From 3182c0f5ee0621d957575039f55a6e1a396f27df Mon Sep 17 00:00:00 2001
From: Tusharshah2006 <tusharshah2006@gmail.com>
Date: Tue, 16 Oct 2018 01:58:15 +0000
Subject: [PATCH 1/5] Done

---
 __pycache__/__init__.cpython-36.pyc             | Bin 0 -> 158 bytes
 .../__pycache__/__init__.cpython-36.pyc         | Bin 0 -> 176 bytes
 .../__pycache__/build.cpython-36.pyc            | Bin 0 -> 803 bytes
 q01_missing_value/build.py                      |  16 ++++++++++++++++
 .../tests/__pycache__/__init__.cpython-36.pyc   | Bin 0 -> 182 bytes
 .../test_q01_imputation.cpython-36.pyc          | Bin 0 -> 2331 bytes
 6 files changed, 16 insertions(+)
 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..b153e328d7982162c2494c7e903f0281676027c8
GIT binary patch
literal 158
zcmXr!<>i{{dNi5=2p)q77+?f49Dul(1xTbY1T$zd`mJOr0tq9CU*7r|`MIh3A*IC`
ziA6x1VPs%nrXQYPlwDkqn4GGgoS%}apO%_fQd*Q6pPHARnU|Vcl$n<vUr>~vm6}|l
gA0MBYmst`YuUAlci^C>2KczG$)edAyF%UBV0Fme^8~^|S

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..8c19418a8e942bca7ce95f1298ab09c88abcbb2b
GIT binary patch
literal 176
zcmXr!<>i{{dNi5=2p)q77+?f49Dul(1xTbY1T$zd`mJOr0tq9CU$Ocb`MIh3A*IC`
ziA6x1VPs%nrXQYPlwDkqn4GGgoS%}apO%_fQd*Q6pPHARnU|Vcl$n<vUr>~vm6}|l
vUua+$pPN}+3=%6#%qdOPkB`sH%PfhH*DI*J#bJ}1pHiBWY6r5m7>F4F@8&QB

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..7f8b8d1b2e695e2b64f99c3394ab4d76f666ada4
GIT binary patch
literal 803
zcmY*XON$gS5KhwX-ktG*9_F(5xoocro)%F=R$(24Srnqs#7<35&-TltdvRnvjaUDJ
zC&3@$!M~8JC;x&cE6p&B3H7C@qF!I+!DtkJfA;h3FNcudWbgQ>KSt5d5hRhcB%I>Q
zN>(}Cp#<p4mClB84?O8gPx>;DVeU-`_hlsGFN6mWfWM*d7!P?Q>6}at{$MsTn^F_J
zsM@{*^=T|cCz4KyqCU>_m5E;p{km396bKWYsq^A$P{Z@4n=eHRCO#8N<Z!V@J(`OW
zUa2C3jM~h27>bAT6h(hS=&*Uoq$Az0&S!c}SM-`lFQ*f-8MITfwfQ@nzq189TYxqq
z!wFfj?dxoabhcT-!5eM8_TBeJgLj}P#|RrQqnu61f*~pK%s4YKGj0W<R(6i5W5!jX
zby4T(l_-1AJk&^02l?8#;$xu|?u#hbLSVs8tnALFuCfg9(W2;545{^^QI+u*MOoGY
zYcvw3%rLp&USU`8gQy!A@Rujcrh??6*Gr*LmiJFi9wu)Zb*WpCL6Tu$vH;Qb3R0-^
zq6Sd5!B#aZ$hzdi$-VTyrjz%5QOe_XZQ`Ml=!&KuVJ$sIAaqRc*vpRS5mUF&GL4Pj
zidqV7SS$HmeOZD~^>M2Ji)1hmGK^<J{2nqL{!6`1mrZZEGKX6wwSQ_z$%DGD(yS?Y
ikcrMJ!?b&F6APR06nW`Ocw}kSF+xZWotWKr!-IboOws88

literal 0
HcmV?d00001

diff --git a/q01_missing_value/build.py b/q01_missing_value/build.py
index 7dc4d18..51f4925 100644
--- a/q01_missing_value/build.py
+++ b/q01_missing_value/build.py
@@ -1,5 +1,7 @@
+# %load q01_missing_value/build.py
 # Default imports
 import pandas as pd
+from sklearn.preprocessing import Imputer
 
 # Data loading
 ny_housing = pd.read_csv('data/train.csv')
@@ -8,3 +10,17 @@
 
 
 # Write your code here:
+def imputation(df):
+    imput = Imputer(missing_values='NaN', strategy='mean', axis=0)
+    df['MasVnrArea'] = imput.fit_transform(df[['MasVnrArea']])
+    df['GrLivArea'] = imput.fit_transform(df[['GrLivArea']])
+    df['SalePrice'] = imput.fit_transform(df[['SalePrice']])
+
+    df['LotShape'] = df['LotShape'].fillna(df['LotShape'].mode()[0])
+    df['GarageType'] = df['GarageType'].fillna(df['GarageType'].mode()[0])
+    
+    return df[['MasVnrArea', 'GrLivArea', 'SalePrice']], df[['LotShape', 'GarageType']]
+
+num_col, cat_col = imputation(housing_data)
+
+
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..6bd634ea0a8cb1f7661769cddf086ea315f85fe6
GIT binary patch
literal 182
zcmXr!<>gx8dNi5=2p)q77+?f49Dul(1xTbY1T$zd`mJOr0tq9CU&;Cz`MIh3A*IC`
ziA6x1VPs%nrXQYPlwDkqn4GGgoS%}apO%_fQd*Q6pPHARnU|Vcl$n<vUr>~vm6}|l
zUua+$pPN}+3=%6#%qdOPFG(#fDb|mV&&<m#iI3MSsJz8tlbfGXnv-e=vb-3G82~)k
BGJgO7

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..572e5e66fe38be892e15dfad34123dc734978cbb
GIT binary patch
literal 2331
zcmcIl-EJF26rR~1d%d<p38ggrltm??D^+n~BqXE?6_qrKR7^!8khT}wVP|ZwS?{_t
zvk|e%mHRO8AYAYYbIVm;fh*40O>HNNL=a$W&dko7`T4&2&Y4fUUH_N;-=6*6Amk6S
z_JeQo5Q^epIN>xSQyNi<Z7Z`Po7>#UoT(eRRiB$Rrp>5HiLfUgZ!Bok5-r~39&d4<
zw@2<4iG1M-A4b{-gm-xN72#b$7k1R)))5Ie&R{1JQsW&9r5`aR24_~?<EPVEshLiT
z9L6_BLJ!L<V{)WsBAIV+rddx*mgYN&I*I(Rnffl5UrNEE)`5JIo>WcmNuiI%Y$hWA
zfJrtI$EVP49kEP2m1!ap-2U|sH+~33Jpdy}L^+8pPPz4p)X<@JxXT+*y9g8N2113p
z$=kdGwa2>%%WNQ?!zF@*!jkyIJv=Cnpr}3=O*CE5pXp07v9$e?a=JwpuqRNx_C2(2
zk%f(<!|KjJ;&Nwb<{$3=1bk@01E8jyid?H;o8J!((i4$GD|Dm_e$oMB+Ds`S_5O>J
zWya1#9$LmxA{!b9iT#zx4!Hf9_r}Fk^o~n4W)jM{zq|Wc@B2djsAen?y`<oxHxx{l
zQp6%3rMVC?%}4P}785v3@5Sz3JWZ9tz7v*}qNjllRoNH^S9iNJJ2f|PbgeJO!*t;!
z3QtWekIwI2<a6h$85c;#nH9-*ps`MJO))BZNvJ(Iv%zcr`I1X6hOEqVP#s<cya@6_
z2UDh#aWJZwz336zE0!hRZ)iy$D%nPZq}B#OncJ5Sf4-L5gwYx@1<0TL4dmCematI|
zO(+%Yd(Z$)fx1vp+M3uCXX1jU8g<Wtt|`i{6*d26MF50Xpdna-VIc!4;HvYQjUZLQ
z^BK!IQ^8l@^;oj0cz!=PElQA}IQNB{54Kg<G&gF=9je1zX_hC#*l_vAnsMVKg%rje
z;sU0%T+2APZ%AtbFLC!q#T^8HH7nkG2Pwn6Md&8A=={!Aq^;cl8?KP#|A8y{Cafz_
z1oAC3H_^O}<`x=+dOcS9?}6*}S?MoX!R)jQoR8r{!y~XoCUgPWX<{!(m8TpCA;?e5
z@Hx*%kLSU+>pDq_Ttj+R!GI0U11WSXc&3r69Fn<d)bV9(mY=SNP2|@rVe+^fJzJFm
za#kl66|XM$BSc+g4A8>--c?GtYTCa?k9xR1digH6OS~faKAN?35w%yi_pS}RzYWX$
zbKw0!*fL%m=Ma8zZ2UN$7QD=`-HBs-BI*&jfv3EI<~EuwG#{YB)Vg-cDpWDUNeoE*
zQfNHtx$t+qhUZixVb^$No@%^EiIR&Nbv~(NZ`>csG~@My)dc<E^Hyco$b;9N$JKM6
spT^^&#0MtooHtMjtPUUC|Ehx-??H|63*1&Aunwf!4((XJwMjkeFSqnn>Hq)$

literal 0
HcmV?d00001


From 48d07cf43602f32953d02abc2c2a79d11f63f77b Mon Sep 17 00:00:00 2001
From: Tusharshah2006 <tusharshah2006@gmail.com>
Date: Tue, 16 Oct 2018 02:59:26 +0000
Subject: [PATCH 2/5] Done

---
 .../__pycache__/__init__.cpython-36.pyc          | Bin 0 -> 178 bytes
 .../__pycache__/build.cpython-36.pyc             | Bin 0 -> 670 bytes
 q02_outlier_removal/build.py                     |  12 ++++++++++++
 .../tests/__pycache__/__init__.cpython-36.pyc    | Bin 0 -> 184 bytes
 .../test_q02_outlier_removal.cpython-36.pyc      | Bin 0 -> 1794 bytes
 5 files changed, 12 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..5936ec3633c3afc40b330f89e549ce282f60936d
GIT binary patch
literal 178
zcmXr!<>i{{dNi5=2p)q77+?f49Dul(1xTbY1T$zd`mJOr0tq9CU-9}G`MIh3A*IC`
ziA6x1VPs%nrXQYPlwDkqn4GGgoS%}apO%_fQd*Q6pPHARnU|Vcl$n<vUr>~vm6}|l
zUua+ypI=&%lbKo+UzD1gUzV7oA0MBYmst`YuUAlci^C>2KczG$)edBFF%UBV09?v2
A>Hq)$

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..baa811a169796b72d9aab86aeaa8eb4047d7fe01
GIT binary patch
literal 670
zcmZ8e!EVz)5Zzs`6US<T=&hgNOC1%2I3S>K=%rMkL?9U?YwMlZn>e<+wj)xxr*h>(
z_z-?#Pe`1&@By5dbxT??s~OFko!PfD^JqNw$^84rAB>Qn<em)Be~DT@MI(u%If*FH
zC6nx$Mh-aAkzBfRAcv`YKq4+ZIr>5(7hK@ilw!q<1pY6qCTEuuDH;(rTBzbMsW--d
zBkK2sKGq=2=tQ5YP49ZAWi!h}1;#%STBI=FqCc969Nub`Ktk<vC>+&AeT`b5qv??E
zfGmmq-4#XT><~l5cgX3;67O&FJG$aGxgA^aS2l{7onw8hV79-njA9&n8J=kz5=j@m
z{C=SwMB2`29#At>MU{&L0>^k4ttc9mgW*z_m2p)e;d8(ZlZ$BouJd=dY0<;o1nxq+
zp8tiu5xs|8e?Em-xrT7w)|t?#+0k_RB>Yh7Rb3%}n3NL21&F5A5JQow0zj)GjVoO)
zA!)*k=}}y^O|C%48rJ1T<l%X%a(P&7&4d4LEM@JZA#`F7drb8NQ7|xrN)%GmhE>vd
yxJViIn=Q6+R<<=Vn!Q^mw%hN^`WEh)F+OFyXX{e7IXt%mtvxiJ<FkG4d4B<p!L~X8

literal 0
HcmV?d00001

diff --git a/q02_outlier_removal/build.py b/q02_outlier_removal/build.py
index 74df5f2..0525bce 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 +9,14 @@
 
 
 # Write your code here:
+def outlier_removal(df):
+    MasVnrAreaQuantile = df['MasVnrArea'].quantile(0.95)
+    GrLivAreaQuantile = df['GrLivArea'].quantile(0.95)
+    SalePriceQuantile = df['SalePrice'].quantile(0.95)
+
+    df.drop(df[(df['MasVnrArea'] > MasVnrAreaQuantile) | (df['GrLivArea'] > GrLivAreaQuantile) | (df['SalePrice'] > SalePriceQuantile)].index, inplace = True)
+    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..3282bee217cfec074c87170bfa387b902727038c
GIT binary patch
literal 184
zcmXr!<>i{{dNi5=2p)q77+?f49Dul(1xTbY1T$zd`mJOr0tq9CU#a>T`MIh3A*IC`
ziA6x1VPs%nrXQYPlwDkqn4GGgoS%}apO%_fQd*Q6pPHARnU|Vcl$n<vUr>~vm6}|l
zUua+ypI=&%lbKo+UzD1gUzV7oUy@o}Qmh{zpP83g5+AQuP<e~PCO1E&G$+*#WPLFZ
GGXMag=QC0O

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..891685cfcf462352f3cd4a4a16724937f9dab8d2
GIT binary patch
literal 1794
zcma)++iu%N5QcYokSOZVoZ!}I&=LiFA;7f+2PjY=2vVf35g=8H+Gqjxg4uFM5*3P6
zc9%{qq*ux-^db5neTRa#z0xc6sxzb`%Z3e<!p@G!*~5JM&pzsQ{XdTW`sHtjv47as
z(?I_zHZ9ReCV9%{Jmj2wE44yf+R{m#xf{CGJ2!32n_-hPuxFlZta#XhmTXE-wxloH
z6L*(|KDglHm-aD}9oc=)WEc3#4m;91Vg243S7Lo$dZ(bxGofL$w(2(@<%LNTP?3Up
zekM{3>P^6mi!>E#q8AV^dr}xNFiIrZL9EY0|9hc-%G5UsMA$l3FOsv$^<L!WWGWUA
z`o}_v37npz-#QT~{GgH;V%o!phgN@zP4A-t7IMi#OLA$wXLbJAJJOX6>|M$g`-W^`
zE`E8Rl6ZM_+cC#^=%I-{Y|pUiLo|jNzT&_0cWh=E`yH2jm#uIiguL~CZ0)d>O}KFh
zXQXJlHJRn-N53Hi12RA!#T+uDgFU$)94BXxq1Shmi*X81nU!s!H7IlRrVwdqr;zon
z($SEPONVIw$y5i!{w)U6d=7)tLQjRlHa#2;zZ(3UtJiuVVi?4^guxhuDHKGIO_B^i
zCD|lesC<T-8N3-DM%NB*V33NgY;?otgT;BdOCi_CMYJ*6m8J}s<?-d0Hvm4kb?g=N
zG)IO0Gjz7m*WgLv8_f1-ZDZ8(>kVNEV^O3gKphsK1DOX|Zi2Zm@idrJyst*|?MwEG
zPQ7m_A3N11LrK-9i(dKg#tbedyo(Vv0FD5L{~N%?@C^f!4ApnVAV3FYhXOR#%$_+j
zS8~%JIc|x~8ZBR50>DZO4AxCB&Q+iQ1(4M=f<y<e79x{E2j61UcS_9R)qZfE7br})
zh((PAd%E8&@6<wkuAgVxh%AP({WdXE)C`?}X)R>w#JPgf9n(Z%Ycpr*(E5E|gS^JD
zS23jfpc=M=32I80@gBGM@{3!!ZH8PSwNcB14XK$W9cgbg;*QokSYB%?vE}f`Z6H`T
z$VuiXluMPshhnWHgmU-<2dZ5(s1;I(x`(E8tHHM<dACZkh96ad4{?m9n}zY^-mN)q
zj~L+@cu|xg+bAmiD4OT8NXhR+5#0{;7uCZ#)g3Y)llhd)CG*N7@hXB$qSlmy$2}K+
zjp}W`TY5#77}~U=J%){1Ch9)^DcxU-B$f5;)J!tE&`nh|p@;XkjH(MgJC9Hr8r2ha
kE}V!?tb$doa?_?t?{S^g6IxbNDjlqz4)0h#zsEi6KUXB+BLDyZ

literal 0
HcmV?d00001


From 40b014568eb4f0f4af553eb8249d824c4de47cfc Mon Sep 17 00:00:00 2001
From: Tusharshah2006 <tusharshah2006@gmail.com>
Date: Tue, 16 Oct 2018 03:08:40 +0000
Subject: [PATCH 3/5] Done

---
 .../__pycache__/__init__.cpython-36.pyc          | Bin 0 -> 175 bytes
 .../__pycache__/build.cpython-36.pyc             | Bin 0 -> 561 bytes
 q03_skewness_log/build.py                        |  12 ++++++++++++
 .../tests/__pycache__/__init__.cpython-36.pyc    | Bin 0 -> 181 bytes
 .../test_q03_skewness_log.cpython-36.pyc         | Bin 0 -> 2206 bytes
 5 files changed, 12 insertions(+)
 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..6d7cf782c50b47c46962c5c4e3704b9f8de72fdc
GIT binary patch
literal 175
zcmXr!<>i{{dNi5=2p)q77+?f49Dul(1xTbY1T$zd`mJOr0tq9CUorX_`MIh3A*IC`
ziA6x1VPs%nrXQYPlwDkqn4GGgoS%}apO%_fQd*Q6pPHARnU|Vcl$n<vUr>~vm6}|l
xUua+)U!0v<o|jr&9G{b)t{)$tnU`4-AFo$Xd5gm)H$SB`C)EyQYcUWr006xLFQWhe

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..9b84db753b88c24bfede4cf4d246e5983de0f77f
GIT binary patch
literal 561
zcmYjOy>8nu5ay3$%Z}}#TOUD-Wi&;GAP5p<$WjCaQnV;L2&{Ov<;W64N)8-2lk+6m
z`XGG?uATY{oq8mK)&%am`^e*cyyNkBJbd%{=eHM1$S-oR7{(W9_7p)8MJuwVf>Ix|
ziU}TkBx2yJp5l8d`YKZKGZ6_S(BJz^c1zOUZ@f=Z>LPmw4>yk!C0m)bMwa!ou$uyP
z!-^3(+7+68kI<48-J$MVvZqh<m9fBB%XSoZIeLaZ+C@7)_iFq`3~prwA5B?+7+jkV
z<>u0WOu1vVcD!m9#&?#+j;XmAA-9;WL%L@RQ<WQuH^kV#_y1v_|4x4p)59`<zGlm2
z4cVv8E~P<RzMIWXvM-IfvsxCA6^(*y4zleG<WMil8o-qGBG;x_LD6RSv*X+g)nILo
z`q}rctkhI*-RN+8=%?a=&<UNegeJ@+$kKs3vPG%4Q`^echTdFH%UVh6m{u;XyS3gL
oKUtSxTPnw)yU2e+C=l8>fPP3kTQ{n!;M|WY$d0I&97f6DFRYxBwg3PC

literal 0
HcmV?d00001

diff --git a/q03_skewness_log/build.py b/q03_skewness_log/build.py
index f008d0f..9e51228 100644
--- a/q03_skewness_log/build.py
+++ b/q03_skewness_log/build.py
@@ -1,3 +1,4 @@
+# %load q03_skewness_log/build.py
 from scipy.stats import skew
 import pandas as pd
 import numpy as np
@@ -6,3 +7,14 @@
 
 
 # Write code here:
+def skewness_log(df):
+    logsaleprice = np.log(df['SalePrice'])
+    loggrlivarea = np.log(df['GrLivArea'])
+    
+    skewsaleprice = skew(logsaleprice)
+    skewgrlivarea = skew(loggrlivarea)
+    
+    return skewgrlivarea, skewsaleprice
+
+skewness_log(data)
+
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..32a73babf9981a9e5e6b840d1b8fb328724287b3
GIT binary patch
literal 181
zcmXr!<>i{{dNi5=2p)q77+?f49Dul(1xTbY1T$zd`mJOr0tq9CUrG8I`MIh3A*IC`
ziA6x1VPs%nrXQYPlwDkqn4GGgoS%}apO%_fQd*Q6pPHARnU|Vcl$n<vUr>~vm6}|l
zUua+)U!0v<o|jr&9G{b)u3wT`TvDtbAD@|*SrQ+wS5SG2!zMRBr8Fni4rF&R5HkP(
D`eQN+

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..2de4c26143f97ceba204930e1545c855cae031e7
GIT binary patch
literal 2206
zcmc&#OK%)S5bmDG?(EArKnw;6MnVBi6nPy-LPCm2qF}5@XoYYT#DLUkrh9kCp2w!U
z$Kb`BHh%$eB6t1*mz?+$bLF&GZg8S%#$K<D0q4X>UEMR?RbBPfS2eeKz4i~=zkd0L
zOUQ3z>2Y9v7lwWWLJ&a{lG2b;Tw941+QJr2;-qfqR^QyDkv797CDPvWL}Nz7mULxn
zM!&MccG%e=qA9$mM0k?U?651WT@tkBV4DQA^d3rW?sF{%bF2Q+)%)_BOlr-Nd;}*}
zM$!z6B;jhLCo-C@2yS@aC?01Ukv@pf(8+@)?!wTwK}Zr(K|)JVVLc_a+b}!A6%Cl(
z+O4o5TA~f_P0<lum_5-02Up5f^lW#@mxzK<eDD?z#(fxi3xpwt&gl2_i0oO$KB9uI
zlNsC!KrOuwtu->U5i+pv3>2E1qnN(E{Vhahr0^lgB9)oZ{xxyK--!=o2CKkPkR+lo
zGi8TsEtT1RQt+g-6PX28>1de@O9vtPnW!!t`!ny4^Hla97JAGTjPcgy=KKB6bG5H0
zJd*t=7qUN;+!RVOnT_I1N)=}#Hc|N=IMaW!d5bNlqHh2XT}gI+Z)0*;uHpU}4Tk=7
zz!{B>6WgQH_s)a5ak17JtWmqd`Yl*2V_hSSv|Qk759T(Untrf=RLCJO65}86q>$Pd
zxu506Pq~T4{-^@@?1{iW1zTa71534GQW!~vZ7q86TCV@y{bOraV7rc+LfqFc5%;m;
zB6Ori14b448?XR+0nrQ)+So|AB|2Gy=|`s#LxK3_a3cL-u6!jS#aSJ`A8Y^d$4So3
z;~V~AUI5?Z@c~G^e@zEYxmxq<fqsx_!?Q@19i)L23=q6ox<gbi9kd_N8W|+q5-5HJ
zN;H<yKC5rvQJ=&I_mt$U(q4n}8bc$1jYX$7FGlBIEd0+PDa`INE?epq_@Z6~acNL?
zc_KemaU^R{FvBkh$~g;XK*5GlF$aCBnIjx*Ni*lT1-XOKYU9~=Fa3CQXO1N{z5dxU
zRYVTea#||#q(xPAbfWnjn$MM*F!z!)*L7P`FN3*%z~O2|j=C7xf)_q0XzZ(mPT#$l
z4d+$<Guo;FFQRn@qo02H{flSK=XccWaL<cG3msq`R21^|GGQ(9@(w6mF06&hAZV2y
zV;N5+V`ZDMG#5pJ>n>y1^Xnb8f)1^sxQgO66i6ZUCW_OFtX9~o6c!vdGL4@+>NPyq
zb3oeFPS7j8B8v^CM`0$y#)M~r>(ZKt(*3%K6H)(wnsJ6dVpFxr(1WTL41UC6J3D0K
jywK1|Dgsn+Rkkm3r}S>uk$s4lRX%m08+2*cYQy*o_SZ@E

literal 0
HcmV?d00001


From 1e0625689f13052f2d4e0b33bb11f0aca9beb58c Mon Sep 17 00:00:00 2001
From: Tusharshah2006 <tusharshah2006@gmail.com>
Date: Wed, 17 Oct 2018 02:12:50 +0000
Subject: [PATCH 4/5] Done

---
 .../__pycache__/__init__.cpython-36.pyc          | Bin 0 -> 176 bytes
 .../__pycache__/build.cpython-36.pyc             | Bin 0 -> 570 bytes
 q03_skewness_sqrt/build.py                       |  12 ++++++++++++
 .../tests/__pycache__/__init__.cpython-36.pyc    | Bin 0 -> 182 bytes
 .../test-q03_skewness_sqrt.cpython-36.pyc        | Bin 0 -> 2077 bytes
 5 files changed, 12 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..6605d5e3d7724b8f975b61aeeaabfed5a5290620
GIT binary patch
literal 176
zcmXr!<>i{{dNi5=2p)q77+?f49Dul(1xTbY1T$zd`mJOr0tq9CU$Ocb`MIh3A*IC`
ziA6x1VPs%nrXQYPlwDkqn4GGgoS%}apO%_fQd*Q6pPHARnU|Vcl$n<vUr>~vm6}|l
yUua+)U!0v<o|jr&9A8{mRH7drpP83g5+AQuP<e~PCO1E&G$+*#WNk4JGXMbfZZIqW

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..6864014d90d869511a29acb54279aae9d6a185f4
GIT binary patch
literal 570
zcmYjNv2NQi5G5(emL1!BK0%9RG)0FZ2vT(DQUnDOpa44vta!HN$P`0TE*!W+;C@B_
zpg)qeJJ(MAg-$&ZMH&M4j*oZ8cXwyg>G<LM<ENjLkYD84VR*kpv#${(k+daS$|((Z
z)-s+%pYjZn%|Iqc%7-$Q**C&-$YFR4ne3VrgWp(B3hGmP3tz78XHqy(IwKl2ukEfz
z-FPy@1nn)FeTm@6h8|G&lpN_-`j4^5m}3WuuL*jFK0Ty|WEs?wD?YjwEqpLd4Se*@
zyl-}I42UA}Olj=l&NvfBD>BdIl26)hWiemJ{J>VGZFT}n_%t;9KN#s#^an8m{N@iY
z*WDJ%o8GR4L0i9AEMAo#J9BHbsG+Po3FQ)m>kU+(R*eEMjapUObQ`E$dAB&Lf{+4h
ztI%Hgxo=uI*LxoopWY{7F=GTmXLQDLnlqClD@Ojr){WlJtrO11>HI(oC581&OP{HJ
wtM?`>*XKBxtZ?sstoGHq>n-*Yzlq~KgJDcR-*&QZ;UW}A@d*vW<18Qj1?(}G<p2Nx

literal 0
HcmV?d00001

diff --git a/q03_skewness_sqrt/build.py b/q03_skewness_sqrt/build.py
index 4bdb0e4..9cc66cb 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
@@ -8,3 +9,14 @@
 
 # Write your Solution Here:
 
+def skewness_sqrt(df):
+    logsaleprice = np.sqrt(df['SalePrice'])
+    loggrlivarea = np.sqrt(df['GrLivArea'])
+    
+    skewsaleprice = skew(logsaleprice)
+    skewgrlivarea = skew(loggrlivarea)
+    
+    return skewgrlivarea, skewsaleprice
+
+skewness_sqrt(ny_housing)
+
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..f305f9aa223e0e8f46e21ed85b7391df0d8bfe2b
GIT binary patch
literal 182
zcmXr!<>i{{dNi5=2p)q77+?f49Dul(1xTbY1T$zd`mJOr0tq9CU&;Cz`MIh3A*IC`
ziA6x1VPs%nrXQYPlwDkqn4GGgoS%}apO%_fQd*Q6pPHARnU|Vcl$n<vUr>~vm6}|l
zUua+)U!0v<o|jr&9A8{mRH9#!T3k}BA0MBYmst`YuUAlci^C>2KczG$)edBNF%UBV
E05%#jlmGw#

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..63e435cca5d02a61809e7645041691b938cb237f
GIT binary patch
literal 2077
zcmc&#&2HO95Z>jFM9Y$4_a~`?ASD901q;`5ZJ<DlpiYpwMu0*H>L3N!0?bxBlIT#R
zyt{O3Aw4Ot(1$4c3cdCvc<7-$>Cy-2rJW%aS&khbK83;#m)xD<H{X6U+HJKOzwH0<
z-G?>C{$>l8gY&yM^kX!VNuIDF4>_l~l~|!IZRsS=&<)-4otxB#^{~zv*hikMO?bEj
zE-X#>_g2^lmk*e%OYb?89`K1BHl=mQf~6_OW&tm}N1)App`kOisy8kD6n;!W>qs9f
zgIiYmV0w9y2-Vjk=#E#UFrsagh|{gEKIu}V7Z=62i$mW*11#i{g_h*fdd@1`cz2{L
zYj}4nTwzTv&7K>C6Q7q6VY65xXorhnx*Vg@MW69-+{dAJ&=_X;g#XN+u_Mda&$#64
zY=WOfsurGm)-^V<i8TCx(@_*|N@o22{!f^i0qJ9w`4Cd0{SCS4AH*k+;w*5Ki~AIv
zO|dMr24(h-bCDEw0%>3sj)tUHIK<JfOf_-azsK!CHiY)0Tn~i8G1%GO{<QsVrk?7N
z=t8@jNoe;#m|Q^wX+KT@RGjvsk;;w`O#66yH#&D1ZG(*H(tdnlacgv1T&E4^eIkNH
zcr;;Ww#Uc81!A{e;dhR3@-GR$g_A|XE4oRYb8_v@)W%)o&*r>J=!rZr{)tF((7w$4
zG&BBCnC`&umn@&(5!h#pD?01IQVqPRWipgdWm-5ZZd`(Y7Va%vuTtlj`sQn;K69OC
zPZGf@t+Ky?6O<VW&Y-f5O~PA{mDL%4d6qO*if>Lw;P*1+E5M^pD+c^n`%k_~GGU%<
z`lnfrx`WvUlz_jX1E*N6boM|$NVO4Z7m8Jq1IV&6BV_WE!tGIv!l91@ykh7ja&BHi
z&Vl+mKDnnrTqk-cH-_|Be7yBq1kK&wFhyz&fnQ){N4<@&)jMdeK*^y<;Gv4Ua1;Hm
zPRZQ;93|8=%9<fCm1?LPN_*nW+fe`WTe}a}|NCoiN)<N#=$l2E$PA0+tWw}bn<~o)
z`_5XWk$cH7(^W@Or1;D8R`24{Z5)~!DC1X$`upCWzdioopFQ;+`d<yIT1OXk4b3aS
zkrX#@%)oVmdf`P;Duxh6MI(xanamTKH=~GJZ?&RUDC{a3%1%*~h4xU^0`&+*BB$O_
zHbaklHP6Lg&9lpupjCKz8XKw=MeKyNkw~S`g*B3e`$HZlvg-czIHkWqQ?{qj!y1wi
r{tbqW^fVe|xyJG>kDyGojC~oL!n;%D^96mZ#MHzJZ1Sen;7$8~;`10Q

literal 0
HcmV?d00001


From 4e4a6178f16e227d200ab44ad451fd5a3f85011b Mon Sep 17 00:00:00 2001
From: Tusharshah2006 <tusharshah2006@gmail.com>
Date: Wed, 17 Oct 2018 02:31:38 +0000
Subject: [PATCH 5/5] Done

---
 q04_encoding/__pycache__/__init__.cpython-36.pyc | Bin 0 -> 171 bytes
 q04_encoding/__pycache__/build.cpython-36.pyc    | Bin 0 -> 599 bytes
 q04_encoding/build.py                            |  10 ++++++++++
 .../tests/__pycache__/__init__.cpython-36.pyc    | Bin 0 -> 177 bytes
 .../__pycache__/test_q04_encoding.cpython-36.pyc | Bin 0 -> 1735 bytes
 5 files changed, 10 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..f590fa0dc7ec00558402fccc26bd56c0de1d146a
GIT binary patch
literal 171
zcmXr!<>i{{dNi5=2p)q77+?f49Dul(1xTbY1T$zd`mJOr0tq9CUlIBl`MIh3A*IC`
ziA6x1VPs%nrXQYPlwDkqn4GGgoS%}apO%_fQd*Q6pPHARnU|Vcl$n<vUr>~vm6}|l
pUua+g6bC8;3hKwlXXa&=#K-FuRNmsS$<0qG%}KQb*;ow33;^l-Ez<x1

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..fbe2f4a23b2f7fda2a67810d9a5b8792282ca7f3
GIT binary patch
literal 599
zcmYjO&5qMB5VoD4y6F$nN_*Hx2#2Nu#A$^<fc8>WNG%|RL*$L8NxF#>>|~{`x~FpG
z6}a;voOl9XIq?d6ViJM0mge&}W6$TA@zdEXxc~n1^Dj!sZ}MRI$X}wFHwcnQT9TOJ
z&PrA}u|o;aohzLqjXm(BD?RDUk>r_oMq*!%W$=~6BN%~yq!hE)B%J&~C2|>3J6(w@
zDBr5ImY{FvQnVs!wJ6jgH8(bRC(K8sUuh6_e4$sx%|Q98Zr8bJzy=pWiwrh<<m0s{
z;k_<WNU?)qF+>;bHJW*h(2^s$qX)X92dw0b9Ebg!v~1^Kgh}TcyCVmJHM*DD!;B3U
z$z@kn`$UP*)xBgq+ZJttWh%3+b!Ay2?IeRX>F*U_LS~uVT2{gjqGy<J{~^lj3ZhMC
za-q@kC(GsY=u@q)O(Rl>`u3wOh_=&^fXWI5pbM2Hjjnf)w$Yd6GmPUk3`SR7QOZTL
zxBP!-f{z%EK&Veo=$z?C$U|=ZMkpza9-|wdn(GpTR*Oah3a4NU$_*`9jx(0YFm$y~
q^1ADf?DQW=`i~hjhkhQw9EB}EuWH$q@WMgQ1PGi?SwK%*KKcu94x)qr

literal 0
HcmV?d00001

diff --git a/q04_encoding/build.py b/q04_encoding/build.py
index a52c57f..2ef7a06 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 +8,13 @@
 
 
 # Write your code here:
+def encoding(df):
+    le = LabelEncoder()
+    df['LotShape'] = le.fit_transform(df['LotShape'])
+    df = pd.get_dummies(df, dummy_na=True) 
+
+    return df
+
+encoding(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..0993307179111267f855c6d3ba00939287ee21a1
GIT binary patch
literal 177
zcmXr!<>i{{dNi5=2p)q77+?f49Dul(1xTbY1T$zd`mJOr0tq9CUvc^w`MIh3A*IC`
ziA6x1VPs%nrXQYPlwDkqn4GGgoS%}apO%_fQd*Q6pPHARnU|Vcl$n<vUr>~vm6}|l
vUua+g6bC8;3hI}n7MB$3$H!;pWtPOp>lIYq;;_lhPbtkwwFB8(48#lo9CI)`

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..5e8293e7ae00dfe767487ee9d77059a44eb71e1e
GIT binary patch
literal 1735
zcmaJ>-HsbI6t?Flnan0pyDbYVP&)$kBGPKJY7r6=LPcd+RVo3oE0BhZsTrRn6DBjM
z?OCx=xk_Jwhv1%9-~qUuTdwj7Tyc(PH=AuK6Z!bWKDN*IozH&M>xI7^|M}xz9%FyA
zt*?dtV{BTYkxcTO&3Vi@`A+V{u5_iBdvibb?U<jp=Iyx68Mw1RwpKjuKu5M^AUiUY
zI}?AO#Uc0*;>^wolU><+#bgio%8k3yIc0<X8c$*aUI%BO%@d(vw015>ph!!Z6%(B8
zPr!_;JQr%B7mzOdQW!BbN@T@hs?X!_YoWg{)E5dw+&NLtvUBSO&q{MT6$^;N6QRTe
z&MwgJoQfR2Raput9e(xEv5&Fo12n*5E?MkIE}d7b0gk;Vec8g^Cy>~;WCuZnb(gX~
zzRWk}xB-2%V}R`mHvJHdVTP~xulyyOImUg-CEsT&JOOFl`agE|*vch>ac^&=XuCC;
z<^AJd5WN8zAraLa3ZtV3@*q0N&Y?hW;3*&D6xNm1J3?zv=J-V=^4iUz7&x`3As^Qs
z(fB)4T@3qYGMtuk7@k#nDipTq!=s~5hCh_*XT1<946z0<9D^{Gf&_|5RsblhO0rPp
z43inYIQkgJn^Fx8@}R9vw#N?_7xga9Z6XuOffCS^EOP?ByuVH2;hWJnc%@aA*L&z}
z^V+aVg57ZFj@B+lEkE7RCt)nA+(hRhuRuq#jEd4kb79hHG_hpfj2O7r#40N3z)>M~
zYKIKLXiN{idhcfHmpkd(IM;yX2==4@0eiJ#1DJ|Wchdrn&_MyAl#DZTXWq=0+_Xqo
zTe5LR%WtmH;$?{pN<SKxDpG)@EE?!hrlaQzQAnYqFEQ#XCFbz_Ai5|klo(vbVzr|O
zdeE+KHIjO&pBCDPB8B>{tvtwNT2`7=K^L=j7P9uzQbFyHX~(#;*}V2BkpXY$dyTnw
zEOSkQb|<@f4*_d}&v>6ZeEH#<)V;ps26G#!+}$uYbEGHTjX?a-`VYJ~YpUk*=(}x#
z@J1kSvP6|!O9Za2q16v+;XPca_R*kFNFHhzP3_yoZ^3$d8><cc0M}@GGZ<gqdn-m8
zI>KTENm3xUNm7SNGB0J7liy7ey70}6>f>hW7MXX+yiewubL)|06|qa;H6<VLz{g+9
zjt+WtP!*Y>Y!xLJw;H{uJNT#ef2y)vHV;laE9h}H_Nv4IzQr=Jk8^QxC6BnftrN?V
eJ>|cWs)NrORG-tanxJ&?=5%@23HdG$oPPm=;KlI(

literal 0
HcmV?d00001