From 3d1c153943a1a83449c367df56b10fbcc38868d0 Mon Sep 17 00:00:00 2001
From: iampa1 <iampa1gehaney@gmail.com>
Date: Mon, 14 Jan 2019 12:59:08 +0000
Subject: [PATCH 1/4] Done

---
 __pycache__/__init__.cpython-36.pyc           | Bin 168 -> 153 bytes
 .../__pycache__/__init__.cpython-36.pyc       | Bin 193 -> 178 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 630 -> 517 bytes
 q01_calculate_statistics/build.py             |  10 +++++++++-
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 199 -> 184 bytes
 .../__pycache__/test_q01_plot.cpython-36.pyc  | Bin 2949 -> 2934 bytes
 6 files changed, 9 insertions(+), 1 deletion(-)

diff --git a/__pycache__/__init__.cpython-36.pyc b/__pycache__/__init__.cpython-36.pyc
index cd8686b0f9f17c173480b2b430af88fa1427ca13..9185e6c6cece676e8293c3dac7afb6871016da56 100644
GIT binary patch
delta 48
zcmZ3%IFpgXn3tE!vfU<TB8Rz*n|?-qZmND}Vs1gAp?-LNQFd`bVsff}a(+tc#4I}i
DP67{3

delta 63
zcmbQqxPp<xn3tDp*}dkdi5%wIq52v5xvBbzNg0{?F8Rr&xv6<2#ro+*sg;Q(`MLUu
SIXMaiMfq8&$tA@TqwN5qixz_b

diff --git a/q01_calculate_statistics/__pycache__/__init__.cpython-36.pyc b/q01_calculate_statistics/__pycache__/__init__.cpython-36.pyc
index 7f99883c1d9debd8b77bd7ef3726fb2472273668..1035d536387b2add3e65e583ed365bccba29fafe 100644
GIT binary patch
delta 48
zcmX@exQUU&n3tE!vfU<TB8Rz5ynaT0ZmND}Vs1gAp?-LNQFd`bVsff}a(+tc#H?@t
DT2K$N

delta 63
zcmdnQc#x69n3tDp*}dkdi5%wIdHNaoxvBbzNg0{?F8Rr&xv6<2#ro+*sg;Q(`MLUu
SIXMaiMfq8&$tA@Tqr(BSJ{IQy

diff --git a/q01_calculate_statistics/__pycache__/build.cpython-36.pyc b/q01_calculate_statistics/__pycache__/build.cpython-36.pyc
index 58a2a31fb42e0e24a3953e95448b0ffc0fa71daf..8b34e5ac64663069c2a3521f8f9419ab250609a6 100644
GIT binary patch
delta 327
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delta 422
zcmY*VJxjzu5Z&G6a=GXsiU@XrtI`<7LJJYWv$nWGNOP>o=q2Wh-HmW^a)tN<j%)n`
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diff --git a/q01_calculate_statistics/build.py b/q01_calculate_statistics/build.py
index a556241..6c9a6a2 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():
+    return sale_price.mean(),sale_price.median(),sale_price.mode()[0]
+
+
+sale_price.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..8aac5da155c4de597f7a4312bce59ad24a915975 100644
GIT binary patch
delta 48
zcmX@kxPy_yn3tE!rrjoHB8Rz5s(wa(ZmND}Vs1gAp?-LNQFd`bVsff}a(+tc#H?5V
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delta 63
zcmdnNc$|^Ln3tF9Mq+E!L=JQ968(()+*JL<q>M~`m;B_?+|<01V*T`@)XKz?{9OIS
SoE(LMqWrAX<dWiv(XjxiQx>)W

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..c426b8e98ed417575bfdebda5463848d0bb47cb5 100644
GIT binary patch
delta 51
zcmZn_|0c#^%*)GV({2;9k>e<%OqPB|er~FMW@2tZqM?3xeo=ODL1J>MesX?F>gFGe
Gy_^7~#1WDJ

delta 66
zcmew+)+)|n%*)GlBe6AVBgauj?MnTO{M=Oi#H5T&eV6>?(%jU%l4AYzqSVU7lKfo#
V#GD+3f};Ga)Z~)l%`X{yIROjL7<&K!


From 1746ad2c393e7c053a69501d08de3aa542fd0c9f Mon Sep 17 00:00:00 2001
From: iampa1 <iampa1gehaney@gmail.com>
Date: Wed, 16 Jan 2019 05:15:35 +0000
Subject: [PATCH 2/4] Done

---
 q02_plot/__pycache__/__init__.cpython-36.pyc  | Bin 177 -> 162 bytes
 q02_plot/__pycache__/build.cpython-36.pyc     | Bin 775 -> 948 bytes
 q02_plot/build.py                             |  22 +++++++++++++++++-
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 183 -> 168 bytes
 .../__pycache__/test_q02_plot.cpython-36.pyc  | Bin 969 -> 954 bytes
 5 files changed, 21 insertions(+), 1 deletion(-)

diff --git a/q02_plot/__pycache__/__init__.cpython-36.pyc b/q02_plot/__pycache__/__init__.cpython-36.pyc
index 215eac083bf88e6537e6d7d6a5471a2c374ca81c..2ad5d460736a420e176132e8e198ecc2135bc0eb 100644
GIT binary patch
delta 48
zcmdnUxQLO%n3tE!vfU<TB8Rz*zkWu3ZmND}Vs1gAp?-LNQFd`bVsff}a(+tc#4L9J
DQg9D)

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

diff --git a/q02_plot/__pycache__/build.cpython-36.pyc b/q02_plot/__pycache__/build.cpython-36.pyc
index bed076d1cc99b8e94b503c07bb460492f8d4c6bc..51ae5926b05fbf0dd3a1ef4188c809e39985e302 100644
GIT binary patch
literal 948
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literal 775
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diff --git a/q02_plot/build.py b/q02_plot/build.py
index 70276d6..8a7706b 100644
--- a/q02_plot/build.py
+++ b/q02_plot/build.py
@@ -1,12 +1,32 @@
+# %load q02_plot/build.py
 # Default Imports
 import pandas as pd
 import matplotlib.pyplot as plt
 from greyatomlib.descriptive_stats.q01_calculate_statistics.build import calculate_statistics
-
 plt.switch_backend('agg')
 dataframe = pd.read_csv('data/house_prices_multivariate.csv')
 sale_price = dataframe.loc[:, 'SalePrice']
 
 
 # Draw the plot for the mean, median and mode for the dataset
+def plot():
+    _,args=plt.subplots(1,3)
+    args[0].axvline(sale_price.mean())
+    args[1].axvline(sale_price.median())
+    args[2].axvline(sale_price.mode()[0])
+
+
+_,args=plt.subplots(1,3)
+args[0].axvline(sale_price.mean())
+args[1].axvline(sale_price.median())
+args[2].axvline(sale_price.mode()[0])
+
+
+args[0].hist(dataframe.SalePrice)
+
+plt.show()
+dataframe
+plt.ion()
+plt.get_backend()
+
 
diff --git a/q02_plot/tests/__pycache__/__init__.cpython-36.pyc b/q02_plot/tests/__pycache__/__init__.cpython-36.pyc
index 488a8902e9cb8aed0f38d008a72db519050c874f..bf15db0b67c686388110704e16f03e53aab9848c 100644
GIT binary patch
delta 48
zcmdnaxPp<xn3tE!vfU<TB8Rz5sD4I%ZmND}Vs1gAp?-LNQFd`bVsff}a(+tc#4KL`
DRb&r}

delta 63
zcmZ3%xSf&1n3tF9Mq+E!L=JQ96#b0++*JL<q>M~`m;B_?+|<01V*T`@)XKz?{9OIS
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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..8761ec762a5d11e0afcbfaa95580c7bc4d0997d7 100644
GIT binary patch
delta 51
zcmX@fzKfm1n3tE!vfU<TBS#IROq6~`er~FMW@2tZqM?3xeo=ODL1J>MesX?F>gM%~
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delta 66
zcmdnRev+NTn3tDpkM!KAjT|+M+L`(p`MIh3iAfom`Y!p&rManjCB^#bMX8mECHcAf
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From 3f4e57ace20c8fd5549ef839372a242d66e32a97 Mon Sep 17 00:00:00 2001
From: iampa1 <iampa1gehaney@gmail.com>
Date: Wed, 16 Jan 2019 05:18:15 +0000
Subject: [PATCH 3/4] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 192 -> 177 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 494 -> 490 bytes
 q03_pearson_correlation/build.py              |   7 +++++++
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 198 -> 183 bytes
 .../test_q03_correlation.cpython-36.pyc       | Bin 1680 -> 1665 bytes
 5 files changed, 7 insertions(+)

diff --git a/q03_pearson_correlation/__pycache__/__init__.cpython-36.pyc b/q03_pearson_correlation/__pycache__/__init__.cpython-36.pyc
index 543c178c4df3a2d7e5b64ffe37ce6264e5b948ea..c5ffbd35ebd2ea9f408537c9ea1a9559ff8de7de 100644
GIT binary patch
delta 48
zcmX@WxRH^=n3tE!vfU<TB8Rz5oPI`rZmND}Vs1gAp?-LNQFd`bVsff}a(+tc#H=s?
DS<(-#

delta 63
zcmdnUcz}_^n3tDp*}dkdi5%wIx%wITxvBbzNg0{?F8Rr&xv6<2#ro+*sg;Q(`MLUu
SIXMaiMfq8&$tA@Tqr(8QlNRFu

diff --git a/q03_pearson_correlation/__pycache__/build.cpython-36.pyc b/q03_pearson_correlation/__pycache__/build.cpython-36.pyc
index ba8cf119e61bb596104a35e0bb902136188759a1..c9ffaa55c1607810af8832e83ee680881ace8010 100644
GIT binary patch
delta 220
zcmaFI{EAuGn3tEUZ=YSvF-8W4#|%h-3CMN;;$oYL%IYGi%vo$%?5QkSY|V^}45_Tm
z42%pDy(0BMs+>Wp_<%$SLl$EeQwehxV>4qggC?V&Cd)1El*E$6w4%h^)Of>N6JKb_
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q5}#aLRs^!Dh!sR|fCy#~!7_OtqoOc~S<D3_IGDH?xmY=v_!t3IS20Wg

delta 223
zcmaFG{Ek`Kn3tEUKxS@KE+YfOV+JI^1Y|n^ak0ikW%Y@1k*+L2jx$I=2uPGLWHDwj
zl`v;9rZA>3^)dxBXfpdnu@|H!78U2`X)@ko%S|oG$WPH^xy7B5Sdy4ll$e_uZx}W4
zsg`z@enx(7s(xZpMy9??esXDUYF<gPetJ=AWnxKwu6|-pjzU3EepYI7N%3TD#yDlR
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AM*si-

diff --git a/q03_pearson_correlation/build.py b/q03_pearson_correlation/build.py
index 33a762b..37f28bd 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 +8,9 @@
 
 # Return the correlation value between the SalePrice column for the two loaded datasets
 # Your code here
+def  correlation():
+    return dataframe_1.SalePrice.corr(dataframe_2.SalePrice)
+dataframe_1.SalePrice.corr(dataframe_2.SalePrice)
+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..3479bcb6fc16ed38f152587a61a50b1c53ee8262 100644
GIT binary patch
delta 48
zcmX@cxSf&1n3tE!vfU<TB8Rz5ihf3ZZmND}Vs1gAp?-LNQFd`bVsff}a(+tc#H<(q
DT*eQ^

delta 63
zcmdnac#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..f34db216af1116b23f4dc9d55af3c24a598542bc 100644
GIT binary patch
delta 51
zcmbQh+sMmd%*)GV*=`fFkz*F4Oo4tzer~FMW@2tZqM?3xeo=ODL1J>MesX?F>gKbI
GhgkrI;}G)z

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


From d6693cadad0a5616cc1067f91f3e722db853f8ea Mon Sep 17 00:00:00 2001
From: iampa1 <iampa1gehaney@gmail.com>
Date: Wed, 16 Jan 2019 05:21:39 +0000
Subject: [PATCH 4/4] Done

---
 .../__pycache__/build.cpython-36.pyc          | Bin 490 -> 490 bytes
 .../__pycache__/__init__.cpython-36.pyc       | Bin 193 -> 178 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 505 -> 486 bytes
 q04_spearman_correlation/build.py             |   6 ++++++
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 199 -> 184 bytes
 ...st_q04_spearman_correlation.cpython-36.pyc | Bin 1717 -> 1702 bytes
 6 files changed, 6 insertions(+)

diff --git a/q03_pearson_correlation/__pycache__/build.cpython-36.pyc b/q03_pearson_correlation/__pycache__/build.cpython-36.pyc
index c9ffaa55c1607810af8832e83ee680881ace8010..08815d7a6c45423a9d0b27b70ff0a24fdfdd9372 100644
GIT binary patch
delta 14
VcmaFG{EC^?n3tDp<3`q}i~u7k1cU$p

delta 14
VcmaFG{EC^?n3tEUZzJndMgSsu1YrOG

diff --git a/q04_spearman_correlation/__pycache__/__init__.cpython-36.pyc b/q04_spearman_correlation/__pycache__/__init__.cpython-36.pyc
index 78682675323d8e4b951373280266bfae3fe10d8b..8539862b5e527c0ba842043aef46903dee3898ac 100644
GIT binary patch
delta 48
zcmX@exQUU&n3tE!vfU<TB8Rz5ynaT0ZmND}Vs1gAp?-LNQFd`bVsff}a(+tc#H?@t
DT2K$N

delta 63
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SIXMaiMfq8&$tA@Tqr(BSJ{IQy

diff --git a/q04_spearman_correlation/__pycache__/build.cpython-36.pyc b/q04_spearman_correlation/__pycache__/build.cpython-36.pyc
index 94f735a46faa9e694e8a6b3b49b480cf37144bf0..14d446df8c9c4df6c9da82ae3f6ae43859c93805 100644
GIT binary patch
delta 233
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delta 228
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diff --git a/q04_spearman_correlation/build.py b/q04_spearman_correlation/build.py
index 557be32..727456d 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 +6,9 @@
 dataframe_2 = pd.read_csv('data/house_prices_copy.csv')
 
 # Your code here
+def spearman_correlation():
+    return dataframe_1.SalePrice.corr(dataframe_2.SalePrice,'spearman')
+
+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..251a48043785e26f8fb9c097022424b84f04fb92 100644
GIT binary patch
delta 48
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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..88d00a5d7ecb7fdfe550f3bb44d6138b325995f5 100644
GIT binary patch
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