From e57d8016ec7db5de555c7e9b71e071522893d250 Mon Sep 17 00:00:00 2001
From: ShardulJ <Shardul2607@gmail.com>
Date: Wed, 24 Oct 2018 06:37:05 +0000
Subject: [PATCH 1/5] Done

---
 __pycache__/__init__.cpython-36.pyc              | Bin 0 -> 152 bytes
 .../__pycache__/__init__.cpython-36.pyc          | Bin 0 -> 170 bytes
 .../__pycache__/build.cpython-36.pyc             | Bin 0 -> 772 bytes
 q01_missing_value/build.py                       |  15 ++++++++++++++-
 .../tests/__pycache__/__init__.cpython-36.pyc    | Bin 0 -> 176 bytes
 .../test_q01_imputation.cpython-36.pyc           | Bin 0 -> 2325 bytes
 6 files changed, 14 insertions(+), 1 deletion(-)
 create mode 100644 __pycache__/__init__.cpython-36.pyc
 create mode 100644 q01_missing_value/__pycache__/__init__.cpython-36.pyc
 create mode 100644 q01_missing_value/__pycache__/build.cpython-36.pyc
 create mode 100644 q01_missing_value/tests/__pycache__/__init__.cpython-36.pyc
 create mode 100644 q01_missing_value/tests/__pycache__/test_q01_imputation.cpython-36.pyc

diff --git a/__pycache__/__init__.cpython-36.pyc b/__pycache__/__init__.cpython-36.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..d5b05b32b2e7bfe35a09034a732cbc3874f2968e
GIT binary patch
literal 152
zcmXr!<>kr|x)99(1dl-k3@`#24nSPY0whuxf*CX!{Z=v*frJsnFIWAH{M=Oi;Ecqg
zl+qk8{qX#v?BasN<W&9S{FGGvwA93s(xTM()V%b}ywud9%)IpYf};Ga)Z`NV`1s7c
a%#!$cy@JYH95%W6K>ew9AmfXHm;nHUcqab<

literal 0
HcmV?d00001

diff --git a/q01_missing_value/__pycache__/__init__.cpython-36.pyc b/q01_missing_value/__pycache__/__init__.cpython-36.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..2a4810a1fb6ef62b60be2bcf0b8aea1108457607
GIT binary patch
literal 170
zcmXr!<>kr|x)99(1dl-k3@`#24nSPY0whuxf*CX!{Z=v*frJsnuW<d0{M=Oi;Ecqg
zl+qk8{qX#v?BasN<W&9S{FGGvwA93s(xTM()V%b}ywud9%)IpYf};Ga)Z`NVLIcD2
q+|1%)kXTt_PHC!se0*kJW=VX!UP0w84x8M3poyt=APb9um;nI104?VL

literal 0
HcmV?d00001

diff --git a/q01_missing_value/__pycache__/build.cpython-36.pyc b/q01_missing_value/__pycache__/build.cpython-36.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..ca6c86a169d89718563c432b9e9e6ee4124e9d28
GIT binary patch
literal 772
zcmY*XO>fjN5VhlcZMs`kivaafabzzIg$suj0)bS7N`<r)m4Z;@W}Iz8)=BMT)kWLW
za;?PQ;NNiel@ot~6XURl;>d5FXPoDm(L5WCqH6r}({o11FLG!3$Y0{tZxMh1tw=%z
zEgf(+G+}}P0~b8-A((snByojXdK;4X!Y=~|VK8?fx}`}7J23o4k^#^enT&p;8ae&C
z3%uoVt9T&~Grcs?d#*o9^-2kD2FL28SoSnLsoU8lZ-j}Cx#Dwiwn9Fb@k)G9MJ5a@
zWNW;<s(Cx1CMaZ9bs#coU%};W_iMEJJHncjSPD3p9J{4Av_HFZ+Mk@Y16WE)x7OK^
zl7YWZHoa#`&>w8$*1G@2gDJUwyr!l1hI~G_VQac({oQ}o-&hsoQ*xD`6J$>AU_-)F
z6<}T}M3_)DKx6#+q7+%HZ1&2QqC6W7%t(t011YrF25tPjs4B^gyQo1JuaF?F&2Y)9
zPNZ4g$yS>ntE+AyHQo_iPF&+aZW!c83BpsuF#Ln4`zZhCEWWH4BF1(r=&E<|d9A+a
zhG!zqP(IEDZ#yMYA?Jk@LKSkJHmbIX##c{{(nX=Q_4Uuk7hO@oVY4z(v1q!Mw?!>S
z_=?^|AasxJ(nt6W>4BpjqGu8rzu^+NHckU3#5sVp9}KxlFYC@qo8gwEc6f}N)y+zc
n@n^MT;hqJn)t7Sz9-z;JQ*2UKi5EEML`MiAi<~hH=^pzFs#eRu

literal 0
HcmV?d00001

diff --git a/q01_missing_value/build.py b/q01_missing_value/build.py
index 7dc4d18..1e00dde 100644
--- a/q01_missing_value/build.py
+++ b/q01_missing_value/build.py
@@ -1,3 +1,4 @@
+# %load q01_missing_value/build.py
 # Default imports
 import pandas as pd
 
@@ -5,6 +6,18 @@
 ny_housing = pd.read_csv('data/train.csv')
 # Selecting 4 most relevant variables along with target variable from the dataset fot the Cleaning and Preprocessing.
 housing_data = ny_housing[['MasVnrArea', 'GrLivArea', 'LotShape', 'GarageType', 'SalePrice']]
+df = housing_data.copy()
+df1 =df.select_dtypes(include=['int','float'])
+# Write your code here:
+
+def imputation(df):
+    df1=df.select_dtypes(include=['int','float'])
+    df2=df.select_dtypes(include=['object'])
+    df2['LotShape']=df2['LotShape'].fillna(df2['LotShape'].mode().index[0])
+    df2['GarageType']=df2['GarageType'].fillna(df2['GarageType'].value_counts().index[0])
+    for col in df1.columns:
+        df1[col] = df1[col].fillna(df1[col].mean())
+
+    return df1,df2
 
 
-# Write your code here:
diff --git a/q01_missing_value/tests/__pycache__/__init__.cpython-36.pyc b/q01_missing_value/tests/__pycache__/__init__.cpython-36.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..2173a294b549270b90504da3b033a28ffa110092
GIT binary patch
literal 176
zcmXr!<>kr~x)99(1dl-k3@`#24nSPY0whuxf*CX!{Z=v*frJsnuUP$z{M=Oi;Ecqg
zl+qk8{qX#v?BasN<W&9S{FGGvwA93s(xTM()V%b}ywud9%)IpYf};Ga)Z`NVLIcD2
w+|1%)kXTt_PHC!sNosLPv3`7fW?p7Ve7s&k<t+}I+<c(9sdgZ1i-DK{0Pr&~Q2+n{

literal 0
HcmV?d00001

diff --git a/q01_missing_value/tests/__pycache__/test_q01_imputation.cpython-36.pyc b/q01_missing_value/tests/__pycache__/test_q01_imputation.cpython-36.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..58c9851bd032a864c93353650f80b6ef848bf1b5
GIT binary patch
literal 2325
zcmcIlTW=dh6rS0Oy<Xd)gi;zVWl@RfN>xn46H<kWN*e_gQ;`a!?ZbB189Qs%v+m4n
zM6B}U{uzD>Z#>T{Px%Wxan5dPJ5eNp09$ircIM3G`{p}mKI`{Gx%vCE-&%zHLDqio
zP3}X{91JI%7Gz2jO0n$}PU3Qxdxbak6Tj~Bi`KNAv?&qpB;c(DO**2(+dSYM9`f$k
z-y%sUd=bJ(cc1Vc@4q6vFX+NedfYiA@y03aL}F@#r$U<tOpD>E)AWS-bXFN=@>0V1
z##oq9RTNB(^-N^*4bBW37{zkAlj-9m{D$f8rTS6{mUQ;j<NUa829HZ~c*JHR3HO;|
zWAXF^+MPpIh$kw~M26eH{^7>=q3C;H1W70-iNh&(UXcbm)E@VF3u+%>Lft~BP`7!P
z_n;1VA7R-I#B;DjkWp9?f4D~g<pC7E2gVRX7xWkUl1v=qzNDOPkp=7tRIh!HoEv1}
zBI&TYH&nRXDVq6*4}S(ejNlPaQ%!|5I@;!Uqy79?NNB~L^1)AeU~HFZEtGlqqGE-0
z3n632dRi1C>mjkf64e8@KaU1S<x~uSIK`{t>%kAD`bp1NCI(r_#b6|usgy{C9OqI9
zmCJEDQ{@DXF?jLmZaU4i#=c`#RAOL&2wmG02UoYcGdr=@adfRO#bfm03>wc%oPf@6
zpJ#ICvKi;-#hEp|x1h03Z$mC>c}b-^Jaxfq{`rzcE=H^>OjI9UN4$(=X`(4J*-<pE
zIX&+YyDNSb-fZls5GvJ0gLF0qLD`!Z4}Z3n-h|NxG6l$={0-#SvzD+?32i7f>^sl^
zHG!^BOU9YF6K~>!np#cIg05-FZL~E1c0~XLR%9SdqEV?LCE%)M!$y?r==qFE&UEw@
zcs){VDxTksPRa_zC(eA~=A&&Lx9zn?YzO*4YQtnEtP7WKof)@YRw`lr5iVdm%eAbB
z`^K~(@B(*l)Z9VX*R#^ycaSp7ScGm;ht6+ZM%v2#zu^i={vWtfZ^F6?MWEh7a~;jw
zXl|fEs8?fU?>%t6IxBliRxmFu1LtG-Fp&PY$b>E+FHPJ9sWX%ZAq1Ie89ry3=+Qj-
zZe1r?DGelM9Szy=ERbTqhG$#3mXOA6tBEh`GI_EdHc8m5gvsM#^la4%kgQ28I$d4v
zM~J%47@&puoy(MP*|dL;9`$f_^y*!3S9nG0eKc$7BI&Mh?_L@B-Zm`r&w=j^<Bko|
zR6_WrsSVR~T0)}7b}vowacD-=2A=X7nwx00(0qUfQ|sC(>rllEr!XM#OQQ*B;KSbw
zT7g%O#C;o7GB<dU3MH4cntW2r-ugdQdBK~fstx+Vhpo=8NdWIUPwR(Xo}@=*g%3>9
kJ8Pg4SQ9?D|78cW!Mz6K7r3oPU_D5+J=$|ZXOjlbU#1*WyZ`_I

literal 0
HcmV?d00001


From 2c1973197a677ccceb4a43881cb131b33f0c3c35 Mon Sep 17 00:00:00 2001
From: ShardulJ <Shardul2607@gmail.com>
Date: Wed, 24 Oct 2018 06:38:26 +0000
Subject: [PATCH 2/5] Done

---
 .../__pycache__/__init__.cpython-36.pyc        | Bin 0 -> 172 bytes
 .../__pycache__/build.cpython-36.pyc           | Bin 0 -> 666 bytes
 q02_outlier_removal/build.py                   |  17 +++++++++++++++++
 .../tests/__pycache__/__init__.cpython-36.pyc  | Bin 0 -> 178 bytes
 .../test_q02_outlier_removal.cpython-36.pyc    | Bin 0 -> 1788 bytes
 5 files changed, 17 insertions(+)
 create mode 100644 q02_outlier_removal/__pycache__/__init__.cpython-36.pyc
 create mode 100644 q02_outlier_removal/__pycache__/build.cpython-36.pyc
 create mode 100644 q02_outlier_removal/tests/__pycache__/__init__.cpython-36.pyc
 create mode 100644 q02_outlier_removal/tests/__pycache__/test_q02_outlier_removal.cpython-36.pyc

diff --git a/q02_outlier_removal/__pycache__/__init__.cpython-36.pyc b/q02_outlier_removal/__pycache__/__init__.cpython-36.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..17d7e2d2e7f587e98fd5ed2bb95ebe79c107b0b7
GIT binary patch
literal 172
zcmXr!<>kr|x)99(1dl-k3@`#24nSPY0whuxf*CX!{Z=v*frJsnuSorj{M=Oi;Ecqg
zl+qk8{qX#v?BasN<W&9S{FGGvwA93s(xTM()V%b}ywud9%)IpYf};Ga)Z`NVLIb1t
u{L+$~%+#XzqSV~{vcw$y`1s7c%#!$cy@JYH95%W6Kr>VAKvot5F#`Z3o-WM*

literal 0
HcmV?d00001

diff --git a/q02_outlier_removal/__pycache__/build.cpython-36.pyc b/q02_outlier_removal/__pycache__/build.cpython-36.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..0ec6fe9f2395677966f5c813da5d98bcdf98aec1
GIT binary patch
literal 666
zcmZ8eON$dh5bo}oNhY(&s=KEJj~)!jj`%`Be4wx(>mp>?g%KIrsY){0N%y3CCTwJK
zidTP#{u<AH_2k7L;K`bxuvk!ERX@J!ue$CJ22ryA{rxw=*bjEaI+VX4w~q;c0WVm>
zk<SE(4NpAuzyluw=s<T89I(WP5PF|k5@3M-hI3+!*f9D@Y<BW#7i1;l%E(+DW_IbK
zx6+;|^U|Pny(4p+FSluUtgF#fmgu4*Y2*Y?SCscgvcPvH&oJX{IkHw=K>mu{o)R={
z#x`ut8$RQ}K}-aAU-()yf)taUwRd@^5wF>YTWi1Z8vlT;1G?)q#AsJda6ve0Z}P?M
zbJn!#gA>;s7g|=29=IS^6o%Y&bCne};AFhDU(bhu^D|wp+`wXiS(QRXs;vtbwNzDJ
zp!31#vaJAkIqW3e_A@M2PQW<XQT05{bWzWhO?LiK(kBmHmv)t$qv=zBUzxc<;rCfQ
z)pLyLlMK|woA_Lt3tP$z<4gm_W0X~GFhw=V6{5-2BrT1ek*s)e_g<>&s>so#2IqPy
zi}+)m7jQ`0ul;w@zG-&}7!Ub%5s8T6P0#Gp&amS;rBooT6D7Eih6w3)s%n)^b#3WY
l*Z-TOZL?e2wt*|KN2Of&bgropeCE;0h6JG(i9J8;{{haryz~G7

literal 0
HcmV?d00001

diff --git a/q02_outlier_removal/build.py b/q02_outlier_removal/build.py
index 74df5f2..49f993f 100644
--- a/q02_outlier_removal/build.py
+++ b/q02_outlier_removal/build.py
@@ -1,3 +1,4 @@
+# %load q02_outlier_removal/build.py
 # Default imports
 import pandas as pd
 
@@ -8,3 +9,19 @@
 
 
 # Write your code here:
+def outlier_removal (dataset):
+    df= dataset.copy()
+    num_columns =df.select_dtypes(include=['float64','int64'])
+
+    quantile_95= num_columns.quantile(0.95)
+
+    for colname in num_columns:
+        quantile = quantile_95[ colname ]
+        df=df.drop(df[df[colname]>quantile].index)
+        
+
+    return df
+outlier_removal(housing_data)
+
+
+
diff --git a/q02_outlier_removal/tests/__pycache__/__init__.cpython-36.pyc b/q02_outlier_removal/tests/__pycache__/__init__.cpython-36.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..ca34f70788500b1fb98f4403b12d02008aaa8e46
GIT binary patch
literal 178
zcmXr!<>kr|x)99(1dl-k3@`#24nSPY0whuxf*CX!{Z=v*frJsnuXz28{M=Oi;Ecqg
zl+qk8{qX#v?BasN<W&9S{FGGvwA93s(xTM()V%b}ywud9%)IpYf};Ga)Z`NVLIb1t
z{L+$~%+#XzqSV~{vcw$ylGNgoV*U8|%)HE!_;|g7%3B;Zx%ohoQ|&+&7XvW^09@%Y
AH2?qr

literal 0
HcmV?d00001

diff --git a/q02_outlier_removal/tests/__pycache__/test_q02_outlier_removal.cpython-36.pyc b/q02_outlier_removal/tests/__pycache__/test_q02_outlier_removal.cpython-36.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..6dbd9265545e67554c18e7170cfee15a1cbe9f86
GIT binary patch
literal 1788
zcma)+&2HO95XX1<AyL#v6Q^)%G-!zeJ_v9vBRK^qiWF&Tq)3&b4qAXYFk9|Orb>~@
z?$WJ=^rXB@-=@c6uRZA%dg=`6$g*JrrNH5coY~#^?SJ-RzaQp1f4%zKW9%Qcb+yoc
zjJK9(B$GU6a~^X}zLPt#D_!a3-rSG<`kkM*=Iyx68Mw1RwpKjuKu5M^AUiUY-KoFF
z;t+fY@k{rZ$)4=LW3mr?<;FefoUq|wjWe+!x4}!$=84cSUOUa356a5q8K^|TygU;*
z1`VcQCRLsbHPs79mjfw`7#St9;xN@`arnK^KNae01tRVotLNES?FP?Fb8;#c5QoP?
zi7C81N569-a`-`IDWtT9_ZQ9n7;k-m23X7`iyg_O^Nuz3<I|JAY~j<VTJhPE9jqm^
z_o#>$SC^e~9EUC%IKcY}-ueL=!wg^XKlocVbBz0zOTNceI1xhL`af}Y*~%r{IE6P>
zG~AlZ^0TMEBLo97LLSu|3ZtWac@Q0EXHcLw^puZr3U`^=uFx8kdHSXjxpi|WhK}_#
z<P+-=%|DsyVc5Ur=(L=}2x%!<<=>5dF4eDkAyOEnrG(K0gsBuHP)xG|KxM@=S*UV`
z%NV^mdXQY(vXMa^y0*y;pAQ%3c8@}?=OwfxT92l+GbiB7FK$44cx&zz=rl$R{Zn+d
zp*P4$+Z({{c<o};^3jH^go&tf6QKet(2*>oqBPN5nDjK7)}*gS4BboWiuQZxs1P5j
zONNSSOdmaa|HcX~2E2<A4FHY+j{Y}*i}Vcx5({;9%^*St1&7iz&di;8GhcGkA|Y<c
z%o#6VTmrxziwt&5G$~c200mGqG@?vLuNR__LPy_V)VE5^;q^guUREecxQIoKMEiQ!
zws#r{KGV+%ZA6iR?f#aTQ`8LYzjYSUdTFV^`V$%`?rg@i9?d`G4ajQ@2Q@=F3F@?6
zEKpOqj1RcOm!IFtZIg0^)J82IZb;1>=}C8^5r4ei#l~7wb1jd4+y<iQltGQ4P%c#h
z@7uJN5X#|WOjLVlP%ESmwS&g`b@DAm-mQyl;3sw9eaz8xrZB$TzqQ8gj4|#(kR%1N
zO%fX>$-KlKC%=~@bS^Ys)Bwj+cgTE1<`XiP%xjOts|YfQT2l=H4}AQ!>bJwb4XPqD
zv}i?Zj9ZON)II!T{a>mqm(97<&I&rpP2DtcfG4+1>Z80kPf!{f)f4wFoP>6)hE>mU
b)1qwfWmDBxG_9smde}WZ-g82}!vp6(Kz-f@

literal 0
HcmV?d00001


From 8ae44d5231dbf8e9faf93ba056c51454433838cd Mon Sep 17 00:00:00 2001
From: ShardulJ <Shardul2607@gmail.com>
Date: Wed, 24 Oct 2018 06:43:24 +0000
Subject: [PATCH 3/5] Done

---
 .../__pycache__/__init__.cpython-36.pyc          | Bin 0 -> 169 bytes
 .../__pycache__/build.cpython-36.pyc             | Bin 0 -> 502 bytes
 q03_skewness_log/build.py                        |   9 ++++++++-
 .../tests/__pycache__/__init__.cpython-36.pyc    | Bin 0 -> 175 bytes
 .../test_q03_skewness_log.cpython-36.pyc         | Bin 0 -> 2200 bytes
 5 files changed, 8 insertions(+), 1 deletion(-)
 create mode 100644 q03_skewness_log/__pycache__/__init__.cpython-36.pyc
 create mode 100644 q03_skewness_log/__pycache__/build.cpython-36.pyc
 create mode 100644 q03_skewness_log/tests/__pycache__/__init__.cpython-36.pyc
 create mode 100644 q03_skewness_log/tests/__pycache__/test_q03_skewness_log.cpython-36.pyc

diff --git a/q03_skewness_log/__pycache__/__init__.cpython-36.pyc b/q03_skewness_log/__pycache__/__init__.cpython-36.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..d3fb5604133c515bbefcce06b2c96be4bf63f55f
GIT binary patch
literal 169
zcmXr!<>kr|x)99(1dl-k3@`#24nSPY0whuxf*CX!{Z=v*frJsnuQ2_L{M=Oi;Ecqg
zl+qk8{qX#v?BasN<W&9S{FGGvwA93s(xTM()V%b}ywud9%)IpYf};Ga)Z`NVLIdOY
r;_TG&ywu|2_?-N7{rLFIyv&mLc)fzkTO2mI`9K3x?LhVw12F>ti$5)f

literal 0
HcmV?d00001

diff --git a/q03_skewness_log/__pycache__/build.cpython-36.pyc b/q03_skewness_log/__pycache__/build.cpython-36.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..f4059b0030749979012dcbcab6b69f87486525ca
GIT binary patch
literal 502
zcmYjNyH3L}6t$g4)6z0jEPO(i2B{mW5QqT@p$aJjQWzo=-?nM<Fm?heVk<wx-!OY+
z;un~>j;K^i_jP=)&pn=wMuYa`>oK8(e3OI2Fuz38=ja3xv>+u-D785&SmJciO+0Yc
zzHoLl=?PbOA0!DNfZon_vY3Sa56+X28dq=Nb^dlNc*CPc@w}R3`Xxi&?%3#}U8Ct4
zx`wRjJMx~AT^DD2g#9B75w`E>vhHSKS)F;(zfpJj%asD2^kZJYy~;BP9m6VVoT6ST
ztI+Oc7y2a1$MQFhR&@zcyy8l<#clLZtBsaCgD9&7L<`_et00AHnO6WRua>D)^%}A!
zdOn+`R$>KOr}%#K)aHel$gLS3!ab|cauGJBW2OSk!oE4uSuVE|-S9?tn;Bp7N^otM
w6vnICQf`%ly(U0KBE_#$9+usFxBG#!9445RHEMtht5Xlq4QW6FHlTt32QB(}MF0Q*

literal 0
HcmV?d00001

diff --git a/q03_skewness_log/build.py b/q03_skewness_log/build.py
index f008d0f..42b6ab2 100644
--- a/q03_skewness_log/build.py
+++ b/q03_skewness_log/build.py
@@ -1,8 +1,15 @@
+# %load q03_skewness_log/build.py
 from scipy.stats import skew
 import pandas as pd
 import numpy as np
 
 data = pd.read_csv('data/train.csv')
+def skewness_log(data):
+
+    data['GrLivArea'] = np.log(data['GrLivArea'])
+    data['SalePrice'] = np.log(data['SalePrice'])
+
+    return skew(data['GrLivArea']),skew(data['SalePrice'])
+skewness_log(data)
 
 
-# Write code here:
diff --git a/q03_skewness_log/tests/__pycache__/__init__.cpython-36.pyc b/q03_skewness_log/tests/__pycache__/__init__.cpython-36.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..a9931e7079e4424bc4742bb52d5fc58d6d997473
GIT binary patch
literal 175
zcmXr!<>kr|x)99(1dl-k3@`#24nSPY0whuxf*CX!{Z=v*frJsnuNeJ|{M=Oi;Ecqg
zl+qk8{qX#v?BasN<W&9S{FGGvwA93s(xTM()V%b}ywud9%)IpYf};Ga)Z`NVLIdOY
x;_TG&ywu|2_?-N7{gTw;l4AY%_{_Y_lK6PNg34PQHo5sgV^i%wwiW|10|2|uFYW*U

literal 0
HcmV?d00001

diff --git a/q03_skewness_log/tests/__pycache__/test_q03_skewness_log.cpython-36.pyc b/q03_skewness_log/tests/__pycache__/test_q03_skewness_log.cpython-36.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..25c7404bb08a53c600fb1ecc3384189a4bbd8d04
GIT binary patch
literal 2200
zcmc&#&2Ah;5bmCz-Pu3m1Y$5qFcJ!AqR2~<6H-JHg<u7t6~ZWp0jbkW_wJ58JG1HT
zF?cbj%{y=+cV2-@UV-ymIqj7joT%!t*K1?IIWbaK_e^(HSAF$W&8=Rqon8L*t3P}~
zej_W72kW~q^dk_02%3=zjVZ;olR2>~T;XNj#E*UZ&CeQ>X56Giy1RjB%xT<`zHH6u
z*G}AyJKIDwMevk}K+?GzcZIV<qSgXzlZaNq=Te*dT+6}2slRmfp8PhKTC=Pe!HKnz
zG{Z8>xEkrHOlE6>8{RjHr}<W*_Y*X9{Gf@uF!XH@lEhSy*b!7XPf6`I%%1Q?17^Q=
zD{hFEXv2F`bVL{CK=i=DwQ3zb+gb4?p<omryd{8fABMgO!Vp8}^apxKb{*p$Qb9M#
z9Bu`mR^Ers2AR7E8QAv*3e7E0%-(wN9YkiN2qDOFB6Fj|tKxdNo$kvVR*|P5Nkn00
zst(s$D)Zn;$+ODMWF9${r)4&*JcQ_HqPlSG&$K@-CbGXX=1P>=$Net~wWp^%k^Q6)
zvOkpElu9z0kJ4O9mF6QhRmCp2(SP#ZEw-A3z5yh(mF(=^*7Ts-!2MGi3_a<98ya0E
zZa`=6o`rMke63R`qqar)O<1g=Tw{!cTq5cY7A~Bcy}txg$RRH?6Yle@lsXhem=`9T
zaFdL~k%jj3iO4;HSz&@BN3~&67>Px-7Cm^aHvjJak+n;(UB^u!?rRr_`$%yaI+CIR
z!-oDkEPz-*F#}XKE>dlUNX}sP;Yq|$8lgFu%5YeyP)SH}UWXs1I(+<5R&ew9dU#Nj
zz%+Su08$@b)sa`N*UWmTALiQdJdsrgX&?my1aDOS5Y;OW?MJjm2C23JN@zhz#xmJs
z_3hj0lXU-{lAKxX4LGkcGy>Q-bavx>bpFM{{|u7C?5^T+Q@spd)GHt^49X7A<fkf4
zWDN>t_ys{ZW8oAi*eWb@(5IR?!oy}X_l}y6KNzhyo_+t)kB4^_SYoqlpRH0w6i_WE
zr6P};ldYp;&F9c|F4cs&mrV*?Hzai#%>4rnS1dW|Vq{BRgrK0YqY^rM=X^GtRr$|o
zZR=e|>kURf{qp;l&zjHgsMp}07l{@+z$U0D<n2YmTIS_#P`FrFOO-*?sshGxK9P)7
zZN?@AbZ%UC8N+U0@2E9&XdT5B6tAK{3aK|xoK&P;VXsnHaM;K+ehO&N2>ieU>DryB
zR|RFB8cdJEOvH^T&jr_&GZmHpO_^q*{`EA|9Dl*aw#hhvsum1>!Erl3VB@0H&`B%-
dEL_(1dG1uf?K-j#@G|RD7rH^0cAYkizW|MAN7w)W

literal 0
HcmV?d00001


From 9b9adc07e9ef6a8910232590bd228cc068b334a8 Mon Sep 17 00:00:00 2001
From: ShardulJ <Shardul2607@gmail.com>
Date: Wed, 24 Oct 2018 06:45:11 +0000
Subject: [PATCH 4/5] Done

---
 .../__pycache__/__init__.cpython-36.pyc          | Bin 0 -> 170 bytes
 .../__pycache__/build.cpython-36.pyc             | Bin 0 -> 501 bytes
 q03_skewness_sqrt/build.py                       |  10 ++++++++++
 .../tests/__pycache__/__init__.cpython-36.pyc    | Bin 0 -> 176 bytes
 .../test-q03_skewness_sqrt.cpython-36.pyc        | Bin 0 -> 2071 bytes
 5 files changed, 10 insertions(+)
 create mode 100644 q03_skewness_sqrt/__pycache__/__init__.cpython-36.pyc
 create mode 100644 q03_skewness_sqrt/__pycache__/build.cpython-36.pyc
 create mode 100644 q03_skewness_sqrt/tests/__pycache__/__init__.cpython-36.pyc
 create mode 100644 q03_skewness_sqrt/tests/__pycache__/test-q03_skewness_sqrt.cpython-36.pyc

diff --git a/q03_skewness_sqrt/__pycache__/__init__.cpython-36.pyc b/q03_skewness_sqrt/__pycache__/__init__.cpython-36.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..a1f6e304a0ccf39a2e5822725b65c8913f76080e
GIT binary patch
literal 170
zcmXr!<>kr|x)99(1dl-k3@`#24nSPY0whuxf*CX!{Z=v*frJsnuW<d0{M=Oi;Ecqg
zl+qk8{qX#v?BasN<W&9S{FGGvwA93s(xTM()V%b}ywud9%)IpYf};Ga)Z`NVLIdOY
s;_TG&ywu|2_~OE%68-r2%)HE!_;|g7%3B;Zx%og7Q|&+&76UN@0KteZ4*&oF

literal 0
HcmV?d00001

diff --git a/q03_skewness_sqrt/__pycache__/build.cpython-36.pyc b/q03_skewness_sqrt/__pycache__/build.cpython-36.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..4a36ca7712b59b22fe9e90e336bf13c2d130ca8c
GIT binary patch
literal 501
zcmY*V%SyvQ6rGtonzq(OapNas(}>*`QCtWjMW`UeMHn;FHf=JQ&Lm32UHuuC{)y|X
z1XuooEAI>nb>O}Z=W_0u@nF#VIC#H%!w7w%okyTQh0w>47-Bd_1&%Q`J;_Pz*y_d}
zcUC@gwm9xEmw7KJ4j7rC(Eoxx6yny^YyLQW+Gn()QKe`mMyY;CLC-!@U5IlCJ%LoA
z6@CW2L$tMZ@`sRLgaAT-VQ1S}?%b$4)3`gMIlop}%H!^Zy2>8T6sMun5+UK1jjEKf
z28Z=TlPt?xXJYY+ln>zdO|&cv9?h0iu{ytuZcDY+lBPULOU9!)r&X<Z!o?yJoGaK&
zq$*cDt)k7*I5AEI*E%sW(S4oeY$Tg@@DJ}BqecypAs!MHKo@q~zD_gQjC4gSZ7*zn
zNd=?2C6cwCs0-OB2e@qjepmv3s5}_$zP)}Ybu4dEl;DD&m@RE&_Hcj$(sO?R(%O9E

literal 0
HcmV?d00001

diff --git a/q03_skewness_sqrt/build.py b/q03_skewness_sqrt/build.py
index 4bdb0e4..503ce42 100644
--- a/q03_skewness_sqrt/build.py
+++ b/q03_skewness_sqrt/build.py
@@ -1,3 +1,4 @@
+# %load q03_skewness_sqrt/build.py
 # Default imports
 from scipy.stats import skew
 import pandas as pd
@@ -7,4 +8,13 @@
 
 
 # Write your Solution Here:
+def skewness_sqrt(ny_housing):
+    
+    ny_housing['SalePrice'] = np.sqrt(ny_housing['SalePrice'])
+    ny_housing['GrLivArea'] = np.sqrt(ny_housing['GrLivArea'])
+
+    return skew(ny_housing['GrLivArea']),skew(ny_housing['SalePrice'])
+
+
+
 
diff --git a/q03_skewness_sqrt/tests/__pycache__/__init__.cpython-36.pyc b/q03_skewness_sqrt/tests/__pycache__/__init__.cpython-36.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..64b5fd9098129b28797bfff559bd077c4e0d0000
GIT binary patch
literal 176
zcmXr!<>kr|x)99(1dl-k3@`#24nSPY0whuxf*CX!{Z=v*frJsnuUP$z{M=Oi;Ecqg
zl+qk8{qX#v?BasN<W&9S{FGGvwA93s(xTM()V%b}ywud9%)IpYf};Ga)Z`NVLIdOY
y;_TG&ywu|2_~OE%68)0Y;*w(h`1s7c%#!$cy@JYH95%W6Kyy>=K-LxmF#`bgQ!sY`

literal 0
HcmV?d00001

diff --git a/q03_skewness_sqrt/tests/__pycache__/test-q03_skewness_sqrt.cpython-36.pyc b/q03_skewness_sqrt/tests/__pycache__/test-q03_skewness_sqrt.cpython-36.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..1b0bad9974e2d172059441b05c15b39de4f75ad8
GIT binary patch
literal 2071
zcmc&#Pj4GV6rb5Y_QtWJq(Doms;rO#S`=bvPN0gkDkUmHRz<2JElAs8=h@k0z3a@(
z24a<y`(+Scfe*oX4;<j+3m<?BytnH*Hc6%C#9H%qc4yw(-}}w)J@0lpt@PS&-@e~q
z>`%6EIXJ(ELqA0$ndB)O@{n_yTd5V=(w0u@4BgPJ-nnUG*bJMTfqmr3#)O9};KIs;
ze`kfQaCM)_ru1Gg=>ebEVOv@UELfRhY!>j+dji@#5E^<@tA5kb$M8c2T1Was8Qiiq
z0MjqhRH%U-K|EfQ!icU>BFT1QeHv4wmlwsjheO{*11#i{g_h*fdckVkcz2{L8+dnX
zTwz15%${3>6Q5TRVY}QQXa|d6VvbSiqR)6Z9^lY-&=_X;g#W~!vm?vc&$;BAY=WOf
zsurI6)^#?qi8TCx(^C{~N@o1d!yhp<1JcJViy>r2`&)9`-%m~<!&%@c7xyVTn{riX
z4az(`DMVV@DP)0FIvUb`=@3UhGu6gze;;=b^C5H(4uz6M`epZ<TpjC?h@l(j61sg5
zrce+;Hb^o6m1Kixr1B$#(LMQSH(EM|u0bwzWk0;IxHCE{Z_tKipNPN^5>2R??eTGN
zfzq8<_$^UQ{uR}?ak5BtO*H9pPOIIU+PG`{$(&IMeNm*wKNV>K+LyVX<;EWh6Ce76
zir?iOfql-kqEikm)xw)vB|{0-rh~Kc<|X)N;jZC&ojS+Vw_hvund>}z5(n02o&8Om
zpukXS1~qMLlH7uztls$Z^Q5sxd~-Gezn?2#0UmW$GvFuMfA&S13-fH-Kg$bL9LzSL
z1pF->IOTe+ut)k)rj5vADA!32Agh{;kjalrw@)!jhdvVUnxX%YbL$dv_SIL(>3s#_
z2GK*gF{H=h<DJ(cXzu<$Q=~Q!_ytz(s5kJndK1kRC^--*JXT2zx6tqEl+4|iD4}*y
z)eM2DRYQGH+7oBqfCiu5-hI6J&mVhJs<80~UoXl;=2$G}l>#ptR8>aUaW-m=+)szO
zu6vOp#b2JcdJC7{#i6NnGJbWazwZ71%hUJ%+EZ_%|J9(XO>|M$(Yyj2NpTCu3|ud0
zmR=NPVhB-GwxVd5V*{mmJBq03)+=g_!mg8{>=Z>=Xb)8_P>)a~a_SvbGxWIE@Lc>g
zJiA&6I;B@+iJ@9i#7@{4iA)MzS|eGy-xo<L>%QMiGWr8FReK6OtRWfUA7I$Z&Z5J-
j&{)3J5mc#Gu`h#DdUxx5KBJFSnA%u@ZQiz8ylwvrjGGn?

literal 0
HcmV?d00001


From d509ab847469c53bdf33e1cf66b83934f03ff943 Mon Sep 17 00:00:00 2001
From: ShardulJ <Shardul2607@gmail.com>
Date: Wed, 24 Oct 2018 06:47:54 +0000
Subject: [PATCH 5/5] Done

---
 q04_encoding/__pycache__/__init__.cpython-36.pyc | Bin 0 -> 165 bytes
 q04_encoding/__pycache__/build.cpython-36.pyc    | Bin 0 -> 616 bytes
 q04_encoding/build.py                            |   8 ++++++++
 .../tests/__pycache__/__init__.cpython-36.pyc    | Bin 0 -> 171 bytes
 .../__pycache__/test_q04_encoding.cpython-36.pyc | Bin 0 -> 1729 bytes
 5 files changed, 8 insertions(+)
 create mode 100644 q04_encoding/__pycache__/__init__.cpython-36.pyc
 create mode 100644 q04_encoding/__pycache__/build.cpython-36.pyc
 create mode 100644 q04_encoding/tests/__pycache__/__init__.cpython-36.pyc
 create mode 100644 q04_encoding/tests/__pycache__/test_q04_encoding.cpython-36.pyc

diff --git a/q04_encoding/__pycache__/__init__.cpython-36.pyc b/q04_encoding/__pycache__/__init__.cpython-36.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..96966a22514e32da438cc37cb453bfe0499dc5dd
GIT binary patch
literal 165
zcmXr!<>kr|x)99(1dl-k3@`#24nSPY0whuxf*CX!{Z=v*frJsnuOR)5{M=Oi;Ecqg
zl+qk8{qX#v?BasN<W&9S{FGGvwA93s(xTM()V%b}ywud9%)IpYf};Ga)Z`NVLIV?^
kI8Yf-P(MCCGcU6wK3=b&@)n0pZa&bkR6CGe#X!se0Kmj6wg3PC

literal 0
HcmV?d00001

diff --git a/q04_encoding/__pycache__/build.cpython-36.pyc b/q04_encoding/__pycache__/build.cpython-36.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..80f3c43ae97df2a94eb42b21755a9e9d2c8f4b6a
GIT binary patch
literal 616
zcmYk3!HU~35QZh$P8=r=W$7OF5ey|Rw8v0dN?BOaZ6T!v_h7Wv#BtV^y(4=eC40(V
z`yhRro^|c1uh3J+-WFCcqmhKZ`G4s}7zQ_|KfgW|jQwJd#)#_I6lO_DF~v)kaGFIa
zDkpI`1HN;WbL5E!o^q9^Mry45+&g2*NKI65&yum?YZgs^6M<bu+|E|=3d(mns}<n4
zxst7nTa<-fWaice@1^;y@eP8slXF}Zw?pZ#>UO=A4cOpZqRipbp6bb3mhcga3^Ly1
zX^;cvQoN-w&nUI*$nN-o@A!fApRr><izREt&Y{Z5xpKdYJ9c2C(z`^D?j-a7?b5Or
zi~T#0^l?^~U8POrV&5kTH$|J0c5OB_R#r61PIG8e)m2piCK7hGtvgfbJnd~J;Xq5_
z!TS$}Got+Y5O3=WVzP&-D=*?NHC~%WW)SyJ6mLMb9Rl6T3k`rht-*Q+SsULxfB8V8
z&G@P-O0{VA)*l+s)|BwZr^LjFpYSIf=Tt|&9W_!bX>dZz<kVc3AW<(G1OjJZdc}i7
r>(f7|body(Pyd<0o;#oh1CLTj2i9L!H5q|d4y}gvKA(wzpSXVk?e(T^

literal 0
HcmV?d00001

diff --git a/q04_encoding/build.py b/q04_encoding/build.py
index a52c57f..f055131 100644
--- a/q04_encoding/build.py
+++ b/q04_encoding/build.py
@@ -1,3 +1,4 @@
+# %load q04_encoding/build.py
 # Default imports
 import pandas as pd
 from sklearn.preprocessing import LabelEncoder
@@ -7,4 +8,11 @@
 
 
 # Write your code here:
+def encoding(housing_data):
+
+    label_encoder = LabelEncoder()
+    housing_data['LotShape_label'] = label_encoder.fit_transform(housing_data['LotShape'])
+    housing_data = pd.get_dummies(housing_data, columns=['GarageType'])
+    return housing_data
+
 
diff --git a/q04_encoding/tests/__pycache__/__init__.cpython-36.pyc b/q04_encoding/tests/__pycache__/__init__.cpython-36.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..35812b43a7028c6050bcf070b315f69fb6dd8fe8
GIT binary patch
literal 171
zcmXr!<>kr|x)99(1dl-k3@`#24nSPY0whuxf*CX!{Z=v*frJsnuL%8&{M=Oi;Ecqg
zl+qk8{qX#v?BasN<W&9S{FGGvwA93s(xTM()V%b}ywud9%)IpYf};Ga)Z`NVLIV?^
qI8Yf-P`@O#xTIJ=K0Y%qvm`!Vub}c4hfQui(8yFfkd4Ja%m4u9TP_{|

literal 0
HcmV?d00001

diff --git a/q04_encoding/tests/__pycache__/test_q04_encoding.cpython-36.pyc b/q04_encoding/tests/__pycache__/test_q04_encoding.cpython-36.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..3dcf37a90d4657ba674b7d13db6db0989fbed31d
GIT binary patch
literal 1729
zcmaJ>&u<$=6rR~1_IhJSZ76{V)UH51Sc>8bxF8`^R6<l#3?das%V9h0JUeUFyY9?v
zM67ah{~7N5A#j~5C;tnacyBgwoR+fIzI~o~GxNUheQ!P<4B~R{&!7GZ82g)TJstEP
z;;SVZ$s{k?oTr?V@0DKaOJ4?MFb~tvjfG`r-c7rlfj^66XT{SV^ki2?vL|D?GYt<|
z8bb&%&g`5p*_VTtOb&pr{IoB<Q#RaP<4J7DZS)khc_cK9*WTp_RCz6nYKpVFQ!taJ
zEQOlt1?0<JDU28yC5q}O*XL>cjnF?->I(%T?VYG6#kq5%C$%{}6AMV=6QRTuo?f8e
zI~65-r-~eMI{fOPV;|zH577Wixn!v)x%6JL7C3$b8OjcRLjsB4j_e_b*!C&=<I8+=
zjvLTJJ4X0E!dHKU#xTQI{5SrB%{=43;F2G(6`p{!ZvCHl`)uVC!MJxYR<zxk%<|sx
zuZZ4&Opu6X4wcc#eR-Ii6z5Q(Hw;vWaSH3o?2gbHlsSIhh|>BcR71}O8p??ch{oTU
z>SNeHVsuu|VT3d(*_2<8eyr6mdLeQcA^R|zfG~}M4612S0Vu3Twovs9(-=K}@ClB$
zMH(4oKs%dlj~^{A>>kZ+A~QOjj@FbW^CG^yw@u&C>(MtDrB#m6yXb5)+VV+K-LU76
z*FHuqKiv=~VIrE+B<G@RKqs<Js@f!TVe+$N>S(+fG4!t~RaDHOr(*o59Wn%?H3RhQ
z{>{`ccha|Ut_8~x?1%pY_G-ljFqNIU(g9A;LFu4~j5qUV!7P;AbVyQLg7L=7Z?Dl}
zn<NHBpG<0%D8N!yE%c<&$+Ly1q|nKi81<DBb9i=`T+|JU3oc`^+R1%A?Alwcm>%oL
zl{TWv!QOF|2brDKjV4u4OImLsZIIUrY&fAE)81xt8&D!c-qQC9b8kE5+63KBZuLF_
z)&!sNUGDMa2d`82>XIAGZKQH%!`#f1f%G>53CHU{uw~X%&E<pdw+Yg8aiBm@CD#&x
zs|IxXK`p$C3)KM{6bi{h?V+)uTl@yBx3{sn!1r;DrrUz?<=r=8bfIG`MwDe0a+_r~
z&a!!pZA*SX%c#}c8MTX>sas^;A@d%YYtEfVl2ybmf!CCL#G?>@9XC20*r=%rL)j`y
zF732>QE%ZN8~)rBrEIU7Zc)*-Y+S3P5#GWwbJucpaV3wmzpWF;k~`(UlCsffEvnDy
SSWQs+*g1XP_hP=sBky1JYQxk3

literal 0
HcmV?d00001