From 1a63b60bce0b17d419d3dcdd810a1d9ce0120a71 Mon Sep 17 00:00:00 2001
From: apurvi02 <apurvij@gmail.com>
Date: Mon, 29 Oct 2018 19:27:44 +0000
Subject: [PATCH 1/3] Done

---
 __pycache__/__init__.cpython-36.pyc           | Bin 168 -> 155 bytes
 .../__pycache__/__init__.cpython-36.pyc       | Bin 193 -> 180 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 630 -> 591 bytes
 q01_calculate_statistics/build.py             |  13 +++++++++++--
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 199 -> 186 bytes
 .../__pycache__/test_q01_plot.cpython-36.pyc  | Bin 2949 -> 2936 bytes
 6 files changed, 11 insertions(+), 2 deletions(-)

diff --git a/__pycache__/__init__.cpython-36.pyc b/__pycache__/__init__.cpython-36.pyc
index cd8686b0f9f17c173480b2b430af88fa1427ca13..13b3e1eec314d827727e445f567f754034a8dc84 100644
GIT binary patch
delta 50
zcmZ3%IGd5fn3tEUBkp?iL=JN~5B-e%+*JL<g3_Y0OamkR@cg3e;)2BFRQ=@ql+=k?
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delta 63
zcmbQuxPp<xn3tDp*}dkdi5%wIq52v5xvBbzNg0{?F8Rr&xv6<2#ro+*sg;Q(`MLUu
SIXMaiMfq8&$tA@TW9<N=4Hkz0

diff --git a/q01_calculate_statistics/__pycache__/__init__.cpython-36.pyc b/q01_calculate_statistics/__pycache__/__init__.cpython-36.pyc
index 7f99883c1d9debd8b77bd7ef3726fb2472273668..651dde569134d1491852be21ce4d3c7519f20906 100644
GIT binary patch
delta 50
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delta 63
zcmdnOc#x69n3tDp*}dkdi5%wIdHNaoxvBbzNg0{?F8Rr&xv6<2#ro+*sg;Q(`MLUu
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diff --git a/q01_calculate_statistics/__pycache__/build.cpython-36.pyc b/q01_calculate_statistics/__pycache__/build.cpython-36.pyc
index 58a2a31fb42e0e24a3953e95448b0ffc0fa71daf..2cd647a12e5ea104a594357a5cfb5d28cee101fd 100644
GIT binary patch
delta 336
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delta 388
zcmY*TyH3ME5WI)&IEDxXrAg-s$(19~P*M;HQ9wa=jdgf8#Kte(*_J|s5aa`*wEO^H
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zd(@-*OzoLI=y!I}<kdnk!-P}G0;E>XhPVnPM6qr=3uG-jo|Un()+2T_+$?X+T<S89
H9`^nKc;jZk

diff --git a/q01_calculate_statistics/build.py b/q01_calculate_statistics/build.py
index a556241..419d517 100644
--- a/q01_calculate_statistics/build.py
+++ b/q01_calculate_statistics/build.py
@@ -1,11 +1,20 @@
+# %load q01_calculate_statistics/build.py
 # Default Imports
 import numpy as np
 import pandas as pd
-
+from scipy import stats
 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=pd.Series.mode(sale_price)
+    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..3e755c8d98108d56fd75675ab22f7d492e9216bf 100644
GIT binary patch
delta 50
zcmX@kxQmg)n3tEUJMMb)L=JPgbp4F{+*JL<g3_Y0OamkR@cg3e;)2BFRQ=@ql+=k?
Fu>hT55mNvF

delta 63
zcmdnRc$|^Ln3tF9Mq+E!L=JQ968(()+*JL<q>M~`m;B_?+|<01V*T`@)XKz?{9OIS
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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..b70a4e0230cda68d8085a72411b0e37ec7c6b55e 100644
GIT binary patch
delta 53
zcmZn_{~^X<%*)Hw9d|u?Bgaujxg7nB{M=Oi#DdbIvP=Ub{qX#v?BasN<W&9S{FKzq
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delta 66
zcmew%)+)|n%*)GlBe6AVBgauj?MnTO{M=Oi#H5T&eV6>?(%jU%l4AYzqSVU7lKfo#
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From f28a9044daf79d343d9efdbb095406420de0dcc3 Mon Sep 17 00:00:00 2001
From: apurvi02 <apurvij@gmail.com>
Date: Tue, 20 Nov 2018 16:49:04 +0000
Subject: [PATCH 2/3] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 192 -> 179 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 494 -> 528 bytes
 q03_pearson_correlation/build.py              |   8 ++++++++
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 198 -> 185 bytes
 .../test_q03_correlation.cpython-36.pyc       | Bin 1680 -> 1667 bytes
 5 files changed, 8 insertions(+)

diff --git a/q03_pearson_correlation/__pycache__/__init__.cpython-36.pyc b/q03_pearson_correlation/__pycache__/__init__.cpython-36.pyc
index 543c178c4df3a2d7e5b64ffe37ce6264e5b948ea..94741b7062f6c09633b343703eeff526393d0aa8 100644
GIT binary patch
delta 50
zcmX@WxS5f|n3tEUBkp?iL=JPg1pSQs+*JL<g3_Y0OamkR@cg3e;)2BFRQ=@ql+=k?
FVE~y)5i|e*

delta 63
zcmdnYcz}_^n3tDp*}dkdi5%wIx%wITxvBbzNg0{?F8Rr&xv6<2#ro+*sg;Q(`MLUu
SIXMaiMfq8&$tA@TW5WQm6&B|J

diff --git a/q03_pearson_correlation/__pycache__/build.cpython-36.pyc b/q03_pearson_correlation/__pycache__/build.cpython-36.pyc
index ba8cf119e61bb596104a35e0bb902136188759a1..72bb78d58646823d5948c770e3c73ea78735ef5e 100644
GIT binary patch
delta 348
zcmYjNu}Z{15S`ggaxv#s+61hHG)B)x1VOk?P=rH-6*-pdiivlZFdGj9#Ug%ya$n&m
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delta 314
zcmYjMyGq1B6rERM%(4j9f>vUxLHz+iK@b#Sv6*HWb4Rlw$%H$jU}d4Lplt02_(eim
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BOyU3l

diff --git a/q03_pearson_correlation/build.py b/q03_pearson_correlation/build.py
index 33a762b..ef00a68 100644
--- a/q03_pearson_correlation/build.py
+++ b/q03_pearson_correlation/build.py
@@ -1,5 +1,7 @@
+# %load q03_pearson_correlation/build.py
 # Default Imports
 import pandas as pd
+import scipy.stats as stats
 
 dataframe_1 = pd.read_csv('data/house_prices_multivariate.csv')
 dataframe_2 = pd.read_csv('data/house_prices_copy.csv')
@@ -7,3 +9,9 @@
 
 # Return the correlation value between the SalePrice column for the two loaded datasets
 # Your code here
+def correlation():
+    s=stats.pearsonr(dataframe_1['SalePrice'],dataframe_2['SalePrice'])
+    return s[0]
+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..a9e3b8c9d6d95c8e20c12a3f2c8d3f6555a9f848 100644
GIT binary patch
delta 50
zcmX@cxRa5?n3tEUBkp?iL=JPgH2sYH+*JL<g3_Y0OamkR@cg3e;)2BFRQ=@ql+=k?
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delta 63
zcmdnVc#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..50d911e7ddaa1702c239a8b63d947b10869de64a 100644
GIT binary patch
delta 53
zcmbQh+sw;h%*)Hw5qCX$BgZU8xg!0H{M=Oi#DdbIvP=Ub{qX#v?BasN<W&9S{FKzq
JXBiK(007Fw5_tds

delta 66
zcmZqXoxsas%*)GlBe6AVBgZU8?Rx!;{M=Oi#H5T&eV6>?(%jU%l4AYzqSVU7lKfo#
W#GD+3f};Ga)Z~)l%?B6{vj70(Z5QJJ


From 6d091a7477057fefb3506ee4f1096bbc55eed8d5 Mon Sep 17 00:00:00 2001
From: apurvi02 <apurvij@gmail.com>
Date: Tue, 20 Nov 2018 16:52:36 +0000
Subject: [PATCH 3/3] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 193 -> 180 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 505 -> 539 bytes
 q04_spearman_correlation/build.py             |   7 +++++++
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 199 -> 186 bytes
 ...st_q04_spearman_correlation.cpython-36.pyc | Bin 1717 -> 1704 bytes
 5 files changed, 7 insertions(+)

diff --git a/q04_spearman_correlation/__pycache__/__init__.cpython-36.pyc b/q04_spearman_correlation/__pycache__/__init__.cpython-36.pyc
index 78682675323d8e4b951373280266bfae3fe10d8b..31525d2f0f8e890392f1f26d9c380b60789e7898 100644
GIT binary patch
delta 50
zcmX@exP_6!n3tEUBkp?iL=JPgME#8X+*JL<g3_Y0OamkR@cg3e;)2BFRQ=@ql+=k?
F;Q*P<5jX$<

delta 63
zcmdnOc#x69n3tDp*}dkdi5%wIdHNaoxvBbzNg0{?F8Rr&xv6<2#ro+*sg;Q(`MLUu
SIXMaiMfq8&$tA@TW5WTnz!vKO

diff --git a/q04_spearman_correlation/__pycache__/build.cpython-36.pyc b/q04_spearman_correlation/__pycache__/build.cpython-36.pyc
index 94f735a46faa9e694e8a6b3b49b480cf37144bf0..5a090593eaf6170afedbb1c59c9eef43355ab8be 100644
GIT binary patch
literal 539
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delta 332
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diff --git a/q04_spearman_correlation/build.py b/q04_spearman_correlation/build.py
index 557be32..c5b80d1 100644
--- a/q04_spearman_correlation/build.py
+++ b/q04_spearman_correlation/build.py
@@ -1,8 +1,15 @@
+# %load q04_spearman_correlation/build.py
 # Default Import
 import pandas as pd
+import scipy.stats as stats
 
 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():
+    s=stats.spearmanr(dataframe_1['SalePrice'],dataframe_2['SalePrice'])
+    return s[0]
+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..52c09be8242f207b4c607e2910621a72ea708689 100644
GIT binary patch
delta 50
zcmX@kxQmg)n3tEUBkp?iL=JPgbp4F{+*JL<g3_Y0OamkR@cg3e;)2BFRQ=@ql+=k?
Fu>hRq5l{dC

delta 63
zcmdnRc$|^Ln3tF9Mq+E!L=JQ968(()+*JL<q>M~`m;B_?+|<01V*T`@)XKz?{9OIS
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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..2f5d6614762ad52a04f3a33aed168dc60a2deb4a 100644
GIT binary patch
delta 53
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delta 66
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