From 7136a440efe427a38c69d2e621db963e8a689061 Mon Sep 17 00:00:00 2001
From: kvin15 <vinayakkhamkar@gmail.com>
Date: Thu, 17 May 2018 16:02:13 +0000
Subject: [PATCH 1/3] Done

---
 __pycache__/__init__.cpython-36.pyc           | Bin 144 -> 138 bytes
 .../__pycache__/__init__.cpython-36.pyc       | Bin 158 -> 152 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 1177 -> 1177 bytes
 q01_myXGBoost/build.py                        |   9 +++++++--
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 164 -> 158 bytes
 .../test_q01_myXGBoost.cpython-36.pyc         | Bin 2735 -> 2729 bytes
 6 files changed, 7 insertions(+), 2 deletions(-)

diff --git a/__pycache__/__init__.cpython-36.pyc b/__pycache__/__init__.cpython-36.pyc
index 51086b4da1a1e386d393f955d9262c7aa7d047a0..6daf084dc6ef16a62311c9e18b2263af91812a45 100644
GIT binary patch
delta 47
zcmbQh*u}_h%*)F)bNb(j>=rWS`WgATsruPvnR$k$`r-LS*~JBk$*KCu`6;Or6ZHXK
C8xOev

delta 53
zcmeBToWRI#%*)GF5Z^eF-9pJ$KO;XkRX@EbwKB0JKUd!+Ke;qFHLs*tKcFZ-D>b>K
Icw)3Z0I!x2-T(jq

diff --git a/q01_myXGBoost/__pycache__/__init__.cpython-36.pyc b/q01_myXGBoost/__pycache__/__init__.cpython-36.pyc
index 05966aeff638282478e662988295264bb7158172..a6c877e0587f0a202b5bff5b8e72fb3f825e23a2 100644
GIT binary patch
delta 47
zcmbQoID?Vhn3tDp=JdZ4*)3#T^)vEwQ}wgUGV=^g^~3XvvWp86lT-DR^HWkMCfWi3
DW#bR=

delta 53
zcmbQiIFFItn3tEUAii-TyM>asenx(7s(yM=YGq<cey+YtesXDUYF<gPen3%vR%&ud
I@x*9b0JmBa761SM

diff --git a/q01_myXGBoost/__pycache__/build.cpython-36.pyc b/q01_myXGBoost/__pycache__/build.cpython-36.pyc
index 73181f184abb3f5692edf7e5c0ad410987ccc57f..822eb70edeaa9e96ce9861e9b02d0de938f1fb9c 100644
GIT binary patch
delta 373
zcmYk1O-chX9L1ANI&EfJaOVfbkL7?c7E!m=0|??m2uPS_Qk|A|%70>^kfDpNyP8!`
zAT9;Z;Q@LBuONsf-Pk~0@_)Sd3t6!hW9O|_aQ*tj&)->_%)1C7jSMxl6dOM!OIkKe
zV}K1ZWI-^pcVh4YmrQ%cGc5I%qztS}%g_WS?2~&G(OU>DC!(CGLT95y=dcbY2_z%&
z1X;@cu^8mNf)hE72=`|~!;5m~=>$|7)qvVM_xhRUb?0PKL(N&uo&|~xsSwpC>E6{H
zP{=6{XTn8=wh7J>DMcZ3Q0s83@`m8hV!m(U=X|8%;WQg}F5-tAhQ%b2DwcVwsz>jt
z-Lxr$cW@I2cKaBP?fms?7o1cd-u!ac&amfX-^qcMb@>0o&Ze+=Y)g)+jGp}g0_JGE

delta 373
zcmYk1Jxjwt7{~7|X_K_j-711FP?soz9lAI;I90(dOGuMzO(CW{xfTi+I&{`0QzvIf
zLHr!f_YM3CF8ZX4J-8pw{qOfY$8DUA<6O4e?%?w^7`!`Owi*&bbOSnCOvxCl7fOku
zT4+n#2~F6uD4V)DWtwQVW|UyfO9v@5UDMK4mUcB?v(nR^cE;?1^!N}cPVI5y&LW7i
zZ~|#!SiCTeg@jRF$ewN7LaJ~Uo#A}}0(Ha3sR~*nS=4zQhe2ZoGD%|v77EoDyS}p~
zMTmpE9WAhzVeOe_6vuOj;^iBGBW(D&^&j(0`V)}LNadM-lgIN+KB>aLhkPnyRa6o0
zA9m0sRL~af;I^qtT?QwZegEQu)9Qn-uJ-T@-5UEf4iLus|K7#6Vf*Y3j;mCh{{ht)
BXvY8m

diff --git a/q01_myXGBoost/build.py b/q01_myXGBoost/build.py
index db3654a..1bc104b 100644
--- a/q01_myXGBoost/build.py
+++ b/q01_myXGBoost/build.py
@@ -19,5 +19,10 @@
 
 
 # Write your solution here :
-
-
+def myXGBoost(X_train, X_test, y_train, y_test, model, param_grid, KFold=3, **kwargs):
+    grid_cv = GridSearchCV(estimator=model, param_grid=param_grid, n_jobs=3, cv=KFold)
+    grid_cv.fit(X_train, y_train)
+    y_pred_test = grid_cv.predict(X_test)
+    acc_score = accuracy_score(y_true=y_test, y_pred=y_pred_test)
+    best_params = grid_cv.best_params_
+    return acc_score, best_params
diff --git a/q01_myXGBoost/tests/__pycache__/__init__.cpython-36.pyc b/q01_myXGBoost/tests/__pycache__/__init__.cpython-36.pyc
index 8dfa19746ecb1c2e54b3d4e38d3120d3c14b1bbf..7c0793eb422a29f463c34afc6d91bf107f168ad4 100644
GIT binary patch
delta 47
zcmZ3&IFFItn3tDp=JdZ4*)3$e^)vEwQ}wgUGV=^g^~3XvvWp86lT-DR^HWkMCOQKE
DXv+`@

delta 53
zcmbQoxP+12n3tF9n&Z5Q>=sIa`WgATsru<fsg;Q(`MLTo`N^fZsd**E`T<4xS*gh-
I#S^2Q0n6?ZlK=n!

diff --git a/q01_myXGBoost/tests/__pycache__/test_q01_myXGBoost.cpython-36.pyc b/q01_myXGBoost/tests/__pycache__/test_q01_myXGBoost.cpython-36.pyc
index c955d7698a30194533d9b9a8226e098f1b275830..b8f8f04fe21ebd96c6a7abb91beac5e5bc361da7 100644
GIT binary patch
delta 422
zcmZ24x>A(gn3tDp=JdZC*>^MYL~)j+7MH{qXI7;~O+LpsTR@nBfuTqQL<oWip~;m@
zCm8uAJ28hUN&^Lch3aSI=cejsmu2P|n(Bw=7iAY0BqpcoC+DZ6PTt47n~`gB6^o-0
z7f`Jxa}hJh3|0^!4iaE0k_54(Km^D%2q6Px-4dIuz$!MGnf0y!SP7Es<PWSD809A)
zWD^%x0;<$xgcyRX;yv35MwQ7s*kv#^KVdIo<enVP;iaVjvPLkqq98T7BsC>IF*&)k
zC^5Mbn|Y@>3XEle%8TScgffUw0}+}aLI*@3YzMPIUMLcqoX082Ee2%1{0{_029qao
g7BEIlX6EwLQ~)VZ0TCJ?LK{SYRALx3xs=Na01e$+6aWAK

delta 460
zcmZ1}x?Yssn3tF9n&Z5U?7JCxZgG~R7MH{qXI7=&ntYCNwty%D14EG*h!6%5B9kkb
zPB02gc47`ymjw#^iq_A_&rQ`&FG{UUEXmK+cgasK%}vcKDb^1t%FjwoE-9Y8gBfV>
z<PsJ~T^^tgP39tIkV&i{LJ}mvR3r^z%YX=wnGiy5@*|cX0$>?r!B?yo^c8`MZgD4p
z99ocAl$cw5izOv9xui%1D6Yu}F%4PIOSTibY9Ku#sTBo4C#9yuBWcE_;~skvBk$xu
z4lhQf$#Xa)F`aRgqaa)!<W>a`p$Z~2K!i4k&;t<&2Y^{}ATbFb0rF8XC?Gf(IoLQ@
wIaq)sGg#*3e;_C_n%u)#z<6u&UrtX=C6FeN%Zs!?gf55xnSo*W<a{nG0In8j7ytkO


From 168c3338f2d6f70cffb8570d270edafd18e27648 Mon Sep 17 00:00:00 2001
From: kvin15 <vinayakkhamkar@gmail.com>
Date: Thu, 17 May 2018 17:59:01 +0000
Subject: [PATCH 2/3] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 155 -> 149 bytes
 q02_param2/__pycache__/build.cpython-36.pyc   | Bin 1022 -> 1571 bytes
 q02_param2/build.py                           |  20 ++++++++++++++++++
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 161 -> 155 bytes
 .../test_q02_param2.cpython-36.pyc            | Bin 2656 -> 2650 bytes
 5 files changed, 20 insertions(+)

diff --git a/q02_param2/__pycache__/__init__.cpython-36.pyc b/q02_param2/__pycache__/__init__.cpython-36.pyc
index 65aae629977d738c335b16bfada05344098ff822..97893c5c04e188d6b77b6f3101de4a6c716dafb2 100644
GIT binary patch
delta 47
zcmbQuIF*szn3tDp=JdZ4*)3$8^fU5vQ}wgUGV=^g^~3XvvWp86lT-DR^HWkMCRzai
DWN#1U

delta 53
zcmbQrIGd5(n3tEUAii-TyM>a6enx(7s(yM=YGq<cey+YtesXDUYF<gPen3%vR%&ud
I@x*8=0JX3Z3IG5A

diff --git a/q02_param2/__pycache__/build.cpython-36.pyc b/q02_param2/__pycache__/build.cpython-36.pyc
index 265965e12e937cfac5f497c06606a19f52b94855..336c40ab949d9177fd6de96d9d2f353be243273b 100644
GIT binary patch
delta 884
zcmY+A&ubGw6vt;Kn@x7JY0|3DR&2$p7$}Wt(Tk-yC|(3FJyaIUve}t#w%P5bv)kIr
zEICB*)Kj3Kc=P1Zf1zhR*yCOWA>dz7@W-2tnDoJX`0mVmZ@=&TE_^ifwQ^a1d-ls*
zEPU3#;a&wHq``R%CprUAObN|Vh32VB3$*AK;Y(`GRj5u&)SzWL<>oKx$_FJ;V<eEk
zf{2_@gbH1%Cxw?JDI`TYO=sR9QQXCS^aS;Bq6ux6h<qRSFuGKx(JLn^6zNIHLy2*;
zEJ~xI?VE60PNqZ|+T{AEQ{bnfB+7G07^1w6_D{Ev(1o!>Hc{>B^C5vzhB*mEA}^sz
z6aYL^B~ZO#5$LXE@xAHpWbvcvzJDiU*mS>sk@2(1Ws91UYJq)ZQPz#yX*KZnET`@H
z)Oy7{w;iWibkK_IpzE`=>V*DCTCL-lGgix``5>gsPxY?N?Z9%mM|)}h+0)Rc4u<YB
zq-E)N6HYV>@L;RkRTv&8L=YDXJRtkZCi;Z<b$EuZWaWOUbl9<FDu=djW!D)ln)P-V
zuzKgv+iN_iZ-u-Qb!~^$9k5Y<;kLqXa84GsFZ6ZlIk6K4-Hk>0U%5OLy`Il}uCA>6
zp=0~e#>zOYMz}P`=cEONOUG&6i&+q*>Oq&<G0QAPwaUOJw|e7bvos#QVQRMHSdkNQ
zW|mqkimmK1noL?V_5VqY)R@R>n3br@9B;>S{?+jt;KNj53kPgs5B$-B^rw!-xdu9#
z2OvCyb!^}nGOvIlvqXU#16MJ>2d~3F5WF^+&J7+e!8gAxaYy1VAe|UwH7gh|exw!#
H=egy-e$ViA

delta 321
zcmZ3?^N*d&n3tDp^|tv@dCVKRE;81$F)%Rj0I@R=7s~*N5{4Rv8pax?8s-|78rBrX
z6s8pB6qXd$UanvUO*X&uG%$E(pFV3Q2)wj^$pqB(k_AX;vfL6#&d(`M%q_@CjZdm9
zDN0Sf#aUdM1QEH#nVVP<pORWol5tBQH#09jIU{qjEHfvkCSws;JKN+S7A3n|thxCq
zsX4c}3lfVGbK}#CGE<CJG89PwE%@cCpOK%Ns-IqzTA5gqpR4bZpIn-onpaY+A5fH^
zm6}{qJozHCisCIcuwElkpq^ro(F}}yj73sF`sIHhD3YG6$2wV02*@uI1`#440;IS|
S97KQ=g6%^hBqx7o)d2u<K3pUK

diff --git a/q02_param2/build.py b/q02_param2/build.py
index 8391570..7600533 100644
--- a/q02_param2/build.py
+++ b/q02_param2/build.py
@@ -18,3 +18,23 @@
 
 
 # Write your solution here :
+def param2(X_train, X_test, y_train, y_test, model, param_grid):
+    param_grid1 = {"max_depth": [2, 3, 4, 5, 6, 7, 9, 11],
+               "min_child_weight": [4, 6, 7, 8],
+               "subsample": [0.6, .7, .8, .9, 1],
+               "colsample_bytree": [0.6, .7, .8, .9, 1]
+               }
+    acc_score, best_params = myXGBoost(X_train, X_test, y_train, y_test, model=model, param_grid=param_grid1, KFold=3)
+    # Get the best parameters from iteration-1
+    # Append the best parameters and the new parameters to create
+    # new set of parameters
+    param_grid3 = { key_: [val_] for key_, val_ in best_params.items() }
+    param_grid3.update(param_grid)
+    # Use previous function with new set of parameters (iteration-1 best params and new params param-grid)
+    acc_score1, best_params1 = myXGBoost(X_train, X_test, y_train, y_test, model=model, param_grid=param_grid3)
+    # Return only specific_params that were passed as part of param_grid in dictionary
+    specific_params = {}
+    for key_, value_ in best_params1.items():
+        if key_ not in best_params.keys():
+            specific_params[key_] = best_params1[key_]
+    return acc_score1, specific_params
diff --git a/q02_param2/tests/__pycache__/__init__.cpython-36.pyc b/q02_param2/tests/__pycache__/__init__.cpython-36.pyc
index 19bc1aa1a7680a4fc71977f36c81c3d7edae42d8..4c910738eb6820d74f1161395a7be054e9eba728 100644
GIT binary patch
delta 47
zcmZ3;IGd5(n3tDp=JdZ4*)3!|^fU5vQ}wgUGV=^g^~3XvvWp86lT-DR^HWkMCOQBB
DXIBsX

delta 53
zcmbQuxR8<En3tF9n&Z5Q>=sIX`WgATsru<fsg;Q(`MLTo`N^fZsd**E`T<4xS*gh-
I#S^0)0LnxXhX4Qo

diff --git a/q02_param2/tests/__pycache__/test_q02_param2.cpython-36.pyc b/q02_param2/tests/__pycache__/test_q02_param2.cpython-36.pyc
index 18c07a7c55981352e92b1cb04328acd110bfe817..538956f409ffb17a68a866a36979863c0a6f92b5 100644
GIT binary patch
delta 383
zcmaDLa!Z8Wn3tDp=JdZC*;g>~L~)j+7MH{qXI7;~P2SBoiJO~&fuV>8L~w16V3KB3
z6alh-`Rixo=cejsmu2P|n(Bw=7iAY0BqpcoC+DZ6PM*d5Lq-6oN|UKb2&7RMM1ZtG
z2+_&wSUw1VWl#iJ&oW9*u3?jqkpbytgy=<50TjI@I{6`+=;Whps~P1c7qZJ>nlhJt
zmzESrrC@4BL27bIYD#=!a&l==Vsa%GBPTa<<Qj{CTqXe`WI==ih)@O*>L3E)05D4w
zB*r&ckyDbJ56FD^9|(%HC%bYMFh)(@#_6dEvb;zRL@0p>H4p((iDA%W4K51+c^y+9

delta 399
zcmca5@<4>$n3tF9n&Z5U>?;^~ZgG~R7MH{qXI7=&n!KBF5;rdc149uXh~U{A!6eP7
zE(T=(3f0fZ&rQ`&FG{UUEXmK+cgasK%}vcKDb^1t%FjwoE-9Woh53h!5KyfqQ;`Tr
zyC{eNX@(HulUJ~O5CF@d2(q3vkOnHc#ghbbM?qpyVs5eFEtZtb<dPyepoAtP#5iP4
zOWBSxDooC1m%%h|I{Pjy8IXB`sTBo4ccrGpCnhJC79}QEVl%0lBiC30<VGnFArB&y
zK!hrY&;$_(d%-MmkeI+^X--LQ0U-0`e;_E*oovrpz<6u&22M{+kmW@RAVLL1Xn+Wi
MN(_T0D{)x>01_5lSpWb4


From e3d9781925ca40c56ae54b654522641dd2caabc3 Mon Sep 17 00:00:00 2001
From: kvin15 <vinayakkhamkar@gmail.com>
Date: Thu, 17 May 2018 18:34:00 +0000
Subject: [PATCH 3/3] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 156 -> 150 bytes
 q03_xgboost/__pycache__/build.cpython-36.pyc  | Bin 821 -> 833 bytes
 q03_xgboost/build.py                          |  10 ++++++++--
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 162 -> 156 bytes
 .../test_q03_xgboost.cpython-36.pyc           | Bin 2035 -> 2029 bytes
 5 files changed, 8 insertions(+), 2 deletions(-)

diff --git a/q03_xgboost/__pycache__/__init__.cpython-36.pyc b/q03_xgboost/__pycache__/__init__.cpython-36.pyc
index 2e9c375917268df76790210654092dad836867d5..7a94c3538f85ecb82e19f1d76554844ce8da9f41 100644
GIT binary patch
delta 47
zcmbQkIE|6rn3tDp=JdZ4*)3$8^)vEwQ}wgUGV=^g^~3XvvWp86lT-DR^HWkMCRzgk
DWa|&<

delta 53
zcmbQnIERtln3tEUAii-TyM>acenx(7s(yM=YGq<cey+YtesXDUYF<gPen3%vR%&ud
I@x*9r0Jc674gdfE

diff --git a/q03_xgboost/__pycache__/build.cpython-36.pyc b/q03_xgboost/__pycache__/build.cpython-36.pyc
index 4c997b3e41e6803516056bbf324daf199f5490c0..4c006d765e30ca0088c7ed4b7c45ed58efb9de94 100644
GIT binary patch
delta 536
zcmYjO&ubGw6n<}JceB~-CTVO-_2MBOTnY_Edn;1#&_l&bL17R=+?m)-vPqepio%v6
zvBws|{sley2Y9V`6Fhs_t9a<YAc(%Hmpu5sc|X3H_h#m^_ton@ilU(L{g3#?0Di)f
zdF1aA^2<f{;TdF}@DL<OcT&rI;Ug$_RF~cyMWBLFLvqQ_8F6&ZhU_kga4Flo%|r@S
zs3Pghx(qIySB_|kmS~F=*^uE!5VZRc;?|8FBF3t1^dOz~jmk}baeXfe_jM`{)j%gl
zPhTv4Bxg0!IfMg3{+LK&;YhX%28K{Lmw4(H?g$Gg*qkAd&kCI5sb_e>3s3S3M*W=U
z+8(6qL@}$p_kE*JlwFUtlCh&X6)HYVO;xj*G%?z>TC9~{aC3*hd-GZ}{;O|?{RH|B
z)qn5xj%Jzajo+rz?VaAsnI7lIgGBX`nN;N_+j`I;RUQxl`WRqH&}$Uk{3X-t<i(xx
z1G|rF<rQ1q(DtsPm5(R%2Ggxf8J#A%cFS+9`>aVd-LllSv|`Clu|%sBR{m}_lP44P
WguWYcJ3&Z|eL~0swvHX#aQ^|+>3L%S

delta 521
zcmYjOO>0v@6rDS7-bY^EORBW>W8)&51R+6mDMg{UP$-4&1|dG*Olo3ZUYMDHfeC`K
z?ka@*0N4J2TIjBSp>*}OuH3tFqj%ya7w+M3=FGWwn5*DCXgyBTm|cA1mz0p7WTOJ)
z&#?8UWvkr}ijapuq(6#;zW`p7wNWfQ;hj>%<dhERJ;Li7YPwbu39>E|5sFCE&e&_l
zQ{LcBz9nK&|4caEJ|dmQ@<(_1`_0D)=Xuz#+}u3`Lj(wV26Nvsb>I3U7!b?80ubcX
z5=$3!%{>bXm<NX0z<LWh4{eCK-hpz@=s?A^l%nG+mtMtMn*JnHS)nU$Ff>&-QBn-^
z$SCIQ(dq^sK4%|}-#)5>S>GL2QI_XZmF2VVL~Wz#&x_u>vXH%FC1;r_i{5^jPYXFV
zx_79`k<5)=J)zz97J799fj|rl5=dx_Ozoob>o1nNgRFCF^@ToYJMsUD!6X}tOjmRw
zcvHVWk(nBI3u)9a*NUyKY3pU`%r03q9k@a3%{E{MwJLgAlwx`!_wa{_b~aoBB1pWL
K?!s-j%l-ipY<K7Y

diff --git a/q03_xgboost/build.py b/q03_xgboost/build.py
index 7905a04..f68e179 100644
--- a/q03_xgboost/build.py
+++ b/q03_xgboost/build.py
@@ -2,6 +2,7 @@
 from sklearn.model_selection import train_test_split
 from xgboost import XGBClassifier
 import pandas as pd
+from sklearn.model_selection import GridSearchCV
 from sklearn.metrics import accuracy_score
 
 # load data
@@ -13,5 +14,10 @@
 
 
 # Write your solution here :
-
-
+# exercise -3
+def xgboost(X_train, X_test, y_train, y_test, **kwargs):
+    kwargs['random_state'] = 9
+    xgb = XGBClassifier(**kwargs)
+    xgb.fit(X_train, y_train)
+    y_pred_test = xgb.predict(X_test)
+    return accuracy_score(y_true=y_test, y_pred=y_pred_test)
diff --git a/q03_xgboost/tests/__pycache__/__init__.cpython-36.pyc b/q03_xgboost/tests/__pycache__/__init__.cpython-36.pyc
index e887bf7d5cfd2342a08ae59c465d41f9e12b8b40..e0b3cd2944e6219c5857b8c1715e053c8863314f 100644
GIT binary patch
delta 47
zcmZ3)IERtln3tDp=JdZ4*)3!|^)vEwQ}wgUGV=^g^~3XvvWp86lT-DR^HWkMCOQHD
DXVVY?

delta 53
zcmbQkxQLP6n3tF9n&Z5Q>=sJ?`WgATsru<fsg;Q(`MLTo`N^fZsd**E`T<4xS*gh-
I#S^0)0m{-6ivR!s

diff --git a/q03_xgboost/tests/__pycache__/test_q03_xgboost.cpython-36.pyc b/q03_xgboost/tests/__pycache__/test_q03_xgboost.cpython-36.pyc
index 77271df011c0757bac5233b27f1984cc49fd51f0..b70ff33416a3f95ace42e0405aec3e0a46d0c8db 100644
GIT binary patch
delta 311
zcmey&|CXQKn3tDp=JdZC*+Uq4qBu)Zi%a5*GpkagCZ{t-F-C1Z#K^_S$T|5eQ>daK
z0|UdaK>dvT+*JMSvdla~Q~mJ#qU_>=#N<@{<ouM>$)3!AWq5(AG?|L{fmD$IhyZDW
z5JHoaSUw4WWsn6^SSuJsCf{ZC(h>(My(O4hQIMKklA02qn4DZ%l$czp$p|qHSyLce
zo~JO#WKj?y1tMfY1VRm%B?J=V0TN<BT+9I^I2bwDI9NH@z@jhz13{7EWDfQu#;D2J
W?B?<yCltwm2#_ue<0c<uHv#~K8bo~n

delta 317
zcmaFM|CyiNn3tF9n&Z5U>>-Riw>V2ui%a5*GpkZ>O-^TwV!XBa5F-~OBlqO9Orh!`
z3=9mv!u2!qb5r%xi&85SOY(E|UGkGlb5rw5iuD7E^0QKtONu8uGyjzl0IJnwDiQ)x
zMZzEgq!~hpPL5&uBmkB{7K~%9U=*Kxoz+WA3aIp!U}{AH(6rQ)_{8Mo(xSxVN=-(H
zambpy+44NaKqgCo2w4!J03r}-z${Ua7(b8zsV(LJ5*&;iY#gi{Y+%us|AC-LWik_c
b663AOsqE(RASV>bg9wl=4C5y6W;X%=OSVZ!