From 6f7f16746ea29c17aba45cf3da8516fd781acfe4 Mon Sep 17 00:00:00 2001
From: y0ge5h <c.9.yogesh@gmail.com>
Date: Sun, 28 Oct 2018 05:13:11 +0000
Subject: [PATCH 1/8] Done

---
 __pycache__/__init__.cpython-36.pyc           | Bin 163 -> 148 bytes
 .../__pycache__/__init__.cpython-36.pyc       | Bin 177 -> 162 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 381 -> 359 bytes
 q01_load_data/build.py                        |   6 ++++++
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 183 -> 168 bytes
 .../test_q01_load_data.cpython-36.pyc         | Bin 2053 -> 2038 bytes
 6 files changed, 6 insertions(+)

diff --git a/__pycache__/__init__.cpython-36.pyc b/__pycache__/__init__.cpython-36.pyc
index f93420f1df521b2061e98adf856c4586bc03a389..4d7fa1cfb5169a3fba09b238a7db9e0400d73b1f 100644
GIT binary patch
delta 48
zcmZ3?IE9hJn3tE!+4XAlL=JNqNBxZa+*JKagY;C>4E^x@qU_>=#N<@{<ouM>iCLBa
DRgw>L

delta 63
zcmbQjxR{Z{n3tF9*uCbci5%wI0s0yFxvBbzNg0{?F8Rr&xv6<2#ro+*sg;Q(`MLUu
SIXMaiMfq8&$tA@Tqb&iY^cIf*

diff --git a/q01_load_data/__pycache__/__init__.cpython-36.pyc b/q01_load_data/__pycache__/__init__.cpython-36.pyc
index 29d3927ae0e2cb43c7a5b55a324191d259d83315..d2b4b59cde95ba2a2c36a12f24eccc94bcfc974b 100644
GIT binary patch
delta 48
zcmdnUxQLO%n3tE!+4XAlL=JNqfBlU7+*JKagY;C>4E^x@qU_>=#N<@{<ouM>iCOLd
DTy_tu

delta 63
zcmZ3)xRH^=n3tF9*uCbci5%wIarzngxvBbzNg0{?F8Rr&xv6<2#ro+*sg;Q(`MLUu
SIXMaiMfq8&$tA@Tqul|oP8P=i

diff --git a/q01_load_data/__pycache__/build.cpython-36.pyc b/q01_load_data/__pycache__/build.cpython-36.pyc
index ef1e2034931228e202cf991eb526b966239fa9b8..054dd3f9e1a52180e91d572366ca7c784fe52593 100644
GIT binary patch
delta 80
zcmey%^qh&)n3tE!#r10Rxrv-h)tOS#Rx%W^F)%Rv^3l)8&rQ{@G)PZ1&Cn0eFUl@1
iNK8)EPtH$Co%q^@k#n*JqX#cDP-!s>kl<iqVF3UU4i<?3

delta 102
zcmaFP^p}a#n3tF9g2LRWg%dfK+H$5OmL#SXCFZ8CWGG@|U|{$at)G#fo2s9fl#!|L
zlAm0fo0?Zrte;+#TA5gqpR1pklcP{jl%JKFTv9yostqIiWFbZmUM8T<Viq95!NkH0
E02D1Br2qf`

diff --git a/q01_load_data/build.py b/q01_load_data/build.py
index 1fea6ca..b073fdc 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 +6,9 @@
 
 
 # Write your code here :
+def load_data(path):
+    df = pd.read_csv(path)
+    return df
+
+
 
diff --git a/q01_load_data/tests/__pycache__/__init__.cpython-36.pyc b/q01_load_data/tests/__pycache__/__init__.cpython-36.pyc
index b882452f1ac25c1cab20fd3d36a52dbd40711071..2af89d61a065d274d8788f58fbe5c65ed36b326e 100644
GIT binary patch
delta 48
zcmdnaxPp<xn3tE!&Gl;ZL=JPAQ2mVj+*JKagY;C>4E^x@qU_>=#N<@{<ouM>iCMk?
DU*8YL

delta 63
zcmZ3%xSf&1n3tF9Mq+E!L=JQ96#b0++*JL<q>M~`m;B_?+|<01V*T`@)XKz?{9OIS
SoE(LMqWrAX<dWiv(Y^qkqZW1m

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..5cc176993be8c32c1416e2e0391b79e1c8e9bd1d 100644
GIT binary patch
delta 51
zcmZn__{Ps+%*)H==6W@HBgYa(nRxw-{M=OiN`v%N(+vIa{G#mQg2d!h{p9?V)Xmo!
G_1FNVnh_2F

delta 66
zcmeyy-zvai%*)HQLSb&yMvf(n+IjjJ`MIh3iAfom`Y!p&rManjCB^#bMX8mECHcAf
Wi8(n61x5K;smUe9n@=$6u>k<;m=|RL


From d1702eb2cb920a41e8e53a09d6d793340b4a98e9 Mon Sep 17 00:00:00 2001
From: y0ge5h <c.9.yogesh@gmail.com>
Date: Sun, 28 Oct 2018 05:18:37 +0000
Subject: [PATCH 2/8] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 181 -> 166 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 511 -> 479 bytes
 q02_data_splitter/build.py                    |   8 ++++++++
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 187 -> 172 bytes
 .../test_q02_data_splitter.cpython-36.pyc     | Bin 2990 -> 2975 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..a0a5c1a6eee71426a8636dccebae07759be08ae3 100644
GIT binary patch
delta 48
zcmdnWxQvm*n3tE!+4XAlL=JPAVEv5z+*JKagY;C>4E^x@qU_>=#N<@{<ouM>iCNwN
DUTzP&

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

diff --git a/q02_data_splitter/__pycache__/build.cpython-36.pyc b/q02_data_splitter/__pycache__/build.cpython-36.pyc
index 412515bf30341aff422fe5f22e3bd95cc7d3f410..8be4673eeb111a4104d8a59d32265a9b47855269 100644
GIT binary patch
delta 215
zcmey*e4m-qn3tDpiQCm^hl!ls^~?+m49-AYEC(cN7_t~r7}FV3n3|bt8Eb%SNrqac
z8pax?G^St%O=iC+&fvtH)PSPQ<kXjpKn<FVw^&k&@(VPXZ!x8$-C~Tm#aOwLp@;)0
z^(#O>BR@A)ztSK*)igstJijQrxF9h(RX;gDB~?EsGcPr<D86X2F{2wBA0r225!d8;
pMlUl~pw1#L5CJj+iQoisZ*kb<=BJeAq}qX8UCag~cz{|tSO8)xGlu{G

delta 239
zcmcc5{GXZAn3tF9gxcIFu8Ex8^(+hw49-AYYyc!`7_t~rfUuPbNHVoDr7=k|)G{K8
zGJ{2!Y8Y#Pa={FmEPgK;f%;zl2ZADyQJRdmSTb|+lQo%dF{Py4VvM-OSh<p+h!ZIF
zD_%b%KQ~oBF)1Tc-z7h}G&eP`M7&r(y(qOZu_QlNKQSjqp`a)~D>b>Kcrq8GKbsh%
w5MvSd<akCeGd7?BMcg0)WE2v?1?1l1u*uC&Da}c>V*>JuL27vzIT$%u0Ul^N_W%F@

diff --git a/q02_data_splitter/build.py b/q02_data_splitter/build.py
index cf517fe..3f0ceb5 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.drop(['SalePrice'],1)
+    y = df['SalePrice']
+    return X,y
+    
+
+
 
diff --git a/q02_data_splitter/tests/__pycache__/__init__.cpython-36.pyc b/q02_data_splitter/tests/__pycache__/__init__.cpython-36.pyc
index e7e9527b24061ee31b27153bc01eeaec480ce46a..e4dca23136c3ccd8187c1d648bda34fbdbf3103b 100644
GIT binary patch
delta 48
zcmdnZxQ3C#n3tE!+4XAlL=JPANd1ib+*JKagY;C>4E^x@qU_>=#N<@{<ouM>iCKXF
DVPX%{

delta 63
zcmZ3(xSNr~n3tF9Mq+E!L=JQ94E>D!+*JL<q>M~`m;B_?+|<01V*T`@)XKz?{9OIS
SoE(LMqWrAX<dWiv(SZP<PZov%

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..2493ce7e4d96dac5b19c797702f673ff05dab735 100644
GIT binary patch
delta 51
zcmZ1{K3|-}n3tE!+4XAlMh;OXnRNY({M=OiN`v%N(+vIa{G#mQg2d!h{p9?V)Xg4D
GX`BFx#}E?$

delta 66
zcmbO)zD}IOn3tF9Mq+E!Mh;OX?K1t0{M=Oi#H5T&eV6>?(%jU%l4AYzqSVU7lKfo#
V#GD+3f};Ga)Z~)l&6Z4QoB-Kc7RCSo


From 848ca6734d3f19faac45f9dbc71e2c5d687fa652 Mon Sep 17 00:00:00 2001
From: y0ge5h <c.9.yogesh@gmail.com>
Date: Sun, 28 Oct 2018 05:24:13 +0000
Subject: [PATCH 3/8] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 185 -> 170 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 674 -> 632 bytes
 q03_linear_regression/build.py                |  11 +++++++++++
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 191 -> 176 bytes
 .../test_q03_linear_regression.cpython-36.pyc | Bin 3445 -> 3430 bytes
 5 files changed, 11 insertions(+)

diff --git a/q03_linear_regression/__pycache__/__init__.cpython-36.pyc b/q03_linear_regression/__pycache__/__init__.cpython-36.pyc
index b8f4cc0c3ac2253c24ae849d389911596ecbe199..fd0abe66f47a6269ec9f7d0de870ea622f735152 100644
GIT binary patch
delta 48
zcmdnVxQda(n3tE!+4XAlL=JPAaQ%$@+*JKagY;C>4E^x@qU_>=#N<@{<ouM>iCO*t
DU}g`?

delta 63
zcmZ3*xRa5?n3tF9*uCbci5%wIY5E!YxvBbzNg0{?F8Rr&xv6<2#ro+*sg;Q(`MLUu
SIXMaiMfq8&$tA@Tqx}K2rWWS_

diff --git a/q03_linear_regression/__pycache__/build.cpython-36.pyc b/q03_linear_regression/__pycache__/build.cpython-36.pyc
index d3a347e148402f46a537c18328b042c8b3891cbe..4d98af92f262172265a2cb60084ac9fd1caab91c 100644
GIT binary patch
delta 202
zcmZ3)`h$hjn3tF9ll#@^s}nh|#ECI5FqAMfGt@HGFl8~;Fw`(MGchvMFa<McGWuyU
z6|n&2qnOh&OEj5pF-F{Ctc+sM$;^u{N=;wMP{a<D{1u{~k)NBYUulq@YMP-Ro?nz*
zT#%TYs-K*nk~%q+(MOOAsH&I^NH8$6G4e1LaZWzOxX_*z$S(qk7IA_IkWokk2atP<
c!zMRBr8FnijtR&s1{uQx)X&4j!N|i50GY2W&Hw-a

delta 245
zcmeytvWS(_n3tF9kj}iQT@yL4)JriiFqAN)Fs3l|GS)KHFl8~;Fw`(MGchvMFa<Mc
zGW)q{GT!3M%P-1J%*m`u)nqDS0qTfiPRlIOWWL21af`7sN+2gQFEz0!z9==lD7Cma
zzi1^x5eHD!uVnp<{M=Oi#H5T&eV6>?(%jU%l45<JqRPaQ{9OISoE%Ptf};Ga)Z~)l
z$<~ZMf}B8I#cV)=fsu=mhp~uj@(jj>_8@^Gb`Ze@B0xqX5g<LcIBatBQ%ZAE?HGZ)
QVvsT(pne`E4n`hk0MA`KLjV8(

diff --git a/q03_linear_regression/build.py b/q03_linear_regression/build.py
index 03ab5ff..878bb7f 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 +7,15 @@
 X, y = data_splitter(dataframe)
 
 # Write your code here :
+def linear_regression(X,y):
+    lin_reg = LinearRegression()
+    lin_reg.fit(X,y)
+    return lin_reg
+
+
+
+
+
+
 
 
diff --git a/q03_linear_regression/tests/__pycache__/__init__.cpython-36.pyc b/q03_linear_regression/tests/__pycache__/__init__.cpython-36.pyc
index 739e010254c4aee7c6b51f69b91ab99a2d9a6669..cefae035c14e682414dc09155f4d44b230cc253b 100644
GIT binary patch
delta 48
zcmdnbxPg(wn3tE!+4XAlL=JPASpAIr+*JKagY;C>4E^x@qU_>=#N<@{<ouM>iCLil
DV_Fa6

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

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..e01747f651d3c6540a43a95990ec849f7e728261 100644
GIT binary patch
delta 51
zcmew=^-PMxn3tE!+4XAlMh+h)nSA|>{M=OiN`v%N(+vIa{G#mQg2d!h{p9?V)Xnuw
G-?#v>Y7wpg

delta 66
zcmaDR^;L?)n3tDpx8~fajT}Bq+I9LF`MIh3iAfom`Y!p&rManjCB^#bMX8mECHcAf
Wi8(n61x5K;smUe9n+uq}aRC7T%@`yA


From 283cf4fc4fd57fe9308f2e251a746cb8d6564206 Mon Sep 17 00:00:00 2001
From: y0ge5h <c.9.yogesh@gmail.com>
Date: Sun, 28 Oct 2018 05:31:45 +0000
Subject: [PATCH 4/8] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 184 -> 169 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 943 -> 927 bytes
 q04_linear_predictor/build.py                 |  11 +++++++++++
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 190 -> 175 bytes
 .../test_q04_linear_predictor.cpython-36.pyc  | Bin 4415 -> 4400 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..c9fa823496b3c2714ad8e4dace7f6aa10ce67496 100644
GIT binary patch
delta 48
zcmdnNxRQ~>n3tE!+4XAlL=JPAF#U}D+*JKagY;C>4E^x@qU_>=#N<@{<ouM>iCKOC
DU+53V

delta 63
zcmZ3<xPy_yn3tF9*uCbci5%wIsrniDxvBbzNg0{?F8Rr&xv6<2#ro+*sg;Q(`MLUu
SIXMaiMfq8&$tA@Tqx}H0`xfH>

diff --git a/q04_linear_predictor/__pycache__/build.cpython-36.pyc b/q04_linear_predictor/__pycache__/build.cpython-36.pyc
index 2e68f8e025d81247804c456c0f6eacc9e98ec411..c0c385560cbefb505e05c15af3ec82836a33fee2 100644
GIT binary patch
delta 188
zcmZ3_KA)Y-n3tDpyXVztR_2Xd^B7s8m~wI_Z)22K<Y!=D_!X?5k)NBYUulq@YMP-R
zo?nz*T#%TYs-K*nk~*1{$xBuMsH&I?NH8#RL1B>~kmsi<c*}6|115#ZJxn))Ie{WY
zAXQO3IhlE>iAC|bKm&5XDvLlCArT-GZ*kZF6_n<r+A#xp#ULRbMhFyP<^Zy|SO6qm
BC>Q_$

delta 193
zcmbQwzMh@Sn3tDpir&1a?@SxH<}vc!;>pR(OHC|_&&^Ls&6&K0QQkm+fq~&yl72>h
zZmND_Qbwk}OMY@`Zfaghv3`0{YGq<cey)CEPL4uBQGQlxa!K*zH;i7Q{6I~`TtI?>
zkqZiogf@FKF*16AM2omV1Sg0P0udlPkO)B__ZEi@&<&+Isdh|2UNJ}o4<iJMFmnJ|
GTr2>YIxBYo

diff --git a/q04_linear_predictor/build.py b/q04_linear_predictor/build.py
index e3c8357..9106b67 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 = lm.predict(X)
+    mse = mean_squared_error(y,y_pred)
+    mae = mean_absolute_error(y,y_pred)
+    r2 = r2_score(y,y_pred)
+    return y_pred,mse,mae,r2
+
+
+
+
diff --git a/q04_linear_predictor/tests/__pycache__/__init__.cpython-36.pyc b/q04_linear_predictor/tests/__pycache__/__init__.cpython-36.pyc
index 8abd4d23f3d5f2e6983f9b3bf58a544e4cfd7f70..3b2183442bdf46462cce3ff2745c6b867ee4712b 100644
GIT binary patch
delta 48
zcmdnTxSo;2n3tE!+4XAlL=JPA82ya=+*JKagY;C>4E^x@qU_>=#N<@{<ouM>iCG~4
DV%!hk

delta 63
zcmZ3_xQ~&;n3tF9Mq+E!L=JQ9Z2gS<+*JL<q>M~`m;B_?+|<01V*T`@)XKz?{9OIS
SoE(LMqWrAX<dWiv(IEh$P!^H^

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..21e40fa089f4509402cfd63a22766f37e24b979d 100644
GIT binary patch
delta 56
zcmdn5v_Xl(n3tE!+4XAlMvfUwvbp*h`MIh3l?LglrWyL-`9;~q1&PV2`pNkzsrr)x
MxkNTUV2bAh00OTPoB#j-

delta 66
zcmdm>v|owCn3tF9Mq+E!MvfUw+BNza`MIh3iAfom`Y!p&rManjCB^#bMX8mECHcAf
Wi8(n61x5K;smUe9oA)r4@Bsh>@faNd


From 4e7c96cb7fe1ce7c90b0bbcd0a94e0fb19f7cddd Mon Sep 17 00:00:00 2001
From: y0ge5h <c.9.yogesh@gmail.com>
Date: Sun, 28 Oct 2018 05:37:51 +0000
Subject: [PATCH 5/8] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 177 -> 162 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 884 -> 869 bytes
 q05_residuals/build.py                        |  12 ++++++++++++
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 183 -> 168 bytes
 .../test_q05_residuals.cpython-36.pyc         | Bin 2991 -> 2976 bytes
 5 files changed, 12 insertions(+)

diff --git a/q05_residuals/__pycache__/__init__.cpython-36.pyc b/q05_residuals/__pycache__/__init__.cpython-36.pyc
index 82a3d44a519af94036d128d3e671dca8b34431d9..0a2a046ba99a726700ac57ab3e1b872dd66adc19 100644
GIT binary patch
delta 48
zcmdnUxQLO%n3tE!+4XAlL=JNqfBlU7+*JKagY;C>4E^x@qU_>=#N<@{<ouM>iCOLd
DTy_tu

delta 63
zcmZ3)xRH^=n3tF9*uCbci5%wIarzngxvBbzNg0{?F8Rr&xv6<2#ro+*sg;Q(`MLUu
SIXMaiMfq8&$tA@Tqul|oP8P=i

diff --git a/q05_residuals/__pycache__/build.cpython-36.pyc b/q05_residuals/__pycache__/build.cpython-36.pyc
index 73e9d89d1da2e86ae1e645d19bd70fdbb06929aa..18858a698ecb243a7356a01f868f78577dabd28b 100644
GIT binary patch
delta 64
zcmeyu_LPm&n3tDJ&HHNf)s38mj50p@8Tq-X`jrOhsiqnF;rT_`#RZAUsrt$JDXEi}
UGTJZ-Y<|R8&dA6-If_{d0JTLFvj6}9

delta 79
zcmaFL_Jxhpn3tF9lHR<ijT<=&8MUMJGxBp&^%IjaGWA{ZlS^|`^Gb^K(~D9o6HD@Q
j^%HY)6bg#+vr>~wiYHHFv|;4me3`MFk&$V#H?tG~T~-?z

diff --git a/q05_residuals/build.py b/q05_residuals/build.py
index aaef679..64f93bc 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 +13,14 @@
 
 
 # Your code here
+def residuals(y,y_pred):
+    error_residuals = y-y_pred
+    return error_residuals
+
+
+
+
+
+
+
+
diff --git a/q05_residuals/tests/__pycache__/__init__.cpython-36.pyc b/q05_residuals/tests/__pycache__/__init__.cpython-36.pyc
index 95e65ccd2dd251b70766c771252fb635dbf19159..7a620a4a7ae6314f63338d5cb44381b579d37e9f 100644
GIT binary patch
delta 48
zcmdnaxPp<xn3tE!+4XAlL=JPAQ2mVj+*JKagY;C>4E^x@qU_>=#N<@{<ouM>iCMk?
DUuqA-

delta 63
zcmZ3%xSf&1n3tF9Mq+E!L=JQ96#b0++*JL<q>M~`m;B_?+|<01V*T`@)XKz?{9OIS
SoE(LMqWrAX<dWiv(Y^qkqZW1m

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..675d04ca7388236cc6c374e933816060e9d5b20f 100644
GIT binary patch
delta 51
zcmZ24zCfJAn3tE!+4XAlMvfjPnRxw-{M=OiN`v%N(+vIa{G#mQg2d!h{p9?V)Xn>u
HK5zg4oz4-2

delta 66
zcmZ1=zFwTen3tF9Mq+E!MvfjP?L7UA{M=Oi#H5T&eV6>?(%jU%l4AYzqSVU7lKfo#
W#GD+3f};Ga)Z~)l%^R3LZ~y@F02ns_


From a328c85996adbae59a62fdabced5c87586dcf82d Mon Sep 17 00:00:00 2001
From: y0ge5h <c.9.yogesh@gmail.com>
Date: Sun, 28 Oct 2018 05:41:42 +0000
Subject: [PATCH 6/8] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 182 -> 167 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 1195 -> 1080 bytes
 q06_plot_residuals/build.py                   |   7 +++++++
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 188 -> 173 bytes
 .../test_q06_plot_residuals.cpython-36.pyc    | Bin 1079 -> 1050 bytes
 5 files changed, 7 insertions(+)

diff --git a/q06_plot_residuals/__pycache__/__init__.cpython-36.pyc b/q06_plot_residuals/__pycache__/__init__.cpython-36.pyc
index cbab384bf6d1bdf9760c6fc6b61ce563bac9f8ad..6d1f6ff6251e15cd401174c6b3ff7f9d323c15a0 100644
GIT binary patch
delta 48
zcmdnSxSWy0n3tE!+4XAlL=JPA5dDn&+*JKagY;C>4E^x@qU_>=#N<@{<ouM>iCI1X
DUhEIQ

delta 63
zcmZ3^xQ&s+n3tF9*uCbci5%wI$@&@jxvBbzNg0{?F8Rr&xv6<2#ro+*sg;Q(`MLUu
SIXMaiMfq8&$tA@TqkRCfr54)&

diff --git a/q06_plot_residuals/__pycache__/build.cpython-36.pyc b/q06_plot_residuals/__pycache__/build.cpython-36.pyc
index 67ae5f63df0fc81d32b9402a406418522d2aa070..b08f76037e7ae0a87be4a26ac8f12d874f00620a 100644
GIT binary patch
delta 384
zcmYjN%Syvg5WRDgl1J0pN33lZqEv*gQju;%r7IUAf)rG)1&O(1VqYmqqzK(bKcM6n
z+_`k)+JA7<tt)@Ql{W>UGtA7H7l)ZQ?L%$s=W@Do_I2|j5%Nt|L>9OsEPS0eF1z{u
z8dqZgg21&HSOFz0#L%Ox$V!;OB9>yx%BWy@iKU**Ot#J{Yy&kcp((mmuJi0OVKuIF
zNz<5rjx$WMT{mgLLAxrbBGQK$nL$h;#WW^BI1#gO-jo*7WEe3ebnGa?fXSifPm@hr
z+s=y3-wVt0M`%5@Tx@&Rl^+bkiS3}}_#6|Lo>a{Al=LP71_U_~n{~FAfVB1gLp!je
ziVDkz(}&3MZtrYofMd=yZb$ZgV2^MC*MXKC$-Aez7+mfLDe;OkM7mH9M?QZX;<0!q
U3G2ccg705-(5Wgi9Zb;WKb#9uQvd(}

delta 499
zcmYjNO=}cE5bf@noiDTQN7k4?4hsQcPoszkK}-%R=HkJCNRdN2+m&QOPiE=v1+y%8
z7_T{mx#i#wQ1FsVeu4*o!Ct+Xzu?K5Q6XLQ>sMX%UNwCkeT_FBx7*42)6ek5W9%op
zwS3~+wC&}^#=9M^qLM=gJ?xZxPe2!X*upOMN&$TgvEOiS&xd6gz&%*O7<;%()%z+|
z$tMP@D%@qGI~PArt1Z6yag(eaJK-u+-Z|$r7jrh}rD(XP{PORuuUh|DO9eGkjC`Uu
zHyv`gi3mm<!o%#yW;2|%-=fXbRO;bG7jBm9N{z#b$;Jr5OJfRSN5YWk2{Umm4Hn)+
zI|xWWH3*>{OXtumS}t>%G#|7)Kn=lJb5`H@+QYk~`@NqY7dfW#;5bWP6ys@*r_QEF
z2G67`@>FVifGJLJ>}>Umzgq8;$R-4gFHs~Erc2pq4IWi<F}zY@n-A&+h?R8m(8wGY
u{JmMKzIzW|x2e$dn|k^!s6Sy5J<AI<)%aXcW>*R78UG^@Q8RJC6aNo(pL5gz

diff --git a/q06_plot_residuals/build.py b/q06_plot_residuals/build.py
index cfd3722..57b5c6e 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 +17,10 @@
 
 
 # Your code here
+def plot_residuals(y,error_residuals):
+    plt.scatter(y,error_residuals)
+    plt.show()
+
+
+
 
diff --git a/q06_plot_residuals/tests/__pycache__/__init__.cpython-36.pyc b/q06_plot_residuals/tests/__pycache__/__init__.cpython-36.pyc
index 3ce3f60c7dcfa0854023ea3d73c59337faa03c70..eb4bf92782140214812cb3e72ab912df3ec25b70 100644
GIT binary patch
delta 48
zcmdnPxR#N_n3tE!+4XAlL=JPADE*B5+*JKagY;C>4E^x@qU_>=#N<@{<ouM>iCIAa
DVc-wf

delta 63
zcmZ3>xQCI$n3tF9Mq+E!L=JQ9O#O`f+*JL<q>M~`m;B_?+|<01V*T`@)XKz?{9OIS
SoE(LMqWrAX<dWiv(Ln&9`WA`+

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..2ea63ff8513e8cc7a18e97576495de2a9f8ec969 100644
GIT binary patch
delta 252
zcmdnaF^eO?n3tE!+4X9)783)*V+JI^0%SV?aj^xENMT4}%wfo7jACSDNMTB0&SA=B
zj$#J0S#nr%S)*7P8Qd9CSX0<q7*g0$nVXrT*izVo88kU2)`|<h1e(C0$#{z+B(=E2
zIk7l(;*_;)%s{as#>wuCdW=ky%NVs~GW9d^b5r#z4boFhGxWpri?WLg5|dN)lk-zj
zC!b-=V`QIf&2$i`_%D+qBhO@e<~D6Mpc%y=hjK7-uoi)MewysJSd&UKb5e?c9%8t~
YQJR-oQUbJg@&{&XE|3ZyMj&Jc06w}mU;qFB

delta 263
zcmbQmv7N)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
ziYISm%wy!3tiW^-sP_?*BO~u*73MZ=cA$~PAQy8ma<CS$0U3Up?6){d^D;|HfR+~l
aJ;!j1HK{Z+CuQ<gW@{b}AfJa344DBqG(21Y


From 5765c28c0819ac8089a9dd68f474bb37263127d7 Mon Sep 17 00:00:00 2001
From: y0ge5h <c.9.yogesh@gmail.com>
Date: Sun, 28 Oct 2018 05:44:11 +0000
Subject: [PATCH 7/8] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 182 -> 167 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 1061 -> 1079 bytes
 q07_hist_residuals/build.py                   |   4 ++++
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 188 -> 173 bytes
 .../test_q07_hist_residuals.cpython-36.pyc    | Bin 1091 -> 1076 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..3c6bed82d71aed420b3e895fa9fc22530ef15eb9 100644
GIT binary patch
delta 48
zcmdnSxSWy0n3tE!+4XAlL=JPA5dDn&+*JKagY;C>4E^x@qU_>=#N<@{<ouM>iCI1X
DUhEIQ

delta 63
zcmZ3^xQ&s+n3tF9*uCbci5%wI$@&@jxvBbzNg0{?F8Rr&xv6<2#ro+*sg;Q(`MLUu
SIXMaiMfq8&$tA@TqkRCfr54)&

diff --git a/q07_hist_residuals/__pycache__/build.cpython-36.pyc b/q07_hist_residuals/__pycache__/build.cpython-36.pyc
index e030b2b517107e81e7084557aeaf3a60f94a0cde..4861b67565866f990546cb5ad5c9950e1bbd40c9 100644
GIT binary patch
delta 262
zcmZ3=v7JNNn3tDpfzQ?G0%it=#|%h-1;};);^J8omAyiFvUpS2n;97yQW;Y?ni-?`
zQkhfvni*r5qWGf(Qdv{^Qw5rtq6AafQw70n<`|YJp(x=fktoqr&QyU^A)u^S3Qr1G
z3U>=*lz0kTFoP!V#2rzrQOt?y>63*R56J}TXXNLm>Q@@1r<!Kyhvye%7Z)TZr|Ku?
zr=(8)&*&yC0&)$=SqzLkj79uFT9dJe9YjfNPGIt3<mW3c&n!vKh)+sP&Q8rsnY@}g
eS`p|ihGGdI!2{F;fn1DS%p5>A7o!Lx7YhJYXEw<I

delta 243
zcmdnav6MsEn3tE!!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
ziYNbPbdweWIR@k^21XvnB7PvP$yme=qQo~RF!?Y}-oqRv&jjQbivbB9pdtw5V&(v{
KxEMtkxmW;UhcfE`

diff --git a/q07_hist_residuals/build.py b/q07_hist_residuals/build.py
index 2f999aa..9fead09 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)
+
+
+
diff --git a/q07_hist_residuals/tests/__pycache__/__init__.cpython-36.pyc b/q07_hist_residuals/tests/__pycache__/__init__.cpython-36.pyc
index f7acf950cd6567b9432ff7fba2a1a79c979c3eb4..144da0110fbade41b4a93ea8d499c3bac4e71435 100644
GIT binary patch
delta 48
zcmdnPxR#N_n3tE!+4XAlL=JPADE*B5+*JKagY;C>4E^x@qU_>=#N<@{<ouM>iCIAa
DVc-wf

delta 63
zcmZ3>xQCI$n3tF9Mq+E!L=JQ9O#O`f+*JL<q>M~`m;B_?+|<01V*T`@)XKz?{9OIS
SoE(LMqWrAX<dWiv(Ln&9`WA`+

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..b0bb5f7db69620277d6f0f46e6fa49c2e3ef085d 100644
GIT binary patch
delta 51
zcmX@iv4w-fn3tE!+4XAlMvj?`GMV}r`MIh3l?LglrWyL-`9;~q1&PV2`pNkzshiI*
HmNNkWq7)G^

delta 66
zcmdnOahQX{n3tDJ+-hFbMvj?`+7<d4`MIh3iAfom`Y!p&rManjCB^#bMX8mECHcAf
Wi8(n61x5K;smUe9oA)x7GXVh01Q!(m


From e6dfb3a121b0e7f494c6299b8bc7fbbd85ba5832 Mon Sep 17 00:00:00 2001
From: y0ge5h <c.9.yogesh@gmail.com>
Date: Sun, 28 Oct 2018 05:50:22 +0000
Subject: [PATCH 8/8] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 180 -> 165 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 1116 -> 1150 bytes
 q08_qq_residuals/build.py                     |   6 ++++++
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 186 -> 171 bytes
 .../test_q08_qq_residuals.cpython-36.pyc      | Bin 1059 -> 1044 bytes
 5 files changed, 6 insertions(+)

diff --git a/q08_qq_residuals/__pycache__/__init__.cpython-36.pyc b/q08_qq_residuals/__pycache__/__init__.cpython-36.pyc
index 806902296c0a8d32d1f1151fb1dd1826c94a17b2..33cf2b498b34b74907c865f12306f8daf6e5b8ee 100644
GIT binary patch
delta 48
zcmdnOxRjB@n3tE!+4XAlL=JPAApMN|+*JKagY;C>4E^x@qU_>=#N<@{<ouM>iCJC%
DUGNXL

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

diff --git a/q08_qq_residuals/__pycache__/build.cpython-36.pyc b/q08_qq_residuals/__pycache__/build.cpython-36.pyc
index d42be94ca16e44654fcdf06fd119823a42e764cf..764b476b17b3a890d86f4b18127fad62183cd35f 100644
GIT binary patch
delta 374
zcmYjN%}T>S5Z>8MX`24UHvO^IUOY%o5yXoiNFP8CQiQb-Vs>nrRwLO+5d;tMs!;M2
z9y|#?fj)v4@#e{cFW^Dk_M$V)eDm|o49vU!qpxiiiw50$J$hz@e2{;lsd!hJe44HG
zudx)Ag`NNqK}2?9a&v)8L4{WkL@ohdMTXS`29#U8h8eW5mQY^DEY=q>8)&@2n|ztK
zFo!j4sP2j|ME-{Gw#XikZsBu&zYA}<N$3hkxUs8}qQco%Kf{?j9Hu?kZnYIFCIMU#
z0WlTymH~-rz!H+)K?k(-0h&8plYTf=^JR>pFmfW4BXQwQ<UNUsYQguu?T4pmUv3O>
z%eN21Xe`fN4{a|LnC5BEYATkTzkz@WQCVSk_0gdxVDgfjj$+Suj$LnzXCi%J(Yksd
Wksaj<@TUeCR0o6Us%C%%hV~0euT`u7

delta 358
zcmYjNJxc>Y5Z#XpxtxZ}$0Zs~Aq0!7uCPlbVl9Z+42N=;9ZkYrHtueUfM5|@i;&)4
zu=C#>Vk7<u3vrW1XP7sSH^Up4ANSqu9aXE|UH=&jC*+g-3&-+fTl#g`yNm@9<;(|v
z(`(~8)R78zL7{;h8w(mUXhMJ`Y+|rr(84mdHk`)}v|$H!p@S6+ux+P%q9VLU0{fzT
zLBg%&$7FR*`wxM=X2_V{6G06V?1@t%h~404g)@;V4_V=ekv8B=GigFzl(b2V26w7t
zx|WL4be<(?NDCj8lImKa9*J3!=@+7^*8ck{8p<4_Bpr^TQ#qLBI59f9RX9&-M&?nH
zWe3)6j02-r9d^=auV26{5UPBOVfRh48@l@9>ToUVu7z#-mmYJe$6c#<G@zdI3$?da
A_y7O^

diff --git a/q08_qq_residuals/build.py b/q08_qq_residuals/build.py
index bb05f08..0e2b05b 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 +21,8 @@
 
 
 # Your code here
+def qq_residuals(error_residuals):
+    stats.probplot(error_residuals, dist='norm', plot=pylab)
+    pylab.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..2a1753c5a65d0ea2336749aab9eedf427a015fee 100644
GIT binary patch
delta 48
zcmdnRxSEl}n3tE!+4XAlL=JPA2>p!w+*JKagY;C>4E^x@qU_>=#N<@{<ouM>iCF;v
DVB`<a

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

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..1b1d9b9c2e77c68675cd9400791eeb06e1518562 100644
GIT binary patch
delta 51
zcmZ3?F@=M}n3tE!+4XAlMvkeBGO79*`MIh3l?LglrWyL-`9;~q1&PV2`pNkzshdwQ
HMl%5blsFK{

delta 66
zcmbQjv6zFyn3tF9wAH+*jT}=MwM+Cf@^e%56O%GB^<DClOLJ56N{aQ<i&85SOY(E|
W6LWGD3X1ZxQj<%HH}7POW&!}=1Q%fd