From 66fdb1f9132fa14382af61a563227c7e745efbc2 Mon Sep 17 00:00:00 2001
From: rianboy18 <pranavr95.pn@gmail.com>
Date: Mon, 29 Oct 2018 17:15:06 +0000
Subject: [PATCH] Done

---
 __pycache__/__init__.cpython-36.pyc           | Bin 0 -> 151 bytes
 .../__pycache__/__init__.cpython-36.pyc       | Bin 0 -> 163 bytes
 q01_bagging/__pycache__/build.cpython-36.pyc  | Bin 0 -> 1305 bytes
 q01_bagging/build.py                          |  24 ++++++++++++++++--
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 0 -> 169 bytes
 .../test_q01_bagging.cpython-36.pyc           | Bin 0 -> 960 bytes
 6 files changed, 22 insertions(+), 2 deletions(-)
 create mode 100644 __pycache__/__init__.cpython-36.pyc
 create mode 100644 q01_bagging/__pycache__/__init__.cpython-36.pyc
 create mode 100644 q01_bagging/__pycache__/build.cpython-36.pyc
 create mode 100644 q01_bagging/tests/__pycache__/__init__.cpython-36.pyc
 create mode 100644 q01_bagging/tests/__pycache__/test_q01_bagging.cpython-36.pyc

diff --git a/__pycache__/__init__.cpython-36.pyc b/__pycache__/__init__.cpython-36.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..9cefeafe0f84738a13f70e861026c108f62f6fc6
GIT binary patch
literal 151
zcmXr!<>g|NxE{>_1dl-k3@`#24nSPY0whuxf*CX!{Z=v*frJsnFBkoc{M=OiqRhm+
zr2I-l3;po?qU_>=#N<@{<ouLW{nWhT)ZC<;)cD-gl8pS6;`oB1{H)aEl4AY%_{_Y_
alK6PNg34PQHo5sJr8%i~Ak&M1m;nGCz$PF7

literal 0
HcmV?d00001

diff --git a/q01_bagging/__pycache__/__init__.cpython-36.pyc b/q01_bagging/__pycache__/__init__.cpython-36.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..a37f9fd323eeac61958872f594e2b1e55d340d59
GIT binary patch
literal 163
zcmXr!<>g|NxE{>_1dl-k3@`#24nSPY0whuxf*CX!{Z=v*frJsnuK@jw{M=OiqRhm+
zr2I-l3;po?qU_>=#N<@{<ouLW{nWhT)ZC<;)cD-gl8pS6;`oB1{H)aEl4AWr1H<^F
m#PsycymbBe_{_Y_lK6PNg34PQHo5sJr8%i~Ae)MTm;nGB;3``H

literal 0
HcmV?d00001

diff --git a/q01_bagging/__pycache__/build.cpython-36.pyc b/q01_bagging/__pycache__/build.cpython-36.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..20c37ea86c35dac21e365f789bf25e0d4270a40c
GIT binary patch
literal 1305
zcmY*YJC7ta5Vre0Jw2~|@4X-(nPi8(O$dNR+@)Ls(w+>c<!RT<_H4h__QKAoCmJq6
zI*I>)gv9S5IH@BfL@*gK36y(p#A2(yu7~Y%eXc(1^}@f--+uj*L&zWG-tbWW3`PBp
zAc&wDVHCesX5}`ssqxvFle^4qbtm(3pZTp$vtZF-A+B(<ZXU6S5(pPP;jJlZbkP_7
znz8{57DGV=eQhBQURyKkn6S}3@38gkfDI$q5gieV?i=SDhwZXGw$BdcgdN^Kf+G=#
zXl*?w-}c!t94;QfvB`7&%LTy|4^bWo${vfJ=>I_26L<o<um}5a0FT!$dr#0W$#}HE
zD#?p6ZH8L%w1_n*9jhu!HTn*oLz1erEWVNe&oZu5I!i%fWb`?o&(mW5KWCpO$&KX6
zGFC|`f!Vm`)sf(uPqLC1aV0^diN^Cz67}7NV&?f-JAOOgbkG`GtaEpP^c6Ib<b^2n
zSZS_dbB6K6MKGg>5}-UoQ9mNwW||-oV&!VOCM!={wO6}_WMK*Wjl1$|e__|8w$|1v
zsDp)5lQms+v|C$s2YsRT7JeNX0^2CXXcwb)-Nk661B^y3z1{`UokggL_SP2N>VeS(
zK}ww$^XpH-w?9{Zo=YFEHg;Km$`!=OY?^ajN){FW8H#mtej6*ER~aZ48Dj=q-$+o>
z)Hv=oPJw%+jfTW_CCr|sn)&bOl!lbX=E-T}@v4GC7~^SUSD9u`m6dwjYy6jS`@W5b
z3Le(@%dG<y<8a$MH8f?m&<V4qN#o|FfQ)&|_T?JN8SXM!pEh**E0IT-`0p<!mt_tU
znet*<E>Az2T$J)kRXl-7g4-uhD9EQ7#5w58QYbv2TtK4L<od(YczV}Hlj%*GiIZyC
z`0qUXc(yVL2o0%6cW8uPoR+~pTJizLHviy|4^bPx&%6rzg{#J@1Upn$8E{#gv?as}
zGE9k$CoNpdqHR=TU$?xn;nuai?;X=4d@w^{mQL|@M#D7iSN6?GgY7n~PNs=!AA|MP
z_o+@UvAX06--87bxQMamS;zbhGs$ycPMVcTLti#@DF=9#92yuI*f9_yG%o%FbC7$+
z5gF(jFzqjQ4Hyy{nzT=G4~~sH_!x`7$>38{v-$ubK;Fy@jaZ>|fV>`2hYpcZr=7vz
EU(4WNSpWb4

literal 0
HcmV?d00001

diff --git a/q01_bagging/build.py b/q01_bagging/build.py
index 19f8726..1393c67 100644
--- a/q01_bagging/build.py
+++ b/q01_bagging/build.py
@@ -1,3 +1,4 @@
+# %load q01_bagging/build.py
 import pandas as pd
 from sklearn.model_selection import train_test_split
 from sklearn.tree import DecisionTreeClassifier
@@ -5,15 +6,34 @@
 import matplotlib.pyplot as plt
 from sklearn.metrics import accuracy_score
 plt.switch_backend('agg')
-
 # Data Loading
 dataframe = pd.read_csv('data/loan_prediction.csv')
 
 X = dataframe.iloc[:, :-1]
 y = dataframe.iloc[:, -1]
 X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.3, random_state=9)
+nest=[]
+for i in range(1,51):
+    nest.append(i)
+ac1 = []
+ac2 = []
+n_est=None
+def bagging(X_train,X_test,y_train,y_test,n_est):
+    for i in nest:
+        dtc = DecisionTreeClassifier()
+        bc = BaggingClassifier(base_estimator=dtc,n_estimators=i,max_samples=0.67,max_features=0.67,random_state=9)
+        model = bc.fit(X_train,y_train)
+        y_pred = model.predict(X_train)
+        a = accuracy_score(y_train,y_pred)
+        ac1.append(a)
 
+        y_pred2 = model.predict(X_test)
+        b = accuracy_score(y_test,y_pred2)
+        ac2.append(b)
+    plt.plot(nest,ac1)
+    plt.plot(nest,ac2)
+        
+c = bagging(X_train,X_test,y_train,y_test,n_est)
 
-# Write your code here
 
 
diff --git a/q01_bagging/tests/__pycache__/__init__.cpython-36.pyc b/q01_bagging/tests/__pycache__/__init__.cpython-36.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..aef9832834dd197cb5729eeda00370b5a1e1f2fd
GIT binary patch
literal 169
zcmXr!<>g|NxE{>_1dl-k3@`#24nSPY0whuxf*CX!{Z=v*frJsnuQ2_L{M=OiqRhm+
zr2I-l3;po?qU_>=#N<@{<ouLW{nWhT)ZC<;)cD-gl8pS6;`oB1{H)aEl4AWr1H<^F
r#PsycymbAN)MB7We0*kJW=VX!UP0w84x8Nkl+v73JCJ?FK+FIDI!P?U

literal 0
HcmV?d00001

diff --git a/q01_bagging/tests/__pycache__/test_q01_bagging.cpython-36.pyc b/q01_bagging/tests/__pycache__/test_q01_bagging.cpython-36.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..69a40b61e9748332827f519485b33ffcb434c5e8
GIT binary patch
literal 960
zcmZ`%OK;RL5VrH!jrLJ-K&VIva^VmOH54vILa3sudfN*~NI}BN#@;l=Np@|gqN{S+
z{uzD|lCPZhFK}We`)GQ=(Tped=lNzn`|Wr<=pFw4x^M{jLpsBQ_!LZ^fa8QyNlKbf
zim@Y|(oI~5UG7P*^b?<w3&MTgyCb|O=*mrcy#I+r!5U7Jh}z(@(B>@F0^);Qm{}ub
zs&YLS*&3)3(x0YzUQ~I8M|K1EPQmmuaDpV1lf>baJ9i{;ksfA``#{yRL*)3lO+o>W
z0}}*bXJGmbI719w(Vz5|Tsg+QrJOz`D@X{*I{!2030Yx>1X6nwh3VElxaEuUA5gRr
zJcRn2QdCBVFZrwRqPP|nM3JXlz$paVVXC!I=6unl(z;Sqkz+kA<ji{5{V$?M0Q>tb
zzN||Tt0JwY_091~{H0dk^*qf)oYh>!qSB(AO2JBDE^DsYT-8@lgpL=lkJ(nY*g*Tb
z^{lgeG{3PU+}h##z^L(h2@UA-up`=07nXGuM0l&<a|pT$ZuG-9u~*BTtWkjFyS-3c
z%+f}h@H&-^&>^qGsy1Pnn(Q*nTiG5WBKKZGg_jpOY5<cOqC>?tZVZuq+%1}I6Cv=v
z$MAnW?%<Qiw*g~SS_;POfU&aX4am*xh%vmo&5k-i>PLJ2hn1)vY@oHo0S&x%WfJvm
w&{T!NIu$-g+b=47_@?dB`qQS6ynQe2flh-hLEB~UepAv1ycLZsBMP7U4{gEe2><{9

literal 0
HcmV?d00001