From 73673de0ab3b27c3bd74d42ffdd1fad840daf954 Mon Sep 17 00:00:00 2001
From: Tusharsharma86 <tusharsharma86@gmail.com>
Date: Thu, 4 Oct 2018 12:25:59 +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 -> 905 bytes
 q01_missing_value/build.py                    |  32 +++++++++++++++++-
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 0 -> 182 bytes
 .../test_q01_imputation.cpython-36.pyc        | Bin 0 -> 2331 bytes
 6 files changed, 31 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..cb393e16515caa40dd0e971ca16b659a416f98d4
GIT binary patch
literal 158
zcmXr!<>ks^-4@LN1dl-k3@`#24nSPY0whuxf*CX!{Z=v*frJsnFK_*f{M=OikkaCe
z#3B&RO|&r656>^kE-pw+PSsD&Pf68JOHC{(ElQ0~%}dYBOHD1x%uA0iD9X=DO)k-o
ekI&4@EQycTE2zB1VUwGmQks)$2ePCXh#3HH4=Er3

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..1214d9ab319715029f15430fdcedf526cb8c55da
GIT binary patch
literal 176
zcmXr!<>ks^-4@LN1dl-k3@`#24nSPY0whuxf*CX!{Z=v*frJsnuUP$z{M=OikkaCe
z#3B&RO|&r656>^kE-pw+PSsD&Pf68JOHC{(ElQ0~%}dYBOHD1x%uA0iD9X=DO)k+d
uG%$?M%`7ekiIpYhl&0#($7kkcmc+;F6;$5hu*uC&Da}c>16f-P#0&t<RWJwu

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..5d435d52c1e0a53d6c27e5a6925fcf400ecfa5ac
GIT binary patch
literal 905
zcmZWo-D=c86rP#<r`v@Vi`_@qo30`hFQh0Ii%=J_#X>~Fm^s-^noQD3Qe4SitzPyu
z1Yf{+ac;fx6}<9HRH!&`er9rhzVprG!S;5TJ73>?vk3W4ZY>x6$0*GyDnSG-NJIzA
zA`2}m?9z!GN`U6Bur@UEz!SD`geyGZFPsU9d=ZH7BZ&eCz~4}cRnEwC>jzdO^C{Kd
z^Rn(*P#?yEw|v$rp2>rxxz^ze-n^FTi2|;J6Lp$h53YY&wP#CSgAPx);tM!mp&y*_
z0$!>tfrOgMxI7dG<ta+@8C6emvLQKLQ}k%gdb*)&)>^HdJAw*!!`4=B<t~2pa5(Y_
zBT_aY7-hG99`v^HdfMADeSg%mWAgTJ?c9oXOmrUpce1r1!kQ36%nhUD>eYq8^0x;w
zS!=hqdpBiBjXT$N30zK@9+z3uWO5N-^P+<$@*AY5g~dvlA<qqanXC(*z;vW{;svy^
z>`FiyVne3(lB(!R+2~MYX$lHt0*Ya(X0q1SoX?}}G;3q5Dx0)YrM8MH(X19aIK~3c
z6fZ%$X;u`HBdSWk)YGG7)eWdjkI2K0G4_ePgtvneWadT<lE@XQvDz{LW`i+bh`Ngq
zenzupRl@ANYnEIYDfz?0*+r!;n;IvYCD?720&hD7F~~(G0VhK;YE|Wsw6m*w_v3#E
zn!W3?LLAg99S#t9n^kg*y_!3y2o33ojp;sGmxc6@?ou_u^J%EvnoGeOwS!yjAmVzZ
zOk%XxTo%BUJg605-voyH_|2h@FH^+BQ<bau4=HL7(}uFcl(*ErsqH^P61xJ9@K+<v
P2$fHLI<i8xYy0D0#0LD^

literal 0
HcmV?d00001

diff --git a/q01_missing_value/build.py b/q01_missing_value/build.py
index 7dc4d18..eb4e2da 100644
--- a/q01_missing_value/build.py
+++ b/q01_missing_value/build.py
@@ -1,5 +1,8 @@
+# %load q01_missing_value/build.py
 # Default imports
 import pandas as pd
+import numpy as np
+from sklearn.preprocessing import Imputer
 
 # Data loading
 ny_housing = pd.read_csv('data/train.csv')
@@ -7,4 +10,31 @@
 housing_data = ny_housing[['MasVnrArea', 'GrLivArea', 'LotShape', 'GarageType', 'SalePrice']]
 
 
-# Write your code here:
+# This function will impute numercal and categorical data
+def imputation(housing_data):
+    ''' Function to impute numerical data with mean
+        impute categorical data with mode '''
+    #Seperate numercial and categorical columns
+    num_col = housing_data._get_numeric_data().columns
+    cat_col = housing_data.columns.difference(num_col)
+
+    #impute numerical data
+    imput_num = Imputer(missing_values=np.NaN , strategy= 'mean')
+    df_num = imput_num.fit_transform(housing_data.loc[: , num_col])
+    df_num = pd.DataFrame(df_num)
+    df_num.columns = num_col
+
+    #impute categorial data
+    for col in cat_col:
+        housing_data.loc[: , col].fillna(housing_data.loc[:,col].mode()[0] , inplace = True)
+    df_cat = housing_data.loc[:,cat_col]
+    
+    return df_num,df_cat
+
+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..c22e846c823e588f5fe4da8739747887ef8068f2
GIT binary patch
literal 182
zcmXr!<>ks@-4@LN1dl-k3@`#24nSPY0whuxf*CX!{Z=v*frJsnuVnp<{M=OikkaCe
z#3B&RO|&r656>^kE-pw+PSsD&Pf68JOHC{(ElQ0~%}dYBOHD1x%uA0iD9X=DO)k+d
zG%$?M%`7ekiIpYhl&0#Jq!yPH>&M4u=4F<|$LkeT-r}&y%}*)KNwou6UJS$x01k~Z
AasU7T

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..cc0d59c8e24e1a6bc788130ad64ea566dc3894bf
GIT binary patch
literal 2331
zcmcIl-EJF26rR~1d%d<p38ggrltmCxOI1vQgg~lLQE8({#UK)av|Mb5ow2iKch;Sm
zjfhpQ+?U}6cn4l#Zn?@UaK$;hsqI9O2m)-)nc0~$Ki@asIrDM9ALjmVKm6Vz<PWm;
zgKzQxisoQA;WQ@&jVZ;plRL4?UGC*x;m3a6=jW}W9k(eF?lj=71&uqR!`nRI9Uk)T
z#NQ%uD0~sZNOzy`9`C;(yf5g&jeFcVB!i7J*oh3N4UU9151AIDGpFeZvtm{mX0lSk
z_{Kz-ah2yxP4rBp^9{}n8ydwjxs&RXIQ)v~@1*)d2^M$u)syU`ZU#?Eb9l^VA`bVN
zViR$63hmAz%f&Y;OGS#?zx?6G51{D#U<8RNC$YmRcV3VNI@BKbc?)VEVM5(Ps8F|g
zm-nC!cpqWe4a9S>M37Qg5`VZy0OcVRy$8k+Ll^WH`kYK1<36XHZjlA-2~@9rkDXg&
z;Uej<x;Ij|+!>nryN`YbK8)ZIP*W8`8Xax(d(nP&A|$j1p7Oy@d0=dpX)Tm_^sHjJ
zb#oyHj`g(2$JRq)e<i91Zhy+*aaoArQKgTW!cwqLKN)^ss-N_XrDB+tTnxv8nM#R7
z$Vn!JP??-0GgVIEFvDjb?IuO0HTIpbyb?nLbm-b9IJmmoo!P0qiKA<M2_B{oC((Fn
z;skX5{zX1_u9|UyWSm)(d<PoqBsUbJqL+laqca!0=ASLO<YLUK+(h-^b;Qd^mL@8g
zNspsR&Fn>wfxBW^;r$LA6+)%DXpq##ASiqL^5M_d(wi{aK&Als!@q(2a@G<y>Y)v#
zhJ6<rpeaxnD#|!hcj`@j&{V7GS<p2_xs9UcU#|#&@QMrsOEfN3qy${GY}kl09X*{f
z$(fG61h2=672@f==(Marg5um4Za&)9gSNfVNbW!%NNt!*g>~Wbtuy1+OG_oJKgI=Y
zXStU3aNhxK2)xAID>Ziz{PnD4_YI^B^A@3-)S>e`SCO`I|8KZLlK%&;)T^+rLJ_Ff
z(A-4xI+|N(5bE_<*?S9Iug}Wfk`>HO%fR^nJ`6kpTVzTXke#OPg4B7+gAjuJv<#o~
zeDru8eY>ucw3G(YvyMh=bRI|pzlLX9nU;{uZL5hd>oR$|9yW2<tc1zqa`bG~3XrTx
zEIL_T?t6&3&KRJD`Q59OaMiSbj~?}Kee~*0a94Om>TNV@=_2l~aPM9l_}(@w^Us0r
zjRqYXB#DIZOA;F<Nm24D$96AC@QG+f)CQjN2AbPww$QwT22<<WDeF+h45u(4@k^r#
zXyC)&3tE9!j|}=YsAOjFA{9z5ZZ-L&mc8|Vtg@Up4^|uWgU?%?UE=^=cb?SGy*y2h
q%L*TuxOd(_C9o!ZaQ~|gW`p|;#?NtEjlg=4YJ0Tjgw7@noWB4sJyqQR

literal 0
HcmV?d00001


From 48b036ae98039521c8d84de32ecac55d63304c75 Mon Sep 17 00:00:00 2001
From: Tusharsharma86 <tusharsharma86@gmail.com>
Date: Wed, 10 Oct 2018 19:37:24 +0000
Subject: [PATCH 2/5] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 0 -> 178 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 0 -> 1139 bytes
 q02_outlier_removal/build.py                  |  36 ++++++++++++++++++
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 0 -> 184 bytes
 .../test_q02_outlier_removal.cpython-36.pyc   | Bin 0 -> 1794 bytes
 5 files changed, 36 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..c0fa46b41778c3fee01192353c03f4cf0b425cf2
GIT binary patch
literal 178
zcmXr!<>ks^-4@LN1dl-k3@`#24nSPY0whuxf*CX!{Z=v*frJsnuXz28{M=OikkaCe
z#3B&RO|&r656>^kE-pw+PSsD&Pf68JOHC{(ElQ0~%}dYBOHD1x%uA0iD9X=DO)k+d
yG%$+KFD=Q*Of8BpO3lqLOU%)akI&4@EQycTE2zB1VUwGmQks)$2eP;rh#3GnK``zB

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..0374b244e8887c9197ab5f4f50634a71c16b3e8a
GIT binary patch
literal 1139
zcmah|%Wl*#6t$gXl4c%#u%S{HEKsG9P*d@!KtenOqMK47wW3leirm;UO`361+bJ!|
ztjd-@;0O2#KEzuVhz%dWit9|NS~gg^=U&U#_Vqc}_xk<t$L_axk%!QCbY*lPeg>w#
z05HUGfnwZx5<9JTb1&|+ksk-(NijDG;}FlXyK$Fy^B!}~F-9EcedeCyc)$nDV;$zR
zfX$7)Wfae|kaa(yc!4kQ`TyqjuIDnmgNFT|P$AkLV&f@IwKAP-EK12g4j9!m(voIk
zEmbEbd`;C`A)iZ5&D^Hk%1+ua*ednTA+5LxH>sp!zIz7o+zu`H8=0j%#rAv{4w$9o
z1(<pT(4ZWhqa07MCJna5pRP6dC3?R)C9vi+kkOFk3(Q>xIY;g?%Dr<uMaMVyU<DpP
zw#TD({CYa<n8jqwbt38shszWD1mmY=QBQ<2UL`Z3jmu<Nnc%plLT3dxUM3hn9Xh6W
zSk@{N<91u@!yyT5H4ea6Bp0FN-}}*FIpNW6tq!TQHlYtUqP<ccsfwmNN=wG05vRJA
zJmF%T2@Zw8k(DfSp6cj${ccj$y2!XpB%hQgw1^JstYB-^nVJ7*Wyw+%0w5gX0BjY@
z8!)@%)ba_fH{*04f*Ge%+~6ED%*dE9=Q9RANlt7FO&#qtq~-cfLxAhsQ@3#%V0G%j
z9=Cy=cGh^8OylEqVA{5dw{84UQBu8e-;xFny2j5$TGWhR6~RqQcuimN0-l^O4IQCm
zAIg(m3q1=1fMF;0twf4zL)a+pUQlk;io1UWN*+CEH53#?ZBMaMw0cO(P)o@z2-E@q
z0-_dhNPsS|6=%3;Iu#X+Dnlw}Jh%dCBcd{k6RNAC1T7ALd>cXL%sW+~V_$K4P)ZRy
z$~KQmv+7I|xWNP;s1%^8GJ{c8Xf7}30sIb@wBJRXB^Ui9=V4P@<*exI<(uH~q-1r$
cpV%LwRse!l>;U(ycS5q{2ELVl$qV{_08f}Pd;kCd

literal 0
HcmV?d00001

diff --git a/q02_outlier_removal/build.py b/q02_outlier_removal/build.py
index 74df5f2..d1738c9 100644
--- a/q02_outlier_removal/build.py
+++ b/q02_outlier_removal/build.py
@@ -1,5 +1,12 @@
+# %load q02_outlier_removal/build.py
 # Default imports
 import pandas as pd
+import numpy as np
+import matplotlib.pyplot as plt
+import seaborn as sns
+from scipy import stats
+import warnings
+warnings.filterwarnings('ignore')
 
 # Data
 ny_housing = pd.read_csv('data/train.csv')
@@ -8,3 +15,32 @@
 
 
 # Write your code here:
+def outlier_removal(housing_data):
+    num_col = housing_data._get_numeric_data().columns
+    print(num_col)
+    for col in num_col:
+        housing_data = housing_data.drop(housing_data[housing_data[col] > housing_data[col].quantile(0.95)].index)
+    return housing_data
+
+outlier_removal(housing_data)
+ny_housing = pd.read_csv('data/train.csv')
+housing_data = ny_housing[['MasVnrArea', 'GrLivArea', 'LotShape', 'GarageType', 'SalePrice']]
+
+
+# Write your solution here :
+
+def outlier_removal (dataset):
+    df= dataset.copy()
+    num_columns =df.select_dtypes(include=['float64','int64'])
+    quantile_95= num_columns.quantile(0.95)
+    
+    print(num_columns)
+    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..41461511cf99604173ef52627fe9d3de60846933
GIT binary patch
literal 184
zcmYL?JqiLb5QVd#Ai^HR#t{Xv5b*>y3KkYa*d2GXZho93f=BWK9>&&NSeX>!gYV<<
znzty+aW{OPM9Mqsmm-yI!Vi*au@{qK_Yj=tzdi)5)dYv=Tge$MS4%irzIZ1qg38te
zXObZ@A(=)QB37nB$F`#?z;!l98$+*%kxAQ|>>-d39uSpL0deZ?uhClDI`*{5_dX%M
De|9rg

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..b8374f6520137db0adc6103ad9b159aed9fa57f0
GIT binary patch
literal 1794
zcma)++iu%N5QcYokSOZV916EagO(`Z3jwZWBtX#uL69O%jR2`q)J6-i7tEGBlBn>Y
z>@J;HNUxNa=?nB(3f}fguh6T`kd7=HHc$#XJ0fQf^X)(Tpx^iB?q9$C?J)Ka+j?5)
zKgOmd8p$M2S;j-o$+uD~w52Vb)XCh?t>3w6D{F^s&cL2~vbEx22RgDXJ=u}I>`vWX
z7W&|Vk6*e+O!j2|J(GRlD?98->zEA(Yg~y9dF7peHcy0x@!D$Md{mSsO+ZBovf@;v
z7&MrInUrZN)Ko7ZUJj%%Vq}y^@`G5PhW?L2|B|ck6o{~Mq@E|Iwd*}E%<)VtAoP!f
z5>q%iL%(w@Qus+FF~qco4-c*W7@OWl11#i{g_h*fde55tv3H~^TiCmlEA}nf!Cd_6
zE+z5e^0s4+^Uy;Rd)S^})A!LBX84N#!QZjDW$brc@?EyVg%I-A|B1E3RyN_rC7iLM
z>DFYHUp#$_5Ddrwd6XICMhAOxKR8NGAxCfMC>P@to-(VtLTgaw>FZLYm7PL9v?@nK
zI;k9@`6p974Ewhn&58_0C#9YVMJ*HGd_DTLP_Oht#4w5r38M)JQ!0ocpC&ngO7dy6
zP{kZKGkSe^Ke}>oBZE|QZKG>GA1uzQT?)B6E~1Umt~6!9ERQe0x(4vUjbksNr#Wi$
zpQE#lz5!1P-(a@KYa64M-);y?n20hp0qU>>9mpcc3ln6*#Is;p^S&H0v@h5zI`yHY
zeC$-03?<c=K6=%?Ycn{X@HR#?05}3T{NDi1hi@2=WT?Jt1_3%KI~1U?=Jwo~yONt0
z$#F|;)_D2i0svN8V6bk2NudG-D1f}75hOZzxe&P&I`|%=eo!KVm;1q4QKB&6JQg()
z?CD{<y448rnSPdQBk~xk?wiESP&0J?m9>zS6Bi09cR~||oz0w;L+cND1M&*PLCuiv
zgL>EwCa5W0#s}Qu%P()_wi$AX)J82IZ%EB8=}3E{5qG@a!SY&Di7gL*-UfnogPdf6
zLb*^0d??mhLMVq%aiH2ogIXbls5@vXw;p^$lDF$58~9Njcn`;Dx>*=s?%kN<_J}c_
zffq$NvW=q3kD{!QWlDZ8is*J|zNi7tscw<^gv@7TE|}LIiB}P161AorJnp&pYt?Uu
z{mLuz#L%V{?J;aMGEsN&Pv!nzCaG+0r*@Llg>LGi2|c{OWmI42`B{Y0(5RlUckV=V
hVl}LKmFqTDc@LYc9?`OzQt4s!^mxzm`5o?A{{dr!;3oh8

literal 0
HcmV?d00001


From 72dfd7056ba013bd1d2738a8efd6b716dcc11283 Mon Sep 17 00:00:00 2001
From: Tusharsharma86 <tusharsharma86@gmail.com>
Date: Wed, 10 Oct 2018 19:46:50 +0000
Subject: [PATCH 3/5] Done

---
 .../__pycache__/__init__.cpython-36.pyc          | Bin 0 -> 175 bytes
 .../__pycache__/build.cpython-36.pyc             | Bin 0 -> 480 bytes
 q03_skewness_log/build.py                        |  10 +++++++++-
 .../tests/__pycache__/__init__.cpython-36.pyc    | Bin 0 -> 181 bytes
 .../test_q03_skewness_log.cpython-36.pyc         | Bin 0 -> 2206 bytes
 5 files changed, 9 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..3964ffd03040c1bc34a0571926c4bb161a0a797a
GIT binary patch
literal 175
zcmXr!<>ks^-4@LN1dl-k3@`#24nSPY0whuxf*CX!{Z=v*frJsnuNeJ|{M=OikkaCe
z#3B&RO|&r656>^kE-pw+PSsD&Pf68JOHC{(ElQ0~%}dYBOHD1x%uA0iD9X=DO)k+d
vG%$`Y&Q2}QOD!&r&&f~MkB`sH%PfhH*DI*J#bJ}1pHiBWY6r5l7>F4Fnr$zq

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..9212a31f76ecee91688f2f45c59f67cafd632710
GIT binary patch
literal 480
zcmYjN%}T>S5Z<38O>67ji+J#oOCuCSL`3o6MT$_N7!P61PTREkb9Ymzc#ALNOZXsr
z_2esfayJF(z&Ah3%zpFDXfWs<O~0NFF+$&H$B4<V4CJ|S9C4hX97h=2oMa@TZFC|R
z=+fh~!BK}h-2Fh24?c7n+es!U@P5oZ3b1zM3SP%=`<y8jD#6lXn8<Zvcw4j4HMlX5
z$Hpn7@RGb6<^$B=2LIP&ThHw8bR2bW#a+6-7QmwJgk^9q(gXr3tN=}lO4F>ITYgLY
ziG*j~e;>m|nM3$c%LNk_IXgQIr=?iQiX{*xC5LbZOw|HnDCTJaAktzUSE5`(qQaMx
zQEUYjAZ2U_!sj~8_^{gO{_b<ns<E3OEPUgGuHKVLT5X0>F(tQ4dKD`;lbTdqyG5N>
r8$nI4_KhYUn<EK(n0CJ1e#dp%zKgu%bq1G~NLtE1_OVZTj!*vp0+@Ec

literal 0
HcmV?d00001

diff --git a/q03_skewness_log/build.py b/q03_skewness_log/build.py
index f008d0f..e70e487 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
@@ -5,4 +6,11 @@
 data = pd.read_csv('data/train.csv')
 
 
-# Write code here:
+# Calculate skewness
+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..ea507ecb675492b909120687095030958bc8c3a4
GIT binary patch
literal 181
zcmXr!<>ks^-4@LN1dl-k3@`#24nSPY0whuxf*CX!{Z=v*frJsnuO$79{M=OikkaCe
z#3B&RO|&r656>^kE-pw+PSsD&Pf68JOHC{(ElQ0~%}dYBOHD1x%uA0iD9X=DO)k+d
zG%$`Y&Q2}QOD!&r&&f~MFG(#fDb|mV&&<m#iI3MSsJz8tlbfGXnv-e=vbz|F835Pj
BG7kU%

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..9acb718a6c0baba50e8ab88e9f992023c9eb2f8b
GIT binary patch
literal 2206
zcmc&#OK%)S5bmDG?(EArKnw;6MnVBi6nRM^A&?@HC<H4KS|J>P7?3*6bnoui^VoFv
z7`&L%=09*Ecm4neF8LpG<+N9BaH49)UXP6d=fp@|-80=)UG>#hH8%%??ymdGSAV#K
z{6-p&1M535^yeT15i}tw4JpO7l~|!IY~dtM>V|Ih%}rWqJ8V-T?Oji_7BuWgS9TWk
zYb)%Ay=@}e!h1r5C+Wft`@-5GL1ziJNkB{Qq15Ic*K)M9>Mwo0C%?_4)-1^<aAIvD
z&A3Pst|odWqxqWPh7XP6akdrd{Rj;mKWO3(41EiPBq0?fv;-B_6H>bkvm;#5g4wOz
z3R|Khy71l>J<*5R69aH?tz1XXb{f7!6pZ47w|Fq_!O%BA7-Hyx{y-1Ou4U{)D(EIz
zz^wpO<9%#xkcEwqfqiGB(A*Nm{LTB{L1ab>AA&4WnHlY05!d|fcwc6)3LFJVA__B8
z_PEwknfs3mo|JYXv%o4HEt7HSAVfbC)rVt$=EG^8%HhL8Pr1U8^7r2xevzv^J>!ua
zM!Ar~vE-&ulF4imXHu#-o3NS6cfpzA<9BbeW-5jT@X(cHXZN;d2jvFtpVDCHPY;~Y
z=s2-GI)CRZs9Wc2ox&QmE3DsuMHA~9X{6-}S9`Ry;ne(t6{JFrd65`@pC^UXzR3M7
zH-5@ZH1#JHz^6|H_6gVu(;Qf;3zNb~Dr{>pfY);K@9rO2y9C>H+!W%zdV#o)6jz}m
zHCiyL&|iZE&<luWfY8Q9!Zqk*jpiSnL<|Mun}eD3$GP&AgcN6W_<pSYM;|9SH;=CQ
z2YCT}lSc<2_5KwdIOTfHuLt@;rVY;`S@w_yQZPX9dg+c)y>!riKx<@>a1BuW3Y2In
zqdivNzO6oq_wOpnS*5)J=QV~#02_<Wub+?3zgYO6K~k9ACN4MBOYlX#4C2C|?C?Z>
zs^Uo2pkRid6O=O+PJx0Aqhb#FR5M37*pe2`Q44ZMll9iq?_c=w@b(f*Y<~5#CRIcZ
z)pAlQ^0-A+b#$!x44TiSnlN{hG}m=oQZItJf572#MUJ`{*@_oFC}`}fgwEeSpABbK
z{xjOD0k5KUMw6d@{r$_Q?Ps^ut8mZrL<=2Y6I2xP_99`e^70laTr8}W$|&fR9%C6#
zC1Yimu{0M&g6lqG*z@ZhwT2F@qqvOX6%<Gz^*V}^imX=Hs}vR-HZqN$JnFSP*K<JH
z)lM)dy&{VZrbl5W!q$vug6q<niPHV1h!au&fZB0}KVnn0$<TwU77TvGVK+Nq)4b5o
gNh$(Va8<U?bEouf)scOOmsLLXp&RsR-|E8n3nxBF`2YX_

literal 0
HcmV?d00001


From a2a78ec194a535cb2bb32d0d7418e12d0b02c5a1 Mon Sep 17 00:00:00 2001
From: Tusharsharma86 <tusharsharma86@gmail.com>
Date: Sat, 13 Oct 2018 17:27:26 +0000
Subject: [PATCH 4/5] Done

---
 .../__pycache__/__init__.cpython-36.pyc          | Bin 0 -> 176 bytes
 .../__pycache__/build.cpython-36.pyc             | Bin 0 -> 537 bytes
 q03_skewness_sqrt/build.py                       |  14 +++++++++++++-
 .../tests/__pycache__/__init__.cpython-36.pyc    | Bin 0 -> 182 bytes
 .../test-q03_skewness_sqrt.cpython-36.pyc        | Bin 0 -> 2077 bytes
 5 files changed, 13 insertions(+), 1 deletion(-)
 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..4e2f0dcde4fbc07c5f76b5ce8e737ad2f8e97211
GIT binary patch
literal 176
zcmXr!<>ks^-4@LN1dl-k3@`#24nSPY0whuxf*CX!{Z=v*frJsnuUP$z{M=OikkaCe
z#3B&RO|&r656>^kE-pw+PSsD&Pf68JOHC{(ElQ0~%}dYBOHD1x%uA0iD9X=DO)k+d
wG%$`Y&Q2}QOD!&rFD@)9(T|VM%*!l^kJl@xyv1RYo1apelWGUDwit*R0MgwsFaQ7m

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..4e93905ad46cf794db60a620437a86bf982d50b8
GIT binary patch
literal 537
zcmZWl!A{&T5Vf6TH@kEz)El1=gf?wgs;a80TJ^vMt&l)M3WvyzhutiR6KrQus^t`Z
zhHv1;XZXsAGq;{P4iy4*ta%=fXZ-wTHkphcckfPbDIxddg)xl3qw6mSf(TlWk|vb8
zm=!GX`rS_g@Kyuibu<|YUj)}A2_b}G=PKC|i3ShYPa<l4eGZrN-){vsJT{8wa+>LN
zhP=Ibh(7vHbiIdQh@mUCLFOIO(T-lx=M4LoVH>ugXO6|2C!-@?z@f@BNJjhWAYcDb
zz#~sNA(qJ+KX9Q;<k_)o(`D7@TrTXk`xJ=OU8QSYeEcu-;fAOXpZJr+%c_L<xY0|l
zoR|Fbr}(5&=ep(@#91XEJ_BwV1u4iyE&&vBq_wJ6keT@6{Va8K6146K<6li)h-uy0
z$*cU98^Hj9(091h7^7%pw{(`*?Nl3X^pmPV&86VlvRc?cHf7x^H%1$xa*^V6Re;C7
dzt`{rMt$AavJy=J-&~h=G;e4~LpJuq;4gvOjbZ=*

literal 0
HcmV?d00001

diff --git a/q03_skewness_sqrt/build.py b/q03_skewness_sqrt/build.py
index 4bdb0e4..0c5d6de 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
@@ -6,5 +7,16 @@
 ny_housing = pd.read_csv('data/train.csv')
 
 
-# Write your Solution Here:
+# function to reduce skweness of variables
+def skewness_sqrt(ny_housing):
+    skewed_sqrt_val2 = skew(np.sqrt(ny_housing['SalePrice']))
+    skewed_sqrt_val1 = skew(np.sqrt(ny_housing['GrLivArea']))
+    return skewed_sqrt_val1,skewed_sqrt_val2
+
+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..e7d92e21a7ccc299c6b7eaa73687063e85c6cc8c
GIT binary patch
literal 182
zcmXr!<>ks^-4@LN1dl-k3@`#24nSPY0whuxf*CX!{Z=v*frJsnuVnp<{M=OikkaCe
z#3B&RO|&r656>^kE-pw+PSsD&Pf68JOHC{(ElQ0~%}dYBOHD1x%uA0iD9X=DO)k+d
zG%$`Y&Q2}QOD!&rFD@)9(Jx6YE-BWJkI&4@EQycTE2zB1VUwGmQks)$2eP~vh#3GA
Cp)!~N

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..ecf93e041811402ea34683061da119ac63a1ef22
GIT binary patch
literal 2077
zcmc&#TW=dh6rS0Oy>aX);nI?-Dl4Q=EebI-5&~3_R;5IhkX4bYNK2*d;5l|S-HS6b
z8;Dh&+&_bO=ZRmk4?Mt=U-$vMz&X3FW0O>Bo>*(n&hE@P`<-vTbG+N>w2s_gzq{FB
z>`%6EIXJ(ALqA3%ndAvedB{1<t;7m#X-g+@Qa5y~cW%;1n_-hPu#Y_1nDB4~Tv(a#
zCsx=BSNEB0O78`e9`K1BwxxBzf|V)8W&tm~N1)9;p`kam>Ng$z41UN!>qs9fgIm^y
zU<O5!2sP9r=#ST=FrsUeh_ju(KIv1WmlwsjgG1j&11#i{g_h*fdckVkcz2{L8+dnX
zTwz15%${3>6Q5TRVY}QQXa|d6`W&OuMW69-+{2-7p)t(x3IB;dXGfN?pL5AK*#tj}
zR4qIYtSf9{6KVJXr>7{~l+5_u`#)l82BeQ!7Aa&#`&)9`-;Ylq!&%@c7xyVTn{riX
z4a(d<E<{q=31op)IvSEe=@3UhGu6gze;;=b^Ax&|3VkRPjZ}R4N%z}aJ<}u6hi*TY
z&>es<g@OpOVVnV|I2%SIl^-FP?(s*v(b8db4KkuD`{B98ozZD|l{PH<L<EWOXu{5H
zkB@_M#O}PpZ;5d7uL!?^lSRU7x=EdLa_!#K#$Dsj=DbQ6h$1omiAW02zRdkBH-0Ki
z|Ii;+EHCc}>@&s{opoTT7T(k<8A_-&9h{ZdF2Fwv_Xe)lsdG$y`?XS^xz4jEiC~r1
z*<Zs6$_xc(P}#;N;VsC@>W#lVOByT1H>V@;2f6YU;8ABa1AeUir(Y$xFi*Gr)4V|4
z!E6Icz~9n=Q?A!Kd!Qd=+K8+V<vPg$WL23FGWl`o4k$+H&_@DZGxQ&Fu3tdTzWO>o
zxvM~2C3+|~hV)o`yz^QF&E5ZJiqr-IKgY@~^(MYnZ=tyaB?lsbhbr#Fb@aPDC3E*B
zN~md6HA7%()lfH-_QaXDq2cE@b{}s3^T*zlDs240H;XcnITp)VrNGNJRh1F;osC)}
zcat>Nbw^U9_>1#aZ{yN?I5ag-#xD=`x4qwgdHnugd+HtZzZ_Jxi7x62npc1$DQ@AI
zf$Ig$(u<-@q!2}AD~i%w775MUQADk`UQuflcAX4mrzpxod#GxGdW0g8Q}3vnp~t<3
z=i;y7+0{zWDZL_#4b_SwcEZL;WK!tT8p+cAzK9c9cmHOb(chq{+EeIZ4ao@q2E$f%
m8Xe|^#`3L>ph~rheG#0}yItq=1%0f-)W!;I^S0IEZTnvkS{N??

literal 0
HcmV?d00001


From 370e25ff2dd97663d6a054e1dc34ddb699a2a0a6 Mon Sep 17 00:00:00 2001
From: Tusharsharma86 <tusharsharma86@gmail.com>
Date: Wed, 17 Oct 2018 09:06:16 +0000
Subject: [PATCH 5/5] Done

---
 .../__pycache__/build.cpython-36.pyc          | Bin 1139 -> 1124 bytes
 q02_outlier_removal/build.py                  |  19 ------------------
 .../__pycache__/__init__.cpython-36.pyc       | Bin 0 -> 171 bytes
 q04_encoding/__pycache__/build.cpython-36.pyc | Bin 0 -> 604 bytes
 q04_encoding/build.py                         |  15 +++++++++++++-
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 0 -> 177 bytes
 .../test_q04_encoding.cpython-36.pyc          | Bin 0 -> 1735 bytes
 7 files changed, 14 insertions(+), 20 deletions(-)
 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/q02_outlier_removal/__pycache__/build.cpython-36.pyc b/q02_outlier_removal/__pycache__/build.cpython-36.pyc
index 0374b244e8887c9197ab5f4f50634a71c16b3e8a..6d64e44cf3abcc65904fbafc8788936c7d937262 100644
GIT binary patch
delta 226
zcmey&@q~lZn3tE!?Dw%~nT?zVi~)8G3=B04Sq#k#S&X%e6?!#{E)211wM;-UAO=Dv
zNhq1coWj`5n9U-|kj2u>Sj$i-5Dt_HX3%8vOHTuXclMgBlP5CDPTtCB&L}YXEn_(!
z2hey1MlK*!V=NMyT*9<NhzBTgi?yIAGq0qG8^|u=oovHwCJ7QQ5`YteAeIo2ke}Sm
cJV%NT#zj&BRxCK#kwue}jRR<d5Gw~S0K;x9ssI20

delta 241
zcmaFD@tK3un3tF9dC0zK{f(Rkj1g`O3=B04Sq#k#S&X%eB}_Gp&5Vo;6?!#{E)211
zwM;-c<{F@i8YW37nZ=R<RFlmj$&kg`%vj4%C=m{n31-k_@=H$xgLn3tY?C_~W!YE@
ziZb&`CNE{QU=*BukFi{U3uqeyBNrnF5UVj32~SRD+9ALT6f5Ee5j-G*Z?Z14nIu?H
n5X1))LLinfkWiRh!#qcdAI62qBB`5f#G=W`4l-Yem4g=mE~_oI

diff --git a/q02_outlier_removal/build.py b/q02_outlier_removal/build.py
index d1738c9..2ed2651 100644
--- a/q02_outlier_removal/build.py
+++ b/q02_outlier_removal/build.py
@@ -17,30 +17,11 @@
 # Write your code here:
 def outlier_removal(housing_data):
     num_col = housing_data._get_numeric_data().columns
-    print(num_col)
     for col in num_col:
         housing_data = housing_data.drop(housing_data[housing_data[col] > housing_data[col].quantile(0.95)].index)
     return housing_data
 
 outlier_removal(housing_data)
-ny_housing = pd.read_csv('data/train.csv')
-housing_data = ny_housing[['MasVnrArea', 'GrLivArea', 'LotShape', 'GarageType', 'SalePrice']]
-
 
-# Write your solution here :
 
-def outlier_removal (dataset):
-    df= dataset.copy()
-    num_columns =df.select_dtypes(include=['float64','int64'])
-    quantile_95= num_columns.quantile(0.95)
-    
-    print(num_columns)
-    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/q04_encoding/__pycache__/__init__.cpython-36.pyc b/q04_encoding/__pycache__/__init__.cpython-36.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..5aab52fc3c2ea20086f2f8e9d217a3da068ab0c2
GIT binary patch
literal 171
zcmXr!<>ks^-4@LN1dl-k3@`#24nSPY0whuxf*CX!{Z=v*frJsnuL%8&{M=OikkaCe
z#3B&RO|&r656>^kE-pw+PSsD&Pf68JOHC{(ElQ0~%}dYBOHD1x%uA0iD9X=DO)k+d
oG%x{*1C;><_2c6+^D;}~<Mj$EZ*kb<=BJeAq}qXOECyl*0LNA>*8l(j

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..a35cea844b424bd7533e510cba6d8488deeeb6ae
GIT binary patch
literal 604
zcmYjO&5qMB5VoB*O`~KFD{<(JYcCA~gg8`aR|xH;R7fo#g+nxrr)|2f6YQi?SG%Wj
z<w1B29>Z5oyaFf26-aAoK9A?;^ZdL>(|DTw{E`U9ez8Y~-t3CRJ|~b&a>a5^w@_jq
z<N;^McRd-Lc;1&i+5g7!5JT*rIH%YJ8;8FskIl#2B{Nu|dZ)`;qPe?}&_dQ4sPv??
zhm!j+Isr*Y@|MJ25!@4x6f*GaoBoJBaI*A9Y{z6M2QvCDIBWTdJ&1d;6XXj<?BrvD
zDdkcH!?}y!gZ-q<wLx&h8#Aj8XEmDD?P3cJy7&eRY;bubeYgOHA52x^T{^GZr`HFl
z6s#03sfj_Q8wDkf0~f9<r8F2np*&qzZ9&~=yROZiys<tO+q$!r-nitSQuv<pK&{jd
zW)e#K^D*1jd(4)d-GcG5hu5#N&$YR=4gHe&S!HX4wli3u-c%aV5M|MrdWU73eSP+l
z>=Z`EY}HjtPMV{O{+nX@#Cl--l3$9D&|J`KJaAzHT7q?=k@*vQs}PKyGzN*eMC<E5
ocjh7*nk;BV#`B!B&$T~-lpHRa?rYg8eB(E0BZ7!0BJM@eUrt-0vj6}9

literal 0
HcmV?d00001

diff --git a/q04_encoding/build.py b/q04_encoding/build.py
index a52c57f..fd22c20 100644
--- a/q04_encoding/build.py
+++ b/q04_encoding/build.py
@@ -1,10 +1,23 @@
+# %load q04_encoding/build.py
 # Default imports
 import pandas as pd
 from sklearn.preprocessing import LabelEncoder
 
 ny_housing = pd.read_csv('data/train.csv')
-housing_data = ny_housing[['MasVnrArea', 'GrLivArea', 'LotShape', 'GarageType', 'SalePrice']]
 
 
 # Write your code here:
+def encoding(ny_housing):
+    housing_data = ny_housing[['MasVnrArea', 'GrLivArea', 'LotShape', 'GarageType', 'SalePrice']]
+    ny_housing['GarageType'].fillna('Not Available', inplace = True)
+
+    lbl = LabelEncoder()
+    ny_housing['LotShape'] = lbl.fit_transform(ny_housing['LotShape'])
+    return ny_housing
+
+encoding(ny_housing)
+
+
+
+
 
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..56e542369988bba271c9fbec7c6bf2450eab6c66
GIT binary patch
literal 177
zcmXr!<>ks^-4@LN1dl-k3@`#24nSPY0whuxf*CX!{Z=v*frJsnuQ>gT{M=OikkaCe
z#3B&RO|&r656>^kE-pw+PSsD&Pf68JOHC{(ElQ0~%}dYBOHD1x%uA0iD9X=DO)k+d
uG%x{*1C;><^-EHVON#a5<1_OzOXB183My}L*yQG?l;)(`f$S{?Vg>;D*DyZ-

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..b9dc7a5bf94e47bab211d4dcb176a23067c1264a
GIT binary patch
literal 1735
zcmaJ>&yO256t?F_GMP=Hb}0)hP&)$k5NWlk03nbnRMal3N+lq6MWx{|HRG3L!el13
zJ*#e1PU%0x9r1tkI#*8l7dY{rXE&Q|DHHkm#eTNm_r1^lyw?k7{$Ibm_89w{ZGA2D
zA7IlGjbxJNY|dlO$#-%mcBL!5+?)HcZ^!(+HE+jl&cK}ovbExI2RgDX1KE+G+?n|M
zEDphk5NCFdne58mD<*ruS8m*u&Iudz*LV^e@H#jJZ5|2@qqTD}0!3QNteD_ze*$J)
z<+)H3y?}Jtm%@mlQ6ei2Q+*bP-wXY7p}tih;?A*plAT#Mcv6~^saQZ99t$NVaC(k@
z=S1Z2qsmf9>F~>sj(vblAD{sibID>ya_PKc4RGu|>B|=OK7qu(B|8Wrth<!`(M7%~
z#|`MC9Rq9+vFXpy7-sm2|IS~snPc3ST=IRk!V{3zt^Z?ZkF8uH829!@ind#mS>8E%
zf#?m$2#KiXP#7KEl?Tyrb_NA{15f!Fr?9T9-Vs`ZGDpuVk=Jex#lWdO4f(kCh{ivd
z>SEYGli{?S!|=4yQ=zEM#aCYrpO)%3y$~r3u?8?4gD{nX1d2&k04S_VvQXs=lNmn0
z_XUnOr5YOKL0g+_j~_11>s^}LL?)C2C7>x;<^+6sXPd;sx1+D|N~<idx6#?=wPBS6
zyW!9stzC>-e!Zbj!dO(fiOxh`fsSMu6{U&h!lct^V#&N7F>tSlRaDY}qeAS|4jF>c
zm>zod-u2WkcG5R-t^vyt?5F<&_HxArFcqKfrUe|Kg91V+8E59syqPb#X_2tDWaEsM
zKU|^3%Muxsel#vsqyS4<G|;0=N6!|bkU~d~FzP!c=J4zwIxj1f7+l0+wWGUw(5`PZ
zl6tHk7utv-h5DAQJji5PR+>~n7qfO2vi8zaLG6!e$GEfEy!I%O0dMGggSq!Db4`MF
zC%bwN0c(QKc%M6b`N`YVy}9HXa~rAL+AueBq$k~tK>X4APrNv5s^;?EPum3HjX>UH
zi7L602wYx6s~^<DhqzGfqd}pNJk&0l+P90}f%WD#RvY*+uF>>nFuuI~PK-8mgvAJw
zq(E+yqz;p0Udk#bzndg<;hP!N$Ia9YG9Qrnh|Cq|)+5O(Vwb>cN<QF$kH3~39rWs;
zDl$XaDoQSHHF{C+;h)<7waRkYJUH#FpvT$Rs}cwJ7R$sw&c*qqJmT)QPAp6Il>bVq
Z4(>OozM*3^LFwYn>GG}<@?9P{{{odb#q|IH

literal 0
HcmV?d00001