From 84dfbcbbe44c94ed2820162d27df91319b3240e3 Mon Sep 17 00:00:00 2001
From: Abhimanyu22 <link2manyu@hotmail.com>
Date: Sat, 13 Oct 2018 05:35:42 +0000
Subject: [PATCH 1/4] Done

---
 __pycache__/__init__.cpython-36.pyc           | Bin 168 -> 158 bytes
 .../__pycache__/__init__.cpython-36.pyc       | Bin 193 -> 183 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 630 -> 539 bytes
 q01_calculate_statistics/build.py             |  13 ++++++++++---
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 199 -> 189 bytes
 .../__pycache__/test_q01_plot.cpython-36.pyc  | Bin 2949 -> 2939 bytes
 6 files changed, 10 insertions(+), 3 deletions(-)

diff --git a/__pycache__/__init__.cpython-36.pyc b/__pycache__/__init__.cpython-36.pyc
index cd8686b0f9f17c173480b2b430af88fa1427ca13..c994ae5954ac0f5e57b3309f6b49bb4b1d8fe589 100644
GIT binary patch
delta 53
zcmZ3%IFFITn3tDJr1oI+L=JOBZ~ct?+*EzXq>Rkm#JtK<BP0Fr{G#mQg2d!h{p9?V
I)QMSk0IjeQdjJ3c

delta 63
zcmbQoxPp<xn3tDp*}dkdi5%wIq52v5xvBbzNg0{?F8Rr&xv6<2#ro+*sg;Q(`MLUu
SIXMaiMfq8&$tA@T6YKz^&=!pV

diff --git a/q01_calculate_statistics/__pycache__/__init__.cpython-36.pyc b/q01_calculate_statistics/__pycache__/__init__.cpython-36.pyc
index 7f99883c1d9debd8b77bd7ef3726fb2472273668..edba2ec852fc32d4e6c464dc75bcafc0a127c5e8 100644
GIT binary patch
delta 53
zcmX@exSf&1n3tDJr1oI+L=JPs6#b0++*EzXq>Rkm#JtK<BP0Fr{G#mQg2d!h{p9?V
I)QMT)0K0V&-v9sr

delta 63
zcmdnac#x69n3tDp*}dkdi5%wIdHNaoxvBbzNg0{?F8Rr&xv6<2#ro+*sg;Q(`MLUu
SIXMaiMfq8&$tA@T6T$(sgBI}s

diff --git a/q01_calculate_statistics/__pycache__/build.cpython-36.pyc b/q01_calculate_statistics/__pycache__/build.cpython-36.pyc
index 58a2a31fb42e0e24a3953e95448b0ffc0fa71daf..00b54a238cbbf820b0254484c5a775164fc41820 100644
GIT binary patch
delta 240
zcmeyyGMh!&n3tDJrR89BH6sJVV+JI^3}ib1ak1S*WplPvj%Ef%hKW%gTp)30khs>w
zH4^enSuD*ADU6Z~wM;b(HH<Y(Y0SY4noNF0K;sxRSttIJw_(Z6Pf68ezQvSl2*gHF
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L6BnZp69)$X9al53

delta 329
zcmbQu@{L8=n3tE!|HYiB?~Du#j~S2vGmz~7#Kjg9mCYw6c*L*(InE#f10Yetki}TS
z)XZ25VljhRj3q2ttXXVeHd75l4Py;c7JCY#Btsf=FoPyjm56IzNotWoWqxUqLUMje
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zWnxKwu6|-pjzU3Eeiln=a!K)I7shZwUXUj_fCK|G7b6!V57Xo|jMA({Y(Rm@rx|Sp
PnPBo9j2ui{j6&=H2b5OB

diff --git a/q01_calculate_statistics/build.py b/q01_calculate_statistics/build.py
index a556241..02f4e93 100644
--- a/q01_calculate_statistics/build.py
+++ b/q01_calculate_statistics/build.py
@@ -1,11 +1,18 @@
-# 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']
 
+def calculate_statistics():
 # Return mean,median & mode for the SalePrice Column
 # Write your code here
+    m1 = np.mean(sale_price)
+    m2 = np.median(sale_price)
+    m3 = sale_price.mode()[0]
+    return m1, m2, m3
+
+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..2521895d0db96ee77f580647a30ae44706a43c62 100644
GIT binary patch
delta 53
zcmX@kxR;T`n3tDJqV{0)L=JPsEd7l9+*EzXq>Rkm#JtK<BP0Fr{G#mQg2d!h{p9?V
I)QMTK0Kan)`v3p{

delta 63
zcmdnXc$|^Ln3tF9Mq+E!L=JQ968(()+*JL<q>M~`m;B_?+|<01V*T`@)XKz?{9OIS
SoE(LMqWrAX<dWiv39$gFm=?eQ

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..981c569e95f774bb5ffab40e270251d9f4cd8c6d 100644
GIT binary patch
delta 56
zcmZn_|1HL0%*)FqQF}0YBgauj#eDsY{M=N1$E1wR+{C=fQX?b%@cg3e;)2BFRQ=@q
Ll+?{X7<)MZ4~rAP

delta 66
zcmew@)+)|n%*)GlBe6AVBgauj?MnTO{M=Oi#H5T&eV6>?(%jU%l4AYzqSVU7lKfo#
V#GD+3f};Ga)Z~)l&F>g{IROnV7=-`;


From b77c3a7ef1e2842f26d3bc363f10aac9a8e2c44c Mon Sep 17 00:00:00 2001
From: Abhimanyu22 <link2manyu@hotmail.com>
Date: Sat, 13 Oct 2018 05:53:25 +0000
Subject: [PATCH 2/4] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 192 -> 182 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 494 -> 600 bytes
 q03_pearson_correlation/build.py              |  15 ++++++++++++---
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 198 -> 188 bytes
 .../test_q03_correlation.cpython-36.pyc       | Bin 1680 -> 1670 bytes
 5 files changed, 12 insertions(+), 3 deletions(-)

diff --git a/q03_pearson_correlation/__pycache__/__init__.cpython-36.pyc b/q03_pearson_correlation/__pycache__/__init__.cpython-36.pyc
index 543c178c4df3a2d7e5b64ffe37ce6264e5b948ea..1d14a09461c167c705f5903bcdd0c437c420732f 100644
GIT binary patch
delta 53
zcmX@WxQ&s+n3tDJr1oI+L=JPsWc`f%+*EzXq>Rkm#JtK<BP0Fr{G#mQg2d!h{p9?V
I)QMSP0J`WA+W-In

delta 63
zcmdnScz}_^n3tDp*}dkdi5%wIx%wITxvBbzNg0{?F8Rr&xv6<2#ro+*sg;Q(`MLUu
SIXMaiMfq8&$tA@T6T$$q*cR;o

diff --git a/q03_pearson_correlation/__pycache__/build.cpython-36.pyc b/q03_pearson_correlation/__pycache__/build.cpython-36.pyc
index ba8cf119e61bb596104a35e0bb902136188759a1..514d87f238587dfa782b188b1ad127e5af9fd118 100644
GIT binary patch
literal 600
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zN<X8&p|w+fAybZS2cadv$K&zw?%g}x-=ALn`1K`l#(uNG5)^-+?av4dGrVS!?@l2T
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literal 494
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z>GlykY0!g@8!D)XULxEX&&#0!W}R+x+NTQqN{c+{$3g$jG6mIHxwl{vZiACP;o92W
z?)e+BDQa)wvq9Sm3btI;#f|2jg4Vm@-ol1?tqLaPk+He~j#UAU+uGn=P&v<h?R?E0
zUcBuW52v&0$5|DYg2WNs7R#=dVrn-1c&9oJCx)*RYBR(<EmOl<!CW61QDzpHsPH#7
g#-<$v2xEWFzu6FLeRiR==p<YQJr{1vq7faXU(v{iT>t<8

diff --git a/q03_pearson_correlation/build.py b/q03_pearson_correlation/build.py
index 33a762b..a2d425c 100644
--- a/q03_pearson_correlation/build.py
+++ b/q03_pearson_correlation/build.py
@@ -1,9 +1,18 @@
-# Default Imports
 import pandas as pd
+import numpy as np
 
 dataframe_1 = pd.read_csv('data/house_prices_multivariate.csv')
 dataframe_2 = pd.read_csv('data/house_prices_copy.csv')
 
+def correlation():
+    
+    sale_price1 = dataframe_1.loc[:, 'SalePrice']
+    sale_price2 = dataframe_2.loc[:, 'SalePrice']
+    r = np.corrcoef(sale_price1, sale_price2)[0,1]
+    return r
+
+correlation()
+    
+
+
 
-# Return the correlation value between the SalePrice column for the two loaded datasets
-# Your code here
diff --git a/q03_pearson_correlation/tests/__pycache__/__init__.cpython-36.pyc b/q03_pearson_correlation/tests/__pycache__/__init__.cpython-36.pyc
index d7eca9980cd94014cb671238783d84df5e9fb7da..7d90f82c14befae31550a8049fb044779adc73ab 100644
GIT binary patch
delta 53
zcmX@cxQCI$n3tDJr1oI+L=JPsO#O`f+*EzXq>Rkm#JtK<BP0Fr{G#mQg2d!h{p9?V
I)QMR!0KPU6^8f$<

delta 63
zcmdnPc#M(5n3tF9Mq+E!L=JQ9V*QN#+*JL<q>M~`m;B_?+|<01V*T`@)XKz?{9OIS
SoE(LMqWrAX<dWiv2{8bu?H0TM

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..10546ee44e698da1af884fba3fbbdbb01909547b 100644
GIT binary patch
delta 56
zcmbQh+s4ab%*)FqQhP9ZBgZU8#Zvu@{M=N1$E1wR+{C=fQX?b%@cg3e;)2BFRQ=@q
Ml+?{<84t4n0PZsrAOHXW

delta 66
zcmZqUoxsas%*)GlBe6AVBgZU8?Rx!;{M=Oi#H5T&eV6>?(%jU%l4AYzqSVU7lKfo#
W#GD+3f};Ga)Z~)l&4(Eevj70)KNsl$


From 14717b18d0e7c8833a3426e77250c43f154df0fd Mon Sep 17 00:00:00 2001
From: Abhimanyu22 <link2manyu@hotmail.com>
Date: Sat, 13 Oct 2018 07:17:11 +0000
Subject: [PATCH 3/4] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 193 -> 183 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 505 -> 687 bytes
 q04_spearman_correlation/build.py             |  19 ++++++++++++++++--
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 199 -> 189 bytes
 ...st_q04_spearman_correlation.cpython-36.pyc | Bin 1717 -> 1707 bytes
 5 files changed, 17 insertions(+), 2 deletions(-)

diff --git a/q04_spearman_correlation/__pycache__/__init__.cpython-36.pyc b/q04_spearman_correlation/__pycache__/__init__.cpython-36.pyc
index 78682675323d8e4b951373280266bfae3fe10d8b..da569297c716542e5567266f9449398150fc3edb 100644
GIT binary patch
delta 53
zcmX@exSf&1n3tDJr1oI+L=JPs6#b0++*EzXq>Rkm#JtK<BP0Fr{G#mQg2d!h{p9?V
I)QMT)0K0V&-v9sr

delta 63
zcmdnac#x69n3tDp*}dkdi5%wIdHNaoxvBbzNg0{?F8Rr&xv6<2#ro+*sg;Q(`MLUu
SIXMaiMfq8&$tA@T6T$(sgBI}s

diff --git a/q04_spearman_correlation/__pycache__/build.cpython-36.pyc b/q04_spearman_correlation/__pycache__/build.cpython-36.pyc
index 94f735a46faa9e694e8a6b3b49b480cf37144bf0..67bbdcb324b7d1671c2672824bb3156a69a38d76 100644
GIT binary patch
literal 687
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delta 348
zcmYjMyGq1B6rERMHnNSi!j`5AYAYgWWg)^M$~4QEJDQD|OqiJ!tSq#(kOezGz{=l|
zw0?zF-o(Paa1Mui?(-x1<|ljOar(OXCbuXdUt}d1>O+LzMgjt~CX#AeF<_5W@<DM_
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zQ%28r<Y=mDedgwcmZGrEt-8DK#6>uKpr6~kv_|LZs+>>qV_PhYZi3HmoW57Vnq1ZO
zq;<B^Mexf{dI6*Uxc)st-5PQh%eYkyDBrObWa6}fS>f*-N7ME13}yc-|5S`dm+Tu0
Qi&`J_^L(F5SV~jz3*HV=BLDyZ

diff --git a/q04_spearman_correlation/build.py b/q04_spearman_correlation/build.py
index 557be32..ae77d96 100644
--- a/q04_spearman_correlation/build.py
+++ b/q04_spearman_correlation/build.py
@@ -1,8 +1,23 @@
-# Default Import
 import pandas as pd
+import numpy as np
 
 dataframe_1 = pd.read_csv('data/house_prices_multivariate.csv')
 dataframe_2 = pd.read_csv('data/house_prices_copy.csv')
 
-# Your code here
+def spearman_correlation():
+    
+    sale_price1 = dataframe_1.loc[:, 'SalePrice'].rank()
+    sale_price2 = dataframe_2.loc[:, 'SalePrice'].rank()
+    difference = (sale_price1 - sale_price2)**2
+    ss = np.sum(difference)
+    n = np.size(difference)
+    r = 1-((6*ss)/(n*(n**2-1)))
+    return r
+
+
+spearman_correlation()
+
+
+
+
 
diff --git a/q04_spearman_correlation/tests/__pycache__/__init__.cpython-36.pyc b/q04_spearman_correlation/tests/__pycache__/__init__.cpython-36.pyc
index 495646a3bc5e900ad0593288f8e14eb5f8ed301b..88c87f54a59698f8b763830e80ffdae4abcdbd30 100644
GIT binary patch
delta 53
zcmX@kxR;T`n3tDJr1oI+L=JPsEd7l9+*EzXq>Rkm#JtK<BP0Fr{G#mQg2d!h{p9?V
I)QMTK0KUT!_W%F@

delta 63
zcmdnXc$|^Ln3tF9Mq+E!L=JQ968(()+*JL<q>M~`m;B_?+|<01V*T`@)XKz?{9OIS
SoE(LMqWrAX<dWiv39$gFm=?eQ

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..fbafed491a6e3f39be3252cb10ea155cd693753d 100644
GIT binary patch
delta 56
zcmdnWyPB87n3tDJr1oI+MvlddiuL*#`MIh3j!7Arxrup|rA9{j;rT_`#RZAUsrt$J
MDXE*UG2UkZ00D6mq5uE@

delta 66
zcmZ3@yOo#2n3tF9Mq+E!Mvldd+MW6t`MIh3iAfom`Y!p&rManjCB^#bMX8mECHcAf
Wi8(n61x5K;smUe9o6j)bX8{2G5EyF!


From 721294796a2d0ee75eb21691dc553a0ea6f7c88b Mon Sep 17 00:00:00 2001
From: Abhimanyu22 <link2manyu@hotmail.com>
Date: Sat, 13 Oct 2018 18:33:19 +0000
Subject: [PATCH 4/4] Done

---
 q02_plot/__pycache__/__init__.cpython-36.pyc  | Bin 177 -> 167 bytes
 q02_plot/__pycache__/build.cpython-36.pyc     | Bin 775 -> 844 bytes
 q02_plot/build.py                             |  19 ++++++++++++++++--
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 183 -> 173 bytes
 .../__pycache__/test_q02_plot.cpython-36.pyc  | Bin 969 -> 959 bytes
 5 files changed, 17 insertions(+), 2 deletions(-)

diff --git a/q02_plot/__pycache__/__init__.cpython-36.pyc b/q02_plot/__pycache__/__init__.cpython-36.pyc
index 215eac083bf88e6537e6d7d6a5471a2c374ca81c..724baf026f46973f5ca022c23661e36e46b5793f 100644
GIT binary patch
delta 53
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delta 63
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SIXMaiMfq8&$tA@T6Wjr*(-yG+

diff --git a/q02_plot/__pycache__/build.cpython-36.pyc b/q02_plot/__pycache__/build.cpython-36.pyc
index bed076d1cc99b8e94b503c07bb460492f8d4c6bc..06ebff5dca35eb680c865ad0cfbf7dcef593eb78 100644
GIT binary patch
literal 844
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diff --git a/q02_plot/build.py b/q02_plot/build.py
index 70276d6..5641973 100644
--- a/q02_plot/build.py
+++ b/q02_plot/build.py
@@ -1,5 +1,5 @@
-# Default Imports
 import pandas as pd
+import numpy as np
 import matplotlib.pyplot as plt
 from greyatomlib.descriptive_stats.q01_calculate_statistics.build import calculate_statistics
 
@@ -7,6 +7,21 @@
 dataframe = pd.read_csv('data/house_prices_multivariate.csv')
 sale_price = dataframe.loc[:, 'SalePrice']
 
+def plot():
+    plt.figure()
+    sale_price.hist(bins=60)
+    plt.axvline(x=sale_price.mean(),label='mean')
+    plt.axvline(x=sale_price.median(),label='median')
+    plt.axvline(x=np.array(sale_price.mode())[0],label='mode')
+    plt.legend()
+    plt.show();
+    
+    return
+
+
+plot()
+
+
+
 
-# Draw the plot for the mean, median and mode for the dataset
 
diff --git a/q02_plot/tests/__pycache__/__init__.cpython-36.pyc b/q02_plot/tests/__pycache__/__init__.cpython-36.pyc
index 488a8902e9cb8aed0f38d008a72db519050c874f..4eb8f149f48464ba996ce799b2a75d45c561914f 100644
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