From e4b62380e750f34f21a672ddb2a9c9071635b184 Mon Sep 17 00:00:00 2001
From: abkedar <anupbhande@gmail.com>
Date: Fri, 23 Mar 2018 14:11:17 +0000
Subject: [PATCH 1/3] Done

---
 __pycache__/__init__.cpython-36.pyc           | Bin 150 -> 145 bytes
 q01_grid_search/build.py                      |   8 +++++++-
 q02_fit/__pycache__/__init__.cpython-36.pyc   | Bin 158 -> 153 bytes
 q02_fit/__pycache__/build.cpython-36.pyc      | Bin 1316 -> 1276 bytes
 q02_fit/build.py                              |  12 +++++++++---
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 164 -> 159 bytes
 .../__pycache__/test_q02_fit.cpython-36.pyc   | Bin 2960 -> 2651 bytes
 7 files changed, 16 insertions(+), 4 deletions(-)

diff --git a/__pycache__/__init__.cpython-36.pyc b/__pycache__/__init__.cpython-36.pyc
index 494c0e423d78629e57676c58ba01e9e4fe944241..5bb3b045ea0cbdf4803d47973f0f9efb3a55be1a 100644
GIT binary patch
delta 48
zcmbQnIFXUvn3tC;;?0(c>=v?i`WgATsrrdY*{LasMf&0SMcKs#iOH$@$@wX%6BA7V
Da6u4D

delta 53
zcmbQpIE|6rn3tF9PJH7;b_*qE{fzwFRQ>d#)XKz?{9JvP{N&Qy)Vz{n{eYtUtkmR^
I;)yY)0L8HqWB>pF

diff --git a/q01_grid_search/build.py b/q01_grid_search/build.py
index 20c99a1..37b3b7c 100644
--- a/q01_grid_search/build.py
+++ b/q01_grid_search/build.py
@@ -16,7 +16,13 @@
               "n_estimators": [10, 50, 120],
               "max_depth": [40, 20, 10],
               "max_leaf_nodes": [5, 10, 2]}
-
+clf = RandomForestClassifier(oob_score=True, random_state=9)
 
 # Write your solution here :
+def grid_search(X_train, y_train, clf, param_grid, CV):
+    grid_search = GridSearchCV(estimator=clf, param_grid=param_grid, cv=CV)
+    #optimized_grid = model(clf, cv_params = param_grid, cv = CV)
+    grid_search.fit(X_train, y_train)
+    return grid_search, (grid_search.cv_results_['params']), (grid_search.cv_results_['mean_test_score'])
 
+grid_search(X_train, y_train, clf, param_grid=param_grid, CV=3)
diff --git a/q02_fit/__pycache__/__init__.cpython-36.pyc b/q02_fit/__pycache__/__init__.cpython-36.pyc
index 97c33cb307234e9b028e1705b5c23f75871114b0..8a97ef51ad6d74606d41168769c02212b152628a 100644
GIT binary patch
delta 48
zcmbQoIFpgxn3tC;;?0(c>=v?a`WgATsrrdY*{LasMf&0SMcKs#iOH$@$@wX%6BBI#
DbU6@f

delta 53
zcmbQqIFFItn3tF9PJH7;b_*qM{fzwFRQ>d#)XKz?{9JvP{N&Qy)Vz{n{eYtUtkmR^
I;)yY~0Lmc}ga7~l

diff --git a/q02_fit/__pycache__/build.cpython-36.pyc b/q02_fit/__pycache__/build.cpython-36.pyc
index 3d41a6281f0afb822a77a1045ed697c10ee3c678..dcea96fd889e38f0976270a2ec7ac33af5c796bd 100644
GIT binary patch
delta 449
zcmYjMsZInz5ba|whFwE2+{Z#-)d~cL5E48F0U5J2Jv}h&F++7DNQNNx3&?sD1}wpm
z@Dr#u2o!t*A%SW@P@Q`9Qtzd!>L&giX{^=j@!iNna_tfFO8!NNd<#>*Uo~E0HL1qb
z_<&Jz&*%ZY3{c^i+s?6xV8{tI%y4Hx?p0(!FPQNwR?z{w;3lYO#gKU>{9}H_E3fi1
zzDt^Prx{uA2=dhOEH^gXZyOMK--hSEBneAUX)X=8u{rpNfIE|BU;{KOZES#EtO-_U
zP9j<Kv$M9A$*AlKt@G@>4P_DvDY04H5@_HDAKR_tqNiHou%l7|t-S&|x)f5iWRa@j
zDPLKKS@ca{>KX!}H5&iDALZ=}1C~)~PT8Oo{Zwen%5?b5A6H-w`>^0(-oYY*<&a4m
qmjXnu?T&_-;gdJL>c;%+^beMtKicRO=~-88y5sfykoyZPioOA9RCDhD

delta 498
zcmYjNy-LJD5Z=w^?+yhOL`3ih3yn<*TM@w@#6kocx#nDxRdbk2nB5Z(5-jcsBoAO?
zW2>!&K8D*USosPf=xn^gUFMr_zMUCn=eu#&TwEO;ZC*aywq9&PKFGi0A>Tlg?>CEY
zk0bP$Ui%m_v`r)LAt<6~#~M&-JS)h6mX@+RPJvp<3R>FAE$o5~tkO~5kh#hqGOut7
zxA0EcAqnVy(9li}Nmpt643fAtaw4Q^=Nxz{+uF<FTEt1Dw3WxL#uit62VVr3fxt0<
zKOljx-J`a`O6~S*-)iJg7m66>Fhl#|Di@Iwv366gAi2^kx&ZC-DCz-^`u7BuFz;(O
zJkL@Qo`L9dm8Id<L>Bc@(N!`$fUJWpWLQ13$*RM~*EBm#)HIgKF$6-J^|h_qTM(f3
z`GW^mkOec^&3QNG66P_i9@x{A_Hb<ANf#DS(jE?PqN=o~wr7pfG)wtg$B@e?15vlG
Z2mS}krodlIv$%I5*3E|GZ1rj{`~sS<i|zmb

diff --git a/q02_fit/build.py b/q02_fit/build.py
index fbafb1a..58b3617 100644
--- a/q02_fit/build.py
+++ b/q02_fit/build.py
@@ -22,6 +22,12 @@
 
 
 # Write your solution here :
-
-
-
+def fit(X_test, y_test):
+    grid.fit(X_train, y_train)
+    y_pred = grid.predict(X_test)
+    confu_sc = confusion_matrix(y_pred, y_test)
+    classify_rp = classification_report(y_test, y_pred)
+    acc_sco = accuracy_score(y_test, y_pred)
+    return confu_sc, classify_rp, acc_sco
+
+fit(X_test, y_test)
diff --git a/q02_fit/tests/__pycache__/__init__.cpython-36.pyc b/q02_fit/tests/__pycache__/__init__.cpython-36.pyc
index 4a01850f21d216d8ccbec7c32d5325e707bae019..a23c179fd0b9771945802fa57b004bc2d3ad0c11 100644
GIT binary patch
delta 48
zcmZ3&IG>T-n3tC;;?0(c>=v><`WgATsrrdY*{LasMf&0SMcKs#iOH$@$@wX%6BC^Q
DcQX)!

delta 53
zcmbQwxP+12n3tF9hU2`6>=sIa`WgATsru<fsg;Q(`MLTo`N^fZsd**E`T<4xS*gh-
I#S>$k0nB|8mjD0&

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..811e082e33825ba8e6c5b27ce7067ff146219fa9 100644
GIT binary patch
delta 554
zcmaiwJ5K^Z5Xaf$kYmxp_zDO<@QE=ViAZ5VVvLoAL=!RFoa=EY3LfsA1zK9!nM`5l
zCr}e3mDVQO_yMr8G|?|$qdP~UBo^)_znz)gnfdRW^}Te{*^Umn@m^<-+6}!Uguw%u
zAYu3*IcaB=VaZJ;Leg-g%&BX>WINm|^^ty`&-a<rckGI#^Q}Frz=fW-#hz2;rlp&9
z!P3E?J#gtiAw7^%mt%c0BdLgpJVX?MC7Ouco~wS+#e(~?jNr9~>ei}OQWX)n3M9iV
z58*Yi1G~XfV-S;v5W|Rs1Pd0+Hg_{=F(N(8#+y;Z7-AgJQcJpxUe|J5qgZkcZkmUJ
zn>7PlkHe~VEOkF?i`kz}jZW@3mT(u!729!_4i0(w|0b{!ij!%mgi=I<i_lmujw%Ka
z6NpK~6yjHzXT>nqD}i%!sDwr|Rqi&e&5OT%$t7kWO0P)*o@geIN?B0;K=9JOHyq{{
jMU&Ag7rbI@i&BB99x2lB!mMdKrY$V5?jIqr9-jXO-dBTo

delta 746
zcmb7>zl#$=6vy{%HrdUR$Q^28Lhf#Jmzdi#8h_mtB9ZeKq96w<LYloLyNQuxH@=+|
ziGs!1XeB%w8@a+-kh8M)e~=YR3kxkQZFF7)e}g!~eC9FpzHh!W^JdS(ym>5}HD9kk
zX=&zj^Cdt`ub>7Q`T!d;ZmMO;O|<|gX`-%Xyv#kNWq8>uioJ_=)EBjRMNvLqYupG2
zexr;2*cIWRaW-s^27Vx-#s-Er{kDkce&R9YX-T_ODoTZ|Vo6Ro$KVp*u(0z$OTg|}
z4?Gvq9mkp&4}Dw15^X2#nV%A+BrZ@kRiIDFi?Bj(wS7fZXdZ~<9d!$G%2omtPmwm&
z%ahYIn_Rvd3EZq(<8WlT=v(NE5eB`WYgHpVg&KQUWGpc%Tt6WdSd$SO;MHY@%~)al
zW~V6pNI0FIaN2!0iX8NZAqt0YuwSOvBSTVw88ASF$>LR+eZD6S{Z&Qf)YA*U+QF(+
z$9kt9x?=74fB4E#Q_n%2D*A2t1KawU=J&$!tTgJQSnm(QNSwPha{K?jE0v8oI7+9C
z!;q$-QN3<SV_0S!U>syL7)KaCUTGRF@LEA4FGrM-Fu>4cPjR2_y#FE_uF^Z>8C2;}
sdac5STl&}$==Or?54955X}8Rwi|)YbV$X}|V|sos7yjc!Dw`+10?Kr(zW@LL


From cb281924db813bae3cc0fae98e7af16be1152986 Mon Sep 17 00:00:00 2001
From: abkedar <anupbhande@gmail.com>
Date: Wed, 5 Sep 2018 08:41:32 +0000
Subject: [PATCH 2/3] Done

---
 __pycache__/__init__.cpython-36.pyc           | Bin 145 -> 145 bytes
 .../__pycache__/__init__.cpython-36.pyc       | Bin 166 -> 161 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 809 -> 1132 bytes
 q01_grid_search/build.py                      |  20 ++++++++++--------
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 172 -> 167 bytes
 .../test_q01_grid_search.cpython-36.pyc       | Bin 4199 -> 4194 bytes
 6 files changed, 11 insertions(+), 9 deletions(-)

diff --git a/__pycache__/__init__.cpython-36.pyc b/__pycache__/__init__.cpython-36.pyc
index 5bb3b045ea0cbdf4803d47973f0f9efb3a55be1a..aaa1827c2d67bcb777cc9d23258f6d509e6ed1de 100644
GIT binary patch
delta 16
XcmbQpIFXUVn3tF9cW;06M2=1XC9nk;

delta 16
XcmbQpIFXUVn3tC;;?0(*i5#5(Bq{{>

diff --git a/q01_grid_search/__pycache__/__init__.cpython-36.pyc b/q01_grid_search/__pycache__/__init__.cpython-36.pyc
index eed5319ad7e677d36d4aa0a041666797cfc18e79..cf2aa37d4b47e737c26f7e72edaeb43d99fcd8ff 100644
GIT binary patch
delta 49
zcmZ3+xR8;<n3tF9cW;06L=JOVKmCmS+*JL<r0mp`#3KFh{G#mQg2d!h{p9?V)QO3%
E0FI{-1^@s6

delta 54
zcmZ3;xQvm*n3tF9PJCn3L=JPMVEv5z+*JMaqSVU7lKfnKm;B_?+|<01V*P-k{H)aE
JlH!Rmt^nZd68``I

diff --git a/q01_grid_search/__pycache__/build.cpython-36.pyc b/q01_grid_search/__pycache__/build.cpython-36.pyc
index cac4a0ba09e01d39b61ee5fb68a6a9cfed1ec303..019b73448e0360c84ca93edb2d4c18de4c43871f 100644
GIT binary patch
delta 541
zcmYjN%T5$g5WSC?9_GPF<e>u&AhYU?ZNkO{Att&ry3s_^E;^U48X1_TN!^BoqzwyX
z!D51BzJjG6;t$-d3q#@;xY4?;iBxh<J#MAy)V&FQ&I~qZXItU)>ceSGi0|T#H8_6G
zu<m-Wv-s#j4OLIX9c=BlL4v$c(7*oj@(DIz37YU=qT+d2g&r(_mhl2EU>E0b9`D0L
zSeewN0QpvgYhRs|XYWGgnt8sP*fb}kCNH_wOlh6TTfp$~3x<8lREScQx~zem=uh>s
zzAsBr%5x<}=`#f^t@64jhME`E-h?`CqAf<5DROeHBSR)jKGF!>nMzMwP!()^FGF*f
z6x{h&O{mFlj`eU<#O?GXA+*Qi!X{zh8aqirW_0Kpr~d+-j)%0&{j|d5+J1gw(NMZ~
zBj_>Le!YtJ@(d%hdw^gldY@DKz#f?tqcjJcepAsiTIa?khV_RF*;O4`)k5`u`0Z~t
z8t{84sps9|^oP8BO?{4Cz|!~zTCEb6=aWj<8ds`em7F`Y;ag|6vK)@bxb6Snu1`C<
KA9Q6$w}L<0--SE?

delta 216
zcmaFEv64;Mn3tF9+ot(ZbD0<z9y1^THXz#ph>JH(RE`i8Yh_Afl4OYDN#)AoPGL-8
zY-LIjpE$vVErl_dK~rKg6C)!d&&&TnP$U7=q$xbPn7K3d7JEc|Nl{{E-YqsDBel5X
z7JDU30LTCda1|sLCFaJb7iFfbWGK=E>ID<O0`xQTb5r%xi&85SOY(E|UGkGlb5rw5
miuD7E^0QKtONuA+FzXB4;;_lhPbtkwwPOakRcf*)i!1<@nL%3s

diff --git a/q01_grid_search/build.py b/q01_grid_search/build.py
index 37b3b7c..b50310e 100644
--- a/q01_grid_search/build.py
+++ b/q01_grid_search/build.py
@@ -1,7 +1,7 @@
 # Default imports
 
 import warnings
-warnings.filterwarnings("ignore")
+warnings.filterwarnings('ignore')
 import pandas as pd
 from sklearn.model_selection import train_test_split
 from sklearn.ensemble import RandomForestClassifier
@@ -12,17 +12,19 @@
 y_bal = loan_data.iloc[:, -1]
 
 X_train, X_test, y_train, y_test = train_test_split(X_bal, y_bal, test_size=0.33, random_state=9)
-param_grid = {"max_features": ['sqrt', 4, "log2"],
-              "n_estimators": [10, 50, 120],
-              "max_depth": [40, 20, 10],
-              "max_leaf_nodes": [5, 10, 2]}
+param_grid = {'max_features': ['sqrt', 4, 'log2'],
+              'n_estimators': [10, 50, 120],
+              'max_depth': [40, 20, 10],
+              'max_leaf_nodes': [5, 10, 2]}
 clf = RandomForestClassifier(oob_score=True, random_state=9)
 
 # Write your solution here :
-def grid_search(X_train, y_train, clf, param_grid, CV):
-    grid_search = GridSearchCV(estimator=clf, param_grid=param_grid, cv=CV)
+def grid_search(X_train, y_train, clf, param_grid, cv=3):
+    grid_search = GridSearchCV(estimator=clf, param_grid=param_grid, cv=cv)
     #optimized_grid = model(clf, cv_params = param_grid, cv = CV)
     grid_search.fit(X_train, y_train)
-    return grid_search, (grid_search.cv_results_['params']), (grid_search.cv_results_['mean_test_score'])
+    return (grid_search, (grid_search.cv_results_['params']), (grid_search.cv_results_['mean_test_score']))
+    
+grid_search(X_train, y_train, clf, param_grid=param_grid, cv)
+
 
-grid_search(X_train, y_train, clf, param_grid=param_grid, CV=3)
diff --git a/q01_grid_search/tests/__pycache__/__init__.cpython-36.pyc b/q01_grid_search/tests/__pycache__/__init__.cpython-36.pyc
index 31ac32889b610935d2c1830c3823c926b02a7da2..1bc47a7712a9fb21d9cd57d7d6f92284328342f2 100644
GIT binary patch
delta 49
zcmZ3(xSWy0n3tF9e{X;EL=JP=5dDn&+*JL<r0mp`#3KFh{G#mQg2d!h{p9?V)QO4S
E0Fq4+A^-pY

delta 54
zcmZ3^xQ3C#n3tF9hU2`bi5%uik@^|=xvBc;MX8mECHcAfF8Rr&xv6<2#rgq7`B|yS
JCB+kCyaD4+6A}Ob

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..4f72d99f45b57a6c9268572cd862caf612223fc6 100644
GIT binary patch
delta 833
zcma))zfZzI6vsKB<v=R<6BU0{6iHRA3W+*68W#r_qp1m6vC+gx$)N*@iD7V5hud6C
z9NZ251+GpSCq@_JAK;>c-nR@2IM61azI%Q5zVGh6H}zGeDMbl<pI>g?(KAAf@&#EU
zq=Ub>*J1-Mm+Ny|-?tAf-P}2_c1@<Q+w7o_H?x+WwRf%Zs>e-|s)*A(%p*Qb0(#+a
zvncF-0GX;7<fq;TIe@jwm!&Hb<*!nr<!`{XFUocKzCDJZYNW6<!bbRqoLL!#I}VHi
z34w|`mp6PlQ6DplOcNeWs;ZA8WCEB3l0dE2<9|9Qba8z~#A=lJu*Er5oiGl`bb*Rg
z*f;Z5vy!Dil-vFwpYz{F8jpyiGrUCS*P7O6vtm<|>g7@(E;<X9nwy2A1?T`;fi?ln
z%Q|64fG(gL2mxWh3j_g$e+6$MwRcpJn3>zNSRcPv)GlWn>Knq}mARVkPqaQ|hLCU=
zm;$DO6p#iMfZrxM)*yU60w}V8`YEAa@%kvGGL@Zw@89BKi`)p=enZL~ALffp=g*;J
d8f6>u#@3NlIC5sokc-uYGh;~HpvY6<^bZ5alg0o5

delta 825
zcmaE)@LYkzn3tDp-NyM*8#!7T8E<XwV{~O?6q$U5DO6pKfq~&ys(wa(ZmNEIQEFvk
zNq(-rOMY@`Zfaghv3@{NepYI7N%3ZHW+p~mMWA9$<|1YwRm2J+q(A~pMKU0^EQkOZ
z2O;DqSFs#o;|B2+Cp)puVw9PDmsOn`Sph%Wc_C$x0*ERgOOvrkW%38MI3HDzuo{R^
z2N4=T;uce0!7cW@l*FQ<#L6Nqpok_b#Aa=f5*-ks3nKJD1gbsKlee;O5XZC&sPbjt
z<oBEw;l@CwCPxuFNH5rHXf6Qxw8#KR++r=xNGwPt*6tcE>B)I)Y?BK(*(MutF2nAI
zB4dynLWy=mkqOAP#QA=64VNlYC|0i*@qj!f0wVZ9gb>J7mLgFQTLMIgfe3LBApjx-
zK?Dnk-~|zUlfUsS5=RZETdYNidFiP|(v#QoDu{y91$yjEe!^>xk_^=NE?Ovn3{(OU
z`XIsxM3{mIGZ0}7A`meOX32xZBq!_hOLI#CnJ@nXL6QCBQ2u<*TdaAdxdoL)29wY7
j>zaTZ7{wM5Uy@o}0!~s<Y?TlWIB9`2W0*ZzPrw8K5z3jc


From 2e1f0607155436687ece0923cc1d4744aa1edc7f Mon Sep 17 00:00:00 2001
From: abkedar <anupbhande@gmail.com>
Date: Wed, 5 Sep 2018 08:45:57 +0000
Subject: [PATCH 3/3] Done

---
 .../__pycache__/build.cpython-36.pyc          | Bin 1132 -> 1132 bytes
 q01_grid_search/build.py                      |   4 +---
 2 files changed, 1 insertion(+), 3 deletions(-)

diff --git a/q01_grid_search/__pycache__/build.cpython-36.pyc b/q01_grid_search/__pycache__/build.cpython-36.pyc
index 019b73448e0360c84ca93edb2d4c18de4c43871f..5ff5037b7a92eb3519c7dfac126813668e4711b6 100644
GIT binary patch
delta 18
ZcmaFE@rHxbn3tDJe0qO$@kY*M763Mg1$6)b

delta 18
ZcmaFE@rHxbn3tDJb8>%l<wnkA763OW1&IIv

diff --git a/q01_grid_search/build.py b/q01_grid_search/build.py
index b50310e..381a1b7 100644
--- a/q01_grid_search/build.py
+++ b/q01_grid_search/build.py
@@ -24,7 +24,5 @@ def grid_search(X_train, y_train, clf, param_grid, cv=3):
     #optimized_grid = model(clf, cv_params = param_grid, cv = CV)
     grid_search.fit(X_train, y_train)
     return (grid_search, (grid_search.cv_results_['params']), (grid_search.cv_results_['mean_test_score']))
-    
-grid_search(X_train, y_train, clf, param_grid=param_grid, cv)
-
 
+grid_search(X_train, y_train, clf, param_grid=param_grid, cv=3)