From 672200f0a5ae788607c48450b0670f291bcc0412 Mon Sep 17 00:00:00 2001
From: Jas-simran <simranbright42@gmail.com>
Date: Sat, 6 Oct 2018 10:21:58 +0000
Subject: [PATCH 1/4] Done

---
 __pycache__/__init__.cpython-36.pyc           | Bin 168 -> 157 bytes
 .../__pycache__/__init__.cpython-36.pyc       | Bin 193 -> 182 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 630 -> 554 bytes
 q01_calculate_statistics/build.py             |  10 +++++++++-
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 199 -> 188 bytes
 .../__pycache__/test_q01_plot.cpython-36.pyc  | Bin 2949 -> 2938 bytes
 6 files changed, 9 insertions(+), 1 deletion(-)

diff --git a/__pycache__/__init__.cpython-36.pyc b/__pycache__/__init__.cpython-36.pyc
index cd8686b0f9f17c173480b2b430af88fa1427ca13..ddb447527a66a275a1d695f82c895758ea009295 100644
GIT binary patch
delta 52
zcmZ3%IG2&bn3tF9Z_<wFi5%t%UiumNxvBbIiN(6bnYl%YdHUh`McKs#iOH$@$@wX%
H6SM39zylHx

delta 63
zcmbQsxPp<xn3tDp*}dkdi5%wIq52v5xvBbzNg0{?F8Rr&xv6<2#ro+*sg;Q(`MLUu
SIXMaiMfq8&$tA@T<Lv;Wj~0sn

diff --git a/q01_calculate_statistics/__pycache__/__init__.cpython-36.pyc b/q01_calculate_statistics/__pycache__/__init__.cpython-36.pyc
index 7f99883c1d9debd8b77bd7ef3726fb2472273668..0d90088c2bf4302af111f2e77ec587048ad3f77f 100644
GIT binary patch
delta 52
zcmX@exQ&s+n3tF9Z_<wFi5%t%$@&@jxvBbIiN(6bnYl%YdHUh`McKs#iOH$@$@wX%
H6SKkr&3zJd

delta 63
zcmdnSc#x69n3tDp*}dkdi5%wIdHNaoxvBbzNg0{?F8Rr&xv6<2#ro+*sg;Q(`MLUu
SIXMaiMfq8&$tA@T<HG^8LKg1;

diff --git a/q01_calculate_statistics/__pycache__/build.cpython-36.pyc b/q01_calculate_statistics/__pycache__/build.cpython-36.pyc
index 58a2a31fb42e0e24a3953e95448b0ffc0fa71daf..1f3726a3f0b68fe79f62c5b50b3dc82a0bea0e6b 100644
GIT binary patch
delta 298
zcmeyyvWi97n3tDpLC=op6O0TDj~S2vGmz~7#Km?KmCe~wIhq+5874+$sWN1-lrUwn
zHZwFc)-u&F)G*dCr7%h|q%j9GXfpW~0gYkMWSjU;-jy}6s3@`W7E5k^N~$Jv5y-qE
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yB=Ht=PJVI`3s4nUBiLpnf)glli^B%!&eEJzJCHkzLFRKXaxif*3bAr9vH}2-M?zx&

delta 331
zcmZ3*@{L8=n3tE!|HYiB?~Du#j~S2vGmz~7#Kjg9mCYw6WLdFfv1YNAFf}vQGSx8D
zFxD_-v8OOfGNdsFGiWkZiMZyKq!uYu=9d;JB<H83DrBS<r4|7VWzgi9_+GxAsURha
zEjYC(Gqv~@OD<5sEw-}6oYK@{P39>6;>4WP_=2L$<ka}w)Wp0fK@@?MOrQ{o8ld)-
z3`Lwk!+&M#XXNLm>L(^;Wa_)*Czs}?=9Ludrx&GGCYI#q>L=#pC=?XsXR)LvmlRJ9
zW(*hR1^I~sNH8#SF>*2TFcoo6-peS-TEqqvntY2<+L#;202_`(Z~?_`ao7MIUYe6?
S#{}eo&ER0<VB%sFVg~@cuvbw4

diff --git a/q01_calculate_statistics/build.py b/q01_calculate_statistics/build.py
index a556241..7c01023 100644
--- a/q01_calculate_statistics/build.py
+++ b/q01_calculate_statistics/build.py
@@ -1,11 +1,19 @@
+# %load q01_calculate_statistics/build.py
 # Default Imports
 import numpy as np
 import pandas as pd
 
 data = pd.read_csv('data/house_prices_multivariate.csv')
-sale_price = data.loc[:, "SalePrice"]
+sale_price = data.loc[:, 'SalePrice']
 
 
 # Return mean,median & mode for the SalePrice Column
 # Write your code here
+def calculate_statistics():
+    mean=np.mean(sale_price)
+    median=np.median(sale_price)
+    mode=np.array(sale_price.mode())
+    return mean,median,mode[0]
+calculate_statistics()
+
 
diff --git a/q01_calculate_statistics/tests/__pycache__/__init__.cpython-36.pyc b/q01_calculate_statistics/tests/__pycache__/__init__.cpython-36.pyc
index b1b01d55acae938b089c65022c1e5efe684e3182..0b64f61cef452a42e4ae93ba3bde1de81ee6dbe8 100644
GIT binary patch
delta 52
zcmX@kxQCI$n3tE!qF_h#L=JO>O#O`f+*Ez9#A4mz%-o{HJpJ(eqU_>=#N<@{<ouM>
HiCM7#vF;Jo

delta 63
zcmdnPc$|^Ln3tF9Mq+E!L=JQ968(()+*JL<q>M~`m;B_?+|<01V*T`@)XKz?{9OIS
SoE(LMqWrAX<dWiv@v#7@R~Ehi

diff --git a/q01_calculate_statistics/tests/__pycache__/test_q01_plot.cpython-36.pyc b/q01_calculate_statistics/tests/__pycache__/test_q01_plot.cpython-36.pyc
index b15e8f5a2811026190ae68242820f0f54cca9426..c5f3a2e12f9a23617f04fd9b0ea307408f69ac1b 100644
GIT binary patch
delta 55
zcmZn_|0Tv@%*)GVQLrO=Bgaujg*^R?{M=N1uf$^A;>_Hl#611*{G#mQg2d!h{p9?V
K)XhH_dpQ9B=o6X%

delta 66
zcmew*)+)|n%*)GlBe6AVBgauj?MnTO{M=Oi#H5T&eV6>?(%jU%l4AYzqSVU7lKfo#
V#GD+3f};Ga)Z~)l&2JfdIROmk7=r)+


From 0625390fd09c66c2ddf49e541a900c9efb82827d Mon Sep 17 00:00:00 2001
From: Jas-simran <simranbright42@gmail.com>
Date: Sun, 4 Nov 2018 10:49:57 +0000
Subject: [PATCH 2/4] Done

---
 q02_plot/__pycache__/__init__.cpython-36.pyc    | Bin 177 -> 166 bytes
 q02_plot/__pycache__/build.cpython-36.pyc       | Bin 775 -> 795 bytes
 q02_plot/build.py                               |  11 +++++++++++
 .../tests/__pycache__/__init__.cpython-36.pyc   | Bin 183 -> 172 bytes
 .../__pycache__/test_q02_plot.cpython-36.pyc    | Bin 969 -> 958 bytes
 5 files changed, 11 insertions(+)

diff --git a/q02_plot/__pycache__/__init__.cpython-36.pyc b/q02_plot/__pycache__/__init__.cpython-36.pyc
index 215eac083bf88e6537e6d7d6a5471a2c374ca81c..a8384b8d5da72f475d5bc6d01d839b2d98e0a38b 100644
GIT binary patch
delta 52
zcmdnUxQvm*n3tF9Z_<wFi5%t%!TK5bxvBbIiN(6bnYl%YdHUh`McKs#iOH$@$@wX%
H6SLd_#N84!

delta 63
zcmZ3+xRH^=n3tDp*}dkdi5%wIarzngxvBbzNg0{?F8Rr&xv6<2#ro+*sg;Q(`MLUu
SIXMaiMfq8&$tA@T<J|$Nk`}K3

diff --git a/q02_plot/__pycache__/build.cpython-36.pyc b/q02_plot/__pycache__/build.cpython-36.pyc
index bed076d1cc99b8e94b503c07bb460492f8d4c6bc..bba4e495de4d3d25b5c897cd093d26684a358794 100644
GIT binary patch
literal 795
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zJ+V9G__kOvekp4~6C;@@hIQ~Ovo@@feW)95QZOHi{5POG$#>Ex3z%W2<qN;;Lvsnv
L@Fd89J|w>Y(s$bj

literal 775
zcmZuvO>fgM7`B}>O+!10i3{R_xaHD}ah(tnh~tFRo0$~3_B-mxX)@a>6s@Pifx~_R
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zJe1B0ubtP@eSW5d7saaS9F(oq5?on##_Nr+8e8YmZTMs%47>|P84e30KuvJI#_2B5
zc(NxK(T?osj(J)!A0a4q!zjThz9uSCaR7D`|H;t%89%C$YqlSV{p(dEkT~zDL<%F>
zn8x;W$rB~q3e+u1Nb<<WxbTV5YjA#R;LiQ1m0#tl4LyC-8qebuvhFj7bneLVvG}wJ
z+j`b2o-Dv>aDB27rURFw<~4{lPijzFtoyib6#O7|iU<CBkD}F3h~-KbZyMRvu=cL_
zU|}nKQy0RRr>$)&keF5Aq}45|dZ;}@80y8<$!Xb|#uv*@8#QmYeH_AYjmyvwI;BVS
z7(aW2Q9k8KE7quhonXix*20H=qnEfhcvv4+I}Y`;zo0_HeJE~zb@IIY-_w{6Xa@Co
yYC))ScnjgZTv|~>ADKql6mJ+%4XPZN85a8V3?=IfybS+f;F8jePFY5eN527_GSx8v

diff --git a/q02_plot/build.py b/q02_plot/build.py
index 70276d6..39207c0 100644
--- a/q02_plot/build.py
+++ b/q02_plot/build.py
@@ -1,3 +1,4 @@
+# %load q02_plot/build.py
 # Default Imports
 import pandas as pd
 import matplotlib.pyplot as plt
@@ -9,4 +10,14 @@
 
 
 # Draw the plot for the mean, median and mode for the dataset
+def plot():
+    plt.figure()
+    plt.hist(Sales_price, bins=60)
+    plt.axvline(sale_price.mean(),color='r',linewidth=4)
+    plt.axvline(sale_price.median(),color='g',linewidth=4)
+    plt.axvline(sale_price.mode(),color='b',linewidth=4)
+    plt.show()
+    
+    
+
 
diff --git a/q02_plot/tests/__pycache__/__init__.cpython-36.pyc b/q02_plot/tests/__pycache__/__init__.cpython-36.pyc
index 488a8902e9cb8aed0f38d008a72db519050c874f..b14c918eb242efc7505b8376f8e35e9562e06c48 100644
GIT binary patch
delta 52
zcmdnaxQ3C#n3tF9Z_<wFi5%t%k@^|=xvBbIiN(6bnYl%YdHUh`McKs#iOH$@$@wX%
H6SI5)$Qcq$

delta 63
zcmZ3(xSf&1n3tF9Mq+E!L=JQ96#b0++*JL<q>M~`m;B_?+|<01V*T`@)XKz?{9OIS
SoE(LMqWrAX<dWiv@xB0_rxtzy

diff --git a/q02_plot/tests/__pycache__/test_q02_plot.cpython-36.pyc b/q02_plot/tests/__pycache__/test_q02_plot.cpython-36.pyc
index 56f4330f0a2304690672d2b540cbae5575db6a81..d74ffcb525c35be90bb238fd6d09dd5c3125a417 100644
GIT binary patch
delta 55
zcmX@fzK@;5n3tF9Z_<wFjT|+M3UT@w`MIh3UWvuJ#hJN9iFx|r`9;~q1&PV2`pNkz
Lshig`N-+Td4bu}I

delta 66
zcmdnTev+NTn3tDpkM!KAjT|+M+L`(p`MIh3iAfom`Y!p&rManjCB^#bMX8mECHcAf
Wi8(n61x5K;smUe9o0l+3F#!PLp%(@K


From e44a15f1be41deb43440732a5b0b85636f65325e Mon Sep 17 00:00:00 2001
From: Jas-simran <simranbright42@gmail.com>
Date: Sun, 4 Nov 2018 10:54:17 +0000
Subject: [PATCH 3/4] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 192 -> 181 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 494 -> 501 bytes
 q03_pearson_correlation/build.py              |  10 ++++++++++
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 198 -> 187 bytes
 .../test_q03_correlation.cpython-36.pyc       | Bin 1680 -> 1669 bytes
 5 files changed, 10 insertions(+)

diff --git a/q03_pearson_correlation/__pycache__/__init__.cpython-36.pyc b/q03_pearson_correlation/__pycache__/__init__.cpython-36.pyc
index 543c178c4df3a2d7e5b64ffe37ce6264e5b948ea..f323528f944282654ffc77b3748334a0b5d465c0 100644
GIT binary patch
delta 52
zcmX@WxRsH^n3tF9Z_<wFi5%t%N%|T2xvBbIiN(6bnYl%YdHUh`McKs#iOH$@$@wX%
H6SKkq%<~d(

delta 63
zcmdnWcz}_^n3tDp*}dkdi5%wIx%wITxvBbzNg0{?F8Rr&xv6<2#ro+*sg;Q(`MLUu
SIXMaiMfq8&$tA@T<HG>6mlo>)

diff --git a/q03_pearson_correlation/__pycache__/build.cpython-36.pyc b/q03_pearson_correlation/__pycache__/build.cpython-36.pyc
index ba8cf119e61bb596104a35e0bb902136188759a1..d6984d899d7b74ca8077f9c42486d6602acece53 100644
GIT binary patch
delta 281
zcmaFI{FPbRn3tF9*!g?W2N)R`9y1^TCLr4Zh>P_mDyy@lvNkg?GEDRet!D;`f#jS)
za&kbTgdv4dlA)HNgb_?L)-Yr-)i5?Q)-u&F1v6+e`9*OCC+4IE6lEr-YBJyAPDw0D
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kqSVBc_~hcUB9Iq~m?!UKR1*aGs2HS}gNcigi<N^70620&m;e9(

delta 247
zcmey${Ek`Kn3tEUKxS@KE+YfOV+JI^1Y|n^ak0ikW%Y>xq4gj+79e&82?_y;5{4|s
zET$6XEXEYZ6sBILU<OTQzbN*C)Wo9V{5(y@TWq<hB^miCnk=`tQxZ!O(~1&vQ{xSz
zID->&QUi)IlT&Z8B<B|uA<G)AWGG?-nhhp?W$9<+=cei>CS_#m%e&+!m*%GCl@#lz
z7o}DvmgMK^C+6fR6cpuWr6!jYPqtwUVg)&xVe(8yc{XN{A*_@4F{<%{1dBn2axif*
Ha<Ksbsp>tq

diff --git a/q03_pearson_correlation/build.py b/q03_pearson_correlation/build.py
index 33a762b..2ab2739 100644
--- a/q03_pearson_correlation/build.py
+++ b/q03_pearson_correlation/build.py
@@ -1,3 +1,4 @@
+# %load q03_pearson_correlation/build.py
 # Default Imports
 import pandas as pd
 
@@ -7,3 +8,12 @@
 
 # Return the correlation value between the SalePrice column for the two loaded datasets
 # Your code here
+def correlation():
+    df=dataframe_1['SalePrice']
+    df2=dataframe_2['SalePrice']
+    corr=df.corr((df2))
+    return corr
+
+correlation()
+
+
diff --git a/q03_pearson_correlation/tests/__pycache__/__init__.cpython-36.pyc b/q03_pearson_correlation/tests/__pycache__/__init__.cpython-36.pyc
index d7eca9980cd94014cb671238783d84df5e9fb7da..122cc57d825702e054b6cc126576475459bee043 100644
GIT binary patch
delta 52
zcmX@cxSNr~n3tF9Z_<wFi5%t%8TuLdxvBbIiN(6bnYl%YdHUh`McKs#iOH$@$@wX%
H6SHCf&@U2*

delta 63
zcmdnZc#M(5n3tF9Mq+E!L=JQ9V*QN#+*JL<q>M~`m;B_?+|<01V*T`@)XKz?{9OIS
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diff --git a/q03_pearson_correlation/tests/__pycache__/test_q03_correlation.cpython-36.pyc b/q03_pearson_correlation/tests/__pycache__/test_q03_correlation.cpython-36.pyc
index ed900c414bfa06c982ec1c9e9961fef6d1588d18..c3d6f8a90fff0dc1ba489c39308bc44b70f7b191 100644
GIT binary patch
delta 55
zcmbQh+seyf%*)I5H)%)oMvhsG3MKj(`MIh3UWvuJ#hJN9iFx|r`9;~q1&PV2`pNkz
LshiI-9%cam0qqmD

delta 66
zcmZqWoxsas%*)GlBe6AVBgZU8?Rx!;{M=Oi#H5T&eV6>?(%jU%l4AYzqSVU7lKfo#
W#GD+3f};Ga)Z~)l&4(Bdvj70(`4{H^


From 656fbebb988d012fa968bd8949bcc901ea35d35c Mon Sep 17 00:00:00 2001
From: Jas-simran <simranbright42@gmail.com>
Date: Thu, 3 Jan 2019 09:25:24 +0000
Subject: [PATCH 4/4] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 193 -> 182 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 505 -> 762 bytes
 q04_spearman_correlation/build.py             |  18 ++++++++++++++++++
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 199 -> 188 bytes
 ...st_q04_spearman_correlation.cpython-36.pyc | Bin 1717 -> 1706 bytes
 5 files changed, 18 insertions(+)

diff --git a/q04_spearman_correlation/__pycache__/__init__.cpython-36.pyc b/q04_spearman_correlation/__pycache__/__init__.cpython-36.pyc
index 78682675323d8e4b951373280266bfae3fe10d8b..b995d78eb8b2df0b35447ab00748711201dc449f 100644
GIT binary patch
delta 52
zcmX@exQ&s+n3tF9Z_<wFi5%t%$@&@jxvBbIiN(6bnYl%YdHUh`McKs#iOH$@$@wX%
H6SKkr&3zJd

delta 63
zcmdnSc#x69n3tDp*}dkdi5%wIdHNaoxvBbzNg0{?F8Rr&xv6<2#ro+*sg;Q(`MLUu
SIXMaiMfq8&$tA@T<HG^8LKg1;

diff --git a/q04_spearman_correlation/__pycache__/build.cpython-36.pyc b/q04_spearman_correlation/__pycache__/build.cpython-36.pyc
index 94f735a46faa9e694e8a6b3b49b480cf37144bf0..ee8779e46975dd203f92f99a85c58cd36b0b5be8 100644
GIT binary patch
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delta 279
zcmYjMF;2uV5VW0K2u9aXgLG|ZETBa+P$Q)4ETm|$7jhwvqqPr-iWg8I1RW3HOZf>`
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diff --git a/q04_spearman_correlation/build.py b/q04_spearman_correlation/build.py
index 557be32..1920597 100644
--- a/q04_spearman_correlation/build.py
+++ b/q04_spearman_correlation/build.py
@@ -1,3 +1,4 @@
+# %load q04_spearman_correlation/build.py
 # Default Import
 import pandas as pd
 
@@ -5,4 +6,21 @@
 dataframe_2 = pd.read_csv('data/house_prices_copy.csv')
 
 # Your code here
+def spearman_correlation():
+    sale = pd.DataFrame(dataframe_1['SalePrice'])
+    sale2 = pd.DataFrame(dataframe_2['SalePrice'])
+    sale['rank'] = sale['SalePrice'].rank()
+    sale2['rank2'] = sale2['SalePrice'].rank()
+    df = pd.concat([sale,sale2], axis = 1)
+    df['d'] = abs(df['rank'] - df['rank2'])
+    df['d squared'] = df['d'] ** 2
+    s= df['d squared'].sum()
+    n = len(df)
+    result = 1- (6*s)/(n*(n**2-1))
+    return result
+
+
+
+
+
 
diff --git a/q04_spearman_correlation/tests/__pycache__/__init__.cpython-36.pyc b/q04_spearman_correlation/tests/__pycache__/__init__.cpython-36.pyc
index 495646a3bc5e900ad0593288f8e14eb5f8ed301b..3b19623b46cf156027c8290477585134839700eb 100644
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diff --git a/q04_spearman_correlation/tests/__pycache__/test_q04_spearman_correlation.cpython-36.pyc b/q04_spearman_correlation/tests/__pycache__/test_q04_spearman_correlation.cpython-36.pyc
index d0826524e350b3290a6a07c540a02a6c3e6716bf..591699d186c9a5858945fd836dba421cfeb793fc 100644
GIT binary patch
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