From e0cd343d4ab1dea6453ca7c2dc9bf3683c81c87d Mon Sep 17 00:00:00 2001
From: tracedence <shoaibrashid887@gmail.com>
Date: Thu, 31 Jan 2019 07:53:56 +0000
Subject: [PATCH 1/3] Done

---
 __pycache__/__init__.cpython-36.pyc           | Bin 141 -> 158 bytes
 .../__pycache__/__init__.cpython-36.pyc       | Bin 155 -> 172 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 414 -> 379 bytes
 q01_load_data/build.py                        |  11 ++++++++++-
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 161 -> 178 bytes
 .../tests/__pycache__/test.cpython-36.pyc     | Bin 1525 -> 1542 bytes
 6 files changed, 10 insertions(+), 1 deletion(-)

diff --git a/__pycache__/__init__.cpython-36.pyc b/__pycache__/__init__.cpython-36.pyc
index b0c3719c2f46201b3baa3fcef746c16a601c9e9f..73f05c6c5d0c57575fc789706bdd9987e2e04f15 100644
GIT binary patch
delta 52
zcmeBWoX5yv%*)HwwlXMYB8Rzxw|+)`ZmNDsQDSmxN@`wms(yHWQFd_wkgK1ZpOQM!
G&mI7%s}X<z

delta 35
qcmbQo*vrUa%*)I5Qh!m@L=JO)EB%c8+*JMaqSVU7lKk9>@%8|=!V6dc

diff --git a/q01_load_data/__pycache__/__init__.cpython-36.pyc b/q01_load_data/__pycache__/__init__.cpython-36.pyc
index 4596200714efc1a2bd21ca0d0f36671155da8439..ebf2e159b4391cd64889e92533364d754b6627bc 100644
GIT binary patch
delta 52
zcmbQuxQ3C#n3tEUZDml*L=JO>Nd1ib+*JLNqQvCXl+?WBRQ>S$qU_=VAXh&*KP7dd
GpDzHgHxal1

delta 35
qcmZ3(IGd5fn3tF9rT(I*i5%wq9{L&ixvBc;MX8mECHc7%<9z|UgbR=W

diff --git a/q01_load_data/__pycache__/build.cpython-36.pyc b/q01_load_data/__pycache__/build.cpython-36.pyc
index 98e98a79cdf9a026efe48fdde2a84d1da49836cc..e725f9a1395c189d3e7f0bdb171f4cc550afee1a 100644
GIT binary patch
literal 379
zcmYjNu};G<5Vf78q)25zd;n_(Y7ip`A+dJ=sYnr0WO4^hNn&F=l|W?zvGF1O5k4X-
z6Ti@jbBBtP-aFs<o$tw~qtWi?>iX`RG4?~)hM?0W!5tC-175S7gMjFR<pSb7LV?jc
z=X7(!vgDUkY*O-&D8h71xFWcHBG2Z0Nm>wJ;*BrEOf*^ZvyAtVLz9VK7|2tL3X0M#
zsE&>DvtGc%irF1{VLg>I-JtYVl?d3DC~viWa)wG-YCzd^wXYV+R?1^x@zJ7lm2L}T
z^&CqtpN~(9TGIkhUdj8es$pzi`r)>h1h>I9<9pl=DZd_Uw9a?5(H}L+kAu6o9~jkw
iayF<pN*jhZM*mSty*@o}G;}pygimn;qBKgAnEwI0`dkSB

literal 414
zcmYjNyG{c!5VU>A<?^CJd;`~TAS4<PLPE4@pmK9^vWDErj*aagB0)!+pFpDEm)uh2
z7gDiK5wX&Y*R$GLdoRZ0!T04C|0RSZ?1N!;i||KCK!7U3DKN-B31>hbNR@A}LMAhs
z4vf^1BkmCX1Syb?zGEk_HT$6Nw8L)5;b6_W3<~J2X;RUtoNVb;MPufr-6XqB52<1?
ze{y0LM@}rj=*9;T<YPs74$jyrkIVueI4PhBVya{;ywFxjK6KK{(6kGXZ^^}qFz0;`
zL7<<OKg12ue|ulgjh6MZlPeL7uJuxd_EoqR$23l&?tN<(jdiAzvrxaBoj1zhwB%Gz
zm#u<RyNdn2mVWOGBtj4AF?D0isw@^3-!Hr?@w(G?<NwhJ3$eV`29`?Rqy_l2%rg4}
DD5GeQ

diff --git a/q01_load_data/build.py b/q01_load_data/build.py
index 7cd3700..675b472 100644
--- a/q01_load_data/build.py
+++ b/q01_load_data/build.py
@@ -1,4 +1,13 @@
+# %load q01_load_data/build.py
 import pandas as pd
 
 # Write your code below
-    
+def load_data(path):
+    df = pd.read_csv(path, sep=';',)
+    return df
+
+
+path = 'data/student-mat.csv'
+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 d07fd2f92eb40b45050574e400ae0ba39249b5e5..b5debdf90f10807c37474603c5182c3d31de7e0a 100644
GIT binary patch
delta 52
zcmZ3;xQUU&n3tEUV`WgxL=JO>c>Rq0+*JLNqQvCXl+?WBRQ>S$qU_=VAXh&*KP7dd
GUoZf($q~{3

delta 35
qcmdnQxR8;<n3tF9rT(I*i5%wqe)<{txvBc;MX8mECHc7%<AVXcjti&&

diff --git a/q01_load_data/tests/__pycache__/test.cpython-36.pyc b/q01_load_data/tests/__pycache__/test.cpython-36.pyc
index 9aa6996833ac66f36d6c99e9f80a514b1a8a8440..c63a338e5b30e00b81a51338c2b0726f54428b07 100644
GIT binary patch
delta 54
zcmey$-NwUV%*)Hwu`(!TBgacdg=qbZ{M=OilA^@q)Rfe`<W&9e{G#mQ0w7mEIX@+J
I6Vq2_0QbccSO5S3

delta 38
tcmZqU`O3{<%*)FqWWFeBBgacdelPuu{M=Oi^rF<t#FG5n&4Nr{nE~C23}65N


From b0f384d152b06f0fffa08c93fce398a00e54601a Mon Sep 17 00:00:00 2001
From: tracedence <shoaibrashid887@gmail.com>
Date: Thu, 31 Jan 2019 08:11:28 +0000
Subject: [PATCH 2/3] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 156 -> 173 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 660 -> 757 bytes
 q02_data_split/build.py                       |  12 ++++++++++++
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 162 -> 179 bytes
 .../tests/__pycache__/test.cpython-36.pyc     | Bin 3134 -> 3151 bytes
 5 files changed, 12 insertions(+)

diff --git a/q02_data_split/__pycache__/__init__.cpython-36.pyc b/q02_data_split/__pycache__/__init__.cpython-36.pyc
index 5d17273741a726a430cdf3ccf2eb63426483d618..ec1c37d7d23fc9face46baa5596cb85f0672674b 100644
GIT binary patch
delta 52
zcmbQkxR#N_n3tEUZDml*L=JO>DE*B5+*JLNqQvCXl+?WBRQ>S$qU_=VAXh&*KP7dd
GpC16Q!4bRw

delta 35
qcmZ3>IERtLn3tF9rT(I*i5%wqp86U2xvBc;MX8mECHc7%<NW};+Y6Kc

diff --git a/q02_data_split/__pycache__/build.cpython-36.pyc b/q02_data_split/__pycache__/build.cpython-36.pyc
index e6bd2ebf2f76eee17541ce631c667ecb332558ff..1efe4c97d59ad4b7f5f8108b776e5d32b02d54c8 100644
GIT binary patch
delta 411
zcmYk2F-yZh6vyu_x%84IZBZx`L6qXqDPRXdMFj_;LkAsNLZFu3)wJ5CCUGgrRNQnZ
zajD<I58>!n$m&#_U0n2CUHXpuz5m_2_vdjh^qW@emSrs7F5M%7&?j0874#YG@OoaY
z?~9z!X4q97=ID;$<b}y|f(@-1!3c6;h9K+znJZVQ#^!Egi$edo^k@KLG(;TMBLS-O
z_su5llL|^mgku~NPPp={xN4##YC;n&R$?`#vDR0?O=~VOSlqlWWPF^~u%kyJj5^_9
zDwe+x0Zk9^w$biHL3c3Dw07FTl|2iZep<HYkAw|{p5S8K6L!lFZo>&2?Vis?`h+ib
znH*CBkuu)EWfBxYPjjKyoruGoS~2~?_nroKt3selWk}>DOh85_!C)L^bk&oop6K#G
gPOyf8e8-MQK7Y6qC-CPeECEbxVuqQ*SZSsH00$Xf7XSbN

delta 355
zcmey$I)zo)n3tF9i20(Zxr_`9j~S2v6Oioy#Kk5Pm5td_n1dNK*(Y{*)w2P`oI&C~
zK%#~riy;LFTbY0)Yb#S4lO#heBa$c^ScIvBv4*jRDTOJ8IfbQ{C5EMzxt67twU(`h
zxrU{NwT3N?1!TP6OQ0hd(r3*Cfs^(xwSYWLrdymPsl_Gn#hF#9w|I(#67y2>bK{Fk
z5=&BF{s)30j>&$EauyZwB}IvudAHbr450E`?3FM9AOk3{lA%ZdXxuM1{fzwFRQ>d#
z)XKz?{9OIXT1@hjuP~}humWX^Ie-KMqZp$QqXc7-5Rk3OF<FMG(1H`l1oOd$AQ6H<
aiCY{tx%nxjIjMFa=Y!4QVdP=t073xGh*swS

diff --git a/q02_data_split/build.py b/q02_data_split/build.py
index c2e7147..92921d4 100644
--- a/q02_data_split/build.py
+++ b/q02_data_split/build.py
@@ -1,8 +1,20 @@
+# %load q02_data_split/build.py
 from greyatomlib.multivariate_regression_project.q01_load_data.build import load_data
 from sklearn.model_selection import train_test_split
 import pandas as pd
 df = load_data('data/student-mat.csv')
 
 # Write your code below
+def split_dataset(df):
     
+    X = df.iloc[:,:-1]
+    y = df.iloc[:,-1]
+    X_train, X_test, y_train, y_test = train_test_split(X,y, test_size = 0.20)
     
+    return X_train, X_test, y_train, y_test
+
+X_train, X_test, y_train, y_test= split_dataset(df)
+print('shape: ', X_train.shape)
+X_train.head()
+X_test.head()
+
diff --git a/q02_data_split/tests/__pycache__/__init__.cpython-36.pyc b/q02_data_split/tests/__pycache__/__init__.cpython-36.pyc
index e780e63f202604d8b01427afe772dd73a1ea13a3..82461ed3ef24358ec03fcd7236da763d5700856f 100644
GIT binary patch
delta 52
zcmZ3)xS5f|n3tEUZDml*L=JO>1pSQs+*JLNqQvCXl+?WBRQ>S$qU_=VAXh&*KP7dd
GUkCuR{Snjv

delta 35
qcmdnYxQLO%n3tF9rT(I*i5%wq{`wjDxvBc;MX8mECHc7%<3j+w<qNC;

diff --git a/q02_data_split/tests/__pycache__/test.cpython-36.pyc b/q02_data_split/tests/__pycache__/test.cpython-36.pyc
index a1b3fc579e35798e380953fe62d7efac2225573f..c0175fb1f639c2b9c4daa39a2df6603217aa8842 100644
GIT binary patch
delta 55
zcmdldabAMMn3tEUZDml*Mh;~rg&6&e{M=OilA^@q)Rfe`<W&9e{G#mQ0w7mEIX@+J
JvlSBy7Xb3F5)J?W

delta 38
tcmX>vu}^}-n3tF9i20(ZjU38M{NDN*`MIh3=|!oPi6!~Do4uJ>xB%t73&{Wg


From 6d024a078baa542f617341f9deda8c6cbe98fb65 Mon Sep 17 00:00:00 2001
From: tracedence <shoaibrashid887@gmail.com>
Date: Thu, 31 Jan 2019 12:06:51 +0000
Subject: [PATCH 3/3] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 159 -> 176 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 924 -> 840 bytes
 q03_data_encoding/build.py                    |  12 ++++++++++++
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 165 -> 182 bytes
 .../tests/__pycache__/test.cpython-36.pyc     | Bin 2197 -> 2214 bytes
 5 files changed, 12 insertions(+)

diff --git a/q03_data_encoding/__pycache__/__init__.cpython-36.pyc b/q03_data_encoding/__pycache__/__init__.cpython-36.pyc
index 884722b9e5eb21d01be2d88d202ca11e74eb4609..110d3f44ae14566b0c890e44f966adfd66a77aa2 100644
GIT binary patch
delta 52
zcmbQwxPg(wn3tEUZDml*L=JO>SpAIr+*JLNqQvCXl+?WBRQ>S$qU_=VAXh&*KP7dd
GUmyUoUlGUv

delta 35
qcmdnMIG>Tjn3tF9rT(I*i5%wqKKdE?xvBc;MX8mECHc7%;{yS_;0vGt

diff --git a/q03_data_encoding/__pycache__/build.cpython-36.pyc b/q03_data_encoding/__pycache__/build.cpython-36.pyc
index 302366cb1c8d346c67f347e326ce7abc487c2dcb..e354b99e4fada8825fd10140aa95f9e9eaa9e231 100644
GIT binary patch
delta 427
zcmYjMJ5Iwu5S?Ay>jZ2R5JJigaAgT3s)z<E3JNHKED$pGS~&Q}t{o+ktrR%{O3MXk
zI0vGl-kOpVP%%z|K&$z^d9!ck*?eQ&L)+f?_`JCOdg{K<7y#&KCus5vT?un&=;WXz
zBYFxq`;Au9kyb;k^<hrhIDjQW)(FM{JZ=r4hDNVRW7K+WMD!9Ia_;D&{al%o+fw*(
zrpzEusx*_H9mOSLGe472E>edn^J>jum~dGtBk}KeqBI=ww%5&;vYPOEE7~9O0%8-z
zzCHIoPq~ZCfQLK_xI4_ngDkLggFNJJS|w#X_C@TM3q^MqN7U(C?fqNmfG}c_9kNGt
zq7z{+#`INsMpmW8RMD(ZtnjnYmx>mlqG2QqoKbAD+S#1`9)SrSA#Cg}*ZSvLE!7#M
Vc~~X<m}0e5woun1o%Ye5_5)QKc=P}O

delta 501
zcmY+9J4*vW5XX1to{>Zo5FeGPloKR{jYY6g1REO*B_MKS_mT_ua`z$^xey@;wvyJ$
z&c@FneuQns!mnWEtf(l%{F(jjJfH1*r?OqE&28;GbYAZ&FB6jxVxjM$%UhJ3OvxCE
zBBzX&WB?3S$rSd<85<k9F))!?3`!%=oXV9F2KE;-m~r#V|C2VsET^Pc`9F(J{-QRy
zSUDjjDQN)5#51ovo^(^jWi#*dW|Agb$uQ<3>^3j`XsB`8{3e3p>hD^PJXh$WlqLM6
z$CV}fe#R9fnX*GExF2=QFiN|fS`g;v2RUZRAQiEy{Dz*XoYQlBhKaH<;4)VbaYe&N
zA{Mas$6>3V#=O-NeB|e8+?rj(+U$*b%X9cEt0)9)Sb{~mPB*D&%r@YuP!=wmjf9K8
z%Fg_R`BFi~6tF-!#m_(t^gw6y128}!8d&x<{g2djE4Lk|Y#8xfeZHJWsZwpOHmJiV
DKz4}6

diff --git a/q03_data_encoding/build.py b/q03_data_encoding/build.py
index bb4c8ca..7bfabc9 100644
--- a/q03_data_encoding/build.py
+++ b/q03_data_encoding/build.py
@@ -1,3 +1,4 @@
+# %load q03_data_encoding/build.py
 from greyatomlib.multivariate_regression_project.q01_load_data.build import load_data
 from greyatomlib.multivariate_regression_project.q02_data_split.build import split_dataset
 from sklearn.preprocessing import LabelEncoder
@@ -8,7 +9,18 @@
 x_train, x_test, y_train, y_test =  split_dataset(df)
 
 # Write your code below
+def label_encode(X_train, X_test):
+    label = LabelEncoder()
+    for col in x_train.columns:
+        X_train[col] = label.fit_transform(X_train[col])
+        X_test[col] = label.fit_transform(X_test[col])
     
+    X_train_transform = X_train
+    X_test_transform = X_test
+    return X_train_transform, X_test_transform
     
 
 
+
+
+
diff --git a/q03_data_encoding/tests/__pycache__/__init__.cpython-36.pyc b/q03_data_encoding/tests/__pycache__/__init__.cpython-36.pyc
index 7d18c185f615d8dacd541c2aac10e2127c6a6058..c28dfd71d950e1e6c8306efc7352631823a64703 100644
GIT binary patch
delta 52
zcmZ3=xQ&s+n3tEUZDml*L=JO>Wc`f%+*JLNqQvCXl+?WBRQ>S$qU_=VAXh&*KP7dd
GUpN4@n-Smu

delta 35
qcmdnSxRjB@n3tF9rT(I*i5%wqLHZf_xvBc;MX8mECHc7%<HG^I>I=94

diff --git a/q03_data_encoding/tests/__pycache__/test.cpython-36.pyc b/q03_data_encoding/tests/__pycache__/test.cpython-36.pyc
index 8ade2b73d89dd5f9591f59a4f4d14aa50d93bd2e..9df7f781eb052f0262267700adc4bc93e439a609 100644
GIT binary patch
delta 60
zcmbO#xJ;14n3tEUZDml*Mh*og#d!UU{M=OilA^@q)Rfe`<W&9e{G#mQ0w7mEIX@*;
OfAULq`OV=>c5DDbI}_6Y

delta 43
zcmZ1`I8~6tn3tDJ*J4rBMh*og0YCkW{M=Oi^rF<t#FG46{mH-B<u_+A*|7lt2!#y^