From adcd9604b5f1f7e84051f429821128950b2be022 Mon Sep 17 00:00:00 2001
From: Tusharshah2006 <tusharshah2006@gmail.com>
Date: Thu, 15 Nov 2018 03:51:15 +0000
Subject: [PATCH 1/2] Done

---
 __pycache__/__init__.cpython-36.pyc           | Bin 135 -> 152 bytes
 .../__pycache__/__init__.cpython-36.pyc       | Bin 151 -> 168 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 794 -> 1217 bytes
 q01_grid_search/build.py                      |  24 ++++++++++++++----
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 157 -> 174 bytes
 .../test_q01_grid_search.cpython-36.pyc       | Bin 3729 -> 3745 bytes
 6 files changed, 19 insertions(+), 5 deletions(-)

diff --git a/__pycache__/__init__.cpython-36.pyc b/__pycache__/__init__.cpython-36.pyc
index 14812de5bbb2a004d139995a9d5f098ae50a00f5..c33de0be3ea4c5650ba35766ccb930bbe07e8ce4 100644
GIT binary patch
delta 55
zcmZo?oWaO$%*)F)^YxpF>=r7n`WgATsrn(M#Tki3K%8M@U|^;no?nz*T#%TYs-K*n
Jk~%TS6ae@p64L+x

delta 38
tcmbQi*v`mq%*)HQxLAH7yM?fcenx(7s(wjoaf!Z5YH@Z+e!;|KQvk>?3&j8c

diff --git a/q01_grid_search/__pycache__/__init__.cpython-36.pyc b/q01_grid_search/__pycache__/__init__.cpython-36.pyc
index 9413fbb035692cba6960d05692dfdb9b5cbb7e65..6a5c0822563a08752437d79c47860751be597704 100644
GIT binary patch
delta 55
zcmbQvxPp=0n3tDp=Ib{T*)3E;^)vEwQ}shii!&07fH=d*z`#sDJijQrxF9h(RX;gD
JC3RwuD*yp?6B7Uc

delta 38
tcmZ3%IGvH*n3tDpak2bFb_-z_{fzwFRQ;0F;u3wA)Z*-t{DO(et^m$J3<UrH

diff --git a/q01_grid_search/__pycache__/build.cpython-36.pyc b/q01_grid_search/__pycache__/build.cpython-36.pyc
index dbd3e7a28645ede9c396ea197ab2e742dc768ea0..1a3fbd9de9e380a5e7f54fb69ecf39b43e9f24d4 100644
GIT binary patch
delta 769
zcmYjP&5IK;6i+hW(@*Pecf0PoejqZZ76k>7MbNVcT~MMhj7etOI@2kc=|W+a9_k)@
zkly?cL=gN31pkdW>OmIv?7@q^Nvmwad-=WJOY(j%<b(Omncc0`++XMCuRiGr{XiFn
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uh3Z<R^n$xyZnYo6BTOQ30RI@JWpx|7*oIjxCx~j}7TH#ejq9YUxz1n6tGkE*

delta 345
zcmX@eIg72{n3tDpaj|^#TqXvF#|%h-4ajx?;^Iv}B84G^F^3_FA(bJEF@>p_kr5)o
z6vYgbVa{R6WsPD5i?QUe<+4YygW0S=agHbsMut@8EY1|RX2vM4RIV)U6vh<BRwf`R
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zGZ!NxBhSnKKu{zBbfc#5<lW5blixBY`Q2iVh%YHh%*?yR24tibm)v5ngb4r{AOWs|
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bNC62BMlMDUMjjAk;$jqI6k?J9@<9*)N_<e+

diff --git a/q01_grid_search/build.py b/q01_grid_search/build.py
index 20c99a1..dadbc86 100644
--- a/q01_grid_search/build.py
+++ b/q01_grid_search/build.py
@@ -1,8 +1,10 @@
+# %load q01_grid_search/build.py
 # Default imports
 
 import warnings
-warnings.filterwarnings("ignore")
+warnings.filterwarnings('ignore')
 import pandas as pd
+import numpy as np
 from sklearn.model_selection import train_test_split
 from sklearn.ensemble import RandomForestClassifier
 from sklearn.model_selection import GridSearchCV
@@ -12,11 +14,23 @@
 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]}
 
+rcf = RandomForestClassifier(oob_score=True, random_state=9)
 
 # Write your solution here :
+def grid_search(X_train, y_train, model, param_grid, cv=3):
+    grid_clf = GridSearchCV(model,param_grid,scoring='accuracy',cv=3)
+    grid_clf = grid_clf.fit(X_train, y_train)
+    
+    grid_clf_params = grid_clf.cv_results_['params']
+    grid_clf_score = grid_clf.cv_results_['mean_test_score']
+    
+    return grid_clf, grid_clf_params, grid_clf_score 
+    
+grid_search(X_train, y_train, rcf, 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 5cb0753554300b5c4d0de098c675c24f802d7273..1a2bbe59a1849e1567bb626a402a761237fa9f85 100644
GIT binary patch
delta 55
zcmbQsxQ>zCn3tDp_Uktj*)3F}^)vEwQ}shii!&07fH=d*z`#sDJijQrxF9h(RX;gD
JC3RwuHvk1m6D<G$

delta 38
tcmZ3-IG2&#n3tDpak2bFb_-!I{fzwFRQ;0F;u3wA)Z*-t{DO(e-T=^s3>^Rf

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 6061f23a0ca786fa4210816073f732a59b5c5681..c4acaa74417522413fe758f04b52c52ba33a40b6 100644
GIT binary patch
delta 76
zcmbOzyHJ+Xn3tDp_Ukv%8#i*MGpnTQXXNLm>W7pTXCxK@afXqBfth}Ieo=ODL1J>M
fesX?F>gHzVU5t#*lM~rASaLFpOEzb-s&N7U0vZ|k

delta 60
zcmZ1|J5iR?n3tF9U9o)hrj4BG%)(*%8Tq-X`X#BwCHgL@#n~nK1)HZZ?_y+hnOw-G
Q!CF#UkdwN(npKSx094!)!~g&Q


From 833788ac0743e399c398a618cb27b99871d4a92a Mon Sep 17 00:00:00 2001
From: Tusharshah2006 <tusharshah2006@gmail.com>
Date: Sun, 25 Nov 2018 08:43:03 +0000
Subject: [PATCH 2/2] Done

---
 q02_fit/__pycache__/__init__.cpython-36.pyc   | Bin 143 -> 160 bytes
 q02_fit/__pycache__/build.cpython-36.pyc      | Bin 1004 -> 1259 bytes
 q02_fit/build.py                              |  22 ++++++++++++++----
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 149 -> 166 bytes
 .../__pycache__/test_q02_fit.cpython-36.pyc   | Bin 2641 -> 2658 bytes
 5 files changed, 18 insertions(+), 4 deletions(-)

diff --git a/q02_fit/__pycache__/__init__.cpython-36.pyc b/q02_fit/__pycache__/__init__.cpython-36.pyc
index 7d3ab2600f447b3e60420a4a5f073ee9b922a988..004e7afc49e3377709461afa462c55c069e496f7 100644
GIT binary patch
delta 55
zcmeBYT)@a~%*)F)^YxpF>=r7%`WgATsrn(M#Tki3K%8M@U|^;no?nz*T#%TYs-K*n
Jk~%TS76AOl67v86

delta 38
tcmZ3$*w4sr%*)HQxLAH7yM?fgenx(7s(wjoaf!Z5YH@Z+e!;|KTL8;A3*`U+

diff --git a/q02_fit/__pycache__/build.cpython-36.pyc b/q02_fit/__pycache__/build.cpython-36.pyc
index 87b27857062246070d7ade7c600fbb5b62693efa..3200958a9eddc49a31774e4feb3a57d74dc54b2f 100644
GIT binary patch
delta 462
zcmYjMJ!>055Z#YENjXP02{x8b@fS*huR3ExDq{laTm*~*31<?q?CwP;OFA*T0t-&K
zko^M`L29>Y^FLCgy*5>1gL^meoKWFe=FOX7=keyYeDkESU#)uE*LSDSTtfbkM^Q%p
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delta 225
zcmaFO`G#HDn3tDpaj|@KF*5_hV+JI^4rDt3aq*3b%2A?HtxRc5k_=J&sk~WyDU2zM
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diff --git a/q02_fit/build.py b/q02_fit/build.py
index fbafb1a..fac42df 100644
--- a/q02_fit/build.py
+++ b/q02_fit/build.py
@@ -1,3 +1,4 @@
+# %load q02_fit/build.py
 # Default imports
 
 import pandas as pd
@@ -13,15 +14,28 @@
 
 X_train, X_test, y_train, y_test = train_test_split(X_bal, y_bal, test_size=0.33, random_state=9)
 rfc = RandomForestClassifier(oob_score=True, 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]}
 
 grid, grid_param, grid_score = grid_search(X_train, y_train, rfc, param_grid, cv=3)
 
 
 # Write your solution here :
+def fit(X_test, y_test):
+    y_pred = grid.predict(X_test)
+    conf_matrix = confusion_matrix(y_test,y_pred)
+    class_report = classification_report(y_test,y_pred)
+
+    accuracy = accuracy_score(y_test, y_pred)
+
+    return conf_matrix, class_report, accuracy
+
+    
+
+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 5b1da020783fa9a059116ba98f7a4fdc73c700b1..2b913439abf065e577c58226c9b1be6230693d2e 100644
GIT binary patch
delta 55
zcmbQrxQvnAn3tDp=Ib{T*)3Fp^)vEwQ}shii!&07fH=d*z`#sDJijQrxF9h(RX;gD
JC3RwuGXMZh6AJ(U

delta 38
tcmZ3+IF*szn3tDpak2bFb_-!A{fzwFRQ;0F;u3wA)Z*-t{DO(e&H&AR3;h59

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 3d6485624ed394e15bb321e45e5945ebb835250c..5b64dee39ece0e5c7c15676d39f3aa6d51934f20 100644
GIT binary patch
delta 640
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delta 623
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