From 60424036ebcc6efabad898808634b50783616427 Mon Sep 17 00:00:00 2001
From: SL345 <sherilyn345@gmail.com>
Date: Tue, 24 Jul 2018 04:25:30 +0000
Subject: [PATCH 1/2] Done

---
 __pycache__/__init__.cpython-36.pyc           | Bin 135 -> 143 bytes
 .../__pycache__/__init__.cpython-36.pyc       | Bin 151 -> 159 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 794 -> 1109 bytes
 q01_grid_search/build.py                      |  17 ++++++++++++-----
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 157 -> 165 bytes
 .../test_q01_grid_search.cpython-36.pyc       | Bin 3729 -> 3736 bytes
 6 files changed, 12 insertions(+), 5 deletions(-)

diff --git a/__pycache__/__init__.cpython-36.pyc b/__pycache__/__init__.cpython-36.pyc
index 14812de5bbb2a004d139995a9d5f098ae50a00f5..8f3d1a592eeb788e5381dbb41be2d69176b9eccb 100644
GIT binary patch
delta 46
zcmZo?>}O;*=H=zGToE>r-9p+%KO;XkRX^Cr*u+#nJijQrxF9h(RX;gDC3RwuDF7i)
B4c7nw

delta 38
tcmeBYY-eOQ=H=yDTr5A4-9p$zKO;XkRlg*)xJ2J2wK%&ZzhGjNDFDXE3$p+K

diff --git a/q01_grid_search/__pycache__/__init__.cpython-36.pyc b/q01_grid_search/__pycache__/__init__.cpython-36.pyc
index 9413fbb035692cba6960d05692dfdb9b5cbb7e65..715b1d828f9273394912fa4b0829b3a935a31a4a 100644
GIT binary patch
delta 46
zcmbQvIG>T-n3tE!az)rgb_;1A{fzwFRQ+HdV-r*T@cg3e;)2BFRQ=@ql+=kqt^g?C
B4i^9b

delta 38
tcmbQwIGvH*n3tDpak2bFb_-z_{fzwFRQ;0F;u3wA)Z*-t{DO&5t^mx~3-bT~

diff --git a/q01_grid_search/__pycache__/build.cpython-36.pyc b/q01_grid_search/__pycache__/build.cpython-36.pyc
index dbd3e7a28645ede9c396ea197ab2e742dc768ea0..cb59a47b18e74f77bf6c5c3e5b85096db01876bb 100644
GIT binary patch
delta 515
zcmYjMJxc>Y5Z&GT<l+~om}s;xT3i(&iXb9_2nu2&sGP-d>~1tMmxSGmAe>mJg@s^9
z=ReTSUi=p}+bW2EK@goiEu3W@@9pfoow>7L+)|~#-zz@s9=sU{y`q0%17C%dPu<e~
zXyJ-fNdX0Y+^gppX84M*@$T*V-~=0E`AZxOGrWWR;-ez?9IOzv0Cc#J+G`C`E&(Jc
zC8+@(gc&#HnUz{~oT3z85R8BmW){$yoiPiTlUk{rI#mPg?d`ygDD8-do{Btp`6O^8
zZHZd*P!W2f>~<ug^H>IhF^`&I!etWbI`<8s2MUa8EeUe;BothB8i@>jS2_D(BBEMT
zIj4Wbid&2~l&9U|@KDs4C_uL|HC3L*FsuFX?2CIOrs2`&=6Lz274!1WR%L#nyw?)P
zvK>)grr_CoCUc9qtY7j-(4#TvkRAZSL%0unaKsF#k8cPu3(UvAn~wC}@%4t7fGcIg
n#ITwuW&)<xVhTjon~m`gO8S+%3_Eoie8mJMi@h&0Ne0Xxfv$!r

delta 222
zcmcc0F^f&vn3tDpaj|^#TqXvF#|%h-4ajx?;^Ivcl_NyOTA9+ABpIT3Qn|9YQy5bi
zTbWYCCr)r>WejG}l-T%$iIMw15EMxOb!ZAtPG#=&yTu+6Us9BqnRkl~$Ve?Nxy4=y
z696(m0$c@&MTxob=|!0-D;bJ3fqKEjFGu~1{M=N1kQ#lL)Z*-t{DR5<m<)6{Y;yBc
iN^?@}m_ZJc0umgIT#OuyJRr!##VE!o#3TXagCGFFwmEkI

diff --git a/q01_grid_search/build.py b/q01_grid_search/build.py
index 20c99a1..6c31908 100644
--- a/q01_grid_search/build.py
+++ b/q01_grid_search/build.py
@@ -1,7 +1,8 @@
+# %load q01_grid_search/build.py
 # 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
@@ -12,11 +13,17 @@
 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]}
 
 
 # Write your solution here :
+def grid_search(X_train,y_train,model,param_grid,cv = 3):
+    grid = GridSearchCV(model,param_grid,scoring='accuracy',cv = 3)
+    grid.fit(X_train,y_train)
+    grid_param = grid.cv_results_['params']
+    grid_score = grid.cv_results_['mean_test_score']
+    return grid, grid_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 5cb0753554300b5c4d0de098c675c24f802d7273..c614f18f6479f71beaf588bd9ba97c283dc56963 100644
GIT binary patch
delta 46
zcmbQsxRjCIn3tE!YDL&Yb_?ks{fzwFRQ+HdV-r*T@cg3e;)2BFRQ=@ql+=kq-T*7w
B4ln=!

delta 38
tcmZ3=IG2&#n3tDpak2bFb_-!I{fzwFRQ;0F;u3wA)Z*-t{DO&5-T==Y3=04N

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..818adc8b96f77c4624cdb5ef471ae42fe2f4edc8 100644
GIT binary patch
delta 67
zcmbOzJ42S!n3tE!YDHM|#*Lim%+hiC8Tq-X`oTWNCZ_t~`9;~q1&PV2`pNkzshgXb
XcQG<LPfldhV9CiWF4>&Ts>TTby%ZGt

delta 64
zcmbOsJ5iR?n3tF9U9o)hrj4BG%)(*%8Tq-X`X#BwCHgL@#n~nK1)IB>cQG=$OwM4_
UU@a*v$Vr_%mrY`G7b_np0Ht~q?f?J)


From d8e8f92fb13166d7dda4e94a2964d3d3590822e2 Mon Sep 17 00:00:00 2001
From: SL345 <sherilyn345@gmail.com>
Date: Tue, 24 Jul 2018 04:31:30 +0000
Subject: [PATCH 2/2] Done

---
 q02_fit/__pycache__/__init__.cpython-36.pyc   | Bin 143 -> 151 bytes
 q02_fit/__pycache__/build.cpython-36.pyc      | Bin 1004 -> 1214 bytes
 q02_fit/build.py                              |  17 +++++++++++------
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 149 -> 157 bytes
 .../__pycache__/test_q02_fit.cpython-36.pyc   | Bin 2641 -> 2649 bytes
 5 files changed, 11 insertions(+), 6 deletions(-)

diff --git a/q02_fit/__pycache__/__init__.cpython-36.pyc b/q02_fit/__pycache__/__init__.cpython-36.pyc
index 7d3ab2600f447b3e60420a4a5f073ee9b922a988..f93c702ed0ec211d2e7f5ec0f159dc0319f59430 100644
GIT binary patch
delta 46
zcmeBYoX*H@%*)GVxgu;LyM?rienx(7s(!GKv5BdEcz#iKaY15os(x~QO6tTQTL2{&
B4fg;5

delta 38
tcmbQv*w4sr%*)HQxLAH7yM?fgenx(7s(wjoaf!Z5YH@Z+e!;{jTL8(>3)27q

diff --git a/q02_fit/__pycache__/build.cpython-36.pyc b/q02_fit/__pycache__/build.cpython-36.pyc
index 87b27857062246070d7ade7c600fbb5b62693efa..e02809f36846eb31b47c23f5ccc132513556513e 100644
GIT binary patch
delta 417
zcmYjM%SyvQ6rD#NT8OTM+S(Sai)IzDx)Bk@tq4-^5z!K65{(*DCgVa#aZ&pLHQ+yp
zJ3qibaN#y9!Ij__xY0W$i{9a$d+z1TnL9t`+jO&SS*7UZ;N)0C=nGAR349AO`5ZOf
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delta 206
zcmdnT`G#HDn3tDpaj|@KF*5_hV+JI^4rDt3aq*3b%2A?HtxRc5k_=J&sk~WyDU2zM
ztxPG>6DMV|G6pkf%53If3}oba`5y?1WPy4#r6wmaUo^PI77<^PT3m9Ay)wR}C^0kd
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g&MwI>m@LGs!Ovlno1apelWGTaHAAt?<hd;J0Bm|ZF#rGn

diff --git a/q02_fit/build.py b/q02_fit/build.py
index fbafb1a..aff6d81 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 +14,19 @@
 
 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)
+    cm = confusion_matrix(y_test,y_pred)
+    cr = classification_report(y_test,y_pred)
+    acs = accuracy_score(y_test,y_pred)
+    return cm,cr,acs
 
diff --git a/q02_fit/tests/__pycache__/__init__.cpython-36.pyc b/q02_fit/tests/__pycache__/__init__.cpython-36.pyc
index 5b1da020783fa9a059116ba98f7a4fdc73c700b1..a2dee0394fb41b018fd08cbb7b81196f118d0e96 100644
GIT binary patch
delta 46
zcmbQrIG2&#n3tE!az)rgb_;1Q{fzwFRQ+HdV-r*T@cg3e;)2BFRQ=@ql+=kq&HyLv
B4i5kT

delta 38
tcmbQsIF*szn3tDpak2bFb_-!A{fzwFRQ;0F;u3wA)Z*-t{DO&5&H&673+n&?

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..80b00f82550c1b10f76acc70eddd43039619890e 100644
GIT binary patch
delta 631
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delta 661
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