From 4e7cf784d0948a082199f63426f9c32a695cdedf Mon Sep 17 00:00:00 2001
From: clydemendonca <clyde.mendonca01@gmail.com>
Date: Sun, 20 Jan 2019 08:45:51 +0000
Subject: [PATCH 1/3] Done

---
 __pycache__/__init__.cpython-36.pyc           | Bin 0 -> 151 bytes
 .../__pycache__/__init__.cpython-36.pyc       | Bin 0 -> 177 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 0 -> 1113 bytes
 q01_my_decision_regressor/build.py            |  25 +++++++++++++++---
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 0 -> 183 bytes
 ...t_q01_my_decision_regressor.cpython-36.pyc | Bin 0 -> 2994 bytes
 6 files changed, 21 insertions(+), 4 deletions(-)
 create mode 100644 __pycache__/__init__.cpython-36.pyc
 create mode 100644 q01_my_decision_regressor/__pycache__/__init__.cpython-36.pyc
 create mode 100644 q01_my_decision_regressor/__pycache__/build.cpython-36.pyc
 create mode 100644 q01_my_decision_regressor/tests/__pycache__/__init__.cpython-36.pyc
 create mode 100644 q01_my_decision_regressor/tests/__pycache__/test_q01_my_decision_regressor.cpython-36.pyc

diff --git a/__pycache__/__init__.cpython-36.pyc b/__pycache__/__init__.cpython-36.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..6c72c8bbe6610b5987108c082038f9a5428e7dc1
GIT binary patch
literal 151
zcmXr!<>k^db%|jBg2x~N1{i@12OutH0TL+;!3>&=ek&P@K*9*(my3Qzer~FMa!zGR
zYHn&?N`78)qJDUOQFd`bVlq%XKP6Q^B{ey-I5R&lzN9EMHNK!IKPxr4L_a=0GcU6w
ZK3=b&@)n0pZhlH>PO2Tq^kN`p000YNCKvz!

literal 0
HcmV?d00001

diff --git a/q01_my_decision_regressor/__pycache__/__init__.cpython-36.pyc b/q01_my_decision_regressor/__pycache__/__init__.cpython-36.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..c96a7584eaef02773a51319f24be4d426a78f935
GIT binary patch
literal 177
zcmXr!<>k^db%|jBg2x~N1{i@12OutH0TL+;!3>&=ek&P@K*9*(SDb!Eer~FMa!zGR
zYHn&?N`78)qJDUOQFd`bVlq%XKP6Q^B{ey-I5R&lzN9EMHNK!IKPxr4M8D9$Fg~|3
s9xhpwnqHJzT%2E|A0MBYmst`YuUAlci^C>2KczG$)edBDF%UBV0L?itU;qFB

literal 0
HcmV?d00001

diff --git a/q01_my_decision_regressor/__pycache__/build.cpython-36.pyc b/q01_my_decision_regressor/__pycache__/build.cpython-36.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..c132d6f4f98fa35a99886c92c25068ac0074cbc1
GIT binary patch
literal 1113
zcmZuv$!^p@5Oueg@fc4sWFrZPO=6i#hDF>EAQFjN4uAkPku2ltnK;;E)7^;}<eUP>
z`~g3}fA9y~`pRi8d;k}ya)^`zZTabSRd-j_tGeIoMRy)-?fh~b=cjXKMaZAvufHRJ
z1FUdLCKw~m3tqayZMj=`r7!%Jdw3=gLCgK3BSIPObs;!nB9hVGIq<>%!V%ZM@DX2g
zM1012v9<JMAY<8s5V{Z@dpn+(6Z4`k&ciu~p$Bs?4}CZf3$O@F<EXVRqrJ6_JFtxY
z1y~t-aN(;f7GM?DK09I&{1?vP(hMtc2F%9KR1Pm>s<Pe9SGZr^l3A|vYVuM^`CN{b
z)VfmW2-UqrXO)u3`$nbtBr#H(MAt=bwm+?I3?Vh?aJSmmGO1Ob<&*J7rVnNe1C8&u
z>&N3+m%?(}J-M5Ik~UW91gbL8CN*-#(LY1|otaM%5QGHOgV{X662WDHdjuZA8p6P}
z-7@`{fUM1~og-Svbd*dgklMzyAIa40V@Vl3PK(kZzKOqnieRw2z>nFXZ&>3u9=PBg
zyN5v&?D58F_z`Cga<^ee?670J#%(%B{4i`nwE82C+WOn7gD(x3qSsYS98*KF@-j7*
zvQeF?v`ogRyye-!AW&4WqSCE9%8l*RN<y9)MYY-Z9qHWO(aE4|J8zO!e;Xh{m+eeX
z4M@<S*72Hf!6@O4b#`EbDRxAH_1gx1bJPty@cS(`tCYj6n1U=N_F$5w!`GF1uj@2J
zJIXeMf75^gB(=5LlbIQQxN|otrzrHvs3huiPKNLH^8z;Nsa^iBe-Yzq62##VpW`uN
z#MLd_&;H<2w~-B&>;?TEJEtZaCFW2hS{4`;XR?(@#HU`$sg+L5pPEW(aP)L5oTA3s
zpvLh^wdFP749gS}97^lauv#xKs?4%CmQB?aJglw~TqC$nKsvVBwSt|2o9M9NLribK
bkdLT)dKDpNCtt`Tw!#+JDqmrJ)_4B`62vap

literal 0
HcmV?d00001

diff --git a/q01_my_decision_regressor/build.py b/q01_my_decision_regressor/build.py
index 5eb1927..169b0ae 100644
--- a/q01_my_decision_regressor/build.py
+++ b/q01_my_decision_regressor/build.py
@@ -1,3 +1,4 @@
+# %load q01_my_decision_regressor/build.py
 # default imports
 from sklearn.model_selection import GridSearchCV
 from sklearn.tree import DecisionTreeRegressor
@@ -5,13 +6,29 @@
 from sklearn.model_selection import train_test_split
 import pandas as pd
 
-data = pd.read_csv("./data/house_pricing.csv")
+data = pd.read_csv('./data/house_pricing.csv')
 X = data.iloc[:, :-1]
 y = data.iloc[:, -1]
 X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.3, random_state=9)
 
-param_grid = {"max_depth": [2, 3, 5, 6, 8, 10, 15, 20, 30, 50],
-              "max_leaf_nodes": [2, 3, 4, 5, 10, 15, 20],
-              "max_features": [4, 8, 20, 25]}
+param_grid = {'max_depth': [2, 3, 5, 6, 8, 10, 15, 20, 30, 50],
+              'max_leaf_nodes': [2, 3, 4, 5, 10, 15, 20],
+              'max_features': [4, 8, 20, 25]}
 
 # Write your solution here :
+def my_decision_regressor(X_train, X_test, y_train, y_test, param_grid):
+    
+    dtr = DecisionTreeRegressor(random_state=9)
+    
+    gscv = GridSearchCV(estimator=dtr, param_grid=param_grid, cv=5)
+    
+    gscv.fit(X_train, y_train)
+    
+    y_pred = gscv.predict(X_test)
+    
+    score = r2_score(y_test, y_pred)
+    
+    return score, gscv.best_params_
+
+
+
diff --git a/q01_my_decision_regressor/tests/__pycache__/__init__.cpython-36.pyc b/q01_my_decision_regressor/tests/__pycache__/__init__.cpython-36.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..6937003abfafe888452f6c71bfca91e87a6f8353
GIT binary patch
literal 183
zcmYL?y$S*`5QKAJA;LX~jqwLN5esV@3maiMvWrG9*|-~vdn8}U*0-=SSEvK?G0YUR
zsO!;uxjmYqSC6l%5;ny;C_u9}<7)RX(${~y(VjVwb!~?fC?ZGK*aOQ|Q{zg{NEXR?
w^&BA!5hURYxomIK8H5ggqtHo6mBnV#tQNpWp8+PRdk$BD@!rz9f7fF30TJ&q%m4rY

literal 0
HcmV?d00001

diff --git a/q01_my_decision_regressor/tests/__pycache__/test_q01_my_decision_regressor.cpython-36.pyc b/q01_my_decision_regressor/tests/__pycache__/test_q01_my_decision_regressor.cpython-36.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..cf347c91804651eaeac7a56773355886fc1071b0
GIT binary patch
literal 2994
zcmc&$&yUka6!zFo;$*YS{>*NG7FR$kQ@Wv`9x73w0*XLl4{fEQ5t1=}li<Za!psDb
zh@Jw+o_pcYYyX+5Qg6PZ9&+!gm-aoI4OyC{?e<Vxels4A-^_gPoA1qq#l^<?Pp;j~
z9K(2N%v=quU%^NHh6W5^v5_#&7}d?#<W^DIyn>|_SCbmA;Wry9v6Iw!z35ks8_5D+
zV1}@En@}4wz9=fYOS?zF8KWn$xVsD{n9uQnqtDH***5sfOzW|tWmVL~idcmPII!@Y
zeb?q|e4TIb7LL}0MOcC(una4(3Tv?5YZR>;*j}{tYOsOdSE1FjVe^H>H$`2niFL6d
zT4Hltxoh$*-o9bL7POxk&=zcL@uOgVWq8LYxN^f|x%0J9`f8xW4!$gF8APeCvB_8c
zIMNfd?6r{$eGp-!qAc~L=t-eeCh?D@p3vPv90#(e`XU@{ZFeBhLFYj>P{QxaD2&qH
zcBmdt>gZ|0(DW`8*Dsenlh@0kqLJWD8KjUUzS4mf6N`FR$W+N-0F4PnZE}RnI+=IL
zoF`+GX`}J1yq*M4aH@U%AYY<tEP}3|W*}7Fr1!1}^Z=(HV)yAqtGt4bx`;*?oPohj
zU|>EokP8;rSYq^{ie&|A;9yyWIyA7X!2&d~bYKy2UCP@8=<RuMg|vFQXgFHYReTh!
zKpUEk*|+Sev1@AUDFfCv#yC6<J@ei*TgKQT^5H=CjwE-IKpCC5{sh6-0$hy4AQ7on
z?rAvd-iRKH6l<O>2}VhP<_m#RLh9>}20@%#u}D2Lx0Q&yxlK|0(U8Zn+wUWcVIn$V
zJOqIrAxp!c^Gzlns(uh+J3`u-QbJ2X(av^p7M(}uKKAGGr9;tHh4l~YwA~-(rwUrk
z_2ExfNF-1cdc$(q=+c3(Z~qf#`(i^*i`WpwW@A%EhQwhS2Wv+Xvqzs!Lja;13}Wp*
z4&s4OE@W<+X*UUU_`vNI0omWfvt9>BZlN#Flt;0U$H-7DO7jlZ@{?~_%qzEwc0vgZ
zLts8T6fk?frnnH<h(iS~G(F@hvR30Z(H60HhMVTj=-O*IP!3!@><hP>NmmNoeQAk}
z8!7kR7jYKoduQEYHbC-<R~=9^+|$al^W~DPH`UD)g&_?^?nqxDb*0EFUHUh-$+^c$
z%-(>j<l1~9l~eKMd0&N@6h673fGb+2VLHrYqnn2UZ=UD>8A$2kn(~GFr0o4b28qgT
zh(aw-V*3H$efSox%{VH6JB4ma;E;0&-1S2N_oml<ppkeL?4ylevX3Mhtg$`S#NN+8
zegDI+$6sD9b@9xXvvh+Dx8v)*DE2h7*r+IiD<#)HkCRN5@+jXs7@c!(LFY{Z6eFA=
zh)DVkHoA2vc;>p@htYJ05|Q_IC}xr}m)I{Xs7#fsx+5u>$~7{iVJJi!RBw?XkVpRp
zKdaC#`9A%88qEQuy72d~?Xe(HeyO1!p}SXtw$4Vk{|k11@x9~KbI147AQ8TwH+(<I
zU=UNi>HCx-%P*1ul_$s$)#V3dJTes48I>*sh@@I>q9JTm6OF^13f@(`t>Vk%54_|y
ze)5jx&LE960V9bYyxPa3P@r<N54@5N63mEZ+UJ|<A)aPrx{Xs5v5zSmvn?LTq=i4_
zmHUGzhBC$1qLfZ!x=1YCks<&e&tSOaQH=9ydD5b!FM!)ooP{~Nld~bO-SLYPAg^Kt
zr^9Q*y#}mML!%H6zb7LoHb)WaVnOpT$eoKNoR=tlD8jIb`rxo8-DU%Ai><OPv&EM2
HUN`>)c@k3o

literal 0
HcmV?d00001


From d657d27b6c4ad399ae2b00d86ae317d57048c7ea Mon Sep 17 00:00:00 2001
From: clydemendonca <clyde.mendonca01@gmail.com>
Date: Sun, 20 Jan 2019 09:50:21 +0000
Subject: [PATCH 2/3] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 0 -> 179 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 0 -> 1108 bytes
 q02_decision_regressor_plot/build.py          |  18 +++++++++++++++++-
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 0 -> 185 bytes
 ...q02_decision_regressor_plot.cpython-36.pyc | Bin 0 -> 1138 bytes
 5 files changed, 17 insertions(+), 1 deletion(-)
 create mode 100644 q02_decision_regressor_plot/__pycache__/__init__.cpython-36.pyc
 create mode 100644 q02_decision_regressor_plot/__pycache__/build.cpython-36.pyc
 create mode 100644 q02_decision_regressor_plot/tests/__pycache__/__init__.cpython-36.pyc
 create mode 100644 q02_decision_regressor_plot/tests/__pycache__/test_q02_decision_regressor_plot.cpython-36.pyc

diff --git a/q02_decision_regressor_plot/__pycache__/__init__.cpython-36.pyc b/q02_decision_regressor_plot/__pycache__/__init__.cpython-36.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..82505fd4ea02bf92f6a4c699c6c2e65de27c6126
GIT binary patch
literal 179
zcmXr!<>k^db%|jBg2x~N1{i@12OutH0TL+;!3>&=ek&P@K*9*(SAu><er~FMa!zGR
zYHn&?N`78)qJDUOQFd`bVlq%XKP6Q^B{ey-I5R&lzN9EMHNK!IKPxr4M8D9$C>}0T
ul$u_YT3no86km{&U!or$pP83g5+AQuP<e~PCO1E&G$+*#WOFePGXMZMr!hPL

literal 0
HcmV?d00001

diff --git a/q02_decision_regressor_plot/__pycache__/build.cpython-36.pyc b/q02_decision_regressor_plot/__pycache__/build.cpython-36.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..2eddfeeefa8675216ca57b368a6434a72cf83e5a
GIT binary patch
literal 1108
zcmZ`%yKdV^6rCA9M9H#c%MZzUHCw4zD~OvEi`@m*MXDf30wfqDAZXr+OnLb5%xE_<
z=t`S%KV<(PW&R-@+pY8q+a&igabO_G0CRYF?+owdx#xIuv-jxa<kbg{vH#eOwSoM1
z-1a>JFyNZyTyjoaXpwu;Yq_WWJdi=leI3dU=6xN_yRz4^4cS+{`6dJ_ysJ9%EeKa!
z4%A@24L<nq1mgIecq0y(+_@1wY$HR()s7lM1YPL;<G=FduH2LR@&GoV51X(B1K5Tg
z7{V^>!TxMRj^F@Be=|7-{~4RyT4VQY!kcYplB|fGvM#oj&K$<}PgI)OtSp`zrJkyp
zQP!3Q6T@63MQkq?iBS+MV@mT_ddX~dIX;>~;*#lExv(m(OqOQF>?pN=t~u739k=V_
zZ|g2q6|(!KUUsQu-y{W;d2C(c)LLME9TD^h1_XNqhXnTsej@mp-~quCgfu{)MV}}B
z2X0Fl$5!krc>A#SPuT1GSE1wh-l;otQL|dC1ZT*-ny>g(R0nh41+`a4D?vlK=)Yht
zoOf!!4(KE>6plZhM2)XA>kK-BN$*YOWT!$sveY$UQdOz|<72AvD($3S>C#QQP3L9Y
zD&2%gQ0%6&ybd6tKo3;q&SLts-2Gl?+XU?a>47scT%yPd{$=JimiqrS3ZJWKs+XX0
zY@jUCWcs2s=e9~xjF+IM@O7wIR?&#cxk}yi;{Jp9TgF_^I;O6tr;AL(QMGJFKRB_A
zwe1!H6QStwkoS3y?+J4kBkNDN3{7luC`a~OtHcyXId-CBt2EX|gBhB)>|bZ8voEp^
zu0y$UXeQe#D#HrBlGsL6Ab0Y_QI|S9#TJQSx_uflj0}oJj;)KLl3Vt#%%x}XX_B6!
zI5ILSff&u%_+(n?XSz%q{<7gqvyXSp0l|o1OhDdi|EU%G2He3!6a9iewb1HU@`I%d
Vebk}PBh&&n>T<w`d@OExp8;cIFuVW&

literal 0
HcmV?d00001

diff --git a/q02_decision_regressor_plot/build.py b/q02_decision_regressor_plot/build.py
index 020d81e..34ded28 100644
--- a/q02_decision_regressor_plot/build.py
+++ b/q02_decision_regressor_plot/build.py
@@ -1,3 +1,4 @@
+# %load q02_decision_regressor_plot/build.py
 # default imports
 from sklearn.model_selection import train_test_split
 from sklearn.tree import DecisionTreeRegressor
@@ -7,7 +8,7 @@
 import numpy as np
 plt.switch_backend('agg')
 
-data = pd.read_csv("./data/house_pricing.csv")
+data = pd.read_csv('./data/house_pricing.csv')
 X = data.iloc[:, :-1]
 y = data.iloc[:, -1]
 X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.3, random_state=9)
@@ -15,3 +16,18 @@
 depth_list = [2, 8, 10, 15, 20, 25, 30, 35, 45, 50, 80]
 
 # Write your solution here :
+def decision_regressor_plot(X_train, X_test, y_train, y_test, depth_list):
+    
+    mean_squared_errors = list()
+    
+    for depth in depth_list:
+        dtr = DecisionTreeRegressor()
+        dtr.fit(X_train, y_train)
+        y_pred = dtr.predict(X_test)
+        mean_squared_errors.append(mean_squared_error(y_test, y_pred))
+    
+    plt.plot(depth_list, mean_squared_errors)
+    
+
+
+
diff --git a/q02_decision_regressor_plot/tests/__pycache__/__init__.cpython-36.pyc b/q02_decision_regressor_plot/tests/__pycache__/__init__.cpython-36.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..8958f0b54b7a8c8cddd1dd501df3fa41648b26d8
GIT binary patch
literal 185
zcmYL?u?oUK5JWFvAwoXHCM$}ah=sL{g^jR;yH(F5x99Fz<dgg*TmQn!OQ8<TW0)ys
zQI?ZxxjmY!*MP5z95&fH%5Y|Hrp4}IWT^jmpWwnBfo*$79R<h1)^K2HG}bov><AoL
xubu-YA;KtpC7a+jo8xa0It!_?U~D--B25a2KKO)K#r`>7b?ojft%rZjHXnbsGo%0j

literal 0
HcmV?d00001

diff --git a/q02_decision_regressor_plot/tests/__pycache__/test_q02_decision_regressor_plot.cpython-36.pyc b/q02_decision_regressor_plot/tests/__pycache__/test_q02_decision_regressor_plot.cpython-36.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..6012a8d2446a645e578b7c7e9deaee72fea3490b
GIT binary patch
literal 1138
zcmbVLPm9w)6raf?ZRob*NfAYJSs@^;tOyDstGmnIdQlL9FvQHXn{|?OXC{kVRxjNz
z<45r;%+*uBf+ycg-Pj(sh*RFnYv%p^{a&682EF0)!;e2aLVl99<Ac2qVqSm}L{LQv
znox?ir@VqC3~VNR<rhH`P;yK}AUan>bR=D{q$9fTNE|L9n#9zF@1?N^sgYp!rqZT*
zYGyK9LRq}ND`b|NyehetQ!S0DG@q%;W*B~b(03oiJOCw0LIp`YL4|ik5{9k7(-#4h
z?YR3`@9>7C6yot<!Vu&D#O#5x#L@-*N-xQ&XW1nc^d4D20Z6{~f8yOC3!I)nDSxan
z-7)|*e{}Q(hO$ybFkfBB(wb;jJc*9;b6J8F`<j8DMrXH^8Y8tmI;&IVn384eIp0V%
zaXzB+o#;Ne{rWaKsR}vD)P<0cQB-A?jy_cSvzetCysv~Dwdh$bC7<c)6uKClJ>BE&
z%_goR3-Fjm^DS<}*@b(It~cf3?VMfc)!@<)7Sj3KE$|QjEn&9K5+-g~dI-ikODm3W
zCtF6?c!?m-U$$fjIZ10}qw`eN(nO+)%F0GXYO|AQ+EBCU5wpKEX<U%l(>-|T9aPB5
zN)5nryIaTklh|O;3LXmZy!mf<uJeuKz=fQbX(2gxJ<f|t)C%oB=eSX;8+{9#z1?=a
z*}Lw*1xnLdNW-9cGmg71tjpZuWEwvb*Ud}(Ty2Ak3qIAk63rGj0c(&n1sYt!SF4s@
MBaa5F^eOz<Z=r!UEdT%j

literal 0
HcmV?d00001


From 6fc26a5db3e52f5bde96b183dd7ac104299c2695 Mon Sep 17 00:00:00 2001
From: clydemendonca <clyde.mendonca01@gmail.com>
Date: Sun, 20 Jan 2019 10:12:15 +0000
Subject: [PATCH 3/3] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 0 -> 178 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 0 -> 1128 bytes
 q03_my_decision_classifier/build.py           |  21 +++++++++++++-----
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 0 -> 184 bytes
 ..._q03_my_decision_classifier.cpython-36.pyc | Bin 0 -> 3030 bytes
 5 files changed, 16 insertions(+), 5 deletions(-)
 create mode 100644 q03_my_decision_classifier/__pycache__/__init__.cpython-36.pyc
 create mode 100644 q03_my_decision_classifier/__pycache__/build.cpython-36.pyc
 create mode 100644 q03_my_decision_classifier/tests/__pycache__/__init__.cpython-36.pyc
 create mode 100644 q03_my_decision_classifier/tests/__pycache__/test_q03_my_decision_classifier.cpython-36.pyc

diff --git a/q03_my_decision_classifier/__pycache__/__init__.cpython-36.pyc b/q03_my_decision_classifier/__pycache__/__init__.cpython-36.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..1604dc4abab1628f52b3c7c80015e485698a72d6
GIT binary patch
literal 178
zcmXr!<>k^db%|jBg2x~N1{i@12OutH0TL+;!3>&=ek&P@K*9*(SG;~ker~FMa!zGR
zYHn&?N`78)qJDUOQFd`bVlq%XKP6Q^B{ey-I5R&lzN9EMHNK!IKPxr4M8D9$I6k*B
t9xj=jlUQ7wnU<Maq#qxjnU`4-AFo$Xd5gm)H$SB`C)EyQaWN1x0090uFsuLo

literal 0
HcmV?d00001

diff --git a/q03_my_decision_classifier/__pycache__/build.cpython-36.pyc b/q03_my_decision_classifier/__pycache__/build.cpython-36.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..170ef4d6fa25346de1c4d6b5cdedda9c048bd054
GIT binary patch
literal 1128
zcmZuvJ#QOF5WU^|;E_5~)E6Z?31YirBL)zV%5Vb6O&S-mkr)dBht<wfI{Ln{yEH<B
zt`wL02l)g3D{j+mn~HV1G|9}-3RGl?dwlnHZ)Wz*oDGKq_rvpxzrrB+Gq|@B<lp0C
zKOsN>tPCn97$eS0UWFp;c!+u=qK-#pTqPpucwF{Gif7}pF9teY>_BqEM5YIe;bH{6
z8;qp0#V*7Uf8dBmANZU<2*miFI_Z=>9qF;&gFf_Na2s7jVqYAHLvaK<kiif}R}t*O
z7<Y-skmB1Oj8WbHJrol-h66bKjfrE3Uk1~Y4c;f1GQa<$tf8rjcN$)5Y1H-kPpD3w
zYgO2ysb3kb&r4}-F)y^iov|~rsB@>S%WYd04z-a~YH6fe<yJLDzj*iXbOzGNS=q=s
zZ;ggRISh8H?AuKr^KKZz)mgXx_-@L5e;W_0@R{if%B_=5Z&ErvAlM~1B;W)w0d^~x
zhQ43PUvto{yY?fZrIz!&Za`a~(feFWw=~)+>Lx9UN&(LCvEL#%>@4tG_C9fJovfpE
z4B>6~zPIiz_&Qkg8_ojc;hL?(8;&fRb96C!VJPI38M+nT<DivBRyh>bnc{Lum$p8s
z^TMHdv7vemmG8rO;e6cL<+DpNv-{HK)71A~=bgzuL4sSpx4ILMkTBS$xiSTa;Wm11
zyYBfAoDz|->g~tCe2uC8zL;G%m7b|`1-jDM>{`j$&y9IwTd7b-pJwp6-Izyf>{zqV
z%FTZH<}9yP=<IeDa`oRJ%r2Kj38(GKPyYYF5oWezbHE3D#4~OlBj5ak%RE7bmhI5r
zi9fb)uwSM=t+0?1uTf%Z^sVzrWOut%*w()YzZ1K6dZp26Wev5{CoRs7w4S%%<9b<P
zeY|dcYP5tLhtEeemOj~zn2)U1;G?2!lxMF!TbTzK#XKbVg5XPnuL!96&dz)A2sNKR
d#k!ZJen!2u^g+h9zm%nXfPBLC*-6L7;lEfYJxKrn

literal 0
HcmV?d00001

diff --git a/q03_my_decision_classifier/build.py b/q03_my_decision_classifier/build.py
index 73c9856..edc5a0e 100644
--- a/q03_my_decision_classifier/build.py
+++ b/q03_my_decision_classifier/build.py
@@ -1,3 +1,4 @@
+# %load q03_my_decision_classifier/build.py
 # default imports
 from sklearn.model_selection import RandomizedSearchCV
 from sklearn.tree import DecisionTreeClassifier
@@ -6,16 +7,26 @@
 import pandas as pd
 import numpy as np
 
-data = pd.read_csv("./data/loan_prediction.csv")
+data = pd.read_csv('./data/loan_prediction.csv')
 np.random.seed(9)
 X = data.iloc[:, :-1]
 y = data.iloc[:, -1]
 X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.3, random_state=9)
 
-param_grid = {"max_depth": [8, 10, 15, 20],
-              "max_leaf_nodes": [2, 5, 9, 15, 20],
-              "max_features": [1, 2, 3, 5]}
-
+param_grid = {'max_depth': [8, 10, 15, 20],
+              'max_leaf_nodes': [2, 5, 9, 15, 20],
+              'max_features': [1, 2, 3, 5]}
 
 # Write your solution here :
+def my_decision_classifier(X_train, X_test, y_train, y_test, param_grid, n_iter_search=10):
+    
+    dtc = DecisionTreeClassifier(random_state=9)
+    
+    rscv = RandomizedSearchCV(dtc, param_distributions=param_grid, n_iter=n_iter_search)
+    
+    rscv.fit(X_train, y_train)
+    
+    return rscv.score(X_test, y_test) ,rscv.best_params_
+
+
 
diff --git a/q03_my_decision_classifier/tests/__pycache__/__init__.cpython-36.pyc b/q03_my_decision_classifier/tests/__pycache__/__init__.cpython-36.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..220d9afa33bb0de186eda29e41cf3c9dade2137f
GIT binary patch
literal 184
zcmYL?u?hk)5JYoeA;Nu#&8=|QiC9?MSl9^5k*pX^vN0Qr`y_wK*1xbaDb#^^3^T>_
zZ9D6h+oLLaReaTyuql>Ffl+%kZ*~urYW>HX;LM&tyU~!RU^wUj4xFwM2VHtL1ctN~
w%K>vD!kG9%I>T+zqaX1%YBz}3lcfZiBnu$gU^8MD$LDnA+1wqi>%A1K4?*!W6aWAK

literal 0
HcmV?d00001

diff --git a/q03_my_decision_classifier/tests/__pycache__/test_q03_my_decision_classifier.cpython-36.pyc b/q03_my_decision_classifier/tests/__pycache__/test_q03_my_decision_classifier.cpython-36.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..25967970f4dbbdbe3cd129a6bf668e3cf4c4f0fc
GIT binary patch
literal 3030
zcmb_e-EJF26yDig+v~r?`Ki;SKo@9`T$Q*GxIk2GQCq4AFcMUv8dchEcgF6f`{T}x
ztJ*48X(euWgT4UI!`<8>A^ZwR2+o;J9H&aEsC2D4b3A+I+nMj2IcK(;&Dz%IH}C!8
zS=Jxc+*1MlIyCtw2xc*oSSg`|pl&BNbxiNl67)_|PAjxx-nogFR%sRV5-TUQv`*{9
z;?8b^RrUyN^5*UWvzh$@8awmC?%V4YU7Q<jn~@f;@I~HYRaRs5U)_5yU82i$g|4y&
zYqABlIB)^K1#eL=F%SMNu@;OjzjWvsUfON%uCdx4te4mM5?|&ke3hSJ&AswHo1UfX
zw=K59R-apJm6JV(ZZP{ttFtzRy;>cjy*pg08=>Sq_|sA%jI%(&P#}j%tYB<mz*T>g
zB%v6{A&;hZF|VDD1ID9R#(5S*NhoF9kGYs^Y;{?v!fuj>Suhlw#gPJ&tw=tZ5|}#J
zHqY<Zrd0&8X|?!TJmIt<!i?o<AXTXN6x?J@YbX{`tfDBPa6oh%T}{KMu!Ny{s25O8
zc-RlJoN=ie_`lCXH4<D#U_N_r_1B@vD<HT<3A3op2(zDC;Ae-q&?Dbv=u51^Jm|~l
z8|W*n&Kl5rtO*P*=nbUqyJKmHaI5&>_i!UOpvg}`C`*w&@-um6?b^zDMi^PQ_Tc;Q
z?YaMbyKU_`7-jG!w<i#8S_UyWf9olDL2>4TLq;jjl=L^*CI5E(glC|2T;YP9Kx178
zw{W3uJsyRLb`qX-Z0$;(^tFrb{LK<)!R+s6-G_O~yHPS`91vNaMPc`+Ts)G)FoJR5
zv^(>)5}bo$^Icd)_wnWJ;P^o3qFber!O2!z!?E5p0dPD@Fxw=$U*gUz$0L*LCsV(5
zD!3yKLRjOV_duC<P~jftGH2$DQco;^mB7H9d@*wd<Na`yDE~>AjJWh!?q|93(@;eZ
z{ef}KQHu^S2p#9pTLQP(u|*r<*HEBy3b78FzVN!8?ZZp7EO;Wo)3rC`=>Tm;69yoL
zl%Z(@6o_AlWCdqOIT+D%@oM)bHxG${WZ<juko)~y_=3Zc%nFwLSo-(BhCHF}U-HNK
z2m+e#8^qbb-;^C!w~7GXkvkbAg)HLQ3!`Wx!f32ZeVnUZ1P3||ZLctP`E`sHYYA|A
zZ~%H9*~5KWz@AMe-@GAz$6>!ImpiBB@@A20Loq&)Q1K3IP1he_f**z=Or>@)Lkrya
z2_$Zxmc%*K3jjCIWA82SI0t`(N~{ScEb;slVTlPH&a692po2T=%YT;Ye_azzFq&Na
zVLlF74kz~TxblMpYtAxc%%vg-ze>_v7P(Zs3n(Yh^~ovdGRU)_y9i(s3x!1{-~K<M
zjshQ{X?A)s$sL?ts60jOabG&DG)r>jp5f^*(?OnU!8Eai0?YB_>OO_&72kvsS6pD`
zJD$u}>;MqmB|bp$K8O?8{Or_h&V|RvfVZCmSIOl2w?XL~daqN}UJztq%7Z}Hf*{S=
zC_%ju1XyW{Hv+SyIETVV@ga&$6d$2D%v46hv@MoFtU!|u5FYVLUfDFqyqW$BkHBE*
zoYUSYixqMsFmPyj2sfutYJ13NDI29wR_$y^*W@F(6^U#MmdKL;DnAr$xQz)1Ch1C?
z;f+q25~NEHMsdQ-y@7gyhb(|A8)OH_-_(thJksQ@CSzK;8<<-nErS9Jpq25#04O+6
zGvN>nM9g%#xYFURgEMn%jJM5(j^jXkR|-0>V#Sdds|`rS9%<muu8}rbCTF2<kQTJI
F{T~eOVJrXu

literal 0
HcmV?d00001