From d8f931899a2b57f04350672095a19b29dbaeb73b Mon Sep 17 00:00:00 2001
From: makrand12 <makrandchaudhari@gmail.com>
Date: Fri, 19 Oct 2018 20:52:22 +0000
Subject: [PATCH 1/5] Done

---
 __pycache__/__init__.cpython-36.pyc              | Bin 0 -> 153 bytes
 .../__pycache__/__init__.cpython-36.pyc          | Bin 0 -> 171 bytes
 .../__pycache__/build.cpython-36.pyc             | Bin 0 -> 699 bytes
 q01_missing_value/build.py                       |  15 +++++++++++++++
 .../tests/__pycache__/__init__.cpython-36.pyc    | Bin 0 -> 177 bytes
 .../test_q01_imputation.cpython-36.pyc           | Bin 0 -> 2326 bytes
 6 files changed, 15 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..5fbb4399978eaefe5b7a37ed92d6c2dd14fba88d
GIT binary patch
literal 153
zcmXr!<>i{-d@7m&2p)q77+?f49Dul(1xTbY1T$zd`mJOr0tq9CUvByt`MIh3xry0D
ziFql8M*89TMcKs#iOH$@$@wX%`e~_&C8b5F@u_*~nR%(HMVWc&@dZWsS*gh-`tk9Z
cd6^~g@p=W7w>WHa^HWN5Qtd$I7XvW^0Lt|za{vGU

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..bfbc022652ead76bd1bfafbdf72c84ab1f6baa8e
GIT binary patch
literal 171
zcmXr!<>i{-d@7m&2p)q77+?f49Dul(1xTbY1T$zd`mJOr0tq9CUlIBl`MIh3xry0D
ziFql8M*89TMcKs#iOH$@$@wX%`e~_&C8b5F@u_*~nR%(HMVWc&@dZWsS*gh-`h^CD
s@wu7B#UQb=#GKMp{rLFIyv&mLc)fzkTO2mI`6;D2sdgY6i-DK{01Cz~TL1t6

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..58a2f5129690f634b446c27d10cc7377fed8a6b6
GIT binary patch
literal 699
zcmY*WO^?$s5Vf5&O+&jZD}mG-*IpVHuB#Pjkyc1cg;YMIaEMGiNz*1yu$@Xp%c)#B
z@H3G3CHw?mIq?@bF-})vu{7fu*?w={^OMOW`gZa2{SS|jU*y&buzrf6pJNh4(267!
zcUH05OFT+|u6^O{X)=I;@Wns`Vkp95FeOPKMk4w`k|7Ks*i(wHmt=P5HzJY6jN0Lg
zy6p_8Pe+0q9vj6=InVUgMlZR3E7dav+>S2QRk`iU@TxJ(6>q^tmt64zUhl9TEqMj6
zRGC3W9WpM4;bUB2=p2(lYQco}m3^kybWN{`@C!O6ZYb>8zy4625!_M2+Pm5PJrRMs
z@A`uF=RLxqpOT!RwBf>f3%;;^4P4HcJ*rEsOIf5_UUi_8P@_fz#ZIBkL^*Gjn|U@+
zZe;7_rLiNtBX!=W+6H-9RgxoKBLMNntETJmoL|YPMEg=l^_{3=eE;W7ylQHQYra7U
zar!uZ*Qkwdc?NNY2yqVFbP7_CMJWN48?9B%8Zr}qd~}-rH*Wl)D=RT?cQ$fFhMTgH
z6Qt1*Cc?(_m_G0xGIfI8EVMz3oLpPhisZiDRKS&-w+fITgWiUN$Pj;3r2RL`U3#NP
i-9?ZdsaJ9<-NOSLo}mL>1?SGUo<F2xFJdQt82tseS-IH&

literal 0
HcmV?d00001

diff --git a/q01_missing_value/build.py b/q01_missing_value/build.py
index 7dc4d18..1e3f713 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 +10,16 @@
 
 
 # Write your code here:
+def imputation(housing_data):
+    #Computing mean of the numerical variable
+    impu_mean = Imputer(missing_values = 'NaN', strategy='mean')
+    impu_mean.fit(housing_data[['MasVnrArea']])
+    housing_data[['MasVnrArea']] = impu_mean.transform(housing_data[['MasVnrArea']])
+
+    #Computing mode of the categorical variable
+    housing_data[['GarageType']] = housing_data['GarageType'].fillna(housing_data['GarageType'].mode()[0])
+
+    return(housing_data[['MasVnrArea']],housing_data[['GarageType']])
+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..411ccc61478a337768c89dfc2aa853fcb8504977
GIT binary patch
literal 177
zcmXr!<>i{}d@7m&2p)q77+?f49Dul(1xTbY1T$zd`mJOr0tq9CUvc^w`MIh3xry0D
ziFql8M*89TMcKs#iOH$@$@wX%`e~_&C8b5F@u_*~nR%(HMVWc&@dZWsS*gh-`h^CD
y@wu7B#UQb=#GKMp{gTw;l4AY%_{_Y_lK6PNg34PQHo5sJr8%i~AbX2}m;nGnW-!J8

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..4f2c7d3c400c586308c2a693ea4a61d5daabf101
GIT binary patch
literal 2326
zcmcIl-EJF26rR~1d%d<p38ggrltmEHm8zJSE2Ih)g*J**3?das%f)us89VFlk2^CP
z5vyFeZ@^RVDDVh#%T->1E6&+<Z6}IE5MXQ0%+8$o`M&winNRzD|CfW`fB3CM$RA|m
z2jAoY6ve@C!f8fw8c~XEE3+b-+uX^V+>PA2&&^tSJ8DxR?5W3F3mSDqhqt-MJKX2p
ziMvB0U%0}Dk?tYkJ>Gvwcwf+k9rd_%Ov0^m*olPHcu$1V2TY04xz+UeX+Eno(`i}2
z_|`<|ag}9EPSi{!^DWLa8)(VWVlPprk^dD_-xcx;DOl7wl#kQXy6HVG_3;UtiO4@>
zl1;>uGiY~?Sth=bX(AHb{?!jRegH+?2O~&CIf*Pzx%HAX(4ls?%Ue*p2ovfSLWR1`
zySxXr$NLD&Y$2Yb6@rAqlK8_tJSYcH)DVm&nl9+i^aYt(+I~Sf-60Fu6R6(!9$UA_
z!bZ|zb!Q}TxpOr0_aFWQd}zS~pr*=2p;fTU?*)hHsVJZoI?@F{>3}g^rj(HS;q!`R
z#?C|$TE<Z#8yg3S{gucbxc!+9PRd*ia`sHJg6|Ip-<R^4nz2L-l9G$TSTJ2l5sPAy
z7DC9hn8Y(#PT?Gb=b!Ayd8!olowBSF0}V{5+QvAzzSh0jnYoFh8+|dJqYsBrcwl0A
zbpGK*D)+9Mae-f)S@U}b8k_t!?4p=gT-u{^8@%S9t!U(8%&JTW_2E^(%b+NAkTac}
z1e2Q7iyoo9CRpOthL-f9l3g^&XJZhQxqbQY%eB-tj5d%dK>qk|AitWmf{jvWL#bik
zg$Bq8goR?#*3_OlQy1jaYI+uQLriufruo-v0wA&i4RI2TOBqN3S6wu01gQ$1&Oj1O
z1z&>KBgt~{^j>gQR-ity^o5%bc2(FmHyX7asiQ(^RwTmMaQViXapNSV6viFn0;aQC
z%Q(1iNE-q#arauy9mIV-E8c$#DZ`XS=r*<J{LWRRt=<0{u8`#afh+kstSeCj@(naM
z(Y%S~78-<lJywSAfa~>H8Ln8t#Iy>WkKjW?{@)=}x`4zqwHKsLQ4WL<q^4E)EK|{=
zdGPI~PLi_FkeO95Vxwgsg>DVcv{F?-9yhHfzKqR^v(2!H{AMLg9+#tMr&d70n#7{w
z_2qtmsOyXYTA1IxN(om@`}gQk57$R8-v)PyS0vv>vym>M?i%<0wSf<JVVQppd^id_
z#*5<u!Y_`EAIEvgs|?${IL6nZ8IfCf${T2IquD|89vV!o8>g&86*HW~fW$9_#-pAK
zf5&TiPCXL#jaL<^#*36Fxv16TlUnx1{jo|j-n><9&=0<Bb#{$Bc-VPdzx2gfd{S2U
nz(l=e1C_v<@WK7BI+*e9HyA(1Z50CRL8|T1p5<HH)U*Bq0=rZ(

literal 0
HcmV?d00001


From 05198640c4a91ba6f64d4b9ca0b0ca1e616fabda Mon Sep 17 00:00:00 2001
From: makrand12 <makrandchaudhari@gmail.com>
Date: Fri, 19 Oct 2018 21:06:11 +0000
Subject: [PATCH 2/5] Done

---
 .../__pycache__/__init__.cpython-36.pyc          | Bin 0 -> 173 bytes
 .../__pycache__/build.cpython-36.pyc             | Bin 0 -> 625 bytes
 q02_outlier_removal/build.py                     |  10 ++++++++++
 .../tests/__pycache__/__init__.cpython-36.pyc    | Bin 0 -> 179 bytes
 .../test_q02_outlier_removal.cpython-36.pyc      | Bin 0 -> 1789 bytes
 5 files changed, 10 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..f9cab3c3c470b899fcd4e4b242b623ce01dfe381
GIT binary patch
literal 173
zcmXr!<>i{-d@7m&2p)q77+?f49Dul(1xTbY1T$zd`mJOr0tq9CUs3uQ`MIh3xry0D
ziFql8M*89TMcKs#iOH$@$@wX%`e~_&C8b5F@u_*~nR%(HMVWc&@dZWsS*gh-`h^BY
w@%g1CIhm<N@kOb*`DKYY`tk9Zd6^~g@p=W7w>WHa^HWN5Qtd!?76UN@0CYbuK>z>%

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..f65263d4359c15070ec9dd4f4c8bd2c1a27648f0
GIT binary patch
literal 625
zcmZuu&2G~`5Z?7)9ji@&TX=(BYA6?w5Cw6_rBp~kR0;>Pc&3gM$Lq}6QG?o3xbh&p
z3XiZ?PPy;^oR~EnBE(qpd3L^;ou7Sjbd)?BfB&%ag!m!$Bx3s|t9i-*0%Rqo66M?j
zZ!4!h`rtzVAw+Ocgd;HxAcnygF%2=qU@IkOOvFjD<7{#Hc?haiX-lfCPjj=j$s1+f
z*Yt`|*}<4D%5`tX7rLFyRD(7dD^dl%+ps;Ds0!awnPV>9bu8Si2w7jVnvV>(V$K!8
z1OKacC;7z6=-sk!Bo@I)%>AvrbG|=Jzzlo;!-UN6MEeX+5?vP8z5F~U*Tsov<;n)?
zrZhWub_?Vv8?QQ5w`GMk0MZRPw++i0@P>T0$t{+X4`;eFWnE-$GjzbtZ-S2b_v<R1
z=_RI1wIEf)<FoWi)50_=$28Y~={2ghBh0Wa${LZ}B@O90=54xqbe8F^txBYfaH-d-
zN<VdF1*gr%9{<A}ay64M2sxAw`;YGPiKmDfF0G998n7`x5@h|W)tl^Z+cf0BKDuvu
a5AHEx<L65aU4<{)$R=ip{lt3^#L;gZv7v+j

literal 0
HcmV?d00001

diff --git a/q02_outlier_removal/build.py b/q02_outlier_removal/build.py
index 74df5f2..9654c60 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 +9,12 @@
 
 
 # Write your code here:
+def outlier_removal(housing_data):
+    q = (housing_data.quantile(q=0.95 , axis = 0))
+    housing_data = housing_data.drop(housing_data[housing_data.MasVnrArea > q[0]].index)
+    housing_data = housing_data.drop(housing_data[housing_data.GrLivArea > q[1]].index)
+    housing_data = housing_data.drop(housing_data[housing_data.SalePrice > q[2]].index)
+    return(housing_data)
+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..5162db7ae9169210bcf4894922852de06baabf21
GIT binary patch
literal 179
zcmXr!<>i{-d@7m&2p)q77+?f49Dul(1xTbY1T$zd`mJOr0tq9CUkUmd`MIh3xry0D
ziFql8M*89TMcKs#iOH$@$@wX%`e~_&C8b5F@u_*~nR%(HMVWc&@dZWsS*gh-`h^BY
z@%g1CIhm<N@kOb*`DKYY`X#BwCB^#j@tJv<CGqik1(mlrY;yBcN^?@}KsFZxF#`av
CNHM7Z

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..d4108f594f2dde7a5cbad59cc78b80b0c4892fa4
GIT binary patch
literal 1789
zcma)+&2HO95XX1<AyL#v^HI1p8ni?K9|X9T>zo1<MFJ-^0;Eb&2Q9!Hm@RiCQ{jiQ
zyL4kAJt+^6*XXPC2?}0&(kt}T8Pbtu!v;!$!x1^NJM-KB?)`q>|8V%%%fB7Q{$U$e
z3;l<9Yl%iO$y1i`kaO~_)Cz5BODA<QH+1WFZraM)VVg6sXP#^=dDwxDY)emeq%XTu
zcbkPixZvZL?h%tc*?-SuANbM^d(t{)!@&w?VnbeeFF>0^p<%qTnm3;mrAZS|k%Fu^
z6)6S{reG#znhG`5bBGrMDU28yC6atE)~BKWqtL(P>X8Bwc8=7u<g|9ZXN5UF5pxLr
zBca3;UYw!dITk7Wq>>n7s^Q~Bvp>XJ@1g+~a>+tVa%sJ1P5=0Gq$^wabg5T-wqyr;
z@vFPk#PiE##~jC@iw5@aKEzuepfSwwCI5rJV>8Rx@3`dKY>5*g<c<FmYl|&y!i`fn
zV@1QQ$Sl5k@)jW&kOA^2Gsuk&cI0kwl$=72-q2Al#wlE7R&|Bepv;purAR9~g?wmL
zj)rtnIYjeMrg|9m?|gJpWH8FaYbA2|?ZN2RLcP{=5yL1hB#b5?OsOD(e469{D#@qO
zTop5{WAtYKAiA<<BZEM6ZKG>G@6FGuZ3?-X7g0@Akf!39<?+Qg*Rb8YG4~R68l$HE
zB|4kb8|EbLHDP<avN3A$U=3HoM3kusP=Y1sKo&t>m>?4-J_)8Z>dO&B`vSY71s__<
z$A{{Yp{5$sN3XhfZ3pKA-o}Uq07n4({~N%0`kDc$g|>FhAV3EdhuSmN%$_+jS8~%L
zC2r`<8ZVw-0KiQa7~C?!q)>qZ6hPk42ofE<nxjyJ4jyCF4@zY4YBxA5O4KBr$D&4p
z9X)JUw;ByT)lYM6L>@!c{XH=!s2N)S%9_i{i3<glJE4KX&U(zsq4|fr0eOYtpk_!%
zL7ldR4Qgta@d3B^;_Dl^ty3<MTC3&LHK~~;9ciyM;*M8axU*KYyB7ODZvxSD%%Db4
zC>JV$kNdQi5X#|mOjO%wP%ESmbq7u5*2y<CdAn}1fgja@_b^A(p~CoL=f)m4Gsd_E
zUKHiXHi{}gin2nMDfzu9qJyFNq6Rpox<%$QGGCCnU|xG9UPX{e)S7zmxaZ=pRlgnf
zE3eEGLq#j9F>Ez5QFrlA<^EPCsca6Wc9PRsZt6`FdU$lps6NZ{vk0Z3Q9WVr+=*z#
gYFPCw*A-QH-!)x*Pt$5@rH8wx$9tB~?{Lrh526#^dH?_b

literal 0
HcmV?d00001


From 6d3dbde2a55d4a2fa6dc3e9379dc44ab6fd7ab8f Mon Sep 17 00:00:00 2001
From: makrand12 <makrandchaudhari@gmail.com>
Date: Fri, 19 Oct 2018 21:10:27 +0000
Subject: [PATCH 3/5] Done

---
 .../__pycache__/__init__.cpython-36.pyc          | Bin 0 -> 170 bytes
 .../__pycache__/build.cpython-36.pyc             | Bin 0 -> 475 bytes
 q03_skewness_log/build.py                        |   8 ++++++++
 .../tests/__pycache__/__init__.cpython-36.pyc    | Bin 0 -> 176 bytes
 .../test_q03_skewness_log.cpython-36.pyc         | Bin 0 -> 2201 bytes
 5 files changed, 8 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..6eb19fd2d10eafb8ab21720c5d11524600d733b1
GIT binary patch
literal 170
zcmXr!<>i{-d@7m&2p)q77+?f49Dul(1xTbY1T$zd`mJOr0tq9CU*Y;0`MIh3xry0D
ziFql8M*89TMcKs#iOH$@$@wX%`e~_&C8b5F@u_*~nR%(HMVWc&@dZWsS*gh-`h^C@
t@x|Gx<$0;a#ql}$>H6{UnR%Hd@$q^EmA5!-a`RJ4b5iX<78V0B0|429E&2ce

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..612fd7e9167f505efcd2f5b3de118d50cf892f60
GIT binary patch
literal 475
zcmYjN%}T>S5Z>J+ZCYFJf=4g8bk$x&L=+EtkRntN;vuZrX-%7-bvLP0yv3LCReXe8
zJ^2croJ~PGFu%;qH{Xnh!~V(5*W*4V<eO{>!}tQ#oT8CL(v)O0q}0YNWueo0H}t?+
zbfi<$uq$2ZeUQ)xAG)>eWK$A!esG=yv~kT6UMFw6Qj~(1S|s@>HmewMTe03ly+Sny
zXi8Gj1$#&2JyO$}{^x9y&+K+*685h3ZL+%5Ai~~Mq;RK`7y?II0u9Sm<D|vh;#=TP
zqB~gsz30zG20Rl>EpmBu%pVH9G)lz4<3a+Tfha2t5#;kE2hd4AkCZMJ5SRSra2#1K
zIT#b+ZvIpysT`?wGuSToEfISJq1s0q^qL(LCu%)1r6|qjzK%k8VH&1n<K<PR*4n||
n#z#6b!vARdlXkv6e9Ls(zO$^5RSM@8$XLh$^{LPLuJ8N-I<|DJ

literal 0
HcmV?d00001

diff --git a/q03_skewness_log/build.py b/q03_skewness_log/build.py
index f008d0f..898868f 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 +7,10 @@
 
 
 # Write code here:
+def skewness_log(data):
+    return skew(np.log(data['GrLivArea'])), skew(np.log(data['SalePrice']))
+
+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..a5720da3a816734d8f68c973bf477df914fe8c8f
GIT binary patch
literal 176
zcmXr!<>i{-d@7m&2p)q77+?f49Dul(1xTbY1T$zd`mJOr0tq9CU$Ocb`MIh3xry0D
ziFql8M*89TMcKs#iOH$@$@wX%`e~_&C8b5F@u_*~nR%(HMVWc&@dZWsS*gh-`h^C@
z@x|Gx<$0;a#ql}$>G~z9#U;i1@$s2?nI-Y@dIgoYIBatBQ%ZAE?LgKR12F>t4Baqd

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..f1eb9bf85d07282fb82e838b60963a2b2e3e5ee0
GIT binary patch
literal 2201
zcmc&#OK%)S5bmDG?(EArKnw;6MnVBi6nU|8LW)Qt6Rb#Rg)jm!Aa$DQ-u2k?*mU<8
zyqMGG2XNy=?)(KVx$_g|%4x6M;6&Aoy&f9_&WVw_x@Wqpy6UU1YHkk(-5<7p{qhf&
zkl#q-abSH9hW-qMAc7_&r6Hxbwh}9}g)N-KN!`$`zPU*&ZHH}2q`mKn)|`eN>B`QW
zer1K-u(v}*TX;{1@FbnvVP9CgB<L)_HVJ6yeJZut=30&xR{f=~59BwQ)S4yv1Wv3>
zq!|}U!qr4iWi(q6-0-1MJkB;EeHfvk(+5r5gQ4$$kR+sngqEPfdO~WqVRnQoS}?n{
zTVYFdL>J!Mq9^(=dtv|%u9U0j*>1y^h=Ngk@D>loHVnN5!Vp8}^m}?t_AO%{Q$g3s
z9Bu`m8t-Fkjm&L?4D352h2|D0W^X?D79ulJ_z+}~%FJm0hPdVL#D_A2Rp2N{5>c3$
zvd6WS$~<^n@T9a8nFUtqXqk*l2O;{Is6HI~bAPy(r*fF`1I073xi$PeR|k5^BRPz6
zA%|nhO`#-{*(A=SRB<+8Q<d+7AH&D*-e%1#3=Ke`E6FbIZA_2KHQYa^!O)c+_@U8f
zVtaJ<&P6;oF4sB-Gip~bzX6LT%r(f!$R(uqXko*t*?UVgg&gxDG5#S>3aNdO`&n-M
zl$&VJpH$eMKM~kxI4jI>V5u%l3L~jtt;GOd%k{sze`4(#Y}av9i2LRh;yzJahK{Ug
z!Kgxi4Hm#G;Ftj}8ymUSV3IYOeQ*{r)P`@4rqUnh%2yInoYmp`vGyN*nB?3%y5%3`
z1yD_%9DvmOH+0~Xt2MPA>W7&&Jd0%6LmEiI0Kv`D9iw{bp#6Z>$RO7mp!gLi(VmPB
zSbh7B`Y1lUuOw%c_8Oem7#aa=EIQk~9G!o$@IQm3FuP4$w$w}TMZFB-%AoA>M1HK|
zNY<cWhMyCZ3l`3Sg1w?*4*FCxM>yDx=FUm?aYvKY*3<7^`0@De0!wUm^OGi3L=M$*
zRx0weJ5_abs`(81&b68__mec&bw^S!g1LXd;d(`mx)|A#7d|LxY^j9K-oBg-7ghc<
z+N$?1qjg4;pMLrMi>K{pch#$K&+|kJ9bg?)6!P{eVJ-9W7ARaTtfk5*=#(B~8BZl+
zWtXuu7e#{WK4aMK>m9X%4y~fNj^Y&*NFnt)inEHWR@kc)792J*jh{T~wLI5zK-$$#
zFetquiw&knVJ5=X6#f}pm)2C2?$<?}i2C2tjx+oRo2pHQ9#pkp@DC2V*%8~z3k{v5
fB0vRKW&1LBO7Bh`+531|<x?NJL7(=mE{wkboft?=

literal 0
HcmV?d00001


From 5ac89d15360a003153f89311fe249b4efdc52073 Mon Sep 17 00:00:00 2001
From: makrand12 <makrandchaudhari@gmail.com>
Date: Fri, 19 Oct 2018 21:15:56 +0000
Subject: [PATCH 4/5] Done

---
 .../__pycache__/__init__.cpython-36.pyc          | Bin 0 -> 171 bytes
 .../__pycache__/build.cpython-36.pyc             | Bin 0 -> 518 bytes
 q03_skewness_sqrt/build.py                       |  11 +++++++++++
 .../tests/__pycache__/__init__.cpython-36.pyc    | Bin 0 -> 177 bytes
 .../test-q03_skewness_sqrt.cpython-36.pyc        | Bin 0 -> 2072 bytes
 5 files changed, 11 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..276c9340fcdce147cfa47b0d8a4d02d08e450cc1
GIT binary patch
literal 171
zcmXr!<>i{-d@7m&2p)q77+?f49Dul(1xTbY1T$zd`mJOr0tq9CUlIBl`MIh3xry0D
ziFql8M*89TMcKs#iOH$@$@wX%`e~_&C8b5F@u_*~nR%(HMVWc&@dZWsS*gh-`h^C@
u@x|Gx<$0;a#qq_3MJ4+2@tJv<CGqik1(mlrY;yBcN^?@}KsFWwF#`Y)PA-E0

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..d899241d38b79a9a36716fdf6f4dfe2c21033493
GIT binary patch
literal 518
zcmY*VOHRWu5Vf78O$%kgjw3`u4TT*-2*d&*p$Z8hq_BugJcYE06KtobsI0;PxCU3@
z2-&jY3al6h#K+b=k4H1}-ptNm(63KkubwF(Z{*Km=pUfzT?9b{%}7ooO0CZ_7CG(f
zMjklRj&N!kb%iUuCldMKL$|h>?3@IhcdRD?ZCpKr`|-n?;D(1r@l*~IJx`FgJr1Ia
zc7&!k5ezYO%9hByL26plNBR?C-x0QCOFFSE&N%9w^9;^Znn2V$R;TIwPyr7dWd~`P
zEK$InGJ(_d<s!Z<DxJ!ksAomRbDoWU-R&2mI#~2^5#AO#ggKunF2!g&ye!mAmpp+m
zDFlQQ;HFX#gS<&4fWn4xsfsBiCcN9)iEVEQTE~_+yspwr49i6`_!nQX^IAGW*YPSJ
zy`a~u=p-!{Lv6UxUn6u%6v1`FO3`?-%FBhaJ8OI#Q^dGR<>9xjZ{`1iZkxB47oy5w
R-&W~9!YcKt&-$+KeFEBIgUJ8@

literal 0
HcmV?d00001

diff --git a/q03_skewness_sqrt/build.py b/q03_skewness_sqrt/build.py
index 4bdb0e4..40f3290 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 +8,14 @@
 
 
 # Write your Solution Here:
+def skewness_sqrt(ny_housing):
+    skew_val1 = skew(np.sqrt(ny_housing['SalePrice']))
+    skew_val2 = skew(np.sqrt(ny_housing['GrLivArea']))
+    return skew_val2, skew_val1
+
+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..1142731fcb954c3723b35c32d14a46f315e66c55
GIT binary patch
literal 177
zcmXr!<>i{-d@7m&2p)q77+?f49Dul(1xTbY1T$zd`mJOr0tq9CUvc^w`MIh3xry0D
ziFql8M*89TMcKs#iOH$@$@wX%`e~_&C8b5F@u_*~nR%(HMVWc&@dZWsS*gh-`h^C@
z@x|Gx<$0;a#qq_3MJ4(rsl_G5`tk9Zd6^~g@p=W7w>WHa^HWN5Qtd$Y76UN@07lm^
A>i_@%

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..f3c626fd2673afd58b08eb85770e1242ff6f7b6e
GIT binary patch
literal 2072
zcmc&#-EJF26rR~1d*j$q!cR-8s;rO#S`=cMT!AXmDwL=avMPd#v><H<&#|+~{x~zU
zfmr3reE?nq@d`WvkFXb9z?E-!0B+!%UDt6)Dm7PKYtGK@%sKm=Z@zQ9)9JK+-uwOA
z4;qa9#TG6H=l5~wCuk&-JYgvhIj6amSfMR#=_F3-hHmxFO&V!4Y;p$nktZ7y9xj0k
zOB4Q`6}H0VeI}dId(NZ>d}4=fX&ta&X^OE~z)SCI&}L6)=uNHqO-CQY4;g43=@Vse
z%gPYUphyy-hI$13@ro2ibd3^mw$<0CeTwwrq8Rsa=zC~@g<P`Gl3ZHPS&bX-j&x-M
z?{1ANY{;eAbBl1|^D-iAmum#=U=d88V^q56GaimT9C{m#VTMomPy87>vW)$VOTNw~
z_*tZC;dx-)U=y22!w)z;Md7Ao#_vA-5mPfDeax~*Av4<FkemK~d<q%P0!O*HPtn<w
z%R*~V=HW>plG08f3#`)7kPJ$PIQoUDHg5YT=^o}ObW?GxL?-WUcfZNiu^x#&bo;r4
z?f`@-6hx2>;|xH>*)STZ{0MP$Pd?s>E}TQxAQ`%{A6;798l9ClX~RXIh|mxeO|Y5m
z@o{j8)2)~IUErGhE3WV0WRdHdX%gm~SGza0ao6~hIi(T?qDYK?Dv|=UFLOW3jh_nB
zKlFzc!54P~_Bq*#jybSY3vX(f3?)>X4$jJ3SKyz8djr?&)H$ZU`AVtJT<6)7I<P?N
z>~G-&6^2?fC~9Mq<`xuX^~Rr{Cyhnoo3j!4gIxIv@Tjwz0YBFM(=U=-n5UcmSze&z
zV737z;BV-_DOYQWJ<^XdZA8|Ga+Tx&vMS05nY>%N1By{P^pSwq4E>Ls+gFgYufB{=
zA1Dwvi5|+0Aw3o!Z@m&hbNAOwky=CGmsr_WZ{ln97Mg2Nav&0Ttl~c0M!)M*GIzf~
z3H6JrW(Z8J8ft{no;dRkH2n0=&g1oe|J<EYg^fS_YEdRK$6`6J6nN30sxrcsvsP>5
zL6YXWZbpg}e|6sKZCrW}ho;`i`1PUww)@AgPu~A~SG|M&*Mq9o(M8=r^Ad0*#SI)Y
zaJ`^edQp^#6r!kXMNyi|BB6OZim2<>D{6(pu9Bhb6h&ER4^=Htk5D9X>K#=x^tjjX
zT>LdWyIKi4rB`IJp;}SIPS_Y>!xp-<MzVCjFXBYjjlUUZ^bcsN_7r+pLo&jDz_68_
mMTdEzv3#o|s8X$BUj?W1?$!BxMjxv%wXp)*ylu63+x`z>z!ri4

literal 0
HcmV?d00001


From d854e3ae7a001fb95b355a94ea908882c041a522 Mon Sep 17 00:00:00 2001
From: makrand12 <makrandchaudhari@gmail.com>
Date: Fri, 19 Oct 2018 21:35:26 +0000
Subject: [PATCH 5/5] Done

---
 q04_encoding/__pycache__/__init__.cpython-36.pyc | Bin 0 -> 166 bytes
 q04_encoding/__pycache__/build.cpython-36.pyc    | Bin 0 -> 622 bytes
 q04_encoding/build.py                            |  11 +++++++++++
 .../tests/__pycache__/__init__.cpython-36.pyc    | Bin 0 -> 172 bytes
 .../__pycache__/test_q04_encoding.cpython-36.pyc | Bin 0 -> 1730 bytes
 5 files changed, 11 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..c7401a2f4d06fe632d80f7a5ccd65e610f49c3d0
GIT binary patch
literal 166
zcmXr!<>i{-d@7m&2p)q77+?f49Dul(1xTbY1T$zd`mJOr0tq9CU%~nr`MIh3xry0D
ziFql8M*89TMcKs#iOH$@$@wX%`e~_&C8b5F@u_*~nR%(HMVWc&@dZWsS*gh-`h^B2
mKyjclprC$yd}dx|NqoFsLFFwDo80`A(wtN~kY&X{%m4rlK`bf&

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..85ef6e1d0a7609acee528a7311e0ea5f46f0f49f
GIT binary patch
literal 622
zcmYjO&5qMB5VrHzG;Lv7!C@bv5^DI_V}(F0+DoZcDgr4SB5yoR(<XKpCo6T;J(VjD
z!mIEIzH-`E;KU>XX)VooX6*Uq`|Q_~N%VC2>+5revES^$3MhU{W-iD{CV9ycPP<b&
zm7BPn0pEJkJ@Ui{UwYD)fgH#%_s>`o$f1nBvt$4R2#%an_liwN_k_fjQ*Or#aSi1M
zm1zlh`$&pL#0`o<%`$UiqmROTR`?D<*x@BEikm(R7rI$(L=85&6ex1|w5NEu5+z(=
zkwL~gcv_@{d1UX&%sIJ+9oZc}@GU<OlQVYg_c?2vtxFXr=hFS*+%f4<=Fi!I5!+yi
zKJ{Yv4n%p7>9Vbqx$mY}Khv#hrXF^)lF7PgQsS@7T4QCMTG~+#O)A@}D!@z~JKpHl
z6e>?Usn#jsC&S0o`sXU%=nCRW?5JJ7d=-DuxHGlLAnqO~UV~^_gcMX>C;;p*YSdfE
zn)us`bE?xdD#q7sQOa4px8eWNi11BBj`4t>@)I6%d_vhYv_Vb7gu(7g^33c?5U6G~
z0zqeBI;Ooc8`2-hwEq;fPydO)3AOc5y@m(wgbr*tue5ASc;iym6A1a(iTJ4(27dvM
C4x_mM

literal 0
HcmV?d00001

diff --git a/q04_encoding/build.py b/q04_encoding/build.py
index a52c57f..336f86f 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 +8,14 @@
 
 
 # Write your code here:
+def encoding(housing_data):
+    le =LabelEncoder()
+    housing_data['LotShape'] = le.fit_transform(housing_data['LotShape'])
+    housing_data= pd.get_dummies(housing_data, columns=['GarageType'])
+    housing_data['count'] = 1
+    return housing_data
+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..43932ac9ee4b4604fc1e0c51abb08caec909a996
GIT binary patch
literal 172
zcmXr!<>i{-d@7m&2p)q77+?f49Dul(1xTbY1T$zd`mJOr0tq9CUy=G5`MIh3xry0D
ziFql8M*89TMcKs#iOH$@$@wX%`e~_&C8b5F@u_*~nR%(HMVWc&@dZWsS*gh-`h^B2
sKyjclprC$9YH>-ietdjpUS>&ryk0@&Ee@O9{FKt1R6CHB#X!se05z5_k^lez

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..73399c19b670c254efd9c61e28fd39c1e26d157f
GIT binary patch
literal 1730
zcmaJ>&2HO95Z>jFMA4FvxT#yCMMAX5L4aYUNiGG7AcgB10aCT7gBD;9%!WIXsZgY{
zyEJMcIVlg2*T}t3(Oa*)_M}(nsWVGkmXoFwI2`TH&d&GEw|lSG3*Q|4`P*L}V}G-a
zr-lAQe6>U)ndCW}@tAY+o!p6C=}Is6W`6A3F+Xq3+HspRaHoN6EqUC5j%>?7c4R2G
zCjKsqL+~NQnXMxxyR!G1$sX{f8+WC1%m)1x?!*SX4xWHE2SUSW<(!W|k(M$mCOF%l
zfEibLF4RQNAzk#PFk)zw$cp_`pT^-2LjO{zZxx8RbEF<;r`8P~m*)6H%pnesgc1{Y
za)y5ASmf}N%2G&a^NWYJeTc8#Ljx@4lEseX(s|7q;P~~VFI)Ka2_$}7vV$PPx=Ym`
zp4XdlOh6B14Dda`SKmcrnBhzQioax2$G9)K<hyK%J0Pta|HsY_Te?Ir=JrO4(yhoW
zZXN!P=ncpSiKu2!7#-b~d(lyL3I%!tPx%<9u&=D%5?X^Yhc7CT*KQ8Qz^OeA`MCCo
z#<xs$G3=jb!;^9b!<l%lL?OSrJN&g&&-GlSFhu%cI0j)V1ql?BtN>8hkYujPDb_K3
zapyjcH(eSUq(EDnY>w~G&+2WOTSq3eJ?*WjPUZxBach&m{r97<P)e&Tr8m*pq_iQF
zw7RCx9j#o9T711`PQqAJxrt6iUV)Be85O08X2PT=(Zuq2HDcgia;m7C14o7UQCnmP
zMq_&D)jL;9KhLDE<6HxlBiJwh2kga)HDKyH9ZL&1LI<^jDl*R0oqAJWa?>JBZ79YW
zEq=U2i{~UVsQPGJsz?F0vS^@3nU0>$vE@QX-(l4EO3dKtUUXJgs4h5<#coHp^`Ko}
zYt-~eKPt2lMGEx|+j)@5Nm*%91)a&-nakQsO9iz*ri^iCoxJv_kO6P#dxyD?EpttQ
zHj`bwgMc-`XS~lHzWCyO>fT*)g}Jp<ZmgM`I?|KwS|I*t^#`7r6?JoQ=jTm=G~FC1
z5LC&fMBw5CTK%9FKE;J<7Yz!9<e|3F)V^K(0j$?IvD(1TagC<yg7L-84`Q^TBWy;H
zBn5JtBz2f1vr<+$`Q0R;v);_8J|<Jw$b3TPGcuQ)TaP5Gh+P7&srY~gKK@#EbkM7V
zs>lpgtEjlR)#ycignw%PS(W9oxog^4LHDw;M<ovM8kUK@my5FtdBojKomiIaF8@_j
Z9emTEdO+K1g3`s4)8$<!<l8)O{slM^#7F=D

literal 0
HcmV?d00001