From 39636b273d7918a392888bc52bd65b1354da66e8 Mon Sep 17 00:00:00 2001
From: mario-the-legend <mario_the_legend@yahoo.co.in>
Date: Sat, 20 Oct 2018 10:02:22 +0000
Subject: [PATCH 1/4] Done

---
 __pycache__/__init__.cpython-36.pyc           | Bin 168 -> 163 bytes
 .../__pycache__/__init__.cpython-36.pyc       | Bin 193 -> 188 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 630 -> 528 bytes
 q01_calculate_statistics/build.py             |   8 +++++++-
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 199 -> 194 bytes
 .../__pycache__/test_q01_plot.cpython-36.pyc  | Bin 2949 -> 2944 bytes
 6 files changed, 7 insertions(+), 1 deletion(-)

diff --git a/__pycache__/__init__.cpython-36.pyc b/__pycache__/__init__.cpython-36.pyc
index cd8686b0f9f17c173480b2b430af88fa1427ca13..cb087671b2c04ddece7735564ee4b4091f3e45c9 100644
GIT binary patch
delta 58
zcmZ3%xR{Z{n3tC;DSdzRL=JPc0R4>o+*JMC#G=f6-I9z{-JI0))Vvh^@cg3e;)2BF
NRQ=@ql+=k?b^slr6W{;<

delta 63
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diff --git a/q01_calculate_statistics/__pycache__/__init__.cpython-36.pyc b/q01_calculate_statistics/__pycache__/__init__.cpython-36.pyc
index 7f99883c1d9debd8b77bd7ef3726fb2472273668..139eaf6d9d7aca51682c37e837caf860c457abc8 100644
GIT binary patch
delta 58
zcmX@exQCI$n3tC;DSdzRL=JPcO#O`f+*JMC#G=f6-I9z{-JI0))Vvh^@cg3e;)2BF
NRQ=@ql+=k?;Q%b%6hr_3

delta 63
zcmdnPc#x69n3tDp*}dkdi5%wIdHNaoxvBbzNg0{?F8Rr&xv6<2#ro+*sg;Q(`MLUu
SIXMaiMfq8&$tA@TQ^NtZ$QJtm

diff --git a/q01_calculate_statistics/__pycache__/build.cpython-36.pyc b/q01_calculate_statistics/__pycache__/build.cpython-36.pyc
index 58a2a31fb42e0e24a3953e95448b0ffc0fa71daf..0645d69e1a476e91830aec1d1f58d0f8ac663951 100644
GIT binary patch
delta 309
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delta 389
zcmY*UyH3ME5WG7(j$?=rhz3z$DU~aOQb2(KiBMCdKys5D_JVEv(%m^ykP!txK$Mmr
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z%l{tSFi*kdw_)Uta=%O=Q_{T`Fy|^yU7jR%A@W!UU&-Y;y*cVPPnrlsv#3Qknb<(?
y^y*Glro~(^oIIo8S-_<*a9DoO{bA#253YcPT5X=<Gi3s2O|IQ*Qj=M9r~42131UhB

diff --git a/q01_calculate_statistics/build.py b/q01_calculate_statistics/build.py
index a556241..2454e67 100644
--- a/q01_calculate_statistics/build.py
+++ b/q01_calculate_statistics/build.py
@@ -1,11 +1,17 @@
+# %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():
+    #print(np.argmax(np.bincount(sale_price)))
+    return np.mean(sale_price),np.median(sale_price),np.argmax(np.bincount(sale_price))
+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..d29ca721520131ffa44cd2a031d7cc86740d3513 100644
GIT binary patch
delta 58
zcmX@kc!-h1n3tC;J$--lL=JPceEp34+*JMC#G=f6-I9z{-JI0))Vvh^@cg3e;)2BF
NRQ=@ql+=k?u>di86kz}W

delta 63
zcmX@ac$|^Ln3tF9Mq+E!L=JQ968(()+*JL<q>M~`m;B_?+|<01V*T`@)XKz?{9OIS
SoE(LMqWrAX<dWivsj&d6-4@CK

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..90bc6a574e00f307937b82ba8644de43ad4775ab 100644
GIT binary patch
delta 61
zcmZn_ZxH7&=H=x|Pv0NCk>e<%T8Vx}er~FMZemepzHUiIs%}nddTL&Zet3RSc5y*s
Qa;koEeoE@*AB?@60BwvFrvLx|

delta 66
zcmZn=Zx!b-=H=zOk=Powk>e<%cBOtser~FMVp2w?zDs^`X>Mv>NwI!<QEFvkNq(+=
VVor`iK~a8IYH~^O=Fg11oB-{;7!Uve


From 2d8df3af79b2d17c186a1ed1542b322a416b1edd Mon Sep 17 00:00:00 2001
From: mario-the-legend <mario_the_legend@yahoo.co.in>
Date: Sun, 21 Oct 2018 07:30:51 +0000
Subject: [PATCH 2/4] Done

---
 q02_plot/__pycache__/__init__.cpython-36.pyc    | Bin 177 -> 172 bytes
 q02_plot/__pycache__/build.cpython-36.pyc       | Bin 775 -> 926 bytes
 q02_plot/build.py                               |  13 +++++++++++++
 .../tests/__pycache__/__init__.cpython-36.pyc   | Bin 183 -> 178 bytes
 .../__pycache__/test_q02_plot.cpython-36.pyc    | Bin 969 -> 964 bytes
 5 files changed, 13 insertions(+)

diff --git a/q02_plot/__pycache__/__init__.cpython-36.pyc b/q02_plot/__pycache__/__init__.cpython-36.pyc
index 215eac083bf88e6537e6d7d6a5471a2c374ca81c..28e99a12d1aae2b26bc6f66751ecb1aeab9f1ee0 100644
GIT binary patch
delta 58
zcmdnUxQ3C#n3tC;DSdzRL=JPcNd1ib+*JMC#G=f6-I9z{-JI0))Vvh^@cg3e;)2BF
NRQ=@ql+=k??f@el6a)YO

delta 63
zcmZ3(xRH^=n3tDp*}dkdi5%wIarzngxvBbzNg0{?F8Rr&xv6<2#ro+*sg;Q(`MLUu
SIXMaiMfq8&$tA@TQ{4fp7#6z#

diff --git a/q02_plot/__pycache__/build.cpython-36.pyc b/q02_plot/__pycache__/build.cpython-36.pyc
index bed076d1cc99b8e94b503c07bb460492f8d4c6bc..f9efe15777c3ddc057775a35ff134e376426796b 100644
GIT binary patch
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diff --git a/q02_plot/build.py b/q02_plot/build.py
index 70276d6..fd5fe85 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 +10,16 @@
 
 
 # Draw the plot for the mean, median and mode for the dataset
+def plot():
+    plt.figure(figsize=(10, 6))
+    plt.hist(sale_price, bins=40)
+    plt.plot([mode]*300, range(300), label='mode')
+    plt.plot([median]*300, range(300), label='median')
+    plt.plot([mean]*300, range(300), label='mean')
+    plt.ylim(0, 250)
+    plt.legend()
+    plt.show()    
+mean, median, mode = calculate_statistics()    
+plot()
+
 
diff --git a/q02_plot/tests/__pycache__/__init__.cpython-36.pyc b/q02_plot/tests/__pycache__/__init__.cpython-36.pyc
index 488a8902e9cb8aed0f38d008a72db519050c874f..6f1b7f6a86b7fad9d96907f51ec6ced0b0696b06 100644
GIT binary patch
delta 58
zcmdnaxQUU&n3tC;DSdzRL=JPcc>Rq0+*JMC#G=f6-I9z{-JI0))Vvh^@cg3e;)2BF
NRQ=@ql+=k?z5pi06dV8m

delta 63
zcmdnQxSf&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..9bb1d795a9e744c556e6e115a422b8b7805d7f0d 100644
GIT binary patch
delta 61
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delta 66
zcmX@Yev+NTn3tDpkM!KAjT|+M+L`(p`MIh3iAfom`Y!p&rManjCB^#bMX8mECHcAf
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From 7803eb962b35fb30cc34cfb9233e4b1b40be25ba Mon Sep 17 00:00:00 2001
From: mario-the-legend <mario_the_legend@yahoo.co.in>
Date: Sun, 21 Oct 2018 08:06:21 +0000
Subject: [PATCH 3/4] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 192 -> 187 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 494 -> 478 bytes
 q03_pearson_correlation/build.py              |   7 +++++++
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 198 -> 193 bytes
 .../test_q03_correlation.cpython-36.pyc       | Bin 1680 -> 1675 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..652ed7f89d51db7190ea9465a31c741c1d675e57 100644
GIT binary patch
delta 58
zcmX@WxSNr~n3tC;DSdzRL=JPc4E>D!+*JMC#G=f6-I9z{-JI0))Vvh^@cg3e;)2BF
NRQ=@ql+=k?VE`;a6hHs~

delta 63
zcmdnZcz}_^n3tDp*}dkdi5%wIx%wITxvBbzNg0{?F8Rr&xv6<2#ro+*sg;Q(`MLUu
SIXMaiMfq8&$tA@TQ^NqY9TxWh

diff --git a/q03_pearson_correlation/__pycache__/build.cpython-36.pyc b/q03_pearson_correlation/__pycache__/build.cpython-36.pyc
index ba8cf119e61bb596104a35e0bb902136188759a1..2891916fb340d06056a77a96d22f823a5705635f 100644
GIT binary patch
delta 280
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delta 295
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zl`v;9rZA>3^)dxBXfpdnu@|H!78U2`X)@ko%S|oG$WPH^xy7B5Sdy4ll$e_uZy3cH
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diff --git a/q03_pearson_correlation/build.py b/q03_pearson_correlation/build.py
index 33a762b..7f6ec37 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'])
+    
+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..859b6b9fe0f07833bc958d77cb9414bef9dc0308 100644
GIT binary patch
delta 58
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delta 63
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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..54f9f72553c1f5db530505e9a041b2bf5247956e 100644
GIT binary patch
delta 61
zcmbQh+s(^i%*)G_l)gWDBgZU8wJQCL{M=Oi+{B{HeBF|aRNb7^^whi*{qX#v?BasN
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delta 66
zcmeC?oxsas%*)GlBe6AVBgZU8?Rx!;{M=Oi#H5T&eV6>?(%jU%l4AYzqSVU7lKfo#
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From 171a82ac5f51f8bd95df4d3277478629b74e7f87 Mon Sep 17 00:00:00 2001
From: mario-the-legend <mario_the_legend@yahoo.co.in>
Date: Sun, 21 Oct 2018 13:07:21 +0000
Subject: [PATCH 4/4] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 193 -> 188 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 505 -> 647 bytes
 q04_spearman_correlation/build.py             |  10 ++++++++++
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 199 -> 194 bytes
 ...st_q04_spearman_correlation.cpython-36.pyc | Bin 1717 -> 1712 bytes
 5 files changed, 10 insertions(+)

diff --git a/q04_spearman_correlation/__pycache__/__init__.cpython-36.pyc b/q04_spearman_correlation/__pycache__/__init__.cpython-36.pyc
index 78682675323d8e4b951373280266bfae3fe10d8b..10d203d44f8d6498adfdb9c7b0b083acec5e2d12 100644
GIT binary patch
delta 58
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delta 63
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diff --git a/q04_spearman_correlation/__pycache__/build.cpython-36.pyc b/q04_spearman_correlation/__pycache__/build.cpython-36.pyc
index 94f735a46faa9e694e8a6b3b49b480cf37144bf0..8d82eaa2fa1f694ef1069003c16db1b5cccc823c 100644
GIT binary patch
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delta 307
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diff --git a/q04_spearman_correlation/build.py b/q04_spearman_correlation/build.py
index 557be32..e1aaa4c 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 +6,13 @@
 dataframe_2 = pd.read_csv('data/house_prices_copy.csv')
 
 # Your code here
+def spearman_correlation():
+    df1 = pd.DataFrame(dataframe_1['SalePrice'])
+    df2 = pd.DataFrame(dataframe_2['SalePrice'])
+    df3 = pd.concat([df1,df2],axis=1)
+    #print(df3)
+    return df3.corr(method='spearman',min_periods=1).iloc[0,1]
+    
+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..5c6911ea985a8d9cfb3e086fca6abd188c94c891 100644
GIT binary patch
delta 58
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delta 63
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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..61e2193f2c90506e1a4eb95551988c3a5fae8e28 100644
GIT binary patch
delta 61
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delta 66
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