From 705f2ac990926d38ba828f70531a6eabd9484a4d Mon Sep 17 00:00:00 2001
From: kvin15 <vinayakkhamkar@gmail.com>
Date: Thu, 17 May 2018 12:43:09 +0000
Subject: [PATCH] Done

---
 __pycache__/__init__.cpython-36.pyc           | Bin 150 -> 144 bytes
 .../__pycache__/__init__.cpython-36.pyc       | Bin 166 -> 160 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 809 -> 1161 bytes
 q01_grid_search/build.py                      |   9 ++++++++-
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 172 -> 166 bytes
 .../test_q01_grid_search.cpython-36.pyc       | Bin 4199 -> 4193 bytes
 q02_fit/__pycache__/__init__.cpython-36.pyc   | Bin 158 -> 152 bytes
 q02_fit/__pycache__/build.cpython-36.pyc      | Bin 1316 -> 1310 bytes
 q02_fit/build.py                              |  10 +++++++---
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 164 -> 158 bytes
 .../__pycache__/test_q02_fit.cpython-36.pyc   | Bin 2960 -> 2650 bytes
 11 files changed, 15 insertions(+), 4 deletions(-)

diff --git a/__pycache__/__init__.cpython-36.pyc b/__pycache__/__init__.cpython-36.pyc
index 494c0e423d78629e57676c58ba01e9e4fe944241..37fbf0c25e9409c91641c3130e5fc117850e5f06 100644
GIT binary patch
delta 47
zcmbQnIDwJfn3tE!qUX;<b_*F>{fzwFRQ>F-%sfL={qX#v?BasN<W&9S{FKy*iKYNi
C;tym1

delta 53
zcmbQhIE|6rn3tF9PJH7;b_*qE{fzwFRQ>d#)XKz?{9JvP{N&Qy)Vz{n{eYtUtkmR^
I;)&6w0L6L|VgLXD

diff --git a/q01_grid_search/__pycache__/__init__.cpython-36.pyc b/q01_grid_search/__pycache__/__init__.cpython-36.pyc
index eed5319ad7e677d36d4aa0a041666797cfc18e79..641955fa4e8d39de0be24a4f29b6236b9cea1865 100644
GIT binary patch
delta 47
zcmZ3+xPXz}n3tE!qUX;<b_*F_{fzwFRQ>F-%sfL={qX#v?BasN<W&9S{FKy*iLL-y
Cq7S41

delta 53
zcmZ3$xQvnAn3tF9PJH7;b_=Co{fzwFRQ>d#)XKz?{9JvP{N&Qy)Vz{n{eYtUtkmR^
I;)&6&0M1$xq5uE@

diff --git a/q01_grid_search/__pycache__/build.cpython-36.pyc b/q01_grid_search/__pycache__/build.cpython-36.pyc
index cac4a0ba09e01d39b61ee5fb68a6a9cfed1ec303..178c1062a6848dad3d21b781242ff66633fa726b 100644
GIT binary patch
delta 567
zcmYjOy-wUf5Z+z?+&_na07nibK;`N{hzf*|5K=@zL&0eq%kl07ALlcgH76nMi6Wt(
zKmy$hq@|?i6?g%+6cMiwDS}x8%8fPOelzwrKkGa9s<g6RtCfGJ|9IOb<cW-#i+l%N
zJ>0IeKQ%5{hcyVV%5t|NsGyfjEZpAg)jx|lG5?G5X+aN(*Syady|7RgIta!}=%&^#
zy4pfWiDudoRNI1G+e1e?U8;$uKN%&++0fOluo`4oz|+RFs2yF<#g2syoCBE08lKHd
zQl(KGqzPo@(*T0l{{fNUZr{J?Cf`-Y!a?TdFBGrGGU)p$Dtr|tAUzArc--nlDX)YB
zAEY|#rONk8S)uKx5Jdf~aQ;r5I1#c34OGB_k=0BmB?AbL{cynRCPea4WuH&|ALt{=
zC&zO65O)N=V70&dt>Yw?t&>62U)yLMC2*ongHX0Y>^gd6tDBX){#(CURHz9ALS0&>
zRm37bu!NcC7c^K#=FzuXni>6}SKpwCsm#T_@B&~l4{$dV<U1K{KFSz;HD49CaPzaC
P+%`W{HAhuzkxkgI@79*D

delta 212
zcmeC=T*;<v%*)I5ZPWayxl9ZUj~S2v8<6b)#KoH?Do2QlwKAnKNisz7q;h3(r!b~4
zwlbxNPn_V&${5U`DY5Yh6C?M3ASjXm>d+LPJd?RI_7;0Yd`VGaX5K9}AS1Q7<Q97+
zOaRCL32+r87A5A!rx#_WtYj$C1nLD7zXJ3#@^e%5(~D9o6HD@Q^<DClOLJ56N{aOZ
iit@8klS_&x>oFVfbJ*nOr<CTT+A)LNDK$BZMHT>~NI)6@

diff --git a/q01_grid_search/build.py b/q01_grid_search/build.py
index 20c99a1..004f4e6 100644
--- a/q01_grid_search/build.py
+++ b/q01_grid_search/build.py
@@ -19,4 +19,11 @@
 
 
 # Write your solution here :
-
+def grid_search(X_train, y_train, model, param_grid, cv=3):
+    gridsearch_cv = GridSearchCV(estimator=model, param_grid=param_grid,\
+                                 n_jobs=3, cv=cv)
+    gridsearch_cv.fit(X_train, y_train)
+    grid_cv_results = gridsearch_cv.cv_results_
+    param_grid_results = grid_cv_results['params']
+    param_grid_score = grid_cv_results['mean_test_score']
+    return gridsearch_cv, param_grid_results, param_grid_score
diff --git a/q01_grid_search/tests/__pycache__/__init__.cpython-36.pyc b/q01_grid_search/tests/__pycache__/__init__.cpython-36.pyc
index 31ac32889b610935d2c1830c3823c926b02a7da2..7ee68929d11ae90e0cccb77a1e783af9b6f9b746 100644
GIT binary patch
delta 47
zcmZ3(xQvnAn3tE!qUX;<b_<zc{fzwFRQ>F-%sfL={qX#v?BasN<W&9S{FKy*iQWKQ
CiVwU1

delta 53
zcmZ3+xQ3D4n3tF9hU2`6>=sIq`WgATsru<fsg;Q(`MLTo`N^fZsd**E`T<4xS*gh-
I#S^2w0noM*wEzGB

diff --git a/q01_grid_search/tests/__pycache__/test_q01_grid_search.cpython-36.pyc b/q01_grid_search/tests/__pycache__/test_q01_grid_search.cpython-36.pyc
index bf1afbe383899abd6e94cfec577d467a76e04456..5626ccedb3a7b1820f01ca1f09717e76a12f25f3 100644
GIT binary patch
delta 831
zcmaE^@KAx>n3tE!qUX;>_BKYwsLg$hu8fSrldmv^D#|i2F#L+w&&bbB)z2==%ri9A
z56>^kE-pw+PSsD&Pf6Vzz|6#`s{mA{$y~$?q>5NUgd|9SsYn{cmH`nUgCK<5<a(Av
zY+N9|!en>WS&Y(?AF--)BP*ECE<IVFZHtf+ND)LOkfq63q&)d6Tbz#yNLUp_sDTJ|
zAaRQ+uONy&FD0?4D6z6g6DXp|3b9=aq(mD;=zs`a5P@pfX>9h?aM*?$0@Z4A6tRP}
zfPIB#G02le`at3qYjH+mK`OCUHgZW%&gbNrY|gn%9Mg*+Lk%Z4a#(~CZGVvwP!o~1
zZ*JsLWeUY^EjP$+VGzLwA_PIEvJ{Dc*y12U6hw%D2!0SD03ujG1P_Sdo&1|;kvM7?
z-C`|D%u7!#lA64QS3wk<9MB_V@=IQGl-SqiyBH@AGEfmj=z$0W5Mc}=OhAMsh(JUl
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hAZJIhMZ}k+7MFn2Ruo$$gab}vAcHY%oNO#$0sxDOl3)M;

delta 820
zcmaE;@LYl2n3tDp-NyMF+1nTyZ*A^lbY)}|nS6yQR9%jNf#FxGenx(7s(yM=YGq<c
zey+YtesXDUYF<gPen3%vR%&ud@n$b(CPrOFpkhttB4!{}#0ny$KmtrfG9b1rhyWP}
zA>=1lvK(UL2JsaqJF?DVl$m^oRh=7I0Uz6WA!U#Ph$<jUld(u;@_V*8A61aB8i-H_
z5gI_^7E@lqE%v;W#G<0a$|5bGh$bt<W^IrX9T1@lBJ@B6sy)(^x3F&z$FvKm@@3%U
zcbpdC#z3YfM-e+nFW75nE&%zo$N)&(VlB={EJ!8R?rJXS$(fuylMOkSVYk1?7-WAa
z(e@XafLuzP&o@_dsWOFP^>z^t$U`C^f*(W(flOs75(Tj(K!g~G5C;(gAVLsCuz(0&
z5WzS3E6*Zv)G)fmT9lZVo?0Y5c^$8UC^$`^$IRr%yyhrLK$Y*Jg#ySxB@m$xB8)(U
zDTpuw5!N6A5u0F^JV;D(vL3%Qw<M7H@;?w1*-sAP&*!|wnpc`zP+4R!`3%3V3CMv_
dY!UG#sl_GW<P^nL3E_Z~6-YCN*^_kzOaR2em@xnV

diff --git a/q02_fit/__pycache__/__init__.cpython-36.pyc b/q02_fit/__pycache__/__init__.cpython-36.pyc
index 97c33cb307234e9b028e1705b5c23f75871114b0..1bd47fdb7a82846996942d68cb8c2fedf8347943 100644
GIT binary patch
delta 47
zcmbQoID?Vhn3tE!qUX;<b_*F-{fzwFRQ>F-%sfL={qX#v?BasN<W&9S{FKy*iM9Y$
C!ViQ1

delta 53
zcmbQiIFFItn3tF9PJH7;b_*qM{fzwFRQ>d#)XKz?{9JvP{N&Qy)Vz{n{eYtUtkmR^
I;)&6=0LkhSf&c&j

diff --git a/q02_fit/__pycache__/build.cpython-36.pyc b/q02_fit/__pycache__/build.cpython-36.pyc
index 3d41a6281f0afb822a77a1045ed697c10ee3c678..ec24e58fbbfeb5bca8c3586c90f13d11df103a6c 100644
GIT binary patch
delta 413
zcmYjMJx{|h5OwT)(9lvACcZ%o8BkOKD+BB-41gEQI1Z$xNw}B-QmPKjOxc-O82JTk
z`~s%@0@#?55ZJARu=U>E`OeSJkN$(-*lM->>zi--{@gghBM%{DYwT+jyP6d0T0>mo
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z9z&LE`BrnhVNKT`KYGEs&Vu>c&3PK}qQ-ety^+_AC4F3b=G#0;VcAp!Vp01!2i|AK
VGb~mw_QITz8vFQ1tJSBy{R=mGc~$@b

delta 419
zcmYjNyGq1B6iqUdCoX7VrT7BT*epK&z(vGD1RG5g#$<NQVv^xzR(2s_i~WT3+SpiX
zXK7>U2h1PnC)nss*uoj^Ip;pPGY{UA=N@)C-u>%i@c!an8&gNqG=g@FR-7S7P3l8q
zrt1xpQk&_OA?eU8F;<aMuc)+2T9TPjnbMvsOFDC9mu6{|cAs2ozJBhz$`p`fQqch<
zaj<a13mFOqEG<H13z+gaiKH?_9JoCu*$HMiGz)>*07dW}WnG05JC!wQIdBEEjXZ{R
ztWXXg3m!=xD=TFZlCdJu9VmxI(Fj;HdDdVD>wZqVw|UCD1K<-T^R(Mr%A--rGg)*m
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dfqtaC_QhfI1+Z4X(beT<R=d(a*sZ_m(I0`)c%A?N

diff --git a/q02_fit/build.py b/q02_fit/build.py
index fbafb1a..6b74006 100644
--- a/q02_fit/build.py
+++ b/q02_fit/build.py
@@ -22,6 +22,10 @@
 
 
 # Write your solution here :
-
-
-
+def fit(X_test, y_test):
+    rf_best_grid_cv = grid.best_estimator_
+    y_pred_test = rf_best_grid_cv.predict(X_test)
+    acc_score = accuracy_score(y_true=y_test, y_pred=y_pred_test)
+    conf_mat = confusion_matrix(y_true=y_test, y_pred=y_pred_test)
+    classfn_report = classification_report(y_true=y_test, y_pred=y_pred_test)
+    return conf_mat, classfn_report, acc_score
diff --git a/q02_fit/tests/__pycache__/__init__.cpython-36.pyc b/q02_fit/tests/__pycache__/__init__.cpython-36.pyc
index 4a01850f21d216d8ccbec7c32d5325e707bae019..6043e6469ab2028107c13889e4b313f330e95568 100644
GIT binary patch
delta 47
zcmZ3&IFFItn3tE!qUX;<b_*GA{fzwFRQ>F-%sfL={qX#v?BasN<W&9S{FKy*iOv96
Cst=q1

delta 53
zcmbQoxP+12n3tF9hU2`6>=sIa`WgATsru<fsg;Q(`MLTo`N^fZsd**E`T<4xS*gh-
I#S^2Q0nA1cl>h($

diff --git a/q02_fit/tests/__pycache__/test_q02_fit.cpython-36.pyc b/q02_fit/tests/__pycache__/test_q02_fit.cpython-36.pyc
index 413b2fcb0350f27eb149eb2d1be1830ba8545d0c..85208a9a2fbc7be6d030167f99460c40d53f7cbe 100644
GIT binary patch
delta 553
zcmbOreoKVQn3tE!qUTT43670iyBHaxCLd)~XXKvzmN5XxwqsHRk_k+bj3$$-m`quM
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delta 763
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