From e74cb7463d6b0885b9b8f41171865ec886fa898f Mon Sep 17 00:00:00 2001
From: psicktrick <poojarysaurabh932@gmail.com>
Date: Sat, 20 Oct 2018 12:46:46 +0000
Subject: [PATCH 1/4] Done

---
 __pycache__/__init__.cpython-36.pyc           | Bin 163 -> 152 bytes
 .../__pycache__/__init__.cpython-36.pyc       | Bin 177 -> 166 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 560 -> 538 bytes
 q01_cond_prob/build.py                        |   7 +++++++
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 183 -> 172 bytes
 .../test_q01_cond_prob.cpython-36.pyc         | Bin 1691 -> 1680 bytes
 6 files changed, 7 insertions(+)

diff --git a/__pycache__/__init__.cpython-36.pyc b/__pycache__/__init__.cpython-36.pyc
index 2ba0c8128ed226d8795f0b8b0cc1481272d86b4c..a6c2d9f062d09972a5d5ce900bae144ac740ce30 100644
GIT binary patch
delta 52
zcmZ3?ID?VHn3tC;PWg27L=JNWSN)9q+*JL7;>_gik|H3XAD&;7U0jfuoT{IkpOQK;
G%Mt*kei4%Z

delta 63
zcmbQixR{Z{n3tF9(7ooUi5%wI0s0yFxvBbzNg0{?F8Rr&xv6<2#ro+*sg;Q(`MLUu
SIXMaiMfq8&$tA@T<1GQEAQqDV

diff --git a/q01_cond_prob/__pycache__/__init__.cpython-36.pyc b/q01_cond_prob/__pycache__/__init__.cpython-36.pyc
index a5c1ab27a925d7c6ab904d43c42e33fb15ea64d6..7df98da1baecd7feb2d9beeb6f6f8ae9dc630689 100644
GIT binary patch
delta 52
zcmdnUxQvm*n3tC;PWg27L=JO>VEv5z+*JL7;>_gik|H3XAD&;7U0jfuoT{IkpOQK;
G%N+o%3K7cy

delta 63
zcmZ3+xRH^=n3tF9(7ooUi5%wIarzngxvBbzNg0{?F8Rr&xv6<2#ro+*sg;Q(`MLUu
SIXMaiMfq8&$tA@T<J|$TdKSw7

diff --git a/q01_cond_prob/__pycache__/build.cpython-36.pyc b/q01_cond_prob/__pycache__/build.cpython-36.pyc
index 4654504299c0bacbf40adc47f518204d14780447..9dfa5a9b67f446db9b05c5d0c34f58ae44436cf9 100644
GIT binary patch
delta 261
zcmdnMGK+=Nn3tC;UiozNwTYaa^&Sii3?&RT49$$Sj3By(A%#(rA%!WMNfIQ+RKrxm
zD9upAl)@~*P{Rl!r5Qv(d=@YtNP_sa%r(rx44SNdQ9ORBnduox`9&G|`6*Q#3jR4M
zA^GKbFByUMykr6rnvA!Yb5ip(S#B|<q(z1E<mJcbr^RRFmlmfMNAcxDl*9M}$@zIH
znI)O|d5Jmk1x5KuD;bK|frk7F(9g)vP1P?b&P>iODFPDu;rT_`#RZAUsrt$JDXEj|
c7~PpU7)2(ZV2tEv2I?qg0}?z;986rS0A&wG`~Uy|

delta 262
zcmbQmvVn!un3tC;QGRaJ$%&ku^*#&?3^fc{3@MC~47H3kKz0g~Btr^wHjsphGSx8E
zFiJDjFr~0aFw`)DNNENU5T6yy2a+IuEprWXFoPzWUlAkF%qSke)XemZr2L|c{QQ(C
zcK@7|ko@wzmms;9Oh7`D@fK@whDKsRswT@Vrj)cOuEd<2_>BD0;?&|OK?oh6nHLY$
zI9ZQTN;_IVBR@A)KQSpIQ{N>&ximL5ucTN%y(qOZu_QlNA83F=K~a8IYH~^O<P1i4
ZW-dmt$(tA>`9by-vjGVnCJrVpHULqqL!1Br

diff --git a/q01_cond_prob/build.py b/q01_cond_prob/build.py
index 46a16ee..6bff8bc 100644
--- a/q01_cond_prob/build.py
+++ b/q01_cond_prob/build.py
@@ -1,3 +1,4 @@
+# %load q01_cond_prob/build.py
 # So that float division is by default in python 2.7
 from __future__ import division
 
@@ -6,7 +7,13 @@
 df = pd.read_csv('data/house_pricing.csv')
 
 
+
 # Enter Code Here
+def cond_prob(df):
+    no_of_houses = len(df)
+    oldTown_houses = len(df[df['Neighborhood'] ==' OldTown'])
+    conditional_prob = (oldTown_houses/no_of_houses)*((oldTown_houses-1)/(no_of_houses-1))*((oldTown_houses-2)/(no_of_houses-2))
+    return conditional_prob
 
 
 
diff --git a/q01_cond_prob/tests/__pycache__/__init__.cpython-36.pyc b/q01_cond_prob/tests/__pycache__/__init__.cpython-36.pyc
index 9e8f52b9670fef7c8ebeab5aaf783861596b3735..6c5778d41fd9edde18848dad72a83f93226f99f7 100644
GIT binary patch
delta 52
zcmdnaxQ3C#n3tC;LHTs_L=JO>Nd1ib+*JL7;>_gik|H3XAD&;7U0jfuoT{IkpOQK;
G%NGE!oDt;!

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/q01_cond_prob/tests/__pycache__/test_q01_cond_prob.cpython-36.pyc b/q01_cond_prob/tests/__pycache__/test_q01_cond_prob.cpython-36.pyc
index e8852e97b2c7d11e7e2c94ad7d3101fc05eb2f6d..aa08656baec02b7d4e184172daece3f6ba04214e 100644
GIT binary patch
delta 55
zcmbQuJAs$On3tC;LHTs_MvlFV3d#Bz`MIh31;v@k*(F6lLO(peD7&~IF*#K~IX@+J
J^9RP&ECBG$6M+B#

delta 66
zcmbQhJDZoon3tF9Mq+E!MvlFV+IjjJ`MIh3iAfom`Y!p&rManjCB^#bMX8mECHcAf
Wi8(n61x5K;smUe9o1ZeSW&r^1v=|xy


From be8396a85ec0b1b5a0018d5bd1f22c98e785f38f Mon Sep 17 00:00:00 2001
From: psicktrick <poojarysaurabh932@gmail.com>
Date: Sat, 20 Oct 2018 12:53:08 +0000
Subject: [PATCH 2/4] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 187 -> 176 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 718 -> 656 bytes
 q02_confidence_interval/build.py              |  16 ++++++++++++++++
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 193 -> 182 bytes
 ...est_q02_confidence_interval.cpython-36.pyc | Bin 2316 -> 2305 bytes
 5 files changed, 16 insertions(+)

diff --git a/q02_confidence_interval/__pycache__/__init__.cpython-36.pyc b/q02_confidence_interval/__pycache__/__init__.cpython-36.pyc
index 741ad2df56ebd795144517f30579112c8725c917..a3085dc4f97514895b04ff8badaf5b4feab99c14 100644
GIT binary patch
delta 52
zcmdnZxPg(wn3tC;PWg27L=JO>SpAIr+*JL7;>_gik|H3XAD&;7U0jfuoT{IkpOQK;
GD-Zy(ZV~eU

delta 63
zcmdnMxSNr~n3tF9(7ooUi5%wI8TuLdxvBbzNg0{?F8Rr&xv6<2#ro+*sg;Q(`MLUu
SIXMaiMfq8&$tA@T;{yS<C>HYo

diff --git a/q02_confidence_interval/__pycache__/build.cpython-36.pyc b/q02_confidence_interval/__pycache__/build.cpython-36.pyc
index b478df2185179a11ca8a5a753fb3aedba6bb2ba4..5cd11e269d2535b4923ac4c27b2d2eb8e3586a25 100644
GIT binary patch
delta 252
zcmX@dI)PQ$n3tDpt;*@>NG1k`#|%gS$Y*c>;$nx1%I172EGeul3{hMujKK_=Y!e$a
zC+@r;%2}M48(&<Kl3EtUpPN{eo|zY)pEh|Wqns)?P~)#C{fzwFRQ-bD%;fBnA|Rn3
zo?nz*T#%TYs-K*nk~;Z0qm3CCP$dt@8a^Pwz{tVK2gDMLY>ZrtMIbp%?jklI6~$eg
zoLNw*S6q@<Qe4C`Ih;w;h7%|bR#ODB4v7GncZ<U&H$SB`C)JJ_$SVd3aRANa074+i
F0sugpHFE#}

delta 315
zcmYjNu}Z{15Z#GM+)FMYg@raM90)-$f`ZK<7FXNYNV+vUnuO%`*xfrgYg@sP+7Iy`
zM6A>L3szR{UUdWS&G49+H_V&&<xMW4DEK^j&u0!HKV&OhQ{Nb<`)+b|f_@#;AyU3`
zK)B1jS0^9g=n=TjcV8eMbGRcZ?aDN%eu0qG8GsG0s-Cgyz7tPrj;lOYn$0<rykEiL
zd1RLVVOEM3Gxktc*-RA67Ux=JPZHNmi#B6TbG(qE#zL$91E!Z_Gi0GG5ugwo>_Y<5
z3TY&%NqMM>YOy{uc3MflKXuaE(CC9NjlXCIzbHjj;ATeJJGLmcjda=yzHIQ?e1#}0
MQ3#CFhTT2*2bdN}9{>OV

diff --git a/q02_confidence_interval/build.py b/q02_confidence_interval/build.py
index 023b81e..917a671 100644
--- a/q02_confidence_interval/build.py
+++ b/q02_confidence_interval/build.py
@@ -1,3 +1,4 @@
+# %load q02_confidence_interval/build.py
 # Default imports
 import math
 import scipy.stats as stats
@@ -6,8 +7,23 @@
 df = pd.read_csv('data/house_pricing.csv')
 sample = df['GrLivArea']
 
+sample.mean()
+stats.norm.ppf(q = 0.95)
+sample.std()
 
 # Write your solution here :
+# def confidence_interval(sample):
+#     sample_mean = sample.mean()
+#     z_critical = stats.norm.ppf(q = 0.95)
+#     sam_stdev = sample.std()
+#     margin_of_error = z_critical * (sam_stdev/math.sqrt(sample.shape[0]))
+#     confidence_interval = (sample_mean - margin_of_error,
+#                        sample_mean + margin_of_error)
+#     return confidence_interval
+
+    
+
+
 
 
 
diff --git a/q02_confidence_interval/tests/__pycache__/__init__.cpython-36.pyc b/q02_confidence_interval/tests/__pycache__/__init__.cpython-36.pyc
index 2eb0cc486e78e2a412ba8dab98d1f27df5f7cde5..b98d9228ab641f8888d33566a7859a56111b72ab 100644
GIT binary patch
delta 52
zcmX@exQ&s+n3tC;PWg27L=JO>Wc`f%+*JL7;>_gik|H3XAD&;7U0jfuoT{IkpOQK;
GD;xl|suBwT

delta 63
zcmdnSc#x69n3tF9Mq+E!L=JQ9JpGLP+*JL<q>M~`m;B_?+|<01V*T`@)XKz?{9OIS
SoE(LMqWrAX<dWiv@!<faRTicI

diff --git a/q02_confidence_interval/tests/__pycache__/test_q02_confidence_interval.cpython-36.pyc b/q02_confidence_interval/tests/__pycache__/test_q02_confidence_interval.cpython-36.pyc
index c3788ca888768b1814d7bddbf565e723201f41ad..84bec4f2bd5684c703099a3980abe2fec989cfe5 100644
GIT binary patch
delta 55
zcmeAXY82uy=H=yzQ$8KNk>d@cLb-lMer~FML2+hsc1aPC&=1cq$}TQQOitBL&QD3*
JEYI|o4FL176CwZr

delta 66
zcmZn^>Jj2F=H=zOk=Powk>d@cc9VWaer~FMVp2w?zDs^`X>Mv>NwI!<QEFvkNq(+=
VVor`iK~a8IYH~^OW)Y^hYyk847rg)g


From 60214091a926f950f940eeeeb0c4993ed549865e Mon Sep 17 00:00:00 2001
From: psicktrick <poojarysaurabh932@gmail.com>
Date: Sat, 20 Oct 2018 13:01:09 +0000
Subject: [PATCH 3/4] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 174 -> 163 bytes
 q03_t_test/__pycache__/build.cpython-36.pyc   | Bin 523 -> 551 bytes
 q03_t_test/build.py                           |   8 ++++++++
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 180 -> 169 bytes
 .../test_q03_t_test.cpython-36.pyc            | Bin 2307 -> 2296 bytes
 5 files changed, 8 insertions(+)

diff --git a/q03_t_test/__pycache__/__init__.cpython-36.pyc b/q03_t_test/__pycache__/__init__.cpython-36.pyc
index cac7d291ce27aa37820fd1dcd256be95534d4e6d..35e19f3107b56b45f6a765604f5f8e60a7299a6b 100644
GIT binary patch
delta 52
zcmZ3-xR{Z{n3tC;PWg27L=JO>0R4>o+*JL7;>_gik|H3XAD&;7U0jfuoT{IkpOQK;
G%LM?dY!SZz

delta 63
zcmZ3?xQ>y-n3tF9(7ooUi5%wI(fS$rxvBbzNg0{?F8Rr&xv6<2#ro+*sg;Q(`MLUu
SIXMaiMfq8&$tA@T<6Qu)c^1C_

diff --git a/q03_t_test/__pycache__/build.cpython-36.pyc b/q03_t_test/__pycache__/build.cpython-36.pyc
index d55dfcffc99b8ed252ef8a44fbaf9847ab10a066..9596ce322b26061d191c167454ae7d85d87d0ddb 100644
GIT binary patch
delta 253
zcmeBXS<b>~%*)GFt#&%PaUy3P9}5Em0|+|<ak10HR$Y-2hAieRmK4@z##-hYCLm<a
zW|_Flg6r%V5O`y+$vW|mROl_1y!@ivDCUBKG)<OUOetx%Sc*#$OQP5d;>!|qN>ih_
zOHzwV;)_y?OLIzAG8C}`&Hv@ApOK%Ns$Wo?nVelx1SIss^NX^J3lfu4^^@~cQYWV}
z>dD>WE{O*jm04VpnamAx78{UYVANvdVJzaDyqr<bj1|Z);sg;OW043BAomuBO>TZl
TX-=vgGmr<?%*DvT#Kj5#BVI+F

delta 259
zcmZ3^(#^tY%*)I5T7GVn)kMxbK4u061{NT82I69~iLJUEHB2>3DXiHH6OUQc&zcDW
zEA2IzZ?P7aB$gCMahH^&7MH{u7ANKwM6u+iCguU<m{QViahJq{RAd&HWF|+k7sQt(
z=9H$cWGG?-8vH9lKO;XkRX;H)BU9fcKe;qFHLs*tKfNfmGO;8-S3fZ)N1>o7KPxpE
zD4Lm<mRbaq&rHmj+{~yXQp5^0fg9vJkUJR|wHS+7Cm&|iGXrtKl3+WK2zH>vEe@O9
W{FKt1R68ahuNdSCE=CR}E;ax+`9}i)

diff --git a/q03_t_test/build.py b/q03_t_test/build.py
index f966b62..5d75940 100644
--- a/q03_t_test/build.py
+++ b/q03_t_test/build.py
@@ -1,3 +1,4 @@
+# %load q03_t_test/build.py
 # Default imports
 import scipy.stats as stats
 import pandas as pd
@@ -7,3 +8,10 @@
 
 # Enter Code Here
 
+def t_statistic(df):
+    stat,p_value = stats.ttest_1samp(a = df[df['Neighborhood'] == 'OldTown']['GrLivArea'],popmean= df['GrLivArea'].mean())
+    test_result = stats.norm.ppf(.90)
+    return p_value,p_value > test_result
+
+
+
diff --git a/q03_t_test/tests/__pycache__/__init__.cpython-36.pyc b/q03_t_test/tests/__pycache__/__init__.cpython-36.pyc
index c48929092cfb36da263304e1c41ce26f2e59ebaa..eba27a94c1799c8c5d38248717bc0c8c58d8ecc5 100644
GIT binary patch
delta 52
zcmdnOxRQ~>n3tC;PWg27L=JO>F#U}D+*JL7;>_gik|H3XAD&;7U0jfuoT{IkpOQK;
G%L@Rms1ery

delta 63
zcmZ3<xP_6!n3tF9Mq+E!L=JQ9ME#8X+*JL<q>M~`m;B_?+|<01V*T`@)XKz?{9OIS
SoE(LMqWrAX<dWiv@m>I&rWSGl

diff --git a/q03_t_test/tests/__pycache__/test_q03_t_test.cpython-36.pyc b/q03_t_test/tests/__pycache__/test_q03_t_test.cpython-36.pyc
index ffd3551b78008c1e5a9bb300105c4015464df97f..f2af9b80cf372ec2100446919a17a024a7e8ae80 100644
GIT binary patch
delta 55
zcmZn``XR_+%*)Far+hkkBgbV%g;@QJ{M=Oig5u2N?2;lNp&y=KlwDkqn4GGgoS%}q
JnT_c$8vp`P6H@>H

delta 66
zcmew%*et|h%*)GlBe6AVBgbV%?F{{l{M=Oi#H5T&eV6>?(%jU%l4AYzqSVU7lKfo#
W#GD+3f};Ga)Z~)l&A%D{vH<`J5*Y0O


From 96a762a730a57962be4c5082b05f9c6868092ee6 Mon Sep 17 00:00:00 2001
From: psicktrick <poojarysaurabh932@gmail.com>
Date: Sat, 20 Oct 2018 13:11:36 +0000
Subject: [PATCH 4/4] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 177 -> 166 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 604 -> 591 bytes
 q04_chi2_test/build.py                        |   8 ++++++++
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 183 -> 172 bytes
 .../test_q04_chi2_test.cpython-36.pyc         | Bin 1938 -> 1927 bytes
 5 files changed, 8 insertions(+)

diff --git a/q04_chi2_test/__pycache__/__init__.cpython-36.pyc b/q04_chi2_test/__pycache__/__init__.cpython-36.pyc
index 07afcf050f12f3301d4c6770275250f5d539aa29..959645ae053aebaa0ea91e171fed99aae184e0ac 100644
GIT binary patch
delta 52
zcmdnUxQvm*n3tC;PWg27L=JO>VEv5z+*JL7;>_gik|H3XAD&;7U0jfuoT{IkpOQK;
G%N+o%3K7cy

delta 63
zcmZ3+xRH^=n3tF9(7ooUi5%wIarzngxvBbzNg0{?F8Rr&xv6<2#ro+*sg;Q(`MLUu
SIXMaiMfq8&$tA@T<J|$TdKSw7

diff --git a/q04_chi2_test/__pycache__/build.cpython-36.pyc b/q04_chi2_test/__pycache__/build.cpython-36.pyc
index 699bd6ac19c2845f16b2ff9f235a37aaeb9035d3..dafb610b1aedefe924686d1a4ab92d7242dadb2e 100644
GIT binary patch
delta 185
zcmcb^a-N0Ln3tDJUGsEw_e9QWMz@Kr${JbBHH^(nwM-=}S*$fo&5SWDwam3FwXC&l
zH7qqODeT!SX-vTknj8}^>1m}ifWZTMO}1N11u0Q1g~_EQQ5?xd`NhR0iAhnMK8blL
z!8!Q_sgt!BgA@YvGxBp&^$UtKle0^TfP{W{eo=ODL1J>MesX?F>g45&wtU<`Ba1me
a<}yk#@=gB47|qWN5@G`qT#Ot{T&w`rb}-}s

delta 198
zcmX@la)*V}n3tDJKw)lF!9>n#MvsZD%33Mxk_<JB%}ljSCCphYHB8NnF)X#rwJf!)
zwQMykH7qF{*$in+!3>(56EEm#MREEh=A{JZ<QJr-&zcDWEA2H|Z!s05M6nbmmzG3v
zBp2lu7ndX^P1axx(vH^8$j?pHPfW_l)OX2GF3nBND=F4bFG{UUEXmK+Pt3_tC@9L$
rN=+^)o;-`umXC*lfuWcKNH8!;F$zq6${5Yh1QKEc5?qWNOkC^$)kHW8

diff --git a/q04_chi2_test/build.py b/q04_chi2_test/build.py
index 4f20455..70bd1c2 100644
--- a/q04_chi2_test/build.py
+++ b/q04_chi2_test/build.py
@@ -1,3 +1,4 @@
+# %load q04_chi2_test/build.py
 # Default imports
 import scipy.stats as stats
 import pandas as pd
@@ -7,4 +8,11 @@
 
 # Enter Code Here
 
+def chi_square(df):
+    price = pd.qcut(df['SalePrice'], 3, labels = ['High', 'Medium', 'Low'])
+    freqtab = pd.crosstab(df.LandSlope, price)
+    chi2,pval,dof,expected = stats.chi2_contingency(freqtab)
+    return pval, pval>0.5
+
+
 
diff --git a/q04_chi2_test/tests/__pycache__/__init__.cpython-36.pyc b/q04_chi2_test/tests/__pycache__/__init__.cpython-36.pyc
index 45a1b92bf8f907964bb7391c2292492de4735b27..b65adbaf75dc6c1e2a9fece5fc45a508e15aa9a8 100644
GIT binary patch
delta 52
zcmdnaxQ3C#n3tC;PWg27L=JO>Nd1ib+*JL7;>_gik|H3XAD&;7U0jfuoT{IkpOQK;
G%NGE!MiJux

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/q04_chi2_test/tests/__pycache__/test_q04_chi2_test.cpython-36.pyc b/q04_chi2_test/tests/__pycache__/test_q04_chi2_test.cpython-36.pyc
index b2a8c04f4d985556ed1d8f547cba6347f75a6089..6feb546247b015ee9432cf1924267f0dfd30a646 100644
GIT binary patch
delta 55
zcmbQl-_Flr%*)Far+hkkBgZjDg=GDV{M=Oig5u2N?2;lNp&y=KlwDkqn4GGgoS%}q
J`6uH{Rsine6LJ6m

delta 66
zcmZqYpTy5$%*)GlBe6AVBgZjD?L7UA{M=Oi#H5T&eV6>?(%jU%l4AYzqSVU7lKfo#
W#GD+3f};Ga)Z~)l&F>gzvH}3??idXK