From 0fb464153a11ea93c788abbb374ccbcd9a7e8cab Mon Sep 17 00:00:00 2001
From: sagarpatil232 <sagarpatil232@gmail.com>
Date: Mon, 26 Nov 2018 17:04:24 +0000
Subject: [PATCH 1/3] Done

---
 __pycache__/__init__.cpython-36.pyc           | Bin 141 -> 161 bytes
 .../__pycache__/__init__.cpython-36.pyc       | Bin 155 -> 175 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 414 -> 368 bytes
 q01_load_data/build.py                        |  10 +++++++++-
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 161 -> 181 bytes
 .../tests/__pycache__/test.cpython-36.pyc     | Bin 1525 -> 1545 bytes
 6 files changed, 9 insertions(+), 1 deletion(-)

diff --git a/__pycache__/__init__.cpython-36.pyc b/__pycache__/__init__.cpython-36.pyc
index b0c3719c2f46201b3baa3fcef746c16a601c9e9f..51294e0e4e4741df5656dbfcb0701016f40251e0 100644
GIT binary patch
delta 55
zcmeBWT*$~_%*)H=p!O$vB8R!MpMFMuZmNE9VtQgxL1IZ}j*+pEet3RSc5y*sa;koE
KeoE>@KYIYt-4YrA

delta 35
qcmZ3;*vrUa%*)I5Qh!m@L=JO)EB%c8+*JMaqSVU7lKk9>N%jD@F$-P*

diff --git a/q01_load_data/__pycache__/__init__.cpython-36.pyc b/q01_load_data/__pycache__/__init__.cpython-36.pyc
index 4596200714efc1a2bd21ca0d0f36671155da8439..fa84581e8c27cb86e450c1d3bc9f8bf65142923f 100644
GIT binary patch
delta 55
zcmbQuxSo;2n3tE!LG4fUL=JQ182ya=+*JMI#Pr0Xg2a-{93x{R{qX#v?BasN<W&9S
K{FKy*e!c+N=Mqu?

delta 35
qcmZ3_IGd5fn3tF9rT(I*i5%wq9{L&ixvBc;MX8mECHc7%lY9ZY^9z;$

diff --git a/q01_load_data/__pycache__/build.cpython-36.pyc b/q01_load_data/__pycache__/build.cpython-36.pyc
index 98e98a79cdf9a026efe48fdde2a84d1da49836cc..d53b53db43781e513bf72338c510cb737e0148f5 100644
GIT binary patch
delta 247
zcmbQo{DFznn3tEUPyJ8yriq+x^=u3b49-AYECD1+7_t~^7*ZHhn9><j7*d#fS!x+;
z7=sx!S^R!6TE7$nD$!)V#ax_P5XDiPomo(nUtWBREh9BCCACPC=@wH#N)$&CkQbj^
zTn6N`6eN~p++s>eTggzw3Do;5Qa>X<H&wqlF+H&eD3_UIBxr1;AD&;7U0jfuoT{Ik
zpOQM6o6*Ui733loAi=;W!dS!&q=ELb6(r`RBo-HeoD3EN8;V450VQs6*yQG?l;)(`
MF#&nSAcBJ#0EBlwDF6Tf

delta 292
zcmYk1y-ve05XXIXNRzf<<Qd4+0f~i=0R$rwDpQuqa0exd8_PBlNJTtBhQ0s;5(BT~
zg@LIXb0;pH81AS0(EacJzw%w>2SqXbJp8DBR{7;yB7`{S@cWD)YFG*cl%0HqCDalX
zCb-kdT49QV4*Kp?l-bn=j!KBilU)OEt_O@##^m1VyEt}wfvuVOpab2MP$lSETP9Ij
ztcH#>&Vs&eD5fV~8{1Gda^xw@9v4W@y^PgiUgfBRW<f(=!j1UA=3+8$4NV>#z39-I
w)%V$TZ@{Mv0lTmVuHdXxF}3`H_AcXc+uI8K!<Yv#J2ovoHFVm0@RE_KKk6M!SpWb4

diff --git a/q01_load_data/build.py b/q01_load_data/build.py
index 7cd3700..fc98b0a 100644
--- a/q01_load_data/build.py
+++ b/q01_load_data/build.py
@@ -1,4 +1,12 @@
+# %load q01_load_data/build.py
 import pandas as pd
 
 # Write your code below
-    
+def load_data(path):
+    df = pd.read_csv(path,sep=';',skiprows=[22], header=None)
+    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 d07fd2f92eb40b45050574e400ae0ba39249b5e5..7b3a267b9aef71bbb68c0f068e0d1f5cca761d75 100644
GIT binary patch
delta 55
zcmZ3;xRsH^n3tE!N$pScL=JQ1B>jy1+*JMI#Pr0Xg2a-{93x{R{qX#v?BasN<W&9S
K{FKy*e!&3UwGwOq

delta 35
qcmdnWxR8;<n3tF9rT(I*i5%wqe)<{txvBc;MX8mECHc7%lY#-g{R^%D

diff --git a/q01_load_data/tests/__pycache__/test.cpython-36.pyc b/q01_load_data/tests/__pycache__/test.cpython-36.pyc
index 9aa6996833ac66f36d6c99e9f80a514b1a8a8440..84f47dd6e4b15986247b62365849daa369c1da35 100644
GIT binary patch
delta 57
zcmey$-O0mY%*)H=r1mFzBgacd<v9I}{M=Oi;>7gCqJqSd%p4<QBmMCFqU_>=#N<@{
M<ouM>O-x^z0VQD*@&Et;

delta 38
tcmeC=`O3{<%*)FqWWFeBBgacdelPuu{M=Oi^rF<t#FG5n%_2-+nE~Dh3}yfT


From 2000ce5bd90846d37fae0b9d2c9af1e8bb143e85 Mon Sep 17 00:00:00 2001
From: sagarpatil232 <sagarpatil232@gmail.com>
Date: Mon, 26 Nov 2018 17:18:47 +0000
Subject: [PATCH 2/3] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 156 -> 176 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 660 -> 654 bytes
 q02_data_split/build.py                       |  14 +++++++++++++-
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 162 -> 182 bytes
 .../tests/__pycache__/test.cpython-36.pyc     | Bin 3134 -> 3154 bytes
 5 files changed, 13 insertions(+), 1 deletion(-)

diff --git a/q02_data_split/__pycache__/__init__.cpython-36.pyc b/q02_data_split/__pycache__/__init__.cpython-36.pyc
index 5d17273741a726a430cdf3ccf2eb63426483d618..2f5206b0a1cd14806858edf36ea3fb141a43cbb2 100644
GIT binary patch
delta 55
zcmbQkxPg(wn3tE!LG4fUL=JQ1SpAIr+*JMI#Pr0Xg2a-{93x{R{qX#v?BasN<W&9S
K{FKy*etrPjdJ<Lu

delta 35
qcmdnMIERtLn3tF9rT(I*i5%wqp86U2xvBc;MX8mECHc7%ll%a@N(-6*

diff --git a/q02_data_split/__pycache__/build.cpython-36.pyc b/q02_data_split/__pycache__/build.cpython-36.pyc
index e6bd2ebf2f76eee17541ce631c667ecb332558ff..4dba1100e0758e2675a18e6fa20c7bea81f7839c 100644
GIT binary patch
delta 275
zcmbQj+Q-Ui%*)I5M(a=Xm5H3o>Ma-;7-|@@7*ZHhn3|bt8Eb$nNrqac62=<F8m1KH
z6qXd$UX~b^TIO1oTGm>&8s-|78rB-NG?rinO*X$MCU@hPj6gHeXUznGllCvQfILm6
zD9)19;*$8{%&OEVo}$FOl>FTI;*!LYRG<_~N>P465i>~LWDiCI4PGGYSCoE6er~FM
zabkL6Q9)u!W{#1uk$!l7QFd`bVsff}a(+tc<Q_(MVGf|;Vi3W=$iv9ND8X37KlvGB
nnFSkAq=+9xfQ&;T_<-D795%W6DWy57c1%DXSUV3`I|nlW=Hf#;

delta 276
zcmeBUox;j#%*)Gl#C%cI+=-ma>U|g(7-|@@7*c?+l?h0)wlbwLNix(jB8jqrMVLw$
zYZz;oQkYVhQ&@UgVpwXKYguYpYuRd;YglSnYuM6Qf*CZ~{a!Kx%}k#)69i7$ztjTq
zG?{L3mZTP!#205)rQYHxO3X{i&y6oGNfaqbefb{<ia5ZkqF6F>@{=cPFq(-700n-z
z>1X8Urs}5`rB)`E<mXOqV{{j01xgfylru1jF$ytCFct|-e!y5}!3h*85&{t*tw@9*
bkb8^6CO1E&G$+*#<T$W)9!4HU4j=>o>$pT@

diff --git a/q02_data_split/build.py b/q02_data_split/build.py
index c2e7147..c0f75f9 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.drop('G3',1)
+    y = df['G3']
+    x_train, x_test, y_train, y_test = train_test_split(X,y,test_size=0.20, random_state=42)
+    return x_train, x_test, y_train, y_test
     
-    
+
+
+
+
+
+
+
diff --git a/q02_data_split/tests/__pycache__/__init__.cpython-36.pyc b/q02_data_split/tests/__pycache__/__init__.cpython-36.pyc
index e780e63f202604d8b01427afe772dd73a1ea13a3..b4c872200046894a548f70024f542015f65eb73e 100644
GIT binary patch
delta 55
zcmZ3)xQ&s+n3tE!LG4fUL=JQ1Wc`f%+*JMI#Pr0Xg2a-{93x{R{qX#v?BasN<W&9S
K{FKy*ejxze>=JGO

delta 35
qcmdnSxQLO%n3tF9rT(I*i5%wq{`wjDxvBc;MX8mECHc7%lR^N#R12~I

diff --git a/q02_data_split/tests/__pycache__/test.cpython-36.pyc b/q02_data_split/tests/__pycache__/test.cpython-36.pyc
index a1b3fc579e35798e380953fe62d7efac2225573f..95dd866976c48c2070884f75b967ec1360b94fc0 100644
GIT binary patch
delta 58
zcmdldaY=&1n3tE!LG4fUMh;~r<#_#!{M=Oi;>7gCqJqSd%p4<QBmMCFqU_>=#N<@{
N<ouM>%~nh-TmT;w5~u(G

delta 38
tcmca4u}^}-n3tF9i20(ZjU38M{NDN*`MIh3=|!oPi6!~DoBfzrxB%um3(o)m


From f19ea9d6911c78511d0815fc7beed4f623f97fa5 Mon Sep 17 00:00:00 2001
From: sagarpatil232 <sagarpatil232@gmail.com>
Date: Mon, 26 Nov 2018 17:36:03 +0000
Subject: [PATCH 3/3] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 159 -> 179 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 924 -> 939 bytes
 q03_data_encoding/build.py                    |  18 +++++++++++++++++-
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 165 -> 185 bytes
 .../tests/__pycache__/test.cpython-36.pyc     | Bin 2197 -> 2217 bytes
 5 files changed, 17 insertions(+), 1 deletion(-)

diff --git a/q03_data_encoding/__pycache__/__init__.cpython-36.pyc b/q03_data_encoding/__pycache__/__init__.cpython-36.pyc
index 884722b9e5eb21d01be2d88d202ca11e74eb4609..aad7023cedfb85cc4d15a2ad325f55fbbaf0689c 100644
GIT binary patch
delta 55
zcmbQwxS5f|n3tE!LG4fUL=JQ11pSQs+*JMI#Pr0Xg2a-{93x{R{qX#v?BasN<W&9S
K{FKy*et`hoGZJC|

delta 35
qcmdnYIG>Tjn3tF9rT(I*i5%wqKKdE?xvBc;MX8mECHc7%lL7&~PYb31

diff --git a/q03_data_encoding/__pycache__/build.cpython-36.pyc b/q03_data_encoding/__pycache__/build.cpython-36.pyc
index 302366cb1c8d346c67f347e326ce7abc487c2dcb..23a801e133ddd515c1f495482898327857e5a1c3 100644
GIT binary patch
delta 517
zcmYjNO-sW-5Z&FRn^;?|(u1D#XfFm@@FXJW*@Gf25eZAO)zo~syOkCaddM%3Ui||i
z_&+>(-(Mo)!AVO|mU;8$4YT`pUaU8(-fK4NUxz<8*T!@GW44A6G9k_&WCW0-5h_tZ
za=gff!cdutjEoYE%%TR&EU2m}n$r>k)=IpCN?cfzgWNhtxBG>in<FbHxxEWIMvKZ=
zRgb5A1U+L&u22WhE;_b0{WP13%7wNjo)Rof+%4~pD=!(xT!g+CFvYaxr_nf0q&A~a
zDs4!v+~zP;)kGqPsfask8V@ubc#2Equ0vjR+}2Y3Q#6UV+qhi40C!8*W>MrVna|XM
zX){zjennyf?0w%l_i4->$?llQm<pqAuj}+v@gOtibH`5u?#w^Q-u#Gk_8Qen+W-jL
za44=rv;jBpHWsb<6M2_z4Gd&cO_EI0j3oh+nq+|{!B9|`)D#v1pV8KIxfo4>fFN4X
fU6}d@o7IGU9H+rJ;wJ<uS=nyj>Qo+V(lUMlj31J1

delta 502
zcmY+9J4*vW5XX1tUNIz^fcU6PC7cja*jNM$6~V^FLJ5c***$aNUhZBbkqaq;Aa;^g
z8#@vF9)5*wt^5jB&IS`A!~B{3?L6O|XQ#MZE*I;2udOe5Dt?YkLWqTah%O&cGBPGZ
z==U?qXimDoV3UmDh+MLvkr`bRnZ+PCe9fuc$f0XbnZb<vIsZ?Z1hbr+V&(rVI$A_c
za<g$xa*|UY&WLN?xjb$sjLTZq;k7u4>v1pQB52ocy|AZoQu`x<;_Ba8PThjgM=48q
z@ikYL?06|x5U0uxq~KoIGJ`N_x5|EyT^(nbCH+K1YH1$2rgAQ>@EOF)#(>LALC6&i
z-iTPi-ajXeP7?9PwcrCUOQOc)1-2#!;I0?(SC&u+*sunxberx_QJp-(M_*aEY&sAH
z{8e`9#mtimQl^0U%IVJrVxR{)gBid8fv95Hbozo+bgM!$N?0%C`}%yjj8dZ73fiCo
Ezx2k4ivR!s

diff --git a/q03_data_encoding/build.py b/q03_data_encoding/build.py
index bb4c8ca..2abf4bc 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 +9,22 @@
 x_train, x_test, y_train, y_test =  split_dataset(df)
 
 # Write your code below
+def label_encode(X, X_test):
+    X_transform = X.copy() 
+    X_test_transform = X_test.copy()
+    le = LabelEncoder()
+    numeric_cols = x_train._get_numeric_data().columns
+    all_cols = x_train.columns
+    cat_cols = list(set(all_cols) - set(numeric_cols))
+    for item in cat_cols:    
+        le.fit_transform(X_transform[item])
+        le.fit_transform(X_test_transform[item])
+    return X_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..c78155a3e48b9c093dfecc68776a30b8d8ed9753 100644
GIT binary patch
delta 55
zcmZ3=xRa5?n3tE!LG4fUL=JQ1H2sYH+*JMI#Pr0Xg2a-{93x{R{qX#v?BasN<W&9S
K{FKy*e&GP$r4o7o

delta 35
qcmdnVxRjB@n3tF9rT(I*i5%wqLHZf_xvBc;MX8mECHc7%lfnVNSqr`Z

diff --git a/q03_data_encoding/tests/__pycache__/test.cpython-36.pyc b/q03_data_encoding/tests/__pycache__/test.cpython-36.pyc
index 8ade2b73d89dd5f9591f59a4f4d14aa50d93bd2e..106813f11f8446ef84cdd1314b21c392f14cfb9c 100644
GIT binary patch
delta 63
zcmbO#xKfbAn3tE!LG4fUMh*ogl_dR){M=Oi;>7gCqJqSd%p4<QBmMCFqU_>=#N<@{
T<ouLW{mC!c<u`{j*|7ltaCQ`J

delta 43
zcmZ1}I8~6tn3tDJ*J4rBMh*og0YCkW{M=Oi^rF<t#FG46{mFmX<u_+D*|7lt2`UW|