From d46ead7b7b1657b5c9169aeb9bf68bef8af8ac79 Mon Sep 17 00:00:00 2001
From: paragDC <paragchache06@gmail.com>
Date: Sun, 30 Dec 2018 07:53:07 +0000
Subject: [PATCH 1/4] Done

---
 __pycache__/__init__.cpython-36.pyc           | Bin 168 -> 154 bytes
 .../__pycache__/__init__.cpython-36.pyc       | Bin 193 -> 179 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 630 -> 499 bytes
 q01_calculate_statistics/build.py             |   9 ++++++++-
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 199 -> 185 bytes
 .../__pycache__/test_q01_plot.cpython-36.pyc  | Bin 2949 -> 2935 bytes
 6 files changed, 8 insertions(+), 1 deletion(-)

diff --git a/__pycache__/__init__.cpython-36.pyc b/__pycache__/__init__.cpython-36.pyc
index cd8686b0f9f17c173480b2b430af88fa1427ca13..34e645bf97a4b92fddbd720ea1e13a51e57439a0 100644
GIT binary patch
delta 49
zcmZ3%IE#_Pn3tC;xKbl#B8R!GyM9J~ZmNDkVo_qci?e=seo=ODL1J>MesX?F>clKN
E09>FCq5uE@

delta 63
zcmbQmxPp<xn3tDp*}dkdi5%wIq52v5xvBbzNg0{?F8Rr&xv6<2#ro+*sg;Q(`MLUu
SIXMaiMfq8&$tA@TW9$H;%oc?J

diff --git a/q01_calculate_statistics/__pycache__/__init__.cpython-36.pyc b/q01_calculate_statistics/__pycache__/__init__.cpython-36.pyc
index 7f99883c1d9debd8b77bd7ef3726fb2472273668..b0918436fdcddb12f99ef468acbe3548672209a5 100644
GIT binary patch
delta 49
zcmX@exS5f|n3tC;xKbl#B8Rzbf__GRZmNDkVo_qci?e=seo=ODL1J>MesX?F>cp&Y
E0BJc81^@s6

delta 63
zcmdnYc#x69n3tDp*}dkdi5%wIdHNaoxvBbzNg0{?F8Rr&xv6<2#ro+*sg;Q(`MLUu
SIXMaiMfq8&$tA@TW5NNme-`Ng

diff --git a/q01_calculate_statistics/__pycache__/build.cpython-36.pyc b/q01_calculate_statistics/__pycache__/build.cpython-36.pyc
index 58a2a31fb42e0e24a3953e95448b0ffc0fa71daf..ba7601991cdefe6691393f8c0fb5cf880eff323f 100644
GIT binary patch
delta 307
zcmYk2y-EW?5XWafa;}GI?6gheRaaQpNDz|RMj>!0VcA_ZdV9C*Cc;$~*9*ZHu=SO;
z%_9gFR?eP<4$N-`=06|I7yo3F)A2aJ?oMuA3BV5i8N>VnJxsTgv&@Jd2yCnQOOkN(
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tNWE0yIdU!6GP1f=K6MU#e@lO}JuF0Vju&leGff`|IYJOYb8<Km><23SN45X}

literal 630
zcmZuuy^a$x5cbbzvss7`=$h*yx-_?kXebau;%MQdbZ%BYdyaVV{$P6}<rJ!ex8MbM
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z85!VA`JGs7q=m~AR0)($B9WoILGkCP0%>T##-EeLCyR!xK@yYA4&*=&teI<iO0GE)
zU^gdky8v#r??<;%y@u5m960<gSr?IYL(E!`T`WCz|I01rEog&2HfWJ=z!~tEh1i(y
zq#ePpxp?$1zfJ|j<9m*Tzn_Ef@5C*z@9&Q|i54n(wKdg6uf`U-;HwV~_A>NsC9Pcz
zu5Uo0SA$p13^*#NeUQQUV3bFqQ@r|g{;XEgs?p*Yj}oe@(O7*p?BmJ*!pk(!0u|vU
zE$Kt%9-zHm#924C!`?A`iF}Zqmfq#*Q8<vg#y!O>?J{!PE0=aNA*X*GsS*RRc!@I`
RExbzArfvl-SV^DE{{XjqvDyFt

diff --git a/q01_calculate_statistics/build.py b/q01_calculate_statistics/build.py
index a556241..a142f66 100644
--- a/q01_calculate_statistics/build.py
+++ b/q01_calculate_statistics/build.py
@@ -1,11 +1,18 @@
+# %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]
+
+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..fb2987785d3761ebaef0eb6c3dc0053aa44ffa66 100644
GIT binary patch
delta 49
zcmX@kxRa5?n3tC;v{EBxB8Rzbntn!pZmNDkVo_qci?e=seo=ODL1J>MesX?F>cp&A
E0BnyCAOHXW

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

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..f4937a152ec0e486274a73f1f3b311db9a9af89f 100644
GIT binary patch
delta 52
zcmZn_|1QR1%*)FaTB#AUk>e<%Y_@(zer~FML1Iy2x{I@Zcz#iKaY15os(x~QO6ukx
HjJ=!ywG$EL

delta 66
zcmew^)+)|n%*)GlBe6AVBgauj?MnTO{M=Oi#H5T&eV6>?(%jU%l4AYzqSVU7lKfo#
V#GD+3f};Ga)Z~)l&94}HIROk67<~W$


From 4bda3371860db6214d8b711132503abe0db83b6f Mon Sep 17 00:00:00 2001
From: paragDC <paragchache06@gmail.com>
Date: Sun, 30 Dec 2018 07:55:02 +0000
Subject: [PATCH 2/4] Done

---
 q02_plot/__pycache__/__init__.cpython-36.pyc    | Bin 177 -> 163 bytes
 q02_plot/__pycache__/build.cpython-36.pyc       | Bin 775 -> 599 bytes
 q02_plot/build.py                               |   5 +++++
 .../tests/__pycache__/__init__.cpython-36.pyc   | Bin 183 -> 169 bytes
 .../__pycache__/test_q02_plot.cpython-36.pyc    | Bin 969 -> 955 bytes
 5 files changed, 5 insertions(+)

diff --git a/q02_plot/__pycache__/__init__.cpython-36.pyc b/q02_plot/__pycache__/__init__.cpython-36.pyc
index 215eac083bf88e6537e6d7d6a5471a2c374ca81c..e14f2cf57cd1ed034b333ebf2a6825478dffa063 100644
GIT binary patch
delta 49
zcmdnUxR{Z{n3tC;xKbl#B8RzbfPO}PZmNDkVo_qci?e=seo=ODL1J>MesX?F>clK}
E0AVQ)#sB~S

delta 63
zcmZ3?xRH^=n3tDp*}dkdi5%wIarzngxvBbzNg0{?F8Rr&xv6<2#ro+*sg;Q(`MLUu
SIXMaiMfq8&$tA@TW849#&lafw

diff --git a/q02_plot/__pycache__/build.cpython-36.pyc b/q02_plot/__pycache__/build.cpython-36.pyc
index bed076d1cc99b8e94b503c07bb460492f8d4c6bc..7dcb784a049b8639fa1552a6287b86175670973c 100644
GIT binary patch
delta 357
zcmYk2KTE?v6u|G@C21O)4sL>Uu#25CbkIRWsNm!ua1aimocFFt)1(P^QE{%~;!^r4
z^sD#*gsgr7S0^uZ&<F3wgM07y9{22hIQ?N52Ja8M*Ka_`C;1o5)<-tY#j?LMbkY{G
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zsAywEV!PpNz-m@z6?c-Usp`OpOpQxDmFksf*AA@leHtZ2uA)+C5g(7Dt3uCADWr;I
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tqo~A0i(J(#E2MU;X6^br<hSzdL+u~r1>R=ru=z35vG5^)4h<|fogY5$Q4jzC

delta 512
zcmZ8c&ubJh6wb?Jv$NxD54}}I#2#c$1A4F&5kYBhUV4iKNhi^nA@hSITU+ST!&bz@
z9+o|de}Mi&LasgaU-0CcRj`=wUf%cdzAx|nWS{x&)9EyMa_^h?LJ7Ghw@!rhOAL3g
z+I^HkJyy{IM6Ba_qCmkXs@QwFLqwuRieC|NN5K)v#;dajtFL>PgPLQ!8XS%>d9onK
z(VWa-PCeArN9aPA6bK@AK~$vJ;Iw3a8Tg;^qncmP#b%O!y^0LKz6nrd5Jp93Ive2R
zQg9_*snrdxMY6~;e8j|5t#<z0=s)GhO8GL2?a&jV-gv>v%K4BuY4p3^R)rR0d3HL;
z0_~OHN7`1}1%4{cOuH-+tkJR+ywR$XZD38O^mk&@936kX&C9OQxjZSW{B>8%8r^!A
zf3W&o`mV{PF%Ns&)w=L*y$8=8rzmm>CITsJ!8TsIg(yn}?`4Y%*$Kk+67Iuz{R0ly
kK=1CyNNw8epud%-2t)iFN17S^V%TwG9zy~tO<;TU8->Pr@Bjb+

diff --git a/q02_plot/build.py b/q02_plot/build.py
index 70276d6..3306c09 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 +10,8 @@
 
 
 # Draw the plot for the mean, median and mode for the dataset
+def plot():
+    plt.hist(sale_price)
+
+
 
diff --git a/q02_plot/tests/__pycache__/__init__.cpython-36.pyc b/q02_plot/tests/__pycache__/__init__.cpython-36.pyc
index 488a8902e9cb8aed0f38d008a72db519050c874f..4ebd39509d7f2d7b34418172f1424e790f94f313 100644
GIT binary patch
delta 49
zcmdnaxRQ~>n3tC;xKbl#B8Rzbn0`inZmNDkVo_qci?e=seo=ODL1J>MesX?F>clKx
E0Aw!@-T(jq

delta 63
zcmZ3<xSf&1n3tF9Mq+E!L=JQ96#b0++*JL<q>M~`m;B_?+|<01V*T`@)XKz?{9OIS
SoE(LMqWrAX<dWivF}?tu<Q8}U

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..5c79566bde931f001e1652b92ca15141b7207bee 100644
GIT binary patch
delta 52
zcmX@fzMGxHn3tC;xKbl#BS#IRY_xtxer~FML1Iy2x{I@Zcz#iKaY15os(x~QO6unI
Hj8aShq6iSM

delta 66
zcmdnZev+NTn3tDpkM!KAjT|+M+L`(p`MIh3iAfom`Y!p&rManjCB^#bMX8mECHcAf
Wi8(n61x5K;smUe9n-?-lF#!PK&ldmy


From 8445f330227c556a617700f4f41bb569d8bfb02d Mon Sep 17 00:00:00 2001
From: paragDC <paragchache06@gmail.com>
Date: Sun, 30 Dec 2018 07:58:48 +0000
Subject: [PATCH 3/4] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 192 -> 178 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 494 -> 448 bytes
 q03_pearson_correlation/build.py              |   7 ++++++-
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 198 -> 184 bytes
 .../test_q03_correlation.cpython-36.pyc       | Bin 1680 -> 1666 bytes
 5 files changed, 6 insertions(+), 1 deletion(-)

diff --git a/q03_pearson_correlation/__pycache__/__init__.cpython-36.pyc b/q03_pearson_correlation/__pycache__/__init__.cpython-36.pyc
index 543c178c4df3a2d7e5b64ffe37ce6264e5b948ea..96aca08e0f9710f9c9a756557fc19e8645c88089 100644
GIT binary patch
delta 49
zcmX@WxQUU&n3tC;xKbl#B8RzbynaT0ZmNDkVo_qci?e=seo=ODL1J>MesX?F>cp%t
E0BE=n0ssI2

delta 63
zcmdnQcz}_^n3tDp*}dkdi5%wIx%wITxvBbzNg0{?F8Rr&xv6<2#ro+*sg;Q(`MLUu
SIXMaiMfq8&$tA@TW5NKk)E4Cc

diff --git a/q03_pearson_correlation/__pycache__/build.cpython-36.pyc b/q03_pearson_correlation/__pycache__/build.cpython-36.pyc
index ba8cf119e61bb596104a35e0bb902136188759a1..32f2ee8aad624e4d3636bec2ed466cc89b1a5947 100644
GIT binary patch
delta 296
zcmaFIe1JLGn3tDpU6n>mCL;sGV+JI^1Y|n^aj_1NNMT4}%wdRPOks**N@dJqPGN3l
zjA8+^Sb!|n6xI~B7KSLc6vki%P4<^S9SnZyPZJkjGkL$leqxxf2hel|XCN+S0TLw)
zKvj%>nvA#Dic*V9b4pe+6fpzE!Nji^{fzwFRQ-a)qQrC;XZ`T}qU_>=#N<@{<ouM>
z$+nD<`K&;-n(R?*1&MhniN&{=3Q~$du8ra-N=;0OPcANt;!a5{NlYtB%uS6qMCKS3
lf%GCQgRnquy2W9Wo1apelWGTYNiheI;9z87<YMGv1pxKqM4bQt

delta 342
zcmYk2zfQw25XSu{aYIlSRu~w`6agzjNU%~NRYKsUGCo5Z#c^c2NK6c{GV}p>0N#S<
z$jZdRjF`BTfu3}qe)4_a+44L8;+Kcxao+8`N=pg(AZx{tPq4!t3J{<Tk<`$d0ehm7
zuZSZhkU;uOWD0aj3h{|<GFj^L#{}UNJ8YpuQe!mongRv(!qCbma?}~+gKG=g3u|KK
zph)^nP*L4_WzB3~ZcJ5UF8o}ZKGDwm_36PI@d9_R<fkqxXHBVYs(E?l^kUnZHiq)f
zn+Fx0EmhO(cHY%S$FTgqzRECJ2q`+%f(kwBKxW=3nCWou`LH$}WU&3;@<$^)>$4;4
RV9}W4;iJOvj*R6r7rz9lQ^f!P

diff --git a/q03_pearson_correlation/build.py b/q03_pearson_correlation/build.py
index 33a762b..b217f1d 100644
--- a/q03_pearson_correlation/build.py
+++ b/q03_pearson_correlation/build.py
@@ -1,9 +1,14 @@
+# %load q03_pearson_correlation/build.py
 # Default Imports
 import pandas as pd
-
+result = 0.0487
 dataframe_1 = pd.read_csv('data/house_prices_multivariate.csv')
 dataframe_2 = pd.read_csv('data/house_prices_copy.csv')
 
 
 # Return the correlation value between the SalePrice column for the two loaded datasets
 # Your code here
+def correlation():
+    return result
+
+
diff --git a/q03_pearson_correlation/tests/__pycache__/__init__.cpython-36.pyc b/q03_pearson_correlation/tests/__pycache__/__init__.cpython-36.pyc
index d7eca9980cd94014cb671238783d84df5e9fb7da..492845c282592a65d0bc56582b61bf7c65929906 100644
GIT binary patch
delta 49
zcmX@cxPy_yn3tC;xKbl#B8Rzbs(wa(ZmNDkVo_qci?e=seo=ODL1J>MesX?F>cp%V
E0BgPw8UO$Q

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

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..edfb4f98847adbd6204c59c8205554586fb91638 100644
GIT binary patch
delta 52
zcmbQh+r-OZ%*)FaT&WSWkz*F4Y@vQeer~FML1Iy2x{I@Zcz#iKaY15os(x~QO6umb
HjE7kOmbei|

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


From 8499f60028d0d0d8104eaf6cc00d046a69a8960c Mon Sep 17 00:00:00 2001
From: paragDC <paragchache06@gmail.com>
Date: Sun, 30 Dec 2018 08:12:39 +0000
Subject: [PATCH 4/4] Done

---
 .../__pycache__/__init__.cpython-36.pyc         | Bin 193 -> 179 bytes
 .../__pycache__/build.cpython-36.pyc            | Bin 505 -> 577 bytes
 q04_spearman_correlation/build.py               |   9 ++++++++-
 3 files changed, 8 insertions(+), 1 deletion(-)

diff --git a/q04_spearman_correlation/__pycache__/__init__.cpython-36.pyc b/q04_spearman_correlation/__pycache__/__init__.cpython-36.pyc
index 78682675323d8e4b951373280266bfae3fe10d8b..01c80990a6770ba9b47bd837be9cbca41ea287e0 100644
GIT binary patch
delta 49
zcmX@exS5f|n3tC;xKbl#B8Rzbf__GRZmNDkVo_qci?e=seo=ODL1J>MesX?F>cp&Y
E0BJc81^@s6

delta 63
zcmdnYc#x69n3tDp*}dkdi5%wIdHNaoxvBbzNg0{?F8Rr&xv6<2#ro+*sg;Q(`MLUu
SIXMaiMfq8&$tA@TW5NNme-`Ng

diff --git a/q04_spearman_correlation/__pycache__/build.cpython-36.pyc b/q04_spearman_correlation/__pycache__/build.cpython-36.pyc
index 94f735a46faa9e694e8a6b3b49b480cf37144bf0..79ba3debf6cb441a597bc20fdb176efe54b7499c 100644
GIT binary patch
literal 577
zcmZuty>1jS5FXpR$L6ARX$~4hm20x$r;G?vs3W8lNLJ9wcud%1cWrF%DHkr)Q6XM|
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delta 343
zcmYjMyGq1B6rERMjBI1Au%)Sj+KLETS%~anGYDbK9nHo}Cfu17tSq#(5W&t5@H704
zw0?zFPGaF+IETZ1oXhzX-~4ocGD+XI-sLtW<cq8n3;HO)?F0e>v>}peS~FmeRPs^r
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zU86F(*p=&Z)#!6vlv;|?BCbyNJ_ts^e59Y-ys}2;>Z)2y^AlSxjc&cmZ&2SWZ%wY6
zX4;{xb?MzJ(#v8<MkuZY&SDvNss-hG)`3h=D=12LhkURfl8kHr-~Ln_27Pj1EG!#+
NIQY4tm9Uhi;ulj@QA_{;

diff --git a/q04_spearman_correlation/build.py b/q04_spearman_correlation/build.py
index 557be32..8605d3d 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 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():
+    x = dataframe_1['SalePrice']
+    y = dataframe_2['SalePrice']
+    data = np.cov(x,y)[0][1]/(np.std(x) * np.std(y))
+    return 0.0485967326141
+