From c5c89e37a99e4889e1b2a5f3a91cc58e2c927e7e Mon Sep 17 00:00:00 2001
From: shehzaan07 <shehzaan07@gmail.com>
Date: Tue, 27 Nov 2018 12:56:46 +0000
Subject: [PATCH 1/5] Done

---
 __pycache__/__init__.cpython-36.pyc           | Bin 168 -> 157 bytes
 .../__pycache__/__init__.cpython-36.pyc       | Bin 193 -> 182 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 630 -> 518 bytes
 q01_calculate_statistics/build.py             |   7 ++++++-
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 199 -> 188 bytes
 .../__pycache__/test_q01_plot.cpython-36.pyc  | Bin 2949 -> 2938 bytes
 6 files changed, 6 insertions(+), 1 deletion(-)

diff --git a/__pycache__/__init__.cpython-36.pyc b/__pycache__/__init__.cpython-36.pyc
index cd8686b0f9f17c173480b2b430af88fa1427ca13..a5df2dd662977d5960b4486eb62d4e45e18b4046 100644
GIT binary patch
delta 52
zcmZ3%IG2&bn3tD}(f)7rL=JNWFa3=C+*JMIjMR*(#Kb%UbN%rAqU_>=#N<@{<ouM>
HiCK04n>i60

delta 63
zcmbQsxPp<xn3tDp*}dkdi5%wIq52v5xvBbzNg0{?F8Rr&xv6<2#ro+*sg;Q(`MLUu
SIXMaiMfq8&$tA@T<Lv;Wj~0sn

diff --git a/q01_calculate_statistics/__pycache__/__init__.cpython-36.pyc b/q01_calculate_statistics/__pycache__/__init__.cpython-36.pyc
index 7f99883c1d9debd8b77bd7ef3726fb2472273668..8d5c18e6fa23f7493b9f627ee9acdb5a9b7283ed 100644
GIT binary patch
delta 52
zcmX@exQ&s+n3tD}(f)7rL=JO>Wc`f%+*JMIjMR*(#Kb%UbN%rAqU_>=#N<@{<ouM>
HiCN(QsIw7%

delta 63
zcmdnSc#x69n3tDp*}dkdi5%wIdHNaoxvBbzNg0{?F8Rr&xv6<2#ro+*sg;Q(`MLUu
SIXMaiMfq8&$tA@T<HG^8LKg1;

diff --git a/q01_calculate_statistics/__pycache__/build.cpython-36.pyc b/q01_calculate_statistics/__pycache__/build.cpython-36.pyc
index 58a2a31fb42e0e24a3953e95448b0ffc0fa71daf..e07889a06d059cc000484c3f77a480c70f86fab8 100644
GIT binary patch
delta 269
zcmeyy(#FDR%*)HgZ2vd9XCmiR4+bD$0b*w$E>;5)B@88uSxhC&&5X^AU^WYs&78&B
z%#gw;$&khz%%I8SSHuWZt;u$aH7zGUv1H;uc_WtG{FKy{3`HD32{7?1K|douH&wql
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VG$+*#WLPoCX&j6kOk9jYtN>oXKbrsm

delta 382
zcmY*VyH3L}6tx{UO#&4Hu`rP}Q;--~5DPFfbU?}yOnjjUNgQ1}m5PcwAhB17jUV8b
z@&Sl10Er1F6CLi+xvz5{FZ`SP$CF8L_4S_oto^qehY-T8om<mK77Qt<VbAobXU@Q=
z;l-$M2hNscNtdh`OL{==oGFRe<NjrB0K<i9G0c>Na0UoStytu(KMz-|k%>D6%t3d&
zvIU(x7i9}Na*`b_N=O^bGe|2Cb+Wq=khu+Q)Y$e9g1#01eTZkOf>_+n^7uk!Z3VT_
z@jb#q7*)lhEW-v>!67sH^@LupCjF6~1>yuWpxX?$ERXzdRJT>LKxVzfZA2}FMz?o7
s1R>K*&pR%K5uH=24Eui#ox>XcAh3zfJGCdaC7ktY!!(b2ETDViKLt5wH2?qr

diff --git a/q01_calculate_statistics/build.py b/q01_calculate_statistics/build.py
index a556241..76071d5 100644
--- a/q01_calculate_statistics/build.py
+++ b/q01_calculate_statistics/build.py
@@ -1,11 +1,16 @@
+# %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 (float(np.mean(sale_price)), float(np.median(sale_price)), sale_price.mode()[0])
+
+
 
diff --git a/q01_calculate_statistics/tests/__pycache__/__init__.cpython-36.pyc b/q01_calculate_statistics/tests/__pycache__/__init__.cpython-36.pyc
index b1b01d55acae938b089c65022c1e5efe684e3182..9f17245d047affb27b4f635f252eeddefd469870 100644
GIT binary patch
delta 52
zcmX@kxQCI$n3tD}#r|*fL=JO>O#O`f+*JMIjMR*(#Kb%UbN%rAqU_>=#N<@{<ouM>
HiCM7#tZ)&T

delta 63
zcmdnPc$|^Ln3tF9Mq+E!L=JQ968(()+*JL<q>M~`m;B_?+|<01V*T`@)XKz?{9OIS
SoE(LMqWrAX<dWiv@v#7@R~Ehi

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..b7ced7d41aa4b189c41a35f9f260fee90f880d92 100644
GIT binary patch
delta 55
zcmZn_|0Tv@%*)HgV*fXKBgaujg*^R?{M=Oi;*8Xcs>H-R19ScG{G#mQg2d!h{p9?V
K)XhH_dpQC6!xLTr

delta 66
zcmew*)+)|n%*)GlBe6AVBgauj?MnTO{M=Oi#H5T&eV6>?(%jU%l4AYzqSVU7lKfo#
V#GD+3f};Ga)Z~)l&2JfdIROmk7=r)+


From a99dc060980645925003cae3287e0184a77e95e9 Mon Sep 17 00:00:00 2001
From: shehzaan07 <shehzaan07@gmail.com>
Date: Tue, 27 Nov 2018 13:04:22 +0000
Subject: [PATCH 2/5] Done

---
 q02_plot/__pycache__/__init__.cpython-36.pyc    | Bin 177 -> 166 bytes
 q02_plot/__pycache__/build.cpython-36.pyc       | Bin 775 -> 792 bytes
 q02_plot/build.py                               |  11 +++++++++++
 .../tests/__pycache__/__init__.cpython-36.pyc   | Bin 183 -> 172 bytes
 .../__pycache__/test_q02_plot.cpython-36.pyc    | Bin 969 -> 958 bytes
 5 files changed, 11 insertions(+)

diff --git a/q02_plot/__pycache__/__init__.cpython-36.pyc b/q02_plot/__pycache__/__init__.cpython-36.pyc
index 215eac083bf88e6537e6d7d6a5471a2c374ca81c..d829e1d4d2370d3d1c5eef346526b3f54c45d9f5 100644
GIT binary patch
delta 52
zcmdnUxQvm*n3tD}(f)7rL=JO>VEv5z+*JMIjMR*(#Kb%UbN%rAqU_>=#N<@{<ouM>
HiCOLdpc4^3

delta 63
zcmZ3+xRH^=n3tDp*}dkdi5%wIarzngxvBbzNg0{?F8Rr&xv6<2#ro+*sg;Q(`MLUu
SIXMaiMfq8&$tA@T<J|$Nk`}K3

diff --git a/q02_plot/__pycache__/build.cpython-36.pyc b/q02_plot/__pycache__/build.cpython-36.pyc
index bed076d1cc99b8e94b503c07bb460492f8d4c6bc..4406ea9cca714ab8a64493de3853450c45535e8e 100644
GIT binary patch
delta 513
zcmZ9JO^XyU5QbCf^rthUh#-6M;DT(QM({9#mxaB%f(IoEL$)hB-96puCh7eWmOZrM
z#XSsj@h|vi`~i(OPkZz#2v&ojn4(_tRw_>g@-g@v>^_-Jlf(UAZ`Pc#@9dxD(SD!O
zz259Td?v~ey&iyRC?ga-$XLf^f`IUWqkqhIn7oAyp_<4k1{l6)a)$7drP0Pb@TI3#
ztIemUS3pETc`%aSl60(ujuVGpb6}lU3iME*-+Pzincwj;=otprH2aSa|ML-fZ|84M
z+%sUvXm<GgW{+m1AjMH(oP{fLH{V7XACkfV=V>x{ZPiJU7p@x;rz*W{ZIS7Ln^p$O
zDznluROhEvVYC#rRz?Q3#zL7v)D2S2<;~d$yZFNFgup*v%=4z!bC>J<ol@rUV*aYJ
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y$ZCbl%$>>@Ri}=vs`cPiO=cqkNZ*{)?S+lEU-_f^<6pXw8$kjSo{-)Z5&Q;VwtQ6p

delta 476
zcmZ8cze@u#6wb?C)9YCsbPy3l6qK6|b<j~z99_CaLE^pC-f=%l603qmp^7+kC|z8f
zocx#0Nu2x_oXn}9nDBmlkMDi?^1$xc^2X$(zdrxS?<pZ~<j-+zzimVBjh2@JNb2Ye
zfP2zQ8VCrt6x}wRBizRtvKzuD5LzUtkFFO+Pg_^jHnXu)DID5l$bcL=ebR?MHIPu_
zSQR>?KrC`E2|DOjN<;T&0{<tbmat1Y_;T{gMN+-GUqTc>S&NFaP$e9%afU*7B);2k
zk-$-|ExeJ&xzy$&mEY}IjHVNKs^W}um~HdAIPX=Yl6H}^mQ=CSCF_awRO-OtZYD*}
zStc<SdFf^a%4edQcKzcZ>=c;{#c?MNcZ=vWley91iINw>6j><Jbg`?7L`FuBUtx2#
zTGGBv1e!1f)Ap(<i-IO+U6EV&s$t=Ho8r8uq`;#{_jm(^5p5+hSvqMEDR2BjS7s{z
OUs@jc(4;<0*FFL4b#wv%

diff --git a/q02_plot/build.py b/q02_plot/build.py
index 70276d6..93fcab1 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 +10,14 @@
 
 
 # Draw the plot for the mean, median and mode for the dataset
+import numpy as np
+def plot():
+    plt.hist(sale_price, bins=40)
+    y = np.arange(0,220, 1)
+    plt.axvline(x = sale_price.mean())
+    plt.axvline(x = sale_price.median())
+    plt.axvline(x = sale_price.mode()[0])
+    plt.show()
+
+
 
diff --git a/q02_plot/tests/__pycache__/__init__.cpython-36.pyc b/q02_plot/tests/__pycache__/__init__.cpython-36.pyc
index 488a8902e9cb8aed0f38d008a72db519050c874f..ef5a67d1c522519d6193a1b3d4db90e3856620e7 100644
GIT binary patch
delta 52
zcmdnaxQ3C#n3tD}(f)7rL=JO>Nd1ib+*JMIjMR*(#Kb%UbN%rAqU_>=#N<@{<ouM>
HiCMk?qfZf5

delta 63
zcmZ3(xSf&1n3tF9Mq+E!L=JQ96#b0++*JL<q>M~`m;B_?+|<01V*T`@)XKz?{9OIS
SoE(LMqWrAX<dWiv@xB0_rxtzy

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..fdc0ec2ae3a115cb88b7c5763a30706846f8ae76 100644
GIT binary patch
delta 55
zcmX@fzK@;5n3tD}(f)7rMvfXrg*g3;{M=Oi;*8Xcs>H-R19ScG{G#mQg2d!h{p9?V
K)XnP|rI-NbG!iHP

delta 66
zcmdnTev+NTn3tDpkM!KAjT|+M+L`(p`MIh3iAfom`Y!p&rManjCB^#bMX8mECHcAf
Wi8(n61x5K;smUe9o0l+3F#!PLp%(@K


From 8090579e0cf07f179c423c32e908de528c527b2e Mon Sep 17 00:00:00 2001
From: shehzaan07 <shehzaan07@gmail.com>
Date: Tue, 27 Nov 2018 13:07:32 +0000
Subject: [PATCH 3/5] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 192 -> 181 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 494 -> 577 bytes
 q03_pearson_correlation/build.py              |   8 ++++++++
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 198 -> 187 bytes
 .../test_q03_correlation.cpython-36.pyc       | Bin 1680 -> 1669 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..1b0c335be34912084a2c4fcfc6c9d3d3aa2cb856 100644
GIT binary patch
delta 52
zcmX@WxRsH^n3tD}(f)7rL=JO>B>jy1+*JMIjMR*(#Kb%UbN%rAqU_>=#N<@{<ouM>
HiCJL)s3{S8

delta 63
zcmdnWcz}_^n3tDp*}dkdi5%wIx%wITxvBbzNg0{?F8Rr&xv6<2#ro+*sg;Q(`MLUu
SIXMaiMfq8&$tA@T<HG>6mlo>)

diff --git a/q03_pearson_correlation/__pycache__/build.cpython-36.pyc b/q03_pearson_correlation/__pycache__/build.cpython-36.pyc
index ba8cf119e61bb596104a35e0bb902136188759a1..b5845d73ff63a4efa8f30ae00ce58af5163341f5 100644
GIT binary patch
literal 577
zcmZWlzi-qq6t<n@n#<`17NjzE%hI%TKtc$Cx>raYkjxOdey_S5PHb$a;!ZHND}M<8
zQdU^{FCZcD9F~)6>3#3B-_Oq%>vi?;{_m&XoUvc*;0WUH$iiy^V89KN9Qjs&xaTsP
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delta 329
zcmYk1u}TCn5QZ~Jc5mI|nrmzXE!}ESOGN~&1VuP(f+%ql-CH)7CCL?57TQ|K)johv
zA-=}8_CA1>le6#w|HsE9lT1GOH#^-Mjq+~eO&B2Li>xe)euVMc2t^dMM1Y2dD*6P1
zEsddZ#Z~f5MDlud`G`je#~fq)7!gQ=ErB(lK+zXEAq6`ZgHB85?W}-4H9FK*6}%rR
z8RVUlM&Im+wTW!?g_~Bo=aqGCb$9ojxD@YR;-@KVYji1Z>uI@pVyn5)v*62nrypdn
zrj%{F)j8YfD)_}UoQ;QZw)i^&E<+aS;se(A8LCSnV)6fhKO11J&kl@L^Hv|mZXZX;
IXbyS$3nfHKuK)l5

diff --git a/q03_pearson_correlation/build.py b/q03_pearson_correlation/build.py
index 33a762b..2a4f8ff 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 +8,10 @@
 
 # Return the correlation value between the SalePrice column for the two loaded datasets
 # Your code here
+import numpy as np
+import matplotlib.pyplot as plt
+def correlation():
+    coef = np.corrcoef(x = dataframe_1['SalePrice'], y = dataframe_2['SalePrice'])
+    return coef[0][1]
+
+
diff --git a/q03_pearson_correlation/tests/__pycache__/__init__.cpython-36.pyc b/q03_pearson_correlation/tests/__pycache__/__init__.cpython-36.pyc
index d7eca9980cd94014cb671238783d84df5e9fb7da..8f86780fa9e9fcc7ad9601738334fdbfe3eabcee 100644
GIT binary patch
delta 52
zcmX@cxSNr~n3tD}(f)7rL=JO>4E>D!+*JMIjMR*(#Kb%UbN%rAqU_>=#N<@{<ouM>
HiCHlKt7Q?A

delta 63
zcmdnZc#M(5n3tF9Mq+E!L=JQ9V*QN#+*JL<q>M~`m;B_?+|<01V*T`@)XKz?{9OIS
SoE(LMqWrAX<dWiv@i73XtQNWe

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..5ceaedc85ab6b6f49cfde87bc9e22852f74321b5 100644
GIT binary patch
delta 55
zcmbQh+seyf%*)HgX#Y2QBgZU8g%bUY{M=Oi;*8Xcs>H-R19ScG{G#mQg2d!h{p9?V
L)XirZ53>LO+D;O`

delta 66
zcmZqWoxsas%*)GlBe6AVBgZU8?Rx!;{M=Oi#H5T&eV6>?(%jU%l4AYzqSVU7lKfo#
W#GD+3f};Ga)Z~)l&4(Bdvj70(`4{H^


From 088b6ac6659f649724714f8af0eb46dd1d8e3da2 Mon Sep 17 00:00:00 2001
From: shehzaan07 <shehzaan07@gmail.com>
Date: Tue, 27 Nov 2018 13:10:33 +0000
Subject: [PATCH 4/5] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 193 -> 182 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 505 -> 624 bytes
 q04_spearman_correlation/build.py             |   8 ++++++++
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 199 -> 188 bytes
 ...st_q04_spearman_correlation.cpython-36.pyc | Bin 1717 -> 1706 bytes
 5 files changed, 8 insertions(+)

diff --git a/q04_spearman_correlation/__pycache__/__init__.cpython-36.pyc b/q04_spearman_correlation/__pycache__/__init__.cpython-36.pyc
index 78682675323d8e4b951373280266bfae3fe10d8b..87a838e020fe3ae04b3628d29ad126d1fcd478e8 100644
GIT binary patch
delta 52
zcmX@exQ&s+n3tD}(f)7rL=JO>Wc`f%+*JMIjMR*(#Kb%UbN%rAqU_>=#N<@{<ouM>
HiCN(QsIw7%

delta 63
zcmdnSc#x69n3tDp*}dkdi5%wIdHNaoxvBbzNg0{?F8Rr&xv6<2#ro+*sg;Q(`MLUu
SIXMaiMfq8&$tA@T<HG^8LKg1;

diff --git a/q04_spearman_correlation/__pycache__/build.cpython-36.pyc b/q04_spearman_correlation/__pycache__/build.cpython-36.pyc
index 94f735a46faa9e694e8a6b3b49b480cf37144bf0..5761347dcea79a9bef34d15b678e28f8b166b796 100644
GIT binary patch
literal 624
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delta 348
zcmYjMJxjzu5Z$lDT;v*Sg)2=J)K)~$%0lE05w<zj%xW%Xvtf5nu(HtBLIgW&@h_$I
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PS|9ZDe4k2KN>lL*8tzgo

diff --git a/q04_spearman_correlation/build.py b/q04_spearman_correlation/build.py
index 557be32..4e26300 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 +6,11 @@
 dataframe_2 = pd.read_csv('data/house_prices_copy.csv')
 
 # Your code here
+import scipy
+def spearman_correlation():
+    d =  - dataframe_1['SalePrice']
+    d_squared = d ** 2
+    return pd.concat([dataframe_2['SalePrice'],dataframe_1['SalePrice']], axis=1).corr(method='spearman')['SalePrice'].iloc[0,1]
+
+
 
diff --git a/q04_spearman_correlation/tests/__pycache__/__init__.cpython-36.pyc b/q04_spearman_correlation/tests/__pycache__/__init__.cpython-36.pyc
index 495646a3bc5e900ad0593288f8e14eb5f8ed301b..b8b72a3fdcbcba8cf175584732e15ef60ee8719e 100644
GIT binary patch
delta 52
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HiCM7#tM3t(

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..d766f52064a22740bfe064af479926d732c55091 100644
GIT binary patch
delta 55
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delta 66
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From ead6af9ae3db048e6531057bc438b56b6b2a75f7 Mon Sep 17 00:00:00 2001
From: shehzaan07 <shehzaan07@gmail.com>
Date: Tue, 27 Nov 2018 13:23:21 +0000
Subject: [PATCH 5/5] Done

---
 .../__pycache__/build.cpython-36.pyc            | Bin 624 -> 624 bytes
 1 file changed, 0 insertions(+), 0 deletions(-)

diff --git a/q04_spearman_correlation/__pycache__/build.cpython-36.pyc b/q04_spearman_correlation/__pycache__/build.cpython-36.pyc
index 5761347dcea79a9bef34d15b678e28f8b166b796..599ca43e669200ca1d90a0745dbce10e3e99b86c 100644
GIT binary patch
delta 15
Wcmeys@_~iTn3tE!)^#IW783v@jRWfd

delta 15
Wcmeys@_~iTn3tD}!)YU1783v?Km)S?