From f13629de491fb356f11af94218bd712184372677 Mon Sep 17 00:00:00 2001
From: sahusaurabh65 <sahusaurabh65@gmail.com>
Date: Thu, 1 Nov 2018 18:23:48 +0000
Subject: [PATCH 1/3] Done

---
 __pycache__/__init__.cpython-36.pyc            | Bin 154 -> 155 bytes
 .../__pycache__/__init__.cpython-36.pyc        | Bin 178 -> 169 bytes
 q01_plot_corr/__pycache__/build.cpython-36.pyc | Bin 558 -> 706 bytes
 q01_plot_corr/build.py                         |  14 ++++++++++----
 .../tests/__pycache__/__init__.cpython-36.pyc  | Bin 167 -> 175 bytes
 .../test_q01_plot_corr.cpython-36.pyc          | Bin 791 -> 1104 bytes
 6 files changed, 10 insertions(+), 4 deletions(-)

diff --git a/__pycache__/__init__.cpython-36.pyc b/__pycache__/__init__.cpython-36.pyc
index abc397ac59f40d351e1861264050586541adce96..be06bd90ed58e446219839f4f4337b5281f85b3e 100644
GIT binary patch
delta 82
zcmbQmIGd5fn3tE!-061oL=JO15B-e%+*JMI#EjD7#L}X~qzp4t{qX#v?BasN<W&9S
k{FGGvwA93s(xTM(;?$hf<dV$%y!e8m{45|-e`1Xs0Ax`eJpcdz

delta 81
zcmbQuIE#_Pn3tC;r0Y!NL=JOXcW0}Z(Bjmh;+VvwjLhPU)a)3S)Z*-t{DPSDqSVU7
elKkA5f};Ga)Z`Kv9bb}~Tac4jk{UCyRt^Az2_9Df

diff --git a/q01_plot_corr/__pycache__/__init__.cpython-36.pyc b/q01_plot_corr/__pycache__/__init__.cpython-36.pyc
index 460f88abffae2c2371906282e6e7f121c82a6603..1f993eddf0134957510bfd1a806f74ade7aada0f 100644
GIT binary patch
delta 123
zcmWN@u?@m75CA~Cvyie14?>UzQ7{B4QoM}w$PP~4yzPQ97=xB^U>Q=JbRYfJX4f>U
z_WbK#rX4Tfc_PTx*KDiUt3T|aW4Y&K9f9M4;6}DoA<PuXmB2G5;c+QEHd{=Q3py47
X#4v|~xK7WnIZiy(NGGk7$_w=ebKojN

delta 105
zcmZ3<xQUU&n3tC;r0Y!NL=N-NcxS7a(Bjmh;+VvwjLhPU)a)3S)Z*-t{DPSDqSVU7
zlKkA5f};Ga)Z`Kv9bb}~Tac4jk{VNJU>IMNnwS!wTwE5Pl30=$Uy>i6k`^<uTMhu~
Cy(jYk

diff --git a/q01_plot_corr/__pycache__/build.cpython-36.pyc b/q01_plot_corr/__pycache__/build.cpython-36.pyc
index f4059a396f2f2d496c99f95048654e2c7471d9b9..ce06e9ffd8253ff80cbe70a0d4408a1828889529 100644
GIT binary patch
literal 706
zcmZ8eO>fjN5cSyk+EhiNAcQz_%cTJ!;DQhmoQp&c2!j;7vD?ko*`&5p+G_U{uKf>O
z`Ag==Y5xKz#;HUr9L<}F$DWz@{A_nO|MBkE=a-a_-{jU}7{5WY0VI*22?z94)0T18
zMm%a`9=8ck;5tuvs$iK(HUgi?RK_y-4m_7|NQ!KWRmedR`Q*Yi^@;V#`L)mNFz<Ee
ztk0}+Ro#mI^05?7l#6b#s_IQsD_gaLcFmbEjc{tewrATNtXJdE(~1#;y+yNM5!Pf$
zMzWy}*7zM!30LriZrCPrRMHWEtfM7cPmzmU?2<KIrX!3Hyks)EVnAH>e`ciNCK8Gd
z3h?Psb8MSS#gk9^z4;)w99!dlW;!Qa)2)h`kLu1C6Jf%H33=KIXBXW!69o3L5vyb6
znN};G)}0>Ol{JA?5&I~p;G@vM<l!*GcAkp!pTz9p|DQvYs8yvEi@}P)i235h^YUY7
zPHZn~Ro0zU<&hF@Fsiajt2&H?f_6&`%hM-Ms~~(81}x`8qvd{o;b;H$LQi`Kfj|a(
zXgNHB2Vm~wP5~wfZpSCRSV>_$?WMnq+`@I;%&}C6CN2}z8wq@Va}1?YLRR>oCUlx=
cPvmaFJxuuQRolrytJgs`n;~TI5Hgyxzs9(@CjbBd

literal 558
zcmZ8f!D`$v5S@`^uj6Dx3pu3FAMj;K=rxo;$f=M*dq`F+EMCh=>}u_;q@~&7y~Mrd
zL;69v=$h01LVD?F10__$ym_7{jULD!hQsvf@p1eI0iNL1;>1rW?ID2zg&Jy<Oht+-
z@e3ta_!Y8vLn>Tsb_oj>IIV~>G|njPJ;Ca>gBp5RGlw<nu)}Mn@Bt@m&DVl@T(KSz
zI#G*m%cvK**bO>XCq4EUYPk4;BapW9zt%H^OK9F8gmCFSj-g>!;C4IcgVE?BLpivv
zZfy0ll<`=9Heb|6k~!)prggci+9uocqG*lre4(98>~glyt+T{RH!bG*LJsD+v$yRJ
z8Q;08_-1`%^5&-WT$ha>6s=y)8!O}0i<o>WSLepG#_xnd(=a=WyimEzy$Du}APbU{
zG0F0~-(ZIH{rqk;ntVSxp8h*DnJp`=MvIk6Nlz&40RbSx1P?H!cux^i-R{WHgxAP~
rd`pJI7+uZicwjPqsV2PBcK7zuSFlflPfq5oTI%v+_!DfHmPUU8ouh^r

diff --git a/q01_plot_corr/build.py b/q01_plot_corr/build.py
index edc724a..df10f57 100644
--- a/q01_plot_corr/build.py
+++ b/q01_plot_corr/build.py
@@ -1,16 +1,22 @@
+# %load q01_plot_corr/build.py
 # Default imports
 import pandas as pd
 from matplotlib.pyplot import yticks, xticks, subplots, set_cmap
-plt.switch_backend('agg')
+import matplotlib.pyplot 
+#plt.switch_backend('agg')
 data = pd.read_csv('data/house_prices_multivariate.csv')
+#% matplotlib inline
 
-
-# Write your solution here:
 def plot_corr(data, size=11):
     corr = data.corr()
     fig, ax = subplots(figsize=(size, size))
-    set_cmap("YlOrRd")
+    set_cmap('YlOrRd')
     ax.matshow(corr)
     xticks(range(len(corr.columns)), corr.columns, rotation=90)
     yticks(range(len(corr.columns)), corr.columns)
     return ax
+
+
+
+
+
diff --git a/q01_plot_corr/tests/__pycache__/__init__.cpython-36.pyc b/q01_plot_corr/tests/__pycache__/__init__.cpython-36.pyc
index c4bc30d7704db1af3a7d76f564945a76f376cb2d..246175f81ea5a97322b977e23f15409b565870a0 100644
GIT binary patch
delta 102
zcmZ3^xSo;2n3tE!%IS9WL=N+y82ya=+*JMI#EjD7#L}X~qzp4t{qX#v?BasN<W&9S
z{FGGvwA93s(xTM(;?$hf<dV$%y!e8m{45|-ztF%iz91*RBtAL6s7SvgwYa2Me`2Q`
E02X#7EC2ui

delta 94
zcmZ3_xSWy0n3tDp{>3Yi6FJPiLY%E)LW@(2ienO!GBS%ZQnO=RQj4=o@(W_pi&85S
yOY(DL(oz#kN{dqCi&Jw_lS?x5^I{4O4C4!O@=M~A^NWgNN>YnUien~Dlmh^7@+3R}

diff --git a/q01_plot_corr/tests/__pycache__/test_q01_plot_corr.cpython-36.pyc b/q01_plot_corr/tests/__pycache__/test_q01_plot_corr.cpython-36.pyc
index 40d2b706881e3ab76930c2164e7d4894f4b4633f..4c55e0c700e3e2b6afbea79d8dad8da9c4bafa61 100644
GIT binary patch
literal 1104
zcmaKrTWb_C6vvaf?9Ohx)h90?ItUd8q~iqzMWk3t!G}du5XOg)PO`gG=hh^%=u)4y
zU&gN#AAQ=d;FIUfw%c7nGvwstcJe>JNuCY{{g-cketz!|@{6n$5Bz<o`Yjki1kFi8
zp>=Yna1)mj;R-MJ3P16|C&JG=MK|eEBI!vWI&+%zj)>@r;GBp+x^p+_3;KaXy#>T0
z!-(48qtxbrYq@~42@Le=yfQ4Ul!DIASej9j=Uk0-Ez{Y3!3~cmRih=VRhCN4iY7PN
zl&g#zxtHo`ijgl1#@vUh?|_l5_QVlXIOimBQ9HDr@Ig_>4p7Ov%fnL&JFsAg0O|o$
z{RE65hR*4CdPYth<DOALZ<9HMgm7#9k#mF05fFjk-cVsU<${^rJNyc%7%4)?swre?
zbhs-XhDX^{mf%I6@^LY;w_99msm$SN!*lEAvWy(-X_=3#hfIDDwFS$5kAO)bW6dXx
z=8fXVljqOkPnG(jYo5wDt%Qt6lAA_J2D{<-tSW(EbpmdD`sguRQI8E^(5+<~6MOYH
zdkZJ8*0NOweNdrMF>wMqd$56W?_ZlX7~|%a@m+A%87~P7Pr&uL;OP$+h;o6s&t9x}
z3OV9%8^S5i8>vH4g=J;Jf}3;_j$68$D<Z0{L4?S?0<O9^;HVxn3X^L2F3mP{?ajZE
zxrnHDU~&n70)XBB0=V2WjC>m~R`NnJX8Vj4m1uJGw;97fzMN45)Ny@N45qG7k?Md!
zx$Wrz4ZL<F+DbY#F9p}usf7)iGBYS$;eEFLag*g@dBwU}iEqoa5RyPiE*QKc>)~5#
aW34e*9czPEOSP}@W@|(h&~5yjzWWC$E*#|m

literal 791
zcmY*WO>Yx15VgIV#95NI5{MHAB*Y<?Er=UJs8W!)MM#7L)(Xqraml9pRoh!B5x4Zu
z@Pm5sl@ot~6XT5viC6Rd)-#@YGk!CjCNJ*qzbZ<|FLJPA<QHhRMgRh|Bx1i)K{Z*k
zb)+d`+~WXoxTC;!Y)5H`i^@^O1@C!Wj;ll@J*VX(G0~It6b3sgPCgPC!sw2`Nb_AJ
zPJw<VGyWTElEs##>5O{5)Yi?F)yT(f**KXu#%y1v={YE;&R0!mwQNn1Yb&d+bj7VQ
zg>pL0?QI@1JuHUg0?j@_&_qxmf&r?&BO-zbE608ss(pH>lH*wV74~p_j%J@CIO1q%
z^#_gudIkg&u*Gr~nFs@X9Mt(lS*wj(nl9*%tuC*A62mdz&$s#8><c<=rY={7UFqxW
zgSOYMX|wM}Z<K4Q>`E)w87=Xi&Rx;e+0Coh^4}CPhiYw)^2m|48-Eg<|6@;s^zf{N
za=LwX)Mt7ey1+qjDQi_}DSaYk)j(GUK9TaKQ{~=c5=_?jascCS7RsEU*)TIs`~TUQ
zkL<>J)>t36%B}oRwXLqf$Lpr3{Rj#Z^7>)k8RVXKb>V_A6S9cM#|>U~MG5_+#jsU1
tD9qe~;6^Ku`0{3em-@m7;=<fbQ0V!)eNXSh%i0OT8GFtq_;Hp*e*qb?&^-VE


From aa52438d2ad88dc66bf9cbda4ef50923041d31c9 Mon Sep 17 00:00:00 2001
From: sahusaurabh65 <sahusaurabh65@gmail.com>
Date: Thu, 1 Nov 2018 18:34:00 +0000
Subject: [PATCH 2/3] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 167 -> 175 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 951 -> 765 bytes
 q02_best_k_features/build.py                  |  23 ++++++++++++++++--
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 173 -> 181 bytes
 ...t_q02_percentile_k_features.cpython-36.pyc | Bin 0 -> 1968 bytes
 5 files changed, 21 insertions(+), 2 deletions(-)
 create mode 100644 q02_best_k_features/tests/__pycache__/test_q02_percentile_k_features.cpython-36.pyc

diff --git a/q02_best_k_features/__pycache__/__init__.cpython-36.pyc b/q02_best_k_features/__pycache__/__init__.cpython-36.pyc
index 43047f0b7d121cffd870478bfcf87b31503ee2f1..685ca236d72cf43063ab2e6207f800e415672d07 100644
GIT binary patch
delta 102
zcmZ3^xSo;2n3tE!-061oL=N+y82ya=+*JMI#EjD7#L}X~qzp4t{qX#v?BasN<W&9S
z{FGGvwA93s(xTM(;?$hf<dV$%y!e8m{45|-ztF%aJ}I@hBtAPHs;F3hVy7Gc6vQPe

delta 94
zcmZ3_xSWy0n3tC;r0Y!NL=JPW5NE5H(Bjmh;+VvwjLhPU)a)3S)Z*-t{DPSDqSVU7
slKkA5wA93s(xTM(;?$hf<dV$%yqH1*llY|6;*$96c&KD?%*2Uu06O#|cmMzZ

diff --git a/q02_best_k_features/__pycache__/build.cpython-36.pyc b/q02_best_k_features/__pycache__/build.cpython-36.pyc
index 8372777e40963b4c282006fe1233b5dbaa51cf8a..59864f7b5b51c24647bda2736b4ef3d731ac58ee 100644
GIT binary patch
literal 765
zcmZWnJC74F5cYVVdEDtZKq3+qU4)cHoS;GoiGuEQQVI@JEY8|VcC#;RZy;z>1xkJh
zf60_o`3p2K8%_|3k!Cy|+uzJL<BOA%{^_glZy!2@{2)hyd-4KRcSaBaIbm>EDRU%b
zuAn<$9!8wpF9H@ocgsaTWFh*Y@I~+$SWm!|jC*@TA(x*X2yS?^tQsxjTBV89ana-^
zU2~OkBPWSokHMZzWiAtQB~>Czljag*!+EUaLP@RDs@&f}w1jq;C;_UE`Vv*YL(`HB
z3toVr!ud+Kw8h<sY#jrJwy>jHw{<h8rLBX$XWW)%Ugn!13o+i?fpA+d>kB#}10v`>
zBD^ooh>XY%wtnj)9siQ`raYHd9fdt$$}upPe@ylM7mDht84s8%R8_04Ox3lMoy=1c
z8^udKuT){(Jk`bqNtHK6sja`}c_X!@Wz7Pv7P?Y~1v;sabZkAn<h2|JmWsKBm4#~y
z8yo6Frz*v~>$sF3*kCTXX_V}szY%o{)Bb#e4KHM*`LfZxQGB+1`XqW?sg<sIBBP`d
zGP-#d|G~o+<9MnJhY-Dg^f;bLZQ@mYb4f?DCe6j9-q^eK-x(d94=}4fMMK~WLZ=Ty
z_Z;q1bsHmNP;R&MtzYv}aO7JH=9NuRZ&V*oY^Wp`G5!SWcE5#<^eUHJm6QK!{MXt8
e^nvY>IX|F1D=N|C@_Cn4cL_oWp-+b}q`v{zfYQAH

literal 951
zcmaJ=y>HYo6!&vJFHJ=SEXM#sNR_gjD#3U<F~EdWAss^-6-Bw&cS<iGSKEh3m0Nm6
zEdv7^6FYwpiy4{Nm^<;DD<A5BBR@aezdZlm@7a&Hw}a2$z8?OhgnTFeGz<Nw*yS!7
zMi>;Ngc!j16nz>~^j&5%=Nw{-Sz{7;KM+eI&^u#Z@JzkrBIA|H3yy2yG!c9zxRiNa
z?PrdGV%xgz<~;ccO>@@TjLdr?tZYSAc1w<7O;%3pT#`OnxvkSu96d!_yS3JI<+uK^
z)w->>Mn=lUnX`uXpj_oC{}R^tUBDC=FnaDYi`gG6Mq2BgiPF0uxZ^PQ+;4l&$Qo8b
z8;l8bpX!~#A*tvA=4`Ut&j9(EW=0f@+`%q=G?%1BatMO`FGc{!(YP|JF<)UL;OfC(
zaCEZwB$;rjl6f-asaoRZ(PWtyY_MpwKP=L6!qQRS1jSBHAKm~DhDDvFg&d)?!M=*9
zw&uLip5Sk|ko*rtL(d%CQM`-J3@N@2SAbNZPd?HUdrUfNoxwPCuqRAaka@5WoaLFS
z#fH7`aQ!M67P(YeT`orVa4yXeE;)VlAC|xIQ6Nl#wVl<AMwlPt?P;zOCDKYxYf)<3
z#E!j<WC?0l3&ojs5HRD~DtM*+7rc2cL@lDNxW`hJPDNUB5t_iRO2v#T4Rh_3HRFYL
z*s?4e4F?*U*pl-}yrt>|N}pGZzm0b`lN*Ufv<oL(jM*ivZ{5hQhdc5<8Uhr2pwy;5
z^}(kBgb>hOxJ_+vK^TSbHbi#Zm-B+Bq8eP+Jdxewz*o=-(FxPR|5jt;8PV}tU^>f!
Nk4$N#sb~nH^$W>S=m!7*

diff --git a/q02_best_k_features/build.py b/q02_best_k_features/build.py
index 9b1046a..1c5606f 100644
--- a/q02_best_k_features/build.py
+++ b/q02_best_k_features/build.py
@@ -1,12 +1,31 @@
+# %load q02_best_k_features/build.py
 # Default imports
 
 import pandas as pd
-
+import numpy as np
 data = pd.read_csv('data/house_prices_multivariate.csv')
 
 from sklearn.feature_selection import SelectPercentile
 from sklearn.feature_selection import f_regression
 
+def percentile_k_features(df,k = 20):
+    X = df.drop(['SalePrice'], axis = 1)
+    y = df['SalePrice']
+
+    #regression model and transform method on predictors and target
+    selector = SelectPercentile(f_regression, k)
+    X_new = selector.fit_transform(X, y)
+     
+ 
+    #list of best features with implementation of k percentile method
+    featurelist = list(X.columns.values[np.argsort(selector.scores_)
+                                        [-1:-X_new.shape[1]-1:-1]])
+    
+    return featurelist
+    
+    
+
+
+ #percentile_k_features(df, 20)
 
-# Write your solution here:
 
diff --git a/q02_best_k_features/tests/__pycache__/__init__.cpython-36.pyc b/q02_best_k_features/tests/__pycache__/__init__.cpython-36.pyc
index 86a25cff523fa394416e407b58545caf2749163a..105f396df463fe883a0a675e1cd7de26283da16e 100644
GIT binary patch
delta 108
zcmZ3>xRsH^n3tE!-061oL=N+aB>jy1+*JMI#EjD7#L}X~qzp4t{qX#v?BasN<W&9S
z{FGGvwA93s(xTM(;?$hf<dV$%y!e8m{45|-ztF%aJ}I@hBtAPHs;F4M1jsMepV%)4
E00r$QssI20

delta 100
zcmdnWxR#N_n3tE!{`%F(i5%tuQO;H|p~b01#W9IV8JWcyso60usm0kP`2{iQMX8mE
xCHc8AX{m`NrA4Xn#i==|$t9Wjc`=0sCh<wB#U=6C@leU)m=GYpIA-E>IRH0NCPn}N

diff --git a/q02_best_k_features/tests/__pycache__/test_q02_percentile_k_features.cpython-36.pyc b/q02_best_k_features/tests/__pycache__/test_q02_percentile_k_features.cpython-36.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..d6c04c5d41bad3309f8e706d833c06b36b887ec8
GIT binary patch
literal 1968
zcmbtVU2oh(6rJ(MuJ<d6s<x;+fCUuED9X|zKuA!9q)k+*3ZPc1WFFj!XLi@=*xt^J
zSIw$CZT}2^X?Wx*e}O0NwKtnhNee1o&GlW+_+H<0&fNKGFz9}}_s6e0J|TaSwW|&O
zE)31VaKfo1IgKeL+~KZtayNEs-;-YM$A0bmvK6;Q`y}A41&uqr%>&-yUEbq;J{Y&-
zuArg=GrdE?H~8jj!Z(GxaN|DrACqY7%z;!9wKt|hrJ^vI6v^{sB$%m`&}T4-v%wRg
z%|6ot{Ee|Nqe@Dq#(FB!qxmPC88)1hl@`fVWvS3fUP+V9n97(DJE@+<y`N@6F)4qk
zn2bAz>QOfPQ3)1z51C?PvCot~_v`1qC#7L>Pv_?GK^)xC=0Ga+4j}O!Gm{iQ?EJzK
zc46pkFoMLCli1;uJFiLXa+iB>_qfknaQ6`)xVLx*%J14+SlQ24)t*v_h8KnpVC=)t
zcflB9=z{)6Uy&2XxUVRux5xt0L8`U?Bj+YrAYTL$c}L2HHx<U5fBfJj0A~ab0mCW>
z)OC29Z-<B3OcdZno&seMg^6vCX)Tm_@B)ytt`tS&SWgQ%vK}(<J5fDY_SZ`wAQwZ;
zCY5HDV#kwjz8*d;)pI>%sTigu7sDm13A_#Iv$6oX$`f#hFTT8+90L$*)DI2(*R@S>
z`bvH5Oi%4+xbW)fWK|!2qxQfMC!q6tZv}nlzXZF)3<j;4`3RhKW*T0&$3g8&7W|_#
zWZ~>OnE7`r7PuHO5NtSOvJyJvWmuFZ%$Z3i;kf4H@`{M6O^6V=7c?o{x{;$ga8q40
zSaD<e;Mq^#QP?uN#-I&I6hQjny+AsTwZaG$*Md=F^dUH)TF|e74Pso>@tR7Vqxt>?
zDzK|Vb2=5_s8pd6&=86SqA=6pvqzaW&$h$UvH}&0<$P9*!`nLY>{g@Nhx%cm4J%S%
z`=*?(`ik`=yly=V4`|k?y#d%4?*Od%m?T@qMmjatNB}p7&hNh$a&H8^1mH?!*De9L
z5*7e=e+3+t7M3Hx3i{u%tQ7_3LQ_p9*#7@m36eq~DNJJnv1}7>LFn^;M+g%j=NelH
zq4VAUgA4{cirO|vl7i(TNo+Ss@{(6@WF)qqB-o;w88v`(Y75N`G#{Y3Ah`B$TPS1=
zw~NLG8_>WD{Ge4ojRw{~t}@A+HW*YzX0Tv|T-Y{nk3F>BfpKff3eL23raTVdSm6nr
mIo88-N!^6yHJ)|Ut3JX8-#1m<!@Z(6!1O8p0;fx_f&CjMG%GX!

literal 0
HcmV?d00001


From 441c3794efe92b1d6f69e73ee026aaf89c0fd505 Mon Sep 17 00:00:00 2001
From: sahusaurabh65 <sahusaurabh65@gmail.com>
Date: Thu, 1 Nov 2018 19:00:26 +0000
Subject: [PATCH 3/3] Done

---
 q03_rf_rfe/__pycache__/__init__.cpython-36.pyc | Bin 0 -> 166 bytes
 q03_rf_rfe/__pycache__/build.cpython-36.pyc    | Bin 0 -> 676 bytes
 q03_rf_rfe/build.py                            |  16 ++++++++++++++++
 .../tests/__pycache__/__init__.cpython-36.pyc  | Bin 0 -> 172 bytes
 .../__pycache__/test_q03_rf_rfe.cpython-36.pyc | Bin 0 -> 1867 bytes
 .../__pycache__/__init__.cpython-36.pyc        | Bin 0 -> 177 bytes
 .../__pycache__/build.cpython-36.pyc           | Bin 0 -> 709 bytes
 q04_select_from_model/build.py                 |  17 +++++++++++++++++
 .../tests/__pycache__/__init__.cpython-36.pyc  | Bin 0 -> 183 bytes
 .../test_q04_select_from_model.cpython-36.pyc  | Bin 0 -> 2087 bytes
 10 files changed, 33 insertions(+)
 create mode 100644 q03_rf_rfe/__pycache__/__init__.cpython-36.pyc
 create mode 100644 q03_rf_rfe/__pycache__/build.cpython-36.pyc
 create mode 100644 q03_rf_rfe/tests/__pycache__/__init__.cpython-36.pyc
 create mode 100644 q03_rf_rfe/tests/__pycache__/test_q03_rf_rfe.cpython-36.pyc
 create mode 100644 q04_select_from_model/__pycache__/__init__.cpython-36.pyc
 create mode 100644 q04_select_from_model/__pycache__/build.cpython-36.pyc
 create mode 100644 q04_select_from_model/tests/__pycache__/__init__.cpython-36.pyc
 create mode 100644 q04_select_from_model/tests/__pycache__/test_q04_select_from_model.cpython-36.pyc

diff --git a/q03_rf_rfe/__pycache__/__init__.cpython-36.pyc b/q03_rf_rfe/__pycache__/__init__.cpython-36.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..3d882f03dab5b23c30c6491de543d59ead3f3b98
GIT binary patch
literal 166
zcmXr!<>fMWx*g2`1dl-k3@`#24nSPY0whuxf*CX!{Z=v*frJsnuVDR*{M=Oi;>3*7
z;>6OT#H0)}Q~mJ#qU_>=#N<@{<ouLW{j}7?lG38o_~O)@)Z~)P{Ji*rqWml%Q@_x_
mIKC(ih*I_A<1_OzOXB183My}L*yQG?l;)(`fh;QqVg>;5oGb|d

literal 0
HcmV?d00001

diff --git a/q03_rf_rfe/__pycache__/build.cpython-36.pyc b/q03_rf_rfe/__pycache__/build.cpython-36.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..fd77efd782771ef64e6a41fe3dcd3542219c2588
GIT binary patch
literal 676
zcmZWmOK;RL5cVU<rmJ045URA|#x0i(QUxbeRjTL-t*Z6_GKa_;Pqf)O4{WERkUfPf
zKZL(zj-2){aAMLHsS=iFJTK3DGjlwjPrtqY^@%V-ev?NBb#jViPmn31s3w8}-7>`n
zDmYrW4ysUubo2%~swQHBa;T#3M8psSA1LbdiX@Xg<{+!DFO_sM-87wrtTkm0Hmf@A
z${T4)>0p`Ln}m9PdHxQcqf1$<raEs7Sa+tSwPjI)$?2F2PlyyCogvv3vYu?QoMMXq
zU_08QydXQ~=s<Sdv7S5L(`_(N6}&*07!&ltHtcE729#YideJgjkYNNJt;E5V)NnBZ
z-H%lfR3N{Uc0bN0q2hU+6(C)Q05jKQ7Bu88iG83<(;ALJW{mV)L+vMdqr0lMo)@L_
zfiA5RvF+NnF)m9&&s5>*M^A5kSTzc?;HH3|#2jLVKNmQ(3Q{XKot2%D>&=_j>4(N#
z+g9d~=J+9ffbsyNY-${FvqePd=U2y>DeywN?n<qe?X8dQ4Rg$HXUGVBLSq)uBRXT|
z8S2S_k6PS-w4Sxf#|EUza6#A|E>SG(wFYVG<$q=GdKQQO{7_q{)*9~TF=oDN=@EO1
ZHXpymt~(7U<JjyJS<I$vMrUC>`wN{Pwdw!>

literal 0
HcmV?d00001

diff --git a/q03_rf_rfe/build.py b/q03_rf_rfe/build.py
index e8a8d20..3829509 100644
--- a/q03_rf_rfe/build.py
+++ b/q03_rf_rfe/build.py
@@ -1,3 +1,4 @@
+# %load q03_rf_rfe/build.py
 # Default imports
 import pandas as pd
 
@@ -9,3 +10,18 @@
 
 # Your solution code here
 
+def rf_rfe(df):
+    X = df.drop('SalePrice',axis=1)
+    y = df['SalePrice']
+    
+    model = RandomForestClassifier()
+    rfe = RFE(model,n_features_to_select=len(X.columns)/2)
+    rfe = rfe.fit(X,y)
+    
+    return list(X.columns[rfe.support_])
+
+
+
+rf_rfe(data)
+
+
diff --git a/q03_rf_rfe/tests/__pycache__/__init__.cpython-36.pyc b/q03_rf_rfe/tests/__pycache__/__init__.cpython-36.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..0b225744488ae22b070cde64ca85ad69225707eb
GIT binary patch
literal 172
zcmXr!<>fMWx*g2`1dl-k3@`#24nSPY0whuxf*CX!{Z=v*frJsnuSorj{M=Oi;>3*7
z;>6OT#H0)}Q~mJ#qU_>=#N<@{<ouLW{j}7?lG38o_~O)@)Z~)P{Ji*rqWml%Q@_x_
sIKC(ih*I@SQj1H9_2c6+^D;}~<Mj$EZ*kb<=BJeAq}qY3ECyl*02w+iaR2}S

literal 0
HcmV?d00001

diff --git a/q03_rf_rfe/tests/__pycache__/test_q03_rf_rfe.cpython-36.pyc b/q03_rf_rfe/tests/__pycache__/test_q03_rf_rfe.cpython-36.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..ab313a2370f82b33ced6fbe4e8dd43fff1a54356
GIT binary patch
literal 1867
zcmaJ?QE%He5GEzrmSrbPx+YyZY!!xefPo-hTWrICVQ7*zL4hnQlCDLx2Zhnmj#622
zNy=!9?kW8<`%Bv6p7Iy=v^&YQoi3RK9gouS$osyJ)T4z3?}x3wet%hG>~A)AEu;S!
zAN>{$FyILbIJQ<|4eY??3~X=`XHW}j=rgD#^+6+Oa3=Yg3-t>gG@$`5G{J)wv|#}j
z;S*SbWw-^O!fjZARk+h%4m??tO^j~sGWZPE-ZNN}_Jtj^fgiHY-AkOE?RR+LzL45%
z3oS1#e1k9Qsu!xBL~pS#O)pOpq566#qw!ZDjOd<bxt8Hj#gWwEAWuv@5-Ju(ZbW(%
zwDvNyqq5Y9z6=`J*;G;l%_Aw)RvsrNXp?&&2N`Sv1l}(~zf4sb<ZbDJ*@@G`od-da
z{NK{v;ZD$ckr|OtA3N>?ZFUkx-oq3sueq!C;!&BRjj;y<y?HX)Re+@nh08cnTR5**
zb*h<OWf?q?(Q8Wo>rkf8GZmd;r+%akvjidn=fg#?JjO?_qmd<9fdw3__bjl9ENmU9
zK^@x~QG;zAnh3I2cm(c2iD$%dI9-&_#b+BI{Sb{|hF|bM_&auH8T%avzQ!&vKjxn6
z_pDWRLGoaj+1Xc=?vl*--qW|pj*;LaQTafoM*H_+-QSHzGDWZBC=?-64w|ARw3f;|
zeUpo%uoIbftisVU=@kyq{3law4EyI8X&%U~7N@xuxe_O*-+$MAm8sWyC?eU7GLYS#
z6ed?P#L+l?oTVs=><r!Rn{OYXgh)kQg8=B#hO@UD!}DT=zD%OR>B1Lqa!m_mw#&!<
z48DzP!>@o!!%9%UL}wn<3R2o*QvmJ#OB<ucKTfd&*%K&ce<YGzY9BH`&5S<~COY-|
zC6ZSoI`#}zMSONF<zb^*WC+B{P({V<`PEPI=v(-us+D7{_im{5L-e#%;=GPeS?XPM
zP&cR`gPJrpDQQk8*8X^VRw3?Q-<%Jn-^-M*B$Ag_<@&MqkN0A2j@SM3EJq#5$@e(z
z`}cLnDV8eTJk!roZA2Q$qHVHaIMIMEoCJp#4yEt#3W$#|_<SCNYW6UmB)daUP*Dt_
zu=x0!8^HKz*cD8s^b@W#Os1407Eh*F&}#jxhvnnZb&`~XqnS}&&4hdEKaog0(XD8j
z!j+S~cSF%@*A!hT><b*O=`3J;{Pq8rTMgLnGzvEiQ!$WXSa@NGM`)gq-ws3C&ea#S
zh$+<)nH4ew?VKD-Qb?1E;HI9YYFzHt@UE9{I}1U5C{hr*u!c~$c^Vt4L(y`J+6kWH
zP@N_XB#_RYaw`Nb9`z97U!ZX4PoY*Zyo9ODdfg%l_ou3gpGno_j&OOKZp-6~czfKn
F{sluQ_QwDK

literal 0
HcmV?d00001

diff --git a/q04_select_from_model/__pycache__/__init__.cpython-36.pyc b/q04_select_from_model/__pycache__/__init__.cpython-36.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..5c87fa3b4dbb0c96134218e1a4f555d62a0a4ae1
GIT binary patch
literal 177
zcmXr!<>fMWx*g2`1dl-k3@`#24nSPY0whuxf*CX!{Z=v*frJsnuQ>gT{M=Oi;>3*7
z;>6OT#H0)}Q~mJ#qU_>=#N<@{<ouLW{j}7?lG38o_~O)@)Z~)P{Ji*rqWml%Q@_x_
r1S%SzR+OI`p9@r;qaPoinU`4-AFo$Xd5gmaC{~)2Y6r5n7>F4FBWp0E

literal 0
HcmV?d00001

diff --git a/q04_select_from_model/__pycache__/build.cpython-36.pyc b/q04_select_from_model/__pycache__/build.cpython-36.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..6d134c45acbd8e2f494ce7736f06e790fd97ada5
GIT binary patch
literal 709
zcmZWmJ#X7E5aov?D~_GC9SV5u=EW+|kEsX(81R;$sD~EJAkZRJ%OORTq=Kf9CwJ`+
z>0e^UPWcO+dQuP|KnUF7_zrjP@$t=cI$m7-xmps0{-Q?*?&uuCok0>vV1+bh822?%
zL{mnGnyQG!fKipOk&Jh#hz^(?iC82*5gQA-M)T1f>_BrIPS;Y&!mq5+7e+`0(92J}
z7Dlg(mCi2}cdjZcX)k}g65R7_Yg#As##V)Nxo(xOZn&+umy5#P6u93DCxM6{mJn_Q
zsY5%EEQp}L$R2l4&(NNDd_a5ZNk<QOA9c}=cDN%4f{~9pyo&)z4rqp;8+S1Xk1pBK
znk)IS=fCUOKyk#sS8hHEk+7z*6hPaX#inKDb8mU=N@I11RONga6-KqXcI^18^to%B
z##ld3U>IH(@RxvZL#%r*7<Hv)lTvcuTA9~e%iqXOVe`K$utCer@onpPYx!pT{$2Lj
z*lXADLS_YwXAg63aJVuxm}YihcJ}S{+x#BQOE5kk*s@JqDY0m7!}BM-32?d-NC=<c
zlq4j@6Y_%CQ$Xg&Z04?&<hEWsp}hCu*+XB}PU?-4gGV80;G?+<q!A&mTMg8tZbE7$
m7dd>UJ%aTE$MEP!sh1Mc51_kM@~k)9jUi3&1gD^H9Q_CVE5wul

literal 0
HcmV?d00001

diff --git a/q04_select_from_model/build.py b/q04_select_from_model/build.py
index 12dd1df..bc98473 100644
--- a/q04_select_from_model/build.py
+++ b/q04_select_from_model/build.py
@@ -1,3 +1,4 @@
+# %load q04_select_from_model/build.py
 # Default imports
 from sklearn.feature_selection import SelectFromModel
 from sklearn.ensemble import RandomForestClassifier
@@ -8,3 +9,19 @@
 
 
 # Your solution code here
+def select_from_model(data):
+    X = data.drop('SalePrice',axis=1)
+    y = data['SalePrice']
+    
+    model = RandomForestClassifier()
+    
+    sfm = SelectFromModel(model)
+    sfm.fit_transform(X,y)
+    
+    feature_name = list(X.columns[sfm.get_support()])
+    
+    return feature_name
+
+select_from_model(data)
+
+
diff --git a/q04_select_from_model/tests/__pycache__/__init__.cpython-36.pyc b/q04_select_from_model/tests/__pycache__/__init__.cpython-36.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..05dd2836823b831827025509f36ae1c49762b78a
GIT binary patch
literal 183
zcmXr!<>fMWx*g2`1dl-k3@`#24nSPY0whuxf*CX!{Z=v*frJsnuN3`^{M=Oi;>3*7
z;>6OT#H0)}Q~mJ#qU_>=#N<@{<ouLW{j}7?lG38o_~O)@)Z~)P{Ji*rqWml%Q@_x_
x1S%SzR+OI`p9@r;qhFF*TvDtbAD@|*SrQ+wS5SG2!v-i*nv-e=vb`9H831P9GYkL#

literal 0
HcmV?d00001

diff --git a/q04_select_from_model/tests/__pycache__/test_q04_select_from_model.cpython-36.pyc b/q04_select_from_model/tests/__pycache__/test_q04_select_from_model.cpython-36.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..f561862e0e6f287875baee748d6f2a35edc497cc
GIT binary patch
literal 2087
zcmbVNOK;pZ5GEz<uJ&Qab`r<Vp%#j!zygN1Nt+Zcf+DdK8v$H5sM7{k4+^c}uI1>l
zA*n^ZNKczn|4ILndhE%6p{LGB&iWC%MJj>AAvGFuzWF%(a%QIW_4=Q`EY%tNi=BDq
zP=AC?|BeC}@R<3$>@DBM-in>1=GQm_8=SbFH2enY3~I5PH2o%L(mrfKeZu{=<cFQZ
z8E8y6TDZ`J7PO%QGcXI+U=HSC0j|RhxCx7JYcS`}%7$#?f7iAcEWz?S2FtQGvHdyV
zyR3Wr827_=y1Z~-NNqNRmd6&(;KaO^u?$VnS6LDy8ORtXX9v>s^Eei2pocOXe+t5g
z-a(dY84OhvN*yG5Y@(4+kuY*C)T84j`t#e{nb}lXYQ#YL4IDgHQuxh1Db#u%#m4WD
z`lG~!9s~HT?}h$3Ri#mDT_<KUN_RK!`c2Y*O8dK;e)~mcL`-8GxOcVLj1_73QmC}%
zmfDU+rHl5KP`L1(TE~@I)u8hIGRxqJ3}2JOABHl0o~iHv2lYL*o5c_kJntU@<`Fi%
zib9qN^ey0Ey<?a}OdR$O)S!-i4I1ELUxy~b+$wGoyt@|>4LN$Ehg`eZHn8b?C=4@v
z!hhp$*`a0Zw;cE~o8VHo%$afDT4WQOn1YKqJBr*LlNhf&{T1_LBzTyrJdvr<-W^!=
zwxW?tQR_OYhIYz9QM85DQkkc3auFAHEYq%4IGFx^;ZUOgU}^@<{vKhX6WP<^AlD*S
zV*lX5{ocz=z1Bk!%3g>Z>Gh>BxspLeo+wL^7TF>0r1$2FuTEyqP^xDT7G28VQiHYO
zQQ?u%hyMoC$gbh;G)2N}myaJ@3iaB5IXRaLa#rTz6I9OTqRIrF*eUMz&asVF<8P*r
zgX{}D1>Q)+xzrwHUYZ#%5hgtF24w=yTXgNyWGFf=T}!pGQymh7eI;g5D^{)u<iw@E
zfkqV=9KpE%QDD6HF~x$ogte@~;x;PCM`Wf!+8dh~dWL`2&UoV#0;~(3IT}i@pD9mC
zBt=@`;YHeewH;~mYSlZ+a^$Bx`5vVM?~d*|#azY5XZl&HjYvaTEL41w5R{c=KbE?1
zVsuhCv`Cj%cwK<%^DCgLwi84r-j@k6ijpB>79T(SD9kQ6I|tpAMhoYln^FfMdoqQL
z!tt^`qJ*`RB1Gb#IHgXt5+3OfERjG&8+9E;;mVVve+4R^{W~fZX;;vbrmDpF_}l-3
zN9AUx+bG;1NJS!pplAhjk>oMyogkocQ+-i%g4H~UMG{LSPLo+`M1IvkL5ikg>2kM*
zZ@rxD&il1APq18A>CmqaMG8U})({FePa{JyD~hM6?c;p|RpDzO1*lAx$Io~1N`e5d
ytiqvdt*9$>k|k6MC8%5Ya|v*{+-18f+=o?o-_fzr6bWvTcj&cRC};7-8S5X4DomaL

literal 0
HcmV?d00001