From 3a38306ecf19b68154d52bd64d76cd92414609b8 Mon Sep 17 00:00:00 2001
From: ms10031990 <ms10031990@yahoo.com>
Date: Fri, 16 Mar 2018 15:08:36 +0000
Subject: [PATCH] Done

---
 __pycache__/__init__.cpython-36.pyc           | Bin 150 -> 148 bytes
 .../__pycache__/__init__.cpython-36.pyc       | Bin 166 -> 164 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 809 -> 1163 bytes
 q01_grid_search/build.py                      |  10 +++++++++-
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 172 -> 170 bytes
 .../test_q01_grid_search.cpython-36.pyc       | Bin 4199 -> 4197 bytes
 q02_fit/__pycache__/__init__.cpython-36.pyc   | Bin 158 -> 156 bytes
 q02_fit/__pycache__/build.cpython-36.pyc      | Bin 1316 -> 1279 bytes
 q02_fit/build.py                              |  10 ++++++++--
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 164 -> 162 bytes
 .../__pycache__/test_q02_fit.cpython-36.pyc   | Bin 2960 -> 2654 bytes
 11 files changed, 17 insertions(+), 3 deletions(-)

diff --git a/__pycache__/__init__.cpython-36.pyc b/__pycache__/__init__.cpython-36.pyc
index 494c0e423d78629e57676c58ba01e9e4fe944241..491097b1c1d47fdebd3b19c593f71f6771b36001 100644
GIT binary patch
delta 51
zcmbQnIE9hjn3tEUWag@g>=p`+`WgATsrtFah6V=4hL)BF`r-LS*~JBk$*KCu`6;Or
G6HNhm{SUwZ

delta 53
zcmbQjIE|6rn3tF9PJH7;b_*qE{fzwFRQ>d#)XKz?{9JvP{N&Qy)Vz{n{eYtUtkmR^
I;)(I50LE4lY5)KL

diff --git a/q01_grid_search/__pycache__/__init__.cpython-36.pyc b/q01_grid_search/__pycache__/__init__.cpython-36.pyc
index eed5319ad7e677d36d4aa0a041666797cfc18e79..0bfc45fc429f2159a09c45766e67e2fa5e768a45 100644
GIT binary patch
delta 51
zcmZ3+xP+12n3tEUWag@g>=p`v`WgATsrtFah6V=4hL)BF`r-LS*~JBk$*KCu`6;Or
G6I}s<eGmWu

delta 53
zcmZ3&xQvnAn3tF9PJH7;b_=Co{fzwFRQ>d#)XKz?{9JvP{N&Qy)Vz{n{eYtUtkmR^
I;)(ID0M9lOssI20

diff --git a/q01_grid_search/__pycache__/build.cpython-36.pyc b/q01_grid_search/__pycache__/build.cpython-36.pyc
index cac4a0ba09e01d39b61ee5fb68a6a9cfed1ec303..dc827853240a96699d0d9b4a655c2c3d4ac6df74 100644
GIT binary patch
delta 578
zcmYjOJ#Q015Zw>oozFR&f>^{PK`180RkleLfe;cOLIS0sAiCzX+^)%)JD)YXwt{q4
z3X=*U5&2hyju!D3=+U(lh`&GsvrZ&3tC@XoHS=ahd+vVlyL-)MgMR%S{osWBBv;Hu
z{19D#JL?{{JEv^OIwT5IW3(ozq^C^YJp1(I+NQiAH{R3ex}+~jxb>xC^aQ0y;$X1m
zqg(t4UBAF!NXbfG)+GJN=T7O2Xh}-CV3Zg(;>c?YI(JKF&WuyK61yVz5b+KfxeGF{
zW4%|_ha4N$4nkV7WL7mM0z|Hi0(}y-b0x;{Ok}APCN0LXP6|+=2X>H%4^vaIiH!Wm
z!icA~EDGL0DlgJ>TsdYs$yDSE9p}P8dK~(dcNiNG>A3RVT>>XBq{=Qk$5sG3R{uFq
zvSH<c($mc7$e#&F#p_HB{=>WH1a>g@&q42~$W<@bgMNQ+u)p8$y(-|Xo`^*C5|m$l
zXZ?F?7sDw5$x$1tbPEHaEgG<Z)@XnS?%>Pszi6<FD5S7qul40Gy5qnm;$@R1&tMx-
q<>D$z8@RP1xQ->ak*ri!gIx(-n^nJ$%T6=(!2Ye?S_XWZwfH|Mla~ho

delta 221
zcmeC?T*;<v%*)I5ZPWayxl9ZUj~S2v8<6b)#KoH?Do2QlwKAnKNisz7q;h3(r!b~4
zwlbxNPn_V&${5U`DY5Yh6C?M3ASjXm>d+LPJd0V0<rY&x%H)I0$+5TCBjQVn5;OB|
zu>l#W#U;1cD`5ga21tObAh9ShH$J^6Gi4=1ktWa(F!3uuKO;XkRX@EbwKB0JKUd!+
rKe;qFHLs*tKcFZ-D>b>Kc(OjT0Y8ULZhlH>PO2R<$iY&Rb68{n<Q+pN

diff --git a/q01_grid_search/build.py b/q01_grid_search/build.py
index 20c99a1..5fd9554 100644
--- a/q01_grid_search/build.py
+++ b/q01_grid_search/build.py
@@ -18,5 +18,13 @@
               "max_leaf_nodes": [5, 10, 2]}
 
 
-# Write your solution here :
+def grid_search(X_train, y_train, model, param_grid, cv=3):
+    clf = GridSearchCV(model,param_grid,cv=cv)
+    clf.fit(X_train,y_train)
 
+    #results = pd.DataFrame( clf.grid_scores_)
+    results = pd.DataFrame(clf.cv_results_)
+    model = clf
+    variable1 = tuple(results['parameters'])
+    variable2 = results['mean_validation_score'].as_matrix()
+    return model, variable1 , variable2
diff --git a/q01_grid_search/tests/__pycache__/__init__.cpython-36.pyc b/q01_grid_search/tests/__pycache__/__init__.cpython-36.pyc
index 31ac32889b610935d2c1830c3823c926b02a7da2..54d49843b1fe6c36803294500f43c0fec2472710 100644
GIT binary patch
delta 51
zcmZ3(xQdb8n3tEUWag@g>=p{)`WgATsrtFah6V=4hL)BF`r-LS*~JBk$*KCu`6;Or
G6TJb2tq>Rh

delta 53
zcmZ3*xQ3D4n3tF9hU2`6>=sIq`WgATsru<fsg;Q(`MLTo`N^fZsd**E`T<4xS*gh-
I#S`Pb0nw5Yy#N3J

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..8d33a2d9ba5440593f81517e911a7c3ad42939f7 100644
GIT binary patch
delta 835
zcma))Jx}965Qei(Y;QtLIKFZaKFo0e83;~DBuGJtXeekRkPDC%tV2SHqje}EA)z#s
zG+RM~L_tA^!Y`nu0$r8zq!Z!?&_DtEIt2tMVoQ%_XJ_Z#@yvt%Usto57O9?GUa3cf
zSdC+{LP#I~D;1KXfk5E7Xzsct$1Hi7bUK^K=hNnf%l5pAU3AQ%yW=$0gAz&UBGd@7
zp!hHu7=lA$3D_e5lC?0#4?{Of1Z$nI%BLj3|H;!`9|O+R1UHrI-d_l6MGDIxY?41I
zTWi1JP6AWFv_MlTS1h%>V>4#gm?1od+)|%G$Sg1iq=0s<+wXJ^=<-HJ#2S>TIO13J
zNf<>kQ=ln(yLQFtRI(mPa5o&~i{Xp-*AkI5!|QaZ(6K&S5QjQcZ`316sqnpQ7qt6;
zZr}&9hFCxBI4}SV0x_Tm2mw(*<1f+kc>6zU%FHhRao8}w*7N~?96mRMKWd9@-Jk8g
z+Zsp031A*b16d#k<bn4l`qmhHKLv0}5BH~phQzB<N)@X3dylW;Vawc#xnWB#@0Thy
iX7c-3Du-)Z%I0>}@v8o8SxT+7@MjE(zbNu-PwoxhU6Q;2

delta 817
zcma))&ubGw6vs20%<d%3uhweSM4PHLT_N4JNwpv%g1L$GQYbwrOFOhmcQ?M>fGJ3B
z9=*&>5W#~-p~Szys}}`Nd-5X1KS3`#-_1c|T5tzG^XAQW-kY~?zSWLuR<lsZy*qq;
zXgy~v9=u>}#-`O5W21gCl}i1T&R*b2XP0EpjRMcP8*Fzy=|`cnPQhcj9fgDYX@fQ9
zwAfBlT2I7*^Kckcg?#})xFKfMv&;u`0_!=|<}X=QedYCuzXh+XifWkeXD&lDRBFp+
zbVW}G_tZLHP&I4Wp2z-Gpbji(#D?FAEq}))a(i@5du&cs<>pS67oizV^KoiCg*p(o
zT1^}jWZ_6s&_AhAA1!IbJlu0T^5i7_Tt#`=yjsn^J-!}ls=ioT`R|O>!re|PYS7Qk
z8yn+Q;l6ob8Ylr%8g_<G!#)d~0cL<QFbQOU0#H;x@^98g|3l2l^>-yzv>@h>{2lo;
zo^-=dQgmnE3&N=Vr0ee6*<lCRqB<(v80oZK{QRJX=$8NoSOHdn>%dLmPuCJ_7QS;D
zxO-UC5KLtBu!In%Fq6ISzw}49)n+Nk#@z3EogOWzPo+i+HEfxi4<i{y$@AGVd&5QY
Nj1YJ%qgpPvegg>bom2n-

diff --git a/q02_fit/__pycache__/__init__.cpython-36.pyc b/q02_fit/__pycache__/__init__.cpython-36.pyc
index 97c33cb307234e9b028e1705b5c23f75871114b0..5ec1c7786bfb775d3384237244c50d23787b3ab9 100644
GIT binary patch
delta 51
zcmbQoIERtln3tEUWag@g>=p{1`WgATsrtFah6V=4hL)BF`r-LS*~JBk$*KCu`6;Or
G6Kw&0JrCdj

delta 53
zcmbQkIFFItn3tF9PJH7;b_*qM{fzwFRQ>d#)XKz?{9JvP{N&Qy)Vz{n{eYtUtkmR^
I;)(IL0LsP^iU0rr

diff --git a/q02_fit/__pycache__/build.cpython-36.pyc b/q02_fit/__pycache__/build.cpython-36.pyc
index 3d41a6281f0afb822a77a1045ed697c10ee3c678..e8ef5a7fcd12c05566fdbe41a3b9af7c036c7e92 100644
GIT binary patch
delta 412
zcmYk2xlY4C5Qg{gfh|IZgam|J$dwaZr3HzSh5~RCEk3{y$JTg-1hSPPkKk9JK~(fe
zyad%sJOCXvO&BMU!mj3<f9Kd)?Xx|xEU(qFhhMLL^=4hMkx2;QXeVgJF+!4xmF$j6
zCi$3Af?6xdm{wfsB`q;lY0{W0U7B-clv=5mM$FHNL(iNgrQJXhDjp|NnU{SDA{i?4
zaVC5-hbT+}38Q8<=nXW4V=4oSqe3bJYtj2W7{opvnhxK35Ri!LLDXHyqlNTd2<+iC
zzo+hPmPT$`bUPid+v|1Qiwy3ITm+FDWMSlj7=~HekLxGi?m-)S*3gO-1YsIoruJ;J
zY3_T13l1>ntSckOUQsBPhxI3aKZGre!%l<k2D=EwAr6$C3lM3)`3TsoKeUb2X3+G7
L|FB>GXddN%!WnQV

delta 441
zcmYjNxlY4C5M6uMr-%dv1p;w3!89(?(h(s<fsiNwH`Zcrf+Kuryr4v~l_H;zj)sPY
z5*ivBYW`sVfM1{qV=D!_nm03V4n57nd2yXyr{g}pKL=lL&W%2`2_Y2i7_B@*kVI-D
zeWq!RrxlrLwJzDnsF15^rPWND6|3k>uMKG}BU9ST$f}IWtgHdOB%XHeIm##?$)sXK
zNaA4SR+KU<IPkO#l~ur0#7QKTUc`aZ=aQdbML;76j0PBjXDjnMlsKu(N$UfrfOb&C
zu!9}S7UM!hQpCzkxrAh_Xmk(C=27$jJes@`=wjdRsehNJ!XJW|aG9rme=Uz5Qjy8h
zzkqy%E6Vv5?H(yQNaO}il&c6tbKB4K*6ZLQ_p`tUhZuRA$}D&m^AdJ3oqy0zUs<Ra
rc#^>$Qp!TzZMNTJ6b6xU+be|4Szvqq#J1L(t*y*|a4`R7J&pYVF$sTY

diff --git a/q02_fit/build.py b/q02_fit/build.py
index fbafb1a..892faee 100644
--- a/q02_fit/build.py
+++ b/q02_fit/build.py
@@ -21,7 +21,13 @@
 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):
 
+    clf =  grid
+    clf.fit(X_train,y_train)
+    y_pred = clf.predict(X_test)
+    variable1 = confusion_matrix(y_test, y_pred)
+    variable2 = classification_report(y_test, y_pred)
+    variable3 = accuracy_score(y_test, y_pred)
 
+    return variable1, variable2, variable3
diff --git a/q02_fit/tests/__pycache__/__init__.cpython-36.pyc b/q02_fit/tests/__pycache__/__init__.cpython-36.pyc
index 4a01850f21d216d8ccbec7c32d5325e707bae019..74dedf0f534ce29c0e7086fa5076aa028ee511a9 100644
GIT binary patch
delta 51
zcmZ3&xQLP6n3tEUWag@g>=p|C`WgATsrtFah6V=4hL)BF`r-LS*~JBk$*KCu`6;Or
G6P*EpZ4dYW

delta 53
zcmZ3)xP+12n3tF9hU2`6>=sIa`WgATsru<fsg;Q(`MLTo`N^fZsd**E`T<4xS*gh-
I#S`P50nH*3od5s;

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..21d19e3a0f84ad22dca7d7fb8405c114c8b3aa80 100644
GIT binary patch
delta 557
zcmbOreoutUn3tEUWag@<6C4}4b}=$WO+Lz~&d5FaEn@(XZO5btBomk<8BHcvF`2Ri
zGidTm-p#Z{O`3s$;a9MJMt*Lper~a$fq}81rKN#>cz#iKaY15os(x~QN~-?kcrMY&
zYnYoEMJF4uc*}?bHEA*xNdl=NDG&iN1wzPdp3cI|C>+I}my%dilvsI-rKGYTRg<Mi
za`IYMO>QKGlOM8XOwMBOjF$&#Rsa!-AVLX9M6svk<R_MxnG`7lc_7^&85Izr3L?}%
z1d>@m?k%yB)Z&u(w9JzD#N_1CqQvCNc#zd<lY=;_f$l!X;cN%D>6Tz(adB!<iDOP~
zesPIwVQFFxVM`|abILO6OwQ#rVC0xQk5e^37UT*!5TOntG(dzFh(Ndu%#s0#i2(^v
zxD|5&2@XaM79eEfU;~T4{0{_0dXuHN)-ftgKFMVk4svM}JJ1J3iJ5uez=>imN=uI7
oDo89!%#BYk%1nu30h3%HG9D}(1z{H_=NF}d&BbuY<S=e401bwM?EnA(

delta 750
zcmb7>&ubGw6vuZqo9t#uBw$UN5ZkmSO}9qlul67+w2Fv=6jX#<w!`iwMv`oJGZ8il
z9_mp+cn9&~rJe<;C-43bvIp^~pa&0Lyy(0X{MkdDVLtPidEYnRnRz$$xL}{mX6?7D
z&sv84(tgcYjBi+-W$-gwSMfQ0PH{sovNJf=mot9mf!4D8>^05VhuiwA`i!P&-)=N-
zh5ew}fgs{C>^Coj-l!i8q-d@~csuZ<z=w&atbhx~m2ycb939GPf`bGqv4h#|M@E9}
zkIjM40eBP}G8zVs0cG4uI=SBxl_V}=E>*;@$;)gB-y72<T^c@<$$R=H%WInnrumw(
zsb3wh;Z$<*zL2ods6^qY!Xc<YAV)Ch4my>Za8h89hk3#wLY3+#lmhB1A_KI#NN@;C
zgum>RWFVy5?n>9|aUom?h9O9oZm^)z8^Ti5SdLjtXXE+nD*Iwr9^F-i)ztG#f7*eX
zQpaYy7jn6B>OXwtan;PT2G-5H>Ib&W^QoP}_{l7u-NU`6e>&uzHv;ZO?j7D61>yv*
zS;tr!g;l#*QRZNdaF}p}&?Fou{CcTLG)rqmg@PI)qhK-1P(4L`vh(q~YOstStQV|?
tPtq$@GTkyGR|4-2Cco55K-+8CLk_&}cA)FW_$57afC~R}B3A9wKLGR5uqyxn