitter(dataframe)
 
 # Write your code here :
-
+def linear_regression(X, y):
+    regressor = LinearRegression()
+    lm = regressor.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..60dec99281726163613dfc1ad7d704b47d7db884 100644
GIT binary patch
delta 58
zcmdnbxQmg)n3tC;Z1aWai5%u?>G~P@xvBbz*@?v&8Oa%mB_*jvS*fY|;rT_`#RZAU
Nsrt$JDX9~)LIFjB6#4)F

delta 63
zcmdnRxSx^3n3tF9Mq+E!L=JQ99Q};^+*JL<q>M~`m;B_?+|<01V*T`@)XKz?{9OIS
SoE(LMqWrAX<dWivsi6R+g%+v+

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..5b716110e3db500ea240a11f8e21ae87f79573b0 100644
GIT binary patch
delta 61
zcmew=^+Afmn3tC;Z1aWajT}BqYL)sK`MIh3iP?$885zkLi6teeMOmq-`r-LS*~JBk
R$*KCu`6;QJ>zTfB0RX5>7R3Mn

delta 66
zcmew$^;L?)n3tDpx8~fajT}Bq+I9LF`MIh3iAfom`Y!p&rManjCB^#bMX8mECHcAf
Wi8(n61x5K;smUe9o2!_<aRC4Vm>4(!


From c75df22360cb9efacb896ecf9ce3ec3e747d2542 Mon Sep 17 00:00:00 2001
From: akashhchatterjee <akashh.chatterjee@gmail.com>
Date: Fri, 26 Oct 2018 08:39:07 +0000
Subject: [PATCH 4/8] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 184 -> 179 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 943 -> 952 bytes
 q04_linear_predictor/build.py                 |   9 +++++++++
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 190 -> 185 bytes
 .../test_q04_linear_predictor.cpython-36.pyc  | Bin 4415 -> 4410 bytes
 5 files changed, 9 insertions(+)

diff --git a/q04_linear_predictor/__pycache__/__init__.cpython-36.pyc b/q04_linear_predictor/__pycache__/__init__.cpython-36.pyc
index 3c623bd6da3ad73aff4fb7c2f7cab4fa4d1d9027..d51a34d85feb54fa72258155386487031fcfca5f 100644
GIT binary patch
delta 58
zcmdnNxS5f|n3tC;Z1aWai5%u?3HllNxvBbz*@?v&8Oa%mB_*jvS*fY|;rT_`#RZAU
Nsrt$JDX9~)`~X2d6y5*;

delta 63
zcmdnYxPy_yn3tF9*uCbci5%wIsrniDxvBbzNg0{?F8Rr&xv6<2#ro+*sg;Q(`MLUu
SIXMaiMfq8&$tA@TQ~dz8g%<Y!

diff --git a/q04_linear_predictor/__pycache__/build.cpython-36.pyc b/q04_linear_predictor/__pycache__/build.cpython-36.pyc
index 2e68f8e025d81247804c456c0f6eacc9e98ec411..c244371190e333cde8df42093a9a1613034b16f6 100644
GIT binary patch
delta 138
zcmZ3_zJp!an3tDp;iXH_F3b!Jj~S2v3y|#q#Klz;m2-Jg1ycD_c~kkCnHd>2PViz>
zi`CD_&rQ`&%uX!M$VkpeEGbDX%1TYu56>^kE-pw+PSsD&Pf4B3%H+i;usMLqjZqqC
W0YkA6kl<m2KoMpRAd8EIgAD-Q$Q~O2

delta 128
zcmdnNzMfs#n3tDpir&1a?@SB~j~S2vGmz~7#Kn0Nm2)@F@nY0Y($C1xP1R3K%E;7r
z$xklLP0cGQ)=w`=txPP*&(%-N$x$dM%FjwoE-9YO!{o)tzd4-AjZqS4Fhj8bkl<m2
MKoMpRAd8Cy015XUPyhe`

diff --git a/q04_linear_predictor/build.py b/q04_linear_predictor/build.py
index e3c8357..c6c5cd1 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(linear_model, 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..6ac1030218e6e13979a02392cddf5c143d0678d2 100644
GIT binary patch
delta 58
zcmdnTxRa5?n3tC;Z1aWai5%u?Y5E!YxvBbz*@?v&8Oa%mB_*jvS*fY|;rT_`#RZAU
Nsrt$JDX9~)LI6bO6!riB

delta 63
zcmdnVxQ~&;n3tF9Mq+E!L=JQ9Z2gS<+*JL<q>M~`m;B_?+|<01V*T`@)XKz?{9OIS
SoE(LMqWrAX<dWivsUZNQ+7_k&

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..735a44df9d35addc3371758568b616e5d79c1f31 100644
GIT binary patch
delta 66
zcmdn5v`dM@n3tC;Z1aWajT|$W)XViV@^e%56SEVGGcuAh5=%-_i?UKv^~3XvvWp86
WlT-DR^HWmwCkJwgY<|EL&j$bzS{Jhb

delta 66
zcmdm`v|owCn3tF9Mq+E!MvfUw+BNza`MIh3iAfom`Y!p&rManjCB^#bMX8mECHcAf
Wi8(n61x5K;smUe9n~yP-@Bsh^tr#%?


From a7ec57b506ec7d1e7b72632201e9ceba3028d9eb Mon Sep 17 00:00:00 2001
From: akashhchatterjee <akashh.chatterjee@gmail.com>
Date: Fri, 26 Oct 2018 11:18:51 +0000
Subject: [PATCH 5/8] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 177 -> 172 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 884 -> 891 bytes
 q05_residuals/build.py                        |   6 ++++++
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 183 -> 178 bytes
 .../test_q05_residuals.cpython-36.pyc         | Bin 2991 -> 2986 bytes
 5 files changed, 6 insertions(+)

diff --git a/q05_residuals/__pycache__/__init__.cpython-36.pyc b/q05_residuals/__pycache__/__init__.cpython-36.pyc
index 82a3d44a519af94036d128d3e671dca8b34431d9..94680667212988c2e8d93f30f96c4d0175881c97 100644
GIT binary patch
delta 58
zcmdnUxQ3C#n3tC;Z1aWai5%u?k@^|=xvBbz*@?v&8Oa%mB_*jvS*fY|;rT_`#RZAU
Nsrt$JDX9~)+yOlL6v6-i

delta 63
zcmZ3(xRH^=n3tF9*uCbci5%wIarzngxvBbzNg0{?F8Rr&xv6<2#ro+*sg;Q(`MLUu
SIXMaiMfq8&$tA@TQ{4fv*cRIW

diff --git a/q05_residuals/__pycache__/build.cpython-36.pyc b/q05_residuals/__pycache__/build.cpython-36.pyc
index 73e9d89d1da2e86ae1e645d19bd70fdbb06929aa..df9aae261738fb50ff520c108d979dd7d9ae994f 100644
GIT binary patch
delta 121
zcmeyu_M1)Fn3tD}@5iO+XG{zXj~S2v3y|#q#KkQWl`FYYg;IG^`I?y+879uTrxvE4
zk)NBYpO~FkoRN{7kyuiaT9lQVsvn+TlwDkqn4GGgoS%|9c`2g}qrm1zjOC1M%pj9Q
MCdV_2GI1~i0F#p-#{d8T

delta 129
zcmey(_JvK^n3tF9lHR<ijZ6#-j~S2v3y|#q#Klz;l`AJMyQdwkpOK%Ns-KvYk*V*J
zpIn-onpaY+pI($&nOKsatDl&Yqfk(kpOu<iQapJTqYWef=I4y%jM6}J8H$B~1P>z=
MGI0P|T#O<t0N3yzyZ`_I

diff --git a/q05_residuals/build.py b/q05_residuals/build.py
index aaef679..5bb2fa8 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):
+    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..dc1c94c9d0e2d3bbba1d5e39f90f15b2998cb5d6 100644
GIT binary patch
delta 58
zcmdnaxQUU&n3tC;Z1aWai5%u?@%kD0xvBbz*@?v&8Oa%mB_*jvS*fY|;rT_`#RZAU
Nsrt$JDX9~)d;vhB6xsj)

delta 63
zcmdnQxSf&1n3tF9Mq+E!L=JQ96#b0++*JL<q>M~`m;B_?+|<01V*T`@)XKz?{9OIS
SoE(LMqWrAX<dWivslEW9Ef$IZ

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..fa87f2115eb0ae0cbc468ee5c6504175a5056719 100644
GIT binary patch
delta 61
zcmZ24zDk_Kn3tC;Z1aWajT}8pYMJ^O`MIh3iP?$885zkLi6teeMOmq-`r-LS*~JBk
R$*KCu`6;QJ_cMLq0058N7MlP7

delta 66
zcmZ1_zFwTen3tF9Mq+E!MvfjP?L7UA{M=Oi#H5T&eV6>?(%jU%l4AYzqSVU7lKfo#
W#GD+3f};Ga)Z~)l&AXUBZ~y@HyckOW


From 91e3dd9e402297bc5dfdd8c5344d0a98cf293f3b Mon Sep 17 00:00:00 2001
From: akashhchatterjee <akashh.chatterjee@gmail.com>
Date: Fri, 26 Oct 2018 11:25:46 +0000
Subject: [PATCH 6/8] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 182 -> 177 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 1195 -> 1102 bytes
 q06_plot_residuals/build.py                   |   5 +++++
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 188 -> 183 bytes
 .../test_q06_plot_residuals.cpython-36.pyc    | Bin 1079 -> 1060 bytes
 5 files changed, 5 insertions(+)

diff --git a/q06_plot_residuals/__pycache__/__init__.cpython-36.pyc b/q06_plot_residuals/__pycache__/__init__.cpython-36.pyc
index cbab384bf6d1bdf9760c6fc6b61ce563bac9f8ad..92d5dd22223ad8b7a26b862069caa4949f40ea4c 100644
GIT binary patch
delta 58
zcmdnSxRH^=n3tC;Z1aWai5%u?arzngxvBbz*@?v&8Oa%mB_*jvS*fY|;rT_`#RZAU
Nsrt$JDX9~)d;mZO6xIL$

delta 63
zcmdnUxQ&s+n3tF9*uCbci5%wI$@&@jxvBbzNg0{?F8Rr&xv6<2#ro+*sg;Q(`MLUu
SIXMaiMfq8&$tA@TQ+)unFBb0r

diff --git a/q06_plot_residuals/__pycache__/build.cpython-36.pyc b/q06_plot_residuals/__pycache__/build.cpython-36.pyc
index 67ae5f63df0fc81d32b9402a406418522d2aa070..89154cb9cb31c15ce0e9ff5d63ea3c651330077a 100644
GIT binary patch
delta 406
zcmYk2%}T>S5XX0tlqTti{fM;{5uqX!4^hO6sPyDXya+1WimchOv0o`kq?g{}3zR&B
z2cZ|=zz6W)u~$z%f}WfdgzmDl|C#v>v$L<phh9I(<;>a7XX`~}?29cejdYVvFq_t|
zZu8w0sYd_|K^hV80;*VupsnyCFJTIcSc(*0#x#}}T5W6G;;X#E*U-QcT9mCyQ)ZqS
zuVIZM)kpy*)0eD~oxTrKTos*8yaz{zRcactE=<@25{9%AF=839aM4ib>Zl*`bl`|E
zM4xMc>y6`0rM8=)%HNjldIPjYPXw;(xC^F>XkUANFBl02ZO4-sca*b=m5i6n$sh}U
zj_$@f-;Y7vdiz$Iu&q;s=Y#QM=(u<H!s+2qazlzxJosXObGY%1_(a<|Hwj$S`^giQ
jOqSfaemwBxQy)+1i&?NiCQJSPw+W`AlV^ejrlzZZ<|0{$

delta 520
zcmYjNO=}cE5bf@noiDTQM^=sCVId&QX%G)WkdT7`bMat6qzGtdyOK=k$t>NykX-^f
zOs)aL-aL3$kNyvj9tLlo@)rcbnlVDU=-02S>b+|Ed-OG4f7<OPm(M=I7mu-D?AG#$
zZ_&0Nuh!q}a1~V?dgx)V;(G%6Fu)G>aZm{uVu-_*dwV{t!U*oceT;E{t5kiUVwGGl
zSX1FHOYdC$I9cxSjq?q%cI=p|P<fY}H(Z>tGhT_7d&;l=WqsATVI37TOfm9_US0Rd
z;W{EnIfMuKq0JY#=)OjqtC`f}sV?0j*_9f{Q<F~+f^B0;V^d*Bbk0oNNQ2s&Y6k)7
zX9gj(6X_h9y5n-ENpq^@K57W&?U{<2&+8sGM(@ncB>S0}yX5uzeRfn9n92R4JbO`2
zW(A%&n;jaQOIH?|)buD*9^-_v%RhYk(U4R&Az*xkBB3ySx}^`{$?}63e>)XheAF~R
ztfZ3%MiyA}w`OJe(|i1~ONF+-9e)d&pQ)qgMX6>QHwE478bLGTe<UJmCysdH{{<hk
BeG~uy

diff --git a/q06_plot_residuals/build.py b/q06_plot_residuals/build.py
index cfd3722..bf9a30b 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 +17,8 @@
 
 
 # Your code here
+def plot_residuals(y, error_residuals):
+    plt.scatter(y, error_residuals)
+    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..555d38899e65b434a901b99306642dd19896216d 100644
GIT binary patch
delta 58
zcmdnPxSf&1n3tC;Z1aWai5%u?Df$`txvBbz*@?v&8Oa%mB_*jvS*fY|;rT_`#RZAU
Nsrt$JDX9~)f&fFV6z%{3

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

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..b23da56be1219d56a6b6eacf803e1f7ac18283d2 100644
GIT binary patch
delta 262
zcmdnav4kVRn3tC;Z1aU^EhYwr#|%h-1;};);$jORk;0I|n8T3E7{$oQkiwM0oWqpM
z9K{S~v*fVkvPQ8oGPpCOu%@uJFr=`hGB-0vv8AvFGiY*5tQ8l02{eI0lkpZuNNRD3
zb7FDo#3^gpn1NzNjFa6N^%$8ZmoaLq73*i@=cei>W+xVBWF%)KmXxFxWu>O-hvye%
z7Z)TZr|Ku?r=(6k!<fg&KG~Y-AW++1CPzk|$@a``+H646ia}21VB}ye0`dGb*>ABX
im1gFo6al@)aEqffFB52FamnNl%+_2W6+DbU$P56}2t0QH

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=8%wy!3ti^N?sP_$%BO~u*J?1uTcA$~PAQy8ma<CS$0U3Up?6){d^D;|HfR+~l
aJ;!j1HK{Z+CuQ<|W@{b}AfJa344DB=f;^Z2


From 9c293f989205ab0e1d189bc0db6a95e22394f937 Mon Sep 17 00:00:00 2001
From: akashhchatterjee <akashh.chatterjee@gmail.com>
Date: Fri, 26 Oct 2018 11:29:38 +0000
Subject: [PATCH 7/8] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 182 -> 177 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 1061 -> 1126 bytes
 q07_hist_residuals/build.py                   |   4 ++++
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 188 -> 183 bytes
 .../test_q07_hist_residuals.cpython-36.pyc    | Bin 1091 -> 1086 bytes
 5 files changed, 4 insertions(+)

diff --git a/q07_hist_residuals/__pycache__/__init__.cpython-36.pyc b/q07_hist_residuals/__pycache__/__init__.cpython-36.pyc
index 48235745c56746569f0462b859a0f4a1c0cad2ad..581eee930ee0ae962bef81cb9f32f5583c4d0442 100644
GIT binary patch
delta 58
zcmdnSxRH^=n3tC;Z1aWai5%u?arzngxvBbz*@?v&8Oa%mB_*jvS*fY|;rT_`#RZAU
Nsrt$JDX9~)d;mZO6xIL$

delta 63
zcmdnUxQ&s+n3tF9*uCbci5%wI$@&@jxvBbzNg0{?F8Rr&xv6<2#ro+*sg;Q(`MLUu
SIXMaiMfq8&$tA@TQ+)unFBb0r

diff --git a/q07_hist_residuals/__pycache__/build.cpython-36.pyc b/q07_hist_residuals/__pycache__/build.cpython-36.pyc
index e030b2b517107e81e7084557aeaf3a60f94a0cde..c8349f62e03262dc0578527c99dba8b3bdaa15b5 100644
GIT binary patch
delta 353
zcmYk2y-EW?5XX0JH_2tak9?Vkm5>lfbwyf1D+{r+5H<l_Z-$%+@#O9xO}ev95$*{r
zOk=5q&*3WwK7@^KOydmmpWiSH!_2e&Wp{_JE04cFMjOu9C;Ml@@TrM(v+ka2XX;`l
z2Vewf=b${|<mE87l&@-3BA;rxrRr3n`XBSLPz}{oEwxWos!_vq+vuXiy+=?T>QEc2
z=&USYSiWQfZ~d-HitEXwXuwIYZx&~43RptEGFuH>OSS|Q+X++goE38zf+(J#Sym#A
z;zjWWNBvO{#d8YuOs7#4MmozVnGyw8aWYFEbVxxMBNabz)@yCAD;r_pfCq_hXaI@a
wrOGxPyxv$B;Ct!fE(@dUTOH2m9*Y+~>Y9JC^w5Z7rgttua@(+k7Dyq*FFZ0!o&W#<

delta 282
zcmaFHv6MsEn3tE!!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@nmHtH)$b|dqECoVB}#e
y;s?^2j797qN_=tyv(o1EOj?YSUouC@GXcel#ef74P$2|zF>?S}T#O=&Tr2>;bw0-c

diff --git a/q07_hist_residuals/build.py b/q07_hist_residuals/build.py
index 2f999aa..cf4c7b9 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 +20,6 @@
 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..ce491439259fc4cc0de3fbc4ce3273d11d90a848 100644
GIT binary patch
delta 58
zcmdnPxSf&1n3tC;Z1aWai5%u?Df$`txvBbz*@?v&8Oa%mB_*jvS*fY|;rT_`#RZAU
Nsrt$JDX9~)f&fFV6z%{3

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

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..6c79fdaaa7abdf02f4611bfac85ad7e3de3f7a06 100644
GIT binary patch
delta 61
zcmX@iv5$kpn3tC;Z1aWajT|!>)r$2q@^e%56SEVGGcuAh5=%-_i?UKv^~3XvvWp86
RlT-DR^HWkcpJ6O#0sxg_7Dxa9

delta 66
zcmdnTahQX{n3tDJ+-hFbMvj?`+7<d4`MIh3iAfom`Y!p&rManjCB^#bMX8mECHcAf
Wi8(n61x5K;smUe9n~yV=GXVh2z!xb1


From eabf15a842412bead4807defd07df8aed3ba8608 Mon Sep 17 00:00:00 2001
From: akashhchatterjee <akashh.chatterjee@gmail.com>
Date: Fri, 26 Oct 2018 11:48:44 +0000
Subject: [PATCH 8/8] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 180 -> 175 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 1116 -> 1196 bytes
 q08_qq_residuals/build.py                     |   8 +++++++-
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 186 -> 181 bytes
 .../test_q08_qq_residuals.cpython-36.pyc      | Bin 1059 -> 1054 bytes
 5 files changed, 7 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..1bda650a009a916c0b6d47cdcf60240197aa5379 100644
GIT binary patch
delta 58
zcmdnOxSo;2n3tC;Z1aWai5%u?G5Q(#xvBbz*@?v&8Oa%mB_*jvS*fY|;rT_`#RZAU
Nsrt$JDX9~)yZ}DV6wUwu

delta 63
zcmZ3_xP_6!n3tF9*uCbci5%wIiTWA&xvBbzNg0{?F8Rr&xv6<2#ro+*sg;Q(`MLUu
SIXMaiMfq8&$tA@TQ@sGQ*%s#j

diff --git a/q08_qq_residuals/__pycache__/build.cpython-36.pyc b/q08_qq_residuals/__pycache__/build.cpython-36.pyc
index d42be94ca16e44654fcdf06fd119823a42e764cf..74d7fffb4e54213540b69c67a8053f5269011c92 100644
GIT binary patch
delta 515
zcmYk3O;6N77{}+CcHM6Gjh7XcRl&%q7d8Y97h)9e9wfy0NU|9^58HOTw9J$c5)uyO
z%7N^sF!AP>@a)a%&69ovFET9$naTYBPx8FXZ!$lf&yDr1cH8a#`}XmV#n>-)Z`me(
zWsd%Ov%Y^xov16F9DqqC>+u}URX!gr;6fEGMm>B;AR9U05?QpA!vV)->{E@Fsh@LP
zp*pQpv2|eM03YFFd_oQC)4*g`r7N3P4A*FlR;zpJd(3P7E{Qz2`7y4cCC1~~E^J<w
zXm3iifsu?waKR)<e$9bpJhF0DQkrh-E%N6tJSglqJSNXBxSryJlan+~vZ9ur$Knue
z9VBO_q)SRAYNSYq@>In76H_fS{qKiikW6VPCPD{+ABZfYMHLYZ-zRFKQ{mIlPbAHn
ze7DyxnMybY9Z((P-qSB5egv<vqtC+34@QT=pU|;Xu1R83`(b*%p)--`qE;DpE1Q~;
zvEC4AXkML$sxkX+ZNF=prfO`3c2C+SQ8+uM>olg9<|mncW~2rGw+k+J;7(h{d*IrR
FbqiNidL{q>

delta 431
zcmYk0ze~eF6vyvJO4GEpwoR+m4q`#bVh{&GL_|A^i?|#`NqY}%NqX__Iurzlx;m8X
z-Gy%cH^I$+z}d-b7JJ8i?(uz(@AoYWUv}rXTy~yM7fe%xzR}vTOnqUVTFyInJ&t%j
ztguS<Z;q<03Ygn7%xXZPHp4x_>db{4)WMw*)_^=TvYPfR)?{03o3)?-E;LPdhZnf>
zhS)C8-y*L#{~0F(eDs<#X;-U6*Fd8YenA{-!pS?uh$AyfZ&GV4WaN?5;zOmG6^BB5
zG|ed;XvOSUivCJUbMZ6``W{XzAf=EG64a1Sf>3=RSvK~+_x_WJzz_OQL%%BqlL%U4
zt^7v`(?E;J55jQIxQ$?-RdPTsYt7YW!~kJgG4$Grp!=T-(#5VU8i5tnU>HvivsI*%
sbgYx>lF_s2EOZSUrjgobk>HaM&R4doZBWAh*C94`sBIJnyV$Y*02KgaRR910

diff --git a/q08_qq_residuals/build.py b/q08_qq_residuals/build.py
index bb05f08..05a8c93 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
@@ -10,7 +11,7 @@
 
 import pylab
 import scipy.stats as stats
-
+import statsmodels.api as sm
 
 dataframe = load_data('data/house_prices_multivariate.csv')
 X, y = data_splitter(dataframe)
@@ -20,3 +21,8 @@
 
 
 # Your code here
+def qq_residuals(error_residuals):
+    sm.qqplot(error_residuals, line='45')
+    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..097ab1e25ac28308274adbe65e6281a2ece0b53a 100644
GIT binary patch
delta 58
zcmdnRxRsH^n3tC;Z1aWai5%u?N%|T2xvBbz*@?v&8Oa%mB_*jvS*fY|;rT_`#RZAU
Nsrt$JDX9~)0sumG6y^W`

delta 63
zcmdnWxQmg)n3tF9Mq+E!L=JQ9bp4F{+*JL<q>M~`m;B_?+|<01V*T`@)XKz?{9OIS
SoE(LMqWrAX<dWivsR00@E*6#m

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..eccb4a9cdc120b53dc864b038c4052be07320270 100644
GIT binary patch
delta 61
zcmZ3?F^_}8n3tC;Z1aWajT}=M)$;W-@^e%56SEVGGcuAh5=%-_i?UKv^~3XvvWp86
RlT-DR^HWkcpJ0q;0sw@z72p5>

delta 66
zcmbQov6zFyn3tF9wAH+*jT}=MwM+Cf@^e%56O%GB^<DClOLJ56N{aQ<i&85SOY(E|
W6LWGD3X1ZxQj<%HHy>t<W&!}?z!!A@