From 38ad7149429ac61289dd9a80deb2b32eb850b916 Mon Sep 17 00:00:00 2001
From: Morten Hjorth-Jensen <morten.hjorth-jensen@fys.uio.no>
Date: Tue, 14 Nov 2023 12:28:49 +0100
Subject: [PATCH] update

---
 .../_build/.doctrees/Project3.doctree         | Bin 67625 -> 67625 bytes
 .../_build/.doctrees/environment.pickle       | Bin 630112 -> 630237 bytes
 .../_build/.doctrees/intro.doctree            | Bin 53551 -> 53289 bytes
 doc/LectureNotes/_build/html/Project3.html    |  19 +++++++++++++++---
 doc/LectureNotes/_build/html/genindex.html    |   5 +++++
 doc/LectureNotes/_build/html/intro.html       |   5 +++++
 doc/LectureNotes/_build/html/objects.inv      | Bin 1345 -> 1343 bytes
 doc/LectureNotes/_build/html/search.html      |   5 +++++
 doc/LectureNotes/_build/html/searchindex.js   |   2 +-
 9 files changed, 32 insertions(+), 4 deletions(-)

diff --git a/doc/LectureNotes/_build/.doctrees/Project3.doctree b/doc/LectureNotes/_build/.doctrees/Project3.doctree
index 0e6b4c59328098600a280cd1a3e76718a78350db..1dca80cbcc8455773f85f5650f8f9d473ed14cff 100644
GIT binary patch
delta 20
ccmZ2Efo0_cmJNkWj0Md_Oxuf?7`L+m08r2d?f?J)

delta 20
ccmZ2Efo0_cmJNkWi~-F>Oxuf?7`L+m08fwx&Hw-a

diff --git a/doc/LectureNotes/_build/.doctrees/environment.pickle b/doc/LectureNotes/_build/.doctrees/environment.pickle
index 7f5a4c9b9c089a828ea7e55c19c7138c811ebfef..14e440c80bd2de2b18dd9f05a80dbed11c80b028 100644
GIT binary patch
literal 630237
zcmeFa37A|*buVtq+V_3&dabslk)@uoHZPK8JX&pQMI+k;%M3l;cc#15)7|c6M&k|0
zpMae-OYlG->=1Yfi9-kpkc0q%ge34nRtSL?US7z)2NED8Jl^lrx%XDxTeqig)pU#e
zqxk!*nYmT>+_TlGQ|Fwjdg;8^&$;5tE9k%0>UuR_C|~S%%M*oKr9AGI8`G_o2b+ab
z?uhc}+39UBn|^Y-uXR<XTAe=CTAZt78#UL>6>8J1`v)GVyS4hjc)sYC>u!1AoSVr4
z>e#?Z@zXuwW@=^n8*dGqaI=kO%{^6Vxb=bI5&F_VzXz^9-I`yoWd+nbt)T))wo)D~
zj7_(edF1(j&p*Ts0X>T<6K<_m$hmbv-ojF*Jl4#Nxu9`*b!v?GQ6H{1rb;fMCU`a7
zTAXi;mxdd8cN|Yw@zddvO67w8Y_;q#T&Xq+l`?~0Q3ofo`QedFZMflH1gqB!i6>4Y
zU#L3-qQAd?y0yHNX_l#9v(fP1U0nvp#77F{hFcrWWbyF@*;1xnFJwXKNTHl_Yx(BL
zaI;pLZmrEX8rAx~fr0TUZt1Voz>wv|W_1d$2mP*?Zp{NFBkuGwtwq^NDZ}sQH#b{L
ztC>cAxKSB~bn4Uj&8_7%w_2$e8kO1<f8+uGBiYJ$wVIy-CiVWYLIcqI3zfv;CvFW8
z`WO4@SMXH%&`2!<R)G8CnK}>$%f>2|v64HSDQ8Mk4SaF9kR$Atf}yp{a5*yp_D;7B
zoT*H@H8<ysOgVRDoP5n4J+Rrw*W-d<IQX*p?)#Z7&OwOau7S+m(>}P-3fNvF_$%|3
zad)^1<rprM!Itdw)2(&Qx;v~QD+C5suB8SHj|RWMg2eMx^t@27H{H4?-RWnVt@T1*
z>Xl|K>y`@T3&Zv1=xE_0eRY1hIZmqlbZcWZQ+7-B;Y=<^%GRiZ+Ujt&UMH~iX0=*#
z>-FJD9%}XJM?k{(RK0<*HJ&Lz0W-ed78<0@w+vRRr2_bKIMc{DgT%}_bTCuSIo_~!
z{BaBBXPS+C1zcTwvQlffW#`@^e&*Bnivd4Pnp2&s6~^*V>AAaZ-L(^s1Wl#NSY^7k
zkbd-6%TU0T?!|1WnIlFvz*yk*2+YdbTW;wuRHw=#!`Zx>y-=+{$6*W>^&cJ@9)i9B
z-$m#0&GC_Xe{KZmu-%w;Th~J9fRe#*tYn9M*yG?Z><t*RRA4chnJB;n2rUs0MlyAm
zh6xzF0=mn?+%pnn<`(Ctsuc_ia0EaWL#i&RA*=*Ri)1+7EHy9^vcr(ih+CttJ>6PQ
z3?FvOnGxtGVOFk-u}>r}!QiTtheut2feFb~N~KI~93u>)m}FiUor1*b&5=6bHpymy
zZ;ed-La9)1fYOx$Hjo~!gGb{)g`i?o6iN-ScrK|n#<I|GbYJgYbh84?aHdqMOb)}$
zRcb<4WDDuBJ6;8eE5Z6ovr%m}VC`T>AnLjGd}R`2QFd<>#$9xpK7M^`nKy!lvoP^4
z@o|&?g!{Y0zP*AR=R$pe<0c8pla!(at)-<5Y$CWfRw#o*3#++N@no7unKERD`T5g?
zn<9NOSJSP7*7L>y=}`X^3{bN*ukJRQVy26TagAs08<jB_A#Yp<lK>3^|Jec|urkzj
zsm~g+HzZ^+kI-ZRv)fwX{psr=ES&d5rEa>lo}c#PX}_2P`0rqn!-yjLFr8oD+UNn$
zdFJN#=5NcdK9ygSUz=Z-U!UKQ-<aQ(-<;q5bbik>`8)D==J)0I=kLlN$lslRUjCl^
zVE*Vc`D5sCFaEzTe}Deu)A>{R)A<MT59VL^O#b0#^5^r9<X?3B`us3Dyf~l9kL0uY
zTx-Eam!*^+eL6pu&$rg892>5?CHMhkQ9j$x4Lh9vOm4hVE|BW?=W3N|t}<E1(?(`&
zIFA_`Ru}5&<O&o0u#zSIQ)y3kX!rD60$_btA@GwKdJNN-#pl)6f`=F_o{`SMj*l0h
zoY4L`WWE*-(;QiV<$V@^yy$%T@!dO~ylMKl^NQ)S)A=Xp(Tns)+to*}oNg`QG2*!%
zOFa3~q=ioxN4S;7EvYgMJYhUq%iSvc0!$UdqrgDS4a<cc3_V&V9u<{N%Xmuirz2s*
zNN&QYwU(T&!BV)n!-Z@ERBby8do;Jd25Z$?iMgmzYYI;<$DYnr{o^^9IvNyd8Wi){
z;7{k@)NC!|Np5(wLKabYVhig09hk}?{>`}=1kJ}>2=5VqjuyuH#iMx*GPhvrIr=Fc
zEzVYQZhE9t$$~G7Pr!h}K2u9mF&S`VV8$~rnj2!qTYsinz*mOQ=_L9D4&yxbhG>$Q
zhf!FoOy}R*T6nmUZ3^F6^vgd7(~QRp&Q-GK;3f0hef)6YQHbC^m|dX=WXp3+p#KBY
zFPqMP7#5#=XHpyQ!6M=w*$sYzd0=n^Y6^$Zb+T|6>hAQ@_kS1vJ@d@djp>p62jQrT
zFMYVRvfjuvh;}$-VsiCiF2#J4DUB%)-PXag?nJ?zbSk6HQ1F^F317}R>((>l@D;$q
zb8a?YE<6hFMK}s4V5u`TXRtKp!cFrKd0Incc{ZP^Vl3=bz6e_V$GhSm?~Z@GC;WJm
z2b<jN@xo&u7}g_1t^b+5%44^6%h6h89Hfnr*MxVRM#UL|69u=%c~F=p-wmpFr0X^X
zvO?GG%44^cKI~=-;!C6w^&QR;td+(|V^6y9t#Zs!3}vCL9lv>p0vz9538#wOV+cuU
za9bM>W6l;{NTyV1Oo8AWMkVO&_<=hWIQYN{Uxv4~c^(mN&_5#G;JGSZx3%uD>sAAY
z(`QLrB-g={sDYhsebRL=?2hQf(zu6_S5$2PdHhP`VdRyFnE92+!^kVD3Itz?JdC^&
z5iEZt@-XsBL{$7r+`~N);f3MsiHK0Zi9U?H5|J*y5_uSTMHRfylRdEy<HWirA|w8y
zDh0Q7(?d{-(v*X_1S29-+ToBd$^$G=98b4&v$?!ls}x}YBHZvFM~L$us|2{Mg=ZLs
zZ#(!a?x|N!kF*vBHb4J<80+GT5Q=$ZnwtXa&rKt;Ntp+@ZB(}DhMv0=WtXtY=jO6(
z_HCq3Gk2)z9enD!!-U?!=L2_mOz+?el{-8oJIr9ox$pPOzCOObGH{1i=pB5;;0`~i
zckl-zcX+kl!5@0u;dQcuZgRQH8)O$BO@AzMhaZ(40&D0GOz!cvm>yx#yep<hST^sC
z=@Ayr`(%&s5Dn}pWAoFpADfo22!B>KN5F)o^C8)f!GxQCQ8q`wgk|_K*^j}5n?EU=
zBVfXk{<Q4JV8YFxk<Ae>VSV_V?8jij&A%s`BVfWR@deqB!GxQ?6lo6ZI1A`2vN`;f
zz<6`NKb8H&S0c@SA)6y$!kYCrvLAy9H~)idj(`cP-`8Y61`}@nMzlGsb>EIQhqdYd
zMw`Q0GG|U;bA1CI9$)kI4q+-6>m9=QFAq8(nlM~Lz-~JKGx%-XZDg>*X)P6NF@MR^
zT2LHGi|{~mq_vnsowU-J&Og^$K~bV&=HhNFAw^glZ!eHx<<?3}SO`tk??vqN5XFP1
zTeo7>unVsYdrePxAVPmX!OPv@OwG+q*XyknynMu0#ac!LnDF_<2pH$#R0HI6{?0ZL
zz&sWonb!P?ObKfPUch<NDAsIe1c2$*Rmd{XL`NZp;#TknzhlMBQzeM=Lx_kbA)JLc
z4E04QqPX4by8yv@a-k7#3f^B(Lnr~^JoVYUMkSY-QlBgmPliXw8`G!!R}lvBf5pPO
zlFcA!htz{u9xvd(5j73EY~-aUf=`?x5b`T$C<n0qagy(o{g3-?Pd<)S+mqA5yUv)4
z5aPv#7mFKhKK9tuFygo6I(QC(C@#0a>qAr*H-O^&bHV!y3BIQf{=@ta=U?ytjv$f<
z9wT~&r7r~|TZ@{F(exeZdSNU;gTgt%8%uNUXa+${s3w-5k`o&#zC4Qb1L1|3QVl5(
z1VSOzr-OG_QlIe(EnE?Ar&y$HyRK0yj6<y}4RX2=93MrD05Q+udX-WZ&jdi0iZ}%a
zmO;P&oFY?!z*pxHQ!Y_lIbb_<-@`nhtF=mYljFh%*ji38PSWi<1)cLEZu+8VlyJOI
zE+G6c=I$PVmLi!og&zZ@!pH!t|L*=f2Pk5Y1{D{O1E>#pK?54JocBTe(EreM>&3JG
zKy@mI&^-7?89MzFZos7#{&$B*kjkRuRnWBT0@hVBDImFwFkrx-^$?{<zfg<{AvjnG
zm(mZ9Ob2ilBdjy*B7RjFQ*=c<#rO?BT`e>KW&|8>3?qm;rs@amZDBlv3=-!h5FV>e
zNl7j(BdLgt8)w>1ogxddlAmGt`0?~7r$xik@l2WWF?ErRk}A9qLBwhydtqw&8PRXK
z_xEsNtW3ECc-sVbZTK-%bqpqs8xao;*t5oqP9Y+N--dH;6-spcO20k-=KNdy-`Q4s
zIRP5%Qm<R9$OaF)kAk<p)t4wQ5smyIWiTynAmIa}N67(+&=Puzz`I*Rl0?E-jJ!l`
z82msES3X@*2e%uKHfaT<z*wz39?oz`pmo)whg~U)wQ3hHV9&OFk#FaOt(;TL!1gZ`
zsa%R&QC{LIhz8+DvU$^PGhoj$5s0Mhi!hwUEo9h97E48gZ{CmHvrwd`uV~Gs=VTFE
zi$xEPd=}q{_ryQcvRbw%+18-hdr@S)#0P_xCE`UdwS_5(pb|jF(x(v`>XxU2MvkQd
zD}+`NsGC;a^TMoh9y<`cwL*LfQS5S~Fj}BA=7MJVLKzWm37OI1?9O!Y=Ts6Gir1S+
zbn<h5@?_ewl*FFi7I2xLj-k7&JoON-xj_&(c!9A)ZWqJV3lRHl`5(%+0xFo(ewHoT
z)#Do?&)yKZ$_LV7(x?SV6{*O~XbM$h@`vU<Ks5WbF;cKY!>|_^<jPQ5E7&m(|3)+o
zPZn}CB;~tItC(PrF{8L~p^N|~KH<xldx&f-C7ywl-?CBwM@2xkRuH-Sh%C4rt{BW5
zay^w=q<ximf3k)|MtO{8NjM0LkvuIthF3DB00m0F1om}>h`kH#_9rR7jZ!qh??}-2
zzat?HA88mw)*8de8DbV!8o5S+D;I+4fO0zi>y*?9et%W|)xqzt$-mbB-TwpygtI<g
zeXU1kKezdlnvz8uK<1IYGu?W)Yw%@0PC|eF?4f&^Jqh!{*~9cXLP<dh`1`sB*iSD?
z*yp0Kjq7$u0SBNLqAtOcp5m4W{lpA_stnKZ3KVOdXv1QqG2E=e&2iy#3g6s!^*I?;
zhY3S92hBQ>SK)z*Od&G=!Ua%!tP#N3zd)KWSD?iG(*Xc(CKtBqBHskNfaFSREeoLE
zpT@jWlr^N4l+H($M{T$=LXknv=LGP0>?*M2r%;81Au5}OMHxbC&L=-4>ETSAYKeRv
zcmo`%mj;mmEA>q9QEnss9%k2HA&|c+tRJ@#iL#yYy#X9%27MhC7#RtwPojlW7zZ--
zeiksWCZ2U5;CdUw6*$O+on%a4yC!{KPquN*1{qlL9w^hcUXEj0!H!p9@Td(7#cTAY
zLY-YXs%yAWX|9w@Q(~3r!=M=fiqYDnbgH@Im`%MN)Tn-d`VGU!Z%hsQ?`~1vrDwE8
zhv9FEWgV(nGBr3?TtIZ4(iNTq7Mmy^2@=Ib%vz-f&usOHF=|+&G|1HXD$0ciOCJYb
zJC>qKPfn+b#oY7@UIUlPU)DL8+%i=c*{>rPt9{7SVy4>WJige$e>D_7)XEM&?1$Eu
z;Ar*@JlucF_UFCmrpKS`+xEo6=N~zL{*i&P9nRMC=Wp7wb=!VtV8FR)i!<(GMJrO1
zlX<KvDF9FTO%K@OCl@b9ze8|~N3e);Ci5sH${>qbopQKn!a)I2wgk`J&GkDE6-p&%
z#C58OXaEK!Jj<9&@k^%ROlE?f1QUAJEQvm4XRMYP5xq%8M4Hkg!l@QqSOQ9MiY5Vw
z-z;x!(5EmAa!#S_aA0I{z%FLwAs~7VF#G83L!_SN#twl#V}C|yCiU0>Lcm=2V%0g|
zjAlx8cZWmTM-aHz2~s^YB1w)mRyuBxPl+){NZG=jNz3T#zLFh+jseo<%{v^@s>7A+
zVJbclk4UIOsuSoV);HDt!QVnU`?(!FJX~=mkyEDnD+dHS^c_$qKZG_<n>m%T`Q9UE
zkEDZe(dOp`kikd7nXm*JH{KYBvfBAx##{7NX$Wx3B1F}2JqjpQ3-zTcQs_Kc15e6S
z=LSs{m<#ZQQK!$Bgs<PM<DP8F$as6BVC#$ewmREm#fisTxApbkvTf@&0rp7;bvCXy
zUOK=FjWm*IR9CiX(3xs*zTWUOk(fz(@$e&3dQADzN)rWpo|4JNu}VV`fY88Dqhz?!
z#$O~^9ji208I^C6O7zJt{wN|DV;uC?X_o5SdcM4Mo62dSV}L?X`^6u9tcJ`<Vjc;J
zyFKxQqax0KdZ?;E>8&vN46~mC4t?|~37z_eNb0XP>-j$A^>AOpCOjOsY*9ZJ#e?9p
zxi~>WV(5aLhj%>^2Cb<Ly-WXT@9QKyDHM;pJ0UK4ymiaD`a`JJ5ag3kRP(US*+RCB
zFr=msEFze`hng}`m|5>rN1*qnFNDyWgbm~+b?HX=SJ2TTn!a*lj0udgvjZy>Xc6lO
zDG4el_SCn{IdI^BvvsQ}bb&QyDWVJ(@xD>aI09^)D`993V$Ff6g!LH}qYqEZP7&o7
z#A62wJrpozO8lMx<+C^#R{eF968B9w2kv(84^X9PAT(~2DF&lQ<w_B?u{_RrL`!tf
z3fBcQDje<tm@($Syb)8#U}h#Ng`7imnCV)xEX<^se=)n#IyJyk`7kyGcsjNDe0lQ>
z=&A42F@3vzx9)J#J6Zc#b3Ly@=?QOOx*52c?6NYQN)UUV2x3cLnG5Twk`7)Ke6TtK
zVA65qMFofHP?PIBrL8&rjs)R3$6SaX#CW7r>p8C6u0)f4hnP|D3i%PYs0rsz1hKp_
zZb~HNyvPLDuX^4nq6|pBR;&%EQcV=936HW|@pl^(f1hF@;g7<s<l)*<oj*P*Lwv$v
z-ZM-g2RxT+1jI*0;)qvYt^I!Wdp1|@FV@NPoT&Ae-Nrz<IzHg_y$A8{`rZKuDm^}4
zN@od4be8<{vr%fO%|~;&|3NR>LXp5Z=lc*rJHKsOSs41=as^BqNYrq@hpFEqO1}Uc
zrX8w*mqPN9*hTJksHwP-__j%9-U>hY;^_@E=6PtRNZ(4oiPAk>78SHD_1l^hcY7vy
zzS@6IgUKsImm#gIgI2jfZDf#FfTkjz?gzIv_}#=3*v|x25EtBZ^nnv6oKu4*k2rT7
zIXQUWiF*bQA3l3zXz1?g0EKn(Z7&yv!jW;TVNVR6I`+WeF}!->#66_~?fH<e<#YK7
z($nJg#GM<61;m5Joc0ry`d+}DpJ1yGbWJRty@>fW+yFDjCD>dAkHYrmc-f1!dr3s<
zauI7*gssI#Hu0N{O10!pxQJSDO(!f5V)2B<TJ8{Cw2L+mrdUjJIB!n5!ZG|c{F-Q@
zH~@m{2o#F9u!#m*JdEt1DDTHY5;f)UBdO+Y`UP)9f>;<mvh_Dp%_9o`urly_I7l+V
zbc*EwM+VYLHFa9Rc5V(JIOjpJml}Hb1XQWK;~2{PE<Eyhle}iJO~<XvSzPJ<c(aVC
z0P0m~RLCATI|zM}5f`C7;cj8}L98_R=6QrL8kO_p3R4OZh4U1We*8QvggZ&$9_;0K
z{5%E-IcRkXxIg(gP5<=Qlk!97vDX1%d#ZPTJb+DHK>@y>PCP)mz9ZZU145yl;Gu+g
zGin=ivtZ_QT?lYJ3s8yl_z`Dn&c8Cxs^zHw$4;fe79dtK2yXLYP^xlZ@ghV6<?#B$
zUW+AABv*6|8FFs$!{5Qe$4eQtls;n11ttMhM;B^PbqZj4-wohU-obx$lLTLLsl2u^
zoOd&@^TCU&)E;nh5V$ygr2wh4_!~5MNGT1ImD&XYc6?s+71~@y`$CwP8|7EL2FZuk
zoEP0Voe}R}E4$S&$S`%G)*Ufu-X3!7p4ulw`bP9!1U2+RbTIR%Cz#I(Rb)W8F2Dg3
z^7}K#uWWeGm(d$?u=8lXnjVg4E+7oWrh`)T_zio}yz#z<w)~V_F{=h~!{WcIGr=kt
zghF{#>}U(sIQTe;{17raAHNEFBX2kj*9nxmumwRffYn+Q2qIB*vQVeue*{1)&HA)Y
zz-s?9x&>Y7Hz{UGuxY*D5NiPg#3fr=3;i5BYt}j+KpEtr#-vb!*=u^d+2}WBYZdGQ
z2$J%?+zCE*{xE0BU?Cv7;FbgFr#5eYv7EG)iC&&li5_!dxh~4)HKLi~s(}ke-kCq;
z5rX0y$Z~4lncr#gMT(cgTWqKa&lOqh@f*g5F_CeB>MJwpYD!GN<h5yDNxQ-*0)4@q
z!YIgbdU64xzGLMKQ7L|_jDi|u^0D`D0eJ}}#9CX6C<F&r9vaqKNQq+#jL~)*PKQuf
zs)oG|OB>i*n8^)`iV=7(J}JwyUbP3v8J^g!q^~w+MMi!YnRee$czq<dHe{<+4*Kdz
zdH)NmM4xtySxc=mvj!dDeKyB{d*uQ$bI;^A(_FlU-sA?MZ?x0bZ`(wH!Rj!|O3E3E
zz+f+H_5!L{>Uo908+nKilNZn|KiUM3k@U<BH!#z91tUQvLTepH35Km(s=}En=e&}V
zX)zRAi-Jax1YQ&T>Gy?ecB;5wF1vGUWpmD*peQgVMr?|6%V`YHpxZ{-&HJLCcy3*}
zQ+8V}yNR%U>~}7VP^_4W>H~w8mLOJ25a>ud4r75(zyW47+`d7+%f%VKseUFPWRvWI
z`W3{)YvaQu_yL$$<aZRF)!~2fASgaZcG2gXf+p8JO^4f8$nS8Xv9-jr-S<LllH6-#
zKk{fuNicBXZ(!?zf|0`ipc|KoU|jn+t(UL_`B=~K2EP>p&3bJBo0<pm1#ECcLe+mo
z;aC8d-&qyB<2T5+9Qh%vM}n=J-lozDvd5C)E1_1bsi6`EDoGO0g_5qKDJa~lwTMRq
zd<KN`g})ngiqEZxWvT!|bFIIWRaQWc!l|Jl6G9|dFs}5PMRk@ayppdj_1c72gwav1
zV9&H%;H_1gV^(?j$^6COJF7yw`cSBZVX*8Fh43lpK-NP7Ua$2P`}))uXrG^a;p)%}
zl%FD#iTWXYC0O+rH)F1r%j#kZe+En7;!XHVcD*_D*Ot&<Tk)3yrZ4>Gw(y^~;LqZA
z@eeJdU^Car*sizq7n&y_(*8()ZlFDq!SC2J8T^iYl)>*W3``_;S^7`a?YL~4M|{h?
zigr&U3RR)%JK9GlvZnrAu?(#oI-r>l1rhv*oV{1e4&X4NSQxU%y87?a24V00YN?57
zF;cCuR<?_I9y2In5v@gHzaO$fg#Z+77!83Pcd<N1nw8dOp(+oNW~YS=4yMS|E<pGt
zID5gn?RHz|PX}E#2oO11S$UH&4mhAqvT~wjC~6ljRFpk*AUTBiz+Ty9qw<|x1+_u6
zTa{c#1>H5G4`;jK$%@E~0%EOb_MQ)W3&!c<b!4Y~AutHvO4X-OPa>-H{C0hhc>clQ
zW&QvyE8r*N^aS?%WfX}S;kVZzWX>GQ9?J!a!ol{cm;>O<0N*3!(pHh5S14R9URQUx
zhcuLlL$l0@va@#O<I}AxpHw`nbpnu>$SAiyjJdDbaHo&|hK~;R90$Li41Og~4aF6H
z$cPflOERU&%v2rzPX-|#Y|RO_B`@t4op*@MzBo6-Z-HE~3mLV{@YrbYw)cX!xfph!
zpM#j#A1rn$^ItO3NqeY$>q+~f13ZsP#a;sght(R_ePV}dmBJ*-Slpntiw*d^0>kpo
zbKukt{<7>8w_T^Ud8$MU)lqWJRL>gw!F}Xf8^UK#V61vaPe|oh>vf?m#mF`mXd(^C
zcSW!@dV;H>0`U2%{40V_U8{U*6w!*zq+6$hH^fR_8BUx0?am}SnA|Z0I^f1p1T>I%
z{+av_27rSX{D2AeNRxkzfgDiLMD_hL4k?OiBzTR-ucYid1sT03yq=(}{CtG6=$wjE
ztp)G_MP&#SMTo6Gc(CA%*A#3a_K&#9FQO9e)<QT1TtxjEXykm_ySQf;EGL#>V$<wy
z7;EuxkN3;&+m%-IT<G<@4Y542HW6EX@jTdQ#sGE$z=~l1n*a&e!FO<GhxpEJ!0|x_
z-`=Zqyj8a2oiN1RcSfHOEsVbcSHomCKHz_pNb=aH{0daoc!W}r$KUJg0|!#`VQ{gn
zSpw2<*?os>1QR2u>ra5Dj}+eY_IrEO1ndIl5kMpexgXbOE3jey0#x{gJwB{GAkzOJ
zF(lXy7%&7qm7RdEg}MfNBFLVt^t6wI2=)H#^zk|VX%PNFF#X_S8TFJd4)VCt-}^2b
z3$(h$stIlW;ZOlIoc(lsZcr)ZKjzXT^xqWudNDJR;lK%@;hky`e2JzydcH357JJIm
z$FI`9Pe%*jg(zA$umq3u_2XCO*B-y4*;?zZ=4hJ3$mKdQSohVT=SU&Jf@9l-M+OWm
z+5ZM*!^m#+wU&zjKLQUh^;8bunuEnADwPqv@X|Z*R&bz=_*+z3q97PteFn}TjM4>E
z3Ly$Z=k?GYa~Q*?aikKe@yTW9^OGDuBQrTU+0S%S$bJB;i2?Mi4`AY<H<WnIsn*ik
zXjXx-#fL$g1z?v^JX7m0xQ$VUgcG-D!X`-cUI@~1F_+17Tk$BIjn;D5BeBXGzDRx~
zF^&R5n3%&)SNVZB%z>kny}E#|i}M+5DG@P#%to#CVsV4hhhUhYRQME43psFNjappp
zZ?<{F+ar{}s?}*5No$#(yMv5r(Lf7Y9IZmd?!$hyd$Y9=0T!yWVu|`=Yv=T_!9P0t
z7o`nLv(o<E$`7Z`K6r(E==FT2Z+>1r+{Ha#_nS{#B_HnQhi}f$c|kCSy^e25J@@wD
znb+?<6JP&S@N5si`#)B{>Hgr^UhmnTq~97myN#dy_?N%&o#5H+{Ol*T-}ANL*&W`q
zkAGh-cy=d0d*6Y7_;9=-6)gG56+aIlD#lAZeJ=Izoe`Ub$%LDp`mz5VZSqim?ss0b
zFWTf$@Z6XF_RphD9wE>D*(bjoZSv@O?jIUI9&Pf-dhVOQ?natmRRxCcfAIZ35N+}V
z^ZplK|LSOyC!ddee*3$E8AZVPg;Pu3r`TbB_OTa#TbXD1*>AmaduSpSPk-_86&DnP
z?mhd~sA|sn;S(SIkT+3yEdHg_?jLwhJkEYJ{l$Owo_GxX=sUjgW$%f{$B$in>HEAV
z9{WD=Ll1n$d*X5JSGL{$Eq=1c)Ba!iP<4~{#ADy*?t1Pj?}^8?KYHD{uXs;9W_|T7
z$2NLTJe>dT!_Rxhdm?ZiI`p0cf9Ag>a6WhT#J~OPdjf_E*yl>SUvqG*_|FLEffwh#
zF!8OoK3Dup|F6jfg@47Vbl6-#De!WZav=HFwU&6>!H}t>%3R)v0xMpJF`-HBSsZ&p
zN7Jaj(QEv<_|9qk8n{5a=&#7!yjy<;Hv;{9W3q?-@Mm`Y{hhLTul)7);8&=r{*pjM
z9fn#LIDzz8&*j0dJ~|5ITd9lhN{P<|lyZ~jPcai{*^Ur6YM~Wq;w>MvAUgmd7{i`j
z9FGLC{+ogx|Bu_$4}`i2II&(H(MldGoKyT777;(=W+4peH|c#vhkyntoIO&E@L2Wt
z1dpUg?c=jY%5)E*R{RTS>uYe%&_b`A3OjZlnujI)3-J%>VQU#`Hz-}eD^I}+T1?aI
z?R9+ty0+$e>MV4(xDAiUC0Rs^UL5;_02uu_kAt}<KYcR}RuYR~tXFPrDsv-cyQW*e
z`}k&BVQk*#Y-TS5wW6CnZ-^dZb7TL`Tj}9Aa(J{5q^G110~gcs4Vq}j3v`a0Siqr=
zgo`70XqRvp@a`u8GB`$4goFsN*LOE{E{}NYHY}^?@Ex~CJtQ#UKmZZm`bTYWlr}$!
z1@$e=lj6s{pTB~iCyVQfpTy7O*IXt{*dE7(^-GxvD=rfz?1*E+Z!cpetiDW`kd9-*
zs)fvi#g_>a`s0`|b`3Kjb(t_>AdU%7Ud>FvxxRAc^j~;(xHXOmuUc?<4Tqg^Oc-Cx
zOjvfAXu_^ICVbvw!t%?63A^K%(7%W^Vd-VUggtRgxcV}4miERmVWsCRt-4G!;kH;N
ztmoly?PbD*+vAv!xr&)E_cCF^9dS(9ahWmU&NwD~d(P#h3Ht;S!r_FA9uKZ+){FaN
z+E-u6Jh~F?cg3{dq_iK<+mDy!>vxOhzVP?oH<vrizf4Bs^K>4ae3i$;IpFa<aZLKL
zdCa5*&DLThzvwWEs*7Vpp8xn}Z-bGjIi=Xq84;v%c4J#`b&C6LqbQW0OA5!H!ZEYm
zh&o*!Yp20DF8`<(N?3B4sN%smCVcBMTQ(fh$K&y@N}F{!jz^#O9O{*qiJ~0Qd35sS
zip@G2)BaAS{a73mU$>pPjB<v{B3yHC91~u112duTGGW4faZGsQ8fL<#%Y+H{$1!31
zWtP@C9>;`zYgrSnzDzXXL>v>ozLA;WTqaC78OMZQ^oGOb5~(;9$AqtWX`P$?+wJd8
zLj80cm;dJm9&gwGH<!D^<uh?y{^Azq@~+Fosy#oB2`3z8!nXfbweG0eS>|%Ps-dTr
zC{;t3ORdPz%slz_T7@T<OA*mI!IO4sa{oewB})*5qw-9I!rIiL{pDPx`+Rh#`b}(J
zdUU=hVJp`0^W^Y?Vgo;qFKX7Ct@)y^TvTX_LN`%?PCI++{dC|X>Nw|#9(?SoD1)nI
zCi!Gj+J=L=LR=z^&53j@z!bo?=AJ{v7}bKVI)OcSIQkH0{CW4hi97HBqxckcjA_UD
z6m*<GW4ibRdNfCHZLV_g0Db+cf;dIMyL=h=p=^B~@8H323vtA?{DXGKqvl@pSri<L
zfH#g`m1(vX;BHIm8&KFB5oK+~$MI>taa-Vtoue<o6Oi})g!LA2KR5O%I2q?C&dYa>
zR%*ESH|LzfrM5VE?3CL;Vc>-@sYzcdK8;Tl--Lfad+{0kByRl>e&X}5;vcW!A3w}L
zp5-5}7e9_;*F^D0@N4mn_y_b*g<1!Cb`4cZ6GYD8!l<|{qJc}hoFh0lKpbr2@ZoEr
z8{)#W*#KZVe_SAGL+6SJom7O@fzIm=VT&3LOCqX-m{e);{f>cVcIeC4f7lxPl@aWz
zdaMKX+t1=c;TjDMoGT|V$I)S=XZ3x~X%v&v$-yK<x<)cA9-}vzvQJx6wkkpym4tPm
z?CP_0YX;wFiBml)ZOz3@9U1S>TjPy8l0)N$s<=Afy;`}M^CVv)8D@N32gdWytnr)|
z!IKKDI^enHL}g6eL)w<Hu{{{muUlh^OUpwXrD~`Sm~Lxx1t^a1RWv+Pz&>@lpEVe*
z2JbOda~9az*M$+PsJy8IRZejAD4pbjt4C)hrgL|uVU;xviy|~oby5c!vPZCqOua63
zpCfK?%{W6aIyh^ZZdIi-Cr)O{Q{oRkr1%I9|G@!p&Oz^D)g8`B?9mhFL*L&NFXGU*
z*uis2zQ~+(tU0+j!bvJ|>cGjp2Q&3T*1<^|I76Gx!p5<3XK<!Qwot{SbO@&(Rmx=K
z2Qf!Y)o~(s-<d;$+rs*834^H}u%>oNgj%X)>Ok!Z&nNQdsxTc|D`R-KHHOO~7*e58
z2Mh;KE8CfO2ytY=e{$q#cRGoPRQe?Dg{HH}PQafP$G2juGxkg1$lviWO<jP;TsUdX
zg#{5VP^D1^F5Gk|xWHIU#1E9~O`Pp8fjfS40nK4TlfA;UoVTWBX@nLk80tXFsw4jG
z#5g9{z2IQ4WN5aCX=f}i7-Jcp;i!(s6t}${aN9f0xJ}IxH!80&#qG8ZxZURA_R3k}
zMx{NbxZU0Xx7$73UO!9RsI15ow>vuEc87=CyJv|Tl{A^+c4r6N?(}f`z$|g2dMZQQ
zuoZL0af)^x3m=~)ZdB%EircOZxb5<A`>k2xMkQ7qaN88NZ*^zSZeg>rhcd*!8Tv6F
zzdTD^sZgl{uKT?R&|qoI9jRq@IQQaIT<n@1qj`0(R>SE(0{3y8@922tVMlS<1dcY0
z`1rGe#Pt5PF}+1Esxl`s3sH4a2g(n62hTV=arcPkKJ37urWs;{>zu|ZsyL9-xfAy=
z6mn&{ZFAcWXV<N}c8A5;4S>vtZyEC;JkL>CQU~h${L8Ey{}ddKB7x!yxT2;KTn-<m
zG5Kpu$$Z?ZV-_b1Q$iI~9Vof$h<AcDX)I(qk{QA2{tYa0@-9xl71}#QhqlnMKX4ik
zV<&Ooyoafq9Vn)Ftue*E4qqA3VJe*JK>J!DMVy5ts618^XP1R(itoa>ri^h7ONUCg
zI$*enLe0EwK4klp=ZwqFS>i%vVjXZ9e2Bfxea?MYKZrv~5osi4r!^k7jpLN>9gZK2
zVV<6$`>9B8a9Uf`;&lNY)Be0!(oWT39cVwwwD0x80;g*@<qjwJI-dEL2>@b8(s*CD
zfHD_O&XNmM9@c>iXPFDP?V|(j1B)O|e8V9|e6kan5uGcT6%n1QXK?m0O^yvWn=cpW
zB=YcR>%|9{I}gv2J5)E;fjj$|JGalo9Uc`5Ct_nmvx3C*7G_B=m56nqH_i0ku`d|&
zN&r?^R5kPv7PR5JOw;5nX`+g+4m53Nn(jo-K?$1(VjM9)Q0OXFW=3x^JwGr@dZ>7-
z13kwCJ$r85C$Xo~=81}N4(W?qw{V_K)6H!YbmELZgoS2|Yjq7O^WoW9@`38NI`H9c
z=EKe?U4mj95rQKpamF^8rc5OLgozF3e}yLB*#cv#-#JUFsh+9>)yJ9YT?o5|C=4fZ
z1%>Rs!jy+5_H#HF1sAi8mMW2)TUQ}7Ki)q}eo*C82Yx)l{Mfw@IS98J#QpXq;SbGV
zbuW>eQxnO!P=gc6VI}GDx0q+YJWHNYp;QN+v8CR#XNN;vYM)<r`VO5s6^Y{;zRNUy
zc9t|zSyBg@QmhAiL6ginhX+N(F-i0W<Nrrt{B7$wc&Xsmrl8V+N{c$sb%5!De-@<V
zC~t+7T#(-Kt-dgPXQ9-UajNgYl`s*CX9<gW@%KIA1(g(a;Kkj3d}3FJ_{1rsE9u4%
zXXous-$_405gyF51;*UCa#3hC-!;vkim49VxMdKxVBn67@bX<KK{WFdrrhL3rgB|3
zsVqJw^7Ep~s{@ILeSz=pAaINgPvCcS2uXDZB(tS2%$DNy_!}ip4*%H9KW^e5Tf`49
zSil@W(Q2uJt2YV_KKHs$)Ut^pGOp>Ok}9r-qN1ass28FFo}#F|p@Ns9s8yj7lA@^o
zpdyW;sIQ<Rh@z-ppu&No$oW(Hy(lv0ls+zs%rB)@iy|vZDa@kCK2jR5C^B%A1S^XC
z6(yRAB3ndhoubIiP!dIKaxPNJLTqO)Qi7l;qWlz&FN&Bt1;2|Tf=!`ju_d=if!v~q
z#!`s0D58@T<SU9u9R<mXBGN^{qoRoWP-vzo;wuywDT?R@g$asctxrqkqFC?Jval%D
zcC=tBid7FSGm2uZKn{9Qc-iEl7KNWlZd+0KUgWS8h1WsTa8b;qG<g-p3`Ela+iWs|
zMPaeX0Eqg=A`KE&YM~dcxwv^vmMC(W;gXSNspRrKltFP~q+n0fBQBzwDu;19<9M5H
zeK<*;&ke_E!CukhD!Pb>uDL`OID<>AtNAuBGct>UqkY?T6Sade6_2XxTzn;InkWH0
z0S=gjHtEnq9N>q#0UYp)3noUJHC+2ZXBVP|QrtHniXBnSNKx(L8}N@ei7LqR$B!9*
z+=CRuHHJ7SAQt!IM_grPU-6zcEybhl8jiPX5S(7B2I0asJKV(hjRROu*xg!|QdbSr
zUO2Yz_*KWRbUhPx9v^2kipFSoAhH37F-s6FWtcEBIRUAyWcqAHv*{taLms6q(W&)$
zVL8pvj}d&<nAC)0q_rtE2^`afI<AEjg&*mXSNNd{aE>m(*BYaw3Gh|S_DeTZwhp40
zi|#$dO;NZ;88=?kDxjJ|wRA2jydW+`3QH&PTP&-eH)c#yS@oqd=~0P)+Q&bQ%a#fM
zbb!Ay_U6QmzMnP5Q4`+#Z9%l~B6I4e1c<i7&UVzT^G96<*M?Ve&N$*WrO1eD(}(f;
zk}+vXCAcmaZJ9LTmKL~$M%wY1vG#|?2x;Q_16vSLak&Py`iw;@<i9YBdFY$NDoS*^
zZ?yY(+r!O61-hA0T*-+&9k|^OtKvFkxP-KD`#OaO!!{z}J52o2#WV%8J2f8xN4WE0
zUkdjNWD6Gx4YtM8p-ma#Ce^2kz9qb?_2OG58xK68`G~dVdplrS_YORO`xWW~<M|?@
zfo^%gPkj$~)0<y1IDm@~22S8E2NXA)!i9tN0q+3to&DHwRvy6}m`MJ()A!d_UFn$u
zk0s>L<TtBC!HE-ea0e5GNjfHXrRqZ7X~HQ}OG|n4=){$dkas#P5iXY?-{vZPYFuQ=
z^P==^=Cg{ln;N@rGuNE1jb+M($4Il0zZKJASi@s`uxySR)0<Q_Yg4$U#KS8Myu>u8
zn#)+<@{ln;nz_8k7KF4<2W&xn7p9sS%UWQf^d2D+i|$)VHj+1Lsofn8E}TKZcW~pd
zI*eNh`ZLXw#%xQfOgE<V5iU?p2Pi9k(_DRAH;hr!^y*Oo;*zWmz1eIo%6B4@6+dEj
zzljmz?Tq58B>(;}-nlscJXQrSLeZbPG0=agO4v8l@3v%8Yp(cuaSPrrZl!<v@X!74
zddUWFFnE}XHSZ#4v{^=)4);f?IJA`KDtRU&D5*BBNuk&!4d$eGr2}MC{fYCt-(blc
zWoCHR7KF43uN5G=K8Nf*S`fEdVHp){s-z+iDiLuV-0_5D1pEf)R5MF!Oe~5Ubc<d{
zfR->=*neQmnxw+MEj7xtVTqOY^L**bXc{^4hMNX$Y1|Z3chhC24U1_(TSy;b9Q)rj
z##pl`pR)xK)d!P7;$b0YDz<ADAS4zYW-8m&;Eo~WJ6JEtu@O~^g)(+-WeU8#1?k*#
z$a=-NJZ7)54$fQBtMFPnRre_gT%mNKoW>3wK?zhdmxi<5(43@s`cyW@7)?#_zB_xx
z>ygNBpegTQ1y>Z8oqUCtYa+hmUZlFSND)WJ-YnQ#j5(InxHw`a84>uVJ$yNy<KwHC
zk@>nTw;E%n$?_&!5IrBh>+e+r=<Qn5>Tue1V#%F0CN8Pu)~7<^5)J_&r^su8F0T{D
z_-OLF&lW__<+cB;n`>ri83}GU<)%oe!wJYy6vY)AK@q}qQEd?39<1-?pA{sQe8ZSc
zNhQBORrBaflhm0`atJ&+=~s`=w6Y62Eyz^VW1+4dj~XMbsYlrsM9<aZPMT_c?KtV;
z!ggl}Wm90LbA&GZa<Es}_om5rq;0~u&x<aJ5BZ6+fWxZsCSw*QRgHZqnuIB2M4B;9
zG^XoJW7;Je)0uj(Vjw-C{HsT!q8W>H&3J<`&YEUCYYU?1nz1O@>=l-@@|-32F=G;v
zN^Wr~xV2g};fr-i{E{&anj}7A3!>+e*yT&Y*@+5vmwo4E)uG$gF&X>2*WB_%0io-0
zB-0`lV>SR-wqG@7N>bVG3S^t!nf9(<PB*J*k0|f<!E}fyWi&3)b>L5oan*F-k8MHp
zTnF|CI<RXWwy<3wlRZW2r^;m6&z0sJT%}m5;7ErtY<^Sn6(LJKD@d#r3zzn4O|@TY
z#V)MbiOe*SnFg7DN;Q`b$ZVSgSgNbXJY%Fa^_XJ|qUY-21nPkj>QlJA8~eIu$Q^X<
z&Vo)G6P$GTJ5tcQ(`AWpu##2{{xV&fw-{rlNpq_$h@ML`6-aZ>K4&n89c^RY)-}1E
zEj%eFdV^(p)|l+1GEGUD?n$GbjRtRxPS{dXc&b>J>ta1^jGQLc6Sg3FE>=0}uv<}_
zvcns9UH{aOuuMC5XMs){6P#3_${^j#wJZW**k8An#Q`mKRhlbwX*P^8)1>*REr_Tz
zEkdC(n#whV79b=RciGl^5ElONkjCj}>q@z#r$(x-Me!X$4e1Ar#TKuVbk}oi4e9>~
zYDkN+hViG3zpClmPYMtg`9Nz<Uwzme<;XV$XtIbp1`F=6J(#H@TY}#)ravLqTi2v=
z9+qMeO;`p?W@!YL$EDbQ%NQw5D4($vifxW!%MlJt?{h|YH+i;%^C1hP*e_2xP6uU*
zBRHHPET5z=v8=vk%$B6G+Jb3Vgw@lGd^(JL+DATEO+jpNg8N5f3^l?1oh=AyH~*St
z-|ZspwdXL{hAN|t@yx|G<1M}mOK-!n?yP_``_@_~k`HypEPjl|RV1!8Mo1IZDq9dy
zVOh+Ra;oLAZUI7K@#{0IjJ2g6JnT-mrAn3D@eJ?Hr6hW;LJ!K}qj7oHE}a5R#-f@T
z6NV#fFuDMbweenK$tATV2VwVpn$sCXMsr?rooG%o&G^B`0jDQ%C}EmtCL0sbtk{{D
zjQbH|+%?5LC_q@u*|yWewTCL$|C2?*I&#%GUxUcaq9ipYWj%9O7GKer1xdwsT`J3%
zid?jUX(T1R{CI3t`j|0dnrw2mAmnh)uz0&Y18fi#2SS9D9}u!b95NC*ZQF}Q_ZnmJ
zl8SC)O4JdAiwFdM>UfHq3R=cEX;OQ}7DUgbcAfB+U9a++#-BKT9LLsBadX(dcIe9z
z{5fM%lS=S<_L-4#qWum+kRe<{a*U~3{(v!NnjC-H7DUhGIR8Xu3bpHDf%y+vGJj-@
zd{W6QNR{~OArZtBn0~<+1x*CMZwsR5B3MONNKmPqxI&_e1x{ERG3_jv|7%QAQo*cF
zjVd^$1x_Iu#Z*rHyD>JJjJ{<HqUSQ&d?=6e%Oha{F=tiy6r^aqW|9|JimBzjTEe7K
zS%Ed&MI}ri44}k1B-WTBD#sW-O{~}1g6O$eul3HbqJ=|;sL#w@S(Nu06Pk2DUYGJD
zM(#e9PlQCOMt<fTkEyIWVvLw3#DlgVdM?D}NX9fv$iY7rv$l&ivY^I|iAgG`6{vp-
zVG|l(F;z`PV^lQJjM;+dxoFm-l)YBC=s4reQlo$>U5?v@=eKs9SX8ewCN8O{)~8U6
z4(!qq<U$gQsWy6zF-DriTDBmf60?ZU$Pf>&*DXLuEINdEY!~+H?i<HaUR+6qI|$$!
zjpO)=$f}}EAJ&>r88bM!)?ia4<Ca!&Q?w>#4e<$Md^DZ;Wm^zEm)6!J6PXf@c=K0-
z3R~!)p<q=X9`=dfVu}8hG5JX)+Lv-Y{Jj;Tf`7V#eFXZ}f#t_z7Ab#jjG-puKeYwX
za~ZE6%oUr6&g7@S9Xb#P$E0cN#&(@pg3DI)%F*4B$_VVzQS6jK8M9(pY>bd5um!dt
zdM>bK4;Jc8sy>QwiXv?+o?XVIBpqPOQ@BM&!9|fu%z|UU7!OS<J8VJpTq@V7^?;7p
zUQczRF*2I5Crj)hV=|LU?AnxyXF7tXBEOim#yMlGH2FQ>7DUhG7a2Kf)kQ1P#xi=s
zn3SY4nwu)*a36|);KK6bF^h{S<F9M7n6L%Wb6MOP+`<~o`O!8;>^iN~=vZD6r8$o4
zF(Y9$^VeCT?=)seQi<+NjWltQZd^u>wlfA4i3rXGL6IW<n3c-gj8WCZ|7KedJs1BL
zsvJ02!zFqR=MXIqcn|9irwo}>2GofWdeWCz)SoscKB=g;@YY6weL5?!=dx-b&*@uD
zzA?KkK4pxbCf`rkg6O$?Z#jx%XVQ(P*o+(=;WK-oCNHv_|JIlZN#(p9`{M&DB6<3m
zyw#X(6@O)nq$cb?w*}F2VQ+mXU%+{DbQQ{kaE5|fAg7M4q@|p5AC8xDBZrkGev8Gt
za%Ha;AX{;K8Sqa_{DX?2G~=Hx;J74Z1MKqSF<T>+86&8Pc(E;ro{M-R+3T}MPCOt*
zJDM3Ulp-4#+jnCj?lmSb=~&$)Y;w&lHKp)843%j%W)H+JW0W+p4cLO{x!Bem%rr1E
z{k<$PE0x$DEUXtAla*9hYf~eHSFmM;@lxcpTrY!v$QT<<PUmbv^juC04x`ko(rko-
zY{65O$4iXSPb!avshszHMFufj5uPx{K$F3gEr_1WU{!Dd&Y@DFO7)3hX~eX%Tz<@$
zq@;3Lox;i0xdLJgC_naaQY5reA0_WJ#zm9R+iXGfTteFhai(oGoul2F2xQi)s8=dX
zxD=*76)qeNOU~dumgsLLWx?yOxZ=ty=sz5F|136BJTjeBw71~YTb~$8Mfk)}%$oh>
zpdwTa6Rgrj{^_L11~_UW|CB9=o{N0%iNbh+BW&W74dq&E|3qhAF6QXQ8^4A&EPhKE
ztP1~N%$lSca2pQp3uqIkZUt9%2d7o@YLaM+)rQr&HvFwIzM3}tl`V*<HdrJlWqy<Q
z5LtkbSp2x{#tCn?*mmrjYFiN9_MkcI%J^MF-u+95)%%x@`1db4tmvVuokEIUe1EWW
ztZ!9!7E8o|*qvh^irYDMv+-9o-P<fcv}Jnt?-{r{*rasiVzpAHGt_YlY|hPQB1@Z@
zI<l!aW=wv(snD3-x;og5giZTCk~oxykPQ5R6>-~-4jbd7iDb|ggdB)>vsAlXe7@<d
zOVtG^9|{iNL2_T;Q#M0CmR!l0#N?90MII7IQT^rPs7NkmOGm*NCrxsrwjg>gxs`#h
z?OoRxGGr~indS7u#snpm(<<p{`xq(WiKz*BwJ|E1cz(zhM9;-@Ek%21o02%+)V~%G
zm5a{l!$-oRnz<{B?L)?dCKcOtBI*-tsPZrsqbzh{-HN!9j}IE7rHSxoY(XRzp|v;h
zeI!HAA!g436NghMSDOt-6z=bEXw8A`xHzRuo@kdZ<Z$LI_rS$^v^Rv_Lu?{=F{}VR
z{0?i+myLOxRC`_^w8!HSyV{@?r;mcvwBS)XV3Bed9<zu$)VUxVZ!w4XsX8ggl&*Zy
zm?BN_J}*GD^^@8<r?xeH()&46sfq~~i|(;nWwMbEtHVqkS)Si9raq}WrJGa@kW70>
zD%N~noTKz@W2`ipeA5<$GzR}-3qr1&STkm|Zt9V{cGCmmiV=UW%#mgZSzlaIL{{4s
z75v)llI#`MtNztJTJyASPVr?K9_DG6FsJK@1m<zGO-yCfc4PE31?#f~Ar-8HXsu_P
z9YfyQm7D~cFmeTyM$z>$SWTU&6zX-@3;&4mu*EQYm1R9-%!#Bn1m{sRB`j7Lc7>93
zl_?1hOIHnjOf}URV>C6HpA;Z2ouR*x&L+in4D6{9Wf-_GygBaHQ2SrPad>%mJW|M=
zpg)VOY0QhHBHN7p*&fb3iDziCW}I=hoxoW!{|n;Gf6W*>O;QzG5OQ>uY(Yr#&-&6!
z^KWe<u0NBhiRemvd@F1fI(25Hdap6Vk}A~=DU1Tb7UO?()U9z~C>Z$4p<OHDYWLo4
zjF_fR?+_r`j{NS2!d9F^c{m+U><1`91(I4TOW-$*2~8@2m8k~sp}@G0k1~iC#tq_M
zGsZ<@`X_Bc$U*#ZmRq-jU29MA0U@}#?a^kT21Bf!P#fQc<@EQ)ge8^Jx|F|y3Skx!
zR!n^BZ;TPrg!PxUAfm#uFqhKe@;J2sA+hL{S9U`X+@@dv88SGsZ5^?Wy;+m4U(+i;
z`-ULQ4KGsIU4d?3bX9LFreO9OW5hI#+9*J@wYgniR^P51L`|NvAFmPX4QH^~s89jG
zeuu<2itDn;G~-F+%rt8#EYN$5`Igi)+@4a-q$ZjAmV(z)8IL~UY7=>6=>>U;@mLgR
z=?@sAtciM`EeJVmZ?^>@jRz}SFO7$7#HU|f(M@KsLid+%yfE-8F1%SOQl4-6GArVv
z#{5jGhy$Tj9Z?e)6<#v5ExA~6Jf?KJY>cR;eiv*(NcHP5YuE~Y?^&1cMn%B|PDNL|
z-#`QEA}%aSF8nHtu=j2WgVo>-#;i%I2Df2<zegL@*{HMy`oIxgQF0N`rkJCc+U{qK
z@zu29wYDIl+F)Txq%q>;y9Ee|#SOCwVB&z@9hbJ`;<`hX@<gT7r1MA-;F!s#6+aeK
zSNx8#wBi+%h>fkT__es|ir+H+s-|Y25g^*SH{D-SZisNynW#I5PMwO(7Hxa6J@`js
z!V|K)wGm5~W({k6&o8N`C+g{JxvZ@2SH`&?e`k!5CW^nd1tG`UU$8X0z0lmmhl<gT
zjU0vN#kRH>sm;)j<+gThcNPlTFhM;GA3a99GH^R!B`t8&Bp0*lTxE=tCb{LdAQDT?
zI>NRFC$=EmiE@~%sFu`+T5Jy%*PX_6B^_pK>8utXFL5_iWQfJoSKMZdjV7qw0>mY>
zb_2?6f_n$V@zM2tNPm>3%9U}dD~lXf6AG{yzs+KM*qBjC#WsMrdN4cUx&o#LIS`+m
zwrB6G#0~OS>b0paFh*6A=>xVP<lsBYYSC@8`F(AKk5oz)hbM`^>JU}<Rx9;_IRBh#
zE6yNIQOV(c@uQU*4!?E!j^du40`j6bSG8QH%CY*kuxs7J@32C>)R@Id73!fj3gxpX
zD1!D`B#JA*GQlD`WDzXF55Xb2A=cxNj0=(C#aR6(jY-lJ?=f2tQN^=xuce31Cd~qb
z#G*%D!-jK{6*X1roE|A+dq&jLYuAfa?*qn6PO5r12sn&iy5iv%tnF6D)rkGHF-Dr^
z{G=_2p37|G$x4l~_0D0LtcPjBjWnT&seLz=+82xoOe(casc~S)OZA|ffH73W7E@vM
z`^G3~V*4Fi5Iq;$^+%gExKlVWK^5DSa~7Uo?LtI&ojS7!|J|6_q$0c_HOknk#sL?f
z;x;SBRuN=O)y%hy5z_?uueKl(3)0$OA0h`GHJLbw8v`-tHZq0M4qk9k0fyp!!FS}P
zs-GeduXR2rr6*rtopILnYI!%5qBS_(0xyO?^M%)Vbi7K4Em*pTSMVJVTUi-*#_Dy(
z#AteUwE%Gmmm3?-AuDw9)O|ze{A2eW+>lWyhpl(pUM$6f#)Kyw`IvI)rr>e`#~0H*
z^+*M!89!yn#}?x}&lo377<bu%kc0kCmS?xu32TR@>J46_BbAR^#c3@N7Fm23me-gu
zVM*n+E>#aOgLU>X3kfU6x6T<OqzNly3!>-3+J2^n(jU}YV9DlUDWCkx5~DX+v@K&c
zBo*!U6mBh%bijg&n^$;wC2wAd+-Cwqc|0aE^NcZ?n!sOS3nD6Ti<OXEOtHbX03osH
z(PBzmnsw;Dql0H}-O2Y7!+1t)1Q~y=3oFtu8?!g5BJsUi*ff%<-MW*{ydumL8xeDk
z-7gxWqbbaXZ9zmuWg%^;Fq}TI03osXb=$B%VS)TudZzqX`}~cyhr0c&n{C#p`Z4N%
z?sHC0;1s)BHczhVM8Ta5DQNMxf^^w8jfEGljzoKGy6g|)(q;c*{8dfs{#k&ygdW|>
zL8mT`>%<-8BH9{aX-jYB@xFe2cRX>8!L3y|rGhc?<G*sOuZj!tt}#YM<N8Wl5OS0)
z6Ck=?t+jCwdl)Vv?uZb$II<{SOzpd|xb_<pm~cF_Hl;FU2ui^)PHZtw+#SX!X=2-J
z3!>*@I{+sRA$GAx{FFOM+fh(D>pVoKOb$|@9f$no5Iyk?T{veQ9)h!k#R~9ZV^$?q
zfV;`j^JvA&c#<}(fL4E71Qdg4g?I1K8d*K7gFD9ad&C%TO-o*A3!>**(sx?K)Tjnt
z<WAe^LnOYI{56*S4;V8bsqD9<Dnvn=s^;sIN@*u$rMh8NT+I9XjZxIZ{1RIbQ88OM
zThd?S`P%}7#Nr>=1!xxpu=cA~9dpa@p2YE0C+TLph+4(8v;KU@n6pXs2ZxOXIPqNy
zfubB=o$*90uL=L4F(R6l{EPr`3H_@Z6s`~E;J((e(@oTU@!hLoTi>xaOXQ2jj7TaG
zN0mrM;v1AJNqfCI&Kdi>F=m>Ge$N(!974a%QttW?y7i$NQbAaIoNm^fqlFqylAc+-
zVd<K`&f@-#F-MY$duM8rDZ*I-we%=alvajhi~^|gkMZihZH%fW|8KJJ_G9(A?Pb$X
zPWKg`!eT4Gx%d+Nz=3k@q-tAyyqx3NR2p$?Fj^-VZDfJmu%TD0pA{*NUIUx-7>W%-
z?2a37*BYauF?^FP2sz-^+k%iYCyRYnGbayw3lI_uo*yhgNM7*#Z2`iIxAe~xZ)vOj
z)^5SoXA8M8S5()Zz*V9ZtV+gEvQC?}Le{JJzk=wBYb@<}dqkARMpwQX7hM@K{;H<w
z!ve%5oc;I8>PXD__my!45>`umxFl_RJzc}?4Vl`Mb3$B8Foc8m!21y2Tb3}`QoY=m
zX$eKux=pFDL^(6od<t!}7N~f%(aDmSR_Y#YLEv_7oH=`$F}|9RpRxrZhw$U9C*7WD
z#GX1jkc4iZbm$H-%D~e}0$zPySn!>@vy6YjnBb%`zER{;eT>rrV>$y+!B`Pzj63jN
zW7ITpzS|Z=&&9d!V5W{TN-8v_v5b|lGxXr$ungPuVZnXQn6#vVTaVMufm@nzqp=9w
z()Ed)^d{!UrP)4fjE^R*->?PIb7`$Qgf(wnoGuqDshD<_($|eiN-Cw*C{6`VRAm|`
zp_nTJ|H&8^O+tTf3!>)|+CmZ%0>Us74#|CGS}@c0af~lar8pBNIy)wPiDkKQV|N^P
z&2wpO6|xkf#6S~i?t+g!jX;b<#$GX)F;#@?j1klXyxJB-&jq{{BJ}rUC>B$QnsQLy
zZNCx!C-GY>;seIyCmpVRipL|Oot{-?VXOEnGL9)Q+-HoTCga;}LG)b4d;LmL?5jr^
zJ(c!4eGqP?*2o~E3sZ-K9cvJIrZiPY8?st%EwbOh5(dkE#F#Zn<-aGWE0wg-RfkNP
z82S`N@kztEj37;&a$}C`8aBpO(}nZ4AbPF~SD$p<hVY9HRVFCxiA&emj9(0UNi%h1
zslL*f$fQ!eCN&N$#r&HMuw-+6Q59ZHmC4JEk<x_sGFuQm7v9<vh4KZ8b&50DVqK>A
zE-bL0GA1mkz}Dds1A!T*7(FAbiYn%ymY*<2M-$b1Z9(*0R7pcPt(iKq*nZcT$fRP6
zTt7ND?vRVm8Gl`q(r0Z!^ju1V{(z#fR11P^-c(qq`-dOaDLhoiep*C~!cmp5(d+^|
zmiae~S(a4h2ZNzXqg2xD&5?zmN<g7G5=m0Wb<9B+UpK~G)0ls<1<`Yj*>M>A5GO>w
z>BNvTTC0pZ8F5lxW~5NUh8CQZQpc)dM4TlNRt~dQSr4w+)T_l&I+gP%Nmoi(?}Cza
zMx3$dQG%U13MGpB9CPX6Mq@NJk*~7_(Q}ax9L!9)^*?>-n<)5)9XgOW@=^&y^sTgb
zdu!5nS?u>1Gb8EnPa_HiYRI=DQp7r`M%f1OTZys_icwHUdd#JX2aM6w#J<lKM9;;3
zhd(!H;uqdmQu*H&0weXH6A)Ge*O)y?6@l)ZVwWwf5QJAcnMN$v_x6t%<Ev@Juq}wF
zMp&l%nDLyJvH&5mIBy%(^OBAOmp19R8V7z+wK2_YC*4NAk_!iYihmm<8{cj$qIj(&
z3S*OvUyDmNzQy>fnr^*GfVhOo#-+$F)++ucs?dJwa1(3Y$Bao#$k^7h6#Q0+Nidzq
z-h%K;#%O4q{)jCIIevbgh1Knh-+FA2E|lT?(3bZh-?0ztdaGS07SmUaiAyS`4LF*P
zv7_zofeWtGoXm?m+2T)(5z++q$F?963(UG4LbXieF_x(n*MTLq@apdP&zhxbMb^&q
z;*xjsjK8jlWsU&R)?&4-J+ZC4T6C~dX~6H#RKtrG<vDZq7Gv6yj)BFgkpKt9PQ{)j
zwAC03jl(zDf{==Tqb&$o<iv8GmA}y=dwDfhJ<doWgH!SRcrnx?=T=5X!zwaUN7k8#
zjro*RXRZ-d5g{z;WFW>;QKFdq?F)>N(p2aHTM$x(dL+D+hia8NNv>4D=KE;<SW9na
zLA}(NprnFYmC8mjQp6LJeSOjx6-_*k*@Eb~c-Eh!6F=aG!1qRMkz8*&BOyGl+I3=4
zy~miiq@vmo9J_=1H^wfqHGJOjm{jV!j1kfV_I6tkJr~$EAuuYo5}9#q7z>@Pf1kM8
zYMgd*gk@;(9*gxe#w<uG)@>|Sg$93jph&pki~}65!XzjoGbT^^>&7T*g8o%o5QznC
z?R2g`a?!123zQERC-l`SF$bBo>%=nrM`P-e%5Vd&Nbs-|aXTcx89PN{G0D-tGe$_0
z*k20}ZT->qd(Ukh(z|>)V5fOpWv<hA`oz#SvY`lRI!AFD;03xQp&WCd%IrX~Ojljg
zs|CfrK&J6!x*|-EMIp#Uw4TUJ2V|;Zk1OF_Zj7}i_$9U=<WOBGKy-b{vR`V*LETM7
zq1UJw!I;GS@K(dk=F5dgo6*9xSwUj`xXqYNNyq$tsUI<ZE|JN>{D91~LS{%oVv2%y
z8>6i$$gQ>@dafWRq=Gn6f7r>?k@$_#3|xAf!$yEHK9o(&mhMF)_`>sgcR{lXJ#5U#
zq$+g3RH3LBp2qr4@<CCZG_!%vU{lx-(x{kS;x90!Ler=RY(ex~qYg@q;yjStpwnh1
za=4U0vN)_q-2lki^HO7`CDoomsXd$@Qi=!S=OwNNQfLk-P0U*SNn_+SrFqO2#HCc4
z=&r6=D~&ZkR+{%1GtEM2qRC~7aK|_^Gb>F@gy3Dq$ZJaTc3TiVR~p>L#*Y3zXHeAV
zq9_T4_ca%lNP4KCV{aDsXN<{BDsH;Fjq!yuLgmD$ClY5+&<&at*$7#HnCQW;8>6NP
z^H*&_M1^S)jg<jiUMN|BkXUd`&;o?Sf)kz=AS4!VuuTkkY3y4sZ5n&ciOQHL)oZ(H
z_S-=od*!v=S<DfMv3cw(7vKZMAE6J*BQus6e^pcQ#R9}7T!nY!YAdz}o0|b+g5%AN
z#^z`eZhqX_cZc!UHFj^a1tCY#7M57IliBmde#c1i+JDI0KWB`5QtmI{9gRwIdVXAT
z`uWBPXaYE83!>)&SV!5hl5cW?fJ~^;qfH+c&y+D~NyW2X<ivd3VuD5U<8sy$#`tK`
zs@sC-xwOvs*YS`KRVrL?OND%;k_+O6b-wNjN3r{C3s;5bqQ_r`S8?43&pPrpV}>Tx
zk>|r-^Dgv(n<hCDXiJ?h*TQk?K1Y=DP!Vv7oV+eQy!mmbioMyG6ivO}XbYm}>b35n
zLLJA_BZJ}`qK#F!n?cLwwduox{**CkNd>(=HR<D)&I;Tj{`makF-xmY7~`W!>z8do
zM5Sfn#7aMy9VQD95{m`4gm`}N&P(eDZ^JE9v<=dE5clt3hv&%*9ntI7cQ_U0z}`$@
zJnTFa7r|v^W&DmY!STvSgvWZvE91Q5ZySGAQ@L*n5EkCCb+T~dy*O>LRxM?~V3BOd
z;F9h}J`*{uyL~t2__fz{XFZ~E97n?DC5FOm14Be#fMKvAUl`{-Z!$(n6UTZ1!a^Lj
zDZ`EAlSM9ia<aI2B0O8S@5a)&+nDr(`VVPP+$(}1%rY=kr4c8O{l-XX^0>nmgtUcw
zS)|=w&8!-9M%)H=XgirIQrfUsVTr}Gv#7GhBqbHqY8-vdIHd!eLNba;roGr08%;)!
z*n)`4$YRQqvnG#R3lI{EHNDZ4TLv9m$C15&Adf8OK9LziUVIFD+MSclQUlj5;tIv^
z^wu(Yk#%d@SQJThYddsHPyv@(7JZijDuRnOi3&yOVpQ&jjgiz;?$x#+dM<1X`+8-x
z;bbX;P#A?!HM0<HXVLwFF-b{9M`nS(nO1O8Bovbm{g5#(nuI=R3!>)|+H~Blm2rBp
z@O{e2>!6g;MYV7=T|PrUme^N}NlYrSt5X*kM_#msa8x80la&0jF;1G~zGw@g=aTC?
zTo@h2r9e0b#^aBW;YlQM+#2@0)~T$Dc8Z3F+?JVM+bUmTsa|z`ul(Arshp30T9xm(
zz&{=Ab5+e}%sTf9V+1u3f9F4~h*yz2JYGRuBL1R^n06LhpD|aG4#w5O0Twv<#iy!-
zV)BAF8{?u$XtOPdo)5ybJcJ8r-Ac7l7%x1=SBoG{Nf#Zu7iEkxJQ5AxWyzj2W<^rT
z_A3W+A?K^oLWy9eMMf7@smGKU-*1ekCiP>sAfi&YaD$~M%^?X35E6@ju?>uP@uyvv
zHvZ%sc2PY|=L9xtZs)Mm#vttUN@Ib=>n70~8+N)OF6{Jj<F9I(_A&wD62>`Ja`KOI
z85zOluw~GjdGNp2nAC&}#ywHuh*MGWk-`2eSBYmVii>8v+ZYv%>+i4yAxG9*S#aHs
zW~}6U2ujXTH`8dM3N9iZt(nF1S!05di-+$KD5Xbzi~`ShQC#NsH;hry#Pe&mAQFqm
zI%s>%!DgW(N_=_r>`-!jVNuQ4lcn}g#&jl?+BK;W4^N!WLt{!wz{%-zQCu$f?~Ret
z<o7oM#3eLp%T8v*5qEJGEz-uEUwuP&78lxl(OM2)hH&xt9%6Q!HCthfiN@}wwjkti
zStLMoeV4`cLs{>fSf#MaIa8}-aYt}15?b%nnI(6-F|kR<%nhl!kF7FV=yWR&TgC2O
z6=(VO7^9|%a;Ghbs3<MGM(KF+__Y8bvFI>8THD`sgU%r@qL<~x&N=cJ!lg6ueOQ0;
z#vD$nKkE_R^CNqVo94~L1d3c^d^DvQ5g;z1xxMMZLcNKd$B)rg7le9n5u)qvhzKSu
zlVq>3h<?zRB}qkeQ))tDF6zj|+!&UcYO-VRws@s6ewxT$ZVN(=u$QsayX}Cc_%6fA
z%#^4ZSNJ6)P5g@Zq>0{O$-dv1?BtT=8w?3=iWw+)2Xa>OA&ZXBjkDlCWsILD*`Kfl
z5tXck`IQ!&O@ajoiAAq0c;8@Ytb!<iew;6H7(()v>`1dJSN~*BB3hRGHCDAhF_uG8
zRoj-z1QhT+0Zc)<S*1HwMEpWn{*b=K1d#vO7)4Fnz9c|gLeqaU#f1+Io;~LTOb}<m
zhbQH*?N9g)%WaO+E6;q3h#zM&wMII?UC6J!`Hwy5?7OoU+ke=Cki+xeSn}OA|2MXg
zuiUE`mTiLmEZ40)lk4Voa+O;R)hRvpEVP@9vD1d)jkX|qF4K*NaP$by7WSOAV})`7
z2U6$U$l?9%yRigM7!#P(qHe;SD;|bovK|A5X~s}lbH$#PcAqg)n&6Jwg6O&64h+$4
zDz0;83MXr#JeaQ4X;f$*Uk(Bkb;2U?iZVjn$1y&m13pVwtOAc3vnr_y+?}cmTGLfQ
zD{?+L6uZ%}!kHXYLDU_KB)ms!WTh1z;4#arvN7hGo?Ng65!Dk5w@i9=JmXt{kXZD}
zv%BsHofcZ15;{rC!ut;ImTp3L-ssSm)$Luz98aol*QZdtK)4E>0<P&oZnty`RCS8U
zE5F?sFHM==B0yY1$8Eo|xxmScWne$bl}SEeAjrB2zgvh;tfpd*^li-w5)1ZMjTx9!
zuy>`DjS6W&XBu?!{_wDOE=13(M*o0NWwwdk7Wga1cx!_Hm@No7et$`T=z6dgd&ODm
z-tL|qV!_WfAcB$M5!|^u%lfa42~H|&CzWB0{c;fDJaB;sBOH=vOa<g$7~`hN^Q*QX
zqVlvb>2g+Jb7BEPV$rKv;aY_IxyFxnIf?7yXm!7XF2IPa@n`PJ>U8yuy;>h$n<9*a
zRUk|$iX@_4lmQ4W<zs42HW*{2DbiX2qV0^(_2ItkaG{QS;c=N;W-J<PiL^22?=q$_
z=|EnNf;<%$W!Nr=%bDG2jETnW+iXF|0khi{gdDak^DYcq3lI_uu0gQ?A$jqXZPJ*q
zXpR(jU)nmO?2&Ta9UsBc%Dc2+9}WQ&xAF{Om5j&a2+>mOWTreN{$LAs<RUD>xa;7&
zYh3J99@~NUy_@mwZ;BUDRug*<!q%Wv>HCe<CVm(Z%VJBF`r}HKUSj-JZOA+!K(sYb
z-9N?ghQYFP8v70>3hpG$8&RQ!{gIBn*^0f>m=Out-y(M;P5UGXUz$B!Ps!4nd$~By
zs=dt^GfhNqwgn+a@*7#o-Ht0RIG7njSZ6FOv*0Pq=F`ULCzZ`Y6q)h&gSlmKTmtA*
z#u#Wa_=GKp#4@l>o};)=Fu^~6IO2Zk%`BF`HKr)3Sg7_-VB~x7il4POt~lwhj8W0#
z^XCFYTQk;mKkJ}Zn>0n&<yI!kG<oo43HzKwdD?pB#br;p6D|t5`2zaTk~}<Ux&e>{
zyKHlJd}(beY8~{epor=;s7?phGo-T~(PFh$BBF(>jTlU5eJ*1#(1bX9x!4$cO&1o}
zf{<f%t}O`Zf3Zf+%Kz$MwXH42^0PR{8jcad%Wl09u@})sR;s&=8IsgmtVm&}Ca|HT
zoxn!1<uM`O{l<uB`f-N<ap`PDnld#RobK=VmKtGy4$AS>Z!C?Yandk+mxc9WV;&_H
zR$AnAKug*;@pN({t^B>S8rzF9Zm>UMjHo8e7utf5gZ&{}5OT1yO8uuC?AOU<O~yG`
zsO7{~z9Unv^B_Fh@Fa9iv@iDW1wC1}e%P2<Np%a=&E5hGRkkBQ6npmEDHlaQKvOXa
zF*O&jHbzR*qaP9=+8TxKuY(TUhtmyE>^Om=>I<S+W`|l%i-F_}J=(-j%cb2~4ac?|
z!s^sH8hf1mEMc)^KWNOvq>??5D)_XfN10Z&78j(Z>nf?p6V@BS&ajZ|<E+Tf7$dGp
z|2bO_(u%x~6{y=wto|4^376%F%+6pgBgSrcJe$7Eitt5aW+YXF{uo6F*Xf8rZ6=oy
zrXVc&m`MNUjWN|E|9iF|dM^1LkSX?m!an$R5eNTzV%`B)qF%^4LDgMY?q;vD)W2iQ
zh@?`-;T9exv|bP)HXJ3-B8DFUI^uG)i;u^ahJ4!?O-<zAv;`3rxy5`hT?U?TEI>#s
zI;;<D4^29L4A-R<=o|oFT>Dtv>YP{}YPfC{t~x3^>sfRg@FykgSPowG+QNF-RmiNi
z{i$B9c8{lUhK%5YR9kOTqqrHl?y&(2T)~E5!op_f;7zYhwPZ1+2iuK_(3HB*7DUh0
zX<MKZ2ZI2+diZ9$B1D7tSQUnhS&-C%ZHrL_^|Z{mn#9G&V={_oj8W7CebN@h_e9VU
zSH+Wi*eb*cy3Knm=!?cIn2n$#4vHstbwtP9uhle0Q4@5{7DUelz4-;l#8BRckTa*w
zv>_graFQ2Tv~M*gI;m(kr!J0(`3zBMfwVNz{xqk`bdi3e{f`>srpfe2Y(ex~rYocw
z#)-A{$mTn(m8JDbV{(#8Yb9>K9z#5kj*W;Mhq(CoVqG>LH^xMh%|~rPL}g>)(@D3G
z^RX5nBo<S)=@h~OY5P5wHf_I`mokN%iwn5CM9G<2p`0yL;ZRcSv{EK#G`RGn@64gW
zZ6O0wye&w?|A(;@<5iNF5SxfU5SNJmH{-8r>h}!+;t~d+_S{Fsvbko~PgNbN1lKxK
z^yyHgR&z_d9oIk2K9Vc21HrcAnwz@gxNCxH?M)RVWg;Jy4Jh*p!2-$xr(MZWE{O{=
zZ8Sz#lkhrQ5OQd*79hHw&0MX@8YfWI3XxqTaUEEU_ZSnEaJ;qFAlD$}G|pHBao{C!
ziT(q|$Y?^^XA2^+kgU^o8_rcGGqs#JQqO@6q)J}>JifNQSYEC%eM#lDG1XxF#E`3I
zaYTuSpCYuF<1j~zG17!KEI?dB+j;FdY=j7cZ#b%$l9%!Fn7Jzp<(0-PNGg=;#5Ov)
zGm<fll}wz~d$}=UnrvQX3qlU4r&zq*4y|u|2pg7Z^7CsrXiU)-rI2sYYTu28_fy6M
zCKcYM)Ffk=_UkQZR0#~#Ar)r{f5I3kO>pnE1<`ZC9Y0*ij8$-{T;VY>=p1ors|(o$
z4h&BhRP0$9Y0$P9*do-X`(7pOOcY*a#G&abWLA&gHD+T{^*Dh7>wpi!=rSLmAwD0{
z%m><Y$9!Ph?DGLV13rW_D#lEI&X^8Oqdsd3BC1gq%OknM;>p4Sgv6ppZrD1GdS$Wf
zAyb4oMxWl>^kH3_b91kJ>h&oOg8{d6o2fmfSm(R80?%S4$|U`VEr^~=>(DW`f*Rl&
z(r{Qw;m(hm+u+p_t)6h~^#w0of+?n1%G8_(Go_|W$6?T*t7Gb^l*2PkS0FOmw)RXD
z4yVR^y0L{<rCY46h;FV0!re!L?(_uFO=W-z-HNq|spq)K7<<ju+-M7;OM3JARaabj
z1^u_}Wz$bi_Z6SQ&5!xb#h2j6Bh$t2$B))p8swxa^=#onp^+}(ob-rB#CKs4pD?B{
z>BO=wMMGSaWvG}bGK<M!-DixBCbOfqAQH>We(iNIgDWQBPLLm=Y`P5(;0^71vBVxV
zrZ1_)HlpM@dx55T;1_?Z*OIt=RM{9KO=uSch)cNkT5(@FOZ#=O#ZAnUVG(Gp%=%}I
z2~EoSm54S4_|V)avj|{$+@k8W#<*xqf0Zo=IZ}R*<<{**l~+Ct&pby?OjtP4MwZP-
zjEPAq8^5-gu+c>mQ&9Bt#;9nb`B_^KJr~VlzM4Z9i`u{<`D0@ul8R)Bclm}cj+iya
zmyFTS#PNr=Afn>1STM*n2OCKX5E6?XtvObn#*9&O8g4dUE<D<d?itpbSwWU>>D5YO
zRf<n<P%u&)kC;^Z5@S>}C0S?-A}SsW2}>p643Gr~iN)7#^H5&uZ|^*;yY^%873;OO
zn=7onsuic)W(~7=*~JZbwF}{3Oz}vN)VtSMKJn&=$cs(torp{79Wnl@rdS6Bh_)Q<
zepUIkM_o*Hh(=SUVCE}|XYR_we9V{y2^rtIE;XuPnr?e_@Ul1$DrbzACYg*a2szkZ
z#KLViDs0OyuRVlYUMeLV?M5L^#~UK2c!-4kshPX72wTR4CKn;y;SyjPk)d>hm&FCB
zpD{*D6X7dtLG)aNo6fq~CUTdkT42SFw{Wc)`myjnU`%3C;a!aa8xO~b;FL`Gvbf#4
zKW&VYCb^%q1<`ZKZSdS7T#+k^QDSGNR@+`IwJ#WxmsDySedmbqqYbtJeu0m)EbgxL
z-#5lcliBasf=DbgYd2!OxZ|^wnSvvWlLWJF6@@M3us6|a*NH{;@5a<671@T=INd-h
zuuH4hDH4kbfqu&vAx&ccDnML9=VJ?(j-)5}o^c%G#qn?v<jiETmqq*?p2L#9#B#cB
zYj@TinkU%Wg3awz_~K!Y^W_+O-jO7cSH%|Rn_O*-p(eNuwjktCTPr|xy-;ZFV8DoW
zx6s9RVd)(-CM@YFTbGjh6<5=>47-V9;yuqZMo1IZUA7>i!m?QS$+aVobqf#@iw^Fr
zwRNUErXy{jqnK!?@8pRy;Zn|4=kBaabz{CK)urqCO3FB^ogOb$RmV0a4^lP8OH-+F
z0ivzp?)s>{OB|DhdI(BzjML#*Vz$C*ew6KKmazx1R>x9ATzh`806Qrz^NUMQ&khtz
z_VvabOe)#CQlmH!EDcI2RYH`enNpE92?*u;-F-r-P2}Mf%O87==<AH})+GNLTM%*>
zw`@U3W5W9PpVF8dKJ3;C6Mn@qCB5jx$tn&86*@_^QR3!;jB0VD*M-Y(b8ac@fOH2W
ztL~?bnV(d3kEC)Q<w93Qx=*28RE3Fq4>EjLeAM4eGv$g7$81mglrj3627f|;XluK=
zAMv_gXavMRffXBN)5&JxG$Pb|)taS9Enlb3EXBVvW<ydb-oR31Y=vhDZ0YPI9EL8i
zRpk@sUH-W-YMO-p)E0!aG5?!|-0jHM-h(Ji6DMaC8kma4Trj7$!x=5qu-RA}>n@Ir
z&}(QcVX)wr_4R6Xu{Sm1(UwM~hff<$!vJa61CQLjI+z2}Lh2CXzb-aLSW|}uwjg@0
z4mTVvPyjS6c$Dh~+zH(e*ReN?c$YD`NyoO68YO%q(!`yS0lpz=#-uw3jB(SXxx*Gj
z&!xFdxe|&@^ug%d9TcgDr)PurSi%n(vmmL2Z%NhVrBGzJwSg;X2+2C8H1eD=mYS@e
zZwn$SYYR_LI*UBvTY!*Q@XFHygv5dqZ5ALT7SFSdxDgiEHhJ5n&7BUO#^EsIg~!Ak
z$SXBEjDymtIBc##J1J=;cQTXB7qGHBLB)mSHwzVQ&`oWjaaKIHz%RLdtFd0i4<KSl
zY_|1be9F`2^Fg8Sj~ahf8xTJtKwLuKb7gQ8ihs^WXiCzX*+PBPnAC&}#<lCwQ%PjB
zBDNOo7mQKSxc(tq5OU~!kOkMypR^7=t)x_{d$C=pQg3GY{2ybAlFNrurtZbK5aoin
z0OePVQPJe{WoE8%Rflc<dhHO(;vK&Di5BNLkbOLoi;3^T%)e?|cYJWo`n1-i>cA}R
zUrFU-7R=NTK-`k+3S)#c5q!s1igJj2+ZKeJBUuq<HAi+BsJ1GzX{dpfJ5{Xs=F5pS
zs5A6q<=JB_tE40MYFJjrG412%AN-`6*ch*Vr!h{N{`A{|kowar$-%-Fn~1)-j(_Hr
z!w2Jsyo=VR_Wf9L-)Br>a>>EwGLG`d7Y|2e?8o@%4;tg7Np8p%M9(GHch<#q%5nqj
z33!Rvq@)}JGgK*2;6E(L<gc+@pE71ZQn_wJ1&dFC*dU9oN1#AGS+wp^polpp)&96K
zikg@&+Jfl0n72Pb`>^ET^z5oPNRi?xVG+TZ?uev~-eh6F+n5bWg}pu1Bs$~(_UQ0$
z;Yh1wDB_Mu(7nSLNln~uwFQw_+}1AdjYEwJ;>kE=GpilO==2R8I~+;3Cg{(y{S9N9
zlgie?)av7`3%EX(QzzJ%ti`VxW2Oo8lLAEBm1Ea4t~Z>iRWM(QBlzL-_|yl(G;DJ_
z_GStFjWHjRO9*~E;VUvs65l{tAqmAf(SK=-n<k?_vjrgs-T$!#A)RQ}lwLZ~)<b{Q
zNi1*5jpjH)=5=hpI(9g$MltQIIM>|Lt0mX!)VPNe9rTOJ^zdMg+0C)h7#B@Z)(H@8
z2XpsRkPFYA91>~hFu&zvX7d4K(vptPMXB0&U1X5dfw(YkAnr3pLgVl4wjks{+`}Sj
z7x1xNM=l>cJb2QnaA4G}g~btVWTA{06O&XZE9ls36q^LtC~nEZxLD7yF)Es9&f9{B
zipIjgNgK%n&;o?SqDRZs<!5SCCrBr3Gz!&-!y9d61$ow(rO6ef>SL1@*eD7TbNuLQ
zjS<n*<5jjGdM=nvgUv>T3d^!it}r_4(%y+eOnQHYek`t!7?YS(Tvw+uK91=qj*8@B
z4k!J2W1KX}{j4pBo=a}|S+`osWL*bWl%QrhVsj&nETca*CMKzju;H7rNmpuA!L3e*
zOY~D?zhsPvCYV381<`xK@XDVC7KP>_f{8S;VCHP^l_R*qTffr~64)psW~nZi@7i)z
zIXK7`M9&3t>re&>5>cu+(!>t2$|N5Y<h#njDlk3>ZvHw8cWcjtyEBD@$56(G+R8L2
z!oZv4BY=F0f^}kC$b6YD{+o<Z)yCzGwjdIV-+G<48wZ$_nmG!~%@nK=cf-YxUMmQ!
z1t*O8lGOI@p@UGEE~H5OkcK9D){Hniuv}M!`;4*G6yc}<(RMZ1_0Y~eLkOtSabJCP
zoOp$L)JhGNyFm(?hWj=@E$W2EKQ8w<rWxwlgJZdujX9ZA?$1jhqe>K~nP5!4AUMcy
z3v1w|fy34T%cJO2usm+bdchcVO$qY0Afz>LZ9&L&5v$^Vu60o#pGCG*Jq$eTDukO@
zo8B&%!LMF*|KJP4Z-^&qM-!5hsvVuX6r5k4E@m#OzTOJml)S}Oe$u6QlPw6TMZB&x
z;fJToQj56C$pVDLVtO{k1Soa8{nD1Y-E^qbMADrKs6~bU1Lb-XdpeN(LzL4mYzwJi
zF&k8~eZ^R4@ft`p$5yiy<Eq)dZ2VQtW_?kBxO5ZO+C%W)cnif~6$TrHgVED~;=Axj
z|Bf-m3Hgk=9r7&eyb)Jo7OWta#!VXEHbzGiz&C9{$bt4RwjktiXEm7BaR2;lu)uJ?
z<I)cIRYxvj6F&ww?wfPn3(oF6;jvu{#`f(yy0cy-0wZJF(*{|ey2toinnLXqAli=T
z?k6S|1)L0Vu%$fb!TX>waq)v!V`OV_%Jro=t?_io__G>M&)9;HgY+berQ6AfT|V=j
zo%<YR^8=mDU1`>xGgFN`E&_MU69t@BL7BTqJlX~Ti}NvKrX&^Tu0WjWo$&X?y~XKf
z6=(bkqS94CR60bICiY2V^fa+IY(ex~?E3?;@7jmW)ECHUneuNK$YmNC;lj8VtEGx?
zXxbnCJ1a=62yZiHQ&L6PFBM@Ic2X0WX(BUSnJlM?Ofg*tWTr!8Y8vroV>~sDc%v<d
zo@>Odfky0xA*hzHxl!l=-AX{$sESRiHEaPTRiT!!u{M95W&cTIh9s5!ty1>8({&<<
zC5}z3L=f+5^#~Fzy5;}4F>;!~KWYmiDsT(mO1ft}r(1xKSoGTxLRi2(yYqYOp6w0k
zYw@Lld-m_fgvDzh5!lH+`<C&yG==(C0pb$6XShC-9bNJe#PxQZnsx(^DYTuab9Wy2
zSEsw<6>Ds7Idb6d#3;{{rUb&cQPXqS^?|;@7#U42Yi&WuA+}0@=z6SoRx@-+wzGo7
zV!zv%O$kR^tGjdkeq%f}jkv=WM9($Ce6kLyf%)q!`w?S?B$a&^=K5h{<TQbww*?Uu
zxWz;*=X#zXEI>#szGgd3d2{`~@9|uJTX?R2buibz*;qpH8b}0on(N<a{4GtPUN1mg
z!nuC?Y3!xR)Mzs{g4l)e;HukT?!>`01&(-yc-%62lg+^|8Z#)NFj_lO6-h^$=%7<b
z=`4hR4*XT9rzvu$djlUfMog33&)I^IgYW|^{B{8!>%@L%2Q6gmJ9lSke#MyLq|&tT
z=e}%=j3&V^GW*+YNbY_ZbaQ4Kc#ZqH#C780e6X{H+?eagJI2F9F3Aflo9`O4BdKgQ
zr!p8*KGI_2MU9YF_P6Qd>pzUq(WLWlwjkvA`UVTQ-T1Pt?oN$t6Nf|k7mGRKVlfm+
zsTYfdMp&XZSdgjy?kt+L`Ky&mjR*tjqaAx6nkNRCZg7n8(Ik1DEr_TjEj%9SH1TM+
z03osHV6Uz9>4?AlMx=HyCknFIF33%=VY`q@@&@bEkTLU<8itfygzrjc1lsA&mf?&s
zKAJwAv;`5Bq=hm_ePYke0))ikb+#tXbHew3kDc(_Lt0sUOW=gJj3pGWbVOh$C;S=X
zZ)pnk3IXE3suTW`#tcd*jM+NjKW>beCb{?6f{=soT`c@=I|)Yu6OEWEoIV^yFSe1e
zvrre#9|{z4QeO?n9J|;k?bLCQBz!|hdRvi1Y?om2#PHk3tV^mEN94q?lUzribapuE
z!iDrnr^`l>sqsix9L>7!RQ^w6j5U4vO<NE>*O%RazQ74+qc1Zr7OWt!E_~gXElG7@
zx73AQ?R25D)9_Em_-T^=ds`4u$y?0$(rMtC#sY-I;{UTH#B&<%`W`zCcZ8jW_XSSF
zj)Cs1e2BnKPQy0iZ)pm(MSy7QG;}@3V-$W1tv-$3WP@<rm_P9bL6gO7eTI9D5z_>B
z#1@1cg9mLvNK3%#Gb>Awnhh4n*B|&ETY@{omf$0SC3v|pVe#5W1a`6nFEjp@rch4_
z5dTFj!Mlz5lTa43wFK`lMobgjTWvu|OYoz%AfzQ=^_i6=cziZkz!Ka&lO^bW96VZB
zy=Q0G5_~$a1pmvJuz2kw0y|lPKQjK7rcht71tAsc_XUXme|r!A*O(0nr8Zle@$bfn
zX(IlXEr`S-wod!qNE>GmJ;;n#O9&&-6+_;}g*!!U=bl?b!>pB{KYN3lZ|#m}u8qRh
zX0fFP3q!^^Ev`kPlx=$VouYgbIC~<HDTy15(b1%MtpL$>%I?0&J0xTywo+%DQ_b-a
zY{kXN=qFKZJCbS84kzdTk#{C=b`@2^4+sbd+4n%W$%CW=xr8ii2@pCP1hSb90t(3O
z_ilH;&U^1RZ%NWPfFKA;BO<}|b4GE)4FtE*S)6e`ok39)w^2vuli8h7Q54+$PSv?v
z-E-gTI@PZNe&76lW3*r0bI+-NRoz-nowI+aTpWV!p?cYeaEOUlTYL>)rPmdS$af>V
zLUsG=M&v8(c0IQy?G^|1)x>UB+ASUT<=v{-nNQrwEyHaD+5j$O>q{EI`KBV0ZoC%T
zP`5V@bE2autGS%tk>ViRBwdPm(bGt;EU{ltpm?SttV3DVTN#9F5|FF_FDA;1fN~EP
zF3XFCy4-=-Yj9a{M2@uZM>VU#n27+ydMCS5bg`}~#A!nCQX^h(grx0ooF}bvA)K2q
zN)E;Fw<_(6cd*qX*l#lxVI6xm5|`2uvp*uPhuFsG;+j&(gy|w(@I&l(6Bh3`6=9vl
z(j-z)CO#LQtH^Kb&TW0_S5o^ar1v$p`MUIaQh|r0{z>dEsXvAz2`V|~9$#TAMX-L!
zRD^Y`{3t?7C*(hlpr2(|h%RV@AVj1i|D3HIA^uZS5!Q*X*&u^W`86>C29M1K#GvwO
z5QnNd;zRg;*^hVl`<p@S$ydImksHN-m9~hbu>j=0V5P04%<2M$obqd-Cu##CQF%3p
zMkVdS{#}!Hxs5PfIQ^W?W$Q=C&oUKZoxD-FD5bj_NkH=J+0~-k<IMt2kxqXeTS0>U
zTvHL&(euY?g**RogkEG<h%WRa3gyyD+JCQQzmPz@+Ej!^h+%Z5g|M&@p}{bDn^+D(
z!Z&X(4CQjONu7F)R~QN1F0I7~PE#)mg3^FrsX!z`AMPV(5+u`~(;_$<=(><k7on5I
z^3IJ{O0KjQH>w6>bzL8B8&_y^xYd+p671<_QxO)M1LB%^NI0dBPh1=}hmWu;Ot(2q
zIKmtm^FPeil?)djFco33eMG|r?1}7>dm_>9NvGjroWcnA>(bf@4HqcF&TtX$mqZ5h
zhKsM7vP_1HFPn<6*c=eo#%PBOHkce3S0Nt#K3}*#Vm{Ei$lWC;{~dyns$ZC{NW^ya
zJ9f3{4jP+8P6WA$7H+IbyM^DQwA&SS<Km!0uu}SE`88W%GIBg?D#Bt@2}h0vGJ!(;
z(d{s7bS#N%7p)R&z6p&PD8j~=aT;c4h)v}U7z?Fo-tcRVnl$N#gFVA{!oOD^9KH+x
zxf}nv2miTO{zF>90#gz8TfuR?5Vlq(Gp~#~YS&kPLe7_@I3FPzkopMzDP7bC&uIk+
zqvM83i+%K*J@bo9t2`OzH<^mire<&qZ5G3|k;2w7hAS4d0gc9RB{Q`V(+W?RRngEx
zci;4^i!d-6WcGqg+z_KweqJx}4lEZL5`3}w=Ir-I!AZa=S4RR!)(t1LBcp1!F%^Ox
z?JewT)BUcVRTvDzzJ=D|M-&3^ii8Wkyy^(X!3A&^jT6VuU>qU)Mz)G%487M>MA92y
zkBy`2r^&rQxL$?Oc#&g>N_QIl9l`w-+az6Z)8RsKs8i(lL7{w_{dxlBlcpl9Lz&a-
zRD-$?li+<`tqA=x^nX#&v@L~ze!w<Q7tmY)B=m!?7wXp@)A!j*5KP}S6_Lfn`7nf9
zBu<z(HXDdYv_O9l0}+W9=$2$4BGCf<2Mt6BEnt?s{yBC9U8Qt_;jhQ8pi5SF=j28h
zIG!tLf&DJhtQ}Jk3Ca_th(B&u(2LpCkUvThY7=z@-ON^uAl_gqB8%9(w_bQ?d+WUD
zk|M?jYB+0Fqi1O*GWL^kuWhmGD4)MDbi7_$XTOUe4NOHONGnoA+g@w1tiqj(mE#9)
z5{|R&n2Z@bj}whIvFk(=;n*sTAWqUIcg<?_23|vFiU-;15$g9KvO~8po3#g4UcEau
z$<A}d&fU&MunCyC?A@jeGWm11(Yj1#7eo*(v4<i4{{Z*`4ocm^N=v-3Kh9Qx)cYf*
zB9h+r5Tfh$vS~i#3xuoqBKaePNfYbjO(J48L{HC9>QoR>{S(_rT~rH1lEGL@x!{!n
zuOS?Iju+Xt*?JIO-!v6romU|h*S=JS81{{F0AXRvP4K06`bV81Xw1sQa!l(9BsghJ
zcV?dC8#Z=wAr-nltGC-f>Po#y*ZZ9*hh#76*QO$@qdYN%Qgpl>eya{?a(DR6{Xu=N
z3UQpWi0@=;_!g$|iD9!Qb%lRWR|0MkTNTm=7n+K&4sO97pe3)lv_yz8r>|Jv3lZ73
ziGwZ`TgQ?J?P9i>x})X^@&hMa-Ce2YI2i#pvlSu8HkgXgMrJ&zT)3fCuE>C6o`a1S
z{*jGW<^@%;jaL}SRoK?*k~;}JEKyr=mq_VqGUq3q8<yF+5O@Pp#38&XHcNIG(ShWN
zc-4pOETzn>qfHqEa2MNXT>!HS>Zx_48yV+b%T|HZ`|YM8l1_6gqU-kD@U+Vs9>nZK
z=Viz1hd{I$FNOx(=PR`;em#SY^(4Z4m|YFJFqgxH1h69tn=9?ecqOFlAc!AiD@G81
z&{TwV#FIA$5RYr1RVy}O9+{z-{SiTZgKdm1s3~xV5<+Ap+7K2`u-{EsJZ>t&I*XaT
z0AU~A@k#1H@f^%Af?R&ZHcXextb!M7)``wDYz+vVr%gpzr!!ql`Z`U~^9mrD6VJ4@
ztePRGc<Ky+P7da?-%q&AF%@B*%e?Ka3gkqoc#Vc5|Fb+$F3L`%&gnXoLrT4D6LtH~
z{6aO>(aq>chPVsZY7kiKOhsg28E)5Oed2u5Kt!U2r9H2c_dw39XuC^nN{Wp?xkDMi
z+O{tLXXaC=_Xrw(9lQE<8`3ESk?jjKms?=bmZjXkl$y8O!K|@0B5i7~sfa91g9ect
z8{_`9frvy4Jhd<o5gr@&b~=da{$a?vZRHy5D>%KCLBGH5Eq5-44ZezKyf7{At=GL#
zyr(bSEW!krTYRtCg6&de033cQKC1cvn`M3j6;+Wrs*)*!ho6O4k%8@f?6;Ce_--lU
z5H3;UOzdKItW@Wi`V;p2N7*K7R_xgEaqe}gNt}uK@VrdSpJ%H<YWnX?MI;^VZxB|u
z7p3l2>A>gJn$C8wSuY=u1NS}%y$jCvVi#F<juEf87uI}g7Z_tci%@^et_oeKrx(y)
z4{U*ip28M6l%p+jM_kzA#<rxWAMTU>_1|ng3HARp6`@Vtc>iwJ2Cq>rM#ytVxUn{6
z5aW!qx-$tUgWlNeLch>0LO2kOzA0QUptz>8^&z;9mm=B@hiyMbrs*4I_61en8Stti
znX>GB#cU7DFM<TlWLvD;k!BSdpqY!BAqSyZ8bIDSxr(h2L9oJ9MABoHn~F%LMc5Dw
z<}`^GmPYHT5CLptR1VReoUEuHQTj7Bl>v60=r)yU1?e1(=l-Zss+k-?`)QG_3TY(Q
znu@TFXYo$C;7NT*UxFXfog<JtEoVzm=K(}`C);RUgoOewcIYQFNVHBtJ(5DbgRLBa
zdYh>TZK%fI%9$5=El9itp++`W$`F7qXE!9j2$K5<+cI5pvkHTuX0D&oEXC?5%Id>x
zbqK2uND+tbL%D3*WzME_k}SB^2fK&m8f5Z=ATY3U^B_^ZnDD8?A>%nj^#r?abWtrU
zR9dc*=u7T7geHiy6mXqK6VmwdKC_Rrl_UTkGZm3^wnt4xB%fJqMqT*K8i+`=z(ufu
zh@>vwX*$mj_dqrr+C7jBaJ7CIzDv$ZC#b>1Q>66to#^y<Ipm}B#H!DCcETc1#2Y==
z>8X}WwesLlbJ=od)fuZ+EB$Qv5AjyW+_Ss0DiAf2*$N38apFffi~TOr52i~IZ3nXU
z(OiwcC8s8t*<cn2Axj&OG8I<Ykjb$jLfML)sOWTDIjZ73h=bYL?E1+c%m|CI)4+dl
z5EK@^axn8lE94X~u_6pqmE%vihOHOjw$hZF=~8X!Ccjavm*ECJ^cZn~zdwL5e6hP=
zeB!J0i!tq|5ZD#$iqQquQz#|+%Y%DW|M(P=9(G;ER*KNtZ7L!eVRs_%Zf|~_w+pVf
zI*?p-t+O*qsRiR89O3uLlv+*?#D!cYMoBT>*i!dudtt#Ip6;uxCngFTz@M-yO1A-=
zQy2kDVUCfTKFfvZkuG#)FcRVu2_ri+h*7qZq(SU66=A(WoGTkd|FTRv&1ATfp?k+~
z4HJ-qP2nBvD$;EVXJb?7Z<l#fW?9o}32$fXNLs>MO+{F539f7j#iS){gA?&U;vaV`
zU_Oh)|2MlTbcruV;>C!#INJ~OG5;-FF@pK8O+{G8yij5;0p?vE>~_eh*oa>%mMe}J
zG1W1Cyut|bKiS6Wf;<sHmf#2jbd?h>)D`{!x`x%B%#i<$tqCFbq^St&<km`ZK9Ji`
z_8Kw`fVdOyG$HDqa886x0d-p4^ov8a@^!839{WTDA@SqRv9#(LI~R%jZhzWFH?}c5
z=}y^5TEj7HElF!Q%2b5))^Mq84Fk{`oQ?IMA=*Qw440b3eBEoLS64|DL9PtUnJo|d
zMY!FHf1upVgfZ!=WNa^Iu&Ysbgt!>n%Ya+VRDug#B(*q8Dk1tP$hZxuIv~x*Wh+gZ
z&#9&&tT!JV*$2hfK3bH+DzEOt{ULEPF7GqYzA!@G!!}kIa`+h-OqSlTeJFHwrLKhB
zi`kkGayv{#WXT!qvn5+~xa>C&k!W$c{GN6FC>M^(i+cy_K?^=PaCuN1_JGHb+HBgC
z!PassyMlFFi#Se?baPX>k!Er;TLscgZZs8P9nj*fwPrmiwWMFZ(+otwD!&e%tuW8S
z-O!A0i_Qax?g6&Zy66gumy+8IL?kNI+Ksg)9N)v%hj6^#RD^YoXKo4Va84rEVSWWR
zvFkw%{8&nG{so6YqhfCk?ly~vWMcLQl>|YUs~NP0GLZIT?5feFeO3YDe1dIqWtP|m
zr$%U-*tbL5aONM`MjF7QY!yiZ_`InI>kVL0Uog;wC}8MdT=V@BguyD;Ae39Bl6S(c
zQ69lQ#Wq<N>|$`IL7gQy)Y(;aCJ=wbR);|Rp{a;0M1wDG^3ldK76TE97E??Yq2c-3
z#zT9)*0aZ#XKI5^bPo>WC&J+lL|K7v4|H-E#WPXrhmSvc(j;t(%g*i2dQ#Xu-YMD=
z_Pa<sD@YM-Ptm$Q*_v`WgsXwTu6^NcNp+e<e#JVym~Cf%_a=2ZHnku^%~VF=J~-aq
zq#H4t*)J!RyunmN(v8-eiby&$qMlG^b|#_)#F^W4Xgl+Hn=3w?^EDe{Y5@o5{a$|=
zX3?Y0o*_Sg35S?w^flqj0~bleY;uzb_Yy54m6kcYAnxEdv+E$gF^am#ba3fCGQ1dG
zMLsDvvfoNt;VYyFepfd>FQ2z5sCw|JjHYv8^+R+PrEbSMl*9i24z}@{RX#SqP(mG}
zX<16g*q7(9JWrmtvvnds-r5;Rdk+TFlkoFXLH0$;S+8HD3>LjW9E%865C8)9VMm&f
zi&p%pRECptk)NyRH8LyW3CcpSpJi8~F4*%6slfWNt&%br2JTvAk)#W4#UM(dsgS-4
zOii=TqyHJU;)MQRnu<t13ZKFT)a{e?=`d8n8HEg^BnHk+TQVIsuK)u554KUdKxaTA
z%t$M-ni?q$q`capi(Z;@59D9j>JUsnFco1R)8+#su!zQea@aB_ha=N-3fy=2q{AkO
z|3hBKt?kZim3+*`W)%EHJ+Y%N)Kj`u&P9-8*y<2oN12MS&TDac2C@m}9Q86J4-|(S
zTk>O0=sbWJSF(-P?REvx?V@=TxJ@Nm$8IJWtU31vPG_q}u%2cr!aCMj+kHq|Ccc*N
z@swX0_^K>YXE<%jAiS5bP1A)pvrq-y<mW9>P3?p^7Xtd&`Vd;XOhs6ywH_|vgnP$g
ze5wmSKv*9{bD*S}mODlGMFgP}-uV(RL`Tmg_@1ydYyq!eSC?)JSTC;lguBiud*gXf
zVy_#T3&#v#u4psTTxG=0xsh;ytvYEeEmINJ8_VR~&@O_i18oLesWX$H?2m}@9c*KC
zQBEm<cOPgY&Jm<G3Yr(v%OY=Qt3uGc)l`IaG;@1f&7c_6>pt!rxAE+3Ukq`5j%}bW
zu6YGd)iC~Essr%R6x?UoN)d3MF%^*oXRuwA>^R{9*FZ#~#hXm0--#Bu?=c}Q4opM~
z*!S9eX!pHl%1vw-vE+A6<Zgwl3CfIQ_|$km>qYCjvjh+}X7;nfW|=s(9nF3hY1v0g
z5p8#|y1!{Mdn+7J)#30NVk(qtc+3ZrcBMMU+7-f4=2W)X`J)V};;}h!${cA2r&5V_
zr0SQlbs$xLvZ;uqJ1;_d-QKZS5}(@i!o?OiPZV>yEpV#nG++a`0Vg)}=F^z&L&$Ik
z+jw1uOCgdGo;iV|SEM~$;ICBNNPAb_+agRaW$Q$kUTiADI@8I!>LS!0?90o5-fDl#
z{)mj~Y-4m8O@U>wq77jYu-{EsR7^!^voPMue_`H7WGwzGR{tB>`s-Hz(FKu@TYSVw
zz2D1zDXI6@OA&29DP2DUJ$7r&X|$?Uuby#NP5*#Z`boBRx>foj_;R?B7Nk}`#(poU
z)rU<*B(3>DQxVDJ57|y=@`v9n0}+W9IB78uk<`WE6R8WBf^O+F1?~Q<>6ktKfo6XY
z>{VCI!{@~F&fl^P%5U1ju<_=dzhb|OH0NhbMI;EHmLj@7oUGm!`KG{P*oWkOP1uNR
zL2w0_{^Q2vWi{bo*AOS)aGtZXQ3=$qsgVR6pcbCjoz(-OIJTxBeQt#3WMmhd*h#xw
zaI_Prc&*qjaUv85yU0kkfUO`wKi5=57QMj$AjS~ry%%-ry=_~R@#nr*c<DH+*Q|B2
zuD4>J8!0SzwgrRIa{`x{9j0r;TjE}SDZ4K7d%dWT@p}Em>~|6Lo27`hQ-ki0o3lm2
zuYF~Izv!t0<vLtv79L7!e{EL?yW}w2Y|Sc$)h2|!m)eQ`Cbff1yPzHEb%SgjNY$52
zMI^n>Lwem_ZO(|C*V+QgErE1i$2Los&dfsO#MTkbooodNnmbHISVuE=8=Q!Xc&~Ej
zYa?6>Yr*1wo7b;)p!UTO(j#mGbs^1zY#OMcJcALJwuFWi(2#VZhuB&WQXeuEVV%@$
zfK!DJIL0S;iV&`}=2z6&;#j*vNa>qw<8&#_f$R$@?c7*9!su&k9SEbZn2NB@==hCt
zzUAP(4YdnpenTR^W}Bi*WHJyDb3bvx0$i|ZXL*+WY69ZtrXs9^I6B(UR~aOK#_C^q
zes?D0WO6lj4DL~iLr~HM7O>w+YJRS%2<tV!cvBcqt0Au~fisMVzSVGgn&2G(u2=i~
zWhxV$2awhVw$ZwsWf6o7!Z2VBc_As%+KrW_6xXx0Ar#Lu6=9uXyiuuy<%<7`JO<e6
z>+<NZeOY9`lvMk*rXs9Y`_$dg3}sZbyh}4<^k)R|TDC#DAf`d^GpUh?*NE46$Z&Q$
z`|X6tt)?QZ6KS(8H<tQ4GI)?}f-Zw&;ZqWA4U)?LAp5nX@*gl2VZHJfMBSm$8iaWK
zGNiCv-NR0c`Vr|^5&=EIHd7bS32`S$=_%LwF6c>+J<e8yAbZSIgmq-c@2dNC|GHKg
zHczwHRx-aKmS@<e=wg`+N04b<2#BZIuO=X#G8JJR#I`-bNVy1Ut;7zLyfq9iw-A04
zR|RX8Yg|!OOSuOSK-|Y_`Fiw{hdnhK5~RDLu^G(2z}8HBTcIgy0`|gXO@P-2?1h&b
z;oi6l&JWRjHrQcEh4)NXgxJ2zk2f-htvG2!GfhQUZ$xhTvR_m=nyrNSEH;A+*j1rB
z8k`RIn<fN$9a}X5`W#ac)<I9r21Zstuk>fc)z3Ca7uU2x6+<=0$yVuy^yTcg6Czic
zim*;(`Q`&naG&?#>UXQ*540+9mmVUQE_c9tEvOB`pX(w>Jb2?nObC@0?@=WAYIa5F
zl3Wh=nnFt;mAJ43PAEkT*2oYztxOCF2_+touVO1kAivU7gmuVkF@*+xli|{J4R2I8
zie-q(h(SNH9n%qK)R&cas>mlI2phl$*p;N)0M>>nH$p2#>|OCG6&dA)m2z7@+u6l|
zb*r3nI{iMjnxr|r+f;=0=Fn^29N_j%P-|wKY`Y*28^@Q~Ri@iGE;Mf(;yN-|Oh$|^
zvXv!G<R45$SZ^ZJqRa(O&}zc4nO$S${Ei5J#x_Y8;q)ZmeXJ9K@)P#!36%da6=5C9
zacQRybzoM1LKL&t+gj^nGCdLsGuUq?6sDSruufrf@75LDx5?Fs$mj+WCD^jW+lr$>
z3!*iQLW;+IzB2?VQA<vbxWTx82tKBzKwL&0g-jG)ZGGl&qDwN7`&xF@>2|@51+VN@
zEAmq+v)LuKyI?zP-i|^_$bG&mZI{J_>24_yZegR4zQW5HNY7^LOIphsQxVo%%e>14
zd)N@kPO#Ri9k@d|q<Rh8L|v-$3K9}*Rb;0}^rQDOwibld6{aHWv)VH{0v;-`8I^^V
zVb#7Ivbu$BqAsiXg{II^>=TU->n64u1lFIJim(oA?&d}Vj(Q>Dn*-jpaWtvz+f-KV
ziy^A_vJKQlHLn24d{9HkB!?PGZWY?C-o@5}ka~xy2<xOy?uGO|somZc)p9M_`W0a;
zpmtPhdXFH%FR%^QC3s4~tGQ{--L&Q+TCCJOM3L+z{5@MELi2x{im*;|X)omLfs+@}
zvcU<~8-Z$oEi@5=Q7pG%UW9wwDp2jGkm--v=Ib);DR_{MC)VGM^cU{za=RebpJ4rO
zwo(M^f0~N0j&)WvPw||=ASgN207B$u<|u8-AhPKf+FEVQisvVuD|B<EZgdcx!q$NB
zInGpsbv{dT`8XRPf$DyU2j>rn+=At1hM4wK$nY$-`MTY1NiIW(=~jaSY>37z)OX7{
z?t`n@DiNq>n2N9tRU?kF;uxh-9znj8ZL%&%qqxhLv(+IG_n3;X4sqJ9(dH0rsfV$r
zNj#dI-x1P{Y?E{$O)rc{o!pd8VT~rUlvl7{PoNwy6=5C9oXhYqD`ZnC_tzn=W_A~|
zZ7BqFKifQAKywS>5mm@3(T`yIGqw^0)BiFRVI31Bgn%uiip<cud%3gmwA0{#0lO1K
z^|+)}DQD8e=sbY%KF>B<7v4!Swg+nM*4?6u8bcaLcUWpn82%kw7sBvwOhs5{cye2Y
z%VmHr&+(f@bv2;(2y*-(+i+cuP8*IQj+f^Or3uLYU@JpF{;R17>mV<LaB3r?j(<Sp
zOb%~qZLNyDAL8orc9}?BZhP+oPkZQ|a5G4xv>t?{e#N~WI8LgNCoT>fz~o+A3yWS6
zgl}ZjjVzWM*5$}z;fh=@ACP}Ui(zjYEr!&9p~a+yyojwWX(30Oim={7reX^bM;cze
z?u}-M)1Q&xDz-toU3gkZ5HxZ_jR=ty?6(sl%S}aCCo)}j%Odnvh!KvH9kmzc6+kL4
zVH>4OWd=A^LDvDTU;^sm6o-zbeeCxWF1t)cXmc^XsXrx-KD!GVr<ds|<X1#;J=-2#
zBvX@!vm>Yv=_mWyFDE>jQp6#-mESXb%TW+%;FLZXuPZ*pf~~=EEBLAn!X4v=h}|qV
ziNL2#e4x}Wq4^9Vc^jHE>)1(?mfd{thJ!uBH;VTj2VO;cAslN3-da02d=vcb>Vv3~
z`jfJLSAW76yvwxOPXU#Nm%x9FZCL@UoqA(Mb!gbH!I8s?DC*jZ@Ej|0=2%e*iYvmK
z*gFDnoL?cL1gu_jdU<5D)_-ug2c%u{$dkv1LC8bfMMV!SP8%|`I9)lM=oz~0bycAu
z!9vtq0Tz7sBCxpo2QGd9R`_-$6iADHvuV{9A-D%xc%P|=WQ2JGwxDhYJGgRB0KPe*
z$-@bl*tuQ{>Gz7FJv#m6n!MfR*Zle*EP79OHo)3fByofDixR}#6Ws$s+J$qxY;m=>
zSbPsw@e}MS)@?*rfJ?p$bp)*^%;O0$dSw+s>R(w!Zd65Xzo;Q7h&3df2eF3a^e<bQ
ze#{<c8$kxo$4o_7Z)!7k)(5>>`Fb&wiY6yoo7zZnOCa87*k<YCommKCy(DI-7a0Yf
zW-CC@JY_1vI+{~@BljY&AH3qi?_JGri2&&}zqvoC?`>ob1vH;QeDgQhT78Mr)sib+
zPo(bQkdC^$k?yps&0%Xqc+NBxk>$zx^o3d^!RK(cWFR8Z!crieDZOC?ohS}r`r|)F
ze#Mq@3A<8tJNi^{W-CH2wU3K<5&Pw&QEW05VI9Z$mk*6P+i-@vJDv!EYvEqc*;$8A
zJp`<DV2%gJ@qO2|AdM$R*%|Pv<;rNr({O^a5Os}RRl2CpgLA^soJk*;3j3>Qs+e?(
zwt%L}4>X!e$BMmdMM<+5G8JLHS)7t;3z65ta!1@g^y<YS@v-*G*)+YH&miVEuua#+
zd<tA;jwkey?rutTSE?SuNY1S8W@|)vj+u(E&a+30r?YjdI``6l45@yCT>-jOd$g#!
z<udK4A7v{=z<$J3gmth-Zw|NARdC6l5zKek2Izu02JXh;rarCtZ?WG>YX0k{BCOYZ
z&qZQ^2UFp2e@Jc$;ny+zi&q)+;cQqXqyHF^`#rk?bjd9%459_mHxVt6AH8sEB(i`E
zmcL<ZMacfrRD^Z1>vsG5>kxn*zH%b;=|H(D|2sG%7X1<g8gx9s9AOWuNTjZ(zNQnB
zg!~t8w6#b&4~EpxP8nG@v{U$=qMeYM!1bcW5!%__Gxa34qNGWjU@F3Tlh`_eCb1m$
zi=ok!{H9mV20QGcTx>2|*j1=ITx^|4bAg@Jy70xrDj>tjMz+?Z?ObRo!g|}eApB6^
zCf5W<l!*$%Rx-@4EZtVJKKiIgYr8S746=14ZKGr=;{V6C@j7;8>9&m{3gyyDI!nBh
z{Xzox4pR}<0ngisw^O41?Gdl;RUx}}HnU)da@b`bVVkInWqu*NhXOjvz3!BbWTbwG
ztp<VhAyX07VV$}YP9X4b7eda;$zQv3FLhGSc@S}alU)hAI8Q5xV<~Bc3<L@voVG_(
zv@?E<try|@6;lz``7UkS89U9<w4Xw<zh;}SOLl4djylf#>RGl<gzC>tMOdfmLg)g&
z4uSGSaIBz)OYme!lgEmwAx$}NU_Oh47jCk(Bs(44MipD+Vmz^B+~IivTQvfDuBnLs
z_dsu8SA}j@7E_^Bbo5=%ej&kko~a1y_?GpFkQR730enP+18mym7gAM+{#6-=HpX+<
zKL^-Vpo{I)f(%U&Ua+7}ylERkGRXl$k*yYid#$Mm>u{L^>BI-&*RrcZ7qaM^t7+f7
zo&7?B?^aV0*6|f~?yo`ktrF~Z!o)ZK;8&gUYCVDd@j<rPx~NVr1p8|cM5`ooM6@}@
zr6@nhR*0Z{z*K~Fl*@Wc=%H7y1Ip+CRF1UGx(DGAU|YN4gFDZN3Y762Vts;L1-e*I
zEqKxf*B3Ux94HmiHnIWo<U)MC5eoNlwps-4W2Pc3!VR60kJtkz5-K?S6Eb;5YCe2_
z#-;eEtKiW7npLVZarDRZSR8rZ{@%0(9*#VRhaUmQHuU;E{LfAfU0y@=q<i%-&OoaM
z$$qnGwNrmj+r;r@(rsrm3Sw~#RpYL5V`akDkbJkFHm!@q)%Ph=5zl#payN^$&cqwk
znNp57{2Flh7M|{RqF4J}_|M(=&pr6hz4D)sLtcYgHS?6PL51q^8WcWcqd|$OLr%E-
zQ%#LeTF_Ec5zl!GDs`y^RZMFjuLa$I%95}Jh3fHI5I$t91)WJhYM!a_NejBhRK#=M
zg5K7p7W6LD8pvxwhfiG^wxCcwUJJs9Y_*`XXbXC?sqsk*y3bU^bKZiU=u!*%j%f|#
zwV+!r?g?8^s2;Bc;X}4s(Al&FJ#K1z(t;i{74e+6pkualXC5?7%IVTP=*d;f!WI;&
z$7@0OkgXPU4sAh4nHrz8pcj~mu-Jm|ZswU=LO(GGo3$DI$HmG<#QW?MF?{8=$|iAx
z65>|iO**(;4O{){QqE8Yu9GfgSB>sE>8wKJ8wN48AikZnO~jj&F?!`GV@cQ+pEJVF
zsIZMJrOs!oNY>_SO+{F507r|Zx!8+RnI?ZmOeMAfx|kqgr&!Jk4M@#<?6;Ddzs6LA
z^_pMaH&O{ZpSVM~NyLhTm<4;H?Jl?s=InvwYdN<Id5<E&JJ=PWOVBMeB1__1ha%2F
zyy+#bwZYwL2zxE=NfOGpu{9%<Z!r~No$@i85BT+B8Lk$q9W3>C<ntl63A%ia1!wn2
z2U7X(XTO$I{(DVDSg-t5QRO=;A@Q1z9?`84XCH(<3tEjZK8WMj_LU*Gj|`ctQZf;M
zIKRTK6kVLFVw~<uv7ap5ykSq-4UG!Ji@-(hlu-oxm)PnN>|ZbyVIBLr82hTVaAvz#
z93DV4ez@ij=S5-+lIIF=>{$uw@?aqyG$FmQJT@Uo*bsist|r}vur6r`tKf3JFjFKQ
zsJr5LNth}9Fk&;ui4E~nww|O#{Mb~4^%ikP+#*)PKp?(W*bd-(D?Uu>Ig|WKDb0ZY
zII^F6ku9H_GZOZzUHSP%;^MO_zO?d_8_p!!e0FECl_S8Xn~KN+=Pc(!Es|^Fo6i%q
zY#<`hVuKW6u)q~sz)8c!N5ZkuI{5FYkT`HE6-L2n7wN<}meQ8XAxe$2`pmTuc|545
zPQJ;NXb3{SyIdN?lxEu?#0mWG_@b%utsCBRbQI&|#cZtkLzbwOv17ejaVV(Qz=8PS
z(BcqYa!$2_{Vvi9FO?$NR)5cM*Xw`Uu8IdPd&28L#0vrvN>z^K{Eh>{2-{lCnjM1(
zw?ZemtQ9)BpcAR=D*N@MvWGiYcH6oh-qNmjT-xpjxi2&~N<|$fD@1?EwQ7yGFNPI=
z58HCxik}NNj4)GsMnhWtuVX7gs{c+?5y@D0hpC8U#KlH1p%HgbYSH!PvS&h(A(lf#
zs1YC16Ag%AwIbq2h`yvYH9N1sX8N~mHoDDp_eA1IKo}@dEs!T7sJfzBWRi8-!2g=9
zK55{8VJaeN;Fg+JkJu@T_7QRLj{<NwG607Y2H;Sei~eKS1pbX(0lH0KncQiMEs&pz
z$O1Kl2qpU@TPs5LpG`$rCp#PWKpV{!m7oD+b3J_86+&vqT-=?RKAAF&%?bBMq0<TN
zI=K8C#nyo^dV#43>x>S$tFFtg3f+D<;rkM&vQ;CXmzs+Be-HGF*;Szny3N(m9qbnp
ze3zPvu#S&$??KsOVLXQ;Zi`(7y4WUkU!u-di@*&`MOcS>ocK^);uVAbGUP2)_^Cf3
zqPMUO(M5E;{3s4bnuJxD>?*vG{boYpUQ-d)Da_vF*US508NAPLERV7iI4e~i?Fu28
zzhWDwOJ;Tf;^{`(MTrF5oD1}yW~)FDebQ8fbwqHwC&NoQt5hnfzaxkruuaefAx{0I
z4sOnsz3;PMODg}nrXmhq<*#m2`Ku3N<sZ4#)}%eD{G2;khqGTxD*q49|H@y}rt;T>
zmA{N#3;dR!<JG=|{aRA_1yd2$TmCZfeHJ;z!>x#tBkv-~<E?VD0nwbIp;?8)cn*8c
zc6Jr$!aG%d*@X>ZJkwHqpQ;4;5E~GVDYhXblYI6sVXH;pUSul5I^5Yin?n$)KD>%t
z_ba#&u99q52(ewqHcl7YoI)V9gOJt!K&t}#g^_lIQH`wwVYJs&gmp%9;v^>*i>w>a
z5y4>+u8gaY+Ll5}_p!~>r8GB5dNPFig*lz*hTj|5N)SwUn~JcG>5y+GeTrQbx=7o^
zWcUR8g#_P6O+{G8w>X+z!!YCT6S>%;z(<Lro3c37c>w#~_t-}3f-1!G@kr}9&{3i_
z87;rV)`xKXmZ=Eq9JOxaD<HL=K$3@DVrz15cz^%*rW}%c1ivvAVI3vo9=-yU@f>13
z#TwQL-QQo#R*Ur0lT1Zehs$#}SNQTCMZ{a#6`?x@Pt;R=3tKZnd84Ta>y+g|bukdx
z<KXI#46Cxg+#GT|2Q!bM$0Rr$tCLy%$B=H7T>-ju@q9b700XQD3m_bHm^)26#R?0^
zcXpVq6(KulD#AM1lecGlprwnbyq@92S2t9udXFH{d)S8S5<La-W~y$@iRS3_DxBXb
z&DXItA~f$b6=9twgl8|cio$OlR@{){uG%jW*bTtu4kQqPOgHdf2jIVyf~uPPWMA3e
zuR@-XBxL__b~Wj;Uk845Xs3+FjCP9ad!e1;zlL@yc~YdAq<=rc)|0e|hfGCSZxOS1
zfq#~We-B#@&@9AF2kOJ#t`KtkHrqH|j&lkSAurJ`z9B|??Kjyv5Jq1!6=9vxiCaRi
zA`dPfjEakXeR%5x(o{jhRAtgMPFW=OJGQC1#1<AJ4=AatxXRZ#t>~}Wst|C`nu@Rv
zZu)kS2SI7WDy_T%h-lHJww9ofP+FuWP_-h1-a_{K36}+?BCK;+w51NNjDD?I85Mit
zC8tq@<_g1K)Oa%&E;Y&{wasjkbvxGL0(`JSoyAUh3Hp`PId<x6&{1&%TO9&%y{QQ6
z5KoGB@?g>;F6Tkm0muzrk724kZQRlbu*^1B7oZdG;lboX+_HmE0#e@yB*iztR)*j!
znu@TFZ_0M~Hf;9}z_(1cV-*+q74h7~Hb)l^<a7sps@{S2I9|(sIl*zesR-*h&fNo7
z|DuJ#b~r+9gy}C!&Ss3OnK(C#Wx__e*gpXC5f$77<RIdQ*;S;Acx^$f0KrDNC=kcQ
zjqEvb;vy}U2)G>}Z45~!$Hfn_)g+DKgQg;^H-@cr-V*tWf!7%1L3T@JxbfbAfG>~^
zF7y?GA7D+nrS8@CLiCqhKlm=n#m4dtb`|P2mWy*{Ns&uh!_8Dd^n+|z1F{C<&oUj>
zpI|FZn$F{<BCI!^`FjFr2j$vcN9Lhk9_BuVbOf2bzfJ`a?yuNJ>cX8ba@k8QUCfq^
z36Z6eq^Cc_R)gSr+Ej#fT*u3vE~^3tMs+C9{Dx3Y+-7TCG8ubZtP24#pZ#hAVveZ@
z>mVlgHOrL>b{#?@`y-<0WgDa0Kc*DmJ6Wk<7ZKVJ78kJJO<1fm6=9vlmdl6W9%m_l
z4bdVj62WN<mWDlzRzGZeL;U7&_f-1I?ei)vzp)G*=O75!kPrV+h8b;TbiLY}x+N6Z
z`|QfoWxok7d%|^1VZ9q$54qxF<Kx*AM2!)~yVBuKwVgJYezwA-!Mxm5g!Kk9YfGyx
zT-d;4t5zOqMgD8b#$1~+i1RgU({ypph7CEX8?0^8x{)6JYPJdl(5p;ESO+xu^13%N
zB6==FZ^`BX$o_~(KFl^o7s-^u{!klmO3jVv{{i;935)lcim=Y&jBO;+h&V7_?#QfG
zMSrB}48hI_?#Gqujm*4}|2XpeD!W2-d7e=KU1294JXhfq4bD-5Fhhq-Z6yqHBZFKy
z(WIl}m)Xh@;9oQqVIBBMdthC-A!sxqJm?UFP7~cwoH0cUNA){7ZfV5%3%0qsI34Ll
z-Y@laLwzwoQn=8i_<qJ#hT!{&sR--%W?!6QhKqa}^Rrzcgf(xwtwqD^f<g#B!fnEV
z&StAX5X~?ZVI5Hqc#6X;74~9;Gi${!Hbv6*JwvT}qvVY)cY0fcEr>_5I&;rY|1rdP
zKDz>R`&<t=YoG<vu{E>+W}0Y$>q!G#Fd(FoY{ac)D@DMbZ7RY#*fRlayrjSnB%Iq}
z+DEYqtCP3NPzECR*j1y8{49Yywha!7fq!h9*nQOvFLDiAMbZFXW-7vZ1DL$qZ<I?d
z=-F}?Uj0;Ne?(-rv5nD1HU->jP#e5gMLXjy>~|9uH<^mC&f-OVW#QoH6um|!;<fS%
zQg}bx3|$Jx6+(|hsRtPk-^+e6LGUh95!MmFH_Zo^(%K-bvFi|u7xo{(cTJqr1dTGy
ztTlddg!Lu1!Md;($;o7-G47av7g}0lLhuW0Z3w}?Hx*%>;C#CJ+f@(xD}FWObJ3|F
zQu`^}NL^|Ra#nQUhK5=aUO#5*L3sVQsR--5W^XAUh;}@qW=sx!+Z94ivv$~;{m+3k
z4MID)C7ITaFq+QRfiRk4D#ALWSsT1YxhOIW4~a=3%&MHemuyn!3T?_Dp>x@$>Gq`A
zg?^!%xGFj%CUu~j+t^p4Gl#R-DiA=cO+{D-v`~Du0LgN=5U~aB96}UC;MH3hgc#z@
zp{h!1yuyg=YPPYu$QI%!YhMZOJ`6<4x?Zd->02*lt3uFSZYsh$x~ZFsK`p3`!ZncV
zbGjA%8S&iAHb@uGv;xc?VvX`U(~a!66C$rL6=9vow2iP^j4?EGN4lKfk;!}5Ch0Pn
zUJyHC7(lu02zNjG^#sbFnToIuWx<XBE`CX83Ng?*8@);~{~WAiNd)yM+syW$?wdL3
zuu0<olwjgxClqR+aOnL3A0!u!Y!ija5cheuMugqpnToK^ZfUZ~ByRwPy$U10z={`+
zv&GUXGe6gU3Yq?hZGL;EDoVL`7;YprQgaNM$3U#uWBm!%AF`DqSpUORgmtWwBmZc?
zOTvg`e?&;rcG{Y$Pl>&sVJ0ZFAuJ}d-%VJ&$W(-N7AL0?2#M~6NF2zp(C@>2o_&73
z>6g@Lpxz_M?M$}ex}EEkLMls;__QHD7yRe?eb}@OH77Jzu{9zzSD1>hPV>yj-2?Un
zMgUzIrXxKt(gbyI>BoQ~;vSs`&atDAybFTC!`}8X6|bQT<b5T(YIJ$8iQPpK+uYbR
z4EqgPf+Eu(pgWjGJM&A}3KIN%rXsB4pC1Qm+8Bt$S&*b8>d`9WP6ZL<4QwNIK`uzb
zH5Fqm!`@4IUC-8o@Y-)G!aA=t;8;=*Qum%y*uc>Qt}@i4m}9ZudS<d?CIT71lU*^o
zjL$5<saa&1+*(PY2Fu_mJhm+MN6)z?_NQzO3H`U3im*<9Q3u+2Gb4@i$n|q<lXbZ+
zhUH{5u*g|#nq#~9(`VW05Qv{K6=5CX>FGWi-G-J6lud9VIaph<1yYO%pNBl6+=mhG
zf3Yh=7w-zdOZ%k+4VwsHjXQwWv>mShovj;T{V%2>th1h<>ad8@30E?iLAg^wWO)28
zTkDwx=`M<0GP(qmGr%6p)`ReRp{WS#yr!r7W?uixD}a1fvW?R1V>6UKhJfg_=XCb_
z376AMMOf#ukaBTkP^Mkt-f^ZcjaL|XUB)(6m)A)-yj&T8X#}+mD?ai2+RfI5u-j=W
z!aBRNI<u2sKCzF`@wTO@5M({dt{h#~XOF{LehI~1!?-so_px;(ZJ=Q)!g?E6wcFnh
z$Ai(~d+MtQJz@p;dD1qbE<a5KAp5toD@B+6YH%S7t;$=l1a)Q2(r(;-D_cLp{Y|DK
ztaG0U9x^iRv>dEOFDHlj`9+Z3-?9zUWj9NB#mJCqa$pucH1{a~uh|+9I)7m*!aAMl
z$=yJ>N+hnnW$yXq6+klo#x_cq%=FZqJ-AXNw4#%pC)uwjSpL~mghebp!!p<F@x8E<
zGf;*tSBUB3r~_f<H>7dQi^bYt`2J&+#LHs~uj&sfrN(F#{&~d}H>m&Xnmq@jyv*{Y
z;}uR{0ECpzcN_&-lBdb{8l;PU7&IMT0{=0#WyNI;zus6;9U6up41R6J9^Wg%o%_KR
z+vUH$j0-0IcPS{Y*oM~u!~tz%g-A)d`pnbIBcrwcgTp-_?UKc<b0(#$gp-<8w}JK)
z;F|@PpClePsbTkk`ag1_YaV4<UrFfW7nq8$*le-Y&QB%S?(OT_*)GBMSf_#r?>x4V
zy6_eh>LLxeoR&cX*G7=K=thT`bJ=>3VdgAT5!QM2$n;s!lq^h-o+L$gHec7uJ1f_J
z3|U^wt^i$@J(yw(ERfSL1e?0I7-x8;V6SE?MZmt)RD^Y~3*n3a@1I0)v1h`ChgPMT
zT`Z4N7$M%uHdYtnNn+nW)>Z+D+J+UMES7I(>q6MwXez=wyO}bENn9m)9WcKLa(aMm
zm@cPT7||rF8KLtYwg!aG{iY(U)5(l|+r$SX^_kNgGCMqm6dz+(fG)+%keU4gx*dkh
zN7+gdu%9;-kp;_{)`eR9;TV{4%1P^`GXJ)Lh(wEvO;dOaEnuR)^+-@=9sKuYHy^y=
zV9)T4Fqwuq^-b{4)dz<!Z1Y3U@Rl~e3}4#r2RXIheL2jOoz-Wp6>%k-W#O<5m+;iC
zES&A>brzWELi=ur{E6~g;unW%Wr*CVenf`*kB%z$$lcvJr4TiwxW)}FCPU5P?01nC
z`3Kn|+oI@c%fb}Jv|SYuj!;}}7RwiaqAu@pe#cgOGTYevF@aR<*!04P&`J8k2%TKe
ziPZHX_UlPqFEkaA^t%O8MAxCLhm)S<%DLF35}}dy`EdIjVp5BS51vmV6h_0@18pC!
zq03F{%l%SK{x22bgry<yi`mts3;aU$g1XrILVMlFUN^GWZKAz$y|h2Jmo$&fY-LIF
z*kCHcdh=MAKQ89qO&YH-!mY54)rGq-=enQRuV}l&S!Sz3&<&W1u#PTo12esmHI`QZ
z5xt&mlrAEz9nQPhuP0buYbwGb7SkQhk4ak&{SN0}n$}_Wb~w*cb~ra2|AKHHi&esz
z$LcoF3G8q_Y+7H*4(EfWA}lsr+~HgzZfnW8o46Jv=Ehrv)3}%!i0QNR7lGs>>U2Q&
zAslu7gKfMn)TMAzU4nCHIF=N5gv2*Ny1dH}UvQgMo=*zx$;bU)**cM-=m(}EtTR0k
z5&8n)Za7`=!gvf4W+q?lIAxLGi~20BfW{WWR+(sSzPK1vPjqeTT6Z*C6$0)^QxVp|
zbvi{*KJlFjBC-{1BXv6+@3>((TMxo(nW+ftycTS!2UTb1wmxxFD0NgM_R!Q3vtvml
z*2gwem)HrAn<S{ZK?MS%!{Ly6SVYIhU2H`NvhAiKtRu^8cOtazpAhY5SAZ_e%yuWz
z)H@++vXvrWuQL^49qdeb!x?5R?Q?JC7s1~5Hnw59z-Hl9W(YdkIn&mg*%}Z!_nC^Y
zPG^S5M*?@T8URT8O~Ih4j*z(}kj-b<X6dq-2@}XjFLY;xL6VM$f5}#Wp!t-k2<vE$
z!->DR3t7(0^VOda#=o!)(S>n*0VnaHCSesOhot|9{boYpd!{0+Q?PKr{lY!AX6^g~
z?jzW`5O#-|im=Wu|MXg!u;&-S9(5YqFx?)dd%)ep)_~AC#Z-iKI++<?hm&fBnEqo(
zaVNV1bSY+Le4GRBZEU3o*sZ1_tb^Sd#`_Gzev362Bt?Nh%5^yUY7=^Qd3KqWa&=JW
zBVCt{&7{GuPTgj*Gm1MJ)`wW@CH2uJTyJ(Y*wJ-xgsnSiO;uA7)?3rm>{3u|4)kZ_
z`6jkOx;&?aZk@^6j!sMuvfoaK++!-jK9THDogqSgMk0T~Hb|dHcI>4@{+#`GLgeG7
zBCHdcai!mcGlBpPUhC1NUlmGj3FPw6Y_oK^%q)!hP1yaHdPUcKDVl#`D?reE+f;;g
zG{@}$7Z0%$Nuyt@KOu}4TxM%+aJ&ppDfSxk<6lo=znM_@-Sd{hWI+KxB$Pw;M<lV7
zT_3vLVu~bz8-)2RPG-NGuvla&!g`OGce!#q6Y^_Bfhp7>t3x>?bSc|JT|)CA)0DhH
zDqUHMkkTd&14D<ei`i-rSes2nSci2ie#~j7N&kR20=5ylI9^o1?|Xh{sj%Nm>c4C%
z!g~G7u}LPsg3zFiO!|cEkI3O(wlTUKaNxq6ulX!q&we*yahItG>nxT<c`PE&j7Ct|
z7hQXS5U$|F83wyo2QtQUNbr;FD$pf(YP1$j{4>x7InYTP+{lKIOtR1WF}7L+?!%@c
ztizpkIYbn9$kIjGdTLV!p?#Nanl7~21$l3L{58%$vQ;2}zF{iDI-pZ~)%DGCrxxtT
zGb_&-2`Zxy+goPxDrXWOavnsKe_&UFF3MBkK5rmaY0+xP1tai)%X1SW;Kpyxjo#m~
z)gpL*Wh%lt-ernkd^Q!E(+Alg{c1lfZ_myQuKLd*+`>z2t*}m2eceeiwnk)wdp4a#
zI&8HF+!IYjSciMY);P#(Q(o(VJ3%nN_8V&*c?S^=pW)_@_+yyjQf17498q7yt`OaR
zd`2OO?W$VjR)ab?&DCJTHZ(})z@)%8v6Umhdrd`H2Y${TKeevID@Y<Y_z+|hhR_SK
zs{z^eSHYW$!3MCGT|v4H;G6<Pg-BL~c%ez;{|+sToffhi`LrPnv6UnZ!8a9Qy&?3%
zeHIy%2R?dEvSSXLmFP_neZU)SFAJ(Iq6_k{Y23}OGTo-JArAKgHmA;QU?UW5j=uLP
zn=@$~X(Jh9t4kWmYfMF0ZzNND8;w?VL?%msY)qxhGME002tUd;NEhL>0(go>8iC6*
zXcSgwvKsmb`|X6thfPITC$ez!ff3>KEs%ui0>u@CD7dcLC&w#{w7$hQR+rXEkRu`1
zHcS;Lt{lYL5_Vr_>q6Ll)l`H<cHxDmLT7mLYpfE~dIB;2M%qm-M@>%$e7dS1QtjTL
zhJ4B^kX~FzVV+)aId^&<qKPj-4SxYHfMAHG4Ocqh1twJ6#s#L;<Fr0GHAqEn5_LmI
zlV6%Pr{pfvFHA*PY>{}EX?Yy|M;wF+pLfXTCbpTp{xYlsMx7GG38<I*TQn0X?@?@`
zF1rcojx=r(1xOsEN$-7Fw<ngkiX~*+IhCy$8F!YNim*=E-C8U8FuO1Lkjq0}SQGzE
zgnxj@a+?I<77+GJkn*Ek%4GFmK8u`R%&rPu&dcHUQ)~-fUrTI3#%PNRrqIs3gRL0B
ze5t7j>zE7My#wWHs|pc3_WG6bP!N=y%@F1T?(~VtLeKVXn=^2=o<O86w%NK!7sKX^
z)Z4AZdb_ZM3-xxZm7F<VovjW58JLQ&4su4XQ}g#jG~ComU7Z%>mOxN%VVk83YG%Q6
zK`)4Bn_6GfKK4eo0tC&yrXsAPIaTh8$qcYb7@dY3R5y5|e&fkkzC}cYfSsmH4%D7;
z9$Xqfh8X{fT?M)rA-kN|2*WJ4@k+NL2h)CGgE(=L283LamDQ)&N)fc5G!<bT?ab|7
zeNe>nbao}v2DRJe7eQb@U>l|j41Cf<&C(MZ+VQ^6)_~CYuBiy?bmndhY9-j24g{d~
zgxVKFN=IJ7UBu{8nhO`BVhuZkI-IQp0riLHEvTvSIJhTo9GonFUg|_YB9>+B8qviv
z8Pauk9MhJtUrk^XOhs7lHHEEFSWS!}DdHP+=Ci2X6Io>2*+%OkTa*L?MXg1ogK;Qc
z!q$dRyvS69b&4lPc~61fWesmohN*}#Mqlgnp3T_ewvS{d8rQMS*5$Z3&X5ZHT0(CP
zkTteC1ms>*5!OLY-xP>*R0y+Q6#24>&B~}c!N@CsBjkN-qjWLND3pX&E`-@nv<fRV
znfkqf{eHsbZc`D~xvYpgQ}|hu6MFPY7W*ZgosV4kbUZ$e_bl@K6uUBXdAjNsPtNPn
zrCDsfkMFDW3ASd0^hZraSSLLtfhwt~-H-f=tiH!KN0-&qR3Q3(F;Ahh`tPt`PH=q7
zRD^vT*t0|*%fpfV6>%JPrL8&q)X<$-bd)wYes5Zr$#KAMOhsgIa1KqvMv(+S#-O(b
zA`&frYZ}Qp41j#ep$&k%4g(;c-6;SvZsnwc9dGxWLqSQ6@-RFSM><~HrM4)lV!TMl
zXS3f$MuIg`#B&+xIO8NpA|0Q75IgymY-97sTvD+)k&bhm{$9d<J*n$HQxQoA+l9E=
zg#tGXKYf1UnJG^EU`o)$IMiYshQ!hSz9{KCtS#g(a8BeO@ax4ggalSUnG=+Suy0^j
zl`iZHQl6h8qL;AMmGP~`7$4axPlCZ#`AcOKT!156L#oL<_<FXgq+#qg6=A($bis#9
zS%r2%9yXA7va3wDfmrbg`%|{Mq>;SMRD|_LLY=-8=JaPo_&K&gx(IcA!amD>J0bEJ
zQxVpQjOXU1@ENZ#()us9vAVSQK4JgP)`hV97gG@y*&Pa>u;X7UmP+<~!e&YN&uQwv
zvz5Tu)8Bk}=vRiObJjPyEx0>=WyhLUU9ymTp{WRqts4ExPEBT*kmIDoouQR$)afMW
zK^&<rWLJVN=hISiM~Ii*;nomX5e_-YMDcvKUS!l-YbwGzU!L=y^8MjGii}I_iqK^|
zQNKZttr?+wjj0Ihl$pMN3TEcB$oUR-Rp@e_px@waY{dxXTTDe*$E@WAsKC{F0+D`*
zZMH5_Bfr7-v(+IW-)kzuI>=nFKm}ZG2?X^OwpqHMH2ns@#8!Zy`GTnk>u3&{-{8;L
zRiKM;0)B%(Wh+I{{@7H6b+q|Tfl9Z_FM|DU?#sG!nngFdb^Qisu{9ucrkjeePN%&?
zphBp9F{E@J+d$oJ#qb+Em#qW=b(X0J>!6JM2CrqCql;x+zrm~7uO={FYAV7y42yn)
zx3Z1aMP}kRcr#lYLh(jZ5!NYM^&5PEZMH5)Bfr7-u+<?T?>7};9b}$cpz`_3D}W!a
z$Jj>cV$$;)e3bou!sYX(BCK<H4*Uk6VpoPP&x!gC{)nv^A^k&B5!Oi)&p@U7kzcXz
z&AiIi)Lz4Ha2osN1jl4k5%zIpJp)x7*<TUIIc#%uyN-t6;F;`~6CA5dMOeo%`|_bt
za2#rQ)sc#DaIfY#&5gAygmA868>b6rPGSGhs0jKMYUf7Ug%z9}*<8uifiQZBsR-+g
zrl*`5qZ&|pO<n<H^Gdc+x@=|?bhzBWem~)Iy{QQ6T+T{yff#J{z$*^<4G2nKbNYR_
zCsG}0VYD9^twF@osWr;`GJ%*(g&^N|vnxlJ@7Za-iFFX@zUKD(aNk6+4*c#S>qy^x
zCtF9-2L9Akg!MKsH-G$e)~ko(?TaDDe_$J^%khXpxwMj=aet2eLIUNprXs9Enc0_$
zd>2KCQ-S0cK^XtTHcS`BtU`Qi->by2>nNT7VrxL?{JW_L>vZzIR+^u)saM;YmWyt(
zih?+v{XzobSW^+!L7bTSeueXjwa$hhXo{?2BWiycr!01yHEdILJI;yeuTiM0+aIeM
zR(diYT*=mia68>pgmrH7;Hsmu5#m7AA)vyxauqJ6hL;~zW*y2QuPfLl>hhW|)3Fp$
zM~DstI<}8Zav56<0&BOa2<xz>ZGo^?Vr3;RWJp*lq@3Ro&Y!SN(uFg<Fn~JA1O*Zf
z9r;GtuP0FUnToIoC3M}LyxR}6(MT>TlI)Mj;~ml(;*fjPRVBXy(FccbI%?9Ss}G_R
zW%S4NXDtfG_<(7xB*7R9aH5XE7*~x=3!P>|^=<(z#*Rrc>!dYE|2=J!4NqG!V5jr_
z$Vy7oA_Ml@O=~6bseP-d2#d`Po5QrNGSc0^s2B(K`1NY$CRWbx$md&Zlk~@ca-x&l
zlsXY8UuVCbi~(OY6=5C9<jY}_Ga`t<_p_Cm?qq*N9KT^3ql;q-B*#K+L@)=?hOqc0
z``v`aFHA*PXE75(L=A`rS@azl#b%!esp*xmE58VGIq4c(%Ys=VG*qY=#uJyC5jrQZ
zH6V26nToJZXB8}`YbCE<a(csEE(b!;LC{eMO(|wIJA!%@W}-42X>Pz-69GteBfC;`
zd)#WV6qi=H(e9QAtml_Ro(ZrDlE?_F#tA-qAzMGf{d`jq*17j|TpvOkDDEAs2d!F3
z?Wy{YA>%=I1?V#F>9}eH+_3?qLzmb}5wM=A2<u?oJg_p#WxV=tOPBd9BEFMd6}pJs
zJj56!Guj>K$oUSoW`y%?rXs9!UXsT-K^%>HYWLNB2+2OgHeQ$Pl035UmQOrr)0xtT
z*eVgE?>7};9ciI6(nixC$xNKIo<NviW1FoDv(OnPs!ayrudwwYB)?=T!aB)QHj0#&
z{sD2e?aTZTVlI{RPTb{G`=;hINb^~?>AEzRz^u6B$LaP4;EJV~F(sWd)SUqRIa?(H
z^rxmGtOK3Bs}eMu(N^EZ5S%|4tb3VY((MW%vIQ@<wUC)p7zwqLsD@(g2&1`d9SEaY
zrXs8}n!gA7Sby1T#EEPi*hMe-!N7pp(>fJIR_obD>UOUMa`Rl#(v7twyv}3mL3o{O
zD#ALio?d6aH|jJ4$Yto2<Z5$+p!X85UiQRp!Jb@t`i~*YBD(@~SuTUf`(T0F48V`c
zE8#eqZhsxfUdz^skiFVegmtn@qcFGPQzAcqD%iNeE4x72Pa)Ua+2-qV?TI7g##x_r
zJM67&r3luWO+{G8I{z|A@=}*uE8<JIKb4>|Gr)Ezi10qhHc}Vff&y$>BwD&c%P7et
zT~9o~)`ReRkEsajypHW_RjYzjb_YED1M+yBZG<k57Zo5epwJ?B=le1CdrAF2YAV8d
z{hyJ^z>S%_`ikYfa1OA|_v$ssOVWU^-$>9XH-ma6>h$U3KE70W7)d_Ot`1$2D@ZPG
zna`_%_EdyDZUerAu{9y8#B<{*wr+&>k4!~ar@ctbTY^@@kqcg@Tyu)`pdlusm2yc&
z%vT3Vjq*rz&b77{4vPyS<s<0qN}b^l#3ecth%?#h5Qx)EMOcS8Z)1j;;MiX;`<W#~
zhjIvQ9ot0RZaBY?WhA(vjs(^@Y&8h1GfhQUgcW*vERowR(PR_0Djb4O#7<TFo$f=(
z@#WHb;u&(-UezfC{&#vV8~K9_n$}&OKgb&%ofrCpgi1+&kl7F=wNfI6E9#83E0ng;
zhNs8{bTf%GUJ>ziuQWnq@VUygLK9b#D@{dMY|rRQvQ{3`gu8|faRM9fy2<PX*{YL&
z^y~GYp4k?jh#+hdZ)8`J?(nq^^PELiiWAw`N|_WPYo+{SXeAln?q%yq#<$m-im=`u
zP8S<ma6c;9Nrrr&PA%AvN#L^;rFMDl!^r*9?8?yPzCvz%32WlLWv~WL;`d{EcVZ1;
z{YkcNg!RWvMObIOa7WOD`$f>_8;}52F0aeYq38%9)4#_nj4Z#;HddGANrjrwR`lIa
zTVxn@YP!z;E?XDE?jKD>WZ7{(bfFeWeg+KHZy+MkVx?)++b}=FrH3{@gNykY&ROeh
z3kKn6p<IL&>tNk)G(`GZF~8b50$E|p*V8r5@QrashB;n$7BRy3@iH>ZWWS3vwrNtt
zbD5Fh9CbJ+85zzAGcugTHa5SPlZwsB$Z!tr*sIyECv|;>sfeUYxrnRV85!0l@p3gX
zG7OYqZ&ajdABGfSD!qva!omEd>`Kzb3==XBe1yy34=49?#>vGXtrUqgrIjJfWQ*r=
zww|Ot>@gK#y*+4b*`!y2V;bd=?u~4db?F*y@w|eq4uN>URD^Yi=UxmGXgG9i_`)?@
z9y?~|p7O{lPD!=`_7!C43bjv9Kn_B`pIt?|(AO4*U|J2wl3*ijyUT;gtc^0cN|Jz1
zMAG&ejew5uf5ujmG=~3WD#ChW=&+Bc^yCiZ5a#FEChEdu?f3m1TMYv1Z%jp4gmvil
z`+g{`&+hjPmtpat+yZN};rBDs%8NJr#<r}utO4hjE2=}o5L3dht=Qv3><L&AuGlXB
z_2tQt_}`_VxMCa3HClCFt{zv23`(odQ8F*w|LViSO~cT#ZfzQ(IL<;yx50OP)9^n`
zp(LAz|7t42Vy9r{bXc`g{eEfZbbtqOj9b)iX$?1~pVI-92}i7C&bg4S7a8;xn2NB@
zcSg>tTLqb00*P&Ao2A=HXBH~qZUCJ4M!NwN%?7pt1kHL=5!TVn*(jz=<$-chZheTQ
zUw_5VUI1-d3K5mr=IJ7W5XOprV$p{BksdU_R)SzEnu@TFX<>SQN^V$f^8FD=e*+E+
z@EKJ*(|Cmu+Ffj8b)lV92vWOg^6aAo+CrL}P+P+8wQOAoyW34gSZ8<C2Cq>rX12eh
zKO&2V*~;s(cp;?hmTxC@{vi9Eq|QHRD#Ci5Puo_mL2GlO(ZjE+T_opsB=HTlNxCGa
z7vM+)baGQV5hzcvUr(SsZYsh$l(~HYoC7u>3v96ow{u}AAMxwWayIX4`(lXbS8M}y
z5zQ+!KttGZKn=ymCeo0QdWNk9A@#JW2<xOK_m$<XpYSkD?K{~Yk;;ihTNCRkg@)87
zI&-BnwE66J6Bct!MObICM7g$8^&xsAxZ}0ZCtWP79dXGy6CXnNA!OIfHeR<!Emg1e
z2<?S4Vau0WcS3s?wI}`S0=7<s={i#p)|t){UJ=pa!x?DRicL6(RJ&Q5GDys4o2E-_
zw)Am`bW26Vx$lTchfNayH~c1u;WL~pUHjR(5K=EU6=9v!uFZG>65JXFoJx7GUnvg-
zK`Ca|a9SeL1bA3RRR+<DqqU@*sMlJ)h=W%1oBM<M-pn+x`{J>EyoOz&y6xk|(Zv#Q
zofv?~X;F>DEv4a#8WH}SQH`Wl*K#p{HR8rKLi+xz+1is9^(s>l)?3u%J^KS^#Dklc
zJ{(zQ+C%n7r1@dCF}gIT6rfeQDQyUg53t`&SiH|vgmo6vw|fW5)mAmtv(-U3uK+Un
zD%&VsCNtnLTWXc+U3AX#W%m0CmoJ)%u+C+H_&yc`a7Bo|jWDW;aBWRL^Ofva5=s4n
zZKf`%6EKP-=oycGFxEwSlCJbKwju=CPfSHvM|Q&Ya!q(p3AewdpeHUNI3mDiFp{|x
z)VU}^n^&^6oH(&ijWtc3Do2_UYO~pz5Nb0_MOddcuh$X5Xk;*Wuh;}%&5_V6P8|n3
zltW(UvrW|PWb@&MvJ99bLb`*FB9wciBZ0M+tp<U0wy6l~uuj-~0LDKI)*2u;sEJa!
z2>0$X^N7wx5t+v}R2SKaFh>kE6&@UtUP@C!?HaZwgxbqYMOddcduy#&X-R6>)x?2D
zcF(I_AtZGh+c;fPa|-21yRegm+7U*#uyr7eZZZ{NozZdI<sg_xM*RtSyq|4|E|25!
zW{KP)hBiVdyqEoELg8JeBCJ!Gu?2j&Aeu&>KhpH8{eIn9wOaiQ<(5DuUt*i3%VcI@
zK<Wki!l7O+=ta<cfvo^R^Y^AAETReBmd@ydqYLT6BOMFnaU|?&fERtM0{3sxao*V#
zFKaUw7Wt1O)t|~5$+|L)z3{4vSM4ulqFTp)O}o8C*BF0gTDP%R)9@d_fd<1`-}2jI
zLysg>(1r`q*@Z?_<#MxBo~eR^Gi)!VsywxJ2j@pwC!}Tm*wpmIcj&)OMObW^=sWbH
zi=cDDkRe*9I#?*bU~?+?wpJC#6$U{M7$T$|1cAeTF&P|AG!<bT!R*~|gC>BrA8drS
zrO~bsg1LxoobKp7r%;czgR_PXj5e`#AdGrVMObGv>+*5~LPa-Vqk5wVOjUO_d5{$#
zJyMRfDT9RevQ5(^G`p}r(oJOV0^MAQHQ~`O>=0W80?0QNVI9y3mjRn_>m;bx{R;YH
z!M&Dx`GCr)b5X=~H``EMTqhP<LQ~v2Ni=msP07$V#@2*TdyT0G>(owypyI_AIMC&w
zlZ{yEVB?lXb{}P%tIN(Qlwy4e!2C}45w<b}--k^_SjTtXPS~ofLsC(%0S@R58SqB&
zH-tbquypquYty5q<9LH!IkOQxF;NKqTkML`1;4Hk2umSBDOxIy=ORBO^!$YIInvVf
z5bUCzq)UIDttV*{Uo{nBy-oC{T`ia6UUrzv3eL%z;vCqkjXL2)1}D17;CPk60KA!+
zLz#%GU66;Z<2URo(`_BSs>3F<6gNtZB}^6vy<jqo@L~bz$9|k{%4E_;e#zFBw2@z!
zim={BmhSfVl_B1l81{n}T&>HwRbKQOnN+IUPa*G<25c=>MBaf&e;4%6J*k)a6Ran&
zl_FT@nToKEb@m=Oxbm-S$*EUEUa$-**@U?53L&(OY~yr0=^T037;7i5MoR4nqYK$O
z5Ju;lim=XTX&)FZ`kkDGIy?ORO$gz!+Z!2b1Q?4jH!yjpryvAj_zW@}WE-!`a0xh=
zO6|c%M$DmWs6C`s652!L!FGYkOKg=0QqNR`b)=_l5W(r-gdYxOA?&FLAft(O*?3Q8
z(ca0f1YNYJ7G(H3*q%cxL|_?hymzqGB6x2z6=5Ck@ye*GE@d;nVgGxGZHg|W$?6zN
zw-`Reel-E{ep3<FL7WtNbr1UB<qq2lMOg2E3mTlvVj6fA&A6oz*4NnP>cVm&zwcOI
zShXnnhIOB~qJD*~48iv$QxVqj73lGQa|pb_gPIQ>;Sl@;F2<<{wVptX&$7+d#dva#
zGl0+=21p;X90<J$%Ad0pA}D`qD#AL-seMhj5a)w`Tgh*TrIyN#{)~_o4BA=|OoME5
zsF53KM2O5~znu`7Wh%ltk-5?X0A?PY$+Rzqgx0eS)a^#|&@({H62~QV9$O1S>ReM1
z)=3>BrW25h)2pbRCiQn@QDmE-%i>r$jX)hpH@TMmT2lE}n~Jbr`O8G*LqHF)_p#5f
zK>$6mAJ&9FLMkEHD6O>_(HPGmyxZATpbPI*2~V*>Y;b`Ma6E`Mv>yX+WvfNt-fSwu
zI^3y{<#wNcAojV=_!QEg5!DCT2I-=jCbHXtMzMEwjz`o3?6(sl?=cl&oye375p~2P
zzao#v+2-i-n40B5r)`h1Urum5YAV7yj)j1u1S21uql--nY@F@7%Xozm*3)cbbzz+(
zV1?R>%?Q-CQ&)P5tqWoIBU2I9*~K%r&eYl$Ltb-+Y)!$F3EudmX0o*)q^6mQuuf_w
zh6%tM=yALk<sd!32ohSyHcYoi%?iT<;BE9+v#@HDU5Ino8W1{Xnu@Sa=fup>7e<U7
zf*mDsy;c1{jZ+qRy_{{TF0X~zV=j#Q8tY2HUBy;~fV<LEgmrLpFUri&qrmJcv-ZUh
z*Q?kD>f)LQE|lv0yM4rmSF*Jrq;4=3VVzWuSY*LLNO>O|MDFvW6_&UUxuPO&)kT*g
zRdV`|A<6f#D?pdzGP%S`EQr=u!U8yJhJ;eF1*8wYo2?Zg`%Y64*2zv6WG@zB=V9MA
z&$TbF0Mhy*+bCUHGbF7c)T*r;-#@V5Pq=)}RD^XdQAiv3ro$MNap1}Rh&+D6Hb$36
z9PcL5hV+sDVZWQO_%Blt)>$MUpiQ_p?t~#Y)X}beG2}C&Y-^%^M4?>DiQqYv{Xzoe
zcvBG;p@jE;7WYDu3=fvP;F{bR5erLj!3e`cg{~MXADst~)Y;PN;aSH{nzZcZgEt)P
z8NTr-NRV+{Iw_-?sZ9MzSsAE5;S1KAR_iIC((n@TAIa69>G#YHul|I3i(te<i_=O(
zSB|iNjk`f2jb+L8U`?OG5zUrD-x8(z$Plu|v`&&cK`Tu~SZu9$CulyI>OyrnyUV4)
z%mHbqg4lMdY$J7t`2}>kE1<#+70{CK8fNQ3MwdZT5!QJvrPHER`U1FP7~S_z_p&kV
zr;y}5Z1Z(V_T)^UQmF}&cu*AU>)1*WtaqA<u#R=@E}Txq-wBc3GFszBC*PO{PWH`I
zPA2tRG7&)t|KsdR(uKdS5KhzL;TNnVCrOxFO!n<mG%VU49%1WA+QUPpBCNNE)9{KD
zX#wc;*jNrxn5t!TMampKv7SWY-)2{XF7eaC3s8|A(P?4myxD-TO^F#~Apa&?FGBch
zrXs8pK4s&OSE=~5LEjk#zj6qqiig7xx<$+vMQ#TOV4`+z&1aD6@7Sj6Qe9FgM!LI^
z?%@?Fp}QODPJsTJtr7wHtf`1BP|jR4)FMd>i233SL?l{FHcc@RrUl$~B+Rwf9iuD+
zU^aadOtG&%INUBZTF>y7c8^@z?gyDd<TOkRc<x#y{hy552p5?{e}?UTb0{dO1Jdx=
z(V*xZpw{qN!`)eD3e(3+3b>m6F4EM_kRsaFaZlSyHm&2SyDG5PCBFQk2RW<HReL}E
z8LRa&wyF6YomA`CGzdux-iP8VEi`gLBhsgLv)@iCdZ(#~q&ICtR_&U-DUmK*NK@wF
zU66;&N7+@T%iP8Vw|#7FNgHXHim={Bw6CfuEkXM!<o$NG`MSI(aKY`ZY^4a+H<^mC
zj<wz0HHBikLI~||*~aNY)4$;M*K8dKqrWf}VV%(-xZw70Y~ytq8eedGlC2U!`p>2!
ztRp>y7u=57YiT+<HlYh{N3qo+cwb;D!aCl}B{pR+&HRRAsLM7*xBrcM!R=J`s|kpu
zrXs9^828GWf@a*(2<ydcb9G@ETyWdLR)*la)Kr9Zd|KDl6ogt&AjTHkY+a0o7u@P>
zg$T;PRD^Yu^ah*4jsA>~-oiFW7n05ew>PriPKexVD#ALE*s*zH7u^1eZJ;ip#Q%Bx
z3vQogYe7hT(o}?XQmKn<N~cNv9ec|U*e2+*=y<{H`|Q_}%KxsZ2<w&4xTvPUVLXTM
zj;z?5sEfO7h8NrpXRAfv{^5BGm)>Ag7}B2+)iQRS==L+63vNr;Zzn_wrXs9&H*$qd
z0YZL79^2XG=<?9G;C2c7<pjq?rXsB481K%SLT9|f2<tkwvAVGM7u;%WT?o6qrXsAf
zizj#!yWn;o+dy4j$pmlw3vO><Ye7ieZ7RY#sr=h(O5e&af<5X}Y{PU3>0WUA1X}|_
z=cA?~tkap-*91RIuU>-KubqOlbSQ_MzQ;CEm(zTR)`B`}1OxdFTMYv1Tc#qc!<rJi
zX@rsUlwL%BMKFg|ZB4zWCO*BPK4D!ZmqUMVT9=9A^>0i?SjRCpySd;*krfp#?TaCx
zQ>+1+OX3{04Y|0Otpw>eCz*=)V*$05ZJ_QD*XEMV7WNAXl#Qk$tV5Z$rCfuYI!S&z
z)#+?3=XdNcRklgG7^W8ngifiPdpRLkhS{$tPzFs!ScgK#s_@p6>c`f;7$UldZJ;iq
zd2~pNG$bFN*Ri!Ar0z5oVV%^xjX`a=HRv@{!Km_P1s%#EtB<oy)MYha#AHDolPd!4
zW(tq6)gZ7QG8OU11MAyt6Ln#UPtYpr8~RQ53kjC5nTq)1!SXw{i5x6B>Gyukej&l~
ztf`1U9xRJ$ww6Akx2&PPWg+{81j_<b5!SKvwEg19I|OA2R*b0x)VYHGWB5JV%&q|4
zzO=0U_Xsk6l-!gBA(mtzyMe70A-mpGgmtnV<_OA4wnI5&S7w{2%T9E-Giiq#V84)H
zDVmD-<H2$l+e8kQvnZC=vR_EB+-@r3j|a=cY!f+H&Zbx%WWSJL`Jkx?>sZDKzorai
z<CMk0>>F%Tb@8x6wLQUBg@Ak9RD^YKNo<=i7<+VsUY$p@FNU~&#WqkE7bjHPGi)sg
zsi#dvSSO_)b4}@O`i~*W69Ze*_KAdQo6pvYkey>H!aCW!NNftjyaGt8mu-}8ztaoV
zb^-hSgv&Zp5!Sh6qp>MWvOgjZpKXjTkMTpb^|RkiSiIa+gmo6l2WUc}+FrvpP?wKb
zBb`HMeXnM}kU)8rsR)Zu?1yUmu(aA@sJ4%rR%;xpZEVYm%Nl;Yv7$OO40$U2+KN5C
z%v(CRB23vDWo%th3W_VX`Nbxr{@oEY{l*Fr4`B7Vr<X@YYyAg@dybtn>5?~GF((Z4
z5Zc~8+#43)#Lv)e#uE?s_5ss+O}q}?XDY&Ci|=~4w|`|DsmqWT?(GL`J;(_4eNz$E
zd1(i3Q@-umPvJ-Z=n-2}<_Uy*JCdyw!Fsr<2<uoU5~WQcJrO|&e>uC7bh~kP!@VtI
z>q*+f5>pY@+XE|To6-PSPa^SM>}t>@KCy6b+u3>%!k3teuuiyVYZZbY%52P0Fg!J^
zV-?au)S9hKKyCfUkZqG)0lI9L6(E-fT9Ei-gnMonvN5(G#FCtUUB}jnkgb`Duuk@j
zKCkLSwC9rV^tYN$E!dB7I-}|!VLa8HN&e$V`pxVL(IvgI&;W}dU~<WK!6FwdQUMeG
zblG?xTRTGh4W=Tj6L)v+^XvP{{(fg4BsL60eyhG_05K68O-K|RyIF?|eHAzJS!Df}
z?5faZeR?4XZE>Y7BKuV%wnYQ<r`W0y(4R0BVIB0`4PLVd*&d{e0))0KyZ!hFm1+B8
zi0}Wf4b;UquMjFET@Vxv!)i_j;qS4vAf&!yD#ALcMIAbz)6;j+re!KJjq=Fui0f>v
zjUc2+`;O)|21|5QJ&dgkLHPUUEy4vI5UTJxmPBkl?3&W;awl}cMv<MuR)ip1Y%0Qf
zubaCusE)KS47EtT6wPci&iL(%A*^j|19f4|1E;N6Ly=l3(U6RfTiIF=Qd>+#SSR%&
z7y|Q8#+6@?#|YaDT^`33U|fr$zthfAWxtpp7&aAQ9l<n_xglzQ;=<&JI;!RTjyMjo
zP140NU1np5bP^XNM<|qg*smv0US}%8I+PiGm^(8{&m$H+Dwf<52<Fe(X6b^NS!iJ9
z%up}67^7%D&Q^e+dBjwNbu?2iAM$HXDS%+u&|89$^(q(oGeY?%wn4g3rWW>tMs6v9
zVAx`jl+#zf&3-un@=a3_)`2YOtCR<anw3$fR2~@c>mq}_Hv)S?aAv5o=~xmmO{&|P
zSHlD?)YFaibYnfk`c9Tbzca1x<hbwGrXs8(o3f`2ds8L9=#4tyU!NJ;$ghazWNT=q
z7Mh?BBmn_^T&WMiv55V0(t{S7im;C3^o?SdaDTZu1o`21w5t7nT}+#|!_Gpuj(7GC
zm5W2pKCfQ(GqY&!!wB<Yc4g=ehbv%i4LgLw8c45Jlh%kSw%CP;b|s`WZfFf*y_u~W
zVZFgrgmu=Fcl(e$p$I8y>#!%>R0qiHkI1URHb$4#6iDwZwQ(VpgV2VsD6`*9SPYno
zu+C!I_V94U>Gv9b$+>8giX-QDB=UN;NxDR)7ozh4*i!_Z+`RpsyV$QMP+n^)!a9^i
z+k-mv4oL2+!ihfB+3`=KJVN^z+hkp6ive2Q7klK9&LO;%&ZK8O%vOg$e9%;cb%@jB
zo;Bh@HeesF@u^)auK;5DN48PAm}Vq>E76K@`3C#_gv%4ABCK;cvCoI=^QEwFMQPEa
zmA;B-oU%ykw`@~&X)P=?q^@C~iV~p5x)N}|Vyi;HJ!2}uI=G{EZ|`$pO_kXkO8$&E
zoQAFC(=mm5wc$z)NX?(fek-Z@`KBVQ*Zkz(O}*QlU<8&Z<?FM<SoTMxu!(JqZl{=1
z@Je3QO|&5_dfD$LEG{q=VV%XQ-pXK5hm}PY&tAn!qaib+^_Dy_GAwtXpNK{(k7nVI
z8NV450myWST`9UuR~5Y2DtTTjt&-W*0JgBog{~)zlD~=uK<DW`TRnok-&BNk?2~uZ
zy(0KfKxC(8c_g#`&HjkE#@NQ_;+g{4YC~;YsSW9ZuVKHNuz0np2<t57^|qQp6=E_J
zlkL8;4AG#@9y*jmLLXt9s7q*m!HaZEw)#RH39JvZ)gZ7wU@F2otjU-zSX74?M^r-D
z9}&yf*~aK%nGz=bjkO^xzRG?#Vew^C5!PAsh>jyDL~ekv$`z;36&Tl=u=z01s=*i+
z)H1`H{$t4Rm+T7A<+n_BEBQT=n|pH2o3g-7EFffm!Pbh9{h6r<>twge9g9>=BrKg)
zLu74+Yyys7@r5UEBV2Tq>yB3+Y~i0u<vLuVs*I`~w2N}FZJf}wwK}*2cR*5gkhBI@
z)`3g}9o0d&m@C)axDH^X4(ot4o_TDwN#mJqD#Ci>S-B<Z_hDOsZ|jgRKd>;}iMy0D
zP!Fo&Y+xkQNDQ9G#&99KN^}Q`RfSmXkbT;wRKpN9i4y{_i9kP}tsa5C)>MRb=*P<u
zBmNL7H#aiBA*>SH6kS-8vFFCR5D*^w)da*frXs9^n9>WIVfaC=1VMIbL4HLTcd*UT
zg#pWZ2pJ~7uBZ;7aU1*HgvKqVBJ9(^=_-5&TJ;7@h1AdCl<coa<3nt7bZJZtC#;D+
z1jqZ?FDE$OYbwGzj#-!08m*C$px$A6+NKPm`3l=KT{N=`twguvi$XsmUt+630DZw!
zgmpk?2-m^JXsziTaJ<t?L9?fS8F&hSdlZD6E=3bh_`BFSF13o8(`NqTi1p{}3em-S
zhIBkci@<pRG<W-5>0K2XBxjN0&yhi-NB)$p90C4gQxVpI&)f}1B2`#3lwiTw3><G?
zP|mFC^NS$3xh-4s|5@Nj5NqZ(0~a+TbY`(NAatgiim*;+4t}82b^gw6ed=edZ7F1Q
z9@{+K&NVl)|AO<3ppp}g{#>>a1k+ijBCKQL->g*T=lsVJ?6vF)(FH3)^qfmSeOI$z
zNFct{RD^YiYc|L`weYC}M>$w9H()c(tH}*Da5lgh{SJSBGpIfJ%C|IfQ>d)c7O^xI
zfGBTeSBoyn)djp+3;x95GAHeF!7lLgu8x3R*kx<dF1OJ(@5;?={RsIRO+{EIzj|w}
zSZT@GO^2Id*aD)VSRH|lBp~?**wvy-eodhq+12T$ZRl4SZRm&G61U~|uoWce?>7};
z9X)^O?aIjg7`sArp&tn&_sTQq(ETX;jfCRoO+{Fzcp==aDObF@(}NB^;0ap-hv#U|
zP((^tCKfFHuwkx-PJr|Li^wt7#KmFPeu`aTx|G+8TRXyH$S5qluUu(xylRz!6heE|
zzzX5<KW!gBV(UuU#}7?KSZ^O2BNvVVaFK>80MDC!zEknNdQB{8#r*&r-8&5b>VV%B
ziP%bJ?z6Ro+9VvTpc#xro*&X~H?mvai@?zz?ihtZCE|OlaCf3ngwrM3RHm^NCQW6s
zsR)ZrB@EPfoY=pW`L*EskqTY?3F)09Ey0j?M+m<z^%4A2x~Pp%gwy0EZ>Y4J@6L0k
zX_Y6pk5-wAut*JSevW{)Ef_4zxG1~*!Mfj|+r4c|As>%zp6+lxSMsTZ`nmN)zp!T{
zv#o2`N|4U=GE)&2F-4tgYpp5w4aKml_LSq4pODCH(h@}cf=ha@P@j;0Nf)%ywWh)(
zI#$^o_72eT@D|hhPI}f&rXsS)I8_ifoIe~hDGa81#<2Jj8Hh-<aHR-u_%%mOnsmd#
zp5Z&;->VM}--Z9&jsM((|J*D8NompQAKrc>D6<YUT6Xh6@%)WYW@z#7P58uxZGPw(
z-qPlm;Y-{7AVS8DU357Fmvz>hu{MdN6n^%?^?k$Xf%#RlTx<EIWzqu_lKj@2&JMp-
zhr{%m-`pS6_o@yy!*4x0s?on=bIl)8M74|^>(z=wLA?f-9}W&JCL_n+u-`>Sj=z#3
z+SY&1a615|^*?P_#jByatqAiAB-AdR^E-C<C)vhoR_xgH0$g9KHRO~@=;VS<q^|#&
z{d!W@|70p6>1^LdT-}DUv9DFFdi7Cs5UD_{F}N7-?_C~xlL&XMvbd3*=_$*d3am*m
zM2p%X#=0UA!5_81JF{idqsBHA8fdpGok)b;aQz+{06H5*W=HelaI380rmZFo<ppeY
zNkf@rD#Ch0VMdr!c21bjBK%X?RiWGKCmfw_DO)uH`eaiP)<L%qJEt&hUkvf>U>m55
zj}x8lQnnU^)WxPEtdr7+Hm4xdD39#wY?F1_8APWG*vb%u6;lz`5q69@r@-r260yCJ
zZKf_ZW^}rH*@_TkuQwH89a;OZa|*Ba#Sqq~*#_#u;zXzWBwGtY>SLxNtdmk=&?#_~
zUy#T5*=FeS7$-X2ciAr{2>#JjgmnZt(dQHpIlm*0!w=Y+`fEj}`-5qXCfhu}H5FkU
zN^a~q1xs!T1hd2%7|rN(1-1gDzc{8MtfQgf=M*mVXM}PI+aTS+OCvhnMeLUoAe&4@
zSO?NE=A6Q&V@bqRW1HC?(|w0cI&6~oKV_?Mj2WhGFIywRZpc)Gb#^2Wox+R!ij3aC
zHm5x!6^%xiy1UsgCpgATMOeqdjWnmw;y#QpKf$gHU6>OOQ}<D}ZiMwmOhs5{osC4N
zu+095tiHoGMwiw2Vd}ocem7z9byE@6S>%MFQ*h+`jzoUXHc6L=R+zfquwPH0{L)l}
zbtoEP=M+d9<q_KAQCkZqqcC+RvDG0EPcRi>9b#S-I)z$Z0mQV0ZIo``(hF0!k^O$c
z<w8>t*13!mdQL$!PFbWi%r;e*7CTJcAX^mzu4F30I=Cbrox&*jGvat1+W=i0ox;@J
z$$l%T`8!NSSg-kPBs!)3vp*t*N7%;bQW!r>-9zkm6BZvb6=9u)Nt8K-mx%ym`b~DF
z=rZj}n7XgA)g#!yVk*Kq_G~0N1!?w2#Pw^oF}k?M4^#In``v`a&rL;GXVD@2oPwo8
zIV803dRx<RR+zd4Y&8h1xuznl!^%dYQwU{$L@XQF#^`q(bRlaW5obO7-Gs$?rXsAf
z(2qB#P||-4`3<luK$qV{!qgSnS`o6>nu@Sawu|B96!cw`i*4hz>?+i48&<>A-Og5<
zG@e^cMObe<24UuuMq=<hHiie;RifJ%x)P@DgKYH(^ao5uScjeoMW+DG{D!ceV4I=~
zYuqq(kF#G*Ks;tD!a4{Nh)zL4enlA1u+7nhF@Bi3r`hi&G@ddQVV_1e5S>aR`zz9z
z{|Z~{2#qjxbJ#B@IA)rPu#Tfm2s#Byn=**z0=8+o9Ys4#-8!}k1kgFABCG@A$C*>u
z@gGO5{p<?S#oC21buVWtM}S{tD#AMO{1|i!)chg{?$vC=biwI{se2V$148GOrXsA<
zX&Zn}0o1k>GWr19JY7bNFm>-^D?u>5+f;;gOwUoUqc5{7L>KJJLIW;C%aqk>n436h
zUiQ`|y~_JVwswU0KbVTJPW(BIY4<aBwdiv1PE5O>u=OM4|Ho8>b@E0L>6GExNCFP!
zv;V}_%A`v%?PjnQB<QD_im;CUIU45IvMWTlyNhU~E9uC6Hv5GH;u=#C)*((j2A$HG
zCoT?q_BHGZ(}mpqkajO)>q^?k6{aGrw~wv_pi`PiS0rL9xrJSAx~;@gNV}WZ3X`Vt
zC#E7SHkByq7B8gTd!;2>A?>gzCt{Q?Xq}LD?=r3O<VNN@Ohs6v*2R!^kF(9w<--VR
z_ZV9V(zzZr6=4xm)VY+nb;^jE7t-!&X^BQiJ1l6UYiWeEd&;!Flb-b>QxO)CVYQzW
z5fix)Mb3*(!Q95iEsdYN6K=4z<Z<E%ghF4D38N;1&%r-o@VT(NBtazSv6Ue`Znmii
z>-eVk)|=&la<MGq@3rbAzhzzlgmfX>DBa<3MggJ%hFVEJLMy`MeD?bZm$jxMtaF*E
zb|a@bI^t*Iz~vV~HYK)Ux@=|@)DGjKW`vH%)_~Bt##DrLIwx%L{gMc3xZkUnAZ}&*
z@Rehoiz2N%*oNxTI<YX2(scZ>?l!h2gxW2pBJ5M!7}WL!m6jO!VYmx>*bW@{)liuy
zbS#S0KEyUupBjWoO*GA5qa)$_*_se)?==-+o!UIesnx32MU2dj9j!w-<n<M{iMqVz
zi|kscV}@1EXX{IBH3+OPn2N9tYtBx{iBrd~mB{=P&#IKEeA`k8>gR0pbV1E61VTUj
zW{C_wv3_A4C$qkvvXvm1erzhjI;Pp%Ta_kcych*mBYwT;k3dxJY-aOzg%Hx*8*NR|
z=M<{3c5Yfb!e|y-2f}E&sR-+g7F<3w>LfLh=Coe@SamFkw9aFjsoSL%6!s5|x{02h
ziJi;VgAhB*RD^Y6Teemztws|Ppopa~jDDUYvddTe6g#IHl>CZ}eeNOMRE6P>D%@@f
z#ddHlyYh6~!9|5~%6c)jdM;X@GSHRQyCR9Qhi!)ZNM|=!vvnqI=B1`0thbp(n-6%^
zk&53C?d6J{yO%pVcgxn%yJM3x2&r^3i$0C=NcvW`$-1N$75q?VLHR&XhkQwh6tJSo
zWTd{Ctqoy#qp1k%43}*RfL~6+6sH6!V4Z%y*@W-xB|(2?+-5w7OdnuZfiBZ!g%a4{
z<|I{tB)`yC(FS)o=%@YjJ#4KA+xtyLSZ6!Cw<J>;s*A-;r)*aUsXfLvPM6x8f+w{b
zf6?(MTL;4E^QI!KGn&5LgIRqQKD$L&*2_<f`VGx1fNY*(8>PzzqQs=M!Ve$qJ3nH-
zpK$r1sfgz@mzg)&T3rbDmsJ$RH1-P#h{>iRp3fl8VH>5}K?I1^6vUbA7ZMPwOhr7O
zL0rW)iUVQ|1#u<&g#^S)OhsseFwRw#_eoIpsPYQnH{+FTt2iXiq$F-&zmSl)UWzz`
zxu|BtH@RLu;O_H_O-K`33ow<D`dw~U2<!QsY_oOi8FrY`+ChTXP`j|+l3l<*W$Qqy
z{%xirl1}huq}T1#R7>(1Ik-DfgtV@5CqreX`w%kx9NTzZhD+Ko#Fc2GJVE+dwn_x)
zXG}#{M>?}NwmeSQoLQ{o7eQSA#WqYA*Q|mUYZhl#&N&_VceVzE&cB$7uuf-H9-ZaM
z&H?O;ITyo0f4x7bl#5PK%kKV|2tcyOztYx(8sd)SkWID{#Ae@6Y?LdFBAxPBwt58n
z3r$5>$9~LizvAzMe3QO9l&1cUkXEuy(CvQ5!U<)h1F8Je*{>y)f10U?Y~^!Y^g=C?
zl&d()F%Xexfmt98L?l{Z-cJJ&i58zWO=l^zfW)sm4sGJs3oe)GMps5I7161xoJfEx
z1DuJpV2pq)#a`wN-zmazh|(*DABgk4?qfHq{O%xXL&+47lkc^`ei!KjBT~d6oMTTF
z`Cc9HLXsIpoi!_!iX5Xq<0x|<+f>bJ9h)Yzy{3}A=G-%S1N-fyqVF~pk#w*zWYz5%
z^@44%+-cQ)XU|Zp-Y9va&Q4hV^uzA|%2g_yjwO-Pr`Trdayp?<K|S4OsHYpCo-XJa
z)_1Z9`UG1Mg6yNFBCI1D*CSck6&SZPqWd1(TwQbq{>$HCD?{*o%T$DQe0lE43bDKb
z2<fn!yE7#wpO-N`|K;DCR%&uB;5VistaHhCPFBd|7eO|sSYxB>zr2{O0qHd-nToJZ
zr?XSCLaB36q_vf8sP1sb^<Un?)`U>oXez=!wT@27Dz%P9ky@2)s6I8G|MD<f6GCm!
zRD^YE9sH6NWF5*OuY1@g>hfawFTakh27z^_sR-+^+Il7{sM?l7P#<TTrwfYVzx)VW
z34-Y%QxVoNwR25YD77nukiN|}P8X8C|MEB4IuJ%*GZkT-QAe+21ysk9Nb7fOGj(b4
z{Fi^t)`Jjx)>MRbV%>5zR^WC^D7J$|x7b><+4Ems$kv&(nFXdIthX5re`KXOXp~3N
zo7pDo_IMNj<qd3Y2*dTJBCIoH_#rDS8P6fpGP??NnNGxid4R1IVOum6VV!L|*JK4`
zyFy6qF1B&H)b#zAU(42kFuL7Tgmp%Fu4W3KyaLGPVYX4aZ1nt>A7sCuaQUFAi03nx
zZ?KKh<<cg6-xKT?5)hA@ig-SQ_!ZkI4v3t?vS-*YBp{wP74duqapJ3N&D`5KlFw(q
zkbszDDnc8?bK$?-%eIQsC2~B;FJQlrkXR>0975lUcCN|Fce!05{5JQq&DO1FegEZ`
zvvnX<f0e0-q!V0;^t$bBq3epQFw=bq8NQlrye>my|K(S)RU$}VX)3}x(tPJ+1z>&=
z#PtETVY;|<{g>az)_~A?x2Xv0bWGfj6?P^9knES)m7+_wEB?!0WUEK8|AVOr>)2C%
z$_mZY-x1Q!*e2*g>gd1x6ZUIK<^PYVh-~Hm-|pT7&W@s5{0~d^b+VJS$%T-RbS4Q&
zfUstTkd<U0h~jwX-kzCzbC=;RnG7ljDo*4gprcO|mxmyVD=4@tqJoOz_SC0OpHH8P
zii+a$p8M~dI^DN#b@jbdr!tkl|Ci4v)7`hLPoHzXRn^tiRi_Mw{e~llsg+|OBGkgt
zz(yF*=rsnTX^d#HZ1=8x%jMCH!zZT<v*cyAUJ4c^U`lv=SQ<B<>r)3gE@rEuWTFM8
zBCO*(e|xEz$N3}}pf#T?3^*e8Q+cHWUUI61%wexohPm^}zP?iNNCsxdiD0h1Ua{om
zWwgg8im-2IJ4&~nI6u)1mf|E64DE`Rx@0MgboJc2p{`^oo)d=pM8lD<TiA*!nc`wo
z5!N%s)~#MCa~MbEV<zZIrVcqkzb^?PT#!DF%ol^p{WwL@Xkl@I7Dh%SWs)r0ak`mg
zTO#dSE^-B0?lxFXD<HwJ`XEM;uv{ZhQ4d>VCAXwaMOe=*6SsQZnL-A$Mr1;vbcWcy
zifx82yGg(<)I%w-x3F)lAQ&_iVI9FDQDC8T9)@s3I9CwMZK^k!DLAESPM$_n8!j<{
zdXR0bE~v#+$Vgi;DHm&Cp{*;lRoK0ct&76$-KHX}vs)ap!$@C(T(MlKPtuhivcsk(
zdf#H3t4q&mpodYu1Ut~TK6O`ZKz)O)jDqj0rXsB4Tfeyk4@!JiW-8Ez>hZuKrIk*1
zrUVR?N2hmfRXjswsD?5K^`F_U(M7#J(dFCbW-8EXBHLVHnyWk;>!vBi_kY+LD*S(M
zD#9Xve_@KbVfigPP~k#Ex4ekiCo^uIj4&>GIlk~@@18Jf)bbmLUOcocd;J)goH+Wr
z&g}Dd4P|eDgKLIpVFmxU#y9TXB_w63kdn+Eh2$vX7P{<K+T2E)J81J7vGHB~0Ngjb
z6#mq<w_j0)Hh+7*H|rJ3UZK6iOQw1ugSYP%TW^<_EEVuLT}-w6)7thFAs%6SKTP&q
zw`NtQZ=ldMlwAhWE_-zRlu?Zaa$aF|^Xa07Dyi&dVC@D(fR)pAZr07I71DfDFNO1K
z=9-GIm?0^5%#5p$<h&T4gfLysHcS`Otk~*ArL%{vfl^)UG!<c;&f@JEj4&@h7~tVi
zuRR+}b#2(x#H`9TSC^TSfF^Y^7pd(FJ#JlJrM54zl~M2&O+{G8xBLKv?8JwCwNJFv
zHb>u$lewN^DO2f<^o=mCBcyk-U7(Bf%tV=NaI1asZ@Hlj3f$MR)l%TT##F@r9k`!h
zyFeE%j(CWP6ZTQ|4Hax3G8OTE2ip(XF5qC>pgsxzlYK)4+kcpfu#WBghN?8_h-C+;
zN4D_`0>wnfKo+T7vRuZMpJLvhj!hI*xT9~j^}*qS#tJtGZXVxrC<0_eELG~@6WN+7
zx#A!Hw7Fs)btb|Sc9@QkRtbsda<-pzi|c&9s}b5k8r>gD*?K6v5~d=om*S;<l=_WM
z7c>-01Cery-wnEQ(Jw{17ZJzZY~yt~E)C+<yQI7;7d`Cy7s@L|@G`ba3ernVMOa5V
zvjaMh4-~sA`Q(u%y^!%q2-mf2!*p@Y5?^l1q*;sp#sXUdh0Y;U5!UH!+Ugzla>YJ;
z2}y>Z;?hO@A+ijX(+_VVk$25vLGB9}0eQszwQQH^a^DQqZD2EedBe|-;z22Fjz+k5
z(dNkeD%h+P;a9WORWiwKrXs9o5?G`zhk=~Lx1hd~hc#KsE0>*gvXYefw@ylEKf*Rt
z7wy7CiZm79ff_V*g{BI%huNAa)IMM;!aB7%9VPr?C%)f#@bv&)0PpINkE%^m5v%XB
z&C_KyHvtP6LGLPt?S$Umia;dvQ!ss(t%QQ<+omF{V_GPhs4(a$T(7AF9pn`XoF<p9
zVbT(^6JBBK)dPFRp#u+wJE5+ET(VJD1>E0Fy&m?A|HV{<b#P;L;j(s-;uQQyC{DMA
zVr)XZ^2G!;Uc$boQdkz7im>kU=?A?`Pj7`rC3Iz=K8yH2E&;LF!8S^_CYzDyC#^(@
z@U>FP!gluk6)sy$MOf$3CaqK42YoAY#T9d&sN~ru=~9_4uShI(QlMnnw^yL_n2N9t
z#h*1q!)f~<(6{L8ijZlRi16IOHcl5$eQJ?d(Xl~0h0&|nIw*{8F%@B*(UL8_#bOyo
zS2d2&5pA|&UnP^zT<4YKlB9D1v3rPZv@W|uA|<qjcc+GtI->RqwN^Mj$ks>U_&!q+
z);TWNOStg0d6=%o)=7!oci4vNvRjz&5rL*U-HqR3Yobv5hN%ea)TZqBdaAi(DRW)S
zXMpHQBJ(%4F}h@?Lg;)+8>IyOnSF1C#s8R!u+AcQ5JetWa_!eF5wSUS(AJyJ>|hZX
z`Dvy011(~!pdgxWD#ALVSv&I3^CL#`!`dP687;4_HPIvu0oukkO}FsOPGkbzZ~%Q>
zH>C`1W~-n8y2w<7bwG*j)m+Xgc4eXS02a&5c!i3WcEB_6%>?#iDmkqy2wsM5wl2KW
z65XJ;8`0a1=&hjaW-FwiOqq(Xj`ECchm$!N-5YcaHDqd-Uj@TL{T@BJe$>8-klxBR
zUl-}J1S~`&^!Gc98uW)*Q(=#vT7|xnt(1cG6{aGrV}%G<Sy;N=5epUdB}>V?2g6IF
z?_^C95wr)`#_2-CFj=S_Eu+++ol^AP%ho|*^e$5o))`H{GE=T5bFq!W$T=eNO|~hz
zM5ZJTOS&i^zRte20^%#CBCLa$UruEX!CZkH4iRtp7;Bl5ApMDLrY@ufiAFt#eQf=a
zt%!o`ccvn&Ba4&|Y4~yE9AQ~_)K;4v2QQwjK3?XrZ>YF`j;RRi?qAgb?E>tBC{|&N
zTQIQ}J0z~!yMLv#cfaUb+O%h@1Cwu~edpYZ3E(ESGjz+<ssy%ju%7~~3BS|h7^x#L
zX%^?r!nZ^GPsS*f<ArS16x8RLim;A)7LKbylK6oa=sK6EM4O}`a30$<U2wC-$eI8S
zvT6dTi>-nJsMA!0bwKm>doTh4raXxPiDhsre1UghoNA=G*D4{QI?6Uu7u9^|bPBZ;
z9fCMcz>WV9e=}PTh1W|>MOf#x5Xdx6#@ORkOE9-)k5}n0mJZ49S;M3yYVTp2s!MHA
z;}~G94{4+pY)Dt7CcK}miURIFQxVp|&BvN>3qI_sWqkG>pjM-pSSVv_nUbJ=jcukb
zv<0G86vNGgo^E5SQEjI@$yP)`_Jpa3C^F78OJ9pH*bpsOX&@rhB5%6<n7>Tv-qA1}
z^}O-YTv(Xn>d%607B0{@X68;>rgSZ2N@+<_xkjP(nHW=<DO5_uG%j6=T{}gm1E$Kt
zB!%u=v0uu-*@wr0A%kP!&xBWwOuHFfGu)b`W7+povf{}?L{kRKvdti5w>QJKv)PH8
zz(2~Oq>*JYqidF~9U`|bXPX*d{1vyVYnH~u^j*rnyW;4Csfe(&ImBwDiL_XW^js;I
z*IK3|PP^G=>T+teX6d<VHGLUd5e3;LrXs8(TejajobmdDKqB%qW2maash!e`zW!wd
z^IEn8bYU)s<}F$fgcec4OoSHrSi+cG1-4cS*+ZrxtdnKTAePWFt|PXuWxGI^?J><f
zel=Sy1@3L8BCNwbwh4?9?_(21S>PjVN9ksPk)8|rFk4e4SA4)!g!Np}YKo)8yj4OX
z`hB*Mx<q+%A-~JkL*eypQxVpA=}v2u*y&zG98b8#(o00mcrN7MO?fm-888)L9clbT
zM+snj62f)5HC(!LA(yZ<Pzu~)QxVqbjKJJQ3FQdLBknucF4L`Ut;~ho&Q@2+BwI{H
zSkEM_Cpb#{TPG#7dA6atXt{GCvusTiYCWbRtW#?`%TWT>G!?PBgKeHJE5=;NSFx2)
zFx_G*!aAm5<~K^PhDl4v9%7rSi;O)N@<FyL3b^-~im(nYnD!_U3VtLM-(f4Si=z2l
z$ZxUlsrdXGrXsBSJZ`F^<o~z?#NuykqjXv5&4v6k`~C`-|1lL|olDGIM+r;Jd7^S^
z&DPtP)?CO%?At3)=9`MJ4keg4BG2E548&-bi12J<8>d@n^yfluX6v9Zy2w<7bw)Z<
z8>Nz@a{;l-u#MJbXEqnIo2`$+F=Z;kI>*)%93_ISlM=gI*@o(}<IaVAC0i4P+AB;&
zSf>`9?kI7Jo+L64u#M3rGyGi0_p<M;uy~iL2<t3@2hlOih5RPlI9)c{b0NRZRzX4Z
z6;lz`5jC0TD3zKfX{hl0iEWxbAkDdue`Kqm0Q#M&2<w2fW;RN=w5}j{3vad6R5zRp
zIghQ7f^v?j2<s@dXEjPVwXY(io7m>-md9h53wa@1DFy3!rXs9k9f7%!9@{uwX!>&@
zyVyD?j5<lgYbT95VHE!3FSueIR%G&)RMH~ns5~8IyG0kxu#+NhX5U&N@={X~)<LwK
z>L_7pnUWyAhi#@VB<7^Z``L;p$nG;0VI5hdd`OTY=LpN!*rw=W!AX&8)KRQYvTvxk
z{|QqO*4@vY*C_GfUQ7W0z;=c%z+;{i`7B#C1@$wgBCMlsGT~7o+9VBuJLOfj8ur?g
zB4@KzPyo#^6=5AvtGSL6rB(?E)dg%Lb;}rUQshRq9ty9sO+{GeHOxdu3E41diCU6v
zsxCG5q{!#9RZ+k_*Hnaca4n}gO4wSaBxo;Zo2d(pIVticwjv6$8%#x5N49!%HIqx@
z4A$tv3lPSgrUc@QKr!Ker&mfwzFzV#C%ErqJ46@mnnagxQDlO$zpN%sazu+n42MI)
zA|F>c3+L@@?G)l~GZkT-_=J$EJOi%r1X21j+X!7s6Cun-Ktg>p_#*qhivJ%s6=B`~
z6R!{x#$yVTbcP80mTiVEfk_FP5Z<H+{F;4Z1;Nv%BCI25JxEr1P_<4<kY?RxtNo5|
z&M{MVr?YRUz?o_)!aAI#7+GO+$xA}Sx-A&%vm|1etaJ+S7!otrV~URMMFi|zw(+{9
zYN?2~&?U5YQ$l;O#)u2b)3QEI%G(CEN($1mOhs5ndM2zG?75XHF1a0PXS5DV$hnZv
zUc+{RF4`5ij&NW_q-`;L@WQLvdMSJlnu@T_ck-o~blNL8{_-GF1sXX=lx}33qDyH?
zqF3lb>u|;_RdPN1)(VIhnu@Rv;*5j6nN+WngrFXWMd01~;&)EDw^+@kogEOb#=A&v
z_-S87@a|=suM6*tL_g~9hWgi+$a6`5H{*i-YK!r1woVGwx0s5sPIcpsvWV}$tJsr)
z*mS8_zRM0|dh*3gdbvY!_<D<(R21~F2qN}hU^_{d{n?33S%d=1`Bui~0y2_<^9d8x
zyzm%XM<p+O##Ds$ydWAnX|E*8_hB!Hl2OkZ-Bk$v7F{4w_ab8aE4J~vjL#6Qqfq-G
zLPi~VpuG<yd?Wt_TPKC-Q>G%UGo6bq-u>HlT@lvS-N}3=Hy~Hj&65$gw%cvJhMXd}
zmAqUvtdD&S6;e~!S}3F@nu@SaYT2;Q*M1BL7p-^oFC&uc*$&Vxfy;(}!uEUdkJz<r
zr4+F3rXs9^U9r1Zg31)43#m<~@=AE3R{E-y*!C^!O2Ydbwi|Tuu1Ms;4vcjl+EFjE
zWq4|$8BLqUSF-g|2p=#NVV&@d&B+QhjrZUJBJp9?V^a{Z7qiXMB{nnBg?d5%K%-tt
zt$H0>0R>IJsR-+6#%?VY`yg-1kGuM>gy3J<>gysHmq`2fSKR()_DvPHztL2Lb+@-&
zQc9+AxfW+jF4KpramxT=&J&8yu}#uNF+I`a>jdlA`#LF59%bKNf$}L+5!RtB-Q*nh
zN&`*--rk&kud57;^5Szz4&xd53a5J!;rlt;cwKyFB$6&_@1pjuuRT7E<WRvey)r*#
z>!dLKZ&MN0nJ(W1@m2fWbg{qSz>+lOK3FL!gYRy2tbPpT2v){*M0WBWw%!2F1hRn*
zxYku*gBIKgY_$})V@*X^hr50kte8owT$S-{yj%tMzyd0;29{Vt1iQS&SBtdg^+D&i
z2$mfIZ774FuVK4Jw>WP|<U-r<T|KmomPY~G=%WVO76by1Dc!5sDk>RZg{g>W1~7;T
z9fp;rh{6UULM=`(4HV{wmEL!J!%AO6VWrR7=xoLOE8?32_KiAWrg4#oaxo{??n`I7
zyS);wO90{Ry=!5SG3cd|i$V6Y^+3~EHtqO4jm{b_&~y*`UP|Un3lYaL&~)3rT(VGh
zV8uabBY20Lb!SDIZt8ieERM2`)pTradZG_?azQ6}@_UC|(8+gH*o}8H`}T^jUur5M
zEP^i~Tq7N8dNB>`*i@|)^N_t$PD7qo`(%erO~Bs6Hdhyz;|~By2Ku^DeHDE7vz1Zs
z-DfJoI=)q#lc_@vtToz~gq343C_dI-b?>yM$-S81evR!6UAXPgt&lq8HdsUJ7U{Eo
zlC7J<`Uz7J)>)sq8`do<;iCwvQ16IWN<oXQ98{))JXNgg<cgJZAu;{~+X=dip|j7o
zLR7kSD}w4*5T~kmomv$?%hpTb`;4gw>wI?|EM@9Tl67ZFFqB9h-YV9?Sm}r*O|gZZ
zsW>7lz`8cUf@Qe86)hnpjb|8H(UeC{dG*M=w<*n?+GUA;@`U(eDm)Q+8K*VQf<@0@
z;X{0YgByaS&RVRbHJh!rl7(iNim;xAn#|ad@<Nj|1oZ;8X}Sepdsfdzwh9WMvrR=<
z2h?h^jzp<dLPC{f8>x$mH>>CQY&{fS&ovccomZk^sk3wjmIg0F8w)<gR5I}3?HX`;
zp}8eLY_+Z+f-h&AtxNE<#%0f<db?c%uF%`(5WeZ$#8yZ_d4s74>nMkrbS0I(VbT)5
zcd|{@#mAnY^>(%@3b?nKim(o@<+LjaTg#LL?aOR4b)hjQXnm2bh=S~KQxV$8j2CuW
zRG*=hjBCWoRpxMsiQI45*6Na59L~N<#x*q6_mE$+by46wEkqp0?zdS%H>gvBH!vsf
zReFnQxihoYBn<(W{u)~i{@ID(tAmTWxq)uJ)4~VTRJIC=-zS-h2n)@4A!5WA;#+Y=
zIoVSm9GUDY!q>LIFT|{z>h;pq9DK==3lQr{g1Le12Hn!M61wQXj$oLiup|8PBKS7g
zp&&kst(by%wW$c}h^K5R!dpEI7!?axMkq#45~!=$#^{2Ynn-~*;YcgBnmfq8x5A>s
zRD^XFGdIPInv=^_d=lbvJ=-u{F0&GG<KR>}FJx<=&^cl%!aAMlIJ{UMKO(b<OF(4q
zW*enTW`-D2ERPFOxx9sae}&6krXs9!Ic0Y>2cL;@$#U5de>2^gl=$)><7ttOC_TnD
zQJ2!Zgos@(w1W{@plPV1@9D5b@fo%n3am#=MMPm4e4-D(@>6@#Kt!m8rB95fb$BoV
z2>PqBpE~HE7GEoh@JlJKzgq7S%1D1?yI(gWoeuN;h32AbIp|XsUnqp;F7>o4dFpp;
zjg&m~8&eV1X*OSSc<lzc3TT;<*v%WV^-9rVabnO@K{ki2h=OdUsR--HMqqh0shed4
z<PrW0*)G#9x>lBJJCCidl1a`n6=6M-w2m1e@o$}!&~~v6)kVu)uC0@;i9+pprXs9U
zYq}7d1gvQ)Vs$gyJY80d<=S4#Rzkt_5>pY@F%7c>n*?i^w1n(_wyC<v*vqxu$5urF
zcaNzE>)?Ww*(5^2kA&h$w(`0tnlIP(1pA(f&p&S}!n)7nR%4U=AD4hwJj*spmxbPP
zZO^dpuW<RLsR-*_VwPi*u*94vDzjf}tCg>{T-yxx?G-4~Ohs6S5-fmo49m4`WE-bj
zX!MtBJDaV8!f2hT2<wb=R$r4!lFkKGw4Tp4T9=*Ka&6CL>!WbI%2b4Pj;+^VlL)p>
zO6+c88>-8WyIk81Y)uquFESNjomzB7Hi=X8B$0VL+ZbIk!!OtNHuk+07H>5bVVy<r
zv^s|6+P=s(PM3}La&3>ZRZtLp)>MRbL`{}rlS)mKG*ozg%{EORkmho2PqS4}0R7BV
zgmpk#i?2zzw5}j{(_d$+scyJj+f=qf3d%{QBCMm-UU*HyseKh8-M}_qw>%!ha&2d^
zl~S;-HWgtV>j*5@b~W2LU1<8twH;*ZpfKt%6=9uGWHl+NfJM$xF}j{@iY}31S8018
z`_>AGBc>v(gJ`+-nuMigN`iDZ+e}?Z%vIXn!d65<c9*FL>&PPILxL1JM_3+Xo1%-Q
z$trE1Vc$@3|0AX%th=ATe2GMee>p+?1=}II5JzJ5lc(6)Da3zlD#AMP#zjsfmW?Nf
z(v*L()qrok`pHE0eHH(YGZkUo|I!*K5&-E85m?JML${m^v-(Lp`^E}_m8K%BBWOM5
zL}Jo9DM7lDZKy7!Caa$uVBb)Iv(Hq7bvU{UnMjy)FCt*qv5nUSX1w}IKU*aQX~k58
zb)=j{OeCzF3kmI;*-p?!du*$pypgS!!uR#2BCPX`tZ*VBjGQA%kFrhCr8Mm7C!b>9
zS^@EKQxVodXs=@;A=18z;Qf?szAilT)ldGLt&>9azf46~r+O@lmPnwFMG&!{@OoQs
z1S7Zl$ym0IN?thGRD|`spu3QX#9j9yV!VoNyngw{uu3MYpR8c(q%d7(D#AL`=F6H$
z6q_d_Zu{8=>T=_(ezKRXg+gkVsR-+&^p`P_$mw53BoDJ4piA-?RzE4Tl~Ta=nToIu
zmbHe7#Flj>;e7+!4Z3)bZS|9XVe6$39x@eSop9{hCKAcm6h!QkY_oKUX|8_qF}4B<
znh%?bu#Tp_&WVJh{wpE)5nFv-1T9uS`2qW;irc?uD#E(kV^%kj0K}Xp6l3nR^%9`9
z`pHS`+bd8;nToIuMRy?+iIna|gzrqY@wz3+eD#wv*g7dpPcs!^ohf4#6A3HhIwHG=
z?E+o0$F%y%PPSSK+)GVGSchx4a)|`mPzFISv0bAJeZ*EjDY8{mGC<B$g!K%t_<+B_
z$KI{mAbxtL(km|%BFC{9HZ?(g9ot-8s7}IPki;#fy>i3iH9>SZHJ-(5*vcsQZZ{QS
zAK%_mI#Wo(f@5177iifQyFg2A@o=dL-$&Wz>f<Z=`Zg|Bk#oZZWqjX<QHegpRz|`1
zK~oXd@rlS?6|s;3<m;-s%1B%Sg7lwkqjVurXfL6aTh~hA@*nK`D_s8FRD^XdGk0eS
zuyodSw2la@!jbaIkr0LPNr=sfZ?N@>F)NX8&<xiH5t=D<{$c9c)c8@O$cVq1im*=S
za-U8RNDE^()+0&6^3C{runwgIkBJnnk;zyL#)5ou=~8R?Vt<e?z;+R$ONwU+3qs@X
zfluHYhVTh@Ntpy&eWl1drXs9os(IUvB=dbaZ=<vANMEtwuXL97Qpw0N?yV9M=F8Yd
z>Q>G35*}&kdZChl6O~lzfJ@kFD7dzoim;CB6by<PM305#ImJSC@Jq2Iw^&=GBUlBt
ziTbecdtsm>EWe3Q)5Gu!=%~Ot#8yLr)oUukI;^->jPwc_mw@oRnr)OW9vqz*v&7wP
z>>DZ|YNjHrgO~<ucvSmvnbSSAkf~f))YAmvVYWfK5ZZ8cj%pu9$o7|3Rg1<4*mqZm
zyx&xWbt0$i_n<z2kR{O6^y7j;qpmCG<z+N2(h;NYvQ5-wG%rzV)KN4q0v(ll?AvTL
z6j=XeD#ALf8M})m57rz@^}+(#{?a!xrq~n&=<jT^bOFsw<UubtqL+f^FKh)AH2-TV
z!aABs0!`YhBs00lo0@!zU@Uo~tv9sE1S8Nyp|F^JXNAH7QxVoFxSO25A_SR+`pba;
z1yGAYJDOgi;h7U%|3of2%xj6`cD5^Y3)L!EF+H%wm2JVNRdjU}^|7^ut(pS*Vp9>;
zK~L#uQ3*y*5~?iQ7+q9TAvm>EB`bxlhkb8_McPz^br!R?Ll1B+@>p_q$fc`UB4YC@
zwsE>_<|MjNyU4@I&8X$&7Pbxwqd`*<))~!-XB2_dG!;>LkZqnWrMXQg#bA0LTL}fz
zyG=z{$27MIrU<9z$q3Z9*aqr?I;9z?7*gM0YoU<(s;LO;q?#0!E9F|RX)5CMXSR8|
zoSGG=!)m?vKWrrwOusi3VI9-7=%Va0AN4eWS#+1J=6Rd4u)0cQKKt$pk-4TK>=U`9
zluT#vi-`XfAVNerO++@c4bm+tZHef236;o2?7J&O&NmfdoyY?0%1*&}2C;&<KfXb%
z5CdZ}WIC;r5~*&sp}M3NiZ!25Q?banuPH4yp7vB~DYhmGwHKI*uukncNX_rFq;WIw
z(a6aZ`l=NtmmKg)E1hzmmxA?{ytGrO=DT2dA9x4u&7{*_fl`!L($YV0U9noJUnnED
zcpu6yuVlMeH@{rvuMt-1FP09`SRL?@D}3Y%AGviGx#S{zwI&x)f-)^J1Xq!V=vOtX
zy@G9olGR>jD#ChJ3%@w-EB1+=;$i_la2NY4y>eb@m5^Y+mu;jj?C{fMUtLM~;w+T(
zeH{+!c^6v^1=l-FMOeo*yJ4Yp_yXtzedW>@uV#q|)7RO?>0+AGxEwlupA5897=4AU
zgTm-brXs8}iu>Rw@rg@7Z2rhLN|z0OkzA+NZNFpRPyz89QxVod%)`eh<Uwcy=KY~N
zo2nH&Oh@Xr76}Q=yf@i;X_zk_WWJXEV47s0rBZO_u=P-Q%`_EZo!4nsh~ZW6&9XmP
zN;}(d3FdJ41y*-TqgC$`Vt66jaNWXnI;_QvgP?rPT@N)62W4PY2n}1c^qt4nNTGR-
zsR-*d*VhL<9q@;NBSCD)rZe#Arkp8a&+@)vrd)<5M=(lPE|`Wgh<6v;HM+dl*M~|;
z?<vrdY%mSJ@CeiD1CUkzooo#i{?9WNVV(aHtW^Crc&g4fEYCPpNqQ{mTtH-RW*e<b
zHX&-`K<hfXuq>n2O0E1-wmu5SmzavM&N0zge1l@z@^Pwl1(Cd;ZMH7S)9SN1u=)-3
z9`*ryA6p>><vpe%tfM@2OEKS<Ea6}vF&hUynpg8)3CEi_<y0?xQI|`kMtZ{dB-><N
zj7t)!KxcZ(hmYfd&aSVsQXZdRtD`{tyr~H55NAYQ0kO|a#ul4`Kt0PgOBdA4=*yqb
zOF{DtTLA^lFHJ>QN3&>OvQ)`HVbYl}HC$o>Hv7%CUOW~jpejIZwWmwXVC$l=n`SD)
zI=iVI1AWju?T+tKQO**bjcjvti_^431@yr#%ch+uXR~jv;8<rW!a9zb{vcwf1dr}a
zNeuRijJ=CbLSUZHHcS`Htc2e&?@F2}72R{$8YpzGG8JK+jy&v9YQ@W^h{jE9Lv(3i
zx7K>KL4E`KhKloFWGceC^B31&tnm#i4Rdp$_o3-4^suQ3(c9VP>LOZPe_6(ccwOCk
zlU$|uHnuJby|<c*uugC0Ru4w4wH%KhpM*Glk!_eRr&)=#uUYF+_>Z$SQ0RQtRD^Xp
zr$-vs!ADrpzvsmF9&27h{C>?gU6<d|XahWWPEp@v^FHOL*(xbOe`YGeI?!{qfS%`I
zRoZH@{4vNO@YCO7t08}`9(Ylzhnsmnm93?c7bcmCu$~v%4)zX+u`k(Vs@RoD7A}(C
zn`6!syA5oUbPH`;qQ7@QkO_2BABShL@2)UeZ7RY#ld~D+v%8wh1>f^za>i1K@6~Mg
z=<+?AQ8v*$eA~m%m1-_H$ktKG1s$d$?B{}dleV$5xj%W>3qKr)9?LymwFLbu{>x$H
zh45@sDU=JYXS+u~7kK{E`o`}?XkNV)Or4trVO}s@wXEiX7qWF!a={T(5!Q2o2;=N`
zceMCU)I1q+yqj&HE=P*?>}xp8H=(z%wNOaiWh%ltskjj=QZGPU0;2O6+bCT+*cY%t
zEi#{B-%tVZh^YwcAm(7ZH3=Wm2P*UxCpOYk(^Q1y7i{x%k<1mJQ$zh)#C&>+t%QQ<
z$EG5zV>++-W6c#U(#EDu%Wtd4B#CfOd8@5Ak&V(fSNZvdoj;8&oMFGjPGqa8WQcL5
zBCKbK_4~bYv08!vTQDL<^x=6WKP*u2sk$r%aHl=5&#4C>l<HVR8I%duvR$KF<~Kk{
z2j4cgSZMNbNesP4+uXWsKD}@tZ#!E>B?GK96%ow<UiRpiQKMcwv@ClIY_A#0-b$O>
zXmbZ`UL!WX7XPS6J4@ez1<pW3s6|qUNSbL;?aE$08bYs~2O2HEaR{xr9yIM;lD&cS
zzPQPWW!ddb&SZBsJ8=_;thon0?~t=@-Ac#VQY;+yA4;O(F16pCWn1>_SuVZHWxqZy
zh!S^*O)ox=qVcr}$wI2PSSlo8kVEehCA0Oi@1<lmPl#yh<z?AsZZ`Guw0*f`K}_uF
zCwEJZtf{A|=)aO}s-|0OZHYe6NKD{CjofuHBaUCezPsY+mzjzP%hQd-YNUxQ+nuby
zcpAv)Fiy<b<)tcB2<p<&TP>B-$pL3i@vtW*>#UVY>0d?!-^+G@F2UuAyl;V^m?I0I
zgNiJ03%&*JTD775F1A(**>{+VuugXEF!fl;OBH(xnd|VwP9~r1@yc?wRx=Smw7<@F
ziZ1OnFu1Crc7}cjtexxK5AcP%ZWM$mL8DaaUtw#fQ2&yt2<y~mAM8z5oJ?7?(St!f
zsmO4vW{HU2AKAv~(whT)$H|JDDU1GN{IH5`NYKuAaM+Ui9a{&5(QiyeSZ6dR(kJK~
zE<4bwi1ZCMO+}RE{p-lQ6DduN+FTefBA2SeWj9qQ#1y4DY$X&-GfhQU$Fv1Mz5tg4
z;?YR82~1-xRtssTJCpNZ!fM`2i%twW>2#Nhd1p%pj7&`y%8pk_MLySzh(yAFA=_=b
zg>;knz=OQS1C>mJZV)ir6=u7>)qVx*qSbDy0%KdjY8R|li}QJGZIyg-j;RRi`NZAt
z^}syTk^@E9Nf!%0ddZy?%mNVgtKWm~KM;;pbe8zfBk7Hpc`dQ;V!J|@{R(&!7Ph#E
zA8Zj+bDoQaVE3`;5Ah9AD(z0TUJB*snToJZdDdB59egd!V+Tk#%yqApiclp=G@GO$
zYB#e@)1?OEU|e4{3LQ$SDSTea)<EI&5>pY@`JA!~!wi(6D-t3MK#}XJW^(D6$7+jo
z#OZ#viMpKTCB!uUGIS(*X)H}b$0m=~``BtIu<kJxVI9_tjuJd8;EfaF_Xlqua#4y+
zL4clQo23hAW}?!dSJM}WC)f%oXg+T$!aADC*b;@v9Zpv%<8{kWBIgLlvusmzaZE{w
zR!FAck}gVx_6+;h3W#5tim(o1+)i)6*^%~=GK27Ea{uhRZM_GKPaN_F+ze`<czy=^
zu8QZUnToLP`5DkB22;x*Qfo>)>(zI&*c8NLBik(9;sAk-L%r}pAOB8vHd_G&%{o&N
z*3q;#bZWuU6k?5v@<y1Gof{|=^Vp3E!NV(=z8t)k)z=St?a8A~7={0W?+7)v7-IW;
zwqJDFwm0@`!EzR47);0x>~bS^DJAl`Y~2*>SDA{ijy<uhyE~H-aoQSC?^aRQ32R+J
zRBvLNtxNT^gcs<|L3smPAqC}&Ohs5nxo(q#@!6faXPkcc&H!&zF#9r?W035EPW#61
zaPlM2Oa#GxJKHh3u-8L~Y!P|BZkY>~iF#UCCi*;uWo|<sw)$v&8(Tw#{##8&Sf~G-
zCiOSW@J>OkEv7RbsP=g!2sWO<3S0~+*au&zz=tVkdr=HPShgKTB4i-cO8qq=`t8Ev
zeJCG&k?msLd~~qMqabh*=BRR`i^RwTaG7us_SwN04cG_|x%C&CnBLpR*)}LS?X#vL
ztmm{D2Sk{9s6`-@q~B7ItC83gMEBQhvvldgq;sJc)BzAU(tpsamB7<%1r#(tGZkSS
z&7y;)WM3av_OSX+P?Q@os??`8Tw($?{cX11f)*$GeQjM>nMbEsO=at%u$yEm!a6$)
z_FaEYZz<NFb&;OX=E;cH2DX8^1x&;QM-9dEHr1%1@8<9;<5_Gi6jG~AMQD>U9@2Cw
zg>Q#&qiHc_FDPl@LsPB~HPREjtJyZ|!dv18bQe0~SUjEbc95-(La{@LXgUyT#K%D`
z30Q=+o@nSaHVma&Q0D@I^Fp>abm1ftDh<*0Xw+IMV@KHfD0Hf(BEm9OG8GYyiKIMo
zOk*M~jp3Tp(O+zg<L2z`%EB<HNR`|)73G_Eu|1@lZ(vBhte;!-^;0s-JJ?DnndM$n
z5n*PrglVo=lnY*IwuaFJ;T;EtC`m=Vc`^d^6}Ex8piZI1y2KFZdb~r@P$BgtwiXJh
zFPMt3PHNHiY6*IPOEReeXFqfbmkvdE4VRdx{f=#{F15vpZql}~3dmFjU@RPItFZeG
zTNj1huS`W)XE!7GekFRDXyG}zfW@XDN^|b9^%^m={w+)N5&3#4XlAk%P|&oQim;Am
z?7m_#2Q70MNBvhqa2{KI-GVYM(dXY^ar-&!n<{Q!Zz{sN+ZXOBI@funqSKd5<BQQs
zr&`Fs2qlQD0E?c;FosD>h&tJ(>LOa0C=^}P)%A6CQB^lkRpItLwk8U<=a`DH&TZb+
zn$TJ$Bw{aR8>vfdUV?$^C2TbmTrV~iVI9|uOOv^7XIUAh>nsn7nq0VIQxKs0*k<Vh
znx5zdy<Ai)C{${9<2~%#D`5WBRD^XfleUW}98~$qMC4P1;t94Px+o??OAP~N_?jrS
z+2`4JRw#VVRD^X3)BT6P1JQgdy?GA?SI8{l5)hGR*hc9RnGrMz+y<=_F27{oU*Ym|
zQxVp=9EfQzucXnF*hAmYw*!MKXktLH(32P@)&YU>i>2;dv0wCH?et2?NSngS9Vlna
zxYt&D{XkrMod#@T-?HQuWfl^QSgX|CBD%;93AZRYYZ_aBC1*`G6=6MRO%4JjL1VMp
zCl~g}Iih(s+Z5e$KBXSi2wIb%ivnUD`_>AGHKro0gAl<qcJJA7pu<TgE6K7~agsgB
zOhHD{G!?;lF55g^I23XtU&xdzuCJd<`YD*MVk@Cwy24b1bxbo3RA5R0R=K5;mlMO+
zA~k7j3c_;(+bmr?@Woo_1$AD7UJ9BQu@z9z448_rj%KPqxd4VKC2>xHTym7Ngyd~(
zb99kR3nmi4P>>`J163=ux3X`p;CPd%2<tdz9vCQBXn-z6+fG+g^`V~i@qh722+ZSb
z!*s#SN|fuGLH}!@nNnCj%ho`l^J!BN*6FO+SAuE15Ca`XaCtB|cS|vcv+_mru&*T6
z*n<&DFjWqoMRGx6T}dpTX1hU`<%$F-8`=TYpD=?)TZLwbN0wUte#X{IA^a0l5!MMW
z+L7-o!b%MAuoCTkfi`>*kf9Ejm^e;-yRDY|;sgx1B5hsK3>O5$_PNS#5?dFA-FQ<G
z*4a(pUoD7W-Xc0>%<EcQ0%CL)+bG?#HX~6YtthBuleeYS?E5QRTvHL&xlEwZI=I4#
zTz(o)5Ql?oBXl`T^vB-_Eqv#N!=*ad_f`CVxv2>2{+~hqKb$F7lex@w;p~xmlOi?+
z5qTloEL|cqeIl}63YsHq1r#(@QxVqD%*2q9TXt;Uw14#)(Q0tu6;>`J@kt2ITiAx_
z!kHz4MZ&7)$<pdIq9Nd-W(u9V*cvEw?lcu)ozCnlVd#1H05%3-%tRAD%@Prz&#;Zt
zB{U~-IM9w_&On<pp3x(09TY~NFco2)Q5$r{;b3b)C=Vmgb8_*CIZtGsVw<E(rVYE~
za7Z;|8kjeODk<gW$LzZ+Onzu8!a9>Vo6>1#D|8ck4uu84xSEw>q@%QHD&jNoK3mP^
zxe548<)%?T*AH6&1H({11=BdT5(=i#rXs9knvW|`LbM<8jswGWVP-s5b1{XeWlF-;
z&NfrGI4uyXPJ*8Fc7uAhDp@PpiYUmIn~JcHOf=<k11lZxa57hg@PJK`wMt3I4zSJC
zMK+(BcDVsJP_q@WeQZ4xV!KU6XcIG@t8mI@4A+8f2$;9#6#EO<%ZgJ%Ba!P`q$6DY
zY#ViP%}a=IE%@~hbaX*S?0FUQxYR1K!d63}b*&K5bWXy^2WM^D1z%ujCT;<`M=Irw
zkw$`go_zj#wz0ZCZ%gFxs}ROIfLK(hlj`c%vhS|A`qic)!h&%d(HiOStP>8vBFE`!
z4k8=LFd9z~g^#n1(4{ajfy);ATKLWjdj&qizOUl{hfPIT_y3G5$`C{p3q^wqq~ZFp
zDTv5_vCYyYGBZ&{y~I@D7HGcDRzN}XT~iU((M;J=gzBohS`c4<BE=(ml7O824qL6|
zsnGm_iYnAbDJCbd@2#--`#&v<IrU<KZfFLjX)2<#jO`)a;xacZF2i9uovnm|X^E)_
z>qTbfCMYY1Mb~CCM)64q&@Q%Nx`1XSl6B2m6`~z%4HP=tO+{Fzv#?%>LT5C?G)!9J
z)yFnfm)D}OK!v)t0+(m2qJYbqim(oD;+8Nbx!g*V&JdI#wi&umCN%~QQQOIPuy3p&
zc$KLL>j=is03F%;!H?wl53`lmb^KU=IF9P`huHU2eEy)R2<tvy(~#}gZWRDFHjWp@
zAd*R^H<N}=MC#&{@fciBB)`XYi7rWLd4aWQ(eH_`p22!BF7&D;T{4M!MOEhCVQZ%_
z|CXr;>&(yGoJ<{p<pld+fTjq~<adWQ_y~rH3%|**ITsS;QSY?XSYMIolC40j_!&a7
zq8Z=6nZilI0z_ompG`$r=R0|;mxr*{(9f+7sf(N=Q%<u+X$q|F-l&UTO2UqZQ`xsx
z3fdx55%xg@(`7`xDwn0n@;L%=Dccm?N^wekk_?q=1;jS?trZZPO+{D-F>N~x#fGj&
z?3<2Zp`IojIkrK%INB23b&Z<UQ5p8#6(ZfHBCHdcjq~|nWsYK@0K-Zl+PlCK=>Te$
zi0ItTHcpq$95Kgl03Ri!o&WJvZ71By)<I$PN>dTm87<h`SIOiv*8v^i6f~dwR-#;+
zwN6UBKFBsym)F8XG0?Q}@$a|&RB8{fHBqR&*HnacYD+tCpjF5VnsV||MKP-%)^sl-
zlK;*&UYF$QG#IN<`^dz+_?Z&lWNV}l{ko|L>qOh?eM<4)Q)A8(r@yjI(&aQg>^o}y
z{q#@l+bdB1Xez=wl<6??M+CQp@)a9WC@ukEaqhSEQZxg{`}kTl4;{3SeSd|^JW~<Y
zxy<xoh=Ev86PEitFD*Z;;*$`Yt!%?|i_9!omPy2N!jOpgqDq?it_|OaHnBBO=v-(j
z!aAKq!-L6RaJ=lnK=ou749<cX0|hS^X#;9qLF{_jX6v#$t+7|uUqZaDH%>?qdMhYB
zwn7TZE>jWKQJ&g}((geEB4VbCd1Y#{MtZ_nW1FmtafyV{?=K4CVfs2N5RbCeQ6S!I
zDk2KeAaG?E`;x{Y8HfnAxKS*}X&@rh!ZQ^SYSAS`n6FB{fAn!(l{`VKlCOtV$@hDy
zD$KtwR3c4sxz5Y}*SMgQ@oSNs^CLI|%fSDbHb14!&uH@tv57AWXmadY<hAi7FId2p
zir<s$TT*_nwWVN?EqqDr#QMAk;%)a1k;Es2#N#*!F1iHydinXUo+dq?Wm~T4Y;}e5
z^}$Q&58<A4_h;C5_v@LT)kXZ$P(*D!j?n9bnZ9`++0TWf5f7Q1fkl~MDhD)~aiMY?
zf}Klt!9<{P8CHparC7t(D=sJk>mNhByOLMN0+Y%mAr&kjL!T_*S6DcvECzHJK~M=2
z;#X`~u`?zd>v6m<!JP9hxrskw<+hfQmrBQmB=``f!;lZ%(1o~i2`thKVfe^}uIxg1
zKM*byW6gyNA)(|#KYxW;bSB#>C5yJ1ikJo$l5a;mZ!XK;GzO~2)d##}Db<U8#F#rp
z=a+c76N{<(vk9GjP`N?iD_o^gu2uM#lR4)Jk7VzjFlyBD8;9x>6~{g=m&|vilSA1X
zKsl)Mg^u-K8;39UE+I)<41HTW8P_Bm$}R;JYTMhdD1&kB`Q9u}8!5DRcuC=u_T6IZ
z?E)`hM|yj@m}=hzowwDJx2Fg}0^0jM@6fvSt1^89g|4COGLW`=|7RMF3>yw3S02uW
zDM&sxTsFlOJ%O;AyuSvnj}79r1=ygt2)`=1`y4~}Wy1=1y{QO`xtlW1#7iJhs6#ni
z&bQJTqE%#@q5B}5l;{CHpteF}>N7CMzOholWK2a^M=*PTvH&j`qCdSUjb@1m%xl=j
z>4KS)fJIY%?cA1(ZfEPDFuK)Lgmp%<4ra<JXo|r5?3QF9h0(*604Gh-5TOsTP17Yb
zJJBEL=E5TFpqmu6Bz#JLkgb9O=mAp^)&VWJ0@%<b<%UpJ4m`k0nIm$=);cNS`VY3D
zy0{iX4>@S+4@s#9-Ew_Rm8Z|Yvo%quebZEgb!v;ZLe{N93pECv8bN5-)Wq%|Y;$$l
zIf-;#Uj?AhSHbsJwlWI7KbeZKj&IFg@rET{$zT?Z|2}~*lhOAw7*+;dxp}!H8eC6^
z6YsY58nre-uRP)%38tonHeoO}>0J}fkxdG8hpnCheW9rc>(H0NoawGiLA-8@6_jPK
zK+HDr`Y4muy@>E$!Zu#F1fKyty`lDE?xD;y&|YD>m93M)bd#wF>rBtsCsyQyby=aY
z2N8gA{3jeh=7)tj#ZXY3YaLxrK>I49dWdblF4bi)hz(a1Jxmki1O2h^`ue-R{tDJ!
zwo(dK&s2nUtkbA|zP6eyRAPF+)YAm&Hnu^!pxXS}wLv3=NR54Wg~(A;5f+IoQ+jev
z+TOWF?!^(m#P#4jY--Tu&~_00H`)EThkY-X-865E-(&UxA(lD<#=s<4Sh`uRwu2uj
zUr=%zoi!5@-R>Hf6i_n6`%R4x`(NH;D#BuhAh(a-zjuoRAAb%<Jm2s;IsYeY6LbsZ
zghZ*Ba!Cip`9EUcRw<1?Fco3l`LniE^HmJS49_}@nH>kBNg9GO{ynzZp|caIx^6D&
z)(p@Xwh9WMlT1Ze2XsC?!17+Q486%>NrFggvs|gBVU;}yL>qR?IB^lsk4+TecG-^7
zEraLz55~Y!oU|fa3hN{ZOB?%m<VfmaPtTcbJ(WChhN%ead19ILt<e9_;B@p>OXYNO
zz}Ztg?B%<lgYI1UQKo+xvA&$`0A1G0<u7#@J{dAM^e2!7Zo#*}Jy-1r-^12QA-mI5
zgmtoO!(kB7wMdrj-?OK@e511$BK`#*;|^!Mewnd}0HR%GJ4KiFY8c+<5AKMJST4Jz
zLZR#e?Z6~gnB)@+i*t#soC3XQDnc8&adfC@o18KPafWez-jO73Wv1$BB6cU+B3)u_
z35X&oG;#xt6eO=>-(5lS8X=<T=$8>6V{tMTA=$U|6Z!L_Y>RaLIXZ#)T&>GK#J;2A
z!w;H@2($GAh9YVcyI`i0SLwtdGXCfoLdtnT@+}J08D<cJaVeX$Ia$u6aPn@k8VRo}
zpQ7CGG}|k>xnVNQ&jn3z<`in8l&qhz@2upCp9m36OV-E-SKD{cgHAJ;4h7?qVDvV`
z3?2}Jm@=@wB@Sv5VKiXXURahB;}zmUBe|SN;ZLB)UN`VYUljtm!Znd%I`ZNP@}&3L
zdV9G%(eJ_2&P(GkBi|$9gNg4EH}D9wYQZDe4+|a<Dg62O;1P(#haM5DgvL}K<JsCP
z8D)&Ah_Jk#Bt(pOWqms2DEOFL&rO*EctX7Yls#-O<it2Qxi;6lhS;xWo32~Hmm+)6
zz0RF<$2S^ZcQF7>E%`26B?ai2rXs8ZT^a#eNtSxN;fU&9L`XZ>#_J+IBZ}15et4#r
zvvpFK?lBc%o#}#Tyo^e3saWmlbzpXEq!rsbDe*hPHdL42LM0}Kuc<3E^<5sma8%iv
zDAY=(BCJ!J-vPsmF-Ay#vXq9kd||PoOxb~@%VF%9T%op1NzCqIo2koeftc|c=n3N#
z%VjrHc6~h+WOuR^QINgPR74b+K?C?dp~*%brN*0qh)|1R+R)kU<E0_BFih4TO1rb!
z2{FdD9W##q%^%xv-jTjsk-{36oWn_2;!unch8YgfBZ<*$8^7e#*jJM~zQl&2o55C#
z4CdQ|EwH*hE)18g+XI9C0(+E9_XW0cN~U|vRD?Ee<5#8x&RTQ4?r!Ly!!HEE%!3>b
zbcPS*4!lsyjJ2*HuD@a1t;_Ya1kPM@>w4FR`wP8cR6lk*sjaVHu@zES{z8a2j_+Ly
zcj1zn2YO)vFsH*S<(=ISRH!uIEZcRUWA}2I%`j<+O56Kvy%8-)<Um)qjJm@5!KJ*L
z7rMH+awV_Qn8H>>p)t`^L|C%M2@xaya<d9nn1iukP)E{GG4h0y^5CTyKEfp<D^bfF
zxfc`I^=xP87Pod>fv#>13=;FXqBYn)PDXltRn}|Sx+$#NO+`dm8$5TzM>my!0}-JX
zmLA=6Hx=M<4S~=4inR7_d|z|(WR#0MwwrZx(J2Y2mn99G_dR#9wNUa)r>O|*q-Ja{
zmS8Bfs2N~zY0NPD*c8O)DBCPuKCn_-T`$p16+hbdX0`$fnwOf2u#V<}eg1Gdc;@c$
z`kj5n4775cgPBUNv&reeRcW9LH2j7qM;DT7@ne)lxZlHel`ifJad}uVbP%4|1+U-j
z6SmR<mPuEv6a<}{&A#lZb^QHoRh5i!pQ#Az8Dj>G(&)g~A2Bz#qckAnj!i)jzs5F8
z7vfBROhrZLg+0*~(98F0*xB(UTLA^l6Q&}pqgm#o8R&!2Gw{yZtaL_RR`o9<h<{)^
zKo{cj03up|Z>i17T+A1OXW3dQWS=n=5hZKTDheA`6ez(!M5x8*@8`bR_`X0bs$JOw
z$2T^{1r!@&!$w#{F9mCj!|Hh*CC`IU0NY^laUP=r!DQ>+V!8~2z2M^+O`&w4@!*vs
zJulhcL;MTMrmNmBJK>KMAme{&^Jm)pl{SADoA_*s&d`jSv4VX|@_X~B8Owyk<M@^x
z4U4fsuG`hq<m|m{%Qc;?M$Om|)an<)J?ZYd*mw8y`?k7>9fl&*s2SUZq!E9Q4$DS`
z%0|ObA}5*2M=JH<lauQzY`b;A!TdSDG{d79O0zWfNhs_?2svKMRz~4iFcp!93&|yx
z08SHwGQ@*9>7Yj<B}+L?+Pt1^kS?G$8k`{>wAjoAjT9oUW#3&P@@i8N)`=|L<QzEU
zRZ_iTkcN2Xtb|5W4?I@HLnxT?Cw1-XUPSah&Ng0`-clU6CbSm=Dg-}_ci}4^ov#=c
zvX8J;Qjk7uD#AL_6>&(nNVEQ&;Iocg{#aKM-2Y;`K^N|sad0C;#Dm<al-cjI)lvX|
z*Hnacz&kcMm4QBt@Dx7bI-u%u`mtvMMpHR`UI{vsFj~}QFzljOSm{Lg?~9wAJc4p5
zbDaEurRHaC2V@T42e7I$HJGXRqYqs0fm`>1n-xBYPA_PhcTQkyt>m4*|I_B3X_t5f
zF`R0<m&8%{ktUORnn*5V`$V^xw<UT=Bey%yNGZ*yv+u4DSz;=}dTE|{X|dl)7oC0x
z(F^O^XK-ozi{yGaJ_(W8#WqZr%*;e@vENM>T^QbmtJ`OAfqS)iw1cgH0%yCa2<vbb
z*5AfO`<-6B>kSN<(lBWWS0CF{U0jQz?;1FwG;9p1;PPx$6mVHn5!S)YuP?z(FB&T$
zOheEvl(Dr;NzjJaX6izlA1=d9uOBUm-NDvFA@(X$5!Q*dL#w9P2lWjsm!9l{r!z#^
zLuxRWsEnggFa!q-btv~iTub~~CR1czO=LgJc84z6c5I>e_PBvP)R~LsxMU8D84k?x
zQH3ul53zMqXg_Ew!aD8AyOW1#FofC-5IIMrzQ;C2m(&!Po`|}@$c6Y0fbXzxt$_HJ
zsR-*JrtK@i3=BUUmC8arO*lq9Xsc=82A?8@M&h$`JdwYdx-;zT{IjVD>qO>=rNA+U
zbj~}1lW2T@$Q54GRK({rYkcNHL?KulJk$@mSp+Y&g>fod38mmHG8JJR)1m{gRy~Z|
zfJtTz{blfCo$}J~VkOfWE-^v7lx?hT9k)194zz7(VPFTDudVX**~ZpIVYk^-gmrea
zHbpx`I+V`nCTWONj%}JQsoBtOi1c#B*MS+f3JRcZQxVnyExe>u?5FmD?2MSN2E(K!
zV7IeP)djW)BKZnk)p&XF;BIBBqJVp)sR--f&WLn0q6=0!(2+n>MWM0l6pHC+x0Ci&
z1oMMz^L1fDxIC$&oca{8A4JUS1oa_W1*)&qmk+RYQmDSyRD^Y^r(KyTS7AYc>w<<N
zR+rIEW%-GxcM0+QcedfWJWop;4mGbgC?gfD3iF$6g%p@yHx*$W=HhsmIN4`+5kfx8
z9EVL!2>;49R~O;pc!V%k*3Aobm7@43wk`_2KbnfLPA@?N+=39a4cS}FugCf}LQv}p
zqUe0U)?3|a{;;+n%xr_+^<o)Qt1e_Kq@bK<D#AL-nfppGpct!EnE3A`VI(OGh?h%W
zd=i4Sm2H@Ak(&jt;G`LbByf|kcnWH!6tqoj4HP;Tnu@SaXW6D)Pq74F6Z2)U49WqI
z2I*J(<gc!g(x!hIQS4<qK$qh3M6zyySP=w1;$UuruQ>8I)0lGSv9(gjcA1K>PWE(s
z)NR?czXPI@_=p8zx#=nwM9pi6X^m~VF4Lv7EN~L$)YWwtY~^OFT2zm+RZ@W7Y%0P!
z&{LZL4f|zem>TH`<onqs>w;X;3}nM+Dy6=C4_h4t;{B!~tV5iBuy;WE$WxAd1&>QW
znEs7zlrE;}iT>UJ>03=qW%)Js?G-Ffnu@TF<#dRC521LdF9u)x{MBlq{q0-=(T$uP
zg|ru0a76POg7?2{({<r3#n|_xyZ>#+U$GY79eO}_n68StE9LADY?TzC&zg#`4s<+L
zmL0gxuv{rN{7zsNe9+d*zywkGRfG<T^G{*lR&oApQxVpkza%V8Sbz>EOPOM|TrWtO
zRP^Od=K{iYG23X}a+GK&M_6=xt?NZdXsvL(fUS?haiggS>m1vM=eW|j6v9%JopR3W
zi@epbuO`B2wmWnQw`&k~d(j-1%u#43*}5sTpKmI{I_)(K+9GImTCQ3Rt|#JyY?tT~
zU&A2oo1`#*Ia@o0`Aw!GtTSJ-$$>Ri${Cz_mx3;Tzu9vjl{o|-0mRy$GGv_#i0Zr9
zM(a{dz{kTtYxqK+_WTA<nY0!Gan$C{JK6du9N%s#!aB$0+p8sbXhB>f3bqV^^MgjA
z=r9#+SZW7Kb6gnL5!J7<U7$;Kd7_(a2ts6t!55-UF8WSeHD$ld)=FXfMN<*h*<Nsf
z;%M(1fSIwdP$d>qh)7%Vl4*>qgDX~w5xX!I0Haw%zWK|=_ZVeS9{4@mRl0fL!h|28
zyHD6kg&V#}qOBNp2g7rS1+0BrhyBF$Tehl7#`v|V2<sW+l$bKU9YXLHBLNRvq$8kn
zAF}lhG%xZ17KON*bo4zP4h5aXRzra`-Bg5iSkuC8Ix)H<(xI-NCN$@>4bm-ZZLoqt
zFjia)0Ep@HIhTERg~$d|5!Q*!+zw-{bHRvtSOOlK5^{AJpM=P~fNhvAnOTW$)GQdn
z24Ne8W=eUvhOL1@=W0_C*6A#OF@|OFT*C#Lao(=@=(`f<bVkZf>!d{MWo$!rX)S=y
zh{dvaDxs!0M^|Wy!wzGL)QxOK6lm9*im(oCGA#U?Ohb^-O0p-~#}he6Sl+=lMHkBy
zT-3Kg7p3&v%f7V&;%-wB)<LA|@l<wGJe7^k_EIqqK^PA}A2+=0i9T*<Mea@(1}FxL
zC~MmwnjVC3bT$`Z^fRPf39&a}x*qo8T~-wrLP7LJ%2nlYxg%woFR|UOn`ycdo*#z>
z;ysEuG;TMz4f@q_E$bYt<^-PxaFARc+~yZ^oPdTQ{=jW+m+v;X8m1CrFJe}B4J!p-
zp!#C^1-3a#Mtsavg!PQL7(z7S>Q1->5?12Td?{z5VN+8E_zl}!-3;Jhz($O>g8Cx0
zXns)f{fe!Og6|imBCO+^h@UI3EMip<`A#XFAuKZ=w)Gk@QGB30Ec8$bw6X825SU^r
z!a9M;9oRnyqo-03t1!~=iJT(}=dexDEgVx4719OTqo|AT#qb4gJ^R)Qh_$97tb>?+
zpaNArE-nDwF%a$<#!F>Nutt>BpVll9p?MzLI9)Vz60qWq(9ZR>b4fde(R0{3D2%Q&
z6=9uG!tW}h8q3*6ouM!?AN$JS4X={S<YZu4R}j6Iu+7$`mk7GOsD`U|fTG$MwO^>M
zkbE&)ABE&~rXsA9oPUL=^swRS!wkl)d6C|&mMMwcJ!~^|$t_4!QBTp-^Wg<!)Id)K
z*}t+CQINgaRD^Y8(|u4-4>_BYJ<!z`nY|vDfB=1-ZImvc83`W?Hq*O&trRYwW8Yul
z@~Ei@>s-dh!l?gB1b)d@Uzfl*2tG%dL2>)f**8_({!>#C*4;j7H$*Lk6^UXBf_#bq
zO#6_n#`EL^teyeyrp+i!X5U$%Fu_!WbqbsP2n?_)Wy!&y8_=^+DdUm>@QJiHS-@IK
zbZ_i}1^9BJn-Ly4^>{egO(HiKMnWJFU&nTuZjsv@#CkxhU9cKECdg_x<r^&?SvfRX
z^jJbyg%n{-eRi#3tE*&_RfZy7yX8%z#J{Zd{4&K4ISgM?m5{@==t<&u727IZj#CpQ
zcx*xcQ=pAfgI>YDw*qCqsR-*V=1Ae6o%&1_xj;5eMRZ=oHcyw%T$xTdRY5H~18gM}
zOovTHSjTjMgsCh>o+M$N1q#$y6vI;dE@KDAFJO~?OR|uH!74a(L56vZvIzNG*{;$>
zexZ!KEQY9{t+a%Mur=uDb&Ca2$HJPaV5=Cqpk|CWu~k(v#v4pUSkD+Pj!yvZIKk@x
z;>RaynX-nQZ{&=?yq3U!mhB2%@U9rg0Ja3pC_xuZA@al3)1PK*rf~kGsR-+w7lvPp
zlFsH#DgC3D+*x+E4Zy2A^rFjL=SS0?(U6iT{)}y?E=7n#7kr>e!gQBX+AX`@01Wj;
zHGPMNy_r8@>!C3Fk*Nsl%r+eCO+pyXvJ-gZB4<-N4eOdi47%Mg4k8CDlJ>OkfF<o9
z_7D8FJuV!bsSx5k>BF|(cs9W2f+U3UEQcTDlD=^;o8C7LB7OSCL02io+EcQ?c(#g4
z78qkH!g?0CK%pzeM8|HN1J_o?)6FZDp!ZZn?Al%}z`B{mf?TYRQ5I#0)ofSk7W@km
z3hZEX4VWUvZj>8Mh37g1|LP7*Rq}<))>O$CXPSzzo-bAe)VB%hekZyZ9-!nHITx_5
zB<3A#H|R27nUInCBclauB{!(G|K)7O6vTT>MOa6?N&y)Sb0ctXN+-qRTBgjsm_Q$4
zJ3|-rs+htZbi$|L>E##jWI8FHbt>vATQvoB$y9`O)bjyipLm1|l<-tv2~YYst}Rm%
z#JkvL>O!2K06s#`#%FdjVt2CjP>8+GRD^Y6GwVT}AqYo2s`w<t=n=MIx{PLpVVohj
z2JmW9o<70WK%w(dQxVqbtOO!do`m&Ko;KDYt%MidGDOO3(o@B|lxY5#?Fe0(D_WE|
zc*_MlTJ>oCkgb=(_&-fWSZ6$kFdnFQePZNsd?9R_ipY)oh^^O~xwM><TSon`_r7^i
z9L-ij!E~aj2<w>I0xrQokI3+-nDc~YCEFz3LNy%=m8ckkK^!r|q?WU9uRvL9Dk2Ic
zTzzu*RTD{z+QhDEF6UJ`a~T-@L=L6J3;D7dzUQ27x|qy9;fid>@m<OCLYSVA^->jQ
zEp}?|hA9595|JY&%!(#f8iwvb7mDZXfzhP-F6iuDbGEZ=cP3rP^z>GiOD*c`xbeY?
zblnlI6X47>L)l5RnL?Xsw3#k8@i`N{p}CZ0ihWBzAGD>gdpA|-gg)M64}4MW^>f1u
zh{$=M-|`!WUOcocd;OSEqk5NQZ-C7;aCmXkGuxY-$?j}+;wF$;yCN7IMD2a?@)FLs
zTIt{*ZU=EBOX6Iv*aMjtp48zKD4bGR@Tw)45mfLh{l(IuNNr;29#nu{!G@s8y>>-3
z)+-K#3C*VQ?c^HqY8<$xF%1lOC)dEnca2{o9R|J0f|s!^@I}11F5*TZ;y5mWx@{kX
z7;}=#H#!F)1fJ*A2MHXg6yZC$$RU@MlIaYtF}Bq!r*JE#i9wda!JiI3f~B%t8zGtG
z)OWC*s+%n~C!o|qcr~{lEqCh!1<G~HT`1DRau^sOEEluTXjrLedIT@hVIH`bt*(*>
z?lu&muFm=v%1zDcnyg_}<BB}f<>wiw>%&~LhpLY~R7PT^6Ed%*Jn&_<M|AVRO3DLW
zA`gHiVJ?tMy8y4!{vum3h4$m7A|8Va$vu`Zw+qZEz}x}jKoD~})7|Zrum*r<Ugogq
zSaO0c;>fdteKpzgTedrNQLiG@DF|^Yta0nsxS=)m4)1!KH7we{W~-*ae%e%ob=YSM
z*lB<rX-7a~A(<N}!)G!v%(ry|!B`5xpY>7seR0H^ezo-kKOKpd0FQez&JUj=7y6hy
zFrBTTk_V=mim;vs&JlUQliLEjf_7rqn5;kkaqhVK_%|0rx!_#3gLJEa4U`MK#wUJU
zV^0Lsp$X{1JfC4$6>MOusAPk)Ohs7F2J1yO=w9w@fp(EteAYXh%vGtj$4TfgdMSu!
zSC35_sr?OQPzJb$?Hb(-;8z3PZpt^!4NVKifCfSD8cb98U(MD~;eXInM3jHn<uH78
zNm|5pU(kyOUsg6$=X&vQYx-tu+S;78Ihi^HE3Z`HV>~R&fddwlRhOEiq3rZ3wx@No
z(`@L440LlFbW`%nEo>E({4!`N!aATOI|`LjF<lj7B19iTHSd)~#R2gju!ks8Ip|zK
z=pJMnt&1*^fVlT{t#LkkA<!D5R*=>T$M>=IQ8>QaRD^Yo>$gMbEEo|5Bdr}T2iQu*
z0`w2TSRokw1PgLP)nD>(+NbD00w=-SaXy09PzKTd7TYztv^ONcD6maLP!DZ`*Lt!I
z>wdCLbO6<DQ!>Ce*eWU+;H#!0q8Y%Tvc3`SO}?fMN&^w07T1`*%%B$4uIz7524$M{
zkT!jcEHizMoVlqFmSBZ3*&<rprr@mx$9P5iuBGm*>;mX_C8tgOnEZaS2+ly)v_qRE
zv^kA7OT{KWgQDfJUDMgi;3~S;B=)`hoVKklV!RO1)Wyv^p-o*psqsl5Ik6_6A`@4!
zP1JN}ZL(Cm2mLmob62qMtT=a>sfdf}d`>4mBi%jM7JP!i)n?!WMKlUg%z5ImpKX#Z
zkLd{!krX@F>N@!z4WaC1-(G>T%T$DQC=j3vdd{w`X3EfnrJ!D6+fgnmt&<X}!)!x!
zQ7wd6UJaUx=V61U3bis@6NOrzsR(Uq#t#jr173Dh7!TWX;A@BjpMD(t1cKkl`rzw9
zr1>*^a>Dlpw#B;mPNn5WgvKst?1ILwudz!SD+vFEt&M_kNQgL&j~W+3kyOM7Odt{T
z;)#Z75r!t^GuPF-D==WHT)>#u60(o6ourFw6$UN|YzccL@grrUE!ajCwkZ5Q%vMd|
z_mHWGun0a#Szx4}X48VkS?~mrS*oWA*ALhR>EddGnZ;tLgIm`~A@V);-4!C=F%=Od
z61MS&Z?5`UY^*m?s9YO}2(=idm1A5r&)ScVQ=DYk;iY;DMeN9pHg%e$p)4}><Ca?U
zwb>9?mUM%UO%1v!`D7AX1tp)17b1>h&D-V&;fC;6l_ZRUDn*`wG3UwOtJ%it7Rl)e
zKUj8yPKvKx_U#p4pJ^&0EDdK6u92=K=Uh?tx~n<IXOqixm0-o0XmMzoiU4)6&C>-m
z7h(jVey-0c)K9^5Ia>(@(;ib1QA`H)URZTf!88yNYT;L%TcJ9xjfGJu6%57knxVK6
zW!a-J2n@%W4PVLE#y~p|+OR{S2c|X_o3ofzU|8Co+PHG6*GpGn&8VA);Hcukvkr?m
z9*xJvL1APk3=6w?$g54t6jHfr+Uw5b=;~|@9G`s^{<$6gc(rl)<dHNiiqkuE*+1Z4
zZEOn1jl;yb-cQ#il#=}ohbQ;sid{oTYh!vd>9kiE8mvwB#rr=Tt&M{oS{Oy>rH6Jx
z?@1+7f!h`fxq+cUKL=cocV0SS)Tlk#W#aE3_$2E)@dh|)({U5(jW}}F7#L6npOBh(
z>K&-+{lhrv3E4?c)L2g1{nSbSd|ny{W6JvA8_pWaUjETq>F6x!Xq`Bk;iqhD5KGC{
z!%<w8d=wr1S^V=D{`oxq`6B-L68veELw_hc|A+sFoWDWx+}TY$_ha<ZPlxf+)3TSI
z{y*fUbA*>BKotjL0AQ8mW<~k$=%-PiXq}t>Ap7YL|A+i^uJF_NpkS|-52>Kn&r(UR
zA7W9DE46dMo!NQ#X950Mgnu0P)1ts;$DM$k>J3j7`sM%sb>>v>h*wHw%3itO^A4Rw
z72=qN{YV0=3is3~0qsW;Q2D0>v>!=;RYD+v_9F?XY>))nk0hW>K?xf6*HP|}6R)E@
zA`<)ikpz@$C;{z963`=q5;X2N_-b8)Th^h~ary2X%xD|&&-wW0Li}?v{@ILww&I`d
z_~%mma~b~Gg@5+opMCgeKmO^!KUd<PtMJd&_~&`}=lS^O1^A~6{<O->dz8#9eqm+i
zf5ukQIRD$a|NQrl{O7-a)T~mt4juO*{B!*<-g~a%J@Jce?-{i98(tSge~*EP@O5E~
zX_pad0Uu<aYV|>O<i8ef-RI9AI%}BuLlBD4pFebtvn(IXA6n_GUA^`!sW&j&UhlZN
z7qUpTE6I5+8V4gnyb?6p;pJmY30_xAnIYkm;Xc*g&AylN%K8>l5h4A%gou&<Za!mQ
zveFBYzF|~|UqBt%>$TVv)TQt^+phR71<aZfhT2RR%L#gk5goo>?pf-W-p{fXP}qE$
z9NTQ9!pIklGq=J!bpZ$5<4{ZN^LNS~1Y3vcS>j8_bu>+<?B%+p>|f(tNPK?Ac8@Nf
z6$$JaKr2KDIJCk=D{!clZ-tm_A*}Fy9)1h{30p4(+mB2|ghlEHM7~*PopIN70>3JX
z`Q<Qtx&#B~U_c`duM(55{LCzq)w+U^PWq&!ny+@6__j#%;_G_jXDKmtD$rYDIi9VM
z!g7odaU46j$BHq~NqLfLt^O-{+GQK2TX@FOK=q_rpPk9Rr{c^rOhtqR<22&YtYDaq
zA0q#D#d;lnC9hx3R-fthF4gOM*!NVtzSC61aq@a9*6Z*qdA-V3pXv3K>h%))o{HCt
zrXr4$*VD0HhhNF-ce2%IdOfXr{dMenDqeq$sfgp`buZTI@GE)!6KwUFUiVb5f0TVs
z#p@q36%qBi!AofP9!rmE0}-JXwwhh%9Vq4wW3w8^L1kdvP<;j{9>5oSF=oh*%u7=N
zn*>5QCP|dZe#NGxo5{{kl*vvp-V00%XS(7+-A)SI+hodP*cAT-TTvxvJ|#pP$L8CT
zO*!!@FM__sQ<mG;Iu{VPDW9^{yiO#Nq1H{9sTIdWwmu4;ai$`|B0E}$XxjN;+8|u)
zH^W!r3$U1i4)Ngdr5Ii|x^iA#hB$0$BDj`qu5QU&<Tu;#MHjVoAx0c%ixY~3w!Y`X
zvenL3MS-`{RD^YSTCMpj+3M@UI609?uTjg(0rm|Qm+vzbVcq3(M0rUqclNXj<I^-1
zm5=M#=IJ7tL**mYER;@IF#6d#D3mIuBCJz7RZvPtDZx1Nd|%ExlBo>H^_oU{BKKyt
z$-3lDC35KqIkEVIud-6Py^*br!tnK`BCIo{%59hziAUM$>+-<LZLM0leTscU#pNG2
z6%lp0!7D)c7C|jW0}-JX!@Nb9Hc50QFH7s8>Rdp@_gS{<b+Zd+wsTksKf~5X$xXjB
z6=9vD;Y?)-t)UE}J^K+`FA~Q%+d0etGuSFB8DN^J2<sW()C0xtN<Xg6gHwPDo|lHH
z1pWYW>IjHDg@;d1U^lW&)-A?M;LV<N7Sr-bXIIwQClEqBo2`xlah<7%C`5w_J$xq6
zcUS`vp%(Ow+&~14kf_$C!YJ%c7>C>$44TFv*UKT&=+0T$GjX#hy8<_D*_F7Nl67%2
zKD!DxQ?u>3nU-CRn=#onxS5b$i<=qQv*_G9+)T}`r_Bc3%*vjPn-jC=;AV98T-=<T
z-H4kp+4Jb=eB7Lvy?{0s;%0XCB09PlH&e5la5Fx;88=h1Tj<<Y+)T)B!_AoNcKY!W
z++3Eu6gNAwJ8-i$dl_yvWOw4`qU<i*T$SC8o2}VBxY?53i<@=XeYnYHFUQS}?0(#w
zmOX%*O(IC`&WU2^IouY%>+hUVtxZ9{mc0}W@h)S;)LP?+YB=s)vh#$O4`m-X7p^#A
z=Lt6tWxwI??mXcYL)rfg4o-xFg&Qf+&XeF^b8v7n9P|VSqv4<y9E^d32ZDpKaPY0*
zVB9N)s<mJ&H)(MqXz|_kaDx+t7XP5#6G5TVHi%zOg5B-@uF$QY4o-&O@1ot&u={D+
z9Rs`n?eAjhYAqZjO*cFVZg@S6Y}t8|xZypti#L4C-xYUxIygWNtcL;ckRDYz=<kX|
zgLHtZJmT+)-+vMu;Kj2iii=Un^Jo{9d;#r_h259a?l{=JpLWN??pJ7c0_^^tb|=E_
zDU*b-Nw9k%?M{Z>6zxud-9g%&dUJ#6YcU4^@sq*y*UkX}CkxX*O1o(K4`>$+JbA82
zfHp0sUDSLJ?V{#o+C|M@PrIo3CukQn{}Jt?=3`G0!cg;-w2PWwPP?f2VcG@FLsDn?
z>W&6=zk=sS3w3`_yQuCd^Te;H?s@*M@OzF9Q1?4%7j=J_c2W2Lpk35`)O;ZWbzkD|
z3K^FK2goiL9AMVJBRIgU|8Q`CS^qzR1IYTJ9qW8M#(*6cFMzv^5q5aAi*~${cF~Ua
z(Jrd~Z?p@lS8K6D^@-+K5c}n2Aa<+}`z-CE*qO`4uTY{uw{3KQ_sG&N-s3jfMfZG=
zcF{fGp<Q&(U;JGmW96AbAo^;Lzbk$(2M6e@d*}djz!zv2bHJ}@7jwXj6+#N;fOBXU
zbHFvUi+T43e^<zUhz_KTyx#ZdI56E^2-3z0)A#zj;<`$3fI8hv2k4Y9(k}Yp8QMiZ
z%v>a-pdZeqUG&5AX&3wu(%j(Rdpz9xLwJ6?xcB#H7w>SwV(}~9A>r=|jV=uiP@@4l
zz<a;Z-xY}-2@WvPZ|MNFn&AkcPz2!jbAkg*bWL!8dGn^=0Q2St=m0JGroSsL|8sDF
zm#;Wg2u9Ys{as8H8ho~I@B}dUK}<1082oM8MT7rJyJ+yDB_aXTsUUhU9iWZZ`n%%y
zyXgSU`mDbze*bxJfO<_y2uY*G)8-;NKuglJi~1g=UCfT}rCrQ)-=JN{bfFFB_%=)g
z8&;kMf+q?aE~j0z;V|u@4X^iig-)Lc4p65b1qbNr8K(<5Xx%xqiw0doyQt|+w2PYF
z<L?TQUkDCR<gbGR6uEe*5D5lVYmIXxsGv^*<)^HK6q8W-(71Db<0ixTBPe0AFz!vX
zi^e@lyJ*}~w2N9#IzyyItylTGLcasS0qXZMIzW5g?(d33-=+gJ?oa-%_<a#pKa-&@
z!i%>A2WVVxZ~$4eTC2}iSnX>+1+@PmKD4F??N6FayF%!)-~fd_hYrxL7y7#*(OZK9
zO!T?n0Pp;Z-~bE7)G0#ni94~vUKbo-Tje>y0k&1H4-TNMl6_lnFdh#6jSkS6f1+J<
z=Ax-WEIM-w?V`(iX&1e8EA3)teUNrBvwoX)v4;FB?P3ji>NFt?Ysl@ii#6mS+Ql03
zcG`tXG5ZkhPJ`X=(rz2<{)2X>V?L?7dX4Yuso?6X+Ta#bg{xmoyXernX%}sKoOaQ+
zU(znxHf6fFjH;oF=s=W8+C@We_ICx8577Zy{T+W-{Qmdg0AaPy5JJ%(m;1XS(M@!K
z&bg0v!8r}~1nrq=V9%(TAY+=a=XBaddoH70v?u593dwf_2YCBO=>RQ#igwY`Nwb7N
zG;R&;qHzcOT_NR2aDY<Y6dYiVdy)=BL9V+$XwS5Px@XJ=>1{&YU9^kpUQ4^E?(1k5
zm3ka^r^7`*7dzsjDcDe(z7sE6?eC&WRlm{So#_c1{k3WSEZ0td@+ZCth<Al+;5|#8
zUYf1Xq0F|N<d>~aWXsm4YGs>EFv=d+86ernl!kI`nwU)6St)jwysl~{m&S4+48IMw
z7&q*8F~K%G!kM<=5&9%N!U?9~5qc>+!a0%Q5l)T_k8qY`c!bj>!y}wG86Kf;!y}w6
z7#^Xw!=q83Xgosyhv()=M+>AQock4~bfhDM6`tED9i1;7;Y^+|<;Btw&g}`$;Uu5%
z2xt3*M>y>#Ji_@u;So**3XgC`P<Vt>gTf=6BNQItWTEf~XAOl%S4l@#OGnR>j&NpC
zc-;%6Bb;j#p2I8`9=%99!g)3IbJf~poRbZCQOr9p58XCYYYV1eH~#A9%i4r=F`vv7
z(im?Ca&7H|l-Nux6^oV5@<6_;n1jl1Gz{b)bAXQOQ`vE%_MY0La;6JrP4{f-f(2t>
z0$Omq*~=CC;dpcgW`<W_XJXoe)eUi3UYJY1r#3cSOcj!OxP<0?*QRF5`=L88Omnn0
zz7t}$<kB$j9p<^$CU+(a#ln{GmugpSY_W@?enO4&cPMB(M^XJ<=<(olzA$AhOmf6S
zIH)HXm&#!D9#8~JDqRTAG5<$QTALgkL80!(U#hi}Qhj~mf=_=M<};lHPRTwBd$L2a
zkHJrSvXA56+IV67-qPMauy{(vgHMIYiU(g3F$O32D)?nnsRxd;Ul5mmQT(OJ@K3=0
z(d?JtFN7?7Qfy$(&u!rO25UwGKkrDRDfRFGXdd=-!PVH)1sm+?f(`a`!3KM}V1qqf
zu)&@#*kDf=Y_O*bHrUez8|>+V4fb@w279_-gFRia!JaPIU{4opu%`<)*wY0Y?CF9H
z_H@Apd%9qQJzcQDo-Wv6PZw;krwcaN(*+ys>4FXRbioFDx?qDnU9iEPF4$mC7i_Sn
z3pUu(1sm+?f(`a`!3KM}V1qqfu)&@#*kDf=Y_O*bHrUez8|>+V4K6?g8?3ZpgFRi>
z;8X9!EM|da*{=cu$Q)x~HD(C6(3q#P4@{s~4t|o!5XY;tK5R=|j35RDhe3g1P*4~Y
z5C#Q<L4jaU5Ev8y28I6zh5HAE_XmaZ2Ziqkh3f}}=Ld!32Zi4Uh1&;(*9V2uj|!g;
z3YQNGj}Hom4+?(|3U?nB-X0XrJ}P{DRJeLjczRGcdQkXzP`G(eczIAbc~JOxP`G$d
zcz94acu@FvP`Gzccy~}Z_o(nK1c3-j?TLK@4Ia)ecvQ;bC&8jMji-aFPAXT#)3!Dd
zhU@fTpn+mRQ1K~@$tAnIoM2ZQ*W<y=7Az^*)gZlhNo{hu50<|=vMN_hB_Vi5t*x`8
zlq{5?jDnbbrQ(qR2;8wOy9QF%rgr9%*9~++5IK<mLweN4(DjfXKs3a-&JEQ@?+|yW
z4BZHY1g^_&z&~f>pL5{PD_{<5*DHn~$VM?ux`5^bxVSeR!D3TqL9%6$YipBsiwx&9
zmws`B^f6^vFe(MhT5X3Pn~9uwKqPYZC40P~IDIc^kSHk`RT<`z4ODt@Ik841@hxlu
z*4QBe;dkHp(6YP`Zjil5s0c@>tFJH|?Z%@${<$ER)JDSqL8v*gGKP7fRS&a7ZFCC5
zoxpBw3_MfvNvfl<u-!(r9&E7IgALYtu)$gnHdyPy25UXoV66umto2}nwH|D+)`Jb!
zda%J-4>nlq!3JwR*kG*(8?5zUgS8%Pu-1bO)_SnPS`Ri@>%j(VJ=kEa2OF&QV1u<D
zJgXbK&*4|B=wO2t9c-|ogAG=6u)&HBHdxWY1}i$)U_}QTtmt5a6&-A_qJs@qbg;pS
z4mMcP!3Jx%+h9xr7N|=u`pBL5?+sAljmhL8UzCSx6a6w$tz;m3PumW0WAL$kMIm$T
z)=a8Gk!@}pf=6*WM?qz>w*a=<<gLa2Lavxh;}vB}R-0ZdWqL5gN~aLtiL*6<8^ox|
z_jUShklI9e;C7~pFt76nmigMm{6M*aKfqfDXdsUIk`Uanv<jOpL$xWp)9^@z<1LgX
zcp%rtLCYZx!DmWCy)$c5VWdvJSjZ<!hdM<BnxnNgFa^f=b;6CjLRnNDy?blZ(|MSr
z*a=~>iv3XNMg1{YYis<q4C}{vFymB8ng-J#w&Y-K1|>}wt0+8Ez*Wj1O3svOADHNM
zqV#O?2qc{9?{-3?rwpM2;2X$^;JPX4Oj+nv9w<~GVfJMJr#7)#%5`F(AB+v#du45E
zFD%su4KHXFrFx4H?PpJ|E%>RNtM+u_8b9#k_})rB*O~XAftS4%1<mM&wq2nJnuy8_
zmWzOP5QOe2SG!=1oeF@)IyC!gOgjaB?8JcEc?{wYzrGfKod(OyrOTatUa2#mDO4-o
z(9X|8V{CSz3tTC}3#DPlOTh|zFxwN`pmX7raH!{>DObC@Ge^J@Xu9^kq4)K-*JeNx
zqz*{So&A|~56n9RueAxGUP`DH<PmDrh{B(Tz>(h2C7Zsp|EGukbgow$TdEf5r;Dd8
z{^h6JZrNEI1IG6j(?hkBlhsNQvRk>DN{LU$Ab-4vtHpOhAiAO2)$I_Gt5j~!_hunK
zc!l;3jHCoUZujFE20?n;p`vNu1<}@F4&WZ}WVyXly!f@FuiGgodAS`Lo+4}xJYRaC
zh+zW^+Yldx;vw`MIDgfTvme8wi!ZzM;jvR6PGmn0N7+x{pHIS{quEcv-`aESsI}VH
z3+qNnucNcBecIP+@5@hFy!GF2KdySM@%6&WTGH#)AH4e<U#~55{_@oiocQQ*)oZP<
z7d|~Cz210W-ZQ>lo2D=A{LCk6$5pShe7*2-Ch2w8r12?VuampiKRfufM<RMb^9vt-
z(na?^_o46j7i})g{@AmBx+ijxpDFE>mB1E!7)xs1ck(@-^wpaCwM*`O|393FT3`!4
zy5)<$`n+EMqOmW3!@N}+qYkiY%X*&+HYFsr-tnbRz0_B0^3C}t&;8&_BDPpnYlE*A
zHf<!e-Z}4#3aNF`ufPA`%@5x@>UgSkwyzd8wPdy4e|E|D)~MIqH)i7Uiz8|Qd2E<T
z7v0}J!*}sTfBE*7gFksH>SDMEn{o0*&-M)ZcN)|GnWrxMTl7vo7tcz4+!!Uz_XV~v
zB@N#*WAJugLuY<};tkJzf$9rvkIEO7?q1<@{oNxczx($~M@263%}S1}S&;xpzDd|j
zmbLrr<JbGz{dVBidH3BJ)ecBu!&$oMeV0D=Jl_wqCf(vC`l6)ZB5Yqv7k&8Mmp$lT
zwE17&xMTBIV=lthxOCA+F1-COzIuOpr04ESC&s9UZFl*i_dj&RzvzE&Kl%Buo*KQ#
zP63BkVC)PFo}butBB}M!%(s{M4mjzBi$8wNFQRIJ*YJ%)y69tT&OFh-XiWKUFZlW1
z=taIQSB-4$p-5SNros0gNvV%d|J-f9QscHf{-UGTMwJ3f@NG%HXz)cp@u~drnmac>
zv^9E>MN5K87vJ3^r9Rp9<TT%s1#KI5J@(im@rBcddxI($-y|ia9;r-S?JKqT{=a<x
z9Y1)<@l)y?pE<tQN=kjY?d^Z{l^XS)UELF$<EYfRzEb#>Ei3hw$|OHe{q6F99rLUE
zj$fWy7qs8;onKPw$<wbo#rM>u-|K(Xk8bXZ;DgeEJp|H4-+A%hZ}KnNe&hVR%DwN1
zTx73wtP5J!*k2(j_1|4zKgm~W%bQ>Hv-jk_di<0MnxfcyA}RID*WVnxwr%?TUpK!!
z|Ka1O)H**SVqXp@RU2J@{XMYd-laD_-1z#t^~}XfhURAVUw<vsG3$axF!nmh3U}<^
z_2X|(X;gUr3;*pO2Y$No|67Iqnz~v$Md^5euTl6VDGj{_)8Qm_E_L>mGSI69)4!J0
zmL+kus+8zHZa-W|ugX>-b~f}=QFn%WIOFxN$U^+%q1x=mq}k-*WEobs?5l{rup<@G
zj{x7GL@!x;`EbvQBYEh38&Ai55Z1Idf%da~9vn=@zOr`g+Db#O8=Mr!_^s(kZ~$MP
zpsx&WFcbPNu!9A<xI`aK1-qKWcR~?Ljk^0f>wT)T8h_0c4#UU1VhOwIYx5h=V4q+b
z`nnp<Pwz_>pzpmiRfhj{&n>`M)SWQFHt&H4%dqB2%4<B|hMjR3(5({}-GR=szM<ZC
IR=ZaHKd66@<NyEw

literal 630112
zcmeFa37i~9bw6&|I#>67_-boxX=Q14b=sC>*<PKtR~K5@hWJ=|XL@&LG?(XCX>Cj(
z;jqboITi>c{6hFa2qX?U_(4MWK|&4^Lf}Udl8^v7AR!5a1jwHp<VSwrSFgLPyQ^oX
zt9C}@AH|=KwYy!_uisU#UcL9K>Lv5uIOnQ4SJ8j1RrP8vU%oWplqd7GO1b2e8`G^7
zhnx9g_E_N28>Y9tbo#03{?;{iwK{#e)t9Yg8a2ns=4;cf`v)JWJGJ^?DOYgHb*DUd
z-mx=)Ix%=k{B%w_cCAc*<E_DyPNvbUIj1WPr#?73Mqe5naKY85Tl4F+jDWh|7%G5d
zD&_I~#B^(^OP=@l{3G1p)3c~D>C|fZtWy`{EiBsQiKac_fW~FjsR`moeYD<~DmsLk
z;MH`iFV`p)M;ke(gr_U{>F8Lca>0AHN_H5nR2%t9nZYlwgA<wD=$Ks_Z8(>}>eVCS
ziPgyE>lT3+7#NstEi2m1GWBaV8s59B%HWvzNWR=~YU6eWA779u+Vy%q14_s8<*ZZ7
zHOEGqwc>PZO|H?X)(;F0mZrF6pi%=vmKB=SDZK9YyK1^M50s2K)6cXPWhzCR-_LDs
zww6@wMsBoG8HIG})49#9Wi_W-splJ&+7y4}0q-N3N~v1SO#zeoz(l?Q=mYsmV(}BV
z1_}L31N19+8u-vy%?2yL{gPb=;$YcCr7}@;M(wg)oNC~Uqxmdhw*(BW*`sB966~FB
z9XeaN=+vC7H8y44X<NCPGk$2Zhp)>8!Eo?p^Ii8dTdczn!JUKlUDF=8@e0^pBls(F
zm69`Bg>sDM%V0}p`svo%X5ASLA}a(2R<5B2437rCz=Fi{mGnGcuQ#2#E8Xd5nyqz0
zU+R@+E#nmP<qM<r=J<I25`A@kxmhAre!8`xYL}g2ebmloN!c28P+J|%)awMc-mF$@
zPQ5;Qk%wA+`caTjnyNQ2wn}y$3TS(Jn{SXd-#S#S7W3fGQM+MVL&VHFbkHtmEqB;j
z-na$x?Peoa0aw?Ys?-`z*}AuYpSkq?V!%(6=2WL@`H37<dhYI>yLaJ{ps84ys7$vO
z(vN{^849?<xs)k3v&6^-7z?}}g;`m1>#YO%>Qs4bG?Q~O7pfKLIE=xffukd%BhWYC
zyXbtbSsJSkWXFIG+l^_bbsdBbC^m*;B{S;5E`h_aH(<;XfyKBznTH7wS|T2d*>#78
z2^hQ_y351dH4<dz`f^j%3WfzZ0w8^mszYiBD?!pC8J3#G21Y_=6!IB!YV@_ITkDA7
zqfXf#gMJcb<+>RAMB-u$u1a}y+yNMvkZh$`v}+}dFpOf7d47Bf600}I>VVrMn*qKx
z?D~abzTN<(D+FvHJz58kN<f96VpQad4X}7FsW!&4&~S8L=Uj3!0?epgELJX#!pv1_
zLRVx9>9JF)g2WYIeWlr`HXE>Zup<!l+<LBZ5o1wyZ{$l3I!zDX&|2z_pwSFWyhD84
z=sn^7&ZuXvAji2-AK<uAf^sDlP=eNyq79n}?oH&&;LyTqc3eD}=1~?HvZMU`X~Hca
zeKJ?mt;5Fi#vtj?z!VHnvo){oG@4?ji->WxYwjDB2^b-FT>Fy%4Fm7l0wJ(6)OCr+
z8nQPeWHFD>WC63=TJHYo=^-qf`y@!+bZZ?y9l+B8F$M77{v?MHMfPDjx30Cp1)%cG
z$?ePCmRof?w>q~bw>Gyfw?4Naw>!5vx992H-e+=m<o4$d<PPTU%pJ<zmAgB4Pi`o8
z{F&SdbhsD)-<P{Tck1cf>D-yz1Gxut-}g-J;b(G><Q~mEHhe>F6dhievvXs)OfK76
zaLHjQ<;I`RP2_T|wLy-J)}12!0J12*Gr$cytN}Y)s+9Aj`UBZorJAi=EaPdzo*2zx
zhKALJdRp21<N&N>k^c;|r#rN}`Yi#lz6T-jlNox9(wD{OgRl7yF<M+BorN7Q<)NI=
z{;SD+EgYpeG7ro92K@2ZBk3pi?0D+t>0#>?)90phFQP|}sgJe?AH8zAwV20<>v}A9
z<x7(mK3y2&RvNdY$~5qV@n|h`s_+XiRg8`U12H!&6Lv84XsLKq2y|M?Q<66w2^&Uo
z6GpAI_)HC!!pR=ZXBwbt+d0^yxdSy=tJVt4MU7fhczRj(bgmgFWnt=QP^4*4%x8l?
zoqJ2OwUj5h(eVmdMB#}osPlJVDo6M?>lP3+A9EqRM*upWpBNC2<~7LNf~n`}r+Czt
zsbrn>Sh11;U;0kMfWkggOEX|H;K;y?+c28zW5(NnUCrYwBj|JreSC*;9(zMHNzB72
ztW~CSKhauvw32BG-&yp_JqOc_#|zF^GUwqX^V|LWaN%)?;69jLp$KHlvrVA?^68gO
z=ROFFPrfs$jr(8`agXc<KfydOGzK+=!{}HUI1F`X`sw@s1OGkq%+rnOvD`1fQ5RqO
zU~5IaVK<0&IAvmT^<XZ+d}9|U0uP<m;d9Pp-nnR1#;p<mHR~dLIqRHLw@dI9z{2xR
zCRffs4(~-c3MXNy?V2@IoN(Z#xrjWiAhIlzv#S^jy8>SXt={9^@sIb!Ki(UDywQbC
zZgwgE1PF%p2vO^OW?$g3)4KI|tx^JM6XZ4F9jj5XM&Lxjt+5^yrpa@I>K*C2EdV({
z*X@DFPAh%X$>hbCNG0k!tYcU!l}KYxIq<Er%ux(wp{yOhc}D;^zPSQU6}iU{QlP<U
zZ8(ZKTX-RMG2fU1!C8z-(A)6?`vY+Bf#seIceZ&R5w71qB3=J^P`plS?NP_6`VObZ
zlD0^$g(p!1JDvJP$GNa4q7zHv9!6dXY6HmQS0WE1uSCSmuS6b3UJ0sz|CPwY$SV=S
z@>e1cBd<h6#jnIY+#3;I7|z~^2nC$z!^kTU>GCU)hmlu;g7<i`H}+wiSocO`#9s_b
z!D-$65R{@gWnnJCh_H)0Eb>Kpfcc8!>XvFYmsM+(0xUp;8{Xpxao*z~0Zwb-S%%@+
z4*rUB`jyjTt%bhL&%F=Ey6_l6F^^7jlW+aGX-qZ+<^gUSmu;${=Pm`=C2aD!xh$JK
z8|l%^9cpR^k9zJfsdn)Az#X1YJ9t9n4lkA+X0YVk_XlKO4_{9ixWg;d4xVCghgYc`
zyurvFUZZyKh8}l#z3iZxT<-EF*~LTC8;jiGt+In}4ZVTMJ^n{bkFaRo5z`|qo1cj3
z5f;vSWsmR>_3bHR^E0v^o0hN$e_l36z=Wmq0ojkigquGkn<HStGW>|_$6&(EACt`y
zFkwmmrtHUH!p)zM%@HtRefX5@$6&(EzbBg`V8SZ#hq51o2{->qq}jLQETAvS=I~d1
z<IVm4QuY&Hi8TMUY>t2lYu4Y%ehenu{B_wJ0TWigZ_0iQCfxk(XmeQW{w>-Z)~4@9
zo5Nai_0_)3^$d7;e9c!ogsJRPJB0CH=666eVYG&T-E{6}@mtAh*jVATmWZ{Ox8!Lp
zD2$~=c%V7f>f=x+tu&@{&$X6Ql&D}|+Jhye2y5f*1v0GMT7d}*p{e@4h@Bpxc<^*<
zCsqx+@ye*%^dc8T=<gTta(C3OIrenD-dfJfM|@SRWki4ppYKD!I0vU1Ag6Qt+e83!
zSbW&6`IB}LYXe@uxzi}tY-a_4>DD#KGSEavA%?<M@CUzR#mrMBi1R{-h$bPNg*XiL
zMJS@M-R-*o!FqC`5pVL}Ur<9R0pYyhvw4k5)}9JJStOo}j+YwKr@dDZ2JwEy!n%^N
z5wt_<K`f6K@ZX4<`dv2g(i6caP7w(Cm2Juatb3B=`_#abUfWYoV%7H4wEwO(;UI)~
zso}=r#+y$(F*S<#ZMhDfgCL5_EpYn~)rIw-IQN|Y{z8K9>Vx+%_qyC0z26Z;62W6c
z&#?5RU}S4ivoW5&BVEr=_-If#$A4o<))}`E#Dr>M`6)TEf#S>KNIwu>h$+>O0zn`Y
zQhnNgcLnt+RcPUgcss=+W!v?QTD}Cet~AK$LU4Q>F#^OqN9$EeSv=zdSt8;T99RbZ
z-gAmf`2t^+Lrl3yab=(F(0vzkpRU$Q*-efM4`6E<#W+c~>lAd(iMZ)w(I{alU(O@^
zFyZVOgq9+iHH9C8#r)VHtN)&X{eu)SNP~(C$N|&`-Jk&tTF(0*e&~H@y7j`@f1o;*
zMQ9#;qYRz;3CHKsa__sNV@PFD^2%>odI9SynG}#*Mi|g%&^m}xq+cjTg%BL9ghT0v
zN2h%_eF*D}I*4CYCIY%5o?`rlpRN)b05bxPH%1Y}oe1g&>}|eeBZI_w353V0Q&N&k
z%1A0A<Hnh`)2GQotl(!DK3+WiscF%$q-2*VA5$0ED5=5=5k#!!GZ&_&pAr3*xqpx5
zC(4vdfVWL>*MuKKRVQHLxDoMCpFOMH=oBJS_-!=nRG~z}bG-K4kK}&T`<-pIn-ieH
zF7>*#l5Fs(^Ei0xS$&D}V$sMS3Jj*c1`<9ndXyZH2rZ_k2)sKrBuONUKIA28qu>W}
zxbo@ZI=J0<yh$sd0E|_E$D=lf1X|ZTe$<h&SQG5x2JG3kFY@f1u$5OAY}o#VB9%*#
zE6Ph;1JNM-NH%ZUY5MG0Dgu#|eG!JUu!Rge$zq9U@XY&(dlriH^i{37^qeeWt55Xc
z$Y<fl@t*jHT2{%HK(^Iyc3%`(FY!UYWwChCO>JRHBB%tAvGiz!hC1bGzma39zzU&N
z1nQ;(@3~=CIgcIk-&!s{g(!Bpksr@f8goIje4&g8w}i~-aCT?9@ctl)3&rbABs%%I
zH+eE`8A@VLZ}Yj#Pbbjb2|RTXuQ`4Y*nfesLv9zt)eR7PZMh%HwR|d=(_WS>+STP7
zBG2v+xyA$1V$!GuNfoKc%xDT#WAcaQJwP;jv@ue!L!+=4803MWv_`O_1ph`fjb6-W
zX-LX<nN~5uAY(>x<9rzbOnkzVG4~MJSV}wtDX(RP0FH`)Of4^R_YqleJ6tiCIplgO
zwMhF)@&3gc5*g(QnkC^N^dWhge*&-AMIQx9zxeibxrn_B?e-=quZ>bP{_jZ8c)ued
z4IgO~MAjOk$Qfc54>WR(0#`2h(*fmlyw@qI<NyBZ+-v;bpUu72``!Bl1%xvmUj3~{
zXFs=jlUg8)Hi*n4eP_D$aM$3=e4K>-yxBu{GkX%|gR_U}afFhB67UPU2G~n4O4#S4
zu(j)UNC5|-7osk~m0rLt5&DT4096^T<K-*XTG58ZN@KKHg`4BR=M=uV=jwAZstyx|
zY7UxpBCo;&6`4Y0{)Gz=?6Fz^Xa53e!fc)r_fPu(xS3qos)KwJ>;jT2tu-uw0dE>}
zOHo#nR#G}2RUWm`${0lkIiKUh<FOlnB|n8K91Ky}G%CsvT33JU1Ck!j#04#p#{+kO
zBlXfCGGL{i@juFKq~D|L`UeQ)uL|qOZA7AMr+lvuhnYcNhXqDPg6flK;S|P!Oud%{
z^sR|&9SFGE#&87=a$zSK<J+!_p06j{xMqV4EO`%<X<H}9F|A-rRTw;K!$R>|wJBd`
zSB~l$ZVEJ4%Ec+M%Jg8+i~z-GZ47j(IVH@dZVze<et`Oo!pCn+je75H3A{_sXpIiT
z-xSL_RI}JMI9FUibbX*JJO?Z`Q9j})iiwytfgU`w)h8#YVRfKErp{MVF5F-GSn%4h
z6b<y`bgEd)O+WuxxK!S<&cftoR~=-(j$NwuBU6i+YMb?BpN0QwD14}uEq*uvtuMmS
z>>qr1;MVPTKX&tzPxWtm(Zi2C`p6@X4o>W_wm$O6&0Dr^J7^6KS~qX8N)A@EA~kt2
zhgBs7;3>c90_%IKuMho>z%3rbBFeg$Lm`okEM|4e;-U!)1xT49Ja;EMU_F#C7OgSI
zsv@ER7?kiVV=~1rcEh@8`#lLJ^sHGFeahBE%^nlINkv4O(j~&G<{el9N^y!N0f^r$
zZ*9=0FbuL*zHD(|q|av;Gx7)!Jr9`u^!5=_&vIjjK%cQcD>RdO>;NHPu5+ns9kRyl
zV%^zck@gV;?sbw>4~<BYqm7l0TjWz>%rR27aA(po`nsoNN1$VXw0ZLmi?r%!C3BRD
z55yx9s*vg=`iS*S^`QT^kj_DF2M>={tc%DgQ~i|%f-U+EsFNQ;o2$*7O4)qxv2(}L
zez<7!-9BXSk#Hs~fyPZY#i1PRd@tiI`UYw6amye?)o@%2C{+vfr7BYBJXr%*%2ekD
zO%|97@cD78-;;!=->l=VY|6-ZyQ5(1WBpsL?Xlv-<E`8J2X5WAb(;YDl!ZDQ#~m*n
z;DtsSNi?b}+Z5<bH8@{yxSB}JB)xd}Q7Jv9{CK5_f<0HsWaC7o5fFgTz)+)Pc%Y5H
zNU}OnX|OT|zDX+4FS~f7h-8d$Fi@vis(<Sv<*nO-oEAC;C<Jvt{L#;9$ebkRk&w9C
zi(X^}5$8W$RD(e2tuXlvbASR4{q!jbo%)7I8mKnwx&FZG;l6}TcsOp^68u;c4}#C;
z;v@-)p$l>z-u-A8w4yfjF8!yxuafYTP(1E#g}CJM)+uM}520E^kWWGhnul%H7P4)G
zAvJ|y5yA95)Rc+B%zA%t1iEi}LI}M{*g#%Vmu`}O`5j%N=_@zIn7}AIJFp@EEn*!Z
zB|!znp8B_0hYlUGwr<shF0jTdMU=rJ-ZzdJM}Vz!B@E3$tT`~1us-8r^x<jQDxmy=
zcx+*zhXO{s$nObI9*g~9HBd(>asQ-s=q?NY09Bd>LgOYd#bERVxl%xFERQoD(GuNr
z!gaxn3WqxnW=vQxZ^RTbnD%5PpS7qCGhJ(zg_#udFJ@O-r}}sXK8#HPu1;-!q`Y|s
z^n&lyF?~DzJ9k*=U9A1Axvp0c=m~FNy6L-_?6NYQfgtug5yY0hG8fiUB^|sf_+WJe
zz@+2IiwX|Yp(fXJN?TVCSQ3Qm9CIPQALEfut?RgQdmx(ZImC>DTgZ>NMNK$&B8cUd
zaZ@58>qaKP{-EcLB1)g+>%`iCD%C`xn(!#g6>qme;rA&P68<R6N)E0q)%oM2GQ=kw
z=Dnj7a=>%BMnHU2B#wCX)jH@^zh|=LfkK@;&&k?A*=Y=xtEEA=?>&fr*Y^!VQ0Y>s
zn9dNA=q&l?Wut<jHV@5Z-Ur=i3q=C2exx4}v`4m02Ns52w`?BM1`;*g?_uiqXrP}D
z4$}_Rz)K-{NbDweJJeLzKz!R6WZrTw`QqvgH0Ex!Q>1T&*F@<aE{pQpmUwMVin~4I
zKVRiNr@`bFqRWuhCcjlKP#ZS#3eZ%<)4kx<das*U0(+UD3gUtrk3Vqoq;-1e)G_PM
zW2c7hJ9*F0(WB>%jf~ti?W3?(zU}6sP&iV;8usMS=@SnOoxrOnPu^3^)1D9cS}vQL
zBt0$MK-{^JSU^1J<Fucs)OQ2!`~+Klplf3B>_*J5<p!8JF2Uw1coeobOJz6K?j{kb
z%O$K?5w;c|*~o7;D%GMh=^$#wHJz|Lh{Y2YYq&#n(JtCtm|`)>;k>KM6^`Mr=GR0M
z#Q_jpN1#x=g-tZj;!$J=MR`9KlBg+%A4xTL)6f55B#4F4BU^t9)jXo`4=V$&hlL~)
zOs7~5aAY7IsHRQ}*w!sR1nUt{?52huJ_%JS?>K=nzYC8(*(9%7Y}0Y-auyGCf3jId
zQ~>p=G%93|TP%b=$%u>4o^ZD?`yf{8fAbN9FdCId$Q7m(A`0gzB>m(gun^8g3in_y
z$CHm>fRKY$r-1uYPtx>He?28X^a%DkAZ$<d?oax#i7P0;_tJ@nNY{6STVX&bwBtXN
z5N|<kV|EtIoURK2u44fPB0XNjnVNI2%&}^@D!{Q*X|M%|6%2yg+!$0)Ik0#UqJeU_
z{b8@g5-5@@x|R$%H+bQ1f8pb%j9P&{V#@_40aQolYfyCxV7cG*;ZWYedv&7(UvsFu
zwlSJ>Y}k4K#g)MxaB>j17@i|Q23oug8a$)|4Hql53j}O<Ui1~(Tt)jrn3o&mSKJ24
zht}1P-85~B_pg)PY8Yggx=`zm7&LDWIdM<zS48?o^j!osbVGD7^Qb47&k0pzK)5cz
z0uyov?cq5M7y43qLk@Nx&70_9$-aOv6q^o8)#EqpMRUjdYTEKsbi}Oc#|;bL3C;v7
zVG#1=aj~N<RO8^`B=SSZ=zR1V?2Wwf3|uEr>cAHG$pBVsQ6Pv!(W!i$ivJM+tu*V?
z9s#So&!`r3h1V1?OM*@7yoOi{=p!!K(pu={*jcmIdH~8G4>czFBFtXX<;@1KF;lBx
z7l5CX_vB9SvGa#HO9l%8(FM02O22sX_7}=YYpLkvI+f@#7nbXiY+fyzDX!|fVC0>7
zQyw8GzJV;K;+=V&`Yutt6y9PZnDAVl!5+U+Y#0+67pQ(<CS65|37EV#%`0eE7)78j
zI8zt}Sx!$bK-71lY!j8@x5_xEK_(x24;PS^P(-Y?wTMD+aOI(4t%a00rob3&x8ZaM
zg{5lP>#(GOy@hsmR8)+>d+|tFmT{{+K+fpoo<RC)Lq=reN0Djw429cAa%+92TIHax
znw0mxuu}AC$Cx$LIx}m~0p4eG0=QQ$AT#$&ZZplrtLaT{5c)<teZ97g6d0_IqO7EB
zQv?QkSu+<<#Zu1&2)v1h_$YY+&GO?-@EA$Y>}Ufsjax9{S0c35Vw7OmI>joSsdCmW
zDVY{Sv9-u=6iMLK{-0i7xMrsd3+A#rw?;N+ok@xUV`9XnIH#P(@btTFkloxbdWq-O
zoL#cpGTBXp?PI@lVT@wMR8;R9w6p}VLV`d?+Hn{QgaQsQqv7`T@?9>@@J#hHJ|P=r
z7u2sHCSEIz7U2hAVv*ko@T?C1iw8mBIkJl$-vVfI-P3fqeYyM&CmLIeUE6&x#3sqT
zR`w&0hLi*Y7ybse9t1E7@ZayoWg-~Y9!~2dEI~fjbG*TC`CzkN8^osO!CW329Fb7<
zUI}o_hs*D*^xyFs<Xe{f5Y{99)=hU)X$9G1$?z3WE7sId2?LcRiRVH|SJD&|?$uhv
zBLY4H!ui7A^*hDqR>U$@0HL|oTgnDjK##+zp&=7O#9uJ3aGOPSmMFZEuP$-hgja;o
zQLbRmv|Qk=2{y;9@^Tk*m;CRn4DISep%R9{(jyeYr=SB_4+(gk(pT*33%)@6{NxLp
zLN8E$icBWzhwv4D)nC|*xmqr(3n~2RFM$g;<1g9ume5~YLVs<=UjZ=v;Xk*9|GX7{
z7PgCjXc+~YxmLz@-KD?KJPDEZM|yJu?UD3<$DT?5ckH9|fB!z;L}Hhv_cXX2mu>Ty
zXPH;h?rB7!DpY+(`{+d0)SD}oqLo7jG!vpAg8z`S_bS-|97YriLl#+A?|s@J?7m+u
zHZd(msx{Wgb}`Rm21P8QwMgvuLsls7gQ5+iA+RL}%VVTjX>As&@(^iuTFBsF3cGdz
z!Y{(v^WSZ^+d6l~@3LNi$kNKnos4n70d10%6D>mtcHu%r*+T`AMTigVm0dOjzLTw>
zHi&kslIs{iceUul*=~5UA~F*Iu|_nz&qv(_<8<MAveTXr7=&k~>QksE5mkC#yShg_
z_n`kWe}I-1@RM<R0{i_kio}fY+UpQ9XAWhLWdcRvV7pb!K5%A$=aF)0tH{p>C|o68
z5AJXeX($tiW|<RZXKl`t)2%sA1w5;@0+5)<D7QX}xv$x9riXvaLkD|~{a;V{zmlhh
z;tDThM2Y3acJZP;Rfqp$BgBKPIsUffB?F@K4zbx6=Vo{<kSlf}qm~&S8|~e8UvM`U
z!ww8^5EJ`@#V%$3OGY|r54C4KX<xLD=W(gnt6|`<TI0G;>`<*zm?SV3*9Y6h27F$D
zVR`2|aKR4Vvg|asT_0?7Rf!g=<K&zLJ!|X-_mFF?51&1OvFaW@A(dl|+l96iBiop#
zi8LhN<^I;_Nv?|W!RMxOukb&0UEovWh*sDaojM)7Ay)E%;k41)?o6_S$(=x;18y8e
zKz)hlp2@w+2kgJ#1x&C<n*3u7WS@#As_&O_NKsTH!D}3zL)mu<GP+NAJwaLd`3Pmv
zITfc{3*ZBa$`B}u5Zi$NV8L0p$=^ck9dVOeL?zs<g>VYEi27M*<b2w@xOX>H%ipOc
zb~D}qlP!MPkHrX9XtbXe&-&!PPvw<;vgaOHV)vz8_}v45&v?Jy=E1++`vp(j9nKUt
z6Xa2Ue~X%nD!@fh-7BF21^>G{@z~`>00o>B;-LV_{LU%^fLG)@=+7+ic(a#?fYrs`
zX18fCKFWQ76tk9&CZQRM>bC1qn0pBwe}5hX&y1$1lDE0ogA<@qMGc7biDjbLeXV>Y
zz;^=Uau?rb6oXvD!!X%<!8|5u-}GytuKu0~vS%w??c*RqeIPSEe6@EPgm)0k0EjB1
zp3=cV9&^0C@3JvZt6Qv^(B>Tu<wL{SPs4NlN-6I#mnNbA#>m$T_N2{$6GFp1)x!T0
zO?C8qZR9QXl&6QUQNB+{3*dz)S~#!-k8}0mIk`2%cQjjT+|?XSa~Qc?CkE@jD)byF
zBv^24yKu>XfhGIjplle~t^U?B5#UGQ0j8eH;agW@v587$L@(U*4!ji{Xe0g>m6j+7
z23MbfGYF$}0hL0C!q9m=w8tFA@M#>Wglc?p+4=k=%ge}Iym)bd>86nVAXXED=vg1c
z#6xcc;x(sROKRhp0E{gj4B9LJyNu$Q+CbiEj58#hxJ45-L8A9Ukd}$LOs3lk$Kh<W
zmcbs0Ro>_&@*|0H6d1z99Dcge3&dd#9H;En1$6Dp+1OGdV*HqmTI<B(2B#0fFhi;E
zDVi3t;Kb@+ak;nI=23T#Q0|&mr)?yyrC#n1GNwfXEogDH3KhGLde!dD)<OhWsLqNd
z>RFmy(<g>LckZu?>z8Dt$=S&dr_Mcim3-*-e5QYXPCnetJzxLZFS<rP+`|ulBzN`m
zeT(LH{L$2NKjuGk`@L)OTfgQ%+sp61d(~U+_n+-^pZ$6IZT_>{_}NeX>9_x{|Lk^t
z_MYwceA9n+hx_cKFUb1O_Vcs%9{TzR<L#PY$xki+Ul3woQV~y|OFg_lVutp(I6wE|
zcm7$l$wmFS|MTht(I%II=l<lYe-&+V33=|zAN$j2lS|KYUvK<mw8<swxqtq+6KR4i
z7s$Ww!S}s9+T;r6eJ{M>HPI$lKEL?c?eFj>69MO!PA`6Mz*h6KkG$~T0uu&5``uS=
z4_SZl^g~ZBzYv%_-Dm$Y9-NH$;fp@}0e{XCPk#A~^9R1k7f(K%{^M`BPh5t6`0d~R
zQ}>C>$B$fk$$Q-=F8hAvhaUKZ`^4qiuWq~jU-$_oN&)#-KTzH1K5^OisXL#$#(m;)
z?Q^d`|3&wS%d9W`=!p&P6IU(1_QAWKai0in7&-E;LtpmZ5;&hfck*BVzjqbBgwP$n
ze7?Bn#czMQ@Ol5Qmp$;s!WaC%o;^H)^XRaxfRf+k3}ruZuWv1OH-aHYNj15=1qJpS
z)A}_uy}bbkp3tE*!KwIJZ}!|jjb8))2L4heTIJcEJLoOXjO?X9crF&tBk%8$&HLo9
zxBI_BL6r}{^TV^?093l{VF<3DgJut%0OXwnMfw%^!>5#+T*ro)Al;z=G=ZE4T9D_1
z*ds|0zlQ1FBZ&3h6!dt1+$PX+za8o(;KaIHK#5r_UXFZ9JmY2|4C$TXwMbvl!KXnA
zXRj0^b3gK);E{9+J$&{O{)NATiav{Dg%-NiQ`n&M;5@9@Ux0r|`C3a+szKQSUTET#
zexc;AZ7rlFG|k!W8xP@))?8PWh29pn;So6^i)g8f!+sF<qCe+x2=~-)-h$(l#L^e5
zl%37Mj7T}I>DFhS+)V3=%?GT_>|3BhbhGON(L-!$9N4v!9+r@~qvanxC1n`Al$LMM
z^jgZ(>2YG&hCUK54%(r;!C}CAo&re!@Jta1BEW9nJ=D28=C0PTn4%+hoEr6zz=YcX
zM0mp=wZT2w{1leaw=z!(A9jC!1V2v|))qdBpTpN)AxzjF$AooDm<h|T5GL%1W5TDG
zG80x^AxuceF=6FGW<uW;!i0f1CQMw*Oh{cJOc;z~!c&`=2{_GHu9yA`&kj4|nDFWa
zSJrUY6~}~9A2VU;6`~2d<CySSmkG<R5GL%2W5U29)`TTj2ov_kF=5jc<}B@tW5Np8
zSz398Xu@r=OjyUm;kqk?3Ae{F!M=u>F!u^!!X0r;*l~q1VSgMG{_W~3OA`(VCWONY
zms}oP)2tT`#<Z`R!#tXU_B&(RZw|B{Qrm~i^7Xq!bAR~z@14sX=3gPB@otqzr(W&y
z@M`e*o;W7Ga~?BkL9^9|louUAQFU;5$n&1u>~1R(m8KLsIxB)y)*fsIu1;~^Z4`y_
zGDzXrQ#fX}2T`XhW9>8)$K|)Wp@hX(h$<eAW5T~&VatXi>UbRflC)Vz<9PI0*P&i<
zg(%7~l}D#u7O+{zW7>Z_(0(G0iLc+zTt*SY6%nqvH;xI<-pEYoze1RBUmO#Dcr`O&
z;}yb$`{S6f{R&I#4979yz#7(sO;?B}oQz|_w>B^ntSf{Gr{b9KA$K@jDUpiPaZLE8
zo7TDczuo@sB-GEuaru+$dA!~5-(2nvm(Rv=`H#0Smv>(wR_%FlOgL#V6Sn=gs&z-z
z&M}wURSms(aiD7GN~skYnVBd5wkE)nE2W5tDlZY+YExV`x*))kMF_%CX(sj{<>!l<
zw891aJoS~ig(7|q&qq5IYew7eU&!r?oAqXEz9=6Th1jC9O%$5b2HyGro$H9A&3U2+
zpROwE-fH$mKERZA+n|ULcSU0lBJKXK<Fl=~=TRa?g`X==VyhiaIK)wY?sabBsyo0a
zT%wLK?Kp;lP7P>G7bel8IfmPD1Lq6S*RRQo!vfqpmVqCt)93L<9sITsCt1rsXcIh2
z>qVbM{^<vJWB3}o*;;@rEUB+gVRKB>u@##5G+(SO@WckuDLesrFCwhBh-<j99l^4#
z<2V-II$o*adf%*d8h6*?fU(m~1C@Xm!lWjBsqh2%MBxqi2ecP{5I>1qFUL=O{+0aW
z8UFD@{NvU9<5}@z7@H#sufwl}*W(}1LnUb)=-E9|DNYhONAu(2Qiulb=CY3AcmQ#J
zjm2lIg)V{%(`EvI>3oMk(uB_C5jv^rtOK3bAHhyEoQXtK2{8qw#n(9cn%SW*WB+r;
z*sq9SPvv4Au-|?T_XgK!XyEubfjLeHBR#7hu+E@*lnw|cA<}J;Vex3a$&~$yF=Z<w
zlu->>2g){`qsuY);z}IeQE6)~X6ndzf7%#tT!kDOH&nLO0q<3T3ph{lU6EnN$8}&l
zzi5o-ya=9DS=9m0)h8<x;=0kcjE(KVnEt&nrns9t#8E1L>VWCCHaC6Zl-_`b+j(q9
zr)yaK(W>ztQ}yr0R4t59MfFS_sIvSUM(My7+%P&bF`c_J4T~3;&Jl|uG*CHG2O2WR
zuvaX2E9wDDT-0h?BQQERQkpJLrK2TI+2twm2cJcJ3}^h{oHy&Rdw=Q<>lC))iDRJe
zZ;BUjwp;Arxh!8~PHr;hWM71nRMXUfllu<a^?b&{ff_g}n~uE3>2YUqbVep$#iVou
zha6SPWaNi1M@`|Ld#nHKk)ds2eK&-`)NV7Tc5#GSDqiY9?Q+*A^5&{A9ZD->c!x2D
zOCuOkWl;wVht32x5$_P<$bkRk$k8Tr5)rBNDO~?dM~<C@KPygY#b#z~kif~lr7%rh
zfX7@oVa$aE5iU?^Q3o#Ee8j(}SWLtZl<Q3#;V_A-e6v2yVM3F=!n8bSOv{o8EmR@Y
zftHoWyi1628nAQ0!j{O;Y!TDWSUTERhG#e`+|k8tUkBXwO*3xwS>i_ZG`hIm)&aNM
zT-;tdOWdfIM;Eu-JK%P^i`%oa#Et5RbaA_*18#S?xV>$bxKRz0E^hlf;I`kz?Wbmm
z8x>G#;)Z>fGmcZV^H}($S>i@@O}e=4?tt5F7q^ek5;v-;>VVtEuzjmrd-n*NjSZ6_
z{>{*j`S{sc;!2fC9dJG9Mu3Kj6V6!8-eKK~!*8)gc7o>Bp;`@x{0Q7jIL6U(>%orW
zP6?b~81eCE1&QhXk~X~sH>z@VWEP@wqz;rHcF$C?cHxQ<#eLX;vrBDagkzn-VW~KG
z)7p>g7V_CLU8=clhqZg>?mb~~b^{>u;hWlg2+wm=htz@ke(%mI%R9A&qe!6m0&b$I
z_;<jEX-xhaQ*sq9&(VvMg(;zusScFfdCWbinlu(N9ka)9h<^i%oScJ0ZiV)a(Ag|>
zqzs(Kqu4s^JMUrYW(SHXUZzd4r^9n1I!u*P9cW)8q=+N01eGUh;)t>^P4QhA*Xy-$
z4NHe=wK`z9h(gU{;>e(o?F&3-T(-{=7pe>EfXmQB>}?*f?!)>)oIQ$2BPlzr@vu)E
zhk5U?ykHFT^ekONMS6on*`gM&3-Fls{j;Q<%E3C&ew=CF=Y|E&)Nq&`4(PR9^Dh$s
z#Ezu#zHR|!E}WPp7pNYr0~gLQ7j8R1=hpicK^*Lcvx@itCo&@{S1>CgI#;)G#4$~d
z4JVT;=jp)l@M!DB2ben#%#u4)DAs{H2bnv!&%_-b6#-7f#)f7EiRsPEl3uC_>p*Xs
z>AmBCKjs4gSYc6vp@*=bHQ!~L9-k#mRN~cvrtM7Ae&ieiVG}`&CFTbTUB${w>rJNT
z`)5fHRcm#i=Y*hV@6H1fdpcB}s3>trUtF$*!)uyOcAKCR=f@!|G-F(=YfzaFubw3z
zs9>uDAMRp4?26JQD8`u}I9U=$X_INPBk3nhY&hmCH2KaJ7*qWtv!t2|s5($R%vA42
z*fm69IFTzTWcL-OJT$SN$3ZB#e{H;2iR9e63Yq!wo>}sPN}W3J<5A|vo&(51I8{IH
zcOVIWXa=jhiR5fBk&JsYIFTGyk{*AHdG^6s@{B5@I`E7w_1?WZEaFo8{Ib=5<n-xC
z9AEQYrs+3kNfXr}b)YH5daw^P$*gmDP(&P)L~k(uzaPfmw4Q^P3SMmrDjlenr~_Sx
zm@fEdeoBt=R!GVD=`GLd3&VE~N?j>YeFtuSiBLRCSj>yB^oSQ!L)3v6N4@yOo(}N|
zu!@e-tXaG6=n$dk4oK$Ace=@$LPO+xMXgi^w%j^|TQ6`YMtB`Bv>}=T3fnWC7n#Im
zi^9Q+x%eAJKJ)p<LjKXmKbD9e?(*2BhAO){P;-|j<lP;Fd>T1v7V_;@|0ypF6{c{u
zz?kamKuIuUqe(TYQHvGaq>*p%G1mQ}W=#}}aqSkBPI1)}6&DpmT@V%O6hw^;6}A*a
zO$wEY6hxH=6=M`c9R(FT6hxf@6$lhWZlBWZ1(6}AG;u*>cqxTi5ZO;kRTe~+k<xVq
zk!ho3S3%^dD4|pkSs_Z_6hsb&k|kpIa)DA4VxMw>5&;Df&8M(?LB!4}$XyVTY6>Zf
zy|x7k*cL?8l|q>X5rw2+UO`0UC>T}{5iJT56-0c8LNEmpN1*^nK}0bq98eHzdRh_}
z#JZN2e+99IqlHmHtZryIQ4nhaa>NV5n<iJZApA*k&kDlFBFCg4ybGFc3u4ZsNva@b
z8Z!56o5|RTb0rHjxOp(r7!W0j1)&$MxwuG8mLhUF;o`AovFPx%l710lq%cp^9WJ7a
zCr5GFVyR8HejE(X$AIJTU$?k%CEY7Tw^kzCYvYdUYOc-8jLahcq~3PjM2%ofWn<7q
zF1(cVOO*QE6B!SkOa16jL!8Wq`T(5Qi~AzRn>F0xK!*~dR#IFaAc`7MwMfzH!fWx5
zJ6Q&h=Z_!M{<sS%hHDIQpMY2x#E-ZN%KpOMHZ6q%?HcZG*C05(Bp7T98?0~><7Wd{
z(EN0b-L0jm;Ob!74ZHRaUo$+%aSiube4NpEOdAas#6v!ahYdlr0>gxndA@+uRx<sj
zqS^QmT?vm8mgvlRcUVp{^kW2HsZDCaG1A(Yx(FQ8`8sZS6a^mXqFdk*6yVjW0AHq!
zk|MyDGTSfTP}w?!qAj|{5Enn;R%BdYQLBJz3dz!er*Lw(<R~ni#BZ^z-lNT!q_XNy
z+39hKf7-)8jk}Wx|Fn;PVC-ETH~M};8%ITW|I-x2OYkCd>g@tV+hJ!q>ehOr&c-d^
zm8?}le5M!~ac%lAUZ2t?EvW?8`lHQG6K-jNTWF*W$Beb#(MCuS*Ke7Eh>FY6sL5w6
zS|R_1S<FLUA67x4(|x1e&)XYr8OhT{i{ge&?A^d+eOUe0DU&6nh0D|_3>dZ%3EyGj
zuj->InBA%Q2rR;#5BpNME+CV?kZ-Upo(^rk2sZ_Ns_0w7yXq6)(%E3(3e7{THQ(Lo
z(z<u>0bG|*A1vhxi26C@K`+HU=uU55Y2YC4H5fdJs~J$la2odq)(72_wRa6*Cs}z6
zS6U*;<4oUQTRF!y1ujd-p~-Cy5(Ott(7_#a6ej7I+?}cmd8Y{{yOx&n=Fy288X@m=
zSRz~&LB7p3>eTpuO~;z_ZT?MwXzN9G-Da*nQ=72M`6o!Tk*5{YVOYasd$4Q{XzN%~
z*{n(7))5!4H1HDBT+m#``j)qA<D;0%y`~_fecELT;#-hCGnTbLN9kQcBo^Jbl58Yz
zQc}1(EZiT1!fyWp;ovZCCFsvIU(jY-Qf0a+rH*ica@t2Z;5W@x$8}B{HASx+0ix}=
z?&j*yoz3Q=OeZo~@grvUs~I8QwkU2s@~#8p9g6cG!K&af6!!%;0D2FD67~%Bn+=)N
znk&9u*o5~B*U~@N;h+28@%`)F!Qf&l*1U_X@n#w6I9vx6#Gw^<9wbj^1SQp`)hQIU
zq`{o@?zE3gP=Dh5?pGNyryysBSDJ#5HsNIgMAzq#eaG|Sk}52t{LPb8>_Md<j)g0m
zkaU3GV4ZGeXpM<Qaf2?!3klE=1`GSQv{{o>*tey|nKmr3(q29<T^Ua!7v6Bvpe>E-
zU+PY}%(P)KEockrLyTkp8`>Bv7Ug56Afo!9Ge}%4<V?kO%>abNqQgvOx*FUuf^-J!
zB{?>tIx%0y4lO&++gOmcJ&){GjLW0<D(m3CYKtSO4yIFej}qS%O6SXI?9>sIKsB>z
zINJ@yNt&llW#86DQ&GHcnS$uK$Zw=6?{Eb-4wtQ5g_mn0zT;e?`m#u|M#tVP*c%r2
zDsF0tnPg1hn|AT#c#el}z>LgSWqGYOW{NB~n1blJEZ5x|5TLs|O{uqO*NG)}M4Pyz
zLvmdzBrf3)5OM)|El}lkk2XGvybhUy=()TOo^!Iz3@szU4XfM~IaN3TS&E`KV#6mw
zm=3B6!rOq=UHh|w#FEcxvni?M52k7^ooSLf(@742ODFy6(wPqIc1{a21M0C*RS!oS
zX+=H8OhNQqJ@(U7>uJX+2luaABPfpoGp%EElb3}(!Jaowz9Vf1#zkFp=X=OcoCO?K
zjaO^4D5+{3NYNxrAtTa^6498hGmUA7XiVF6f5kw0Lityh#(-ulQZ?gM+Bhqk@k&z=
zJ=csy{-&<5qyx`cazC$4LQ=`~rTnX{gC@LBmBjnBaZn`j)21MLE{WZqB&=PiRCm~S
zZdNV2JROs<w@b|_Pv#N2E+Lr~sSGm#z_R@#ZKfoZ?QUPT>0N2}Hsy4)ns$kDuN6#(
zhzg9x#i|bcfi|v+4t&NGM9+2LpsxeF4`8d>1v1%Fw0^2wEPJ`qtc5!gixnK*Fo8{O
zfqX^CQqKw!YsJ57vni=o9F$tI8*6qVGfiZsL8g~d&8B@a+a>{)sOs^r+DI$v@oiHO
zJy#FQR}Yj*pT=d}*uOPH?x1sb7W7R^dbh^%OnZ7yx-1d)SJFX)zf_gx4ceF~(!ACb
zM9-y}@};@=fHjoG&b0}5i<;cF7M_$7y}>d)u1$8*!JCqUcW)Z?Y&3Xlbdpveg%=d-
zGF7Zcw2@Q9dXFiHo{LqEI_ydmr|IwpU2h~rX6?@1S)doR2~H|dOA2%!*RlwNVSk-k
z1_!a!gVJ2CN;9X8nIcWc6hu^-2BA<HP30Ow0}v96ou)Zx!ooWSvR!3X+th(^rCid}
zA%m_(;jMlR>ASSW7O#_ZiF0fX>5uz0qy<^S_zvx_D*E<g0)#<6(3sPkjymHU`KAC(
z22n?U!5y~oGj(K3@ax+2C**qT+EmuXQY@kgOMl5Mjli<F6x*+ABc%xCBc?(z%~5PQ
z#)0Vr))?;^&lGVEWPTj`;wi^zp-gcMhcJZYlk_E))n99~C8?~oz-o)IdYX|>hmlWv
z$os1)h%HWVU(&`<5!|1ff{=Fe3oQF?7iq6KkHI!l8E=&AOKrwmd>5A9;-%ejj1~LV
zS}T$db;c}yjKx(XF4RUy5!O6Y5K&<n%#(7e<*{x6LSpgDGpmfTr5-x!OghC%mE3Wg
z_ux_zJzJp%<?s=>ygQdpdnRL1wI_t(2pfzpz+-K^Q(JOLZOLKSeUIj}jmT)$O|BEo
zX{H%J_}Jg{MI1huCYs5{_%sLXOiadozc%iQ;@&1e7|hwG)5CQ~D%k&%LBTq5)i_6k
z$jzW6H6~>}b5|DMW7;f8D!%Je8OBuPq63&lQqs$YW2@31)<#T`&GSt`$l?3|i?`b|
zz<N<}AVf&{0U<lYAtQ^hw!K(%Kd4P!QqgTli8_LC5rM!jIG*CBf|qFHq)6>4QxH9u
z+V#R)cHGKu8h_%LaU4%W#m!;++MzE?@F%rNO)9|~*k?w{iS|1PL56S*$uXvC`CZzW
zDRO*=DTtoSasEkr3bpHDfq4&EGQX>hd{W6QNEP|(ArZtBn0`VV1w{lOHwDpi5v-)E
zBB)eOToqBp0w*kun06M-H?>JhDwtKN@c>R~fm29EF_lyQppA_pqpz8Q=(&tGAIagI
z@<>=f%vlva?I>EWndAkQ;`(L1TEe7K8G$w2#Xy)q7(j`2NUSkMRBN=+Q^dN`6hzO(
zdYyY#6)hY(M15xN%A&keo6w{K^7@o3F>?2*d?F;$VC3iO;h4&*{o05rLcGlsM9+n|
z49S>g5jprLV%B!iMi!K<O-xcjEl2%R2%FIOim7UPOdAzNG!L7C=(%Xtp_ILrzhqgZ
zX0ee+l`hBa!t-0ZPAsZdXcL!IRO?bGMhAB32y!8b#Z(*ppf*N|#9m?wA}TS1_>2tk
z@Os?<gv6plh{tqczxKWomh$52Dcm&x*QkW!D<Z3kHhoxYKB&#$<XVGGk&Ih9h+9Bw
zV%8Av*TzTDnV&NS(Q|2SJvM0<ag>|48Vs<74j1xQ_2FTk_$`*`=e5aCD$)Lw<KpkG
z5Ciz9E7(V%ZXH-Q9J5IIoHmAvjQ`LSM9*csZYW!5B07_s0(a;@92|$HtQ*^PVhPS!
z-YZ9UeaaTtrK8vd24&2O<-4ZbmYdGLV+x|@0$ciEzTTwjqZp?s(#GQ1(lhZaOX0Sd
z04@Qk#4I>c+IT3#$T9`dbE#Y#tOvBj_Ij!ljgireJy~MI+GHj*iPxoqc%~zG2ILpB
z*0@(2D@A_COhNQqevy$Ath#7L+E_+aZBmlTXl^Q>#l0uqfeXuqV-^=B?XN4cD42ri
zxh!`2x2;BVezc7dyG|=LI(}C~X@+qPW+bep|2j+bjoJ)JD$!l3u_i9ejmzlKc1E8f
z5y812C<=%_W~K6aZB!NUKWhr2=i=W&l>>)sxGb+>9iim`?_u3xl_7J=fLbv^Px=yz
z`a{~pCl&P;-r6XzPiF-7TviR_Ien|hH)glR2et82<okY85IvXgt;ccfOuEq&n~}pK
zd}c3H=S7zDpJ_88shqcCf4omcBu_t+w;Hpp;`7=_D#HGpDTtm6d+S5Fd?shnl_!(J
z8S-m^tU9)m7PHoUI9|$$99EY2Ef(|K6}?)3Y{l_qz&|bV_bZ0djDI?h<B|d!V3!TY
zY>k+sji4gp@BXJ1@dmQj=Z>9xK#F$UF6E1n4UFx(u@JXu^C;<9-6(8w%_%me@LUW7
z(`?Khh%MSEDPl{Rg6R3kTz%MXU}SoGSz=Zyu{~H=r?tsSDy%iBF~ZB=vch-;<g`pJ
zgCEw$Mv>FKrXYGQrv*n*>Q!kr!a+9wDa)g-jeb&jEKFtH?+0WMvlXGLje#PAk|~Iu
z%V4E{(an)!zDo6pVQIv)vs`{yo1~<2S(U=c)!95^3@AT#aSBLig*r;!sEvyvq1T&&
z=(&Wp4dG1NYC221H4(_HS5dE&pL8fpeL7q?8kU^Kdo0oat<8dj5`E*`tL9uq|Fv$#
zska_6l#1|(p_n!M%YH>@Fifyg75Rs>kyS+gK~oSt7x})E`BI)EY~qxS!1dMMiO#%S
z%+k#^UJY$n{Dv@C75-A2H3?OrbsG-u^Jx>OZuwVp`=?d&YLaM+)rM87HvE}3zKS+{
z-V{Vs8w`?@GQY`thzvkTEPm8<<Al3gY&-T%wJnJ5{%*0|Bkny*M}zk)9rNy4vRKhW
zS2%?fz3?7?=h$^CyR%p#4#e&p``NgiV;i-<s_5Q20irF_yLpl%pZK}S-=uWxQnga1
zGt_b0Yu3rwk)_Q{9obYI)FwaPR47buZSprGVbi{cBo5^vBz=EidEEA+JG609M6%Bm
zgdB*wS*qPGKHqrGq3QyZ5BZ1hAi1yZDVw1mOYVi*Bqo;}F7l8#is~;9$AIKwwsbtI
zjgum|?=uC_bIGmneQozz#*iUvsm&~>munN0R8A|Ur|n@B5Kl}^$PZ|vqKN1FO+oZr
zJl9dQhqft+^G&_$|4_MTojH0eEUKBive@3MO=wcFT`!_O{)Q?SQ!&ayC)O>GEBSc0
zHd=}Z-)RaWu?UU#*}Z^d=sLvgIbh<j^5tr?VTr>19Tu%QupJktl*tqAa``OIeB~av
zK#%r@(0hnY_%DVPpoiaK?fJAekCST8^M&@fJYrWHwBqzpkeU`eO8YDd9EQg%;tq8#
z$i`dDA$}U1lw(R)KB-NSqIkb8K(zIf+B&DEHGR_iIa{fU2^Wj*iCX1iBNtYOnL4sO
zzoAWiQh7=@sp=z{c99HN^LcTO($}@IQe^T~QxMV^{EaCHxo%?3nAN(eNAB9q4~Q#9
zyuC8Vnnh%NaY+$bZAVn_E3-?oS6Ht$uj<j7r*%t;FUxQ-PdkJ;T~8!1kDF~`Dx+@H
zMo&?&>r6pN1?wPM<Jo4%h`V+rCxIr6Y#yaibiE8#Q)esrdL8z{J7PR+G4x(#S)b76
zL{b}q^Qf5;7Ap*UfRc2TDe(_W4;uQIYO15!Xeu%v5+E+0p}&dFCdGCP?5PoD7`PX_
zS#oNq{V(D;yqr^t6mlo%&mzlf^CGFpHe-Lbi!)E+Hci%yGtRaXI0wxCf;jU(u8o}{
zsf;NIIXYix3PPHH)|XzIe`6bQ!&$o~qAT(7t*}+-)R~p)t=bGrs#G_oFbW7;jQ{a*
zr^bOHf8YlW?OGmJyZ2^o#1ws+79iS={O*UsmY+v?I2}*y1t>xVl1eK};KSO4CY8X7
zR0H@>VBEteFo+k%4dP$Y#zkTJ2TVc8LHr9Ww{8c!)|}=8LU422<IQ{xhFCeFHognX
z=`XYiODd<eDQ^W8!Ym}LnE2KgwGmQ;^{1vFqQWvTm(t?$I5hwvvFMdocB3EMreFXW
zGB~nr9kGtRS(8?+?v<Z?qaWsm7b)znK-V|AL2oOjV0O7SVv0sB5g^*y+^#RHZx0+q
zO`fwCuMz7FYpB_%PyxU}i^MmM>$1r-<4NSqG-D_%(7oDxOKKW!PX*4TCYgGcg4a{F
zOP_GHi9E9Og1mt7SQKaJcWI-nh<d;jgdDcpO+iTG!3x()<6#={83?ZEF4|b3d&@Uo
z7`PP|?yM9k&)0pK717b=XHrER46W*j8sDh!lA&$M#q!~p((N&AL>2WLH3cEnufwci
zD)@cp9KIVB1s6CKJ>dQN8c-K;VNr77Rbhm^cS9Jg2Cvd)O;R<u4g33D+NjPZNSm(@
z9MKge7d~wPa}-nC{Yq_o6>WH#DTt^x7+4Z%j5zsj077E1dNu(}9MHSt@|Ij&f22~L
ztQ4Dc9w`DGGugDlFZ$ILzpgE<cm*Y5W2-AZ8dqKMtJ+^x)a)YyL|gZ!`%B985sq4u
zb?eCK(~;StZ7;S5U(zN#A-h`}uykqGu*P@&l6rcwp3aoZfz|zrIQQevwJ}me@dZ;5
za;*IcOS9Vx&5eAh812}|Qg~i$Ym1TE4E<Pc3)ggKp`Z*C)Wh)6W3(#+w*ywv0!Kx1
zF{{pb+BhkayV?{)V#ygt*jD4j7KA%d4wDhplIl>4?ZM(oYtxl<n606+T0FeO-B6Js
z7E@nwt2Q=@ptcGSm(kh{24)l7J0Omat{*`9qc~Nrl&G#Oa#&3$z^45+i|vdyqmqhk
z5OH;XcEoiBOb>D(9yx8#-dTYg<mafhsVB8jRb+afDF`|Ej<Z^H+ibp|jqs65$>8uL
z5m+6e3g2p_o)_nzQ*Fgrq$w&{+%JB-Qp4f5R{wF_)00PD6z8gz>r^>b-xhYQd-xqz
zsD?I+lPc6hZ4}C5kzWMuu}BnGfMtS3bjTuDgdc)KbVIDmAsH7U#f!1}k86{pC|=nV
zL{#w%+-vEfvq>`mA+hL@*RcNl#Y!+$YMmJ?V0%W?(`(m@RqtKeOirqLI0!h5U%KMr
z=dbNn#MOwsLmMMSbAHSeM9*cm;Z&tY*?Q}!OxD9R;YOO!#MHhUOYIZd1SXZ*##9Ly
z@>1O|CtwT%VvDJ;`nWbqir9YL6hzO(cEj;z4ek_9ObCi?$~p(nuXZ6KyiT22g#VyT
zY*G>4m>OqngT?_DpW-$v#x@|xn5vntX(Ofx@^4K+Bo?Hxzdk|^I%+a;5H|*5)@j)J
z;tpPLQ2|E4{ethvOI0sLAYSWyPD)R{z&f*LZLgMhBPm*g(=G5~_%mO4jYr3;gxG?m
zdw2!k@vxN@ac8Wq)FwvJvt<IrWn6BoKaZ@?snhq3ocE61w{Sy7z8tpRZF{j4Z__3`
z>Bz^FOE(3V^Ekek?x{yAD9!i<hJ0)>&K_-?6k+T%1tAB0n&sK;b;6pFsd|Ig=t$+`
zR&iPjghdwLh2{0IHepHSwKi4vF@tsXFbfGQ#<zaHHbRQ99xw&bb75^iTSMs&>MgKj
zbFh?8er1W)n=IOwXtN=yXt$?uYl)--7F684!pkdp^Gf7C6Bx?jn8?gi+Gr{Qf5H?*
zRNw|HA-R}hgKYppV$q|;l(;nO$bH9$&h6aA_Y%W+Mr;Hbf29j6($8tLH>o1=y;|5b
zV%K)=;xn%Zvw)3=Imhm2w9!!%=BG?SL`7vFZK*JvJ~03xvG`@vus>me{8)OX{8;<^
zjj@Ni{hX6&)~Nb1>VF=v&P?JIyILkkuIgmoxfoK=!pHq|*;loN7q5;)du+PwQ*r6C
zztR4xqIG{IKwL(TZpDyQ7sqwt4ssD~4Y9PPHuHGzTh|>=Tw!o)B~GbejJ)`-9P2CN
zLc9yKQBk-)*A#>tWpf0Gu2*Yq7{VTgONcun1TKy&iWgJ+ZY-`rZ2}XHht|fFU520n
z7{-Y$#);dZjglg^ZKfc4F1AB(;t*mNd&EyW7il{RN@uNy=#<GJ3bf;pzbv9Bo}mlp
ztiwZamatd>&TF$OsRG<Zj-E>^R>l`;!wP8iwnacOh*o&_F0GN(b8v9Scz(~*##_;n
z)21MLt|k3vL`;op;6?7Vojye3Ysp_@*-vRRAgS!Pr7A>0nyTjOluBtQ<v?}A%D9;K
zq&A9*nCqq>qGC31wxqwt^S1#AiN#;C3(zhIVC+||JmHk#J&EJ1PSMSF5w(hGXZ?Av
zHfNLS4-OmiapJoad_@^vWxFDl*Mz@Y8xciI-YGy_M*r%@0N01Ia9``#=_cyF`0mxP
zt?$^ICGtsaMkJMp6_kiA@%77<q`h7h=ZyWfHfD;5e$y0$974awQttW?+WAlosUWO9
z&NOS*@q7&@NzW|auyplbXK{Z+n<GiZy(@K*DZ*I-we&bqlnxBZ7zGH*KgO&3x;Cnc
z{J+Y=8^r2!+e@dPn(i-L!eT48xiEzvk4|^p#a_noY$}a7F%+#6j5e}BR<G~X>SuY1
zqu0PDJ%M6_5WC|B+zM?}6oxM~1tAAqpD74AbF$cHHFNT?Hvl2A;Q7G-gyaR!-v%Ju
zc+0>{@s_sQZ|oLqI+xE*IHJ1#B(4&zU{x}Kl6Bg&6|!E1KlGz3FVL2DygedHW1}ly
zh>NZ~sQpz%(?<k|%Q*Y*lhu)!^Y1I;3M8zS_;5+u_Ijp<+Z*iKlyy>EOE7|i_rUuQ
z-&=+-*iv26W?Di~;Vem6VTp2PtoZ`8(ORJ5(ncpsVp^%YwE2PCxpC&Ksg189<eDi6
zIfN^$C+++P(`_zdPaPddLbp#^bcYya;OQg*w>~c{_|Dx~#&6RmIH`<p68TgQ<Fvq-
z&HxNx91v%WJMdO*)D&^P*%U<2#kuydT}K%u4Fej>SP5Gr4;~H6uuUHp+{d&@ODec^
zIPDy`r3p70i@+^ipUg^cVs2cT?W5ZGDAM|{DTtm+YvmEFdF$eIxmZcXw6m1HqD@j#
zDXl_rDsZAI(>MvmTp9RfZCn%y{e>xro=a#8Nk|9?!$>$J_myeEOxwpXzA%;IOql5G
znDix<<&q8EaoiQprL|SaQiu`*O{BT=9`-Z>F%lX3fWeHZB3z`6pd#S;rXYGQ;H?m$
zw<jZDF@>lp2j$-O8}WY<zr`ZnrA>a);o2YYcto_*wW=)aApQXv#}pV2Xk)0zc)KZx
zp38WjS1F2p^(dpK(q5|{!mZRAHZr;}bvW3u29evvsXE$_)pBZ){RW0GSpE-cvnHwh
z_xg3Ek~X^PkVz9mpQ0!pX*ib=qy?wknB%%ew6Rrm;jAf$p6kM<Q;yRRe$kQ2B!xY3
z=^C5yOJOf*rj9JtC$))8D%ERKC15G$-;9qXo9jzK;l)&$T+&8L5nj_2M9+n{=48Hn
zfnuHFOtx5;DZUE}?CsiwB^B6OTw)+F;}oN7goC1rIjH4r+UO{vdaEgjo{K7J2&Xku
zM;6;}XcL)KY?13n=f)j!@iFbMD^mKXDTtm+X~-K;G?r?9kj<S6^L6j=!#ahB>ex?<
zh*3DI5;mG$fX6cbJ8hOFmHA<RsM08vG`n+T-mek}&>V>*1;=&FK^R}r#$C~vFPnns
zxyI}`ihYQaBHwg!#2T+vN|r57%CpDvMQmunNhx)#D#pZF5@F@gdzJNI`Nm!?j?$^D
zOG&y?#CjK$q-}A=o=XXK>I5hWxX&?{9xl;FQxW+hQxH8D`QTxD%Blb5OWs1kKkU$f
z#F3Xu7@}{b#oJqxzRP0YtIdq0!#|BE6sRHJibxUbq#9)##BW8)HUx}9aHPjvnz&0F
zO-1YjrXYGQ_B*_}K@q?3zLLuSwh$Pp2c3YhBD_GGJxLXT?ww+nEvyiPS2~$SEK~RP
zKd6nbq7fseAfg&!nC@f7b6Uy(gv8>kX;jZmIu2gmq~j_a_(j#mG`F2{8o5d~9P}yt
zm7i>UgSLp`wUQ`|O*VclF4_26?XN1j^=bj)GA0|BAir3vc$=s~`>DfCtaU%HO=3dE
zww9*gw@OU>={)upg!gHqp>X=AO+m=<^Bxvfw=;h0ut7RshVw&P-bXygKCJ7lcAZ#E
zf22)ZQZcQ^(R7R*ZFl!w@IcMUyttDs{y-ZcMPQ#X1(8@_#^n$}%T$W7Os%*MEUACj
zrYfnVB5UV)aml-X)&9C7mTwCXZ7o*Y+7r`!_@cv=N&|ksT@5c@0?(PVH*D(8%0!t1
zT79W8ABTXQiakr{T5T*84sS38Ar*hEDF|8Q#B!dMztJOmxe2QtYb<Z$R6H+U4E4x5
zmGSYgip<oJb>@sVpOTKoYeiK=2unH{h_MVPQB3~!q&8BD3f*T4LaI=Ygty{Itx_k+
z74z79AFUs2sm&~?hBiS-1+_AjiDDEGPfYgpacxu-@sv$L^jtjaPSJ@U@I&BxBeqDc
zH=U6X9#`!;v8djnO<Yn@t@n@JLH!$J7ugy<Z#X8E`X+6J6oI|L6hzMjwoM3(imgOu
z92>?$XY1c5uC^-CPL8k)HQr;fenguENyWO2#TuZ&+Z`wpZaCurhpR9Nfsq-LC;eq@
z6cs`LqA7^Pf;M(K*B!g$)G~R>hl>;XYL%FS%-VHg8GcEdx}-8(k1G;f>_prS$#2Fk
zAhDR_=$~sNq)6-w0z_MXwEf<5Q-}0UPY&2=9#@%b^`AL8vW;vgLYmfboCbJ-E=efI
z9H=roP%P7V*Y?WoJ>bhUzD!qy>9HsTnTXaCnQ5QQpxEO|c(2yRS`qwznCgxks{hWq
z)9nTQL8&2!RW}udUgKf}V-oYiTMZ|ZE9W0?Mhn+w1&Q_JR&7ov9rFjJe#H2>L?#FG
zeKOMlGD8XyQxv>a8*N2FZZ-wca|Jmm6~v1A!<Jn~;x|S!aOrIp8v!QxP&P4JI+u{(
z3(xD_1<fjSMw^jIRp@@HLQyX~jrE=6LqK)X%mzM#Ex?A5M#bzBKdDWHqEYvmg6O$M
z9hMr!c_6t#r_D@caVddhaafPK0g$z)q0O|U+A}1zhx0>$;(_>iiK~GEG>4QXW-b1>
zHu8$nlubcgPNj+N>YBCE7z1Rbd5bpF43s9CT&4(jj59N{(!@jv-lUDZqBL(X1<`Y*
z!EJ2p=pV3#M13xbl2CYGb5Mz-h6+0NW^sQ+o7|-0rn}o1UpOOFPK<gYaRvq5ph=O9
zkOhc|9{jR4YKky_(G)~fm<G{U8PMg0k^u;b1;+#pKu9b&;b{OuV(}`|B!-*D-g$Y`
z*sD)gCPb-T+fB3o<ma*HUe}$)9FZ8C$No-S9(#`VR}~fiu2AvIxC-yc)mCf|Ha974
zg5%AN!sb>a2{%7(?Q3a&U19h2rXb`f+9W`9JzY0n?01YLuf2!N{d={MPs;rTyrVIY
zoSq+-oIa+FfFgjyrXYGQfVGqzD|#l!56FZnJ=*kP@szYlODdjqA}8kI785L*AD6Q(
zXyc<uYr+&n&!u(NyN-u^sAB$tQ_SZom8>5xtn+nOIEvk4TevDb8$JFqyo&2Sc-E2E
zYcn*djyw<kntP!S+%(A%Ut8*YxfYI7_c#(L4;2BY$jR%{!<!#>s@SvIq$ujuG6m6d
z^;-K-zK&z*kwLMJ(8em<&7frS+Vo*Te^8sWq=H_Ty6EAS&IsHh{`main5EVGweeA;
z^>d~mqS7*OVx=F<4wC^0iN$wJmldubyzBD%!P{`l6m5gF9>o1S*x`A~rXzZt`VOlS
zII!2wm%`3N;hF_kUB$}y4Q<KAD<cse>mB#uQ?9<q1LeN1{Z&QfzA8W%c*n-c!VUN0
zw8dJrXoJBb*<j<6?ncgzoYvjG8*_Zc_1#&IC>+O;usMmLFx$Wo(HCIougDk1dCyC=
zQBuUwCqNj8!!%{Mfqb&aMNd`+H&29T>-ODP8oRYgPpJQp2F1N17{V+A!=N<c<T0p?
zlp>EErXZv(+{Pm9b|!D-kTvEsutVFjt4L|XVud9Z)6SxLNSmajqFRNcuNkMbk5foS
zG0C*^+Sn*EdY&nWsEiDzJUMIf$Ta{Vu~^U>O}TZ*!gU;(3kdSaV(ydn1oGk&*wb#E
zY8D%~ZV^`~hNrid&Wo&DPiu=JscvnDZV4*jQp=+6qECf?u_jRwP`VhEd$~4}ipu?f
zDTtm68^gX{8E;q_${^&&AymaIMB7<(&uNpCRCHt(=$q*PP5}wU<U`-9jf*0ocbkIf
zxr8<jJGC-SFBZN}8F?L)GCHUhj;70J=*JTKJ#7+`N^Dc=0^`Vw))0;X$;BikKdp_E
zBDqhRg6O&A`j6(v$8jkT&Vh0HBV>3ANgSt!J+E~ttD>Ev;UTwWrq{O0msqO*tWADW
zscubWJ^a%_`IZF!X@8$<(0s<MbN@*jK}E#hFa^<b5w9e7xKu%0BL1R^n06N1bvN{C
zIkHMPzyc?)_%tY?n7rUdZCn%ytuqDDa|xy8AzVo7R;rDBDgOjtErK{DU3BPNk}=Bg
zNYs3nB|D_eilhT_AaEcTa=t-YC=txG$mn8F>M<q8cWL9PNd2HGh^W*J++gWRb4bDf
zgv8=+Oamis{Au^)jXzmO9aK-#If0Fu(>d(4$`3m|sV%U0-6VQr!%iFH!cLd8zp7|j
zQ-HXPagG(7{G(ikEw~)E3~DnE{<mtAnvlV`CrTV~DoQ?V?7wmX@r*@r(Tq21qoQzq
z+7yHwS+8Tkbvv4|g6|<HTE`u`(L@zoL_A6}i|3=-1SJ;_-y={=k9!#Tp6{Z#%<YG@
zQBlP6OQs+ai^n)<d+p(7z9>q3dGzcE<od#*nz1KK?aSJ9CY9Q?sWBH%oX<mJDv*Ga
z)90eNT<%|JBc;giivq-DG-^vv+2V-1IExl(W6saNu{&O>GGDZo!IvRiT)u~x9cRt1
z(Z)n!_f@7K<Z$`FEU|7|vl~V-?m4l6!Yb=*t&+hV!L>+ey;EnF+;(kZla84iQ*{s9
zz-Xb<tz2vacJG=v%h#`snj*?uOhH6NY2Y<V$CJme0SJjjhw0JS{;nOej<^xM3@>)h
zlgAJ)or&+m`tyi3hm-2hI)wMU$R6XScr!79q8Di6qbSXT0>ouBw>LkSuQ##t_zBwT
zf=~}GLUf!R5y6CIlI#^0(TlZNl2k-DrzR!lqK;h5jbW(;O?K?v7Efy9r-<y5DF`{j
znk@Bho9q<dWq8q^5;fxiehEnvzal<qqBmHw|5Kan<dWqZ3<+<F83ge5<s8U|EE=90
zXTjgDjh`afx0!;7O4h*qN(;^=!2pEBqE{BYf2cT7L6kpN;!7Mxkh~>3(yYqWKiQLr
zmL-3URqYS7<&ad>wxw*J0=_4JDM&Y~bf=1lUkJ+|(zloZ@@KSBRJ83=0>ouB{kKqD
z_{h+?^Ony9aTa`dQV!exgzvE2zOBuaq;lIL;>Q`g)=2xf3;DG-|FH+1eM=idMQs0Q
z3PKLgzh}vJ+x*|uM!s^dVpz5b`m<cGwR*MU+T2dAa;sr*N{>AYZG$#;icHs<g6O$S
zHypvyBRE^wb=FSg%Xu6~opmCI_qXrH61+#7z@#H{Bko*rF%*;a1Tai9hJiI#>}hF-
zw2@K-cfb@x&jojAgl<!Dtg}-%Srg^KbgfRKLi_l#5TK|N7KvAs5#m0M(u@xHEMc(<
zINGdAsseYV>VnpERnUr@PZq^)bgZzQg(`@;W08b+X^pJ3!UH^JnKh=3xuPedrXZqv
zV&IlZ&yHt&0}v96UU_!cAEVPkt5ZTJX<2yR(LK^l2+tcG`m(ycNt@$I)$N89iWdl1
zp;N#$ozL!(Zb49;V)Dvw(8fzqrq>D(m(g)M7}#83*%LPGN4av54;b*XZo=;t;uEW>
z*du*gvx3Be{Y7mCCKc?RslY~sw4gH$I(dJ1*gF@Z=T)P3KxkmLiQN|XzqIjI1po7<
zAmsRcAL~xHT|ev<XQ{ipdv=HgKi7Z=Mutal=k6@)FK82-RMu9?W{kaZ5aB#<fe0fU
zl4nc><ezBcrpWV;OhH8DX<*Xjtia~P0EEP%SF^%(2={Z1AMJ7y*TvE5eg|EE5n1EU
z+?Ca7*-gD#M_iX8jD%GnOeu;aqFs~$2rcDfYEBkwW2Gq4LII-fjL`L6z)O$j>$n#l
zm$}&!(O^rYjXA$lo5rLAc^L}wg17{R?Si<RSy~$th1<89f{+7dt0@RMY+2@A7`6r=
zBo<tQVgN$&qGp;jCM=p`g*}(I&M0%NTz5)iSX#N4797AKfZ|r35v-E&m>eNmYMrvn
zQ{oS{V8<@OB9t5p=UwAsr}D%OyzkzOcYjm7h_ag4dk}8&OO+<I)h2!z5zAsrmHOjK
zmFn7GRfbGefM{!=x_^q}jYDPY4E7yP=ADZ)Z$yO__D4GQW-InaZAK(ye~a9aH0_fl
zd};P@TqR2@?qy$`ReQZQW{QZOH3cC@a*L(hZRc{qVS55$or$o_{HH9N4{4*HR5lAy
zWX9k3=a#;>1keYyF;Haiep3*MWni2<M{%EEf_MIK#Qjp6SuB61O;J*@Q0<?<$n)R>
zepX*xank3tQBmacIRT=r8SA>Ab=a*<nxgA+D;LW&dGKWk2dpDG+Ir^3WluVj4hp&X
z0{YOBJUnQ+0gwedXLEOaX=N&E9rmiAi0U+`PW#t0q%$tjVzpKzqJ^uC7))q=E@Lpz
zggATo-P!BHcT7RZvHCBjAf*4r8aXTftAo`xwiwIK;T&r?MhGuE^+v>AL>pPDcK1xF
zmZz{&6WCDFPGA$T<uM`OL2X17Td_lcxO}!EO_>@Sr~6x;rAFAFgK~WJ8%yJOoHR7w
zWnrDy=2249o)$SB(318{Je}M~D}VQ_#`dC&8|=^1MpO~zX;Tn#un(Jpkb|97>ObXR
zzg{kDZ0m5omK9t1j!ik%gYam>lhC!%zSzI#_hj9Axi+(s>K3Y--31t`Y{!5o_Ut)R
z4vKz&X22-K)Li_4Hd2ZneZK(F)+ls;9dzhEoNj<($4MMjpBKe4JA&o37)aL0<4p{;
zY}%>SaBRyFtWK@tvB%lZ5*ADL-P%k{D%nG+yhm$#oM{c#;)2w4JxD6@g!P8MGb|+g
zI4kl_ZNwGn|F|g#X+{1AD^RzWSOYO?5-!UTnVq4mEyiwmJnO#9ittHoW+YXFffz*y
z*Xf8rt(~=nDF{nGCer`g+L$Vm|4ma6J(v6r$Q1iOVIMrZh=YG!G4FsYQO{>Azv?b5
zcfD6x>fg|2L{h2aa0{0bS}%wY8;+7^5yOuF9dS9@zTw!?kgsc_sfhfmrXZpsH<<6G
z%fJ(k0SJjjhxLK!p-ICha9vuS&H?bmb%52a&WYubhT~M>s-v>Ao<X-kZ&JdJW&c&T
zEv%Pah0JQZIn}Gx?r;ic$Ot}2wRJZ&ikp$^E*r4G6>RV)ENpi6-*nr8mMo_9;6`mC
z6s5k-6hzO}X`8PThy4J1@bJxcMTi>ju_~O<W<gR5wk<{#f~RH1)g<-}$7B?bYNMzK
zddL*S_e9VUSH+ck*eb*cy3Knm=%O|YW+Ui`gW}3PIHF_j*UD?7s0e!86hzMjz4`ek
z#85tfkTa*wlp!9LaFQ2Tw6D`9I;m(kr!Gy1`3zBMfwVNz-ZU4K=_2(;``2jWrpWY%
zOhNQqrpu)n#)-A{$mTnxm8JCoZE})IYXxq<o<Ka1j*W;MhuAmVr^@CRv@ua+^RuQP
zqOvjY>7-l8`B(!G5{uGog4amf@4dWf`+dBW$!8s0z~v@N&ernfOuh<-l47ToGC8CE
zr6>Joj|^=K8JNOOKN0_r+ER>HNn%25BL4QcMEu`te^pVxzY`!XV*qOJeN-%)ZDzbw
z)sc#StusZRj#O$jr^wrJz0>R?xdJl~Y&(|U+#SbV5makmDlaJ$`KXLfnOg|vQ|3GE
zfgI)HxFFLKZFCh0FERxohxU8{qU+hrRY6(f1gcs-vWq0H1B-F5Hc<)3TWd9P4N^`e
z#>$TaFOEy}@6tv_5z>Guh{QrNPTQ?NU%6=4vf@ZR3pS7{dDZjy+V*03y+E73r1IL3
zYA}9c$W=2qqQu27Ahej{Fdx*$ND<nI0C5>@=XK|?5yB6?;izItUdGE~=B_N1C$(9S
zR4CVrZFF*HBx4#YnK-L=NgFXmHce9yazNEsyxk71Z+HkBmTB_yYB*?2(H5nUZ_#Ss
zjfMAiZ32@DZ)55rW0>~pEof8;41+@|&Jw;&8!1I_Z#4zcbHNQC&D#?dTq>7;LJT@f
zT-xeDcD@6{(*+fKR>m5%Ee5s-wdtN$NjnpTR~d0=x(b=q<2SU~m{dJZqQKhcgD|?x
z2WW`Lhcxqn_S`Wa*fx87Ku@0!A&rVL(;w5OL(!;@nu3UGl)>^yuCRErFaRO3=#d+?
zmZM%7EPKclVUAI!_cnc4*S@XI;H0{?F2!Lm;FfMPwZ|0ed`lZ2MQ8re6hzOZb>xIo
zK@D&XX*jH;aOX$OY4B=^R!=zg`huG-!4%Uh+BNGzyV!K-I1Czebxb{#a(Jfc3Pjd~
zYj5e*>gs4}!lN5oc!P9{wH49LwLrN0NYI_0B)X{#FhF;}+QigzY|zGD(VMlVAbPGh
zYiMkfiqtdt3;9O6h~v>&5#D&!RdcSQ|DKxeFI>Wfk*)Z?EaH2#DNH)p*QRKQi?WO$
ziUFC$<ggBDqoc^|fGLQ?GBaO$9ky}B1l$SoBLbUl!vlDIyIw3YN1MK+65D{1>&yk3
z=7C@QtzL`c@=;^j7%4&<6(BC-+H3iJ<qYlD!4@|$PliRHv@+{osZD57)~`Uc$;XH0
zMwvwb%i|VRFVn_FVfsr=LCBHvVwPLC7gcWgFg)`tIWb}3L>pN)KdntnQrUR5#e|J2
znwWy3_h_S{h~_6uLG)ZSeS9^CDwbdai{vxfL?ji-V)yb5RU9#Ej!$W$p@`#mOhH7&
zVX$D3YYsM&1|TFBJz8_DID;9ZW;L8luAG0o8Qn9iHnW0Uy`@+F<;oPF-Vnej;CRHO
z+W*5;!Vh7WDpT|CrXZr?F_5rS63ze_fRI>x#WW8^SRnPcZys1Oh~KxpblP)5bDIlO
z@I@b;Zku*6_NtbjcA7QJ;$;Un;MFdKgE57>{iNQVUD7rpFE*)nJT9rXU;C?y^|?)e
zXv@*=SCwCP+`&|bXf$OCX1=0$=B_+29@b_-{5+sAzIA<SJb-Ds?bX3c<2<P6Yonz|
z<^fX>a<H9a;da}Dy6y;Wd8rg}v>SyuEq92V<{=XHr)KWTB7BK9p~*!^cewbNMr0`6
z;H7Z^>Zi2PQbhQKDTtnnaN{{A(?sqPRST@x@fNN%Lq8VYyR=D6D!ff7uyJvW2riHb
zUmCYt_Z`|eDU$m!QxH9u+<Mm?!WFrq7$tUQYPIdfQu~B9c}b<V!E=rXKiXjH<LCQG
zOXKcZ|F||rip+l96hvZ~8M_hd#2ueSdkT&$P7=&GRTQ?A!`?)zT_+aVKWI~zRAlQ@
zCAxuBV3!VJ7m!#?2=r^(2q_Z#TLI!SIv-oObR<2=_l)BhFOG+cXs4aQUKa6pcn(YY
z63c1j*6yr3REJ~>Hn&sZi;F$Zmt*XCN0LN7D7HA?WSKUGir^NTf{;UPp#ag=V>jIz
zvS!F<M7vw);=8c)Zqp_#=_p&9lKK@_)3p@4iDKeCd$bW!gtgNYL{wM?3qQGb<gso5
zLSoUuoi(=3l*hEB4YUF#+Uh@b@@%-2v(>pf>(Yca-;?Un4SXeKoYhX3iq)WF8<Pjg
zYU8D-lr2ECHQZev)pv?xvQQ5}362sSjwNO*oaRT_j%FEq5NmZTMZ~q|m-4Wa;xfOu
z^z`gNv1Fgo=3r9E-kBQ5fnaG+N~sc}G|iNXw24nB-|y}bN^K$!AF%wf=ZL;S8*fGO
zKWGX<4&#@Yf{@09_3uBWF*$nFspTiVie*ZA(TS5)91JRSl4_&G%>{PQ;z+Lxm)~Zc
zV%P!c4oFtr4{0+$sp=j}WnIdJu8MSDfO1h4Chk43`L6h=znNyr13DbDJ?(?q=qnoh
zegUGb?dpES>jt3_5dS1rY?M|fn}ySeQ1ex579+KMojS7=Kd;S(q*A<*rO4O{&l1?u
z*-1DIU0@rOPn>u8Ic?Mw3H_ld2x((}pM~7*$k)EZC`=P4XXP81iY6Q|r?$fy&)2Zo
zSQ+aMj*L)iXbfSn;OF%BYIU(MHRjTmM#+aq8&1OjY1jjg+<kB``=o``A;y3GuBj|#
z?&CYAAbPG2Hy+PZ05mLkl<WH33EdCZu{Vo&OV31XrN#;0h%|9$q>pb%nlb6lls0b4
z;I>Rb^jw<T0#`zji9Q^iyZs{d@bs+l9!q#wn*~X&_pPbAycCKIw=!@g4Ix>_lt$jG
zjin;%W2PXYvNrJaq_fBqz5xh{1+P2}Ku9b&(PjWbVzI|G;zn2?cY539&7BUN!Qn8a
z{1ajh<dqs7#zE;+95&aWos_haJ7s5bd93VCQk5b3%|b;RbW>YsoE1(l@Ur2r)7Go_
z0YnUm&9**(Pr2HB*3ZGeM*FMEfcPN+;xhW4EBvESymLN6Q<B=u7V2lUNlnOLT)Q4U
zl|)7>Vr$W!(?&(%`g=`5$f5Uc7F;`j(m3?Af>No@rFNl8wVCDfS#64v%ZE~?&ZW2z
z<$|~X<?m^uqR8jd%v|lN4&xZ{2+HCuzW9k2=QxnP6v@S`iS5G7|7UHAlQMs8st(N3
z-j!4yX8ueK0mLo2{z)4lMFih41tEvX*G)mlIg%A&R&!*BfoiHU8%G*gxl_f8XTGdh
zgE~V$R-XQC-C4jXQ&(#fEGy%f_HgtLehQk{7_a^oZJZSS*=!0z>QApE2Mb$hBKqc7
z-kDbxAB-RJE?OJg_hZSO(k3zKu-}Az<Svf#$QKvKz}S!R(eKyBNs-(MQxH9uT>m)-
z*D1>luqWXqVv|zf7?_btkpll=K_-8V<yzBbKvKDGLj{XRf!H96tw*3Bc(Q2Sr63^Y
zm{fa38%0ITMN<$x7xVT9XdjjwoUUDU2PslKMJysX(;bnt)|)KsH*2#Ysj#=FnnZ^j
zz%Cu$Egb0}83A#}B<QBKkyOO}I#Upd#ck~J-ZavvAfAj<HZ#g$j8^~1iKCHpYl8kP
z+Yf8goK&_JrdAJURlxO$Y;b~&$y)r9HfD-IKOjJ~T{(6=<9g%SS_Si^ID#KOk4L>f
zOv5&}V{eww7q$72Tte{U315+6lKA@43P~u=iT+b<+!Pu8u_*{S=ss%-LORi`DZO-}
zjfeiqQ&`@V8_g0z=5=hpI&n0tMltQIILmMCmDju~RdR8ngMLw&9v;jwyE&F<<Dw|a
zA_1c9VD5eja^bmCBO(nQ=C^#zY~H0!TGH{kC{-)fMFuH25EsS`!~tz26#i~E1tAAw
zKZ~ecz{hkQxoqg@&?&3Jfl;Rx7Du#^h4P>_F-e88oQ}Olv5AjOz%5xA7wZ|(Mnw_L
zSyK>E(HIywX(M?68i0^k^k})d>}-wd1nGp0M!p(xc%zN1Ag|PBX>tXrdf21|HUR~R
zIezqI+K4FX@lsO|Jr~Tzp=P5(g=HBln;#!{XzxTmCcQsHKNi<dYm=B%T$@t1hhsX5
zV?c5-hm*cX8z)6_KVb@@=aO4?&Z!pdjAP-764XpbY;L5HW%L<sVv@=T8@?HvbfrcW
z+`;K^v3hFkr?e4K1oJzlAbKwtUis6&qR?DKFp)+U%(u0PNiG;(zta#B*aSw*5>+tY
z(ndrP%s-lf=(%8aj@U?$h*HI|CU%HbF7iP^o~!Jy0^@_=`meKauif4&FMn4G2alnQ
z4YieNP=tYZk&giKDDu~daUt`is`xi(qpFC1ttp7a;x}HW?ZE*i#b%bmax(>M#NBZ5
zqt^%mYr#F*d`UXQ_tHTqOczolUPwa`J!?js9ayF+!Xa&J6-788K(t*Ac0IIn&j<pl
zblg{e9VcF)9<@?K<*uKCrs2NLON&~e@sG=WPAG<Y_TX6VW7?cdD)+ln$fy#<X(kv`
zF9`NC+`<~TY2dJR!15?M6)cNevW{w_t|-AHrXZv>c!4Phxh`T={Li&6>My)#KFV~K
z1P=oby9(hZ)}}WIX7H=m+&}dE@EhVuu%iyiN!5<dUGmQ_PZ#V<L0@mVYD!*fDnD5&
z`)X4VQj2(9tHTdhm!%eQm6HJoiN({iDJDRv+wGUP)a~XY#U_&OR6s2%{2wUSo7mHV
z<R7A(USV5E1q+Y*)oj0~Ewp$IB${KZ*|KrfY@gQts$#P~DL`DliEGUf_;0+0VyFs(
zjl#j`X+ZH^c%*+ro8p9gZmmTEADHn*T#1>#f>;taX?$H99Yp|NH3cCD+TWOhki(tT
zU{=HZw`YR|hWj0tcet-Sb_tvKF}QKxoa0=u_UsLh?V>-nx9{lAl7<M3jBQsNWPNJC
z_O}#;x<!C!JEFUvm{{a<GQ`1F;5iT8`?ZOSAG``9TYV|VljgL-(-YdCRd{;T6oee4
zLoAkVCnI)y%(r$OumYPO=xpvvvu>T8YUFScxKp0Y<FpFO+(qKiCIDERWo@P;73XeW
zoatTg_r<-%>1GvY{0gGdRY6obM3f@-3)<)@V$Yd^=(*Sr`eNUG0Gp{Vkkc~d-7t`~
z8@6y^oJ-YWML0CdDZt*jYpq#9VnukpHk*<v!a=DByRnm+$V?NN>B_}&n#dH>wNGX`
zM5dw<&uZhTXhh2tM9(#1r>_xvU<j&3Y;F{KK(`XmHL7CMY7JXJNmZyNY^?QPXW4&1
zn;}VMzf;P7Pr6P7vBa^7l?dW}tu8^LMYa6DppBd&@SimW5f!+BZzbI`p3@CLNGvv+
z5<*zOJ=_01cF*>O^tJGW@1FgGHevA^NCb9r&%UPpEk&XJR)DyS?isGnWJi}g1aZ9`
zr=}g>V+w62>fD_N{<3s;ykdpzElUpkT^QwdaY`VJ8#P^rT^;C)wUJTevd|QS9AfhX
zh_1(aXEj5IWIHQJEcV^nY)UxVTHT%N2et83G-8J-h@NYN{$w3e1O3-o_77?^B&qDX
zFxQW0Bc}-btSN}7zzrs9IoI<9VE{s6@z<u)lsnfS_#V&ow}t2Wr~SG9S#1f$YakKW
zX|8W+e@juQX9S4LIM;7KgS|9%jW%N=h@CI_SKaz^Cl0R3bHppe<CfN&Yz}@#n?VVM
z(b|!!NIKF)2c1GnXCe4>;IDi=O_4j*8~7=0#1zT>q$vnF2;arRZx`?}PV9Gf&_c$(
zb9a{J?`cz<RGJ3<+^4mXQ6%_DW`Da4$=wfwZnn39*SMccTqiEh2RoO~PB@mlV>~?M
zlDxpO`Ia_2lFDXt%Ep-TkQN&+YJ_xPf15hK{!tqpMLK_P3PO&rzheQn8(*f?-Knu{
z;&4dsVlhixEQTVf;KgF05tir;7UcSY?kt*=`Ky&mjR^zkp&ff4nkxpGZdjv@k0QyH
zrXZq{H1K$&)5N3Q0EEP%gS|G^r(@po8<E<ftSHE0yC65ghV4Qs$s4RsC$yQL)G(yv
zB7Aq+7HFqCTZW_B_$c}`WC|iGNdsk&`ox}_0SJl3D@;wC>x3Wt9y{T;hqSWrCf^Bv
ziME8|m5vDP<b*$^{VheIo)94Zt2*I7rp=&)!kDcS{-fH6DUy4ODF`_T-^9Z2wv%wo
zH_?cx!s)|N^kN$cI}3H;{GmV*C-v2E%&~)w(pDV@Ny0a@q_-7G#C8cLPYl1N&AOy&
zaZFAOyU2C)NN0zmE?h{Dbh>pEnHrb$fTLMgoyuR)##qsp|7{AQ=lZh8*B3YeZS-a4
z#exw8)`hQVvn8o6?2)>#yPYm{b{f8{jh`a<zc2+6mAt`>FP#RSX$(L}EH0W7;yMj?
zevh4oJHk%GJAJ3Y8tl%>hY0NCG+eL!Ek&U=2@q|ahOXy$w8C$p)u+~*Y!L3&=1;sq
zP-HP%pW#kz#1z5pHw7Wb;BBTLq$ObWnUy72KN~ENuRruXwgmgbmf+`oOK?e>uz2kw
z0y|lPruMfKg{lb<|3xjqo3;6qP!_Yb1k>7xDS~^QDF|r^USkSES^`#|Sy_V0Y_NbO
zxN9a$(ET`gw6J>buCOKe72gv4A8o?owT}qwWC?y(`&)`aeZmxkRH%;&5dZ)79=@r~
zhJ;d^t<CrcZNwB2f6Wv`Vi6ms{cfU-Gl(A8rD_pj1iE6#-MFw{)OPOO85(A-1pV0?
zT(`43p1Cp#Tbsp}8Y~PM=d`#MiBh)dJ^MxZCUAB|AX5^nwb4<exI%zvJ7ss@<Q);R
z5nHKk>vXg9|Hyk2IJu7M&|5a%WXsxj+48m8wnnzDcFVSGEJm9xqYaIOj5p}%zBALK
zp6;QSS-fCuV;sW(4<h#6><~x@33-qJ27}oG1oFrp5*)x_wg3ShBqZOdI(O;1=XOt>
zGgC6WFTeK?OxHd4ocdSQt>x4?y>Jy5BBSpIXWQO<L)~!lMh8lT0oWd@l>!Kdn0U3t
z*YHhx(;^Z1Ucs(V+y1%}`6|2pykF6FtAqNX#BN{PtsVFE-KyA`Pu<Ba!EFTE0JgC8
zB@JMsR7BE^*I^r)?v2BY=xD}jF5`Ekcr)81TZ&oH(@3wpk^OoC<)~DIb10j-%l&Xo
z0+JQr#YBA(Q19WwWqH+5*Lo0p4K6DV>yZ}zXl6B-kO)Amce5+S7VD;5oF)V>HRAO~
zNZJm^dD<!;!nrA<^iT|c8=`&jPPTdk`?yqubL{CzTt-Js|A@HW#x}+l*PL7`Oc&{b
zZ(+Ziuy~_XgmV_FlSo0S_*{6dqQ9*N_w|@xN$aPO-e=k7+tTX_0|%>sBU=9?c9+&4
z!;w_W8Rs6KW-CRoeo`vJIaYoYA)^!WA4kyNXIF?VXh9Gn(viQ*){YSWwp4_3;#+p;
zU{gUwO@P5;vkoz+@)d|fH8dPR_<r4w4+Nu)YUQ!#zqXzk#eb8vh}E$G<UVJktEJ55
z9EO|<DxoK89U@WXD-exJ+lBqRqV4kQVYqPmIi1DUkC2}!72%w`C|s1$-9-|R{APBw
z*!Fl?z$wz{H?S2X=zXaO=ji$4w85SKI6^<ht`J-3r{zk;jkNzBVZV?-e1=qnLx^E?
zrj@X;QK7*wd7D}eLBhBEaTv<=W|KMfnyfGqx<gxw5uD~;SFINNf^r!m5e9G{Ih7!p
z{@f~pvw?04d7TQKtd@6vyi)SDy|_`;AFJyJaND>{o5PrtWfJVEDHY+cIUug7hlDfw
z_|(N=b9g(u!fczvlq1ZMG5@V>UCD6qCaDOA?IRj4U{B<b-V=#-PdW`3lN3g{pVQV(
zX}CZUZib6^za%o4H(Y#1$}$-)J|z|5usI;EozV^%Y%qB+u0lNekwCdVVm{EC%H5?W
z{~dynnqQb{k%;Z;C+upo9W-{SoCtaoE!<esb}PR}ZMU!N#>GL0V5RiS@*}pwWaRk1
zRD{E(5{?`zbOMF=quXKF=vWfjF50Bld{Y`TP=t#y<1)<75Sz*yFy?F1@`Lw5>`WD}
z=YIJ2))Rvd;6D%IKQG3AUZVdYtzeE+g!@)7s~f`B>SX5SanJ1f=1<7^+7`~IsRm>|
zf`4i)>VoII9E8#FL#5R|dd8ml)zT_YhWRU{BCM$ij-h2ST>D$Fb&TPP1zkX+F<i+^
ztthSVgjpU9J$d&{w_b;V(IB%IWa5SxrTX)FLw;<n%8(GK%{Ol}KMqa;UTJ8!3dy?R
zgm!q`>^4#%*wJ3Xt~T56>egI;81^l+4nLw0fLA442=rA)Fb*z&`)Hgxeg@+R*%z@@
zBxC3UQV~gSd;vC&X+KTw2Ew%=2#psxhM08c(ccl=2iYdsf}0N)ibI_u#}5kS1MJrm
zDDRVsa1Lcjw>MO+1uzL7$yW-{FGK$q6HVJv2<Yo<^K1bv1wcwa_<Es!?J<3gtpvgJ
z6{(0cCeDW;)FN@h#Iac*BGCf<K?EWaEzm7VAR^HM{Ragilol{c-u@)Jf^IT8!Qhu;
zSJ35~r|0BG8913M=o0q3NV8rj6_KEvr$zj3yMkWBu7>PUicp)XE9g~h#R%f9QW0sy
z^4|KiliORDMVAyYK2Y7;vKc)~Q<1U%Deko;b{%E&SB6g3Yx~&mB1j8T5ed@gXc29D
ztzcP&I~N-#58R|2XWKEE5Im0)jTf`)#1i4eCW|0W+9rR?X7mQ$LT8G<$5xL}zaNpE
zyoK4KBe3%7KCnx7o*NGy_O63Xz|>{$Hf4~>AFz$KWwJP@f@rBd4E6uVz!$Jz>lRj8
z;)VSlwhE-)-zgQ5^tQJly6IjvEr)!8a1~!Ae}ph;YMs1GMa+ii=_yK`3L>h%VjF3T
zYK2NN7;C8)ygJ}DghS8pBKs0s55nsUQW4I1<yzv}7fTSszFw+ASlChneCfU3ac=+`
zvoW!puzCUs{s-G^TY?wmT0+;S_4a$meXTd?dOu++L{R=nD#AI+^IK4=j&~qv)*wyp
zfuJ#3tsOTZPEr=}E!{Fb3kNa<nOND1PYs(Dtt<S4x)N}U*s2h4^Q9u3gIjR~Xz6P%
zI>n~fQz#vWi0u2+L6?cGV@ZT|4ckoHK6jq}z$sUEA5(#L&IoW7TM>e6t5k$FGV!Ex
z<&I{ltOJhaJ#4)2k8Zp=FQ|!avcgF2Ic#ff$z1>*mZ+_|OJsC4o%55<4R2-ZLg3w`
zMV!Q&VvBT#QPU26B0dyAc9vpl*3qU60=S25v@L+eIrG#y(v6IB&tt1V>irI>h@{hu
zA-d_F8(wy_o`;y7=)COZdm#{Q%8Q{6_xXy=a!^ZQV?Bv5-@&d1TbOI%LIT(kh0WD=
zq`VSZ>>!9AVk<@vzga56IpWzns}PT?uURQHU>=#GnEnw#eV%QMEvPwghY~_$CE5@c
zkFwuQSUe&X;he?7Zh$a?cYKmMFgypdiy)UDvJJE4vM862HS0v@3AP4=&f`)M&gslo
zlfF(<^sE9%X5Qtl=H(0Y6wjO?(8<AU_WKE!bEG1ib6K{(S%#b_<$S&F>HjSCl?u8O
znRB`h<&e_lY!hw!&+^<*tfQaOkqmL0*lG}1>!l*nu!P(7Sf4nb6o^Q)aJ1)j(Gkd*
z6>WE^O-Z%!r*|l;u(qw~|C#y}+C74X2kh#%ZAcgARJJeBTyKFzTb6qNQfuCB2eX&0
z5ouG;mWoKz6f}tB*ckV(1tJnH@YF&eB0M(k?sO0}{f8k}?<-YcU%~4x_XoYT{95mN
z*x)Ox#tYN(?piHBj`#Gnn?;!5a!-(NG-12c7yt*Kh>xn?#Acb@Kvh+wj;eHu;K853
ztH{9idiGmMBYce(aT1rPaVB;(J2t8_$=|Mj!k+&zwuzP%J8^EDdmUf*GVS8p_4HG-
zGBJOYtp=&-Ka+|`I@+Hgtm$5q`g^qlU%t}t_U9Y5(wH8&M<DbrINPgTWZgN2^M&KE
z<}<s%1oK&h`WU+^Y@x2pp}!v30tr2pEqW+NTl9{&vc->WiSuut`t(x+(!c(NttX-W
zPf`)q)W!REi+1Ger9y-}bA+2{QwA}fxpjIb;bhR8Se)xsx<v^4qS3bn*Hb92)7bhD
zT&HLeZHL3QA0uh{hJ`)Vp}_0Q52<9zy7Lv%JuJHj5?I5w*tR1r%GE(LA2mY`O0!k~
zS>xm-Y=sDdoK!^8V?3#dWLks`K`^IDv~V<9&xHtJ!{d60&g;pF`4Oc*V^g__T_?6p
zWnNA@N8`CaYShw9PNV(w7+V$6NRCKFILEW<pkDB_d`O>(AJT)vkUK47OVH*4M0hvb
zXj_E294>a~C$pMp-2(M=3iVF5as=wQRD?BD@wal}b@?VF-hxmgyUQgAK$o!_l3fJJ
zy`62DExARx{!lYNXwj^N)ftr4TiNOmR&UZGPTq%d&Ay}FuGS=3aIFt^4@(uu<Oe}u
zVC9yFMD=RIXAXyq=MdGS?7Fc<wI)|?`bMHJz2^{`pw3djbskM<#h3M&eT1zf0r;>~
zMAF$lCKZu<X0aJf!)I0?BGCdD!2%IUUA$5{&ky%NcAVTjkR5Qfeh|J(-bSxlfr+O|
z=^1#@>G4{~N0(QtzQ8*Oi$E1`^eV4ws8p<!`Ue_o)_R*ZY}#z}v%z1*TOqTqn4VRE
zs*%)INZ5!IKf;;pcaeT@h8EFwAZs7ZRs1cvG|9{cvp5J@T8EUWu*!x^j&&8vR_#PZ
zr{l&^73V=5%r0ZsPxfF&SWH|7{)7FXu=16InIBrAr+|qSVW6rEf5I-dUWD7lQf|_v
z+Ui|Fy-+K`4SeV^>HvSV3SszScft6?*XS1$)=wd@ee8;{1=f`-Ci?4xdsF}T6p|ix
z?PV)PXzh`TNJiM52z<IXzpgn1*IPYEuDZ=T7^T#LaS)F1dvr=IuM6Tru2G|;ns4l>
z<txWw!5*IOo2;iM3LC&MyP|9xz?HdSuoUJPnd!59h#u)fR|X>?K9MrALxUJ%D@hu}
zpj3qO262^c5WQ<s=`@q!PKWNDyfsWg4mO1o>?*Qt3RhrL=xvvIQ)gMTY6&lA>quI{
zOQj;5w*+6eghJ91_Q8pGRpXy@EMPv1#Q!(DDr||bMdF2sxH{Xf+GGAxwqgYHA4^3z
z$GlQwE&}F5dD!jHQ?cQoQYe)@HDa1${A7g@<Ug^EwFP-Tf-J%j2I#6MT&OGj0dx(k
zJ((f@JzEn(?r)?boRiz8$pt`eM=4*|X#munc&`Cb_mp!YYzmmu>PAo)sFa@DOz*Kz
zMGz97aiybG&%{+oJn(y4ZS-Rs)06HN8%b;UjTB`Ph~(E&5zbq~({*d;gVx~ftX1o(
zJ(NpusY%V(^Yzx%RZ>NeD+6<8>%)E(Znqqal^UrqCetbz+sj4H+ROFWUi$n(suFzY
zA}x!vq!OZ!f{xqJQU|2@T*y|M3??h3BAhoL9NGKT*FIX5!z!;9!2Kb0GcM~h(7rH2
zzMgF?^E1$&EWKg-Q0eMxT?x6}Y)uHc9a0f#a)N!fWUCIB{Q?n*7OV6KHtk2ba8zD6
z-e0RW;gbWG2i0K@cnq1%rcD`aEo1BowrwryI6czMZ_$l3lO|gQ(oAYn5zYav+FNPV
zs>P=E%l8^p6|gF(foChs^Kdsb<=bNO0HS*X+h|*KIm1iIZ&XzzD%9GKwI&>2%hrc*
ze3ev$bB>qqsn+0}M6bhwGHhbksul2KDZ=>|90rZ6y*aqstRj-B*&kFA1YsUZp%uzN
z+7Gj<#+LTh9K`tq+w{sTu?<d*&^EPihqmF&KeCN9fRC|NBn{xBQW4G@z=b{4z6L}A
zLkHtZ5ELN{R;dD^+{)#w6LyR82=-fSlWoDS0(TnJS%X8JeN$%w@tbUQ2*htlMWi7L
zzPQOp8_!q-A`&g0B3*Wb=W9Dp?)h5RkwBlR^?T7hIE<eNhdU5u1-?Dd$zc>vMX4V=
z^Q;*&uqmE@)%2_<mEDt_qAh2?i?p*PT14AZv}vDg%{d0)Y9O#{Pk39>oMw?<u}-gH
z+nL?HNu5s2&8bi`<#9ivO*dk$V!xbJ@>Z#cq#JFPiby&$qMlM`UN{vkAkN&bliQiE
z*<B9coUc(=Qwuma@6Gp?U=}^@9T^C!FyT<sjGhL3dEg?6noaIf;a;Leq|q`57sVaC
z$*zO!#;EEd)xov*$l!VKD)LFGvENEsVO5LZcXjc3`LbP*^b9_g(R41Xeu&Ou)a^uv
za@hY*u#LB@@`>fSBI+1T%UX1deR)pF^5l6rTPFhKrJaGa_h68ogg><<$i7NBo9|UA
zgH<n3$0CXq1b~2j*x?4`qE&w?mf+-E<>xBo>!}s-6lEdU53?)L7VJ}VErIo8TQy}c
z4BWL!DoGdGib0e@Qz3m9nA*xdi~fh$iWB;OBo&c-6yA>wXu40<=fhA5XB0Y&k{UR7
z?MZdmtO5x1AK6CP0$l)!Fe9zhYHGOH*W%R<T{P<+$ltNmA(*}{72zJ!?y+H5MB_d=
zY?+h8k@*<~5Yvop9VV%-oHgT=8S4KAvr-Az^9mC6)Q-MV&*)Ye7eRg_t?ZU#4yg#|
zyjHc&Kz6~LqgI0Cf$ETBPj<`+n+K5R#hrLg31d!myJ+47Zc~ZYv71Q>YsS5SRc!T0
zH@rY9!a3GO`vXW@roNW&@zh@$_^MoJ&T!h4L3lT?O|$KT3v)xDoBq5ds+pZI<3hl7
zY<&o=T~ZOwX>Er~IN{#08lP&)4-nP|(HtnLrnO!Heo;Z_ly|-c4AIe33BIQ+4O>8!
zU0t><V7t2F6Ye^<*c;D-5_|p7TsUR`b5)zs<{Be*#*KtBTXoV{N>UNd8_Vp&&@QS&
z9<&*7rA|$P(mx`~6KrE_QO?PMcOPh@&JnaW2AVVJWs#S&RUv3zDiz@z&C+g2sa>en
zY60#XxAE+3Ukq`5gl(WLu4Oru^t(mF_<Ly%z-Li#A7(2>z<o$6A`MQkU6kxN;R076
zBGKZ-(&=2H1@3!HNsIDSw19oD-6wb7YoXr6h7n7D*HrFSxSC+hNCq#8_p|<o-Bhx>
zfU+^QpA|OC#HsDS*zY1O`&U{-+g+^b-!xgg7Y?XuaQF-{6-pI6=7UMQQJoX*3gIZT
z^6C!DEynbmRPn?TIAxBsgHx$QJ5u#4*gBA^Un&)mbmv7{#I&C(ToRw!bi>6KI8Rh_
zx;=2J=+$8ZxDF>a^ybrq?L)|L2ithdZZfeNA{pVC6F7QB+QS9@a@mix_w~Ik!gM=Z
zC&Kg^sR-vxXCJDmP<ya1uLF9U{Vn|?GU{U+W6Nj`EQ1Yg2#W&y-Gs$+q#~?Yh_~|3
z%=(B-#DB%=e-T@M+v-0nr}A;Dj~J=<2iPwq_5K1aqU|ST+DEIi_g1`mb7&}EOS!AI
z{(x2bKDKqXReBD5Is8ZqQmgM~zn9eNJES6#*8GrEL^An9wo{t?;WtYlBGCdTEdmiq
zUHn2iby8Zu6m(CgDd_ainr0pe#u~lV>Tz?`Jh&;Icm6vYZg$gFhD|o_{2}{Yq&Yt!
z6_Fr(T#K0Y;bil^$TtNR!vQ4kYrsZi6M`$i^dC1Sk5-g}U0t1g!+FlZdbw(TO+^xL
zfSP~J^h|9D#fdFB?Q^3%CnLMy#7^7ggQJ}~#cRfPsS}~9vWtvlbJz+J^s}TQ(&z;P
zK-hb)>(qPOwkYxEzFT?ec$>Fu^U|)jYM&b^to8O)`?co;E;Bn!*9M;!_xkPZy3FqN
zszN5~_1Cc9MbKZRMYNq7O#isKSS9=#DFvgdr}mX<aGhCsD4G4WT_Nm}x3SH(tYTPg
zLfCt)o$7B|JIJ&P+L2y&Gg}8z^*2gIB)#q^(wpw{@dc6dT3bMwC6La&Y_n|XEX+kt
zY#q_u%~pV*xl<~_Ihv*W;6z--d(}H%JK<Vb6Bhsb^1WsUYF`W?y_0RAEu>|TO#?O5
zXE5s0meQ~c8j?=*HntXo)LWz?oReA%aE9Omj`7L80)#8A1Z8u!IMJ>UQu+ehI9p0f
zAp1g#c7CiKVf0zH4usLCr6Qa&I(Mg@Z+Uoc!|Xz--;l_U*rwPLnGHnL+)rJw02gf9
zS-#JHH39KmsR-vF&WbklO$N!IvHIsfb$TY_WO6kz6Za_9At>nrbJ%YsH9t!#!g<ZF
z+7$-Ws_Sb@;0&XpZ`Hl726zX6>(xlG#$;mi0MgpZHrlqcTnHh9Fbr5-Ur36y_G6_f
z#m#JO2*nLj5zZ;b8<j>_uK2IW<0iKHwmdp)Umjz>lvMi>sR-xQKKC#*Lmd?@>(a~w
z{TV?#k8O}Gh<OnFOlzd#HR3fMGMwGPemfyDCKchFNSkfBiI%@3gNN8A*fKa9J|)rC
zAgTN}vtLUp{|!<R&MSXK)E(;0eu&4fLkjEFJ?ylYACZnF5zwP-Gi?E#7k82tJ@q=@
z2R#Y0N7#xGWDiS4I7fEwp;}N2p4%+J=4txcO6oVn@&wxyTP(BT2(ncd0^)J@s|kp2
zNkupZvF}KAxKx0&R%!=I-x>y&TL{02tAcIDHLfVCrQQRmLfprp((ULa4|{4fB*^rN
z#%3`4T30jieYu9N3D^tQH3429uoqschkN5bI6p-9*<gpECA?>AMX2q&?06&RuoWkb
z=q#xS=Z(m3z3dlNj%6!hK8wv@6T2#GM}u{6ziCRK*Rxe4pw~)8I0rp99T?gCywaZ$
z*E87$+2Wd)8^Tb{ak5qVA?;zmoe()B72%x7+TCLfaGww0>UXmq^fk+HmmVUQuJyos
zty<}aKi5={c<{!Dm=Go{-lItJc6LSBl3bgE*(+KCsl=5fa6+kKuttW!X=P$aNGS1u
z9Azs;AUC8UoI~D*DKzk#441Aec%vF}twU5s4EmAon4UVLK3Y0xBA<#NYyfX!SCVZ5
z*cPVT2(47Hch#p9A_!<J^|pSxv#SH^W+~%z`t@uzNppCORD|>9&@FEcaQmiOX{4NN
zr$HVzj!&_x%(ihnP2M=vb!4!Zj2NF_D@&TlUr0qbZzA)e%mrSx*??g)y~fJ;9T9$q
zZIUg*`ANR}SSJGI-`KAwQ2tda!a0;#txg~2z-<16D9+yQYORyX^hhY2$$m4TaGF$v
za|*k=_paZ+Pp?i?MmLx!!ImZ7RvfQ3AzH&Yq<9<&ya7mwTJ*Zq4aU&{_?Q-}>N4s$
zWTMDdwx<p!rb#ApU&pRG+b*~>moNE4W&J7D+3XVAeXt!iZ^t1e<VfIa+jTKzx?ij+
zx3F<YUy;ukNH1gSOIk~pRD|=^vh0{*4;v!s3D$PA19vEgR1dRFw57T%ry;>sMS6Nf
zKY9n*S`b$Iq$1q2Ix;>C9xAXIm4=mK)xI3E8eyAg%W8S9p>$OHM3cj+v(+H5hNU8$
z!&<t#UWcPzi1_A#cWoR^YX3fyRr_Ly>UC@bZBZ@DK{6lI5HiW3hMHTMcB@yjwIHNU
zNJTg&bx}8@_i5SfT|ZQ+BwN2Kj0Mz=NzLvNB=~W*;kE=X&gCn9tLA>I<|<mO);vU!
z>?Qm;TO&gAe@jI;r@6Wta`wQ<i)z{61e+g*YJe>?6@pPMw_#p{d)p>Z>!*<EV{G$n
znRey!kd7zT-;eZH?(BNIAl9E?{TH@U1nWOZML5U0D4M6_z5Z&o=nYjNL~d%1(xwa|
zJL74tRvU}r`AObay7^i+I*2}ntpVXPLn^{KpVgUsyq%Chbrj;k1$`>FV5yNJX8ja0
zyp(OeZMVB5lOe=(tH1#^L}OO!`=t!`!PRV)2-J(DBAi3Dh@)&cMp=|ckO$Z%+kzCu
zU4A-S9Rl%ssR-u~=N%ev48WFp7<-z;qsjOkA=TI>*+QD18`e7cEjooYn#@wF?AH@0
zWvK|~P?j9U!>o`^xzt;OxSHu*%(kTv(5u+y*#cUc3y-KmPKka5)9<sDAejD_RD^R(
zkPrg4kjgqk>*2ND&dV-?0|x9)5Y^*`X1SC~6JzrL!uu%OXj^y}=-3{pwO{iKK57hU
zApJqDF=6;;Y+VS$Kaq-X&hVnP4A<%aU3o8P6wK9t-6P2H8*IaEIeKk4syJSGUnxyM
z{v%r%0`l*qBAkPK8iZ3D9`}MVl`}cKskL`V<^51sm-p*L>U!II1U&7bd&12imD0K&
zlKK^n=fQE(ggkX|*Z@xLcD1nRRzdiN$Nk7+y<uI7ELN__wbGdWBU%i5+h{SQ1`I7G
zE#!Zsc#}w}|0NaSyoJog7NU+c^0iuiJVl)Tj07)nMsQw85H#{bjR=t(`|YI9dQuV2
ziOkpCvH-mmVua&l$Lxh!1(3=OY@=)k)&<~H1ziWUf(fXPQye;$UdMhv;j&9A!kUZt
zrv98b`s^WSocUBwA-^J$3fmrABy*F9v%{zl=_kk8FDE<(w1|^(E5B>-&NCp=z{Nc<
zUY7%i1zUmRR`6Bphdah~6}wq)5`j;f`aqdo!txnJ@-j4O=Gil5thwjJT_?H*$JBdg
zfmhLS2*+B6w^mLJj>F$>J%K8jKN;(H^Cx`4tEJVx3{)Ci4*xN+XFaTTYW4L)1A{>Y
zjvUrUQP<Xo=U9<5$NFNmus*zreV_`C^XpZVfX!Rhm4?SFy(b3G18Fz>@nh$PDRV;G
zRYec1YBgkFRcqyNqG#B)*G;*)1`APd6<F}yi@@UUAGr7dSmoQ5P#`UOLRz)SxA;M+
zh-8F$A-16D4tDUYBUSLtQB59Bz|_w5Hb}o$Q0>v{EmidGuAmas`eD(#&f5WNUzNlS
z&M%4(b5C^-2x%A2@zTZ3-s12**oYowSFvp)x)EIReW)X7Jz*YCh|#O72vYy*D)OT$
z@_SVcK|!n`<vfTrq^E!B()45Y2-^rUcs?u@;k>CWI9Th?S4y|5p;R?F)!NKPl34=r
zKEXE27VpAbHP%aG)_Rdq;BmGB1kJakBAlbSxI1z$%J+g-T=>1K1Wgqny%ID=tF`0x
z)S-aoGl*~Y4p*x$b-G&gwd;x2Jsi?ecR$jdcC~ZZ8WEmnNkyc2az1^b7D@0qoGl4N
zBw9EMq%)^GjGz<6A#DBlPmo`+rCiIdRNIa|SDo3akW203B3{jYIcXGEN<}!w@zi4j
z<K8};;U11BLf~3>JntQ>!KWSqR(deUgX8#~=QbgYCq~)n%MX>x<0((WDau0Bz3i&8
zMSTsN6OLz0`oL7!Uqw^Zq+7KGG*y3~(NsECJe#d3X%@FgML2I37q_&9$ZKJ(r*0qS
zYlQ*zvCfy$X?iW6LCh~?n{JEwVz|m2Pv|4v{T9`It$GL}IkUQttr6k*e5nZMJiDxT
zdVBYpb1(bHkm`Hc6<|xX%ZjRBD$$PmF1Atx?AxUxoP#}Ucetf)f=m94V7|;Yz!uC*
zxEqI?`n2Z1$bKuS`Ois3IIsDx>(l}dro!R=klqx+uVeU^e7Qe>vtg5r{bNY(r|b%_
zCATKmj}}DVM6^JE^un!?$O1B0{+O*5A^QWV2<K$4J{*kJAOJml<y7d?zEVT~cW_25
z1Vsom=;Z-(ggvYxmAan#noda)@?X5u)gtK{7*az!b!6SpPUU-wc0y_bKOZ%Y(9ZUr
zsSDVOk|r@%D#Ce_*gJ(Lu@?4=q0tnBM!u8|b~uf4vAJwxSE222v3DxX1$I_z$`=o-
zfD9*Bu(c*_XNy#X^R{zs_@Tf}t|^WvQx%4-<TiF?*|w7H(MLsFJ00W7&1_vs+qh9G
z;{T6r<6d@U*|v?-a;4%%I!nBp{XzoxPN@jzfR`P_+bPlh_He$IAA;=K>CA#1%3+s%
zC)-3@EX#A@JrvMU?{&B6NJi?nvDF~3-Xay@9M+`=;RFH?cOm4gp8T~t_cAB-oCgu-
z7uc0xi}SLaI+oH_=s=+G!D)LmMLXkX*?JMapO%Vn&Uba&&e&;=X8jbB{Sn)ITe7R$
zchpJdSKnvrM5umOD#AHcA3_%dH3*caf@4)HxCBpzG<~etGNc*j4a{ee@cdn_mSpR|
zZPc(uFUAvFCLNyVuvH_VXGul;zXy6NyDDtEvYHBQqNDF-_6rHV4N?)#@vZ4mAuaH7
z0{Dn12iR7ZUr1FQ`d6hK+8EDa|GbG^1-95O&FRn-;ROro#M^2^NG3U8IL20sz&#=r
z;T$e=Af5Uk{5*D5*g{r)b2IImcd%bb@Qq1DILDVeI9h@5TSeIIgo$tV!LK>xwR!^k
z<3nt-ZBbp6tBzJ6h*nYOh-h<)OHsa=tq?)^2B`?=DA#ls(L=9R1C-GLs2*t>wLFAJ
zfNkx10PZ})CQ!z6i1kr+71(0EG?&*l_<^zk=0GhWZ6g~XPcFpQ8>Vm{VXH;pJ}edC
z5N_y{eA*E>kubsGpODEDTJynIrCf^7xCIXFZ`))#6Gwk+9g8FH+n-8n;2n|Y@ZdYa
zu?@X`Pkr-6q1SJyo_4RE>Gd@$knA^|R=efztu}FdnQYtHf}C0$L)G}3{8*W=H6-8d
z$E9_VxcYueD&k3RP#5l2Yn`b#s5M$ne(*kU_*S0o_oG+)1NhH__|J>+pO@%=LJnCC
zYSY4t!v+<q$7@jdkc$STrVbh5@>fcYPg>9lsfZ`N1>HDJE$BJY8pvuv4_$mo*n&d!
zcr6GYa@B$^rysSWQsa{rbXY3lNpC?fo2C}@YH1B*wV+eyu8yv<pnAL(gf_WqL0f4H
znvfcww4ev2BA)aX^e7^l^0es7(i+HWLHAzY6}F&IJzfjKhg`LwD`*RPL~4A}f*zKN
zc+y+YZ>FgQoxX>=cidqf^w_2~VG9b?<Fz1s$W;rvlD42<OYtWy=$BFv4qFi3&Afb1
z=qCnYvv!03xLVn$c%MBghOgdM*`;n!Lfi_xNe8#9VXNO<$_ZuQI%x~LY1yumw&o(=
zFo>xI@$Iy2D&C}y(W_4xi^{h6oDp_Lm2G4xwUMo2C?aV9>!c!_H-NL$(p>FDnM{*E
zBc>bK2H0YPgq><Rt27`rf0X@JQuBwUBAnO!+MeNZ*!k2Q!d)s>B*ZK@5^Z<EWiamu
zBwx$8UC4VB3Es)B2wQ@Ft{zzu-#S!r4&qHOb*&BVRzuipbx)E|9%pMtD33@*IHx>w
z_gGLXl;CQy*}+==j(pz2Ho=z9+2HIR=|C#~jqKNw%72|yg!9VZ6ji>r5fZNj=n>r<
z_C_G|S+!XY<AZoXWuyeTeRRlVlafRL;`}tbQfzT<igEfI)qb*a^M*ZTKQt-~F9H|2
zTZ|&uKgm{)VE?#Ogmdgy$JjS*gEQOX>hJ)f@xwKLI4@FTkUm#{W6yH6rVkccgC?|Y
zEKf{H5;lbIva89qAzYm_giUZcUzw?r4%B>gyrj(3ei*Ttlf;JjHd{~9A|8{9aNZ&|
z#4Tbo3<T<Hh3x>ox9Y=Wo-^sMl+g_Mk0bk8*KyZPw(K_~>^J-R^NYmQXIFh`^(Qx+
zNwoRw&SWb`fS(~1kp|9L&V^be*T%29M%A)FM54u3Ekdx-ue5-ZhU-s<W25!(-&;cB
zz^POi1*cu46LBo1J;xwQjko#oZ4i09I@EIVO|C>k5c0#NVn3!d+Xo>|;D5&#O^t8e
z;DNKihI`L||JcpOn%!(wtxTMquM`HVwF)>8pBPvb!b{GncCg<?TH$srqHXne4NiOg
z&pTAkgUg=sI#BU~fP_(%6B)l_%@*0#TGs3YM7UKt>1D0b$p@WCW#`$iCzX9$=gMwd
z*Mr;I^^WcBe$e|uOQTfOak4`6m)vI7c>7{l@%OVWx2^c4aKi{QwWl<s)qgKr2~z!c
zOGPAO-JMbq$%u=MU`iwI&033TZ!Sls6d7VIM1&d+AU#o^8dl3HeuU~vW>a(X3T&o-
z%4TEROb<^bjs%2(Qq=-^BC12asurDOoi^}4W~)yc_#a9|Bn{kA)9O+?Wzjw&4*pR9
z4o?T*@WKEbW^=KB44c5;vn#;139QjOZLtOVQxREUh7h4-|Aws<A^X=-5zfgj#y!w_
zV|}?=2eO$SKJ5x2wcoIfv!%8q+#iKbr?l(f^7Cu94usJ!r6Qa&I_a*u7hXR-Yd10p
zo|y7|iIr^C2<R135&!Rj-p#HG+pgQ@>gW#k3kkmMQW4JaG44GWTP%#{aKtUKtH2i9
zl<rIPvDG4Q3sMoz;m%SY${X^9YHtbhmKyxbpAgYY*oN35I#+)b2O~|wDol12Uc`Pg
zq40oIgmVgucLlZ52rPp~g8JGhJAt>+<k7AWlKCLpI9oD{a}ZBA(k@CQ;AdQ*{{UMB
zg6Mrx5zZ08>7EWR<!v&lwEP`Ge4TBAEeLh$r*-f%uIzn{{aRA_Uy+J9d6mDpP33Ps
zftCL&wh8>o&$yHI3-)VC<^N17;^bBSmNu2YC9M4O_qv*2CoMn2t9?29wWRWwNJTiW
z{59(Pta6HnTM<Q1-$l~LTct)FqB%uFvk8as9QK@Ub`{w6oJ;kWUD*)EGcCsVsfv&f
zu@2#wVjDs-$!Gsswps-4)lw18;VwSd7=Tdq;Z@{XP{xgLlVrO>h%I0nXNzq~uBx<y
zkkvt7vkd!%k#>YpFIxw~=-E;c&KWI<lbl?yvTi^}1cynuGHya@TM8*X$TrWG($Xa9
z$pGpX=5(SPelKJzK``AX72zDyN#9I*Kf5Yyk+zA+@Lu){3BGqpML5T|Dw<uxFcXZZ
zTx?O`qr}n8Se)8CfPL?)Y@=;K<>L8xq;(wVDAAgXmS1M;LpXj>D#AHOtK0YnNUJB1
z<j>h=+maOC-~TCFA%gP9QW4HkGVb9UKpD>=)@3)iS~g7S{{CXNS_JL_sR-wAdG6*0
zU*4mL_^IrQu<f~1^;F-+){IcTLMp;JWqnXxsH*I7aP>!rRT(Wc2E4q7na9v$5*&`r
z$*lcjNH@=}09(3vz8zVB0ala+5Dq%bou-{)l?5S|WaW4pTPs5LW~m70WG~vE@`2Va
zqWXG<7hl~lsoFh)MDJ%CZcFrH$eU@pH7A;**Q;`Vr!?<nYeZ<?EfwLMCWL1%HVevc
z9ah|s;%=x{C9vy*%^gS}0-0{$zxKg@DOQKf+$STYVAO;>B}vHsJ?v_-Wq&pJ)uEj_
z9y8jhuJ46*s{b0=Y2-=KW|IE>PPU$;MZ8Ta!g-5Wd<gurRQ!9`a)4%`ZaPpO_I8Dk
z<CoaR*>YTxg9v$vcJU1{+H1eS)`2kktW<<^M(6Jdy^8X1`CwdK^y|S}Cy=HJ5~doH
zrb)^ov7fL_wI#MP7kNNwUDZ{-&S^z|#8!oX`@U3!b8z$bt2_us8#ZZW6+lFbp6+U`
z0tuy6Y64R$GU&}`zn^fKBNgGC%Y}Pt;K~?O8s%}dCtmdG1!%4?{6&p7b>Y&YJW{)g
zZL)30T9tzjR;aVuDKA35(mKaZeRVo2Ze^=OAa0h5a1QZ;XeSRQE$VU}gdKp~;I$a0
z+0!O1jR0?Dn`;Zui}&zg@}X|oK_~&OZv>L!yNRs~!FNn5!a2S<`{CQLKR*WFGTn|%
zT;x~8a}V1bTRf1{9rPK>kG03~Jod{8jyt3xoa4Ca2weS(76$v_2(=!jzbtyYF|KCf
z+^m)fJN06J4CW&yxGBg%#P48NkuBnFIkf@=8}*_<9TV5n=fsJNv|1wIc7V1qB$+Jw
zA7ZOX8pE5VBAhpdy>#9Z`HF$p8010rizT@6UWb4$kPa^N6@njNO}VF*uN;TyFPVPu
z(<m1k%jeluXxmt>&zL1eE@^c?RRz%xx?%O{8i+s3bXb3stu$#mk4Qy0Z#v75RG}S|
zD#tyYhk9+8`xw#@r1t(g6-2l{WE*J<ce%=CueJ0sTQ(*{)=H9|{sdbMg6naq2<N!Y
z)jeHT1q_VlP@eh?q0HOoYF#oLdt9sw0Wq8XY69XMsR-vFX7@Bo<uZ01LL&VmqPU!G
zjBWpzlY{SMxr|*zX+v0SV!xZPST7afoW-7F18|SCScMJI0xS~2X$+QzUG-)!Y<ole
z=5Y5^`^t^v%gvy^1|8=h2-rXX|51V&ZFzjV*_)<ID6)SRyYg(=?}E#oa9vYb@5k0d
zuK3vac=iNQW0di}cDOTbrw!(rY=udK>5+<X-e4B(Y1Whr8+dG0O2f^_f6dsKYf}bs
z-o-Y}7UyEvkkh)s+NM=E(xY!@t3UvaN<}yaH2YXBKRm2@E<|rh=K)Cnh)CYbHpUjo
zoZM)r4LGG{M)ZFZ``v`a>!l)`v)HhYL>f^C#%n#D)v6E-H@pGZ8NvOyQmvkvH}W4x
zo}Xb?h%L_zInWh$;=ywjPSM~Tr5a}F(5bDIL4IVAuP2&xbo>-sIRg9>QW4I9UvLE0
zg*&SC280J4fY52G8>%y=XyIsnCnqh9IKRg>*A}Ozy~umDzJ91L21p7Qx)k4c*vb%m
z|0WgT9N*&WTbSV@pT_)bR|sL9yWiEKVR6nN1Rvox;Xu!3t3VK)DHY)yQ5SfM!z>l{
zVw5v$IVdz#()J?*&04*fA7ATrH~X6qk7RS|o}c|=h;bvk0&M$S7dUI61=_JSv;bzB
zXn~*C2KZn=NF~{bTgO(4fW1sA!a3N>0c^aazz-yx+hN*AwF_&Lw@N4jksoDOjV<!6
z3VCcB925ip*fzEMY8zhUFk3~^01iq;IBx*64+r&9u?am}@4}m(%Jh$jY@BV3EwVY_
zR)gB$y(-!nN7(NsEb3Ab&RLw(Q&J9&ULjvkMZ7kCK?-kVn_){~Rxb2N)OwKd@OA7L
z69li8ig1nqzG(rtlves-ja`FKys-ZOzH927rdlu2%vzHdM_8X^8*B^fLOq#`G{zkh
z@Iq_Vm=OFpTN^^~&!r-q6I@PLe}`(--f}RM^10|#5UG8eZKN%=6&Wi!a6>~a39rZ4
zdJta!A{F7B*Wx{;v1rFLYR2Tyw_PFRH1mL~+5Zwq)1b7|TavBX5k_aQbs&tMA{F7B
z(V`vsda0l?3=gPDA<U}0o@eed=L&7gAR(V^nr%;7oa<G(sjH#`YElQf`Sp<^ojF{}
zR)GLoEfwJ$&`R~$0winULc|`pa|lrofme6AA7Y3%28K*hlNCl}&tMyCi)<x+vPOz<
z_n|LR*3ZYvlD>6-tqMW+bg2mE=;rP&R4dh?akvI@dq%gSKO>$d+aOy!^KvkIh&9UY
zOf~k~36ZK)gmWVEcEWBk#?Z_h=`wytCa-0iWXoiJPVI<c0OhtL+^g8HCs2N0D#AIG
z6$h$t@k={XsDaMgnJ*Wz&%rvDL{J}Nn`sN`yj%tJ44ppUJLJPjZK7xMl~0**$_({?
zgD+RH%#%%~kFqr)?EXwD!a2Lu$tIJ&0TlKsjQj#CUO3KHORLoU-1;eG`c1a^woLWj
zVYrc0Z<%B0JO*mT9_t@6Nw9u{trWrfk5UoNvCfYCqX91oBa;3RA)S8E)l7X(?EMTg
zL8T30aVq=WgvI~-*0Q*$C4rFYUWmkl3=6#h+~*kyYK@?1P6O>8L2hf<b!XeTF3z=N
z2~wXn#OH(mTyFrIwxQ;P<|S;62+f>Sg!7(tdF1W^dji9Nt_0JOE*NR5HE`+2fFkN1
zT^^ic$02za1cQgY?KLJ|p$z1`pItS!ytl;eB8hE&Y#N6BhAcsmX%NsIOrxFo2DX9(
z|8-Ik&hamg12yfes>E54q$KLmCgV;85#)2(M%sd0k%Vh1#9D^Em-4Ex^&q^COGP;6
zwFMkYYSor|&n?)%(FCqC)S{SUvEO=XvLh3Lj9<yF7+c1d=it;VvP^HSw4esd;3zz{
zEcQpwxF+@rwuXfM%cLTl)4#9-?W~!RMS0}<5w^*;Tvx$zG8$O)EVh+nyZO_H+3FC8
zACii24sl&;AB}E9>jla#IFanHtltAEMwHJ(7E$iQi1(k_m0^o_J>aGNQiFy~1hB^M
zLu=X&*Z;uQjj;Y(sR-w+m$!6S#OZ}Anbe@%sUR{u<&dlO%!<}7id{0g1e7tr{<pNU
zlPu8xDHY+I*ZkJLnbrTY3Lu}0o$*;<^f3fPr#-9K?<f7}0;ve+Tvk#po({@%NZmV5
z^`*%QBd@(|V{OO83o>~5Isnr!Y8zI3vUjtGtqWndQ!2tayRDts=`Ww!N9cIlQYr*l
z53wu9mh}~ru-0EfwbwA|P0B&Gj-(CrOGP+u1Dg&9qi{SJ9lp1G6`@D02R~2RM$F}>
zL;$jXIlEG9*>46Hve2rm1xvMNtXbNP+b?D7N4UROD#AJUh2SBh(@yKbTJ>^rn4et)
z+5IWoFk5zulvj)nsip^J)k8Cn^8c8v0ipAUQW4JS%untH!c`)5^(}SJFRK8O`Fple
zwq)kF+}VRGMM^6=+4&px>j{>>mWptQrE5^<dOf!rc5?bku;mIdeLQm@O#Oy5exq#}
zeAU@T;^m2zxAa!a#rpUV{By^RcbWg|wj(E^yv+KglND~g00=3ab%Ny6pTS*|gc#ld
znhq|9|Crdb{%Ad@)z=RV3_=iwptAl*kT1ZU`~LO&^}m6R3#R^ev07Na53d8L1KRp}
zm6CMx<?Bkr<CWeMgXe*?8&);140AVQm2gtC+BVRx9DK9j@{`8nCpGMkng1gry5_H?
zZ7x|m{ZcBzVY9_nySydAc6U$D!FCC@Cps0xcC~@su5970$kkLDa6K)91g`aJ%SAUj
z%=m0Q$S`xMRD^S0T{?YMG$jkuqbEtxz1`1kW}TJWKZY!iuq(ipWf!K{0t@u?3&FPB
zTZ}WjQn1fpD@DK_kcw~)b|st<;Qf;bF7`~g@X#zb(u?Iu3M0fZwz0MlFHrmbv9<<C
z)Hba6WU<_2>q6Moq#~TNTc~50#8r~j0kexBr#G+-v*ol1BbuZ&BXnNN)_~A?l~jat
zI;pX5pZb8beC8~N%npws#fRAyU`sJIWTwA>eup9RV{D}e*pEs@q``8gb)gnNn+Y>c
zJ!##pb2|$}BwAb}O%JWKX!Z{7Jsp%;5C475Jtyuu(KR>*9(pjR9*2K!Ju$eY%@19J
z+uHmxxV_yEdTM|87|fKt&0DvrxRQ;Ma@dATcxG2t&i3>=3(Rz(eb-g~MExxZ3ImlA
zMD8>{B7?V_6;<x9*od>6uBxGlv%wo-pjxZshk_FWtH@CE3--H6i~N}u(H2ElTNY9j
z^A43&I6`%`SuI}xin+YY_#IpA(!<=PmSx3G%+C!gowPrU(#Z#%NL?>tzn;|fe5r_}
z-_6k?rX9+5IO$2QoU2_b6&h(IfZOK~lUg-=@O)CCFzVhBX!~#tU2j?+3yKx}zf6Qv
zmWIHuVON(e@TZv<)YaY>+UrO5`jNeU1MSu8rP0`4(mbwWD@&TkR;dW*&0}TuxR`x6
zX|loy_c?51ZQ-uWxbCO+E86aG-pW>mpu0&b!a2IE4b0Y!tck1wi0B1uqihjb?Qq`1
zem%kRJgEqWSfo3g@7A`Q{2k6elGfq$?Qm{2b~tyO`;>4Vi&esz$J#c~DeQ2*Lt0<S
z4(CHs5e}Oz?r>hBZfoheo4OXH=Ei%K)3}-$sOhuz7lGs>=5)aJAslu7k!`#!)YWiO
zU4(OJIF?kGh154eyS(cVUvQgMpHC|7$;bWg*gBD+=<8Au&Y7N%2m=N1Fq|&r!*~oD
zW-4FpBxRA{|FBK9CAbo{%2aa;)Wx7$qH9~%y8mLULcsk>D#AIqPNxXQC%#ibM3(Du
zwYK6NH+XD42(R;{BAoMDv8PrY@(%9nQ8$HJj*8SCnmJ;2EQ!RfW1DH)$<Bk^B-J6m
zT86;ra5!Wh7SXYB7h4g6tXnF=IkMDtCqkS46Qbkn3b2Kl+U`V}b|*vwY^4a;Kq|sH
z*oFFrGt64r=ibULg1zr$Y{P7UEy6p^5OlP2rmYFK287OoQW4JSEKvDK;4W4j0BOG|
z7&OfhGP4A-`4HPITQ&<}0vYLr?yN9K(h>2G*a{Fd@0W^jj%F54{MB8^Qfi)W{)908
zmTibFjB|51i4Qdit1vkv{XgtC6AE9Iif~TB!2$PwvW>MR#XsQwzieFyyPr!%IA@oA
zdTmVDvx{Jly5NYbsk-d}_jzm$2%Tk85zgtPW_%q^stscHk0HgK><X~$ZK)X_=YacZ
zY^4a;r%FXQ2YWD#_Zf!$R%<XwiUNU@YjE_{CiL#w^fIl*)xn&POuKY!CjIQ{v~4B_
zqqw7CeW<lwQXg%?^`=*Y9bE^DY~4v~%1cE!Z%uR4OF^?a(4Ud#i`fR*@|+jCbtY>&
zIx+n{_S*@O`=uh>6G;!%DI(-&B=U!BgY1c<$6iY057=)fMBXD6;he~VX9W#7BdEf`
zYc0C;YeLB^fn5HYZI&&Ug}L#d0lWWNujraDMe|o|1qhliNkuqEGwTSrc&MF78vWY*
z31R$_ZHO(5b9H!1wbz&(|N1}JZzdFeA{F7B!fZtWKO~ex`bQ+O;;5_H{~S#MHwd#?
zEM>o&uvjD&;he>?W5(@F$gdFvrZ9)B4&{*0cD9MOePuahn$kB&wJS>jQrg5}VCe95
z4O<NY>nf=T=djMkk2&o$tv?`+0^0~%9OvZl`<~rdp2L1GssCH0BAnO19-DOXD+mo*
zPo+;t|A-tOU>jr00S7M3`I^n*1?+bd7WYU+IA^gY%3~3EX4I?Yk?7hBgm48X&M?@$
zIgl})LxS&PSAi|TOQW@D;-7&w=z&h#;72xuWRiW}ceB+ZaNi*n;T-OwV-Qi?BTE-!
z>#0o{g!UD-X|~W7=k&et$=5i4$yR{?`n*(xb3m7No9mmkUZpyUXI6P{xLO{E*xovm
zS1FbFkn<p-{299vY*Ahc_j#*ol@_grd@uqJxbl8t1l;(|xY7IXY_$m9A4)|y$GgVx
zi%+Lw^Lii~WH8hV%iAkbgRA{>2zSXdUCrw+HGSPlGPZhTgMS5`MJ{BkMc~epif|5h
z!`?W^YeQe_fjdDkzYgl#Jbecd4xi!XkNRVn;?iWye;iR?&8`sJe!L-<#CA0;@`tK5
zaGI;YhHYq&&VfmRU&&UE0KZ%+!a49Oj|462I=q6Ua)S>*Hem?85W5<XZGRKITnsjV
zXR|BFwgFt3gQyV6st_+Usr=ueg|X8@dLy4Ugj?83l7{dssR-u{p&RbA=%76C(esiW
zbJ(mzZ-VFpUT=F@&}<RYAP<|yee5c;Z5lh`a6e#k%ef6~grd#S_rAsER2oOxNS@DD
zmo$>Qq#~R*lDXaWdUI%4Crf~AOvThPm;Q_h-^Dh_7U8@cc#1|Efy*;!6jo=l8hShX
z?S#l%r6QaYS-E>`SUG(wBw@Nhbp;^`u50$m$qFN_FS3obrF8-1NQku!Qw6Fk2eGz<
z-RIc45O$xDig3s-yzrFk3{QWJO@dZWAjThSyUFFK`K<w;Zs~<oyLXu(pRx+HF0P|6
zPrsDbYkUc6@Z)fg07EqGc$ODlU_!NBTwvNfN$b;7gO<oms&43L@&l>a$z7)JNkuqp
zk$9JBZ5;ha9fT>LcgW|awwdz1C0GZHdqs#7P%HH|X(m$Mqu4|*JmzYJ=O<Bs)Ipl|
z-iLL2Vu^29LdKnyY|Y5HvqCDuIc0xur5M2Mz8F9*4}D=x{Wlf<0V2!oQiPj8I4DBO
zk5Vy})r0vga^B6Z3fnKrTDbib+k)5E5?hcl+Tw#Lv@`EuD@HJHmx^$XIk!JQRvKy!
zK?INELAf+gtrorA5at8!^r^{0*ZzIGQ*f=GK%^zM*|tbm!RCzC+b_p@`>=!y_4bF#
z8FRcowmJl4K`O#I$OYYAB^ZThxGgJnb6SvD0ztimZI&&lg}J;BdO<wfmi0C5V=rPW
zK+rrO72zDsrFvIPXMjz@=+yO~x+6ax)E|5PYgI%D*l9}TK<%33!PW6&i1CB$DzL=}
z+2zzm7-q4JSGsjQnD#0g)QOWeAmoy)tUkb2ilBX;RD^T13-{-1{VJZPcPN=QnB6YB
z2m<>$+b~;T;FBI|);gh~9q(&w4G5jDNJTiOvvg;*QiPr9sshxWQ2Sy?=~rw6Z7D5<
zi&3$Lok9JAtpow}GpPvYpytNo;E}9xaJK$=wHN(}SkAxE)xuylr0ecDrY&c`n!s2h
z72zC4Zf_J;6JtoK_y(Q%T-ff3G_r2C(Y8J5!Xy|dYONw2OhWNmwl;*~)lw18DP9!i
zJq3D4>-l~irXt1|eXU#fY$jH<eIz~62-s%Za$FT>NCkdPrMCshUbZ>}<g=wBoP(Ud
ztE$dXA<TY3<;yBG%H!q)BdY+8kPotrvc<F@S5#X05N1EoDy-CG>i0tS`w5r(q#~Si
zSs!<%@Ux^R^yrnW_DecDANl&}czm4fS>*YCc4gS|^vy4xp4X#Gv)X!}+*j$nY|RMi
zcS%J!Cp{;Ds;QaXkNk?PzREVomet&rK=i$8o<e8!UuM6Y;P|3cgnJy=vs53;!jb+J
zar~TZjy(?S9;&0X!SPe}%L$GjOGTt{a1KpEEs_Ap81z;kBGKaCrJ;Aj0LV9-+yKZ|
zV*unUIt4(+t(=x%$NPiEK(%N_c^DjwBOR}M*7Ph~R8>qC>G(4CyGYaP(juPBNXIEB
zK@#csiWAt$_p^=7?&PFmGa?;lIQ`wgem$w{>!c!*4z>$%wF?C<4L|+V#4}T!_`#Uh
zz&O-u9EQZv!AO+!9o8257dR&h#)4X*1R;UVPv#V5A?)X}tI8JkwJn~XDx#ON)z|T@
z)fgYys!xK!R{cwP99)1STSKbJJh;MEl{AdwQW4G@#x(eF8LQA~kcSQAmFz0BZ6Hp3
z!d}5vmo$=>NkuqsB-H84U`~HVgdbrWWQ)+oC+x%Qw-X{Cl8SInWHL7|gU@7zk=8%6
zjkTr4_X+z4wl0L--%3R|WOp)r!cMtKO;6qVgw53Q^Mm(6&JvZv<bKRu@&NwxApY}W
z{O2Y5pAb##6E@}4e^(fRvFE?$)X=XCP3Np{Y+La3_?7*)v`Hp@W&bG^;jmSsU)iO}
z3=?vkbhtCLaf>;f<UEKY)fRRWwB>wR%iIy-Wp}tW1XhIYI+-YLWa~vnt#win&iV43
z|BUYs?@?rYBfBDO8Bf)3@F-g|Liw;%gmcPF-#-I0^I7D4C%Y<aIZx4VaGb3e!8{@r
z;T*G-7oY*x>Ip>p7Pi^8NJV~wZ)B@OK)y~Y!a2xHuRsG_W(frKX|`Fmpe+3cKgm{r
zp!v8|gmW|}&2R9#>?*LuI0e7KZ?lymXdjb`aE><HDbVP4*+sD5&AQpq3BrV}-{4HP
z287NTQW4JSw08(J2(>SUls2#pwCz?5zd@g^1OauaRD^R-BEP{SY;$a}OzJoI4EC!D
zi~~{;&S5z88ysUBZHr9eH`rurLnzjyBAion>NofXw%N8EMSg>?WvfF#zDg>>Imj%x
zK;!e3RRBL+53`N3#boC<_%ZhT373ybML6g3B=`+}i(MJEJg4e6_)WHEg!DJ0BAk;Z
zo`FX9BfnzbJL?u#Q+o@)!PD6<Cpb=(ig1r3?HOp|NdJmB*0Rm9?K*SAFsL2;2G_7(
zPH<cz72zDm;$s8j;5byz4-J=<gZog1)7(V6LI~#&+c;Y|OLC(F<0|M^sGT2a7glg`
zWV4^G17UQ7RD^Rz^IM!6qZ%-JO;!P9(_kBA%Vt5&hRbu=?<ZU;QW4I%Y;EBJG1zL=
zd|@D{Ls0sP*Bih+k)h!xM*Gpx8dN-;O1(6a3dAH8f_z`Yt{hvwSG4j?tb;)J6~8xt
z`zD5U;CB~UNBZU~**cOo@CvC2=WSqV_W0>-HxI|#7ekJJ!8XvA<7v54aU(tB{s{Yp
z1j>h{BAi26*wYgEE{YIm0?96dF#eTom@SM&x%k$8z8uG{qjdh6tpTC)4^k1%>12Ja
zEI((b-Rf#uuDZ!43gQ&@3kit-{;dUZe#`eOoL6k~c2uhkl~rum>@Sm)#g5a(t}WY+
zbAIdBDAd*Oja3aRJ(&+)%+`c(TO}3YyaO$RtB&4IhyzuFfC~FcLvSfIy!>b~>rf7P
z?PHs0%WJt#$5KEYAvzG~*giJNUbY$p)*h({=dkAOfv{I<Wu-1;XjmqsjNcK?Fxw<s
zIP-ITsFO}mpyAMwZ;1VR0%cGt!XcE<b$9mRAk0RixtK`OKO&D4+8W}Jd&VurpbXIm
z2glJ@_D=X`BKl+NXDtfG_y%dM#E!RvOW;HugE4NJm=`+DhU)3p&rCAwv}!QX^7mGo
zTzJ~50lPKdkFKOdEiz!gTv{uMPwh*kA{;h1^r@Y<S4X<*8&~7Nk)Sq|x`~zXJM#G=
z+a&ujpp@w3H?&R!%IDaxCu6{8q#~R{nSBf<Im3zwd_SA1=}!7b#PMUcF}677Kyob9
zMg?;KZ3v4Wu-{Esd`~LEIg5o5BC1a{$U@-hC^jQ`NKJ2yUD-vD%YxfnEejT@&`_af
z7*AYlM(E6CYe49nD;43K&L&t+SBm*s(d!O(xjYC#2SG<6G^Lu=9H`cYU?!@=k!A**
zl?XtxSFkI^w#RK&OL1+LAMI|bz<NPZ<(UAhAc>5!YLeiyTiE&$?i-~doOAE$xITn7
zP&nRSt2Qe|v!~iWhKz4!SAZ?!u8yllz#SVvI`oZfr3l!gQW4I<`dMIgl*@Sa-<B@(
zSwws{yDDrE`&o!FN@lb>(2?_<Y|RMgaj6LBoG;1ZoFI<IJ+u4TK7?f7#x~xT>?K)b
z<1L?f(55q`x3E<rNZ%+G;T&nMGtzn^7*0)`te!xapJkhE3p3XlCaO&a;ZL*mAtXO3
z72%xZ#XD8X%V12MZ3jAkgqlkwy%Tpi&Aw^*4AT5Q+jLu+m%yyJ7{uxJ`rwMCnlUAv
zGt`{`{VrQ20`%Kb5zc`wK2)wY8qrqY^$?uD+F#43f=Rb4gvjPR+tos5Np3jQPNN!#
zwIhsXv2`GfW=cgkXSDnX^s(Mjz8)vC@n9Fd7*zZE%%0Y%AhO!bHqy3xt<an2hL(P;
zCE>M!tq0-dOGP;6)z$5d=EuE86>=Hoi+Z)WL(zL?zE;Ys-GU>T^z0u)mdDr?V9Rn1
zMBWDr{6-c0nDRv&CtKTJ2eL=lS`o6(kcx0lc6AiyR((qJ=g$NiH+W+g$oeVddI#Hl
zTdrMkgxommvu%eRV=G0lHl-q*V_kj}lDyRP){6QPj<zJIObxId3L?BWvyHTcw;~6d
z7KxU=(lSaiN!Jr^VCzA6y;ds1Ij^&OnnOd1RC))z^#|nf2-^r-9_QpBF`&{SbLabE
z_IpYFe@rUEdHrulW#Gn4UOk1<aX1Iq7vyUd$V*a(uitRBUTRcpsi@QICVhOh@i3Bn
zoLwEZB-fK%+&Z6E9qlPAd;B_l31e$QREg)tx7fN7+TWCla8CO|HE*dl>z-cldZmh2
zs8#D~GFmPbb;NvgkhCa|M9+DStA)d=oJ#o!I{R8@I0W&D&IICFY;_34)1@MuLtM5q
z#Y}PRt(Ah*5~4#ngtne-qHQ-^o=Y=Q+)zgXYb{$10&9&_ghN=Nr^h9Fn<biT!d8Vx
z@WC;VXZAbWhmd2Bww`!~oO0ZB3W5LKI+u<7L2j1TU6wz{D?Yz0^alx*(*7WeAxdhw
zNDMdBnP^w2)kYVdBG=N*B+_`*?VRJ<2#dkzkhDS*SCaiw5f0lkx{_?u$28%tVO^cT
z#=CAhdqKMD^dEy-ty)WM3r|H5Hi;LpE6H~Fx*GGGMOLa4+1N^*6d`S;{$pq*8Q&gY
z>q*A97f3}oZx8F#h8En9N_LVVAE;NUj$#t{bVZq6p8GIz{{Xu(Y`L%38(+$rcyAf3
zfs^=AOz%#tA*|oW){U@!w^W34)+-NG8*sk}`g|P{!0P37sWA{8A*A~EWQCFC*Vx9|
zvb-QyQQE4$8)}OTqfSlN*<WGnLfHMKR79E`=R+52k>qE<Q2hcCi53@2<Aa9z8J>P}
z^E3FEpW(`F-o9!-94(Xzuww161@*d0U#sR<2ZtdmZ0UBo#u*%oGcuf$pPogGGJdj*
z3}><5MH<`bTEvr?k>N^nI42nyt_(9WT*@{!yO)!S&B(}bCGFU&*{>&ceUVf|(xom$
zT+^MAVOtU}*CHcBUkUa`RhsreNFip@n~ESD%nz_D$rdwA$nxMLTmpYMy`M8lE(UF-
zN~Ec+3}Gf)JWprqN!r8pQW4JEgT<Cj>nd=<qCC>Au}!w6E860zveh9F%Tf`}AzpPo
zOrYV=u^uSbaDD8Uo_p#et2iaude~Rcp)1TjJq0-k{Z;HLvW31aHvrRWIF<w(VcT6F
zOr~wr$yJgBbSjc|zFx1=5&rktYLdqAzoa6ZH---Tct%g|P!3^!lx?CdOxAwipRv^-
zu>M3U!Xd1ax8L^-ZGC#bZ}3)Fd>FUD+HClJM_PIDhToJkFI;J4UU=w*r-Yk^p=Hyx
zX^7%D3nAMEKkb`_|0so$Y#RQZRD{D$!OZEfX`}i5vd-xM58@cNsMpaNZo)pN11J-Y
zSjn7oK3gv`=*^LeaL#u@#;V%{nOOpfUBx!bwv#T*mBZZtIPr~k11OrUYy}9K%~BE0
z(Ja}irc9;2QbBKhsHI<TIY?gsZCeTv-O4u477>InHuO`AHq?*wpqtoA5KPCUBAjDd
z*}6ZaH>`FA!7!x10fz<HXf-?2WQ7shJ#1rbp<R%xw(O?qvyUQZ3u$gbZ3(;Qv2`Kr
z?vRRb&hCsI`Fg34+WwCIh%Da0R^FDynUJzuzn#?iL+p2wI)AfNg!4L|x35%z*5*Z{
zM^H1nNXG9-;`3~iY)Q<|!I22)<hSTVpghWcJ%RFwRD^RVOM9wt4p@gQu!RQP&V`|T
zIH)yB>AbJ)iy@*PvJJFFv@BN#4PnOtHB=v)NJB#E3APr5)Z<bS&PmPgDd}53;bEBB
zchWy1m3akM6YDv-y4EH-bEPx1+3a@{7UxJsIA?K*acyTPfas0jj@Lw=^Z-ISdg_vM
zDn5kmL&)xOw(+(-YPET-M`^E|37di5x>MTws6FXlo7g%Lrt765oHJddydt8-hu7Dv
z6dG_4X?C+VWsumj*rwSMTdaK?BHcPf#Cc|m3a?x=<CGcd|5%wildXxK7FjG2&Pg5G
zjTa!nt)b5=myQSJ(m=IZjG5KFriwHH9+pv+LA2s%EvYB!m1dygpjCp#Xtj1cH4U78
z@z_4@Vpphb`*=olu>@Qv`XF*zR3mXqsr#x%ls{)wBQ2|Iy%@k6@#7jHegAg0_N4ER
zN<}ztQL~SXR=wdo+`J6n$THO)(mx{2x3Z0~r8y@Dt<rDNhOl@O``v`a>!l)`vzWg>
zKUNxQ4z=`ba}drdfJ{EaHp-UC0yxapTD9~pI_LQm`~8H=C!`{rb6KIjkA*6@B1GRt
z7*$ocwnmWpN_H%Xq`t>C)0WhE7)28Fj7L8h>mof#SNaZH5rXXBq#~RnJ8yrfqCBXS
z+h0S`Q<o4t6=1VEoVpa$xhO(Ax9Dm)aei(n*0kkRIntC+JDaTup?0QJgmY@kx;+()
zMhAn>7aHKJIUIV$nd4xGa>#2V+eF(=wj6FK>wq~bq&w)SLb*pe5?JflY7khLNkuq^
zb>8kV82>O>YZbXcO%zK7xObPDM|3WV$d0lNwMBM5%n?IPl?R8W*P<z*c9^XRp>|Lz
z!a23Ydn<)<Q&YpPrVcdHdtU7dA*pe;akiwE<VultVJ8c<BaBAaIuJ&6sR-wcX6@I5
zU=|tkC*<))wjs7W&c&N0dW#s^2%+#g_L~WXS4%}Wr?6lT_;Nusjh<k*5e)SPHE+{q
z^D~rL0-1c0ZI&&Qg}FYh7wij%dikIiLGy980tC&UOGP+D6S^&J=z*h)!ho9HsXL1L
zI1+X>z>B_FhWoeZIPV>bm$j)2i~Prt>bG@`q+OXN&b+0ZAL=cpqFTp)ZFPH#t}*^l
zTDP%R)8Nm*fd<1`-}_%@haO3&pbHnGD{}Ry%JpWcK2rq;XV_k9sq&V!J2*e;Iw39d
zF{$av2Hn3%ML2Ak=sR@Ib<jCs$WX1*94w4qusJOWT&*f*<@!Mn7$USD1i?b~i^<?H
zPb$JWg2jj722B;#ey|bRmPWfm2<B?GakiuPl3Xp;4$c}nFuIbh17UQzRD^Rzi;k7*
z5GuM38`V2iV5*w8D-T%#T1U!>Hf4~|v)QKE5?Y)ajdWAlyFfP|Vol`f7xosm3Ix!z
zq#~RHI`1g33AawFwOUX{e=NAyQY(#_oH`dpT=%gJwZ(OQuBkM|t&>DkKh%^Aea~lW
zLa5y(72%xP1rSuc&;$p%40O5?8y#%Y(#Y;zY;$eddAVY&F9Dd{>E6y(hTwavRD^SU
z*Bpec${HjU&DWc-r=$bk82*M32nUw#L48~6sOfq6{(LF55j{0g2>y%gin0ZNb*`!`
zg#@K&sXCsE{E*P|6T;_cOIwFvAMGSv`g3eONt^hLRD|<3(cS85xfb`b!(3KyPS#N8
z!1>C!w;y~Lz@N+0F|btk&zJkF;LX$+NJUhg26@;ze$1{i+t$%-I&4Bq@uSpO%4BuW
z3ns$|uT75qIQ<rrNgMeATU*jbz9$voyp60r9E_A8-kIWFZNk;Mj9cY}d_9#))%q#q
zy`az4VnyX0i1hbC|ICwmtv|s!m#q}RdahK2bF7Pxz`<4U+@_v-)%69-YB`+{w_PEG
zb_Lrw+fKSfA2!C?>8p`iJHluSTL;2uqf~@*Myq?kXw~oZEYv#?j5Z*I$Km|&K)s5w
z2r~ndcX|p!5Qfhn!<*U0+cLZa989(L;3ESzfD4S)9#ShQ?IH4DyTIf(vQ;8Tk4i;2
zM|#-~6`T%E_~Bp{!k(%CGL~4^O!j0N?cMB3utj@mPKU39?K!kU1(vbKdna2hf_Gdh
z!a3e^jZxKH%BFt9{`WSvDYlSin`0>5Vt5Pt)da*Fr6QbzxFGcE?hnAr9kvw;u-*X|
zG&q^XH1H;xNlPQF&$7+6h2=$l-?6^1YBBT;>pr<f`DwN?1m7p6BAnyP(c}Nd0C<B}
zVHKicpyuIXoQcrt3B>q)w%N8AFUoKRP<q1v8DN$Jr8hzOUA965<+r6GoTHrE(|`+c
z0r<BSgSuL3ncV2l2x(5gs};dK$To)>`H@D1$Sn5T36Ysn5zdJ$)gAya^XN>beK91o
znQfqLH(G|C0cw^wDX9%?EeI)JD#AIbnQA%#xj6G>v(vQv9a$V>n_$c0Y(0%Y9Y{Ah
z!hS8O{AWl-IIsLQs`BdroFg?#BS8fM=&Aj%2K*6H3Bg8brOk-Ocn;y+!L9;Zc$aE;
zh7D?i3v7VnLA0U$7&yjOi@<G4ML35$7qZ-r1Y@z!b;_rZ{*0*J%r?jt)jXBm7Bq^z
zt1~>J-oSo4A@W+O2<JrRq==X!9{Ck{Ji<1|mdD&Q4?1monEi5s<6}}0&T*^+97P!U
z;2d3TQefk3*IgznjIbVO8*2;e0tGA7R&7S0ww=1tx7fN6cHfkWaLz8Cxpk)2z8La4
zXTa4IJelB4PU<YS7KGI4QW4HcEyOSZcmq9-_hKBRXBR<2>)D3c_NYZ+cmTYO9%~j>
zZL$lomaPGyvqmbyIi2%UM_(8*b^vyi)b&>L12sum<kiDA)t1-F^f4F4eT{V`;101>
zA>j5)MK}ky^t#jxJqpZjGHYK9agDMKw8gayTqw=?cl(GB4Yn49)N`dGoRjKOi!3+@
zDUHBE<VX;$u+)9X^<{OdF1i$HlCysdNxq(40k$O9=p|NSLA1V77Qk6EB$SFRAbs#P
zY^?~{S4u@VCp%w}y<UZ#hke^D*S@R*Nb3`9qiks{(6k0ntF~@@f5Cn~;qnow2<Kd)
zkT&p5hcPJSz?1$FdHfsO7+W53yqicH(ntQ4{cghIpQR$4vq(NbyKryZ3qx?2qh0%A
z$mh(GtBLw)xl%DBg6C=M7ZNC^NJTh=65jt=)eT89^04Fu*W~)JT3CV$Mi?F{bj2|F
z*gSxwF4I;I&OCd@j5YV1P~l(3&VU3Nvs#lfnwiSXpNy4(`4hfiv$R^5fl7nR)qf;c
zf9Ah@X?XP~)LR839$3|?M0Di{3%Ix&q|#Ux{XDGcTX00PrO>y;s6H};bV=(Zxf67;
zRD{FUig$vRlc_FLmv^{S>`xt#b}EQ%C(kz0c9>s5r@IO&+)x2639sAOdXUlOW~m70
zyjIg`QA_#)xMLXI_iycG6V^{5$@|&n+mh_cm_W6pCP?BzQLOi}l_FU0mWptWb=x7F
zPQ~8|b#pXY<3%Umm<LYx&6b=@=C@=jf)M_D*p*}p|LR;gO^b(Lu#%i4VQw+qw_BoN
z(f068ww|OtyiF>?d3(4FuQ-twfKHF~wGf4AsD!RasiP;>lSuqa>}s$jepz?{DzYOw
zEexGE>kzgnF@p@`UtsG+2!B>8!a3oKcMjys<)G3Zc;nz#4uMqha2P_jsQKb(5FCd9
zCT8chd<Lohgl)Pl)k|`PNOwQdJ-i~NboV3O3D6(0RU$yYFBOpn%9(41S|n)!F<+cO
zM54v1(i9V6TEKm$!(4m)Ok*Jcv*~e|V&8gVuw81juEA~X9@*aR2c1IXGE572)ixvj
zpN`rH7nwtUhW$ZfpjtEsq`?=S1&ZDaY7JgGI6do3W%^`E0avr%MVi`0T14AA?rK}f
z(mI}ds0@2u>dUWskhl3Nv-i`Vv0C@CP0jA;q*^EDK}cHgK2%?6rI8OBkv_eL{dQ8(
zJEbC$-t;tN)vnn~iA=+VG-Dn<4f2rr5WC83nY*~)HpteNw2^+P2<L6Y`l_1I60Dy>
z-Y;jHZ_9fM7u;UTR*GPKu~dX}tnKcu85G+ULTG==HqI8B{ROu_X6ry0{h?HZb4DlO
zg4^G-jkjeezToyZY?TPozm|${j`Sp6aQh9r5^T{<>4Mv@*=iBIzm$q_jyH9Q%@|Bm
zzu_2q;c-W6hKWfpxUFQrnt)g#72zDjq*vAqG?SJ_Si9Ng+V&{H1-Bh+WeC3QQW4Ja
zSzT8%5L!Kf7)xxkZ7~Wjxb?9WA}9+|5zbN48*BzQ`ZGd$3ELoBNH!PTUc`PoA@YD!
zgmWUXWAoH5xP6dqpe>=q|9SEYZXaN4K}fw%D#AIbmWymgr)l{+_Li@+O|WIr@q*je
z*smp({}rhS=atX6sAj-nJcsap#jXNdcvHII_6xRJ1n$qIBAmmeH`ok@^k+nMe%aM@
z-R6SZa`xK^ktI?Q&WVsKYz7eWEAr@On`7H`EH1cR%YHe*akW&0a~zZ1Su^NNRv2Lg
zY-4R<@h`abvUMTso-GyOoLxM@o7x4p2iXSN@=7LnlV5OqAzKSV>OQFm=cKZ4uNi$S
zy9oBE_p=SNC1iWS?Y(Rb2%UFHML4Iktfv8fnE6@}V!w6@($b+Ea{4OUL|abFAzBOS
zXb}wL%WO3WtS?GMIEOVScGCzW=NY|-{EA?H&Njyu%-qDMH`FJr%j9zCPuVXgIDRY@
z;T*@(^yY#WMOHMpv@eE$mJPX@a4#isj@pJ?T+CL2fLb6G@w)=*scZvnds3TAHrv=Q
zBv7u9if|5P-kwqga_S`c?M$b$iHzT|zvS5_*<zTV>r*<l<lM^$!Ezh>^#sbzQW4If
z(6K7K^<?_7wJ(N<?q?fli)a}g(jpDRYEC{r_p-Ghr0$lAa87F3&T3__*`IH;1f$BD
z6?7<vtlq;m(U#S66_W*ZOs)vDn<>1Ltp<VhHmQi;9avvtn`jG5eS$Vo-_S3xUr4Zg
zRx09m2g^^`CUUT3q~H4y`-KF{_oX6!cd#s~xSCn3-m-=Emig=#5-fA1BAjFCYWu~}
zcL+)ltQb=Xm~#dD$MAb}6}tj#`_h{B-y_KQQS@6Z2(ct{iLGp{2-(e25zfhWm?Ib~
z*$(B9-K}gBZP}>~cRB5FH?dzxupE<$_}#&B58FfzmaP=a^VlyWSniOD_}#(s4z`IL
zELTu053yfJu)J9+!a0^n!mk+v*(7CgF#9~)R9igkP;HO0RUzOWk&18*E{Sau24jzI
z(3|s!_Qep_57`FV;^KsAdxEV6A@#UagmY5%G1rXVX8#zHoL6-<ZJ$c0w%Kg02-$O_
zBAk=Wio|9x%qoDiE@vBM+wbf`wQXX*pKw_(72%vqIvSh7B>f}ucoy3jTON~#YI`R8
z-GoJtRD^RD$p>gkq1x_Z8)(Z%t&y&zv%cHeFC<V#r6L?caUZJft=ejbq1xUft=2eH
z+r*yrN9#eYzJ6$65b{(6mGwsgowu}qeVDQ}%GkQTSS_sI7Ze(h`u9M!5!BbKcmSKP
zT2~q#uk@Z6Jn!roGj4drjZ4Bn525Yt!@XevPW%kpW<2$9Z*P*;YZC75^->WITl}<#
zd;2@Kk+uwZ;oiQ^)`N^tUz3V(&dWM*oAGV8ehNSO|HU@nmgE$|z5R-<6v6rnsR-v-
zrxK;jAUzd92;UoawO*RuaBt_c^(5_Kxm1Mn_P`3-W;6iSlSq6QyBch}`_#g{b+h#%
zgs+u~a89^u?+^q()Y+J$V0dO&$00}yQE4<&0k!QPL$(9#3b19nCI`7Z(1OGtBiwVt
zkd3hgA(rI)D`0Cy$o5J_I48TICqEQGwC7^r^)?$`r8<gnI-}|!VLZ*9N&e$VdV*ac
zwxl=a>R=HBOfCjKSmc96CSby!E*l?YYe$H`P%6SXasS{*P#Y-)quvN4Hms`rRy~a>
z#6+w&AW?AaW*si{P29|9k@X+3tHPG`x?DB1#n-l|>{s>J77NhtXRAg)zgH^4Iq0Q3
z@{Iyyd(bWl5Zbcj_u?N+rtOO%zW>8E&=%jaT&R$CK`=BVgYZ|`S`boSmWpsr>cS2k
z(Cg~CZr2(UnMHYI_kY<Y+p>d@Cha?#U+*u{QT69+WeCEbN<}zFxS|6>6JE!Xi0!=R
zx?0to*9jX%wv4R^LAF>b!a1^~JF7#(O$<Y=QZGd_+mthY`(g;|X>0>+``9vY+KM$)
zsg)89$@utGwiblcHmL~bq|SjMF#BZO_yu_s*=E@Cn3aQZEsFk5J4>GZVuIi{sR-u?
z=BdmLQTtODCWp;YE#r5@@q28OY;nxj*%%_7)CI|53gv$G>j{*5r6Qa|S<r*IGo$o8
zYSCk2$t;0j{(x<kEtrM5I%duc_0o$misn6R1qhmVN<}zFGxyj)Q1OaY2!;*4r8>Ob
z<U)T&D1XH^$QH`n+$d<|7po8qTP>0@`pTEsFDF30AQj;p$cmnFsehnR9`}l+zP_NQ
zGT7&bVNVFo3{5s2OCqNKV4G=+2_|Tvo_?&SAL|*`cd|G26Sg7**^i_moFkiaqy&3Y
z#h{QM_rSkCHMEgm5zW$?tGV;sTm$rhBp{%Vuk|4~7O`JWaLkvAaE@c$PPI!oT51eH
zez*h8q28dTrp^0dXCYk2d!qxT!hkoDua$z-ESmc;!n}rE8MggwJ<P3PhfrAq>D4OQ
z8a2gMyAaW?gto>Hts$(hV(Ug&Z<UI0&U*IY0FoyZASG=L_JkYe0Ga*~Sv`ksj4i7<
zkltBq<3lP3r43<mEBoDq#Z6KX&RNXcA0DoFz4>}j^sd`w;>h?NiM)Vqk}Z+>x#)ZV
z_7p)UKWo3|9`@@Al;=rBIEQlK{%Q?+2PF43;Y6S6^!R5{9-+OPZL%%2RRFCPs6FyX
z=MY|t&ZK9(gRKsM_>feDbBOcfo;93@Y`_6r<1@QfRsqEHmu#bKF)c{?R-zT*@_F|A
z371EuBAjzMzbAm}^Tn`lMQPEamA;8+lCnta-`S?x(ps6TYhA-W6(vBAbtT|_$X11b
zdqOJ0Ik>Y9@9*(oO_kalO8$&E7S>(O(P!prLv>$kKx%#-`>mwrXG=vmuld>CySn##
z)nQnolx|NCW9c7}!j)`eY&*rAT)vne@)K<ci_6*XCM-5dML1`%sk_`?t-;D-2+v;C
zN~5kbqjeYaYGhdJK|fKAR3FX4A5(ra5&_8c7IvlBGToHR$5!d{T5Xlit_HA`RX%h*
zWt9F^H2^wKe->Lkg8i9N5zevCK2*yWz=r}NJ2gtfsr7IAN5u7fwlTK2=0LXEP#a%s
zL%QHy>~|9uw@XDhXR)li*{BXdOol?T-B;2f8qC>4hjK{h?Q9cm2`$g%BOQ~izEDR3
z>#b}x2&^|rML35w8`A}=>QLi|NhtjzV)-1~7+WlJ!lb{kHiX4z*zYDRJ|z|5oJE)F
zIEq5#1_-NMbqZaEajgNH4}HxFjB(XUYIw7M4Eg<lT>-ZI*641fzejp=Pp^4fEbtQx
z2-)wkwIXD{BNgGC>|VWN(NYr$ORrg1S(_Vh#2b_Y<;hzQ7hR>Am#_6V@lVB44K7iY
z$IT8pjdHPV%x$<@9o&FBAT4!}v<6?-fldS+)j_zJE7knC4q&7X>wq+#bJ=Q>#&fn*
zg!9I;aZl9m!?pt7)`38OU}3rwcPX#0Rvl7j1H-9CB6uDf!xnax*bWq%a<SSW`&OG;
z8iuk-oe+Rc1o}p{dIb79sR-xL&($MF{2?@MZlr!gSU0jwv4u4odv2@?0dbW5Y69Z0
zRD^R7bGl(O3_r-_YBjyIAipAvJK5&g!hq#HgbdSPS5$}47-zqm&=`@5a8CoLtMDCY
z*6J`7GCzlN(!U~&x3JBzr7<_0uqOHt9B*X5oZxt!RD^RJi;h<6&Eer{t;6)RO&LV<
zX|`#$Xcp(1iEhakg?>gp$yR{?`nXhtb3hxE>tKDn(#Vf_`E|u=qpNofcnW}f6oi~E
zMiWo?yV^M}HVdiKX8z-d^}Fl}vBkPUJ07A%;5-1D`@O#Qt_ls(vq<&l$RN@qzs**T
z0Dnv>!a4AThv7(M2-XZmSTHuKUVfxnO0DX%iy*jJO;_{(Mc_yfYvwnqK59nj%w%go
z=$s)H;hfGA{6LxO{Db>?%+FZcQpjin+dSLOwKTQ=g7b`OIU^js&sKt9x>PE{IVS$i
zN@IS`e;mOcVONMPSQVn@D*EYr2K$8s;sL1$=McB-(06L#QwNT6uwbskW?H_YH`Kt{
z0B7_Eg3(5`^4RlVThC0PvdLP+>R14x9Aj6DEy~R~yjctW#NaZg?ef7c@bexT2D`A!
zR<vDyy=~r=CR;y3z9tpnoc!j!l|s3xXEz;ghG7echGKIB7D+(zZ(vu8E%`0EQe;=B
zo3^1}WwfCma!cHnU&~gIpnsKAgmd)#p?6wF?uXeGVhjCr7`ZoYphNe^*l#2hKPnaB
zoZ{2qZcVA2uX$bQ-~*npMR0hI_6${|gf(ix(hD2rX6OVs&%cfwV@+KgcI|JmE6kSi
zc6Dn<S?q@%P1@ji)v5z2g!Y<&6~g0x+CIL?)|Ir6Z%9QrZy!4&7mhw~k%lS&&zq6J
zD+l>nMJ;L7{Qw-@I}HEkfIlq~v6Y-P;%W)COF39UGZ>CMKeXL`WVgN-fuld%F$#l9
z#P?R=?nJ!+r%SY{oX%F5G?i1OA{;iAFi_(xwSTMgYr*v+6T0~m(p#%7!H{>SDZeiB
z5&TnYQ5T^I=jlz}P-#Egoo9`-%9CJ&mq<l8q=q%WL_ynE?Jw!LD2IdoT2QCky=_Y&
zpQCK^Y=`Tmnol{@&#xu=g*_vgZ5?JSK|0q#sR)OdqRzFq($M>cYS=Y<$}Hn2Br>io
zLBvnFq5DSj3H_JWf-bt&T$n`1D*J=^F*+WONb5W4S#_z1G%`*Vgbn9sGiQXsR4*D-
zUm}5sM2icxi2UGvXUv#!*NLvd`{CbPPYgbQ|2&BQycqv^iT<ZWi)QcO{?kF3^`Oz3
zdrqk5$Dqu>s=;x5VoRGJx(2tk`DJi>yB}1@*oo_oL2y}b%Z6=9ET!<X7q0K?UKe<`
zH%gUeP+X%uKq1L*t>GOAnl(5~uLO<JYVEk`U^95)tf)r+jLkKBNKw@?ady5^7^v1N
zaQWfHz$!9w{0aMAWaRju7SXo;y9V0<kk<daL*;x0-ECEvUm#(2@r>WG!~YH2Sj&o?
zn4g2|Yn8g5GAW&W(23ObU$b9N>iVywB9hMbCB!w|P<Hk-hlcXCadZ$VL##2l7#|#8
z8+wx{cde4Tk)7%(YrQh8Nial<*&!yTMIwU#HM`nu!SBe`(QaQmktn<2`aLuNbT*32
zj^@STR$1L|wVE`PU$WID4dp+iBAhoAW`sFo=Y;tz!e2Q$Jxe7roK8$RI^7DkY6SFB
zsR-ww+lQSqn6@v5_;#=jwC%f`=ycoJS`bp#NJTg&Wf5)8KxR=M+4Zqawq+-XPFG+n
zLl8bkD#AI!jxpy9cpXb3wimI@w8h4ZPWJ#?5rXUmQW4IPwGTUI@M>QSVSRvYpe-y;
zbh`JkwIHP4EfwLMlo5l@fMfiEJif*@!<NS+(doXzelbDtmr@bV5oAQ4GeBhgjyQh7
zHpv!;Rdl+av0qQ1{JT_yb10dy=L{^FB@oQ=F;~-a%jk4V*a{Fd3#B5QqoLvF3@-F%
zgmNw0Alu$z5uNU8_R9&7E2Scw1L+uZ&S2BABx34in`w(_lIV1=oH65+8S4KAUk*E=
zgUJcRv)LLEcDG1HIA=!!(HXqRugK_yY;$ZGS%j&(kNt9j<M~n%&T()f%^9?~4<pR?
zvMa+D=G4Q~y^F0IVf}Wg2<NQRk?0JT=^v5Rm)XYHvYI?h-51&KCM-TD72%vkMi@E+
zN5=0+<fm+tY>8Nfsrxbe^#sZfq#~R{u?Rb7K(Z*0&=!xonxBip)Gc7ELm<wTif|4w
zD+--KEvo=x+Qv4@wr|;msk?&xe!^voRD^RblZ2i#5KU4RY2C&))s_}JOx?|FRS38n
zr6QbzOXATPjFLYij(gb#*y89ErtWU`TS?8|DHY+o=F^erjQUUih!oz*HpZ61<YDUG
z#(p<p@fN8F=PV>q<_umE0m$?V>`Jj^IxS)9KFd~*VE?pKgmdiaNOT6$^pA+^M{Hwk
zaZMhk?)&U_6Bgf<ig3=NL-;uZONVkuX#VZ4rsJ$Ib#vHi5LmOMBAmlYN1`(brGG>$
zTiM3gcN}yfYabD3GyC0y#RjPe=Pc~w%^8&JA47gOu`9rq-&DfX9b;=n$R3f3a87m_
z!^s)wr%^7pjpwne(6((j4O4dqTW!*K#-t*gHy%NlIiryXp2x=U5W7lj8^g4Ose3b9
zJp%m=QW4Ifr$W&gKvTaVtVh|V*ut7LOx+{wR}&BqOGP*bK?2bkD9En};|aDowlF3S
zQ};Og-Gs)sq$1qYNC%=bX{3Ke8nf?kwT`d|Q+E#g<pjrBQW4H^v<X3HKxtD3(QIOy
zX4_G$!_=*3t3Uv)m5Oi<h#zOpV8?$Pu|AVsA+}hjAxvElTR8&!kW_?o;Mp<g45-;f
z5Zvu-!)(FXhN&B6Ye48Uq#~TtX&Zpf0Mxb=GI|r+JX=PLFm<nID?u>5Mk>NNrY9-b
z(WlrIVheU-t`3)>b;@cp%uSp$FMVs1UgiA+TRTGhFQg)z6Ms@;+I@#zEw<dJC#K!M
zvGpV5|5Yl&IeAe;I%BvNNx-4}>^ohpOr|NO-I;6!3HsBdBAlatl7{(p><Y2%?kXDT
zMmlm|#(p7z*d-O=9OBet&>5Y1>f*3xA7)pWE#&DBX?KvVD`_A5q#~TRk7)@&XEc#%
zk%+Bigk5d6t;A7CyE<E8(o}|}A{;iADC!n3q}}VZB~~HruqY>Dlr3nRkan+@R(TS5
z>x5K<Lu%6)((VzqdA58QA?+S!D?vKf$D|@0Vv0JK5x345QL{qYJ+3XW2x*4}U34vr
zkapja)_2mgz9|*q5E)kc1rafo8&T!F=oHLtV$#z1$(wtZt0j*YM<7)Cs!SLa9efV{
z34_mt-6grgc`jQS(&NsSig1o^es`@=>MIpWI{sd>M)F%`6+lQ^*hbk7hYNBL6)@CF
z^HEw6E*shJCtTJ^ML6fO(CkKDV|+MB#evH%f^2SN8)nO9QO@izK59nj9A#@j=p2@c
za8BpEJwZ@ZK@CUqwIal=Y#+XIqH|HCbtl_UTUzJm`dT!de5@O1YeJ}vNJY4(wzFCp
zsg|2+<cHxd>|qCR;5S2Mp4YJ`QhN*AP<v_+CN<GCg^iAcZ)9sisJ%`q!a22NkW;H!
ztEm{79Xncwa>(n`Y!hvHEmzsKP{$OjjL+65*=i72AD4=74r|Fl$ca<Kua(OD6VIxQ
zseIc~2<p3R^K3ya%~h3t_{~xod}95=I!<PN-)1X8Fg+#};T+TA{mpU%GG2@WtKpzl
z2!<glcRI6qyFv(Q*7ICV(U;_gV(t7^?FgfpY#j)rGo&J%Gg@(MVBAY;qLtHj^JCSq
zB+}ZzHq*9Ct;mfIjQfe6or(EuJqWQ&r6QaY+q1V^Zq^%+07Wf@Vf4#;D!Y6+Xkq6K
zRf|Dc$3D*^-IfZ&A5FN^B^2Ai5q9O-wu9?(r55Ye*qZmz`W6FyZN0CODCe=wkRR#n
z<{50ANt-z!72&+iT)2BIKQvqp>Z-lmc<}IA@8DtGI=T<+^7<i_PHNF-Q65Q;u}!um
zePJ#Lbyk$esx=?}pGFE;QDrhxH`&?{hBc`O=M2~Essg`^gehJTQowq>L8AfR*&C|8
zsd1a}95Q_ay9#WXuE`a_20tUI3MBc3zKS;ZgVkQzKVQq%im-i^RD^T3i@S?Dm7%#<
zOm)h3g^=3AY~yUHEy?Azc9SnUKE~F8F#4!egmXso_vc|&KLnrM0xawGC&v7SW)(m-
z-(nkO%Lbyvv}lDNKH7J_$$mfK@(rno-)1gn-R)|1q1<0KQ4puIUr0clDi!hD3}P+Y
zDBBLAKy0QU*05hlKwKgf@!JgI5ZfpYh%FSve)bCqh#RCLtU-u#Rb_n=j6JHX0{G2n
zu&v^dxSW!BF8hUqL`91@iMgm2!#BBB8uLejLIcu-R;rlF$oww1D}?p@O19ay^$a^q
zt=d6?*HF8#-jZFwSFm*;RsS-nh@=xtAie2MO?62&BM)~c3Xs-S?_`+FY#%~~A7LAB
z%kYvm3~?ozC{K`nn5_~)`XQ+Z=SUZJ$Ck$ln^TLG>>`NkpV@}l;#!o;$C|~Nl`~F9
z{(-Flq4T#=5zgss%A&J2**Sns6z_UC=&$uw%cX)>t)zE<Bm$7^DbIH`p@z6)8Dx{K
z1hq3X5F6!dqe!RxZz;3HMe0ALBAjENc{nHsBam-0Fo)8XzaylJok2PqPADTCNae3$
zzn1j53#1~_mCtd}3$;j6uHr05AR^HMvp@<&BwAqJPl1R;iw{V%6e=ws@#}$;oA~wG
zV>;dF#>k~2I#tyZ32<eAGm$2Y5s;-gpE|?$3UC}^^oqfU;(V`z>_(OSHBz-PS-#hP
z_Pa<QC~6TWagIG#<$LwO3rS}b^|ov@DsqDUjHAqhY*Q_(bz+{*_S%x{HRGPq3)ycc
z6@8ynMAE^YkF2J9M!jMmEO(l<z&kR~tksM8aql23e|ll}f8!<-PREkS>HTaoZ8@En
zE2Ex%Bh=HcqMknJ8P<2Q2zoDD5rXVpQW4IPP3n<s><Ua;8qs}~ZLTdkf&cQC*~$=n
zUzCb)jxWnS*&vox03rRHZImq}JOAaMvfod*{8%c&IhSnbWP?n05oELMp6OYxkWc@F
zt^e|3wg!aG0;ve+bUHgF8<aX1MOsf~8*1B=xc<xA*qRV(S4c&;r`FLa*`(I7C{oL_
z4YjAn^IyJ=tqGxavs8q0Y90KN4P+h4A+P({Cff31`7htgR)fI0TPngithS!X2CBBD
z5Y&6v=GlT`_%FYctpvgJHmL~bnA*7}8<g4=LP%d?8)pm2-hcTEY#j)r&q_r&XVlRv
z*#OnCB+~i`+e}+pJpbh%vGpLtzAqKwoY-`^8XIt@ODML3MfbW|7r66Zp3l~qw3#_l
z5zgC;g+H><94yKs>8sc#+xB>g|MFJ0HiY43sR-u`8GgtHOU84^^j3Bi*fO1p|ME?2
ztq9v=QW4JCwsTE3K(;G{)b3#$XG_iAfBAWA9SEa4q#~R%%5pU`_+%A8Ht%2?Wy{9S
zfB7Ny`w5pfOGW%PbNM{mC|fRV!uLJOejx$zh*ZRHGl(CujpBgFI4paD{XzobajA&k
zW)So4b2W2s<48W6{Xzob9H|Iv5Ko5x^5tx+I9(#clYA5Vg@nX<E#f5lR<v_XHonX4
z3gNf;nQXId>)GCaxreO-sro}w5lJW5kMyS7+rrir*<fb-5Hh@-ZM-c*vH$WYTP1?D
zAr;{qX|{8+0WiA=;(8O?Fk4)<{>!gtYe49{Mk>NN9f|v~!A>Fo$$pAmDYj&%#eew|
zZ1o8CzmSS>j=jZC*`V3-cZBpEwh6Y7I{GjFf8D(aoE%lP_#YtqKG_KgDbgWKNGd}@
z5+H15Wywk=5K(dL>8_dSPEU8!%S<MMPefp%%>#8*1fM=pL~(igR9uinc<#zm-}9+Y
z+`xT*Zcm@v@0@$8y870w?z!h?ZvOtw=aZ?bu3M+hIp2G4-MV$}J<qUjt2qDLrXr%w
zHyHLCjvS^|j)90!3rhnVVL+qTxEM|2iYD!QcJE&$k8T`2Ic1myFSYejaC!o!gvT#S
z<M!u@>LACtY*my@G}}~!b$l1?EEW23J_#<++Mmo1Ib!Xn@)`%c<W%#S0k2esx%0_l
zu~aycf!T3lG1oq?Q1bd^w8tlkuy1BNO1GZ4DA5C!;v^GX+7&Hz$x;~U>bZ48UCB^9
zCk*w8h9h6kV=Jm;iVdbBtY?bt+r3g|07vCxCg@J44m&`<n1m%<kUoyg7lX_Fb&8^^
zg~ctjFg7A7lRTg8INeOLBa!wk7r6p0cN;9H2uLujK3JnjSgx^9(R0}vE4k&_rXsB8
zmTB9)o=iT2StBx`P&z~GUcxp*m)&$=7wVxD*neQ(SV3@usR-)`P8S6hO6LG9H-vKq
zvD~Kml9{|ys^;WrG_}zZ6R5YcjnxIUj0zcPD<<V)4J@>Eg|-U2H?wt7*!{Dq2<z;Y
zh3s&pFF~$QuGA;#$`9F5Qxm<<u+7z_=QPm6RlWo}(6>HyS8YIjlC6w_@83*CSjV?<
zYY85d_^ixSpbgdQfkR4boSsYx7%GoW@A|5EhRRS4Wf1D0vt6T$dSjy7x6RE|pw&dS
zxxzG8c{bKfQ;P3T*cvMQe`qSgB7Z+H#iFqMmK~^YVMVuov1XslxOp<dIOi68;mN*c
z>bP;MZW_69q&<6NB1}%4aI`D?{M{qjAvm~hgaRx0zcs#b_bn$Wi-nYA_GU<qGH#*E
zZlldH+Ps`Lw~LMM>igin*~RduwzK2vGPL<S`unn8zU<{Y4tmK{A7t>3J!0$a_L8MM
z9;XYb4u4wP-U6&g*f9u`JvXddn<)<EyGOE1K-!g$PnkKc(Ll~CtZqI%y`f4fyBUbx
zfC#X1I_hTKoLV8xGWAk8r+m7p2#Xn#a>u;53Q5k3@kt2N4z^*snC8b;Cn}w-Yz>s^
z;!;x)*6A$UnZXt2<p%>iJnFS)W2vr<nwpqp*yidoa}v;`PUa%DeZJSN>#NlEJ#1wZ
zd?`~A*72?Cge5!iVP7qZmfF_nyKyqtTPS5JeUZKq#&v}BcD4(2k)E9>lMQaQ82^?V
z+MvLF8Cxv{?ro+b{(j)Tm+b;wxH#e=W}UEivu~(idxxorzaMO0X1jocZIk*W{1W?y
z3bubY6=5CQMGaMH(h*??s7JQ(3j(c)jtg0&a>;TTBR|EwKOLVas&N0nc9bsMiyJH4
zU~%*Ko<p%fM#NI34*nfmQzcjY+Ej$~T(Ous6X6LvN=HbmghX`dt+qZPo#uBnLOV#K
z`(rU%4~5r4QxVpAt@Kx^-|TclL$NdzDW~||pgR}+QlxtkaooZ-Ubkef4A!f6NqJW;
zdf4?Zlvj%2C2W-xq!*fsu#R-zLFhd0Ec8_RlSi8LLdGW{TprsnU0n0Um)kOF)}p_$
zo2`LDr^{4?bvj$NdjnpsP{fyzWcVpAUBDkAVX&M*coT`dYZmfyU%(j1Bksr8F4N_{
z6{_37X87`kpC848QrH|_;oe1?Bk!wVvr>d_Wvi=XlABFMSkEL7q%MaGIf-vU#gd0L
zS;{MyopiF2l=-(#N@(B3HdGhw(nN|h72kmxG<Aih3bhB=nkdxnHx*%>+QNe+{9-4*
z-+A!$09^p@>XDDCO;Zu8FS5<kWwj^)0gRw`6_@RV-rkBpB=l1-J;_!=!Sq>E5!Nv+
z6-`ta^c2QxDnSQ%g%(beOV=oA3E6Mirs^WYo^j~FgW*o7t00$b)KvlZE4C^MxL=rx
zununGZVYP|DNezUgyPiOY`rr~N{Cm!n1ziOu<xn(e6Fbo>pq`z$jkKhRcKT~cLwUS
zi2vgf5Q~f1M(Gxdxrss2N|Xp+E2S)KX5U}oa-OLO>s;ETIK@TiTahcSnDay>$u>!s
z${aZ&vCv6@@_hE~6)4X&6=5BUKWm7F(-vW&Z_(EkA=4}o;kkuvoGzaF)FKhlu|Ye9
z(M#AmD2)EWRD^X#%eVCv3S}5w)i_2+wAl*9N~S+^)GNs)N#_D$_jb0?y6h5(l+YU9
zof<~!h}tjITH*Lswmu5SH=ByE&T+{;!iBHRqjWX4PD<=P&o)$--O_}Q2sG8{Zu|^e
z6NTC*O+{FzHuHejTg@d)nWHhE0iq{~%>S^B(Iqnrmd=;7QA*Iy+4ojh{KQm*br!*c
zDDt?HYrkfRh|T<ATg~kSK@b@EX{Gi9&0(vcAev<=!aAb)SM)>Aj~K}hu|wc9TE7}=
zqDdM8bOGBm-NLgVkqLCe0rYj<lrpr5t%3sRTvHL&0VQ@;b2+EborTT=2$q}i@)a-b
zfM?*F3GByIa#~jqyzAIz>%v=+=mEXmh~92QZw2LZ*a|5q51ERvj`FM>1IZkW?hQJI
z8ZtG^uYzHrevh79KWbk^NN-}BuZy%j0fA_Q{(fgsgZ?mUD(vx7tI!v*l~S<2&{TwV
ztgr%B7DBf>B2ZB=SxWYMFuXMSPSzw5LA#G_oGvt6CJVKrFiH*DDMjyIwhjuTH=2sD
z&S=IpnQ}Fmi)|D}&JmGMvrW+@GBYtC>7s!61pC$sh$l=%SO;-hIh8pKa|LoZM7-r=
ztYu1q^fR`Zx{#J68uc9YvGrrNA_}q}n2NBDEK)wC;m474gr)76tu{LjUOZ2Iyv$_Z
zP;vh>QxVqPzxE)s3$PEOP=zsW!NgkZka+gK18bap2SnG>mc82@n0y=UJLg_Z05`Io
zp<AxjCa{%*{S;tL_?;fdNF9Mmvp8=Sz8&I!GDfK!*RxeqP<NP$u#S2@j;leE_<<Mb
zI+v+Lo1`Id*RoC11-C$qtO?*Ct0sW1VXL43>NFK$9nj(f9*jVMDNmw6Vj0{HU*H`W
zry6PQwMs~+Ze$y&i|RD!bPBZ;9fCMcz>WV9f0V6<!fVh}gmqp^flT9MjJ;m91aoWl
zdX>RK>9G8sHA-5d_9nKey3|f@90QE?A&u064e6@Xgl}N0qJX={RD^YKr(sRF4Ig&Z
zGCun{snsYZ7RuOKrX*+|XPc=DZHcHA#c(sBr`y<SRNE<!vlUU0J!&c<ii|VO($^wf
zY$z>ahZ%?nwMd$VAM?YM?wbJ9Q9Gtcb75hQt3M02*>Zu#Yi91EFs17uQ%WI8<r;<B
zXJSlcCSNHP(iplFyLJlBL6|BFlN5S#g+VC;XWug!40*{!`12Pw+xUEnt{E+6=^xqm
zQnKRjg@~pM+Oy3dWH&d%c4@N{H-LYXprnzon9-P}>qp3~OJ6oNuOo_E)tIF*Yx*u`
z-(7L^LQ@f8X`3fRj5(1Okw`C)a(S&~O5(JIZKh`SueFL<dVyL^U&2;IL3W|32<yn&
z4|oF^Z!lO$M4o00RaH2(Q+m<Yzl>mdYzOGVTm{Wrv>;eoL|JAcw7|y_uF2KS)=DAU
zWh%ltS;h=v2`%F~Vtb730$sMpHS_pZwpt3@n@vSnhkJYz7$x4vCyKJbyV#D>%>rXR
z7xDqNrb@23-&BP4T+wQZqr|*bLL&M_wvoC-d2=D3Wb2{u`mCu4>%4TQHA?JsFCvb=
zWgD-{(ReQ8uh=RnNPl4}!aCCUiH;J$_#}ku)R)_OInkX9xqz*KLT9e22<vplVD6%X
zat!1V_lwys(=Db}=0a{}tE*&^^Grop&m^rUI7<9mCndB=wxPOcxpN_(&(=ht_FPjD
z)~Pj}<tPDbnu=K6!ZuHr6=N>sOV~;%nEt_3gmp}#%x{!njgpp-y`62UE;9C9$hWdp
zQNX>~RD^YK!L&z-Q1Bz6_&i&AT@=mdLVkvQPsQh-G!<dp=W$aVCI81IAQu0_HcFR;
z-dxC^v+u8P`H86r>s(^yI!ah#&J&gSHCxSlt+|kM*tb`p%rX^W9ZE29M4rD98Hmv=
z5#hOjZJchQ(Vq*siLHae=v-3~)*0zcZInuq&IQEoI=0ce?9ApuK8LN3!ts!)2<seM
zPjHk7woXdyZekm%%Z@u2@<nV-6lyOt6=9uPbh@L&DSDE~+{ZRXm(1vMA@611TVe4=
zQxVo#1P`L)m<#!7wsE>_wC6&8f~|sr=m}F1))6(C=O~q$CTXbf{ETgyJ|NAxkUwUt
zpaA-TsR-+Uv}QI+xU{Yycx|`aYN{K~g`CM&NI^NxRD^Yu+OrxZoZ43r(v58Mb<5*%
z%!ORfR!YIzVJgBp)-jk1c`e&GU1<7qA+KTUpfKv>i+J_oaVL$#f7w^ya8T>8B9phI
zk`_5f<>^MYO}c1CofLVLeQSltps5J!AX-j!l(4i+Ns!*eHd7Z8b5i6R*or8~?lBc%
z9a*G&NRT4u2+POWrs!h9Ns;T+QLK-%Z>YHcQBx7t-OruZDDmN5OaOnxc7`s%<DL}x
zeYR=}>Ss(vSV!Gt!lOjANg4t-;~#A`?6oIFPGzg00Gebf!aAT<a~&m0tr8Ndb!;Pb
z%NTD`<XW~K3a{0sBCPWoWul{mY?QP_?P|8Ey42W{A`h@tQNZmp6=5A*%c+hMww5Ug
z+7R1JU1-cnkppZ+6l7&n5!R8Nv$dMZrEvypH1Gl}<4#ioaYmq+@W0C|B_m%i`Ii&i
ze_}gC7w)=5w{KBog0df06DK*MMPdzy!@?pTS2zpjZnky`@z<J)uugnxNL8Kz*LZ>`
zeT;2{E~RO(%tk;$eKUB3eP6}@51ERv?*D05iwWZ~g-JR?1ir^MLzlqx1WgEUQUso6
z-&jHLEmINJ5wsp8D?O-MCnZQz?y%K<$2aGgDZ3NdH&o!9Vk*KqoRzq;!q$?Pgca+y
z;aZ<1v4+VSCl8MyF>^hp=;&TVz+ATRx}|ERSZ|?QXz!+k_9DiJ3(8YipC;w)Y_>`Y
z(z8rOSVwv`L=5)aN)<zHN7@;!7bWCeNNBHOJ3$xiYK$WsSP^MkjJ|l`UbbEe-(996
ztn;05c_y9q@{S)KM5;g|=ZI33ZHg|XnTbB33&r7#2~|>J-&z4tFco1P#94>>GO0c%
z35$9Rh=q6S!S9@MU!j^yJ6FJZHQuFi!%zDvg7-SM`MU7VN(`d@Zm54fM4n6fyBQbs
zS6hs)Ve6z&eU+&Q>r^*iQ5Ng_?=JLaU~RfoEZ_FdOmBZ7lV0V}I(&VFOezZccmxsq
zhuKcjWq)2GQx;2s<$NpSa{(Dii}MK+)x7W#wvI|(_@Jo>>v=&mbkbf)l<xsASS6#L
zHF~PB^jkDQqV7e+_&aRlbs3)}T1TPw!3r65<bn1+knoNCn{1sFre8M|VV&tBZ1Eo0
zvHR+<w(d#xXL3VwHQhWJahq_bt=EuK1-FuytA_Qluc1QfWVRLxslWcsl4>9I`8tRT
z!bR&{{mY2tDz*=GOJMuxPuM{({t>&9t&{>bVJgCU5nR2eP=d-7Ru@v6PUSW5M6DF7
zmDu(z>q^4AhwTPkysH!aU<a;sAKFnbvSoN`q8Uw_##gfSQV3sWD#AM9xm%N!RG+gK
z1Bk>gvmTp*h+WS%OPAQZL^tXM{R549DYa^zt$>2&u&D^^XeMnh6^f8I<;Pw9S3>Y=
zw)(mVCMVMV{S~*rl6_Of?RS`pu<rJ@%Sy>KhHG)Q<uXN##w`PgIZr4)%r;3E#hgU1
zuM@<v_jOXBJjlMi0_A<CBCJDMxy2dqN<&T_-rk%+ue%IEdGWa<FXI{c3a5J!;rj;L
zcwKyFC6X>`@1pjuuRT7E<fVdRdS(8bt&_s^E2bi>GhMX>)>kdM>B3;%fsi!iB1B5c
z;JaHLtG|YF1S{h@B74#+Y`p=T4P*lwFxFLIgBIMsn36dJtF4k{e>4?g9qz{65HXXY
zT$S-{yj%tMKmZkpfh9tSV3)V}YLWK5B6NO>#j+!y4P}sP&a?)7Qz94IhVSa3Z4@2_
zY@?4FXj`xlcueVD&Q?(=-OEfxL^FWFn$Y30(zK$mfrwCx--<<vli8bL1pSR8?b%yk
zd)-L(HrgDc&C6+XyV&@?@Rya|e`1%FzK)iaK6kUT9rLeP-yE=S)>&p6gG7`IIT5=r
zo$2ZEN*I>_mbdq=hah9nOC=YB>?8Gsrk~HI9sh_zXN|Vd^mEzwQZnbWg@_Zl&~)4W
zTryvFAmSjj5xm3BhI1oLH}yPK7B{ku)pTraPNIl9xu6p~`Mtv~=;S*p?8ZCFzP;k>
zK~oW75v&ldv0nXq84c{%QmqvFA$zBshCHwK$&Q+ufW3)rt}Zag9{`dJ^mU{9D)`>O
zRz|^hkEsaj_||SsrVcw0YqXez$T7GmKGt7#@3f}Ly_n#Bob3!<xE;`~kUH!(SVM7(
z^jSa7)=gpksHq6+tk2#9af?d$D8ee#JK~j6&|)hGm8l?473&7MV&z;&jDN&-f-Ym|
z?DMS<m2TaNp!yZWsVd%}R>j|E>!t90##DrLzPk^VGWC#TJ(&^=C6b4?iZ~c+91+qK
zTj-gJBeDX-wFv^2VR$PFAtjAx7+cYlM`pZoY~I_H=1%R(#2|S>d@&WCh`fwbjI$u<
z83aDW2ROJP2zAyXlGaqV+DaChWGcdX7HTqMN6HIL(h$^jY}0fLzV@u1wQLm>K&wqf
zSO?T<vW`TlRYF2_HQPvCRJ>U|2iSTjy!M%ju+A&d5b7+QfzaS(Xk)>rm`Vm7yxl`i
zA2he*hppBXL~w|0wl2XHjbYECdb{02uF%`(5WeXQuoY5JmQ6)iM>)!*E2;F2l9urO
z6Wdf>eC!EYce7Pdz`fQ~gmrK&r(H?dTBamuA7h)T3ynEJ>k+mh3bKbxMQ9^44(xV%
zeTG&tt`RF&nWH5pa^GWHt4nTKIQuFY*U(hoL!M^qqQLu>5OD&#-{uG1piT+iz?^=s
z(pN~!otd>JX$Zi?SJ`UtFGvJm9bDAS4RrIJ7CxX(VXL6{eVnO?u+aRO(2aFh-0G{#
z$=>?l$Ygf`zP1H^A!g-NpO>!Y;7gWVfLK=&%(K~U&@D}Cpo<Rd2!=@tJHjt7f^UNz
z3gWZaiYbU!n2NBDc;>bOyw$^iQ4zp0LNR)hK<#B4qYG+QA_dxnBdyeGZWsIB3X984
zMObGsZ%fRmIk{ZLCm}8+wqd$l<|pFD!Kri#Yz-7TIa3kV>CD05#q#(OnN3^*BJ&!y
zQMzR2iXp}FxDb`gtJwEfxZG(f!aA2z_f&K6nJAYmmmTpp)00VwFAp-F7U_u6N7yFn
zQd*o4YnKb{U_=&Z8tUkKI&4vVkgbLS>;0x8qOc4;(T898sXb{RBGkgtC&m>AJ(vIl
z{ngk{9duBOuN4LOr4-j+t#=7!q#v{0ubYw1g!%qLbJ4XN^eKxk6hd>CdfJsd^#is>
zN}l?zsR-*dn}-};ze%nFTBam+Ge>N_QnUz840<Zarm+=KkWDrfVIA2RgjbWgS;jyf
z;a|^onQqaw60WU-t*(+u)|iU0o=IA-86oj+os`gC!!}eGEjL_SCtDMR+I~|J)~PiO
z#3li2nu=H*Wt*qViV?1DkgbG*sbVU^I;K%Vut~5+NlVDyz&2GE89Q9tJ#1AJaCe!C
zunsPW%q9^Eek2r+vz6CH(L7w+qwISsKL4nx2<twNi^eATKP~~W_&(bxT^4%b+MZ$G
zU*Ym?QxVp=#Drs$u*94vDpOx=tCg=6u5A+g_6n5orXs9E2?F38N4U1NY~yqbjefYc
z)odLUM(w5|tTWPyz9y9<oeQXF9bg-+%g!uZ+dj5F3dh~1BCK<49fM6G*g7e(8(<r%
z%Z?kat<2U$p;j~%VVznuBAdi1dXmW8%{E4t%;@3TUdz6>!eYc!gmo6d)9N_FwLQW%
zPM3{#xVDGbDkz9PWGccsq9&o(q*Bu)4HcfJ*{10O(hS%3Ew%~@pr=elSO=sPd`-fo
zbp^qj_!?VHb;EFNr?3@LP>wSdVI8G*;57-S_Em)RY_|Ej<?%SewVlOQO2N9qRD^Y`
zV-T)wFWWd>X!_yWcCmF(7+r2E!aAc!G%2ZoMb1$%DzQz`B{FK1wgUUs3W%Jk2<sqP
z#$J=Kv`k5mUc)w17ZNi{+pE}$D9G+K6=5A&q<lz_BIgLpN7$z5Vrdek?St$aD(-*3
zsR--t=Z7zm2=Ol`h~H#8L>J;%L_hgDTRVmLS4~A&C*Bz3L}J-^f+(H*T3ZeH*3nP?
zYU;djxuidtim>i~DaMHeKsrMNR$3!4O7xQi`^HKUa7;y5N6>oAiNvIJQi60P+fd!g
ztV#5f%h)$m;A}S)VI7WcAQK6b?nMMF&o*8cm~r%z!)%olq<y9$tRv+FF_ExxE+n+C
zWII6@?eRrFxr42j!nbBB!aCnbgcAv2<Q!3YkZp=CrBS1wypMfr1;l$yMOX)+9mhmM
zq<s~^`){`Sy70`SpL~U_lS1`BO+{FzdOSf(B+$nrh}i#y?Id0HV;BA8k8B;4yzqNd
z5!Um9ZXgqhyY5BAc==tn-uld=pDbhRq%d7#D#AL`=3z}Fip`S|x1DSQb;~9v`pGu7
z77D3nnToJZN<WN=L{9%QBAI17K$qlkL_g_eE2V%<n~JawmKDQ9V#~Uc@ctv)4Z3)b
zFZ#*L*?K92hfPITCmb8wL?RiRf{6Vq+bmsTn$b`Gg{^>s=AEV@tfQ&NIgxPGe<cL}
z#a3SzL5t`o|G~bg;`T3?im>kXnCK=FfSB`y;{Vtt>7vkze)7NU+bd9hV=BTr6x~23
z5-Ht_2;b?iv)8^ijec?(TPKC-B2y98nKGi7NLU%y5!tP57w8tu<BEQADO)WC?nR~|
ztiv^oTq1!sltIvY*sjrqK4#HRQfw8K4DbR|5!N%nvQ9t1$G+`5VEyz=rB4nNBClgH
zYHEV|GPb$8P@RMyki;#dy>dhFnqYM}bv=vQ*vcsQUTP}BKE8dWbS9sKfMeSm1GMaj
z4bW0sHd<=J_inbi`uGaIzKy{ua&8z<#`k@=D$zUG$|(5WW-7uuKCyCFMFcW{d|g$e
zjKn1%NMB+br3;Cc_7YmTb*&UG|IWU@!sT<OBCK<nw<nW_&{;<*jtE5INO|SR5{2<e
zh|TZVhUv1IpXhJU4C8|c%@jJnW^16(`K74{>vXR2=>!XD;o6P$l_Vj2GyWdLp>*Ie
zk-`|6j9@Sp<Ws&_e7CK4mjgk*0Nce9UDA4%5D*%F4}9YKKH-LxS;$sj$yD=9MOe>N
zi+3DJ_7`*BW@pEdVj=HGI!k-0WF(AxtAvF461I`L#eZ?aBQ0GoR1$Eal1d$LAzKXv
z*ZHO*tm8Tr7sU)#kA?7@B2XRtQYgtS))wgqRyW&3eOR!jUwutk2)~I>(*gJebW~t<
zvDHvuJ<n8xby#t&80i%<E&<`Wm2H$R9vqz*6XNb>_6-#fFE$ln9mH&i;ZZGOnA5!!
z$W$&Y>S==T0NWs42yGahqguojvi;DiYSFl#eRqY(TTDe*Cvxfm59$M0vILr%{<@&h
zsO!#o{W6*s>4?#jY!h`EEl!jgbrj8uKu4t>`z%`x1=gobMOcS5cTb_@LCmpK9|Xwu
zL*K}lVp9;HU$M>71vD?w4|=%~y%aRRU@M@Y`KhT0>u9D6G-<Dr%;X|(YVs+9vEUwC
zE%6xyBhW;lFqeI2g~Du85!NZVTbyD67MX_n%Yg+7pcaF6G`&Q_GbbAVL@qkaYl-7#
zwkvcC)mn&{9@yf_w&2q$8XZM_Y@NqeO#!{ZRD^ZVGY__?1fwSj)$`fL=%Shhi&INg
zvQp@t%f7e5;@PGmtg~3K6MBGik;jsAg<QItB_cL2VH>B*W?`ZSwTnEQ+>BaY{(-H7
z!srH55!M+kjAs;q)HD@QdMn#JT}q3ZP>R9yX0{RvrhhgSVI9+=CYU0enkOSrpJ5xQ
z3+mKnpkhdUlC6b8>fcO7SSQt_s9Yo0dQDRir=PRU)8*8xKn<w%-cQ&{D42d|D#ALZ
z+0mfvG9UFcftmAqTg~$}C9t|mWET7G3X$oiBJ2~ntdvY=@QaB56(B-HIZZ@1u?^BK
zDs74AcL|lqx$L_uM9wi4VV%el?8;8Tcm@%{+#lZ{BE-O$44F>rq(tgDY(sTPEfq1J
zP*V|P+}D(Xji)`8+99?k3bli#BCJ!p7ODAtmNae#J{mche6d<_a>*gDw8kkHy%fY-
z^3qPe+TRV~ec&CqFOyDtc}h`UL!p1*x<a*5zfeYQ@jjGaUc`2>Zhm>TA0w<XSSTH)
zu{z)*SNO;kK62|Wa>+&bYE3Sp1Z4^_1Xq!V=vOtXy^w8$lGTowim;y5!Y_{d3q{dW
zT*$)*?!sWDPtGf?5)$lt*+%NZ4nIv6>q^2GXQ8C;>u^xd8`)|oxL$86!aA-64S~|(
z3!oG9l}lf|nk6DkpI{rOi)mqFICT6z8EB_4dV;Nk!sszm5!M;SeQ=cc#3dj$KV}=H
z%LczlZcyvCAFywzfcUPd2<spg<6{)^AhZGd{h>Qssues;N9wi~2?@;1f3o$`aGH3K
z`C9seX_A4KO2L`N)<fYn*;IseUMsE^!>iz%<zTXuc6MM0=5Y80R(DFHRqqmFxSnme
zZs9r;Vlm?&C|`5eL(RiM8CVrU!&WVQ9c+yhnrlo&Sf{zMKIo~_9|n#Du_2qzz^9vX
zrhq-m`wN+J8JZlyC|$W=8p<Hv*RWlq%X?#esFd`c0xih~)8Gq_Fs(iSS>@l!)==TU
z-&BNk{>!ma_1oa7I^VE7<4`5(v8Zzakv+;bT9<4>)W(6<b#!4_My-`vd62D-!m(m1
z!aB!9WAP1&Y0Jl{))hqZ4Q#V@Nv^2R=D_MV(0kMe>^*FS6qI+Fim;CIjBSPfVzPvT
zfy8Va_-J13_ewb4#3`rx;ETFkA~n(z#>d$v>tbA<NCi66TRwao4|H~Yot5(VC|ex`
z;zvzIScf<_@(PH3W-_+e6a?z~Y_oJh&5OSL3B43F&#)Cx(0toegmpBh?@yL087NFT
z6Q)K>Ou(kT!Pbk%vIJBGsIB&NsYz^I6n5iHMObGy>)=oknx{SST`J01qO+E5j&5<9
zov465*k#$Y6J<5~<_eB>QxVp2%<~5kJ0*B@XG&tQS7hv6d=dh4fNhvAnE466W8RfC
zQ!2WBYz-7TyG=z{ry~!0lv?rfDWWmJHbj>Oc57`^8{}p74Hf4XO+{FD{<8XuHNIh`
zVQwz;J~VxW9yK)~x|?mTE}~`imt|~-*VU~z$yIu<W$U8Q8!;7Oo!-3d9*kORIUYYg
z32}OaZI~{n`H8fzS?f{w53w~+=zPdjgmpS+MjF?_M_AFn=fw9OYhFYAo@Se_%Wq}0
z0UkW3sBf})pYpfZDk(spG8JJR=mlCpFLbafZ8cf`IOGuciEp&kkiS3=yeQS9&AdN_
zt)-F|#+iz+o)_8<^$m%!FWF?O(49%<FO}b$W6l%1v)Lx;7TUJNVBe4+6X>Kq4$orW
zU174qRD^XV=P}A>Pc@edzURs0jHM9Yy=?dB@;#4HHqktM+r!V5YA)Et)=|j?mz#>P
zp9|_u+Q!c2!Q_A!emD?4mV3Qw3Hn$3m&3>l;d!P~C>NC2?$OT$o<Fs|@p}=PS8oMV
z=Vo4*7fe?ztGS@S)=|j?Ia3kVbAedK+3)UX@tvr7GUE6ewt>1FX|-ox!%@Boy^5`c
zLh4Ra5!Ok?jbM>_0pb!6osY1M(xroa0h`n!^Fj6v6%g+?6=5C3LTtAt;Y0dRg}&m%
zuJqJ26(RX1+dN$)i^S*DP`?&yK7F07go5d-rXs9ky0H0U%@r-u#->fnZ>z^8iEy9%
z&$iw~HcQ`J<>woA{xr65M*R}|S5uk|q3%pYSkDj}4|wH5wFC=n!H5{qhv$|2Wr2cE
z)nze&JMDQzr@jE8RL2_1piHpRS|->8OFH<rxrKa_k4s|cHQMIZZS#wBIFL8NR#B-D
z98(d|4B%yNo;YsYjU(;ZTVQ+LNcJ|`9HY(4X>+^S_*(pW%D8dl>u0|L3!H(7P>ZXD
zh@_bo)$Z(76F`{`&}h|7BWT4D(6n!Pc8K)e(BwpWc5{<6*-M+9xB*1g+(Vvs*x9gQ
zjpJ-9<OlqRl4!U~?RTer+upsaq<6XO=Ozb!>tfT3e=ec%wW-N`s;^MWCt;97-*P3h
zJ&%1aC9_>CL^Snsd$yUIO}#vOe=eC96MF{9-I60~>S@Z3FJhaj>DF3Xq6iv^2|TEg
zyCG)8@eA2^R~&uBR76;ws>EuniL~!YR$x30WONuO=Ir)Tl`1Uia<H#jDyNe}&fda+
zCnoExmr3bgMg;F=J3yD<szkqUfuNWp3!sCFEO7I_1@3yaq5Vd-RtnkIn~JbbcKs;z
zSjkHjdh?m1_+cm0pX~L@a<x`75kRy*!FGx+?R7A?s-bp<eg~|b>)j9Vg}ZJPEK`C;
zsnnlfYo}0u%v6MR>I)9_B`Z#*EZXS7pq^A@xK*=6MDNFJ<8<jQgudfs#m$sO|1o}8
z#Wo~p=Q}uTN&SGWgTm;$rXs8}S{UgQbOy=}v??NfgH2NrrI~LUn|C6msZm=5<3;3B
zHBfd_`Fu=Kn#NW_!8F-agmp~Y@Z$?`=@gGfs!d=TYoVG?J3X142NPENy|n1Wpp#Bd
zsnG9iI|w6FllijaRZ@}9HDe-?@ULgPO}CJ45g&Mvw|JnEY0wP<X1l^{*SFfQU|qD@
zO;uoQD_HG<)oO9>U~8-7lQpIytmhN=fY%H2P)iOJVJBV4KmFp@RWJ*{s$YX1eE)&v
zSVd=v|2&f3h?&<C`)k;)&}F|G-h_oMF5(AU1l649q9NFQEc!!yLzGIpldYFRdB3R$
z>y+o8yWPRp!hY-k>4CZK)lvbfM2TjTG(_zv+caHjFb>A`RimXtNi~JfAX@{4PsLP(
zbv~!=#$^V|&=m<Q3_y|Vu4Z!Sn8#|1bj0ZmY!h`kEl!AO{$=P$^wL<GgpN%ft@p6i
zP+;9<D#ALfxd%(|tbjL8Sie7b`;d!LYzhMOINK~;K=Trn2ECfTKs?G;Ktc0SQxVqD
z%)pi?tlZ&rmoi?D3?*`oaD1O_iY|_s3DFA4<XzH5snDKb-&z6jZBr4}K}_D|4LMh&
zy`;<_{F&T8^<G==0aFr(y&*S)8YrHh#J;QI`SGSAtb2Yg^ohaLGFYiKC7$)_yIE`s
z;<1)(mTqx?g^feK@IfE{PPUq@fP$voRD^Xj9SxmY5Sl{7s3>oSIoY|Pe4!t^F=6rW
zN~V~D*D^JJ5c}#^j~{o^IQ&O!53v2B%eJGjUkk!nkYO+(JFv@**rk-neQezn?7K}x
zSjV2&(bJPjiFMi<Q15AhTI&j;I>0ttm+Fdy7wFAFS!OGwpe&k-u#R%W76;d7cj}&T
z2H`scyivjI%V3T{vKu<>8^6QJk3cgK1p98bV{~C}ge9`Y%JX&0T(C^k)50>*=P4|6
z8~U)-N9$|Z8Y=WhOhs6ye{GZc8)kT?pw<@C89S>*uLO&YXRrbnLkjl87b@^!%Gp^E
z0}$GG!bpS+EVWX9jfj4`uy`NJM~|>wtecMxHF*>SF2WpDZgi0tnE);mF2X)L7^49j
z;UTyFLKD+_`w-g(C8vGJRD|`MHn&qOQxCNWEG6l;6y$0oHU-grnr)UYU6^z(^nyA7
z7LN2E^lByWEw%y*nx{-fSVwdEp;EF~#L6C`?*v7;A)`utYNI74U=!bL>n&(mV$j#t
zg~&WQ#p)EcE(*JGrXsAf!^OVq&*^Q2`m-+56WTl(@j9Drpl$&ZYl5SO;(42D)X;Zx
z_?7W2wiXJh6{aGzNf{4mI)j#Phvi1oV$5Dp(!z(PTpwzrCwP0=HtWJ$?l0&rbjGoG
zI^}H_TOEbs<w8W$fly;U4r+P8BCPd9L#MG}DAj^G7Z98R+Z(!Y5($-tXnQnjt(37G
zTOWl^##BUD#(GRegkvHpj~v&SNK0e579JcdG_K?3?CZ|LFsMkC+%y&Cn>VsOq?>PG
zNWH9|Tk!Q$GRy1PN+_A-b*3W1%wh@CA`z4eUTL<6s|mt84h&I}ihA>81nLR4fx4hh
zrC?oR2y}hDL()(o^%z?Vh1A2QBCL}-eP^`<J-{WI)R1!kI)zJzBfLgSOw@kBHddF~
zvP2JQ+gJr;Dnl?9j<i+SeV46^!tOh!BCNBU8+^YKy-XB%PA*`vDTvavx7d1(m{<Rn
zCHjbby%aQ)*$OCVCYXw_j%L#SLLmn&a~VhdS3=OiR$sTEOimR2`zvl=!@jBF_En}L
zth;^b-hy+~D;1n#GL0`rYn*C610$4RWd#U&BEuLZEg|Y;o2rXwX(C^6QCHX3)kRg^
zKvjj?ezqnGw>_pJtaDrZ98GAg5)!dNwvoET7AF|EDr_|rT-Te5u#Ri)<;h%+(_V(@
zI;(=BCKs;Q6a?rVwpqG><|O(+FBjDc3YFU3co+Nj3Yb@$im(o5`cAP52UUJD5&0CM
zc$963E{Yk@Qo{u^d`*<v?4#^ED-=F#D#AL2IsU`nfz^B~ef=H`u8>*8B_JZtu#M6s
zGB;=vxD8q<T)xe|zry7krXs9!>5OSFuc6VC*hAmYw*!MKXktJR=t&F{I|vKo7fL<3
z!l3BE+U1p!kv4^uJ5bJ;bf2yEdS_gFod#@T-?HQuWfl^QSgX|CBD%;93%4jaYdl+j
zC1;&vD#Cisnh`9N1dYvVQ7-I}b3}7B+Z5e$KC`~45ws>j7X?H+`_>AGGfhQU2O$>I
z*t7SF&Vx=mSxJ_?ij(Y3X7VzUrl|<dKDK$faA?Vm{(Pofaee(<(oey(o2`U`=?YU3
z)-lcPtiY54ta3{wFDHhtMQYO66ojYDHcJ-|e6bdKL7ms2mx89qRzN}1Zz{q%npytj
z0vM*0#5o0W$x+S{lGn1$(M2*lm`DIaL6SHORISiP*f&>jyuwt3bsY0LhsqTipbM*Q
zr>iM-sAqf<0`m~tFkLY76Xm*Q(El1}rWBSBu{BWWe85zMbvmo}mta~itbq<AxI7q~
zyRDGJS^1)QSS*PcdoV%?rpm#yNG?dMD~aW|*ly5exjF&LhIT;pC(NMHR-qZ<k)@Wu
zr`UQaguiAg!aCv8ujnrpAQA&StVDZXpbcLHWT>MhCXT1P)mBS>Spo)Jk+!aAh6{pW
z`&?x=j;)Kr?$3X-?B*P(=EY*(Vs*-x*R{9=#ON%xUv$gb+(e1AqD3W}ye+L@-(TT!
zhN%eaWojyo*1-rTa`|aIK^%6mjnL&V%^!awwD6r54wt%|eP6}@J4{7b_y1h-|3Ic(
zP3AI3V`h)UrXV5(wpqGF=J`Zqy%aP#wgL*8jHw9gXy)OPk=w4=x#hq)>qM);fmc|$
zki;h;IIm(GrVD4jSS%8vnkP%=tP>3Z7d2Dp+{xBJp>w;b2<vnfTmwVTdxo$v0AnVa
z@M)Ha2z`)koGzh-iGe^nT5|^4obim_&(=X<^j=dD))}=yR~!zu7KHj?<atgmJ~8Ks
z%-7i_>5^%~E;$@h4Veb!&7ew3x%n#l?h2DHn~Jc`WZ{-{+Sv}>#GXUT0^quul|rPW
zv}r2h^H;Wcx_lNT;4_t*M*UoW*#a0ChWaU({=`;7!Sn}H5!NxCh7l-XwIA`01H*M;
zW;|ANF@>mQO2U=6-_~2s5)pM0^rW{N)U#E|a@dL}$d;Olu#ZeM<#I!79B&|*tHSbt
zO_8-qNysi^o2gsEPNSw>ZpaPPY(;E4TMvcU7E=-0#Ej=EoVpd4Yr!@I%v*B`gL&*_
z#VMhYmFrrhBV32sHtOP9oDj>k;MYIU(FGl`=T*$(Qme#1wi*g8Pl#wbCt>UtXKmXJ
zUtnk^ZXUWvD&@_QMuK{td|qQ4tLyW&L=L|S;aUf<78UBGy80OV?ux5#H5CySjGKwp
zSTD~ywG)CIr>i+w*+_=bc!DUrhi!x|g=q;4TkLD$J1^`Nco+M=ivJ%l6=B`~bFVJL
zBBEF*8eAX^*N;s>ME;X)mM)Qbi7M(PrUJJ>^F_7-3YsTPMOa5Ob6WwbtDb6JeEo?O
zkLXDP@_V*1x<F<@^9w4fP#dL~{FZ%hg~hK-MObICuwG2i4b7l5O+|E;yv<hQcu`nf
zM#FR}TL}fz0#gyzG0ocoWo1BgZ8l>RpM(HCi*1;0@tL1U)-`KYh%RPppwQWDD#ALQ
zrS(D-I-?n;QPL8xG}}~NUZ;lzD%7<VxFlN@1>EyZMOX(nZCkh|x!g*V&JdJgwi&um
zrZ+AeqPCN7Vc%Fm@DfuI))7pk0XnkxgCEK9?_?{l>-b6ja2(a=Z)e|A@%dX#MOgRw
zx`u4Oe!Bp$xpBNOE+Uz9`Z8(gM5HcG8IQsBMDh!4m*|p|!V9cVi+)dh^$g;{xX`PX
zbjc*@6;+vko~@n2{4=H^tTR7*Ych2h!U+~(fTmcU$?pzr@DU6X7k-mrb1o#xzhOH;
zm-6aFw`>Js#m^9u70vkm4_hyV@6Sy|Sm!%qyVnoPT0=j#I;1Xgjwmg9yRAn1Oo;B@
zsEhB#u;XDq`_>AGIi@1)g9xU}h<a5nOEcti1mYsLDZ0gFW_^+jm1_mW1?*cZAU2tb
zunuDOP8f;}U60r|9m7IBO*me_Hb@soTcW3~QL{SgI`-WaBF`}uVV%eVoX-c5ISTna
z3@e4z-UXIO2T-#_MCYY!<8<jP6m$HB@KHkA`5#Z!cEU|;9TY|{G8JK+(UN_|N~S+^
z6zBk_p!wvt66M;gbyDK>HnyR<yp|>kfu@a*f4}XgQoE0>i9+pOQxVpwtvrYWtwLVV
zl#@dh#Y8`>>0U%6KgTv+m*kl=7^_kH$i%$(nG&C7YorkUgsBMYMBD0pO7Y)QW6l$&
zU$RZo<uoVkJ8J&@^k?kbD^PxHD#ALHIWY1^EN%<sD|ShtxCDe{-UGIp+jDWekFQnp
zrGwho_gA>gG!<c;%RC>37>ETmVY%peY58FlpM=<)&o)fA$jpbZOkyo3ToMsqR7o@6
zwc#7lMz#hDo%N<7tkX#}Jed4|<7E#9swcZ)a2CuM$a}d+8&K;CV)s0@*}CjjH1^8+
zA;jx?<AfBUw}SFown7TZYfMF0M|nmgO1}pwSP?T_=vSsDYosTPFJ_ypi*dPx(eEz`
z*2DC5Rv_NUR!4z&)Ko+iqQSzI;o6rp7Rf+Fs0A&mXdoigg2GiBhzPZ~#xy7>Y5`Hn
z4@@|rQOOe&m3$*aB|qS$sxbdLUx_ry<vK6>-;;x2B_EIEoTuOngn|DiZN5#Lr)l$D
zv57AWXmV^U^4gS=7X)yn;`ccFmXzOXZ7CRJ3ttkuus-jF^|t#)NaCYH;t3oC7Y#wa
zQGWibr%BK6vn|(jwi=;)WAIY?Ww<BZ{TcS%{d(r9x`=NZil|M&5qe!P)3@J8_6;Fv
z%$H2gKu{)_$^lJg3{;Louye_7m<UuZLzD;z#TvF=F`x*<KZf=0N?sWYOe&XzR1iRh
zK3Tx85ICkR26PudPze&^S8Ryb8M7Sg3A``Coc0d6i9crLww94YrDH=9d<fHF$cJv|
zLX2DjL7HJ1K60TeyAa+FgbT%3bKycrD7nzjUtt!V%(hC&q7zI-jE4)!w_~0++p{-J
zgzE8}PA^$X^<f_|=1$T1C0_1CFjapxp|c+<H(2-zqg2YZ3jcC4r$cxo`<kia#;v+(
z<i?Tq>=D#v((`i3{_b>gBs&C$Q0EIB>%TS*U+h~>lFl>qZEZZpBpb;t1{G>MJFYH+
zaUK1AS)4YK?>Oisg;P5Ah^@C9yo4R;9qB@<V>fi(R!iRA0xS~HG3a@RH*8#+DGuek
zN3u&m+MWYXG#VK`^~bI}oCi~od~6st#T7k)5KZ2Xf$L*~_1Xe#P+WvxmE66?(0$pk
z0$yb*!eZ{Gj5F;rSSZw?94_Zu=?u|IvCYtZ5Kd3@f*w#?Au{zD_yYEgl?vuMQxVn?
zEI5$N!%K$fPj5=2St0^+8{0TtFbfk9G}YJ6ZOQ1RY#kIvH<^mC&S?IjOgRNj5qO{7
zmdvMc^>Af@lO}11&^y?s=@MFy7z}iCAxJyuCaqc$KBeErRzU%DpQ#AzfR<bhY-o~l
z!%|ibJitnsBXY&oIw|4$cebIrxRyc>IcVw+NvSWo<@%Z`PoK}RHBqR2+Ej#fYRk4m
z)~!MdH3pr!g3zd`iQTW+=IXL@66w0W3P7Q+g724XWfXirGZkSS-@1L`4NJU|!7Lj8
zeF9-7qwi%ftPHwx`{j~oa6KVj_)c4|QR@@*$|K&9U}{=u6E4Oky=%fbvPpqHkFA~p
zz0FjFb?7T$&UAMsFJ8Ar1ZCMPux6WheUwS-UPO2=WE-zrg3p4U-cWln_fTdUXs<9m
zpRJR^bfc*V>rBtuFCub6Tvll8!3w}Q{u2%$^Fv@xF%%T%T1VpvXkSHCyV&OIQf-Gp
zY#32=fF{TX`eWhs^>=;!6|B!=E2Ut))>MRbth1?pzP_5wS7Lg<)YAm&X0}1PpxXS}
zwLv3=$cx!`SBTtbD#9X>cBLohl$~Ac<X#-{OI#1m1EvP;fVP9^zsc^zJ?wkA@+FHW
z`aNd%3$fG@FcBufLg;3>+75oCd_l==bk<Bw^tkI>Qb5TNZ!tAK?0<QasR)Z1g4{mk
zz`kt`eEb=Rc)sCxa{kxYCg>K*sfkh{<&qAH^Z$!|TctGqhp7nb&Y!=n+F!-RnBiH6
zYi7rRXp)AY{F!Z<E|dj{R9!b0b!!Ib|JW)hfd1E1gmpj{(F3gCOO~NGS%f5rv^L9?
zY8s;K!9uiQw~Q0F0{ZcZBHU-Z%hqehh5myvuoNe)$d*E!Bw=Y|ACJ6}df3x*I$KXA
zPn>2d!g`))m%bJH9~zv4ebrJqog8xZ76!cjZs?%9Kz@|zUq-BVupOXVv{%Vr>TvmF
z$lTDMKo+=p-vajnwIh5hTPua^rKTdRlU*MUgNVi=X+N-cZ+X>bXCJKi7krEx$asS?
zV-o>HJHvL0F70z*c%MJGBQj#S?3VKRvJ12WlU!kvPb@6XJ#6I^=qXbX+R%+xhnl^`
zDZ?VpFwW0AlEkgdR6R|^Zf9GhOROyct4Ios+(07*$;;SxSCHH$L^K`!GUj6}#$yqZ
zeM>))Ki|!^NY|ee5}41`y6he7J1RbWo2iH}Ti<6WqBgA?W-57=E*v7`kB%XvoEIeD
zqEMYt1~C|yvguos<xC1E?-r_&<#pv#lpDUq_KI$9m;v*1K@*%gg_<ZO>nZk~m0a;P
zA);x?8vDi7_8;<~(+s9V!MG$Cy$x#y4~aoc8HjI*gPO!L8W6P?!gAtzg&1fgmlG-c
z3G~?O2Hq%EVIfzzCQ?ktUOYh__ikIw*{c$R9z5;5G!8TJJt97s_#SZsk3g#yJc9kO
z;1Q9+pMMV?ftC2sBO*#@O!e{S<IgDnXDT8rum4MVZLF7uI}>sge9W!qrc53@A>Mz=
z9<~>9VjP@Yn`>S}>{nQ0zY^Jl?se{@JHFBQx{Cp5YRNx?t&&pmPd61|9q7sk&`Pq@
z>y1WK_aZ`iIoo*MI{U0BQeXSgneJfgq%hrTD#AL`CDHXVDt)CwwYSfK*|CvUZ0n@N
zFUK}im)}xlO$=XCS7@p{gEMSR6ly)DBCJz8?H~*<#x+6)lchAo@`YeUnX&_+%VF%9
zT%op1NzCqKo2koeiJ0*k=n3N#%VjrHc6~h+WVf>wQINgNR74b+K?C?p@E9eJQsd1)
zM5x6mZRqS~nC{Uqq!xzB`a@|iZFWM8vF*T&<A3wVHk@~)m@Ck-#wBMU2_X)}7-5*<
z06mhpnr-8koErOTa>rwAD7qQ!9Ff6%d$0vox5tIyvUPi4&|hGWlIb31E2m_-kC=+k
z#%=t{l)zbQj@Q!z9d!7GAeecO!-3B5q1=HNYMHUt6~y(sY`b;2u1Mg_HMg#JeYn5S
z8%FhGx0BlX`VLzmh2=Meh!gnUwRAUz)a>ko0AS8Ruhj4CfklN%Lr(kd&Vzea$!tbR
zOH?NOi>)`JC5as9>XuPgh#y?)cl(8|ZmwMES81HgRz#ukS5u&2$@&uk9qX5ywGd$r
z#)3f|NkhfR6Hdy5mtyz`myATBmN{}SCa|m6{?sjQ9T<VGZVe0)^SPom*gj51dVN*a
zE7`g!tP`dpqO1*`yWyjo%D;h#Pzy_s?nPVj@VJJB&x!?#y&K=x+&mfOqHEc1*3Cty
zCZJxHG;H4Yd<|O*CBJl<im*;<?#@C9hC+*)0S1@G46~0-L40mxo2APKBDK}^65Uks
zqkWIE6;RL&nu@TF=HmVSa5{MA?)3(p{e=v)a-Bn&N}sdEIfzkdpbIqoh9|EsB-i4{
zDT{EwiR~&~+?QZ@STS@Ep4oYC&@BpEDS&0t6_J9VbF<l(J++R116x%kW87mZ!g|J-
zOQSRn;_Hu?n|rV{B;$@vK@dOAHcJ=cJbz3@Md*b+(G}3k_iOld^>MZW3YtevMOa7E
z?xPth!sr=zXKhwGBQLA^ml4Dtu^pfbaa8~jEx@<bW@Rqs3&Ho<S}A0oF%=OdYtSkR
z8&<SXf`N!oi;q6QeY5d>fm*=Y7@a3}ZH$X)ZH!HuA&6cIVvR%eyn`jrgQWm=z~tk8
zToni=TlW>xWf<%QAJ1qCr2~xzuN>)l$^IPHzo2Zo{5`T0en|^t{E9Zeq0R4T^Lw$0
z&!*@M%~dm&v2RI!Z@y~A5+U&fzGX+3#n>d*?doZA_BOWVn$A{N&Da#w>g(a2boXbm
z@9yXK3+f^+HWZ<*nz30(8uJkyVcDoq*=QI_<RmlwkxG5^<m9?Ow%xkmVE&w6n&D9l
zrCA#LBoy``gd9D#G786TQxQqHkX&L3;A}A{Lp+$14tgX~vXs-LO^t1kE}%9VoFN{x
z*vtiu6e7picUOqqYAV7yk(FDV&cj|M)h7mNh-c0kXf*Z0V?{iKf+>Ge*S_vWMDIOp
z<8|q+#DQx<doiFw@Wb^keC4C_6~jXIF1AVv(g#dMSVy`#4(T>&)}Ir6){)B}>q>(A
zpKLei!aX|<Ze)mfkUNz!`$e`|3g9PAMOX)X#TKVBRKyjY!YAB8sJfg%?3sYkR8G+=
zL5C8q7Ih^IyC~$>I1&E)<7Ow1p<K!wzh}EpH*;J8nZx%1M0KVHGZlaIfeSux>ppO^
z!Uxgm1x@qLZ`oQadFNNABCO|~*_U~FF`R0rm&8%{ktUORnn*5ruca3WXxsLZMs81_
zky4sZW#3&PvcOb?bt3aFFAO^Af-?w9^g>+w42HJ9RIZoflMtC_u?^ELWAhSyg+Vu6
zaA9~GMz_ykfP1xhbTL~21<qzu5!T@>t-p<n_B*|L*BclzrBTunt~A?JU0kO}-!*VV
zY1kN2!6n(MDBzxND#ALr)9N9(=|y7=EYlFQ3uSCAQxddcwwb!nP7A|u)9Xh|Vz;pM
zP>8+6RD^Y69nh*N6rsL>aOue+Je^^cJ){P6iOM({1()D}p$_FDtZRv1%Vdh|tBLG8
z+3wIK+kq_<-yS!xhdOi79GA?2F~fm5KC18~<?U?U6xwe!6=9wBj6KQ2G#End28f&^
zQeR-3qDyKfOix5zVB|u42f*jqw^l%W##DrL5VQA}U<QW29F@vKJxw@%!!}44M;m;K
z6dH-o&hbS4hkbX2$j?nhSSPYjgaXGkq;uX8oJ8aML$2_erXoIz{?%54eG#lE1i`^W
z{h*sg@KReC^Vv!$nC6&@u#V~UPKZ?xBR61@SwnvryjZ8aG`v{Jv_?xz&@N&dt6Qj+
zCCY)e4J{1pAoI2L9Une@E@11Tu-jxR!aBS8TcRBz2bIp~CTWP&3)rUVl3D=mhDa}0
zd>wclTLlHsb4*282ekCEQelwV2eLC_z8Z{@mVmvKZK^J?(_tlFp{u%HUOc#)*s3Vt
zUSul5I=HhU9gXOMH4bzn&{R=q>^k{EI@;}|eHFoc8{2$cn6O-))KN}-ir5b#=5>Pl
zuv!JGuhf_Kv2{|Y-fJqtI@J}|WXe?tC~!1rC}MRP?NpYZczTx*&(E<9*X6k)F%W8A
zZ%{@mSQX}{*$OEzKVd4uI?QG9FmbZao&qfSEOQ(+H6i>Z+gx3Q%i<BjSXsAUsH+sk
zpRsjO=>6DKgmroe8sHWzLEDhM#r%4#ZzBY?t{{r@-e>ErVTC`eEm&r@LGOC8jHy-I
z*a|5qXPSzzj&k1q5)3HDDitRFJ4qNx3IpQh(ifkEV4cr4Ot;9*hgWdY43{KulMp-w
zHB$=OMz#hDo%N<7tkY@VlIty$;A>)kS%g99^k|TNwJ3jejg&V1%ZTFh*bdO8xGIsX
zTOcBWz(*X+ZSWOG{$?6e?yhBPrI5YGRD^Z1XX2x7+m-_dVO0_zu^=orUFCwPc?~gr
zG23)qrYk8da1!R!)pZwa<z}l|RBvRfqyRl?D#AL@GnxPm`(<R98tDn-Ti7P+f?VDV
zWW#4FrM`U=TO9@B8%#x5hdAd@-;nf?ryThT9+!YHeTr?AE~Yt&!M-8sTTM)5`EmB`
z6)caNim;C5Oj!LMmg1ql7<}#Xqt!zD+qn!@H*&7Xr@ctP5zT7|-cQ-4>%v=!Yu}UZ
z{<j@JVlBQq^n&g%T@`g#%Gr<DDk(s}Zz{q%&?#719>h4qa;4btJAs+~ep@dCQ$^)h
z5jrT&pTWMZ;{2(mBCI=qd03jT01YHdnL@Q(FG!hG^yN+G0>ZU{ZM1GVN;H%sEIPi{
z^&%v+RyeL>>!Wa7YbwGz$BxlCu5m7hWhu%|Ip-B4Z*}aeiSV=8?$9ONp+VT~Lvvg*
zN1=T+TQ`OF0aFpyX|H3@7K>J=<*L=-dLn)U+a<ch*D;9uCMnE^*xD(~2TVm+XTE%k
z12I<08Ju~Sf-Zl*+0&WI9EOhoBKD^YS?2<x`p;~mb*U!c<6)pRe4$T!euJk>T8jm7
z)aK4VvGq|n-fb$vI>%Kzt0j17!MaAY*fK1fA2bR@hpA}8QaezZ<HER(sQw$<1-evM
zC3?t)V2KPd_(HVFMc-+wrtHVqS}ANFF%@B*?Zut6j`sc`m>CO!DzTWtinJv!nZ|W>
zFk+<`u?tfHa5am_H-EYK9;YnI13zTDN;eN&lJHmPE(%+zaKkrAv=vv~!R0wb0BhgY
zQ9p5gkFBbbF`hORVLfA<8dJu1!V<iN$byG0(h<<<AF%Zfv^eqr7KONnbo4zP4#t_n
zRzra`(Nu(WShK@!Ix)H<(xI-NCN$@;4bm-ZZ4kjA7%MIY0L1k9xa_+tM9wx9VV%gl
zoiNrq7mS#P5b)TPkgLo1Bt+&Q+b~@+^AkO&SulhRmTeT8DdpuVwgw8Fy{00p(^&#z
z49nuVh5?#!-mduQy9VcUM#@g>q(tio+fZFvOW-qNp)8(Cs433T6`JC(!<ZsfWh<gU
zE18P04s8Ym{!OM~k<m)BH`>P&IY(Gt&o)ID%S;UF+n|e5dS1uAwF2TbrXs9^NY&R<
z*+c88Y<6~*3jMGMV<+@+!^@uN<Azq`o@9QA)?g83Z3nET2TM3QTMIDy8B(r+wKrk9
z9`@p0Srr#TLG(q+Rpkk}BW0S$*lyR&G~Ef$Uxx<Pdlc)?xIN%D=vT*B);Wmg1fK?Q
zkX%2w%`fIS0S%Y<1Gl-|zT4nxm`aGfh*{w^tQ35K>Wk^aY;%;1_z_bP)-&QVSfUZ5
zJ7EYUti+@FQqDx9rlt(=UADQp8Nk5>8*#lA)EB8m^Mi`-J8WeXeBU$`VIAKz{9JiW
z0jq+@cS`9DVVV4(t=EWY;sfP?&_g9Kfqh?vz{#c}tP_}V5c}s~^i&GgDvUIIBIk(0
z8n!9Ag=1!-Lb^bE6m{{v7{0)*V&7T;vC>q8br1_WD^S&AZ~^F!f#sfIyi}$HF`}gY
zv}TD2&3?9Vx@Z<AAmWbD&h@o(Njrtn9<~k&qbp5CSZ9>*yUM7>a&}N>D2&X<zA|{j
zt0Xfy8JN};M6bd&TbEuU==P!-uHFHPYU8T?LT!cQ^=y3<l6g}R)=8drwW##4;pxK+
z#;tjg-mR7?iQHXmGj+)=NmNl!(bV(d1!L4ePX*bl*@`I0UTG@AI<h%FD5!^=t;t^K
z>Wj=?k4r#+KFT&q7tq{<j|H3Q-M&@|mk+b=uW)(LRD^XdlVV}ie<cFnW~;ADU@|N|
zN0~u!`#0D(RowpHrXsAnefl0)wG<)}#S{ej6ag6jL0gUI83~A<0q>^GD4fK;vqIr7
zf3p;}`YSL%RLYWri*7*AMx~4)1K<;BUowxil<3~r4FULaqMH#OIra5$u$x3~FpPyj
zBHqsSyKa%&8m#qzR=Z#|c1)1fZpt@WJhF0VwCJ&ft_o>|G4<JXCR<%4n=CgKVO&^W
z{qXC@iGRA$pl13@4#SsJWy#@M^dxcI&9+LH<E%sp9$V1=6lkN=pjWW(tw7mnD#93w
zE{lcI^3P6vrixr3o2DW<MYegmbQZ~U!l?>s+39C1p<v3Iim;C9VhK}Oj66v~oCR8_
zu^@(}_+7>hj9<Ve{kCL21%p*^=z<LMIAsy?5w@#zkzXPsFN+~6Xe)(~5Vi&#y>1~d
z>R5=G3bu-&3u?xA1zS}mWBjA32<sWc#qkN?9Vd7lK>YYbEmPKz^NpMlnAZ~c53yaL
z3*Hsu7{HdG871hVDMWs>din!w%@of6YAV7y=cVD-qNKAmQ%XPm;@6d(9YgTy4!!6y
z*VCeD&uU0X6rW-ns!I{pp$k6HBw@NsDeabBZwQ8Zqnf_M!`{rVvGq`x{g<f->&!MC
z>Px~hoMk8Q$feGfbQ<EC!y0sZU>rmaB9iuYTmd2NVC^6HZD-tabf!Xx^SBS$dgIvy
zp9_+(lxI2oAeZ!wgW2@Haj?>-Zya=$(pq~;7WlI%zcAdu|Cx%go&_#e=t^s%V>eFc
z^;Pk7^GYS?Jryf<?X2b@Ze}4b7whAcMHym+wG44_LV+EOt^rfT*o|_dsqkEf#lLz2
zQ<Z#i23u35YB=3gg!O!}I-tHoQ1?60#qa<n$H=*WbtN&sob3kP%6?5kM(U4@7O<7v
zpw|97*orBLx0;Huj(DvCGP=x-z`Z4%6pw3}GWTKvont#g7xdbg!X0$Nr{L-37w}{{
zDV}vI>I_>o1$B?92<xa%1BgZO2p1^fslEoD^l@BUrX+}Wvdz?mcv=GZ2t6C0+0BUE
z&elUA_A*lu)``ulFX{}7aKxjEPeP2|&o)e#(fn{3XINYVcr__c?`3PC(0RA12<vp#
z01+xr!g?rAo9mF)z>97fR?2MBQ^mWKXnvLL2wj@1Ta-9>%LO}H^=N&Wt(U_1OQs^M
zGhRp-J1bsMj69AngiTWsxj(VZ(<Qfv!a2ER)DL^_n-|4Du$53S{mxW`bxdsmmtder
zWO!7}c|zlS*w&lp94u6#Vh9Ft#0-;K%D%k<WwEJ<D3mbz<mgcoNsHRF?rJXQRl0H+
z82v;JrQn5pS=msXQ%!@(Y!|M`J~JMox^+w$H*VEUBR7t;XOB!AH?IDnp?%DQ^lgXf
z30W^yan8j~%{{P+KSUyO#DrPV#7e`^9q2+4pAsRkC3JSLJKt&V&!qF2-oDDJHO~5T
z)}Jf2tFtGA^5o9vMCgu(GuMq|C(>pzZKl#@y4b{59q5zTfR@=y;3~S;A@;q3%vcw3
z&{V{^brDw)#0~I6JipCN&SWobcH#!e0JXXMla)SN*$k#*5HQK>@hQkPH?Zx}#88`;
zD573sO)Fn7_uSycBxEzhRzP7hK#o0e1>@}P9?V{XG9W(m;Dk*K_#@&+Ct*_4&{5C9
zuhL~N*CT`ATu6NWiR~U;KC2<h3|S#Q;fQIcXax@a_pNa2R`@;-vE9wqOTqS9QxRd2
z8X@vyUZfHS;RBv%A389OqME|^S~zY(jIi)CvrJa&3PSoZw%xi&SBTYks9jsv8yinz
zj6|Tf!txQeLJG@=2*imif|K^c%6U$5l}w@jD|z~9wqd%So&=Q}uH2{AXWwGqQ*q`~
zrXs?E@ipSntYBmfA2sCP?pUwGujKWKACX(0WA<dP`Cji<y?zS&o{HDUnTj|;UQfk(
z9eyRRpUqaEnb%XQ*Uw_#Q}Ox=QxPY~>*-jp!>{D^y=?WFUQerD-^ISC;`Pf-MVuh7
zd$C@JU&-qww)#x3*JDSA4W0t~o{HCVrXr$V4_`t@uUmaB*4AG`=uvGTBGkfGv+Kgn
zLT&(?)%bADz`6zLOizzjg6Ow+;KA2R{L<l%tjT-T68xI?Duad6;Yhd0aY>>~b}yTj
zZYH}ZQ6@WG-%hvDPPc9+4Z9&b-MXDV&@gAdk*%nbGhZ)6oWQPy<y&$vG9gdnE*h;5
zDa$Q8oePND6Kr?ra)ULwLam!HQ>*L8*!n1V9yS#b7TJ#w;jwNIF7un=Yw!hFEG-M)
zb8z${yllXFYyC3BQBxDaAF$2UC3w2uY{w|Ls4Xs_4%$Y;%ZFv_yKGeyc;7J<VI7`U
zYkt~8wp#P!6PffnwY*Gb-%xS+1XB^#UA|D1m((g}Z>y(Q(^OPGI@spvmXC#0K2q?s
z!G~*$ht3+d4hp4JrXs9UIzv!OM=8Pd^dOR>T(4=QCvu%^lXc0RLFCdAa$@i{1)o$)
z+J3e+3d237BCIo{%59Vvi9xpdx;(IQTd%sj!oH#6^6O1SL|tz13J|_UP>az(M5x6m
zZxN<_RLif(S4xF6blSqZ0xlw%ul9STObXr={2tKAyMoRIRDADeyIwcDBoYv%r>-@2
z!Pm9M#tDAZsefb*TPJT}>!akRH<^mC&T->TSm+bRZ^OJW$IF2ON`*X(JAskSFjgDF
zheLOK$-_k|#4tW^Qg12QA3<v<gJ^%2?HXO$n-X9Y*e1S>g|@-$M6wOL?8!DUlCy4`
zPcO^>pJJ=1WPp#Gim;vm&gd-kR0eTw4Gz=JdtMsmTfv$vm1HhQ9RZQ2@aX9Y>@V0R
z>w;YlZ}z0K07p8*qOOfPD-eImR!4#OBU2Gkhz1pU_)MVhum&PRE$AD$fe6&1+MRu>
z)d-2E10>o_pEYN1DHd}X$d)+E&)I_Ce#<c51oLZjxP+8fv-9iSaqS-+oA)cUe6(>8
zXR`05<h12N#0l&vn%?+0mz-FWPf^*vjBR3k*;d?Hn;|`-)u!Ec_MH{yZZQ=R7NARr
z&sg{Kv<0JnFu)<a21OUXj5$v{4zo?t<uNBA7Qx3}oVrd*-P*^#y#mEE6=59;tO*O9
z<JVU+Wti(hwN7_3br^zJSM!m$6|IvJsyo<*>Y`c-%f~ioDxQrEnkv+4Y)uqu$4o_N
zQ!{>OI5@Z@CB_FieHbfru;8TN8wY;Pzz+hEHtguh3E%tJ7VF|WgCg7sja|^#1&v)_
zWAO<i=GEjqY;6>T?-C+T;G@Qc)$b}W;8VOSiXl+J!@K~a;rla3MXM8EJaDj-{48Q#
zOUV9{?Ic}fYjLf-z!n<L1-6KS*JumAXb4-BBKSqNY6`z6O+|!7@UxT!#`<YCJ7}B*
zPY{`<dYW+ko^6mWt~OZAMvSg?>l!IUe#^eQLgZJbBBDeL8|dUlD%S=gLM=vV<rr7Z
z^AF(T6xa1Q=%xDdg<PRG6K(1=Nkg`^KWwQrUt0j73`jQ!;oP8`l26WLtDxkQ<wC>>
zta;n~xG(;jvR8^c17psUzpr2$t6L=JB>ea+4LT{l-pRhb;_GduBEr(}EW$O`wdBI9
z%U(}4=lE=LneGw<IgA#Erl|-}KifQAK#O2mO4QHwIfeQun6hjo6imIQBBGcK>b<as
zg$kyDh)@f^>O3DhAZn8;1?X0V)!$w<5;r3udoxTgz<DO4k20!FgqAC`VMjy{Ol=Z2
zXECc>H`2bhHo2VY^U_raQ+n$N992Ac)?pFHqbV4V9wrmP0G?Y%yxR0kK9#HD!1Nql
zoxKknpS>UdydC~{waNX-BWZ}k*f(<JU*TVEQVORk!deY|AFE9*B?lW0$M@z6-6O|p
z6Z<mhw3i<luFdep`#&73O@?lEn7HDlM|MH)NhMQ(+ZOV<p^;%f2fP;Vym;!kaeK2%
z#NU^IPqMxf?}C#y9XGY!h$ClBgxNL_EWC-QK8C73F^ZEuD?914HI|e1{NR+oJugj$
z<^GB=nrIzmFaK!0babwCv_Txr^;0%Bh^1s3;V3RkejOeC4gB*h{PP|B^9=s^9{g#Q
zL%$<C|2uz2&fg???z|?R`!jm!ucLVBC$g7*@^|E=^M#kDLKO$|T1(J%)x=K=9|1p|
z3V&MVrr*kb`t9G5pDqx7ni3T3bL2xR==HNy((8v<)Z<F+I`rwe_-7;jIS>C_0DoGz
zI6L_y>{M@fs?ab0|F1J=c}KibDpU5#gPwQzT&fT!Hta_dU{$!cMhR#?l7PxTC7}IC
z0<01O3A7(cKxKm@(0(KVWeQ5ru)l$Fhn#o=<q?tC-;X4qTtf+HKazkR8I+)Lzrj}<
z8r-r0t&YogS7Ao$#6MT#pF{ZPTKw}|{Bs@t>B2ur{FA~z9{%aYKN<XU82|L+p9225
z9{-f_PZj?R;-4Y>^FsL3Dl_j@GPC%Fm6`t*TS=4s0TTZ6-#<d8aX4Ouu6p$-u6nNG
zD)EbLR~a<y8{Q2>=Z=Ah@ZDgUY5$P__4OMk_Ur2<`~B(8>qnWNz89h$(fsuDoc2Az
z{B)_)FPo@;k^LxSj%s(3^Y$|tM(^No_8h!pOf11$X(=<3MQ@DuMfSt&dns?G4+;?m
zoi)b2WLF1aDrn^?@wq#U{JF-#aAFQF43I2|bJ&Z9z3M?2%3xept0AzK?m?XrUuSzg
zzEeUWT)R3Evnp3Z3{nwkja(x-;{(?;uGEKvzeXE=`&G6DO1}BBX}&QXEU`n3s!gui
z>>Mh=2TPhvjmy<{LN^3_R>B-|St*&$K<5FhPG80^OpXXx3Rw!n5W!q*uPBw;+8D{C
zZ1E?yQ+2b&)?nVjAX-k-v2n@za@}$lMz0CWVGx+G97gU!(05_CSOiBMaPSAVx=J4S
zovDcMnel7NMq}Oi=!(qJ?PnI86DH=~V|MX}&hMp(Um}CZnSyyO!FL|DRO{E)5d3Zz
z;p1=xF&iK8%f(y}S1~VTE2dyxY%0P!<_>{51(**)C<4S>pA6<e1ntZKeR2&}DUEy<
zU|&tBx3k@$Th7-8^Cw_DhCp4n#tp5hueloY*?bFIH3jx1rXsAvK2N|-1MElx0$K_F
z$T<;d3dVZ2nA&M9h2ZzG-J=VCV=x6nX#$XOE``yO3w=x;@YotEd7#@=g!MddzQ_Zf
z+z8kmG!Vm9Wc|4hIV0w|Z!U&%L5=Mo-CVGVa)Bpmd;d`%*UIxB?_ge&$NMq1ib^)P
z)l`J_Y_L&egPv8+Hhd=H+zf9ZnWOpLL4cwG_}W;g!nn3vZvj&EDTDjXWKafp58E}m
z8Njawdfb$6nj4yi<85%hsc%}i_+(5q@GiE73jYU8MMU`<^eTiM6ZE2CAR^S_OLiKW
z^S9QAOTzmqyul}Np(nX9*(43+qHnVutecA#!1|ZLP)@f&H=l7h1>_rS6_jl9-=-q0
z1JaqACB>%Ixq#4(f6P{U-)t_|No;)-j(_=^<!Cq$OG0ZXgJ`$2y{lVL$80XwnQRr6
z46xi(M6@6qRMugAPaTp5B0??RXWB189nsa=Ea+J2g0UT4!9Wxo#<FU{xN*DYXV1pX
z>Dkq|Y0Iv`&CINen<?3~xS5shz|HLJIk=gaU5A^g+4Z=Yn?0A#ZNSZ}>_*yb!p;2b
zdAK<_dp>R^WG}$Y`0QrfOw3+LM;GDd<m|<?xdb;0vX|1)vv4yjy9GB>vRiR8GrNt>
zZO6^j><-*a%<iNgFT>51*~@XWD|-cQ)@QH8&8F-w++3R7jhkm@_uyuGb}w$WW%uD`
zLv}xIve~O}b4B(5ZdPPFakE9NH4E0_JQ%nw_H^!=R;|rMzm~le4Vx+BDzvr6Q7UlU
zw|v)0w~S=(y8x~@Y1c`&j$}XS@9sM3wvp^lgM*XdplvfH+I0#XYzhv>!@+Zdg9&i(
z;^1H+9NZTiOoD^Y1P7CE8>!ZU@iC;u$)LrP8{q~g3oU+4yC;J}i#Ca0Pl4Ud{;tsN
zFddAC-|wW|39$PC+MNiyU-5S_b+r}_JfRz&0yiwdXM|m+h#THTyLiKo_`BjR-wF=U
z1FK+A5u`^|cKN#^(G7Hfs=VLd6~BKiIKYdiP7@cSk{z^*N*<)$Nw7OayOUw}4YWH2
zcAuc#sj&M)+MNcwGo}k+(_wc#?aqMRL$o^+c5k5FS+_Qrz8-S`5FZbwA6p0l#tYNm
zO}l9Nf6y)(_<Pz#o0cvTX;Jg7w2PYe(k^OVqg~Yey|jy({}=6|=6|GJ)Z95$2t&<x
z&@O78rCrcGBz3N@?gUWx2|PbRsQW|OMRjK^7Qdpp9saKH`wQp*b-#snQTGRE7j^%4
z+C|-eL%XQ^g42Y!$wJ13!2z;+L2!Us|CZnYv;G6Y0cQPw4-O#fhjwi6?U)F5Y*+%f
zm?-SHmUhvO7tt=-@n+gZ)jvhMpnA0yJN$`gP6DwXYX`BDgxK%XE{dJJO8g2X3Us@G
z4)7k&r(L|q&9sZ|c^mDbdp=LQ=$>EryF!L@wh)NE+UoC$-+O}t^wnK-fH~k{+Ql63
zH0@#zn6z3*!5pxLb}<KBMZ1`H%l@vA{dPK#GV(^>qm#k(GnRrhKnB-s^LNE{eZc|h
z^g22~r#wQt=!a)$7yU5#bRh-(;L<Mo;Q;M|A3~a&{CiJ<d%pwEPZ9V20`1}*eoMP}
zhlR^T0;pm@iHm{*)To~h@ZNX$yCTv1g9A+TJvu<GCOJY96an~sO>lsTt_lt?Zw>?p
zm^bgI1GMDR{;s(E=fMG9zU&Mk7+G)ecQH|D@Oi$$Q^DZ3Vv4E4;Lp-78vIMzMT6%o
z7YWGVZFGP(dj77s|7+*~&H9kPD}Mh*aDaN9oDh;Gh^NiDbbyvTn|4v(8)+A_<Gr+t
zneLOc3z;so;e6kQX<&o10t8PJHte8Xv>{8oXhY546*|2)I6$5LD>y(`PdZb`LF?Ag
zE*f+d?V_dww2PYF<?jlS4+jS*^6B6JMb2F*M1n!pTI0AgD(KTe`IFZ`is`6)Xxs(9
zaWmk24kgSG#=U}e(YOa`7mfQm?V{G>&Jt-+>*fBg(C@O~0QEaU2WZdT{;o*$Svo-D
ze&+9r-{)ZUGXv@(y!gD}0F8TIZ~$4eTC0x$JIB|4CTRa<d}z%S+W)V=D}*kYLB9*3
zd*}e|D)_r1(MWKBcm8m2fOr08aDav4l$k=-$-A(^ZVwKyt+FRLz_v;$IDocF_O-#m
z6gc=49iTIRM!V?DIkSXVbmn=qi!OT}?V^`%qFv0aZ>3$#te>S_tRa6%yI4ccpDl!8
z4Y`?iv4-rTU92HrO1n@gX5UV`vtjp1+HHf~U(@a!%qMkMuk&3!3tYXs4Q??@xcYk9
zMTfqIcG0$nXcuk!HtnKqC(jX=Q8jcf9f(p%yJ+Z9e^)?x2OXf*pZ9mg@4pHT5LRNY
z5Q_fT;qQt>19X7SxrcVaISuv%?U~tN&u=inY+=u-^TaONa|!LDJumQgh2&d;1HAo%
zbbywAop#aEar1=~H115=MdL2>cZHN(aDY-?5gcHSdz=nLL9V+$XwS5Px~DAw>1{&Y
zXVEUI>(MT%`!d=^r5?iFIdIW8#E!V=WNe+y*@YLa@OM$As^94E$@GSe{@QGK55SoN
zUH*W2d=n7w3fIAVmONxXTOXI6Z8>l{TOS;pUHAx$(K;3XG#j*;J)xuOvf-eya&5Ml
zo6uD$bd|jBY9^P)A|PzO1Gf0Sbf=iF5FX*gh42X75gy@q{qP7K6dvIa^Y94AnukX?
z=sY~a(dXe24nq%*(5>MS4!#bL(9z)$dOSQr*M~>vN=F-|qw}Pr3#23D6iVroj;@xD
z4oOGXN=G<UGL(X2Cc`5fJQ*J0D9Z2%hf{_}IIc20!U2}y5stJBk8sFkc!Xmw!y_Do
z86I6P9hIe{s&q6c9SuoGICL|ViMcI2dUfMbwKfAMwLtC@#jiYa$4IR$n8VWetDh5V
zQ`3e1WG0`+3CoaAYbT||W?HFGsC1Qw`nwA`sF)_eNVSQbbX1=Ugfm_C)~1&;-7sLO
zcS|=6qJt5<!SPlvR~Urj2^pALQ-PgnX%9YpVkljhjI*~kDP2hAll^cBO`NIC%9Ibl
z5<X#?W3?$=FzGdyhKWNkQK&YfE156kw}rn{yK9pQ-L&=<R4;#lqP1%rRo3}l50>y0
zrc8pdLwE=W^(2#18JzwMieTBK3*n*V|A<LzGlC;1#y$8;wRTFXSQHn$`(se`oB~eC
z{tN8M4#~a`e%hOTKmM&v5ytN;?JI)CGb<h}516cY@LdX5q5@w9zicV>!g2ONap?!e
zUz$zyA=p2b{V@E6*f$S}4Xk2w3_Rap%>>}*9ceVBKEDdh!)`6O8oRY%gWX!N!EP<s
zV7C@*uv-f@*sTQ{?AC$}c5A@~yR~40-CD50ZY|hgw-#)$TMIVWtpywG)`AUoYrzJ)
zwP1tYTCl-xE!beU7HqIv3pUuT1sm+vf(>?S!3MjvV1wOSu)%IE*kHF7Y_MAkHrTBN
z8|>DC4R&k62D`OjgWX!N!EP<sV7C@*uv-f@*sTQ{?AC$}c5A@~yR~40-CD50a6z!a
zY8p1!t#utf;!e(D7HH2t3<w}|Oo9l?Fkh`PPi60$N|WLIBr{;dT33CkW^pls7#19c
z1%_ckVOT&I77T_3f?+{mSO6Fn{vQ_Z9~Ryp7S10Qz8@B@9~Pb;7LFelejgTY9~NF8
z7EV7Vd_F8(J}f*wEF3;8{5>q(eN1?JSUCHb@bxj_>S5vOVd3au;pbuD=3(LGVd3Oq
z;p1W9;$h+8Vd3Cm;oo85-eKY0Vd30k!nZJsE-1Ap7l#@=oSpKxl*Lbh;eCy#gR4#{
zSH$zRHVqd+!<kyJ{x>8HKuydgyS<!XSDW1HK};SjDcPkUy>EGKM!5(ftB$PA72pfA
z2Q_8aK?q`BhB69bVDRvfA(;8to;@8>*JgF)l1GQSU=<FL0Ov&3CerngA3!vG9n6i?
zCR`!zP#L)iUUA^MYy$tRz&~fgpW9&6dG~E2FiWwJCS5@DAq>b(M-Z*cfn@EGYirZ@
zhz#d6m+m%5pIC;WwW&TRwD4myk<&UwB4>ZH*Bgn`cSD0jNy(_n5I<_D(uX0y8kNLX
zuBljKhX{n<edj|nay8r_yGE!8N2sf>FdS{hqYM3WK`yCHfN!u+b7Ex-W9_RRW{KK_
z6wVig-P%NWrt~MNj>f`v2i1D8!CDVCSnI(CYdzRttp^*d^<aaw9&E7IgALYtu)$gn
zHdyPy25UXoV66umto2}nwH|D+)`Jb!da%J-4>nlq!3JwR*kG*(8?5zUgS8%Pu-1bO
z)_U-)ZtN?EU$LTt4OVop!HNzxSkb`-D>~R<MF$(K=wO2t9c-|ogAG=6u)&HBHdxWY
z1}i$)U_}QTtl{o}L4{bLF1z%@ufu<LLxndn(+~NgJW`wHmyv2E1KE4_PMCO$kL|1T
znd`S_QWcsSe8&hpiqkoom76^R*lIJj!wAM)A(_T2%9N}&2L@{N;vCg3A-)U8!2>s#
z<lA5D^4lP_Y4E`9N)=$l{1GhkwQ2oB<qG})uNa_#I4UL~dRA#IHeE()Gxwz7kqXD#
zC{6G{u1$uPLmFo9mPY#K)n>u6RQ-i~f3kGAOHAQCR%-)OU={K%xRIAHi>jk<Uu{mh
z9|Dtg!774<K`8X1{ur*cHU3&ICQ}}a<(HDC!8BN$XSg<(lBNq)6rRcBcy5?xJhNH^
z6TL2!o=qNsgtPqJE-@kuyp&yfGPrJLI#U*Um51^bNSJ*oz^P5EmU3M<QyLf7>bs^k
zs}I8KLBk7LMXA05OqbqUYYToV=c>J3I4BZ+oYGh6&vo^C(7?;yj)La)K-(@~08K<?
z2IFg>9Rzcq%hhfelvn}KSchg`iD_rTk6pOzWIqmnfL~vYzs`n;3h8oJ(JOWJXY$pG
zH?r$f&=^~g?*><j`PpgM@lstP!W*_h7r`mvP|rV8uJ-g~j({c5knOv>@2)#*b0G;*
z2c+e$!A!arVvT{<+JsOqCDaP?2sLU%;qQl)cf66ywtVft_YeQ!0<SiyRE2O5_|vmy
zFZ=1o+Frh^HW7^PE2Kwi<CE1&0kT`Uno5b~B0>HX4<o#H!4RyG+H*Q!NrO_kqrWc;
z`N7L~9K@;U;NuQ|L6~5bvks_eI(EaFqc9v~FL<)t(IsB>I?&f0v@~bA0~(%U-Z4C1
zdZCD60}R^`_e1dz`VL*R_Pg1);nB0My!^pQvmQ)j-wsFF2k_53;Low_JK=Bbxpve#
z$JYz%MoF(@^RNGjuh+g?PF=SBt9PDIz1I19VP!4p^~(3(d%myNwuOKE!uw8s{DkVY
z-q#DC9+F=7bT0mduh*72E4!X}xOPJII@i|=A7_$Yub)08<?A)RXXCGizxY^0FKB+@
z!%w>CzUO}6YyL%B^9vsO)gRsxxya9ycFIa%3qFh`weBDPmPdTG7Jc!u``+_cC!!YE
zf{$+bqAxtJ&%bEWEq5<oyE*CrtF~<PxnNU5QtNG>d-P^str@rWKY79XUmUT;s#=?T
zwXkU;srB~7XH`h8OMm{2f4%j=`^KF}wa)X^!lst2)_cw?`Q94$s{1ESTlK7nT0kBf
zX3|9ubj<Z#eCZ#*vhC3Keh_srT!hUy`J!L-4*PeSIQYa5uKaWKPCggUN`2h8%!Ka?
zY+*_ozH9FAoxX<7X@iNopZfyU7uX(^FDl);+UNS~$Hu?&H!H_QF7nMvj;&dd8RWi6
z*i4qS`?pWN$k*<FhHhVc|LdaK0V!-aOBemi<)3(-?}z!*U+yJ}QBrUbwy&j&KJ?Bj
z|JA=}>uc}1V(S-TF2dHhbkT<|x$}>{dVhGV_uk8=#i)mEclo0CeBg+G(eLjZ|NK|Z
zie6-=fcrC>gXbr9ok(hZB=ePa-vOt*aM?$%`*Bn)@EX2xNEbb{?(CEOizb%;{DL3t
zi(cg0^6atAJ+#z-pK0*@M^fseb3T5DuhisipS<DN^--n35`0^dFB-n#dp?!lUH7`p
zAJ`tf$f6}drHk)wl2VU!KRMgCWJ%lR-JkfxWATO4hI@l57vCf$r5>xyI>%RP*#m$4
z#@oL2;uELT`95=eua%VgSle6w<SRAqUAudxIww%63w)*UEn8OVjg{$sp8E4uZ<_eC
z`%he++7Ptg@tt2%>d7;oeX8%N%byzj$ER;CM({!Dz#anWqOaZfmzVe#?Y!x<*O&X=
z7P-h?>DUmotg*jBQtFxRFP-8mwe1Zz{P115FPu1~f~F|;o=8gl^sZZj*S0Oc`P0_7
z_J8QaDYe1Rh}f3{O4TORUw=Ed-M8|l2OD31x1YUi`N*QI{_C%WI%Y%A2*zF~S>b~R
zc7OLPGaD5??S=pO*Us;6{{L2CzoxF%PE|S{;A<3qNlHVn!5lbAol9Lsn1uv0d4_;S
zdlHxXPl@j1j)8o7ZMF)F4?;f`b!WH(8E<fP78Z~jsV!(snoSNQ%P<|NSP^|;M=GKp
z0lq<rUb2qzK=0}!{m}b1g^r7`E>vwQ?PrS~9L&JJvJULpN<*(3oD|3St?5W`0AHS<
zuMBQ55Be^!g9W;{L?2BByPCvzLa|5%b@z4E`&8#Q{+h`Tz{k8o3A^fRr!}6zKEX8f
zbv2xyQ%vTe@4YKkhW~ZXEy2b7x?qx1zXu*H!=lkCukm~vcE;gS8C|$)Idqm4NBZ7g
I?Oyx;00dB0-T(jq

diff --git a/doc/LectureNotes/_build/.doctrees/intro.doctree b/doc/LectureNotes/_build/.doctrees/intro.doctree
index 5c97a30b8e31867abcd9fdb19e37b7fca6956a1f..b71a593dbb09faf4afed8c8558f1cb073b1bf451 100644
GIT binary patch
delta 180
zcmZ3#h<W7#X4VGQsd5)KvYH)L_Uqv&D9X=DO)fE>(l#YEYcdxDL+lidtU7K6hO7n<
z(KI>WpvdI-qXLYrlM9X}Ft%>Kc=R<B<Ic@{PrPAf{5pBzQQ^rA(kzn?o{?w#Jo(`n
zImR!O&Z;xAPA<40KH2`PB2X~#tf|x|pjkbF<@rS^$@!&uCAztpd8H+(#Z$6aCT}>a
g#WopaRo~<XXEPWlPxd@#$Jn>I<6J1?<Zl-&0dRmyfB*mh

delta 420
zcmZvYO)ErE7{}+%ojYEW$xAY7E-7QgMnsBiNHj^wf=T0g%(*9Xj_y6z%YsI-I~$#&
zMpCk~l4fB`nzC@cluux7;pGExG?sSHzo*}?=lP$X>KA9akuwh4pD&I6Vl7}%83?3g
z9Pd;G0yrn8Z|WoE(+<U8F<0We+TuMCyKWXI#W8J9>|RF;-^Hh(c2#(~d(%T-3KNmK
zdhv1}Ge1;73Do5+@yG^smM!WL)}6J9$3V$GMV;Rf(yRZ78NXHg5X|pueplSTL{QxN
ziSWViX<U5yNIMV<55pQS96!uz4XA?GxLYoR>|z#NH=O|~q)0b5*(i+4QW7=tDMl^k
z0GJjfENv6lbYKM>AQqU6nuHSAv|VPCjJZrLFAId3uetnMses<s+>tpC%F&~+l-!rQ
za$Clcq5M%iRC=T>9K{2rv1NoCtFR8Max%z6Y-<f9FPj^kNlqlkB@esQb1aam9~8&^
X3PDj+jWndAL=tr-y`{8xe;oV)n`)W>

diff --git a/doc/LectureNotes/_build/html/Project3.html b/doc/LectureNotes/_build/html/Project3.html
index f643b580f..069a1d2f4 100644
--- a/doc/LectureNotes/_build/html/Project3.html
+++ b/doc/LectureNotes/_build/html/Project3.html
@@ -55,6 +55,7 @@ const thebe_selector_output = ".output, .cell_output"
     <script defer="defer" src="https://cdn.jsdelivr.net/npm/mathjax@3/es5/tex-mml-chtml.js"></script>
     <link rel="index" title="Index" href="genindex.html" />
     <link rel="search" title="Search" href="search.html" />
+    <link rel="prev" title="Project 2 on Machine Learning, deadline November 17 (Midnight)" href="project2.html" />
     <meta name="viewport" content="width=device-width, initial-scale=1" />
     <meta name="docsearch:language" content="None">
     
@@ -362,7 +363,7 @@ const thebe_selector_output = ".output, .cell_output"
   Projects
  </span>
 </p>
-<ul class="nav bd-sidenav">
+<ul class="current nav bd-sidenav">
  <li class="toctree-l1">
   <a class="reference internal" href="project1.html">
    Project 1 on Machine Learning, deadline October 9 (midnight), 2023
@@ -373,6 +374,11 @@ const thebe_selector_output = ".output, .cell_output"
    Project 2 on Machine Learning, deadline November 17 (Midnight)
   </a>
  </li>
+ <li class="toctree-l1 current active">
+  <a class="current reference internal" href="#">
+   Project 3 on Machine Learning, deadline December 18 (midnight), 2023
+  </a>
+ </li>
 </ul>
 
     </div>
@@ -414,7 +420,7 @@ const thebe_selector_output = ".output, .cell_output"
         <!-- ipynb file if we had a myst markdown file -->
         
         <!-- Download raw file -->
-        <a class="dropdown-buttons" href="_sources/Project3.ipynb"><button type="button"
+        <a class="dropdown-buttons" href="_sources/project3.ipynb"><button type="button"
                 class="btn btn-secondary topbarbtn" title="Download source file" data-toggle="tooltip"
                 data-placement="left">.ipynb</button></a>
         <!-- Download PDF via print -->
@@ -917,7 +923,14 @@ of code developers and contributors keeps increasing.</p>
               
             
                 <!-- Previous / next buttons -->
-<div class='prev-next-area'>
+<div class='prev-next-area'> 
+    <a class='left-prev' id="prev-link" href="project2.html" title="previous page">
+        <i class="fas fa-angle-left"></i>
+        <div class="prev-next-info">
+            <p class="prev-next-subtitle">previous</p>
+            <p class="prev-next-title">Project 2 on Machine Learning, deadline November 17 (Midnight)</p>
+        </div>
+    </a>
 </div>
             
         </div>
diff --git a/doc/LectureNotes/_build/html/genindex.html b/doc/LectureNotes/_build/html/genindex.html
index 5032cbc05..f525be405 100644
--- a/doc/LectureNotes/_build/html/genindex.html
+++ b/doc/LectureNotes/_build/html/genindex.html
@@ -371,6 +371,11 @@ const thebe_selector_output = ".output, .cell_output"
    Project 2 on Machine Learning, deadline November 17 (Midnight)
   </a>
  </li>
+ <li class="toctree-l1">
+  <a class="reference internal" href="project3.html">
+   Project 3 on Machine Learning, deadline December 18 (midnight), 2023
+  </a>
+ </li>
 </ul>
 
     </div>
diff --git a/doc/LectureNotes/_build/html/intro.html b/doc/LectureNotes/_build/html/intro.html
index b849ab691..e72f61a3c 100644
--- a/doc/LectureNotes/_build/html/intro.html
+++ b/doc/LectureNotes/_build/html/intro.html
@@ -372,6 +372,11 @@ const thebe_selector_output = ".output, .cell_output"
    Project 2 on Machine Learning, deadline November 17 (Midnight)
   </a>
  </li>
+ <li class="toctree-l1">
+  <a class="reference internal" href="project3.html">
+   Project 3 on Machine Learning, deadline December 18 (midnight), 2023
+  </a>
+ </li>
 </ul>
 
     </div>
diff --git a/doc/LectureNotes/_build/html/objects.inv b/doc/LectureNotes/_build/html/objects.inv
index 2edd0fda77a9d3e6881a3c68fff6e0277e433668..e9a6fa619d601d0e6324b4c3d6a20d7a3da13544 100644
GIT binary patch
delta 1241
zcmV;~1Sb2z3cm`Fc7IuOqc{-9-}w}JOsYIvHsFi5OpZM&S0&k<XBj%SHh>sO#PNRm
zZApLy$jQ9KLD0W{OX@>PceGL<W<;ti$#_b>%}Cme{kBs@PHtHVRFEgw3XqcVGHBmV
zeMVDj^}S|!#>y?B<OU!kH(czg$jCj^g68<6_FTMmD6f9wz<)E(-!<uqy}p8gQZWQv
z|E#G(XCxtergr2Cpdz>EXo;V8*wBX!E%uU^?>w(H#5m;oB|AdoBSe<)1Zgd_L!`9U
zWn-O?hj$QEq&w~RJA-}8^EuS`^Te_(5L#yBmP*Mz3-0r!b4Ajk%C+1bs2$I`8N?o=
zxY=30Wm2)!BY!pbSk0U5sH=(#MgD<QaY62=o+Zc$;m({XD>@Gr9@fILt{`PvmM8(A
zA(kG*(ju-)3B@LdcHRlO5xl^#dqxNjzaW_?j((O0^B~O{Uw@!v0pvU9xCG^Pg7%<@
z+5!2iHirClxRfi87po@Rsl;_;8BnPWHRe&UGG!Ijk$+ZHywq`WfuVMgOp>$5%Zu}t
zyY_I`mV4h1tk!~8iWTfXlK~!M_qF9bI3p9|UW)!`bVYG5(Ph0n&0cnSL}<Rnt;YN+
zf;6usqV=dN*o`(xb^J=N^53PbD-iEYVhQN76FxxTzJuHYyhXhL9lUC`xE&;Vltl4>
zFh5P0`+o`Z0by~Pu<#QW1H$q&Vd*C<2ZYsW!pcur4G8Pggtecr?i1qKNkTmH65`o_
z5S}K4enL1PM5hUnk01$}=wOTEU<(*v8GIN-PB)NiNIPn+|J45m45OdBN@l=*aZzC<
z#elt{iXKx|OAHevz>14G;&SXruXSGJTi6IXA%A}$!_;WZw+kWY!BPt@uv{Fl)|A*R
zsj9IU2L;bOQ>hN$+80*hj%PI%D?6!5@PDx?_ja)zv!6fOCo&_bHJr_aVExh#0(rpN
zz5zkj<g8#>$+kOnJ|W>Wj9QV<BNFyS!Y@SbvD_D0Wws<|cdbk-5P1ZmzCiSa0JfJ#
zV1MPA$8jmYSmS1EdP^<S9hgVQ$#%?Iy#Te1tozg)RM0UDS!_rJ)rFGgfdt+1`aamP
zrs3N6k8}%xR9M1w&z3#mZnQ~|99vtdOe?~*+RzQlnZowB11=6G=AK&<YyrJE50v&B
zL{Fd{b7rQ$(4gN1)#p4k`%oLs-v)NgV1H}aJO<;+?-u+Yw#+BE)|ix8oti#}Yi1f3
zuZ4t3cY3jIJPMkc*)YYR;m=3>xyzq7M}-H06QH;*qm!<d{Nz|RZXIsNup*13x71i=
zKvV*hZQZy(V^OW;oaYpzyORB^+gU9~f=gF$`I(>`!rK$hxC6P3$C6ix@5E?`?tk$j
z822K#1zFZQ>Dd^F4JCa{a=nVDLsC3-Nbxi|+GQa1v4#}Zo}8r|ZwqA&*||}`Ji)`x
z@Ju!Cd~U<DDzl-L;UQisp~KT$bo#dde49ZqZi;R%wD3^hMO;w-GGaisc(6e}yg(`O
z4E~z)eK2mGZqKwzQPRICCBLF<R#L9HgJtd=4B9)G)gGmD?51-ZPsrzYE^>Bxe}8US
zqtuPv)Q#uJI^Mp9cQ^C>C@*6-FXKgWynMXa%SU&UXv4=Q3;w|(f%jLCN(TP}JMdKx
D_6urz

delta 1243
zcmV<11SI>v3c(7Hc7I8Cqc{+N@B9iKo%h`HY>YQ<=`6FnEPhF5`Yc1m)&vkO2|J!&
zKP3r>06FPP917~Il2n^Eg8vJNnh~keIOPfXHYJ-{_S;_NS@T3@gcszVCVN%@xdSQ+
zR_w+k1)64BbPWmQTM%TrBBPw81>5b_#h8SXa26zcS}G7z*MCeSvu5s)K?Qk&od78r
zFIt_6PibPczE><u(GNn&EkH_cxj0ghk_V^+&G1JZxp-?)Ui-BJ&pbP5(lvX11p$R(
z2)OxKQH9P(LXJ%Bagk8Ai*K=^4;xzS6)z4vt2D$o<oYFB!pujg58w%sN@#~jVYQ1|
zJ0_0@5LD<R*?*A(gJZ+<IaK@e#L^uQTBPKTO36JN?(?N}Mbf;?w7Gjwd!Du{h&)PB
zeX@MVq+*H3)ZC*ruaBcDOD+`o2V;+mCh+8#aA(bw<*f$`4{Kpr7@AC*B}%|&h@}Uy
zw1}HRVsvNFtUD&Rg69}^&j>;B3zCWA=x1><57O-M&3`+Z%z=F89JfH{%RPW1Y7gYE
z$|&;J{#LF$UaabHrxN#(Va`dds4*MCiiDL^M_OL;LdVG^hT2IoNk*Hi%ZrA)_Hfsh
z`_K)nMuV4%<?KI`0Ul-dwdFiIlCg0wL4P#5q<EI-vfiG45g|0&;Zb9L<w25F646@f
z8f>L?Qh$AXrFZ%7LRKY+1Cv+++U$gP5P0q&j{tA8PJs4a)koY2iI$RC)FaH#6Xt%x
zyhm7^CoKGgMUSvNPgwd1%N}8Mp0M&0Rz1S{JYnr8th<D0dX^APy@Y7mBZTJ(p`Q@;
z2($BqnU5d|s_0;gqF@IYU@5#CL`JueX-Ffr+JArQe*=cm&s|GKV86I5v65oIUQ<Os
zQdXPjCrE%57jwkrSV^aKUS>Pk3OXi#Aj8yX%(qJ+=*d!ZF0fpju+|jVEUBun7za5|
zJxeK1-<lWJ#63?dELL_=rJV>mr`X84GsE<Ync)#@yB-<V!-=5=h8`nf*GTw<kq0dI
zc7HHglF@x*CUDmH#p3Hd>+FF{_Fx_z_ZpeidI4%XO#7*sAkZa@CF~SA)fJ3pfdt))
zx;|K0-3jgc4c$Q?71mbWOl8M#E3G3p!=6(p(<5+~wsgxfrm!#Vfs2y~hUZ2FYjY<6
z1Eu{2(J|1-oR#S>H0XCh^#F!y?`q5WTYpcl7B-6YV=yeqZYBO<>u-#EjoFe`iD^K%
zXQrd@N=O*DV}*5NBWPk)!xV#>KOgYtE`MJ4@JE3QptvuC5mcM}WL_H9bhngSBa67R
z)tLSuN&(9DR6L)dQEkf^v=k)!g8i(TRV@bwm#)F(X9i^--i#i@*5GyoOJ2pkQGd=5
z-M$|Tn}pjNENdNibPU9XlAd2&ucAqx6ipmbG>Jd-QjmJyAi32iqlDuaUsRA@7z>yu
zIED0woncFIJCU_A?Q0nx;-wNgJk1THJD%g)6oO&5a+{Qehx(G>g1WZ^1G2?~_445b
z3W>w<YsQbku&cSv%vzeo-5X5&D^!-v&efNr)V&-*b2+lM2k9KS=^RC4^7&<mjIJIY
zE-Y)1x{;f@(HvPH*P{NV%6vb_%gD{kXc2$h3SR83pdIm>@Uh8)f3Qg4#S)~F!T%)`
FRL?%gTo?cV

diff --git a/doc/LectureNotes/_build/html/search.html b/doc/LectureNotes/_build/html/search.html
index 4e6e035a3..794188678 100644
--- a/doc/LectureNotes/_build/html/search.html
+++ b/doc/LectureNotes/_build/html/search.html
@@ -377,6 +377,11 @@ const thebe_selector_output = ".output, .cell_output"
    Project 2 on Machine Learning, deadline November 17 (Midnight)
   </a>
  </li>
+ <li class="toctree-l1">
+  <a class="reference internal" href="project3.html">
+   Project 3 on Machine Learning, deadline December 18 (midnight), 2023
+  </a>
+ </li>
 </ul>
 
     </div>
diff --git a/doc/LectureNotes/_build/html/searchindex.js b/doc/LectureNotes/_build/html/searchindex.js
index c0d611f12..e5277a41b 100644
--- a/doc/LectureNotes/_build/html/searchindex.js
+++ b/doc/LectureNotes/_build/html/searchindex.js
@@ -1 +1 @@
-Search.setIndex({docnames:["Project3","chapter1","chapter10","chapter11","chapter12","chapter13","chapter2","chapter3","chapter4","chapter5","chapter6","chapter7","chapter8","chapter9","chapteroptimization","clustering","exercisesweek34","exercisesweek35","exercisesweek36","exercisesweek37","exercisesweek38","exercisesweek39","exercisesweek41","exercisesweek42","exercisesweek43","intro","linalg","project1","project2","schedule","statistics","teachers","textbooks","week34","week35","week36","week37","week38","week39","week40","week41","week42","week43","week44","week45","week46"],envversion:{"sphinx.domains.c":2,"sphinx.domains.changeset":1,"sphinx.domains.citation":1,"sphinx.domains.cpp":4,"sphinx.domains.index":1,"sphinx.domains.javascript":2,"sphinx.domains.math":2,"sphinx.domains.python":3,"sphinx.domains.rst":2,"sphinx.domains.std":2,"sphinx.ext.intersphinx":1,sphinx:56},filenames:["Project3.ipynb","chapter1.ipynb","chapter10.ipynb","chapter11.ipynb","chapter12.ipynb","chapter13.ipynb","chapter2.ipynb","chapter3.ipynb","chapter4.ipynb","chapter5.ipynb","chapter6.ipynb","chapter7.ipynb","chapter8.ipynb","chapter9.ipynb","chapteroptimization.ipynb","clustering.ipynb","exercisesweek34.ipynb","exercisesweek35.ipynb","exercisesweek36.ipynb","exercisesweek37.ipynb","exercisesweek38.ipynb","exercisesweek39.ipynb","exercisesweek41.ipynb","exercisesweek42.ipynb","exercisesweek43.ipynb","intro.md","linalg.ipynb","project1.ipynb","project2.ipynb","schedule.md","statistics.ipynb","teachers.md","textbooks.md","week34.ipynb","week35.ipynb","week36.ipynb","week37.ipynb","week38.ipynb","week39.ipynb","week40.ipynb","week41.ipynb","week42.ipynb","week43.ipynb","week44.ipynb","week45.ipynb","week46.ipynb"],objects:{},objnames:{},objtypes:{},terms:{"0":[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,22,24,26,27,28,30,31,33,34,35,36,37,38,39,40,41,42,43,44,45],"00":[1,2,6,7,10,12,24,33,34,37,40,41,42,43,44,45],"000":[2,4,24,40,41,42,43],"0000":[10,43,45],"00000":[10,45],"000000":[6,12,33,34],"0000000010":[24,42],"00000000e":[6,34,37,40,44],"00000215":22,"0000164":[],"00002678":[],"00003617":22,"000054":33,"0000747":[],"0001":[2,18,24,40,41,42,43],"00010133":22,"0001042":[],"00011154":22,"00012095":22,"0001225":[],"00012277":22,"00012569":22,"00012934":[],"00013313":22,"00013514":22,"00014654":22,"00014662":[],"00014875":22,"00015097":[],"00015239":[],"0001539814498783133":[],"0001613":22,"00016373":22,"00016536":[],"00016826":[],"00017031":[],"00017755":22,"00018022":22,"00018647":[],"00018653":[],"00019212":[],"00019432":[],"00019544":22,"00019838":22,"00019883":[],"00019998":6,"00020665":[],"00021042":[],"00021438167895478945":[],"00021512":22,"00021673":[],"00021836":22,"00022035":[],"00022902":[],"0002364":[],"00023679":22,"00023737":[],"0002382102844775691":[37,44],"00024035":22,"00024087":6,"0002442":[],"00024449":[],"00025381":[],"00026064":22,"00026456":22,"00026778":[],"00026861":[],"00027064":[],"0002758":[],"00028129":[],"00028689":22,"00029012":6,"00029121":22,"00029993":[],"00030207":[],"00031112":[],"00031174":[],"00031535148309577417":7,"00031535148309580783":7,"00031579":22,"00032054":22,"00033136014047192484":[],"0003324":[],"00034076":[],"00034548":[],"00034759":22,"00034944":6,"00035097":[],"00035283":22,"00036838":[],"0003826":22,"00038288":[],"0003844":[],"00038836":22,"00039592":[],"00039962":[],"00040199":22,"00040825":[],"000417932":3,"00042089":6,"00042114":22,"00042432":[],"00042748":22,"00043363":[],"00044152":[],"00044663":[],"00045244":[],"00046356":22,"000464088":3,"00047025":[],"00047054":22,"00048049":[],"00048325":[],"00048917":[],"00050142":[],"00050383":[],"0005051756404139333":[],"00050694":6,"00051025":22,"00051793":22,"00052115":[],"00053008":[],"00055182":[],"0005557":[],"0005603761549585715":45,"00056165":22,"00056836":[],"0005701":22,"00057757":[],"00058016":7,"0005840075008020406":10,"00060705":7,"00061058":6,"00061585":[],"00061822":22,"0006225":[],"00062595":7,"00062752":22,"00063364":36,"00063862":36,"00064009":[],"00064115":[],"0006527":[],"00066668":7,"00067395":[],"00068048":22,"00068088":36,"00068251":[],"00068734":7,"00068946":7,"00069073":22,"00070222":[],"00070937":[],"00072326":[],"00072412":[],"00073541":6,"00074902":22,"00075597":36,"00075639":[],"00076029":22,"00076495":7,"00076617":[],"00076905":7,"0007698473260556325":7,"0007698473260556343":7,"00078616":[],"00079129":7,"00079216":[],"00079910":36,"00079968":6,"00081564":[],"0008159":[],"00082447":22,"00083346":36,"00083685":22,"00083826":[],"00084705":7,"00085889":7,"00086063":[],"00087126":[],"00087697":7,"00088573":6,"00089187":36,"00089362":[],"0009075":22,"00090992":[],"00091628":[],"00092039":[],"00092107":22,"00092647":7,"000929":[],"00092904":36,"0009485400848532":[],"00096314":6,"00096557":[],"00099888":22,"001":[2,3,9,14,18,24,37,38,40,41,42],"00100519":7,"00100807":[],"00101364":22,"00102956":[],"00103827":[],"00104613":[],"0010479245926411787":[7,36],"00105081":7,"00105497":[],"00106677":6,"00107008":[],"00107405":7,"00109941":22,"00110716":[],"00111512":22,"00111756":7,"00113717":[],"00114101":[],"0011526":7,"00115506":[],"00115669":[],"00115999":6,"00117125":[],"00117627":[],"00118508":7,"00118591":[],"0011878":[],"00119699":36,"0012":43,"0012099":22,"00122558":22,"00123457":[],"00125459":[],"00126452":[],"00126617e":34,"00128282":[],"00128479":6,"00131428":[],"00132125":[],"001323":7,"00133103":22,"00134327e":[],"00134337":22,"00137818":7,"00139705":6,"00140139":[],"00140849":36,"00143234":[],"00144711":[],"00145652":[],"00146158":22,"00146287":22,"00148047":[],"00148709":[],"00149047":[],"00149311":7,"00149956":7,"00152117":7,"00154733":6,"00154860":36,"00155308":[],"00155701":22,"00156376":7,"00160348":22,"00161414":[],"00163245":[],"00163526":[],"00165867":22,"00168135":[],"00168251":6,"00169021":[],"00170724":[],"00172117":[],"00172452":[],"00174276":7,"00174457":22,"00175331":7,"00176697":22,"00178871":[],"00181115":30,"00182747":[],"00183398":[],"00183869":[],"00184151":[],"00185848":22,"00186347":6,"00186362":[],"00186694":[],"001880":6,"00188233":22,"00189101":[],"00189665":[],"00190742":[],"00192967":[],"00197982":22,"00198187":[],"00199495":[],"00200":9,"00200523":22,"00202624":6,"00202679":[],"00202756":7,"00203959":[],"0020496":12,"002050":12,"0020717457079393":30,"00207732":[],"00210909":22,"00211371":[],"00213144":[],"00213616":22,"00213947":[],"00214832":[],"00217499":7,"00219194":36,"00219502":[],"00219624":[],"0022":43,"00220306":[],"00224413":6,"00224679":22,"00225484":[],"00225909":[],"00227563":22,"00228742":7,"00229911":[],"00233436":[],"00234197":[],"00234327":[],"0023548":7,"002381316302584886":7,"0023813163025848865":7,"00239349":22,"00241318":[],"00242398":[],"00242421":22,"00242847":[],"00242954":36,"00242999":7,"00243186":7,"00243341":[],"0024401":6,"00245177":[],"0024598":[],"00249435":7,"00249831":[],"00251517":[],"00254359":[],"00254976":22,"00258249":22,"00259385":[],"00264305":[],"00266858":3,"00267887":[],"00270244":6,"00271624":22,"00272135":[],"00272586":[],"00274989":7,"0027511":22,"00277816":[],"00283853":[],"00286972":[],"00287151":[],"00287871":[],"00289358":22,"00289724":7,"0029114":[],"00292838":[],"00293072":22,"00293132":[],"00293838":6,"00298058":[],"0030207":[],"00303693":[],"00305172":[],"00306724":[],"00308251":22,"003100":33,"00310113":3,"00312207":22,"00312361":7,"00313125":[],"00313452":[],"00313577":[],"00315593":7,"00316561":[],"00317175":[],"0032153180657605116":[7,36],"00323332":7,"00324512":[],"00324969":[],"00324986":[],"0032542":6,"00325450":36,"00327833":[],"00328377":22,"00328494":[],"003301":7,"00332591":22,"00334743":[],"00335448":[],"0033575":[],"00335936":[],"00335942":[],"0033955154592040923":[7,36],"00341073e":[],"00345227":[],"00346394":[],"00348543":[],"00349817":22,"00353575":[],"00353823":6,"00354307":22,"00354492":[],"00358844":[],"00359612":[],"003620":33,"00362111":[],"0036237":7,"0036367":7,"0036718":[],"00368581":[],"00369758":7,"00370554":[],"0037095":[],"00372657":22,"00374279":[],"00375475":[],"003755":[],"0037744":22,"00378113":[],"00379522":[],"0038332550504751595":[37,44],"0038335":7,"00383872":[],"00387135":[],"003909404072811221":[7,36],"00391839":6,"00392139":[],"00396398":[],"00396988":22,"00398509":[],"0039987":7,"004":[6,35,36],"00402083":22,"004091940707753925":[7,36],"00410387":7,"00410478":7,"00410646":[],"00411073":[],"004113634617443131":[7,34],"00411363461744314":[7,34],"004113634617443147":[7,34],"00413413":[],"00415289":[],"0041559863458613296":[7,36],"00420072":36,"00422908":22,"00424012":[],"00424046":[],"00424909":3,"00424967":7,"00426027":6,"00426531":[],"00427304":[],"00428336":22,"00429899":[],"00431775":[],"00433417":12,"00434364":[],"00439232":30,"00439287":[],"00440346":7,"00440395":[],"00441613":[],"00443743":7,"00445655":12,"00446979":[],"00447992":[],"004480":[],"0045052":22,"00451679":[],"00453622":[],"00455536":[],"00456302":22,"004579219539673834":[7,36],"00458878":7,"00460304":[],"00460405":[],"004610275230656182":[7,36],"00462287":7,"00463639":[],"00464812":[],"00465099":36,"00469926":[],"0047085":[],"00471782":6,"00471983":[],"00472199":7,"00472251":[],"00472512":7,"00472549":[],"00474485":[],"00478655":[],"00479935":22,"00480366":[],"00480371":[],"0048526":[],"00486095":22,"00487843":[],"0048938":[],"0049544":7,"004999999999999994":[],"004999999999999996":[],"005":1,"005000000000000001":[],"0050256":[],"00502702":[],"00504808":[],"00509089":[],"0051127":22,"00512927":6,"00517114":7,"00517832":22,"00518122":[],"00519105":[],"00526348":7,"0053018":7,"00534938":[],"00537764":[],"00538851":[],"00542313":[],"00543374":[],"00544651":22,"00550379":[],"00550433":[],"00551642":22,"00552246":[],"00554552":7,"00555311":[],"00556826":7,"00556958":[],"0055941":[],"00562524":[],"00565625":[],"0056799":6,"00569405":[],"00575271":[],"00579953":7,"00580212":22,"00584432":[],"00585113":[],"00587502":[],"00587564":[],"00587659":22,"00588657":7,"00594042":[],"00595134":[],"00595615":[],"00598615":[],"0059888":[],"0060":43,"00600971":[],"00604105":[],"00604596":12,"006046":12,"00607783":7,"00610607":[],"00611979e":[],"00613258":[],"00615193":[],"00615394":[],"006162":7,"00617499":6,"00618095":22,"00619918":[],"00620039":33,"00620347":[],"00626028":22,"00626773":[],"00627535":[],"0062825":26,"00628874":[],"00630331":7,"00631057":[],"00635214":[],"00635475":[],"00635865":[],"00642221":7,"00642268":[],"00642935":[],"00643466":[],"00643899":[],"00644939":[],"00646613":[],"00651112":[],"00658316":[],"00658451":22,"0065912":[],"00660427":7,"00663699":[],"00665974":[],"00666902":22,"00669662":[],"006719367598355617":30,"00672607":7,"00673407":7,"00676387":7,"00679797":[],"00679887":22,"0068011":7,"00680794":[],"006829400694106674":[],"00683748":6,"00683964":7,"00686801":[],"00686806":[],"0068697":[],"00687175":[],"00693821":[],"00695723":[],"00701442":22,"0070235":[],"007024126888938144":[7,36],"00703355":[],"00704231":[],"00710445":22,"00712321":[],"0071642501586093735":[],"00717079":[],"00719176":7,"0072595":[],"00726135":[],"0072675":[],"00727211":[],"00727646693":[1,33],"007315":[33,34],"00736955":[],"00738008":[],"00739382":[],"00739489":[],"00741987":[],"00742577":[],"0074331":6,"0074724":22,"007472516848671787":34,"00752224":[],"00753349":[],"00754534":[],"00756831":22,"00759119":7,"007607459165915922":[],"00761275":[],"00769731":[],"00777931":[],"007785":[],"00778523":[],"00781918":36,"00784393":7,"00788598":[],"007891914573161948":[],"00790262":[],"00796028":22,"00798188":[],"00798988":[],"00799998":[],"00801855":[],"00802883":[],"00803064":7,"008043926731954223":[],"00804985":[],"00805074":36,"00805892":[],"00806245":22,"00813313":[],"00813803":7,"00817631":7,"00817834":[],"00822879725131466":[],"00823002":6,"00825399":[],"00827728":7,"00828799":[],"00830822":[],"00831018":7,"00832189":[],"00834567":7,"00843617":[],"00844667":[],"00846262916105675":34,"00848002":22,"00848904":7,"00851512":[],"00857028":[],"00858536":[],"00858886":22,"00862101":[],"00862798":26,"0086649156":[1,33],"008675369724975977":6,"00868086":[],"00868983":[],"00879363":[],"00880924":[],"00883798":[],"008897354602673473":[],"008900933315885705":[],"00890232":[],"00892604e":[],"00893027":[],"00894639":6,"00903369":22,"00905423":7,"00906293":[],"00914964":22,"00915433":[],"00915458":[],"009163470508352218":6,"009164545680330616":[7,36],"00917248":7,"00920609":[],"00922229":[],"00923278":[],"00929251598272297":[],"00934327e":34,"00934499":7,"00934865":[],"00938585":[],"0093869":[],"009442796383765939":[],"00946219":[],"00946636":[],"00950778":[],"00952322":[],"00952586":[],"0096208":7,"00962351":22,"00974702":22,"00976647":[],"009855809602167547":[],"00986552":[],"00989896":[],"00990475":6,"00992331":7,"00996754":7,"00996972":[],"01":[1,2,3,6,7,10,12,14,18,22,24,32,33,34,36,37,38,39,40,41,42,43,44,45],"010018312644139219":[7,36],"01004321":[],"010053880703541525":[],"01006401":[],"0100706":7,"0100949":[],"01011906":33,"01012951":[],"01014809":[],"01018743":[],"01023308":[],"01024227":[],"01025184":22,"01027992":[],"01028728":[],"01029574":[],"010296":[],"01031184":6,"010315":[],"01031541":[],"010331721306655165":[7,36],"01033856":[],"01035984":[],"01038358":[],"01045155":[],"01045774":[],"01050849":[],"010516485576646504":[7,36],"0105301":[],"01054509":[],"0105536":[],"01059601":[],"0106014":[],"01066519":7,"01066976":[],"01068907":[],"01076611":6,"01076733":[],"01080274":[],"01089797":[],"0109":[],"010902":33,"01092119":22,"01094579":[],"01094846":[],"01095703":[],"01097223":[],"01097423":[],"0110":30,"01103246":[],"01107621901137467":[7,36],"01111477":[],"0111154":[],"01112952":[],"011225":3,"01128968":[],"01130932":[],"0113104":7,"01135167":[],"01148039":[],"01151984":[],"01161357":[],"01163425":22,"01164198":[],"01165807":[],"01176096":[],"01179792":7,"0118633":[],"011917343246903285":[],"01191824":6,"01193226":[],"01201742":[],"012073649469946107":[7,36],"0120771":[],"01214101":[],"01219292":7,"01222822":34,"01223198":7,"01229732982000352":[],"01231917":7,"01233322":[],"01233332":[],"01247118":[],"01257265":[],"01265755":34,"012658":34,"01267006":[],"01268892":[],"01272215":[],"01281486":[],"01282674":[],"012874822204495243":34,"01288591":[],"01289962":[],"01290811e":[],"01290947":7,"01291943":[],"01295356":6,"01299337":[],"01300561":[],"013121574062587286":[7,36],"01318643":7,"01323615":[],"01329488e":[],"013341":[],"01335857":[],"01344196":[],"01344581":[],"01347636":[],"01347916":7,"01348565":7,"01362274":[],"013623165903312745":[],"01362461":[],"01365363":[],"01366733":[],"01367553":7,"01372375":[],"01382052":[],"01386842":[],"01389847":[],"01397146":7,"01404858":[],"01405935":7,"01408051":[],"01409821":[],"01416528":7,"01420034":[],"01423609":[],"01424197":[],"01427149":[],"01432847":[],"01433809":6,"01436601":[],"014436800088896381":[7,36],"01448147":[],"01449782":7,"01455922":[],"01456159":[],"01458337":7,"014586":34,"01458611":34,"0146081":7,"01463049":7,"01463052":[],"01476097":[],"01477821":[],"01478446":[],"01492":[],"0149713":[],"0149947":[],"01502518":[],"0150723888951771":7,"01507238889517717":7,"01508632":[],"01508966":[],"01512934":[],"01514564":[],"01518949":[],"01521658e":[],"01524072":[],"015244":[],"01526688":[],"01529503":[],"01529708":[],"01531845":7,"01533437":[],"01537557":[],"0154222":[],"01542292":36,"01544605":[],"01549377":7,"01549939":36,"01550546":36,"01552289":[],"01555268":[],"01558197":6,"01562311":[],"01566461":[],"01571866":[],"01580414":[],"01581562":[],"01591021":[],"01594452":36,"01596986":[],"01597952":[],"01600491":[],"01603602":[],"01607534":[],"01612033e":34,"01616709":[],"01617722":[],"01619456":[],"01619664":[],"01621244":[],"016285782696017142":[7,36],"01633169":[],"01633913":7,"01640891":7,"01642305":[],"01655318":7,"016587414993045335":[7,36],"01663866":[],"01667827":[],"01671556":[],"01678384":[],"01678538":[],"01691871":[],"01691985":7,"0169643":6,"016972818397989375":[],"01704432":[],"01708691":[],"01708781":7,"01708852":7,"01713366":7,"01722502":[],"01724499":6,"01731293":[],"01735584819559331":[7,36],"017355848195593312":[7,36],"01736502":[],"01747077":[],"01752908":[],"0176":43,"01762067":[],"01765474":[],"017665":6,"01775594":[],"0177568":[],"01782721":[],"01783414e":34,"01784714":[],"0180":43,"01809873":[],"018232":[33,34],"01828593":[],"01831050e":7,"01831207e":7,"01835274":[],"01859922":[],"01865187e":[],"01866537":7,"0186893":[],"01873344":12,"01873869":6,"01881546":[],"01882522":[],"01895265":[],"01896127":[],"01897575":[],"01898855":7,"01899119":[],"01905883":7,"01908936":7,"019140656913589":[],"01914066":[],"01915888":[],"01916913":[],"0191717":[],"01918548":[],"01919702":[],"01919885":[],"01931743":[],"01936105":[],"01963203":[],"01963611":7,"01969145":7,"01975416527168255":[7,36],"01975848":7,"01989299":[],"01989549":[],"01999282":[],"02":[1,5,7,8,13,24,33,34,37,39,40,42,43,44],"0200568":[],"02017377":[],"02024701e":[],"02024962":7,"020271":[],"02030107":[],"02036545":[],"020404272938413143":[],"02042476":[],"02044454":[],"02049182":[],"02054837e":7,"02058094":[],"02061026":[],"02061094":[],"02066371":[],"02068067":7,"02071142":[],"0207306":[],"02073509":6,"02075115":[],"02075802":[],"02079171":[],"02081274":[],"02083512":[],"02089297":[],"02095266":[],"02098261":7,"02100763":[],"02103178":[],"02109939":[],"02123176":7,"0212604":[],"02126208":[],"02131025":30,"02138725":[],"021592704588021174":[7,36],"021592704588021178":[7,36],"02178583":[],"02183021":[],"02186131":[],"02198702e":7,"02198703e":7,"02200532":[],"02206965e":34,"02208512":7,"02210753":[],"02215597":[],"022156":[],"022210866177877393":[],"02227466":[],"02228115":7,"02229529":7,"02231445":[],"02244382":[],"02244755":[],"02250553":[],"02252765":6,"02276062":[],"02279888":[],"02284019":[],"02287894":[],"02288816":[],"022934":6,"02293408":6,"022999498260366198":[7,36],"02308518":[],"02314144":[],"0231703":[],"02329285":[],"02348765":7,"02355925":[],"02365049":7,"023810076900619058":30,"02385515":[],"02387339":[],"023888460698069384":[],"02392053":[],"02395532":[],"02400359":[],"02416381":[],"02424794":36,"02426651":[],"024318244280276506":[],"02447466":[],"0245528":7,"024632":[],"02468681":[],"02485679":[],"02492265":6,"02498832":7,"025027":[],"02503753":7,"02507163":[],"02509184":[],"025092":[],"02511518":7,"02522069":7,"02531037":[],"02536494":[],"02542246":[],"02546675":36,"025709":[12,34],"02574735e":[],"02582613386840159":[],"02586427":7,"02588522":[],"02590077":[],"02593026":[],"0260906":7,"02610528":[],"02618169":[],"02622906":[],"02623724":[],"026250840755899812":[],"02625193":9,"02635835":[],"02641575":[],"026605727637184554":[7,36],"026605727637184558":[7,36],"0269":43,"02699539":[],"02702328":[],"02702978":[],"02706508":[],"02707227":6,"0271761":[],"02723445":7,"02730775":[],"02745507":[],"02757522":[],"02760079":[],"02760977349102238":[7,36],"027609773491022394":[7,36],"02761736":[],"02763182":[],"02764023":[],"02790465":[],"02791218":[],"0280":43,"02800421":[],"02804715":[],"02809859":[],"02816083":[],"02836801":[],"028389":[],"02838933":[],"02845284":[],"02857":[5,44],"0286851":[],"02876697":[],"02881357":[],"02892224":[],"029":[],"02911162":[],"02912421":[],"02942218":[],"02944425":[],"029483":6,"02950229":[],"0296969":[],"0297291":[],"029733":[33,34],"02976145":7,"02987833":[],"02992852":[],"02994311":6,"02997344":[],"02f":[7,27],"03":[2,7,24,34,37,40,41,42,44],"0301458":[],"03019138":33,"03025391":[],"03027848":[],"03032441e":7,"03037095":12,"030371":12,"03049638":[],"03056169":26,"03060273":[],"03061555":[],"03063575":[],"03065428":[],"03067182":[],"03074083":[],"03077640549":[5,44],"03099776":6,"031":[6,35,36],"03102525":[],"03106988":33,"03107818":[],"03113051":[],"03117156":[],"03119091":[],"03141454":[],"03145163":[],"03172365":[],"03195835":[],"03196357":7,"03203047":[],"03219974":[],"03251863":6,"03256632e":[2,40,41,42],"03267527":7,"03273744":[],"03279636":7,"03285652":[],"0330308045183219":7,"0330308045187757":7,"03308408":6,"0331134070762626":30,"03311341":30,"03316272":[],"03321947":[],"03331552e":[],"03338173":[],"03365768507152769":[7,36],"03370315":[],"03375068":[],"03376827":[],"033790755027115954":[],"03389964":[],"03394827":[],"0340060287164625":[],"03400603":[],"034047":33,"034169230664804":[],"03438051":[],"03443175":[],"03447512":7,"034557":34,"03472297":[],"034723":[],"034985":[],"0353961":[],"03543039":[],"03543455":[],"03543554":[],"03543958":[],"035513525941656535":[],"03556032":[],"03557316":[],"0356":[24,42],"03562355":7,"03568439":7,"0358":[24,42],"03585592":[],"0359":[24,42],"035909":33,"0359565":6,"0361":[24,42],"03611471":[],"03616508":[],"0362":[24,42],"03630548":7,"03633213":[],"0364":[24,42],"0365":[24,42],"03660869":[],"0366352614656884":[],"0367":[24,42],"0368":43,"0369":[24,42],"0370":[24,42],"03707133":12,"03717939":[],"0372":[24,42],"03727597":[],"03728183e":[],"0373":[24,42],"03735403":[],"0374748":[],"0375":[24,42],"0375827":22,"0376":[24,42],"03774822e":[],"0377961":[],"0378":[24,42],"03781367141738902":[7,36],"038":36,"0380":[24,42],"0381":[24,42],"03813208":[],"03814292":7,"03815288":7,"038211969489939":[],"03821197":[],"03827068":[],"0383":[24,42],"038300":[12,34],"0385":[24,42],"03856554":[],"0386":[24,42],"03868779":[],"03872663":[],"038727":[],"03876784":[],"0388":[24,42],"038844":[],"0389":[24,42],"03894328":[],"03894873":[],"039":36,"039039":6,"03903968":[],"03908546":[],"0391":[24,42],"03914571":[],"0393":[24,42],"03935519":[],"03940381":[],"03946221":[],"0395":[24,42],"03955811":33,"0396":[24,42],"03967758":[],"0398":[24,42],"03982972":[],"0399587275832265":[],"039967668952797":7,"0399676689527975":7,"04":[2,7,12,24,37,40,41,42,44],"0400":[24,42],"0401":[24,42],"040102":6,"04010697":7,"04014929":[],"0401585":[],"04028659":[],"0403":[24,42],"0405":[24,42],"04057027":[],"04058784":[],"04063602":7,"0407":[24,42],"0408":[24,42],"04083439":[],"04084872":[],"041":[10,45],"0410":[24,42],"04103307":[],"041050166905828786":[],"04107874":[],"041079":[],"04111096":[],"0411487294305088":7,"041148729430523":7,"0412":[24,42],"0413787":[],"0414":[24,42],"0415":[24,42],"04166112":[],"0417":[24,42],"0419":[24,42],"04191624":[],"04191629":[],"04193203":34,"04198166":[],"042044382097756156":[],"0421":[24,42],"04214702":[],"04218461":[],"04220758":7,"04223754":[],"04225015":[],"0423":[24,42],"0424":[24,42],"04246989":[],"04259402":[],"0426":[24,42],"04276619":[],"0428":[24,42],"04292593":[],"04295757":36,"04299253":30,"043":[10,45],"0430":[24,42],"04310095":[],"04314342":[],"04315108":6,"0431531":[],"0432":[24,42],"0434":[24,42],"04346721":6,"0435":[24,42],"04355837":7,"04362":[10,45],"04362755":[],"0437":[24,42],"04372783":[],"0437499":3,"04389027":7,"0439":[24,42],"04391163":[],"043912":[],"0441":[24,42],"04416475":30,"04423486":7,"04426647":[],"04426744e":34,"0443":[24,42],"044334":[33,34],"04438319":[],"04448923":[],"0445":[24,42],"04450975e":34,"044613":7,"0447":[24,42],"0447389":[],"04473913":[],"04478101":[],"04482932":[],"0449":[24,42],"0451":[24,42],"0453":[24,42],"04532032":[],"04537385":7,"04543942":7,"04547353":[],"0455":[24,42],"04555073":[],"04566964":7,"0457":[24,42],"04570437990371566":[],"04574692":[],"0458":[10,45],"04581197":[],"04584982e":[],"0459":[24,42],"04597076":[],"0461":[24,42],"04619338":[],"0463":[24,42],"04648335":6,"0465":[24,42],"046531":[],"04662395":[],"04669463":[],"0467":[24,42],"04683565":6,"0469":[24,42],"04690007":[],"04699527":[],"0470705":26,"0471":[24,42],"04720848":[],"0473":[24,42],"04746791":[],"0475":[24,42],"0477":[24,42],"04778116":[],"04784395":7,"0479":[24,42],"0481":[24,42],"04816611e":[],"04818727730430286":[7,36],"04822955":[],"04828291":[],"0483":[24,42],"0485":[24,42],"0486":[24,42],"04869126e":[],"0487":[24,42],"048920":33,"04892055":7,"0489354":[],"04899609":[],"0490":[24,42],"04900086":[],"04909093":7,"04912436":7,"0492":[24,42],"04926746":36,"04931542":[],"0494":[24,42],"049462":33,"049556996627824":7,"0495569966278269":7,"04956816":[],"0496":[24,42],"0496375":[],"04965227":[],"04977051":[],"04977093":[],"0498":[24,42],"04it":[],"05":[2,5,7,14,24,27,34,39,40,41,42,44],"0500":[24,42],"05009826":7,"05024857":[],"0503":[24,42],"0505":[24,42],"05056463":[],"05062537":26,"050663":[],"05066303":[],"05066388e":34,"0507":[24,42],"0509":[24,42],"05091289":[],"05100875":7,"0510594":[],"0511":[24,42],"05126901":[],"0514":[24,42],"051418":6,"0516":[24,42],"051649":[12,34],"0516821246279795":[],"0517473":6,"0518":[24,42],"05183886":[],"0520":[24,42],"05206787e":[],"05227921801205679":[7,36],"0523":[24,42],"052305":34,"05234611":[],"0523738":[],"05238712":[],"0525":[24,42],"05263":[10,45],"0526992":[],"0527":[24,42],"052992":[],"0530":[24,42],"05302":[10,45],"0532":[24,42],"0534":[24,42],"053417":34,"05357244":[],"05364854":9,"0537":[24,42],"05383795":7,"053849":6,"05388549e":34,"0539":[24,42],"053944":[],"0541":[24,42],"05412502":[],"05419212":[],"0542566":6,"05432856":[],"054375":[],"0544":[24,42],"05446143":[],"05447415":7,"05459089":[],"0546":[24,42],"054617":34,"054655":34,"0549":[24,42],"054954":[],"05505310046363":3,"0551":[24,42],"05515143e":[],"05526765":[],"0553":[24,42],"05533":[10,45],"05544019":[],"0556":[24,42],"055676":[33,34],"055697":[],"05570692":30,"055706923889776":30,"055734":34,"0558":[24,42],"05589275":12,"055893":12,"055910":34,"055987":34,"05599455":[],"056019":[],"056030":[],"0561":[24,42],"05614483":6,"05623":[10,45],"05629549":33,"0563":[24,42],"056418":[],"05648":[10,45],"05651951":7,"0565419":[],"0566":[24,42],"05667":[10,45],"056683":34,"0568":[24,42],"056870":[],"05687021620384533":[],"056898":[],"056996":[],"0571":[24,42],"057124":[],"05715377":[],"057154":[],"05716368155342902":[7,36],"057179":[],"057219":[],"057231":[],"0573":[24,42],"057300":34,"057361":[],"057393":34,"057406":[],"057418":34,"057446":[],"057457":34,"057462":[],"057502":[],"05750876":[],"0576":[24,42],"057613":[],"057657":[],"057722":34,"0578":[24,42],"05781491e":[],"057831":[],"057835":34,"05785343":7,"057864":[],"05789007":7,"05792524":[],"05796251":7,"05807125":7,"0581":[24,42],"058121":[],"058216":[],"0582573":[],"05825965":[],"05834444":[],"058388":[],"0584":[24,42],"058435":[],"05852973":[],"058550":[],"058552":34,"058556":[],"058567":[],"0586":[24,42],"058645":34,"05873105":[],"058738":[],"058793":[],"05880359":[],"05883":[10,45],"05884":[10,45],"058854":34,"058856":[],"0589":[24,42],"058921":[],"0589434":[],"058952":34,"058996":34,"059004":[],"05900655":[],"059031":34,"0591":[24,42],"05916189":[],"059182":[],"05924492":33,"0594":[24,42],"059427":[],"059439":[],"05966593":[],"059685":[],"0597":[24,42],"059736":[],"059749":[],"05977068":[],"059807":34,"05982961":[],"059830":[],"05989727":[],"0599":[24,42],"059949":[],"059951":34,"05999":[10,45],"059993":34,"06":[7,24,34,38,39,42],"060001":[],"060037":[],"060083":34,"0602":[24,42],"06020587":7,"06020683e":34,"060254":34,"06026294":[],"060278":[],"060300":[],"060334":[],"060349":33,"060387":[],"06043581":7,"0605":[24,42],"060567":[],"06059304":[],"060691":[],"0607":[24,42],"0607062":[],"060716":34,"06072551":[],"06075426":[],"060756":34,"060845":[],"060872":34,"060971":[],"060983":[],"0610":[24,42],"061013":[],"061034":[],"061084":[],"061092":[],"061138":[],"061163":34,"061239":[],"06125720e":[],"061264":[],"061281":[],"0613":[24,42],"061359":34,"061443":34,"061452":34,"061484":[],"0615":[24,42],"061614":34,"061642":[],"061679":33,"061747":[],"061775":[],"0618":[24,42],"061813":[],"061826":[],"061833":[],"061836":[],"061869":[],"061888":[],"061915":[],"061977":[],"06200174":6,"062016":34,"062023":[],"062071":[],"062082":[],"062082386342319454":[7,36],"0621":[24,42],"062100":[],"062221":[],"062250":[],"062273":[],"062292565":[5,44],"06231773":[],"062325":[],"062337":34,"062351":[],"062390":[],"0624":[24,42],"062470":[],"062523":[],"062599":34,"0626":[24,42],"062624":34,"062631":[],"062675":[],"062696":[],"062749":[],"062797":[],"062852":[],"062874":34,"062894":[],"0629":[24,42],"062963":[],"062967":[],"06299237e":[],"063000":[],"06301519":[],"063019":34,"063051":[],"063055":[],"063061":34,"06307625":[],"063080":34,"063081":[],"063159":[],"0632":[24,42],"063225":[],"063260":34,"06331463":[],"063325":[],"063359":[],"063378":[],"063407":[],"063434":[],"06343533":33,"063436":[],"063443":33,"0635":[24,42],"063500":6,"063542":[],"063597":[],"06362348":[],"063653":34,"063705":[],"063716":[],"063722":[],"063723":[],"063724":33,"063747":[],"063760":[],"0638":[24,42],"063822":[],"063832":[],"063864":6,"063894":34,"063905":[],"063912":[],"063927":[],"06394871":[],"063953":[],"06397412":[],"063980":[],"063982":[],"06406913":[],"06407201":[],"064074":34,"0641":[24,42],"064101":[],"064113":[],"06413187":[],"064134":[],"064145":[],"064245":6,"06424868":[],"064275":[],"064294":[],"0643":[24,42],"064320":[],"064412":[],"064420":[],"06444":[10,45],"064444":[],"064501":34,"064527":[],"064532":[],"06453579006728322":[7,36],"064568":[],"0646":[24,42],"064602":[],"064606":34,"064609":34,"064627":6,"064634":[],"064640":[],"064696":[],"064699":34,"064793":34,"06481015":[],"064814":[],"064827":[],"06484621":[],"064856":[],"064874":[],"06488406":[],"064896":[],"0649":[24,42],"06491736":7,"064938":[],"064948":[],"064985":6,"064987":[],"065006":[],"065012":[],"065026":33,"065069":[],"065077":34,"065089":[],"065119":[],"06511966":[],"065147":[],"065158":[],"0652":[24,42],"065207":[],"065214":[],"065215":[],"065249":[],"065289":[],"065378":34,"065390":34,"065410":34,"06547790180152352":[7,36],"06547790180152355":[7,36],"0655":[24,42],"065517":[],"065559":[],"065582":[],"065588":[],"065593":[],"065613":[],"065614":[],"065631":[],"065645":[],"065735":[],"065753":[],"06578047":[],"0658":[24,42],"065801":[],"065808":[],"065815":[],"065872":[],"065910":[],"065982":[],"065984":[],"066042":[],"066066":34,"066077":[],"0661":[24,42],"066143":[],"066200":[],"066323":[],"066344":[],"06637":[10,45],"06638817":[],"0664":[24,42],"06642248":[],"066438":[],"066453":[],"066467":[],"066474":34,"066500":34,"06656566":6,"066566":6,"066612":34,"066647":34,"06664867":[],"06666117":[],"0666807":3,"06668613e":[],"0667":[24,42],"066752":[],"066762":[],"066768":[],"066787":34,"066804":[],"06682268":[],"0668226833598415":[],"066837":[12,34],"066854":34,"066865":[],"066870":[],"066919":[],"066992":[],"066999":34,"0670":[24,42],"067009":[],"067139":[],"06724062":6,"067272":[],"0673":[24,42],"067315":[],"067328":[],"067409":[],"067419":[],"067420":[],"067437":[],"067440":[],"067457":[],"067462":[],"067591":[],"0676":[24,42],"067611":[],"067619":[],"067630":[],"067637":34,"067660":[],"067707":34,"067745":[],"067748":[],"067765":[],"067769":[],"067774":[],"067820":[],"067826":[],"067832":[],"067859":[],"0679":[24,42],"067915":[],"067929":[],"067955":[],"067979":[],"068":[],"068082":[],"068083":[],"068141":[],"0682":[24,42],"068241":[],"068257":[],"068264":34,"068307":34,"068340":[],"068403":[],"068406":[],"068407":[],"06842111e":[],"068437":[],"068439":12,"06843936":12,"068441":34,"06844519414009444":[7,36],"06844519414009445":[7,36],"0685":[24,42],"06853772":[],"068551":[],"06855126e":[],"068606":[],"068609":[],"068612":6,"068624":[],"068629":34,"068650":[],"068671":6,"068727":34,"068731":6,"068734":[],"068743":[],"0687531":[],"068757":[],"068771":6,"068774":6,"0688":[24,42],"068800":6,"068809":[],"068815":[],"068816":[],"06886644":33,"068906":34,"068931":6,"068945":[],"068974":[],"068987":[],"068997":[],"069028":34,"069033":[],"069048":6,"069055":[],"0691":[24,42],"069119":6,"069136":6,"06915522":[],"069213":[],"069239":[],"069257":[],"069296":[],"06931309":[],"069320":[],"069327":6,"069365":[],"069384":[],"069388":[],"069391":[],"0694":[24,42],"069452":34,"069456":[],"069475":6,"069522":[],"069570":[],"069584":[33,34],"069594":[],"069595":6,"069629":[],"06962991":[],"069630":[],"069634":[],"069672":6,"0697":[24,42],"069733":[],"069739":[],"069746":[],"069766":[],"069803":[],"069821":6,"069822":[],"069919":6,"069939":[],"06995653":[],"06it":[],"07":[7,24,34,42],"0700":[24,42],"070009":[],"070042":[],"07004211":[],"070043":[33,34],"070067":[],"070086":[],"070107":[],"070129":6,"070146":34,"070157":[],"07016":[10,45],"07017":[10,45],"070170":6,"07020234":[],"070213":34,"070220":[],"070228":[],"07023654656164897":30,"070275":[],"0703":[24,42],"070338":[],"07039":[10,45],"070400":6,"070406":[],"0704374681593734":[],"070441":[],"070457":34,"070461":[],"070569":[],"070571":6,"070582":34,"070597":[],"07062318":7,"070645":[],"070694":[],"0707":[24,42],"070705":[],"070737":34,"070769":[],"070795":[],"07080407e":34,"070811":[],"070845":[],"070865":[],"070889":[12,34],"070964":[],"070986":34,"0710":[24,42],"071008":[],"071062":[],"071080":[],"071138":[],"07115":[10,45],"071191":[],"0712":43,"071252":[],"071258":[],"0713":[1,24,33,42],"07130734":[],"071323":[],"07136324":[],"07139233":[],"071423":[],"07145103":12,"071452":[],"071456":[],"071498":[],"071554":[],"071564":[],"071579":[],"071587":[],"0716":[24,42],"07160048164232538":[7,36],"0716004816423254":[7,36],"071601":[],"071611":[],"071662":[],"071685":[],"071726":[],"071773":[],"07178264457746288":12,"071788":[],"071792":[],"071801":[],"071805":[],"071872":[],"071879":[],"07188255":[],"0719":[24,42],"071901":[],"071942":[],"071951":[],"071960":[],"072000":34,"072009":[],"072022":[],"07208896238192342":[],"072098":[],"072111":34,"072128":[],"072132":34,"072168":[],"072194":[],"07226292":[],"072285":[],"0723":[24,42],"072305":[],"072310":[],"072338":[],"072369":[],"072404":[],"072410":[],"072476":34,"072483":[],"072486":[],"072495":[],"07250301":[],"072527":6,"0726":[24,42],"072621":34,"072624":[],"072637":[],"072650":[],"072676":6,"072707":[],"072718":[],"072790":[],"072802":6,"072805":[],"072830":[],"07285":4,"07286416":[],"0729":[24,42],"072914":[],"07291818479810824":[],"072931":[],"072953":[],"072967":[],"072973":[],"072976":[],"072990":6,"073008":[],"073011":6,"073059":[],"073063":6,"073079":[],"073080":[],"073088":[],"073131":6,"073152":[],"073154":[],"073184":[],"073187":[],"0732":[24,42],"07321674":[],"073256":[],"07331468":[],"073354":[],"073362":[],"073376":[],"073378":6,"073387":[],"073406":[],"073421":[],"073422":[],"073431":6,"073444":[],"073445":[],"073458":6,"073465":[],"073471":[],"073476":[],"073494":[],"073498":[],"073504":6,"073541":[],"073582":6,"07358383":[],"073586":[],"073592":6,"073598":[12,34],"0736":[24,42],"073618":[],"073630":[],"073634":[],"073635":6,"073640":[],"073644":34,"073708":[],"073712":[],"073716":[],"073720":[],"073728":[],"073734":12,"073736":6,"073766":6,"073797":[],"073802":[],"073810":6,"073824":[],"073840":[],"073842":6,"073853":[],"073858":[],"073876":6,"0739":[24,42],"073929":6,"07393685":[],"073972":[],"073980":[],"073984":[],"073987":6,"074008":6,"074010":[],"074026":6,"07404236":[],"074067":[12,34],"074084":34,"074096":12,"07410236e":[],"074108":[],"074152":6,"074161":[],"07417526":[],"074181":6,"0742":[24,42],"07420079":[],"074201":[],"074210":34,"07421084":6,"074211":[],"074265":6,"074301":[],"074306":[],"074307":[],"074323":34,"074327":[],"074328":[],"074330":[],"074340":[],"074355":[],"07438088":[],"074403":6,"074419":[],"074439":[],"074455":[],"074457":[],"074477":[],"074509":[],"0745177":[],"074545":[],"074560":[],"07456491":6,"074577":[],"0746":[24,42],"074686":[],"074708":[],"07472152457534222":6,"074772":[],"074780":[],"074809":6,"074879":[],"0749":[24,42],"07490892":7,"074969":[],"074970":[],"075017":12,"075030":[],"075058":[],"075089":[],"075171":6,"0752":[24,42],"075249":[],"075294":[],"075331":[],"075342":[],"075352":[],"075421":[],"075454":6,"075471":12,"075513":[],"075521":[],"075523":[],"075582":[],"075587":[],"0756":[24,42],"075684":[],"075758":6,"075779":[],"075804":[],"07581582":[],"075816":34,"075867":[],"075889":34,"0759":[24,42],"075980":[],"075984":[],"075990":[],"076012":[],"076066":6,"076105":[],"076125":[],"076127":[],"076136":[],"076150":34,"07617146":[],"076249":[],"076266":[],"07627734":[],"0763":[24,42],"076331":[],"076337":[],"076349":12,"076354":[],"076355":6,"076413":[],"07641937":36,"0764924":7,"076504":[],"076527":[],"076560707521647":30,"07656071":30,"076586":6,"076587":[],"076592":[],"0766":[24,42],"076612":6,"07663067400487368":[],"076658":[],"076662":[],"076678":[],"076721":[],"07678":[10,45],"076814":6,"076820":[],"0768224464930487":30,"07682245":30,"076825":[],"076833":[],"076857":[],"076897":12,"07692307692307693":[10,45],"076938":[12,34],"076950":[],"076996":[],"0770":[24,42],"077017":6,"077042":[],"077068":[],"07706814":[],"077168":34,"077171":[],"077194":6,"077219":[],"077226":[],"0773":[24,42],"077304":6,"077313":[],"077330":[],"077403":[],"077429":[],"077455":[],"077460":34,"077517":[],"07752620206774397":6,"077542":[],"077549":[],"077571":[],"0776":[24,42],"077613":[],"077630":[],"077650":[],"077705":[],"077710":[],"077731":12,"077734":[],"077756":[],"07777777777777778":[2,40,41],"0778":43,"077833":[],"077847":[],"077931":[],"078":[],"0780":[24,42],"078029":[],"078041":[],"07804489":[],"078106":[],"078110":34,"078187":[],"07820":[10,45],"07824586e":[],"078258":[],"07828283":12,"078283":12,"078329":[],"078336":34,"078377":12,"0784":[24,42],"078412":[],"078423":[],"07842458":[],"078467":[],"078540":34,"078545":[],"078548":[],"078593":[],"078624":[],"07864":[10,45],"078656":[],"0787":[24,42],"078707":[],"07871":[10,45],"078732":[],"078845":[],"078868":[],"078974":34,"078986":34,"0791":[24,42],"079121":[],"079124":[],"079125":[],"079150":[],"079165":12,"079170":[],"079202":[],"079226":[],"079243":[],"079255":[],"07929472":[],"079330":6,"079353":6,"079381":[],"079391":6,"0794":[24,42],"07942491":[],"079432":[],"079434":[],"079437":[],"07944154":[26,33],"079455":[],"079581":[],"079597":6,"079606":[],"079611":6,"0796891867672603":[7,36],"079700":[],"079715":6,"079731":[],"079777":6,"0798":[24,42],"079820":[],"079836":6,"079849":[],"079854":6,"079878":[],"07988085572440823":[],"079882":[],"079892":6,"079914":12,"079946":34,"079948":[],"079958":6,"079964":6,"079969":[],"079971":[],"079975":[],"07it":[],"08":[4,5,7,10,24,30,34,38,39,42,43,45],"080045":12,"080069":6,"080086":6,"080089":[],"0801":[24,42],"080105":[],"08015655":30,"080157":6,"080163":[],"080181":[],"080193":[],"080233":[],"080248":[],"080256":[],"080284":[],"08030109":[],"080322":[],"080406":[],"080411":[],"08043851":6,"080473":[],"0805":[24,42],"080502":[],"080505":[],"080541":6,"080571":[],"080572":[],"080577":[],"080607":[],"080616":34,"08066381":[],"080690":[],"080702":[],"080750":[],"080755":[],"080764":34,"08076969085177746":[],"080773":[],"080832":[],"0809":[24,42],"080903":[],"080906":[],"080933":[],"080935":[],"080953":[],"080980":[],"081000":[],"081057":[],"081120":[],"081126":12,"081136":[],"081150":[],"081164":[],"0812":[24,42],"081246":[],"081276":34,"08131003":7,"081322":[],"081466":[],"0814985":[],"081538":[],"08156108":7,"081570":[],"081584":[],"08159374":[],"0816":[24,42],"081617":[],"081621":[],"081647":[],"08165104":34,"081655":34,"081677":[],"081679":[],"081680":[],"081718":[],"08174081":[],"081742":[],"081753":6,"081762":[],"081772":[],"081779":[],"081804":[],"081821":[],"081832":[],"08185019":[],"08185315":[],"081896":[],"081908":[],"08191117":33,"081916726599974":[],"081937":6,"081955":[],"081960":[],"081976":[],"0819836":[],"0820":[24,42],"082168":12,"082189":[],"082196":6,"082203":[],"082205":[],"08221578":[],"082225":[],"082231":6,"082234":12,"082246":[],"082248":[],"082255":[],"082260":12,"0823":[24,42],"082306":6,"08231145":[],"082329":6,"082347":[],"08238863600759742":[],"08245909":[],"082506":[],"08251519":7,"082517":[],"08255129":[],"08256285":[],"082577":[],"082590":[],"082621":[],"082632":[],"082653":34,"082657":[],"0827":[24,42],"08271388":[],"08272096":[],"082734":12,"082746":[],"082754":[],"082760":[],"082781":[],"082805":[],"08282867":[],"082829":[],"082875":33,"08293853":[],"08299273e":7,"083000":[],"083015":[],"083066":[],"083096":[],"0831":[24,42],"08318298e":[2,40,41,42],"083269":[],"083317":[],"08333333":[24,42],"08333333333333333":[2,10,40,41,45],"08336233266":[5,44],"083371":12,"083393":[],"08339896":[],"083414":12,"083416":[],"083423":12,"08346766":30,"0835":[24,42],"083511":[],"083527":[33,34],"08352721390288316":33,"083604":[],"083630":[],"083669":12,"08368077":33,"083726":[],"08376632":[7,34],"083766322923899":[7,34],"0837663229239043":[7,34],"0838":[24,42],"083848":6,"083853":[],"08389064":[],"08394792":[],"083988":[],"084042":[],"084051":12,"084075":[],"084076":34,"084110":6,"084141":[],"084164":6,"08417181":[],"084172":[],"0842":[24,42],"084207":[],"084212":6,"084247":[],"08426840630693412":[7,36],"08426840630693413":[7,36],"084278":[],"084340":[],"084365":12,"084471":6,"084489":[],"08449894":[],"084536":12,"08455":[10,45],"084550":12,"084594":[],"0846":[24,42],"084617":12,"084633":12,"084644":12,"0846527":26,"084672":6,"084678":[],"08474":[10,45],"084740":[],"084764":[],"084809":34,"08481871":[],"084843":[],"08484802e":34,"084878":[],"084946":[],"084968":[],"084995":[],"0850":[24,42],"085023":[],"08505008":[],"085121":12,"085172":6,"085223":12,"085235":[],"085251":[],"0853136633465326":[37,44],"085382":6,"085390":12,"085391":[],"0854":[24,42],"085425":6,"085427":[],"085454":[],"08551306":7,"08551338":[],"08551625":[],"085557":[],"085709":12,"08576932":7,"0858":[24,42],"085835":12,"085842":12,"085858":[],"085877":[],"085888":12,"085898":12,"085908":[],"08593216":7,"086054":12,"086090":[],"0861":[24,42],"086108":[],"08611111111111111":[2,40,41],"086172":12,"086337":[],"086394":[],"08641073":6,"086411":6,"086441":[],"0865":[24,42],"086518":[],"08652153831327969":[],"086540":12,"086636":[],"086773":12,"086774":[],"086830":12,"086843":[],"086864":[],"086868":[],"086891":12,"0869":[24,42],"08690":[10,45],"086900":[],"08692465":[],"086932":[],"08703034":[],"087062":12,"087063":[],"087159":12,"087175":[],"087180":12,"087184":12,"087211":6,"087212":12,"087247":[],"087250":[],"087254":[],"087271":[],"087280":6,"08728068":[],"0873":[24,42],"087311":[],"08737007811453563":[],"087393":[],"08758":[10,45],"087603":[],"087642":[],"087674":12,"0877":[24,42],"08770809":[],"087761":[],"08776426":33,"087802":12,"087845":[],"087887":33,"087899":[],"088007":12,"0881":[24,42],"088155":[],"08815506":[],"08817972":33,"0881981":6,"088202":12,"08823":28,"088240":[],"088314":12,"088339":12,"088416":[],"08844723450419088":[],"088456":12,"0885":[24,42],"088510":12,"088521":12,"088563":12,"088665":[],"088697":[],"08871404":6,"08874631":[],"08876865":14,"08881497884574564":34,"08888888888888889":[2,40,41],"0889":[24,42,43],"088900":6,"089008":[],"08902":[10,45],"0892144853354966":[37,44],"089227":12,"08928088":[],"0893":[24,42],"089365":[],"089414":[],"089513":6,"089523":12,"0895387":34,"089539":34,"089664":12,"089678":12,"0897":[24,42],"089710":[],"08973767":[],"089752":6,"089781":12,"089793":[],"08988514":[],"089893":12,"08990571":[],"08992459":33,"089925":12,"08996":[10,45],"089979":12,"09":[2,7,24,34,40,41,42,44],"0901":[24,42],"090123":[],"09030678":[],"090361":[],"090365":[],"0905":[24,42],"09076319":[],"090777":6,"090832":12,"090919":12,"090945":12,"0910":[24,42],"091021":12,"091023":6,"091072":12,"091090":12,"091293":12,"091372":12,"0914":[24,42],"09149148":[],"091571":12,"09166666666666666":[2,40,41],"091685":[],"0917":[10,43,45],"091714":12,"09172409":7,"09173024":[],"091796":[],"09179697e":[],"0918":[24,42],"091913":[],"092":[],"09215672":26,"0922":[24,42],"092206":6,"092254":12,"092412":12,"092450":12,"092452":[],"092487":6,"092493":12,"09251":[10,45],"092516":12,"092560":12,"092566":12,"0926":[24,42],"092852":12,"093":[],"0930":[24,42],"093080":[],"09308274":[],"09312344":26,"093218":[],"09327269724691106":[],"09336399":[],"093408":[],"0934955":33,"0935":[24,42],"093551":12,"093559":12,"093570":[],"093657":6,"093866":12,"0939":[24,42],"09391542":[],"093993":12,"093996":12,"094001":12,"094050":12,"09408163":[],"094082198961999e":7,"0940821989652176e":7,"094163":[],"094206":12,"0943":[24,42],"0944":43,"09444444444444444":[2,40,41],"0944958":33,"09455047":[],"0948":[24,42],"0952":[24,42],"09524714":[],"09527217":[],"095273":12,"0954":[],"095420":12,"095528":12,"095596":12,"0956":[24,42],"095624":12,"0958":43,"095821":[],"09599224":[],"09607524":26,"09609807":6,"0961":[24,42],"096434":12,"0965":[24,42],"09676156e":34,"0969":[24,42],"097049":12,"09712586e":[],"0972":43,"097238":12,"09726322":[],"097294":12,"0973":[24,42],"0974":[24,42],"09744":[10,45],"09760094":[],"0978":[24,42],"09780":[10,45],"09787053":[],"09791":[10,45],"09797549e":34,"097995":12,"0983":[24,42],"09832963":[],"09851217":[],"09858511":[],"09861229":[26,33],"0987":[24,42],"098879":12,"09903804":9,"09917246":[],"09919198949274803":[7,36],"0992":[24,42],"099209":[],"09920915":[],"099275":[],"0994119523801045":[],"09951287404314545":[2,40,41],"099552":12,"0996":[24,42],"099701":12,"09978307":30,"0998713":[],"0n":[1,33],"0s":[5,24,42,43,44],"0x1022cc0d0":[],"0x1045a7eb0":[],"0x105b84cd0":[],"0x107a08b50":[],"0x10febc640":[],"0x10febcf10":[],"0x1162c32b0":[],"0x1183f2640":[],"0x118c9b1c0":[],"0x118f6d610":[],"0x1194ee790":38,"0x11ada9670":[],"0x11cb23a60":22,"0x11cb23fd0":22,"0x11de12520":[],"0x11df37280":[],"0x11f5f6520":[],"0x11fdbfd60":[],"0x122d2e790":[],"0x12334c310":[],"0x1262b9a90":[],"0x126323b50":[],"0x1268ba940":[],"0x127a38670":[],"0x127e425e0":[],"0x128f6eee0":38,"0x12b1c2700":14,"0x12e9e6280":14,"0x13002a640":[],"0x1305bb1c0":[],"0x136af27c0":[],"0x13792dfa0":[],"0x13d4a1640":[],"0x13eaa7490":[],"0x13ef4e1c0":[],"0x156346610":[],"0x1635f5340":[],"0x168435640":44,"0x168f3fca0":[],"0x16c9a8880":[],"0x2800bca90":[],"0x280a35220":37,"1":[0,2,3,4,5,6,7,8,9,10,11,12,13,14,15,20,21,22,23,24,26,28,29,30,31,32,35,36,37,38,39,40,41,42,43,44,45],"10":[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,18,22,24,26,27,29,30,31,33,34,35,36,37,38,39,40,41,42,43,44,45],"100":[0,1,2,3,4,5,6,7,8,9,10,11,12,14,15,16,17,18,22,24,26,30,31,33,34,35,36,37,38,39,40,41,42,43,44,45],"1000":[1,2,3,5,6,9,12,14,15,22,24,25,30,33,34,37,38,39,40,41,42,44],"10000":[3,6,7,11,12,14,30,35,36,42,43,45],"100000":9,"10001":[11,45],"1001":[10,30,45],"1002":30,"1003":30,"10030":[10,45],"10035098":[],"100351":[],"1005":30,"1007":35,"1007216":22,"10077114273548984":[7,36],"10080981":22,"1009":[30,43],"10095106250934528":26,"101":[24,42,43],"101058":[],"1011":30,"10120164":33,"1013":30,"1013904243":30,"101409":12,"10141413e":7,"1015":30,"10154612":[],"10156593":[],"1016":43,"10160394":[],"10188623":[],"102":[3,4,24,34,42,43],"1020":45,"1023":30,"10230":[10,45],"1024":[4,43],"10247463629935179":[],"10251317e":[],"1026":30,"10268273":[],"1027":30,"103":[2,3,24,40,41,42],"1030":30,"10320791":33,"103273":12,"10340":[10,45],"10354083919795562":[],"1036131":[],"103654":[],"1036544":[],"1037":[30,43],"10378326e":[2,40,41,42],"1038":30,"10391807":7,"10398646080125036":[7,36],"10398646080125037":[7,36],"10399743":26,"10399758":[],"104":[24,42],"1040":30,"10401756":[],"10405456":12,"10430":[10,45],"1044":43,"10440776":[],"104411":[33,34],"10455569":33,"1047":30,"10477501":33,"10479359":[],"10490195":[],"105":[24,42],"10518426027535331":10,"10520":[10,45],"10555555555555556":[2,40,41],"1056":43,"10572":36,"10582403e":34,"10589577":6,"106":[24,42],"1060":43,"106095":[12,34],"10615323e":[],"10638925":[],"1063892533225306":[],"106431":33,"10656534":[],"10683216":[],"107":[24,42],"10706523":[],"10741066e":[],"10776220958055382":[],"1078":36,"10790125813226321":34,"108":[7,10,24,42,45],"10812381":[],"108124":[],"10814421":26,"10815559091341771":45,"10851799e":[],"10888134":33,"1089452":[],"109":[24,42],"10913":7,"10927588":[],"109276":[],"10931453":7,"10954867e":[],"109556":6,"10955639":6,"1095957":[],"10959669":[],"10960":[10,45],"10983954":[],"10e":[24,42,43],"10m":5,"10th":[10,45],"10x":[1,33],"11":[1,3,4,5,6,7,8,9,10,11,12,13,14,16,17,19,22,24,26,27,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45],"110":[24,42],"1100":30,"11007935789924998":[],"1101":30,"11022302e":[6,40],"11022363":[],"11027723":[],"11039573e":[],"11078018494378859":[],"111":[2,8,13,24,37,39,40,41,42],"11100":[10,45],"11110246":26,"11112589053037751":[],"11137061e":[],"11166818":30,"11197884":[],"112":[24,42],"11202337":36,"1123":43,"11232098":26,"112383":[12,34],"1124":[10,45],"113":[24,42],"11339075":[],"1134":43,"11352187":[],"11388888888888889":[2,40,41],"11390":[10,45],"114":[24,42],"11400145":[],"1141":43,"11427818":[],"11450263":[],"114550":36,"11462415":6,"1148":43,"11482289e":7,"1148557":[],"114856":[],"115":[24,42],"11507992e":[2,40,41,42],"11547777218876518":[7,36],"115822":7,"11587186":[],"11590":[10,45],"116":[24,42],"1160326":[],"11628185e":[],"11657689":[],"11660":[10,45],"11666666666666667":[2,40,41],"117":[9,24,42],"11704038":26,"117430":33,"11743722141098414":12,"11744554e":7,"117456":[],"11749517":[],"11780":[10,45],"118":[3,24,42],"11816312":33,"1182":36,"118318":[33,34],"11836068":14,"11837308":[],"11837671":[],"1184":[5,44],"11840":[10,45],"11890":[10,45],"11896755":[],"119":[3,24,42],"11911824":[],"119936":3,"11m":[5,43],"12":[1,2,3,4,5,6,7,9,10,12,13,14,22,24,26,30,32,33,34,36,38,39,41,42,43,44,45],"120":[3,4,24,42,43],"12011393e":[],"12023635e":[],"1203":[10,45],"1203284":9,"12044974":34,"120450":34,"12049203":[],"120508":[],"12050822":[],"1206":9,"121":[9,10,11,24,42,45],"12129289":[],"1213":[],"12155548":[],"1215pm":[31,33],"12182967":7,"122":[3,9,10,11,24,42,43,45],"12222222222222222":[2,40,41],"12224317":[],"122282":33,"123":[3,24,42],"12318726e":7,"12330033":34,"12333649":7,"123711":7,"12380":[10,45],"124":[1,24,33,42],"12400":[10,45],"12417157":[],"12422141":22,"12427537":[],"12428533":[],"124413":[],"12441319":[],"125":[24,42],"12506251":30,"12552073e":7,"12568438":[],"12575322":14,"12591227":34,"12594172":[],"126":[10,24,42,45],"12602928e":34,"1261":[10,45],"12618549":6,"12622478":[],"12625715":[],"12634093":[],"1265":[10,45],"12693357":[],"12695501":[],"127":[5,24,42],"1271":7,"12747234e":34,"12765651865754318":[],"1277":7,"12777777777777777":[2,40,41],"127812":33,"12786653":26,"12790":[10,45],"128":[4,5,14,24,38,39,42,43,44],"12814914":[],"1285896350792584":[],"12858964":[],"128664":7,"12867125":33,"12871842":34,"128x128":43,"129":[3,24,42],"12921833":[],"1297":[10,45],"1298":[10,45],"129963":36,"12998822":[],"12m":43,"12pm":[31,33],"13":[0,1,3,5,6,7,10,12,13,14,22,23,24,26,28,30,33,34,36,37,39,40,42,43,44,45],"130":[10,24,42,45],"13003291":7,"13055555555555556":[2,40,41],"130694":34,"13069442":34,"13076331":[],"131":[10,24,42,45],"13155259":[],"132":[7,10,24,42,45],"13220608e":7,"1326":[10,45],"13261905":[],"1326197715":33,"13280":[10,45],"133":[8,24,37,42],"13310008":[],"13314468":[],"13333333":[24,42],"1336":[],"13371503":26,"134":[24,42],"13404683":[],"13410999":[],"134110":[],"13422946e":[],"1343":43,"13444436":[],"1345":36,"13451895":14,"134565":[],"1346":36,"135":[10,24,42,45],"13535942":7,"13542726":[],"13580759":[],"136":[24,42],"13621148":26,"136236":[],"13646574":6,"13661243e":7,"13679863":7,"137":[24,42],"1371":7,"13740":[10,45],"137400784702911":34,"13749148e":[],"13756504":[],"13759245e":[],"137652":[12,34],"1377":[4,5,43,44],"1378":[4,5,43,44],"1379":[4,5,43,44],"138":[24,42],"1380":[4,5,43,44],"1381":[4,5,43,44],"1382":[4,5,43,44],"13821034":[],"13827006":[],"13829298":[],"1383":[4,5,43,44],"1384":[4,5,43,44],"1385":[4,5,43,44],"1386":[4,5,43,44],"13865173":6,"138775":[12,34],"1387933":[],"13880371":[],"1388888888888889":[2,40,41],"1388976715362099":[],"13890":[10,45],"13894606338836166":[],"139":[24,42],"1392559585048734e":7,"139255958997547e":7,"13925918083728273":[],"139431112903922":36,"1394311129039245":36,"1395084586525954":36,"1395235273363669":36,"13987729":[],"13m":43,"14":[1,3,5,6,7,9,10,11,12,13,14,22,24,26,30,32,33,34,39,40,41,42,44,45],"140":[3,10,24,42,45],"14021063":7,"14023656":[],"14036907":[],"141":[3,24,42],"14100":[10,45],"1412":[22,38,39],"14133772":12,"141338":12,"1416398":7,"14174745":7,"14179769":26,"1418":[10,45],"142":[10,24,42,45],"14250":[10,45],"14277718e":34,"143":[3,8,24,37,42,44],"1437":[2,40,41,42],"1438149":[],"14389839":[],"144":[24,42],"14400":[10,45],"1440501043841336":[2,40,41,42],"14421971":[],"14440":[10,45],"1446729567":[5,44],"14482255345953607":33,"144993":33,"145":[3,24,42],"14526269":[],"14538257":[],"14549142":[],"146":[3,24,42],"14600426":26,"14629156":36,"146591":[],"146704":[],"14670413":[],"14697721":[],"147":[24,42],"14710":[10,45],"14722222222222223":[2,40,41],"147400":[12,34],"147420":[12,34],"147896":7,"1479":[10,45],"148":[4,5,24,42,43,44],"148009":[],"14812206":7,"14839786":26,"14845":[],"14857":[],"14859":7,"14871402":[],"14896753":30,"149":[4,5,24,42,43,44],"149294":[],"149299":[],"14962649":[],"14978631":[],"14g":[7,36],"14m":[],"15":[1,3,4,5,7,8,9,10,13,14,16,17,18,19,22,24,30,33,36,37,38,39,40,42,43,44,45],"150":[4,5,9,10,24,42,43,44,45],"15005476":6,"150218":36,"15024162":[],"15043":7,"15047127":[],"15048894":[],"15055258":[],"150726":[],"150749":[],"15098090e":7,"150989":[],"151":[4,5,24,42,43,44],"15119514":[],"1511986":12,"151199":12,"15130074e":7,"1513237":[],"15148810e":34,"151515":[],"151517":[],"15183857":[],"152":[4,5,10,24,42,43,44,45],"15200":[10,45],"1520039":[],"152701":[],"1527777777777778":[2,40,41],"153":[24,42],"15301931e":[],"153036":[33,34],"15313054":36,"1532465":[],"15352815e":[],"15383855":[],"15384615384615385":[10,45],"154":[24,42],"15443469e":[37,44],"15457792":[],"155":[10,24,42,45],"15553403":[],"155664":7,"15593134e":[],"156":[24,42],"1560":43,"15628391e":34,"1563":43,"15649598":[],"15673992":[],"15693449e":[],"156956":6,"15697121e":[],"157":[24,42],"15724663":[],"1575":[10,45],"15768662":14,"158":[10,24,42,45],"15827078":[],"15863713":[],"1587":[10,45],"159":[24,42],"1590":[10,45],"15913825":[],"15957051":[],"15962297":[],"15975618":[],"15990":[10,45],"15990395":[],"15g":[7,36],"15m":43,"15pm":33,"16":[2,3,4,5,6,7,9,10,11,22,24,30,33,34,35,36,39,40,41,42,43,44,45],"160":[24,42],"1600552":[],"1603":4,"16043757":[],"1608179281668718":[],"16081793":[],"16087734":[],"16089488":[],"160913":43,"161":[24,42],"16111111111111112":[2,40,41],"161573669199933":[],"16168603e":[],"16168848":[],"162":[24,42],"16211139":6,"16220":[10,45],"162246":6,"16231451":[5,44],"1625":[10,45],"1628":[10,45],"162999":33,"163":[24,42],"16304863":34,"163049":34,"1630775253":[2,40,41],"16309331":[],"16336815":[],"16342407":6,"16343471":7,"16356503":36,"16384":[4,43],"16385836":[],"16389131":[],"164":[24,42],"16456084":[],"164812":[],"16481217":[],"16487517":33,"16492688":[],"165":[24,42],"16500":[10,45],"16521791":[],"16539406e":[],"16570701":[],"166":[10,24,42,45],"16650509":[],"16666667":[24,42],"167":[24,42],"16761991":[],"16762223e":[],"167787":6,"168":[10,24,42,45],"16805821e":7,"169":[24,42],"16921883":[],"169219":[],"16933554":[],"16it":7,"17":[2,3,5,6,7,9,10,19,22,24,26,30,34,36,39,40,41,42,43,44,45],"170":[24,42],"17006020e":[],"17022089147584388":[],"17078905":[],"17086577":[],"1709":[10,45],"171":[24,42],"17121077":[],"17136288":[],"17138811":[],"17144765665252978":[],"171525":34,"1715252":34,"17174962e":[2,40,41,42],"172":[24,42],"17222222222222222":[2,40,41],"17257288":[],"1726":[10,45],"17275391":[],"173":[22,24,42],"17300":[10,45],"17305512":[],"1731":[10,45],"17362603":[],"174":[24,42],"17432695":[],"174327":[],"17440757e":[],"17446471":7,"17451":[],"17456211":33,"17469167":[],"174692":[],"175":[24,42],"1752":[10,45],"175300":[33,34],"17540272":[],"176":[24,42],"17603044":[],"17604689":26,"17615838052499":[],"17641709":7,"17644873":26,"17647619":7,"17648722":[],"177":[24,42],"17733642":[],"17736035":[],"17758251":[],"17777777777777778":[2,40,41],"178":[24,42],"17801022":6,"17829104":[],"17841553":[],"17861098":7,"179":[24,42],"1790289":[],"17917768":6,"17927079":30,"17934657e":[],"179404":[],"17949575":6,"17953942":12,"1797":[2,4,40,41,42,43],"17m":[],"18":[3,5,7,8,9,10,11,14,20,22,24,30,33,36,37,38,39,42,43,44,45],"180":[24,42,43],"18029127":6,"1803":28,"18044829":33,"1804736801658276":[],"18065292":[],"18065689e":34,"1807":[5,44],"1809":[10,45],"181":[10,24,42,45],"1812":[10,45],"18128852":[],"18188532":30,"182":[24,42],"1821":[10,45],"18243276e":[],"18276764":33,"183":[24,42],"18303628e":34,"18314387":[],"18321314e":34,"18333333333333332":[2,40,41],"1836":36,"18375572":30,"18383522":34,"184":[10,24,42,45],"18409473e":[],"18410452":33,"18433544":[],"184519":[33,34],"18474816e":[],"1848":43,"18488944":[],"18489312":[],"1849":[4,5,43,44],"18496":43,"185":[24,42],"1850":[4,5,43,44],"1851":[4,5,43,44],"18518557":[],"1852":[4,5,43,44],"18525109":[],"1853":[4,5,43,44],"1854":[4,5,43,44],"1855":[4,5,43,44],"1856":[4,5,43,44],"1857":[4,5,43,44],"185713":[],"18571316":[],"1858":[4,5,43,44],"1859":[4,5,43,44],"1859082":26,"186":[24,42],"1860":[10,45],"18604968":[],"18611111111111112":[2,40,41],"18613217e":7,"1862":43,"18624242":[],"18660":[10,45],"18670072e":34,"18673098":12,"187":[24,42],"1871257":[],"18726877":[],"1875353":[],"18753987":12,"187540":12,"18761375":[],"18780801":33,"188":[24,42],"18807824e":[],"18824315":[],"18829946":[],"18856622":26,"1887":7,"189":[24,42],"189367":33,"189496":[33,34],"189621963782685":[],"189622":[33,34],"18993003":[],"19":[3,5,7,10,14,22,24,30,36,39,42,43,44,45],"190":[24,42],"19003":7,"19010909":[],"19029687":14,"19073291":[],"191":[24,42],"19123037":[],"19154013e":[],"19166136":[],"19166666666666668":[2,40,41],"191963":33,"192":[24,42],"19207979":6,"1921649":[],"19220":[10,45],"193":[24,42],"19314584":[],"19335893":[],"19343949":[],"1937079":[],"19393543":[],"194":[24,42],"1940":[1,34],"194042826649355e":7,"1940428268204826e":7,"19407473":[],"19426595":[],"1943":[13,39,40],"19431161":[],"194312":[],"19436962e":[],"1946":43,"19461919e":34,"19463967":[],"194861702085775":[],"195":[24,42],"1956":[10,45],"19569961":[7,34],"19590868":[],"196":[24,42],"19623863e":[],"19652884e":[],"19683648":[24,42],"197":[24,42],"1970":[26,33],"19717411":[],"19721923":[24,42],"1973":[10,45],"197370":[12,34],"19740":[10,45],"19743643":[],"19769458e":[],"1977":43,"19772911":[],"19783086":14,"1979":[7,36],"19790229":33,"198":[24,42],"19800":[10,45],"19824029":[24,42],"19825288e":[],"19870992":[],"19888258":[],"199":[24,42],"19910208":[],"19942021":26,"1997":44,"19983530":7,"1999":[0,28,36,42],"19it":[],"1_1":[13,39,40],"1_2":[13,39,40],"1_3":[13,39,40],"1cm":[1,9,11,30,33,45],"1d":[2,3,4,40,41,42,43],"1e":[2,3,5,14,15,22,24,38,39,40,41,42,43],"1e10":15,"1e4":7,"1f":[2,41,42],"1k":26,"1n":[1,33],"1s":[5,24,42,43],"1x":[1,33],"2":[0,2,3,4,5,6,7,8,9,10,11,12,13,14,15,20,22,23,24,25,26,27,29,30,32,35,36,37,38,39,40,41,42,44,45],"20":[1,2,3,5,7,8,9,10,14,22,24,30,31,33,34,35,36,37,39,40,41,42,43,44,45],"200":[1,3,4,5,9,10,11,24,42,43,44,45],"2000":[1,24,34,42,45],"20015436":7,"20017452":[],"20020918e":[],"2004":[14,37],"2006":32,"2008":33,"201":[24,42],"2010":[2,41,42],"20101684":[],"2011":[2,40,41,42],"2014":5,"20142361":[],"2015":[2,41,42],"2016":[1,33],"2017":42,"2018":[1,7,34,36],"2019":[9,10,45],"202":[24,42],"2021":[7,15,34,35,37,44],"2022":33,"2023":[4,5,16,17,18,19,20,21,22,23,24,28,33,35,36,37,38,39,40,41,42,43,44,45],"20240089":[],"20261698e":[],"2027":[10,43,45],"20272874":[],"20277777777777778":[2,40,41],"20289224":[],"203":[24,42],"20355156":36,"20371418":[],"204":[24,42],"20404676":[],"20484434":[],"204932":[],"20493234":[],"20494446":[],"205":[24,42],"20500":[10,45],"20513942":26,"205231":33,"20536556":26,"20554718e":[],"20594513":[],"206":[24,42],"2060":[10,45],"2069":[10,45],"20695722":[],"207":[24,42],"2070":43,"20726939":[],"207545":[12,34],"207888":33,"208":[24,42],"208190393562401":30,"20820528e":[],"20833333333333334":[2,40,41],"20867052175003364":[7,36],"209":[24,42],"20916295":34,"20956318":[],"20967833":[],"209789":33,"20980":[10,45],"21":[1,2,3,5,6,7,8,10,13,14,16,22,24,26,30,33,34,36,39,40,41,42,43,44,45],"210":[24,42],"210340":[12,34],"21049575":[],"210496":[],"21053692":[],"21055226":[],"21058097":6,"21059098":[],"211":[24,42],"21110005":36,"21130":[10,45],"21152452":[],"2116753732":[5,44],"21169159e":7,"212":[24,42],"21275991":[],"213":[24,42],"213103":[12,34],"213743":[12,34],"214":[24,42],"21401303e":[],"2141":43,"21460652":[],"214607":[],"21467941":[],"21489709":[],"21493779":[],"215":[24,42],"21522960e":34,"21530495e":34,"21546249":[],"21596432":7,"21597684":6,"215977":6,"216":[24,42],"2161908":26,"216290":[12,34],"216683":[12,34],"2167":43,"21682143":[],"217":[24,42],"21706540e":[],"21710121":[],"2171263":[],"218":[24,42],"2184":43,"21860973":[],"21879159":[],"219":[24,42],"21913628":[],"2193546":[],"21947455":[],"22":[1,2,3,5,6,7,10,13,14,20,22,23,24,26,30,33,34,36,37,38,39,40,41,42,43,44,45],"220":[24,42],"22001043":[],"22044605e":[6,34,40],"22092934e":[],"221":[9,24,42],"22103874e":[],"221180":[33,34],"22130126":[],"2216":[10,45],"22169909":[],"2218":[10,45],"221805":3,"221921":6,"22197349":26,"222":[24,42],"22209775e":[],"22227163e":34,"222400":[33,34],"22241171":[],"22291364":[],"22297358":[],"223":[24,42],"22328509":[],"22354860e":[],"22368396":[],"223884":[],"22388434":[],"224":[24,42],"22416937":[],"22467274":36,"225":[5,24,42],"22532324":[],"22574374":[],"2257879":33,"226":[24,42],"22616902":[],"22623101e":34,"226296567359957":[],"22663583":[],"22689573":[],"22690428":6,"227":[24,42],"22729927":[],"22752605":26,"228":[24,42],"228059":[],"22805937":[],"22830615":33,"2284246870217162":[7,36],"22847924":6,"22885848":[],"228942":[],"229":[24,42],"229241":[],"22935165":6,"229352":6,"22974406":[],"22979294e":[],"22996417":26,"23":[2,3,5,7,8,10,13,14,22,24,26,30,33,36,39,40,41,42,44,45],"230":[24,42],"23002365e":7,"23031634":[],"23044077":33,"23047985":[],"23076923076923078":[10,45],"23077531":33,"231":[24,42],"23110543":[],"2314999":22,"23167717":6,"23192074e":[],"232":[24,42],"232435":[33,34],"23257415":[],"23288045":30,"233":[24,42],"23305112":[],"23333333333333334":[2,40,41],"2338675":34,"233868":34,"23392132":[],"23396766e":34,"234":[7,24,42],"234370":12,"23437046":12,"235":[24,42],"23516186":[],"23528337":36,"2361161":[],"23636536":[],"2364":[10,45],"23643365":36,"237":[24,42],"23780865":[],"2379":7,"238":[24,36,42],"23849741":33,"239":[24,42],"2397":[10,45],"23971032":34,"23979359":[],"24":[1,2,3,4,5,7,10,14,20,22,24,26,30,33,36,39,40,41,42,44,45],"240":[24,42],"24005098e":[],"24053124e":34,"24085321":36,"241":[24,42],"24128917":[],"24140":[10,45],"24159785":34,"2416":[10,45],"24175744e":7,"2419":[10,45],"242":[24,42],"24251681":[],"24252405":[],"24280599":[],"242806":[],"243":[24,42],"2430":[10,45],"24339513":[],"24390":[10,45],"244":[24,42],"244119":[],"24411906":[],"24434901e":[],"24444444444444444":[2,40,41],"245":[24,42],"24569547":[],"246":[3,24,42],"24602503e":[],"2465439":[],"24679418":[],"247":[24,42],"24785221":[],"24797183e":34,"248":[24,42],"24828523":[],"24829908":6,"24849282":[],"248493":[],"249":[24,42],"24906604e":7,"24960675":[],"24968001e":[],"25":[3,4,5,6,7,8,9,10,12,14,16,21,22,24,27,33,34,36,37,39,40,41,42,43,44,45],"250":[3,5,8,10,24,37,42,44,45],"25000":[1,34],"25002882":12,"250029":12,"25050227":[],"250636":33,"25077762":[],"25084316":[],"25091007":[],"251":[24,42],"25139357":[],"251879":[33,34],"252":[24,42],"2522939":33,"252436":[33,34],"25254477e":34,"25285802":14,"253":[24,42],"254":[24,42],"2544422":26,"2545724":[],"255":[4,24,42,43],"255001":[33,34],"25561567":[],"256":[3,5,24,42],"25617654e":7,"25617658e":7,"25650679":[],"25663096":[],"257":[24,42],"257004":[],"25700419":[],"25713219e":34,"2572":[10,45],"2575":[10,45],"25794223e":34,"258":[24,42],"25844504":[],"25872167e":[],"25898624":[],"259":[24,42],"259153":[12,34],"2591811":[],"25920793":[40,41],"25923926":22,"2597":[10,45],"259901":[],"25it":[],"25m":[],"26":[3,5,7,10,14,22,24,36,39,44,45],"260":[24,42],"26037366":[],"26063304":[],"260840":[],"26084008":[],"261":[24,42],"26113838e":[],"261498":[],"26149831":[],"2619":34,"262":[24,42],"262638":[],"26263837":[],"26291451":[],"26292364":36,"26297455":34,"263":[24,42],"26301436":6,"26318493":[],"26331821e":[],"26370919":[],"26372759":[],"264":[5,24,42,44],"26409315307910025":7,"2640931530791004":7,"2641":43,"264377":[],"26437713":[],"264421":33,"265":[24,42],"2650":[10,45],"265109911":[5,44],"26513904":[],"26514544":[],"26518597":[],"2654":[10,45],"266":[24,42],"26660718e":[],"26666667":14,"267":[24,42],"26710969":6,"26776828":[],"26780278":6,"268":[10,24,42,45],"26803966":[],"26805987":26,"269217029290255":[],"26931499":[],"26961519":26,"2697447":[],"26995402":34,"26it":[],"27":[1,2,3,5,7,14,22,24,34,36,39,40,41,42,44],"270":[24,42],"27068495e":[],"2707158":[],"27092910":7,"27096183":[],"27099835":22,"271":[24,42],"2714":43,"27152452":[],"2717818":[],"272":[24,42],"27204759":33,"27230624e":[],"273":[24,42],"27305669":[],"273094":[],"27309401":[],"27335131":22,"2736":43,"27424746e":[],"27438488":[],"27463692":26,"27485633":33,"275":[24,42],"2750":[10,45],"27547557":[],"276":[24,42],"276263":[12,34],"27637358":[],"27650338":[],"27693602e":40,"277":[24,42],"27700":[10,45],"27717261":[],"27743488e":[],"2774877574815404":[],"27760":[10,45],"27793476":[],"277935":[],"278":[24,42],"27826845e":[],"27832584e":[],"27859357":[],"27880068":12,"279":[24,42],"27919014":[],"27924636":6,"27971414":[],"27987128":[],"27n_":30,"28":[2,3,4,5,7,10,14,17,22,24,26,34,36,38,39,40,41,42,43,44,45],"280":[24,42],"28008933":[],"280179":33,"280573":6,"280647":[12,34],"28081221e":[],"28096517":[],"281":[24,42],"28134042":34,"281930":33,"28194659":[],"282":[24,42],"28205578e":34,"28206156":[],"28210895":[],"282259":33,"282727":[12,34],"28291282":[],"28294305":[],"283":[24,42],"2830637392":[5,44],"283078":[],"28336218e":7,"2837521e":[],"28390":[10,45],"28391978":34,"284":[24,42],"28418209":[],"28443039":36,"284499":26,"28475098":9,"28490569":[],"285":[24,42],"28535441":[],"28566769":[40,41],"2856881":26,"28570701":26,"28585116":[],"28595266e":[],"286":[24,42],"28607817":[],"2861":30,"28621796e":[],"28622606":[],"28624958":[],"28638913":[],"28641189":[],"28662669":[],"287":[24,42],"2871":[10,45],"2873":[10,45],"28795864":39,"288":[24,42],"28818554":[],"288186":[],"2882":30,"28837459":[],"28858038":[],"2886":30,"289":[24,42],"2890":[1,33],"28908491":[],"28909679e":34,"2892":30,"28962017":[],"28it":7,"28x28":43,"29":[5,7,8,10,21,22,24,36,37,42,44,45],"29009852":33,"2901":43,"29022057":[],"29025302":[],"29030069":22,"29097377":[],"291":[24,42],"29135778":[],"291358":[],"2915":30,"29153991":[],"29167186":6,"29174301":[],"29199381":[],"292":[24,42],"292202":6,"29220202":6,"29228133":[],"2927":43,"29275129":[],"29282684":[],"293":[24,42],"2931":33,"293245":4,"29350903":[],"29374695":[],"29384004e":[],"294":[24,42],"29401213":[],"2941718e":[],"29426584":[],"29454955e":[],"29496954e":[],"295":[24,42],"2953":[4,5,43,44],"2954":[4,5,43,44],"2955":[4,5,43,44],"2956":[4,5,43,44],"2957":[4,5,43,44],"29588674":[],"29592687":[],"296":[24,42],"29633889":[],"296414":33,"29679459":[],"2968":33,"2970942":33,"29726695":[],"29731502":[],"29732036":[],"29734306":[],"29765192":22,"298":[24,42],"2980":33,"29822833":7,"29866668":[],"298667":[],"29894362":[],"299":[24,42],"2990":33,"29933720e":[],"2996":43,"299748":[33,34],"29it":[],"2_":[13,39,40],"2_1":[13,39,40],"2_2":[13,39,40],"2_3":[13,39,40],"2_i":[13,39,40],"2_m":[7,30,36],"2_t":[14,38,39],"2_x":30,"2b":30,"2c8f433990d1":[38,39],"2cm":9,"2d":[2,4,12,13,25,33,39,40,41,42,43],"2e":[7,36],"2f":[1,8,10,11,12,13,33,34,37,39,40,44,45],"2g":[3,42],"2g_i":[3,42],"2k":[4,43],"2m":[7,36],"2n":[1,3,4,33,34,42,43],"2nd":[10,45],"2p":[30,43],"2pm":[31,33],"2pt":5,"2s":43,"2u":0,"2x":[1,4,9,14,33,38,39,43],"2x_ix_jy_iy_j":9,"2x_j":9,"2y_i":11,"2y_j":9,"3":[2,3,4,5,6,7,8,9,10,11,12,13,14,15,18,19,22,24,25,26,27,28,29,30,31,35,36,37,38,39,40,41,42,43,44,45],"30":[1,2,5,7,8,10,11,14,22,24,31,33,34,36,37,38,39,41,42,43,44,45],"300":[22,24,39,40,42],"3000":[24,42],"30000":[1,33],"30010":[10,45],"30012384":[],"30085673":[],"301":[24,42],"30119421":9,"30125775":[],"30129931":[],"30150056":[],"30170017":[40,41],"30177145":[],"302":[24,36,42],"3020":43,"30237154":22,"3024":43,"30258509":[26,33],"3029":43,"303":[7,24,42],"3030":43,"303107":33,"30311767":[],"3032":43,"30326262":[],"30335380e":[],"30339081517583943":[],"30361418":[],"30442964":34,"30447937":[],"30466214e":7,"3047648":30,"30478013":[],"30485583":22,"30494363":[],"305":[1,24,33,42],"30506642":33,"30567713":[],"30571694e":[],"306":[1,24,33,42],"30630294":[],"3064":43,"3065":43,"30677003":[],"306770031113352":[],"30685269":12,"306853":12,"3068687590657415":6,"30690504":[],"307":[1,33],"3072":[4,43],"3073":36,"30739146":14,"307631":[],"30763135":[],"3076923076923077":[10,45],"3077":43,"30774404":[],"30787294":7,"308":[1,24,33,42],"3082":43,"309":[1,24,33,42],"30914432":[],"30928349":30,"30940":[10,45],"30971881":[],"30990916":[],"31":[5,7,13,24,26,30,39,40,42,44],"310":[1,24,33,42],"31022577":[],"310277":[],"31027702":[],"310579":34,"3105791":34,"31082439":[],"311":[1,33],"31113868e":[],"312":[24,35,42],"31212802":[],"3123314713548606":[7,36],"31244861":[],"312449":[],"31248389":[],"3126":43,"31276579e":7,"31290061e":[],"31290684":[],"313":[24,35,42,43],"31318084":6,"313183599076104":[],"31395784e":34,"3139661":[],"31415359e":[],"314471861842257":12,"31457796":6,"315":[7,24,35,42],"31532451":26,"3155":[1,6,7,35,36,37],"31579721":[],"31588043":[],"31588332":[],"316":[24,35,42],"31633433":22,"31650694":7,"317":[24,42],"31705377":[],"31714002":[],"31718909":12,"31728952e":34,"317367":12,"3175938":[],"317594":[],"318":[24,42],"31803769":[],"31814386":[],"3189":36,"31895514":[],"31896852":9,"319":[24,42],"31921368":26,"31927572":[],"31949465":[],"31995103":[],"32":[4,5,7,13,14,24,26,30,36,38,39,40,42,43,44],"320":43,"3200":[2,40,41,42],"32023229":[],"32032017":[],"32041353":[],"321":[24,42],"32108713e":34,"32133765":[],"32141575":[],"32149601703519115":[7,36],"3214960170351912":[7,36],"3215":[10,45],"32185967":[],"322":[24,42],"32221699":[],"32234998":22,"32244056":[],"32257967":30,"3225819":26,"32265589":[],"3228044":[],"32341247e":[],"32372846":[],"32382849":[],"324":[3,24,42],"32441343e":[],"3245":3,"32450054":34,"325":[24,42],"3250":[2,7,40,41,42],"32507975":[],"32577534":[],"32584888":[],"326":[24,42],"32615859":[],"326238":[33,34],"32632463":[],"326325":[],"327":[24,42],"32708194":[],"327291":[],"32729105":[],"3273472571412799":[],"328":[24,42],"3283771":[],"328458":12,"32845846":12,"32858131":30,"329":[24,42],"32941592e":[],"329492":33,"33":[3,5,10,13,24,26,31,36,39,40,42,43,44,45],"330":[24,42],"33015882":14,"33020191":[],"3303366":[],"33066907e":[6,34],"33078483":[],"33079132":[],"33104875":[],"33108943":22,"33113018":[],"33159476":[],"33166055e":6,"331939":[33,34],"33197004e":34,"332":[24,42],"33213799":33,"33285444":[],"33285905":[],"3329671101137754":[],"333":[8,24,37,42],"33333333":14,"33408606":[],"33444711e":34,"33457718e":[],"33486875":[],"335":[24,42],"33525471e":[],"33534416":[],"33537181":[],"335849":[],"336":[24,42],"33600213":[],"3364":43,"33656494":26,"33708747":26,"33746734":[],"33746734412664":[],"33751667":30,"338":[24,42],"33800793":[],"33857909e":[],"33860497":[],"339":[24,42],"33903511":[],"33918941":1,"33995567":[],"339961":[],"3399612":[],"33it":[],"34":[3,5,10,24,26,36,42,44,45],"340":[24,42],"340071371496255":34,"34011629":[],"3403":[10,45],"340583":33,"340782":[12,34],"341":[24,42],"34100913":[],"34114547":6,"34133193":[],"34149655":[],"341497":[],"34154132":[],"34158540e":[],"34193915":[],"342680":[33,34],"3426926":26,"34294831e":22,"343":[24,42],"34347894e":34,"3436":[1,33],"34362409":26,"3437":[1,33],"34373214":33,"3439564710454786":[],"344":[24,42],"34412923":34,"34440086":[],"34447052":[],"34459931":39,"34460089":26,"345":[24,42],"34517495":[],"34569596":6,"346":[24,42],"34642944":26,"34685874":[],"346941":[],"34694145":[],"347":[24,42],"34718587":[],"347186":[],"3472":43,"34728094e":34,"348":[24,42],"348676117830458":[],"349":[24,42],"3493":43,"34977681":22,"34998197":[],"35":[1,3,5,7,10,18,24,27,31,33,36,42,44,45],"350":[24,42],"35058127":[],"35084272":[],"351":[24,42],"3512747":[],"351275":[],"35140":[10,45],"35146218":[],"35149796":6,"351498":6,"351636":[12,34],"35182854":6,"352":[24,42],"35248847":[],"35255737e":[],"353":[24,42],"3532":43,"35322418":26,"3536":43,"354":[24,42],"35401107":39,"35408251":[],"354083":[],"35412147":36,"35417405e":34,"35434042e":[],"3544313922":7,"35470445e":[6,34],"3549":[],"355":[24,42],"35533773":7,"35539164e":[],"35564856":[],"356":[24,42],"356399":[33,34],"3568919":[],"357":[24,42],"357508":[33,34],"35771826":7,"35795044":33,"35796655":30,"358":[24,42],"3581341341":[5,44],"35825829e":[],"35846425":36,"359":[6,24,35,42],"3591093":26,"3592571":[],"3597516959642966":[],"3597517":[],"35it":[],"36":[1,3,5,6,7,24,27,30,36,42,44],"360":[2,40,41,42],"3604":43,"36051635":[],"36097055e":[],"36099915":33,"361":[24,42],"36128659e":[],"3613":[10,45],"361556":[33,34],"3616476":[],"3619":43,"362":[24,42],"3621311":6,"363":[24,42],"3632959111950474e":7,"363295916323784e":7,"364":[24,42],"36403046":[],"36420967":[40,41],"36434588":[],"3646":43,"36550376":[],"3655222":6,"366":[24,42],"36674564":26,"36681298":[],"367":3,"3676":[],"36789460e":[],"3679":[],"36795972e":[],"368":[24,42],"36802977":[],"36825174":30,"3689":[],"369":[24,42],"369139":[12,34],"36928":43,"36970119e":34,"36it":[],"37":[1,5,7,10,20,24,27,33,37,42,44,45],"370":[24,42],"3701":[],"37021881":[],"3703":[],"3703468543933255":[],"3705":44,"3706":[],"370782966":[5,44],"37092452":[],"371":[24,42],"37112277":[],"3713":[],"3714":44,"3716":[],"3717":44,"37187359":26,"372":[24,42],"37236385":[],"372364":[],"37239927e":34,"3724":[],"3725":[],"37266855":[],"3727":44,"3729492":[],"373":[24,42],"3730":[],"3732":44,"3733":44,"37335014":[],"3734":[],"3735":44,"3736":44,"37369014":22,"3737":[],"37376184":[],"37388140e":[],"37391132":26,"37396662":7,"374":[24,42],"3740":44,"3741":[],"3743":[],"3744":[],"3745":44,"37477725":[],"374777250972322":[],"3748":44,"3749":44,"375":[24,42],"3750":[],"3752":[],"3753":[],"37540613":[],"3756":[],"375694":33,"3758":[],"3759":44,"376":[24,42],"3760":44,"3764":44,"3765":[5,44],"376547":33,"3766":[],"37667238":[],"3767":44,"3768":[],"3769":[],"377":[24,42],"3770":[5,44],"3773":44,"377372":34,"37737221":34,"37749489":[],"3775":5,"3776":[],"3777":5,"3777801602":7,"3778":[],"3779":5,"378":[24,42],"3780":44,"3781":[],"3782":[],"3784":[],"3785":[],"37853034e":[],"3786":[],"3787":[],"37871763":33,"3788":5,"3789":44,"37895549":[],"3790":[],"37900111":7,"3791":44,"37917253":[],"3792":5,"37938584":30,"3794":44,"3795":[],"3797":[5,44],"3798":[],"3799":[],"38":[5,10,24,27,30,42,44,45],"380":[10,24,42,45],"3800":[],"3801":[],"3802":44,"38020451":[],"380205":[],"3803":44,"38035637":30,"3804":[],"38046294":[],"3806":[],"3808":5,"38088413":[],"3809":[],"3810":[],"3811":[],"3812":5,"3813":[],"38135654":[],"38135733e":7,"3814":5,"3815":[],"3816":[],"38160211":33,"38165546":[],"3817475779":[7,36],"3818":44,"3819":[],"382":[24,42],"3820":44,"38201155":[],"3821":44,"382187":33,"3822":44,"3823":[5,44],"3824":5,"3825":[],"38259375":[],"3826":[],"3827":5,"3828":[],"3829":[],"383":[24,42],"3830":[],"38319502e":[],"3832":[],"3834":[],"3835":[],"3836":[],"3837":[],"3838":[],"38380352":[],"3838917029":38,"3839":5,"384":[24,42],"3840":[],"3841":[],"3842":44,"3842967":[],"3843":[],"3844":44,"3846":[],"38461538461538464":[10,45],"38461539":38,"38465596":[],"3847":[],"38478181":6,"384782":6,"3848":44,"38488879":26,"3849":[],"38493367":[],"385":[24,42],"3850":[],"38511237e":[],"38511413":[],"3853":5,"38533185":7,"3854":[],"3855":44,"3856":5,"3857":44,"3858":[],"3859":[],"386":[10,24,42,45],"3860":44,"3861":44,"3862":[],"38629436":[26,33],"3864":[],"3865":5,"3866":[],"3868":[],"38688646e":34,"3869":[],"387":[24,35,42],"3870":[],"3871":[],"3872":[],"3873":5,"3875":[],"3876":5,"38764522e":[],"3877":44,"3878":[],"38782352":[],"38787447":[],"3879":5,"3881":43,"3882":[],"3883":[],"38831624":[],"3884":[],"388451":43,"3885":[],"3886":36,"3887":5,"3888":[],"3889":[],"389":[24,42],"38916861e":7,"3893":[],"3894":44,"3895":5,"3896":[],"38962192e":7,"3897":5,"3898":[],"3899":[],"39":[1,5,10,23,24,28,31,33,39,40,42,44,45],"390":[24,42],"3900":5,"3901":[],"3902":5,"3903":5,"3906":[],"3907":[],"3907408":[],"39078751e":[],"391":[24,42],"3910":[],"3911":[],"3913":5,"3914":[],"39148625":26,"3915":[],"3918":[],"3919":[],"39197698":34,"391977":34,"392":[24,42],"3920":[],"39200159":[],"3921":5,"39214397":34,"392144":34,"3922":44,"39229856":[],"3923":[],"3924":[],"392564":12,"39256409":12,"3928":[],"39287528":[],"3929":5,"393":[24,42],"39300201":[],"393030":[],"3930301":[],"39308683e":[],"3931":[],"39313789e":34,"3932":[],"3933":[],"3935":[],"3936":5,"3937":44,"3938":[],"3939":5,"394":[24,42],"3940":5,"3944":[],"39457095":[],"3946":[],"3948":[],"39483726":[],"395":[24,42],"3951":5,"3953":5,"3954":[],"39541528":[],"3957":5,"39572825":[],"39579407":6,"396":[24,42],"3960":44,"39612983":[],"3962":[],"3964":[],"39644178":[],"3966":[],"3967":[],"397":[24,42],"3970":[],"39706038":6,"3972":[],"3973":5,"39730396":27,"3975":5,"3976":5,"397700":[12,34],"3978":[],"39789527":[26,33],"3979":[],"398":[24,42],"3980":[],"3980313467":7,"3981":[],"39837199":26,"39856058e":[],"3987":[],"39890447":[],"39895173e":[],"399":[24,42],"3990":[],"39917327":22,"3992":[],"39931051e":34,"3994":5,"3996":[],"39965905e":[],"3998":44,"399836":[33,34],"3999":[],"3d":[3,4,5,7,14,27,36,38,42,44],"3f":[2,4,10,41,42,43,45],"3n":26,"3s":[5,43,44],"3x":[3,9,42],"3x_i":[3,42],"3y":9,"3yk470mj5p931p9dtkk0y6jw0000gn":[2,7,14,27,33,36,38,40,41],"4":[0,2,3,4,5,6,7,8,9,10,11,12,13,14,15,18,22,24,26,27,28,30,33,35,36,37,38,39,40,41,42,43,44,45],"40":[2,5,7,10,23,24,27,28,31,33,36,40,41,42,43,44,45],"400":[5,24,42],"4000":[10,24,33,42,45],"40009482":[],"4001":[],"40043644":26,"40075395":[],"4008":[],"4009":[],"401":[24,42],"4010":[],"4011":[],"40111899":[],"401119":[],"4013":[],"4014":[],"40182469":[],"401842":[12,34],"402":[24,42],"40216748":[],"4024":[],"4025":5,"4027":[],"4032":[],"4033":[],"40362053":[],"4037":[],"40389562":[],"404":[24,34,42],"404130":[],"40413036":[],"4043":[],"4048":[],"4050":[32,33],"40500157":[],"4051":[],"40512793":[],"40513177e":34,"4054":[],"4055":5,"4056":5,"405890":[12,34],"406":[24,42],"40620066":34,"406201":34,"40629059":[],"4063":[],"40644745":[],"4066":[],"40660618e":[],"40666305":[],"4068":[],"4078":[],"408":[24,42],"4082":7,"40837954":30,"4085":43,"4086":[],"4087":[10,45],"4087793":6,"4088":[],"40892146":[],"40927184e":7,"4095":5,"4096":44,"4099":[],"40contain":28,"40it":[],"41":[3,5,10,23,24,26,28,42,44,45],"410":[24,42],"4100":[],"41021561":[],"4106":[],"4107":[10,45],"41097603":[],"411":[24,42],"411730":[],"41173033":[],"412":[24,42],"41219619":[],"41226929e":34,"41246325":[],"4128":[],"41291861":[],"413":[24,42],"4130":[],"4137":[],"41371745":[],"414":[24,42],"4141":43,"41433969":6,"4146":[],"41471556e":[],"4148":[],"415":[24,42],"4150":0,"415066":[],"41506637":[],"41511965e":[2,40,41,42],"415201":33,"4155":[3,16,42],"41594943":[],"416":[24,42],"4162":[],"4162706317":7,"41644629e":34,"4166666666666667":[10,45],"41671085":26,"417":[24,42],"41708096e":34,"41716708":[],"4177":[],"41771755":[],"41772265":33,"41790059":[],"418":[24,42],"4181":[],"418506":[12,34],"4187996":[],"41882037e":7,"41891092":[],"41894238":[],"419":[24,42],"4192":5,"41928689":[],"4199":[],"42":[2,3,4,5,9,10,11,24,26,40,42,43,44,45],"420":[24,42],"4203":[],"420442688206847":[],"4208":[],"421120085426022":[],"42138688e":[],"42143986":[],"42172457":[],"42198678":[],"421987":[],"422":[24,42],"4220":43,"4221":[],"4222":[],"42239354":[],"422658":[],"42265837":[],"423":[24,42],"4230769230769231":[10,45],"42323635":33,"4234":[],"4236":[],"424":[24,42],"4241":43,"42441033":6,"42450":[10,45],"42457498":[],"424575":[],"42484290e":34,"42484459":[],"424863":[],"42486342":[],"42487977":33,"425":[24,42],"4253":[],"42535003":[],"425564":[],"42556446":[],"4256":43,"42578415":[],"4258049":[],"42584543":[],"426":[7,8,24,37,42,44],"42633236e":[],"42642980e":[],"4266":[],"427":[24,42],"4277":[],"42777999":26,"428":[24,42],"42800148":[],"4281152":26,"4287":[],"428741":[],"42874148":[],"429":[24,36,42],"429345":[],"42934502":[],"42967903e":[],"42it":7,"43":[0,1,2,3,5,8,10,26,37,40,41,43,44,45],"430":[24,42],"43043913":[],"43054282":6,"4310":33,"4314":43,"4316":[],"432":[24,42],"43226747e":34,"433":36,"43330971e":7,"4336":[],"4338":43,"434":[24,42],"43425860e":[],"43466245":[],"4349":5,"43490863":[],"43496417":[],"435163":[33,34],"4353":[],"43559429":33,"43579948e":7,"436":[24,42],"43608740e":[],"43639284e":34,"436462435":[5,44],"43647835":[],"436501":12,"43650129":12,"437":[24,42],"43713337":[],"4375":43,"43766686":12,"438":[24,42],"43801947":[],"438060758":7,"43809274e":[],"438136":[33,34],"439":[24,42],"43902948":[],"439230":7,"4394":43,"43941514":[],"43951204":[],"43989497":26,"43it":[],"44":[1,2,3,5,26,40,41,44],"440":[24,42],"44020145e":[],"44079937":26,"44089210e":[6,34],"441":[24,42],"44116407":[],"441182":[],"44118245":[],"441264":33,"442":[24,42],"44210664":[],"4426":[],"442600":[12,34],"44298022":26,"443":[24,42],"443217":[33,34],"44347438":[],"444":[10,24,42,45],"44402322":[],"44407741e":[],"44418822":[],"44437409":33,"44440345":[],"44507049":[],"44520102":[],"44595818":[],"446":[24,42],"446033":36,"44624525e":34,"44632008":[],"446453":33,"44657526e":34,"4466":43,"4472":43,"44729805":[],"44732200e":[],"447659635275407":[],"44765964":[],"44781662":[],"447817":[],"447m":5,"448":[24,42],"44842116":[],"44886896":33,"448m":5,"449":[24,42],"449001126081919":[],"44900113":[],"44921888":[],"44967228":26,"44970586e":[2,40,41,42],"449m":[5,44],"44it":[],"45":[3,5,10,24,31,33,42,43,45],"450":[10,45],"45000312":33,"45014":[],"450257":[12,34],"4504":[10,45],"45062284":[],"45065211":[],"45073476e":[],"450m":[5,44],"451":[24,42],"4512":43,"45134965":[],"451m":5,"45207509":[],"45227801":33,"45253585":[],"452553":33,"45255977":[],"45281756":[],"45290234":[],"452m":5,"453":[24,42],"45308692":[],"45380691e":34,"45399416":30,"453m":5,"454":[24,42],"45405253e":[],"454m":5,"455":[24,42],"45502684":[],"455173":36,"4555094":[],"455592":[],"4556":43,"4557763":12,"455947":[33,34],"455m":5,"456":[10,24,42,45],"4560786541572335":6,"45610021":[],"45642521":[],"45668633":[],"456m":5,"457":[3,5,24,42,44],"457m":5,"458":[24,42],"458027":[33,34],"458078":[12,34],"45808919":33,"45811552":33,"458740":[],"4588":[],"458m":[5,44],"459":[24,42],"45915671e":34,"45922756e":[],"45960079":6,"45976616e":34,"459m":5,"46":[3,5,10,24,31,33,42,44],"460":[24,42],"46000649":22,"4600624385659884":[],"4601":[10,45],"46022436e":[],"46026a8f5d2c":43,"4605":43,"460m":5,"461":[24,42],"46132345":26,"46153846153846156":[10,45],"46156624":[],"461m":[],"462":[8,24,37,42],"4627795":[],"46285399":[],"462m":44,"463":[24,42],"46306318e":[],"46313714":[],"46383925e":7,"46383926e":7,"463861":33,"463m":[5,44],"464":[24,42],"4642383":22,"464m":5,"46580623":33,"465m":[],"466":[24,42],"4667":43,"466m":44,"467":[24,42],"467427755242117":33,"46753261e":34,"46754435":[],"4676059":34,"467606":34,"46766277":[],"467663":[],"467818":[],"46781836":[],"467m":[5,44],"468":[24,42],"46873567":[],"468m":44,"469":[24,42],"46904874e":[],"4694":43,"46984697e":7,"469m":[5,44],"46it":7,"47":[3,5,10,24,31,33,42,44,45],"470":[24,42],"47042744":6,"470714":[33,34],"47075725":7,"470m":44,"47116132":30,"47116868e":7,"4712168":[],"47125748":6,"47128712":[],"47132891":6,"4714":43,"47176716":36,"47176783":36,"47179152":36,"471874":[],"47187428":[],"471m":[5,44],"472":[24,42],"47202442":36,"4722":43,"472445":[],"47244548":[],"4727":[],"47297104":[],"472m":[5,44],"473":[24,42],"47313680":36,"47364408":[],"47391428":39,"473m":44,"47430124e":[],"47447472":[],"474m":[],"475":[24,42],"475405":[],"47540513":[],"475582":6,"47558206":6,"4757488":33,"475m":[],"476":[24,42],"47610036":7,"476m":[],"477":[24,42],"47700752":[],"47701204":[],"4772":[],"477m":5,"47815203":12,"47831084":[],"478m":[],"479":[24,42],"479465113":[5,44],"47950427":26,"479m":5,"47it":7,"48":[3,5,10,24,36,42,44,45],"480":33,"4809676":[],"480m":[],"481":[24,42],"4810":43,"48134747":[],"481401":[],"48140137":[],"48145226":[],"481979":7,"481m":[],"482":[24,42],"48209629":[],"48240312e":[],"48243352e":[],"48257387":[31,33],"48289037":[],"482m":[],"483":[24,42],"483257001":14,"48333258":26,"48336413":[],"48356153e":[],"483m":5,"484":[24,42],"48418018":[],"48423285":[],"48444949":33,"48461009":[],"48464841":[],"48476997":12,"484m":[],"48534921":[],"48577692":[],"48598711":[],"485m":5,"486":[24,42],"48629506":[],"486852":[],"48685204":[],"486m":[],"4871":[],"4871984":[],"487m":[],"488":[24,42],"48815255e":[],"488m":[],"489502":[],"48950243":[],"48994188":6,"489m":[],"49":[3,5,6,7,10,12,24,27,34,38,39,42,44,45],"490":[24,42],"49057373":[],"49078463":[],"490m":[],"491":[24,42],"49152":[4,43],"49186362e":[],"491m":[],"49216685":[],"492m":[],"493":[24,42],"49313815":[],"493m":[],"4940954":[1,33],"49423098":33,"494m":[],"495":[24,42],"49529781":[],"49545139":[],"49555885e":[],"49556373e":[],"4959161509357395e":7,"495916150936645e":7,"495m":[],"49616116":[],"497":[4,5,24,42,43,44],"4974810657432664":[],"497m":[],"498":[4,5,24,42,43,44],"4983":43,"49865980e":[],"498m":[],"499":[4,5,24,42,43,44],"4990":30,"49901588":26,"4992":30,"4993133":[],"4997":30,"499m":[],"4c4c7f":[10,11],"4d":[4,43],"4f":7,"4pm":[31,33],"4s":43,"4y":9,"4y_i":11,"5":[2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,22,24,26,27,30,33,34,35,36,37,38,39,40,41,42,43,44,45],"50":[2,3,4,5,7,8,9,10,11,14,22,24,33,34,36,37,38,39,40,41,42,43,44,45],"500":[2,4,5,7,10,11,14,24,36,37,38,39,40,41,42,43,44,45],"5000":[24,42,43],"50000000e":40,"50000455":6,"50000553":6,"50000718":6,"50000855":6,"50000969":6,"50001063":6,"50001142":6,"50001207":6,"50001261":6,"50001306":6,"50001343":6,"50001374":6,"500014":6,"50001414":6,"50001422":6,"50001439":6,"50001454":6,"50001466":6,"50001476":6,"50001485":6,"50001492":6,"50001498":6,"50001502":6,"50001506":6,"5000151":6,"50001512":6,"50001515":6,"50001517":6,"50001518":6,"50001519":6,"50001521":6,"50001522":6,"50001523":6,"50001524":6,"50001525":6,"50046106":[],"50079895":[],"500m":5,"501":[4,5,43,44],"5014":43,"50172141":[],"5018":30,"50184628e":[],"501m":[],"502":[4,5,24,42,43,44],"50227564e":7,"50274255":[],"502m":5,"503":[4,5,24,42,43,44],"50321091":6,"50359169e":[],"504":[4,5,24,42,43,44],"50427787":36,"50462474":[],"5046808":[],"504m":[],"505":[4,5,24,42,43,44],"50519365":[],"50562981":[],"505m":[],"506":[1,4,5,24,34,42,43,44],"50626752":[],"50653545":[],"506553":34,"50655336":34,"50691065":[],"50697511":[],"507":[4,5,24,42,43,44],"50721349":[],"5078":44,"507d50":[10,11],"508":[4,5,43,44],"50837888e":[],"50846111e":7,"50846112e":7,"508m":[],"509":[24,42],"5091":5,"50925722e":[],"5092982":[],"50it":[],"50j":[14,38],"50x10":[2,40,41,42],"51":[3,5,11,24,42,44,45],"510":[2,24,40,41,42],"511":[4,5,24,42,43,44],"511888":6,"51191552":7,"511m":[],"512":[4,5,24,42,43,44],"512204707520711":30,"51220471":30,"51249881":6,"512499":6,"51267283e":34,"512m":[],"51349834":30,"51374050":36,"514":[24,42],"514219":[33,34],"515":[24,42],"51549827":[],"515m":[],"516":[24,42],"51635486":33,"516m":5,"517":[24,42],"51727541":26,"51741855":[],"517582":[],"51758232":[],"517615":[],"51761523":[],"5177783846":[5,44],"51845286":[],"5186":43,"518895":33,"518923":[],"51892347":[],"519":[24,42,43],"519m":5,"52":[4,5,24,38,39,42,43,44],"52006777e":34,"52015514":[],"52067151":[],"52078202":[],"52180619":[],"521m":[],"522":[24,42],"52204004":[],"52209178":[],"5222222222222223":[2,40,41],"522836":33,"522m":[],"523":[24,42],"52305374":12,"52362157e":34,"524":[24,42],"5240":43,"52400486e":[],"52470105":[],"52482437":[],"525010":[],"52501047":[],"525054":[],"52512898":[],"52518625":[],"52565509e":[],"525739":[],"52573941":[],"526":[24,42],"52626194e":[],"526744":[12,34],"52687741":[],"527":[24,42],"5274":[],"5276":[],"52775466":36,"52795454":[],"527m":5,"528":[24,42],"52856208":[],"52874252":6,"529":[24,42],"52942586":[],"52944573":[],"529446":[],"52950417":[],"5297947920715131":[],"52988562":12,"529886":12,"53":[3,4,5,10,24,42,43,44,45],"5302517":[],"5303329":12,"53049637":[],"5305555555555556":[2,40,41],"531":[24,42],"531280":[33,34],"532":[24,42],"5320148":[],"53229196":30,"53250091":[],"53278871":[],"532789":[],"53294653":[],"533":[24,42],"53367133":26,"534":[24,42],"5340022":[],"534362":33,"53459992":26,"5349":43,"535":[24,42],"53506617":33,"53515878":[],"5353":43,"53542722":[],"53558374":[],"53596681e":34,"536":[24,42],"53632379":33,"5364857":[],"53683592e":[],"5369485":[],"537":[24,42],"53700083":[],"53703498":7,"53738247":36,"53755010e":[],"5378811":12,"538":[24,42],"53811172e":[],"5384615384615384":[10,45],"539":[24,42],"539261":[12,34],"5393":43,"53946725":[],"54":[3,4,5,7,10,24,30,42,43,44,45],"540":[10,24,42,45],"54039921":6,"54041041e":6,"54050804e":[],"54071847":[],"541605":[33,34],"542":[24,42],"54213329":26,"54285633":[],"54342461":33,"5435":43,"54378734e":[],"54379087e":34,"543939":34,"54393936":34,"544":[24,42],"5442":43,"544439":[33,34],"5449":43,"545":[24,42],"545099":[],"54509921":[],"5452708224046345":12,"5454":43,"54601264e":34,"54617756":26,"54637219":36,"54640368":26,"54644868":[],"547":[24,42],"5470":43,"5477":43,"54852248":33,"549":[24,42],"54969188":33,"55":[2,3,4,5,10,24,40,41,42,43,44,45],"55043852e":[],"55063291":30,"55086461":[],"552":[24,42],"552042":[],"55206229":26,"55315304":[],"55328795e":[],"55331574":[],"554":[24,42],"55438359e":34,"555":[24,42],"55511609":[],"55527296":30,"5555555555555556":[2,40,41],"55555773":[],"555m":[],"556":[24,42],"55649207":[],"55684718":[],"55685628":26,"556m":[],"557":[24,42],"557795":[12,34],"55790428":33,"558":[24,42],"55812916":33,"55847112":26,"55854694":12,"55865092":[],"55867377":[],"55868255":[],"559":[24,42],"55906894":14,"5594":7,"55940301":30,"55955126":[],"55972302e":[],"55it":7,"56":[2,3,4,5,10,24,40,41,42,43,44,45],"560":[24,42],"56033697":6,"5608253":[],"561":[24,42],"56135704":33,"5615739502773949":[],"5616":43,"56171141":[],"56198284":6,"561m":[],"56217428":33,"56240703e":[],"56249706":[],"56288861":[],"562888614232874":[],"563":[24,42],"563167":33,"56364308":[],"56366546":[],"56397327":[],"56399029e":[],"563m":[],"564":[10,24,42,45],"56424167":[],"564242":[],"56425249":[],"564374":[12,34],"56465688":[],"56475572":[],"56477354":[],"565":[10,24,42,45],"56536":[1,33],"56548318":26,"56570797e":[],"56589683":36,"566":[10,24,42,45],"56636537":[],"56636616e":7,"56678624":[],"566m":[],"567":[10,45],"56740132":[],"56756375":33,"568":[10,24,36,42,45],"5680":[],"56822376":[],"56830193":33,"568587":[],"56858701":[],"56878976e":[],"56899695":[],"569":[2,10,41,42,45],"56912044e":7,"56939714":6,"56965674":36,"57":[1,3,4,5,9,10,24,31,33,42,43,44,45],"570":[10,43,45],"571":[6,24,35,42],"571105947979344e":7,"571105947979394e":7,"5712104":33,"57201944e":7,"572069":33,"57219055":[],"5721905504656455":[],"57223110e":[],"57285536":[],"573":[24,42],"573029":[],"57302926":[],"57316402e":34,"57329374":[],"574":[24,42],"574465":[12,34],"575":[24,42],"57537966e":34,"57572321":[],"576":[24,36,42],"57670824":[],"5769230769230769":[10,45],"577":[24,42],"577421319924605":[],"578":[24,42],"57811941":[],"5786304":[],"579":[24,42],"57935482":[],"5793788":33,"579437":6,"57943748":6,"57952471e":[],"58":[3,5,10,11,24,31,33,42,45],"580":[24,42],"58076367":[],"5808118":[],"58098325":30,"5810785":[],"58182803":[],"58193124":[],"581m":[],"582":[24,42],"58207928":[],"58268575":[],"5828247":[],"5829913":[],"5833333333333334":[10,45],"583595":[33,34],"58368727":34,"58397472":30,"584":[24,42],"58427764":[],"58465096":[],"58486384":[],"58492636e":34,"585":[24,42],"58519863":33,"58581665e":[],"58639705":33,"587":[24,42],"58739348":[],"58742004e":[],"58793527":[],"58810494":30,"58818643":[],"58841019e":[],"5888888888888889":[2,40,41],"589":[24,42],"58948138":[],"58948347":[],"589971818845805":26,"58it":7,"58m":43,"59":[3,5,10,24,42,45],"590":[24,42],"59004971":[],"590609":6,"59060904":6,"5909":43,"591317992":[5,44],"5914397":[],"59187177":[],"591872":[],"592":[24,42],"59206948":[],"59222238":[],"592658":6,"59265811":6,"593":[24,42],"59327016":[],"594":[24,42],"59412285":[],"5944444444444444":[2,40,41],"59446603":[],"59511582":[],"59545081":[],"59558002":30,"59589728e":[],"596":[24,42],"59602968":26,"59640396":30,"59642735":[],"596m":[],"59703606":[],"5974862":[],"598":[24,42],"59816099":26,"59883217":[],"59895188":[],"599":[24,42],"59905073":[],"59916814e":[],"5993":43,"59987612":12,"59m":43,"5cm":[0,30],"5f":[9,38],"5m":43,"5x":9,"5y":9,"6":[1,2,3,4,5,6,7,8,9,10,11,12,13,14,22,24,26,30,31,33,34,35,36,37,38,39,40,41,42,43,44,45],"60":[2,3,4,5,7,10,24,41,42,43,45],"600":[24,42],"6000":[24,42],"60000":5,"6003":43,"60090208":33,"601":[24,42],"6019067271":[5,44],"60293962":6,"603":[24,42],"60307141":26,"603636":33,"6037092":[],"60381656e":[],"60383004":[],"60398689":[],"604":[24,42],"60420593":6,"60493501":30,"605":[24,42],"60543038":34,"606":[24,42],"60673226":12,"6067329321734374":[],"60675691":[],"606760":6,"607":[24,42],"6071713":[],"60742555e":22,"608":[24,42],"60815105":7,"60846694":[],"608467":[],"60863613e":[],"6088":43,"60883945":[],"609":[24,42],"60943791":[26,33],"60it":[],"61":[3,8,24,37,42],"610":[24,42],"61043964e":[],"61050884e":[],"611":[24,42],"6111111111111112":[2,40,41],"61197218":[],"612":[24,42],"61219726":6,"61238907":[24,42],"61246573e":[],"61253537":[],"612939":[33,34],"613":[24,42],"6130353":43,"613579":[33,34],"61394448":[],"614":[24,42],"614808":[12,34],"61480907":[],"615":[24,42],"61504341":[],"61532006":[],"6153846153846154":[10,45],"61585143":[],"616":[24,42],"61631038":33,"61653285e":[],"61669885e":[],"617":[24,42],"61702282":7,"61775176":36,"617961":6,"61796102":6,"618":[24,42],"618982":[33,34],"619":[24,42],"61939429":[24,42],"61949985e":[],"61955303":12,"61971639e":[],"61992828e":[],"61it":[],"61m":43,"62":[4,5,24,42,43,44],"620":[24,42],"62025406":[],"621102":33,"6214":43,"62199022":[],"622":[24,42],"623":[24,42],"62373464":12,"624":[24,42],"62460522":33,"62464344":[],"625":[8,37],"62518501":[],"62554614":[],"6258":43,"6259":43,"62633359":[],"62642303":[],"626635268":[7,36],"627":[24,42],"62841921":[],"62862896":[],"6288":43,"6289054":[],"62894215":6,"629":[24,42],"629100":[],"62910047":[],"62919818":[],"6297":43,"62it":[],"62m":43,"63":[1,2,4,5,7,8,24,34,36,37,40,41,42,43,44],"630":[24,42],"6300745149331701":34,"63025821e":7,"63081005":[],"63162342":34,"63180447":36,"632":[24,42],"63212587":[],"63227278":[],"63249532e":7,"63277911e":[],"63281889":[],"633":[24,42],"633949":33,"634":[24,42],"63401971":12,"634020":12,"634715":[],"63471545":[],"63498144":6,"6353716266230895":[],"63537163":[],"63567272":[],"6357":43,"636":[24,42],"63659131":[],"63677721":[],"63685221":22,"637":[24,42],"637129335071195":34,"63790586e":34,"638":[24,42],"63837812":[],"63843494e":[],"63849228e":[],"63870745":33,"63875295":[],"639":[24,42],"63957747":[],"63m":43,"64":[2,4,5,8,14,24,26,33,37,38,39,40,41,42,43,44],"64012627":6,"64056395":[],"641":[24,42],"6411":43,"64111239":[],"64147722":[],"64158883e":[37,44],"642":[24,42],"64228618e":22,"64257697e":34,"64291044e":[],"64292493":[],"64299732":[],"643":[24,42],"64316192":36,"64316482":36,"64342603":22,"64347512":33,"64365518e":34,"64391062":[],"643m":[],"64432571":[],"64472123":[],"644829":6,"64482901":6,"645":[24,42],"64502836":[],"64527549":[],"64530585":22,"64550753":[],"64594566":[],"645946":[],"646":[24,42],"646283":[12,34],"64695862":[],"647":[7,24,42],"64733822":[],"64742912e":7,"647473":[12,34],"648":[24,42],"648382":[],"64846973e":[],"64874236":26,"649":[24,42],"649382":[12,34],"64969451":[],"649695":[],"64m":43,"64x50":[2,40,41,42],"65":[2,4,5,8,9,10,24,37,40,41,42,43,44,45],"650":[24,42,43],"65015024":30,"65036493":[],"6513444":26,"65196615":[],"652":[24,42],"652187":[],"65218729":[],"6522099":33,"65244075":30,"6527":43,"65318467":26,"65322635":[],"65339992":[],"6536392":34,"654":[24,42],"65408703e":[],"65409368":[],"65442354":34,"654424":34,"654m":[],"655":[24,42],"6556":43,"65565751":[],"65571174e":34,"65599456":34,"6559956":[],"65600":43,"65626992":[],"65628888":[],"65673455":[],"6568551":[],"657":[24,42],"65704027":[],"657041":33,"65715086":[],"65720414":[],"65728698e":[],"65743689":34,"65766777":26,"658":[24,42],"65822169":26,"65825344":[],"65833132":34,"65885453":6,"65891389":34,"658914":34,"65913552":[],"65925306":33,"6599":43,"65m":[5,43,44],"66":[4,5,24,42,43,44],"660":[24,42],"66036618e":34,"660470":[],"66047048":[],"66051179":[],"66064822":34,"66080313":34,"6608358":22,"661":[24,42],"66174067e":34,"662":[24,42],"66204648":7,"66219404":7,"66289428":[],"6628996975186953":34,"66294408":34,"66323494":[],"6638":[10,45],"664":[24,42],"664586":[],"66489687":[],"66490332e":[],"665":[24,42],"66510547":[],"6652177":34,"66545355":[],"66560":[10,45],"66562658e":[],"665m":[],"66608227":33,"6663":43,"666597":33,"66667985":26,"666897":[],"66689729":[],"667":[10,24,42,45],"66722647e":[],"667239":33,"66725024":26,"66798429":[],"668":[24,42],"668172":[33,34],"66878535":[],"669":[24,42],"6691852":33,"66951925":33,"66959644":[],"66m":43,"67":[10,24,42,43,45],"670":[24,42],"67035174":[],"67047975e":7,"67083919":30,"671":[24,42],"67109613":[],"6714298027296224":12,"67189384":[],"67193435":22,"671m":[],"672":[24,42],"67264685":[],"672721":[33,34],"67314874e":6,"67347822":[],"674":[24,42],"67432237e":[],"67541155":[],"67554897":[],"676":[24,42],"6764":43,"67640036":[],"67671601":[],"677":[24,42],"677235":6,"67723533":6,"678":[24,42],"6780674":[],"6781":43,"6788":43,"67890723":[],"6795":43,"67m":43,"68":[24,42],"680":[24,42],"68029581":33,"68037392":[],"680374":[],"681":[24,42],"68184997":[],"6819":43,"68192193":6,"682":[24,42],"68259989":30,"68284332":26,"68286725":34,"683":[24,42],"68324974e":34,"6835":43,"68351374e":[],"68419351":[],"684194":[],"6848187":26,"6849":43,"685":[24,42],"68534263e":7,"68542204":6,"685643":[],"68564345":[],"68581655":[],"68592431":36,"68596176":6,"685962":6,"6860597312101988":[],"68655761":26,"68685905e":[],"6869":[10,45],"6869858":30,"687":[24,42],"68711054":[],"68736603":[],"68759903e":[],"687m":[],"688":[24,42],"68809785":[],"68871199":[],"6887363571":[5,44],"6890":43,"68929213e":7,"689345":33,"689519":[12,34],"68971917":[],"68992377":[],"68m":43,"69":[8,10,24,30,37,42,45],"690":[10,24,42,45],"69009002":[],"69018454":[],"690617":[33,34],"69069n_":30,"690710":[],"69071035":[],"691":[24,42],"69111133e":[],"69167569":[],"692":[2,24,36,40,41,42],"692268":[],"69226802":[],"69230769":38,"6923076923076923":[10,45],"69233822":[],"69273094":30,"692m":[],"693":[24,42],"69303559":[],"69314603":[],"694":[24,42],"6945612":26,"69481287":[],"69484813e":6,"695":[24,42],"69504801":7,"69519297":[],"69524041":[],"69542733":22,"69582036":[],"69585594":33,"696":[24,42],"69629255":[],"69634577e":7,"69666941":33,"69695259":6,"697":[24,42],"69714468":[],"697584":[],"69758412":[],"6980":[22,38,39],"69802962":26,"69818111":[],"69873514":[],"69887085":22,"699":[24,42],"69908626":7,"6999536":12,"69997503":[],"69it":7,"69m":[],"6n_":30,"6pm":33,"7":[0,1,2,3,4,5,6,7,8,9,10,12,13,14,16,22,24,26,27,29,30,32,33,34,36,37,38,39,40,41,42,43,44,45],"70":[2,7,8,10,24,37,40,41,42,45],"700":[24,42],"7000":[24,42],"70037324e":34,"7005538702846336":33,"701":[24,42],"70115106":[24,42],"701370":6,"702":[24,42],"70224083":[],"70249832":[],"70252786":[],"7025846":[],"70262543":[],"703":[24,42],"7031743":30,"7031999826431274":43,"7032":43,"70328587e":[],"7033":43,"70344416":[],"704":[24,42],"70408916":[],"7049":43,"705":[24,42],"70506522":[],"70573539":[],"70594499":34,"706":[24,42],"70653767":[5,44],"706833":[],"7069":43,"707":[24,42],"70710678":[6,34],"7073":5,"7078":43,"708":[24,42],"7082333":[],"70832814":6,"708589":[],"7086067479626619":34,"70899024":[],"709":[24,42],"70917314":34,"7094664":[],"70967214":[],"709698":33,"70it":7,"71":[2,24,40,41,42],"710":[24,42],"7100524":[],"71038664":[],"710746":26,"711":[24,42],"71137935":[],"71142161":34,"711422":34,"7119":[10,45],"71193859":[],"712":[24,42],"712018":[12,34],"71269506e":[],"71285447":[],"713":[24,42],"713163":33,"7135487":[],"71365128":26,"71369789":22,"71375273e":[],"714":[24,42],"71424969":[],"71437567912473":[],"71437568":[],"71467081":[],"71504681":[],"715536":6,"71553646":6,"71615146":[],"71640333":[],"71647328":[],"71654553":39,"717":[24,42],"71727268":[],"717273":[],"71737253":34,"71761101":34,"718":[24,42],"718165":6,"71868557":[],"71875845e":34,"71977472":[],"71979573e":[],"72":[24,42],"720":[24,42],"7203":43,"7207467":[],"721":[24,42],"7215423":[],"72174172":12,"722":[24,42],"72228205":33,"72264336":[],"72271878e":7,"723":[24,42],"72328506":[],"7236674":6,"724":[4,24,42,43],"725":[24,42],"72546953":[],"72598009":26,"72651548":[],"727":[24,42],"72742343e":[],"72782592":[],"728":[24,42],"72859758":6,"72981762":9,"73":[7,24,36,42],"730":[24,42],"73000497":[],"730005":[],"731000":[33,34],"731441119315968":[],"7317759":[],"732":[24,42],"73231305":[],"73293228266057":26,"73293298":[],"7330932":[],"733096":[33,34],"73379189":[],"734":[24,42],"734107":[],"73410729":[],"73441814":[],"73448544":[],"73456649":[],"73482109":[24,42],"735":[24,42],"7354157":[],"736":[24,42],"737":[24,42],"7392":43,"74":[7,24,36,38,39,42],"740":[10,24,42,45],"74042291":[],"7407":43,"74081822":9,"740m":[],"741":[24,42],"741391":[],"7413913":[],"74147751":26,"741m":[],"742":[24,42],"74280244":[],"743189104728408":[],"74384949":34,"74391438":[],"744":[24,42],"74401372":[],"74430995":[],"74437617e":34,"74462857":[],"745":[24,42],"74577867":[],"74587018":[],"746":[24,42],"74607851":34,"747":[24,42],"74724767":[],"74731872":[],"748":[24,42],"74818082":[],"74829661":34,"7483":43,"74840212":6,"7484672e":[],"749":[24,42],"7490462":[],"74934715":33,"749765":[33,34],"74m":43,"75":[3,6,7,9,10,12,24,27,33,34,36,40,41,42,45],"750445":[33,34],"75050135":34,"75054469":[],"7506274061293645":[],"75091492":22,"751":[24,42],"751699":[12,34],"75170092":6,"75174305":[],"75240336e":[],"75268791":[],"75269037":34,"75282841":[],"753":[24,42],"75301638e":34,"75315452":[],"7532":43,"75354069":[],"754":[24,42],"75406265":[],"75457798":[],"75472506":[],"755":[24,42],"75525377e":34,"75546705":30,"75576092":30,"75576555":34,"756":[24,42],"75627883":[],"756279":[],"75631027":[],"756352":[33,34],"757":[24,42],"75707243":22,"7571572558830478":[],"75719828":[],"75770568":34,"758":[24,42],"75821358e":[],"75823753e":[],"7588118737641243":[],"759":[24,42],"75963425":[],"75979803e":34,"75m":43,"76":[3,10,24,31,33,42,45],"7600134536106469":12,"76004012":[],"76010633":[],"76014528":[],"76059447e":[],"76077707e":[],"76084455":[],"761":[24,42],"76135601":[],"7613959":[],"76174289e":[],"76181397e":[],"762":[24,42],"76220793e":34,"763":[24,42],"7635689":22,"76366462":22,"7640203256838339":[],"7644":[],"764997683364458":[],"765":[8,37],"7651068":[],"766":[24,42],"7664107":[],"76771975":[],"767750":12,"76775004":12,"769":[24,42],"7692307692307693":[10,45],"76936315":6,"7694444444444445":[2,40,41],"7696":43,"7697":36,"7698352":[],"76985203":[],"76m":43,"77":[3,10,24,31,33,38,39,42,45],"770204":[],"77025447e":[],"77067609":[],"7707199":30,"77079389e":34,"77124395e":34,"77133246":[],"77152076":6,"77172582":39,"7718":[10,45],"77184871":[],"772":[24,42],"77203046":[],"77265448":[],"77265782":[],"773":[24,42],"77343022e":[],"774":[24,42],"7742213":[],"77448317e":[],"7748567":[],"775":[24,42],"77589027":[],"776":[24,42],"7761":43,"77632628":[],"77636e":[14,39],"77646856":[],"777":[24,42],"77714169":9,"7779287093124035":[],"77794957":[],"778":[24,42],"77805840e":[],"7782028952":[5,44],"77856932":[],"7788":43,"779":[24,42],"77m":43,"78":[3,24,42,43],"780":[24,42],"78009660e":34,"78031111e":[],"7803213":[],"78094722":[],"78156479e":6,"78177713":[],"78184120e":7,"78192446e":[],"782":[24,42],"78220032":[],"78299706":[],"783":[24,42],"78316665":[],"78347558":26,"784":[24,42],"7840642":26,"78449688e":34,"78478186":[],"785061":33,"78515112":14,"78521833":[],"78524451e":[],"78556129":[],"786":[24,42],"7865355":[],"788":[24,42],"78834469":33,"788388":[],"78838813":[],"78882958":[],"78886274":[],"789":[24,42],"7893215781870513":[],"78941903":6,"78951443":[],"78989003e":[],"78m":43,"79":[3,24,42],"790":[24,42],"79035184":[],"7906583":[],"79072516":[],"791":[24,42],"79106945e":[],"79111643":6,"79125269":[],"79142002":33,"79167312e":[],"791809":[],"792":[24,42],"79254918e":[],"792898603630095":[],"79297948":26,"793":[24,42],"793167":[33,34],"79328516":[],"79367372":26,"794282":[12,34],"79482449":30,"794906":[],"79490641":[],"795":[24,42],"79503422":1,"79516409":[],"795225339396409":[],"79550688e":[],"79578306":[],"796":[24,42],"7966":43,"79675445":[],"797":[24,42],"79754897e":34,"79787771":[],"797e":7,"798":[24,42],"7980":43,"79831624e":34,"79877535e":[],"79896478e":[],"799":[24,42],"79909592":36,"79914677":[],"7993408651198877":36,"79934087":36,"7995707762668065":36,"79981535e":22,"79998516":[],"79m":43,"7d7d58":[10,11],"8":[1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,18,19,22,23,24,26,27,28,30,33,34,35,36,37,38,39,40,41,42,43,44,45],"80":[1,2,3,6,7,9,10,24,34,35,36,40,41,42,45],"800":[5,8,24,37,42,44],"8000":[24,42],"80006130e":[],"80074264":[],"80076024e":[],"80136087":30,"80152684":[],"80189569":[],"80207897":[],"80228781e":[],"802550782087107":[],"80289543":[],"8028954343792245":[],"803":[24,42],"80312429":33,"80354994":7,"80389541":[],"804":[24,42],"80418542":33,"80447153":[],"80460179":36,"80469739":6,"805":[24,42],"80540415e":[],"80548430e":[],"8055555555555556":[2,40,41],"80609615e":7,"80609616e":7,"80621648":33,"80625657":[40,41],"80669838e":34,"807":[24,42],"808":[24,42],"80802836":[],"80847477e":7,"80861057":[],"808611":[],"80m":43,"81":[2,24,40,41,42],"81048318e":7,"81071342":[],"811":[24,42],"81114345":[],"81122914":[],"8115":7,"81160425":6,"812":[24,42],"81233249":30,"81333804":7,"813929":[],"81392948":[],"814":[8,12,24,37,42,44],"81425332":14,"815":[24,42],"81597834":36,"815am":[31,33],"81633628":12,"816454":[33,34],"81651921":[],"81664404":[],"816847":[33,34],"817":[24,42],"81753152":[],"81759234":[],"81784973":[],"818":[24,42],"8182":[],"81840893":[],"81853487e":[],"8186717":[],"81868633":33,"81873184":33,"819":[24,42],"81948868":[],"81953844":[],"8197":[],"81m":43,"82":[3,24,42],"820":[24,42],"82001111":[],"820122":[],"82012236":[],"82032378":33,"82050873":33,"821":[24,42],"82102668":[],"82139086e":[],"82178144":33,"82198978":6,"822":[24,42],"82292185":[],"82296251":[],"823":[24,42],"82379443":[],"824":[24,42],"82402448":[],"82410428":[],"8249367":[],"825":[24,42],"82550815":33,"825607":[],"826":[24,42],"82629718":[],"82651934e":[],"8265786":6,"827":[24,42],"82717721":[],"827462":[],"82766482e":34,"82781715":[],"828":[24,42],"8283245":30,"829":[24,42],"82909728":[],"82988221":[],"83":[3,24,33,42],"830":[24,42],"83009076":[],"8305555555555556":[2,40,41],"8306":[],"831":[24,42],"8311393813043355":[],"83140314":[],"83140314044099":[],"83146596":36,"83190841":[],"832":[24,42],"83283826":[],"83298727":[],"832987270767667":[],"832m":[],"833":[24,42],"833774":[],"83384573":[],"834":[24,42],"8342":[],"83443463":[],"83443698":[],"83471014":30,"83488328":[],"835":[24,42],"83505053":[],"8351":[],"83512277":6,"83519995":33,"8353591":[],"836":[24,42],"83603568":[],"83607342":[],"836186":[],"83618601":[],"83646135":30,"83657122":[],"837":[24,42],"83716603":26,"83752888e":[],"83770406":[],"83774539":[],"83793362":[],"83793923":33,"838":[24,42],"8383548":14,"83870794e":[],"839":[24,42],"83917436e":[],"839818":33,"83m":43,"84":[24,42],"840":[24,42],"84061976":[],"84082439":[],"84094234":[],"841":[24,42],"84132082":[],"84159521":[],"842":[24,42],"842101":[],"84210141":[],"842436":[33,34],"84257054":[],"84268865":[],"84290819e":[],"843":[24,42],"84355903e":[2,40,41,42],"84359332e":[],"84380376":[],"844":[24,42],"84443254e":[2,40,41,42],"84444399":[],"84447599e":34,"84462849":[],"845":[24,42],"845387":12,"84538739":12,"845716766413386":[],"84571677":[],"84575663":[],"8459616":26,"846":[24,42],"84614892":[],"8461538461538461":[10,45],"84638256":[],"846383":[],"84666445":[],"84671508":[],"84698999":[],"847":[24,42],"8470287":[],"84780262":7,"84783351e":[],"848":[24,42],"84835621":[],"84846601":[],"84858":35,"84859258":[],"849":[24,42],"84900747":[],"84923989e":7,"84927263":[],"84929103":[],"849315":12,"84931504":12,"84942247e":[],"84991754":[],"84994524":6,"84m":[],"85":[2,10,24,40,41,42,45],"850":[24,42],"850164":6,"85035714":[],"8509716":33,"851":[24,42],"85115237":[],"852":[24,42],"8522997":12,"8524":43,"85263220":7,"85276246":[],"85278920e":6,"8528":43,"85288931":[],"85297050e":[],"853":[24,42],"85355539":[],"85365229":[],"853835":33,"854":[24,42],"855":[24,42],"85514104":[],"85548858":[],"856":[24,42],"85600299":12,"85601654":[],"85601992":6,"85615662":[],"85654993":[],"85714286":[37,44],"8574":[],"85759522":6,"858":[10,24,42,45],"85813693":[],"858185":33,"8583333333333333":[2,40,41],"85888897e":[],"859":[24,42],"85910255":[],"85949635":14,"86":[24,42],"860":[24,42],"86012593":[],"86015267":[],"860303069807892":30,"86052354":[],"861":[24,42],"8611":43,"86117291":6,"86134827":6,"86145244":12,"86156954":33,"861676":33,"861773":6,"86177342":6,"86192438":26,"862":[24,42],"86221134":[],"86252988":7,"86282204":[],"863":[24,42],"86341536":[],"8635085":[],"86376300e":[],"8638888888888889":[2,40,41],"864":[24,42],"86420934":[],"86452742":[],"865":[24,42],"86570776":22,"86599003e":34,"866":[24,42],"86619181":[],"86629645":26,"86630":[10,45],"8666666666666667":[2,40,41],"86666667":[37,44],"867":[24,42],"86750237e":34,"868":[24,42],"86810":[10,45],"86811569":[],"86830766e":34,"86850693":26,"86850963":[],"86852099":[],"8688":[],"869":[1,24,33,42],"87":[10,24,34,42,45],"870":[1,24,33,42],"8702764":26,"8702784034":[5,44],"87072815e":34,"871":[1,24,33,42],"87135280e":34,"872":[24,42],"87206824":[],"8722222222222222":[2,40,41],"87242312":[],"8727831":[],"873":[1,24,33,42],"87338811e":[],"87354403":[],"87381451":6,"874":[1,24,33,42],"87403627e":[],"87431418":[],"87450434":26,"87458904":[],"8747":43,"87477172e":[],"87496787":[],"875":[2,24,40,41,42],"87533278":[],"87533326":[],"875794":[],"875856":[],"87585634":[],"8759":[14,39],"876":[7,24,42],"87627342":36,"877":[24,42],"87795661":[],"878":[24,42],"87810129":[],"878123":33,"8784267":[],"879":[24,42],"8791492":[],"87918262":14,"87931006":[],"87953769":[],"88":[14,24,38,39,42],"880":[24,42],"88046261":6,"88050263":26,"8805555555555555":[2,40,41],"88088818e":34,"881":[24,42],"88168312e":7,"88182591":34,"882":[24,42],"88228452":33,"88291866":[],"883":[24,42],"88305878":[],"88323026":34,"88336879":6,"88391015":[],"884":[24,42],"884399":[],"88442538":[],"884669":34,"88473534":[],"885":[24,42],"88529063e":7,"88595314":26,"886":[24,42],"88613493":34,"88657125":26,"88667234e":[],"887":[24,42],"88744469e":[],"888":[24,42],"888214":[],"88821402":[],"888577549915147":[],"88866133":26,"888883015934703":45,"8888888888888888":[2,40,41],"889":[24,42],"88901776":[],"88908909e":[],"88960586e":[],"8897518e":[],"89":[24,42,43],"890":[24,42],"89098129":[],"891":[24,42],"89126914e":34,"89142357":[],"89142728":26,"8915573":[],"892":[24,42],"89288636":12,"893":[24,42],"89321335":[],"8932215":[],"8934":[],"894":[24,42],"89410423":6,"8942133":[],"8944444444444445":[2,40,41],"89481038":[],"895":[24,42],"89558707":33,"896":[24,42,43],"89604286":[],"89609007":[],"8964059":[],"896911":[],"8969113":[],"897":[24,42],"89707309e":34,"89793609":[],"898":[24,42],"89805982e":[],"8982":43,"89823921":[40,41],"89881513":26,"89897156":[],"899":[24,42],"89940861":[],"89996783":[],"8f":[7,36],"8g":[7,36],"8n":26,"8x8":[2,40,41,42],"9":[1,2,3,4,5,6,7,8,9,10,12,13,14,22,23,24,26,29,30,31,33,34,35,36,37,38,39,40,41,42,43,45],"90":[2,7,10,24,41,42,45],"900":[24,42],"9000":[24,42],"90075537":6,"901":[24,42],"9011":7,"9012691":33,"90164278":[],"902":[24,42],"90220243":6,"90223115":[],"9026":43,"90266948":6,"9027777777777778":[2,40,41],"9028":43,"90297441":[40,41],"903":[24,42],"90325763":[],"9036573":[],"904":[24,42],"9040":[10,45],"904648525660773":[],"90475506e":7,"905":[24,42],"9050595316983907":[],"90510842":14,"9054":36,"9055555555555556":[2,40,41],"90556496":[],"906":[24,42],"90602444e":[],"90670236":[],"906747":6,"907":[24,42],"90715001":26,"90763970e":34,"90793019":[],"908":[24,42],"90803422":[],"90854751":[],"908548":[],"90871918":[],"908736":[],"90873644":[],"90876452":12,"908765":12,"909":[24,42],"909327":[],"90960269":[],"91":[24,31,33,42,43],"910":[10,24,42,45],"91022359":[],"91050344e":[],"91080327":[],"91086026":[],"911":[24,42],"9111111111111111":[2,40,41],"91128596":6,"912":[4,5,24,42,43,44],"9129629":[],"913":[24,42],"91358019":[],"91373404":[],"914":[4,5,24,42,43,44],"91408373e":34,"9142491":[],"9145":43,"91473433":[],"91487049e":[],"91492986e":7,"915":[4,5,24,42,43,44],"91538877":[],"91540705e":[],"91591367":33,"916":[24,42],"91619855":[],"91634595":30,"91650774":[],"916508":[],"9165822":[],"9166666666666666":[10,45],"9167":43,"917":[4,5,24,42,43,44],"9172":36,"917482":[],"91748202":[],"91760278":6,"91784246":[],"918":[4,5,24,42,43,44],"91812702":6,"91816586":[],"918166":[],"9189726":[],"918992":[33,34],"919":[24,42],"9194":43,"91966064":[],"91992985e":34,"92":[1,7,10,24,31,33,42,43,45],"92054587":33,"920619":[],"92067658":[],"9207":43,"9208878":[],"921":[24,42],"92103867":[],"92123586e":[],"921368":[],"92136836":[],"921567":6,"922":[24,42],"922002":[],"92200223":[],"92201062":30,"922010623244745":30,"92236466e":[],"923":[24,42],"9230769230769231":[10,45],"92317667":[],"92327822e":[],"9234":43,"92351924":[],"923602":33,"924":[24,42],"92405283":[],"924e":7,"925":[2,24,40,41,42],"9250":43,"92507116e":[2,40,41,42],"92526882":30,"92543216":33,"92576742e":[],"92578916":6,"92579609e":[],"926":[24,42],"92604308":[],"92630576":[],"92648983":[],"92651068":36,"927":[24,42],"92717417":[],"92729959":[],"9275":43,"92772833":[],"9277777777777778":[2,40,41],"928":[24,42],"92805329":[],"92822216":[],"92857143":[8,37,44],"9286":43,"929":[24,42],"92930426e":[],"9295763474254684":[],"92991719e":34,"93":[24,42],"930":[24,42],"93003138502386":[],"93022647":[],"93049763":[],"9305555555555556":[2,40,41],"930829":[],"93082933":[],"931":[1,24,33,42],"93155188":6,"93158979":6,"932":[24,42],"932656":[],"93267138892912":[],"93267139":[],"933":[6,24,35,42],"934":[24,42],"93420126":[40,41],"93492130e":7,"935":[24,42],"93500562":[],"93528653e":[],"93535577":14,"93571082":[],"936":[24,42],"93601008e":34,"936313":12,"9363131":12,"937":[24,30,42],"937082":[33,34],"93799826":6,"938":[24,30,42],"93820524":[],"93828592e":[],"9384":43,"9387":[10,45],"93884803":[],"9389615":30,"939":[1,24,30,33,42],"93900613":[],"93901621":[],"93944615e":[],"939507":44,"93988393":[],"94":[8,24,30,37,42,44],"940":[24,42],"94035843":33,"941":[24,42],"9415":43,"942":[24,42],"94226022e":7,"94230225":[],"9423652864980914":[],"942422095469182":[],"9424428e":[],"94256677":[],"94260358":[],"942604":[],"94273542":34,"94284104":6,"943":[24,42],"94320205":6,"94338159":[],"943439":[],"94399217":[],"944":[4,5,24,42,43,44],"94400087":[],"94433302e":[],"9444444444444444":[2,40,41],"94484047e":40,"945":[4,5,24,42,43,44],"94501598e":34,"94591015":[26,33],"946":[4,5,24,42,43,44],"9460":43,"94610136":[],"94639099":12,"94642209":[],"946957":6,"94697839":[],"947":[4,5,24,42,43,44],"9472":43,"9472222222222222":[2,40,41],"94727053e":34,"94756925":33,"94782102e":[],"94785447e":[],"948":[4,5,24,42,43,44],"94814932":[],"94815131":[],"9481513127527335":[],"94822514":7,"94823368":[],"9482527":6,"94854992":[],"94866246":[],"949":[4,5,24,42,43,44],"949162":[],"94916237":[],"94938706":[],"94948363e":34,"949807":[],"94980712":[],"9499":43,"95":[2,8,10,12,24,36,37,40,41,42,45],"950":[4,5,24,42,43,44],"95008046":7,"9503219":[],"95055425":[],"951":[4,5,24,42,43,44],"951109":[],"95117099":[],"95166414":[],"95190644":[],"952":[24,42],"9520":43,"95231424":6,"95235306":[],"952387":34,"9527777777777777":[2,40,41],"9528":43,"95284275":6,"953":[24,42],"953065564":[2,40,41],"95327702":[],"95329348":[],"9534":43,"95351665":6,"95355327":[],"954":[24,30,42],"9541":43,"95429024":[],"955":[24,42],"95508909":[],"95511792":34,"955118":34,"95513615":30,"9555555555555556":[2,40,41],"95558642":[],"9556":43,"955820c21e8b":[5,44],"95597666e":[],"956":[24,42],"956563":[12,34],"95661705":[],"95679388":[],"95682858":26,"95684892":6,"95686268":[],"95696156":33,"95697233e":[],"957":[24,42],"95703":[14,39],"95746721":[],"95762994":[],"95763525":[],"9577228":[],"9578":[],"958":[24,42],"95815651":[],"958228616652075":6,"9588":7,"959":[24,42],"95921115":26,"959402":12,"95940231":12,"95982273":[],"96":[7,8,12,24,36,37,42],"960":[24,30,42],"9601304850035702e":7,"960130485007504e":7,"96024953":6,"9603":43,"96033509e":[],"96046928":[],"96084663":6,"961":[24,30,42],"96183456":[],"962":[24,30,42],"962653":[],"962990":33,"963":[24,42],"963198":[],"9637117593816477":7,"964":[24,42],"9640435":6,"96439516":[],"964588":[],"96459246":[],"96461989e":[],"96489054":[],"9649652536":[5,44],"965":[24,42],"96525482e":34,"96543101":[],"965548":[33,34],"965944":[],"96599594":[],"966":[24,42],"96611032":[],"96618584":[],"96631321":34,"966337":[],"96688672":6,"966899":33,"967":[24,42],"9674":43,"9674916":6,"96750421":[],"967809":[12,34],"96783837":[],"968":[24,42],"96804366":[],"96841776":[],"96850702":[],"9688":7,"96890557e":[],"969":[24,42],"96911909":[],"9694":43,"97":[8,24,37,42,45],"970":[24,42],"97005689":6,"97032289":33,"97033646e":[],"97062694":[],"97069774":[],"970698":[],"97097196":[],"971":[24,42],"97108e":[14,39],"9716":[],"97177697e":34,"972":[24,42],"9722222222222222":[2,40,41],"9723":[],"97243128":6,"97262227":[],"972745":12,"973":[24,42],"97300836":6,"97326759":33,"97375628":[],"974":[24,42],"97449977":[],"97488151":[],"97497404e":7,"975":[2,24,40,41,42],"9750":43,"97504526":[],"97507735":6,"97514104e":[],"97565845e":34,"97594511":[],"976":[24,42],"97606135":[],"97606135399951":[],"9764":[],"97644118":[],"9765":[],"97663980e":34,"97690235":36,"977":[24,42],"97705827":6,"97739698":[],"97758848":6,"97761429e":34,"9777777777777777":[2,40,41],"9778":43,"978":[24,35,42],"9780387310732":32,"9780387848570":32,"97804446":[],"9781492032632":32,"9783319210079595":[],"978553":6,"97864285":34,"97866042":[],"97879245":[],"97898392":[7,34],"979":[24,42],"97906022e":34,"97926491":6,"97948913":[],"9797317":[],"97991527":33,"98":[1,2,8,10,24,37,40,41,42,45],"980":[10,24,42,45],"98004227":[],"9805555555555555":[2,40,41],"98073929":[],"98091621":6,"981":[24,42],"98127617":[],"981321":[33,34],"98139097":6,"98157799":26,"98180203e":34,"982":[24,42],"98201379":[24,42],"98215566e":[],"9824638":22,"98270777e":34,"98275501":6,"982829":5,"983":[24,42],"98316168":[],"98320492":[],"983310":[33,34],"984":[24,42],"98404993":[],"98409646e":[],"98413020e":[],"98413059":6,"984182":[],"98418221":[],"98430782":[],"984308":[],"98454786":6,"984601":[],"98460101":[],"9849967686928113":[37,44],"985":[24,30,42],"98502634":[],"98566191":6,"98597638":26,"986":[24,30,42],"98601306":[],"9860553":[],"9861111111111112":[2,40,41],"98620879e":[],"986699":6,"98680716":6,"98686102":[],"98694705":[],"987":[24,42],"98706221":[],"98716878":6,"9871776311306221":[],"98764765":[],"987648":[],"98765625":[],"987722":[],"98772232":[],"988":[24,42],"98808176":6,"98822371":7,"98844754":33,"9885":[],"9887034589972739":10,"9888005551376943":[],"988835":[],"9888544725633199":[],"9888888888888889":[2,40,41],"9889":[],"989":30,"9890348":6,"98914003":[],"9892":[],"9893447":6,"98947894":34,"9898ff":[10,11],"99":[7,8,10,12,14,22,24,36,37,38,39,42,43,45],"990":[10,24,42,45],"99006712":[],"99009525":6,"99051150":7,"99083639":[],"99084226e":[],"99088801":6,"991":[24,30,42],"9910":43,"99106686":[],"99115119":6,"9915165982451293":[],"991753":[],"99175336":[],"99176998":6,"9919":[],"992":30,"99215828":[],"9924":[],"99242921":6,"99265097":6,"99268332":[],"993":[24,30,42],"9930":43,"993148":[],"99316252":6,"99330715":[24,42],"99344165e":[],"993658072083743":34,"99371056":6,"99389612":6,"993993":[24,42],"99399301":[24,42],"99399308":[24,42],"99399309":[24,42],"99399315":[24,42],"994":[24,42],"9940253773173835":[],"994304":22,"9943201":6,"99439119":[],"99450177":[],"994502":[],"9945729062189713":34,"9947756":6,"99484719":[],"99492986":6,"995":[24,42],"9950597269547777":[],"9952222065466447":[],"99528218":6,"99534399":26,"99539415":6,"9955273625597437":[],"9955500279779226":[],"99566069":6,"9957273060382023":[],"99578809":6,"9958":43,"995840825550726":[],"99589367":[],"996":[6,35,36],"99608161":6,"99630114":[],"9963311287748658":[],"9963961":6,"99650061":6,"996738628265756":34,"9967458":6,"9969332511584248":[],"99700706":6,"99709215":6,"99729756":6,"99751458":6,"99752738":[24,42],"99754609":22,"99758326":6,"99767262":[],"99772199":[],"99775587":6,"9978":43,"9978254":[],"99793613":6,"99799099":6,"998":[24,42],"9981":43,"99813653":6,"9981377":[],"99828624":6,"9983295":6,"99845267":6,"99854557":34,"998577":6,"99858411":[],"9986":43,"99861053":6,"99861427":[],"99862019":34,"99866581":[],"99869482":34,"99871521":6,"99876945":34,"99881845":6,"99883628":34,"99884384":6,"99884409":34,"99888222":[],"99891093":34,"99891873":34,"99893323":6,"99897733":22,"99898558":34,"999":[10,22,24,30,38,39,42,43,45],"99901896":6,"99903755":6,"99906023":34,"99907985":22,"99911427":6,"99912709":34,"99913489":34,"99918546":6,"99919837":6,"99920175":34,"99926459":6,"99927642":34,"9993237":6,"99932732":[],"99933188":6,"99933329":[],"9993511":34,"9993736":[],"99938942":6,"99941797":34,"9994385":6,"99944037":[],"99944272":6,"99949077":[],"99949266":34,"99949306":6,"99951642":[],"99953381":6,"99953475":6,"99956735":34,"99957911":6,"99961294":6,"9996357":[],"99965056":6,"99966322":22,"99967865":6,"99970894":34,"99970988":6,"9997332":6,"99975913":6,"99977849":6,"99978365":34,"99980002":6,"9998161":6,"99984215":[],"99984732":6,"99985103":[],"9998542":[],"99986253":22,"99987324":6,"99988325":[],"99989476":6,"99991263":6,"99992263":[],"99992746":6,"99993978":6,"99995":6,"999955585168597":7,"99998193":[],"99998703":[],"99999773":[],"99999797":22,"99999956":22,"99999985":[],"9m":[5,44],"9x":[7,27],"9y":[7,27],"\u00f8yvind":[7,34,35],"\u03b4":[24,42],"abstract":[0,2,21,24,38,41,42,43],"boolean":[5,44],"break":[1,5,7,12,15,33],"byte":[26,33],"case":[0,1,2,3,4,5,6,7,8,12,13,14,15,17,22,24,25,26,27,28,33,36,39,40,41,42,43,44,45],"catch":[1,33,43],"class":[1,2,4,5,7,8,9,10,12,13,14,24,30,33,36,38,39,40,41,42,43,44,45],"default":[1,2,3,5,7,8,14,17,24,26,27,28,33,34,35,37,38,41,42,43,44],"do":[0,1,3,4,5,6,7,9,10,11,12,13,14,15,16,17,22,23,26,27,28,34,37,43],"ekstr\u00f8m":5,"export":[10,45],"f\u00f8470":[31,33],"final":[0,1,2,3,4,5,6,7,8,9,10,11,12,14,15,17,19,20,21,23,24,27,29,30,31,33,36,37,41,44],"float":[1,4,5,6,10,12,14,15,24,26,33,34,38,39,42,43,44,45],"function":[0,3,4,5,6,10,15,16,17,18,19,20,23,25,26,44],"import":[1,2,3,4,5,7,8,9,10,11,12,13,14,15,17,18,24,27,30,36,37,38,39,40,41,42,44],"int":[1,2,3,4,5,6,7,12,14,15,22,24,26,30,34,36,38,39,40,41,42,43,44],"long":[1,2,4,5,13,14,33,37,38,39,40,41,42,43],"m\u00f8svatn":[7,27],"new":[0,1,2,3,4,6,7,8,9,10,11,12,14,15,18,22,24,26,27,33,34,37,38,39,40,41,42,43,45],"null":33,"public":[1,25,33],"return":[1,2,3,4,5,6,7,8,9,10,12,14,15,22,24,26,27,30,33,34,35,36,37,38,39,40,41,42,43,44,45],"sch\u00f8yen":[7,34,35],"short":[0,5,6,24,27,28,35,36,42,43],"super":[4,6,24,34,35,42,43],"switch":[1,24,42,43],"throw":[4,7,30,36,43],"true":[1,2,3,4,5,6,7,8,9,10,11,13,14,15,16,17,20,24,26,27,28,30,33,34,35,36,37,38,39,40,41,42,43,44,45],"try":[0,1,2,3,4,5,6,7,8,9,10,11,12,14,15,16,17,24,25,26,27,28,30,33,34,35,36,37,38,39,40,41,42,43,45],"var":[2,6,7,11,12,14,19,20,27,30,33,34,35,36,38,40,41,45],"while":[1,2,4,5,6,7,8,9,10,12,13,14,24,30,33,34,35,36,37,38,39,40,41,42,43,44,45],A:[0,3,4,6,7,8,11,12,13,14,17,19,21,23,24,25,26,27,28,29,30,31,32,34,38,39,40],AND:3,And:[0,1,4,5,6,7,10,14,21,24,25,27,28,30,40,41,42,43,45],As:[0,1,2,3,4,5,6,7,9,11,13,14,17,24,26,27,28,30,33,34,35,36,37,38,39,40,41,42,43,44,45],At:[1,5,7,14,27,33,38,44],BE:[1,33],Be:[3,25,33,42],Being:[14,38,45],But:[1,2,3,4,6,7,10,11,28,30,34,35,36,41,42,43,44,45],By:[1,4,6,7,13,14,18,26,33,34,35,36,37,38,39,40,43,44],FOR:44,For:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,22,24,25,26,27,28,29,30,32,33,34,35,36,37,38,39,40,41,42,43,44,45],IF:[7,35,36],IN:32,If:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,16,17,22,24,25,26,27,28,30,33,34,35,36,37,38,39,40,41,42,43,44,45],In:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,20,22,23,24,25,26,27,28,30,32,33,34,35,36,37,38,39,40,41,42,43,44,45],Is:12,Ising:[6,13,34,39,40],It:[1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,22,24,25,26,27,28,30,33,34,35,36,37,38,39,40,41,42,43,44,45],Its:[2,3,5,12,40,41,42,44],NO:[8,12,37,44],No:[4,5,7,10,24,33,35,37,39,42,44,45],Not:[1,2,6,7,24,33,34,35,36,39,40,41,42],OR:[24,30,43],Of:[30,43],On:[1,4,16,29,30,31,32,33,43],One:[1,2,4,5,6,7,8,9,12,13,14,18,21,22,27,30,34,36,37,38,39,40,41,42,43],Or:[0,1,2,7,27,33,37,41,42],Such:[1,7,13,17,30,36,37,38,39,40,43],TO:[24,42],That:[0,1,6,8,11,12,13,15,20,27,30,33,35,36,37,40,45],The:[5,11,14,15,16,17,19,20,21,22,23,26,27,28,29,30,31,32],Their:[24,40,41,42],Then:[0,1,2,7,9,10,11,12,13,14,15,26,27,33,34,36,37,38,39,40,41,42,43,45],There:[1,4,5,6,7,9,10,12,13,15,24,26,27,29,30,31,33,34,35,37,38,39,40,42,43,44,45],These:[0,1,3,4,5,6,9,10,11,12,13,14,15,16,17,24,26,27,28,30,31,33,34,35,38,39,40,41,42,43,44,45],To:[1,2,3,4,5,6,7,8,9,10,11,12,13,14,22,24,26,27,28,30,35,36,37,38,39,40,41,42,43,44,45],With:[1,6,7,9,10,11,12,13,15,19,26,27,28,30,33,34,36,39,40,45],_0:[6,9,11,12,14,34,37,38,45],_1:[3,6,7,9,11,12,13,14,15,26,34,35,36,37,38,39,40,41,42,45],_2:[3,6,9,12,13,14,26,34,38,39,40,42],_3:26,_4:26,_9:[14,38,39],_:[1,2,3,5,6,7,8,9,10,11,12,13,14,18,19,20,22,26,27,33,34,35,36,37,38,39,40,41,42,43,44,45],_________________________________________________________________:[5,43,44],__call__:[4,5,43,44],__class__:[11,24,42,45],__del__:[],__doc__:[7,36],__future__:[9,10],__getattr__:35,__getitem__:[],__init__:[2,3,4,24,35,40,41,42,43],__main__:[3,42],__name__:[3,11,24,35,42,43,45],__traceback__:[4,5,43,44],_accuraci:[24,42,43],_auto10:[7,13,39,40],_auto11:[7,39],_auto12:[7,39],_auto1:[3,4,5,6,7,8,13,14,22,26,30,34,37,38,39,40,42,43],_auto2:[3,4,5,6,7,13,14,26,30,38,39,40,42,43],_auto3:[4,5,6,7,13,14,26,38,39,40,43],_auto4:[5,7,13,14,26,38,39,40],_auto5:[5,7,13,14,26,38,39,40],_auto6:[5,7,13,26,39,40],_auto7:[5,7,13,26,39,40],_auto8:[7,13,39,40],_auto9:[7,13,39,40],_backpropag:[24,42,43],_base:9,_build:[1,18,20,25,27,32,33],_build_call_output:[4,5,43,44],_c:[2,40,41,42],_call:[4,5,43,44],_call_flat:[4,5,43,44],_check_for_error:43,_check_optimize_result:[8,12,37,44],_compon:12,_compute_scor:43,_coordinate_desc:7,_decor:[1,33],_depth:[10,45],_distn_infrastructur:[37,44],_eagerdefinedfunct:[4,5,43,44],_extract_window:43,_feedforward:[24,42,43],_fmt:43,_format:[24,42],_fraction:[10,45],_h:[24,42],_handl:[4,5,43,44],_i:[1,2,3,6,7,8,9,12,13,14,16,17,18,20,27,33,34,35,36,37,38,39,40,41,42],_inference_funct:[4,5,43,44],_initialize_scor:43,_initialize_weight:43,_interpolatefunctionerror:[4,5,43,44],_j:[1,2,3,4,6,7,9,14,18,20,27,34,35,36,38,40,41,42,43],_jit_compil:[4,5,43,44],_k:[14,24,37,38,39,42,43],_l:[13,39,40,41],_lambda:[7,33],_leaf:[10,45],_lock:[4,5,43,44],_logist:[8,12,37,44],_m:[11,45],_make_vjp:[3,14,39],_maybe_define_funct:[4,5,43,44],_multilayer_perceptron:[2,24,40,41,42],_n:[3,6,9,12,14,34,37,38,42],_node:[3,10,14,39,45],_notokstatusexcept:[4,5,43,44],_num_output:[4,5,43,44],_o:[24,42],_p:[6,9,34],_pad:43,_process_traceback_fram:[4,5,43,44],_progress_bar:[24,42,43],_r:[4,5,43,44],_ratio:12,_reset_schedul:43,_reset_weight:43,_reset_weights_independ:43,_sampl:[10,45],_select_forward_and_backward_funct:[4,5,43,44],_set_classif:[24,42],_set_pred_format:43,_split:[7,10,27,45],_src:22,_stateful_fn:[4,5,43,44],_stateless_fn:[4,5,43,44],_t:[14,22,38,39],_test:[7,27],_trace:[3,14,39],_unpad:[],_valu:[3,14,39],_varianc:12,_weight:[10,45],a0:[4,43],a0faa0:[10,11],a1:[1,33],a2:[1,33],a3:[1,33],a4:[1,33],a_0:[1,22,23,28,33,43],a_1:43,a_1a:[1,33],a_1x:[22,23,28],a_2:43,a_2a:[1,33],a_2x:[22,23,28],a_3:[1,33,43],a_3a:[1,33],a_4:[1,33],a_4a:[1,33],a_:[1,2,17,26,33,34,40,41,42,43],a_h:[2,24,40,41,42],a_i:[1,2,3,13,33,40,41,42],a_j:[2,13,40,41],a_k:[1,2,13,40,41],a_matric:[24,42],a_matrix:43,a_previ:43,aaron:32,ab:[1,3,6,14,15,22,33,34,35,38,39,42],ab_channel:25,abandon:[2,41,42],abbrevi:29,abid:30,abil:[1,11,33,45],abl:[1,2,5,6,7,8,11,13,14,17,27,34,37,38,39,40,41,42,43,45],about:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,25,26,27,28,31,35,36,37,38,39,40,41,42,43,44,45],abov:[0,1,2,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,22,26,27,28,30,32,33,34,36,37,38,39,40,41,44,45],abovement:[7,36],abscissa:[14,37,38],absolut:[1,3,6,7,14,33,34,35,36,38,39,42],absorb:[34,35],acceler:[14,22,38,39],accept:[1,4,7,10,27,33,34,43],access:[1,4,12,30,34,43],accid:[5,7,36,37,44],accompani:[1,33,34],accomplish:[9,10,14,38,39,45],accord:[1,2,3,6,7,10,13,14,15,16,17,30,33,35,36,37,38,39,40,41,42,43],accordingli:12,account:[1,4,6,14,16,30,33,35,36,38,39,43],accross:43,accumul:[13,14,22,24,30,38,39,40,42],accur:[1,4,5,7,11,14,36,38,39,43,44],accuraci:[0,1,2,4,5,6,7,8,10,11,12,13,24,28,33,34,37,39,40,41,42,43,44,45],accuracy_scor:[1,2,11,24,33,40,41,42,45],accuracy_score_numpi:[2,40,41,42],achiev:[1,2,6,7,9,13,26,33,35,36,39,40,41,42,43,45],aco:30,acquaint:[25,33],acquir:[2,25,33,41,42],acr:[1,34],across:[2,4,7,10,25,33,36,40,41,42,43],act:[2,4,24,26,40,41,42,43],act_deriv:43,act_func:[24,42,43],act_func_deriv:[24,42,43],action:[30,43],activ:[0,1,3,4,5,10,29,31,33,36,37,38,45],activation_deriv:43,activationfunct:43,actual:[1,2,5,6,7,9,12,17,26,30,33,34,35,36,41,42,45],ad:[2,4,5,6,9,14,16,17,24,26,35,36,37,38,41,42,43,44,45],ada_clf:[11,45],adaboostclassifi:[11,45],adadelta:[14,38,39],adagrad:[23,24,28,42,43],adagradmomentum:[24,42,43],adam:[2,4,5,23,24,28,31,33,41,42,43,44],adam_schedul:[24,42,43],adapt:[5,7,14,32,34,36,37],add:[1,2,3,4,5,6,7,9,11,12,13,16,17,18,22,23,24,27,28,30,33,34,35,36,38,40,41,42,44,45],add_convolution2dlay:43,add_flattenlay:43,add_fullyconnectedlay:43,add_lay:43,add_outgrad:[],add_outputlay:43,add_poolinglay:43,add_subplot:[2,8,13,15,37,39,40,41,42],addendum:6,addit:[0,1,3,4,6,7,8,9,10,11,13,14,16,18,22,23,24,25,26,27,30,31,32,33,34,35,36,37,38,39,40,42],addition:[13,14,37,38,39,40,43],address:[2,10,12,14,33,38,39,41,42,43,45],adjac:[4,13,39,40,43],adjoint:[6,34,35],adjust:[1,6,13,14,37,38,39,44],admir:[1,33],adopt:43,advanc:[5,7,13,32,33,36,39,40,43],advantag:[2,4,6,7,11,14,26,35,36,37,38,39,40,41,42,43,45],adversari:33,afecionado:33,affect:[4,24,42,43],affin:[1,4,9,12,34,43],afford:[4,43],aficionado:33,aforement:15,african:[1,34],after:[0,1,2,3,5,6,7,10,12,13,14,16,21,22,24,25,26,27,28,30,33,34,35,36,38,39,40,41,42,43,44,45],afterward:[1,33],ag:[1,8,29,33,34,37],ag_0:[3,42],again:[1,2,5,6,7,8,9,11,12,13,14,16,17,22,23,24,27,28,30,33,34,35,36,38,39,40,41,42,45],against:[2,5,8,11,22,23,28,37,40,41,42,44,45],agegroup:[8,37],agegroupmean:[8,37],aggreg:[10,11,43,45],ago:44,agorithm:11,agre:[6,7,30,35,36],agreement:[14,22,38,39],ahead:[10,45],ai:[1,28,32],aid:[12,21,43],aim:[0,1,2,5,7,8,12,15,16,17,25,26,27,28,34,36,37,41,42],ainv:6,airplan:[4,43],aka:[6,35,36],al:[0,1,3,5,16,17,18,28,32,33,34,35,36,37,38,39,40,41,42,43,44,45],alarm:[6,8,35,36],albeit:43,algebra:[1,4,6,14,22,25,34,35,36,38,39,43],algorithm:[0,1,2,3,5,6,7,8,9,14,15,23,24,25,26,27,30,32,33,35,36,37,42,43,44],align:[1,3,6,7,8,9,14,27,30,33,34,35,36,37,38,42,43],all:[0,1,2,3,4,5,6,7,8,10,11,12,13,14,15,16,22,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,45],allevi:[2,14,37,38,41,42],alloc:[4,26,43],allow:[0,1,2,3,4,6,7,9,11,14,16,17,24,25,26,27,33,34,35,36,37,38,39,40,41,42,43,44,45],almost:[0,1,2,7,9,12,14,22,30,33,36,37,38,39,41,42],alon:[3,10,42],along:[0,3,4,5,6,7,10,11,12,24,25,26,33,34,35,36,37,42,43,44,45],alpha:[1,2,3,4,5,7,8,9,10,11,14,15,24,30,33,34,36,37,38,40,41,42,43,44,45],alpha_0:[4,43],alpha_1:[4,43],alpha_2:[4,43],alpha_:[11,45],alpha_i:[4,14,38,43],alpha_k:[14,38],alpha_m:[11,45],alpha_n:[4,43],alpha_opt:[14,38],alreadi:[3,4,5,6,7,11,13,25,26,30,33,34,35,36,39,40,42,43,45],also:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,22,24,25,26,27,28,29,30,33,34,35,36,37,38,39,40,41,42,43,44,45],alter:[2,40,41,42],altern:[1,2,5,6,7,8,9,10,12,14,26,27,33,34,35,36,37,38,39,40,41,42,43,44,45],although:[0,1,2,6,7,9,11,14,17,22,24,33,35,36,38,39,41,42,43,45],alwai:[1,4,6,7,13,14,17,22,30,33,34,35,36,37,38,39,40,43],am:[5,34,43],ame2016:[1,33],american:[1,34],among:[0,1,4,6,10,11,13,26,33,34,35,39,40,43,44,45],amongst:[6,35,36],amount:[1,2,4,5,7,9,11,15,24,25,36,41,42,43,45],an:[0,2,3,4,6,7,8,9,10,12,13,14,15,16,17,18,20,21,22,24,25,26,27,28,30,31,32,34,35,36,37,38,39,40,41,42,43],an_:30,anaconda:[0,1,2,16,25,27,33,41,42],analog:[14,38,39,44],analys:[0,7,35,36],analysi:[0,2,4,5,8,15,16,17,18,20,22,23,26,32,37,40,41,42,43,44],analyt:[0,3,4,6,7,8,13,14,16,23,25,27,28,33,34,35,36,37,38,39,40,43],analytical_gradi:22,analyz:[1,2,4,5,6,7,17,18,27,28,30,33,34,35,40,41,42,43,44],andrew:[2,40,41,42],angl:[1,4,10,34,43],anharmon:4,ani:[1,2,3,4,5,6,7,8,9,10,11,13,15,19,24,30,33,34,35,36,39,40,41,42,43,44,45],anim:[5,13,39,40],ann:[13,39,40],annot:[1,2,4,8,9,24,33,34,37,40,41,42,43,44],announc:33,anoth:[1,2,4,5,6,7,8,9,11,12,13,14,26,27,28,30,33,34,37,38,39,40,41,42,43,44,45],ans_vspac:3,ansatz:[1,33],answer:[0,1,2,4,6,7,26,27,28,31,33,35,36,40,41,42,43],antialias:[3,7,27,42],anticip:[5,44],anymor:[2,9,41,42],anyon:[5,9],anyth:[2,30,41,42,44],anytim:[31,33],apach:[2,41,42],apart:[12,14,37,38],api:[2,25,33,41,42,43],appar:[3,42],appear:[1,2,4,14,17,24,26,30,33,38,39,40,41,42,43],append:[2,4,5,9,10,14,22,24,33,38,41,42,43,44,45],appendix:27,appl:[4,5,43,44],appli:[1,2,3,4,5,7,8,9,10,11,12,13,14,16,17,27,28,30,32,33,34,35,36,37,38,39,40,41,42,43,45],applic:[1,2,4,5,6,7,8,10,13,14,22,26,27,30,32,33,34,36,37,38,39,40,41,42,43,44,45],apply_gradi:5,approach:[0,2,3,5,6,7,10,11,12,13,14,18,22,24,25,30,32,34,37,40,41,42,43,44],appropri:[3,7,10,13,14,25,30,36,38,39,40,42,43],approv:33,approx:[0,1,3,4,7,11,12,14,30,33,36,37,38,39,42,43,45],approxim:[1,2,3,4,5,6,7,8,11,12,14,19,20,27,30,33,34,35,36,37,38,39,41,42,43,44,45],apt:[0,1,16,25,27,33],aq:30,ar:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,20,22,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45],aragorn:33,arang:[2,4,5,7,8,10,11,13,14,24,27,33,37,38,39,40,41,42,43,44,45],arbitrari:[2,5,7,9,13,14,30,36,37,38,39,40,41,42,44],arbitrarili:[1,2,12,33,40,41,42],arc:[7,27],architectur:[4,5,13,24,43,44],archiv:28,area:[1,4,7,10,27,32,33,43,45],arg:[1,3,4,5,14,33,39,43,44],argmax:[2,12,40,41,42,43],argmin:[5,11,15,45],argnum:[3,14,39],argnum_0:[],argnum_1:[],args_with_tang:[4,5,43,44],argsort:12,argu:[2,14,38,39,41,42],argument:[1,3,4,6,7,12,13,14,22,24,27,33,34,35,36,40,42,43],argval:3,aris:[1,7,13,14,30,33,36,37,38,40],arithmet:[1,14,26,33,38,39],arm:[7,35],armadillo:26,around:[1,2,5,6,7,12,30,33,35,36,40,41,42],arr:3,arrai:[1,2,3,4,5,6,7,8,9,10,12,13,14,15,22,24,25,27,30,34,35,36,37,38,39,40,41,42,43,44],arrang:[4,33,43],arraybox:[14,38,39],arriv:[1,7,10,12,26,30,33,36,43,45],arrow:[13,24,39,40,42,43],arrowprop:9,art3d:[14,38],art:[1,2,16,25,33,41,42],articl:[0,1,4,5,7,11,19,28,33,34,35,36,43],artifici:[1,3,8,13,32,33,37,42],artificialneuron:[13,39,40],arug:[14,38,39],arxiv:[4,5,22,28,38,39,44],as_fram:34,asap:33,asarrai:[1,3,7,10,22,34,35,38,45],ashort:21,asid:34,ask:[6,7,12,13,35,36,40,43],aspect:[1,7,25,27,33,34,35,43],assembl:[1,4,33,43],assert:[5,24,42,43,44],assertionerror:43,assess:[0,1,7,27,33,34,35,36],assici:[5,44],assign:[1,8,9,10,13,14,15,24,29,31,32,33,34,37,38,39,40,41,42,45],associ:[1,7,10,13,15,30,33,36,39,40],assum:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,20,24,26,27,30,33,34,35,36,37,38,39,40,41,42,43,44,45],assumpt:[1,4,6,7,10,12,19,27,30,33,34,43,45],assur:43,ast:[1,6,7,19,27,33,35,36,37,43],astronomi:[33,34,35,36,37,38,39,40,41,42,43,44,45],astyp:[5,10,11,45],asymmetr:43,asymmetri:[1,33],asymptot:[5,7,36],async_wait:[4,5,43,44],atla:33,atom:[1,33],attempt:[1,5,7,8,9,11,33,35,37,45],attend:29,attent:[0,1,24,26,33,42,43],attr:[4,5,35,43,44],attract:[1,11,33,45],attractor:44,attribut:[0,1,10,14,24,28,33,35,36,42,43,45],attributeerror:[14,35],audi:[1,33],audio:[4,5,43,44],august:[16,17,33],aurelien:[1,16,29,32,33,39,41,42,43,44],austfjel:[7,27],author:[1,2,11,30,33,41,42],authour:33,auto:[7,10,11,24,30,42,43,45],autocor:30,autocorrelation_tim:30,autocorrelform:30,autocovari:30,autoencod:[5,25,33],autoencond:25,autograd:[23,24,25,28,33,43],autom:[1,25,32,33],automac:26,automag:33,automat:[1,2,3,4,5,12,17,23,24,25,26,33,40,41,43,44],automobil:[4,43],autonom:[5,44],avail:[0,1,2,5,7,11,12,16,21,22,25,26,27,28,29,31,32,33,36,40,41,42,44,45],averag:[1,2,4,7,10,11,14,15,22,24,30,31,33,34,35,36,37,38,39,40,41,42,43,45],avoid:[1,5,6,7,10,12,14,22,24,26,33,34,36,37,42,43,44,45],awai:[3,4,7,34,35,36,42,43],awar:[3,11,42],award:[31,33],ax:[0,1,2,3,4,5,7,8,9,10,11,12,13,14,15,24,26,27,28,33,34,36,37,38,39,40,41,42,43,44,45],axes3d:[3,7,14,27,37,38,42],axes_grid1:7,axessubplot:34,axhlin:9,axi:[1,2,3,4,5,7,8,9,10,11,12,13,14,15,22,24,26,27,30,33,34,35,36,37,38,39,40,41,42,43,44,45],axiom:[6,35,36],axlabel:[1,33],axvlin:[5,9],axvspan:[5,44],b1:9,b2:9,b3:9,b:[1,2,4,5,6,7,9,10,11,13,14,15,16,17,22,24,30,31,33,34,35,36,37,40,41,42,43,44,45],b_0:1,b_1:[1,3,13,14,38,39,40,42],b_2:[1,14,38,39],b_5:[14,38,39],b_:[1,2,26,40,41,42],b_group:[10,45],b_i:[1,2,3,13,33,39,40,41,42],b_ia_:[1,33],b_ia_i:1,b_index:[10,45],b_j:[2,13,39,40,41,42],b_k:[1,2,13,14,38,39,40,41,42],b_m:[13,39,40],b_score:[10,45],b_valu:[10,45],bachelor:[29,31],back:[1,4,5,6,7,9,10,11,16,24,26,28,30,33,34,35,37,38,39,43,45],backbon:26,backend:[2,5,22,41,42,44],background:[0,32,33,34],backprogag:43,backpropag:[2,24,40,41,42],backtrack:10,backup:26,backward:[2,3,5,13,24,26,40,41,42,43],backward_pass:[],backwardpass:43,bad:[7,24,34,35,42],badli:30,bag:[0,10,25,33],bag_clf:[11,45],baggin:33,baggingboot:[11,45],baggingclassifi:[11,45],baggingtre:11,balanc:[7,36,37],baluka:42,band:26,bandwidth:26,bar:[1,7,12,16,17,24,27,33,42,43],barber:32,bare:[5,11,45],base:[1,2,4,5,6,8,9,10,11,15,25,30,31,32,33,34,35,37,40,41,42,43,44,45],basi:[6,8,9,11,12,13,14,26,34,35,37,38,39,40,45],basic:[7,9,13,14,15,25,27,30,33,38,39,40,41],batch:[4,5,12,13,14,22,23,24,28,37,40,43],batch_shap:[5,44],batch_siz:[2,4,5,24,40,41,42,43,44],batch_typ:43,batchnorm:5,bay:[8,37],bayesian:[6,25,32,33,35,36],beam:[33,36,37,38,39,40,41,42],becattini:31,becaus:[1,2,3,4,5,6,7,9,10,13,14,15,33,35,36,37,38,39,40,41,42,43,44,45],beccatini:33,becom:[1,2,3,6,7,8,10,13,14,22,30,33,34,35,36,37,38,39,40,41,42,43,44,45],been:[0,1,2,3,4,5,6,7,12,13,14,24,25,26,27,28,33,34,35,36,38,39,40,41,42,43,44],befor:[1,2,3,4,5,6,7,8,9,13,14,15,24,26,27,28,30,33,34,35,36,37,38,39,40,41,42,43,44,45],beforehand:[1,30,33],begin:[1,2,3,4,5,6,7,8,9,10,12,13,14,15,22,24,26,27,30,31,33,34,35,36,37,38,39,40,41,42,43,45],behav:[2,7,14,36,37,38,41,42],behavior:[1,2,14,33,37,38,39,41,42],behaviour:[13,39,40],behind:[1,2,7,9,14,33,37,38,40,41,42,43,45],being:[1,2,3,4,5,6,8,9,11,12,13,14,18,30,33,34,35,36,37,38,39,40,41,42,43,44,45],believ:[10,26,45],belong:[8,9,10,14,15,24,37,38,39,42,43,45],below:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,24,26,27,28,30,33,34,35,36,37,38,39,40,41,42,43,44,45],benchmark:[11,45],benefici:[2,14,38,39,40,41,42],benefit:[1,2,5,12,14,16,25,33,37,38,39,40,41,42,44],benefiti:43,bengio:[2,22,23,28,29,32,33,34,38,39,41,42],benign:[2,8,10,37,41,42,44,45],besid:[5,6,35,44],bessel:[6,34,35,36],best:[1,2,3,4,5,6,7,8,9,10,11,13,14,27,28,31,33,34,36,37,38,40,41,42,43,44,45],best_estimator_:[37,44],beta1:[22,38,39],beta2:[22,38,39],beta:[1,2,4,6,7,8,11,12,14,17,18,19,20,22,24,27,33,34,37,38,39,40,41,42,43,45],beta_0:[1,2,4,6,7,8,14,33,34,35,36,37,38,40,41,43],beta_0x_:[1,33,34],beta_1:[1,2,4,6,7,8,11,14,33,34,35,36,37,38,39,40,41,43,45],beta_1x_0:[1,33],beta_1x_1:[1,8,33,37],beta_1x_2:[1,33],beta_1x_:[1,33,34],beta_1x_i:[8,14,34,37,38],beta_2:[1,4,14,33,34,38,39,43],beta_2x_0:[1,33],beta_2x_1:[1,33],beta_2x_2:[1,8,33,37],beta_2x_:[1,33,34],beta_2x_i:34,beta_3:[4,43],beta_3x_i:34,beta_4x_i:34,beta_:[1,4,7,8,14,33,34,35,36,37,38,39,43],beta_i:[1,4,6,18,33,34,35,43],beta_j:[1,6,7,14,19,27,33,34,35,36,38,39],beta_k:[14,37,38],beta_linreg:[14,22,37,38,39],beta_m:[11,45],beta_mg_m:[11,45],beta_n:[4,43],beta_ol:36,beta_p:[8,37],beta_px_p:[8,37],beta_ridg:36,betaol:36,betaridg:36,betavalu:6,better:[1,2,3,4,5,7,10,11,12,13,14,22,33,34,35,36,38,41,42,43,44,45],between:[0,1,2,3,4,5,6,7,8,9,10,12,13,14,15,18,22,24,27,28,30,33,34,35,36,37,38,39,40,41,42,43,44,45],beyond:[1,2,6,7,9,14,22,27,33,34,37,38,39,41,42],bf:[14,15,26,30,37,38],bgd:[14,38,39],bia:[1,2,3,4,6,9,10,11,13,14,20,24,28,33,34,35,37,38,39,40,41,42,43,45],bias:[2,3,4,6,7,10,13,24,28,35,39,43,45],bias_index:43,big:[1,2,3,6,7,15,19,33,35,36,40,41,42,44],bigger:[2,7,34,35,41,42],bigr:[13,39,40],bike:[10,45],bilbo:33,billion:[4,13,25,39,40,43],bin:[1,8,30,34,37,44],binari:[1,4,6,8,10,11,13,24,28,33,35,36,37,42,43,44],binarycrossentropi:5,bind:[1,34],binomi:[25,30,33],binsboot:[7,36],bioinformat:[1,33],biolog:[2,13,39,40,41,42],bios1100:[25,33],bird:[1,4,33,43],birth:33,bishop:[29,32,33],bit:[2,5,26,30,33,40,41,42],bitwis:30,bivari:[3,42],bk:[1,14,34,38,39],bla:[26,33],black:[9,10,15,22,45],bledso:33,blob:[20,21,27,33,37,38,39],block:[7,11,25,26,30,33,36,43],blogpost:5,blue:[1,4,43],bluntli:33,blur:43,bm:34,bmatrix:[1,2,4,6,8,9,12,14,24,26,33,34,35,37,38,40,41,42,43],bmi:[2,40,41,42],bodi:[1,2,5,13,33,39,40,41,42,44],bold:[2,41,42],boldfac:[1,6,17,34,35],boldsymbol:[1,2,3,4,6,7,8,9,11,12,14,15,16,17,18,19,20,22,24,27,33,37,38,39,40,41,42,43,45],boltzmann:[13,25,33,39,40],book1:32,book:[20,27,28,32,33,35,42,43],bool:43,boost:[0,2,10,25,33,41,42],boostrap:[11,45],bootstrap:[0,2,14,20,25,27,28,33,37,38,39,41,42],border:43,borrow:33,boston_dataset:[1,34],bot:9,both:[1,2,5,6,7,9,10,11,14,15,16,17,24,25,26,27,28,30,31,33,34,35,36,37,38,39,41,42,43,44,45],bottl:[8,37],bottleneck:43,bound:[1,9,13,34,38,39,40],boundari:[0,3,5,9,12,13,40,42],box:[3,5,10,44,45],boxed_arg:3,boyd:[9,14,37,38],bracket:[5,30,44],brain:[2,8,13,37,39,40,41,42],branch:[10,45],breast:[6,8,12,28,35,36,37,44],breat:28,breviti:[14,22,38,39],brew:[0,1,16,25,27,33],brg:9,brief:[0,27,28,34],briefli:[1,33],bring:[1,6,7,11,28,33,34,35,41,45],broad:[1,4,5,33,43,44],brought:[14,22,25,33,38,39],brownle:5,browser:33,brute:[4,6,12,34,35,37,43,44],bs:[9,10,11],buffer_s:5,bui:[5,44],build:[1,5,6,7,11,26,30,33,35,36,37,38,39,40,44],built:[1,2,4,5,7,34,36,41,42,43,44],bunch:12,busi:[1,34],c1:[9,12],c2:[9,12],c:[1,2,3,5,6,7,8,9,10,11,12,13,14,15,16,17,20,25,26,30,31,32,34,35,36,37,38,39,40,41,42,43,45],c_0:30,c_1:[13,39,40],c_2:[13,39,40],c_3:[13,39,40],c_4:[13,39,40],c_:[1,9,10,11,14,22,30,34,37,38,39],c_i:[13,14,38,39,40],c_k:30,ca:[2,33,41,42],cach:11,cal:[1,9,11,13,14,16,17,33,37,38,40,41,45],calcul:[1,2,3,5,6,7,9,10,11,12,13,14,15,16,17,19,22,24,26,28,30,33,35,36,37,38,39,40,41,42,43,44,45],california:[0,28,34],call:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,19,20,22,24,25,26,27,28,30,31,33,34,35,36,37,38,39,40,41,42,43,44,45],callabl:[4,5,24,42,43,44],callback:[4,5,43,44],calor:[1,34],cambridg:[14,32,37,38],can:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,23,24,25,26,27,28,30,31,32,34,35,37,40,41,42,43,45],cancel:[1,14,33,34,38,39],cancellation_manag:[4,5,43,44],cancer:[6,11,28,35,36],cancerpd:[8,37,44],candid:[9,10,11,38,45],cannot:[1,2,5,6,7,8,9,10,29,30,33,34,35,37,40,41,42,44,45],canopi:[0,1,16,25,27,33],canva:[0,27,28,33],cap:[6,35,36],capabl:[1,2,9,14,25,33,38,39,41,42,43],capac:[3,31,42],capita:[1,34],caption:[0,27,28],captur:[5,12,13,39,40],captured_input:[4,5,43,44],car:[4,5,43,44],card:[1,8,33,37],cardin:[2,41,42],care:[12,37,43],carefulli:[14,38,44],carlo:[1,7,25,30,32,33,36],carri:[3,7,8,27,36,37,42],cart:11,casella:32,cast:[2,41,42],cat:[4,5,43],categor:[1,2,4,10,12,33,40,41,42,43,45],categori:[1,2,4,8,11,13,15,24,33,34,37,39,40,41,42,43,45],categorical_crossentropi:[2,4,41,42,43],catgeori:44,caus:[1,6,7,30,33,34,35,36],causal:1,causat:[1,33],caution:43,cax:[2,41,42],cb:[7,33],cbar:[2,41,42],cc:[0,1,2,4,5,6,14,28,33,34,35,36,37,38,41,42,43,44],ccc:[6,13,35,39,40],cd_fast:7,cdf:30,cdot:[1,3,7,13,14,15,26,30,33,36,37,38,39,40,42,43],ceil:43,celebr:[14,37,38],cell:[1,3,4,5,7,10,11,14,16,27,33,35,36,37,38,39,42,43,45],cent:45,center:[0,1,2,7,8,9,10,12,15,27,30,33,35,36,37,41,42,45],central:[0,1,4,6,7,9,17,26,28,33,34,35,43],centroid:[15,30],centroid_differ:15,centuri:[4,43],certain:[1,4,7,8,10,30,33,34,36,37,43,45],certainti:36,cg:[14,38],cha:[1,34],chain:[1,2,14,25,30,33,38,39,41,42],challeng:[38,39],chanc:[2,6,14,30,35,36,38,39,40,41,42],chang:[0,1,2,3,4,5,6,7,9,10,12,13,14,15,22,24,26,27,28,30,33,34,35,36,37,38,39,40,41,42,43,44],channel:[4,43],chap4:[40,41,42],chapter3:[1,20,27],chapter:[0,1,7,11,12,19,22,23,26,27,28,32,33,34,35,36,37,38,39,40,41,42,43,44,45],charact:[1,4,6,9,33,34,43],character:[9,10,11,13,30,39,40,45],characterist:[1,2,4,11,14,22,33,38,39,41,42,43,44,45],charg:[1,33],charl:[1,34],chase:5,chat:33,chd:[8,37],chddata:[8,37],cheap:[6,34],cheaper:[2,14,38,39,41,42],check:[1,2,4,5,6,7,12,14,24,26,33,34,38,39,41,42,43,44],checkmark:4,checkpoint:5,checkpoint_dir:5,checkpoint_prefix:5,chen:11,chiaramont:[3,42],chin:43,choic:[1,2,3,4,5,7,10,13,14,15,20,24,26,28,33,34,36,37,38,39,40,43],choleski:[6,26,34],choos:[0,3,4,7,10,11,12,14,15,24,27,28,36,37,38,39,43,45],chosen:[0,1,2,3,7,9,10,11,14,17,22,28,30,33,36,37,38,39,41,42,44,45],chosen_datapoint:[2,40,41,42],christian:32,christoph:[29,32,33],cifar10:[4,43],cifar:[4,43],circ:[2,13,40,41,42],circl:[1,9,13,34,39,40],circuit:[4,43,44],circumfer:[10,45],circumv:[2,6,14,34,38,39,41,42],ckpt:5,clariti:30,class_nam:[4,10,43,45],class_predict:43,class_val:[10,45],class_valu:[10,45],class_weight:[4,5,43,44],classic:[8,10,14,37,38,39,40,44,45],classif:[0,1,4,6,7,8,9,12,13,25,27,32,33,34,35,36,38,43],classifc:44,classifi:[0,1,2,5,8,10,11,12,24,28,33,40,41,42,43,44],classificaton:[2,40,41],classifii:[11,45],clealri:45,clean:[2,40,41,42],clear:[2,6,11,13,14,22,38,39,40,41,42,45],clearli:[1,4,6,7,8,9,19,30,34,35,36,37,43,44,45],clever:[2,11,40,41,42,45],clf3:1,clf:[1,7,9,10,11,33,34,45],clf_lasso:7,clf_ridg:[7,33],clip:[4,30,43],clone:31,close:[0,1,2,3,5,7,9,10,12,13,14,15,27,30,32,33,36,37,38,39,40,41,42,43,45],closer:[4,6,14,34,38,39,43],closest:[9,12,14,15,38],closur:[25,33],cloud:[25,33],cluster:[1,2,5,7,12,25,33,36,40,41,42,44],cluster_label:15,cm:[2,3,4,7,9,10,14,27,37,38,40,41,42,43,45],cmap:[1,2,3,4,5,7,9,10,11,24,27,33,40,41,42,43],cmap_arg:7,cmb:29,cmd:[10,45],cmu:34,cn_:30,cnn:[13,39,40],cnn_kera:[4,43],cntk:[25,33],co:[1,3,4,7,10,14,22,33,36,38,39,42,43],cobserv:43,code:[0,4,5,7,8,9,16,17,18,20,23,25,26,27,30,32,44],codebas:[24,42,43],coef0:9,coef:[1,33,43],coef_:[1,6,7,9,10,14,33,34,35,36,37,38,45],coeff:6,coeffici:[1,4,6,7,8,9,10,14,16,17,26,33,34,35,36,37,38,39,45],coerc:[1,7,33,36],cogniz:43,coin:[11,30],coin_toss:[11,45],col:[1,12,33,34],colab:[25,33],cold:[10,45],colinear:[1,34],collabor:[0,27,28],collaps:9,collect:[1,3,7,11,12,22,25,30,32,33,36,45],collinear:[6,34,35],color:[1,4,5,7,9,10,11,22,27,30,38,43,44,45],color_channel:[4,43],color_cod:7,colorbar:[2,7,27,41,42,43],coloumn:[24,42],colsample_bytre:11,colsaobject:11,colspec:[1,33],column:[1,2,3,6,7,8,9,10,12,13,18,24,26,33,34,35,36,37,39,40,41,42,43,44,45],columntransform:[10,45],com:[5,7,20,21,22,25,27,28,32,33,35,37,38,39,40,41,42,43,44],combin:[2,3,6,7,8,11,30,35,36,37,38,39,41,42,43,45],come:[1,2,4,5,6,13,14,15,16,28,33,34,35,36,38,39,40,41,42,43,44],command:[1,2,33,41,42],comment:[0,1,5,6,7,16,17,27,28,33,34],commerci:[0,1,16,25,27,33],commod:[1,33],common:[0,1,2,4,6,7,8,10,12,14,15,27,28,30,33,34,36,37,38,39,40,41,42,43,44,45],commonli:[1,2,5,7,8,10,14,15,34,36,37,38,39,40,41,42,43,44,45],commun:[0,1,13,27,39,40],commut:[4,43],commutatitav:[4,43],compact:[1,2,4,6,7,8,10,12,13,14,15,33,34,35,36,38,39,40,41,42,43,45],compair:1,compar:[0,1,4,5,6,7,12,14,16,17,22,23,24,26,27,28,33,34,35,36,37,38,39,43,44],comparison:[3,5,14,28,38,39,42,43,44],compat:[8,37,43],compet:[1,33],competit:11,compil:[1,2,4,5,14,16,22,25,26,33,38,39,41,42,44],complet:[1,3,4,5,10,13,33,39,40,42,43,44,45],completenn:[13,39,40],complex:[2,6,9,10,12,13,14,16,17,20,28,33,36,38,39,40,41,42,43],complic:[1,2,10,14,33,36,37,40,41,42,44,45],compoment:34,compon:[0,1,2,4,5,6,7,8,10,15,17,24,25,33,34,35,36,37,40,41,42,43,44,45],components_:12,compos:[10,13,14,15,22,25,33,38,39,40,45],compphys:[1,7,18,20,21,25,27,29,31,32,33,34,37,38,39],comprehend:43,compress:[1,33,34,43],compris:[7,37,43],compromis:[6,34],compulsori:[25,33],comput:[0,1,2,3,4,5,6,7,8,9,11,12,13,14,16,17,18,22,24,25,26,27,28,29,30,32,33,34,35,36,37,40,41,42,43,44],computation:[1,4,7,10,14,30,33,37,38,39,43,45],computationalscienceuio:33,computerlab:[0,27,28],con:28,concat:33,concaten:[3,5,7,15,42,43,44],concav:[2,10,14,34,37,38,41,42,45],concentr:[1,11,34,45],concept:[1,3,25,33,34,42],conceptu:[13,14,37,38,39,40],concern:[1,2,5,8,33,37,40,41,42,44],concic:33,conclud:[1,6,14,22,35,36,38,39],conclus:[0,2,40,41,42],concretefunct:[4,5,43,44],cond:[3,42],conda:[0,1,2,16,25,27,33,41,42],condis:34,condit:[0,1,3,5,6,7,9,10,12,14,30,33,34,39,42,44,45],conduct:[25,33],condwav:[3,42],confid:[1,6,7,8,9,19,27,33,34,35,37],configur:[4,22,43],confirm:[6,13,35,36,39,40],confus:[0,6,7,8,11,26,34,35,36,44],confusion_matrix:[10,45],congruenti:30,conjug:[5,9],conjugaci:[14,38],conjunct:[4,43],connect:[1,2,4,5,10,12,13,14,26,33,34,37,38,39,40,41,42,44,45],consecut:43,consequ:[6,7,9,11,13,14,34,35,36,37,38,39,40,43,45],conserv:[6,15,34],consid:[1,2,3,4,6,7,8,9,10,11,13,14,17,20,22,24,26,27,28,30,33,34,35,36,37,38,39,40,41,42,43,45],consider:[1,2,6,14,33,34,35,36,37,38,40,41,42],consist:[0,1,2,3,4,5,7,13,14,20,22,27,28,30,34,36,37,38,39,40,41,42,43,44,45],constant:[1,3,5,6,7,9,13,14,24,30,33,34,35,36,37,38,39,40,42,43],constitu:[1,33],constitut:[3,7,36,37,42,43],constrain:[2,4,6,8,12,35,37,40,41,42,43],constraint:[6,7,9,14,18,34,35,36,38,39,43,44],construct:[1,2,3,4,6,7,8,9,10,11,12,24,26,30,33,34,35,36,37,43,44,45],consult:28,contact:[1,33],contain:[0,1,3,4,5,6,7,8,9,10,12,13,14,18,20,22,23,24,26,27,28,30,32,33,34,35,36,37,38,39,40,42,43,44,45],contemporari:33,content:[2,25,26,33,41,42],context:[0,4,5,7,11,14,27,36,37,38,39,43,44,45],contigu:26,continu:[1,2,3,4,5,6,7,8,9,10,11,13,14,18,19,22,23,26,27,28,30,33,34,35,36,37,38,40,41,42,43,45],contour:[10,11,14,38],contourf:[9,10,11],contrast:[2,5,10,11,13,39,40,41,42,45],contribut:[1,4,6,14,22,30,33,34,35,38,39,43],contributor:[0,1,27,33],control:[1,2,4,10,14,16,25,33,38,39,40,41,42,43,45],conv2d:[4,5,43],conv2d_49:43,conv2d_50:43,conv2d_51:43,conv2dsep:43,conv2dtranspos:5,conv:[4,5,43],conv_imag:43,conv_lay:43,conv_result:43,convei:33,conveni:[0,1,6,7,13,14,26,27,28,33,35,36,37,38,39,40,41],convent:[13,34,40],converg:[2,3,5,6,7,8,9,12,14,15,22,23,24,28,34,35,37,38,39,40,41,42,44],convergencewarn:[2,7,8,9,12,24,37,40,41,42,44],convert:[1,2,5,6,10,12,14,26,33,34,38,39,41,42,44,45],converttomatrix:[5,44],convex:[5,6,8,34],convinc:[14,37,38],convolut:[0,2,5,25,33,41,42,44],convolution2dlayeropt:43,convolv:43,convolved_imag:43,convout:43,cool:[5,10,45],coolwarm:[7,27],coordin:[6,13,15,34,35,39,40],coorel:[1,34],cope:44,copi:[1,2,15,24,34,40,41,42,43],copyright:[0,28,36,42],core:[3,4,5,11,14,33,39,43,44],corel:33,corner:43,coronari:[8,37],corr:[1,6,8,12,34,37,44],correalt:[12,25],correct:[1,2,3,4,5,6,8,14,26,30,33,34,35,36,38,39,40,41,42,43,44],correctli:[2,3,7,8,11,24,28,40,41,42,43,44,45],correl:[1,2,4,6,7,8,11,13,14,22,25,30,33,35,36,38,39,40,41,42,45],correlation_matrix:[1,6,8,12,34,37,44],correspond:[1,4,6,7,9,10,12,13,16,17,18,25,26,27,30,33,34,35,36,39,40,43,45],corss:42,cortex:[13,39,40],cosin:[4,7,36,43],cost:[1,3,4,6,7,8,9,10,13,14,17,18,20,22,27,28,33,39],cost_deep_grad:[3,42],cost_func:[24,42,43],cost_func_deriv:[24,42,43],cost_funct:[3,42],cost_function_deep:[3,42],cost_function_deep_grad:[3,42],cost_function_grad:[3,42],cost_function_train:[24,42,43],cost_function_v:[24,42,43],cost_grad:[3,42],cost_sum:[3,42],costcrossentropi:[24,42,43],costfunct:43,costlogreg:[24,42,43],costol:[14,22,24,38,39,42,43],could:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,18,24,26,27,28,30,33,34,35,36,37,38,39,40,41,42,43,44,45],coulomb:[1,33],count:[1,3,10,29,30,31,33,45],countor:[14,38],coupl:[5,6,7,35,36,44],cours:[0,1,2,4,6,12,27,28,29,31,34,36,41,43,45],courvil:[22,23,28,29,32,33,34,38,39],cov:[6,7,12,26,30,33,34,35,36],cov_xi:[6,12,34],cov_xx:[6,12,34],cov_yi:[6,12,34],covari:[1,8,25,26,33,35,37,44],covariance_matrix:[6,12,15,34],cover:[0,1,6,18,25,31,32,34,35,43,45],covert:[1,33],covxi:30,covxx:30,covxz:30,covyi:30,covyz:30,covzz:30,cpu:[2,4,5,41,42,43,44],cpu_util:[4,5,43,44],craft:[4,43],crawford:33,creat:[2,3,4,5,6,7,10,11,12,13,14,24,25,27,33,35,37,38,39,40,41,42,43,44,45],create_biases_and_weight:[2,40,41,42],create_convolutional_neural_network_kera:[4,43],create_neural_network_kera:[2,41,42],create_x:[6,12,24,34,42],credit:[1,8,31,33,37],crim:[1,34],crime:[1,34],criteria:[1,5,10,11,15,30,33,45],criterion:[0,10,11,14,37,38,45],critic:[0,7,27,33,34,35,43],critiqu:[0,27,28],crop:43,cross:[0,1,2,4,8,10,11,14,24,25,28,30,33,34,35,38,39,40,41,42,43,44,45],cross_entropi:5,cross_val_scor:[7,36,37],cross_valid:[8,11,37,44,45],crossvalid:[7,36],crucial:[2,30,41,42,43],cs231:[4,43],cs231n:42,cs231n_2017_lecture4:42,cs:[29,31],csr_matrix:[26,33],csv:[1,5,7,8,10,33,36,37,44,45],ctnk:[2,41,42],ctx:[4,5,43,44],cubic:1,cumbersom:[6,35,36],cumsum:[11,12,33,45],cumul:[0,8,11,30,45],cumulative_heads_ratio:[11,45],cup:[6,35,36],current:[2,3,4,5,7,14,15,22,27,32,37,38,39,41,42,43,44],curs:[1,34],curv:[0,7,8,11,13,27,37,39,40,45],curvatur:[14,37,38,39,44],custom:[7,15,27,45],custom_cmap2:[10,11],custom_cmap:[10,11],cut:43,cute:43,cutpoint:[10,45],cv:[7,8,11,36,37,44,45],cvxbook:[14,37],cvxopt:[6,9,34],cycl:[2,13,39,40,41,42],cyclotron:[34,35,43,44,45],d2_g_t:[3,42],d:[2,3,4,5,6,7,8,9,10,11,12,14,15,26,30,31,33,34,35,36,37,38,39,40,41,42,43,44,45],d_f:[14,37,38],d_g_t:[3,42],d_net_out:[3,42],da:[4,43],dagger:[6,26,34],dai:[2,10,25,40,41,42,45],damp:[4,43],daniel:[31,33],darget:[10,45],darkr:30,dat:[1,33],dat_id:[1,7,8,10,33,34,36,37,45],data1:15,data2:15,data3:15,data4:15,data:[3,5,6,9,11,13,14,15,18,19,20,22,23,26,28,32,36,38,39],data_handl:[4,5,43,44],data_id:[1,7,8,10,33,34,36,37,45],data_indic:[2,40,41,42],data_modul:34,data_panda:33,data_path:[1,7,8,10,33,34,36,37,45],data_url:34,databas:[2,40,41,42],datafil:[1,7,8,10,27,33,34,36,37,45],datafram:[1,5,6,8,10,12,33,34,37,44,45],datapoint:[2,6,7,8,12,14,24,34,36,37,38,39,40,41,42],dataset:[1,5,7,8,9,10,11,12,14,15,16,17,20,24,27,28,33,34,36,37,38,39,44,45],datatyp:[5,44],date:[0,16,17,18,19,20,21,22,23,24,27,28,33,34,35,36,37,38,39,40,41,42,43,44,45],daughter:[11,45],david:32,davison:36,dbh:[2,40,41,42],dbo:[2,40,41,42],dc5e85cd93c3:28,dcomposit:26,ddot:[3,42],dead:[2,41,42],deadlin:[17,18,19,20,21,22,23,24,29],deal:[0,1,2,4,6,7,9,12,14,15,18,19,26,27,30,33,34,35,36,37,38,39,40,41,42,43,44],dealt:1,debt:[8,37],debug:[1,6,7,24,35,36,37,42,44],decad:[1,4,33,43],decai:[1,14,30,33],decemb:[29,31,33],decent:11,decid:[1,3,4,6,7,10,24,27,35,36,37,42,43,44,45],decim:[1,24,33,42,43],decis:[0,1,2,9,12,25,32,33,40,41,42,43],decision_funct:9,decision_tre:[10,45],decisiontreeclassifi:[10,11,45],decisiontreeregressor:[1,10,11,45],declar:[1,5,26,33,44],decompos:[6,7,26,34],decomposit:[1,7,13,27,33,35,39,40],decompost:[6,34],deconvolut:[4,43],decor:[1,33],decorrel:[11,14,22,38,39,45],decreas:[2,3,5,6,7,11,12,14,35,36,37,38,39,40,41,42,43,45],deduc:[1,33],deep:[0,4,8,13,14,22,25,28,29,32,33,34,38,39,40,43,44],deep_neural_network:[3,42],deep_param:[3,42],deep_tree_clf1:10,deep_tree_clf2:10,deep_tree_clf:[10,11,45],deepcopi:[24,42,43],deepen:[6,25,33],deeper:[1,4,5,33,43],deepimag:42,deeplearningbook:32,deer:[4,43],def:[1,2,3,4,5,6,7,8,9,10,11,12,14,15,22,24,27,30,33,34,35,36,37,38,39,40,41,42,43,44,45],def_covari:30,def_funct:[4,5,43,44],default_tim:[5,44],defect:[6,34],defici:[6,34],defin:[1,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,22,24,26,27,28,30,34,35,36,37,38,39,43,44,45],definit:[2,3,6,7,8,9,11,12,13,14,18,26,30,34,35,36,37,38,41,42,45],defint:30,defualt:[24,42],defun:[4,5,43,44],defvjp:3,degre:[4,6,7,9,10,11,12,16,17,18,20,27,30,33,35,36,37,43,44,45],del:[2,41,42],delet:7,delimit:[5,44],deliv:[29,33],delta:[0,1,3,4,7,9,13,14,15,22,24,33,38,39,40,41,42,43],delta_0:[4,43],delta_1:[4,43],delta_2:[4,43],delta_3:[4,43],delta_4:[4,43],delta_5:[4,43],delta_:[2,26,40,41],delta_h:[1,2,33,40,41,42],delta_j:[4,13,40,41,43],delta_k:[13,40,41],delta_l:[2,4,40,41,42,43],delta_matrix:[24,42],delta_momentum:[14,22,38,39],delta_n:[1,4,33,43],delta_next:43,delta_term:43,delta_term_next:43,delta_term_pad:43,delug:25,delv:[1,33,43],demand:[14,37,38],demonstr:[1,4,6,7,8,12,13,24,25,33,34,35,36,37,40,42,44],demostr:45,demystifi:[39,40,41,42],den:[5,44],denomin:[2,6,35,36,40,41,42],denot:[2,3,7,8,14,30,37,38,39,40,41,42,43],dens:[2,4,5,41,42,44],dense_1:[5,44],dense_98:43,dense_99:43,densiti:[1,3,7,30,33,36,42],depart:[0,28,31,33,34,35,36,37,38,39,40,41,42,43,44,45],depend:[0,1,2,3,5,6,7,8,9,12,13,14,16,22,24,25,26,27,30,33,34,35,36,37,38,39,40,41,42,43,44],depict:30,deploy:[0,1,16,25,27,33],deprec:[3,4,7,14,27,33,34,38,43],deprecate_nonkeyword_argu:[1,33],depth:[1,4,10,11,26,36,41,42,43,44,45],deriv:[1,2,3,7,8,9,11,12,14,17,18,20,22,24,25,27,33,39,43,44,45],derivati:[14,38,39],derivative_fn:[14,38,39],descend:[6,10,12,34,35,43],descent:[0,1,2,4,8,9,13,23,24,33,34,40,41,43],descent_i:22,descent_x:22,descr:34,describ:[0,1,3,5,6,7,9,11,12,13,14,19,22,26,27,28,33,35,36,38,39,40,42,43,44,45],descript:[0,1,9,10,24,28,33,42,43,45],design:[1,2,4,5,6,7,8,11,12,13,14,16,17,18,19,20,24,27,28,33,35,36,37,38,39,40,41,42,43,44,45],designmatrix:[1,33],desir:[1,3,5,6,14,15,24,33,34,37,38,42,43,44],despit:[2,13,39,40,41,42,43,45],destroi:26,det:[6,26,34],detail:[1,7,12,14,15,24,26,27,28,34,37,38,41],detect:[4,9,13,39,40,43,44],determin:[1,3,4,5,6,7,9,10,11,12,13,14,17,26,30,33,34,35,36,37,38,39,40,42,43,44,45],determinist:[8,14,30,37,38,39],dev:[2,41,42],develop:[0,1,4,6,9,11,12,13,22,23,24,25,26,27,28,33,34,35,36,39,43,45],deviat:[1,2,3,5,6,7,20,27,30,33,34,35,36,41,42],devic:[4,5,43,44],device_nam:[4,5,43,44],devis:[13,39,40],df1:33,df:[5,9,12,14,33,38,44],di:[1,34],diag:[6,9,34,35],diagnost:[2,11,41,42,44,45],diagon:[0,1,6,8,14,19,22,24,26,27,30,33,34,35,37,38,39,42,43,44],diagonaliz:[6,34],diagram:[11,45],diagsvd:7,dice:[7,30,36],dict:[7,9,24,37,42,43,44],dict_kei:34,dictat:0,dictionari:[1,24,34,42,43],did:[0,1,2,6,7,8,11,12,15,27,28,33,35,36,37,38,41,42,45],die:[2,41,42],diff1:[3,42],diff2:[3,42],diff:[3,42],diff_ag:[3,42],diffeent:9,differ:[0,1,2,3,4,5,6,7,8,10,11,12,13,14,15,16,18,22,24,25,26,27,30,32,33,34,35,36,37,40,41,42,44,45],different:[23,24,42],differenti:[1,4,17,22,23,24,25,26,33,34,37,40,41,43],differential_oper:[3,14,39],difficult:[1,2,7,11,14,22,27,30,33,36,38,39,41,42,43,45],difficulti:[1,2,14,33,37,38,39,41,42,44],diffonedim:[3,42],diffus:0,digit:[1,2,4,5,7,24,27,28,29,31,33,40,41,42,43],dilemma:[14,38,39],dilut:[2,41,42],dim:[5,12,15,24,26,42,44],dimens:[0,1,2,3,4,5,6,9,10,12,15,17,18,24,26,33,34,35,40,41,42,43,44,45],dimension:[0,1,5,6,7,10,12,14,15,20,22,23,25,26,28,33,35,36,37,38,39,45],dimensionless:[1,4,33,43],diment:26,dimention:43,dimnsion:[5,44],diod:[4,43],direct:[1,2,3,5,12,13,14,15,22,33,34,37,38,39,40,41,42,43,44],directli:[2,5,6,7,24,30,34,40,41,42,43],directori:[10,45],disabl:[4,5,43,44],disadvantag:[1,33],disappear:[4,7,36,43],disc_loss:5,disc_tap:5,discard:[7,12,36,37],disciplin:[1,4,13,33,39,40,43],disclaim:30,discord:33,discourag:[14,34,37,38],discov:[1,33],discover:[6,35],discoveri:44,discret:[0,2,4,6,8,14,35,36,37,38,39,41,42,43],discrimin:[5,8,11,12,37,45],discriminator_loss:5,discriminator_loss_list:5,discriminator_model:5,discriminator_optim:5,discuss:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,30,32,33,34,35,36,38,39,40,41,42,43,45],diseas:[8,37],disguis:[7,34,35,36],disord:[2,8,37,41,42],dispai:[39,40],displai:[1,2,4,5,6,7,8,9,10,11,12,13,15,24,27,30,33,34,36,37,39,40,41,42,43,44,45],displaystyl:[1,6,18,33,34,35,44],displot:34,disregard:[1,33],dissimilar:[12,15],dist:15,distanc:[1,9,10,12,15,30,34,43,45],distance_list:[10,45],distinct:[4,8,9,10,11,15,37,43,45],distinctli:9,distinguish:[1,5,8,9,30,33,37,44],distplot:[1,34],distribut:[0,1,2,5,7,8,11,12,14,15,16,17,19,20,24,25,26,27,28,33,34,37,38,40,41,42,44,45],distrubut:[0,1,16,25,27,33],ditto:0,dive:[1,9,26,33],diverg:[2,14,37,38,39,41,42],divid:[1,2,4,6,7,8,9,10,12,13,28,30,33,34,35,36,37,39,40,41,42,43,44,45],divis:[7,9,10,14,22,24,26,30,36,37,38,39,42,43],dna:[8,37],dnn1:[5,44],dnn2_gru2:[5,44],dnn:[1,2,3,5,13,24,33,39,40,41,42,44],dnn_kera:[2,41,42],dnn_model:[2,41,42],dnn_numpi:[2,40,41,42],dnn_scikit:[1,2,24,33,40,41,42],doamin:[35,36],doc:[0,1,7,18,20,21,25,27,28,29,31,32,33,34,37,38,39],document:[5,8,12,14,34,37,38,39,42,43,44],doe:[1,2,3,4,5,6,7,9,11,12,13,14,17,22,24,26,27,30,33,36,37,38,41,42,43,44,45],doesn:[4,10,13,40,43,45],dog:[2,4,5,40,41,42,43],domain:[0,6,9,14,27,28,35,36,37,38,44],domin:[1,33],don:[0,1,2,4,6,7,9,12,14,16,22,24,25,27,28,33,34,38,39,40,41,42],done:[0,1,3,4,5,6,7,10,11,12,14,18,26,27,33,34,35,36,37,38,39,42,43,45],dot:[1,3,4,6,7,8,9,10,11,12,13,14,22,26,27,30,33,34,35,36,37,40,41,42,43,45],doubl:[4,5,26,33,43,44],doubli:[2,41,42],down:[0,1,4,7,10,12,13,14,22,33,37,38,39,40,43],download:[1,2,4,6,7,26,27,32,33,40,41,42,43],downsampl:[4,43],dozen:[2,41,42],dq:[7,36],drag:[14,38,39],dramat:12,drastic:[5,43,44],draw:[5,7,11,14,36,37,38,44,45],drawback:[1,2,4,14,34,37,38,39,41,42,43],drawn:[2,5,7,8,12,30,33,36,37,40,41,42],drive:[4,5,43,44],driven:[4,43,44],drop:[1,2,6,7,12,14,22,30,33,34,35,36,38,39,41,42],dropna:[1,7,33,36],dropout:5,dt:[3,4,14,30,38,39,42,43],dtype:[1,2,3,4,5,15,22,24,26,33,34,39,40,41,42,43,44],dualiti:7,dub:[1,33],due:[2,3,6,7,9,11,13,14,24,31,33,34,36,37,38,39,40,41,42,43,45],dummi:[1,34],dumoulin:43,dure:[0,1,2,4,5,9,10,12,18,21,24,25,27,33,36,38,39,41,42,43,44,45],dwell:[1,34],dwh:[2,40,41,42],dwo:[2,40,41,42],dx:[3,4,9,30,42,43],dx_1:30,dx_1p:[7,36],dx_2p:[7,36],dx_mp:[7,36],dx_n:30,dxp:[7,36],dy:[2,9,30,41,42,43],dynam:[5,44],dz:9,e:[1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,19,20,22,24,30,31,33,34,35,36,37,38,39,40,41,42,43,44,45],e_:[1,3,33,42],each:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,18,22,24,25,26,28,29,30,31,33,34,35,36,38,39,40,41,42,43,44,45],eager:[4,5,36,43,44],eapprox:[1,33],earli:[2,4,5,14,22,38,39,40,41,42,43,44],earlier:[1,6,8,9,10,12,13,14,21,22,33,34,37,38,39,40,45],earthexplor:[7,27],eas:[7,10,15,36,43,45],easi:[1,6,7,8,9,10,11,12,13,14,19,22,24,25,26,28,33,34,35,36,37,38,39,40,42,44,45],easier:[6,7,9,10,14,24,28,30,33,34,36,38,39,42,43,45],easiest:[14,37,38],easili:[1,2,3,4,5,6,7,8,9,10,11,12,13,14,24,26,27,33,34,35,36,37,38,40,41,42,43,44,45],eastern:[31,33],ebind:[1,33],eblock:10,echo:44,econometr:33,economi:6,ecosystem:[25,33],ect:[29,45],edg:[4,43],edgecolor:[7,36],edu:[14,28,34,37,42],educ:[0,1,27,28,33,34,37],eff:30,effect:[2,5,11,14,30,38,39,40,41,42,43],effic:[2,40,41,42],effici:[1,4,11,14,25,26,30,33,37,38,39,44],efron:[7,36],egrad:[14,38,39],eig:[6,12,14,22,26,30,33,34,37,38,39],eigen:30,eigenpair:[6,12,34],eigenvalu:[1,6,9,12,14,22,26,33,34,35,37,38,39],eigenvector:[6,12,14,18,34,35,38],eight:[26,33],eigval:[26,30,33],eigvalu:[12,14,22,37,38,39],eigvec:[26,30,33],eigvector:[12,14,22,37,38,39],eispack:[26,33],either:[0,2,6,7,8,9,10,11,12,14,16,17,24,27,28,30,33,34,35,36,37,38,40,41,42,43,44,45],elabor:30,elarn:4,elect:45,electr:[1,4,13,33,39,40,43],electron:33,eleg:12,element:[2,3,4,5,6,7,8,9,12,13,14,18,19,21,22,23,24,25,26,27,28,29,32,34,35,36,37,40,41,42,43,44],elementari:[11,14,26,38,39,45],elementwis:[4,14,38,39,43],elementwise_grad:[3,14,24,38,39,42,43],elessar:33,elif:[4,5,15,22,24,42,43,44],elim:26,elimin:[4,9,43],els:[2,3,4,5,8,10,13,14,24,26,37,38,39,40,41,42,43,44,45],elu:[2,41,42],elus:[1,33],em:43,email:[29,31,33],embed:[1,12,34],embodi:[7,20,27,36],emit:30,emner:32,emphas:[1,11,25,33,45],emphasi:[1,25,32,33],empir:[2,12,30,41,42],emploi:[0,1,2,6,7,12,14,27,28,30,33,34,35,36,37,38,40,41,44],employ:[1,33,34],empti:[7,11,24,36,42,43,45],emul:[13,39,40],en:[25,32,44],enabl:[12,22,24,42,43],enbodi:[7,36],encapsul:43,encod:[1,4,6,10,12,15,18,33,34,35,43,45],encompass:[0,1,27,30,33],encount:[1,2,6,7,8,14,22,30,33,34,36,37,38,39,40,41,42],encourag:[0,27,28,43],end:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,17,22,24,26,27,30,31,33,34,35,36,37,38,39,40,41,42,43,44,45],end_box:[3,14,39],end_nod:[3,14,39],end_valu:[3,14,39],endpoint:[4,7,43],energi:[1,5,7,34,36,44],enet_coordinate_desc:7,enforc:[13,39,40],eng:32,engin:[1,2,4,5,25,33,41,42,43,44],english:[0,27,28],enhanc:43,enorm:[4,43],enough:[1,7,14,33,36,37,38,44],ensembl:[2,10,41,42],ensur:[1,2,3,4,6,7,12,14,22,24,30,34,35,36,37,38,39,40,41,42,43,44],ensure_initi:[4,5,43,44],entail:33,enter:[6,7,18,34,35],enthought:[0,1,16,25,27,33],entir:[2,4,8,10,24,25,30,33,37,38,39,40,41,42,43,45],entiti:[10,13,26,33,40,45],entri:[1,6,9,12,13,26,33,34,35,36,40],entropi:[2,4,8,11,14,24,33,38,39,40,41,42,43,45],enumer:[1,2,3,4,5,7,9,24,33,34,35,40,41,42,43],env:[1,2,3,4,5,7,8,9,12,14,22,24,30,33,34,35,37,39,40,41,42,43,44],environ:[0,3,22,25,27,42],eo:[1,7,33,36],eol:[1,33],eosfit:[1,33],epoch:[1,2,4,5,13,14,22,23,24,28,33,38,39,40,41,42,43,44],epoch_num:[4,5,43,44],epsilon:[1,6,7,8,14,20,27,33,34,35,36,37,38,39],epsilon_0:[1,33],epsilon_1:[1,33],epsilon_2:[1,33],epsilon_:[1,33],epsilon_i:[1,33,34],eq:[4,14,15,26,30,37,38,43],eqnarrai:[4,6,7,35,36,43],equal:[1,2,3,4,5,6,7,9,10,12,13,14,15,16,24,26,27,28,30,33,34,35,36,37,38,39,40,41,42,43,45],equat:[2,4,5,6,7,8,9,10,11,12,14,15,17,18,19,20,22,26,27,30,36,39,41,43,45],equilibrium:[3,13,39,40,42],equiv:[4,14,26,30,37,38,43],equival:[1,2,6,8,9,12,14,22,25,26,33,34,35,36,38,39,40,41,42,43],erf:30,eriador:33,eric:[24,42],eridg:33,err:[1,11,45],err_:[7,36],err_sqr:[3,42],errat:[14,37,38],errno:[10,45],erron:[3,42],error:[2,3,5,6,7,8,10,12,13,14,16,17,18,19,20,22,24,25,26,27,28,30,35,37,38,39,40,41,42,43,44],error_estimate_corr_tim:30,error_handl:[4,5,43,44],error_hidden:[2,40,41,42],error_output:[2,40,41,42],escap:[14,37,38,39],esn:44,especi:[0,2,4,10,13,14,27,28,38,39,40,41,42,43,45],essenti:[1,6,7,10,11,13,15,27,28,30,34,39,40,45],establish:[0,1,7,11,12,16,27,28,33,43,45],estim:[0,1,2,6,7,8,11,12,14,25,30,33,34,37,38,39,40,41,42,44,45],estimated_mse_fold:[7,36,37],estimated_mse_kfold:[7,36,37],estimated_mse_sklearn:[7,36,37],et:[0,1,3,5,16,17,18,28,32,33,34,35,36,37,38,39,40,41,42,43,44,45],eta0:[9,14,37,38],eta:[1,2,4,9,13,14,22,24,28,33,37,38,39,40,41,42,43],eta_:[14,22,38,39],eta_t:[14,38,39],eta_v:[1,2,4,24,33,40,41,42,43],etc:[0,1,2,4,6,8,9,10,12,13,14,15,16,22,23,25,26,27,28,30,34,37,38,39,40,41,42,44,45],ethic:[25,33,34],etsim:36,euclidean:[1,15,34],euler:0,evalu:[0,1,3,4,5,6,7,10,14,27,30,33,34,35,36,37,38,39,44,45],evaluationform:[21,27,38,39],evaluationgrad:[21,27,38,39],evalut:[14,38,39],even:[0,1,2,4,5,6,7,9,10,11,12,13,14,15,25,26,30,33,34,35,36,37,38,39,40,41,42,43,44,45],evenli:[5,44],event:[6,8,11,30,35,36,37,45],eventu:[0,1,6,7,12,13,14,27,28,31,34,35,36,37,38,39,40,44],everi:[1,2,3,4,5,6,7,10,11,12,13,14,15,24,25,30,31,33,34,35,36,37,38,39,40,41,42,43,44,45],everyth:[5,13,22,23,24,40,42],everywher:[5,14,37,38],evid:43,evolv:[1,33],exact:[1,3,6,12,13,14,26,30,33,34,38,40],exactli:[1,4,5,7,13,25,27,34,36,39,40,43],exam:[33,45],examin:[7,36,43],exampl:[0,6,12,13,14,16,17,20,21,23,24,25,26,27,28,30,32],exce:[2,13,14,22,38,39,40,41,42],excel:[1,2,5,6,11,28,33,34,41,42,43],except:[4,5,7,9,10,24,26,42,43,44,45],excess:[1,33,43],excit:[1,33,45],exclud:[2,7,13,27,34,35,36,37,39,40,41,42,43],exclus:[1,2,4,7,30,33,36,37,41,42,43],execut:[3,4,5,6,14,34,38,39,42,43,44],execute_with_cancel:[4,5,43,44],executing_eagerli:[4,5,43,44],exemplifi:[14,38,39],exercic:[31,33],exercis:[0,6,25,27,28,29,31,35,37,38,39,40,41,43],exercisesweek35:18,exhaust:[7,36,37],exhibit:[1,6,7,9,33,34,36],exisit:0,exist:[0,1,2,3,4,6,7,8,9,10,14,19,26,27,28,33,34,35,36,37,38,41,42,43,45],exit:[6,26,34],exp:[1,2,3,6,7,8,9,11,12,13,14,16,17,22,24,27,30,33,34,35,36,37,38,39,40,41,42,43,44,45],exp_term:[2,40,41,42],expand:[6,8,12,14,34,37,38,43],expans:[1,4,6,9,11,13,14,33,34,37,38,40,43,45],expect:[1,2,6,7,8,12,13,14,16,17,20,22,25,27,28,33,34,37,38,39,40,41,42,43],expectation_value_of_h_wrt_p:30,expediti:43,expens:[7,11,14,37,38,39,43,45],experi:[1,2,7,9,14,25,27,33,34,36,37,38,39,41,42],experiment:[1,4,5,7,10,30,33,36,43,44,45],experimental_get_tracing_count:[4,5,43,44],expert:[2,10,41,42,45],explain:[0,1,7,10,11,12,14,20,27,33,37,38,43,45],explained_variance_ratio_:12,explan:28,explanatori:[1,33],explicit:[0,1,4,7,14,22,26,27,33,34,35,38,39,43],explicitli:[1,5,22,33,44],explod:[2,41,42],exploit:[1,4,13,14,33,38,39,40,43],explor:[0,2,5,7,9,14,25,27,28,37,38,39,41,42],expon:[2,24,40,41,42],exponenti:[1,2,6,7,11,14,27,30,33,35,36,37,38,39,41,44,45],export_graphviz:[10,45],export_text:[10,45],exporttext:[10,45],expos:[25,33],express:[1,3,4,6,7,8,11,13,14,17,22,23,26,27,28,30,35,36,39,40,42,43,45],exptmean:30,exptvari:30,extend:[1,3,8,12,14,18,25,33,42,43,44],extens:[0,1,13,16,25,33,39,40],extent:[0,1,2,7,32,33,36,41,42],extern:[4,7,10,43,45],extra:[2,4,6,31,33,34,40,41,42,43,44],extract:[1,4,6,7,8,9,12,14,26,33,34,37,38,43],extrapol:[1,33],extrem:[1,2,5,6,7,8,9,10,14,17,26,34,35,36,37,38,39,41,42,43,44],extremum:[14,37,38],extrins:12,ey:[1,6,7,14,15,26,33,35,36,37,38],f11:[1,33],f12:[1,33],f13:[1,33],f1:[14,38,39,44],f1_grad:[14,38,39],f1d:[14,38],f2:[14,38,39],f2_grad_x1:[14,38,39],f2_grad_x1_analyt:[14,38,39],f2_grad_x2:[14,38,39],f2_grad_x2_analyt:[14,38,39],f3:[14,38,39],f3_grad:[14,38,39],f3_grad_analyt:[14,38,39],f4:[14,38,39],f4_grad:[14,38,39],f4_grad_analyt:[14,38,39],f5:[14,38,39],f5_grad:[14,38,39],f6:[14,38,39],f6_for:[14,38,39],f6_for_grad:[14,38,39],f6_grad_analyt:[14,38,39],f6_while:[14,38,39],f6_while_grad:[14,38,39],f7:[14,38,39],f7_grad:[14,38,39],f7_grad_analyt:[14,38,39],f8:[14,38,39],f8_grad:[14,38,39],f9:[1,14,33,38,39],f9_altern:[14,38,39],f9_alternative_grad:[14,38,39],f9_grad:[14,38,39],f:[1,2,3,4,5,6,7,8,9,11,13,14,15,17,19,20,22,23,24,26,30,31,33,34,35,36,37,38,39,40,41,42,43,44,45],f_0:[4,11,43,45],f_1:[11,14,37,38,45],f_2:[13,14,37,38,39,40],f_3:[13,39,40],f_:[11,45],f_d:30,f_grad:[14,38,39],f_grad_analyt:[14,38,39],f_i:[1,7,13,17,36,39,40],f_m:[4,11,43,45],f_n:[4,43],f_raw:[],f_vec:[3,42],f_wrap:3,face:[14,37,38,39],facecolor:[7,9,30,36],facil:[1,16,25,33,36,37,38,39,40,41,42],facilit:[13,39,40,43],fact:[1,2,4,6,10,12,13,14,33,34,35,36,37,38,39,40,41,42,43,45],factor:[1,2,4,6,7,10,11,12,14,26,30,33,34,35,36,38,39,40,41,42,43],factori:[14,38,39],fade:7,fafab0:[10,11],fahimeh:[31,33],fail:[1,4,5,7,8,9,12,14,31,33,36,37,38,43,44],failur:[8,37],fairli:[2,3,30,41,42],fake:5,fake_loss:5,fake_output:5,fale:28,fall:[9,10,29,44,45],fals:[1,2,3,4,5,6,7,8,10,11,15,24,26,27,33,34,35,36,37,38,39,40,41,42,43,44,45],famili:[1,8,9,30,37],familiar:[0,1,4,6,7,9,16,25,26,27,30,33,35,36,43],famou:[7,13,24,40,42],fanci:44,far:[1,4,5,6,7,9,12,13,14,15,33,34,37,38,39,40,43,44],fashion:[1,10,11,33,45],fast:[2,4,7,11,13,14,25,30,33,36,37,38,40,41,42,43],faster:[2,12,14,38,39,41,42,43],fastest:[14,26,37,38],favor:[8,37],favorit:30,fc:[4,43],fdr:44,featur:[1,2,4,6,7,8,9,11,12,13,14,19,24,25,27,28,30,33,35,36,37,38,39,40,41,42,43,44],feature_map:43,feature_maps_index:43,feature_nam:[1,2,8,10,34,37,41,42,44,45],feautur:[10,45],fed:[2,40,41,42,43],feed:[1,3,4,12,24,25,28,33,43,44],feed_forward:[2,24,40,41,42],feed_forward_out:[2,40,41,42],feed_forward_train:[2,40,41,42],feedback:[5,21,33],feeddorward:[5,44],feedforward:[2,5,13,24,40,41,42,43,44],feel:[0,1,6,7,12,14,16,17,22,23,25,27,28,31,33,35,38,39],feet:[1,34],fei:33,felt:[0,27,28],fetch:[7,27,34],fetch_california_h:34,fetch_openml:[34,43],few:[2,4,5,6,10,30,33,38,40,41,42,43,44,45],fewer:[1,10,12,33,45],ffnn:[2,13,24,28,39,40,41,42],fft2:43,fft:43,field:[0,1,4,7,13,25,33,39,40,43],fifth:[1,7,16,17,27,33],fig:[1,2,3,4,5,7,8,13,14,15,24,27,33,37,38,39,40,41,42,43,44],fig_id:[1,7,8,10,33,34,36,37,45],figaxi:30,figsiz:[1,2,3,4,5,7,8,9,10,11,24,33,34,36,37,40,41,42,43,44,45],figur:[0,1,2,3,4,5,6,7,8,9,10,11,13,14,15,16,17,22,25,27,28,33,34,35,36,37,38,39,40,41,42,43,44,45],figure_id:[1,7,8,10,33,34,36,37,45],figurefil:[1,7,8,10,33,34,36,37,45],file:[0,1,3,4,5,6,7,8,10,14,27,28,33,34,35,36,37,39,44,45],file_prefix:5,filenam:[33,34],filenotfounderror:[10,45],filepath_or_buff:[1,33],fill:[6,10,24,34,42,43,45],filter:[4,5,43],filter_traceback:[4,5,43,44],filtered_flat_arg:[4,5,43,44],filtered_imag:43,filtered_tb:[4,5,43,44],financ:[1,33],find:[0,1,2,3,4,6,7,8,9,10,11,12,13,14,15,16,17,22,25,27,28,30,33,34,35,37,40,41,42,45],fine:[1,15,16,33,43],finish:[3,24,42],finit:[0,4,6,7,13,14,18,30,34,35,36,38,39,40,43],first:[0,1,2,3,4,6,7,8,9,10,11,12,14,15,16,17,18,22,24,26,27,30,31,32,36,39,41,43,44],first_moment:[22,38,39],first_term:[22,38,39],firsteigvector:12,fit:[2,4,5,6,7,8,9,10,12,13,14,16,17,18,22,24,27,28,30,34,36,37,38,39,40,41,42,43,44],fit_beta:[7,34,35],fit_intercept:[1,6,7,34,35,36],fit_mod:[10,45],fit_transform:[1,7,9,10,12,36,37,45],fiti:[1,33],five:[1,10,18,27,33,34,37,44,45],fix:[1,4,5,7,11,12,13,14,22,23,27,28,33,36,37,38,39,40,43,44],fixedformatt:7,fixedloc:7,flag:5,flat:[13,14,22,37,38,39,40],flatten:[2,4,5,6,26,40,41,42,44],flatten_49:43,flattenlay:43,flexibl:[2,7,9,11,13,24,28,33,34,36,39,40,41,42,43],flip:[31,33],float32:[5,10,22,24,42],float64:[5,22,24,26,33,34,39,40,41,42,44],floatingpointerror:[24,42,43],floor:[24,42,43],flop:[6,26,34],flow:[2,5,13,39,40,42,44],fluctuat:[6,35],fluid:0,flush:[24,42,43],fly:12,fm:[1,33,43],fmap:43,fmax:[4,43],fmesh:[14,38],fn:[4,5,8,43,44],fnr:44,focu:[1,4,5,6,7,16,25,28,32,33,34,35,36,43,44],focus:[2,7,8,26,34,35,37,40,41,42],fold:[7,10,27,44,45],folder:[0,1,2,5,7,14,27,28,33,36,38,40,41],follow:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45],font:[1,8,30,33,37],fontdict:30,fontsiz:[2,7,9,10,11,30,41,42,45],fontweight:[2,41,42],footprint:[4,43],foral:[9,34],forc:[1,6,7,11,12,33,34,35,37,44,45],forcast:[5,44],forecast:[5,13,39,40,44],forest:[0,1,2,10,25,33,41,42],forget:12,form:[0,1,4,5,6,7,8,9,10,12,13,14,18,22,23,25,26,27,28,30,33,34,35,36,37,38,39,40,41,43,44],formal:[4,5,15,30,43],format:[1,2,3,4,5,7,8,9,10,11,12,24,25,30,32,34,35,36,37,39,40,41,42,43,45],format_data:[5,44],formatstrformatt:[7,14,27,37,38],formul:[5,7,12,15],formula:[0,4,14,30,37,38,39,43],forth:[5,13,39,40],fortran2003:[25,33],fortran2008:[0,27,28],fortran90:30,fortran:[1,16,25,26,33],fortun:[1,12,34],forward:[0,1,4,5,7,24,25,26,28,33,36,43,44],forward_backward:[4,5,43,44],forward_funct:[4,5,43,44],found:[0,2,3,5,6,7,13,14,20,21,24,27,28,33,34,35,36,38,39,40,41,42],foundat:[25,33,43],four:[5,6,7,9,13,24,26,27,29,31,33,35,39,40,41,42],fourier:[1,33],fourierdef1:[4,43],fourierdef2:[4,43],fourierseriessign:[4,43],fourth:[13,33,34,40],fp:[8,44],fpr:44,frac:[0,1,2,3,4,6,7,8,9,10,11,12,13,14,15,16,17,18,20,26,27,28,30,33,34,35,36,37,38,39,40,41,42,43,44,45],fractal:[10,45],fraction:[10,44,45],fragment:45,frame:[8,33,37,44],framework:[2,9,11,30,41,42,43],frank:[6,12,22,23,28],frankefunct:[6,7,12,27,34],fredli:[31,33],free:[0,1,7,12,14,16,17,22,23,25,26,27,28,30,31,32,33,38,39,44],freecodecamp:25,freedom:[6,35],freeli:[0,1,27,33],frequenc:[4,5,7,8,30,36,37,43,44],frequent:[1,9,10,14,33,37,38,45],frequentist:25,fresh:[11,45],fridai:[17,31,33],friedman:[7,19,27,29,32,33,34],friendli:[5,44],frodo:33,frog:[4,43],from:[0,1,2,3,4,5,7,8,9,10,12,14,15,17,18,19,20,23,24,25,26,27,30,31,32,33,41,42,44],from_cod:[10,45],from_logit:[4,5,43],from_tensor_slic:5,fromnumer:3,front:[1,5,6,16,17,33,34,35,44],fuction:43,fulfil:[3,6,13,34,39,40,42],full:[1,2,4,6,8,10,11,14,24,30,33,34,37,38,39,45],full_matric:[6,34],fulli:[4,7,13,29,30,36,37,39,40],fullyconnectedlay:43,fun:[3,14,25,33,39,43],fun_nam:3,func:[1,3,24,33,34,42,43],functionali:12,functionfit:43,fundament:[1,7,25,33,36,43],funtion:3,further:[3,8,10,33,42],furthermor:[1,4,6,7,8,12,13,14,18,25,27,33,34,35,36,37,38,39,40,43],futur:[1,5,9,10,33,34,44,45],futurewarn:[1,33,34],fy:[0,16,27,28,29,31,32,33],fys3150:0,fys4155:[0,27,28],fys5419:[32,33],fys5429:[32,33],g0:[3,42],g2d:43,g:[1,2,3,4,5,7,9,10,11,12,14,30,33,35,36,37,38,39,40,41,42,43,44,45],g_0:[3,42],g_1:[3,11,42],g_2:[3,11,42],g_:[3,10,11,42,45],g_analyt:[3,42],g_dnn_ag:[3,42],g_euler:[3,42],g_i:[3,42],g_m:[4,11,43,45],g_n:[4,43],g_re:[3,42],g_t:[3,24,42,43],g_t_d2t:[3,42],g_t_d2x:[3,42],g_t_dt:[3,42],g_t_hessian:[3,42],g_t_hessian_func:[3,42],g_t_invers:[24,42,43],g_t_jacobian:[3,42],g_t_jacobian_func:[3,42],g_trial:[3,42],g_trial_deep:[3,42],g_vec:[3,42],gain:[0,2,6,8,10,11,14,34,35,36,38,39,41,42,45],galleri:[1,33],game:5,gamge:33,gamma1:9,gamma2:9,gamma:[1,3,9,10,11,12,14,22,33,37,38,39,42,45],gamma_0:[11,45],gamma_1:[11,45],gamma_1x:[11,45],gamma_:[1,33],gamma_i:[1,9,30,33],gamma_j:[14,38,39],gamma_k:[14,37,38],gamma_m:[11,45],gamma_x:[1,33],gap:[7,9],gate:[5,13,43,44],gather:[1,2,13,34,39,40,41,42],gaug:[13,39,40],gauss:43,gauss_kernel:43,gaussbacksub:26,gaussian:[5,6,7,9,15,30,35,36,43],gaussian_point:15,gaussian_rbf:9,gave:[14,38,39],gbc:[29,33],gca:[3,7,9,14,27,38,42],gd:[2,23,28,37,41,42],gd_clf:11,gdclassiffiercgain:11,gdclassiffierconfus:11,gdclassiffierroc:11,gdm:[14,22,38,39],gdregress:11,ge:[0,2,6,8,30,34,37,41,42],gen_loss:5,gen_tap:5,gender:[1,33],genener:[5,44],gener:[1,2,3,4,6,7,9,11,12,13,14,15,16,17,18,20,21,22,24,26,27,30,32,34,35,36,37,38,39,40,41,42,43,44],generaliz:[24,42],generallay:[13,39,40],generate_and_save_imag:5,generate_gauss_mask:43,generate_imag:5,generate_latent_point:5,generate_simple_clustering_dataset:15,generated_imag:5,generator_loss:5,generator_loss_list:5,generator_model:5,generator_optim:5,genom:25,geodes:12,geometr:[1,14,33],geometri:[6,35,36],georg:32,geotif:[7,27],geq:[3,6,9,10,14,34,35,37,38,42,45],geron:[1,16,22,29,32,33,38,39,41,42,43,44,45],get:[0,1,2,3,4,5,6,7,8,10,11,12,14,16,21,23,24,25,26,27,28,30,31,33,34,35,36,37,38,39,40,41,42,43,44,45],get_dummi:[10,45],get_paramet:[3,42],get_pred_format:43,get_prev_a:43,get_split:[10,45],get_yaxi:9,get_yticklabel:7,getattr:3,gibb:[25,33],gif:5,gini:11,gini_index:[10,45],ginvers:14,git:[1,16,25,33],giter:[14,22,38,39],github:[0,1,7,16,18,20,21,22,25,27,28,29,31,32,33,34,37,38,39,42],gitlab:[0,1,16,25,27,28,33],give:[0,1,2,3,4,6,7,8,9,10,11,13,14,15,18,24,25,27,28,30,33,34,35,36,37,38,39,40,41,42,43,45],given:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,22,23,24,26,27,28,30,33,34,35,36,37,38,39,40,41,42,43,44,45],global:[7,8,14,27,37,38,39,43],gloriou:28,glorot:[2,41,42],gnew:14,go:[1,2,4,6,7,9,10,12,13,14,27,33,34,35,36,37,38,40,41,42,43,45],goal:[1,8,10,33,37,45],goe:[1,2,3,6,7,14,15,19,26,33,34,35,36,37,38,39,40,41,42],golden:[14,38],gone:[6,34,35],gong:[2,40,41],good:[2,4,5,6,7,10,11,12,14,18,22,24,25,30,32,34,35,36,37,38,39,41,42,43,44,45],goodfellow:[5,23,28,29,32,33,34,35,37,38,39,40,41,42,43,44],googl:[2,5,22,25,33,41,42],got:[2,7,27,40,41,42],gotcha:22,gotten:[24,42,45],gov:[7,27],gp:32,gpu:[2,14,22,25,33,38,39,41,42],grad:[3,14,22,24,38,39,42,43],grad_analyt:[14,38,39],grade:[29,45],gradient:[0,1,4,5,8,9,10,13,23,24,25,33,34,40,43,45],gradient_bia:[24,42,43],gradient_desc:[4,22,38,43],gradient_kernel:43,gradient_weight:[24,42,43],gradientboostingclassifi:11,gradientboostingregressor:11,gradients_of_discrimin:5,gradients_of_gener:5,gradients_util:[4,5,43,44],gradienttap:5,gradual:[2,15,41,42],grai:[5,7,27,43],graph:[2,10,12,13,14,37,38,39,40,41,42,45],graph_from_dot_data:[10,45],graph_funct:[4,5,43,44],graphic:[1,2,10,33,41,42,44,45],grasp:[1,33],gray_r:[2,4,40,41,42,43],grayscal:[4,43],great:[6,14,37,38,42,43],greater:[2,8,30,37,40,41,42,44],greatli:[14,38,39],greedi:[10,37,44,45],green:[1,4,10,30,43,45],gregor:[24,42],grei:5,grid:[2,4,7,8,9,13,30,34,35,36,39,40,41,42,43],gridsearch:[37,44],gridsearchcv:[37,44],grossli:[14,37,38],ground:[1,33],group:[0,1,7,8,10,15,25,27,28,29,31,33,36,45],groupbi:[1,33],grow:[2,4,10,11,40,41,42,43,44],growth:[1,33],gru:[5,44],guarante:[1,4,5,14,30,33,34,37,38,43,44],guess:[2,5,11,14,15,22,28,37,38,39,40,41,42,44,45],guestrin:11,guid:[2,41,42],guidelin:[21,38,39],h1:[3,42],h:[1,2,6,7,9,14,17,19,22,27,30,31,32,33,34,37,38,39,40,41,42,43],h_1:[3,14,37,38,42],h_2:[3,14,37,38,42],h_:[1,14,33,37,38],h_ind:43,h_m:11,h_stride:43,ha:[1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,17,22,24,26,27,28,30,33,34,35,36,37,38,39,40,41,42,43,44,45],haa:[31,33],habit:[1,34],had:[1,2,7,8,14,33,36,37,38,40,41,42],hadamard:[2,13,14,22,38,39,40,41,42],half:[2,9,10,41,42,45],half_dim:43,half_kernel_height:43,half_kernel_width:43,halv:[11,45],hand:[0,1,2,3,4,6,12,13,14,16,23,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,43,44],handi:[0,4,27,28,43],handl:[1,2,3,6,10,12,25,35,41,42,45],handle_unknown:[10,45],handsid:[13,40],handwrit:[13,39,40],handwritten:[2,6,33,40,41,42,45],handwrittennot:[20,33,37,38],happen:[2,3,4,5,6,7,11,14,30,34,38,39,40,41,42,43,44,45],hard:[2,8,9,11,14,37,38,40,41,42,44,45],hardcopi:[25,33],harder:[1,2,34,41,42],harmon:[4,43,44],hasn:[2,24,40,41,42],hassl:[1,16,25,33],hast:[25,33],hasti:[1,7,16,17,18,19,27,29,32,33,34,35,36,37,45],hat:[1,2,6,7,8,10,11,12,13,14,18,19,26,27,34,35,36,38,39,40,43,45],have:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,22,24,25,26,27,28,30,31,34,35,36,37,38,39,40,41,42,43,44,45],haven:[2,40,41,42],he:[8,37],head:[1,5,11,30,34,44],header:[1,33,34],heads_proba:[11,45],health:[1,34],healthi:44,hear:[1,14,33,38,39],heart:[1,8,33,37],heatmap:[1,2,4,8,24,33,34,37,40,41,42,43,44],heavili:[1,33],heavisid:[2,40,41,42],height:[2,4,7,34,35,40,41,42,43],height_index:43,hein:42,held:[14,22,38,39],help:[0,1,2,5,13,14,17,22,27,28,33,38,39,40,41,42,44],helper:[5,15],henc:[1,6,7,9,10,11,13,14,19,27,33,34,35,36,37,38,39,40,45],henrik:[31,33],her:[8,37],here:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,22,23,24,25,26,27,28,30,33,34,35,36,37,38,39,40,41,42,43,44,45],hereaft:[1,9,13,33,40],hermitian:26,hessenberg:26,hessian:[1,3,6,14,17,22,35,39,42,44],heterogen:[10,11,45],hi:[8,37],hidden:[0,2,4,5,13,24,28,39,40],hidden_bia:[2,24,40,41,42],hidden_bias_gradi:[2,40,41,42],hidden_deriv:[24,42],hidden_func:[24,42],hidden_layer_s:[1,2,24,33,40,41,42],hidden_neuron:[5,44],hidden_nodes1:[24,42],hidden_nodes2:[24,42],hidden_weight:[2,24,40,41,42],hidden_weights_gradi:[2,40,41,42],hierarch:[6,34,35],high:[1,2,3,4,5,6,7,10,11,12,14,15,22,25,26,27,28,33,34,36,37,38,39,41,42,43,44,45],higher:[1,2,4,6,7,9,14,22,23,27,28,33,34,35,36,37,38,39,41,42,43,45],highest:[2,3,40,41,42,44],highli:[0,1,4,5,11,19,25,26,28,32,33,34,35,36,45],highwai:[1,34],hing:9,hint:[14,17,28,34,37,38],hip:25,hire:[1,33],hist:[5,7,8,30,36,37,44],histogram:[1,7,8,30,34,37,44],histor:[8,12,37],histori:[4,5,13,39,40,43,44],histplot:34,hit:44,hitherto:[6,35],hjorth:[31,33,34,35,36,37,38,39,40,41,42,43,44,45],hobbi:30,hoc:[6,34],hochreit:44,hoff:32,hold:[2,4,7,14,15,22,24,36,37,38,39,40,41,42,43],holder:[1,33],holm:42,holomorphic_grad:[3,14,39],home:[1,34],homepag:[0,27,28,33],homework:[7,14],homogen:[2,4,10,11,14,22,38,39,41,42,43,45],honchar:[3,42],hop:43,hopefulli:[1,12,30,33],horizont:[12,43],hors:[4,8,37,43],hot:[2,10,40,41,42,43,45],hour:[2,25,29,30,31,33,36,40,41,42],house_pric:34,how:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,22,24,25,26,27,28,30,33,34,35,36,38,39,40,41,42,43,44],howev:[1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,22,23,25,26,27,28,30,33,34,35,36,37,38,39,40,41,42,43,44,45],hspace:[0,1,5,9,11,30,33,45],hstack:[2,24,34,41,42,43],htf:[29,33],html:[1,8,12,18,20,25,27,29,31,32,33,34,37,40,41,42,44],http:[0,1,4,5,7,8,12,14,18,20,21,22,25,26,27,28,29,31,32,33,34,35,37,38,39,40,41,42,43,44],huang:[1,33],huber:[1,33],huge:[2,4,5,25,40,41,42,43,44],human:[1,2,4,7,10,13,33,34,35,39,40,41,42,43,45],humid:[10,45],hundr:[2,41,42,44],hungri:[2,41,42],hybrid:29,hydrogen:[1,33],hyper:[22,28],hyperbol:[2,5,13,41,42,44],hyperparam:9,hyperparamet:[4,5,6,7,10,14,18,24,33,34,35,36,37,38,39,43,44,45],hyperplan:12,hz:[4,5,43,44],i0:[1,33],i1:[1,7,9,13,33,34,35,36,39,40],i2:[1,9,13,33,39,40],i3:[1,13,33,39,40],i5:[1,33],i:[0,1,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,22,24,26,27,28,30,31,33,34,35,36,37,38,39,40,43,44,45],i_1:[6,7,35,36,43],i_2:[6,7,35,36,43],i_:[14,37,38,43],i_j:43,ian:32,ic:[2,28,40,41,42],id3:45,id:[8,14,37,38],ida:[31,33],idea:[0,1,2,3,4,5,7,10,11,13,14,26,27,28,33,34,35,36,37,38,39,40,41,42,44,45],ideal:[1,3,7,9,14,24,30,33,34,36,39,42],idem:[7,36],ident:[6,7,13,14,18,24,26,27,34,38,39,40,42,43],identical:[35,36],identifi:[1,2,8,10,12,13,14,15,33,34,37,38,39,40,41,42,43,44,45],idx:[],ieor:30,ifft2:43,ifi:[32,42],ifs:[25,33],ignor:[1,2,4,10,24,34,41,42,43,45],ii:[24,26,30,43,44],iii:[24,26,33,43],ij:[1,2,4,7,9,13,15,17,19,26,27,30,33,34,35,36,39,40,41,42,43],ik:[1,26,33,34],ill:44,illustr:[6,8,11,13,14,15,25,33,36,37,38,44,45],ilsvrc:[38,39],im:7,imag:[2,4,5,7,10,12,13,15,24,28,32,33,39,40,41,42,45],image_at_epoch_:5,image_batch:5,image_height:[4,43],image_of_cute_dog:43,image_path:[1,7,8,10,33,34,36,37,45],image_shap:43,image_width:[4,43],imageio:[7,27,43],imagenet:33,images_from_seed_imag:5,imagin:[2,41,42],img:43,img_fft:43,img_height:43,img_path:43,img_width:43,immedi:[1,4,5,7,16,25,33,43,44],imper:43,implement:[0,1,3,4,5,6,7,9,10,11,12,13,14,15,18,22,23,24,27,28,30,33,34,35,36,37,38,39,43,45],impli:[4,6,7,8,14,26,34,35,36,37,38,43],implicit:[4,43],implicitli:[12,30],importantli:[4,43],impos:[1,7,12,13,33,39,40],imposs:[1,6,33,34],impress:[1,13,24,33,39,40,41,42],improv:[0,1,5,6,10,11,12,14,22,27,28,34,39,44,45],impur:[10,45],imread:[7,27,43],imshow:[2,4,5,7,27,40,41,42,43],in1:3,in2:3,in3050:[32,33],in3310:33,in4080:[32,33],in4300:[32,33,45],in4310:32,in5400:4,in5550:32,in_out_neuron:[5,44],inaccur:[14,37,38],inact:[13,39,40],inadequ:[1,33],inbetween:43,inch:[7,34,35],includ:[0,1,2,3,4,5,6,7,8,12,13,16,17,18,21,23,25,27,28,30,31,32,33,34,35,36,40,41,42,43,44],include_bia:[7,10,36,45],inclus:[18,41],incom:[13,39,40],inconveni:43,incorpor:43,incorrect:[2,40,41,42,44],incorrectli:44,incoveni:9,increas:[0,1,2,4,5,6,7,8,9,10,12,13,14,22,27,30,33,34,35,36,37,38,39,40,41,42,43,44,45],increasingli:30,increment:38,ind:7,inde:[1,3,5,6,7,14,33,34,42],indefinit:5,independ:[1,6,7,8,9,13,14,30,33,34,37,38,39,40],index:[1,2,4,5,11,15,25,26,28,30,32,33,34,40,41,42,43],index_col:[1,33],indic:[1,2,4,5,6,7,10,11,12,14,17,22,24,27,28,33,34,38,39,40,41,42,43,44],indispens:[7,36],individu:[2,7,8,11,13,30,33,34,36,37,39,40,41,42,44,45],indu:[1,34],indx1:[3,42],indx2:[3,42],indx3:[3,42],indx:26,ineffici:[4,14,38,39,43],inequ:[9,14],inequaltii:[37,38],inertia:[14,22,38,39],inf1000:[25,33],inf1100:[25,33],inf1100l:[25,33],inf1110:[25,33],inf3000:33,infeas:[10,43,45],infer:[1,2,5,7,32,33,36,40,41,42,43],infer_nrow:[1,33],inferenc:[2,41,42],infil:[1,7,8,10,33,36,37,45],infin:[6,7,8,12,19,34,35,36,37],infinit:[4,43],infinitesim:30,influenc:[7,11,36,37,45],influenti:[2,40,41,42],info:33,inform:[0,1,2,4,5,7,10,12,13,14,15,22,23,26,27,28,32,33,36,37,38,39,40,41,42,43,44,45],infti:[4,7,14,30,36,37,38,43],ingeni:[14,37,38,39],ingrad:[],ingredi:[1,10,33,45],inher:[7,36],inherit:[26,33,43],init:[24,42,43],initi:[0,1,2,3,7,11,14,15,24,26,28,30,33,36,37,38,39,40,41,42,43,45],initial_epoch:[4,5,43,44],initialis:43,inititi:[24,42],inject:15,inlin:[1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,22,24,26,27,30,33,34,35,36,37,38,39,40,41,42,43,44,45],inner:[1,14,34,38],inp:[5,44],inplac:[14,38,39],input:[0,1,2,4,5,6,7,8,9,10,11,13,14,15,16,22,24,27,28,30,33,34,35,36,37,38,39,40,41,43,45],input_channel:43,input_channel_index:43,input_dim:[2,41,42],input_grad:43,input_index:43,input_map:43,input_nod:[24,42],input_shap:[4,5,43,44],inputs:[2,41,42],inputs_shuffl:[1,2,34,40,41,42],insert:[4,6,7,9,11,30,34,35,36,43,45],insid:[1,5,8,34,37,44],insight:[1,2,6,22,23,25,28,33,34,35,36,41,42],insightful:43,insist:[7,14,34,35,38],inspect:[37,44],inspir:[1,2,13,28,33,39,40,41,42],instabl:[3,42],instal:[1,2,6,7,10,16,41,42,45],instanc:[1,2,3,5,7,10,12,14,24,33,34,36,37,38,40,41,42,43,45],instanti:[11,43,45],instead:[1,2,3,4,5,6,7,9,10,12,14,15,22,26,27,30,33,34,36,37,38,39,40,41,42,43,44,45],institut:[2,40,41,42],instruct:[1,2,16,17,33,41,42],insuffici:45,int32:[11,45],int64:34,int64index:33,int_0:30,int_:[4,7,30,36,43],int_a:30,intak:[1,34],integ:[2,3,14,15,24,26,30,33,38,39,40,41,42],integer_vector:[2,40,41,42],integr:[4,7,30,33,36,43],intellectu:33,intellig:[1,15,32,33],intend:[11,33,43,45],intens:[2,28,41,42],intention:15,interact:[0,1,7,10,13,25,27,28,33,39,40,43,44,45],intercept:[1,7,9,12,14,17,27,33,35,36,37,38,44],intercept_:[1,7,9,10,14,33,34,35,36,37,38,45],interceptol:36,interceptridg:36,interchang:[6,13,26,35,36,39,40],interconnect:[2,41,42],interest:[0,1,2,3,4,5,6,7,8,9,10,13,22,25,27,28,30,33,34,35,36,37,38,39,40,41,42,43,44,45],interfac:[1,2,24,26,34,40,41,42,43],interior:[1,10,33,45],intermedi:[26,34],intern:[2,11,13,39,40,41,42,45],interpol:[2,4,5,7,13,27,39,40,41,42,43],interpr:[6,34,35],interpret:[0,1,2,7,10,11,13,14,18,20,26,27,28,30,40,41,42,43,44,45],interv:[1,4,6,7,8,14,19,27,30,33,34,35,37,38,43],intial:[14,37,38],intiat:43,intiti:43,intract:[1,5,34],intric:43,intricaci:43,intrins:[4,12,26,30,33,43],intro:[25,32,33,42],introduc:[1,2,6,7,9,11,13,18,26,27,30,33,36,37,40,41,42,43,44],introduct:[2,3,5,14,18,21,32,34,37,38,42,44],introductori:[1,5,26,32,33,34],intuit:[1,6,7,9,13,14,22,27,33,35,36,38,39,40,41,42],intuiton:43,inv:[1,6,14,22,33,34,35,37,38,39],invalid:[2,9,40,41],invalu:[1,14,16,25,33,37,38],invari:[2,40,41,42,43],invd:[6,35],inver:[9,39,40],invers:[1,4,7,14,16,17,18,22,23,27,28,33,34,37,38,39,43],inverse_transform:9,invert:[1,6,8,11,14,22,33,35,37,38,39,45],invh:[14,22,38,39],invok:[1,9,34],involv:[1,3,7,8,12,13,34,36,37,38,39,40,42,43],io:[1,18,20,25,27,29,31,32,33,34,42],ion:39,ip:[1,9,30,33],ipca:12,ipykernel_10904:[],ipykernel_10962:[],ipykernel_11016:[],ipykernel_11057:[],ipykernel_11068:[],ipykernel_11090:[],ipykernel_11106:[],ipykernel_11118:[],ipykernel_11123:[],ipykernel_18986:[],ipykernel_19041:[],ipykernel_19107:[],ipykernel_19139:[],ipykernel_19152:[],ipykernel_19176:[],ipykernel_19181:[],ipykernel_19201:[],ipykernel_19294:[],ipykernel_19329:[],ipykernel_19344:[],ipykernel_19367:[],ipykernel_19394:[],ipykernel_19431:[],ipykernel_19440:[],ipykernel_31563:[],ipykernel_31624:[],ipykernel_31672:[],ipykernel_31707:[],ipykernel_31718:[],ipykernel_31736:[],ipykernel_31749:[],ipykernel_31761:[],ipykernel_31766:[],ipykernel_31871:[],ipykernel_74401:[],ipykernel_74620:[],ipykernel_74630:[],ipykernel_8624:2,ipykernel_8674:7,ipykernel_8738:14,ipykernel_87501:[],ipykernel_8779:27,ipykernel_8790:33,ipykernel_8815:36,ipykernel_8843:38,ipykernel_8855:40,ipykernel_8861:41,ipykernel_96069:[],ipynb:[25,33],ipython:[0,1,6,8,10,12,15,16,25,27,28,33,34,37,45],iq:[7,36],iri:[9,10,45],irreduc:[7,36],irrelev:[6,34],irrespect:[1,33],irvin:[0,28],isbox:[3,14,39],iseffici:[38,39],isinst:43,isn:[6,35,36,43],isnan:[24,42,43],isnul:[1,34],isomap:12,isotop:[33,36,37,38,40,41,42],issu:[2,10,26,34,35,41,42,43,45],it_arrai:[14,38],item:[1,14,33,38,39,43],items:[26,33],iter:[2,3,4,5,7,8,9,12,14,15,22,24,30,36,37,39,40,41,42,43,44],its:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,19,24,25,26,27,28,30,33,35,36,37,38,39,40,41,42,43,44],itself:[0,6,7,13,20,27,28,30,34,35,36,40,43],iv:[24,43],ix:[24,42,43],j1:26,j:[1,2,3,4,5,6,7,9,10,12,13,14,15,17,18,19,20,24,26,27,30,32,33,34,35,36,37,38,39,40,41,42,43,45],j_:7,j_lasso_sk:7,j_ridge_sk:7,j_sk:7,jackknif:[7,25,33,36],jacobian:[3,14,37,38,39],jacobian_shap:3,jakobsen:[31,33],jason:5,jax:[23,25,28,33],jax_descend_i:22,jax_descend_x:22,jax_enable_x64:22,jax_grad:22,jensen:[31,33,34,35,36,37,38,39,40,41,42,43,44,45],jerom:[19,27,32],ji:[13,26,40],jit:[14,38,39],jj:[1,6,7,33,35,36],jk:[1,2,7,13,26,33,39,40,41],jl:[1,33],jm:26,jmlr:42,jnp:[14,22,38,39],job:[3,9,11,42],join:[1,5,7,8,10,33,34,36,37,45],joint:[5,6,35,36],jpg:43,judg:[14,37,38],judgement:[7,27,45],julia:[25,26,27],jump:[27,30],junk:5,jupit:33,jupyt:[1,16,20,25,27,32,33,36],just:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,22,24,25,27,28,30,33,34,35,36,37,38,39,40,41,42,43,44,45],justif:[1,33],justifi:[4,11,43],k0:[8,37],k1:[8,37],k:[0,1,2,4,6,7,8,9,10,11,12,13,14,15,24,25,26,27,30,31,33,34,35,38,39,40,41,42,43,45],k_1:43,k_2:43,k_half_height:43,k_half_width:43,k_j:43,k_n:43,k_x:43,k_y:43,kaggl:[0,7,27,28],kajda:[24,42],kappa_d:30,karl:[31,33],karush:9,kate:33,katrin:[31,33],keep:[0,1,2,5,6,7,12,14,15,26,27,28,33,34,35,36,37,38,39,41,42,43,44],keepdim:[2,7,11,24,26,36,40,41,42,43,45],kei:[1,2,4,7,13,24,34,39,40,41,42],kept:[5,7,15,36,44],ker1:43,ker2:43,ker_coef:43,kera:[0,1,5,25,27,28,33,44],kernel:[1,2,4,25,33,34,41,42],kernel_feature_maps_index:43,kernel_fft:43,kernel_height:43,kernel_input_channels_index:43,kernel_regular:[2,4,41,42,43],kernel_reshap:43,kernel_s:5,kernel_width:43,kernelpca:12,kev:[1,33],kevin:[32,33],keyboardinterrupt:[3,4,5,24,42,43,44],keyword:[7,14,24,26,27,33,38,42],kfold:[7,36,37],kg:[2,40,41,42],ki:26,kick:[2,14,38,39,41,42,45],kiener:[3,42],kilomet:[7,34,35],kind:[1,3,4,5,9,13,14,15,33,34,38,39,40,42,43],kj:[7,13,26,34,35,36,40,41],kjm:[25,33],kkt:9,kl:30,km:[13,33,39,40],kmean:15,kmeanspoint:15,kn_k:15,know:[1,2,3,6,7,9,14,25,33,34,35,37,38,39,41,42],knowledg:[1,25,33],known:[0,2,4,5,6,7,8,9,10,13,26,27,28,30,32,34,35,36,37,39,40,41,42,43,44,45],kondev:[1,33],kp:30,kpca:12,kristin:42,kroneck:15,kuhn:9,kumar:42,kvalsund:[31,33],kwarg:[1,3,4,5,14,24,33,39,42,43,44],kwd:[1,4,5,33,43,44],kwown:[1,33],l0:[8,37],l1:[1,2,4,8,33,37,41,42,43],l1_l2:[2,4,41,42,43],l1regl:6,l2:[2,4,40,41,42,43],l:[0,1,2,3,4,6,7,8,9,11,12,13,14,20,24,26,27,30,33,34,36,37,38,39,41,42,43],l_1:[8,37],l_2:[8,14,28,37,38],l_:26,l_j:[13,40],l_ja:[24,42],la:[14,38],la_i:[13,40],la_k:[13,40,41],lab:[0,21,25,27,33,38,39,42,43],label:[0,1,2,3,4,5,6,7,8,9,10,11,13,14,15,22,25,26,27,28,30,33,34,35,36,37,38,39,40,41,42,43,44,45],label_prob:[38,39],labelencod:[8,11,37,44,45],labels:[7,9,10,45],labels_shuffl:[1,2,34,40,41,42],laboratori:[29,34,35,43,44,45],lack:[1,33],lagari:[3,42],lagrang:[9,12],lam:[24,42,43],lambda:[1,2,3,4,6,7,8,9,11,13,14,18,19,22,24,27,28,30,33,34,35,36,38,39,40,41,42,43,45],lambda_0:12,lambda_1:[6,9,12,34],lambda_2:[9,12],lambda_:12,lambda_i:[9,12],lambda_iy_i:9,lambda_jy_iy_j:9,lambda_k:9,lambda_n:[6,9,34],lamda:[2,41,42],land:[1,9,34],landmark:9,landscap:[14,22,37,38,39],langl:[1,7,12,30,33,34],languag:[0,1,2,5,9,16,25,26,27,28,32,33,41,42,44],lapack:[26,33],laplac:[6,35,36],laptop:25,larg:[0,1,2,3,5,6,7,9,10,11,12,14,16,25,26,27,30,32,33,34,36,37,38,39,40,41,42,43,45],larger:[1,4,6,7,9,11,12,14,18,30,33,34,35,36,37,38,39,43,45],largest:[5,9,12,44],larn:43,lasso:[0,1,8,25,33,44],lasso_sk:7,last:[1,2,3,4,5,6,7,8,9,10,11,13,14,16,18,19,23,24,26,27,30,31,33,35,38,40,41,42,43,44,45],latent:5,latent_dim:5,latent_point:5,latent_space_value_rang:5,later:[0,1,2,5,7,8,9,13,14,15,16,24,25,27,28,33,37,38,39,40,41,42,43,44],latest:[5,25],latest_checkpoint:5,latex:33,latter:[0,1,4,7,8,9,12,14,17,18,26,27,30,33,34,35,36,37,38,39,43,44],lattic:[13,39,40],law:[1,33,45],lax_numpi:22,layer:[0,1,5,14,22,24,28,33,38,39,44],lbfg:[8,10,11,12,37,44,45],lcc:[6,7,35,36],lda:12,ldot:[1,7,12,20,27,33,36,37,43],le:[6,8,11,14,18,22,30,34,35,37,38,39,45],lead:[1,2,4,6,7,8,9,10,11,12,13,14,17,18,26,30,33,34,35,36,37,38,39,40,41,42,43,44,45],leaf:[10,45],leaki:[2,28,41,42],leakyrelu:5,lear:[14,37,38],learn:[4,5,6,7,8,9,10,11,13,19,23,26,29,31,32,43],learnabl:[4,43],learner:11,learnig:33,learning_r:[4,9,11,22,43,45],learning_rate_init:[1,2,24,33,40,41,42],learning_schedul:[14,22,38,39],learnt:[0,27,28],least:[0,1,8,9,11,12,16,17,18,20,22,23,25,26,28,30,36,37,43],leat:[14,22,38,39],leav:[1,2,4,6,7,10,12,33,35,36,37,41,42,43,45],lectur:[0,1,2,6,11,12,13,14,16,18,22,23,25,26,27,28,29,31,32,38,39,45],lecture_11_backpropag:42,lecturenot:[1,18,20,25,27,32,33],left:[1,2,3,4,6,7,8,9,10,11,12,13,14,15,17,18,20,24,26,27,30,33,34,35,36,37,38,39,40,41,42,43,45],leftarrow:[9,13,40,41],legend:[1,3,4,5,6,7,8,9,10,11,14,33,34,35,36,37,38,39,42,43,44,45],len:[1,2,3,4,5,6,7,9,10,11,12,13,24,26,33,34,35,36,38,39,40,41,42,43,44,45],len_index:[1,33],length:[0,1,2,3,4,5,9,10,14,17,25,33,34,37,38,39,40,41,42,43,44],length_of_sequ:[5,44],leq:[0,1,6,8,9,14,15,18,30,33,34,35,37,38],less:[1,2,4,5,6,7,9,10,14,25,30,33,34,35,36,37,38,39,41,42,43,44,45],lessen:[2,41,42],let:[1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,24,26,30,33,34,35,36,37,38,39,40,41,42,43,45],letter:[1,17,26,30,33,34],level:[0,1,2,6,7,10,25,26,27,28,29,31,33,34,36,41,42],lfloor:43,li:[9,12,33],lib:[1,2,3,4,5,7,8,9,12,14,22,24,33,34,35,37,39,40,41,42,43,44],liblinear:[9,11,45],librari:[0,1,2,3,4,5,6,7,10,11,12,16,22,23,26,27,28,30,32,34,35,36,37,40,41,42,43,44,45],licens:[0,1,2,16,25,27,28,33,36,41,42],lie:[1,7,12,30,34,36],life:[1,2,9,13,33,39,40,41,42],lifetim:[14,38,39],like:[0,1,2,3,4,5,6,7,8,10,11,12,13,14,16,17,22,23,25,26,27,28,30,33,34,35,36,37,38,39,40,41,42,43,44,45],likelihood:[1,2,6,10,33,34,38,39,40,41,42,45],lim_:30,lima:[31,33],limit:[0,1,6,7,8,9,12,13,22,26,27,28,33,34,40,44],lin_clf:9,lin_model:[1,34],lin_reg:[10,45],linalg:[1,3,6,7,9,12,14,22,26,30,33,34,35,36,37,38,39,40,42],line1:9,line2:9,line2d:[14,22,38],line3:9,line:[0,1,3,4,5,7,9,10,11,12,14,16,22,24,27,33,34,35,36,37,38,39,42,43,44,45],linear:[0,2,4,6,7,8,10,11,12,13,18,19,22,24,25,27,30,36,38,39,40,41,42,43,45],linear_model:[1,6,7,8,9,10,11,12,14,33,34,35,36,37,38,39,40,44,45],linear_regress:[7,24,36,42],linearli:[6,34],linearloc:[7,14,27,37,38],linearregress:[1,7,8,10,33,34,35,36,37,45],linearsvc:9,lineat:35,liner:[2,4,40,41,42,43],linerar:[11,45],linewidth:[1,3,5,7,9,10,11,27,36,42,44,45],link:[0,1,5,10,13,25,27,28,31,33,40,41,44,45],linlag:[6,35],linpack:[26,33],linreg:[1,33],linspac:[1,3,4,5,7,9,10,11,14,16,17,22,26,30,33,34,35,36,38,39,42,43,45],linu:5,linux:[0,1,2,16,25,27,33,41,42],liquid:[1,33],list:[0,1,2,3,4,5,10,24,25,27,28,33,34,38,41,42,44,45],listcomp:3,listedcolormap:[10,11,45],literatur:[0,2,8,15,32,36,37,41,42,43,44],littl:[2,4,10,13,40,41,42,43,44,45],live:9,ll:[1,30,33,34],lle:[1,34],lloyd:[5,15],lmb:[1,3,6,7,35,36,37,42,44],lmbd:[1,2,4,24,33,40,41,42,43],lmbd_val:[1,2,4,24,33,40,41,42,43],lmbda:[14,37,38],ln:[2,14,37,38,40,41],load:[1,2,5,7,8,10,11,27,34,37,41,42,43,44,45],load_boston:[1,34],load_breast_canc:[2,8,10,11,12,24,37,41,42,44,45],load_data:[4,5,43],load_digit:[2,4,24,40,41,42,43],load_iri:[9,10,45],loc:[1,4,7,8,9,10,11,33,36,37,43,44,45],local:[1,2,3,4,5,8,13,14,33,34,37,38,39,40,41,42,43,44],locat:[3,4,9,42,43],lock:[4,5,43,44],log10:[1,6,7,24,35,36,37,42,43,44],log:[0,1,2,3,5,6,7,8,10,11,12,14,24,26,27,28,33,34,35,36,37,38,39,40,41,42,43,45],log_:[1,33],log_clf:[11,45],logarithm:[1,6,8,26,33,35,36,37],logbook:[0,27,28],logic:[1,2,10,33,41,42,45],logist:[0,1,2,3,9,10,11,12,13,14,22,24,25,34,43,44,45],logistic_predict:[38,39],logistic_regress:[24,42],logisticregress:[8,10,11,12,37,39,40,44,45],logit:[8,37],logreg:[8,10,11,12,37,39,40,44,45],logspac:[1,2,4,6,7,24,33,35,36,37,40,41,42,43,44],longer:[3,4,9,11,15,26,28,30,33,42,43,45],loocv:[7,36,37],look:[0,1,2,3,4,5,6,7,8,9,10,11,12,14,19,22,24,26,27,28,30,33,34,35,36,37,38,39,41,42,43,44,45],loop:[2,5,7,11,13,15,24,25,26,33,36,40,41,42,43,45],lose:[2,40,41,42],loss:[0,1,2,4,5,6,7,8,9,11,12,14,26,27,28,33,35,36,39,40,41,42,43,44,45],loss_fil:5,lossfil:5,lost:5,lot:[1,2,5,7,24,34,36,38,39,41,42,44],low:[1,7,10,11,12,27,28,33,34,36,43,45],lower:[1,2,4,7,10,11,17,24,26,34,41,42,43,45],lowercas:[26,33],lowest:[10,14,30,38,39,44,45],lr:[2,4,5,11,41,42,43,45],lrelu:[24,42,43],lstat:[1,34],lstm:5,lstm_2layer:[5,44],lstsq:[1,33,34],lt:[7,36],lu:[1,6,33,34],lubksb:26,luckili:[3,42],ludcmp:26,lux:26,lvert:[2,40,41,42],lw:[1,33],m1:[4,5,43,44],m:[1,2,3,4,6,7,9,10,11,12,13,14,22,26,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,45],m_1:15,m_:[10,13,40,45],m_h:[1,33],m_k:15,m_l:[13,40],m_n:[1,33],m_p:[1,33],m_t:[14,38,39],ma:12,machin:[2,4,5,6,7,8,10,11,12,13,16,22,23,26,29,32,34,35,36,39,40,41,42,43,44,45],machinelearn:[1,7,18,20,21,25,27,29,31,32,33,34,37,38,39],mackai:32,made:[0,1,2,4,5,6,7,8,10,12,13,19,27,28,33,34,37,39,40,41,42,43,44,45],mae:[1,33],magic:5,magnitud:[2,7,8,14,34,35,37,38,39,40,41,42,44],mai:[0,1,2,3,4,6,7,8,9,10,12,13,14,19,22,23,24,25,26,27,28,30,34,35,36,37,38,39,40,41,42,43,44,45],mail:[29,31],main:[1,2,4,5,6,7,8,10,26,27,28,32,33,34,37,41,42,43,45],mainli:[0,1,6,7,8,10,33,34,35,36,37,45],maintain:[7,34,36,43,44],major:[2,7,10,11,14,26,33,36,37,38,39,40,41,42,43,45],make:[2,3,4,5,6,7,8,9,12,13,14,22,24,25,26,27,28,30,32,35,36,37,38,39,40,41,42,43,44],make_axes_locat:7,make_classif:[39,40],make_moon:[9,10,11,45],make_pipelin:[1,7,11,34,36,45],make_vjp:[3,14,39],makedir:[1,7,8,10,33,34,36,37,45],makeplot:[1,33],malcondit:26,malign:[2,8,10,37,41,42,44,45],mammographi:[6,35,36],manag:[0,1,3,4,16,25,27,33,42,43],mandatori:[31,33],mani:[0,1,2,4,5,6,7,8,9,10,12,14,15,22,23,24,25,26,27,28,30,32,33,34,35,36,37,38,39,41,42,43,44],manifold:12,manner:[4,43],manual:[7,34,35,37,44],map:[1,2,3,7,8,9,12,13,15,27,30,33,37,39,40,41,42,43],margin:[1,6,9,33],marit:[1,33],mariu:42,mark:[33,43],markedli:43,marker:[1,8,22,26,33,34,37],markov:[25,33],marsaglia:30,mass:[1,2,6,14,34,38,39,40,41,42],massag:[1,33],masses2016:[1,33],masses2016ol:[1,33],masses2016tre:1,masseval2016:[1,33],master:[7,20,21,27,29,31,33,37,38,39,42],mat1100:[25,33],mat1110:[25,33],mat1120:[25,33],mat:[0,25,33],match:[1,2,5,6,14,15,33,34,37,38,39,41,42],materi:[0,5,6,8,14,18,26,31,38,39,40,41,45],math:[4,8,13,14,22,24,26,30,32,33,36,37,38,39,40,42,43],mathbb:[1,5,6,7,8,9,12,13,14,15,18,19,20,26,27,30,33,34,35,36,37,38,39,40,43],mathbf:[1,6,7,8,9,14,19,20,22,26,27,33,34,35,36,37,38,39],mathcal:[2,6,7,8,14,20,27,35,36,37,38,40,41,42],matheemat:4,mathemat:[1,7,12,13,14,18,25,26,30,32,33,35,36,37,41],mathemati:33,mathrm:[1,2,4,5,6,7,8,9,10,11,12,13,14,15,18,19,20,24,27,30,33,34,35,36,37,38,39,40,41,42,43,44,45],matmul:[2,3,6,24,35,40,41,42],matnat:32,matplotlib:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,22,24,25,26,27,30,33,34,35,36,37,38,39,40,41,42,43,44,45],matplotlibdeprecationwarn:[7,14,27,38],matric:[1,2,4,5,7,8,9,12,14,17,18,24,25,34,37,38,41,42,43,44],matrix:[0,1,3,4,5,7,8,9,11,14,16,17,18,19,20,22,23,24,27,28,30,36,43,45],matshow:[2,41,42],matter:[3,4,14,34,37,38,39,42,43],max:[1,2,3,4,5,10,11,13,14,22,24,31,33,37,38,39,40,41,42,43,45],max_depth:[1,10,11,45],max_diff1:[3,42],max_diff2:[3,42],max_diff:[3,42],max_h:43,max_it:[1,2,8,9,12,14,24,33,37,38,39,40,41,42,44],max_iter:15,max_leaf_nod:[11,45],max_pooling2d_49:43,max_pooling2d_50:43,max_queue_s:[4,5,43,44],max_sampl:[11,45],max_w:43,maxdegre:[1,7,11,34,36],maxdepth:[11,45],maxim:[2,5,6,8,9,12,35,36,37,40,41],maximum:[1,2,3,4,6,8,9,10,11,14,15,24,33,34,38,39,40,41,42,43,45],maxpolydegre:[6,7,35,36,37,44],maxpoolin:43,maxpooling2d:[4,43],mbox:[6,7,19,27,34,35,36],mccorduck:33,mcculloch:[13,39,40],md:[12,21,27,38,39],mdoel:[5,44],mean:[0,2,3,4,5,6,7,8,10,11,12,13,14,15,16,17,18,19,20,22,24,25,26,27,28,30,36,38,39,40,41,42,43,44,45],mean_absolute_error:[1,33],mean_divisor:15,mean_i:30,mean_matrix:15,mean_squared_error:[1,5,7,8,11,33,34,36,37,44],mean_squared_log_error:[1,33],mean_vector:15,mean_x:30,meaning:[1,5,8,33,37],meansquarederror:[1,33],meant:[3,4,8,11,14,37,38,39,43],measur:[1,2,3,6,7,10,12,13,15,20,27,28,30,33,34,35,36,40,41,42,43,45],mechan:[0,1,5,30,33,42,44],median:[1,33,34],medicin:[13,39,40],medium:[5,9,14,28,38,39,43,44],medv:[1,34],meet:[1,31],mehta:[1,28,33,34,35],mek4270:0,member:45,memori:[4,5,12,13,14,22,26,33,38,39,40,43],mention:[0,1,13,14,27,28,30,33,37,38,39,40],mere:[1,16,28,33,43],meshgrid:[3,6,7,9,10,11,12,24,27,34,42],messag:[6,14,38,39,43],messi:[3,42],met:[1,4,9,33,34,43],metal:[4,5,43,44],meteorolog:[0,10,45],meter:[7,34,35],method:[0,1,2,3,4,5,6,8,9,12,13,15,17,18,19,20,23,25,26,28,30,32,33,34,35,40,41,43,44],metion:[7,27],metric:[1,2,4,7,8,10,11,15,16,17,24,33,34,36,37,40,41,42,43,44,45],metropoli:[25,33],mev:[1,30,33],mgd:[14,38,39],mglearn:[25,33],mgrid:[14,38,43],mhjensen:[2,3,4,7,8,9,12,22,24,34,37,40,41,42,43,44],mi:[11,45],mia:[31,33],michael:[28,40,41,42,43],michigan:[33,34,35,36,37,38,39,40,41,42,43,44,45],microsoft:32,mid:[2,40,41,42],midel:[5,44],midnight:[17,18,19,20,21,22,23,24],midpoint:[10,45],might:[1,2,3,5,7,10,14,34,35,37,38,39,41,42,43,45],mild:[10,45],millimet:[7,34,35],million:[1,33,34,38,39],mimic:[13,39,40],min:[1,3,6,9,10,33,42,45],min_:[1,3,6,15,18,33,34,35,42],min_samples_leaf:[10,45],mind:[1,7,14,27,33,34,35,36,37,38,43],mindboard:[5,44],mine:[25,33],mini:[2,12,13,14,22,23,28,37,40,41,42],minibatch:[2,12,14,24,40,41,42,43],minibathc:[14,38,39],miniforge3:[1,2,3,4,5,7,8,9,12,14,22,24,33,34,35,37,39,40,41,42,43,44],minim:[1,2,3,4,6,7,8,9,10,11,12,13,14,15,18,19,22,24,27,34,35,36,38,39,40,41,43,44,45],minima:[1,2,8,14,33,37,38,39,40,41,42],minimum:[1,2,3,7,9,10,12,14,34,36,37,38,39,40,41,42,45],minmaxscal:[1,24,34,42],minor:[7,14,27,30,38,43],minst:[2,41,42],minu:[8,37],mirror:[10,43,45],misc:[7,27],misclassif:[9,10,11,45],misclassifi:[9,11,45],miser:1,mismatch:[2,41,42],miss:[1,8,11,34,44,45],mistak:5,mit:[32,43,44],mix:[2,3,33,41,42],mixtur:[14,22,38,39],mk:[10,26,45],mkdir:[1,7,8,10,33,34,36,37,45],ml:[0,1,2,11,14,26,27,28,34,37,38,39,41,42],mlab:30,mle:[6,8,37],mlp:[2,39,41,42],mlpclassifi:[2,24,39,40,41,42],mlpregressor:[1,33],mm:26,mn:[13,30,39,40],mnist:[2,12,24,28,40,41,42],mnist_784:43,mod:30,mode:[24,29,31,33,42,43],model:[3,4,6,8,9,10,11,12,14,15,16,17,19,20,22,24,25,27,30,32,34,35,36,37,38,44],model_select:[1,2,4,6,7,8,10,11,12,24,33,34,35,36,37,40,41,42,43,44,45],moder:[11,45],modern:[1,7,8,25,33,36,37],modif:[3,13,14,38,39,40,42,45],modifi:[1,2,4,6,8,9,11,13,14,33,34,35,37,38,39,40,41,42,43,45],modul:[1,8,12,26,33,35,37,43,44],modular:[30,43],modulo:30,moe:[12,34],moment:[6,7,14,22,24,30,35,36,42,43],moment_correct:[24,42,43],momentum:[23,24,28,42,43,44],momentum_schedul:[24,42,43],monitor:[14,22,38,39],monochrom:43,monoton:[6,13,30,35,36,39,40],mont:[1,7,25,30,32,33,36],moor:[6,7,35],more:[0,1,2,3,5,6,8,9,10,11,12,13,14,15,19,23,24,25,28,30,40,44],moreov:[1,4,33,43],morten:[31,33,34,35,36,37,38,39,40,41,42,43,44,45],most:[1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,22,25,27,30,33,34,35,36,37,38,39,40,41,42,43,44,45],mostli:[2,12,41,42],motion:[1,14,33,38,39],motiv:[2,5,41,42],move:[1,5,6,7,8,10,13,14,15,22,24,27,30,33,34,35,36,37,38,39,40,42,43,45],mpl:[1,8,33,37],mpl_toolkit:[3,7,14,27,37,38,42],mplot3d:[3,7,14,27,37,38,42],mplregressor:[2,40,41,42],mse:[0,1,5,6,7,10,11,16,17,18,20,24,27,28,33,34,35,36,37,42,44,45],mse_simpletre:[11,45],mselassopredict:[6,35],mselassotrain:[6,35],mseownridgepredict:[7,35],msepredict:[6,35],mseridgepredict:[1,6,7,35,37,44],msetrain:[6,35],msg:[1,33,34],msle:[1,33],mt:[8,13,37,39,40],mu0:30,mu1:30,mu2:30,mu:[1,7,12,14,30,33,36,38,39],mu_1:34,mu_:[7,30,34,35,36],mu_i:[7,34,35,36],mu_n:12,mu_x:30,much:[0,1,2,3,4,5,6,7,9,10,11,12,13,14,26,27,30,33,34,35,36,38,39,40,41,42,43,44,45],multi:[1,2,4,8,24,25,33,34,37,42,43],multiclass:[2,8,37,40,41],multidimension:[12,13,33,39,40],multilay:[2,41,42],multinomi:[8,37],multipl:[3,5,6,7,8,13,14,30,34,36,37,38,39,44],multipli:[4,6,7,12,14,24,26,30,34,35,36,38,42,43],multiplum:9,multivari:[1,3,11,12,25,30,33,42,45],multivariate_norm:[12,15],multiwai:45,murphi:[12,32,33,35],must:[1,2,3,6,7,9,11,13,14,15,30,33,34,36,37,38,39,40,41,42,43,45],mut_add:[],mutabl:[],mutat:[8,37],mutual:[2,4,7,14,36,37,38,41,42,43],mx_:30,myenv:[1,2,3,4,5,7,8,9,12,14,22,24,33,34,35,37,39,40,41,42,43,44],myriad:[1,16,25,33],mz1:30,mz2:30,n1:26,n2:26,n:[1,2,3,4,5,6,7,8,9,11,12,13,14,15,16,17,18,19,20,22,24,26,27,28,30,33,34,35,36,37,38,39,40,41,42,43,44,45],n_0:[13,30,39,40],n_:[2,3,4,9,13,30,39,40,41,42,43],n_boostrap:[7,11,36,45],n_bootstrap:[7,36],n_categori:[2,4,24,40,41,42,43],n_cluster:15,n_compon:12,n_epoch:[14,22,24,38,39,42,43],n_estim:[11,45],n_examples_to_gener:5,n_featur:[2,24,40,41,42],n_filter:[4,43],n_hidden:[3,42],n_hidden_neuron:[1,2,24,33,40,41,42],n_i:30,n_input:[1,2,4,24,34,40,41,42,43],n_instanc:[10,45],n_iter:[37,38,44],n_iter_i:[8,12,37,44],n_job:[11,45],n_k:15,n_l:[13,30,39,40],n_layer:[2,41,42],n_m:[10,45],n_neuron:[2,41,42],n_neurons_connect:[4,43],n_neurons_layer1:[2,41,42],n_neurons_layer2:[2,41,42],n_point:15,n_sampl:[7,9,10,11,15,36,39,40,45],n_split:[7,36,37],n_step:5,n_t:[3,42],n_x:[3,42],nabla:[2,14,37,38,40,41,42],nabla_:[3,14,22,37,38,39,42],nabla_w:[14,38,39],nafter:[24,42,43],nag:[14,38,39],naimi:[1,33],naiv:[8,37,43],naive_kmean:15,najafi:[31,33],nall:[1,33],name:[0,1,2,4,5,6,7,8,9,10,11,13,14,15,16,24,25,26,27,30,31,33,34,35,36,37,38,39,40,41,42,43,44,45],nameerror:[7,11,16,27,36,37,38],nan:[24,42,43],narrow:[14,38,39],nary_f:[3,14,39],nary_op_arg:[3,14,39],nary_op_kwarg:[3,14,39],nary_oper:[3,14,39],nation:[2,6,34,35,36,40,41,42,43,44,45],nativ:[25,33],natur:[0,1,2,5,9,10,13,14,27,28,30,32,33,37,38,39,40,41,42,44,45],navier:[13,39,40],nb:30,nb_:26,nbconvert:33,nd:15,ndarrai:[3,7,24,42,43],ndef:14,nderiv:[24,42,43],ne:[10,11,26,30,34,45],nearest:[2,4,7,12,40,41,42,43],nearli:[14,37,38],neat:33,neatli:[38,43],neccesari:[7,36],necess:[3,42,43],necessari:[1,2,4,5,9,15,24,33,40,41,42,43,44],necessarili:[1,5,12,30,33],necesserali:[6,35,36],necessit:43,neck:[8,37],need:[1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,18,22,23,24,26,28,30,34,35,36,37,38,39,40,41,42,43,45],neg:[1,2,4,6,7,8,11,14,26,30,33,35,36,37,38,39,40,41,42,43],neg_mean_squared_error:[7,36,37],neglect:30,neglig:30,neighbor:[4,7,12,43],neither:[5,14,38,39,43],neq:[14,15,30,37,38],nerual:[24,42],nervou:[13,39,40],nest:[3,10,13,39,40,45],nesterov:[14,38,39],net:[3,5,13,39,40,42,44],netlib:[26,33],network:[1,10,14,22,25,32,34,38,45],networkd:0,neural:[1,14,22,25,32,34,37,38],neural_network:[1,2,3,24,33,39,40,41,42],neuralnetwork:[2,40,41,42],neuralnetworksanddeeplearn:[40,41,42],neuron:[2,3,4,5,13,41,42,44],neutral:[1,33],neutron:[1,33],never:[2,4,5,7,10,30,36,40,41,42,43,44],new_box:[3,14,39],new_chang:[14,22,38,39],new_hobbit:33,new_root:[3,14,39],new_trac:[3,14,39],new_tracing_count:[4,5,43,44],new_windows_first_dim:43,new_windows_sec_dim:43,newaxi:[1,4,7,10,36,37,43,45],newli:[1,33],newton:[2,8,9,14,30,40,41],next:[1,2,3,4,5,6,7,9,10,14,15,22,23,24,33,34,35,37,38,40,41,42,43,44,45],next_guess:[14,38],next_input:[5,44],next_nod:43,nf8_grad:14,nfrom:14,ng:[2,40,41,42],ngini:[10,45],nhow:[24,42],ni:15,nice:[1,2,6,12,33,34,35,36,40,44],nielsen:[28,40,41,42,43],nimport:14,niter:[14,22,37,38,39],nitric:[1,34],nlambda:[1,6,7,35,36,37,44],nlp:32,nm:30,nm_n:[1,33],nmnm:43,nmse:[7,36],nn:[3,6,7,13,26,35,36,39,40,42],nn_model:[2,41,42],nnmin:[3,42],node:[0,2,3,4,10,11,13,24,28,39,40,41,42,43],node_constructor:3,node_index:43,nois:[1,5,6,7,9,10,11,14,16,17,20,27,33,34,35,36,37,38,44,45],noise_dimens:5,noisi:[2,7,20,27,36,40,41,42],non:[1,2,4,5,6,7,8,10,11,12,13,14,15,22,26,27,30,33,34,35,36,37,38,39,40,41,42,43,44,45],noncommerci:[0,28,36,42],none:[1,2,3,4,5,6,10,11,14,24,30,33,34,35,36,37,38,39,41,42,43,44,45],nonetheless:43,nonlinear:[4,7,9,10,12,13,36,39,40,43,45],nonneg:[7,10,14,36,37,38,45],nonparametr:7,nonsens:30,nonsingular:26,nonumb:[4,8,9,14,22,26,37,38,39,43],nonxla:[4,5,43,44],nor:[2,5,14,38,39,41,42,43],norm:[1,2,6,7,9,12,14,18,33,34,35,36,37,38,39,40,41,42],normal:[0,4,5,6,7,8,9,10,11,12,13,14,16,17,19,20,22,24,25,26,27,28,30,33,34,35,37,38,39,40,43,44,45],normali:[26,33],norvig:33,norwai:[0,7,27,28,33,39],notat:[1,3,6,7,14,15,22,30,33,34,35,36,38,42,43],note:[0,1,2,3,4,5,6,7,8,9,12,13,14,15,16,17,20,23,24,25,26,27,28,30,32,33,37,38,39,40,41,42,43,44,45],notebook:[0,1,2,4,10,16,25,27,28,33,36,40,41,42,43],notesexercise5week452022:33,notessep14:[20,37],notessep28:38,noth:[2,3,6,9,13,15,24,30,34,35,39,40,41,42,43],notic:[5,6,13,14,26,30,33,35,38,39,40,43],notimplementederror:[3,24,42,43],notion:[4,43],noutput:[24,42,43],nov:[0,28],novel:[4,7,11,37,43],novemb:[2,24,29,31,33,41,42,45],now:[0,1,3,5,6,7,8,9,11,12,13,15,16,17,18,23,24,25,26,27,28,30,33,34,37,40,43,44,45],nowadai:[1,2,4,10,25,33,41,42,43,45],nox:[1,34],np:[1,2,3,4,5,6,7,8,9,10,11,12,14,15,16,17,22,24,26,27,30,33,34,35,36,37,38,39,40,41,42,43,44,45],npr:[3,42],nprint:14,npv:44,nsampl:[7,10,36,37,45],nt:[3,42],nthi:[1,33],ntrained_model:7,nu:30,nuclear:[6,34],nuclei:[1,30,33],nucleon:[1,33],nucleu:[1,33],num:5,num_allow_arg:[1,33],num_coordin:[3,42],num_equ:[24,42,43],num_hidden_neuron:[3,42],num_it:[3,42],num_iter:22,num_neuron:[3,42],num_neurons_hidden:[3,42],num_not:[24,42,43],num_output:[4,5,43,44],num_point:[3,42],num_tre:11,num_valu:[3,42],number:[0,2,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,20,23,24,26,27,28,29,31,33,35,36,37,40,41,43,44,45],numberid:[8,37],numberparamet:[4,43],numer:[1,6,7,10,11,12,13,14,18,22,25,26,32,33,34,35,36,37,38,39,40,45],numpi:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,24,25,27,30,34,35,36,37,40,41,42,43,44,45],numpy_vjp:[],numpy_wrapp:3,nunmpi:[6,34],nvalu:[10,45],nx:[3,14,42],nx_test:7,nx_train:7,nx_train_mean:7,ny:[24,30,42,43],ny_pr:7,ny_train:7,ny_train_mean:7,o:[1,7,8,9,10,12,16,22,26,31,32,33,34,37,43,45],o_j:43,obei:[7,12,14,34,35,36,38],object:[1,2,3,5,7,9,11,14,24,26,33,34,37,38,39,44,45],obliqu:[6,34],observ:[1,2,4,6,7,8,9,10,11,12,13,14,15,30,35,36,37,38,39,40,41,42,43,45],obtain:[1,2,6,7,8,9,10,11,13,14,15,18,22,23,24,26,27,28,30,33,34,35,36,37,38,39,40,41,42,43,45],obviou:[6,7,12,30,34,44],obviouli:33,obvious:[1,5,6,7,22,23,26,28,33,35,36],oc:34,occas:43,occasion:43,occupi:[1,34],occur:[1,7,9,10,26,30,33,43,44,45],oct:42,octob:[21,22,23,24,29,31,33,39,43],od:[0,1],odd:[1,4,8,33,34,37,43],odenum:[3,42],odesi:[3,42],oen:1,off:[2,4,5,6,10,14,20,30,35,36,38,39,40,41,42,43,44,45],offer:[7,12,25,26,29,31,33,36],offic:[31,33],offici:[29,33],often:[1,2,4,5,6,7,8,9,10,11,12,13,14,15,17,25,26,30,33,34,36,37,38,39,40,41,42,43,44,45],oftentim:43,ofter:[26,33],og:[24,42,43],ol:[1,14,16,17,18,19,23,28,33,34,43],old:[2,6,11,14,35,36,37,38,40,41,42,45],ols_fit:36,ols_fit_beta:36,ols_sk:7,ols_svd:7,olsbeta:[1,6,35],omega:[3,4,7,42,43],omega_0:[4,43],omiss:44,omit:[1,6,33,34,35,36],on_train_batch_begin:[4,5,43,44],onc:[2,7,10,12,14,36,37,38,39,41,42,45],one:[0,1,2,4,5,6,7,8,9,10,11,12,14,15,20,22,23,24,25,26,27,28,30,31,33,34,35,36,39,41,43,44,45],onehot:[2,24,40,41,42,43],onehot_vector:[2,40,41,42],onehotencod:[10,45],ones:[0,1,3,6,7,9,10,11,12,14,22,24,26,27,33,34,35,36,37,38,42,43,45],ones_lik:5,onl:[4,43],onli:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,18,20,22,24,26,27,28,30,33,34,35,36,37,38,39,40,41,42,43,44,45],onlin:[12,29],onto:[6,12,34],op_nam:[4,5,43,44],open:[0,1,2,5,7,8,10,16,25,27,29,31,33,36,37,41,42,45],oper:[1,2,4,6,7,11,12,13,14,16,25,30,33,34,35,36,38,39,40,41,42,43,44,45],operation:30,oplu:30,opmiz:[14,38,39],opportun:[1,33],oppos:[7,14,38,39],opposit:[2,6,9,34,41,42,43],opt:[0,2,6,28,33,35,41,42],optim:[0,1,3,4,5,6,7,8,10,11,12,15,16,17,18,19,20,22,23,24,27,28,35,36,45],optimis:[2,4,41,42,43],optimizer_v2:[4,43],option:[1,2,4,6,7,8,9,12,22,24,26,27,28,34,35,36,37,40,41,42,43,44],optionalxlacontext:[4,5,43,44],optmiz:[2,9,14,22,34,38,39,40,41,42],oral:33,orang:1,order:[0,1,2,3,4,6,7,8,9,10,11,12,13,16,17,23,24,26,27,28,30,33,34,35,36,37,40,41,42,43,45],ordinari:[0,1,3,4,8,12,14,16,17,18,20,22,23,25,28,36,37,38,39,43],ordinrari:36,oreilli:32,org:[1,4,5,8,12,22,25,26,32,33,37,38,39,42,44],organ:[7,8,11,26,36,37,43,45],orient:[2,6,24,30,34,35,43],origin:[1,4,6,7,9,12,13,14,26,33,34,36,38,39,40,43],original_imag:43,orthogn:[6,34],orthogon:[1,6,7,9,12,14,18,26,33,34,35,38],orthonorm:[6,34,35],os:[1,2,5,6,7,8,9,10,31,33,34,35,36,37,41,42,45],oscar:[2,41,42],oscil:[4,14,38,39,43,44],oslo:[0,1,16,25,27,28,29,31,33,34,35,36,37,38,39,40,41,42,43,44,45],osx:[0,1,16,25,27,33],other:[0,1,2,3,4,6,7,8,9,11,14,15,16,20,25,27,28,29,30,31,32,35,36,38,41,43],otherwis:[1,2,5,8,14,22,26,28,33,34,37,38,39,40,41,42],ouput:[6,8,13,35,36,37,40,41,44],our:[2,3,4,7,8,9,10,11,13,15,16,17,18,19,20,22,23,24,25,26,27,28,30,35,36,39,44,45],ourmodel:1,ourselv:[0,1,6,7,9,12,14,33,34,35,36,37,38],out1:3,out2:3,out:[1,2,3,5,6,7,8,9,10,11,12,13,14,17,22,24,25,26,27,28,30,33,34,35,36,37,38,39,40,41,42,43,44],out_deriv:[24,42],out_fil:[10,45],out_h:43,out_w:43,outcom:[1,8,10,11,13,30,34,37,40,43,45],outdoor:[10,45],outer:[7,13,14,40,41,43],outfil:5,outgrad:[],outlier:[1,9,33,34],outlin:[7,11,12,36,43,45],outlook:[10,45],outperform:11,output:[0,1,2,4,5,6,7,8,9,10,11,13,14,17,24,26,27,28,30,33,34,35,36,37,38,39,40,43,45],output_bia:[2,24,40,41,42],output_bias_gradi:[2,40,41,42],output_func:[24,42,43],output_grad_tr:43,output_lay:43,output_nod:[24,42],output_shap:[5,43],output_weight:[2,24,40,41,42],output_weights_gradi:[2,40,41,42],outputlay:43,outputlayer1:[13,39,40],outputlayer2:[13,39,40],outsid:[5,43,44],over1:[14,38,39],over:[1,2,4,5,6,7,10,11,13,14,22,26,27,33,34,35,36,37,38,39,40,41,42,43,45],overal:[2,11,40,41,42,43,45],overcast:[10,45],overcom:[13,14,38,39,40],overdetermin:[1,33],overfit:[1,2,4,7,10,11,14,22,24,36,38,39,40,41,42,43,45],overflow:[2,6,35,36,40,41,42,43],overflowerror:[24,42],overhead:[13,40,43],overlap:[4,8,9,10,37,43,44,45],overlin:[1,6,7,10,11,12,15,26,33,34,35,36,45],overst:[1,33],overtrain:[5,44],overview:[4,37],overwritten:[24,42,43],own:[0,5,6,7,9,13,14,22,23,24,25,26,27,35,36,38,39,40,41,42,44],owner:[1,34],ownmsepredict:1,ownmsetrain:1,ownridgebeta:[1,7,35],ownypredictridg:1,ownytilderidg:1,oxid:[1,34],p0:[3,42],p1:[3,42],p:[1,2,3,4,5,6,7,8,9,10,11,12,14,15,18,24,26,30,33,34,35,36,37,38,40,41,42,43,44,45],p_1:43,p_2:43,p_:[3,5,9,10,42,45],p_hidden:[3,42],p_i:[6,30,35,36],p_j:30,p_n:30,p_output:[3,42],p_x:30,pack:[1,33],packag:[0,1,2,3,4,5,6,7,8,9,12,14,16,22,23,24,25,27,28,30,34,35,37,38,39,40,41,42,43,44],pad:[4,5],pad_imag:43,padded_height:43,padded_imag:43,padded_img:43,padded_width:43,page:[1,25,33],pai:[1,2,10,14,24,38,39,41,42,43,45],paid:0,pair:[1,3,4,10,25,30,33,34,42,43,45],pamilla:33,panda:[0,1,5,6,7,8,10,12,16,25,27,35,36,37,44,45],panel:33,paper:[2,41,42],paradigm:[1,33],parallel:[4,5,11,14,22,25,26,33,38,39,43,44],param:[3,5,42,43,44],param_distribut:[37,44],param_grid:[37,44],paramat:[3,42],paramet:[0,1,2,3,4,5,6,7,8,9,10,11,13,14,17,18,19,20,22,23,24,27,28,30,35,36,40,41,42,43,45],parameter:[1,7,11,27,33,34,45],parametr:[1,7,16,17,33,34,36],paramt:[4,6,35,36,43],parent:3,parent_argnum:3,parser:[1,33,43],part:[1,2,4,6,7,11,18,19,22,23,24,26,29,30,31,33,35,36,39,41,42,45],partial:[1,2,6,7,8,9,11,12,13,14,17,30,33,34,35,36,37,38,40,41,43,45],particip:[25,29,31,33],particl:[1,5,14,30,33,38,39,44],particular:[1,2,3,4,6,7,10,11,12,13,14,17,27,30,32,33,34,35,36,37,38,39,40,41,42,43,45],particularli:[6,7,9,12,14,22,30,34,36,37,38,39,43],partit:[2,5,10,40,41,42,43,45],partli:[7,33],pass:[3,4,13,15,24,37,43],password:[0,27,28],past:[11,30,44,45],patch:[7,30,36,43],path:[1,5,7,8,10,16,25,33,34,36,37,43,45],pathcollect:22,patient:[8,37],patter:[5,44],pattern:[0,1,4,5,13,29,32,33,39,40,43,44],pauli:[1,33],pavisj:43,pc:[12,25],pca:[1,8,25,33,34,37,44],pcolor:7,pcolormesh:7,pd:[1,5,6,7,8,10,12,33,34,35,36,37,44,45],pde:[0,3,42],pdf:[0,1,4,5,6,7,10,20,21,27,28,32,33,35,36,37,38,42,44,45],pedagog:[1,33,34],peel:44,penal:[7,34,35,36],penalti:[7,14,27,34,35,36,37,38],penros:[6,7,35],pentagon:[14,37,38],peopl:[1,2,10,14,25,34,38,39,40,41,42,44,45],per:[1,2,7,29,31,33,34,36,41,42,43,45],perc_print:[24,42,43],percentag:[1,11,12,24,31,34,42,43,45],perceptron:[1,2,8,33,37,42],peregrin:33,perfect:[1,2,14,22,33,38,39,40,41,42,43,44],perfectli:[5,7,36],perform:[0,1,3,4,5,6,7,9,11,12,13,14,15,16,17,18,20,22,24,25,26,27,28,30,33,34,35,36,37,38,39,43,44],performac:[5,44],perhap:[0,1,6,14,33,34,35,37,38],perimet:[2,10,41,42,45],period:[2,5,30,40,41,42],permut:[12,43],persist:[14,38,39],person:[6,7,8,29,31,33,34,35,36,37],perspect:[0,32],pertin:[13,28,40,41,43],petal:[9,10,45],peter:32,phantom:30,phase:[7,13,39,40],phd:42,phenomena:30,phi:9,phi_k:9,philosophi:[14,38],phone:[31,33],photo:5,php:28,phrase:[1,33,45],physic:[0,1,2,5,8,13,14,28,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45],physicist:28,pi:[0,3,4,6,7,8,10,13,14,30,35,36,37,38,39,40,42,43],pick:[2,10,11,12,14,15,38,39,40,41,42,45],pickl:[2,41,42],pictur:[1,33,43],pie:[25,33],piec:[12,15],pillow:[0,1,16,25,27,33],pinv:[6,7,14,22,34,35,36,38,39,40],pip3:[0,1,2,16,27,33,41,42],pip:[0,1,2,16,25,27,33,41,42],pipelin:[1,7,9,11,34,36,43,45],pippin:33,pit:5,pitfal:[7,34,35],pitt:[13,39,40],pixel:[2,4,5,40,41,42,43],pixel_height:[2,4,40,41,42,43],pixel_width:[2,4,40,41,42,43],place:[0,1,5,7,9,14,26,27,33,36,37,38,43],placement:43,plai:[1,4,5,6,7,9,12,25,33,34,35,36,37,43,45],plain:[9,11,13,14,15,22,23,28,37,38,40,45],plan:[7,10,31,32,33],plane:[9,10,45],plateau:[6,35],platform:[4,5,25,33,43,44],plausibl:[13,39,40],pleas:[0,7,8,12,14,27,28,31,33,34,37,38,39,43,44],plenti:[2,41,42],plethora:[4,13,39,40,43],plot:[1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,22,25,26,27,28,30,33,34,35,38,39,40,41,42,43,44,45],plot_confusion_matrix:[8,11,37,44,45],plot_convolution_result:43,plot_count:7,plot_cumulative_gain:[8,11,37,44,45],plot_data:[2,41,42],plot_dataset:9,plot_decision_boundari:[10,11],plot_import:11,plot_max:[5,44],plot_min:[5,44],plot_model:5,plot_numb:5,plot_predict:9,plot_regression_predict:[10,45],plot_result:5,plot_roc:[8,11,37,44,45],plot_surfac:[3,7,14,27,38,42],plot_train:10,plot_tre:[10,11,45],plqvvvaa0qudcjd5baw2dxe6of2tius3v3:[],plt:[1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,22,24,26,27,30,33,34,35,36,37,38,39,40,41,42,43,44,45],plu:[1,4,6,8,33,34,35,37,43],pm:[9,36],pmatrix:[3,42],pml:32,pn:[4,43],png:[1,5,7,8,10,33,34,36,37,45],point:[0,1,2,3,4,6,7,8,9,10,11,12,14,15,16,17,18,20,22,23,24,26,27,30,31,33,34,36,37,38,39,40,41,42,43,45],point_1:5,point_2:5,poisson:[25,30,33],poli:[7,9,36,37],poll:45,poly100_kernel_svm_clf:9,poly3:1,poly3_plot:1,poly3dcollect:[14,38],poly_degre:[24,42],poly_featur:[9,10,45],poly_features10:[10,45],poly_fit10:[10,45],poly_fit:[10,45],poly_kernel_svm_clf:9,polydegre:[1,6,7,11,34,35,36,45],polygon:[14,37,38],polym:[13,39,40],polymi:27,polynomi:[1,6,7,8,9,10,11,12,16,17,18,20,22,23,27,28,33,34,36,37,45],polynomial_featur:[7,36],polynomial_svm_clf:9,polynomialfeatur:[1,7,9,10,34,36,37,45],polytrop:[1,7,33,36],pool:4,pool_siz:[4,43],poolin:43,pooling2dlay:43,pooling_act:43,pooling_lay:43,poor:[2,14,22,37,38,39,41,42],poorli:[1,34],pop:[],popul:[1,6,33,34,35,36],popular:[0,1,2,4,7,8,9,10,12,13,16,25,26,27,30,33,34,37,39,40,41,42,43,45],popularli:[1,33],portabl:11,portion:[12,14,22,38,39],pose:[1,5,6,7,12,30,33,36,43],posit:[1,2,3,4,6,8,9,11,12,14,15,18,24,26,30,33,34,35,36,37,38,39,40,41,42,43,45],possibl:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,16,20,22,24,25,26,27,28,30,31,33,34,35,36,37,38,39,40,41,43,44],possible_gradient_typ:[4,5,43,44],possible_gradient_types_non:[4,5,43,44],possibletapegradienttyp:[4,5,43,44],posterior:[6,35,36],postpon:[1,33,34],postscript:[0,27,28],postul:[6,35,36],potenti:[0,1,4,6,7,13,14,33,34,35,36,38,39,40,43],pott:[13,39,40],power:[1,2,6,7,9,10,13,14,33,34,36,38,39,40,41,42,44,45],pp:[6,7,19,35,36,37],ppv:44,practic:[0,1,6,7,8,9,27,28,30,34,35,36,37,43],practition:[1,2,4,33,41,42,43],pre:33,preced:[2,12,13,30,39,40,41,42],preceed:[5,24,42,44],preceq:9,precis:[0,1,3,6,12,14,26,27,28,30,33,34,35,36,38,39,42,44],pred:[7,36,38,39],pred_format:43,pred_train:[24,42,43],pred_val:[24,42,43],predicit:1,prediciton:[24,42],predict:[0,1,2,6,7,8,9,10,11,16,17,24,25,27,32,33,34,35,36,37,39,40,41,42,43,45],predict_prob:[2,40,41,42],predict_proba:[8,11,37,39,40,44,45],predictor:[1,6,7,8,10,11,12,33,34,35,45],prefer:[0,1,2,7,9,10,12,14,16,25,27,28,33,41,42,45],prepar:[0,1,7,26,27,28,33,34,43],preprocess:[1,5,7,8,9,10,11,12,24,35,36,37,42,44,45],prerequisit:1,prescript:[0,27,28],presenc:[14,38,39],present:[0,1,6,7,8,10,13,14,22,24,26,27,28,30,33,34,35,38,39,40,42,43,45],preserv:[4,12,26,43,44],press:[14,32,37,38],presum:43,pretrain:[2,5,41,42],pretti:[0,1,5,9,10,16,25,27,33,43,44],prev_a:43,prev_centroid:15,prev_g:[],prev_g_flag:[],prev_lay:43,prev_nod:43,prevent:[14,30,38,39,44],previou:[0,1,2,3,4,5,6,7,9,11,12,13,14,22,23,24,26,27,28,30,34,37,38,39,40,41,42,43,44,45],previous:[3,4,10,11,30,42,43,45],previous_nod:43,price:[1,5,10,14,34,38,39,44,45],primal:9,primari:[1,8,33,37,43],prime:30,primit:3,princip:[0,1,6,8,25,33,34,37,44],principl:[1,7,8,9,15,33,36,37],print:[1,2,3,4,5,6,7,8,9,10,11,12,14,15,22,24,26,30,33,34,35,36,37,38,39,40,41,42,43,44],print_funct:[9,10],print_length:[24,42,43],printout:[1,33],prior:[1,6,7,33,34,35,36],privat:[1,33],pro:28,prob:[2,30,41,42],probabilist:[1,32,33,34],probabl:[1,2,4,5,7,8,11,14,24,25,33,34,37,38,39,40,41,42,43,44,45],problem:[1,4,5,6,7,8,9,10,11,12,13,17,18,24,25,26,27,28,30,36,43],probml:32,proce:[1,6,7,8,9,10,11,12,14,26,33,34,35,36,38,45],procedur:[3,5,6,7,9,11,12,14,22,27,34,35,36,37,38,39,42,43],proceed:[26,43],process:[0,1,3,5,7,10,11,13,14,16,22,25,26,27,30,32,33,36,37,38,39,44,45],prod:32,prod_:[2,6,8,35,36,37,40,41],produc:[0,1,4,5,6,7,10,11,12,13,14,25,26,27,30,33,34,35,36,38,39,40,43,44,45],product:[1,2,4,6,7,8,9,13,14,17,22,25,26,33,34,35,36,37,40,41,42,43],profess:[1,33],profil:[4,5,43,44],profile_util:[4,5,43,44],progag:28,program:[1,2,5,6,7,9,13,15,16,17,22,25,26,29,30,31,33,34,36,39,40,41,43,44],programm:26,progress:[2,5,15,24,38,41,42,43],prohibit:[7,36],project1:[7,27],project:[1,2,3,4,6,12,14,18,19,20,21,22,23,24,25,29,31,34,35,36,38,39,40,41,42,43,44,45],project_root_dir:[1,7,8,10,33,34,36,37,45],promin:[13,39,40],promis:9,promot:[31,33,43],prone:[10,45],pronounc:[14,25,33,38,39],proof:[1,12,13,14,33,36,37,38,40],prop:[24,42,43],propag:[3,4,14,24,28,38,39,43],proper:[0,1,3,7,8,27,33,36,42,43],properli:[0,2,7,9,11,14,22,27,28,38,39,41,42,45],properti:[1,2,4,13,14,17,18,26,33,36,38,39,40,41,43,44],proport:[1,2,6,10,12,14,17,30,33,34,38,39,40,41,42,44,45],propos:[0,2,5,7,11,24,27,28,33,41,42],propto:[6,14,35,36,37,38,39],proton:[1,33],prove:[4,14,37,38,39,43],provid:[0,1,2,4,5,6,7,9,10,11,13,14,16,22,25,26,27,28,30,33,34,35,36,37,38,39,40,41,42,43,44,45],proxi:[2,14,22,38,39,41,42],prune:10,pseudo:[26,30,38],pseudocod:[0,27,28],pseudoinv:[6,35],pseudoinvers:[6,7,35],pseudorandom:[7,30,36],psycholog:[1,33],pt:[14,38],ptratio:34,publish:0,punish:[1,2,24,33,40,41,42],pure:[4,10,30,43,45],purest:[10,45],puriti:[10,45],purpos:[1,4,11,13,15,33,34,39,40,43,45],push:[],put:[2,33,41,42],py:[1,2,3,4,5,6,7,8,9,12,14,22,24,27,33,34,35,36,37,38,39,40,41,42,43,44],pycod:33,pydata:25,pydot:[10,45],pyhton2:33,pylab:[1,8,33,37],pylint:[4,5,43,44],pypi:25,pyplot:[1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,22,24,26,27,30,33,34,35,36,37,38,39,40,41,42,43,44,45],pythagora:[6,35,36],python2:[0,1,16,27,33],python3:[0,1,2,3,4,5,7,8,9,12,14,16,22,24,25,27,33,34,35,37,39,40,41,42,43,44],python:[0,2,3,4,5,6,7,9,12,13,14,15,17,22,23,27,28,30,34,35,38,39,40,41,42,43,44],pytorch:[0,1,25,27,28,33,43],pywrap_tf:[4,5,43,44],q:[6,7,9,12,24,30,34,36,42],qp:9,qquad:[3,12,14,26,38,39,42],qr:[6,7,26,34],quad:[2,14,26,38,40,41,42,43],quadrat:[1,9,10,14,16,17,33,38,43,45],qualit:[0,5,10,27,28,30,45],qualiti:[1,10,16,17,25,33,34,45],quantifi:[2,41,42],quantil:11,quantit:[0,1,7,10,27,28,33,36,45],quantiti:[1,3,6,7,8,10,11,12,13,15,17,26,30,33,34,35,36,37,40,42,43,45],quantum:[0,5,13,32,33,39,40,44],quartil:[1,34],quench:6,queri:[10,45],question:[1,6,7,10,12,13,14,27,31,33,34,35,36,38,39,40],qugan:5,quick:[5,30],quick_execut:[4,5,43,44],quickest:43,quickli:[2,4,10,12,14,24,37,38,41,42,43,45],quit:[2,6,7,10,11,13,34,36,39,40,41,42,45],quot:[5,33],r2:[0,1,6,7,28,33,34,35,37,44],r2_score:[1,33,34],r2score:[1,33],r:[0,1,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,22,24,25,26,27,30,34,35,36,37,38,39,40,42,43,45],r_1:[10,45],r_2:[10,45],r_j:[10,45],r_m:[10,45],rad:[1,34],radial:[1,9,13,34,39,40],radioact:30,radiu:[1,2,10,34,41,42,45],rag:3,rain:[10,45],rais:[1,3,14,24,33,35,39,42,43],ramp:[2,41,42],ran0:30,ran1:30,ran2:30,ran3:30,rand:[1,5,6,7,10,11,14,16,17,22,24,26,33,34,35,36,37,38,39,42,43,44,45],randint:[7,10,14,22,36,38,39,45],randn:[1,2,3,6,7,10,12,14,16,17,22,24,33,34,35,36,37,38,39,40,41,42,43,44,45],random:[0,1,2,3,4,5,6,7,9,10,14,15,16,17,22,24,25,26,27,33,34,35,36,38,39,40,41,42,43],random_forest_model:[11,45],random_index:[14,22,38,39],random_indic:[2,4,40,41,42,43],random_st:[1,8,9,10,11,12,34,37,39,40,44,45],randomforestclassifi:[11,45],randomizedsearchcv:[37,44],randomli:[2,7,10,14,15,22,24,36,37,38,39,40,41,42,43,45],randuniform:[37,44],rang:[1,2,3,4,5,6,7,8,10,11,12,13,14,15,22,24,26,30,33,34,35,36,37,38,39,40,41,42,43,44,45],rangl:[1,7,12,30,33,34],rangle_x:30,rank:[6,34,43],rankdir:5,raphson:[2,9,14,40,41],rapid:43,rapidli:[1,33,43],rare:[2,14,33,36,37,38,39,40,41,42],rate:[1,2,3,4,5,9,10,11,13,14,23,28,34,37,40,41,43,44,45],rather:[1,2,3,4,5,6,7,8,9,10,11,12,13,14,26,30,33,34,35,36,37,38,39,40,41,42,43,44,45],ratio:[5,8,10,11,12,37,45],rational:[1,33],ravel:[6,7,8,9,10,11,12,14,24,26,34,36,37,38,42,44,45],raw:[4,43],raw_df:34,rbf:[9,12,13,39,40],rbf_kernel_svm_clf:9,rbf_pca:12,rc:[1,30,34],rcond:[1,33,34],rcparam:[1,2,4,8,9,10,11,30,33,37,40,41,42,43,45],re:[3,5,14,37,38,42,43],reach:[2,5,6,7,8,10,11,12,13,14,15,24,35,36,37,38,39,40,41,42,43,44,45],read:[0,1,3,4,5,6,7,8,9,12,13,17,22,23,24,26,27,28,29,30,32,35,37,38,39,40,41,42,43,44],read_csv:[1,7,8,10,33,34,36,37,45],read_fwf:[1,33],readabl:43,reader:[1,7,26,30,33,34,35,43],readi:[1,2,6,7,9,11,12,13,24,26,27,33,35,36,40,41,42,43,45],readili:[2,40,41,42],readthedoc:25,real:[1,2,3,5,8,11,12,13,14,24,26,34,36,37,39,40,41,42,43,44],real_loss:5,real_output:5,realist:9,realiti:30,realiz:[2,13,39,40,41,42],realli:[1,2,33,41,42],rearrang:[14,38,39,43],reason:[1,2,4,5,11,14,32,33,37,38,39,41,42,43,44,45],reassign:[2,41,42],reat:[24,42],reber:[24,42],recal:[6,7,10,11,12,13,26,30,33,34,35,36,37,38,40,44,45],recast:[4,43],receiv:[2,4,11,13,30,39,40,41,42,43,44,45],receiver_operating_characterist:44,recent:[1,3,4,5,7,10,11,14,16,22,27,32,33,35,36,37,38,39,42,43,44,45],recept:[4,13,39,40,43],receptive_field:[4,43],recip:[0,1,7,8,26,27,28,33,34,37],reciproc:[6,35],recogn:[1,5,6,11,33,35,36,44,45],recognit:[1,2,4,13,29,32,33,39,40,41,42,43],recommend:[0,1,3,4,5,6,7,9,14,16,19,22,23,25,26,27,28,32,35,36,40,41,42,43,44],reconsid:10,reconstruct:12,record:[0,11,21,27,28,29,31,33,38,39,45],rectangl:[10,14,37,38,45],rectangular:[6,34,43],rectifi:[2,4,13,39,40,41,42,43],recur:[1,25,33],recurr:[0,1,2,25,33,41,42],recurs:[10,25,26,33],red:[1,4,5,7,9,10,22,36,38,43,44,45],redefin:[1,11,33,34,45],redefinit:35,reduc:[2,4,6,7,10,11,12,14,22,33,35,36,37,38,39,40,41,42,43,45],reduct:[1,11,12,25,30,33,34,45],refer:[1,2,3,4,6,7,8,12,13,14,15,21,26,27,28,32,33,34,36,37,38,39,40,41,42,43,44],referenc:[3,42],refin:[13,39,40],refit:[7,36],reflect:[0,1,2,5,6,27,28,30,33,41,42,44],refrain:43,refresh:[25,33],refreshprogrammingskil:33,reg:[11,12],regard:[2,10,14,38,41,42,43,45],regardless:[13,39,40],region:[0,4,5,7,10,13,27,39,40,43,44,45],regist:[7,27,30],reglasso:[6,35],regr_1:[1,10,45],regr_2:[1,10,45],regr_3:[1,10,45],regress:[0,2,9,12,13,16,17,22,23,24,25,26,41,42,43,44],regressor:[1,8,11,24,33,37,42],regridg:[1,6,7,35,36,37,44],regular:[1,4,5,6,7,8,10,14,18,24,28,31,33,34,35,36,38,39,45],regularis:7,regularizi:43,reilli:[1,16,32,33],reinforc:[1,9,25,33,42],reiniti:[24,42],reiter:[2,41,42],reject:8,rel:[1,5,7,8,10,13,14,30,33,34,36,37,38,39,40,43,44,45],relat:[0,1,2,4,5,6,12,14,15,26,30,33,35,36,38,39,41,42,43,44],relationship:[1,5,10,33,43,44,45],relativeerror:[1,33,34],releas:[0,2,4,5,7,14,25,27,28,33,36,38,41,42,43,44],relev:[0,1,2,6,8,12,16,22,23,24,25,27,28,30,33,41,42,43,44],reli:[1,7,9,33],reliabilti:[0,27,28],reliabl:[8,30,37],relu:[0,4,5,24,28,40,43,44],remain:[2,3,5,7,13,26,30,34,35,36,37,39,40,41,42,43,44],remaind:30,reman:[3,42],remark:[2,41,42],rememb:[0,1,9,14,26,27,28,33,38,39,43,44],remind:[1,6,12,14,26,30,34,35,36,43],remov:[1,5,6,7,33,34,35,36,43,44],render:[1,33,34],reorder:[6,8,34,35,37],reorgan:[1,33],repeat:[1,2,4,5,6,7,10,11,12,14,15,22,23,26,27,28,30,33,35,36,37,38,39,40,41,42,43,44,45],repeated:33,repeatedli:[1,7,11,14,36,38,39,45],repet:[4,43],repetit:[7,33,34,36,37,38,44],rephras:[14,37,38],replac:[0,1,2,4,5,6,7,11,13,15,16,17,22,23,25,27,28,33,34,35,36,37,40,41,42,43,44,45],replica:[7,36],repo:[0,27,28],report:[21,33,38,39],reportexampl:[21,27],reportsampl:21,repositori:[0,1,5,27,28,33,34,43],repres:[1,2,3,4,5,6,7,8,9,10,11,13,14,28,30,33,34,35,36,37,38,39,43,44,45],represent:[1,2,4,7,30,33,36,37,40,41,42,43],representd:[4,43],reproduc:[1,6,7,10,13,16,17,24,25,27,30,33,34,40,42,45],repuls:[1,33],request:[1,14,22,33,38,39],requir:[0,1,2,4,5,6,7,9,10,12,13,14,18,26,33,34,35,36,37,38,39,40,41,43,44,45],rerun:[24,42],res1:[3,42],res2:[3,42],res3:[3,42],res_analyt:[3,42],res_analytical1:[3,42],res_analytical2:[3,42],res_analytical3:[3,42],resaml:[7,27],resampl:[1,8,11,20,24,25,33,34,37,38,42,43,44,45],rescal:[1,12,13,34,39,40],rescu:[6,35,36],reseach:[7,27],research:[0,1,5,14,22,25,32,33,38,39],resembl:[7,30,36],reserv:[2,6,7,30,35,36,40,41,42],reservoir:44,reset:[24,42,43],reset_weight:[24,42,43],reset_weights_independ:43,reshap:[1,2,3,4,5,7,9,10,11,16,17,24,26,33,34,36,40,41,42,43,44,45],residenti:[1,34],residu:[1,6,14,33,38],resiz:[6,34],resourc:[33,43],resourcewarn:[],respect:[0,1,2,3,4,6,7,8,9,11,12,13,14,15,17,18,22,24,27,30,33,34,35,36,37,38,39,40,41,42,43,44,45],respond:[13,39,40],respons:[1,8,10,13,33,34,37,39,40,43,45],rest:[1,6,34],restat:[1,13,33,40],restor:5,restored_discrimin:5,restored_gener:5,restrict:[1,4,10,13,33,39,40,43,45],result:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,22,23,24,25,26,27,28,30,33,36,37,38,39,40,41,42,43,45],result_ndim:3,retail:[1,34],retain:[6,7,34,36,37,43],rethink:36,retriev:44,return_data:15,return_sequ:[5,44],return_x_i:[10,45],reus:[2,4,7,19,20,21,27,28,41,42,43],reusabl:43,reveal:[1,13,33,39,40],revers:[2,24,26,41,42],reversed_lay:43,review:[25,26],revisit:[15,40],revolut:33,reward:[1,5,33],rewrit:[1,4,6,7,8,9,11,12,13,14,20,26,27,30,35,37,38,39,40,43,45],rewritten:[3,7,9,11,30,36,42,45],rewrot:[14,37,38],rf:[11,45],rfloor:43,rgb:[4,43],rgoj5yh7evk:25,rh:[7,36],rho2:[24,42,43],rho:[1,11,14,22,24,33,38,39,42,43],rho_1:11,rho_2:11,rho_m:11,rich:[1,33],ride:[10,45],rideclass:[10,45],ridedata:[10,45],ridg:[0,8,12,14,22,23,25,28,33,44],ridge_fit:36,ridge_fit_beta:36,ridge_sk:7,ridgebeta:[6,35],ridgecv:[37,44],right:[1,2,3,4,6,7,8,9,10,11,13,14,15,17,18,20,24,26,27,30,33,34,35,36,37,38,39,40,41,42,43,45],right_sid:[3,42],rightarrow:[1,2,6,7,9,12,13,14,30,33,34,36,37,38,39,40,41,42],rigor:[1,33],ring:7,rise:[1,33],risk:[1,14,16,17,33,37,38,39],rival:5,river:[1,34],rm:[1,24,30,34,42,43],rms_prop:[24,42,43],rmse:[1,34],rmsporp:[14,22,38,39],rmsprop:[2,4,5,14,23,28,41,42,43,44],rnd_clf:[11,45],rng:30,rnn1:[5,44],rnn2:[5,44],rnn:[5,13,39,40],rnn_2layer:[5,44],rnn_input:[5,44],rnn_output:[5,44],rnn_train:[5,44],rntrick1:30,rntrick2:30,rntrick3:30,rntrick4:30,ro:[1,14,22,33,37,38,39],robert:[19,27,32],robust:[1,33],robustscal:[1,34],roc:[0,8,11,45],rod:0,role:[1,3,6,7,9,25,33,34,35,36,37,42,43,45],roll:7,room:[1,31,33,34],root:[1,6,10,14,30,33,34,35,37,38,39,45],rot90:43,rot:33,rotat:[2,9,10,11,41,42,43,45],rotation_matrix:10,roughli:[2,4,41,42,43],round:[1,8,10,14,24,34,37,38,39,42,43,44,45],routin:[14,26,33,37,38],row:[1,2,3,6,7,8,10,12,24,26,33,34,35,36,37,40,41,42,43,45],rr:[6,34],rrr:[6,34],rug:[14,37,38,39],rule:[1,2,6,7,14,27,33,34,35,36,38,39,41,42],run:[0,1,2,3,4,5,6,7,9,10,12,14,16,22,24,25,27,28,33,34,35,36,37,38,39,41,42,44,45],runtim:[2,7,15,41,42],runtimewarn:[2,7,36,40,41,42],russel:33,rust:[1,16,25,26,33],rv_frozen:[37,44],rvert:[2,40,41,42],rvert_2:[2,40,41,42],s:[0,1,2,3,4,5,6,7,8,10,12,13,14,17,18,19,24,25,26,27,28,30,33,34,35,40,41,42,43,44],s_1:[7,43],s_2:43,s_:[4,7,43],s_i:[7,8,37],s_j:[7,43],s_k:7,saddl:[14,37,38,39],sadli:43,sai:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,26,27,30,33,34,35,36,37,40,41,42,43,44,45],said:[7,10,14,37,38,45],sake:[1,6,8,12,33,34,35,37],sale:[1,33],sam:33,same:[0,1,2,3,4,5,6,7,9,10,12,13,15,18,24,26,27,30,33,34,35,37,40,41,42,44,45],samm:[11,45],sampl:[1,2,3,4,5,6,7,8,9,10,11,14,15,16,17,20,22,25,26,27,30,33,34,35,36,37,38,39,40,41,42,43,44,45],sample_vari:15,sample_weight:[4,5,43,44],sampleexptvari:30,samwis:33,sastri:12,satisfactori:[1,33],satisfi:[2,3,4,7,9,14,18,26,30,36,37,38,40,41,42,43],satur:[2,7,36,41,42],save:[1,5,7,8,10,14,22,33,34,36,37,38,39,43,44,45],save_fig:[1,7,8,10,11,33,34,36,37,45],savefig:[1,5,7,8,10,30,33,34,36,37,45],savetxt:[5,44],saw:[6,34],scalabl:11,scalar:[3,6,7,11,14,34,35,36,39,42],scale:[0,1,2,4,6,7,8,9,10,11,12,13,14,16,17,18,22,24,25,26,27,28,31,33,35,37,38,39,40,41,42,44,45],scale_mean:5,scale_std:5,scaler:[1,8,9,10,11,12,24,34,36,42,45],scan:[6,8,35,36,37],scari:[6,35,36],scatter:[1,2,7,8,9,10,15,22,33,34,35,36,37,41,42,45],scenario:[7,14,37,38,39],schedul:[14,31,38,39],scheduler_arg:[24,42],scheduler_bia:43,scheduler_weight:43,schedulers_bia:[24,42,43],schedulers_weight:[24,42,43],scheme:[0,2,14,37,38,39,41],schmidhub:44,schrage:30,scienc:[1,2,11,13,14,25,29,30,31,32,34,37,38,39,40,41,42,43],scientif:[0,1,16,25,27,28,33,38,39,43],scientist:[1,33],scikit:[0,4,6,7,8,9,10,11,14,22,25,26,27,28,29,32,39,43,44],scikit_learn:[1,17],scikitlearn:33,scikitplot:[8,11,37,44,45],scipi:[0,1,4,6,7,14,16,25,26,27,33,34,35,36,37,38,43,44],scl:7,score:[0,1,2,4,7,8,10,11,12,16,17,23,24,27,28,31,33,34,36,37,38,39,40,41,42,43,45],scores_kfold:[7,36,37],scratch:[2,14,39,40,41,42],sdg:[14,22,38,39],seaborn:[1,2,4,7,8,22,24,28,33,34,37,40,41,42,43,44],seamless:[0,1,16,25,27,33,43],seamlessli:[24,42,43],search:[1,2,4,6,10,14,33,35,38,39,40,41,42,43,45],sec:7,second:[1,3,4,5,6,7,8,9,10,12,13,15,16,17,24,25,26,27,28,30,31,33,34,36,37,40,42,43,44,45],second_correct:[24,42,43],second_mo:[22,38,39],second_term:[22,38,39],secondeigvector:12,secondli:[13,40,41],section:[5,12,18,26,30,34,35,37,38,39,43,44],sector:[1,33],see:[0,1,2,3,4,5,6,7,8,9,11,12,13,14,16,17,18,19,20,22,24,25,26,27,28,30,33,34,35,36,37,38,39,40,41,42,43,44,45],seed:[1,2,3,4,5,6,7,9,10,12,14,15,16,17,22,24,27,30,33,34,35,36,37,38,39,40,41,42,43,44,45],seed_imag:5,seek:[2,3,9,41,42,43],seem:[2,4,5,38,39,40,41,42,43],seemingli:[1,33],seen:[1,2,4,6,11,13,18,30,33,40,41,42,43,45],segment:[14,24,37,38,42,43],seismic:7,seldomli:[1,33],select:[0,2,6,7,9,10,11,12,18,27,28,29,30,31,32,33,34,35,36,40,41,42,43,44,45],self:[2,3,4,5,6,22,24,34,35,40,41,42,43,44],sell:[5,44],semest:[8,29,37,44,45],semi:[9,14,37,38],semilogx:7,send:[6,13,14,31,33,38,39,40,43],senior:[29,31],sens:[1,5,7,9,27,33,36,43],sensibl:[4,43],sensit:[1,6,7,10,14,33,34,35,36,39,44,45],sent:[3,36,42],sentdex:[],sentenc:[5,13,39,40,44],sep:[34,36],separ:[0,1,2,3,5,7,9,10,13,15,16,25,27,30,33,36,39,40,41,42,44],seper:43,septemb:[17,18,19,20,21,27,33,34,38],sequenc:[3,4,5,8,10,11,13,14,25,26,30,33,37,38,39,40,43,44,45],sequenti:[2,4,5,11,13,30,39,40,41,42,43,44,45],sequential_49:43,seri:[1,2,3,4,5,6,7,11,12,13,14,26,33,34,35,36,37,38,39,40,41,42,43,44,45],serif:[1,8,30,33,37],serv:[1,2,3,4,6,8,14,22,27,32,33,34,35,36,37,38,39,41,42,43,45],servic:[0,27,28],session:[2,21,27,29,31,33,36,37,38,39,40,41,42,43,45],set:[2,5,6,7,8,9,11,12,14,15,17,18,22,25,26,27,28,30,31,35,36,38,39,44],set_major_formatt:[7,27],set_major_loc:[7,27],set_tick:[2,9,41,42],set_ticklabel:[2,41,42],set_titl:[1,2,3,4,8,13,15,24,33,37,39,40,41,42,43,44],set_xlabel:[1,2,3,4,8,13,24,33,37,39,40,41,42,43,44],set_xlim:[8,13,37,39,40],set_xticklabel:[2,41,42],set_ylabel:[1,2,3,4,8,24,33,37,40,41,42,43,44],set_ylim:[8,13,37,39,40],set_ytick:[8,37,44],set_yticklabel:[2,7,41,42],set_zlim:[7,27],seth:5,setminu:[7,37],setosa:[9,10],setosa_or_versicolor:9,setp:[7,36],setup:[2,5,7,9,22,24,25,28,33,34,40,41,43],sever:[1,4,6,7,8,9,10,12,13,14,22,25,26,28,30,33,34,35,36,37,38,39,40,43,45],sgd:[2,4,22,23,28,37,41,42,43],sgd_clf:9,sgdclassifi:9,sgdreg:[14,37,38],sgdregressor:[14,37,38],sgn:[6,34,35],shall:43,shallow:[14,38,39],shape:[1,2,3,4,5,6,7,8,9,10,11,12,14,15,16,17,24,26,33,34,35,36,37,38,40,41,42,43,44,45],shape_bas:[],share:[2,4,24,33,41,42,43,44],she:[8,37],shell:22,shift:[2,7,13,30,35,39,40,41,42],ship:[4,43],shire:33,shortcom:[14,37,38,39],shorten:[5,44],shorter:30,shorthand:[33,36],shortli:[26,33],should:[0,1,3,4,6,7,9,10,12,13,14,16,17,22,23,24,26,27,28,30,33,34,35,36,38,39,40,43,44,45],should_sync:[4,5,43,44],show:[1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,17,18,19,20,22,24,26,27,30,33,34,35,36,37,38,39,40,41,42,43,44,45],show_shap:5,showcas:43,shown:[1,5,6,8,9,12,13,14,22,24,26,34,37,38,39,40,42,43,44],shrink:[4,6,7,9,12,27,34,35,43,44],shrinkag:[6,7,34,35],shrunk:12,shuffl:[1,2,4,5,7,14,22,34,36,37,38,39,40,41,42,43,44],sick:44,side:[1,3,6,9,13,14,26,28,33,35,36,37,38,39,40,42,43],sigh:[25,33],sigma0:30,sigma1:30,sigma2:30,sigma:[1,2,6,7,8,11,12,13,14,18,19,20,26,27,30,33,34,35,36,37,38,39,40,41,42,43,45],sigma_0:[6,34,35],sigma_1:[6,34,35],sigma_2:[6,34,35],sigma_:[6,26,33,34,35,36],sigma_fn:[8,13,37,39,40],sigma_i:[1,6,33,34,35],sigma_j:[6,18,34,35],sigma_m:[7,30,36],sigma_n:[12,30],sigma_t:[14,38,39],sigma_x:30,sigmoid:[2,3,5,8,9,11,13,24,28,37,38,39,40,43,44,45],sigmundson:[7,34,35],sign:[2,3,8,9,11,30,31,37,40,41,42,45],signal:[2,4,11,13,39,40,41,42,43],signatur:[4,5,43,44],signifi:5,signific:[2,41,42,43],significantli:[0,2,14,22,30,37,38,39,40,41,42,43],silli:43,sim:[5,6,7,14,19,27,30,35,36,38,39],similar:[0,1,2,3,4,5,6,7,8,9,10,11,12,15,18,24,25,26,27,28,33,34,35,36,37,41,42,43,44,45],similarli:[0,1,2,4,6,9,11,14,21,30,33,34,35,41,42,43,45],similiar:[24,42,43],simpl:[2,3,4,6,7,8,9,11,12,13,15,16,17,18,20,22,23,24,25,26,27,28,30,36,40,41,42],simple_rnn:[5,44],simplefilt:[24,42,43],simplepredict:[11,45],simpler:[1,2,6,7,8,14,17,20,22,23,24,25,27,28,33,35,38,39,41,42],simplernn:[5,44],simplest:[1,2,4,5,10,11,13,15,33,39,40,41,42,43,45],simpletre:[11,45],simpli:[0,1,2,3,5,6,7,9,10,11,12,13,16,24,25,26,27,28,30,33,34,35,36,39,40,41,42,43,45],simplic:[3,6,7,8,9,10,11,12,13,15,34,35,36,37,39,40,42,45],simplicti:[6,34],simplifi:[0,1,7,10,16,25,27,33,34,35,36,43,45],simplist:[4,7,30,36,43],simul:[7,36,43],simultan:[7,36,43],sin:[0,1,2,3,4,5,10,13,14,22,26,33,38,39,40,41,42,43,44],sinc:[1,2,3,4,6,7,8,9,10,11,12,14,22,24,26,30,32,33,34,35,36,37,38,39,40,41,42,43,45],sine:[4,13,39,40,43],singl:[1,2,3,4,6,7,8,9,10,13,14,24,26,28,30,33,34,35,36,37,38,41,42,43],singular:[1,7,14,26,27,33,35,36,37,38],sinusoid:[4,43],site:[0,1,2,3,4,5,7,8,9,12,14,22,24,27,28,29,33,34,35,37,39,40,41,42,43,44],situat:[1,5,6,8,14,22,30,33,34,37,38,39],six:[4,30],size:[1,2,3,4,5,6,7,9,10,11,12,14,22,23,24,26,27,28,30,33,35,36,37,38,39,40,41,42,43,44,45],sketch:11,ski:[10,45],skill:[1,33],skip:[4,5,12,43,44],skiprow:34,skl:[1,7,33,34,35],sklearn:[1,2,4,6,7,8,9,10,11,12,14,15,24,33,34,35,36,37,38,39,40,41,42,43,44,45],skplt:[8,11,37,44,45],skrankefunct:[24,42],sl:[3,7,35,37,44],slack:9,sleep:45,slice:[3,26,33,42],slide:[0,1,4,16,17,27,28,30,33,34,36,38,40,41,42,43],slight:[7,14,36,38,39],slightli:[2,3,4,6,7,8,11,30,34,35,36,37,41,42,43,45],slope:[9,12,13,39,40,44],slow:[1,3,9,14,34,37,38,39,42,43],slower:[6,26,33,34,35],slowest:26,slowli:[13,40],slp:[2,40,41,42],small:[1,2,3,4,6,7,9,10,11,12,13,14,22,24,25,26,27,30,33,34,35,36,37,38,39,40,41,42,43,44,45],smaller:[1,2,3,6,7,9,10,12,14,30,33,34,35,36,37,38,39,41,42,43,44,45],smallest:[1,5,15,16,17,33,37,44],smallest_row_index:15,smooth:[0,1,4,7,10,14,27,33,37,38,43,45],sn:[1,2,4,7,8,24,33,34,37,40,41,42,43,44],sne:12,sneak:33,so:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,17,19,20,22,24,25,26,27,28,30,31,33,34,35,36,37,38,39,40,41,42,43,44,45],soar:7,sobel:43,sobel_kernel:43,social:[1,33],societ:33,socket:[],soft:[2,8,11,13,37,39,40,41,42,45],soften:9,softmax:[4,8,24,37,42,43],softwar:[1,9,16,25,26],sol:9,sole:[1,7,33],solid:[1,8,33,37],solut:[0,1,2,3,4,6,7,9,11,12,14,18,19,26,27,28,30,33,34,35,36,37,38,39,41,43,45],solution_ev:38,soluton:[3,42],solv:[1,2,4,6,7,9,11,12,13,14,26,27,28,33,34,39,40,41,43,44,45],solve_expdec:[3,42],solve_ode_deep_neural_network:[3,42],solve_ode_neural_network:[3,42],solve_pde_deep_neural_network:[3,42],solveod:[3,42],solveode_popul:[3,42],solver:[3,8,9,10,11,12,22,26,37,42,44,45],some:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,15,24,30,35,36,39,40,41,42,43,44,45],some_model:[7,34,35],somehow:[5,45],someth:[0,1,2,4,5,8,10,12,27,28,30,33,34,37,40,41,42,43,44,45],sometim:[1,2,12,13,14,15,33,34,38,39,40,41,42,43],somewhat:[39,40],soon:[26,31],sophist:[1,33],sopt:[14,38],sort:[6,7,10,12,30,34,36],sound:[4,6,35,36],sourc:[0,1,2,4,7,16,25,26,27,28,30,33,34,36,41,42,43],space:[0,1,2,5,6,9,10,12,13,14,15,22,30,34,35,36,37,38,39,40,41,42,43,44,45],span:[0,1,4,6,10,12,26,33,34,43,45],spare:[2,41,42],spars:[4,7,26,33,43],sparse_add:[],sparse_mtx:[26,33],sparsecategoricalcrossentropi:[4,43],sparseobject:[],sparsiti:11,spatial:[2,3,4,13,39,40,41,42,43],speak:30,special:[7,8,11,13,14,26,30,33,34,35,36,37,38,40,43,45],specif:[0,1,2,3,4,5,6,7,8,9,10,12,13,17,24,25,26,27,28,30,32,33,34,35,36,37,39,40,41,43,44,45],specifi:[1,4,6,7,8,10,12,14,15,22,24,27,30,33,35,36,37,38,39,43,45],specifici:[1,11,33,45],spectacular:[4,43],spectral:[2,41,42],speech:[1,2,4,5,13,33,39,40,41,42,43,44],speed:[2,3,5,14,38,39,40,41,42],speedup:43,spend:30,spent:[0,27,28],sphere:[1,34],spin:7,spite:[1,33],spline:9,split:[2,4,5,6,7,9,10,11,12,15,18,24,27,30,35,36,37,41,42,43,44],splite:1,splitter:[2,11,41,42,45],spontan:30,spot:[4,43],spread:[1,12,30,33,34],spring:[24,42],springer:[19,27,32,33,35],spuriou:[14,22,38,39],sqquar:35,sqrsignal:[4,43],sqrt:[1,4,5,6,7,9,11,12,14,18,22,24,30,34,35,36,38,39,42,43,45],squar:[2,3,4,5,8,9,10,12,14,15,16,17,18,20,22,23,25,26,28,30,36,37,38,39,40,41,42,43,44],squarederror:11,squaredeuclidean:15,squash:[13,39,40,44],srtm:[7,27],srtm_data_norway_1:[7,27],stabil:[0,6,27,28],stabl:[1,5,6,7,8,10,12,25,33,34,35,37,44],stack:[3,4,5,43,44],stacklevel:[1,33],stage:[0,6,14,22,24,27,28,38,39,42,43],stai:[1,3,5,6,12,18,24,33,34,42,44],stand:[1,6,10,13,33,34,35,39,40,45],standadscal:34,standard:[0,1,2,5,6,7,8,9,11,13,16,17,18,20,22,23,26,27,28,30,33,35,37,39,40,41,42,44],standard_basi:3,standardscal:[1,7,8,9,10,11,12,34,35,36,45],stanford:[14,37,42,43],start:[1,2,3,4,5,6,7,9,10,11,12,13,14,15,21,23,24,26,27,28,30,31,33,34,36,37,38,40,41,42,43,44,45],start_box:[3,14,39],start_nod:[3,14,39],start_tim:[15,43],starting_point:22,stat:[7,34,36,37,44],state:[0,2,3,5,6,7,8,9,11,12,13,14,25,28,30,34,35,36,37,38,39,40,41,42,43,45],statement:[1,8,26,37,44],stationari:[0,37,38],statist:[1,2,4,5,8,10,11,12,13,14,15,19,26,27,29,32,34,37,38,39,40,41,42,43,44,45],statu:[1,8,12,33,34,37,44],stavang:[7,27],std:[1,5,7,33,34,36],stdout:[24,42,43],steep:[14,22,37,38,39],steepest:39,step:[1,2,3,4,5,7,8,10,11,12,13,14,15,22,23,24,26,27,33,40,41,42,43,44],step_fn:[8,13,37,39,40],step_length:[14,38,39],step_num:[4,5,43,44],step_siz:38,steps_list:[10,45],steps_per_epoch:[4,5,43,44],stereo:[4,43],still:[0,1,3,4,6,7,12,14,18,30,36,37,38,39,42,43],stimuli:[13,39,40],stk2100:[32,33],stk3155:[0,16,27,28,29,31],stk4021:[32,33],stk4051:[32,33],stk4155:[29,31],stk5000:32,stk:[32,33,45],stochast:[0,1,2,6,7,9,12,13,16,17,23,24,27,33,35,36,37,40,41,42],stock:[5,44],stoke:[13,39,40],stone:[1,8,27,33,37],stop:[2,5,8,10,12,14,15,22,24,37,40,41,42,43,44,45],storag:[6,34],store:[1,2,3,4,7,12,14,24,27,30,33,38,39,40,41,42,43,44],storehaug:[31,33],str:[2,4,5,24,40,41,42,43,44],straight:[1,7,9,14,33,34,36,37,38],straightforward:[1,3,4,6,7,9,10,11,14,26,33,34,35,36,37,38,42,43,45],strategi:[1,2,10,33,40,41,42,45],stratifi:[7,36],strength:[1,6,15,34],stretch:12,strict:[9,14,37,38],strictli:[9,14,37,38,43],stride:[5,26],strided_height:43,strided_width:43,strike:7,string:[2,40,41,42],stroke:[8,37],strong:[4,7,10,11,13,26,30,36,39,40,45],strongli:[1,9,24,25,26,28,34,42,43],stronli:[1,34],structur:[1,2,3,4,7,10,11,13,25,33,36,37,38,39,40,41,42,43,45],stuck:[2,14,37,38,39,40,41,42],student:[0,1,27,28,29,31,32,33,42,43,45],studi:[0,1,4,5,6,7,8,9,12,13,14,18,20,22,24,25,27,28,32,33,34,35,38,39,40,42,43],studier:32,style:[1,8,10,26,33,37,45],sub:[10,13,39,40,45],subarg:[3,14,39],subdivid:[1,26,33],subfield:[1,33],subject:[7,9,30],submatric:43,submit:33,subplot:[1,2,4,5,7,8,9,10,11,14,15,24,27,33,34,36,37,38,40,41,42,43,44,45],subplots_adjust:[9,30],subprogram:[26,33],subract:[1,34],subregion:43,subroutin:[1,33],subsampl:43,subscript:[2,40,41,42],subsequ:[2,5,6,7,13,26,30,34,36,39,40,41,42,43],subset:[2,7,10,13,14,25,33,36,37,38,39,40,41,42,44,45],subspac:[1,9,12,34],substanti:[10,11,43,45],substep:12,substitut:[4,7,13,26,36,39,40,43],subsubset:[10,45],subtask:7,subtl:[2,41,42],subtract:[1,5,6,7,12,14,18,22,24,26,27,30,35,36,38,39,42,43,44],subtre:[10,45],subval:[3,14,39],succeed:[1,5,33],success:[4,8,10,14,30,37,38,43,45],successfulli:[5,10,45],sudo:[0,1,16,25,27,33],suffer:[1,2,3,6,11,33,34,35,41,42,45],suffici:[2,7,9,12,14,36,37,38,40,41,42],sugar:[],suggest:[2,14,28,32,38,39,41,42,43,44],suit:[9,13,39,40],suitabl:[1,30,34],sum:[1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,22,24,26,27,30,33,34,35,37,38,39,40,41,42,43,44,45],sum_:[1,2,3,4,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,26,27,28,30,33,34,35,36,37,38,39,40,41,42,43,45],sum_i:[1,3,6,7,9,14,18,20,27,34,35,36,38,39,42],sum_j:7,sum_ja_:1,sum_k:[7,9,13,26,40,41],sum_logist:[14,38,39],sum_m:[4,43],sum_n:[4,43],sum_nx_:[4,43],summar:[6,7,10,24,28,35,36,37,38,40,41,42,43,44,45],summari:[2,4,5,11,22,28,29,35,40,41,42,43,44,45],summat:[1,4,17,34,43],sundai:[18,19,20,21,22,23,24],sunni:[10,45],superconduct:[34,35,43,44,45],superfici:4,superimposit:43,superscript:[2,13,39,40,41],supervis:[0,1,6,7,8,10,13,25,33,34,36,37,39,40,45],supplement:[8,37],support:[0,1,2,10,11,12,14,25,33,34,38,39,41,42,45],suppos:[1,6,7,8,9,11,12,13,14,26,33,34,35,36,37,38,39,40,43,45],suppress:[6,14,35,38,39],sure:[1,2,5,7,24,27,41,42,44],surf:[7,27],surfac:[1,7,27,33],surpass:7,surpris:[1,33,43],surround:[4,25,43],survei:[1,6,7,33,34,35,36],svc:[9,10,11,45],svd:[1,7,12,18,33,36],svdinv:[6,35],svm:[9,10,11,12,45],svm_clf:[9,11,45],swap:43,swath:[6,34],sy:[14,24,37,38,42,43],symbol:[2,6,12,14,25,30,33,34,35,38,39,40,41,42],symmeteri:[2,41,42],symmetr:[0,1,6,9,12,13,14,26,33,34,38,39,40,43,44],symmetri:[7,10,45],sympi:[0,1,16,25,27,33],synonim:30,syntax:[2,14,41],syntaxerror:[2,9,41],system:[0,1,2,4,5,7,8,10,11,13,14,16,24,25,26,27,33,37,38,39,40,41,42,43,44,45],systemat:[5,7,36],t0:[4,7,14,22,38,39,43],t1:[3,14,22,38,39,42],t2:[3,42],t3:[3,42],t:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,22,24,25,26,27,28,30,31,33,36,37,38,39,40,41,42,44,45],t_0:[3,10,14,38,39,42,45],t_1:[0,14,38,39],t_2:0,t_:[3,42],t_b:[11,45],t_batch:[24,42,43],t_i:[2,3,6,13,28,34,40,41,42],t_j:[0,13,40],t_k:[10,45],t_test:[24,42],t_train:[24,42],t_val:[24,42,43],tabl:[0,10,24,27,28,30,31,33,39,40,41,42],tabul:[1,33],tabular:33,tackl:5,tag:[3,4,5,6,7,8,13,14,15,22,26,30,34,37,38,39,40,42,43],taht:[1,33],tail:30,tailor:[3,9,12,33,42],taiwan:[1,33],take:[1,2,3,4,5,6,7,8,9,10,11,12,13,14,22,24,25,26,27,30,33,34,35,36,37,38,39,40,41,42,43,44,45],taken:[1,2,4,7,11,14,26,33,36,38,39,40,41,42,43,45],tan:[4,43],tangent:[2,5,13,14,37,38,39,40,41,42,44],tanh:[0,2,5,8,9,13,37,38,39,40,41,42,43,44],tape:[4,5,43,44],target:[1,2,4,5,6,7,8,9,10,11,12,13,24,28,33,34,35,36,37,38,39,40,41,42,43,45],target_nam:[10,45],task:[1,2,4,7,10,12,13,15,21,24,27,33,36,39,40,41,42,43,45],tau:[4,6,30,35,36,43],taught:[33,43],tax:[1,34],taylor:[3,14,37,38,42],taylornr:[14,37,38],tba:38,tc:9,td:[2,7,14,27,33,36,38,40,41],teach:33,team:[2,41,42],teaser:1,techinc:43,technic:[1,6,7,14,16,33,34,38,39],techniqu:[1,2,9,11,14,25,30,32,33,34,36,37,38,39,41,42,43],technolog:[1,2,33,40,41,42,43],tell:[1,5,7,11,12,14,30,36,38,39,44,45],temp1:[2,41,42],temp2:[2,41,42],temp:[2,41,42],temperatur:[0,1,10,33,45],temporarili:[2,41,42],ten:[4,18,33,43,45],tend:[4,6,7,9,10,11,13,14,15,22,34,35,36,38,39,40,43,45],tendenc:[1,33],tension:[7,36],tensor:[4,5,43,44],tensorflow:[0,1,3,5,9,15,16,24,25,26,27,28,29,32,33,34,44],term1:[6,7,12,27,34],term2:[6,7,12,27,34],term3:[6,7,12,27,34],term4:[6,7,12,27,34],term:[1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,20,22,24,27,30,33,34,35,37,38,39,41,42,43,45],termin:[1,5,6,10,11,14,16,22,33,34,38,39,45],terrain1:[7,27],terrain:[7,22,23,27,28],test:[0,4,5,6,7,8,9,10,11,14,18,20,22,23,26,27,30,36,37,38,39,43,44,45],test_acc:[4,43],test_accuraci:[2,4,24,40,41,42,43],test_error:7,test_imag:[4,5,43],test_ind:[7,36,37],test_input:5,test_label:[4,5,43],test_loss:[4,43],test_pr:[2,24,40,41,42],test_predict:[2,40,41,42],test_rnn:[5,44],test_scor:[8,11,37,44,45],test_siz:[1,2,4,6,7,11,33,34,35,36,37,40,41,42,43,44,45],test_split:[10,45],tester:35,testerror:[1,7,34,36],testi:[5,44],testpredict:[5,44],testx:[5,44],text:[1,2,3,5,6,9,10,12,14,16,22,26,28,30,32,33,34,36,37,38,39,40,41,42,43,44],textbf:43,textbook:[0,18,22,23,27,28,34,36,43],textual:[10,45],textur:[2,10,41,42,45],tf:[2,4,5,14,15,37,38,41,42,43,44],tfe_py_execut:[4,5,43,44],th:[1,2,3,6,7,8,10,13,14,15,16,17,26,27,30,33,34,35,36,37,38,39,40,41,42,45],than:[1,2,3,4,5,6,7,8,10,11,12,13,14,18,25,28,30,33,34,35,36,39,40,41,42,43,44,45],thank:[5,7,34,35,42],thats:[24,42,43],theano:[2,25,33,41,42],thei:[0,1,2,3,4,5,6,7,8,9,10,12,13,14,26,27,30,34,35,36,37,38,39,40,41,42,43,44,45],them:[0,1,2,4,5,7,9,10,11,12,13,14,24,26,27,28,33,34,35,36,38,39,40,41,42,43,44,45],theme:[1,33],themselv:[1,30,33,43],thenc:[7,36],theorem:[3,7,8,34,37,39,41,42,44],theoret:[1,5,11,33],theori:[0,1,2,4,9,10,13,14,19,25,27,32,33,35,38,39,40,41,42,43,45],thereaft:[1,6,7,12,13,16,17,18,26,27,28,33,36,40,41],therebi:[1,6,8,12,33,34,35,37,43],therefor:[1,2,3,4,5,7,8,9,12,14,30,33,34,36,37,38,39,40,41,42,43],therein:12,thereof:[0,1,7,14,33,36,38,39],thesi:42,theta:[2,5,14,22,30,38,39,40,41,42],theta_:[2,14,38,39,40,41,42],theta_i:[2,40,41,42],theta_linreg:[14,22,38,39],theta_t:[14,38,39],thetaand:[39,40],thetaor:[39,40],thetaxor:[39,40],thi:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,24,25,26,27,28,29,30,32,34,35,36,37,38,39,40,41,42,43,44,45],thing:[1,2,3,5,6,8,10,30,33,35,36,37,41,42,45],think:[1,2,4,5,7,10,13,14,15,24,30,33,36,37,38,39,40,41,42,43,44,45],third:[1,4,7,14,22,31,33,36,37,38,39,43],thirti:[8,37,44],thorughout:33,those:[1,4,6,7,9,10,11,12,22,26,27,28,29,33,34,36,43,44,45],though:[2,3,4,5,14,26,30,38,39,40,41,42,43],thought:[0,7,15,27,28,30,36],thousand:[0,1,2,27,33,34,38,39,41,42,45],thread:[4,5,43,44],three:[1,2,4,6,7,9,10,13,16,24,26,27,29,30,31,33,34,35,36,37,39,40,41,42,43,45],threshold:[2,4,10,11,12,13,14,24,38,39,40,41,42,43,44,45],through:[1,2,3,4,5,6,7,9,12,13,14,15,25,26,30,33,34,35,36,37,38,39,40,41,42,43],throughout:[1,5,6,15,24,25,26,30,33,42],thu:[1,2,3,6,7,8,9,11,12,13,14,22,27,31,33,34,35,36,37,38,39,40,41,42,43,44,45],thumb:[1,7,27,33,34],thursdai:[31,33,38,39,45],tibshirani:[7,19,27,29,32,33,34,36],tick_param:7,ticker:[7,14,27,30,37,38],tif:[7,27],tight_layout:[2,8,37,41,42,44],tightli:12,tild:[1,6,7,8,12,16,17,18,19,20,27,30,33,34,35,36,40,41,42],till:[1,5,8,9,10,11,13,26,33,34,37,38,40,41,44,45],time:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,17,18,22,24,25,26,27,28,30,33,34,35,36,37,40,41,42,43,45],timeit:[5,44],timer:[5,44],tini:[2,41,42,44],tip:[4,43],titl:[1,2,3,4,5,7,8,9,10,11,14,22,27,30,33,34,36,37,38,39,40,41,42,43,44,45],tmp:[14,38,39],tmp_log:[4,5,43,44],tn:[3,4,8,42,43,44],tnr:44,to_categor:[2,4,5,40,41,42,43,44],to_categorical_numpi:[2,40,41,42],to_numer:[1,7,33,36],to_numpi:43,todai:[4,43],toeplitz:43,togeth:[1,4,7,9,12,14,22,24,25,33,34,38,39,42,43,44],toi:[15,38,39],told:[14,38,39],toler:[3,7,15,42],tolist:[5,44],tomographi:[13,39,40],too:[1,3,5,6,7,10,12,14,16,30,32,33,34,36,37,38,39,42,45],took:[9,33],tool:[1,2,4,7,14,25,34,36,38,39,41,42,43],toolbox:9,top:[1,4,6,7,10,11,19,25,33,35,36],topic:[0,1,6,7,8,9,25,27,28,34,35,37,42],topograph:27,topolog:[2,4,13,39,40,41,42,43],toposort:[],torkjellsdatt:[31,33],toss:[11,30],total:[1,2,3,4,5,7,8,9,11,12,13,14,15,16,17,23,24,26,28,30,31,33,34,36,37,38,40,41,42,43,44,45],total_loss:5,totalclustervari:15,totalscatt:15,toward:[2,3,8,13,14,27,37,38,40,41,42],towardsdatasci:[38,39],town:[1,34],tp:[5,8,44],tpng:[10,45],tpr:44,tpu:[14,22,25,33,38,39],tqdm:7,tr:34,trace:[3,4,5,14,39,43,44],trace_stack:[3,14,39],traceback:[1,3,4,5,7,10,11,14,16,27,33,35,36,37,38,39,42,43,44,45],traceback_util:[4,5,43,44],tracer:[3,14,39],tracing_count:[4,5,43,44],track:[4,14,15,26,37,38,39,43],tract:[1,34],tractabl:[1,33,34],trade:[6,10,20,35,36,45],tradeoff:[1,6,20,27,33,34,35,37],tradit:[1,2,5,7,33,36,40,41,42,44],train:[3,4,6,7,9,10,11,12,13,14,18,20,22,24,27,28,35,36,37,38,39,45],train_acc:[24,42,43],train_accuraci:[1,2,4,33,40,41,42,43],train_dataset:5,train_end:[1,2,34,40,41,42],train_error:[7,24,42,43],train_funct:[4,5,43,44],train_imag:[4,5,43],train_ind:[7,36,37],train_label:[4,5,43],train_pr:[2,40,41,42],train_siz:[1,2,4,34,40,41,42,43],train_step:5,train_test_split:[1,2,4,6,7,8,10,11,12,24,33,34,35,36,37,40,41,42,43,44,45],train_test_split_numpi:[1,2,34,40,41,42],trainabl:[5,43,44],trainable_vari:5,trained_model:[7,34,35],trainerror:[1,34],traini:[5,44],training_checkpoint:5,training_dataset:5,training_gradi:[14,22,38,39],training_gradient_fun:[38,39],training_loss:[38,39],trainingerror:[7,36],trainpredict:[5,44],trainscor:[5,44],trainx:[5,44],trait:[1,33],trajectori:[5,44],trajectory_i:22,trajectory_x:22,transfer:[10,43,45],transform:[1,6,7,8,9,10,11,12,13,14,22,24,25,26,33,34,35,36,37,38,39,40,42,45],transit:[7,13,39,40],translat:[2,5,7,11,34,35,40,41,42,43,44,45],translate_vjp:3,transpos:[2,6,12,26,34,35,40,41,42,43],travers:[1,6],treat:[1,2,4,7,13,14,30,33,34,35,36,37,38,39,40,41,42,43,44],tree:[0,1,2,7,25,27,33,40,41,42],tree_clf:[10,11,45],tree_clf_:10,tree_clf_sr:10,tree_reg1:[10,45],tree_reg2:[10,45],tree_reg:[10,45],trend:[30,45],treue:8,trevor:[19,27,32],tri:[3,4,5,10,14,37,38,39,42,43,44,45],triain:1,trial:[1,3,5,7,14,30,33,36,37,38],triangl:[14,37,38],triangular:26,trick:[4,5,9,12,14,22,30,38,39,43],trickier:30,tridiagon:26,trigonometr:43,trillion:25,trivial:[1,2,6,12,30,33,35,41,42],troubl:[1,9,13,34,40],truck:[4,43],true_beta:[7,34,35],true_divid:[2,40,41],true_fun:[7,36],truli:[33,44],truncat:22,tucker:9,tuesdai:[31,33,36,37,38,39,40,41,42,43,44,45],tumor:[8,10,28,37,44,45],tumour:[8,37,44],tunabl:[2,22,23,28,41,42],tune:[5,10,14,22,23,26,28,33,37,38,39,43,44,45],tupl:[3,14,24,39,42,43],turbul:0,turn:[1,2,6,7,8,9,10,11,12,13,14,20,26,27,30,33,34,36,37,38,39,40,41,42,43,44,45],tutori:[2,5,41,42],tv:[3,42],tveito:[3,42],tweak:[2,5,11,30,41,42,45],twice:[14,37,38],twist:[0,12],two:[0,1,2,3,5,6,7,8,10,11,12,13,14,16,17,23,24,26,29,30,32,33,35,36,38,39,40,41,42,44,45],tx:[14,37,38,39,40],tx_1:[14,37,38],txt:5,ty:[14,37,38],type:[1,2,4,7,9,11,14,17,24,26,27,30,34,35,36,37,38,41,43,45],typeerror:[3,14,39],typic:[1,2,3,4,5,6,8,10,11,13,14,22,28,30,33,34,35,36,37,38,39,40,41,42,43,44],typo:[0,27,28],u:[0,1,3,6,7,9,11,12,13,18,26,33,34,35,39,40,42],u_:[0,26],u_i:[13,39,40],u_m:11,u_t:0,ua:[1,33],ubuntu:[0,1,16,25,27,33],uci:[0,1,28,34],uio:[0,27,28,31,32],uis:45,un:15,unari:[26,33],unary_f:[3,14,39],unary_oper:[3,14,39],unary_to_nari:[3,14,39],unbalanc:[7,10,36,37,45],unbias:[1,6,7,33,35,36],uncent:[7,35],uncertainti:[1,6,33,35,36],uncertitud:30,unchang:[2,4,41,42,43],unclos:[],uncorrel:[11,30,45],undefin:[6,34],under:[0,1,2,6,7,11,14,16,17,25,27,28,33,34,35,36,37,38,41,42,44],underdetermin:[1,33],underfit:[2,7,36,41,42],underflowproblem:[6,35,36],undergo:[6,35,36],undergradu:[29,31],underli:[1,2,10,14,30,33,38,39,41,42,45],underset:[5,15],understand:[1,2,4,6,7,11,14,15,22,24,25,33,34,35,37,38,39,41,42,43,45],understood:[9,14,38,39],undesir:9,undetermin:[6,9,35,36],undo:5,unexpect:[7,36],unexpected:30,unfair:[7,34,35],unfortun:[2,9,10,11,41,42,45],unicode_liter:[9,10],uniform:[1,2,6,7,12,14,16,17,27,30,33,34,37,38,40,41,42,44],uniformli:[14,30,37,38,39],unifrompdf:30,unimport:[14,37,38],union:[6,7,35,36,37],uniqu:[1,3,7,14,15,26,33,36,37,38,42],unique_cluster_label:15,unit:[1,2,4,5,6,11,13,30,33,34,35,39,40,41,42,45],unitari:[6,7,26,34],unitarili:[26,33],uniti:30,univari:30,univers:[0,1,2,3,14,16,25,27,28,29,31,33,34,35,36,37,38,39,41,42,43,44,45],unix:[2,41,42],unknow:[1,26,33],unknown:[1,2,4,5,6,7,9,11,14,17,22,26,33,34,35,36,38,39,40,41,43,44,45],unknowwn:[13,40],unlabel:[2,41,42],unless:[0,1,4,7,12,14,27,28,33,34,36,37,38,43],unlik:[2,3,4,9,14,37,38,39,41,42,43],unnecessarili:[10,45],unoptim:43,unord:[4,43],unravel:[2,40,41,42],unravel_index:43,unreason:43,unrol:[4,12,43],unsampl:43,unseen:[1,8,10,37,45],unstabl:[2,41,42],unsupervis:[0,1,2,5,13,25,33,39,40,41,42],unsymmetr:[26,33],untak:[],until:[2,3,5,10,13,14,15,24,37,38,39,40,41,42,44,45],untouch:1,untradit:43,unusu:[13,39,40],up:[2,4,5,6,7,9,11,12,14,15,17,19,25,26,27,28,30,31,35,38,39,44],updat:[2,3,11,13,14,15,22,24,38,39,40,41,42,43,44,45],update_chang:[24,42,43],update_matrix:[24,42,43],uploa:33,upload:[0,25,27,28,32],upon:[1,2,7,8,12,24,26,27,41,42,43],upper:[1,9,10,17,26,34,43,45],uppercas:[26,33],upsampl:[5,43],upsampled_height:43,upsampled_width:43,upscal:5,url:42,us:[0,5,6,7,9,10,11,12,13,15,16,17,18,19,20,23,26,27,29,30,32,35,36],usa:[33,39],usag:[1,9,25,33,34],usd10000:[1,34],usd:[1,34],use_bia:[5,44],use_multiprocess:[4,5,43,44],usecol:[1,33],useless:[2,40,41,42],user:[0,1,2,3,4,5,7,8,9,12,16,22,24,25,26,27,33,34,35,37,40,41,42,43,44],usernam:[0,27,28],userwarn:[4,7,22,43],usetex:30,usg:[7,27],usr:30,usual:[1,4,5,8,13,14,15,33,37,38,39,40,43,44],ut:[6,35],util:[1,2,4,5,7,8,11,15,24,28,33,34,36,37,41,42,43,44,45],ux:26,v0:30,v1:30,v2:30,v3:43,v:[3,5,6,7,12,14,18,22,24,25,34,35,38,39,42,43],v_0:12,v_ind:43,v_stride:43,va:[2,41,42],val:[14,38,39],val_acc:[24,42,43],val_accuraci:[4,43],val_error:[24,42,43],val_loss:[5,43,44],val_set:[24,42],vale:[3,42],valid:[0,1,2,5,8,10,11,14,22,24,25,28,30,33,34,38,39,41,42,43,44,45],validation_batch_s:[4,5,43,44],validation_data:[4,5,43,44],validation_freq:[4,5,43,44],validation_split:[4,5,43,44],validation_step:[4,5,43,44],valu:[1,2,3,4,5,7,8,9,10,11,13,14,15,16,17,20,22,24,25,26,27,33,38,39,40,41,42,43,45],valuat:[10,45],valued_at_a:[24,42,43],valued_at_z:[24,42,43],valueerror:[1,33],valy:[5,44],van:[1,19,27,33,34,35,36],vandenbergh:[9,14,37,38],vandermond:[1,33],vanilla:[1,7,12,15,34,35],vanish:[2,5,14,30,37,38,41,42],var_x:30,varabl:9,varepsilon:[6,7,19,27,35,36],varepsilon_:[6,7,35,36],varepsilon_i:[6,7,35,36],vari:[1,2,4,6,7,11,16,17,33,36,40,41,42,43,44,45],variabl:[1,2,3,4,5,6,7,8,9,11,12,13,14,15,22,24,26,33,34,35,36,39,40,41,42,43,44,45],varianc:[1,2,6,8,10,11,12,14,15,19,20,22,25,26,28,30,33,34,37,38,39,41,42,45],variance_i:[6,12,34],variance_x:[6,12,34],variant:[0,1,2,7,9,13,14,33,34,37,38,39,40,41,42,43],variat:[0,4,5,12,33,43],varieti:[0,1,4,13,16,25,27,33,39,40,43],variou:[0,2,4,6,7,8,9,10,12,13,14,17,19,22,23,24,25,26,27,30,34,35,38,39,40,41,42,43,44],varydimens:[5,44],vastli:[4,43],vaue:[2,41,42],vault:1,vdot:[3,14,37,38,42],ve:[0,27,28,43],vec:[7,36],vector:[0,1,2,3,4,5,6,7,8,10,11,12,14,15,17,18,22,24,25,35,36,37,38,41,42,43,44,45],vector_mean:15,veloc:0,ventur:[0,1,9,16,25,33],verbos:[2,4,5,41,42,43,44],veri:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,27,28,30,32,33,34,35,36,37,38,39,40,43,44,45],verifi:[4,12,26,33],versatil:[9,33],versicolor:[9,10],version:[0,1,4,5,11,14,15,16,25,26,27,28,30,33,34,38,39,43,44,45],versu:[2,41,42],vert:[1,2,6,7,8,9,10,12,14,18,33,34,35,36,37,38,40,41,45],vert_1:[6,7,34,35,36],vert_2:[6,7,12,18,34,35,36],vertic:43,vi:[24,42,43],via:[0,1,6,7,8,9,10,11,12,13,16,20,24,25,26,27,29,30,31,33,34,35,36,37,39,40,42,43,44,45],vidal:12,video:[1,2,13,25,29,31,33,34,35,36,37,40,41,42,43,44,45],view:[2,4,6,7,13,14,22,30,32,33,35,36,38,39,40,41,42,43],vii:[24,42,43],viii:[24,42,43],violat:9,virginica:10,viridi:[1,2,3,4,24,33,40,41,42,43],virtual:[2,41,42],viscos:[14,38,39],viscou:[14,38,39],visibledeprecationwarn:3,visin:43,vision:[1,4,33,43],visual:[1,4,12,13,16,24,25,33,34,39],visualis:[2,41,42],viz:[7,9,30],vjp:[3,14,39],vjp_argnum:3,vjpfun:[],vjpmaker:3,vjpnode:[3,14,39],vjps_dict:3,vmap:[14,38,39],vmax:[2,7,41,42,43],vmin:[2,7,41,42,43],voic:[4,43],volum:[1,4,33],volume18:42,vote:[0,11],voting_clf:[11,45],votingclassifi:[11,45],votingsimpl:[11,45],vs:[1,5,7,34,36,38,44],vspace:[3,14,39],vstack:[6,12,24,26,30,33,34,42,43],vt:[6,34,35],w1:9,w2:[9,12],w3:9,w:[1,2,3,4,5,6,7,8,9,11,12,13,14,15,24,26,30,33,34,36,37,38,39,40,41,42,43,44,45],w_1:[9,26],w_1x_1:9,w_1x_:9,w_2:[9,26],w_2x_2:9,w_2x_:9,w_3:26,w_4:26,w_:[2,13,39,40,41,42,43],w_h:[24,42],w_hidden:[3,42],w_i:[2,3,11,40,41,42,45],w_ix_i:[13,39,40],w_j:26,w_m:26,w_output:[3,42],w_px_:9,w_px_p:9,wa:[1,2,4,5,6,7,8,11,12,13,14,15,18,24,26,27,33,34,35,36,37,38,39,40,41,42,43,44,45],wai:[1,2,3,4,5,6,7,8,9,11,12,13,14,15,18,26,28,30,33,34,35,37,38,39,40,41,42],walk:[10,45],walker:30,wang:[1,33],want:[0,1,2,3,4,5,6,7,9,10,11,12,13,14,15,16,17,18,24,25,27,28,30,33,34,35,36,37,38,39,40,41,42,43,44,45],warn:[1,2,5,9,24,33,34,40,41,42,43],warrant:[7,36,37],wast:[4,38,39,43],watch:[4,5,25,43,44],wave:[4,43],wavelet:9,we:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,23,24,25,26,27,28,29,30,31,32,34,35,36,37,40,43],weak:[10,11,15,45],weakli:44,weather:[2,13,39,40,41,42],web:[25,29,31,33,34],weblink:28,webpag:33,websit:[7,26,27,29,33],wedg:[9,30],wednesdai:[31,33,36,37,38,39,40,41,42,43,44,45],wee:12,week:[0,1,6,7,8,27,28,29,31],weekli:[25,27,31,32,33,39],weight:[1,2,3,4,7,8,10,11,13,14,24,27,28,30,34,37,38,39,43,44,45],weight_arrai:[24,42],weights_next:43,weigth:[3,42],welcom:[0,9,25],well:[0,1,2,3,4,5,6,7,8,9,10,11,13,14,16,17,20,21,22,24,25,26,27,28,30,32,33,34,35,36,37,38,39,40,41,42,44,45],went:9,were:[1,2,4,5,6,7,8,9,11,12,13,15,24,30,33,34,36,37,39,40,41,42,43,45],wessel:[1,19,27,33,34,35,36],what:[0,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,20,24,25,26,27,28,30,37,38,39,40,41,42,44],whatev:[4,43],when:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,17,18,19,22,24,26,27,28,30,33,34,35,36,37,40,41,42,43,44,45],whenev:[14,22,30,38,39,44],where:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,22,24,25,26,27,28,30,31,33,34,35,36,37,38,39,40,41,42,43,44,45],wherea:[7,30,36],wherein:[2,13,39,40,41,42],whether:[0,1,4,6,8,10,27,28,30,33,35,37,43,44,45],which:[0,1,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,24,25,26,27,28,29,30,31,33,34,35,36,37,40,43,44,45],whichev:[2,4,41,42,43],whilst:43,white:[10,45],whiteboard:[20,34,35,36,37,38,40,41,43,44],who:[1,29,33,44],whole:[2,4,5,6,10,12,14,35,36,38,39,40,41,42,43,44,45],whose:[1,7,11,30,34,36,45],whow:[12,34],whrn:36,why:[1,2,4,7,14,22,27,35,37,38,41],wide:[0,1,2,4,7,8,13,16,25,26,27,33,36,37,39,40,41,42,43],widehat:[7,36],width:[1,4,9,10,33,43,45],width_index:43,wieringen:[1,19,27,33,34,35,36],wiki:44,wikipedia:44,win:[11,45],wind:[10,45],window:43,windows_out:43,wing:[31,33],winther:[3,42],wiothout:[7,34,35],wiscons:[8,37,44],wisconsin:[11,24,28,42,45],wisdom:[7,35],wise:[1,2,6,13,14,34,38,39,40,41,42,43],wish:[0,1,3,6,8,9,12,14,15,24,26,27,28,33,34,37,38,42,43,44,45],with_std:[1,34,36],wither:7,within:[1,3,4,5,8,10,13,14,15,30,32,33,37,38,40,42,43,44,45],withinclust:15,without:[1,2,6,7,9,10,12,13,14,22,23,28,33,34,35,36,38,39,40,41,42,43,45],without_trac:[4,5,43,44],wo5dmep_bbi:[],won:[1,33],wonder:9,woodi:33,word:[1,2,4,5,6,7,8,15,24,30,33,34,35,36,41,42],work:[0,1,2,5,7,8,9,10,14,16,22,25,27,28,29,30,31,33,34,36,37,38,39,40,41,42,43,44,45],worker:[4,5,43,44],workshop:33,world:[1,9,33,34,43],worldwid:[1,33],wors:[1,2,4,5,7,33,36,41,42,43],worst:[10,43,45],worth:[10,43],worthi:[0,27,28],would:[0,1,2,4,6,7,8,9,10,11,12,13,14,26,27,28,30,33,34,35,36,37,38,39,40,41,42,43,45],wrap:[7,26,33],wrap_util:[3,14,39],wrapper:[1,33],write:[0,1,2,3,4,6,7,8,9,13,14,16,17,18,21,22,24,26,27,33,34,36,37,38,39,40,41,43,44],written:[0,1,3,4,6,12,13,14,17,25,26,27,28,30,33,34,35,36,37,38,39,40,42,43],wrong:[2,9,40,41,42],wrongli:[11,44,45],wrote:[6,12,34],wrt:[3,11,14,22,38,39,45],wth:[11,14,22,38,39,45],www:[0,25,26,27,28,32,33,42],wx_1:9,x0:9,x1:[5,9,10,11,14,38,39,44,45],x1_exampl:9,x1d:9,x2:[9,10,11,14,38,39],x2d:[9,12],x2d_train:12,x2dsl:12,x3:9,x:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,22,23,24,26,27,28,30,33,36,37,38,39,40,41,42,43,44,45],x_0:[1,6,12,26,33,34,35,36],x_1:[1,3,6,7,8,9,10,11,12,14,24,26,30,33,34,35,36,37,38,39,40,41,42,45],x_2:[1,3,6,7,8,9,10,11,12,14,24,26,30,33,34,36,37,38,39,40,41,42,45],x_3:[9,26,30],x_4:26,x_:[1,3,4,6,7,9,11,12,14,15,19,26,27,30,33,34,35,36,37,38,42,43,45],x_batch:[24,42,43],x_batch_feedforward:43,x_batch_feedforward_shap:43,x_batch_pad:43,x_center:12,x_data:[2,40,41,42],x_data_ful:[2,40,41,42],x_hidden:[3,42],x_i:[0,1,2,3,6,7,8,9,10,11,12,13,14,15,18,26,30,33,34,35,36,37,38,39,40,41,42,45],x_input:[3,42],x_ix_:[1,33],x_iy_i:9,x_j:[1,3,9,10,13,17,30,34,39,40,42,45],x_jy_j:9,x_k:[13,15,26,30,34,39,40],x_l:30,x_m:[7,13,26,30,36,39,40],x_n:[1,3,4,7,9,12,13,14,26,30,33,36,37,38,39,40,42],x_new:[10,11],x_offset:[7,34,35],x_output:[3,42],x_p:[4,8,10,37,43,45],x_poli:[10,45],x_poly10:[10,45],x_pred:[5,44],x_prev:[3,42],x_reduc:12,x_scale:9,x_small:[14,38,39],x_test:[1,2,4,6,7,8,10,11,12,24,33,34,35,36,37,40,41,42,43,44,45],x_test_own:7,x_test_scal:[1,7,8,10,11,12,34,35,36,45],x_tot:[5,44],x_train:[1,2,4,5,6,7,8,10,11,12,24,33,34,35,36,37,40,41,42,43,44,45],x_train_mean:[7,34,35,36],x_train_own:7,x_train_scal:[1,7,8,10,11,12,34,35,36,45],x_val:[2,24,41,42,43],xarrai:[25,33],xavier:[2,41,42],xbnew:[14,37,38],xcode:[0,1,16,25,27,33],xdclassiffierconfus:11,xdclassiffierroc:11,xg_clf:11,xgb:11,xgbclassifi:11,xgboost:[0,10,45],xgboot:11,xgbregressor:11,xgparam:11,xgtree:11,xi:[9,14,22,38,39],xi_1:9,xi_:9,xi_i:9,xinv:[35,39,40],xk:9,xla:[4,5,14,22,25,33,38,39,43,44],xlabel:[1,2,3,4,5,6,7,8,9,10,11,14,22,27,30,33,34,35,36,37,38,39,41,42,43,44,45],xlim:[7,11,36,45],xm:10,xmesh:[14,38],xnew:[1,14,22,33,37,38,39],xor:43,xp:30,xpanda:[1,34],xpd:[6,12,34],xplot:1,xs:10,xscale:[1,34],xsr:10,xt_x:[14,22,37,38,39],xtest:[7,36,37],xtick:[4,7,9,10,36,43,45],xtrain:[7,36,37],xu:[1,33],xx:[0,1,26,33],xy:[1,7,9,26,27,33],xytext:9,xz:[26,33],y1:[5,44],y2:[5,44],y3:[5,44],y:[1,2,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,22,24,26,27,30,33,34,35,36,37,38,39,40,41,42,43,44,45],y_0:[1,6,12,26,33,34,35,36],y_1:[1,6,9,10,12,14,26,33,34,35,36,37,38,45],y_1y_1:9,y_1y_1k:9,y_1y_2:9,y_1y_2k:9,y_1y_n:9,y_1y_nk:9,y_2:[1,6,9,10,12,26,33,34,45],y_2y_1:9,y_2y_1k:9,y_2y_2:9,y_2y_2k:9,y_3:[1,10,26,45],y_4:26,y_:[1,2,6,7,11,12,26,33,34,35,36,40,41,42,45],y_data:[1,2,6,7,33,34,35,36,37,40,41,42,44],y_data_ful:[2,40,41,42],y_decis:9,y_fit:[1,34],y_i:[1,2,6,7,8,9,10,11,12,13,14,16,17,18,19,20,26,27,28,33,34,35,36,37,38,39,40,41,42,45],y_if_:[11,45],y_ix_:[1,33],y_ix_i:[8,9,14,34,37,38],y_iy_jk:9,y_j:[7,9,13,20,27,36,39,40],y_k:[13,39,40],y_m:26,y_model:[1,5,6,7,33,34,35,36,37,44],y_n:[9,14,37,38],y_ny_1:9,y_ny_1k:9,y_ny_2:9,y_ny_2k:9,y_ny_n:9,y_ny_nk:9,y_offset:[7,34,35],y_plot:[10,45],y_pred1:[10,45],y_pred2:[10,45],y_pred:[1,2,5,7,8,9,10,11,34,35,36,37,40,41,42,44,45],y_pred_rf:[11,45],y_pred_tre:11,y_proba:[8,11,37,44,45],y_scaler:[7,35,36],y_test:[1,2,4,5,6,7,8,10,11,12,33,34,35,36,37,40,41,42,43,44,45],y_test_onehot:[2,40,41,42],y_test_predict:[1,34],y_test_scal:36,y_tot:[5,44],y_train:[1,2,4,5,6,7,8,10,11,12,33,34,35,36,37,40,41,42,43,44,45],y_train_mean:[7,34,35],y_train_onehot:[2,40,41,42],y_train_predict:[1,34],y_train_scal:[7,35,36],y_val:[2,41,42,43],yadav:[0,42],yand:[24,39,40,41,42],ye:[4,7,8,36,37,43],year:[1,25,33,41],yet:[1,2,7,9,12,14,24,33,37,38,39,40,41,42,43],yi:[14,22,38,39],yield:[1,3,6,7,9,11,13,14,15,26,30,33,35,36,37,38,39,40,42,43,44,45],yk:9,ylabel:[1,2,3,4,5,6,7,8,9,10,11,14,22,27,30,33,34,35,36,37,38,39,41,42,43,44,45],ylim:[4,7,36,43],ym:10,ymesh:[14,38],yn:1,yo:[9,10,11],yor:[24,39,40,41,42],yoshua:[2,32,41,42],you:[0,1,2,3,4,5,6,7,9,10,11,12,14,16,17,18,20,21,22,23,24,25,26,27,28,30,31,32,34,35,36,37,38,39,40,41,42,43,44,45],young:[1,33],your:[2,3,5,6,7,9,12,14,18,20,21,22,23,24,25,26,27,35,36,37,38,39,40,41,42,43,44],yourself:[12,14,33,38,45],youtub:25,ypred:[7,36,37],ypredict2:[14,22,37,38,39],ypredict:[1,14,22,33,34,37,38,39],ypredictlasso:[6,35],ypredictol:[1,6,35,36],ypredictown:[7,34,35],ypredictownridg:[7,35],ypredictridg:[1,6,7,35,36,37,44],ypredictskl:[7,34,35],yridg:33,ys:10,ytest:[7,36,37],ytick:[4,7,9,10,36,43,45],ytild:[1,7,33,34,36],ytilde_test_ol:36,ytilde_test_ridg:36,ytildelasso:[6,35],ytildenp:[1,33,34],ytildeol:[1,6,35],ytildeownridg:[7,35],ytilderidg:[6,7,35],ytrain:[7,36,37],yx:[26,33],yxor:[24,39,40,41,42],yy:[26,33],yz:[26,33],z:[1,2,3,4,5,6,7,8,9,10,12,13,14,24,26,27,30,33,34,36,37,38,39,40,41,42,43,45],z_0:[26,33],z_1:[26,33],z_2:[26,33],z_:[2,3,13,26,33,40,41,42],z_c:[2,40,41,42],z_h:[2,24,40,41,42],z_hidden:[3,42],z_i:[2,13,39,40,41],z_j:[2,13,41,42],z_k:[13,34,40],z_m:[2,40,41],z_matric:[24,42],z_matrix:43,z_mod:[10,45],z_o:[2,24,40,41,42],z_output:[3,42],zaman:30,zaxi:[7,27],zero:[1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,18,19,20,22,24,26,27,30,33,34,35,36,37,38,39,40,41,42,44,45],zeros_lik:5,zeroth:34,zfill:5,zip:[3,5,7,14,39],zm_h:[1,33],zmq:[],zn:[1,34],zone:[1,34],zoom:33,zx:[26,33],zy:[26,33],zz:[26,33]},titles:["Project 3 on Machine Learning, deadline December 18 (midnight), 2023","<span class=\"section-number\">3. </span>Linear Regression","<span class=\"section-number\">14. </span>Building a Feed Forward Neural Network","<span class=\"section-number\">15. </span>Solving Differential Equations  with Deep Learning","<span class=\"section-number\">16. </span>Convolutional Neural Networks","<span class=\"section-number\">17. </span>Recurrent neural networks: Overarching view","<span class=\"section-number\">4. </span>Ridge and Lasso Regression","<span class=\"section-number\">5. </span>Resampling Methods","<span class=\"section-number\">6. </span>Logistic Regression","<span class=\"section-number\">8. </span>Support Vector Machines, overarching aims","<span class=\"section-number\">9. </span>Decision trees, overarching aims","<span class=\"section-number\">10. </span>Ensemble Methods: From a Single Tree to Many Trees and Extreme Boosting, Meet the Jungle of Methods","<span class=\"section-number\">11. </span>Basic ideas of the Principal Component Analysis (PCA)","<span class=\"section-number\">13. </span>Neural networks","<span class=\"section-number\">7. </span>Optimization, the central part of any Machine Learning algortithm","<span class=\"section-number\">12. </span>Clustering and Unsupervised Learning","Exercises week 34","Exercises week 35","Exercises week 36","Exercises week 37","Exercises week 38","Exercises week 39","Exercises week 41","Exercises week 42","Exercises weeks 43 and 44","Applied Data Analysis and Machine Learning","<span class=\"section-number\">2. </span>Linear Algebra, Handling of Arrays and more Python Features","Project 1 on Machine Learning, deadline October 9 (midnight), 2023","Project 2 on Machine Learning, deadline November 17 (Midnight)","Teaching schedule with links to material","<span class=\"section-number\">1. </span>Elements of Probability Theory and Statistical Data Analysis","Teachers and Grading","Textbooks","Week 34: Introduction to the course, Logistics and Practicalities","Week 35: From Ordinary Linear Regression to Ridge and Lasso Regression","Week 36: Statistical interpretation of Linear Regression and Resampling techniques","Week 37: Statistical interpretations and Resampling Methods","Week 38: Logistic Regression and Optimization","Week 39: Optimization and  Gradient Methods","Week 40: Gradient descent methods (continued) and start Neural networks","Week 41 Neural networks and constructing a neural network code","Week 42 Constructing a Neural Network code with introduction to Tensor flow","Week 43: Deep Learning: Constructing a Neural Network code and solving differential equations","Week 44,  Convolutional Neural Networks (CNN)","Week 45,  Recurrent Neural Networks","Week 46: Decision Trees, Ensemble methods  and Random Forests"],titleterms:{"1":[1,16,17,18,19,27,33,34],"12":40,"13":[],"14":36,"17":28,"18":0,"19":41,"2":[1,16,17,18,19,28,33,34,43],"2023":[0,27,31],"21":37,"23":37,"26":42,"3":[0,1,16,17,33,34],"31":34,"34":[16,33],"35":[17,34],"36":[18,35],"37":[19,36],"38":[20,37],"39":[21,22,38],"3d":43,"4":[1,34],"40":[22,39],"41":[22,40],"42":[23,41],"43":[24,42],"44":[24,42,43],"45":44,"46":45,"5":1,"7":35,"9":[27,44],"case":[9,11,30,34,35,37,38],"class":37,"do":[2,33,35,36,38,39,40,41,42,45],"final":[13,22,28,34,35,38,39,40,42,43,45],"function":[1,2,7,8,9,11,12,13,14,22,24,27,28,30,33,34,35,36,37,38,39,40,41,42,43,45],"import":[6,22,26,33,34,35,43,45],"long":44,"new":[5,35,36,44],"short":44,"try":44,A:[1,2,5,9,10,22,33,35,36,37,41,42,43,44,45],AND:[24,39,40,41,42],And:[22,33,34,35,37,38,39],But:[22,38,39],In:31,Is:[41,42],Ising:7,No:43,OR:[39,40,41,42],The:[0,1,2,3,4,6,7,8,9,10,12,13,18,24,25,33,34,35,36,37,38,39,40,41,42,43,44,45],To:[33,34],With:[5,35,44],about:[33,34],abov:[24,35,42,43],activ:[2,13,24,28,35,39,40,41,42,43,44],ad:[1,7,18,27,33,34,39,40],adaboost:[11,45],adagrad:[14,22,38,39],adam:[14,22,38,39],adapt:[11,22,38,39,45],add:43,addit:[43,44,45],adjust:[2,40,41,42],advanc:22,adversari:5,again:[4,10,37,43,44],ai:33,aim:[9,10,18,19,20,21,22,23,24,33,45],aka:[33,34],al:22,algebra:[26,33],algorithm:[10,11,12,13,22,28,34,38,39,40,41,45],algortithm:[14,37,38],all:[9,44],altern:0,an:[1,5,11,33,44,45],analys:[6,34],analysi:[1,6,7,12,25,27,28,30,33,34,35,36],analyt:[1,17,18,22,42],analyz:0,ani:[14,37,38],anoth:[10,35,36],appli:25,approach:[1,9,15,33,36,38,39,45],approxim:[13,40],architectur:[2,40,41,42],argument:[38,39],arithmet:43,arrai:[26,33],artifici:[39,40],assist:31,assumpt:[35,36],august:34,autocorrel:30,autograd:[3,14,22,38,39,42],automat:[14,22,38,39,42],avoid:[38,39],b:[0,18,27,28,38,39],back:[2,12,13,40,41,42],background:[25,27,28,36],backpropag:[43,44],backward:44,bag:[11,45],base:[14,22,36,38,39],basic:[0,1,6,8,10,11,12,26,34,35,36,37,44,45],batch:[2,38,39,41,42],bay:[6,35,36],befor:12,beta:[35,36],better:[9,39,40],bia:[7,27,36],bias:[40,41,42],binari:[2,40,41,45],bind:33,bird:[11,45],boldsymbol:[34,35,36],boost:[11,45],bootstrap:[7,11,36,45],boston:[1,34],breast:[2,41,42],brief:[33,36,37,38,43],bring:[13,40],build:[2,4,10,24,41,42,43,45],c:[0,27,28,33],calcul:34,can:[22,33,36,38,39,44],cancer:[2,8,10,12,37,41,42,44,45],cart:[10,45],cell:44,center:34,central:[14,25,30,36,37,38],chain:[13,40],challeng:37,chang:[11,45],channel:33,chi:[1,33],choic:[41,42],choos:[2,40,41,42],cifar01:[4,43],classic:12,classif:[2,10,11,24,28,37,40,41,42,44,45],classifi:[9,37,45],clip:[2,41,42],cluster:15,cnn:[4,43],code:[1,2,3,6,10,12,13,14,15,22,24,28,33,34,35,36,37,38,39,40,41,42,43,45],coeffici:43,coin:45,collect:[2,4,40,41,42,43],combin:44,come:37,commun:33,compact:37,compar:[3,11,42,45],comparison:35,compet:[22,38,39],compil:43,complet:34,complex:[0,1,7,27,34,45],complic:[7,38,39],compon:12,comput:[10,38,39,45],computation:36,computerlab:33,con:[10,45],concept:30,condit:[35,36,37,38],confid:36,conjug:[14,38],connect:43,construct:[40,41,42],content:43,continu:39,contn:33,convex:[9,14,37,38],convolut:[4,13,39,40,43],convolution2dlay:43,correctli:[35,36],correl:[12,34,37,43,44],correspond:[37,38],cost:[2,11,24,34,35,36,37,38,40,41,42,43,45],cours:[25,32,33],covari:[6,12,30,34],cover:33,critic:28,cross:[7,27,36,37],ct:43,cumul:44,curv:44,cython:33,d:[0,27,28],data:[0,1,2,4,7,8,10,12,16,17,24,25,27,30,33,34,35,37,40,41,42,43,44,45],dataset:[2,4,40,41,42,43],deadlin:[0,27,28,33],decai:[3,38,39,42],decemb:0,decis:[10,11,45],decomposit:[6,12,18,26,34],deep:[2,3,37,41,42],defin:[0,2,33,40,41,42],definit:40,degre:[1,34],deliveri:[0,27,28],delta:36,demonstr:43,dens:[1,33,43],deriv:[6,13,34,35,36,37,38,40,41,42],descent:[3,11,14,22,28,37,38,39,42],descript:27,design:34,detail:[4,33,42,43],develop:[2,40,41,42],diagon:12,differ:[9,28,38,39,43],different:22,differenti:[0,3,14,38,39,42],diffus:[3,42],dimension:[3,4,9,24,27,34,42,43],directli:[38,39],disadvantag:[10,45],discret:30,discuss:[37,44],distribut:[6,30,35,36],distrubut:[35,36],doe:[34,35,39,40],domain:[30,43],don:43,dot:[38,39],down:[2,41,42,45],dropout:[2,41,42],e:[0,27,28],each:37,economi:34,effect:44,effici:43,electron:[0,27,28],element:[1,30,33,38,39],elimin:26,energi:33,ensembl:[11,45],entropi:[10,37],environ:[1,16,33],equat:[0,1,3,13,33,34,35,37,38,40,42],error:[1,11,33,34,36,45],essenti:33,estim:[35,36],et:22,etc:[33,43],euler:[3,42],evalu:[2,28,40,41,42,43],exampl:[1,2,3,4,5,7,8,9,10,11,22,33,34,35,36,37,38,39,40,41,42,43,44,45],exercis:[1,7,16,17,18,19,20,21,22,23,24,33,34,36,42],expect:[19,30,35,36],expens:36,experi:30,explod:44,explor:[1,16,17,33],exponenti:[3,42],express:[18,19,33,34,37,38],extend:[37,38],extrapol:[5,44],extrem:[11,33,45],ey:[11,45],f:[27,28],f_1:44,factor:45,fall:31,famili:[2,33,34,41,42],famou:26,fantast:34,featur:[10,26,34,45],feed:[2,13,39,40,41,42],file:43,find:[36,38,39,43],fine:[2,41,42],first:[5,13,28,33,34,35,37,38,40,42,45],fit:[1,11,33,35,45],fix:34,flatten:43,flow:41,fold:[36,37],forc:[4,43],forest:[11,45],format:[0,27,28,33,44],forward:[2,3,13,39,40,41,42],four:44,fourier:[4,43],frank:[7,27,34],freedom:[1,34],frequent:34,frequentist:[1,33],fridai:37,from:[6,11,13,22,28,34,35,36,37,38,39,40,43,45],full:[3,40,41,42,43],fulli:43,funtion:[41,42],further:[4,6,34,43,45],g:27,gain:44,gan:5,gate:[24,39,40,41,42],gaussian:26,gd:[14,22,38,39],gener:[5,10,33,45],geometr:[12,37,38],get:22,gini:[10,45],good:[1,33],goodfellow:22,grade:[31,33],gradient:[2,3,11,14,22,28,37,38,39,41,42,44],grid:[37,44],group:37,grow:45,growth:[3,42],ha:25,half:43,hand:[24,42],handl:[26,33,34],happen:[35,36],have:33,head:45,heard:33,hessian:[34,37,38],hidden:[3,41,42,43,44],histogram:36,homework:[37,38],hour:45,hous:[1,34],how:[37,45],hyperbol:[39,40],hyperparamet:[2,40,41,42],hyperplan:9,i:[2,41,42],id3:10,idea:[12,43],ideal:[37,38],ident:[35,36],identifi:36,ii:[33,42],iid:[35,36],iii:42,illustr:[35,39,40],imag:43,implement:[2,40,41,42,44],implic:[6,34],improv:[2,38,40,41,42],includ:[14,22,37,38,39],increment:12,independ:[35,36],index:[10,45],indic:45,inform:31,initi:44,input:[3,42,44],instal:[0,25,27,33],instructor:31,intercept:34,interpret:[6,12,33,34,35,36,37,38],interv:36,introduc:[12,14,22,34,38,39],introduct:[0,1,7,25,26,27,28,33,39,40,41],invers:[6,26,35],invert:34,iter:[11,38,45],its:[34,45],iv:42,jacobian:[34,42],jargon:45,jax:[14,22,38,39],job:[39,40],julia:33,jungl:[11,45],k:[36,37],kei:43,kera:[2,4,41,42,43],kernel:[9,12,43],l:40,lab:44,lagrangian:9,lambda:[37,44],lasso:[6,7,27,34,35,36,37],last:[34,36,37,39],later:[6,34],layer:[2,3,4,13,40,41,42,43],layout:44,learn:[0,1,2,3,12,14,15,16,17,22,24,25,27,28,33,34,35,36,37,38,39,40,41,42,44,45],least:[6,7,19,27,33,34,35],lectur:[33,34,35,36,37,40,41,42,43,44],level:[11,45],librari:[25,33],likelihood:[8,35,36,37],limit:[2,14,30,36,37,38,39,41,42],linear:[1,9,14,26,28,33,34,35,37,44],link:[6,12,29,32,34,35,36],list:43,literatur:[27,28],logist:[8,28,33,37,38,39,40,41,42],loop:[38,39],loss:[34,37,38],lstm:44,lu:26,machin:[0,1,9,14,25,27,28,33,37,38],made:[35,36],mai:33,main:30,make:[1,10,11,16,17,33,34,45],mani:[11,13,40,45],manipul:34,margin:[35,36],mass:33,materi:[29,33,34,35,36,37,42,43,44],math:[6,34],mathemat:[4,6,9,34,38,39,40,43],matric:[6,26,33,35],matrix:[2,6,12,13,26,33,34,35,37,38,39,40,41,42,44],matter:[1,33],max:34,maximum:[35,36,37],mean:[1,33,34,35,37],measur:[37,44],medic:43,meet:[6,11,30,33,34,45],memori:44,mercer:9,method:[7,10,11,14,22,24,27,36,37,38,39,42,45],midnight:[0,27,28],min:34,mini:[38,39],minibatch:[22,38,39],minim:[33,37,42],ml:33,mle:[35,36],mlp:[13,40],mnist:[4,5,43],model:[1,2,5,7,13,33,39,40,41,42,43,45],moment:[38,39],momentum:[14,22,38,39],moon:[9,10,45],more:[4,7,22,26,27,33,34,35,36,37,38,39,41,42,43,45],multi:[39,40,41],multiclass:[24,42],multilay:[13,39,40],multipl:[2,4,40,41,42,43],multipli:9,need:[0,27,33,44],neg:44,network:[0,2,3,4,5,8,13,24,28,33,37,39,40,41,42,43,44],neural:[0,2,3,4,5,8,13,24,28,33,39,40,41,42,43,44],neuron:[39,40,43],newton:[22,37,38,39],nice:[41,42],nn:43,node:45,noen:[22,38,39],non:9,normal:[1,2,36,41,42],notat:[13,39,40],note:[22,34,35,36],novemb:[28,43,44],now:[2,10,14,22,35,36,38,39,41,42],nuclear:[1,33],nueral:37,numba:33,number:[1,3,22,30,34,38,39,42],numer:[0,3,27,28,30,42],numpi:[22,26,33,38,39],object:[4,40,41,42,43],obtain:12,octob:[27,40,41,42],od:[3,42],off:[7,27],ol:[6,7,22,27,35,36,38,39],one:[3,13,37,38,40,42],ones:[39,40],oper:26,optim:[2,9,14,25,33,34,37,38,39,40,41,42,43,44],order:[14,22,38,39],ordinari:[6,7,19,27,33,34,35,42],organ:[1,33],orient:[40,41,42],oslo:32,other:[5,10,12,13,24,26,33,34,37,39,40,42,44,45],our:[1,5,6,12,14,33,34,37,38,40,41,42,43],out:45,outcom:[25,33],output:[3,41,42,44],overarch:[1,5,9,10,18,19,20,21,22,23,24,33,34,44,45],overview:[11,33,38,39,45],own:[1,11,12,16,17,28,33,34,43,45],packag:[26,33],pad:43,panda:[33,34],paper:27,paramet:[33,34,37,38,39,44],part:[0,14,25,27,28,34,37,38,43],partial:[0,3,42],pass:[2,40,41,42,44],path:0,pca:12,pdf:30,pencil:27,perceptron:[13,39,40,41],perform:[2,10,40,41,42,45],period:[4,43],perspect:[2,41,42],pertin:45,plan:[34,35,36,37,38,39,40,41,42,43,44,45],plot:[36,37],point:[5,44],poisson:[3,42],polynomi:[4,35,43],pool:43,popul:[3,42],posit:44,possibl:[42,45],practic:[14,22,31,33,38,39,44],pre:[2,4,40,41,42,43],predict:[5,44],predictor:37,preprocess:34,prerequisit:[4,25,33,43],present:44,princip:12,principl:[4,43],print:45,pro:[10,45],probabl:[6,30,35,36],problem:[0,2,3,14,22,33,34,35,37,38,39,40,41,42,44,45],procedur:[10,33,45],process:[2,4,40,41,42,43],product:[38,39],program:[0,3,14,27,28,37,38,42],project:[0,7,27,28,33,37],prop:[14,38,39],propag:[2,13,40,41,42],properti:[6,30,34,37],prune:45,python:[1,10,16,25,26,33,45],quantiti:44,quick:9,r:33,random:[11,12,30,37,44,45],raphson:[37,38],rate:[22,24,38,39,42],read:[10,33,34,36,45],real:[7,27,33],recogn:43,recommend:[33,34,38,39],rectangular:35,recurr:[5,13,39,40,44],recurs:[38,39,45],reduc:[1,34],reduct:[4,43],reformul:[3,42],regress:[1,6,7,8,10,11,14,18,19,27,28,33,34,35,36,37,38,39,40,45],regressor:45,regular:[2,37,40,41,42,43,44],relat:34,relev:[32,34,36,37,39,40],relu:[2,41,42],remark:[4,43],remind:[7,9,33,37,38],repeat:34,replac:[14,38,39],report:[0,27,28],repositori:36,repres:[24,40,41,42],requir:[3,25,42],resampl:[7,27,35,36],rescal:[7,35],residu:34,resourc:[3,42],result:[34,35,44],review:41,revisit:[14,37,38],rewrit:[33,34,36],rewritten:37,ridg:[1,6,7,18,19,27,34,35,36,37,38],rm:[14,38,39],rmsprop:[22,38,39],rnn:44,roc:44,rule:[13,40],run:43,s:[9,11,22,36,37,38,39,45],same:[14,22,36,38,39,43],sampl:12,scale:[34,36,43],scan:43,schedul:[24,29,33,42,43],schemat:[10,45],scheme:[3,42],scienc:33,scikit:[1,2,12,16,17,24,33,34,35,36,37,38,40,41,42,45],score:44,search:[37,44],second:[14,22,38,39],select:37,semest:31,sensit:[37,38],separ:43,septemb:[35,36,37],session:[35,44],set:[0,1,3,4,10,13,16,24,33,34,37,40,41,42,43,45],setup:42,sever:44,sgd:[14,38,39],should:[2,41,42],sigmoid:[41,42],similar:[14,22,38,39],simpl:[1,5,10,14,33,34,35,37,38,39,43,44,45],singl:[11,39,40,45],singular:[6,12,18,34],size:34,sketch:45,slept:45,slightli:[38,39],soft:9,softmax:[2,40,41],softwar:[0,27,33],solut:42,solv:[0,3,35,37,38,42],solver:14,some:[14,26,33,34,37,38],sound:43,specif:42,specifi:[3,42,44],speed:43,split:[1,16,17,33,34,45],squar:[1,6,7,11,19,27,33,34,35,45],standard:[14,34,36,38,45],start:[22,39],state:[1,33,44],statement:33,statist:[6,7,25,30,33,35,36],steepest:[11,14,37,38],step:[28,36,37,38,39,45],still:34,stochast:[14,22,28,30,38,39],stop:[38,39],stride:43,strong:43,strongli:33,structur:0,studi:[37,44,45],subtract:34,suggest:33,sum:36,summari:[31,33,39],superposit:[4,43],supervis:[2,41,42],support:9,svd:[6,34,35],syntax:[38,39],systemat:[4,43],t:[34,35,43],tabl:45,tail:45,taken:22,target:44,teach:[29,31],teacher:[31,33],technic:[35,42],techniqu:[7,12,27,35],technolog:25,tensor:41,tensorflow:[2,4,41,42,43],tent:33,term:[36,40,44],test:[1,2,16,17,24,28,33,34,35,40,41,42],text:45,textbook:[32,33],than:[37,38],thei:33,theorem:[6,9,12,13,30,35,36,40],theori:30,thi:[18,19,20,21,22,23,33],thing:44,think:34,through:44,thursdai:[34,35,36,37,40,41,42,43,44],time:[38,39,44],tip:[14,22,38,39],togeth:[13,40],tool:33,top:[2,41,42,43,45],topic:33,toss:45,toward:12,trade:[7,27],tradeoff:[7,36],train:[1,2,5,16,17,33,34,40,41,42,43,44],transform:[4,43],tree:[10,11,45],trial:42,tuesdai:35,tune:[2,41,42],two:[4,9,25,27,34,37,43],type:[3,5,13,33,39,40,42,44],typic:45,uio:33,understand:36,unit:[43,44],univers:[13,32,40],unsupervis:15,unsupport:[38,39],up:[0,1,3,10,13,16,22,24,33,34,36,37,40,41,42,43,45],us:[1,2,3,4,8,14,22,24,25,28,33,34,37,38,39,40,41,42,43,44,45],usag:[24,35,36,42,43],valid:[7,27,36,37],valu:[6,12,18,19,30,34,35,36,37,44],vanish:44,vari:[22,38,39],variabl:[30,37,38],varianc:[7,27,35,36],variou:[1,16,28,33,36,37,45],vector:[9,13,26,33,34,39,40],veri:[41,42],verifi:43,video:[38,39],view:[1,5,11,34,44,45],visual:[2,10,40,41,42,43,45],volum:43,vote:45,vs:[4,43],wai:[10,22,36,43,44,45],warm:22,wave:[3,42],we:[22,33,38,39,41,42,44,45],websit:[41,42],wednesdai:35,week:[16,17,18,19,20,21,22,23,24,33,34,35,36,37,38,39,40,41,42,43,44,45],weekend:37,weekli:[29,36],weight:[40,41,42],well:43,what:[1,33,34,35,36,43,45],when:[38,39],which:[2,22,38,39,41,42],why:[33,34,36,39,40,42,43,45],wisconsin:[8,37,44],word:43,wrap:[34,36,43],write:[5,12,28,35,42],x:[34,35],xgboost:11,xor:[24,39,40,41,42],yet:35,you:33,your:[0,1,11,16,17,28,33,34,45],yourself:[0,37],z_j:40,zero:43}})
\ No newline at end of file
+Search.setIndex({docnames:["chapter1","chapter10","chapter11","chapter12","chapter13","chapter2","chapter3","chapter4","chapter5","chapter6","chapter7","chapter8","chapter9","chapteroptimization","clustering","exercisesweek34","exercisesweek35","exercisesweek36","exercisesweek37","exercisesweek38","exercisesweek39","exercisesweek41","exercisesweek42","exercisesweek43","intro","linalg","project1","project2","project3","schedule","statistics","teachers","textbooks","week34","week35","week36","week37","week38","week39","week40","week41","week42","week43","week44","week45","week46"],envversion:{"sphinx.domains.c":2,"sphinx.domains.changeset":1,"sphinx.domains.citation":1,"sphinx.domains.cpp":4,"sphinx.domains.index":1,"sphinx.domains.javascript":2,"sphinx.domains.math":2,"sphinx.domains.python":3,"sphinx.domains.rst":2,"sphinx.domains.std":2,"sphinx.ext.intersphinx":1,sphinx:56},filenames:["chapter1.ipynb","chapter10.ipynb","chapter11.ipynb","chapter12.ipynb","chapter13.ipynb","chapter2.ipynb","chapter3.ipynb","chapter4.ipynb","chapter5.ipynb","chapter6.ipynb","chapter7.ipynb","chapter8.ipynb","chapter9.ipynb","chapteroptimization.ipynb","clustering.ipynb","exercisesweek34.ipynb","exercisesweek35.ipynb","exercisesweek36.ipynb","exercisesweek37.ipynb","exercisesweek38.ipynb","exercisesweek39.ipynb","exercisesweek41.ipynb","exercisesweek42.ipynb","exercisesweek43.ipynb","intro.md","linalg.ipynb","project1.ipynb","project2.ipynb","project3.ipynb","schedule.md","statistics.ipynb","teachers.md","textbooks.md","week34.ipynb","week35.ipynb","week36.ipynb","week37.ipynb","week38.ipynb","week39.ipynb","week40.ipynb","week41.ipynb","week42.ipynb","week43.ipynb","week44.ipynb","week45.ipynb","week46.ipynb"],objects:{},objnames:{},objtypes:{},terms:{"0":[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,21,23,25,26,27,28,30,31,33,34,35,36,37,38,39,40,41,42,43,44,45],"00":[0,1,5,6,9,11,23,33,34,37,40,41,42,43,44,45],"000":[1,3,23,40,41,42,43],"0000":[9,43,45],"00000":[9,45],"000000":[5,11,33,34],"0000000010":[23,42],"00000000e":[5,34,37,40,44],"00000215":21,"0000164":[],"00002678":[],"00003617":21,"000054":33,"0000747":[],"0001":[1,17,23,40,41,42,43],"00010133":21,"0001042":[],"00011154":21,"00012095":21,"0001225":[],"00012277":21,"00012569":21,"00012934":[],"00013313":21,"00013514":21,"00014654":21,"00014662":[],"00014875":21,"00015097":[],"00015239":[],"0001539814498783133":[],"0001613":21,"00016373":21,"00016536":[],"00016826":[],"00017031":[],"00017755":21,"00018022":21,"00018647":[],"00018653":[],"00019212":[],"00019432":[],"00019544":21,"00019838":21,"00019883":[],"00019998":5,"00020665":[],"00021042":[],"00021438167895478945":[],"00021512":21,"00021673":[],"00021836":21,"00022035":[],"00022902":[],"0002364":[],"00023679":21,"00023737":[],"0002382102844775691":[37,44],"00024035":21,"00024087":5,"0002442":[],"00024449":[],"00025381":[],"00026064":21,"00026456":21,"00026778":[],"00026861":[],"00027064":[],"0002758":[],"00028129":[],"00028689":21,"00029012":5,"00029121":21,"00029993":[],"00030207":[],"00031112":[],"00031174":[],"00031535148309577417":6,"00031535148309580783":6,"00031579":21,"00032054":21,"00033136014047192484":[],"0003324":[],"00034076":[],"00034548":[],"00034759":21,"00034944":5,"00035097":[],"00035283":21,"00036838":[],"0003826":21,"00038288":[],"0003844":[],"00038836":21,"00039592":[],"00039962":[],"00040199":21,"00040825":[],"000417932":2,"00042089":5,"00042114":21,"00042432":[],"00042748":21,"00043363":[],"00044152":[],"00044663":[],"00045244":[],"00046356":21,"000464088":2,"00047025":[],"00047054":21,"00048049":[],"00048325":[],"00048917":[],"00050142":[],"00050383":[],"0005051756404139333":[],"00050694":5,"00051025":21,"00051793":21,"00052115":[],"00053008":[],"00055182":[],"0005557":[],"0005603761549585715":45,"00056165":21,"00056836":[],"0005701":21,"00057757":[],"00058016":6,"0005840075008020406":9,"00060705":6,"00061058":5,"00061585":[],"00061822":21,"0006225":[],"00062595":6,"00062752":21,"00063364":36,"00063862":36,"00064009":[],"00064115":[],"0006527":[],"00066668":6,"00067395":[],"00068048":21,"00068088":36,"00068251":[],"00068734":6,"00068946":6,"00069073":21,"00070222":[],"00070937":[],"00072326":[],"00072412":[],"00073541":5,"00074902":21,"00075597":36,"00075639":[],"00076029":21,"00076495":6,"00076617":[],"00076905":6,"0007698473260556325":6,"0007698473260556343":6,"00078616":[],"00079129":6,"00079216":[],"00079910":36,"00079968":5,"00081564":[],"0008159":[],"00082447":21,"00083346":36,"00083685":21,"00083826":[],"00084705":6,"00085889":6,"00086063":[],"00087126":[],"00087697":6,"00088573":5,"00089187":36,"00089362":[],"0009075":21,"00090992":[],"00091628":[],"00092039":[],"00092107":21,"00092647":6,"000929":[],"00092904":36,"0009485400848532":[],"00096314":5,"00096557":[],"00099888":21,"001":[1,2,8,13,17,23,37,38,40,41,42],"00100519":6,"00100807":[],"00101364":21,"00102956":[],"00103827":[],"00104613":[],"0010479245926411787":[6,36],"00105081":6,"00105497":[],"00106677":5,"00107008":[],"00107405":6,"00109941":21,"00110716":[],"00111512":21,"00111756":6,"00113717":[],"00114101":[],"0011526":6,"00115506":[],"00115669":[],"00115999":5,"00117125":[],"00117627":[],"00118508":6,"00118591":[],"0011878":[],"00119699":36,"0012":43,"0012099":21,"00122558":21,"00123457":[],"00125459":[],"00126452":[],"00126617e":34,"00128282":[],"00128479":5,"00131428":[],"00132125":[],"001323":6,"00133103":21,"00134327e":[],"00134337":21,"00137818":6,"00139705":5,"00140139":[],"00140849":36,"00143234":[],"00144711":[],"00145652":[],"00146158":21,"00146287":21,"00148047":[],"00148709":[],"00149047":[],"00149311":6,"00149956":6,"00152117":6,"00154733":5,"00154860":36,"00155308":[],"00155701":21,"00156376":6,"00160348":21,"00161414":[],"00163245":[],"00163526":[],"00165867":21,"00168135":[],"00168251":5,"00169021":[],"00170724":[],"00172117":[],"00172452":[],"00174276":6,"00174457":21,"00175331":6,"00176697":21,"00178871":[],"00181115":30,"00182747":[],"00183398":[],"00183869":[],"00184151":[],"00185848":21,"00186347":5,"00186362":[],"00186694":[],"001880":5,"00188233":21,"00189101":[],"00189665":[],"00190742":[],"00192967":[],"00197982":21,"00198187":[],"00199495":[],"00200":8,"00200523":21,"00202624":5,"00202679":[],"00202756":6,"00203959":[],"0020496":11,"002050":11,"0020717457079393":30,"00207732":[],"00210909":21,"00211371":[],"00213144":[],"00213616":21,"00213947":[],"00214832":[],"00217499":6,"00219194":36,"00219502":[],"00219624":[],"0022":43,"00220306":[],"00224413":5,"00224679":21,"00225484":[],"00225909":[],"00227563":21,"00228742":6,"00229911":[],"00233436":[],"00234197":[],"00234327":[],"0023548":6,"002381316302584886":6,"0023813163025848865":6,"00239349":21,"00241318":[],"00242398":[],"00242421":21,"00242847":[],"00242954":36,"00242999":6,"00243186":6,"00243341":[],"0024401":5,"00245177":[],"0024598":[],"00249435":6,"00249831":[],"00251517":[],"00254359":[],"00254976":21,"00258249":21,"00259385":[],"00264305":[],"00266858":2,"00267887":[],"00270244":5,"00271624":21,"00272135":[],"00272586":[],"00274989":6,"0027511":21,"00277816":[],"00283853":[],"00286972":[],"00287151":[],"00287871":[],"00289358":21,"00289724":6,"0029114":[],"00292838":[],"00293072":21,"00293132":[],"00293838":5,"00298058":[],"0030207":[],"00303693":[],"00305172":[],"00306724":[],"00308251":21,"003100":33,"00310113":2,"00312207":21,"00312361":6,"00313125":[],"00313452":[],"00313577":[],"00315593":6,"00316561":[],"00317175":[],"0032153180657605116":[6,36],"00323332":6,"00324512":[],"00324969":[],"00324986":[],"0032542":5,"00325450":36,"00327833":[],"00328377":21,"00328494":[],"003301":6,"00332591":21,"00334743":[],"00335448":[],"0033575":[],"00335936":[],"00335942":[],"0033955154592040923":[6,36],"00341073e":[],"00345227":[],"00346394":[],"00348543":[],"00349817":21,"00353575":[],"00353823":5,"00354307":21,"00354492":[],"00358844":[],"00359612":[],"003620":33,"00362111":[],"0036237":6,"0036367":6,"0036718":[],"00368581":[],"00369758":6,"00370554":[],"0037095":[],"00372657":21,"00374279":[],"00375475":[],"003755":[],"0037744":21,"00378113":[],"00379522":[],"0038332550504751595":[37,44],"0038335":6,"00383872":[],"00387135":[],"003909404072811221":[6,36],"00391839":5,"00392139":[],"00396398":[],"00396988":21,"00398509":[],"0039987":6,"004":[5,35,36],"00402083":21,"004091940707753925":[6,36],"00410387":6,"00410478":6,"00410646":[],"00411073":[],"004113634617443131":[6,34],"00411363461744314":[6,34],"004113634617443147":[6,34],"00413413":[],"00415289":[],"0041559863458613296":[6,36],"00420072":36,"00422908":21,"00424012":[],"00424046":[],"00424909":2,"00424967":6,"00426027":5,"00426531":[],"00427304":[],"00428336":21,"00429899":[],"00431775":[],"00433417":11,"00434364":[],"00439232":30,"00439287":[],"00440346":6,"00440395":[],"00441613":[],"00443743":6,"00445655":11,"00446979":[],"00447992":[],"004480":[],"0045052":21,"00451679":[],"00453622":[],"00455536":[],"00456302":21,"004579219539673834":[6,36],"00458878":6,"00460304":[],"00460405":[],"004610275230656182":[6,36],"00462287":6,"00463639":[],"00464812":[],"00465099":36,"00469926":[],"0047085":[],"00471782":5,"00471983":[],"00472199":6,"00472251":[],"00472512":6,"00472549":[],"00474485":[],"00478655":[],"00479935":21,"00480366":[],"00480371":[],"0048526":[],"00486095":21,"00487843":[],"0048938":[],"0049544":6,"004999999999999994":[],"004999999999999996":[],"005":0,"005000000000000001":[],"0050256":[],"00502702":[],"00504808":[],"00509089":[],"0051127":21,"00512927":5,"00517114":6,"00517832":21,"00518122":[],"00519105":[],"00526348":6,"0053018":6,"00534938":[],"00537764":[],"00538851":[],"00542313":[],"00543374":[],"00544651":21,"00550379":[],"00550433":[],"00551642":21,"00552246":[],"00554552":6,"00555311":[],"00556826":6,"00556958":[],"0055941":[],"00562524":[],"00565625":[],"0056799":5,"00569405":[],"00575271":[],"00579953":6,"00580212":21,"00584432":[],"00585113":[],"00587502":[],"00587564":[],"00587659":21,"00588657":6,"00594042":[],"00595134":[],"00595615":[],"00598615":[],"0059888":[],"0060":43,"00600971":[],"00604105":[],"00604596":11,"006046":11,"00607783":6,"00610607":[],"00611979e":[],"00613258":[],"00615193":[],"00615394":[],"006162":6,"00617499":5,"00618095":21,"00619918":[],"00620039":33,"00620347":[],"00626028":21,"00626773":[],"00627535":[],"0062825":25,"00628874":[],"00630331":6,"00631057":[],"00635214":[],"00635475":[],"00635865":[],"00642221":6,"00642268":[],"00642935":[],"00643466":[],"00643899":[],"00644939":[],"00646613":[],"00651112":[],"00658316":[],"00658451":21,"0065912":[],"00660427":6,"00663699":[],"00665974":[],"00666902":21,"00669662":[],"006719367598355617":30,"00672607":6,"00673407":6,"00676387":6,"00679797":[],"00679887":21,"0068011":6,"00680794":[],"006829400694106674":[],"00683748":5,"00683964":6,"00686801":[],"00686806":[],"0068697":[],"00687175":[],"00693821":[],"00695723":[],"00701442":21,"0070235":[],"007024126888938144":[6,36],"00703355":[],"00704231":[],"00710445":21,"00712321":[],"0071642501586093735":[],"00717079":[],"00719176":6,"0072595":[],"00726135":[],"0072675":[],"00727211":[],"00727646693":[0,33],"007315":[33,34],"00736955":[],"00738008":[],"00739382":[],"00739489":[],"00741987":[],"00742577":[],"0074331":5,"0074724":21,"007472516848671787":34,"00752224":[],"00753349":[],"00754534":[],"00756831":21,"00759119":6,"007607459165915922":[],"00761275":[],"00769731":[],"00777931":[],"007785":[],"00778523":[],"00781918":36,"00784393":6,"00788598":[],"007891914573161948":[],"00790262":[],"00796028":21,"00798188":[],"00798988":[],"00799998":[],"00801855":[],"00802883":[],"00803064":6,"008043926731954223":[],"00804985":[],"00805074":36,"00805892":[],"00806245":21,"00813313":[],"00813803":6,"00817631":6,"00817834":[],"00822879725131466":[],"00823002":5,"00825399":[],"00827728":6,"00828799":[],"00830822":[],"00831018":6,"00832189":[],"00834567":6,"00843617":[],"00844667":[],"00846262916105675":34,"00848002":21,"00848904":6,"00851512":[],"00857028":[],"00858536":[],"00858886":21,"00862101":[],"00862798":25,"0086649156":[0,33],"008675369724975977":5,"00868086":[],"00868983":[],"00879363":[],"00880924":[],"00883798":[],"008897354602673473":[],"008900933315885705":[],"00890232":[],"00892604e":[],"00893027":[],"00894639":5,"00903369":21,"00905423":6,"00906293":[],"00914964":21,"00915433":[],"00915458":[],"009163470508352218":5,"009164545680330616":[6,36],"00917248":6,"00920609":[],"00922229":[],"00923278":[],"00929251598272297":[],"00934327e":34,"00934499":6,"00934865":[],"00938585":[],"0093869":[],"009442796383765939":[],"00946219":[],"00946636":[],"00950778":[],"00952322":[],"00952586":[],"0096208":6,"00962351":21,"00974702":21,"00976647":[],"009855809602167547":[],"00986552":[],"00989896":[],"00990475":5,"00992331":6,"00996754":6,"00996972":[],"01":[0,1,2,5,6,9,11,13,17,21,23,32,33,34,36,37,38,39,40,41,42,43,44,45],"010018312644139219":[6,36],"01004321":[],"010053880703541525":[],"01006401":[],"0100706":6,"0100949":[],"01011906":33,"01012951":[],"01014809":[],"01018743":[],"01023308":[],"01024227":[],"01025184":21,"01027992":[],"01028728":[],"01029574":[],"010296":[],"01031184":5,"010315":[],"01031541":[],"010331721306655165":[6,36],"01033856":[],"01035984":[],"01038358":[],"01045155":[],"01045774":[],"01050849":[],"010516485576646504":[6,36],"0105301":[],"01054509":[],"0105536":[],"01059601":[],"0106014":[],"01066519":6,"01066976":[],"01068907":[],"01076611":5,"01076733":[],"01080274":[],"01089797":[],"0109":[],"010902":33,"01092119":21,"01094579":[],"01094846":[],"01095703":[],"01097223":[],"01097423":[],"0110":30,"01103246":[],"01107621901137467":[6,36],"01111477":[],"0111154":[],"01112952":[],"011225":2,"01128968":[],"01130932":[],"0113104":6,"01135167":[],"01148039":[],"01151984":[],"01161357":[],"01163425":21,"01164198":[],"01165807":[],"01176096":[],"01179792":6,"0118633":[],"011917343246903285":[],"01191824":5,"01193226":[],"01201742":[],"012073649469946107":[6,36],"0120771":[],"01214101":[],"01219292":6,"01222822":34,"01223198":6,"01229732982000352":[],"01231917":6,"01233322":[],"01233332":[],"01247118":[],"01257265":[],"01265755":34,"012658":34,"01267006":[],"01268892":[],"01272215":[],"01281486":[],"01282674":[],"012874822204495243":34,"01288591":[],"01289962":[],"01290811e":[],"01290947":6,"01291943":[],"01295356":5,"01299337":[],"01300561":[],"013121574062587286":[6,36],"01318643":6,"01323615":[],"01329488e":[],"013341":[],"01335857":[],"01344196":[],"01344581":[],"01347636":[],"01347916":6,"01348565":6,"01362274":[],"013623165903312745":[],"01362461":[],"01365363":[],"01366733":[],"01367553":6,"01372375":[],"01382052":[],"01386842":[],"01389847":[],"01397146":6,"01404858":[],"01405935":6,"01408051":[],"01409821":[],"01416528":6,"01420034":[],"01423609":[],"01424197":[],"01427149":[],"01432847":[],"01433809":5,"01436601":[],"014436800088896381":[6,36],"01448147":[],"01449782":6,"01455922":[],"01456159":[],"01458337":6,"014586":34,"01458611":34,"0146081":6,"01463049":6,"01463052":[],"01476097":[],"01477821":[],"01478446":[],"01492":[],"0149713":[],"0149947":[],"01502518":[],"0150723888951771":6,"01507238889517717":6,"01508632":[],"01508966":[],"01512934":[],"01514564":[],"01518949":[],"01521658e":[],"01524072":[],"015244":[],"01526688":[],"01529503":[],"01529708":[],"01531845":6,"01533437":[],"01537557":[],"0154222":[],"01542292":36,"01544605":[],"01549377":6,"01549939":36,"01550546":36,"01552289":[],"01555268":[],"01558197":5,"01562311":[],"01566461":[],"01571866":[],"01580414":[],"01581562":[],"01591021":[],"01594452":36,"01596986":[],"01597952":[],"01600491":[],"01603602":[],"01607534":[],"01612033e":34,"01616709":[],"01617722":[],"01619456":[],"01619664":[],"01621244":[],"016285782696017142":[6,36],"01633169":[],"01633913":6,"01640891":6,"01642305":[],"01655318":6,"016587414993045335":[6,36],"01663866":[],"01667827":[],"01671556":[],"01678384":[],"01678538":[],"01691871":[],"01691985":6,"0169643":5,"016972818397989375":[],"01704432":[],"01708691":[],"01708781":6,"01708852":6,"01713366":6,"01722502":[],"01724499":5,"01731293":[],"01735584819559331":[6,36],"017355848195593312":[6,36],"01736502":[],"01747077":[],"01752908":[],"0176":43,"01762067":[],"01765474":[],"017665":5,"01775594":[],"0177568":[],"01782721":[],"01783414e":34,"01784714":[],"0180":43,"01809873":[],"018232":[33,34],"01828593":[],"01831050e":6,"01831207e":6,"01835274":[],"01859922":[],"01865187e":[],"01866537":6,"0186893":[],"01873344":11,"01873869":5,"01881546":[],"01882522":[],"01895265":[],"01896127":[],"01897575":[],"01898855":6,"01899119":[],"01905883":6,"01908936":6,"019140656913589":[],"01914066":[],"01915888":[],"01916913":[],"0191717":[],"01918548":[],"01919702":[],"01919885":[],"01931743":[],"01936105":[],"01963203":[],"01963611":6,"01969145":6,"01975416527168255":[6,36],"01975848":6,"01989299":[],"01989549":[],"01999282":[],"02":[0,4,6,7,12,23,33,34,37,39,40,42,43,44],"0200568":[],"02017377":[],"02024701e":[],"02024962":6,"020271":[],"02030107":[],"02036545":[],"020404272938413143":[],"02042476":[],"02044454":[],"02049182":[],"02054837e":6,"02058094":[],"02061026":[],"02061094":[],"02066371":[],"02068067":6,"02071142":[],"0207306":[],"02073509":5,"02075115":[],"02075802":[],"02079171":[],"02081274":[],"02083512":[],"02089297":[],"02095266":[],"02098261":6,"02100763":[],"02103178":[],"02109939":[],"02123176":6,"0212604":[],"02126208":[],"02131025":30,"02138725":[],"021592704588021174":[6,36],"021592704588021178":[6,36],"02178583":[],"02183021":[],"02186131":[],"02198702e":6,"02198703e":6,"02200532":[],"02206965e":34,"02208512":6,"02210753":[],"02215597":[],"022156":[],"022210866177877393":[],"02227466":[],"02228115":6,"02229529":6,"02231445":[],"02244382":[],"02244755":[],"02250553":[],"02252765":5,"02276062":[],"02279888":[],"02284019":[],"02287894":[],"02288816":[],"022934":5,"02293408":5,"022999498260366198":[6,36],"02308518":[],"02314144":[],"0231703":[],"02329285":[],"02348765":6,"02355925":[],"02365049":6,"023810076900619058":30,"02385515":[],"02387339":[],"023888460698069384":[],"02392053":[],"02395532":[],"02400359":[],"02416381":[],"02424794":36,"02426651":[],"024318244280276506":[],"02447466":[],"0245528":6,"024632":[],"02468681":[],"02485679":[],"02492265":5,"02498832":6,"025027":[],"02503753":6,"02507163":[],"02509184":[],"025092":[],"02511518":6,"02522069":6,"02531037":[],"02536494":[],"02542246":[],"02546675":36,"025709":[11,34],"02574735e":[],"02582613386840159":[],"02586427":6,"02588522":[],"02590077":[],"02593026":[],"0260906":6,"02610528":[],"02618169":[],"02622906":[],"02623724":[],"026250840755899812":[],"02625193":8,"02635835":[],"02641575":[],"026605727637184554":[6,36],"026605727637184558":[6,36],"0269":43,"02699539":[],"02702328":[],"02702978":[],"02706508":[],"02707227":5,"0271761":[],"02723445":6,"02730775":[],"02745507":[],"02757522":[],"02760079":[],"02760977349102238":[6,36],"027609773491022394":[6,36],"02761736":[],"02763182":[],"02764023":[],"02790465":[],"02791218":[],"0280":43,"02800421":[],"02804715":[],"02809859":[],"02816083":[],"02836801":[],"028389":[],"02838933":[],"02845284":[],"02857":[4,44],"0286851":[],"02876697":[],"02881357":[],"02892224":[],"029":[],"02911162":[],"02912421":[],"02942218":[],"02944425":[],"029483":5,"02950229":[],"0296969":[],"0297291":[],"029733":[33,34],"02976145":6,"02987833":[],"02992852":[],"02994311":5,"02997344":[],"02f":[6,26],"03":[1,6,23,34,37,40,41,42,44],"0301458":[],"03019138":33,"03025391":[],"03027848":[],"03032441e":6,"03037095":11,"030371":11,"03049638":[],"03056169":25,"03060273":[],"03061555":[],"03063575":[],"03065428":[],"03067182":[],"03074083":[],"03077640549":[4,44],"03099776":5,"031":[5,35,36],"03102525":[],"03106988":33,"03107818":[],"03113051":[],"03117156":[],"03119091":[],"03141454":[],"03145163":[],"03172365":[],"03195835":[],"03196357":6,"03203047":[],"03219974":[],"03251863":5,"03256632e":[1,40,41,42],"03267527":6,"03273744":[],"03279636":6,"03285652":[],"0330308045183219":6,"0330308045187757":6,"03308408":5,"0331134070762626":30,"03311341":30,"03316272":[],"03321947":[],"03331552e":[],"03338173":[],"03365768507152769":[6,36],"03370315":[],"03375068":[],"03376827":[],"033790755027115954":[],"03389964":[],"03394827":[],"0340060287164625":[],"03400603":[],"034047":33,"034169230664804":[],"03438051":[],"03443175":[],"03447512":6,"034557":34,"03472297":[],"034723":[],"034985":[],"0353961":[],"03543039":[],"03543455":[],"03543554":[],"03543958":[],"035513525941656535":[],"03556032":[],"03557316":[],"0356":[23,42],"03562355":6,"03568439":6,"0358":[23,42],"03585592":[],"0359":[23,42],"035909":33,"0359565":5,"0361":[23,42],"03611471":[],"03616508":[],"0362":[23,42],"03630548":6,"03633213":[],"0364":[23,42],"0365":[23,42],"03660869":[],"0366352614656884":[],"0367":[23,42],"0368":43,"0369":[23,42],"0370":[23,42],"03707133":11,"03717939":[],"0372":[23,42],"03727597":[],"03728183e":[],"0373":[23,42],"03735403":[],"0374748":[],"0375":[23,42],"0375827":21,"0376":[23,42],"03774822e":[],"0377961":[],"0378":[23,42],"03781367141738902":[6,36],"038":36,"0380":[23,42],"0381":[23,42],"03813208":[],"03814292":6,"03815288":6,"038211969489939":[],"03821197":[],"03827068":[],"0383":[23,42],"038300":[11,34],"0385":[23,42],"03856554":[],"0386":[23,42],"03868779":[],"03872663":[],"038727":[],"03876784":[],"0388":[23,42],"038844":[],"0389":[23,42],"03894328":[],"03894873":[],"039":36,"039039":5,"03903968":[],"03908546":[],"0391":[23,42],"03914571":[],"0393":[23,42],"03935519":[],"03940381":[],"03946221":[],"0395":[23,42],"03955811":33,"0396":[23,42],"03967758":[],"0398":[23,42],"03982972":[],"0399587275832265":[],"039967668952797":6,"0399676689527975":6,"04":[1,6,11,23,37,40,41,42,44],"0400":[23,42],"0401":[23,42],"040102":5,"04010697":6,"04014929":[],"0401585":[],"04028659":[],"0403":[23,42],"0405":[23,42],"04057027":[],"04058784":[],"04063602":6,"0407":[23,42],"0408":[23,42],"04083439":[],"04084872":[],"041":[9,45],"0410":[23,42],"04103307":[],"041050166905828786":[],"04107874":[],"041079":[],"04111096":[],"0411487294305088":6,"041148729430523":6,"0412":[23,42],"0413787":[],"0414":[23,42],"0415":[23,42],"04166112":[],"0417":[23,42],"0419":[23,42],"04191624":[],"04191629":[],"04193203":34,"04198166":[],"042044382097756156":[],"0421":[23,42],"04214702":[],"04218461":[],"04220758":6,"04223754":[],"04225015":[],"0423":[23,42],"0424":[23,42],"04246989":[],"04259402":[],"0426":[23,42],"04276619":[],"0428":[23,42],"04292593":[],"04295757":36,"04299253":30,"043":[9,45],"0430":[23,42],"04310095":[],"04314342":[],"04315108":5,"0431531":[],"0432":[23,42],"0434":[23,42],"04346721":5,"0435":[23,42],"04355837":6,"04362":[9,45],"04362755":[],"0437":[23,42],"04372783":[],"0437499":2,"04389027":6,"0439":[23,42],"04391163":[],"043912":[],"0441":[23,42],"04416475":30,"04423486":6,"04426647":[],"04426744e":34,"0443":[23,42],"044334":[33,34],"04438319":[],"04448923":[],"0445":[23,42],"04450975e":34,"044613":6,"0447":[23,42],"0447389":[],"04473913":[],"04478101":[],"04482932":[],"0449":[23,42],"0451":[23,42],"0453":[23,42],"04532032":[],"04537385":6,"04543942":6,"04547353":[],"0455":[23,42],"04555073":[],"04566964":6,"0457":[23,42],"04570437990371566":[],"04574692":[],"0458":[9,45],"04581197":[],"04584982e":[],"0459":[23,42],"04597076":[],"0461":[23,42],"04619338":[],"0463":[23,42],"04648335":5,"0465":[23,42],"046531":[],"04662395":[],"04669463":[],"0467":[23,42],"04683565":5,"0469":[23,42],"04690007":[],"04699527":[],"0470705":25,"0471":[23,42],"04720848":[],"0473":[23,42],"04746791":[],"0475":[23,42],"0477":[23,42],"04778116":[],"04784395":6,"0479":[23,42],"0481":[23,42],"04816611e":[],"04818727730430286":[6,36],"04822955":[],"04828291":[],"0483":[23,42],"0485":[23,42],"0486":[23,42],"04869126e":[],"0487":[23,42],"048920":33,"04892055":6,"0489354":[],"04899609":[],"0490":[23,42],"04900086":[],"04909093":6,"04912436":6,"0492":[23,42],"04926746":36,"04931542":[],"0494":[23,42],"049462":33,"049556996627824":6,"0495569966278269":6,"04956816":[],"0496":[23,42],"0496375":[],"04965227":[],"04977051":[],"04977093":[],"0498":[23,42],"04it":[],"05":[1,4,6,13,23,26,34,39,40,41,42,44],"0500":[23,42],"05009826":6,"05024857":[],"0503":[23,42],"0505":[23,42],"05056463":[],"05062537":25,"050663":[],"05066303":[],"05066388e":34,"0507":[23,42],"0509":[23,42],"05091289":[],"05100875":6,"0510594":[],"0511":[23,42],"05126901":[],"0514":[23,42],"051418":5,"0516":[23,42],"051649":[11,34],"0516821246279795":[],"0517473":5,"0518":[23,42],"05183886":[],"0520":[23,42],"05206787e":[],"05227921801205679":[6,36],"0523":[23,42],"052305":34,"05234611":[],"0523738":[],"05238712":[],"0525":[23,42],"05263":[9,45],"0526992":[],"0527":[23,42],"052992":[],"0530":[23,42],"05302":[9,45],"0532":[23,42],"0534":[23,42],"053417":34,"05357244":[],"05364854":8,"0537":[23,42],"05383795":6,"053849":5,"05388549e":34,"0539":[23,42],"053944":[],"0541":[23,42],"05412502":[],"05419212":[],"0542566":5,"05432856":[],"054375":[],"0544":[23,42],"05446143":[],"05447415":6,"05459089":[],"0546":[23,42],"054617":34,"054655":34,"0549":[23,42],"054954":[],"05505310046363":2,"0551":[23,42],"05515143e":[],"05526765":[],"0553":[23,42],"05533":[9,45],"05544019":[],"0556":[23,42],"055676":[33,34],"055697":[],"05570692":30,"055706923889776":30,"055734":34,"0558":[23,42],"05589275":11,"055893":11,"055910":34,"055987":34,"05599455":[],"056019":[],"056030":[],"0561":[23,42],"05614483":5,"05623":[9,45],"05629549":33,"0563":[23,42],"056418":[],"05648":[9,45],"05651951":6,"0565419":[],"0566":[23,42],"05667":[9,45],"056683":34,"0568":[23,42],"056870":[],"05687021620384533":[],"056898":[],"056996":[],"0571":[23,42],"057124":[],"05715377":[],"057154":[],"05716368155342902":[6,36],"057179":[],"057219":[],"057231":[],"0573":[23,42],"057300":34,"057361":[],"057393":34,"057406":[],"057418":34,"057446":[],"057457":34,"057462":[],"057502":[],"05750876":[],"0576":[23,42],"057613":[],"057657":[],"057722":34,"0578":[23,42],"05781491e":[],"057831":[],"057835":34,"05785343":6,"057864":[],"05789007":6,"05792524":[],"05796251":6,"05807125":6,"0581":[23,42],"058121":[],"058216":[],"0582573":[],"05825965":[],"05834444":[],"058388":[],"0584":[23,42],"058435":[],"05852973":[],"058550":[],"058552":34,"058556":[],"058567":[],"0586":[23,42],"058645":34,"05873105":[],"058738":[],"058793":[],"05880359":[],"05883":[9,45],"05884":[9,45],"058854":34,"058856":[],"0589":[23,42],"058921":[],"0589434":[],"058952":34,"058996":34,"059004":[],"05900655":[],"059031":34,"0591":[23,42],"05916189":[],"059182":[],"05924492":33,"0594":[23,42],"059427":[],"059439":[],"05966593":[],"059685":[],"0597":[23,42],"059736":[],"059749":[],"05977068":[],"059807":34,"05982961":[],"059830":[],"05989727":[],"0599":[23,42],"059949":[],"059951":34,"05999":[9,45],"059993":34,"06":[6,23,34,38,39,42],"060001":[],"060037":[],"060083":34,"0602":[23,42],"06020587":6,"06020683e":34,"060254":34,"06026294":[],"060278":[],"060300":[],"060334":[],"060349":33,"060387":[],"06043581":6,"0605":[23,42],"060567":[],"06059304":[],"060691":[],"0607":[23,42],"0607062":[],"060716":34,"06072551":[],"06075426":[],"060756":34,"060845":[],"060872":34,"060971":[],"060983":[],"0610":[23,42],"061013":[],"061034":[],"061084":[],"061092":[],"061138":[],"061163":34,"061239":[],"06125720e":[],"061264":[],"061281":[],"0613":[23,42],"061359":34,"061443":34,"061452":34,"061484":[],"0615":[23,42],"061614":34,"061642":[],"061679":33,"061747":[],"061775":[],"0618":[23,42],"061813":[],"061826":[],"061833":[],"061836":[],"061869":[],"061888":[],"061915":[],"061977":[],"06200174":5,"062016":34,"062023":[],"062071":[],"062082":[],"062082386342319454":[6,36],"0621":[23,42],"062100":[],"062221":[],"062250":[],"062273":[],"062292565":[4,44],"06231773":[],"062325":[],"062337":34,"062351":[],"062390":[],"0624":[23,42],"062470":[],"062523":[],"062599":34,"0626":[23,42],"062624":34,"062631":[],"062675":[],"062696":[],"062749":[],"062797":[],"062852":[],"062874":34,"062894":[],"0629":[23,42],"062963":[],"062967":[],"06299237e":[],"063000":[],"06301519":[],"063019":34,"063051":[],"063055":[],"063061":34,"06307625":[],"063080":34,"063081":[],"063159":[],"0632":[23,42],"063225":[],"063260":34,"06331463":[],"063325":[],"063359":[],"063378":[],"063407":[],"063434":[],"06343533":33,"063436":[],"063443":33,"0635":[23,42],"063500":5,"063542":[],"063597":[],"06362348":[],"063653":34,"063705":[],"063716":[],"063722":[],"063723":[],"063724":33,"063747":[],"063760":[],"0638":[23,42],"063822":[],"063832":[],"063864":5,"063894":34,"063905":[],"063912":[],"063927":[],"06394871":[],"063953":[],"06397412":[],"063980":[],"063982":[],"06406913":[],"06407201":[],"064074":34,"0641":[23,42],"064101":[],"064113":[],"06413187":[],"064134":[],"064145":[],"064245":5,"06424868":[],"064275":[],"064294":[],"0643":[23,42],"064320":[],"064412":[],"064420":[],"06444":[9,45],"064444":[],"064501":34,"064527":[],"064532":[],"06453579006728322":[6,36],"064568":[],"0646":[23,42],"064602":[],"064606":34,"064609":34,"064627":5,"064634":[],"064640":[],"064696":[],"064699":34,"064793":34,"06481015":[],"064814":[],"064827":[],"06484621":[],"064856":[],"064874":[],"06488406":[],"064896":[],"0649":[23,42],"06491736":6,"064938":[],"064948":[],"064985":5,"064987":[],"065006":[],"065012":[],"065026":33,"065069":[],"065077":34,"065089":[],"065119":[],"06511966":[],"065147":[],"065158":[],"0652":[23,42],"065207":[],"065214":[],"065215":[],"065249":[],"065289":[],"065378":34,"065390":34,"065410":34,"06547790180152352":[6,36],"06547790180152355":[6,36],"0655":[23,42],"065517":[],"065559":[],"065582":[],"065588":[],"065593":[],"065613":[],"065614":[],"065631":[],"065645":[],"065735":[],"065753":[],"06578047":[],"0658":[23,42],"065801":[],"065808":[],"065815":[],"065872":[],"065910":[],"065982":[],"065984":[],"066042":[],"066066":34,"066077":[],"0661":[23,42],"066143":[],"066200":[],"066323":[],"066344":[],"06637":[9,45],"06638817":[],"0664":[23,42],"06642248":[],"066438":[],"066453":[],"066467":[],"066474":34,"066500":34,"06656566":5,"066566":5,"066612":34,"066647":34,"06664867":[],"06666117":[],"0666807":2,"06668613e":[],"0667":[23,42],"066752":[],"066762":[],"066768":[],"066787":34,"066804":[],"06682268":[],"0668226833598415":[],"066837":[11,34],"066854":34,"066865":[],"066870":[],"066919":[],"066992":[],"066999":34,"0670":[23,42],"067009":[],"067139":[],"06724062":5,"067272":[],"0673":[23,42],"067315":[],"067328":[],"067409":[],"067419":[],"067420":[],"067437":[],"067440":[],"067457":[],"067462":[],"067591":[],"0676":[23,42],"067611":[],"067619":[],"067630":[],"067637":34,"067660":[],"067707":34,"067745":[],"067748":[],"067765":[],"067769":[],"067774":[],"067820":[],"067826":[],"067832":[],"067859":[],"0679":[23,42],"067915":[],"067929":[],"067955":[],"067979":[],"068":[],"068082":[],"068083":[],"068141":[],"0682":[23,42],"068241":[],"068257":[],"068264":34,"068307":34,"068340":[],"068403":[],"068406":[],"068407":[],"06842111e":[],"068437":[],"068439":11,"06843936":11,"068441":34,"06844519414009444":[6,36],"06844519414009445":[6,36],"0685":[23,42],"06853772":[],"068551":[],"06855126e":[],"068606":[],"068609":[],"068612":5,"068624":[],"068629":34,"068650":[],"068671":5,"068727":34,"068731":5,"068734":[],"068743":[],"0687531":[],"068757":[],"068771":5,"068774":5,"0688":[23,42],"068800":5,"068809":[],"068815":[],"068816":[],"06886644":33,"068906":34,"068931":5,"068945":[],"068974":[],"068987":[],"068997":[],"069028":34,"069033":[],"069048":5,"069055":[],"0691":[23,42],"069119":5,"069136":5,"06915522":[],"069213":[],"069239":[],"069257":[],"069296":[],"06931309":[],"069320":[],"069327":5,"069365":[],"069384":[],"069388":[],"069391":[],"0694":[23,42],"069452":34,"069456":[],"069475":5,"069522":[],"069570":[],"069584":[33,34],"069594":[],"069595":5,"069629":[],"06962991":[],"069630":[],"069634":[],"069672":5,"0697":[23,42],"069733":[],"069739":[],"069746":[],"069766":[],"069803":[],"069821":5,"069822":[],"069919":5,"069939":[],"06995653":[],"06it":[],"07":[6,23,34,42],"0700":[23,42],"070009":[],"070042":[],"07004211":[],"070043":[33,34],"070067":[],"070086":[],"070107":[],"070129":5,"070146":34,"070157":[],"07016":[9,45],"07017":[9,45],"070170":5,"07020234":[],"070213":34,"070220":[],"070228":[],"07023654656164897":30,"070275":[],"0703":[23,42],"070338":[],"07039":[9,45],"070400":5,"070406":[],"0704374681593734":[],"070441":[],"070457":34,"070461":[],"070569":[],"070571":5,"070582":34,"070597":[],"07062318":6,"070645":[],"070694":[],"0707":[23,42],"070705":[],"070737":34,"070769":[],"070795":[],"07080407e":34,"070811":[],"070845":[],"070865":[],"070889":[11,34],"070964":[],"070986":34,"0710":[23,42],"071008":[],"071062":[],"071080":[],"071138":[],"07115":[9,45],"071191":[],"0712":43,"071252":[],"071258":[],"0713":[0,23,33,42],"07130734":[],"071323":[],"07136324":[],"07139233":[],"071423":[],"07145103":11,"071452":[],"071456":[],"071498":[],"071554":[],"071564":[],"071579":[],"071587":[],"0716":[23,42],"07160048164232538":[6,36],"0716004816423254":[6,36],"071601":[],"071611":[],"071662":[],"071685":[],"071726":[],"071773":[],"07178264457746288":11,"071788":[],"071792":[],"071801":[],"071805":[],"071872":[],"071879":[],"07188255":[],"0719":[23,42],"071901":[],"071942":[],"071951":[],"071960":[],"072000":34,"072009":[],"072022":[],"07208896238192342":[],"072098":[],"072111":34,"072128":[],"072132":34,"072168":[],"072194":[],"07226292":[],"072285":[],"0723":[23,42],"072305":[],"072310":[],"072338":[],"072369":[],"072404":[],"072410":[],"072476":34,"072483":[],"072486":[],"072495":[],"07250301":[],"072527":5,"0726":[23,42],"072621":34,"072624":[],"072637":[],"072650":[],"072676":5,"072707":[],"072718":[],"072790":[],"072802":5,"072805":[],"072830":[],"07285":3,"07286416":[],"0729":[23,42],"072914":[],"07291818479810824":[],"072931":[],"072953":[],"072967":[],"072973":[],"072976":[],"072990":5,"073008":[],"073011":5,"073059":[],"073063":5,"073079":[],"073080":[],"073088":[],"073131":5,"073152":[],"073154":[],"073184":[],"073187":[],"0732":[23,42],"07321674":[],"073256":[],"07331468":[],"073354":[],"073362":[],"073376":[],"073378":5,"073387":[],"073406":[],"073421":[],"073422":[],"073431":5,"073444":[],"073445":[],"073458":5,"073465":[],"073471":[],"073476":[],"073494":[],"073498":[],"073504":5,"073541":[],"073582":5,"07358383":[],"073586":[],"073592":5,"073598":[11,34],"0736":[23,42],"073618":[],"073630":[],"073634":[],"073635":5,"073640":[],"073644":34,"073708":[],"073712":[],"073716":[],"073720":[],"073728":[],"073734":11,"073736":5,"073766":5,"073797":[],"073802":[],"073810":5,"073824":[],"073840":[],"073842":5,"073853":[],"073858":[],"073876":5,"0739":[23,42],"073929":5,"07393685":[],"073972":[],"073980":[],"073984":[],"073987":5,"074008":5,"074010":[],"074026":5,"07404236":[],"074067":[11,34],"074084":34,"074096":11,"07410236e":[],"074108":[],"074152":5,"074161":[],"07417526":[],"074181":5,"0742":[23,42],"07420079":[],"074201":[],"074210":34,"07421084":5,"074211":[],"074265":5,"074301":[],"074306":[],"074307":[],"074323":34,"074327":[],"074328":[],"074330":[],"074340":[],"074355":[],"07438088":[],"074403":5,"074419":[],"074439":[],"074455":[],"074457":[],"074477":[],"074509":[],"0745177":[],"074545":[],"074560":[],"07456491":5,"074577":[],"0746":[23,42],"074686":[],"074708":[],"07472152457534222":5,"074772":[],"074780":[],"074809":5,"074879":[],"0749":[23,42],"07490892":6,"074969":[],"074970":[],"075017":11,"075030":[],"075058":[],"075089":[],"075171":5,"0752":[23,42],"075249":[],"075294":[],"075331":[],"075342":[],"075352":[],"075421":[],"075454":5,"075471":11,"075513":[],"075521":[],"075523":[],"075582":[],"075587":[],"0756":[23,42],"075684":[],"075758":5,"075779":[],"075804":[],"07581582":[],"075816":34,"075867":[],"075889":34,"0759":[23,42],"075980":[],"075984":[],"075990":[],"076012":[],"076066":5,"076105":[],"076125":[],"076127":[],"076136":[],"076150":34,"07617146":[],"076249":[],"076266":[],"07627734":[],"0763":[23,42],"076331":[],"076337":[],"076349":11,"076354":[],"076355":5,"076413":[],"07641937":36,"0764924":6,"076504":[],"076527":[],"076560707521647":30,"07656071":30,"076586":5,"076587":[],"076592":[],"0766":[23,42],"076612":5,"07663067400487368":[],"076658":[],"076662":[],"076678":[],"076721":[],"07678":[9,45],"076814":5,"076820":[],"0768224464930487":30,"07682245":30,"076825":[],"076833":[],"076857":[],"076897":11,"07692307692307693":[9,45],"076938":[11,34],"076950":[],"076996":[],"0770":[23,42],"077017":5,"077042":[],"077068":[],"07706814":[],"077168":34,"077171":[],"077194":5,"077219":[],"077226":[],"0773":[23,42],"077304":5,"077313":[],"077330":[],"077403":[],"077429":[],"077455":[],"077460":34,"077517":[],"07752620206774397":5,"077542":[],"077549":[],"077571":[],"0776":[23,42],"077613":[],"077630":[],"077650":[],"077705":[],"077710":[],"077731":11,"077734":[],"077756":[],"07777777777777778":[1,40,41],"0778":43,"077833":[],"077847":[],"077931":[],"078":[],"0780":[23,42],"078029":[],"078041":[],"07804489":[],"078106":[],"078110":34,"078187":[],"07820":[9,45],"07824586e":[],"078258":[],"07828283":11,"078283":11,"078329":[],"078336":34,"078377":11,"0784":[23,42],"078412":[],"078423":[],"07842458":[],"078467":[],"078540":34,"078545":[],"078548":[],"078593":[],"078624":[],"07864":[9,45],"078656":[],"0787":[23,42],"078707":[],"07871":[9,45],"078732":[],"078845":[],"078868":[],"078974":34,"078986":34,"0791":[23,42],"079121":[],"079124":[],"079125":[],"079150":[],"079165":11,"079170":[],"079202":[],"079226":[],"079243":[],"079255":[],"07929472":[],"079330":5,"079353":5,"079381":[],"079391":5,"0794":[23,42],"07942491":[],"079432":[],"079434":[],"079437":[],"07944154":[25,33],"079455":[],"079581":[],"079597":5,"079606":[],"079611":5,"0796891867672603":[6,36],"079700":[],"079715":5,"079731":[],"079777":5,"0798":[23,42],"079820":[],"079836":5,"079849":[],"079854":5,"079878":[],"07988085572440823":[],"079882":[],"079892":5,"079914":11,"079946":34,"079948":[],"079958":5,"079964":5,"079969":[],"079971":[],"079975":[],"07it":[],"08":[3,4,6,9,23,30,34,38,39,42,43,45],"080045":11,"080069":5,"080086":5,"080089":[],"0801":[23,42],"080105":[],"08015655":30,"080157":5,"080163":[],"080181":[],"080193":[],"080233":[],"080248":[],"080256":[],"080284":[],"08030109":[],"080322":[],"080406":[],"080411":[],"08043851":5,"080473":[],"0805":[23,42],"080502":[],"080505":[],"080541":5,"080571":[],"080572":[],"080577":[],"080607":[],"080616":34,"08066381":[],"080690":[],"080702":[],"080750":[],"080755":[],"080764":34,"08076969085177746":[],"080773":[],"080832":[],"0809":[23,42],"080903":[],"080906":[],"080933":[],"080935":[],"080953":[],"080980":[],"081000":[],"081057":[],"081120":[],"081126":11,"081136":[],"081150":[],"081164":[],"0812":[23,42],"081246":[],"081276":34,"08131003":6,"081322":[],"081466":[],"0814985":[],"081538":[],"08156108":6,"081570":[],"081584":[],"08159374":[],"0816":[23,42],"081617":[],"081621":[],"081647":[],"08165104":34,"081655":34,"081677":[],"081679":[],"081680":[],"081718":[],"08174081":[],"081742":[],"081753":5,"081762":[],"081772":[],"081779":[],"081804":[],"081821":[],"081832":[],"08185019":[],"08185315":[],"081896":[],"081908":[],"08191117":33,"081916726599974":[],"081937":5,"081955":[],"081960":[],"081976":[],"0819836":[],"0820":[23,42],"082168":11,"082189":[],"082196":5,"082203":[],"082205":[],"08221578":[],"082225":[],"082231":5,"082234":11,"082246":[],"082248":[],"082255":[],"082260":11,"0823":[23,42],"082306":5,"08231145":[],"082329":5,"082347":[],"08238863600759742":[],"08245909":[],"082506":[],"08251519":6,"082517":[],"08255129":[],"08256285":[],"082577":[],"082590":[],"082621":[],"082632":[],"082653":34,"082657":[],"0827":[23,42],"08271388":[],"08272096":[],"082734":11,"082746":[],"082754":[],"082760":[],"082781":[],"082805":[],"08282867":[],"082829":[],"082875":33,"08293853":[],"08299273e":6,"083000":[],"083015":[],"083066":[],"083096":[],"0831":[23,42],"08318298e":[1,40,41,42],"083269":[],"083317":[],"08333333":[23,42],"08333333333333333":[1,9,40,41,45],"08336233266":[4,44],"083371":11,"083393":[],"08339896":[],"083414":11,"083416":[],"083423":11,"08346766":30,"0835":[23,42],"083511":[],"083527":[33,34],"08352721390288316":33,"083604":[],"083630":[],"083669":11,"08368077":33,"083726":[],"08376632":[6,34],"083766322923899":[6,34],"0837663229239043":[6,34],"0838":[23,42],"083848":5,"083853":[],"08389064":[],"08394792":[],"083988":[],"084042":[],"084051":11,"084075":[],"084076":34,"084110":5,"084141":[],"084164":5,"08417181":[],"084172":[],"0842":[23,42],"084207":[],"084212":5,"084247":[],"08426840630693412":[6,36],"08426840630693413":[6,36],"084278":[],"084340":[],"084365":11,"084471":5,"084489":[],"08449894":[],"084536":11,"08455":[9,45],"084550":11,"084594":[],"0846":[23,42],"084617":11,"084633":11,"084644":11,"0846527":25,"084672":5,"084678":[],"08474":[9,45],"084740":[],"084764":[],"084809":34,"08481871":[],"084843":[],"08484802e":34,"084878":[],"084946":[],"084968":[],"084995":[],"0850":[23,42],"085023":[],"08505008":[],"085121":11,"085172":5,"085223":11,"085235":[],"085251":[],"0853136633465326":[37,44],"085382":5,"085390":11,"085391":[],"0854":[23,42],"085425":5,"085427":[],"085454":[],"08551306":6,"08551338":[],"08551625":[],"085557":[],"085709":11,"08576932":6,"0858":[23,42],"085835":11,"085842":11,"085858":[],"085877":[],"085888":11,"085898":11,"085908":[],"08593216":6,"086054":11,"086090":[],"0861":[23,42],"086108":[],"08611111111111111":[1,40,41],"086172":11,"086337":[],"086394":[],"08641073":5,"086411":5,"086441":[],"0865":[23,42],"086518":[],"08652153831327969":[],"086540":11,"086636":[],"086773":11,"086774":[],"086830":11,"086843":[],"086864":[],"086868":[],"086891":11,"0869":[23,42],"08690":[9,45],"086900":[],"08692465":[],"086932":[],"08703034":[],"087062":11,"087063":[],"087159":11,"087175":[],"087180":11,"087184":11,"087211":5,"087212":11,"087247":[],"087250":[],"087254":[],"087271":[],"087280":5,"08728068":[],"0873":[23,42],"087311":[],"08737007811453563":[],"087393":[],"08758":[9,45],"087603":[],"087642":[],"087674":11,"0877":[23,42],"08770809":[],"087761":[],"08776426":33,"087802":11,"087845":[],"087887":33,"087899":[],"088007":11,"0881":[23,42],"088155":[],"08815506":[],"08817972":33,"0881981":5,"088202":11,"08823":27,"088240":[],"088314":11,"088339":11,"088416":[],"08844723450419088":[],"088456":11,"0885":[23,42],"088510":11,"088521":11,"088563":11,"088665":[],"088697":[],"08871404":5,"08874631":[],"08876865":13,"08881497884574564":34,"08888888888888889":[1,40,41],"0889":[23,42,43],"088900":5,"089008":[],"08902":[9,45],"0892144853354966":[37,44],"089227":11,"08928088":[],"0893":[23,42],"089365":[],"089414":[],"089513":5,"089523":11,"0895387":34,"089539":34,"089664":11,"089678":11,"0897":[23,42],"089710":[],"08973767":[],"089752":5,"089781":11,"089793":[],"08988514":[],"089893":11,"08990571":[],"08992459":33,"089925":11,"08996":[9,45],"089979":11,"09":[1,6,23,34,40,41,42,44],"0901":[23,42],"090123":[],"09030678":[],"090361":[],"090365":[],"0905":[23,42],"09076319":[],"090777":5,"090832":11,"090919":11,"090945":11,"0910":[23,42],"091021":11,"091023":5,"091072":11,"091090":11,"091293":11,"091372":11,"0914":[23,42],"09149148":[],"091571":11,"09166666666666666":[1,40,41],"091685":[],"0917":[9,43,45],"091714":11,"09172409":6,"09173024":[],"091796":[],"09179697e":[],"0918":[23,42],"091913":[],"092":[],"09215672":25,"0922":[23,42],"092206":5,"092254":11,"092412":11,"092450":11,"092452":[],"092487":5,"092493":11,"09251":[9,45],"092516":11,"092560":11,"092566":11,"0926":[23,42],"092852":11,"093":[],"0930":[23,42],"093080":[],"09308274":[],"09312344":25,"093218":[],"09327269724691106":[],"09336399":[],"093408":[],"0934955":33,"0935":[23,42],"093551":11,"093559":11,"093570":[],"093657":5,"093866":11,"0939":[23,42],"09391542":[],"093993":11,"093996":11,"094001":11,"094050":11,"09408163":[],"094082198961999e":6,"0940821989652176e":6,"094163":[],"094206":11,"0943":[23,42],"0944":43,"09444444444444444":[1,40,41],"0944958":33,"09455047":[],"0948":[23,42],"0952":[23,42],"09524714":[],"09527217":[],"095273":11,"0954":[],"095420":11,"095528":11,"095596":11,"0956":[23,42],"095624":11,"0958":43,"095821":[],"09599224":[],"09607524":25,"09609807":5,"0961":[23,42],"096434":11,"0965":[23,42],"09676156e":34,"0969":[23,42],"097049":11,"09712586e":[],"0972":43,"097238":11,"09726322":[],"097294":11,"0973":[23,42],"0974":[23,42],"09744":[9,45],"09760094":[],"0978":[23,42],"09780":[9,45],"09787053":[],"09791":[9,45],"09797549e":34,"097995":11,"0983":[23,42],"09832963":[],"09851217":[],"09858511":[],"09861229":[25,33],"0987":[23,42],"098879":11,"09903804":8,"09917246":[],"09919198949274803":[6,36],"0992":[23,42],"099209":[],"09920915":[],"099275":[],"0994119523801045":[],"09951287404314545":[1,40,41],"099552":11,"0996":[23,42],"099701":11,"09978307":30,"0998713":[],"0n":[0,33],"0s":[4,23,42,43,44],"0x1022cc0d0":[],"0x1045a7eb0":[],"0x105b84cd0":[],"0x107a08b50":[],"0x10febc640":[],"0x10febcf10":[],"0x1162c32b0":[],"0x1183f2640":[],"0x118c9b1c0":[],"0x118f6d610":[],"0x1194ee790":38,"0x11ada9670":[],"0x11cb23a60":21,"0x11cb23fd0":21,"0x11de12520":[],"0x11df37280":[],"0x11f5f6520":[],"0x11fdbfd60":[],"0x122d2e790":[],"0x12334c310":[],"0x1262b9a90":[],"0x126323b50":[],"0x1268ba940":[],"0x127a38670":[],"0x127e425e0":[],"0x128f6eee0":38,"0x12b1c2700":13,"0x12e9e6280":13,"0x13002a640":[],"0x1305bb1c0":[],"0x136af27c0":[],"0x13792dfa0":[],"0x13d4a1640":[],"0x13eaa7490":[],"0x13ef4e1c0":[],"0x156346610":[],"0x1635f5340":[],"0x168435640":44,"0x168f3fca0":[],"0x16c9a8880":[],"0x2800bca90":[],"0x280a35220":37,"1":[1,2,3,4,5,6,7,8,9,10,11,12,13,14,19,20,21,22,23,25,27,28,29,30,31,32,35,36,37,38,39,40,41,42,43,44,45],"10":[0,1,2,3,4,5,6,7,8,9,10,11,12,13,17,21,23,25,26,28,29,30,31,33,34,35,36,37,38,39,40,41,42,43,44,45],"100":[0,1,2,3,4,5,6,7,8,9,10,11,13,14,15,16,17,21,23,25,28,30,31,33,34,35,36,37,38,39,40,41,42,43,44,45],"1000":[0,1,2,4,5,8,11,13,14,21,23,24,30,33,34,37,38,39,40,41,42,44],"10000":[2,5,6,10,11,13,30,35,36,42,43,45],"100000":8,"10001":[10,45],"1001":[9,30,45],"1002":30,"1003":30,"10030":[9,45],"10035098":[],"100351":[],"1005":30,"1007":35,"1007216":21,"10077114273548984":[6,36],"10080981":21,"1009":[30,43],"10095106250934528":25,"101":[23,42,43],"101058":[],"1011":30,"10120164":33,"1013":30,"1013904243":30,"101409":11,"10141413e":6,"1015":30,"10154612":[],"10156593":[],"1016":43,"10160394":[],"10188623":[],"102":[2,3,23,34,42,43],"1020":45,"1023":30,"10230":[9,45],"1024":[3,43],"10247463629935179":[],"10251317e":[],"1026":30,"10268273":[],"1027":30,"103":[1,2,23,40,41,42],"1030":30,"10320791":33,"103273":11,"10340":[9,45],"10354083919795562":[],"1036131":[],"103654":[],"1036544":[],"1037":[30,43],"10378326e":[1,40,41,42],"1038":30,"10391807":6,"10398646080125036":[6,36],"10398646080125037":[6,36],"10399743":25,"10399758":[],"104":[23,42],"1040":30,"10401756":[],"10405456":11,"10430":[9,45],"1044":43,"10440776":[],"104411":[33,34],"10455569":33,"1047":30,"10477501":33,"10479359":[],"10490195":[],"105":[23,42],"10518426027535331":9,"10520":[9,45],"10555555555555556":[1,40,41],"1056":43,"10572":36,"10582403e":34,"10589577":5,"106":[23,42],"1060":43,"106095":[11,34],"10615323e":[],"10638925":[],"1063892533225306":[],"106431":33,"10656534":[],"10683216":[],"107":[23,42],"10706523":[],"10741066e":[],"10776220958055382":[],"1078":36,"10790125813226321":34,"108":[6,9,23,42,45],"10812381":[],"108124":[],"10814421":25,"10815559091341771":45,"10851799e":[],"10888134":33,"1089452":[],"109":[23,42],"10913":6,"10927588":[],"109276":[],"10931453":6,"10954867e":[],"109556":5,"10955639":5,"1095957":[],"10959669":[],"10960":[9,45],"10983954":[],"10e":[23,42,43],"10m":4,"10th":[9,45],"10x":[0,33],"11":[0,2,3,4,5,6,7,8,9,10,11,12,13,15,16,18,21,23,25,26,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45],"110":[23,42],"1100":30,"11007935789924998":[],"1101":30,"11022302e":[5,40],"11022363":[],"11027723":[],"11039573e":[],"11078018494378859":[],"111":[1,7,12,23,37,39,40,41,42],"11100":[9,45],"11110246":25,"11112589053037751":[],"11137061e":[],"11166818":30,"11197884":[],"112":[23,42],"11202337":36,"1123":43,"11232098":25,"112383":[11,34],"1124":[9,45],"113":[23,42],"11339075":[],"1134":43,"11352187":[],"11388888888888889":[1,40,41],"11390":[9,45],"114":[23,42],"11400145":[],"1141":43,"11427818":[],"11450263":[],"114550":36,"11462415":5,"1148":43,"11482289e":6,"1148557":[],"114856":[],"115":[23,42],"11507992e":[1,40,41,42],"11547777218876518":[6,36],"115822":6,"11587186":[],"11590":[9,45],"116":[23,42],"1160326":[],"11628185e":[],"11657689":[],"11660":[9,45],"11666666666666667":[1,40,41],"117":[8,23,42],"11704038":25,"117430":33,"11743722141098414":11,"11744554e":6,"117456":[],"11749517":[],"11780":[9,45],"118":[2,23,42],"11816312":33,"1182":36,"118318":[33,34],"11836068":13,"11837308":[],"11837671":[],"1184":[4,44],"11840":[9,45],"11890":[9,45],"11896755":[],"119":[2,23,42],"11911824":[],"119936":2,"11m":[4,43],"12":[0,1,2,3,4,5,6,8,9,11,12,13,21,23,25,30,32,33,34,36,38,39,41,42,43,44,45],"120":[2,3,23,42,43],"12011393e":[],"12023635e":[],"1203":[9,45],"1203284":8,"12044974":34,"120450":34,"12049203":[],"120508":[],"12050822":[],"1206":8,"121":[8,9,10,23,42,45],"12129289":[],"1213":[],"12155548":[],"1215pm":[31,33],"12182967":6,"122":[2,8,9,10,23,42,43,45],"12222222222222222":[1,40,41],"12224317":[],"122282":33,"123":[2,23,42],"12318726e":6,"12330033":34,"12333649":6,"123711":6,"12380":[9,45],"124":[0,23,33,42],"12400":[9,45],"12417157":[],"12422141":21,"12427537":[],"12428533":[],"124413":[],"12441319":[],"125":[23,42],"12506251":30,"12552073e":6,"12568438":[],"12575322":13,"12591227":34,"12594172":[],"126":[9,23,42,45],"12602928e":34,"1261":[9,45],"12618549":5,"12622478":[],"12625715":[],"12634093":[],"1265":[9,45],"12693357":[],"12695501":[],"127":[4,23,42],"1271":6,"12747234e":34,"12765651865754318":[],"1277":6,"12777777777777777":[1,40,41],"127812":33,"12786653":25,"12790":[9,45],"128":[3,4,13,23,38,39,42,43,44],"12814914":[],"1285896350792584":[],"12858964":[],"128664":6,"12867125":33,"12871842":34,"128x128":43,"129":[2,23,42],"12921833":[],"1297":[9,45],"1298":[9,45],"129963":36,"12998822":[],"12m":43,"12pm":[31,33],"13":[0,2,4,5,6,9,11,12,13,21,22,23,25,27,28,30,33,34,36,37,39,40,42,43,44,45],"130":[9,23,42,45],"13003291":6,"13055555555555556":[1,40,41],"130694":34,"13069442":34,"13076331":[],"131":[9,23,42,45],"13155259":[],"132":[6,9,23,42,45],"13220608e":6,"1326":[9,45],"13261905":[],"1326197715":33,"13280":[9,45],"133":[7,23,37,42],"13310008":[],"13314468":[],"13333333":[23,42],"1336":[],"13371503":25,"134":[23,42],"13404683":[],"13410999":[],"134110":[],"13422946e":[],"1343":43,"13444436":[],"1345":36,"13451895":13,"134565":[],"1346":36,"135":[9,23,42,45],"13535942":6,"13542726":[],"13580759":[],"136":[23,42],"13621148":25,"136236":[],"13646574":5,"13661243e":6,"13679863":6,"137":[23,42],"1371":6,"13740":[9,45],"137400784702911":34,"13749148e":[],"13756504":[],"13759245e":[],"137652":[11,34],"1377":[3,4,43,44],"1378":[3,4,43,44],"1379":[3,4,43,44],"138":[23,42],"1380":[3,4,43,44],"1381":[3,4,43,44],"1382":[3,4,43,44],"13821034":[],"13827006":[],"13829298":[],"1383":[3,4,43,44],"1384":[3,4,43,44],"1385":[3,4,43,44],"1386":[3,4,43,44],"13865173":5,"138775":[11,34],"1387933":[],"13880371":[],"1388888888888889":[1,40,41],"1388976715362099":[],"13890":[9,45],"13894606338836166":[],"139":[23,42],"1392559585048734e":6,"139255958997547e":6,"13925918083728273":[],"139431112903922":36,"1394311129039245":36,"1395084586525954":36,"1395235273363669":36,"13987729":[],"13m":43,"14":[0,2,4,5,6,8,9,10,11,12,13,21,23,25,30,32,33,34,39,40,41,42,44,45],"140":[2,9,23,42,45],"14021063":6,"14023656":[],"14036907":[],"141":[2,23,42],"14100":[9,45],"1412":[21,38,39],"14133772":11,"141338":11,"1416398":6,"14174745":6,"14179769":25,"1418":[9,45],"142":[9,23,42,45],"14250":[9,45],"14277718e":34,"143":[2,7,23,37,42,44],"1437":[1,40,41,42],"1438149":[],"14389839":[],"144":[23,42],"14400":[9,45],"1440501043841336":[1,40,41,42],"14421971":[],"14440":[9,45],"1446729567":[4,44],"14482255345953607":33,"144993":33,"145":[2,23,42],"14526269":[],"14538257":[],"14549142":[],"146":[2,23,42],"14600426":25,"14629156":36,"146591":[],"146704":[],"14670413":[],"14697721":[],"147":[23,42],"14710":[9,45],"14722222222222223":[1,40,41],"147400":[11,34],"147420":[11,34],"147896":6,"1479":[9,45],"148":[3,4,23,42,43,44],"148009":[],"14812206":6,"14839786":25,"14845":[],"14857":[],"14859":6,"14871402":[],"14896753":30,"149":[3,4,23,42,43,44],"149294":[],"149299":[],"14962649":[],"14978631":[],"14g":[6,36],"14m":[],"15":[0,2,3,4,6,7,8,9,12,13,15,16,17,18,21,23,30,33,36,37,38,39,40,42,43,44,45],"150":[3,4,8,9,23,42,43,44,45],"15005476":5,"150218":36,"15024162":[],"15043":6,"15047127":[],"15048894":[],"15055258":[],"150726":[],"150749":[],"15098090e":6,"150989":[],"151":[3,4,23,42,43,44],"15119514":[],"1511986":11,"151199":11,"15130074e":6,"1513237":[],"15148810e":34,"151515":[],"151517":[],"15183857":[],"152":[3,4,9,23,42,43,44,45],"15200":[9,45],"1520039":[],"152701":[],"1527777777777778":[1,40,41],"153":[23,42],"15301931e":[],"153036":[33,34],"15313054":36,"1532465":[],"15352815e":[],"15383855":[],"15384615384615385":[9,45],"154":[23,42],"15443469e":[37,44],"15457792":[],"155":[9,23,42,45],"15553403":[],"155664":6,"15593134e":[],"156":[23,42],"1560":43,"15628391e":34,"1563":43,"15649598":[],"15673992":[],"15693449e":[],"156956":5,"15697121e":[],"157":[23,42],"15724663":[],"1575":[9,45],"15768662":13,"158":[9,23,42,45],"15827078":[],"15863713":[],"1587":[9,45],"159":[23,42],"1590":[9,45],"15913825":[],"15957051":[],"15962297":[],"15975618":[],"15990":[9,45],"15990395":[],"15g":[6,36],"15m":43,"15pm":33,"16":[1,2,3,4,5,6,8,9,10,21,23,30,33,34,35,36,39,40,41,42,43,44,45],"160":[23,42],"1600552":[],"1603":3,"16043757":[],"1608179281668718":[],"16081793":[],"16087734":[],"16089488":[],"160913":43,"161":[23,42],"16111111111111112":[1,40,41],"161573669199933":[],"16168603e":[],"16168848":[],"162":[23,42],"16211139":5,"16220":[9,45],"162246":5,"16231451":[4,44],"1625":[9,45],"1628":[9,45],"162999":33,"163":[23,42],"16304863":34,"163049":34,"1630775253":[1,40,41],"16309331":[],"16336815":[],"16342407":5,"16343471":6,"16356503":36,"16384":[3,43],"16385836":[],"16389131":[],"164":[23,42],"16456084":[],"164812":[],"16481217":[],"16487517":33,"16492688":[],"165":[23,42],"16500":[9,45],"16521791":[],"16539406e":[],"16570701":[],"166":[9,23,42,45],"16650509":[],"16666667":[23,42],"167":[23,42],"16761991":[],"16762223e":[],"167787":5,"168":[9,23,42,45],"16805821e":6,"169":[23,42],"16921883":[],"169219":[],"16933554":[],"16it":6,"17":[1,2,4,5,6,8,9,18,21,23,25,30,34,36,39,40,41,42,43,44,45],"170":[23,42],"17006020e":[],"17022089147584388":[],"17078905":[],"17086577":[],"1709":[9,45],"171":[23,42],"17121077":[],"17136288":[],"17138811":[],"17144765665252978":[],"171525":34,"1715252":34,"17174962e":[1,40,41,42],"172":[23,42],"17222222222222222":[1,40,41],"17257288":[],"1726":[9,45],"17275391":[],"173":[21,23,42],"17300":[9,45],"17305512":[],"1731":[9,45],"17362603":[],"174":[23,42],"17432695":[],"174327":[],"17440757e":[],"17446471":6,"17451":[],"17456211":33,"17469167":[],"174692":[],"175":[23,42],"1752":[9,45],"175300":[33,34],"17540272":[],"176":[23,42],"17603044":[],"17604689":25,"17615838052499":[],"17641709":6,"17644873":25,"17647619":6,"17648722":[],"177":[23,42],"17733642":[],"17736035":[],"17758251":[],"17777777777777778":[1,40,41],"178":[23,42],"17801022":5,"17829104":[],"17841553":[],"17861098":6,"179":[23,42],"1790289":[],"17917768":5,"17927079":30,"17934657e":[],"179404":[],"17949575":5,"17953942":11,"1797":[1,3,40,41,42,43],"17m":[],"18":[2,4,6,7,8,9,10,13,19,21,23,30,33,36,37,38,39,42,43,44,45],"180":[23,42,43],"18029127":5,"1803":27,"18044829":33,"1804736801658276":[],"18065292":[],"18065689e":34,"1807":[4,44],"1809":[9,45],"181":[9,23,42,45],"1812":[9,45],"18128852":[],"18188532":30,"182":[23,42],"1821":[9,45],"18243276e":[],"18276764":33,"183":[23,42],"18303628e":34,"18314387":[],"18321314e":34,"18333333333333332":[1,40,41],"1836":36,"18375572":30,"18383522":34,"184":[9,23,42,45],"18409473e":[],"18410452":33,"18433544":[],"184519":[33,34],"18474816e":[],"1848":43,"18488944":[],"18489312":[],"1849":[3,4,43,44],"18496":43,"185":[23,42],"1850":[3,4,43,44],"1851":[3,4,43,44],"18518557":[],"1852":[3,4,43,44],"18525109":[],"1853":[3,4,43,44],"1854":[3,4,43,44],"1855":[3,4,43,44],"1856":[3,4,43,44],"1857":[3,4,43,44],"185713":[],"18571316":[],"1858":[3,4,43,44],"1859":[3,4,43,44],"1859082":25,"186":[23,42],"1860":[9,45],"18604968":[],"18611111111111112":[1,40,41],"18613217e":6,"1862":43,"18624242":[],"18660":[9,45],"18670072e":34,"18673098":11,"187":[23,42],"1871257":[],"18726877":[],"1875353":[],"18753987":11,"187540":11,"18761375":[],"18780801":33,"188":[23,42],"18807824e":[],"18824315":[],"18829946":[],"18856622":25,"1887":6,"189":[23,42],"189367":33,"189496":[33,34],"189621963782685":[],"189622":[33,34],"18993003":[],"19":[2,4,6,9,13,21,23,30,36,39,42,43,44,45],"190":[23,42],"19003":6,"19010909":[],"19029687":13,"19073291":[],"191":[23,42],"19123037":[],"19154013e":[],"19166136":[],"19166666666666668":[1,40,41],"191963":33,"192":[23,42],"19207979":5,"1921649":[],"19220":[9,45],"193":[23,42],"19314584":[],"19335893":[],"19343949":[],"1937079":[],"19393543":[],"194":[23,42],"1940":[0,34],"194042826649355e":6,"1940428268204826e":6,"19407473":[],"19426595":[],"1943":[12,39,40],"19431161":[],"194312":[],"19436962e":[],"1946":43,"19461919e":34,"19463967":[],"194861702085775":[],"195":[23,42],"1956":[9,45],"19569961":[6,34],"19590868":[],"196":[23,42],"19623863e":[],"19652884e":[],"19683648":[23,42],"197":[23,42],"1970":[25,33],"19717411":[],"19721923":[23,42],"1973":[9,45],"197370":[11,34],"19740":[9,45],"19743643":[],"19769458e":[],"1977":43,"19772911":[],"19783086":13,"1979":[6,36],"19790229":33,"198":[23,42],"19800":[9,45],"19824029":[23,42],"19825288e":[],"19870992":[],"19888258":[],"199":[23,42],"19910208":[],"19942021":25,"1997":44,"19983530":6,"1999":[27,28,36,42],"19it":[],"1_1":[12,39,40],"1_2":[12,39,40],"1_3":[12,39,40],"1cm":[0,8,10,30,33,45],"1d":[1,2,3,40,41,42,43],"1e":[1,2,4,13,14,21,23,38,39,40,41,42,43],"1e10":14,"1e4":6,"1f":[1,41,42],"1k":25,"1n":[0,33],"1s":[4,23,42,43],"1x":[0,33],"2":[1,2,3,4,5,6,7,8,9,10,11,12,13,14,19,21,22,23,24,25,26,28,29,30,32,35,36,37,38,39,40,41,42,44,45],"20":[0,1,2,4,6,7,8,9,13,21,23,30,31,33,34,35,36,37,39,40,41,42,43,44,45],"200":[0,2,3,4,8,9,10,23,42,43,44,45],"2000":[0,23,34,42,45],"20015436":6,"20017452":[],"20020918e":[],"2004":[13,37],"2006":32,"2008":33,"201":[23,42],"2010":[1,41,42],"20101684":[],"2011":[1,40,41,42],"2014":4,"20142361":[],"2015":[1,41,42],"2016":[0,33],"2017":42,"2018":[0,6,34,36],"2019":[8,9,45],"202":[23,42],"2021":[6,14,34,35,37,44],"2022":33,"2023":[3,4,15,16,17,18,19,20,21,22,23,27,33,35,36,37,38,39,40,41,42,43,44,45],"20240089":[],"20261698e":[],"2027":[9,43,45],"20272874":[],"20277777777777778":[1,40,41],"20289224":[],"203":[23,42],"20355156":36,"20371418":[],"204":[23,42],"20404676":[],"20484434":[],"204932":[],"20493234":[],"20494446":[],"205":[23,42],"20500":[9,45],"20513942":25,"205231":33,"20536556":25,"20554718e":[],"20594513":[],"206":[23,42],"2060":[9,45],"2069":[9,45],"20695722":[],"207":[23,42],"2070":43,"20726939":[],"207545":[11,34],"207888":33,"208":[23,42],"208190393562401":30,"20820528e":[],"20833333333333334":[1,40,41],"20867052175003364":[6,36],"209":[23,42],"20916295":34,"20956318":[],"20967833":[],"209789":33,"20980":[9,45],"21":[0,1,2,4,5,6,7,9,12,13,15,21,23,25,30,33,34,36,39,40,41,42,43,44,45],"210":[23,42],"210340":[11,34],"21049575":[],"210496":[],"21053692":[],"21055226":[],"21058097":5,"21059098":[],"211":[23,42],"21110005":36,"21130":[9,45],"21152452":[],"2116753732":[4,44],"21169159e":6,"212":[23,42],"21275991":[],"213":[23,42],"213103":[11,34],"213743":[11,34],"214":[23,42],"21401303e":[],"2141":43,"21460652":[],"214607":[],"21467941":[],"21489709":[],"21493779":[],"215":[23,42],"21522960e":34,"21530495e":34,"21546249":[],"21596432":6,"21597684":5,"215977":5,"216":[23,42],"2161908":25,"216290":[11,34],"216683":[11,34],"2167":43,"21682143":[],"217":[23,42],"21706540e":[],"21710121":[],"2171263":[],"218":[23,42],"2184":43,"21860973":[],"21879159":[],"219":[23,42],"21913628":[],"2193546":[],"21947455":[],"22":[0,1,2,4,5,6,9,12,13,19,21,22,23,25,30,33,34,36,37,38,39,40,41,42,43,44,45],"220":[23,42],"22001043":[],"22044605e":[5,34,40],"22092934e":[],"221":[8,23,42],"22103874e":[],"221180":[33,34],"22130126":[],"2216":[9,45],"22169909":[],"2218":[9,45],"221805":2,"221921":5,"22197349":25,"222":[23,42],"22209775e":[],"22227163e":34,"222400":[33,34],"22241171":[],"22291364":[],"22297358":[],"223":[23,42],"22328509":[],"22354860e":[],"22368396":[],"223884":[],"22388434":[],"224":[23,42],"22416937":[],"22467274":36,"225":[4,23,42],"22532324":[],"22574374":[],"2257879":33,"226":[23,42],"22616902":[],"22623101e":34,"226296567359957":[],"22663583":[],"22689573":[],"22690428":5,"227":[23,42],"22729927":[],"22752605":25,"228":[23,42],"228059":[],"22805937":[],"22830615":33,"2284246870217162":[6,36],"22847924":5,"22885848":[],"228942":[],"229":[23,42],"229241":[],"22935165":5,"229352":5,"22974406":[],"22979294e":[],"22996417":25,"23":[1,2,4,6,7,9,12,13,21,23,25,30,33,36,39,40,41,42,44,45],"230":[23,42],"23002365e":6,"23031634":[],"23044077":33,"23047985":[],"23076923076923078":[9,45],"23077531":33,"231":[23,42],"23110543":[],"2314999":21,"23167717":5,"23192074e":[],"232":[23,42],"232435":[33,34],"23257415":[],"23288045":30,"233":[23,42],"23305112":[],"23333333333333334":[1,40,41],"2338675":34,"233868":34,"23392132":[],"23396766e":34,"234":[6,23,42],"234370":11,"23437046":11,"235":[23,42],"23516186":[],"23528337":36,"2361161":[],"23636536":[],"2364":[9,45],"23643365":36,"237":[23,42],"23780865":[],"2379":6,"238":[23,36,42],"23849741":33,"239":[23,42],"2397":[9,45],"23971032":34,"23979359":[],"24":[0,1,2,3,4,6,9,13,19,21,23,25,30,33,36,39,40,41,42,44,45],"240":[23,42],"24005098e":[],"24053124e":34,"24085321":36,"241":[23,42],"24128917":[],"24140":[9,45],"24159785":34,"2416":[9,45],"24175744e":6,"2419":[9,45],"242":[23,42],"24251681":[],"24252405":[],"24280599":[],"242806":[],"243":[23,42],"2430":[9,45],"24339513":[],"24390":[9,45],"244":[23,42],"244119":[],"24411906":[],"24434901e":[],"24444444444444444":[1,40,41],"245":[23,42],"24569547":[],"246":[2,23,42],"24602503e":[],"2465439":[],"24679418":[],"247":[23,42],"24785221":[],"24797183e":34,"248":[23,42],"24828523":[],"24829908":5,"24849282":[],"248493":[],"249":[23,42],"24906604e":6,"24960675":[],"24968001e":[],"25":[2,3,4,5,6,7,8,9,11,13,15,20,21,23,26,33,34,36,37,39,40,41,42,43,44,45],"250":[2,4,7,9,23,37,42,44,45],"25000":[0,34],"25002882":11,"250029":11,"25050227":[],"250636":33,"25077762":[],"25084316":[],"25091007":[],"251":[23,42],"25139357":[],"251879":[33,34],"252":[23,42],"2522939":33,"252436":[33,34],"25254477e":34,"25285802":13,"253":[23,42],"254":[23,42],"2544422":25,"2545724":[],"255":[3,23,42,43],"255001":[33,34],"25561567":[],"256":[2,4,23,42],"25617654e":6,"25617658e":6,"25650679":[],"25663096":[],"257":[23,42],"257004":[],"25700419":[],"25713219e":34,"2572":[9,45],"2575":[9,45],"25794223e":34,"258":[23,42],"25844504":[],"25872167e":[],"25898624":[],"259":[23,42],"259153":[11,34],"2591811":[],"25920793":[40,41],"25923926":21,"2597":[9,45],"259901":[],"25it":[],"25m":[],"26":[2,4,6,9,13,21,23,36,39,44,45],"260":[23,42],"26037366":[],"26063304":[],"260840":[],"26084008":[],"261":[23,42],"26113838e":[],"261498":[],"26149831":[],"2619":34,"262":[23,42],"262638":[],"26263837":[],"26291451":[],"26292364":36,"26297455":34,"263":[23,42],"26301436":5,"26318493":[],"26331821e":[],"26370919":[],"26372759":[],"264":[4,23,42,44],"26409315307910025":6,"2640931530791004":6,"2641":43,"264377":[],"26437713":[],"264421":33,"265":[23,42],"2650":[9,45],"265109911":[4,44],"26513904":[],"26514544":[],"26518597":[],"2654":[9,45],"266":[23,42],"26660718e":[],"26666667":13,"267":[23,42],"26710969":5,"26776828":[],"26780278":5,"268":[9,23,42,45],"26803966":[],"26805987":25,"269217029290255":[],"26931499":[],"26961519":25,"2697447":[],"26995402":34,"26it":[],"27":[0,1,2,4,6,13,21,23,34,36,39,40,41,42,44],"270":[23,42],"27068495e":[],"2707158":[],"27092910":6,"27096183":[],"27099835":21,"271":[23,42],"2714":43,"27152452":[],"2717818":[],"272":[23,42],"27204759":33,"27230624e":[],"273":[23,42],"27305669":[],"273094":[],"27309401":[],"27335131":21,"2736":43,"27424746e":[],"27438488":[],"27463692":25,"27485633":33,"275":[23,42],"2750":[9,45],"27547557":[],"276":[23,42],"276263":[11,34],"27637358":[],"27650338":[],"27693602e":40,"277":[23,42],"27700":[9,45],"27717261":[],"27743488e":[],"2774877574815404":[],"27760":[9,45],"27793476":[],"277935":[],"278":[23,42],"27826845e":[],"27832584e":[],"27859357":[],"27880068":11,"279":[23,42],"27919014":[],"27924636":5,"27971414":[],"27987128":[],"27n_":30,"28":[1,2,3,4,6,9,13,16,21,23,25,34,36,38,39,40,41,42,43,44,45],"280":[23,42],"28008933":[],"280179":33,"280573":5,"280647":[11,34],"28081221e":[],"28096517":[],"281":[23,42],"28134042":34,"281930":33,"28194659":[],"282":[23,42],"28205578e":34,"28206156":[],"28210895":[],"282259":33,"282727":[11,34],"28291282":[],"28294305":[],"283":[23,42],"2830637392":[4,44],"283078":[],"28336218e":6,"2837521e":[],"28390":[9,45],"28391978":34,"284":[23,42],"28418209":[],"28443039":36,"284499":25,"28475098":8,"28490569":[],"285":[23,42],"28535441":[],"28566769":[40,41],"2856881":25,"28570701":25,"28585116":[],"28595266e":[],"286":[23,42],"28607817":[],"2861":30,"28621796e":[],"28622606":[],"28624958":[],"28638913":[],"28641189":[],"28662669":[],"287":[23,42],"2871":[9,45],"2873":[9,45],"28795864":39,"288":[23,42],"28818554":[],"288186":[],"2882":30,"28837459":[],"28858038":[],"2886":30,"289":[23,42],"2890":[0,33],"28908491":[],"28909679e":34,"2892":30,"28962017":[],"28it":6,"28x28":43,"29":[4,6,7,9,20,21,23,36,37,42,44,45],"29009852":33,"2901":43,"29022057":[],"29025302":[],"29030069":21,"29097377":[],"291":[23,42],"29135778":[],"291358":[],"2915":30,"29153991":[],"29167186":5,"29174301":[],"29199381":[],"292":[23,42],"292202":5,"29220202":5,"29228133":[],"2927":43,"29275129":[],"29282684":[],"293":[23,42],"2931":33,"293245":3,"29350903":[],"29374695":[],"29384004e":[],"294":[23,42],"29401213":[],"2941718e":[],"29426584":[],"29454955e":[],"29496954e":[],"295":[23,42],"2953":[3,4,43,44],"2954":[3,4,43,44],"2955":[3,4,43,44],"2956":[3,4,43,44],"2957":[3,4,43,44],"29588674":[],"29592687":[],"296":[23,42],"29633889":[],"296414":33,"29679459":[],"2968":33,"2970942":33,"29726695":[],"29731502":[],"29732036":[],"29734306":[],"29765192":21,"298":[23,42],"2980":33,"29822833":6,"29866668":[],"298667":[],"29894362":[],"299":[23,42],"2990":33,"29933720e":[],"2996":43,"299748":[33,34],"29it":[],"2_":[12,39,40],"2_1":[12,39,40],"2_2":[12,39,40],"2_3":[12,39,40],"2_i":[12,39,40],"2_m":[6,30,36],"2_t":[13,38,39],"2_x":30,"2b":30,"2c8f433990d1":[38,39],"2cm":8,"2d":[1,3,11,12,24,33,39,40,41,42,43],"2e":[6,36],"2f":[0,7,9,10,11,12,33,34,37,39,40,44,45],"2g":[2,42],"2g_i":[2,42],"2k":[3,43],"2m":[6,36],"2n":[0,2,3,33,34,42,43],"2nd":[9,45],"2p":[30,43],"2pm":[31,33],"2pt":4,"2s":43,"2u":28,"2x":[0,3,8,13,33,38,39,43],"2x_ix_jy_iy_j":8,"2x_j":8,"2y_i":10,"2y_j":8,"3":[1,2,3,4,5,6,7,8,9,10,11,12,13,14,17,18,21,23,24,25,26,27,29,30,31,35,36,37,38,39,40,41,42,43,44,45],"30":[0,1,4,6,7,9,10,13,21,23,31,33,34,36,37,38,39,41,42,43,44,45],"300":[21,23,39,40,42],"3000":[23,42],"30000":[0,33],"30010":[9,45],"30012384":[],"30085673":[],"301":[23,42],"30119421":8,"30125775":[],"30129931":[],"30150056":[],"30170017":[40,41],"30177145":[],"302":[23,36,42],"3020":43,"30237154":21,"3024":43,"30258509":[25,33],"3029":43,"303":[6,23,42],"3030":43,"303107":33,"30311767":[],"3032":43,"30326262":[],"30335380e":[],"30339081517583943":[],"30361418":[],"30442964":34,"30447937":[],"30466214e":6,"3047648":30,"30478013":[],"30485583":21,"30494363":[],"305":[0,23,33,42],"30506642":33,"30567713":[],"30571694e":[],"306":[0,23,33,42],"30630294":[],"3064":43,"3065":43,"30677003":[],"306770031113352":[],"30685269":11,"306853":11,"3068687590657415":5,"30690504":[],"307":[0,33],"3072":[3,43],"3073":36,"30739146":13,"307631":[],"30763135":[],"3076923076923077":[9,45],"3077":43,"30774404":[],"30787294":6,"308":[0,23,33,42],"3082":43,"309":[0,23,33,42],"30914432":[],"30928349":30,"30940":[9,45],"30971881":[],"30990916":[],"31":[4,6,12,23,25,30,39,40,42,44],"310":[0,23,33,42],"31022577":[],"310277":[],"31027702":[],"310579":34,"3105791":34,"31082439":[],"311":[0,33],"31113868e":[],"312":[23,35,42],"31212802":[],"3123314713548606":[6,36],"31244861":[],"312449":[],"31248389":[],"3126":43,"31276579e":6,"31290061e":[],"31290684":[],"313":[23,35,42,43],"31318084":5,"313183599076104":[],"31395784e":34,"3139661":[],"31415359e":[],"314471861842257":11,"31457796":5,"315":[6,23,35,42],"31532451":25,"3155":[0,5,6,35,36,37],"31579721":[],"31588043":[],"31588332":[],"316":[23,35,42],"31633433":21,"31650694":6,"317":[23,42],"31705377":[],"31714002":[],"31718909":11,"31728952e":34,"317367":11,"3175938":[],"317594":[],"318":[23,42],"31803769":[],"31814386":[],"3189":36,"31895514":[],"31896852":8,"319":[23,42],"31921368":25,"31927572":[],"31949465":[],"31995103":[],"32":[3,4,6,12,13,23,25,30,36,38,39,40,42,43,44],"320":43,"3200":[1,40,41,42],"32023229":[],"32032017":[],"32041353":[],"321":[23,42],"32108713e":34,"32133765":[],"32141575":[],"32149601703519115":[6,36],"3214960170351912":[6,36],"3215":[9,45],"32185967":[],"322":[23,42],"32221699":[],"32234998":21,"32244056":[],"32257967":30,"3225819":25,"32265589":[],"3228044":[],"32341247e":[],"32372846":[],"32382849":[],"324":[2,23,42],"32441343e":[],"3245":2,"32450054":34,"325":[23,42],"3250":[1,6,40,41,42],"32507975":[],"32577534":[],"32584888":[],"326":[23,42],"32615859":[],"326238":[33,34],"32632463":[],"326325":[],"327":[23,42],"32708194":[],"327291":[],"32729105":[],"3273472571412799":[],"328":[23,42],"3283771":[],"328458":11,"32845846":11,"32858131":30,"329":[23,42],"32941592e":[],"329492":33,"33":[2,4,9,12,23,25,31,36,39,40,42,43,44,45],"330":[23,42],"33015882":13,"33020191":[],"3303366":[],"33066907e":[5,34],"33078483":[],"33079132":[],"33104875":[],"33108943":21,"33113018":[],"33159476":[],"33166055e":5,"331939":[33,34],"33197004e":34,"332":[23,42],"33213799":33,"33285444":[],"33285905":[],"3329671101137754":[],"333":[7,23,37,42],"33333333":13,"33408606":[],"33444711e":34,"33457718e":[],"33486875":[],"335":[23,42],"33525471e":[],"33534416":[],"33537181":[],"335849":[],"336":[23,42],"33600213":[],"3364":43,"33656494":25,"33708747":25,"33746734":[],"33746734412664":[],"33751667":30,"338":[23,42],"33800793":[],"33857909e":[],"33860497":[],"339":[23,42],"33903511":[],"33918941":0,"33995567":[],"339961":[],"3399612":[],"33it":[],"34":[2,4,9,23,25,36,42,44,45],"340":[23,42],"340071371496255":34,"34011629":[],"3403":[9,45],"340583":33,"340782":[11,34],"341":[23,42],"34100913":[],"34114547":5,"34133193":[],"34149655":[],"341497":[],"34154132":[],"34158540e":[],"34193915":[],"342680":[33,34],"3426926":25,"34294831e":21,"343":[23,42],"34347894e":34,"3436":[0,33],"34362409":25,"3437":[0,33],"34373214":33,"3439564710454786":[],"344":[23,42],"34412923":34,"34440086":[],"34447052":[],"34459931":39,"34460089":25,"345":[23,42],"34517495":[],"34569596":5,"346":[23,42],"34642944":25,"34685874":[],"346941":[],"34694145":[],"347":[23,42],"34718587":[],"347186":[],"3472":43,"34728094e":34,"348":[23,42],"348676117830458":[],"349":[23,42],"3493":43,"34977681":21,"34998197":[],"35":[0,2,4,6,9,17,23,26,31,33,36,42,44,45],"350":[23,42],"35058127":[],"35084272":[],"351":[23,42],"3512747":[],"351275":[],"35140":[9,45],"35146218":[],"35149796":5,"351498":5,"351636":[11,34],"35182854":5,"352":[23,42],"35248847":[],"35255737e":[],"353":[23,42],"3532":43,"35322418":25,"3536":43,"354":[23,42],"35401107":39,"35408251":[],"354083":[],"35412147":36,"35417405e":34,"35434042e":[],"3544313922":6,"35470445e":[5,34],"3549":[],"355":[23,42],"35533773":6,"35539164e":[],"35564856":[],"356":[23,42],"356399":[33,34],"3568919":[],"357":[23,42],"357508":[33,34],"35771826":6,"35795044":33,"35796655":30,"358":[23,42],"3581341341":[4,44],"35825829e":[],"35846425":36,"359":[5,23,35,42],"3591093":25,"3592571":[],"3597516959642966":[],"3597517":[],"35it":[],"36":[0,2,4,5,6,23,26,30,36,42,44],"360":[1,40,41,42],"3604":43,"36051635":[],"36097055e":[],"36099915":33,"361":[23,42],"36128659e":[],"3613":[9,45],"361556":[33,34],"3616476":[],"3619":43,"362":[23,42],"3621311":5,"363":[23,42],"3632959111950474e":6,"363295916323784e":6,"364":[23,42],"36403046":[],"36420967":[40,41],"36434588":[],"3646":43,"36550376":[],"3655222":5,"366":[23,42],"36674564":25,"36681298":[],"367":2,"3676":[],"36789460e":[],"3679":[],"36795972e":[],"368":[23,42],"36802977":[],"36825174":30,"3689":[],"369":[23,42],"369139":[11,34],"36928":43,"36970119e":34,"36it":[],"37":[0,4,6,9,19,23,26,33,37,42,44,45],"370":[23,42],"3701":[],"37021881":[],"3703":[],"3703468543933255":[],"3705":44,"3706":[],"370782966":[4,44],"37092452":[],"371":[23,42],"37112277":[],"3713":[],"3714":44,"3716":[],"3717":44,"37187359":25,"372":[23,42],"37236385":[],"372364":[],"37239927e":34,"3724":[],"3725":[],"37266855":[],"3727":44,"3729492":[],"373":[23,42],"3730":[],"3732":44,"3733":44,"37335014":[],"3734":[],"3735":44,"3736":44,"37369014":21,"3737":[],"37376184":[],"37388140e":[],"37391132":25,"37396662":6,"374":[23,42],"3740":44,"3741":[],"3743":[],"3744":[],"3745":44,"37477725":[],"374777250972322":[],"3748":44,"3749":44,"375":[23,42],"3750":[],"3752":[],"3753":[],"37540613":[],"3756":[],"375694":33,"3758":[],"3759":44,"376":[23,42],"3760":44,"3764":44,"3765":[4,44],"376547":33,"3766":[],"37667238":[],"3767":44,"3768":[],"3769":[],"377":[23,42],"3770":[4,44],"3773":44,"377372":34,"37737221":34,"37749489":[],"3775":4,"3776":[],"3777":4,"3777801602":6,"3778":[],"3779":4,"378":[23,42],"3780":44,"3781":[],"3782":[],"3784":[],"3785":[],"37853034e":[],"3786":[],"3787":[],"37871763":33,"3788":4,"3789":44,"37895549":[],"3790":[],"37900111":6,"3791":44,"37917253":[],"3792":4,"37938584":30,"3794":44,"3795":[],"3797":[4,44],"3798":[],"3799":[],"38":[4,9,23,26,30,42,44,45],"380":[9,23,42,45],"3800":[],"3801":[],"3802":44,"38020451":[],"380205":[],"3803":44,"38035637":30,"3804":[],"38046294":[],"3806":[],"3808":4,"38088413":[],"3809":[],"3810":[],"3811":[],"3812":4,"3813":[],"38135654":[],"38135733e":6,"3814":4,"3815":[],"3816":[],"38160211":33,"38165546":[],"3817475779":[6,36],"3818":44,"3819":[],"382":[23,42],"3820":44,"38201155":[],"3821":44,"382187":33,"3822":44,"3823":[4,44],"3824":4,"3825":[],"38259375":[],"3826":[],"3827":4,"3828":[],"3829":[],"383":[23,42],"3830":[],"38319502e":[],"3832":[],"3834":[],"3835":[],"3836":[],"3837":[],"3838":[],"38380352":[],"3838917029":38,"3839":4,"384":[23,42],"3840":[],"3841":[],"3842":44,"3842967":[],"3843":[],"3844":44,"3846":[],"38461538461538464":[9,45],"38461539":38,"38465596":[],"3847":[],"38478181":5,"384782":5,"3848":44,"38488879":25,"3849":[],"38493367":[],"385":[23,42],"3850":[],"38511237e":[],"38511413":[],"3853":4,"38533185":6,"3854":[],"3855":44,"3856":4,"3857":44,"3858":[],"3859":[],"386":[9,23,42,45],"3860":44,"3861":44,"3862":[],"38629436":[25,33],"3864":[],"3865":4,"3866":[],"3868":[],"38688646e":34,"3869":[],"387":[23,35,42],"3870":[],"3871":[],"3872":[],"3873":4,"3875":[],"3876":4,"38764522e":[],"3877":44,"3878":[],"38782352":[],"38787447":[],"3879":4,"3881":43,"3882":[],"3883":[],"38831624":[],"3884":[],"388451":43,"3885":[],"3886":36,"3887":4,"3888":[],"3889":[],"389":[23,42],"38916861e":6,"3893":[],"3894":44,"3895":4,"3896":[],"38962192e":6,"3897":4,"3898":[],"3899":[],"39":[0,4,9,22,23,27,31,33,39,40,42,44,45],"390":[23,42],"3900":4,"3901":[],"3902":4,"3903":4,"3906":[],"3907":[],"3907408":[],"39078751e":[],"391":[23,42],"3910":[],"3911":[],"3913":4,"3914":[],"39148625":25,"3915":[],"3918":[],"3919":[],"39197698":34,"391977":34,"392":[23,42],"3920":[],"39200159":[],"3921":4,"39214397":34,"392144":34,"3922":44,"39229856":[],"3923":[],"3924":[],"392564":11,"39256409":11,"3928":[],"39287528":[],"3929":4,"393":[23,42],"39300201":[],"393030":[],"3930301":[],"39308683e":[],"3931":[],"39313789e":34,"3932":[],"3933":[],"3935":[],"3936":4,"3937":44,"3938":[],"3939":4,"394":[23,42],"3940":4,"3944":[],"39457095":[],"3946":[],"3948":[],"39483726":[],"395":[23,42],"3951":4,"3953":4,"3954":[],"39541528":[],"3957":4,"39572825":[],"39579407":5,"396":[23,42],"3960":44,"39612983":[],"3962":[],"3964":[],"39644178":[],"3966":[],"3967":[],"397":[23,42],"3970":[],"39706038":5,"3972":[],"3973":4,"39730396":26,"3975":4,"3976":4,"397700":[11,34],"3978":[],"39789527":[25,33],"3979":[],"398":[23,42],"3980":[],"3980313467":6,"3981":[],"39837199":25,"39856058e":[],"3987":[],"39890447":[],"39895173e":[],"399":[23,42],"3990":[],"39917327":21,"3992":[],"39931051e":34,"3994":4,"3996":[],"39965905e":[],"3998":44,"399836":[33,34],"3999":[],"3d":[2,3,4,6,13,26,36,38,42,44],"3f":[1,3,9,41,42,43,45],"3n":25,"3s":[4,43,44],"3x":[2,8,42],"3x_i":[2,42],"3y":8,"3yk470mj5p931p9dtkk0y6jw0000gn":[1,6,13,26,33,36,38,40,41],"4":[1,2,3,4,5,6,7,8,9,10,11,12,13,14,17,21,23,25,26,27,28,30,33,35,36,37,38,39,40,41,42,43,44,45],"40":[1,4,6,9,22,23,26,27,31,33,36,40,41,42,43,44,45],"400":[4,23,42],"4000":[9,23,33,42,45],"40009482":[],"4001":[],"40043644":25,"40075395":[],"4008":[],"4009":[],"401":[23,42],"4010":[],"4011":[],"40111899":[],"401119":[],"4013":[],"4014":[],"40182469":[],"401842":[11,34],"402":[23,42],"40216748":[],"4024":[],"4025":4,"4027":[],"4032":[],"4033":[],"40362053":[],"4037":[],"40389562":[],"404":[23,34,42],"404130":[],"40413036":[],"4043":[],"4048":[],"4050":[32,33],"40500157":[],"4051":[],"40512793":[],"40513177e":34,"4054":[],"4055":4,"4056":4,"405890":[11,34],"406":[23,42],"40620066":34,"406201":34,"40629059":[],"4063":[],"40644745":[],"4066":[],"40660618e":[],"40666305":[],"4068":[],"4078":[],"408":[23,42],"4082":6,"40837954":30,"4085":43,"4086":[],"4087":[9,45],"4087793":5,"4088":[],"40892146":[],"40927184e":6,"4095":4,"4096":44,"4099":[],"40contain":27,"40it":[],"41":[2,4,9,22,23,25,27,42,44,45],"410":[23,42],"4100":[],"41021561":[],"4106":[],"4107":[9,45],"41097603":[],"411":[23,42],"411730":[],"41173033":[],"412":[23,42],"41219619":[],"41226929e":34,"41246325":[],"4128":[],"41291861":[],"413":[23,42],"4130":[],"4137":[],"41371745":[],"414":[23,42],"4141":43,"41433969":5,"4146":[],"41471556e":[],"4148":[],"415":[23,42],"4150":28,"415066":[],"41506637":[],"41511965e":[1,40,41,42],"415201":33,"4155":[2,15,42],"41594943":[],"416":[23,42],"4162":[],"4162706317":6,"41644629e":34,"4166666666666667":[9,45],"41671085":25,"417":[23,42],"41708096e":34,"41716708":[],"4177":[],"41771755":[],"41772265":33,"41790059":[],"418":[23,42],"4181":[],"418506":[11,34],"4187996":[],"41882037e":6,"41891092":[],"41894238":[],"419":[23,42],"4192":4,"41928689":[],"4199":[],"42":[1,2,3,4,8,9,10,23,25,40,42,43,44,45],"420":[23,42],"4203":[],"420442688206847":[],"4208":[],"421120085426022":[],"42138688e":[],"42143986":[],"42172457":[],"42198678":[],"421987":[],"422":[23,42],"4220":43,"4221":[],"4222":[],"42239354":[],"422658":[],"42265837":[],"423":[23,42],"4230769230769231":[9,45],"42323635":33,"4234":[],"4236":[],"424":[23,42],"4241":43,"42441033":5,"42450":[9,45],"42457498":[],"424575":[],"42484290e":34,"42484459":[],"424863":[],"42486342":[],"42487977":33,"425":[23,42],"4253":[],"42535003":[],"425564":[],"42556446":[],"4256":43,"42578415":[],"4258049":[],"42584543":[],"426":[6,7,23,37,42,44],"42633236e":[],"42642980e":[],"4266":[],"427":[23,42],"4277":[],"42777999":25,"428":[23,42],"42800148":[],"4281152":25,"4287":[],"428741":[],"42874148":[],"429":[23,36,42],"429345":[],"42934502":[],"42967903e":[],"42it":6,"43":[0,1,2,4,7,9,25,28,37,40,41,43,44,45],"430":[23,42],"43043913":[],"43054282":5,"4310":33,"4314":43,"4316":[],"432":[23,42],"43226747e":34,"433":36,"43330971e":6,"4336":[],"4338":43,"434":[23,42],"43425860e":[],"43466245":[],"4349":4,"43490863":[],"43496417":[],"435163":[33,34],"4353":[],"43559429":33,"43579948e":6,"436":[23,42],"43608740e":[],"43639284e":34,"436462435":[4,44],"43647835":[],"436501":11,"43650129":11,"437":[23,42],"43713337":[],"4375":43,"43766686":11,"438":[23,42],"43801947":[],"438060758":6,"43809274e":[],"438136":[33,34],"439":[23,42],"43902948":[],"439230":6,"4394":43,"43941514":[],"43951204":[],"43989497":25,"43it":[],"44":[0,1,2,4,25,40,41,44],"440":[23,42],"44020145e":[],"44079937":25,"44089210e":[5,34],"441":[23,42],"44116407":[],"441182":[],"44118245":[],"441264":33,"442":[23,42],"44210664":[],"4426":[],"442600":[11,34],"44298022":25,"443":[23,42],"443217":[33,34],"44347438":[],"444":[9,23,42,45],"44402322":[],"44407741e":[],"44418822":[],"44437409":33,"44440345":[],"44507049":[],"44520102":[],"44595818":[],"446":[23,42],"446033":36,"44624525e":34,"44632008":[],"446453":33,"44657526e":34,"4466":43,"4472":43,"44729805":[],"44732200e":[],"447659635275407":[],"44765964":[],"44781662":[],"447817":[],"447m":4,"448":[23,42],"44842116":[],"44886896":33,"448m":4,"449":[23,42],"449001126081919":[],"44900113":[],"44921888":[],"44967228":25,"44970586e":[1,40,41,42],"449m":[4,44],"44it":[],"45":[2,4,9,23,31,33,42,43,45],"450":[9,45],"45000312":33,"45014":[],"450257":[11,34],"4504":[9,45],"45062284":[],"45065211":[],"45073476e":[],"450m":[4,44],"451":[23,42],"4512":43,"45134965":[],"451m":4,"45207509":[],"45227801":33,"45253585":[],"452553":33,"45255977":[],"45281756":[],"45290234":[],"452m":4,"453":[23,42],"45308692":[],"45380691e":34,"45399416":30,"453m":4,"454":[23,42],"45405253e":[],"454m":4,"455":[23,42],"45502684":[],"455173":36,"4555094":[],"455592":[],"4556":43,"4557763":11,"455947":[33,34],"455m":4,"456":[9,23,42,45],"4560786541572335":5,"45610021":[],"45642521":[],"45668633":[],"456m":4,"457":[2,4,23,42,44],"457m":4,"458":[23,42],"458027":[33,34],"458078":[11,34],"45808919":33,"45811552":33,"458740":[],"4588":[],"458m":[4,44],"459":[23,42],"45915671e":34,"45922756e":[],"45960079":5,"45976616e":34,"459m":4,"46":[2,4,9,23,31,33,42,44],"460":[23,42],"46000649":21,"4600624385659884":[],"4601":[9,45],"46022436e":[],"46026a8f5d2c":43,"4605":43,"460m":4,"461":[23,42],"46132345":25,"46153846153846156":[9,45],"46156624":[],"461m":[],"462":[7,23,37,42],"4627795":[],"46285399":[],"462m":44,"463":[23,42],"46306318e":[],"46313714":[],"46383925e":6,"46383926e":6,"463861":33,"463m":[4,44],"464":[23,42],"4642383":21,"464m":4,"46580623":33,"465m":[],"466":[23,42],"4667":43,"466m":44,"467":[23,42],"467427755242117":33,"46753261e":34,"46754435":[],"4676059":34,"467606":34,"46766277":[],"467663":[],"467818":[],"46781836":[],"467m":[4,44],"468":[23,42],"46873567":[],"468m":44,"469":[23,42],"46904874e":[],"4694":43,"46984697e":6,"469m":[4,44],"46it":6,"47":[2,4,9,23,31,33,42,44,45],"470":[23,42],"47042744":5,"470714":[33,34],"47075725":6,"470m":44,"47116132":30,"47116868e":6,"4712168":[],"47125748":5,"47128712":[],"47132891":5,"4714":43,"47176716":36,"47176783":36,"47179152":36,"471874":[],"47187428":[],"471m":[4,44],"472":[23,42],"47202442":36,"4722":43,"472445":[],"47244548":[],"4727":[],"47297104":[],"472m":[4,44],"473":[23,42],"47313680":36,"47364408":[],"47391428":39,"473m":44,"47430124e":[],"47447472":[],"474m":[],"475":[23,42],"475405":[],"47540513":[],"475582":5,"47558206":5,"4757488":33,"475m":[],"476":[23,42],"47610036":6,"476m":[],"477":[23,42],"47700752":[],"47701204":[],"4772":[],"477m":4,"47815203":11,"47831084":[],"478m":[],"479":[23,42],"479465113":[4,44],"47950427":25,"479m":4,"47it":6,"48":[2,4,9,23,36,42,44,45],"480":33,"4809676":[],"480m":[],"481":[23,42],"4810":43,"48134747":[],"481401":[],"48140137":[],"48145226":[],"481979":6,"481m":[],"482":[23,42],"48209629":[],"48240312e":[],"48243352e":[],"48257387":[31,33],"48289037":[],"482m":[],"483":[23,42],"483257001":13,"48333258":25,"48336413":[],"48356153e":[],"483m":4,"484":[23,42],"48418018":[],"48423285":[],"48444949":33,"48461009":[],"48464841":[],"48476997":11,"484m":[],"48534921":[],"48577692":[],"48598711":[],"485m":4,"486":[23,42],"48629506":[],"486852":[],"48685204":[],"486m":[],"4871":[],"4871984":[],"487m":[],"488":[23,42],"48815255e":[],"488m":[],"489502":[],"48950243":[],"48994188":5,"489m":[],"49":[2,4,5,6,9,11,23,26,34,38,39,42,44,45],"490":[23,42],"49057373":[],"49078463":[],"490m":[],"491":[23,42],"49152":[3,43],"49186362e":[],"491m":[],"49216685":[],"492m":[],"493":[23,42],"49313815":[],"493m":[],"4940954":[0,33],"49423098":33,"494m":[],"495":[23,42],"49529781":[],"49545139":[],"49555885e":[],"49556373e":[],"4959161509357395e":6,"495916150936645e":6,"495m":[],"49616116":[],"497":[3,4,23,42,43,44],"4974810657432664":[],"497m":[],"498":[3,4,23,42,43,44],"4983":43,"49865980e":[],"498m":[],"499":[3,4,23,42,43,44],"4990":30,"49901588":25,"4992":30,"4993133":[],"4997":30,"499m":[],"4c4c7f":[9,10],"4d":[3,43],"4f":6,"4pm":[31,33],"4s":43,"4y":8,"4y_i":10,"5":[1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,21,23,25,26,30,33,34,35,36,37,38,39,40,41,42,43,44,45],"50":[1,2,3,4,6,7,8,9,10,13,21,23,33,34,36,37,38,39,40,41,42,43,44,45],"500":[1,3,4,6,9,10,13,23,36,37,38,39,40,41,42,43,44,45],"5000":[23,42,43],"50000000e":40,"50000455":5,"50000553":5,"50000718":5,"50000855":5,"50000969":5,"50001063":5,"50001142":5,"50001207":5,"50001261":5,"50001306":5,"50001343":5,"50001374":5,"500014":5,"50001414":5,"50001422":5,"50001439":5,"50001454":5,"50001466":5,"50001476":5,"50001485":5,"50001492":5,"50001498":5,"50001502":5,"50001506":5,"5000151":5,"50001512":5,"50001515":5,"50001517":5,"50001518":5,"50001519":5,"50001521":5,"50001522":5,"50001523":5,"50001524":5,"50001525":5,"50046106":[],"50079895":[],"500m":4,"501":[3,4,43,44],"5014":43,"50172141":[],"5018":30,"50184628e":[],"501m":[],"502":[3,4,23,42,43,44],"50227564e":6,"50274255":[],"502m":4,"503":[3,4,23,42,43,44],"50321091":5,"50359169e":[],"504":[3,4,23,42,43,44],"50427787":36,"50462474":[],"5046808":[],"504m":[],"505":[3,4,23,42,43,44],"50519365":[],"50562981":[],"505m":[],"506":[0,3,4,23,34,42,43,44],"50626752":[],"50653545":[],"506553":34,"50655336":34,"50691065":[],"50697511":[],"507":[3,4,23,42,43,44],"50721349":[],"5078":44,"507d50":[9,10],"508":[3,4,43,44],"50837888e":[],"50846111e":6,"50846112e":6,"508m":[],"509":[23,42],"5091":4,"50925722e":[],"5092982":[],"50it":[],"50j":[13,38],"50x10":[1,40,41,42],"51":[2,4,10,23,42,44,45],"510":[1,23,40,41,42],"511":[3,4,23,42,43,44],"511888":5,"51191552":6,"511m":[],"512":[3,4,23,42,43,44],"512204707520711":30,"51220471":30,"51249881":5,"512499":5,"51267283e":34,"512m":[],"51349834":30,"51374050":36,"514":[23,42],"514219":[33,34],"515":[23,42],"51549827":[],"515m":[],"516":[23,42],"51635486":33,"516m":4,"517":[23,42],"51727541":25,"51741855":[],"517582":[],"51758232":[],"517615":[],"51761523":[],"5177783846":[4,44],"51845286":[],"5186":43,"518895":33,"518923":[],"51892347":[],"519":[23,42,43],"519m":4,"52":[3,4,23,38,39,42,43,44],"52006777e":34,"52015514":[],"52067151":[],"52078202":[],"52180619":[],"521m":[],"522":[23,42],"52204004":[],"52209178":[],"5222222222222223":[1,40,41],"522836":33,"522m":[],"523":[23,42],"52305374":11,"52362157e":34,"524":[23,42],"5240":43,"52400486e":[],"52470105":[],"52482437":[],"525010":[],"52501047":[],"525054":[],"52512898":[],"52518625":[],"52565509e":[],"525739":[],"52573941":[],"526":[23,42],"52626194e":[],"526744":[11,34],"52687741":[],"527":[23,42],"5274":[],"5276":[],"52775466":36,"52795454":[],"527m":4,"528":[23,42],"52856208":[],"52874252":5,"529":[23,42],"52942586":[],"52944573":[],"529446":[],"52950417":[],"5297947920715131":[],"52988562":11,"529886":11,"53":[2,3,4,9,23,42,43,44,45],"5302517":[],"5303329":11,"53049637":[],"5305555555555556":[1,40,41],"531":[23,42],"531280":[33,34],"532":[23,42],"5320148":[],"53229196":30,"53250091":[],"53278871":[],"532789":[],"53294653":[],"533":[23,42],"53367133":25,"534":[23,42],"5340022":[],"534362":33,"53459992":25,"5349":43,"535":[23,42],"53506617":33,"53515878":[],"5353":43,"53542722":[],"53558374":[],"53596681e":34,"536":[23,42],"53632379":33,"5364857":[],"53683592e":[],"5369485":[],"537":[23,42],"53700083":[],"53703498":6,"53738247":36,"53755010e":[],"5378811":11,"538":[23,42],"53811172e":[],"5384615384615384":[9,45],"539":[23,42],"539261":[11,34],"5393":43,"53946725":[],"54":[2,3,4,6,9,23,30,42,43,44,45],"540":[9,23,42,45],"54039921":5,"54041041e":5,"54050804e":[],"54071847":[],"541605":[33,34],"542":[23,42],"54213329":25,"54285633":[],"54342461":33,"5435":43,"54378734e":[],"54379087e":34,"543939":34,"54393936":34,"544":[23,42],"5442":43,"544439":[33,34],"5449":43,"545":[23,42],"545099":[],"54509921":[],"5452708224046345":11,"5454":43,"54601264e":34,"54617756":25,"54637219":36,"54640368":25,"54644868":[],"547":[23,42],"5470":43,"5477":43,"54852248":33,"549":[23,42],"54969188":33,"55":[1,2,3,4,9,23,40,41,42,43,44,45],"55043852e":[],"55063291":30,"55086461":[],"552":[23,42],"552042":[],"55206229":25,"55315304":[],"55328795e":[],"55331574":[],"554":[23,42],"55438359e":34,"555":[23,42],"55511609":[],"55527296":30,"5555555555555556":[1,40,41],"55555773":[],"555m":[],"556":[23,42],"55649207":[],"55684718":[],"55685628":25,"556m":[],"557":[23,42],"557795":[11,34],"55790428":33,"558":[23,42],"55812916":33,"55847112":25,"55854694":11,"55865092":[],"55867377":[],"55868255":[],"559":[23,42],"55906894":13,"5594":6,"55940301":30,"55955126":[],"55972302e":[],"55it":6,"56":[1,2,3,4,9,23,40,41,42,43,44,45],"560":[23,42],"56033697":5,"5608253":[],"561":[23,42],"56135704":33,"5615739502773949":[],"5616":43,"56171141":[],"56198284":5,"561m":[],"56217428":33,"56240703e":[],"56249706":[],"56288861":[],"562888614232874":[],"563":[23,42],"563167":33,"56364308":[],"56366546":[],"56397327":[],"56399029e":[],"563m":[],"564":[9,23,42,45],"56424167":[],"564242":[],"56425249":[],"564374":[11,34],"56465688":[],"56475572":[],"56477354":[],"565":[9,23,42,45],"56536":[0,33],"56548318":25,"56570797e":[],"56589683":36,"566":[9,23,42,45],"56636537":[],"56636616e":6,"56678624":[],"566m":[],"567":[9,45],"56740132":[],"56756375":33,"568":[9,23,36,42,45],"5680":[],"56822376":[],"56830193":33,"568587":[],"56858701":[],"56878976e":[],"56899695":[],"569":[1,9,41,42,45],"56912044e":6,"56939714":5,"56965674":36,"57":[0,2,3,4,8,9,23,31,33,42,43,44,45],"570":[9,43,45],"571":[5,23,35,42],"571105947979344e":6,"571105947979394e":6,"5712104":33,"57201944e":6,"572069":33,"57219055":[],"5721905504656455":[],"57223110e":[],"57285536":[],"573":[23,42],"573029":[],"57302926":[],"57316402e":34,"57329374":[],"574":[23,42],"574465":[11,34],"575":[23,42],"57537966e":34,"57572321":[],"576":[23,36,42],"57670824":[],"5769230769230769":[9,45],"577":[23,42],"577421319924605":[],"578":[23,42],"57811941":[],"5786304":[],"579":[23,42],"57935482":[],"5793788":33,"579437":5,"57943748":5,"57952471e":[],"58":[2,4,9,10,23,31,33,42,45],"580":[23,42],"58076367":[],"5808118":[],"58098325":30,"5810785":[],"58182803":[],"58193124":[],"581m":[],"582":[23,42],"58207928":[],"58268575":[],"5828247":[],"5829913":[],"5833333333333334":[9,45],"583595":[33,34],"58368727":34,"58397472":30,"584":[23,42],"58427764":[],"58465096":[],"58486384":[],"58492636e":34,"585":[23,42],"58519863":33,"58581665e":[],"58639705":33,"587":[23,42],"58739348":[],"58742004e":[],"58793527":[],"58810494":30,"58818643":[],"58841019e":[],"5888888888888889":[1,40,41],"589":[23,42],"58948138":[],"58948347":[],"589971818845805":25,"58it":6,"58m":43,"59":[2,4,9,23,42,45],"590":[23,42],"59004971":[],"590609":5,"59060904":5,"5909":43,"591317992":[4,44],"5914397":[],"59187177":[],"591872":[],"592":[23,42],"59206948":[],"59222238":[],"592658":5,"59265811":5,"593":[23,42],"59327016":[],"594":[23,42],"59412285":[],"5944444444444444":[1,40,41],"59446603":[],"59511582":[],"59545081":[],"59558002":30,"59589728e":[],"596":[23,42],"59602968":25,"59640396":30,"59642735":[],"596m":[],"59703606":[],"5974862":[],"598":[23,42],"59816099":25,"59883217":[],"59895188":[],"599":[23,42],"59905073":[],"59916814e":[],"5993":43,"59987612":11,"59m":43,"5cm":[28,30],"5f":[8,38],"5m":43,"5x":8,"5y":8,"6":[0,1,2,3,4,5,6,7,8,9,10,11,12,13,21,23,25,30,31,33,34,35,36,37,38,39,40,41,42,43,44,45],"60":[1,2,3,4,6,9,23,41,42,43,45],"600":[23,42],"6000":[23,42],"60000":4,"6003":43,"60090208":33,"601":[23,42],"6019067271":[4,44],"60293962":5,"603":[23,42],"60307141":25,"603636":33,"6037092":[],"60381656e":[],"60383004":[],"60398689":[],"604":[23,42],"60420593":5,"60493501":30,"605":[23,42],"60543038":34,"606":[23,42],"60673226":11,"6067329321734374":[],"60675691":[],"606760":5,"607":[23,42],"6071713":[],"60742555e":21,"608":[23,42],"60815105":6,"60846694":[],"608467":[],"60863613e":[],"6088":43,"60883945":[],"609":[23,42],"60943791":[25,33],"60it":[],"61":[2,7,23,37,42],"610":[23,42],"61043964e":[],"61050884e":[],"611":[23,42],"6111111111111112":[1,40,41],"61197218":[],"612":[23,42],"61219726":5,"61238907":[23,42],"61246573e":[],"61253537":[],"612939":[33,34],"613":[23,42],"6130353":43,"613579":[33,34],"61394448":[],"614":[23,42],"614808":[11,34],"61480907":[],"615":[23,42],"61504341":[],"61532006":[],"6153846153846154":[9,45],"61585143":[],"616":[23,42],"61631038":33,"61653285e":[],"61669885e":[],"617":[23,42],"61702282":6,"61775176":36,"617961":5,"61796102":5,"618":[23,42],"618982":[33,34],"619":[23,42],"61939429":[23,42],"61949985e":[],"61955303":11,"61971639e":[],"61992828e":[],"61it":[],"61m":43,"62":[3,4,23,42,43,44],"620":[23,42],"62025406":[],"621102":33,"6214":43,"62199022":[],"622":[23,42],"623":[23,42],"62373464":11,"624":[23,42],"62460522":33,"62464344":[],"625":[7,37],"62518501":[],"62554614":[],"6258":43,"6259":43,"62633359":[],"62642303":[],"626635268":[6,36],"627":[23,42],"62841921":[],"62862896":[],"6288":43,"6289054":[],"62894215":5,"629":[23,42],"629100":[],"62910047":[],"62919818":[],"6297":43,"62it":[],"62m":43,"63":[0,1,3,4,6,7,23,34,36,37,40,41,42,43,44],"630":[23,42],"6300745149331701":34,"63025821e":6,"63081005":[],"63162342":34,"63180447":36,"632":[23,42],"63212587":[],"63227278":[],"63249532e":6,"63277911e":[],"63281889":[],"633":[23,42],"633949":33,"634":[23,42],"63401971":11,"634020":11,"634715":[],"63471545":[],"63498144":5,"6353716266230895":[],"63537163":[],"63567272":[],"6357":43,"636":[23,42],"63659131":[],"63677721":[],"63685221":21,"637":[23,42],"637129335071195":34,"63790586e":34,"638":[23,42],"63837812":[],"63843494e":[],"63849228e":[],"63870745":33,"63875295":[],"639":[23,42],"63957747":[],"63m":43,"64":[1,3,4,7,13,23,25,33,37,38,39,40,41,42,43,44],"64012627":5,"64056395":[],"641":[23,42],"6411":43,"64111239":[],"64147722":[],"64158883e":[37,44],"642":[23,42],"64228618e":21,"64257697e":34,"64291044e":[],"64292493":[],"64299732":[],"643":[23,42],"64316192":36,"64316482":36,"64342603":21,"64347512":33,"64365518e":34,"64391062":[],"643m":[],"64432571":[],"64472123":[],"644829":5,"64482901":5,"645":[23,42],"64502836":[],"64527549":[],"64530585":21,"64550753":[],"64594566":[],"645946":[],"646":[23,42],"646283":[11,34],"64695862":[],"647":[6,23,42],"64733822":[],"64742912e":6,"647473":[11,34],"648":[23,42],"648382":[],"64846973e":[],"64874236":25,"649":[23,42],"649382":[11,34],"64969451":[],"649695":[],"64m":43,"64x50":[1,40,41,42],"65":[1,3,4,7,8,9,23,37,40,41,42,43,44,45],"650":[23,42,43],"65015024":30,"65036493":[],"6513444":25,"65196615":[],"652":[23,42],"652187":[],"65218729":[],"6522099":33,"65244075":30,"6527":43,"65318467":25,"65322635":[],"65339992":[],"6536392":34,"654":[23,42],"65408703e":[],"65409368":[],"65442354":34,"654424":34,"654m":[],"655":[23,42],"6556":43,"65565751":[],"65571174e":34,"65599456":34,"6559956":[],"65600":43,"65626992":[],"65628888":[],"65673455":[],"6568551":[],"657":[23,42],"65704027":[],"657041":33,"65715086":[],"65720414":[],"65728698e":[],"65743689":34,"65766777":25,"658":[23,42],"65822169":25,"65825344":[],"65833132":34,"65885453":5,"65891389":34,"658914":34,"65913552":[],"65925306":33,"6599":43,"65m":[4,43,44],"66":[3,4,23,42,43,44],"660":[23,42],"66036618e":34,"660470":[],"66047048":[],"66051179":[],"66064822":34,"66080313":34,"6608358":21,"661":[23,42],"66174067e":34,"662":[23,42],"66204648":6,"66219404":6,"66289428":[],"6628996975186953":34,"66294408":34,"66323494":[],"6638":[9,45],"664":[23,42],"664586":[],"66489687":[],"66490332e":[],"665":[23,42],"66510547":[],"6652177":34,"66545355":[],"66560":[9,45],"66562658e":[],"665m":[],"66608227":33,"6663":43,"666597":33,"66667985":25,"666897":[],"66689729":[],"667":[9,23,42,45],"66722647e":[],"667239":33,"66725024":25,"66798429":[],"668":[23,42],"668172":[33,34],"66878535":[],"669":[23,42],"6691852":33,"66951925":33,"66959644":[],"66m":43,"67":[9,23,42,43,45],"670":[23,42],"67035174":[],"67047975e":6,"67083919":30,"671":[23,42],"67109613":[],"6714298027296224":11,"67189384":[],"67193435":21,"671m":[],"672":[23,42],"67264685":[],"672721":[33,34],"67314874e":5,"67347822":[],"674":[23,42],"67432237e":[],"67541155":[],"67554897":[],"676":[23,42],"6764":43,"67640036":[],"67671601":[],"677":[23,42],"677235":5,"67723533":5,"678":[23,42],"6780674":[],"6781":43,"6788":43,"67890723":[],"6795":43,"67m":43,"68":[23,42],"680":[23,42],"68029581":33,"68037392":[],"680374":[],"681":[23,42],"68184997":[],"6819":43,"68192193":5,"682":[23,42],"68259989":30,"68284332":25,"68286725":34,"683":[23,42],"68324974e":34,"6835":43,"68351374e":[],"68419351":[],"684194":[],"6848187":25,"6849":43,"685":[23,42],"68534263e":6,"68542204":5,"685643":[],"68564345":[],"68581655":[],"68592431":36,"68596176":5,"685962":5,"6860597312101988":[],"68655761":25,"68685905e":[],"6869":[9,45],"6869858":30,"687":[23,42],"68711054":[],"68736603":[],"68759903e":[],"687m":[],"688":[23,42],"68809785":[],"68871199":[],"6887363571":[4,44],"6890":43,"68929213e":6,"689345":33,"689519":[11,34],"68971917":[],"68992377":[],"68m":43,"69":[7,9,23,30,37,42,45],"690":[9,23,42,45],"69009002":[],"69018454":[],"690617":[33,34],"69069n_":30,"690710":[],"69071035":[],"691":[23,42],"69111133e":[],"69167569":[],"692":[1,23,36,40,41,42],"692268":[],"69226802":[],"69230769":38,"6923076923076923":[9,45],"69233822":[],"69273094":30,"692m":[],"693":[23,42],"69303559":[],"69314603":[],"694":[23,42],"6945612":25,"69481287":[],"69484813e":5,"695":[23,42],"69504801":6,"69519297":[],"69524041":[],"69542733":21,"69582036":[],"69585594":33,"696":[23,42],"69629255":[],"69634577e":6,"69666941":33,"69695259":5,"697":[23,42],"69714468":[],"697584":[],"69758412":[],"6980":[21,38,39],"69802962":25,"69818111":[],"69873514":[],"69887085":21,"699":[23,42],"69908626":6,"6999536":11,"69997503":[],"69it":6,"69m":[],"6n_":30,"6pm":33,"7":[0,1,2,3,4,5,6,7,8,9,11,12,13,15,21,23,25,26,28,29,30,32,33,34,36,37,38,39,40,41,42,43,44,45],"70":[1,6,7,9,23,37,40,41,42,45],"700":[23,42],"7000":[23,42],"70037324e":34,"7005538702846336":33,"701":[23,42],"70115106":[23,42],"701370":5,"702":[23,42],"70224083":[],"70249832":[],"70252786":[],"7025846":[],"70262543":[],"703":[23,42],"7031743":30,"7031999826431274":43,"7032":43,"70328587e":[],"7033":43,"70344416":[],"704":[23,42],"70408916":[],"7049":43,"705":[23,42],"70506522":[],"70573539":[],"70594499":34,"706":[23,42],"70653767":[4,44],"706833":[],"7069":43,"707":[23,42],"70710678":[5,34],"7073":4,"7078":43,"708":[23,42],"7082333":[],"70832814":5,"708589":[],"7086067479626619":34,"70899024":[],"709":[23,42],"70917314":34,"7094664":[],"70967214":[],"709698":33,"70it":6,"71":[1,23,40,41,42],"710":[23,42],"7100524":[],"71038664":[],"710746":25,"711":[23,42],"71137935":[],"71142161":34,"711422":34,"7119":[9,45],"71193859":[],"712":[23,42],"712018":[11,34],"71269506e":[],"71285447":[],"713":[23,42],"713163":33,"7135487":[],"71365128":25,"71369789":21,"71375273e":[],"714":[23,42],"71424969":[],"71437567912473":[],"71437568":[],"71467081":[],"71504681":[],"715536":5,"71553646":5,"71615146":[],"71640333":[],"71647328":[],"71654553":39,"717":[23,42],"71727268":[],"717273":[],"71737253":34,"71761101":34,"718":[23,42],"718165":5,"71868557":[],"71875845e":34,"71977472":[],"71979573e":[],"72":[23,42],"720":[23,42],"7203":43,"7207467":[],"721":[23,42],"7215423":[],"72174172":11,"722":[23,42],"72228205":33,"72264336":[],"72271878e":6,"723":[23,42],"72328506":[],"7236674":5,"724":[3,23,42,43],"725":[23,42],"72546953":[],"72598009":25,"72651548":[],"727":[23,42],"72742343e":[],"72782592":[],"728":[23,42],"72859758":5,"72981762":8,"73":[6,23,36,42],"730":[23,42],"73000497":[],"730005":[],"731000":[33,34],"731441119315968":[],"7317759":[],"732":[23,42],"73231305":[],"73293228266057":25,"73293298":[],"7330932":[],"733096":[33,34],"73379189":[],"734":[23,42],"734107":[],"73410729":[],"73441814":[],"73448544":[],"73456649":[],"73482109":[23,42],"735":[23,42],"7354157":[],"736":[23,42],"737":[23,42],"7392":43,"74":[6,23,36,38,39,42],"740":[9,23,42,45],"74042291":[],"7407":43,"74081822":8,"740m":[],"741":[23,42],"741391":[],"7413913":[],"74147751":25,"741m":[],"742":[23,42],"74280244":[],"743189104728408":[],"74384949":34,"74391438":[],"744":[23,42],"74401372":[],"74430995":[],"74437617e":34,"74462857":[],"745":[23,42],"74577867":[],"74587018":[],"746":[23,42],"74607851":34,"747":[23,42],"74724767":[],"74731872":[],"748":[23,42],"74818082":[],"74829661":34,"7483":43,"74840212":5,"7484672e":[],"749":[23,42],"7490462":[],"74934715":33,"749765":[33,34],"74m":43,"75":[2,5,6,8,9,11,23,26,33,34,36,40,41,42,45],"750445":[33,34],"75050135":34,"75054469":[],"7506274061293645":[],"75091492":21,"751":[23,42],"751699":[11,34],"75170092":5,"75174305":[],"75240336e":[],"75268791":[],"75269037":34,"75282841":[],"753":[23,42],"75301638e":34,"75315452":[],"7532":43,"75354069":[],"754":[23,42],"75406265":[],"75457798":[],"75472506":[],"755":[23,42],"75525377e":34,"75546705":30,"75576092":30,"75576555":34,"756":[23,42],"75627883":[],"756279":[],"75631027":[],"756352":[33,34],"757":[23,42],"75707243":21,"7571572558830478":[],"75719828":[],"75770568":34,"758":[23,42],"75821358e":[],"75823753e":[],"7588118737641243":[],"759":[23,42],"75963425":[],"75979803e":34,"75m":43,"76":[2,9,23,31,33,42,45],"7600134536106469":11,"76004012":[],"76010633":[],"76014528":[],"76059447e":[],"76077707e":[],"76084455":[],"761":[23,42],"76135601":[],"7613959":[],"76174289e":[],"76181397e":[],"762":[23,42],"76220793e":34,"763":[23,42],"7635689":21,"76366462":21,"7640203256838339":[],"7644":[],"764997683364458":[],"765":[7,37],"7651068":[],"766":[23,42],"7664107":[],"76771975":[],"767750":11,"76775004":11,"769":[23,42],"7692307692307693":[9,45],"76936315":5,"7694444444444445":[1,40,41],"7696":43,"7697":36,"7698352":[],"76985203":[],"76m":43,"77":[2,9,23,31,33,38,39,42,45],"770204":[],"77025447e":[],"77067609":[],"7707199":30,"77079389e":34,"77124395e":34,"77133246":[],"77152076":5,"77172582":39,"7718":[9,45],"77184871":[],"772":[23,42],"77203046":[],"77265448":[],"77265782":[],"773":[23,42],"77343022e":[],"774":[23,42],"7742213":[],"77448317e":[],"7748567":[],"775":[23,42],"77589027":[],"776":[23,42],"7761":43,"77632628":[],"77636e":[13,39],"77646856":[],"777":[23,42],"77714169":8,"7779287093124035":[],"77794957":[],"778":[23,42],"77805840e":[],"7782028952":[4,44],"77856932":[],"7788":43,"779":[23,42],"77m":43,"78":[2,23,42,43],"780":[23,42],"78009660e":34,"78031111e":[],"7803213":[],"78094722":[],"78156479e":5,"78177713":[],"78184120e":6,"78192446e":[],"782":[23,42],"78220032":[],"78299706":[],"783":[23,42],"78316665":[],"78347558":25,"784":[23,42],"7840642":25,"78449688e":34,"78478186":[],"785061":33,"78515112":13,"78521833":[],"78524451e":[],"78556129":[],"786":[23,42],"7865355":[],"788":[23,42],"78834469":33,"788388":[],"78838813":[],"78882958":[],"78886274":[],"789":[23,42],"7893215781870513":[],"78941903":5,"78951443":[],"78989003e":[],"78m":43,"79":[2,23,42],"790":[23,42],"79035184":[],"7906583":[],"79072516":[],"791":[23,42],"79106945e":[],"79111643":5,"79125269":[],"79142002":33,"79167312e":[],"791809":[],"792":[23,42],"79254918e":[],"792898603630095":[],"79297948":25,"793":[23,42],"793167":[33,34],"79328516":[],"79367372":25,"794282":[11,34],"79482449":30,"794906":[],"79490641":[],"795":[23,42],"79503422":0,"79516409":[],"795225339396409":[],"79550688e":[],"79578306":[],"796":[23,42],"7966":43,"79675445":[],"797":[23,42],"79754897e":34,"79787771":[],"797e":6,"798":[23,42],"7980":43,"79831624e":34,"79877535e":[],"79896478e":[],"799":[23,42],"79909592":36,"79914677":[],"7993408651198877":36,"79934087":36,"7995707762668065":36,"79981535e":21,"79998516":[],"79m":43,"7d7d58":[9,10],"8":[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,17,18,21,22,23,25,26,27,30,33,34,35,36,37,38,39,40,41,42,43,44,45],"80":[0,1,2,5,6,8,9,23,34,35,36,40,41,42,45],"800":[4,7,23,37,42,44],"8000":[23,42],"80006130e":[],"80074264":[],"80076024e":[],"80136087":30,"80152684":[],"80189569":[],"80207897":[],"80228781e":[],"802550782087107":[],"80289543":[],"8028954343792245":[],"803":[23,42],"80312429":33,"80354994":6,"80389541":[],"804":[23,42],"80418542":33,"80447153":[],"80460179":36,"80469739":5,"805":[23,42],"80540415e":[],"80548430e":[],"8055555555555556":[1,40,41],"80609615e":6,"80609616e":6,"80621648":33,"80625657":[40,41],"80669838e":34,"807":[23,42],"808":[23,42],"80802836":[],"80847477e":6,"80861057":[],"808611":[],"80m":43,"81":[1,23,40,41,42],"81048318e":6,"81071342":[],"811":[23,42],"81114345":[],"81122914":[],"8115":6,"81160425":5,"812":[23,42],"81233249":30,"81333804":6,"813929":[],"81392948":[],"814":[7,11,23,37,42,44],"81425332":13,"815":[23,42],"81597834":36,"815am":[31,33],"81633628":11,"816454":[33,34],"81651921":[],"81664404":[],"816847":[33,34],"817":[23,42],"81753152":[],"81759234":[],"81784973":[],"818":[23,42],"8182":[],"81840893":[],"81853487e":[],"8186717":[],"81868633":33,"81873184":33,"819":[23,42],"81948868":[],"81953844":[],"8197":[],"81m":43,"82":[2,23,42],"820":[23,42],"82001111":[],"820122":[],"82012236":[],"82032378":33,"82050873":33,"821":[23,42],"82102668":[],"82139086e":[],"82178144":33,"82198978":5,"822":[23,42],"82292185":[],"82296251":[],"823":[23,42],"82379443":[],"824":[23,42],"82402448":[],"82410428":[],"8249367":[],"825":[23,42],"82550815":33,"825607":[],"826":[23,42],"82629718":[],"82651934e":[],"8265786":5,"827":[23,42],"82717721":[],"827462":[],"82766482e":34,"82781715":[],"828":[23,42],"8283245":30,"829":[23,42],"82909728":[],"82988221":[],"83":[2,23,33,42],"830":[23,42],"83009076":[],"8305555555555556":[1,40,41],"8306":[],"831":[23,42],"8311393813043355":[],"83140314":[],"83140314044099":[],"83146596":36,"83190841":[],"832":[23,42],"83283826":[],"83298727":[],"832987270767667":[],"832m":[],"833":[23,42],"833774":[],"83384573":[],"834":[23,42],"8342":[],"83443463":[],"83443698":[],"83471014":30,"83488328":[],"835":[23,42],"83505053":[],"8351":[],"83512277":5,"83519995":33,"8353591":[],"836":[23,42],"83603568":[],"83607342":[],"836186":[],"83618601":[],"83646135":30,"83657122":[],"837":[23,42],"83716603":25,"83752888e":[],"83770406":[],"83774539":[],"83793362":[],"83793923":33,"838":[23,42],"8383548":13,"83870794e":[],"839":[23,42],"83917436e":[],"839818":33,"83m":43,"84":[23,42],"840":[23,42],"84061976":[],"84082439":[],"84094234":[],"841":[23,42],"84132082":[],"84159521":[],"842":[23,42],"842101":[],"84210141":[],"842436":[33,34],"84257054":[],"84268865":[],"84290819e":[],"843":[23,42],"84355903e":[1,40,41,42],"84359332e":[],"84380376":[],"844":[23,42],"84443254e":[1,40,41,42],"84444399":[],"84447599e":34,"84462849":[],"845":[23,42],"845387":11,"84538739":11,"845716766413386":[],"84571677":[],"84575663":[],"8459616":25,"846":[23,42],"84614892":[],"8461538461538461":[9,45],"84638256":[],"846383":[],"84666445":[],"84671508":[],"84698999":[],"847":[23,42],"8470287":[],"84780262":6,"84783351e":[],"848":[23,42],"84835621":[],"84846601":[],"84858":35,"84859258":[],"849":[23,42],"84900747":[],"84923989e":6,"84927263":[],"84929103":[],"849315":11,"84931504":11,"84942247e":[],"84991754":[],"84994524":5,"84m":[],"85":[1,9,23,40,41,42,45],"850":[23,42],"850164":5,"85035714":[],"8509716":33,"851":[23,42],"85115237":[],"852":[23,42],"8522997":11,"8524":43,"85263220":6,"85276246":[],"85278920e":5,"8528":43,"85288931":[],"85297050e":[],"853":[23,42],"85355539":[],"85365229":[],"853835":33,"854":[23,42],"855":[23,42],"85514104":[],"85548858":[],"856":[23,42],"85600299":11,"85601654":[],"85601992":5,"85615662":[],"85654993":[],"85714286":[37,44],"8574":[],"85759522":5,"858":[9,23,42,45],"85813693":[],"858185":33,"8583333333333333":[1,40,41],"85888897e":[],"859":[23,42],"85910255":[],"85949635":13,"86":[23,42],"860":[23,42],"86012593":[],"86015267":[],"860303069807892":30,"86052354":[],"861":[23,42],"8611":43,"86117291":5,"86134827":5,"86145244":11,"86156954":33,"861676":33,"861773":5,"86177342":5,"86192438":25,"862":[23,42],"86221134":[],"86252988":6,"86282204":[],"863":[23,42],"86341536":[],"8635085":[],"86376300e":[],"8638888888888889":[1,40,41],"864":[23,42],"86420934":[],"86452742":[],"865":[23,42],"86570776":21,"86599003e":34,"866":[23,42],"86619181":[],"86629645":25,"86630":[9,45],"8666666666666667":[1,40,41],"86666667":[37,44],"867":[23,42],"86750237e":34,"868":[23,42],"86810":[9,45],"86811569":[],"86830766e":34,"86850693":25,"86850963":[],"86852099":[],"8688":[],"869":[0,23,33,42],"87":[9,23,34,42,45],"870":[0,23,33,42],"8702764":25,"8702784034":[4,44],"87072815e":34,"871":[0,23,33,42],"87135280e":34,"872":[23,42],"87206824":[],"8722222222222222":[1,40,41],"87242312":[],"8727831":[],"873":[0,23,33,42],"87338811e":[],"87354403":[],"87381451":5,"874":[0,23,33,42],"87403627e":[],"87431418":[],"87450434":25,"87458904":[],"8747":43,"87477172e":[],"87496787":[],"875":[1,23,40,41,42],"87533278":[],"87533326":[],"875794":[],"875856":[],"87585634":[],"8759":[13,39],"876":[6,23,42],"87627342":36,"877":[23,42],"87795661":[],"878":[23,42],"87810129":[],"878123":33,"8784267":[],"879":[23,42],"8791492":[],"87918262":13,"87931006":[],"87953769":[],"88":[13,23,38,39,42],"880":[23,42],"88046261":5,"88050263":25,"8805555555555555":[1,40,41],"88088818e":34,"881":[23,42],"88168312e":6,"88182591":34,"882":[23,42],"88228452":33,"88291866":[],"883":[23,42],"88305878":[],"88323026":34,"88336879":5,"88391015":[],"884":[23,42],"884399":[],"88442538":[],"884669":34,"88473534":[],"885":[23,42],"88529063e":6,"88595314":25,"886":[23,42],"88613493":34,"88657125":25,"88667234e":[],"887":[23,42],"88744469e":[],"888":[23,42],"888214":[],"88821402":[],"888577549915147":[],"88866133":25,"888883015934703":45,"8888888888888888":[1,40,41],"889":[23,42],"88901776":[],"88908909e":[],"88960586e":[],"8897518e":[],"89":[23,42,43],"890":[23,42],"89098129":[],"891":[23,42],"89126914e":34,"89142357":[],"89142728":25,"8915573":[],"892":[23,42],"89288636":11,"893":[23,42],"89321335":[],"8932215":[],"8934":[],"894":[23,42],"89410423":5,"8942133":[],"8944444444444445":[1,40,41],"89481038":[],"895":[23,42],"89558707":33,"896":[23,42,43],"89604286":[],"89609007":[],"8964059":[],"896911":[],"8969113":[],"897":[23,42],"89707309e":34,"89793609":[],"898":[23,42],"89805982e":[],"8982":43,"89823921":[40,41],"89881513":25,"89897156":[],"899":[23,42],"89940861":[],"89996783":[],"8f":[6,36],"8g":[6,36],"8n":25,"8x8":[1,40,41,42],"9":[0,1,2,3,4,5,6,7,8,9,11,12,13,21,22,23,25,29,30,31,33,34,35,36,37,38,39,40,41,42,43,45],"90":[1,6,9,23,41,42,45],"900":[23,42],"9000":[23,42],"90075537":5,"901":[23,42],"9011":6,"9012691":33,"90164278":[],"902":[23,42],"90220243":5,"90223115":[],"9026":43,"90266948":5,"9027777777777778":[1,40,41],"9028":43,"90297441":[40,41],"903":[23,42],"90325763":[],"9036573":[],"904":[23,42],"9040":[9,45],"904648525660773":[],"90475506e":6,"905":[23,42],"9050595316983907":[],"90510842":13,"9054":36,"9055555555555556":[1,40,41],"90556496":[],"906":[23,42],"90602444e":[],"90670236":[],"906747":5,"907":[23,42],"90715001":25,"90763970e":34,"90793019":[],"908":[23,42],"90803422":[],"90854751":[],"908548":[],"90871918":[],"908736":[],"90873644":[],"90876452":11,"908765":11,"909":[23,42],"909327":[],"90960269":[],"91":[23,31,33,42,43],"910":[9,23,42,45],"91022359":[],"91050344e":[],"91080327":[],"91086026":[],"911":[23,42],"9111111111111111":[1,40,41],"91128596":5,"912":[3,4,23,42,43,44],"9129629":[],"913":[23,42],"91358019":[],"91373404":[],"914":[3,4,23,42,43,44],"91408373e":34,"9142491":[],"9145":43,"91473433":[],"91487049e":[],"91492986e":6,"915":[3,4,23,42,43,44],"91538877":[],"91540705e":[],"91591367":33,"916":[23,42],"91619855":[],"91634595":30,"91650774":[],"916508":[],"9165822":[],"9166666666666666":[9,45],"9167":43,"917":[3,4,23,42,43,44],"9172":36,"917482":[],"91748202":[],"91760278":5,"91784246":[],"918":[3,4,23,42,43,44],"91812702":5,"91816586":[],"918166":[],"9189726":[],"918992":[33,34],"919":[23,42],"9194":43,"91966064":[],"91992985e":34,"92":[0,6,9,23,31,33,42,43,45],"92054587":33,"920619":[],"92067658":[],"9207":43,"9208878":[],"921":[23,42],"92103867":[],"92123586e":[],"921368":[],"92136836":[],"921567":5,"922":[23,42],"922002":[],"92200223":[],"92201062":30,"922010623244745":30,"92236466e":[],"923":[23,42],"9230769230769231":[9,45],"92317667":[],"92327822e":[],"9234":43,"92351924":[],"923602":33,"924":[23,42],"92405283":[],"924e":6,"925":[1,23,40,41,42],"9250":43,"92507116e":[1,40,41,42],"92526882":30,"92543216":33,"92576742e":[],"92578916":5,"92579609e":[],"926":[23,42],"92604308":[],"92630576":[],"92648983":[],"92651068":36,"927":[23,42],"92717417":[],"92729959":[],"9275":43,"92772833":[],"9277777777777778":[1,40,41],"928":[23,42],"92805329":[],"92822216":[],"92857143":[7,37,44],"9286":43,"929":[23,42],"92930426e":[],"9295763474254684":[],"92991719e":34,"93":[23,42],"930":[23,42],"93003138502386":[],"93022647":[],"93049763":[],"9305555555555556":[1,40,41],"930829":[],"93082933":[],"931":[0,23,33,42],"93155188":5,"93158979":5,"932":[23,42],"932656":[],"93267138892912":[],"93267139":[],"933":[5,23,35,42],"934":[23,42],"93420126":[40,41],"93492130e":6,"935":[23,42],"93500562":[],"93528653e":[],"93535577":13,"93571082":[],"936":[23,42],"93601008e":34,"936313":11,"9363131":11,"937":[23,30,42],"937082":[33,34],"93799826":5,"938":[23,30,42],"93820524":[],"93828592e":[],"9384":43,"9387":[9,45],"93884803":[],"9389615":30,"939":[0,23,30,33,42],"93900613":[],"93901621":[],"93944615e":[],"939507":44,"93988393":[],"94":[7,23,30,37,42,44],"940":[23,42],"94035843":33,"941":[23,42],"9415":43,"942":[23,42],"94226022e":6,"94230225":[],"9423652864980914":[],"942422095469182":[],"9424428e":[],"94256677":[],"94260358":[],"942604":[],"94273542":34,"94284104":5,"943":[23,42],"94320205":5,"94338159":[],"943439":[],"94399217":[],"944":[3,4,23,42,43,44],"94400087":[],"94433302e":[],"9444444444444444":[1,40,41],"94484047e":40,"945":[3,4,23,42,43,44],"94501598e":34,"94591015":[25,33],"946":[3,4,23,42,43,44],"9460":43,"94610136":[],"94639099":11,"94642209":[],"946957":5,"94697839":[],"947":[3,4,23,42,43,44],"9472":43,"9472222222222222":[1,40,41],"94727053e":34,"94756925":33,"94782102e":[],"94785447e":[],"948":[3,4,23,42,43,44],"94814932":[],"94815131":[],"9481513127527335":[],"94822514":6,"94823368":[],"9482527":5,"94854992":[],"94866246":[],"949":[3,4,23,42,43,44],"949162":[],"94916237":[],"94938706":[],"94948363e":34,"949807":[],"94980712":[],"9499":43,"95":[1,7,9,11,23,36,37,40,41,42,45],"950":[3,4,23,42,43,44],"95008046":6,"9503219":[],"95055425":[],"951":[3,4,23,42,43,44],"951109":[],"95117099":[],"95166414":[],"95190644":[],"952":[23,42],"9520":43,"95231424":5,"95235306":[],"952387":34,"9527777777777777":[1,40,41],"9528":43,"95284275":5,"953":[23,42],"953065564":[1,40,41],"95327702":[],"95329348":[],"9534":43,"95351665":5,"95355327":[],"954":[23,30,42],"9541":43,"95429024":[],"955":[23,42],"95508909":[],"95511792":34,"955118":34,"95513615":30,"9555555555555556":[1,40,41],"95558642":[],"9556":43,"955820c21e8b":[4,44],"95597666e":[],"956":[23,42],"956563":[11,34],"95661705":[],"95679388":[],"95682858":25,"95684892":5,"95686268":[],"95696156":33,"95697233e":[],"957":[23,42],"95703":[13,39],"95746721":[],"95762994":[],"95763525":[],"9577228":[],"9578":[],"958":[23,42],"95815651":[],"958228616652075":5,"9588":6,"959":[23,42],"95921115":25,"959402":11,"95940231":11,"95982273":[],"96":[6,7,11,23,36,37,42],"960":[23,30,42],"9601304850035702e":6,"960130485007504e":6,"96024953":5,"9603":43,"96033509e":[],"96046928":[],"96084663":5,"961":[23,30,42],"96183456":[],"962":[23,30,42],"962653":[],"962990":33,"963":[23,42],"963198":[],"9637117593816477":6,"964":[23,42],"9640435":5,"96439516":[],"964588":[],"96459246":[],"96461989e":[],"96489054":[],"9649652536":[4,44],"965":[23,42],"96525482e":34,"96543101":[],"965548":[33,34],"965944":[],"96599594":[],"966":[23,42],"96611032":[],"96618584":[],"96631321":34,"966337":[],"96688672":5,"966899":33,"967":[23,42],"9674":43,"9674916":5,"96750421":[],"967809":[11,34],"96783837":[],"968":[23,42],"96804366":[],"96841776":[],"96850702":[],"9688":6,"96890557e":[],"969":[23,42],"96911909":[],"9694":43,"97":[7,23,37,42,45],"970":[23,42],"97005689":5,"97032289":33,"97033646e":[],"97062694":[],"97069774":[],"970698":[],"97097196":[],"971":[23,42],"97108e":[13,39],"9716":[],"97177697e":34,"972":[23,42],"9722222222222222":[1,40,41],"9723":[],"97243128":5,"97262227":[],"972745":11,"973":[23,42],"97300836":5,"97326759":33,"97375628":[],"974":[23,42],"97449977":[],"97488151":[],"97497404e":6,"975":[1,23,40,41,42],"9750":43,"97504526":[],"97507735":5,"97514104e":[],"97565845e":34,"97594511":[],"976":[23,42],"97606135":[],"97606135399951":[],"9764":[],"97644118":[],"9765":[],"97663980e":34,"97690235":36,"977":[23,42],"97705827":5,"97739698":[],"97758848":5,"97761429e":34,"9777777777777777":[1,40,41],"9778":43,"978":[23,35,42],"9780387310732":32,"9780387848570":32,"97804446":[],"9781492032632":32,"9783319210079595":[],"978553":5,"97864285":34,"97866042":[],"97879245":[],"97898392":[6,34],"979":[23,42],"97906022e":34,"97926491":5,"97948913":[],"9797317":[],"97991527":33,"98":[0,1,7,9,23,37,40,41,42,45],"980":[9,23,42,45],"98004227":[],"9805555555555555":[1,40,41],"98073929":[],"98091621":5,"981":[23,42],"98127617":[],"981321":[33,34],"98139097":5,"98157799":25,"98180203e":34,"982":[23,42],"98201379":[23,42],"98215566e":[],"9824638":21,"98270777e":34,"98275501":5,"982829":4,"983":[23,42],"98316168":[],"98320492":[],"983310":[33,34],"984":[23,42],"98404993":[],"98409646e":[],"98413020e":[],"98413059":5,"984182":[],"98418221":[],"98430782":[],"984308":[],"98454786":5,"984601":[],"98460101":[],"9849967686928113":[37,44],"985":[23,30,42],"98502634":[],"98566191":5,"98597638":25,"986":[23,30,42],"98601306":[],"9860553":[],"9861111111111112":[1,40,41],"98620879e":[],"986699":5,"98680716":5,"98686102":[],"98694705":[],"987":[23,42],"98706221":[],"98716878":5,"9871776311306221":[],"98764765":[],"987648":[],"98765625":[],"987722":[],"98772232":[],"988":[23,42],"98808176":5,"98822371":6,"98844754":33,"9885":[],"9887034589972739":9,"9888005551376943":[],"988835":[],"9888544725633199":[],"9888888888888889":[1,40,41],"9889":[],"989":30,"9890348":5,"98914003":[],"9892":[],"9893447":5,"98947894":34,"9898ff":[9,10],"99":[6,7,9,11,13,21,23,36,37,38,39,42,43,45],"990":[9,23,42,45],"99006712":[],"99009525":5,"99051150":6,"99083639":[],"99084226e":[],"99088801":5,"991":[23,30,42],"9910":43,"99106686":[],"99115119":5,"9915165982451293":[],"991753":[],"99175336":[],"99176998":5,"9919":[],"992":30,"99215828":[],"9924":[],"99242921":5,"99265097":5,"99268332":[],"993":[23,30,42],"9930":43,"993148":[],"99316252":5,"99330715":[23,42],"99344165e":[],"993658072083743":34,"99371056":5,"99389612":5,"993993":[23,42],"99399301":[23,42],"99399308":[23,42],"99399309":[23,42],"99399315":[23,42],"994":[23,42],"9940253773173835":[],"994304":21,"9943201":5,"99439119":[],"99450177":[],"994502":[],"9945729062189713":34,"9947756":5,"99484719":[],"99492986":5,"995":[23,42],"9950597269547777":[],"9952222065466447":[],"99528218":5,"99534399":25,"99539415":5,"9955273625597437":[],"9955500279779226":[],"99566069":5,"9957273060382023":[],"99578809":5,"9958":43,"995840825550726":[],"99589367":[],"996":[5,35,36],"99608161":5,"99630114":[],"9963311287748658":[],"9963961":5,"99650061":5,"996738628265756":34,"9967458":5,"9969332511584248":[],"99700706":5,"99709215":5,"99729756":5,"99751458":5,"99752738":[23,42],"99754609":21,"99758326":5,"99767262":[],"99772199":[],"99775587":5,"9978":43,"9978254":[],"99793613":5,"99799099":5,"998":[23,42],"9981":43,"99813653":5,"9981377":[],"99828624":5,"9983295":5,"99845267":5,"99854557":34,"998577":5,"99858411":[],"9986":43,"99861053":5,"99861427":[],"99862019":34,"99866581":[],"99869482":34,"99871521":5,"99876945":34,"99881845":5,"99883628":34,"99884384":5,"99884409":34,"99888222":[],"99891093":34,"99891873":34,"99893323":5,"99897733":21,"99898558":34,"999":[9,21,23,30,38,39,42,43,45],"99901896":5,"99903755":5,"99906023":34,"99907985":21,"99911427":5,"99912709":34,"99913489":34,"99918546":5,"99919837":5,"99920175":34,"99926459":5,"99927642":34,"9993237":5,"99932732":[],"99933188":5,"99933329":[],"9993511":34,"9993736":[],"99938942":5,"99941797":34,"9994385":5,"99944037":[],"99944272":5,"99949077":[],"99949266":34,"99949306":5,"99951642":[],"99953381":5,"99953475":5,"99956735":34,"99957911":5,"99961294":5,"9996357":[],"99965056":5,"99966322":21,"99967865":5,"99970894":34,"99970988":5,"9997332":5,"99975913":5,"99977849":5,"99978365":34,"99980002":5,"9998161":5,"99984215":[],"99984732":5,"99985103":[],"9998542":[],"99986253":21,"99987324":5,"99988325":[],"99989476":5,"99991263":5,"99992263":[],"99992746":5,"99993978":5,"99995":5,"999955585168597":6,"99998193":[],"99998703":[],"99999773":[],"99999797":21,"99999956":21,"99999985":[],"9m":[4,44],"9x":[6,26],"9y":[6,26],"\u00f8yvind":[6,34,35],"\u03b4":[23,42],"abstract":[1,20,23,28,38,41,42,43],"boolean":[4,44],"break":[0,4,6,11,14,33],"byte":[25,33],"case":[0,1,2,3,4,5,6,7,11,12,13,14,16,21,23,24,25,26,27,28,33,36,39,40,41,42,43,44,45],"catch":[0,33,43],"class":[0,1,3,4,6,7,8,9,11,12,13,23,30,33,36,38,39,40,41,42,43,44,45],"default":[0,1,2,4,6,7,13,16,23,25,26,27,33,34,35,37,38,41,42,43,44],"do":[0,2,3,4,5,6,8,9,10,11,12,13,14,15,16,21,22,25,26,27,28,34,37,43],"ekstr\u00f8m":4,"export":[9,45],"f\u00f8470":[31,33],"final":[0,1,2,3,4,5,6,7,8,9,10,11,13,14,16,18,19,20,22,23,26,28,29,30,31,33,36,37,41,44],"float":[0,3,4,5,9,11,13,14,23,25,33,34,38,39,42,43,44,45],"function":[2,3,4,5,9,14,15,16,17,18,19,22,24,25,28,44],"import":[0,1,2,3,4,6,7,8,9,10,11,12,13,14,16,17,23,26,30,36,37,38,39,40,41,42,44],"int":[0,1,2,3,4,5,6,11,13,14,21,23,25,30,34,36,38,39,40,41,42,43,44],"long":[0,1,3,4,12,13,33,37,38,39,40,41,42,43],"m\u00f8svatn":[6,26],"new":[0,1,2,3,5,6,7,8,9,10,11,13,14,17,21,23,25,26,28,33,34,37,38,39,40,41,42,43,45],"null":33,"public":[0,24,33],"return":[0,1,2,3,4,5,6,7,8,9,11,13,14,21,23,25,26,30,33,34,35,36,37,38,39,40,41,42,43,44,45],"sch\u00f8yen":[6,34,35],"short":[4,5,23,26,27,28,35,36,42,43],"super":[3,5,23,34,35,42,43],"switch":[0,23,42,43],"throw":[3,6,30,36,43],"true":[0,1,2,3,4,5,6,7,8,9,10,12,13,14,15,16,19,23,25,26,27,30,33,34,35,36,37,38,39,40,41,42,43,44,45],"try":[0,1,2,3,4,5,6,7,8,9,10,11,13,14,15,16,23,24,25,26,27,28,30,33,34,35,36,37,38,39,40,41,42,43,45],"var":[1,5,6,10,11,13,18,19,26,30,33,34,35,36,38,40,41,45],"while":[0,1,3,4,5,6,7,8,9,11,12,13,23,30,33,34,35,36,37,38,39,40,41,42,43,44,45],A:[2,3,5,6,7,10,11,12,13,16,18,20,22,23,24,25,26,27,28,29,30,31,32,34,38,39,40],AND:2,And:[0,3,4,5,6,9,13,20,23,24,26,27,28,30,40,41,42,43,45],As:[0,1,2,3,4,5,6,8,10,12,13,16,23,25,26,27,28,30,33,34,35,36,37,38,39,40,41,42,43,44,45],At:[0,4,6,13,26,33,38,44],BE:[0,33],Be:[2,24,33,42],Being:[13,38,45],But:[0,1,2,3,5,6,9,10,27,30,34,35,36,41,42,43,44,45],By:[0,3,5,6,12,13,17,25,33,34,35,36,37,38,39,40,43,44],FOR:44,For:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,21,23,24,25,26,27,28,29,30,32,33,34,35,36,37,38,39,40,41,42,43,44,45],IF:[6,35,36],IN:32,If:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,15,16,21,23,24,25,26,27,28,30,33,34,35,36,37,38,39,40,41,42,43,44,45],In:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,19,21,22,23,24,25,26,27,28,30,32,33,34,35,36,37,38,39,40,41,42,43,44,45],Is:11,Ising:[5,12,34,39,40],It:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,21,23,24,25,26,27,30,33,34,35,36,37,38,39,40,41,42,43,44,45],Its:[1,2,4,11,40,41,42,44],NO:[7,11,37,44],No:[3,4,6,9,23,33,35,37,39,42,44,45],Not:[0,1,5,6,23,33,34,35,36,39,40,41,42],OR:[23,30,43],Of:[30,43],On:[0,3,15,29,30,31,32,33,43],One:[0,1,3,4,5,6,7,8,11,12,13,17,20,21,26,30,34,36,37,38,39,40,41,42,43],Or:[0,1,6,26,28,33,37,41,42],Such:[0,6,12,16,30,36,37,38,39,40,43],TO:[23,42],That:[0,5,7,10,11,12,14,19,26,28,30,33,35,36,37,40,45],The:[4,10,13,14,15,16,18,19,20,21,22,25,26,27,29,30,31,32],Their:[23,40,41,42],Then:[0,1,6,8,9,10,11,12,13,14,25,26,28,33,34,36,37,38,39,40,41,42,43,45],There:[0,3,4,5,6,8,9,11,12,14,23,25,26,29,30,31,33,34,35,37,38,39,40,42,43,44,45],These:[0,2,3,4,5,8,9,10,11,12,13,14,15,16,23,25,26,27,28,30,31,33,34,35,38,39,40,41,42,43,44,45],To:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,21,23,25,26,27,30,35,36,37,38,39,40,41,42,43,44,45],With:[0,5,6,8,9,10,11,12,14,18,25,26,27,30,33,34,36,39,40,45],_0:[5,8,10,11,13,34,37,38,45],_1:[2,5,6,8,10,11,12,13,14,25,34,35,36,37,38,39,40,41,42,45],_2:[2,5,8,11,12,13,25,34,38,39,40,42],_3:25,_4:25,_9:[13,38,39],_:[0,1,2,4,5,6,7,8,9,10,11,12,13,17,18,19,21,25,26,33,34,35,36,37,38,39,40,41,42,43,44,45],_________________________________________________________________:[4,43,44],__call__:[3,4,43,44],__class__:[10,23,42,45],__del__:[],__doc__:[6,36],__future__:[8,9],__getattr__:35,__getitem__:[],__init__:[1,2,3,23,35,40,41,42,43],__main__:[2,42],__name__:[2,10,23,35,42,43,45],__traceback__:[3,4,43,44],_accuraci:[23,42,43],_auto10:[6,12,39,40],_auto11:[6,39],_auto12:[6,39],_auto1:[2,3,4,5,6,7,12,13,21,25,30,34,37,38,39,40,42,43],_auto2:[2,3,4,5,6,12,13,25,30,38,39,40,42,43],_auto3:[3,4,5,6,12,13,25,38,39,40,43],_auto4:[4,6,12,13,25,38,39,40],_auto5:[4,6,12,13,25,38,39,40],_auto6:[4,6,12,25,39,40],_auto7:[4,6,12,25,39,40],_auto8:[6,12,39,40],_auto9:[6,12,39,40],_backpropag:[23,42,43],_base:8,_build:[0,17,19,24,26,32,33],_build_call_output:[3,4,43,44],_c:[1,40,41,42],_call:[3,4,43,44],_call_flat:[3,4,43,44],_check_for_error:43,_check_optimize_result:[7,11,37,44],_compon:11,_compute_scor:43,_coordinate_desc:6,_decor:[0,33],_depth:[9,45],_distn_infrastructur:[37,44],_eagerdefinedfunct:[3,4,43,44],_extract_window:43,_feedforward:[23,42,43],_fmt:43,_format:[23,42],_fraction:[9,45],_h:[23,42],_handl:[3,4,43,44],_i:[0,1,2,5,6,7,8,11,12,13,15,16,17,19,26,33,34,35,36,37,38,39,40,41,42],_inference_funct:[3,4,43,44],_initialize_scor:43,_initialize_weight:43,_interpolatefunctionerror:[3,4,43,44],_j:[0,1,2,3,5,6,8,13,17,19,26,34,35,36,38,40,41,42,43],_jit_compil:[3,4,43,44],_k:[13,23,37,38,39,42,43],_l:[12,39,40,41],_lambda:[6,33],_leaf:[9,45],_lock:[3,4,43,44],_logist:[7,11,37,44],_m:[10,45],_make_vjp:[2,13,39],_maybe_define_funct:[3,4,43,44],_multilayer_perceptron:[1,23,40,41,42],_n:[2,5,8,11,13,34,37,38,42],_node:[2,9,13,39,45],_notokstatusexcept:[3,4,43,44],_num_output:[3,4,43,44],_o:[23,42],_p:[5,8,34],_pad:43,_process_traceback_fram:[3,4,43,44],_progress_bar:[23,42,43],_r:[3,4,43,44],_ratio:11,_reset_schedul:43,_reset_weight:43,_reset_weights_independ:43,_sampl:[9,45],_select_forward_and_backward_funct:[3,4,43,44],_set_classif:[23,42],_set_pred_format:43,_split:[6,9,26,45],_src:21,_stateful_fn:[3,4,43,44],_stateless_fn:[3,4,43,44],_t:[13,21,38,39],_test:[6,26],_trace:[2,13,39],_unpad:[],_valu:[2,13,39],_varianc:11,_weight:[9,45],a0:[3,43],a0faa0:[9,10],a1:[0,33],a2:[0,33],a3:[0,33],a4:[0,33],a_0:[0,21,22,27,33,43],a_1:43,a_1a:[0,33],a_1x:[21,22,27],a_2:43,a_2a:[0,33],a_2x:[21,22,27],a_3:[0,33,43],a_3a:[0,33],a_4:[0,33],a_4a:[0,33],a_:[0,1,16,25,33,34,40,41,42,43],a_h:[1,23,40,41,42],a_i:[0,1,2,12,33,40,41,42],a_j:[1,12,40,41],a_k:[0,1,12,40,41],a_matric:[23,42],a_matrix:43,a_previ:43,aaron:32,ab:[0,2,5,13,14,21,33,34,35,38,39,42],ab_channel:24,abandon:[1,41,42],abbrevi:29,abid:30,abil:[0,10,33,45],abl:[0,1,4,5,6,7,10,12,13,16,26,34,37,38,39,40,41,42,43,45],about:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,24,25,26,27,28,31,35,36,37,38,39,40,41,42,43,44,45],abov:[0,1,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,21,25,26,27,28,30,32,33,34,36,37,38,39,40,41,44,45],abovement:[6,36],abscissa:[13,37,38],absolut:[0,2,5,6,13,33,34,35,36,38,39,42],absorb:[34,35],acceler:[13,21,38,39],accept:[0,3,6,9,26,33,34,43],access:[0,3,11,30,34,43],accid:[4,6,36,37,44],accompani:[0,33,34],accomplish:[8,9,13,38,39,45],accord:[0,1,2,5,6,9,12,13,14,15,16,30,33,35,36,37,38,39,40,41,42,43],accordingli:11,account:[0,3,5,13,15,30,33,35,36,38,39,43],accross:43,accumul:[12,13,21,23,30,38,39,40,42],accur:[0,3,4,6,10,13,36,38,39,43,44],accuraci:[0,1,3,4,5,6,7,9,10,11,12,23,27,28,33,34,37,39,40,41,42,43,44,45],accuracy_scor:[0,1,10,23,33,40,41,42,45],accuracy_score_numpi:[1,40,41,42],achiev:[0,1,5,6,8,12,25,33,35,36,39,40,41,42,43,45],aco:30,acquaint:[24,33],acquir:[1,24,33,41,42],acr:[0,34],across:[1,3,6,9,24,33,36,40,41,42,43],act:[1,3,23,25,40,41,42,43],act_deriv:43,act_func:[23,42,43],act_func_deriv:[23,42,43],action:[30,43],activ:[0,2,3,4,9,28,29,31,33,36,37,38,45],activation_deriv:43,activationfunct:43,actual:[0,1,4,5,6,8,11,16,25,30,33,34,35,36,41,42,45],ad:[1,3,4,5,8,13,15,16,23,25,35,36,37,38,41,42,43,44,45],ada_clf:[10,45],adaboostclassifi:[10,45],adadelta:[13,38,39],adagrad:[22,23,27,42,43],adagradmomentum:[23,42,43],adam:[1,3,4,22,23,27,31,33,41,42,43,44],adam_schedul:[23,42,43],adapt:[4,6,13,32,34,36,37],add:[0,1,2,3,4,5,6,8,10,11,12,15,16,17,21,22,23,26,27,30,33,34,35,36,38,40,41,42,44,45],add_convolution2dlay:43,add_flattenlay:43,add_fullyconnectedlay:43,add_lay:43,add_outgrad:[],add_outputlay:43,add_poolinglay:43,add_subplot:[1,7,12,14,37,39,40,41,42],addendum:5,addit:[0,2,3,5,6,7,8,9,10,12,13,15,17,21,22,23,24,25,26,28,30,31,32,33,34,35,36,37,38,39,40,42],addition:[12,13,37,38,39,40,43],address:[1,9,11,13,33,38,39,41,42,43,45],adjac:[3,12,39,40,43],adjoint:[5,34,35],adjust:[0,5,12,13,37,38,39,44],admir:[0,33],adopt:43,advanc:[4,6,12,32,33,36,39,40,43],advantag:[1,3,5,6,10,13,25,35,36,37,38,39,40,41,42,43,45],adversari:33,afecionado:33,affect:[3,23,42,43],affin:[0,3,8,11,34,43],afford:[3,43],aficionado:33,aforement:14,african:[0,34],after:[0,1,2,4,5,6,9,11,12,13,15,20,21,23,24,25,26,27,28,30,33,34,35,36,38,39,40,41,42,43,44,45],afterward:[0,33],ag:[0,7,29,33,34,37],ag_0:[2,42],again:[0,1,4,5,6,7,8,10,11,12,13,15,16,21,22,23,26,27,30,33,34,35,36,38,39,40,41,42,45],against:[1,4,7,10,21,22,27,37,40,41,42,44,45],agegroup:[7,37],agegroupmean:[7,37],aggreg:[9,10,43,45],ago:44,agorithm:10,agre:[5,6,30,35,36],agreement:[13,21,38,39],ahead:[9,45],ai:[0,27,32],aid:[11,20,43],aim:[0,1,4,6,7,11,14,15,16,24,25,26,27,28,34,36,37,41,42],ainv:5,airplan:[3,43],aka:[5,35,36],al:[0,2,4,15,16,17,27,28,32,33,34,35,36,37,38,39,40,41,42,43,44,45],alarm:[5,7,35,36],albeit:43,algebra:[0,3,5,13,21,24,34,35,36,38,39,43],algorithm:[0,1,2,4,5,6,7,8,13,14,22,23,24,25,26,28,30,32,33,35,36,37,42,43,44],align:[0,2,5,6,7,8,13,26,30,33,34,35,36,37,38,42,43],all:[0,1,2,3,4,5,6,7,9,10,11,12,13,14,15,21,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,45],allevi:[1,13,37,38,41,42],alloc:[3,25,43],allow:[0,1,2,3,5,6,8,10,13,15,16,23,24,25,26,28,33,34,35,36,37,38,39,40,41,42,43,44,45],almost:[0,1,6,8,11,13,21,28,30,33,36,37,38,39,41,42],alon:[2,9,42],along:[2,3,4,5,6,9,10,11,23,24,25,28,33,34,35,36,37,42,43,44,45],alpha:[0,1,2,3,4,6,7,8,9,10,13,14,23,30,33,34,36,37,38,40,41,42,43,44,45],alpha_0:[3,43],alpha_1:[3,43],alpha_2:[3,43],alpha_:[10,45],alpha_i:[3,13,38,43],alpha_k:[13,38],alpha_m:[10,45],alpha_n:[3,43],alpha_opt:[13,38],alreadi:[2,3,4,5,6,10,12,24,25,30,33,34,35,36,39,40,42,43,45],also:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,21,23,24,25,26,27,28,29,30,33,34,35,36,37,38,39,40,41,42,43,44,45],alter:[1,40,41,42],altern:[0,1,4,5,6,7,8,9,11,13,25,26,33,34,35,36,37,38,39,40,41,42,43,44,45],although:[0,1,5,6,8,10,13,16,21,23,28,33,35,36,38,39,41,42,43,45],alwai:[0,3,5,6,12,13,16,21,30,33,34,35,36,37,38,39,40,43],am:[4,34,43],ame2016:[0,33],american:[0,34],among:[0,3,5,9,10,12,25,28,33,34,35,39,40,43,44,45],amongst:[5,35,36],amount:[0,1,3,4,6,8,10,14,23,24,36,41,42,43,45],an:[1,2,3,5,6,7,8,9,11,12,13,14,15,16,17,19,20,21,23,24,25,26,27,28,30,31,32,34,35,36,37,38,39,40,41,42,43],an_:30,anaconda:[0,1,15,24,26,28,33,41,42],analog:[13,38,39,44],analys:[6,28,35,36],analysi:[1,3,4,7,14,15,16,17,19,21,22,25,28,32,37,40,41,42,43,44],analyt:[2,3,5,6,7,12,13,15,22,24,26,27,28,33,34,35,36,37,38,39,40,43],analytical_gradi:21,analyz:[0,1,3,4,5,6,16,17,26,27,30,33,34,35,40,41,42,43,44],andrew:[1,40,41,42],angl:[0,3,9,34,43],anharmon:3,ani:[0,1,2,3,4,5,6,7,8,9,10,12,14,18,23,30,33,34,35,36,39,40,41,42,43,44,45],anim:[4,12,39,40],ann:[12,39,40],annot:[0,1,3,7,8,23,33,34,37,40,41,42,43,44],announc:33,anoth:[0,1,3,4,5,6,7,8,10,11,12,13,25,26,27,30,33,34,37,38,39,40,41,42,43,44,45],ans_vspac:2,ansatz:[0,33],answer:[0,1,3,5,6,25,26,27,28,31,33,35,36,40,41,42,43],antialias:[2,6,26,42],anticip:[4,44],anymor:[1,8,41,42],anyon:[4,8],anyth:[1,30,41,42,44],anytim:[31,33],apach:[1,41,42],apart:[11,13,37,38],api:[1,24,33,41,42,43],appar:[2,42],appear:[0,1,3,13,16,23,25,30,33,38,39,40,41,42,43],append:[1,3,4,8,9,13,21,23,33,38,41,42,43,44,45],appendix:26,appl:[3,4,43,44],appli:[0,1,2,3,4,6,7,8,9,10,11,12,13,15,16,26,27,30,32,33,34,35,36,37,38,39,40,41,42,43,45],applic:[0,1,3,4,5,6,7,9,12,13,21,25,26,30,32,33,34,36,37,38,39,40,41,42,43,44,45],apply_gradi:4,approach:[1,2,4,5,6,9,10,11,12,13,17,21,23,24,28,30,32,34,37,40,41,42,43,44],appropri:[2,6,9,12,13,24,30,36,38,39,40,42,43],approv:33,approx:[0,2,3,6,10,11,13,28,30,33,36,37,38,39,42,43,45],approxim:[0,1,2,3,4,5,6,7,10,11,13,18,19,26,30,33,34,35,36,37,38,39,41,42,43,44,45],apt:[0,15,24,26,28,33],aq:30,ar:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,19,21,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45],aragorn:33,arang:[1,3,4,6,7,9,10,12,13,23,26,33,37,38,39,40,41,42,43,44,45],arbitrari:[1,4,6,8,12,13,30,36,37,38,39,40,41,42,44],arbitrarili:[0,1,11,33,40,41,42],arc:[6,26],architectur:[3,4,12,23,43,44],archiv:27,area:[0,3,6,9,26,32,33,43,45],arg:[0,2,3,4,13,33,39,43,44],argmax:[1,11,40,41,42,43],argmin:[4,10,14,45],argnum:[2,13,39],argnum_0:[],argnum_1:[],args_with_tang:[3,4,43,44],argsort:11,argu:[1,13,38,39,41,42],argument:[0,2,3,5,6,11,12,13,21,23,26,33,34,35,36,40,42,43],argval:2,aris:[0,6,12,13,30,33,36,37,38,40],arithmet:[0,13,25,33,38,39],arm:[6,35],armadillo:25,around:[0,1,4,5,6,11,30,33,35,36,40,41,42],arr:2,arrai:[0,1,2,3,4,5,6,7,8,9,11,12,13,14,21,23,24,26,30,34,35,36,37,38,39,40,41,42,43,44],arrang:[3,33,43],arraybox:[13,38,39],arriv:[0,6,9,11,25,30,33,36,43,45],arrow:[12,23,39,40,42,43],arrowprop:8,art3d:[13,38],art:[0,1,15,24,33,41,42],articl:[0,3,4,6,10,18,27,28,33,34,35,36,43],artifici:[0,2,7,12,32,33,37,42],artificialneuron:[12,39,40],arug:[13,38,39],arxiv:[3,4,21,27,38,39,44],as_fram:34,asap:33,asarrai:[0,2,6,9,21,34,35,38,45],ashort:20,asid:34,ask:[5,6,11,12,35,36,40,43],aspect:[0,6,24,26,33,34,35,43],assembl:[0,3,33,43],assert:[4,23,42,43,44],assertionerror:43,assess:[0,6,26,28,33,34,35,36],assici:[4,44],assign:[0,7,8,9,12,13,14,23,29,31,32,33,34,37,38,39,40,41,42,45],associ:[0,6,9,12,14,30,33,36,39,40],assum:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,19,23,25,26,28,30,33,34,35,36,37,38,39,40,41,42,43,44,45],assumpt:[0,3,5,6,9,11,18,26,30,33,34,43,45],assur:43,ast:[0,5,6,18,26,33,35,36,37,43],astronomi:[33,34,35,36,37,38,39,40,41,42,43,44,45],astyp:[4,9,10,45],asymmetr:43,asymmetri:[0,33],asymptot:[4,6,36],async_wait:[3,4,43,44],atla:33,atom:[0,33],attempt:[0,4,6,7,8,10,33,35,37,45],attend:29,attent:[0,23,25,28,33,42,43],attr:[3,4,35,43,44],attract:[0,10,33,45],attractor:44,attribut:[0,9,13,23,27,28,33,35,36,42,43,45],attributeerror:[13,35],audi:[0,33],audio:[3,4,43,44],august:[15,16,33],aurelien:[0,15,29,32,33,39,41,42,43,44],austfjel:[6,26],author:[0,1,10,30,33,41,42],authour:33,auto:[6,9,10,23,30,42,43,45],autocor:30,autocorrelation_tim:30,autocorrelform:30,autocovari:30,autoencod:[4,24,33],autoencond:24,autograd:[22,23,24,27,33,43],autom:[0,24,32,33],automac:25,automag:33,automat:[0,1,2,3,4,11,16,22,23,24,25,33,40,41,43,44],automobil:[3,43],autonom:[4,44],avail:[0,1,4,6,10,11,15,20,21,24,25,26,27,28,29,31,32,33,36,40,41,42,44,45],averag:[0,1,3,6,9,10,13,14,21,23,30,31,33,34,35,36,37,38,39,40,41,42,43,45],avoid:[0,4,5,6,9,11,13,21,23,25,33,34,36,37,42,43,44,45],awai:[2,3,6,34,35,36,42,43],awar:[2,10,42],award:[31,33],ax:[0,1,2,3,4,6,7,8,9,10,11,12,13,14,23,25,26,27,28,33,34,36,37,38,39,40,41,42,43,44,45],axes3d:[2,6,13,26,37,38,42],axes_grid1:6,axessubplot:34,axhlin:8,axi:[0,1,2,3,4,6,7,8,9,10,11,12,13,14,21,23,25,26,30,33,34,35,36,37,38,39,40,41,42,43,44,45],axiom:[5,35,36],axlabel:[0,33],axvlin:[4,8],axvspan:[4,44],b1:8,b2:8,b3:8,b:[0,1,3,4,5,6,8,9,10,12,13,14,15,16,21,23,30,31,33,34,35,36,37,40,41,42,43,44,45],b_0:0,b_1:[0,2,12,13,38,39,40,42],b_2:[0,13,38,39],b_5:[13,38,39],b_:[0,1,25,40,41,42],b_group:[9,45],b_i:[0,1,2,12,33,39,40,41,42],b_ia_:[0,33],b_ia_i:0,b_index:[9,45],b_j:[1,12,39,40,41,42],b_k:[0,1,12,13,38,39,40,41,42],b_m:[12,39,40],b_score:[9,45],b_valu:[9,45],bachelor:[29,31],back:[0,3,4,5,6,8,9,10,15,23,25,27,30,33,34,35,37,38,39,43,45],backbon:25,backend:[1,4,21,41,42,44],background:[28,32,33,34],backprogag:43,backpropag:[1,23,40,41,42],backtrack:9,backup:25,backward:[1,2,4,12,23,25,40,41,42,43],backward_pass:[],backwardpass:43,bad:[6,23,34,35,42],badli:30,bag:[9,24,28,33],bag_clf:[10,45],baggin:33,baggingboot:[10,45],baggingclassifi:[10,45],baggingtre:10,balanc:[6,36,37],baluka:42,band:25,bandwidth:25,bar:[0,6,11,15,16,23,26,33,42,43],barber:32,bare:[4,10,45],base:[0,1,3,4,5,7,8,9,10,14,24,30,31,32,33,34,35,37,40,41,42,43,44,45],basi:[5,7,8,10,11,12,13,25,34,35,37,38,39,40,45],basic:[6,8,12,13,14,24,26,30,33,38,39,40,41],batch:[3,4,11,12,13,21,22,23,27,37,40,43],batch_shap:[4,44],batch_siz:[1,3,4,23,40,41,42,43,44],batch_typ:43,batchnorm:4,bay:[7,37],bayesian:[5,24,32,33,35,36],beam:[33,36,37,38,39,40,41,42],becattini:31,becaus:[0,1,2,3,4,5,6,8,9,12,13,14,33,35,36,37,38,39,40,41,42,43,44,45],beccatini:33,becom:[0,1,2,5,6,7,9,12,13,21,30,33,34,35,36,37,38,39,40,41,42,43,44,45],been:[0,1,2,3,4,5,6,11,12,13,23,24,25,26,27,28,33,34,35,36,38,39,40,41,42,43,44],befor:[0,1,2,3,4,5,6,7,8,12,13,14,23,25,26,27,30,33,34,35,36,37,38,39,40,41,42,43,44,45],beforehand:[0,30,33],begin:[0,1,2,3,4,5,6,7,8,9,11,12,13,14,21,23,25,26,30,31,33,34,35,36,37,38,39,40,41,42,43,45],behav:[1,6,13,36,37,38,41,42],behavior:[0,1,13,33,37,38,39,41,42],behaviour:[12,39,40],behind:[0,1,6,8,13,33,37,38,40,41,42,43,45],being:[0,1,2,3,4,5,7,8,10,11,12,13,17,30,33,34,35,36,37,38,39,40,41,42,43,44,45],believ:[9,25,45],belong:[7,8,9,13,14,23,37,38,39,42,43,45],below:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,23,25,26,27,28,30,33,34,35,36,37,38,39,40,41,42,43,44,45],benchmark:[10,45],benefici:[1,13,38,39,40,41,42],benefit:[0,1,4,11,13,15,24,33,37,38,39,40,41,42,44],benefiti:43,bengio:[1,21,22,27,29,32,33,34,38,39,41,42],benign:[1,7,9,37,41,42,44,45],besid:[4,5,35,44],bessel:[5,34,35,36],best:[0,1,2,3,4,5,6,7,8,9,10,12,13,26,27,31,33,34,36,37,38,40,41,42,43,44,45],best_estimator_:[37,44],beta1:[21,38,39],beta2:[21,38,39],beta:[0,1,3,5,6,7,10,11,13,16,17,18,19,21,23,26,33,34,37,38,39,40,41,42,43,45],beta_0:[0,1,3,5,6,7,13,33,34,35,36,37,38,40,41,43],beta_0x_:[0,33,34],beta_1:[0,1,3,5,6,7,10,13,33,34,35,36,37,38,39,40,41,43,45],beta_1x_0:[0,33],beta_1x_1:[0,7,33,37],beta_1x_2:[0,33],beta_1x_:[0,33,34],beta_1x_i:[7,13,34,37,38],beta_2:[0,3,13,33,34,38,39,43],beta_2x_0:[0,33],beta_2x_1:[0,33],beta_2x_2:[0,7,33,37],beta_2x_:[0,33,34],beta_2x_i:34,beta_3:[3,43],beta_3x_i:34,beta_4x_i:34,beta_:[0,3,6,7,13,33,34,35,36,37,38,39,43],beta_i:[0,3,5,17,33,34,35,43],beta_j:[0,5,6,13,18,26,33,34,35,36,38,39],beta_k:[13,37,38],beta_linreg:[13,21,37,38,39],beta_m:[10,45],beta_mg_m:[10,45],beta_n:[3,43],beta_ol:36,beta_p:[7,37],beta_px_p:[7,37],beta_ridg:36,betaol:36,betaridg:36,betavalu:5,better:[0,1,2,3,4,6,9,10,11,12,13,21,33,34,35,36,38,41,42,43,44,45],between:[0,1,2,3,4,5,6,7,8,9,11,12,13,14,17,21,23,26,27,28,30,33,34,35,36,37,38,39,40,41,42,43,44,45],beyond:[0,1,5,6,8,13,21,26,33,34,37,38,39,41,42],bf:[13,14,25,30,37,38],bgd:[13,38,39],bia:[0,1,2,3,5,8,9,10,12,13,19,23,27,33,34,35,37,38,39,40,41,42,43,45],bias:[1,2,3,5,6,9,12,23,27,35,39,43,45],bias_index:43,big:[0,1,2,5,6,14,18,33,35,36,40,41,42,44],bigger:[1,6,34,35,41,42],bigr:[12,39,40],bike:[9,45],bilbo:33,billion:[3,12,24,39,40,43],bin:[0,7,30,34,37,44],binari:[0,3,5,7,9,10,12,23,27,33,35,36,37,42,43,44],binarycrossentropi:4,bind:[0,34],binomi:[24,30,33],binsboot:[6,36],bioinformat:[0,33],biolog:[1,12,39,40,41,42],bios1100:[24,33],bird:[0,3,33,43],birth:33,bishop:[29,32,33],bit:[1,4,25,30,33,40,41,42],bitwis:30,bivari:[2,42],bk:[0,13,34,38,39],bla:[25,33],black:[8,9,14,21,45],bledso:33,blob:[19,20,26,33,37,38,39],block:[6,10,24,25,30,33,36,43],blogpost:4,blue:[0,3,43],bluntli:33,blur:43,bm:34,bmatrix:[0,1,3,5,7,8,11,13,23,25,33,34,35,37,38,40,41,42,43],bmi:[1,40,41,42],bodi:[0,1,4,12,33,39,40,41,42,44],bold:[1,41,42],boldfac:[0,5,16,34,35],boldsymbol:[0,1,2,3,5,6,7,8,10,11,13,14,15,16,17,18,19,21,23,26,33,37,38,39,40,41,42,43,45],boltzmann:[12,24,33,39,40],book1:32,book:[19,26,27,32,33,35,42,43],bool:43,boost:[1,9,24,28,33,41,42],boostrap:[10,45],bootstrap:[1,13,19,24,26,27,28,33,37,38,39,41,42],border:43,borrow:33,boston_dataset:[0,34],bot:8,both:[0,1,4,5,6,8,9,10,13,14,15,16,23,24,25,26,27,30,31,33,34,35,36,37,38,39,41,42,43,44,45],bottl:[7,37],bottleneck:43,bound:[0,8,12,34,38,39,40],boundari:[2,4,8,11,12,28,40,42],box:[2,4,9,44,45],boxed_arg:2,boyd:[8,13,37,38],bracket:[4,30,44],brain:[1,7,12,37,39,40,41,42],branch:[9,45],breast:[5,7,11,27,35,36,37,44],breat:27,breviti:[13,21,38,39],brew:[0,15,24,26,28,33],brg:8,brief:[26,27,28,34],briefli:[0,33],bring:[0,5,6,10,27,33,34,35,41,45],broad:[0,3,4,33,43,44],brought:[13,21,24,33,38,39],brownle:4,browser:33,brute:[3,5,11,34,35,37,43,44],bs:[8,9,10],buffer_s:4,bui:[4,44],build:[0,4,5,6,10,25,30,33,35,36,37,38,39,40,44],built:[0,1,3,4,6,34,36,41,42,43,44],bunch:11,busi:[0,34],c1:[8,11],c2:[8,11],c:[0,1,2,4,5,6,7,8,9,10,11,12,13,14,15,16,19,24,25,30,31,32,34,35,36,37,38,39,40,41,42,43,45],c_0:30,c_1:[12,39,40],c_2:[12,39,40],c_3:[12,39,40],c_4:[12,39,40],c_:[0,8,9,10,13,21,30,34,37,38,39],c_i:[12,13,38,39,40],c_k:30,ca:[1,33,41,42],cach:10,cal:[0,8,10,12,13,15,16,33,37,38,40,41,45],calcul:[0,1,2,4,5,6,8,9,10,11,12,13,14,15,16,18,21,23,25,27,30,33,35,36,37,38,39,40,41,42,43,44,45],california:[27,28,34],call:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,18,19,21,23,24,25,26,27,28,30,31,33,34,35,36,37,38,39,40,41,42,43,44,45],callabl:[3,4,23,42,43,44],callback:[3,4,43,44],calor:[0,34],cambridg:[13,32,37,38],can:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,22,23,24,25,26,27,28,30,31,32,34,35,37,40,41,42,43,45],cancel:[0,13,33,34,38,39],cancellation_manag:[3,4,43,44],cancer:[5,10,27,35,36],cancerpd:[7,37,44],candid:[8,9,10,38,45],cannot:[0,1,4,5,6,7,8,9,29,30,33,34,35,37,40,41,42,44,45],canopi:[0,15,24,26,28,33],canva:[26,27,28,33],cap:[5,35,36],capabl:[0,1,8,13,24,33,38,39,41,42,43],capac:[2,31,42],capita:[0,34],caption:[26,27,28],captur:[4,11,12,39,40],captured_input:[3,4,43,44],car:[3,4,43,44],card:[0,7,33,37],cardin:[1,41,42],care:[11,37,43],carefulli:[13,38,44],carlo:[0,6,24,30,32,33,36],carri:[2,6,7,26,36,37,42],cart:10,casella:32,cast:[1,41,42],cat:[3,4,43],categor:[0,1,3,9,11,33,40,41,42,43,45],categori:[0,1,3,7,10,12,14,23,33,34,37,39,40,41,42,43,45],categorical_crossentropi:[1,3,41,42,43],catgeori:44,caus:[0,5,6,30,33,34,35,36],causal:0,causat:[0,33],caution:43,cax:[1,41,42],cb:[6,33],cbar:[1,41,42],cc:[0,1,3,4,5,13,27,28,33,34,35,36,37,38,41,42,43,44],ccc:[5,12,35,39,40],cd_fast:6,cdf:30,cdot:[0,2,6,12,13,14,25,30,33,36,37,38,39,40,42,43],ceil:43,celebr:[13,37,38],cell:[0,2,3,4,6,9,10,13,15,26,33,35,36,37,38,39,42,43,45],cent:45,center:[0,1,6,7,8,9,11,14,26,28,30,33,35,36,37,41,42,45],central:[0,3,5,6,8,16,25,27,28,33,34,35,43],centroid:[14,30],centroid_differ:14,centuri:[3,43],certain:[0,3,6,7,9,30,33,34,36,37,43,45],certainti:36,cg:[13,38],cha:[0,34],chain:[0,1,13,24,30,33,38,39,41,42],challeng:[38,39],chanc:[1,5,13,30,35,36,38,39,40,41,42],chang:[0,1,2,3,4,5,6,8,9,11,12,13,14,21,23,25,26,27,28,30,33,34,35,36,37,38,39,40,41,42,43,44],channel:[3,43],chap4:[40,41,42],chapter3:[0,19,26],chapter:[0,6,10,11,18,21,22,25,26,27,28,32,33,34,35,36,37,38,39,40,41,42,43,44,45],charact:[0,3,5,8,33,34,43],character:[8,9,10,12,30,39,40,45],characterist:[0,1,3,10,13,21,33,38,39,41,42,43,44,45],charg:[0,33],charl:[0,34],chase:4,chat:33,chd:[7,37],chddata:[7,37],cheap:[5,34],cheaper:[1,13,38,39,41,42],check:[0,1,3,4,5,6,11,13,23,25,33,34,38,39,41,42,43,44],checkmark:3,checkpoint:4,checkpoint_dir:4,checkpoint_prefix:4,chen:10,chiaramont:[2,42],chin:43,choic:[0,1,2,3,4,6,9,12,13,14,19,23,25,27,33,34,36,37,38,39,40,43],choleski:[5,25,34],choos:[2,3,6,9,10,11,13,14,23,26,27,28,36,37,38,39,43,45],chosen:[0,1,2,6,8,9,10,13,16,21,27,28,30,33,36,37,38,39,41,42,44,45],chosen_datapoint:[1,40,41,42],christian:32,christoph:[29,32,33],cifar10:[3,43],cifar:[3,43],circ:[1,12,40,41,42],circl:[0,8,12,34,39,40],circuit:[3,43,44],circumfer:[9,45],circumv:[1,5,13,34,38,39,41,42],ckpt:4,clariti:30,class_nam:[3,9,43,45],class_predict:43,class_val:[9,45],class_valu:[9,45],class_weight:[3,4,43,44],classic:[7,9,13,37,38,39,40,44,45],classif:[0,3,5,6,7,8,11,12,24,26,28,32,33,34,35,36,38,43],classifc:44,classifi:[0,1,4,7,9,10,11,23,27,28,33,40,41,42,43,44],classificaton:[1,40,41],classifii:[10,45],clealri:45,clean:[1,40,41,42],clear:[1,5,10,12,13,21,38,39,40,41,42,45],clearli:[0,3,5,6,7,8,18,30,34,35,36,37,43,44,45],clever:[1,10,40,41,42,45],clf3:0,clf:[0,6,8,9,10,33,34,45],clf_lasso:6,clf_ridg:[6,33],clip:[3,30,43],clone:31,close:[0,1,2,4,6,8,9,11,12,13,14,26,28,30,32,33,36,37,38,39,40,41,42,43,45],closer:[3,5,13,34,38,39,43],closest:[8,11,13,14,38],closur:[24,33],cloud:[24,33],cluster:[0,1,4,6,11,24,33,36,40,41,42,44],cluster_label:14,cm:[1,2,3,6,8,9,13,26,37,38,40,41,42,43,45],cmap:[0,1,2,3,4,6,8,9,10,23,26,33,40,41,42,43],cmap_arg:6,cmb:29,cmd:[9,45],cmu:34,cn_:30,cnn:[12,39,40],cnn_kera:[3,43],cntk:[24,33],co:[0,2,3,6,9,13,21,33,36,38,39,42,43],cobserv:43,code:[3,4,6,7,8,15,16,17,19,22,24,25,26,28,30,32,44],codebas:[23,42,43],coef0:8,coef:[0,33,43],coef_:[0,5,6,8,9,13,33,34,35,36,37,38,45],coeff:5,coeffici:[0,3,5,6,7,8,9,13,15,16,25,33,34,35,36,37,38,39,45],coerc:[0,6,33,36],cogniz:43,coin:[10,30],coin_toss:[10,45],col:[0,11,33,34],colab:[24,33],cold:[9,45],colinear:[0,34],collabor:[26,27,28],collaps:8,collect:[0,2,6,10,11,21,24,30,32,33,36,45],collinear:[5,34,35],color:[0,3,4,6,8,9,10,21,26,30,38,43,44,45],color_channel:[3,43],color_cod:6,colorbar:[1,6,26,41,42,43],coloumn:[23,42],colsample_bytre:10,colsaobject:10,colspec:[0,33],column:[0,1,2,5,6,7,8,9,11,12,17,23,25,33,34,35,36,37,39,40,41,42,43,44,45],columntransform:[9,45],com:[4,6,19,20,21,24,26,27,32,33,35,37,38,39,40,41,42,43,44],combin:[1,2,5,6,7,10,30,35,36,37,38,39,41,42,43,45],come:[0,1,3,4,5,12,13,14,15,27,33,34,35,36,38,39,40,41,42,43,44],command:[0,1,33,41,42],comment:[0,4,5,6,15,16,26,27,28,33,34],commerci:[0,15,24,26,28,33],commod:[0,33],common:[0,1,3,5,6,7,9,11,13,14,26,27,28,30,33,34,36,37,38,39,40,41,42,43,44,45],commonli:[0,1,4,6,7,9,13,14,34,36,37,38,39,40,41,42,43,44,45],commun:[0,12,26,28,39,40],commut:[3,43],commutatitav:[3,43],compact:[0,1,3,5,6,7,9,11,12,13,14,33,34,35,36,38,39,40,41,42,43,45],compair:0,compar:[0,3,4,5,6,11,13,15,16,21,22,23,25,26,27,28,33,34,35,36,37,38,39,43,44],comparison:[2,4,13,27,38,39,42,43,44],compat:[7,37,43],compet:[0,33],competit:10,compil:[0,1,3,4,13,15,21,24,25,33,38,39,41,42,44],complet:[0,2,3,4,9,12,33,39,40,42,43,44,45],completenn:[12,39,40],complex:[1,5,8,9,11,12,13,15,16,19,27,33,36,38,39,40,41,42,43],complic:[0,1,9,13,33,36,37,40,41,42,44,45],compoment:34,compon:[0,1,3,4,5,6,7,9,14,16,23,24,28,33,34,35,36,37,40,41,42,43,44,45],components_:11,compos:[9,12,13,14,21,24,33,38,39,40,45],compphys:[0,6,17,19,20,24,26,29,31,32,33,34,37,38,39],comprehend:43,compress:[0,33,34,43],compris:[6,37,43],compromis:[5,34],compulsori:[24,33],comput:[0,1,2,3,4,5,6,7,8,10,11,12,13,15,16,17,21,23,24,25,26,27,28,29,30,32,33,34,35,36,37,40,41,42,43,44],computation:[0,3,6,9,13,30,33,37,38,39,43,45],computationalscienceuio:33,computerlab:[26,27,28],con:27,concat:33,concaten:[2,4,6,14,42,43,44],concav:[1,9,13,34,37,38,41,42,45],concentr:[0,10,34,45],concept:[0,2,24,33,34,42],conceptu:[12,13,37,38,39,40],concern:[0,1,4,7,33,37,40,41,42,44],concic:33,conclud:[0,5,13,21,35,36,38,39],conclus:[1,28,40,41,42],concretefunct:[3,4,43,44],cond:[2,42],conda:[0,1,15,24,26,28,33,41,42],condis:34,condit:[0,2,4,5,6,8,9,11,13,28,30,33,34,39,42,44,45],conduct:[24,33],condwav:[2,42],confid:[0,5,6,7,8,18,26,33,34,35,37],configur:[3,21,43],confirm:[5,12,35,36,39,40],confus:[5,6,7,10,25,28,34,35,36,44],confusion_matrix:[9,45],congruenti:30,conjug:[4,8],conjugaci:[13,38],conjunct:[3,43],connect:[0,1,3,4,9,11,12,13,25,33,34,37,38,39,40,41,42,44,45],consecut:43,consequ:[5,6,8,10,12,13,34,35,36,37,38,39,40,43,45],conserv:[5,14,34],consid:[0,1,2,3,5,6,7,8,9,10,12,13,16,19,21,23,25,26,27,30,33,34,35,36,37,38,39,40,41,42,43,45],consider:[0,1,5,13,33,34,35,36,37,38,40,41,42],consist:[0,1,2,3,4,6,12,13,19,21,26,27,28,30,34,36,37,38,39,40,41,42,43,44,45],constant:[0,2,4,5,6,8,12,13,23,30,33,34,35,36,37,38,39,40,42,43],constitu:[0,33],constitut:[2,6,36,37,42,43],constrain:[1,3,5,7,11,35,37,40,41,42,43],constraint:[5,6,8,13,17,34,35,36,38,39,43,44],construct:[0,1,2,3,5,6,7,8,9,10,11,23,25,30,33,34,35,36,37,43,44,45],consult:27,contact:[0,33],contain:[0,2,3,4,5,6,7,8,9,11,12,13,17,19,21,22,23,25,26,27,28,30,32,33,34,35,36,37,38,39,40,42,43,44,45],contemporari:33,content:[1,24,25,33,41,42],context:[3,4,6,10,13,26,28,36,37,38,39,43,44,45],contigu:25,continu:[0,1,2,3,4,5,6,7,8,9,10,12,13,17,18,21,22,25,26,27,30,33,34,35,36,37,38,40,41,42,43,45],contour:[9,10,13,38],contourf:[8,9,10],contrast:[1,4,9,10,12,39,40,41,42,45],contribut:[0,3,5,13,21,30,33,34,35,38,39,43],contributor:[0,26,28,33],control:[0,1,3,9,13,15,24,33,38,39,40,41,42,43,45],conv2d:[3,4,43],conv2d_49:43,conv2d_50:43,conv2d_51:43,conv2dsep:43,conv2dtranspos:4,conv:[3,4,43],conv_imag:43,conv_lay:43,conv_result:43,convei:33,conveni:[0,5,6,12,13,25,26,27,28,33,35,36,37,38,39,40,41],convent:[12,34,40],converg:[1,2,4,5,6,7,8,11,13,14,21,22,23,27,34,35,37,38,39,40,41,42,44],convergencewarn:[1,6,7,8,11,23,37,40,41,42,44],convert:[0,1,4,5,9,11,13,25,33,34,38,39,41,42,44,45],converttomatrix:[4,44],convex:[4,5,7,34],convinc:[13,37,38],convolut:[1,4,24,28,33,41,42,44],convolution2dlayeropt:43,convolv:43,convolved_imag:43,convout:43,cool:[4,9,45],coolwarm:[6,26],coordin:[5,12,14,34,35,39,40],coorel:[0,34],cope:44,copi:[0,1,14,23,34,40,41,42,43],copyright:[27,28,36,42],core:[2,3,4,10,13,33,39,43,44],corel:33,corner:43,coronari:[7,37],corr:[0,5,7,11,34,37,44],correalt:[11,24],correct:[0,1,2,3,4,5,7,13,25,30,33,34,35,36,38,39,40,41,42,43,44],correctli:[1,2,6,7,10,23,27,40,41,42,43,44,45],correl:[0,1,3,5,6,7,10,12,13,21,24,30,33,35,36,38,39,40,41,42,45],correlation_matrix:[0,5,7,11,34,37,44],correspond:[0,3,5,6,8,9,11,12,15,16,17,24,25,26,30,33,34,35,36,39,40,43,45],corss:42,cortex:[12,39,40],cosin:[3,6,36,43],cost:[0,2,3,5,6,7,8,9,12,13,16,17,19,21,26,27,33,39],cost_deep_grad:[2,42],cost_func:[23,42,43],cost_func_deriv:[23,42,43],cost_funct:[2,42],cost_function_deep:[2,42],cost_function_deep_grad:[2,42],cost_function_grad:[2,42],cost_function_train:[23,42,43],cost_function_v:[23,42,43],cost_grad:[2,42],cost_sum:[2,42],costcrossentropi:[23,42,43],costfunct:43,costlogreg:[23,42,43],costol:[13,21,23,38,39,42,43],could:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,17,23,25,26,27,28,30,33,34,35,36,37,38,39,40,41,42,43,44,45],coulomb:[0,33],count:[0,2,9,29,30,31,33,45],countor:[13,38],coupl:[4,5,6,35,36,44],cours:[0,1,3,5,11,26,27,28,29,31,34,36,41,43,45],courvil:[21,22,27,29,32,33,34,38,39],cov:[5,6,11,25,30,33,34,35,36],cov_xi:[5,11,34],cov_xx:[5,11,34],cov_yi:[5,11,34],covari:[0,7,24,25,33,35,37,44],covariance_matrix:[5,11,14,34],cover:[0,5,17,24,28,31,32,34,35,43,45],covert:[0,33],covxi:30,covxx:30,covxz:30,covyi:30,covyz:30,covzz:30,cpu:[1,3,4,41,42,43,44],cpu_util:[3,4,43,44],craft:[3,43],crawford:33,creat:[1,2,3,4,5,6,9,10,11,12,13,23,24,26,33,35,37,38,39,40,41,42,43,44,45],create_biases_and_weight:[1,40,41,42],create_convolutional_neural_network_kera:[3,43],create_neural_network_kera:[1,41,42],create_x:[5,11,23,34,42],credit:[0,7,31,33,37],crim:[0,34],crime:[0,34],criteria:[0,4,9,10,14,30,33,45],criterion:[9,10,13,28,37,38,45],critic:[6,26,28,33,34,35,43],critiqu:[26,27,28],crop:43,cross:[0,1,3,7,9,10,13,23,24,27,28,30,33,34,35,38,39,40,41,42,43,44,45],cross_entropi:4,cross_val_scor:[6,36,37],cross_valid:[7,10,37,44,45],crossvalid:[6,36],crucial:[1,30,41,42,43],cs231:[3,43],cs231n:42,cs231n_2017_lecture4:42,cs:[29,31],csr_matrix:[25,33],csv:[0,4,6,7,9,33,36,37,44,45],ctnk:[1,41,42],ctx:[3,4,43,44],cubic:0,cumbersom:[5,35,36],cumsum:[10,11,33,45],cumul:[7,10,28,30,45],cumulative_heads_ratio:[10,45],cup:[5,35,36],current:[1,2,3,4,6,13,14,21,26,32,37,38,39,41,42,43,44],curs:[0,34],curv:[6,7,10,12,26,28,37,39,40,45],curvatur:[13,37,38,39,44],custom:[6,14,26,45],custom_cmap2:[9,10],custom_cmap:[9,10],cut:43,cute:43,cutpoint:[9,45],cv:[6,7,10,36,37,44,45],cvxbook:[13,37],cvxopt:[5,8,34],cycl:[1,12,39,40,41,42],cyclotron:[34,35,43,44,45],d2_g_t:[2,42],d:[1,2,3,4,5,6,7,8,9,10,11,13,14,25,30,31,33,34,35,36,37,38,39,40,41,42,43,44,45],d_f:[13,37,38],d_g_t:[2,42],d_net_out:[2,42],da:[3,43],dagger:[5,25,34],dai:[1,9,24,40,41,42,45],damp:[3,43],daniel:[31,33],darget:[9,45],darkr:30,dat:[0,33],dat_id:[0,6,7,9,33,34,36,37,45],data1:14,data2:14,data3:14,data4:14,data:[2,4,5,8,10,12,13,14,17,18,19,21,22,25,27,32,36,38,39],data_handl:[3,4,43,44],data_id:[0,6,7,9,33,34,36,37,45],data_indic:[1,40,41,42],data_modul:34,data_panda:33,data_path:[0,6,7,9,33,34,36,37,45],data_url:34,databas:[1,40,41,42],datafil:[0,6,7,9,26,33,34,36,37,45],datafram:[0,4,5,7,9,11,33,34,37,44,45],datapoint:[1,5,6,7,11,13,23,34,36,37,38,39,40,41,42],dataset:[0,4,6,7,8,9,10,11,13,14,15,16,19,23,26,27,33,34,36,37,38,39,44,45],datatyp:[4,44],date:[15,16,17,18,19,20,21,22,23,26,27,28,33,34,35,36,37,38,39,40,41,42,43,44,45],daughter:[10,45],david:32,davison:36,dbh:[1,40,41,42],dbo:[1,40,41,42],dc5e85cd93c3:27,dcomposit:25,ddot:[2,42],dead:[1,41,42],deadlin:[16,17,18,19,20,21,22,23,29],deal:[0,1,3,5,6,8,11,13,14,17,18,25,26,28,30,33,34,35,36,37,38,39,40,41,42,43,44],dealt:0,debt:[7,37],debug:[0,5,6,23,35,36,37,42,44],decad:[0,3,33,43],decai:[0,13,30,33],decemb:[29,31,33],decent:10,decid:[0,2,3,5,6,9,23,26,35,36,37,42,43,44,45],decim:[0,23,33,42,43],decis:[0,1,8,11,24,28,32,33,40,41,42,43],decision_funct:8,decision_tre:[9,45],decisiontreeclassifi:[9,10,45],decisiontreeregressor:[0,9,10,45],declar:[0,4,25,33,44],decompos:[5,6,25,34],decomposit:[0,6,12,26,33,35,39,40],decompost:[5,34],deconvolut:[3,43],decor:[0,33],decorrel:[10,13,21,38,39,45],decreas:[1,2,4,5,6,10,11,13,35,36,37,38,39,40,41,42,43,45],deduc:[0,33],deep:[3,7,12,13,21,24,27,28,29,32,33,34,38,39,40,43,44],deep_neural_network:[2,42],deep_param:[2,42],deep_tree_clf1:9,deep_tree_clf2:9,deep_tree_clf:[9,10,45],deepcopi:[23,42,43],deepen:[5,24,33],deeper:[0,3,4,33,43],deepimag:42,deeplearningbook:32,deer:[3,43],def:[0,1,2,3,4,5,6,7,8,9,10,11,13,14,21,23,26,30,33,34,35,36,37,38,39,40,41,42,43,44,45],def_covari:30,def_funct:[3,4,43,44],default_tim:[4,44],defect:[5,34],defici:[5,34],defin:[0,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,21,23,25,26,27,30,34,35,36,37,38,39,43,44,45],definit:[1,2,5,6,7,8,10,11,12,13,17,25,30,34,35,36,37,38,41,42,45],defint:30,defualt:[23,42],defun:[3,4,43,44],defvjp:2,degre:[3,5,6,8,9,10,11,15,16,17,19,26,30,33,35,36,37,43,44,45],del:[1,41,42],delet:6,delimit:[4,44],deliv:[29,33],delta:[0,2,3,6,8,12,13,14,21,23,28,33,38,39,40,41,42,43],delta_0:[3,43],delta_1:[3,43],delta_2:[3,43],delta_3:[3,43],delta_4:[3,43],delta_5:[3,43],delta_:[1,25,40,41],delta_h:[0,1,33,40,41,42],delta_j:[3,12,40,41,43],delta_k:[12,40,41],delta_l:[1,3,40,41,42,43],delta_matrix:[23,42],delta_momentum:[13,21,38,39],delta_n:[0,3,33,43],delta_next:43,delta_term:43,delta_term_next:43,delta_term_pad:43,delug:24,delv:[0,33,43],demand:[13,37,38],demonstr:[0,3,5,6,7,11,12,23,24,33,34,35,36,37,40,42,44],demostr:45,demystifi:[39,40,41,42],den:[4,44],denomin:[1,5,35,36,40,41,42],denot:[1,2,6,7,13,30,37,38,39,40,41,42,43],dens:[1,3,4,41,42,44],dense_1:[4,44],dense_98:43,dense_99:43,densiti:[0,2,6,30,33,36,42],depart:[27,28,31,33,34,35,36,37,38,39,40,41,42,43,44,45],depend:[0,1,2,4,5,6,7,8,11,12,13,15,21,23,24,25,26,28,30,33,34,35,36,37,38,39,40,41,42,43,44],depict:30,deploy:[0,15,24,26,28,33],deprec:[2,3,6,13,26,33,34,38,43],deprecate_nonkeyword_argu:[0,33],depth:[0,3,9,10,25,36,41,42,43,44,45],deriv:[0,1,2,6,7,8,10,11,13,16,17,19,21,23,24,26,33,39,43,44,45],derivati:[13,38,39],derivative_fn:[13,38,39],descend:[5,9,11,34,35,43],descent:[0,1,3,7,8,12,22,23,28,33,34,40,41,43],descent_i:21,descent_x:21,descr:34,describ:[0,2,4,5,6,8,10,11,12,13,18,21,25,26,27,28,33,35,36,38,39,40,42,43,44,45],descript:[0,8,9,23,27,28,33,42,43,45],design:[0,1,3,4,5,6,7,10,11,12,13,15,16,17,18,19,23,26,27,33,35,36,37,38,39,40,41,42,43,44,45],designmatrix:[0,33],desir:[0,2,4,5,13,14,23,33,34,37,38,42,43,44],despit:[1,12,39,40,41,42,43,45],destroi:25,det:[5,25,34],detail:[0,6,11,13,14,23,25,26,27,34,37,38,41],detect:[3,8,12,39,40,43,44],determin:[0,2,3,4,5,6,8,9,10,11,12,13,16,25,30,33,34,35,36,37,38,39,40,42,43,44,45],determinist:[7,13,30,37,38,39],dev:[1,41,42],develop:[0,3,5,8,10,11,12,21,22,23,24,25,26,27,28,33,34,35,36,39,43,45],deviat:[0,1,2,4,5,6,19,26,30,33,34,35,36,41,42],devic:[3,4,43,44],device_nam:[3,4,43,44],devis:[12,39,40],df1:33,df:[4,8,11,13,33,38,44],di:[0,34],diag:[5,8,34,35],diagnost:[1,10,41,42,44,45],diagon:[0,5,7,13,18,21,23,25,26,28,30,33,34,35,37,38,39,42,43,44],diagonaliz:[5,34],diagram:[10,45],diagsvd:6,dice:[6,30,36],dict:[6,8,23,37,42,43,44],dict_kei:34,dictat:28,dictionari:[0,23,34,42,43],did:[0,1,5,6,7,10,11,14,26,27,28,33,35,36,37,38,41,42,45],die:[1,41,42],diff1:[2,42],diff2:[2,42],diff:[2,42],diff_ag:[2,42],diffeent:8,differ:[0,1,2,3,4,5,6,7,9,10,11,12,13,14,15,17,21,23,24,25,26,28,30,32,33,34,35,36,37,40,41,42,44,45],different:[22,23,42],differenti:[0,3,16,21,22,23,24,25,33,34,37,40,41,43],differential_oper:[2,13,39],difficult:[0,1,6,10,13,21,26,30,33,36,38,39,41,42,43,45],difficulti:[0,1,13,33,37,38,39,41,42,44],diffonedim:[2,42],diffus:28,digit:[0,1,3,4,6,23,26,27,29,31,33,40,41,42,43],dilemma:[13,38,39],dilut:[1,41,42],dim:[4,11,14,23,25,42,44],dimens:[0,1,2,3,4,5,8,9,11,14,16,17,23,25,28,33,34,35,40,41,42,43,44,45],dimension:[0,4,5,6,9,11,13,14,19,21,22,24,25,27,28,33,35,36,37,38,39,45],dimensionless:[0,3,33,43],diment:25,dimention:43,dimnsion:[4,44],diod:[3,43],direct:[0,1,2,4,11,12,13,14,21,33,34,37,38,39,40,41,42,43,44],directli:[1,4,5,6,23,30,34,40,41,42,43],directori:[9,45],disabl:[3,4,43,44],disadvantag:[0,33],disappear:[3,6,36,43],disc_loss:4,disc_tap:4,discard:[6,11,36,37],disciplin:[0,3,12,33,39,40,43],disclaim:30,discord:33,discourag:[13,34,37,38],discov:[0,33],discover:[5,35],discoveri:44,discret:[1,3,5,7,13,28,35,36,37,38,39,41,42,43],discrimin:[4,7,10,11,37,45],discriminator_loss:4,discriminator_loss_list:4,discriminator_model:4,discriminator_optim:4,discuss:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,30,32,33,34,35,36,38,39,40,41,42,43,45],diseas:[7,37],disguis:[6,34,35,36],disord:[1,7,37,41,42],dispai:[39,40],displai:[0,1,3,4,5,6,7,8,9,10,11,12,14,23,26,30,33,34,36,37,39,40,41,42,43,44,45],displaystyl:[0,5,17,33,34,35,44],displot:34,disregard:[0,33],dissimilar:[11,14],dist:14,distanc:[0,8,9,11,14,30,34,43,45],distance_list:[9,45],distinct:[3,7,8,9,10,14,37,43,45],distinctli:8,distinguish:[0,4,7,8,30,33,37,44],distplot:[0,34],distribut:[0,1,4,6,7,10,11,13,14,15,16,18,19,23,24,25,26,27,28,33,34,37,38,40,41,42,44,45],distrubut:[0,15,24,26,28,33],ditto:28,dive:[0,8,25,33],diverg:[1,13,37,38,39,41,42],divid:[0,1,3,5,6,7,8,9,11,12,27,30,33,34,35,36,37,39,40,41,42,43,44,45],divis:[6,8,9,13,21,23,25,30,36,37,38,39,42,43],dna:[7,37],dnn1:[4,44],dnn2_gru2:[4,44],dnn:[0,1,2,4,12,23,33,39,40,41,42,44],dnn_kera:[1,41,42],dnn_model:[1,41,42],dnn_numpi:[1,40,41,42],dnn_scikit:[0,1,23,33,40,41,42],doamin:[35,36],doc:[0,6,17,19,20,24,26,27,28,29,31,32,33,34,37,38,39],document:[4,7,11,13,34,37,38,39,42,43,44],doe:[0,1,2,3,4,5,6,8,10,11,12,13,16,21,23,25,26,30,33,36,37,38,41,42,43,44,45],doesn:[3,9,12,40,43,45],dog:[1,3,4,40,41,42,43],domain:[5,8,13,26,27,28,35,36,37,38,44],domin:[0,33],don:[0,1,3,5,6,8,11,13,15,21,23,24,26,27,28,33,34,38,39,40,41,42],done:[0,2,3,4,5,6,9,10,11,13,17,25,26,28,33,34,35,36,37,38,39,42,43,45],dot:[0,2,3,5,6,7,8,9,10,11,12,13,21,25,26,30,33,34,35,36,37,40,41,42,43,45],doubl:[3,4,25,33,43,44],doubli:[1,41,42],down:[0,3,6,9,11,12,13,21,28,33,37,38,39,40,43],download:[0,1,3,5,6,25,26,32,33,40,41,42,43],downsampl:[3,43],dozen:[1,41,42],dq:[6,36],drag:[13,38,39],dramat:11,drastic:[4,43,44],draw:[4,6,10,13,36,37,38,44,45],drawback:[0,1,3,13,34,37,38,39,41,42,43],drawn:[1,4,6,7,11,30,33,36,37,40,41,42],drive:[3,4,43,44],driven:[3,43,44],drop:[0,1,5,6,11,13,21,30,33,34,35,36,38,39,41,42],dropna:[0,6,33,36],dropout:4,dt:[2,3,13,30,38,39,42,43],dtype:[0,1,2,3,4,14,21,23,25,33,34,39,40,41,42,43,44],dualiti:6,dub:[0,33],due:[1,2,5,6,8,10,12,13,23,31,33,34,36,37,38,39,40,41,42,43,45],dummi:[0,34],dumoulin:43,dure:[0,1,3,4,8,9,11,17,20,23,24,26,28,33,36,38,39,41,42,43,44,45],dwell:[0,34],dwh:[1,40,41,42],dwo:[1,40,41,42],dx:[2,3,8,30,42,43],dx_1:30,dx_1p:[6,36],dx_2p:[6,36],dx_mp:[6,36],dx_n:30,dxp:[6,36],dy:[1,8,30,41,42,43],dynam:[4,44],dz:8,e:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,18,19,21,23,30,31,33,34,35,36,37,38,39,40,41,42,43,44,45],e_:[0,2,33,42],each:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,17,21,23,24,25,27,28,29,30,31,33,34,35,36,38,39,40,41,42,43,44,45],eager:[3,4,36,43,44],eapprox:[0,33],earli:[1,3,4,13,21,38,39,40,41,42,43,44],earlier:[0,5,7,8,9,11,12,13,20,21,33,34,37,38,39,40,45],earthexplor:[6,26],eas:[6,9,14,36,43,45],easi:[0,5,6,7,8,9,10,11,12,13,18,21,23,24,25,27,33,34,35,36,37,38,39,40,42,44,45],easier:[5,6,8,9,13,23,27,30,33,34,36,38,39,42,43,45],easiest:[13,37,38],easili:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,23,25,26,33,34,35,36,37,38,40,41,42,43,44,45],eastern:[31,33],ebind:[0,33],eblock:9,echo:44,econometr:33,economi:5,ecosystem:[24,33],ect:[29,45],edg:[3,43],edgecolor:[6,36],edu:[13,27,34,37,42],educ:[0,26,27,28,33,34,37],eff:30,effect:[1,4,10,13,30,38,39,40,41,42,43],effic:[1,40,41,42],effici:[0,3,10,13,24,25,30,33,37,38,39,44],efron:[6,36],egrad:[13,38,39],eig:[5,11,13,21,25,30,33,34,37,38,39],eigen:30,eigenpair:[5,11,34],eigenvalu:[0,5,8,11,13,21,25,33,34,35,37,38,39],eigenvector:[5,11,13,17,34,35,38],eight:[25,33],eigval:[25,30,33],eigvalu:[11,13,21,37,38,39],eigvec:[25,30,33],eigvector:[11,13,21,37,38,39],eispack:[25,33],either:[1,5,6,7,8,9,10,11,13,15,16,23,26,27,28,30,33,34,35,36,37,38,40,41,42,43,44,45],elabor:30,elarn:3,elect:45,electr:[0,3,12,33,39,40,43],electron:33,eleg:11,element:[1,2,3,4,5,6,7,8,11,12,13,17,18,20,21,22,23,24,25,26,27,29,32,34,35,36,37,40,41,42,43,44],elementari:[10,13,25,38,39,45],elementwis:[3,13,38,39,43],elementwise_grad:[2,13,23,38,39,42,43],elessar:33,elif:[3,4,14,21,23,42,43,44],elim:25,elimin:[3,8,43],els:[1,2,3,4,7,9,12,13,23,25,37,38,39,40,41,42,43,44,45],elu:[1,41,42],elus:[0,33],em:43,email:[29,31,33],embed:[0,11,34],embodi:[6,19,26,36],emit:30,emner:32,emphas:[0,10,24,33,45],emphasi:[0,24,32,33],empir:[1,11,30,41,42],emploi:[0,1,5,6,11,13,26,27,28,30,33,34,35,36,37,38,40,41,44],employ:[0,33,34],empti:[6,10,23,36,42,43,45],emul:[12,39,40],en:[24,32,44],enabl:[11,21,23,42,43],enbodi:[6,36],encapsul:43,encod:[0,3,5,9,11,14,17,33,34,35,43,45],encompass:[0,26,28,30,33],encount:[0,1,5,6,7,13,21,30,33,34,36,37,38,39,40,41,42],encourag:[26,27,28,43],end:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,16,21,23,25,26,28,30,31,33,34,35,36,37,38,39,40,41,42,43,44,45],end_box:[2,13,39],end_nod:[2,13,39],end_valu:[2,13,39],endpoint:[3,6,43],energi:[0,4,6,34,36,44],enet_coordinate_desc:6,enforc:[12,39,40],eng:32,engin:[0,1,3,4,24,33,41,42,43,44],english:[26,27,28],enhanc:43,enorm:[3,43],enough:[0,6,13,33,36,37,38,44],ensembl:[1,9,41,42],ensur:[0,1,2,3,5,6,11,13,21,23,30,34,35,36,37,38,39,40,41,42,43,44],ensure_initi:[3,4,43,44],entail:33,enter:[5,6,17,34,35],enthought:[0,15,24,26,28,33],entir:[1,3,7,9,23,24,30,33,37,38,39,40,41,42,43,45],entiti:[9,12,25,33,40,45],entri:[0,5,8,11,12,25,33,34,35,36,40],entropi:[1,3,7,10,13,23,33,38,39,40,41,42,43,45],enumer:[0,1,2,3,4,6,8,23,33,34,35,40,41,42,43],env:[0,1,2,3,4,6,7,8,11,13,21,23,30,33,34,35,37,39,40,41,42,43,44],environ:[2,21,24,26,28,42],eo:[0,6,33,36],eol:[0,33],eosfit:[0,33],epoch:[0,1,3,4,12,13,21,22,23,27,33,38,39,40,41,42,43,44],epoch_num:[3,4,43,44],epsilon:[0,5,6,7,13,19,26,33,34,35,36,37,38,39],epsilon_0:[0,33],epsilon_1:[0,33],epsilon_2:[0,33],epsilon_:[0,33],epsilon_i:[0,33,34],eq:[3,13,14,25,30,37,38,43],eqnarrai:[3,5,6,35,36,43],equal:[0,1,2,3,4,5,6,8,9,11,12,13,14,15,23,25,26,27,30,33,34,35,36,37,38,39,40,41,42,43,45],equat:[1,3,4,5,6,7,8,9,10,11,13,14,16,17,18,19,21,25,26,30,36,39,41,43,45],equilibrium:[2,12,39,40,42],equiv:[3,13,25,30,37,38,43],equival:[0,1,5,7,8,11,13,21,24,25,33,34,35,36,38,39,40,41,42,43],erf:30,eriador:33,eric:[23,42],eridg:33,err:[0,10,45],err_:[6,36],err_sqr:[2,42],errat:[13,37,38],errno:[9,45],erron:[2,42],error:[1,2,4,5,6,7,9,11,12,13,15,16,17,18,19,21,23,24,25,26,27,30,35,37,38,39,40,41,42,43,44],error_estimate_corr_tim:30,error_handl:[3,4,43,44],error_hidden:[1,40,41,42],error_output:[1,40,41,42],escap:[13,37,38,39],esn:44,especi:[1,3,9,12,13,26,27,28,38,39,40,41,42,43,45],essenti:[0,5,6,9,10,12,14,26,27,30,34,39,40,45],establish:[0,6,10,11,15,26,27,28,33,43,45],estim:[0,1,5,6,7,10,11,13,24,28,30,33,34,37,38,39,40,41,42,44,45],estimated_mse_fold:[6,36,37],estimated_mse_kfold:[6,36,37],estimated_mse_sklearn:[6,36,37],et:[0,2,4,15,16,17,27,28,32,33,34,35,36,37,38,39,40,41,42,43,44,45],eta0:[8,13,37,38],eta:[0,1,3,8,12,13,21,23,27,33,37,38,39,40,41,42,43],eta_:[13,21,38,39],eta_t:[13,38,39],eta_v:[0,1,3,23,33,40,41,42,43],etc:[0,1,3,5,7,8,9,11,12,13,14,15,21,22,24,25,26,27,28,30,34,37,38,39,40,41,42,44,45],ethic:[24,33,34],etsim:36,euclidean:[0,14,34],euler:28,evalu:[0,2,3,4,5,6,9,13,26,28,30,33,34,35,36,37,38,39,44,45],evaluationform:[20,26,38,39],evaluationgrad:[20,26,38,39],evalut:[13,38,39],even:[0,1,3,4,5,6,8,9,10,11,12,13,14,24,25,28,30,33,34,35,36,37,38,39,40,41,42,43,44,45],evenli:[4,44],event:[5,7,10,30,35,36,37,45],eventu:[0,5,6,11,12,13,26,27,28,31,34,35,36,37,38,39,40,44],everi:[0,1,2,3,4,5,6,9,10,11,12,13,14,23,24,30,31,33,34,35,36,37,38,39,40,41,42,43,44,45],everyth:[4,12,21,22,23,40,42],everywher:[4,13,37,38],evid:43,evolv:[0,33],exact:[0,2,5,11,12,13,25,30,33,34,38,40],exactli:[0,3,4,6,12,24,26,34,36,39,40,43],exam:[33,45],examin:[6,36,43],exampl:[5,11,12,13,15,16,19,20,22,23,24,25,26,27,28,30,32],exce:[1,12,13,21,38,39,40,41,42],excel:[0,1,4,5,10,27,33,34,41,42,43],except:[3,4,6,8,9,23,25,42,43,44,45],excess:[0,33,43],excit:[0,33,45],exclud:[1,6,12,26,34,35,36,37,39,40,41,42,43],exclus:[0,1,3,6,30,33,36,37,41,42,43],execut:[2,3,4,5,13,34,38,39,42,43,44],execute_with_cancel:[3,4,43,44],executing_eagerli:[3,4,43,44],exemplifi:[13,38,39],exercic:[31,33],exercis:[5,24,26,27,28,29,31,35,37,38,39,40,41,43],exercisesweek35:17,exhaust:[6,36,37],exhibit:[0,5,6,8,33,34,36],exisit:28,exist:[0,1,2,3,5,6,7,8,9,13,18,25,26,27,28,33,34,35,36,37,38,41,42,43,45],exit:[5,25,34],exp:[0,1,2,5,6,7,8,10,11,12,13,15,16,21,23,26,30,33,34,35,36,37,38,39,40,41,42,43,44,45],exp_term:[1,40,41,42],expand:[5,7,11,13,34,37,38,43],expans:[0,3,5,8,10,12,13,33,34,37,38,40,43,45],expect:[0,1,5,6,7,11,12,13,15,16,19,21,24,26,27,33,34,37,38,39,40,41,42,43],expectation_value_of_h_wrt_p:30,expediti:43,expens:[6,10,13,37,38,39,43,45],experi:[0,1,6,8,13,24,26,33,34,36,37,38,39,41,42],experiment:[0,3,4,6,9,30,33,36,43,44,45],experimental_get_tracing_count:[3,4,43,44],expert:[1,9,41,42,45],explain:[0,6,9,10,11,13,19,26,28,33,37,38,43,45],explained_variance_ratio_:11,explan:27,explanatori:[0,33],explicit:[0,3,6,13,21,25,26,28,33,34,35,38,39,43],explicitli:[0,4,21,33,44],explod:[1,41,42],exploit:[0,3,12,13,33,38,39,40,43],explor:[1,4,6,8,13,24,26,27,28,37,38,39,41,42],expon:[1,23,40,41,42],exponenti:[0,1,5,6,10,13,26,30,33,35,36,37,38,39,41,44,45],export_graphviz:[9,45],export_text:[9,45],exporttext:[9,45],expos:[24,33],express:[0,2,3,5,6,7,10,12,13,16,21,22,25,26,27,30,35,36,39,40,42,43,45],exptmean:30,exptvari:30,extend:[0,2,7,11,13,17,24,33,42,43,44],extens:[0,12,15,24,28,33,39,40],extent:[0,1,6,28,32,33,36,41,42],extern:[3,6,9,43,45],extra:[1,3,5,31,33,34,40,41,42,43,44],extract:[0,3,5,6,7,8,11,13,25,33,34,37,38,43],extrapol:[0,33],extrem:[0,1,4,5,6,7,8,9,13,16,25,34,35,36,37,38,39,41,42,43,44],extremum:[13,37,38],extrins:11,ey:[0,5,6,13,14,25,33,35,36,37,38],f11:[0,33],f12:[0,33],f13:[0,33],f1:[13,38,39,44],f1_grad:[13,38,39],f1d:[13,38],f2:[13,38,39],f2_grad_x1:[13,38,39],f2_grad_x1_analyt:[13,38,39],f2_grad_x2:[13,38,39],f2_grad_x2_analyt:[13,38,39],f3:[13,38,39],f3_grad:[13,38,39],f3_grad_analyt:[13,38,39],f4:[13,38,39],f4_grad:[13,38,39],f4_grad_analyt:[13,38,39],f5:[13,38,39],f5_grad:[13,38,39],f6:[13,38,39],f6_for:[13,38,39],f6_for_grad:[13,38,39],f6_grad_analyt:[13,38,39],f6_while:[13,38,39],f6_while_grad:[13,38,39],f7:[13,38,39],f7_grad:[13,38,39],f7_grad_analyt:[13,38,39],f8:[13,38,39],f8_grad:[13,38,39],f9:[0,13,33,38,39],f9_altern:[13,38,39],f9_alternative_grad:[13,38,39],f9_grad:[13,38,39],f:[0,1,2,3,4,5,6,7,8,10,12,13,14,16,18,19,21,22,23,25,30,31,33,34,35,36,37,38,39,40,41,42,43,44,45],f_0:[3,10,43,45],f_1:[10,13,37,38,45],f_2:[12,13,37,38,39,40],f_3:[12,39,40],f_:[10,45],f_d:30,f_grad:[13,38,39],f_grad_analyt:[13,38,39],f_i:[0,6,12,16,36,39,40],f_m:[3,10,43,45],f_n:[3,43],f_raw:[],f_vec:[2,42],f_wrap:2,face:[13,37,38,39],facecolor:[6,8,30,36],facil:[0,15,24,33,36,37,38,39,40,41,42],facilit:[12,39,40,43],fact:[0,1,3,5,9,11,12,13,33,34,35,36,37,38,39,40,41,42,43,45],factor:[0,1,3,5,6,9,10,11,13,25,30,33,34,35,36,38,39,40,41,42,43],factori:[13,38,39],fade:6,fafab0:[9,10],fahimeh:[31,33],fail:[0,3,4,6,7,8,11,13,31,33,36,37,38,43,44],failur:[7,37],fairli:[1,2,30,41,42],fake:4,fake_loss:4,fake_output:4,fale:27,fall:[8,9,29,44,45],fals:[0,1,2,3,4,5,6,7,9,10,14,23,25,26,33,34,35,36,37,38,39,40,41,42,43,44,45],famili:[0,7,8,30,37],familiar:[0,3,5,6,8,15,24,25,26,28,30,33,35,36,43],famou:[6,12,23,40,42],fanci:44,far:[0,3,4,5,6,8,11,12,13,14,33,34,37,38,39,40,43,44],fashion:[0,9,10,33,45],fast:[1,3,6,10,12,13,24,30,33,36,37,38,40,41,42,43],faster:[1,11,13,38,39,41,42,43],fastest:[13,25,37,38],favor:[7,37],favorit:30,fc:[3,43],fdr:44,featur:[0,1,3,5,6,7,8,10,11,12,13,18,23,24,26,27,30,33,35,36,37,38,39,40,41,42,43,44],feature_map:43,feature_maps_index:43,feature_nam:[0,1,7,9,34,37,41,42,44,45],feautur:[9,45],fed:[1,40,41,42,43],feed:[0,2,3,11,23,24,27,33,43,44],feed_forward:[1,23,40,41,42],feed_forward_out:[1,40,41,42],feed_forward_train:[1,40,41,42],feedback:[4,20,33],feeddorward:[4,44],feedforward:[1,4,12,23,40,41,42,43,44],feel:[0,5,6,11,13,15,16,21,22,24,26,27,28,31,33,35,38,39],feet:[0,34],fei:33,felt:[26,27,28],fetch:[6,26,34],fetch_california_h:34,fetch_openml:[34,43],few:[1,3,4,5,9,30,33,38,40,41,42,43,44,45],fewer:[0,9,11,33,45],ffnn:[1,12,23,27,39,40,41,42],fft2:43,fft:43,field:[0,3,6,12,24,28,33,39,40,43],fifth:[0,6,15,16,26,33],fig:[0,1,2,3,4,6,7,12,13,14,23,26,33,37,38,39,40,41,42,43,44],fig_id:[0,6,7,9,33,34,36,37,45],figaxi:30,figsiz:[0,1,2,3,4,6,7,8,9,10,23,33,34,36,37,40,41,42,43,44,45],figur:[0,1,2,3,4,5,6,7,8,9,10,12,13,14,15,16,21,24,26,27,28,33,34,35,36,37,38,39,40,41,42,43,44,45],figure_id:[0,6,7,9,33,34,36,37,45],figurefil:[0,6,7,9,33,34,36,37,45],file:[0,2,3,4,5,6,7,9,13,26,27,28,33,34,35,36,37,39,44,45],file_prefix:4,filenam:[33,34],filenotfounderror:[9,45],filepath_or_buff:[0,33],fill:[5,9,23,34,42,43,45],filter:[3,4,43],filter_traceback:[3,4,43,44],filtered_flat_arg:[3,4,43,44],filtered_imag:43,filtered_tb:[3,4,43,44],financ:[0,33],find:[0,1,2,3,5,6,7,8,9,10,11,12,13,14,15,16,21,24,26,27,28,30,33,34,35,37,40,41,42,45],fine:[0,14,15,33,43],finish:[2,23,42],finit:[3,5,6,12,13,17,28,30,34,35,36,38,39,40,43],first:[0,1,2,3,5,6,7,8,9,10,11,13,14,15,16,17,21,23,25,26,28,30,31,32,36,39,41,43,44],first_moment:[21,38,39],first_term:[21,38,39],firsteigvector:11,fit:[1,3,4,5,6,7,8,9,11,12,13,15,16,17,21,23,26,27,30,34,36,37,38,39,40,41,42,43,44],fit_beta:[6,34,35],fit_intercept:[0,5,6,34,35,36],fit_mod:[9,45],fit_transform:[0,6,8,9,11,36,37,45],fiti:[0,33],five:[0,9,17,26,33,34,37,44,45],fix:[0,3,4,6,10,11,12,13,21,22,26,27,33,36,37,38,39,40,43,44],fixedformatt:6,fixedloc:6,flag:4,flat:[12,13,21,37,38,39,40],flatten:[1,3,4,5,25,40,41,42,44],flatten_49:43,flattenlay:43,flexibl:[1,6,8,10,12,23,27,33,34,36,39,40,41,42,43],flip:[31,33],float32:[4,9,21,23,42],float64:[4,21,23,25,33,34,39,40,41,42,44],floatingpointerror:[23,42,43],floor:[23,42,43],flop:[5,25,34],flow:[1,4,12,39,40,42,44],fluctuat:[5,35],fluid:28,flush:[23,42,43],fly:11,fm:[0,33,43],fmap:43,fmax:[3,43],fmesh:[13,38],fn:[3,4,7,43,44],fnr:44,focu:[0,3,4,5,6,15,24,27,32,33,34,35,36,43,44],focus:[1,6,7,25,34,35,37,40,41,42],fold:[6,9,26,44,45],folder:[0,1,4,6,13,26,27,28,33,36,38,40,41],follow:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45],font:[0,7,30,33,37],fontdict:30,fontsiz:[1,6,8,9,10,30,41,42,45],fontweight:[1,41,42],footprint:[3,43],foral:[8,34],forc:[0,5,6,10,11,33,34,35,37,44,45],forcast:[4,44],forecast:[4,12,39,40,44],forest:[0,1,9,24,28,33,41,42],forget:11,form:[0,3,4,5,6,7,8,9,11,12,13,17,21,22,24,25,26,27,28,30,33,34,35,36,37,38,39,40,41,43,44],formal:[3,4,14,30,43],format:[0,1,2,3,4,6,7,8,9,10,11,23,24,30,32,34,35,36,37,39,40,41,42,43,45],format_data:[4,44],formatstrformatt:[6,13,26,37,38],formul:[4,6,11,14],formula:[3,13,28,30,37,38,39,43],forth:[4,12,39,40],fortran2003:[24,33],fortran2008:[26,27,28],fortran90:30,fortran:[0,15,24,25,33],fortun:[0,11,34],forward:[0,3,4,6,23,24,25,27,28,33,36,43,44],forward_backward:[3,4,43,44],forward_funct:[3,4,43,44],found:[1,2,4,5,6,12,13,19,20,23,26,27,28,33,34,35,36,38,39,40,41,42],foundat:[24,33,43],four:[4,5,6,8,12,23,25,26,29,31,33,35,39,40,41,42],fourier:[0,33],fourierdef1:[3,43],fourierdef2:[3,43],fourierseriessign:[3,43],fourth:[12,33,34,40],fp:[7,44],fpr:44,frac:[0,1,2,3,5,6,7,8,9,10,11,12,13,14,15,16,17,19,25,26,27,28,30,33,34,35,36,37,38,39,40,41,42,43,44,45],fractal:[9,45],fraction:[9,44,45],fragment:45,frame:[7,33,37,44],framework:[1,8,10,30,41,42,43],frank:[5,11,21,22,27],frankefunct:[5,6,11,26,34],fredli:[31,33],free:[0,6,11,13,15,16,21,22,24,25,26,27,28,30,31,32,33,38,39,44],freecodecamp:24,freedom:[5,35],freeli:[0,26,28,33],frequenc:[3,4,6,7,30,36,37,43,44],frequent:[0,8,9,13,33,37,38,45],frequentist:24,fresh:[10,45],fridai:[16,31,33],friedman:[6,18,26,29,32,33,34],friendli:[4,44],frodo:33,frog:[3,43],from:[0,1,2,3,4,6,7,8,9,11,13,14,16,17,18,19,22,23,24,25,26,28,30,31,32,33,41,42,44],from_cod:[9,45],from_logit:[3,4,43],from_tensor_slic:4,fromnumer:2,front:[0,4,5,15,16,33,34,35,44],fuction:43,fulfil:[2,5,12,34,39,40,42],full:[0,1,3,5,7,9,10,13,23,30,33,34,37,38,39,45],full_matric:[5,34],fulli:[3,6,12,29,30,36,37,39,40],fullyconnectedlay:43,fun:[2,13,24,33,39,43],fun_nam:2,func:[0,2,23,33,34,42,43],functionali:11,functionfit:43,fundament:[0,6,24,33,36,43],funtion:2,further:[2,7,9,33,42],furthermor:[0,3,5,6,7,11,12,13,17,24,26,33,34,35,36,37,38,39,40,43],futur:[0,4,8,9,33,34,44,45],futurewarn:[0,33,34],fy:[15,26,27,28,29,31,32,33],fys3150:28,fys4155:[26,27,28],fys5419:[32,33],fys5429:[32,33],g0:[2,42],g2d:43,g:[0,1,2,3,4,6,8,9,10,11,13,30,33,35,36,37,38,39,40,41,42,43,44,45],g_0:[2,42],g_1:[2,10,42],g_2:[2,10,42],g_:[2,9,10,42,45],g_analyt:[2,42],g_dnn_ag:[2,42],g_euler:[2,42],g_i:[2,42],g_m:[3,10,43,45],g_n:[3,43],g_re:[2,42],g_t:[2,23,42,43],g_t_d2t:[2,42],g_t_d2x:[2,42],g_t_dt:[2,42],g_t_hessian:[2,42],g_t_hessian_func:[2,42],g_t_invers:[23,42,43],g_t_jacobian:[2,42],g_t_jacobian_func:[2,42],g_trial:[2,42],g_trial_deep:[2,42],g_vec:[2,42],gain:[1,5,7,9,10,13,28,34,35,36,38,39,41,42,45],galleri:[0,33],game:4,gamge:33,gamma1:8,gamma2:8,gamma:[0,2,8,9,10,11,13,21,33,37,38,39,42,45],gamma_0:[10,45],gamma_1:[10,45],gamma_1x:[10,45],gamma_:[0,33],gamma_i:[0,8,30,33],gamma_j:[13,38,39],gamma_k:[13,37,38],gamma_m:[10,45],gamma_x:[0,33],gap:[6,8],gate:[4,12,43,44],gather:[0,1,12,34,39,40,41,42],gaug:[12,39,40],gauss:43,gauss_kernel:43,gaussbacksub:25,gaussian:[4,5,6,8,14,30,35,36,43],gaussian_point:14,gaussian_rbf:8,gave:[13,38,39],gbc:[29,33],gca:[2,6,8,13,26,38,42],gd:[1,22,27,37,41,42],gd_clf:10,gdclassiffiercgain:10,gdclassiffierconfus:10,gdclassiffierroc:10,gdm:[13,21,38,39],gdregress:10,ge:[1,5,7,28,30,34,37,41,42],gen_loss:4,gen_tap:4,gender:[0,33],genener:[4,44],gener:[0,1,2,3,5,6,8,10,11,12,13,14,15,16,17,19,20,21,23,25,26,30,32,34,35,36,37,38,39,40,41,42,43,44],generaliz:[23,42],generallay:[12,39,40],generate_and_save_imag:4,generate_gauss_mask:43,generate_imag:4,generate_latent_point:4,generate_simple_clustering_dataset:14,generated_imag:4,generator_loss:4,generator_loss_list:4,generator_model:4,generator_optim:4,genom:24,geodes:11,geometr:[0,13,33],geometri:[5,35,36],georg:32,geotif:[6,26],geq:[2,5,8,9,13,34,35,37,38,42,45],geron:[0,15,21,29,32,33,38,39,41,42,43,44,45],get:[0,1,2,3,4,5,6,7,9,10,11,13,15,20,22,23,24,25,26,27,28,30,31,33,34,35,36,37,38,39,40,41,42,43,44,45],get_dummi:[9,45],get_paramet:[2,42],get_pred_format:43,get_prev_a:43,get_split:[9,45],get_yaxi:8,get_yticklabel:6,getattr:2,gibb:[24,33],gif:4,gini:10,gini_index:[9,45],ginvers:13,git:[0,15,24,33],giter:[13,21,38,39],github:[0,6,15,17,19,20,21,24,26,27,28,29,31,32,33,34,37,38,39,42],gitlab:[0,15,24,26,27,28,33],give:[0,1,2,3,5,6,7,8,9,10,12,13,14,17,23,24,26,27,28,30,33,34,35,36,37,38,39,40,41,42,43,45],given:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,21,22,23,25,26,27,28,30,33,34,35,36,37,38,39,40,41,42,43,44,45],global:[6,7,13,26,37,38,39,43],gloriou:27,glorot:[1,41,42],gnew:13,go:[0,1,3,5,6,8,9,11,12,13,26,33,34,35,36,37,38,40,41,42,43,45],goal:[0,7,9,33,37,45],goe:[0,1,2,5,6,13,14,18,25,33,34,35,36,37,38,39,40,41,42],golden:[13,38],gone:[5,34,35],gong:[1,40,41],good:[1,3,4,5,6,9,10,11,13,17,21,23,24,30,32,34,35,36,37,38,39,41,42,43,44,45],goodfellow:[4,22,27,29,32,33,34,35,37,38,39,40,41,42,43,44],googl:[1,4,21,24,33,41,42],got:[1,6,26,40,41,42],gotcha:21,gotten:[23,42,45],gov:[6,26],gp:32,gpu:[1,13,21,24,33,38,39,41,42],grad:[2,13,21,23,38,39,42,43],grad_analyt:[13,38,39],grade:[29,45],gradient:[0,3,4,7,8,9,12,22,23,24,28,33,34,40,43,45],gradient_bia:[23,42,43],gradient_desc:[3,21,38,43],gradient_kernel:43,gradient_weight:[23,42,43],gradientboostingclassifi:10,gradientboostingregressor:10,gradients_of_discrimin:4,gradients_of_gener:4,gradients_util:[3,4,43,44],gradienttap:4,gradual:[1,14,41,42],grai:[4,6,26,43],graph:[1,9,11,12,13,37,38,39,40,41,42,45],graph_from_dot_data:[9,45],graph_funct:[3,4,43,44],graphic:[0,1,9,33,41,42,44,45],grasp:[0,33],gray_r:[1,3,40,41,42,43],grayscal:[3,43],great:[5,13,37,38,42,43],greater:[1,7,30,37,40,41,42,44],greatli:[13,38,39],greedi:[9,37,44,45],green:[0,3,9,30,43,45],gregor:[23,42],grei:4,grid:[1,3,6,7,8,12,30,34,35,36,39,40,41,42,43],gridsearch:[37,44],gridsearchcv:[37,44],grossli:[13,37,38],ground:[0,33],group:[0,6,7,9,14,24,26,27,28,29,31,33,36,45],groupbi:[0,33],grow:[1,3,9,10,40,41,42,43,44],growth:[0,33],gru:[4,44],guarante:[0,3,4,13,30,33,34,37,38,43,44],guess:[1,4,10,13,14,21,27,37,38,39,40,41,42,44,45],guestrin:10,guid:[1,41,42],guidelin:[20,38,39],h1:[2,42],h:[0,1,5,6,8,13,16,18,21,26,30,31,32,33,34,37,38,39,40,41,42,43],h_1:[2,13,37,38,42],h_2:[2,13,37,38,42],h_:[0,13,33,37,38],h_ind:43,h_m:10,h_stride:43,ha:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,16,21,23,25,26,27,30,33,34,35,36,37,38,39,40,41,42,43,44,45],haa:[31,33],habit:[0,34],had:[0,1,6,7,13,33,36,37,38,40,41,42],hadamard:[1,12,13,21,38,39,40,41,42],half:[1,8,9,41,42,45],half_dim:43,half_kernel_height:43,half_kernel_width:43,halv:[10,45],hand:[0,1,2,3,5,11,12,13,15,22,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,43,44],handi:[3,26,27,28,43],handl:[0,1,2,5,9,11,24,35,41,42,45],handle_unknown:[9,45],handsid:[12,40],handwrit:[12,39,40],handwritten:[1,5,33,40,41,42,45],handwrittennot:[19,33,37,38],happen:[1,2,3,4,5,6,10,13,30,34,38,39,40,41,42,43,44,45],hard:[1,7,8,10,13,37,38,40,41,42,44,45],hardcopi:[24,33],harder:[0,1,34,41,42],harmon:[3,43,44],hasn:[1,23,40,41,42],hassl:[0,15,24,33],hast:[24,33],hasti:[0,6,15,16,17,18,26,29,32,33,34,35,36,37,45],hat:[0,1,5,6,7,9,10,11,12,13,17,18,25,26,34,35,36,38,39,40,43,45],have:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,21,23,24,25,26,27,28,30,31,34,35,36,37,38,39,40,41,42,43,44,45],haven:[1,40,41,42],he:[7,37],head:[0,4,10,30,34,44],header:[0,33,34],heads_proba:[10,45],health:[0,34],healthi:44,hear:[0,13,33,38,39],heart:[0,7,33,37],heatmap:[0,1,3,7,23,33,34,37,40,41,42,43,44],heavili:[0,33],heavisid:[1,40,41,42],height:[1,3,6,34,35,40,41,42,43],height_index:43,hein:42,held:[13,21,38,39],help:[0,1,4,12,13,16,21,26,27,28,33,38,39,40,41,42,44],helper:[4,14],henc:[0,5,6,8,9,10,12,13,18,26,33,34,35,36,37,38,39,40,45],henrik:[31,33],her:[7,37],here:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,21,22,23,24,25,26,27,28,30,33,34,35,36,37,38,39,40,41,42,43,44,45],hereaft:[0,8,12,33,40],hermitian:25,hessenberg:25,hessian:[0,2,5,13,16,21,35,39,42,44],heterogen:[9,10,45],hi:[7,37],hidden:[1,3,4,12,23,27,28,39,40],hidden_bia:[1,23,40,41,42],hidden_bias_gradi:[1,40,41,42],hidden_deriv:[23,42],hidden_func:[23,42],hidden_layer_s:[0,1,23,33,40,41,42],hidden_neuron:[4,44],hidden_nodes1:[23,42],hidden_nodes2:[23,42],hidden_weight:[1,23,40,41,42],hidden_weights_gradi:[1,40,41,42],hierarch:[5,34,35],high:[0,1,2,3,4,5,6,9,10,11,13,14,21,24,25,26,27,33,34,36,37,38,39,41,42,43,44,45],higher:[0,1,3,5,6,8,13,21,22,26,27,33,34,35,36,37,38,39,41,42,43,45],highest:[1,2,40,41,42,44],highli:[0,3,4,10,18,24,25,27,28,32,33,34,35,36,45],highwai:[0,34],hing:8,hint:[13,16,27,34,37,38],hip:24,hire:[0,33],hist:[4,6,7,30,36,37,44],histogram:[0,6,7,30,34,37,44],histor:[7,11,37],histori:[3,4,12,39,40,43,44],histplot:34,hit:44,hitherto:[5,35],hjorth:[31,33,34,35,36,37,38,39,40,41,42,43,44,45],hobbi:30,hoc:[5,34],hochreit:44,hoff:32,hold:[1,3,6,13,14,21,23,36,37,38,39,40,41,42,43],holder:[0,33],holm:42,holomorphic_grad:[2,13,39],home:[0,34],homepag:[26,27,28,33],homework:[6,13],homogen:[1,3,9,10,13,21,38,39,41,42,43,45],honchar:[2,42],hop:43,hopefulli:[0,11,30,33],horizont:[11,43],hors:[3,7,37,43],hot:[1,9,40,41,42,43,45],hour:[1,24,29,30,31,33,36,40,41,42],house_pric:34,how:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,21,23,24,25,26,27,28,30,33,34,35,36,38,39,40,41,42,43,44],howev:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,21,22,24,25,26,27,30,33,34,35,36,37,38,39,40,41,42,43,44,45],hspace:[0,4,8,10,28,30,33,45],hstack:[1,23,34,41,42,43],htf:[29,33],html:[0,7,11,17,19,24,26,29,31,32,33,34,37,40,41,42,44],http:[0,3,4,6,7,11,13,17,19,20,21,24,25,26,27,28,29,31,32,33,34,35,37,38,39,40,41,42,43,44],huang:[0,33],huber:[0,33],huge:[1,3,4,24,40,41,42,43,44],human:[0,1,3,6,9,12,33,34,35,39,40,41,42,43,45],humid:[9,45],hundr:[1,41,42,44],hungri:[1,41,42],hybrid:29,hydrogen:[0,33],hyper:[21,27],hyperbol:[1,4,12,41,42,44],hyperparam:8,hyperparamet:[3,4,5,6,9,13,17,23,33,34,35,36,37,38,39,43,44,45],hyperplan:11,hz:[3,4,43,44],i0:[0,33],i1:[0,6,8,12,33,34,35,36,39,40],i2:[0,8,12,33,39,40],i3:[0,12,33,39,40],i5:[0,33],i:[0,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,21,23,25,26,27,28,30,31,33,34,35,36,37,38,39,40,43,44,45],i_1:[5,6,35,36,43],i_2:[5,6,35,36,43],i_:[13,37,38,43],i_j:43,ian:32,ic:[1,27,40,41,42],id3:45,id:[7,13,37,38],ida:[31,33],idea:[0,1,2,3,4,6,9,10,12,13,25,26,27,28,33,34,35,36,37,38,39,40,41,42,44,45],ideal:[0,2,6,8,13,23,30,33,34,36,39,42],idem:[6,36],ident:[5,6,12,13,17,23,25,26,34,38,39,40,42,43],identical:[35,36],identifi:[0,1,7,9,11,12,13,14,33,34,37,38,39,40,41,42,43,44,45],idx:[],ieor:30,ifft2:43,ifi:[32,42],ifs:[24,33],ignor:[0,1,3,9,23,34,41,42,43,45],ii:[23,25,30,43,44],iii:[23,25,33,43],ij:[0,1,3,6,8,12,14,16,18,25,26,30,33,34,35,36,39,40,41,42,43],ik:[0,25,33,34],ill:44,illustr:[5,7,10,12,13,14,24,33,36,37,38,44,45],ilsvrc:[38,39],im:6,imag:[1,3,4,6,9,11,12,14,23,27,32,33,39,40,41,42,45],image_at_epoch_:4,image_batch:4,image_height:[3,43],image_of_cute_dog:43,image_path:[0,6,7,9,33,34,36,37,45],image_shap:43,image_width:[3,43],imageio:[6,26,43],imagenet:33,images_from_seed_imag:4,imagin:[1,41,42],img:43,img_fft:43,img_height:43,img_path:43,img_width:43,immedi:[0,3,4,6,15,24,33,43,44],imper:43,implement:[0,2,3,4,5,6,8,9,10,11,12,13,14,17,21,22,23,26,27,28,30,33,34,35,36,37,38,39,43,45],impli:[3,5,6,7,13,25,34,35,36,37,38,43],implicit:[3,43],implicitli:[11,30],importantli:[3,43],impos:[0,6,11,12,33,39,40],imposs:[0,5,33,34],impress:[0,12,23,33,39,40,41,42],improv:[0,4,5,9,10,11,13,21,26,27,28,34,39,44,45],impur:[9,45],imread:[6,26,43],imshow:[1,3,4,6,26,40,41,42,43],in1:2,in2:2,in3050:[32,33],in3310:33,in4080:[32,33],in4300:[32,33,45],in4310:32,in5400:3,in5550:32,in_out_neuron:[4,44],inaccur:[13,37,38],inact:[12,39,40],inadequ:[0,33],inbetween:43,inch:[6,34,35],includ:[0,1,2,3,4,5,6,7,11,12,15,16,17,20,22,24,26,27,28,30,31,32,33,34,35,36,40,41,42,43,44],include_bia:[6,9,36,45],inclus:[17,41],incom:[12,39,40],inconveni:43,incorpor:43,incorrect:[1,40,41,42,44],incorrectli:44,incoveni:8,increas:[0,1,3,4,5,6,7,8,9,11,12,13,21,26,28,30,33,34,35,36,37,38,39,40,41,42,43,44,45],increasingli:30,increment:38,ind:6,inde:[0,2,4,5,6,13,33,34,42],indefinit:4,independ:[0,5,6,7,8,12,13,30,33,34,37,38,39,40],index:[0,1,3,4,10,14,24,25,27,30,32,33,34,40,41,42,43],index_col:[0,33],indic:[0,1,3,4,5,6,9,10,11,13,16,21,23,26,27,33,34,38,39,40,41,42,43,44],indispens:[6,36],individu:[1,6,7,10,12,30,33,34,36,37,39,40,41,42,44,45],indu:[0,34],indx1:[2,42],indx2:[2,42],indx3:[2,42],indx:25,ineffici:[3,13,38,39,43],inequ:[8,13],inequaltii:[37,38],inertia:[13,21,38,39],inf1000:[24,33],inf1100:[24,33],inf1100l:[24,33],inf1110:[24,33],inf3000:33,infeas:[9,43,45],infer:[0,1,4,6,32,33,36,40,41,42,43],infer_nrow:[0,33],inferenc:[1,41,42],infil:[0,6,7,9,33,36,37,45],infin:[5,6,7,11,18,34,35,36,37],infinit:[3,43],infinitesim:30,influenc:[6,10,36,37,45],influenti:[1,40,41,42],info:33,inform:[0,1,3,4,6,9,11,12,13,14,21,22,25,26,27,28,32,33,36,37,38,39,40,41,42,43,44,45],infti:[3,6,13,30,36,37,38,43],ingeni:[13,37,38,39],ingrad:[],ingredi:[0,9,33,45],inher:[6,36],inherit:[25,33,43],init:[23,42,43],initi:[0,1,2,6,10,13,14,23,25,27,28,30,33,36,37,38,39,40,41,42,43,45],initial_epoch:[3,4,43,44],initialis:43,inititi:[23,42],inject:14,inlin:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,21,23,25,26,30,33,34,35,36,37,38,39,40,41,42,43,44,45],inner:[0,13,34,38],inp:[4,44],inplac:[13,38,39],input:[0,1,3,4,5,6,7,8,9,10,12,13,14,15,21,23,26,27,28,30,33,34,35,36,37,38,39,40,41,43,45],input_channel:43,input_channel_index:43,input_dim:[1,41,42],input_grad:43,input_index:43,input_map:43,input_nod:[23,42],input_shap:[3,4,43,44],inputs:[1,41,42],inputs_shuffl:[0,1,34,40,41,42],insert:[3,5,6,8,10,30,34,35,36,43,45],insid:[0,4,7,34,37,44],insight:[0,1,5,21,22,24,27,33,34,35,36,41,42],insightful:43,insist:[6,13,34,35,38],inspect:[37,44],inspir:[0,1,12,27,33,39,40,41,42],instabl:[2,42],instal:[0,1,5,6,9,15,41,42,45],instanc:[0,1,2,4,6,9,11,13,23,33,34,36,37,38,40,41,42,43,45],instanti:[10,43,45],instead:[0,1,2,3,4,5,6,8,9,11,13,14,21,25,26,30,33,34,36,37,38,39,40,41,42,43,44,45],institut:[1,40,41,42],instruct:[0,1,15,16,33,41,42],insuffici:45,int32:[10,45],int64:34,int64index:33,int_0:30,int_:[3,6,30,36,43],int_a:30,intak:[0,34],integ:[1,2,13,14,23,25,30,33,38,39,40,41,42],integer_vector:[1,40,41,42],integr:[3,6,30,33,36,43],intellectu:33,intellig:[0,14,32,33],intend:[10,33,43,45],intens:[1,27,41,42],intention:14,interact:[0,6,9,12,24,26,27,28,33,39,40,43,44,45],intercept:[0,6,8,11,13,16,26,33,35,36,37,38,44],intercept_:[0,6,8,9,13,33,34,35,36,37,38,45],interceptol:36,interceptridg:36,interchang:[5,12,25,35,36,39,40],interconnect:[1,41,42],interest:[0,1,2,3,4,5,6,7,8,9,12,21,24,26,27,28,30,33,34,35,36,37,38,39,40,41,42,43,44,45],interfac:[0,1,23,25,34,40,41,42,43],interior:[0,9,33,45],intermedi:[25,34],intern:[1,10,12,39,40,41,42,45],interpol:[1,3,4,6,12,26,39,40,41,42,43],interpr:[5,34,35],interpret:[0,1,6,9,10,12,13,17,19,25,26,27,28,30,40,41,42,43,44,45],interv:[0,3,5,6,7,13,18,26,30,33,34,35,37,38,43],intial:[13,37,38],intiat:43,intiti:43,intract:[0,4,34],intric:43,intricaci:43,intrins:[3,11,25,30,33,43],intro:[24,32,33,42],introduc:[0,1,5,6,8,10,12,17,25,26,30,33,36,37,40,41,42,43,44],introduct:[1,2,4,13,17,20,32,34,37,38,42,44],introductori:[0,4,25,32,33,34],intuit:[0,5,6,8,12,13,21,26,33,35,36,38,39,40,41,42],intuiton:43,inv:[0,5,13,21,33,34,35,37,38,39],invalid:[1,8,40,41],invalu:[0,13,15,24,33,37,38],invari:[1,40,41,42,43],invd:[5,35],inver:[8,39,40],invers:[0,3,6,13,15,16,17,21,22,26,27,33,34,37,38,39,43],inverse_transform:8,invert:[0,5,7,10,13,21,33,35,37,38,39,45],invh:[13,21,38,39],invok:[0,8,34],involv:[0,2,6,7,11,12,34,36,37,38,39,40,42,43],io:[0,17,19,24,26,29,31,32,33,34,42],ion:39,ip:[0,8,30,33],ipca:11,ipykernel_10904:[],ipykernel_10962:[],ipykernel_11016:[],ipykernel_11057:[],ipykernel_11068:[],ipykernel_11090:[],ipykernel_11106:[],ipykernel_11118:[],ipykernel_11123:[],ipykernel_18986:[],ipykernel_19041:[],ipykernel_19107:[],ipykernel_19139:[],ipykernel_19152:[],ipykernel_19176:[],ipykernel_19181:[],ipykernel_19201:[],ipykernel_19294:[],ipykernel_19329:[],ipykernel_19344:[],ipykernel_19367:[],ipykernel_19394:[],ipykernel_19431:[],ipykernel_19440:[],ipykernel_31563:[],ipykernel_31624:[],ipykernel_31672:[],ipykernel_31707:[],ipykernel_31718:[],ipykernel_31736:[],ipykernel_31749:[],ipykernel_31761:[],ipykernel_31766:[],ipykernel_31871:[],ipykernel_74401:[],ipykernel_74620:[],ipykernel_74630:[],ipykernel_8624:1,ipykernel_8674:6,ipykernel_8738:13,ipykernel_87501:[],ipykernel_8779:26,ipykernel_8790:33,ipykernel_8815:36,ipykernel_8843:38,ipykernel_8855:40,ipykernel_8861:41,ipykernel_96069:[],ipynb:[24,33],ipython:[0,5,7,9,11,14,15,24,26,27,28,33,34,37,45],iq:[6,36],iri:[8,9,45],irreduc:[6,36],irrelev:[5,34],irrespect:[0,33],irvin:[27,28],isbox:[2,13,39],iseffici:[38,39],isinst:43,isn:[5,35,36,43],isnan:[23,42,43],isnul:[0,34],isomap:11,isotop:[33,36,37,38,40,41,42],issu:[1,9,25,34,35,41,42,43,45],it_arrai:[13,38],item:[0,13,33,38,39,43],items:[25,33],iter:[1,2,3,4,6,7,8,11,13,14,21,23,30,36,37,39,40,41,42,43,44],its:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,18,23,24,25,26,27,28,30,33,35,36,37,38,39,40,41,42,43,44],itself:[5,6,12,19,26,27,28,30,34,35,36,40,43],iv:[23,43],ix:[23,42,43],j1:25,j:[0,1,2,3,4,5,6,8,9,11,12,13,14,16,17,18,19,23,25,26,30,32,33,34,35,36,37,38,39,40,41,42,43,45],j_:6,j_lasso_sk:6,j_ridge_sk:6,j_sk:6,jackknif:[6,24,33,36],jacobian:[2,13,37,38,39],jacobian_shap:2,jakobsen:[31,33],jason:4,jax:[22,24,27,33],jax_descend_i:21,jax_descend_x:21,jax_enable_x64:21,jax_grad:21,jensen:[31,33,34,35,36,37,38,39,40,41,42,43,44,45],jerom:[18,26,32],ji:[12,25,40],jit:[13,38,39],jj:[0,5,6,33,35,36],jk:[0,1,6,12,25,33,39,40,41],jl:[0,33],jm:25,jmlr:42,jnp:[13,21,38,39],job:[2,8,10,42],join:[0,4,6,7,9,33,34,36,37,45],joint:[4,5,35,36],jpg:43,judg:[13,37,38],judgement:[6,26,45],julia:[24,25,26],jump:[26,30],junk:4,jupit:33,jupyt:[0,15,19,24,26,32,33,36],just:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,21,23,24,26,27,28,30,33,34,35,36,37,38,39,40,41,42,43,44,45],justif:[0,33],justifi:[3,10,43],k0:[7,37],k1:[7,37],k:[0,1,3,5,6,7,8,9,10,11,12,13,14,23,24,25,26,28,30,31,33,34,35,38,39,40,41,42,43,45],k_1:43,k_2:43,k_half_height:43,k_half_width:43,k_j:43,k_n:43,k_x:43,k_y:43,kaggl:[6,26,27,28],kajda:[23,42],kappa_d:30,karl:[31,33],karush:8,kate:33,katrin:[31,33],keep:[0,1,4,5,6,11,13,14,25,26,27,28,33,34,35,36,37,38,39,41,42,43,44],keepdim:[1,6,10,23,25,36,40,41,42,43,45],kei:[0,1,3,6,12,23,34,39,40,41,42],kept:[4,6,14,36,44],ker1:43,ker2:43,ker_coef:43,kera:[0,4,24,26,27,28,33,44],kernel:[0,1,3,24,33,34,41,42],kernel_feature_maps_index:43,kernel_fft:43,kernel_height:43,kernel_input_channels_index:43,kernel_regular:[1,3,41,42,43],kernel_reshap:43,kernel_s:4,kernel_width:43,kernelpca:11,kev:[0,33],kevin:[32,33],keyboardinterrupt:[2,3,4,23,42,43,44],keyword:[6,13,23,25,26,33,38,42],kfold:[6,36,37],kg:[1,40,41,42],ki:25,kick:[1,13,38,39,41,42,45],kiener:[2,42],kilomet:[6,34,35],kind:[0,2,3,4,8,12,13,14,33,34,38,39,40,42,43],kj:[6,12,25,34,35,36,40,41],kjm:[24,33],kkt:8,kl:30,km:[12,33,39,40],kmean:14,kmeanspoint:14,kn_k:14,know:[0,1,2,5,6,8,13,24,33,34,35,37,38,39,41,42],knowledg:[0,24,33],known:[1,3,4,5,6,7,8,9,12,25,26,27,28,30,32,34,35,36,37,39,40,41,42,43,44,45],kondev:[0,33],kp:30,kpca:11,kristin:42,kroneck:14,kuhn:8,kumar:42,kvalsund:[31,33],kwarg:[0,2,3,4,13,23,33,39,42,43,44],kwd:[0,3,4,33,43,44],kwown:[0,33],l0:[7,37],l1:[0,1,3,7,33,37,41,42,43],l1_l2:[1,3,41,42,43],l1regl:5,l2:[1,3,40,41,42,43],l:[0,1,2,3,5,6,7,8,10,11,12,13,19,23,25,26,28,30,33,34,36,37,38,39,41,42,43],l_1:[7,37],l_2:[7,13,27,37,38],l_:25,l_j:[12,40],l_ja:[23,42],la:[13,38],la_i:[12,40],la_k:[12,40,41],lab:[20,24,26,28,33,38,39,42,43],label:[0,1,2,3,4,5,6,7,8,9,10,12,13,14,21,24,25,26,27,28,30,33,34,35,36,37,38,39,40,41,42,43,44,45],label_prob:[38,39],labelencod:[7,10,37,44,45],labels:[6,8,9,45],labels_shuffl:[0,1,34,40,41,42],laboratori:[29,34,35,43,44,45],lack:[0,33],lagari:[2,42],lagrang:[8,11],lam:[23,42,43],lambda:[0,1,2,3,5,6,7,8,10,12,13,17,18,21,23,26,27,30,33,34,35,36,38,39,40,41,42,43,45],lambda_0:11,lambda_1:[5,8,11,34],lambda_2:[8,11],lambda_:11,lambda_i:[8,11],lambda_iy_i:8,lambda_jy_iy_j:8,lambda_k:8,lambda_n:[5,8,34],lamda:[1,41,42],land:[0,8,34],landmark:8,landscap:[13,21,37,38,39],langl:[0,6,11,30,33,34],languag:[0,1,4,8,15,24,25,26,27,28,32,33,41,42,44],lapack:[25,33],laplac:[5,35,36],laptop:24,larg:[0,1,2,4,5,6,8,9,10,11,13,15,24,25,26,28,30,32,33,34,36,37,38,39,40,41,42,43,45],larger:[0,3,5,6,8,10,11,13,17,30,33,34,35,36,37,38,39,43,45],largest:[4,8,11,44],larn:43,lasso:[0,7,24,28,33,44],lasso_sk:6,last:[0,1,2,3,4,5,6,7,8,9,10,12,13,15,17,18,22,23,25,26,30,31,33,35,38,40,41,42,43,44,45],latent:4,latent_dim:4,latent_point:4,latent_space_value_rang:4,later:[0,1,4,6,7,8,12,13,14,15,23,24,26,27,28,33,37,38,39,40,41,42,43,44],latest:[4,24],latest_checkpoint:4,latex:33,latter:[0,3,6,7,8,11,13,16,17,25,26,28,30,33,34,35,36,37,38,39,43,44],lattic:[12,39,40],law:[0,33,45],lax_numpi:21,layer:[0,4,13,21,23,27,28,33,38,39,44],lbfg:[7,9,10,11,37,44,45],lcc:[5,6,35,36],lda:11,ldot:[0,6,11,19,26,33,36,37,43],le:[5,7,10,13,17,21,30,34,35,37,38,39,45],lead:[0,1,3,5,6,7,8,9,10,11,12,13,16,17,25,30,33,34,35,36,37,38,39,40,41,42,43,44,45],leaf:[9,45],leaki:[1,27,41,42],leakyrelu:4,lear:[13,37,38],learn:[3,4,5,6,7,8,9,10,12,18,22,25,29,31,32,43],learnabl:[3,43],learner:10,learnig:33,learning_r:[3,8,10,21,43,45],learning_rate_init:[0,1,23,33,40,41,42],learning_schedul:[13,21,38,39],learnt:[26,27,28],least:[0,7,8,10,11,15,16,17,19,21,22,24,25,27,28,30,36,37,43],leat:[13,21,38,39],leav:[0,1,3,5,6,9,11,33,35,36,37,41,42,43,45],lectur:[0,1,5,10,11,12,13,15,17,21,22,24,25,26,27,28,29,31,32,38,39,45],lecture_11_backpropag:42,lecturenot:[0,17,19,24,26,32,33],left:[0,1,2,3,5,6,7,8,9,10,11,12,13,14,16,17,19,23,25,26,30,33,34,35,36,37,38,39,40,41,42,43,45],leftarrow:[8,12,40,41],legend:[0,2,3,4,5,6,7,8,9,10,13,33,34,35,36,37,38,39,42,43,44,45],len:[0,1,2,3,4,5,6,8,9,10,11,12,23,25,33,34,35,36,38,39,40,41,42,43,44,45],len_index:[0,33],length:[0,1,2,3,4,8,9,13,16,24,28,33,34,37,38,39,40,41,42,43,44],length_of_sequ:[4,44],leq:[0,5,7,8,13,14,17,28,30,33,34,35,37,38],less:[0,1,3,4,5,6,8,9,13,24,30,33,34,35,36,37,38,39,41,42,43,44,45],lessen:[1,41,42],let:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,23,25,30,33,34,35,36,37,38,39,40,41,42,43,45],letter:[0,16,25,30,33,34],level:[0,1,5,6,9,24,25,26,27,28,29,31,33,34,36,41,42],lfloor:43,li:[8,11,33],lib:[0,1,2,3,4,6,7,8,11,13,21,23,33,34,35,37,39,40,41,42,43,44],liblinear:[8,10,45],librari:[0,1,2,3,4,5,6,9,10,11,15,21,22,25,26,27,28,30,32,34,35,36,37,40,41,42,43,44,45],licens:[0,1,15,24,26,27,28,33,36,41,42],lie:[0,6,11,30,34,36],life:[0,1,8,12,33,39,40,41,42],lifetim:[13,38,39],like:[0,1,2,3,4,5,6,7,9,10,11,12,13,15,16,21,22,24,25,26,27,28,30,33,34,35,36,37,38,39,40,41,42,43,44,45],likelihood:[0,1,5,9,33,34,38,39,40,41,42,45],lim_:30,lima:[31,33],limit:[0,5,6,7,8,11,12,21,25,26,27,28,33,34,40,44],lin_clf:8,lin_model:[0,34],lin_reg:[9,45],linalg:[0,2,5,6,8,11,13,21,25,30,33,34,35,36,37,38,39,40,42],line1:8,line2:8,line2d:[13,21,38],line3:8,line:[0,2,3,4,6,8,9,10,11,13,15,21,23,26,28,33,34,35,36,37,38,39,42,43,44,45],linear:[1,3,5,6,7,9,10,11,12,17,18,21,23,24,26,28,30,36,38,39,40,41,42,43,45],linear_model:[0,5,6,7,8,9,10,11,13,33,34,35,36,37,38,39,40,44,45],linear_regress:[6,23,36,42],linearli:[5,34],linearloc:[6,13,26,37,38],linearregress:[0,6,7,9,33,34,35,36,37,45],linearsvc:8,lineat:35,liner:[1,3,40,41,42,43],linerar:[10,45],linewidth:[0,2,4,6,8,9,10,26,36,42,44,45],link:[0,4,9,12,24,26,27,28,31,33,40,41,44,45],linlag:[5,35],linpack:[25,33],linreg:[0,33],linspac:[0,2,3,4,6,8,9,10,13,15,16,21,25,30,33,34,35,36,38,39,42,43,45],linu:4,linux:[0,1,15,24,26,28,33,41,42],liquid:[0,33],list:[0,1,2,3,4,9,23,24,26,27,28,33,34,38,41,42,44,45],listcomp:2,listedcolormap:[9,10,45],literatur:[1,7,14,28,32,36,37,41,42,43,44],littl:[1,3,9,12,40,41,42,43,44,45],live:8,ll:[0,30,33,34],lle:[0,34],lloyd:[4,14],lmb:[0,2,5,6,35,36,37,42,44],lmbd:[0,1,3,23,33,40,41,42,43],lmbd_val:[0,1,3,23,33,40,41,42,43],lmbda:[13,37,38],ln:[1,13,37,38,40,41],load:[0,1,4,6,7,9,10,26,34,37,41,42,43,44,45],load_boston:[0,34],load_breast_canc:[1,7,9,10,11,23,37,41,42,44,45],load_data:[3,4,43],load_digit:[1,3,23,40,41,42,43],load_iri:[8,9,45],loc:[0,3,6,7,8,9,10,33,36,37,43,44,45],local:[0,1,2,3,4,7,12,13,33,34,37,38,39,40,41,42,43,44],locat:[2,3,8,42,43],lock:[3,4,43,44],log10:[0,5,6,23,35,36,37,42,43,44],log:[0,1,2,4,5,6,7,9,10,11,13,23,25,26,27,28,33,34,35,36,37,38,39,40,41,42,43,45],log_:[0,33],log_clf:[10,45],logarithm:[0,5,7,25,33,35,36,37],logbook:[26,27,28],logic:[0,1,9,33,41,42,45],logist:[0,1,2,8,9,10,11,12,13,21,23,24,28,34,43,44,45],logistic_predict:[38,39],logistic_regress:[23,42],logisticregress:[7,9,10,11,37,39,40,44,45],logit:[7,37],logreg:[7,9,10,11,37,39,40,44,45],logspac:[0,1,3,5,6,23,33,35,36,37,40,41,42,43,44],longer:[2,3,8,10,14,25,27,30,33,42,43,45],loocv:[6,36,37],look:[0,1,2,3,4,5,6,7,8,9,10,11,13,18,21,23,25,26,27,28,30,33,34,35,36,37,38,39,41,42,43,44,45],loop:[1,4,6,10,12,14,23,24,25,33,36,40,41,42,43,45],lose:[1,40,41,42],loss:[0,1,3,4,5,6,7,8,10,11,13,25,26,27,28,33,35,36,39,40,41,42,43,44,45],loss_fil:4,lossfil:4,lost:4,lot:[0,1,4,6,23,34,36,38,39,41,42,44],low:[0,6,9,10,11,26,27,33,34,36,43,45],lower:[0,1,3,6,9,10,16,23,25,34,41,42,43,45],lowercas:[25,33],lowest:[9,13,30,38,39,44,45],lr:[1,3,4,10,41,42,43,45],lrelu:[23,42,43],lstat:[0,34],lstm:4,lstm_2layer:[4,44],lstsq:[0,33,34],lt:[6,36],lu:[0,5,33,34],lubksb:25,luckili:[2,42],ludcmp:25,lux:25,lvert:[1,40,41,42],lw:[0,33],m1:[3,4,43,44],m:[0,1,2,3,5,6,8,9,10,11,12,13,21,25,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,45],m_1:14,m_:[9,12,40,45],m_h:[0,33],m_k:14,m_l:[12,40],m_n:[0,33],m_p:[0,33],m_t:[13,38,39],ma:11,machin:[1,3,4,5,6,7,9,10,11,12,15,21,22,25,29,32,34,35,36,39,40,41,42,43,44,45],machinelearn:[0,6,17,19,20,24,26,29,31,32,33,34,37,38,39],mackai:32,made:[0,1,3,4,5,6,7,9,11,12,18,26,27,28,33,34,37,39,40,41,42,43,44,45],mae:[0,33],magic:4,magnitud:[1,6,7,13,34,35,37,38,39,40,41,42,44],mai:[0,1,2,3,5,6,7,8,9,11,12,13,18,21,22,23,24,25,26,27,28,30,34,35,36,37,38,39,40,41,42,43,44,45],mail:[29,31],main:[0,1,3,4,5,6,7,9,25,26,27,32,33,34,37,41,42,43,45],mainli:[0,5,6,7,9,28,33,34,35,36,37,45],maintain:[6,34,36,43,44],major:[1,6,9,10,13,25,33,36,37,38,39,40,41,42,43,45],make:[1,2,3,4,5,6,7,8,11,12,13,21,23,24,25,26,27,30,32,35,36,37,38,39,40,41,42,43,44],make_axes_locat:6,make_classif:[39,40],make_moon:[8,9,10,45],make_pipelin:[0,6,10,34,36,45],make_vjp:[2,13,39],makedir:[0,6,7,9,33,34,36,37,45],makeplot:[0,33],malcondit:25,malign:[1,7,9,37,41,42,44,45],mammographi:[5,35,36],manag:[0,2,3,15,24,26,28,33,42,43],mandatori:[31,33],mani:[0,1,3,4,5,6,7,8,9,11,13,14,21,22,23,24,25,26,27,28,30,32,33,34,35,36,37,38,39,41,42,43,44],manifold:11,manner:[3,43],manual:[6,34,35,37,44],map:[0,1,2,6,7,8,11,12,14,26,30,33,37,39,40,41,42,43],margin:[0,5,8,33],marit:[0,33],mariu:42,mark:[33,43],markedli:43,marker:[0,7,21,25,33,34,37],markov:[24,33],marsaglia:30,mass:[0,1,5,13,34,38,39,40,41,42],massag:[0,33],masses2016:[0,33],masses2016ol:[0,33],masses2016tre:0,masseval2016:[0,33],master:[6,19,20,26,29,31,33,37,38,39,42],mat1100:[24,33],mat1110:[24,33],mat1120:[24,33],mat:[24,28,33],match:[0,1,4,5,13,14,33,34,37,38,39,41,42],materi:[4,5,7,13,17,25,28,31,38,39,40,41,45],math:[3,7,12,13,21,23,25,30,32,33,36,37,38,39,40,42,43],mathbb:[0,4,5,6,7,8,11,12,13,14,17,18,19,25,26,30,33,34,35,36,37,38,39,40,43],mathbf:[0,5,6,7,8,13,18,19,21,25,26,33,34,35,36,37,38,39],mathcal:[1,5,6,7,13,19,26,35,36,37,38,40,41,42],matheemat:3,mathemat:[0,6,11,12,13,17,24,25,30,32,33,35,36,37,41],mathemati:33,mathrm:[0,1,3,4,5,6,7,8,9,10,11,12,13,14,17,18,19,23,26,30,33,34,35,36,37,38,39,40,41,42,43,44,45],matmul:[1,2,5,23,35,40,41,42],matnat:32,matplotlib:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,21,23,24,25,26,28,30,33,34,35,36,37,38,39,40,41,42,43,44,45],matplotlibdeprecationwarn:[6,13,26,38],matric:[0,1,3,4,6,7,8,11,13,16,17,23,24,34,37,38,41,42,43,44],matrix:[0,2,3,4,6,7,8,10,13,15,16,17,18,19,21,22,23,26,27,28,30,36,43,45],matshow:[1,41,42],matter:[2,3,13,34,37,38,39,42,43],max:[0,1,2,3,4,9,10,12,13,21,23,31,33,37,38,39,40,41,42,43,45],max_depth:[0,9,10,45],max_diff1:[2,42],max_diff2:[2,42],max_diff:[2,42],max_h:43,max_it:[0,1,7,8,11,13,23,33,37,38,39,40,41,42,44],max_iter:14,max_leaf_nod:[10,45],max_pooling2d_49:43,max_pooling2d_50:43,max_queue_s:[3,4,43,44],max_sampl:[10,45],max_w:43,maxdegre:[0,6,10,34,36],maxdepth:[10,45],maxim:[1,4,5,7,8,11,35,36,37,40,41],maximum:[0,1,2,3,5,7,8,9,10,13,14,23,33,34,38,39,40,41,42,43,45],maxpolydegre:[5,6,35,36,37,44],maxpoolin:43,maxpooling2d:[3,43],mbox:[5,6,18,26,34,35,36],mccorduck:33,mcculloch:[12,39,40],md:[11,20,26,38,39],mdoel:[4,44],mean:[1,2,3,4,5,6,7,9,10,11,12,13,14,15,16,17,18,19,21,23,24,25,26,27,28,30,36,38,39,40,41,42,43,44,45],mean_absolute_error:[0,33],mean_divisor:14,mean_i:30,mean_matrix:14,mean_squared_error:[0,4,6,7,10,33,34,36,37,44],mean_squared_log_error:[0,33],mean_vector:14,mean_x:30,meaning:[0,4,7,33,37],meansquarederror:[0,33],meant:[2,3,7,10,13,37,38,39,43],measur:[0,1,2,5,6,9,11,12,14,19,26,27,30,33,34,35,36,40,41,42,43,45],mechan:[0,4,28,30,33,42,44],median:[0,33,34],medicin:[12,39,40],medium:[4,8,13,27,38,39,43,44],medv:[0,34],meet:[0,31],mehta:[0,27,33,34,35],mek4270:28,member:45,memori:[3,4,11,12,13,21,25,33,38,39,40,43],mention:[0,12,13,26,27,28,30,33,37,38,39,40],mere:[0,15,27,33,43],meshgrid:[2,5,6,8,9,10,11,23,26,34,42],messag:[5,13,38,39,43],messi:[2,42],met:[0,3,8,33,34,43],metal:[3,4,43,44],meteorolog:[9,28,45],meter:[6,34,35],method:[0,1,2,3,4,5,7,8,11,12,14,16,17,18,19,22,24,25,27,28,30,32,33,34,35,40,41,43,44],metion:[6,26],metric:[0,1,3,6,7,9,10,14,15,16,23,33,34,36,37,40,41,42,43,44,45],metropoli:[24,33],mev:[0,30,33],mgd:[13,38,39],mglearn:[24,33],mgrid:[13,38,43],mhjensen:[1,2,3,6,7,8,11,21,23,34,37,40,41,42,43,44],mi:[10,45],mia:[31,33],michael:[27,40,41,42,43],michigan:[33,34,35,36,37,38,39,40,41,42,43,44,45],microsoft:32,mid:[1,40,41,42],midel:[4,44],midnight:[16,17,18,19,20,21,22,23],midpoint:[9,45],might:[0,1,2,4,6,9,13,34,35,37,38,39,41,42,43,45],mild:[9,45],millimet:[6,34,35],million:[0,33,34,38,39],mimic:[12,39,40],min:[0,2,5,8,9,33,42,45],min_:[0,2,5,14,17,33,34,35,42],min_samples_leaf:[9,45],mind:[0,6,13,26,33,34,35,36,37,38,43],mindboard:[4,44],mine:[24,33],mini:[1,11,12,13,21,22,27,37,40,41,42],minibatch:[1,11,13,23,40,41,42,43],minibathc:[13,38,39],miniforge3:[0,1,2,3,4,6,7,8,11,13,21,23,33,34,35,37,39,40,41,42,43,44],minim:[0,1,2,3,5,6,7,8,9,10,11,12,13,14,17,18,21,23,26,34,35,36,38,39,40,41,43,44,45],minima:[0,1,7,13,33,37,38,39,40,41,42],minimum:[0,1,2,6,8,9,11,13,34,36,37,38,39,40,41,42,45],minmaxscal:[0,23,34,42],minor:[6,13,26,30,38,43],minst:[1,41,42],minu:[7,37],mirror:[9,43,45],misc:[6,26],misclassif:[8,9,10,45],misclassifi:[8,10,45],miser:0,mismatch:[1,41,42],miss:[0,7,10,34,44,45],mistak:4,mit:[32,43,44],mix:[1,2,33,41,42],mixtur:[13,21,38,39],mk:[9,25,45],mkdir:[0,6,7,9,33,34,36,37,45],ml:[0,1,10,13,25,26,27,28,34,37,38,39,41,42],mlab:30,mle:[5,7,37],mlp:[1,39,41,42],mlpclassifi:[1,23,39,40,41,42],mlpregressor:[0,33],mm:25,mn:[12,30,39,40],mnist:[1,11,23,27,40,41,42],mnist_784:43,mod:30,mode:[23,29,31,33,42,43],model:[2,3,5,7,8,9,10,11,13,14,15,16,18,19,21,23,24,26,30,32,34,35,36,37,38,44],model_select:[0,1,3,5,6,7,9,10,11,23,33,34,35,36,37,40,41,42,43,44,45],moder:[10,45],modern:[0,6,7,24,33,36,37],modif:[2,12,13,38,39,40,42,45],modifi:[0,1,3,5,7,8,10,12,13,33,34,35,37,38,39,40,41,42,43,45],modul:[0,7,11,25,33,35,37,43,44],modular:[30,43],modulo:30,moe:[11,34],moment:[5,6,13,21,23,30,35,36,42,43],moment_correct:[23,42,43],momentum:[22,23,27,42,43,44],momentum_schedul:[23,42,43],monitor:[13,21,38,39],monochrom:43,monoton:[5,12,30,35,36,39,40],mont:[0,6,24,30,32,33,36],moor:[5,6,35],more:[0,1,2,4,5,7,8,9,10,11,12,13,14,18,22,23,24,27,28,30,40,44],moreov:[0,3,33,43],morten:[31,33,34,35,36,37,38,39,40,41,42,43,44,45],most:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,21,24,26,30,33,34,35,36,37,38,39,40,41,42,43,44,45],mostli:[1,11,41,42],motion:[0,13,33,38,39],motiv:[1,4,41,42],move:[0,4,5,6,7,9,12,13,14,21,23,26,30,33,34,35,36,37,38,39,40,42,43,45],mpl:[0,7,33,37],mpl_toolkit:[2,6,13,26,37,38,42],mplot3d:[2,6,13,26,37,38,42],mplregressor:[1,40,41,42],mse:[0,4,5,6,9,10,15,16,17,19,23,26,27,28,33,34,35,36,37,42,44,45],mse_simpletre:[10,45],mselassopredict:[5,35],mselassotrain:[5,35],mseownridgepredict:[6,35],msepredict:[5,35],mseridgepredict:[0,5,6,35,37,44],msetrain:[5,35],msg:[0,33,34],msle:[0,33],mt:[7,12,37,39,40],mu0:30,mu1:30,mu2:30,mu:[0,6,11,13,30,33,36,38,39],mu_1:34,mu_:[6,30,34,35,36],mu_i:[6,34,35,36],mu_n:11,mu_x:30,much:[0,1,2,3,4,5,6,8,9,10,11,12,13,25,26,28,30,33,34,35,36,38,39,40,41,42,43,44,45],multi:[0,1,3,7,23,24,33,34,37,42,43],multiclass:[1,7,37,40,41],multidimension:[11,12,33,39,40],multilay:[1,41,42],multinomi:[7,37],multipl:[2,4,5,6,7,12,13,30,34,36,37,38,39,44],multipli:[3,5,6,11,13,23,25,30,34,35,36,38,42,43],multiplum:8,multivari:[0,2,10,11,24,30,33,42,45],multivariate_norm:[11,14],multiwai:45,murphi:[11,32,33,35],must:[0,1,2,5,6,8,10,12,13,14,30,33,34,36,37,38,39,40,41,42,43,45],mut_add:[],mutabl:[],mutat:[7,37],mutual:[1,3,6,13,36,37,38,41,42,43],mx_:30,myenv:[0,1,2,3,4,6,7,8,11,13,21,23,33,34,35,37,39,40,41,42,43,44],myriad:[0,15,24,33],mz1:30,mz2:30,n1:25,n2:25,n:[0,1,2,3,4,5,6,7,8,10,11,12,13,14,15,16,17,18,19,21,23,25,26,27,30,33,34,35,36,37,38,39,40,41,42,43,44,45],n_0:[12,30,39,40],n_:[1,2,3,8,12,30,39,40,41,42,43],n_boostrap:[6,10,36,45],n_bootstrap:[6,36],n_categori:[1,3,23,40,41,42,43],n_cluster:14,n_compon:11,n_epoch:[13,21,23,38,39,42,43],n_estim:[10,45],n_examples_to_gener:4,n_featur:[1,23,40,41,42],n_filter:[3,43],n_hidden:[2,42],n_hidden_neuron:[0,1,23,33,40,41,42],n_i:30,n_input:[0,1,3,23,34,40,41,42,43],n_instanc:[9,45],n_iter:[37,38,44],n_iter_i:[7,11,37,44],n_job:[10,45],n_k:14,n_l:[12,30,39,40],n_layer:[1,41,42],n_m:[9,45],n_neuron:[1,41,42],n_neurons_connect:[3,43],n_neurons_layer1:[1,41,42],n_neurons_layer2:[1,41,42],n_point:14,n_sampl:[6,8,9,10,14,36,39,40,45],n_split:[6,36,37],n_step:4,n_t:[2,42],n_x:[2,42],nabla:[1,13,37,38,40,41,42],nabla_:[2,13,21,37,38,39,42],nabla_w:[13,38,39],nafter:[23,42,43],nag:[13,38,39],naimi:[0,33],naiv:[7,37,43],naive_kmean:14,najafi:[31,33],nall:[0,33],name:[0,1,3,4,5,6,7,8,9,10,12,13,14,15,23,24,25,26,28,30,31,33,34,35,36,37,38,39,40,41,42,43,44,45],nameerror:[6,10,15,26,36,37,38],nan:[23,42,43],narrow:[13,38,39],nary_f:[2,13,39],nary_op_arg:[2,13,39],nary_op_kwarg:[2,13,39],nary_oper:[2,13,39],nation:[1,5,34,35,36,40,41,42,43,44,45],nativ:[24,33],natur:[0,1,4,8,9,12,13,26,27,28,30,32,33,37,38,39,40,41,42,44,45],navier:[12,39,40],nb:30,nb_:25,nbconvert:33,nd:14,ndarrai:[2,6,23,42,43],ndef:13,nderiv:[23,42,43],ne:[9,10,25,30,34,45],nearest:[1,3,6,11,40,41,42,43],nearli:[13,37,38],neat:33,neatli:[38,43],neccesari:[6,36],necess:[2,42,43],necessari:[0,1,3,4,8,14,23,33,40,41,42,43,44],necessarili:[0,4,11,30,33],necesserali:[5,35,36],necessit:43,neck:[7,37],need:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,17,21,22,23,25,27,30,34,35,36,37,38,39,40,41,42,43,45],neg:[0,1,3,5,6,7,10,13,25,30,33,35,36,37,38,39,40,41,42,43],neg_mean_squared_error:[6,36,37],neglect:30,neglig:30,neighbor:[3,6,11,43],neither:[4,13,38,39,43],neq:[13,14,30,37,38],nerual:[23,42],nervou:[12,39,40],nest:[2,9,12,39,40,45],nesterov:[13,38,39],net:[2,4,12,39,40,42,44],netlib:[25,33],network:[0,9,13,21,24,32,34,38,45],networkd:28,neural:[0,13,21,24,32,34,37,38],neural_network:[0,1,2,23,33,39,40,41,42],neuralnetwork:[1,40,41,42],neuralnetworksanddeeplearn:[40,41,42],neuron:[1,2,3,4,12,41,42,44],neutral:[0,33],neutron:[0,33],never:[1,3,4,6,9,30,36,40,41,42,43,44],new_box:[2,13,39],new_chang:[13,21,38,39],new_hobbit:33,new_root:[2,13,39],new_trac:[2,13,39],new_tracing_count:[3,4,43,44],new_windows_first_dim:43,new_windows_sec_dim:43,newaxi:[0,3,6,9,36,37,43,45],newli:[0,33],newton:[1,7,8,13,30,40,41],next:[0,1,2,3,4,5,6,8,9,13,14,21,22,23,33,34,35,37,38,40,41,42,43,44,45],next_guess:[13,38],next_input:[4,44],next_nod:43,nf8_grad:13,nfrom:13,ng:[1,40,41,42],ngini:[9,45],nhow:[23,42],ni:14,nice:[0,1,5,11,33,34,35,36,40,44],nielsen:[27,40,41,42,43],nimport:13,niter:[13,21,37,38,39],nitric:[0,34],nlambda:[0,5,6,35,36,37,44],nlp:32,nm:30,nm_n:[0,33],nmnm:43,nmse:[6,36],nn:[2,5,6,12,25,35,36,39,40,42],nn_model:[1,41,42],nnmin:[2,42],node:[1,2,3,9,10,12,23,27,28,39,40,41,42,43],node_constructor:2,node_index:43,nois:[0,4,5,6,8,9,10,13,15,16,19,26,33,34,35,36,37,38,44,45],noise_dimens:4,noisi:[1,6,19,26,36,40,41,42],non:[0,1,3,4,5,6,7,9,10,11,12,13,14,21,25,26,30,33,34,35,36,37,38,39,40,41,42,43,44,45],noncommerci:[27,28,36,42],none:[0,1,2,3,4,5,9,10,13,23,30,33,34,35,36,37,38,39,41,42,43,44,45],nonetheless:43,nonlinear:[3,6,8,9,11,12,36,39,40,43,45],nonneg:[6,9,13,36,37,38,45],nonparametr:6,nonsens:30,nonsingular:25,nonumb:[3,7,8,13,21,25,37,38,39,43],nonxla:[3,4,43,44],nor:[1,4,13,38,39,41,42,43],norm:[0,1,5,6,8,11,13,17,33,34,35,36,37,38,39,40,41,42],normal:[3,4,5,6,7,8,9,10,11,12,13,15,16,18,19,21,23,24,25,26,27,28,30,33,34,35,37,38,39,40,43,44,45],normali:[25,33],norvig:33,norwai:[6,26,27,28,33,39],notat:[0,2,5,6,13,14,21,30,33,34,35,36,38,42,43],note:[0,1,2,3,4,5,6,7,8,11,12,13,14,15,16,19,22,23,24,25,26,27,28,30,32,33,37,38,39,40,41,42,43,44,45],notebook:[0,1,3,9,15,24,26,27,28,33,36,40,41,42,43],notesexercise5week452022:33,notessep14:[19,37],notessep28:38,noth:[1,2,5,8,12,14,23,30,34,35,39,40,41,42,43],notic:[4,5,12,13,25,30,33,35,38,39,40,43],notimplementederror:[2,23,42,43],notion:[3,43],noutput:[23,42,43],nov:[27,28],novel:[3,6,10,37,43],novemb:[1,23,29,31,33,41,42,45],now:[0,2,4,5,6,7,8,10,11,12,14,15,16,17,22,23,24,25,26,27,28,30,33,34,37,40,43,44,45],nowadai:[0,1,3,9,24,33,41,42,43,45],nox:[0,34],np:[0,1,2,3,4,5,6,7,8,9,10,11,13,14,15,16,21,23,25,26,30,33,34,35,36,37,38,39,40,41,42,43,44,45],npr:[2,42],nprint:13,npv:44,nsampl:[6,9,36,37,45],nt:[2,42],nthi:[0,33],ntrained_model:6,nu:30,nuclear:[5,34],nuclei:[0,30,33],nucleon:[0,33],nucleu:[0,33],num:4,num_allow_arg:[0,33],num_coordin:[2,42],num_equ:[23,42,43],num_hidden_neuron:[2,42],num_it:[2,42],num_iter:21,num_neuron:[2,42],num_neurons_hidden:[2,42],num_not:[23,42,43],num_output:[3,4,43,44],num_point:[2,42],num_tre:10,num_valu:[2,42],number:[1,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,19,22,23,25,26,27,28,29,31,33,35,36,37,40,41,43,44,45],numberid:[7,37],numberparamet:[3,43],numer:[0,5,6,9,10,11,12,13,17,21,24,25,32,33,34,35,36,37,38,39,40,45],numpi:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,23,24,26,28,30,34,35,36,37,40,41,42,43,44,45],numpy_vjp:[],numpy_wrapp:2,nunmpi:[5,34],nvalu:[9,45],nx:[2,13,42],nx_test:6,nx_train:6,nx_train_mean:6,ny:[23,30,42,43],ny_pr:6,ny_train:6,ny_train_mean:6,o:[0,6,7,8,9,11,15,21,25,31,32,33,34,37,43,45],o_j:43,obei:[6,11,13,34,35,36,38],object:[0,1,2,4,6,8,10,13,23,25,33,34,37,38,39,44,45],obliqu:[5,34],observ:[0,1,3,5,6,7,8,9,10,11,12,13,14,30,35,36,37,38,39,40,41,42,43,45],obtain:[0,1,5,6,7,8,9,10,12,13,14,17,21,22,23,25,26,27,30,33,34,35,36,37,38,39,40,41,42,43,45],obviou:[5,6,11,30,34,44],obviouli:33,obvious:[0,4,5,6,21,22,25,27,33,35,36],oc:34,occas:43,occasion:43,occupi:[0,34],occur:[0,6,8,9,25,30,33,43,44,45],oct:42,octob:[20,21,22,23,29,31,33,39,43],od:[0,28],odd:[0,3,7,33,34,37,43],odenum:[2,42],odesi:[2,42],oen:0,off:[1,3,4,5,9,13,19,30,35,36,38,39,40,41,42,43,44,45],offer:[6,11,24,25,29,31,33,36],offic:[31,33],offici:[29,33],often:[0,1,3,4,5,6,7,8,9,10,11,12,13,14,16,24,25,30,33,34,36,37,38,39,40,41,42,43,44,45],oftentim:43,ofter:[25,33],og:[23,42,43],ol:[0,13,15,16,17,18,22,27,33,34,43],old:[1,5,10,13,35,36,37,38,40,41,42,45],ols_fit:36,ols_fit_beta:36,ols_sk:6,ols_svd:6,olsbeta:[0,5,35],omega:[2,3,6,42,43],omega_0:[3,43],omiss:44,omit:[0,5,33,34,35,36],on_train_batch_begin:[3,4,43,44],onc:[1,6,9,11,13,36,37,38,39,41,42,45],one:[0,1,3,4,5,6,7,8,9,10,11,13,14,19,21,22,23,24,25,26,27,28,30,31,33,34,35,36,39,41,43,44,45],onehot:[1,23,40,41,42,43],onehot_vector:[1,40,41,42],onehotencod:[9,45],ones:[0,2,5,6,8,9,10,11,13,21,23,25,26,28,33,34,35,36,37,38,42,43,45],ones_lik:4,onl:[3,43],onli:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,17,19,21,23,25,26,27,28,30,33,34,35,36,37,38,39,40,41,42,43,44,45],onlin:[11,29],onto:[5,11,34],op_nam:[3,4,43,44],open:[0,1,4,6,7,9,15,24,26,28,29,31,33,36,37,41,42,45],oper:[0,1,3,5,6,10,11,12,13,15,24,30,33,34,35,36,38,39,40,41,42,43,44,45],operation:30,oplu:30,opmiz:[13,38,39],opportun:[0,33],oppos:[6,13,38,39],opposit:[1,5,8,34,41,42,43],opt:[1,5,27,28,33,35,41,42],optim:[0,2,3,4,5,6,7,9,10,11,14,15,16,17,18,19,21,22,23,26,27,28,35,36,45],optimis:[1,3,41,42,43],optimizer_v2:[3,43],option:[0,1,3,5,6,7,8,11,21,23,25,26,27,34,35,36,37,40,41,42,43,44],optionalxlacontext:[3,4,43,44],optmiz:[1,8,13,21,34,38,39,40,41,42],oral:33,orang:0,order:[0,1,2,3,5,6,7,8,9,10,11,12,15,16,22,23,25,26,27,28,30,33,34,35,36,37,40,41,42,43,45],ordinari:[0,2,3,7,11,13,15,16,17,19,21,22,24,27,28,36,37,38,39,43],ordinrari:36,oreilli:32,org:[0,3,4,7,11,21,24,25,32,33,37,38,39,42,44],organ:[6,7,10,25,36,37,43,45],orient:[1,5,23,30,34,35,43],origin:[0,3,5,6,8,11,12,13,25,33,34,36,38,39,40,43],original_imag:43,orthogn:[5,34],orthogon:[0,5,6,8,11,13,17,25,33,34,35,38],orthonorm:[5,34,35],os:[0,1,4,5,6,7,8,9,31,33,34,35,36,37,41,42,45],oscar:[1,41,42],oscil:[3,13,38,39,43,44],oslo:[0,15,24,26,27,28,29,31,33,34,35,36,37,38,39,40,41,42,43,44,45],osx:[0,15,24,26,28,33],other:[0,1,2,3,5,6,7,8,10,13,14,15,19,24,26,27,28,29,30,31,32,35,36,38,41,43],otherwis:[0,1,4,7,13,21,25,27,33,34,37,38,39,40,41,42],ouput:[5,7,12,35,36,37,40,41,44],our:[1,2,3,6,7,8,9,10,12,14,15,16,17,18,19,21,22,23,24,25,26,27,30,35,36,39,44,45],ourmodel:0,ourselv:[0,5,6,8,11,13,28,33,34,35,36,37,38],out1:2,out2:2,out:[0,1,2,4,5,6,7,8,9,10,11,12,13,16,21,23,24,25,26,27,30,33,34,35,36,37,38,39,40,41,42,43,44],out_deriv:[23,42],out_fil:[9,45],out_h:43,out_w:43,outcom:[0,7,9,10,12,30,34,37,40,43,45],outdoor:[9,45],outer:[6,12,13,40,41,43],outfil:4,outgrad:[],outlier:[0,8,33,34],outlin:[6,10,11,36,43,45],outlook:[9,45],outperform:10,output:[0,1,3,4,5,6,7,8,9,10,12,13,16,23,25,26,27,28,30,33,34,35,36,37,38,39,40,43,45],output_bia:[1,23,40,41,42],output_bias_gradi:[1,40,41,42],output_func:[23,42,43],output_grad_tr:43,output_lay:43,output_nod:[23,42],output_shap:[4,43],output_weight:[1,23,40,41,42],output_weights_gradi:[1,40,41,42],outputlay:43,outputlayer1:[12,39,40],outputlayer2:[12,39,40],outsid:[4,43,44],over1:[13,38,39],over:[0,1,3,4,5,6,9,10,12,13,21,25,26,33,34,35,36,37,38,39,40,41,42,43,45],overal:[1,10,40,41,42,43,45],overcast:[9,45],overcom:[12,13,38,39,40],overdetermin:[0,33],overfit:[0,1,3,6,9,10,13,21,23,36,38,39,40,41,42,43,45],overflow:[1,5,35,36,40,41,42,43],overflowerror:[23,42],overhead:[12,40,43],overlap:[3,7,8,9,37,43,44,45],overlin:[0,5,6,9,10,11,14,25,33,34,35,36,45],overst:[0,33],overtrain:[4,44],overview:[3,37],overwritten:[23,42,43],own:[4,5,6,8,12,13,21,22,23,24,25,26,28,35,36,38,39,40,41,42,44],owner:[0,34],ownmsepredict:0,ownmsetrain:0,ownridgebeta:[0,6,35],ownypredictridg:0,ownytilderidg:0,oxid:[0,34],p0:[2,42],p1:[2,42],p:[0,1,2,3,4,5,6,7,8,9,10,11,13,14,17,23,25,30,33,34,35,36,37,38,40,41,42,43,44,45],p_1:43,p_2:43,p_:[2,4,8,9,42,45],p_hidden:[2,42],p_i:[5,30,35,36],p_j:30,p_n:30,p_output:[2,42],p_x:30,pack:[0,33],packag:[0,1,2,3,4,5,6,7,8,11,13,15,21,22,23,24,26,27,28,30,34,35,37,38,39,40,41,42,43,44],pad:[3,4],pad_imag:43,padded_height:43,padded_imag:43,padded_img:43,padded_width:43,page:[0,24,33],pai:[0,1,9,13,23,38,39,41,42,43,45],paid:28,pair:[0,2,3,9,24,30,33,34,42,43,45],pamilla:33,panda:[0,4,5,6,7,9,11,15,24,26,28,35,36,37,44,45],panel:33,paper:[1,41,42],paradigm:[0,33],parallel:[3,4,10,13,21,24,25,33,38,39,43,44],param:[2,4,42,43,44],param_distribut:[37,44],param_grid:[37,44],paramat:[2,42],paramet:[0,1,2,3,4,5,6,7,8,9,10,12,13,16,17,18,19,21,22,23,26,27,28,30,35,36,40,41,42,43,45],parameter:[0,6,10,26,33,34,45],parametr:[0,6,15,16,33,34,36],paramt:[3,5,35,36,43],parent:2,parent_argnum:2,parser:[0,33,43],part:[0,1,3,5,6,10,17,18,21,22,23,25,29,30,31,33,35,36,39,41,42,45],partial:[0,1,5,6,7,8,10,11,12,13,16,30,33,34,35,36,37,38,40,41,43,45],particip:[24,29,31,33],particl:[0,4,13,30,33,38,39,44],particular:[0,1,2,3,5,6,9,10,11,12,13,16,26,30,32,33,34,35,36,37,38,39,40,41,42,43,45],particularli:[5,6,8,11,13,21,30,34,36,37,38,39,43],partit:[1,4,9,40,41,42,43,45],partli:[6,33],pass:[2,3,12,14,23,37,43],password:[26,27,28],past:[10,30,44,45],patch:[6,30,36,43],path:[0,4,6,7,9,15,24,33,34,36,37,43,45],pathcollect:21,patient:[7,37],patter:[4,44],pattern:[0,3,4,12,28,29,32,33,39,40,43,44],pauli:[0,33],pavisj:43,pc:[11,24],pca:[0,7,24,33,34,37,44],pcolor:6,pcolormesh:6,pd:[0,4,5,6,7,9,11,33,34,35,36,37,44,45],pde:[2,28,42],pdf:[0,3,4,5,6,9,19,20,26,27,28,32,33,35,36,37,38,42,44,45],pedagog:[0,33,34],peel:44,penal:[6,34,35,36],penalti:[6,13,26,34,35,36,37,38],penros:[5,6,35],pentagon:[13,37,38],peopl:[0,1,9,13,24,34,38,39,40,41,42,44,45],per:[0,1,6,29,31,33,34,36,41,42,43,45],perc_print:[23,42,43],percentag:[0,10,11,23,31,34,42,43,45],perceptron:[0,1,7,33,37,42],peregrin:33,perfect:[0,1,13,21,33,38,39,40,41,42,43,44],perfectli:[4,6,36],perform:[0,2,3,4,5,6,8,10,11,12,13,14,15,16,17,19,21,23,24,25,26,27,28,30,33,34,35,36,37,38,39,43,44],performac:[4,44],perhap:[0,5,13,28,33,34,35,37,38],perimet:[1,9,41,42,45],period:[1,4,30,40,41,42],permut:[11,43],persist:[13,38,39],person:[5,6,7,29,31,33,34,35,36,37],perspect:[28,32],pertin:[12,27,40,41,43],petal:[8,9,45],peter:32,phantom:30,phase:[6,12,39,40],phd:42,phenomena:30,phi:8,phi_k:8,philosophi:[13,38],phone:[31,33],photo:4,php:27,phrase:[0,33,45],physic:[0,1,4,7,12,13,27,28,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45],physicist:27,pi:[2,3,5,6,7,9,12,13,28,30,35,36,37,38,39,40,42,43],pick:[1,9,10,11,13,14,38,39,40,41,42,45],pickl:[1,41,42],pictur:[0,33,43],pie:[24,33],piec:[11,14],pillow:[0,15,24,26,28,33],pinv:[5,6,13,21,34,35,36,38,39,40],pip3:[0,1,15,26,28,33,41,42],pip:[0,1,15,24,26,28,33,41,42],pipelin:[0,6,8,10,34,36,43,45],pippin:33,pit:4,pitfal:[6,34,35],pitt:[12,39,40],pixel:[1,3,4,40,41,42,43],pixel_height:[1,3,40,41,42,43],pixel_width:[1,3,40,41,42,43],place:[0,4,6,8,13,25,26,28,33,36,37,38,43],placement:43,plai:[0,3,4,5,6,8,11,24,33,34,35,36,37,43,45],plain:[8,10,12,13,14,21,22,27,37,38,40,45],plan:[6,9,31,32,33],plane:[8,9,45],plateau:[5,35],platform:[3,4,24,33,43,44],plausibl:[12,39,40],pleas:[6,7,11,13,26,27,28,31,33,34,37,38,39,43,44],plenti:[1,41,42],plethora:[3,12,39,40,43],plot:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,21,24,25,26,27,30,33,34,35,38,39,40,41,42,43,44,45],plot_confusion_matrix:[7,10,37,44,45],plot_convolution_result:43,plot_count:6,plot_cumulative_gain:[7,10,37,44,45],plot_data:[1,41,42],plot_dataset:8,plot_decision_boundari:[9,10],plot_import:10,plot_max:[4,44],plot_min:[4,44],plot_model:4,plot_numb:4,plot_predict:8,plot_regression_predict:[9,45],plot_result:4,plot_roc:[7,10,37,44,45],plot_surfac:[2,6,13,26,38,42],plot_train:9,plot_tre:[9,10,45],plqvvvaa0qudcjd5baw2dxe6of2tius3v3:[],plt:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,21,23,25,26,30,33,34,35,36,37,38,39,40,41,42,43,44,45],plu:[0,3,5,7,33,34,35,37,43],pm:[8,36],pmatrix:[2,42],pml:32,pn:[3,43],png:[0,4,6,7,9,33,34,36,37,45],point:[0,1,2,3,5,6,7,8,9,10,11,13,14,15,16,17,19,21,22,23,25,26,28,30,31,33,34,36,37,38,39,40,41,42,43,45],point_1:4,point_2:4,poisson:[24,30,33],poli:[6,8,36,37],poll:45,poly100_kernel_svm_clf:8,poly3:0,poly3_plot:0,poly3dcollect:[13,38],poly_degre:[23,42],poly_featur:[8,9,45],poly_features10:[9,45],poly_fit10:[9,45],poly_fit:[9,45],poly_kernel_svm_clf:8,polydegre:[0,5,6,10,34,35,36,45],polygon:[13,37,38],polym:[12,39,40],polymi:26,polynomi:[0,5,6,7,8,9,10,11,15,16,17,19,21,22,26,27,33,34,36,37,45],polynomial_featur:[6,36],polynomial_svm_clf:8,polynomialfeatur:[0,6,8,9,34,36,37,45],polytrop:[0,6,33,36],pool:3,pool_siz:[3,43],poolin:43,pooling2dlay:43,pooling_act:43,pooling_lay:43,poor:[1,13,21,37,38,39,41,42],poorli:[0,34],pop:[],popul:[0,5,33,34,35,36],popular:[0,1,3,6,7,8,9,11,12,15,24,25,26,28,30,33,34,37,39,40,41,42,43,45],popularli:[0,33],portabl:10,portion:[11,13,21,38,39],pose:[0,4,5,6,11,30,33,36,43],posit:[0,1,2,3,5,7,8,10,11,13,14,17,23,25,30,33,34,35,36,37,38,39,40,41,42,43,45],possibl:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,15,19,21,23,24,25,26,27,28,30,31,33,34,35,36,37,38,39,40,41,43,44],possible_gradient_typ:[3,4,43,44],possible_gradient_types_non:[3,4,43,44],possibletapegradienttyp:[3,4,43,44],posterior:[5,35,36],postpon:[0,33,34],postscript:[26,27,28],postul:[5,35,36],potenti:[0,3,5,6,12,13,28,33,34,35,36,38,39,40,43],pott:[12,39,40],power:[0,1,5,6,8,9,12,13,33,34,36,38,39,40,41,42,44,45],pp:[5,6,18,35,36,37],ppv:44,practic:[0,5,6,7,8,26,27,28,30,34,35,36,37,43],practition:[0,1,3,33,41,42,43],pre:33,preced:[1,11,12,30,39,40,41,42],preceed:[4,23,42,44],preceq:8,precis:[0,2,5,11,13,25,26,27,28,30,33,34,35,36,38,39,42,44],pred:[6,36,38,39],pred_format:43,pred_train:[23,42,43],pred_val:[23,42,43],predicit:0,prediciton:[23,42],predict:[0,1,5,6,7,8,9,10,15,16,23,24,26,28,32,33,34,35,36,37,39,40,41,42,43,45],predict_prob:[1,40,41,42],predict_proba:[7,10,37,39,40,44,45],predictor:[0,5,6,7,9,10,11,33,34,35,45],prefer:[0,1,6,8,9,11,13,15,24,26,27,28,33,41,42,45],prepar:[0,6,25,26,27,28,33,34,43],preprocess:[0,4,6,7,8,9,10,11,23,35,36,37,42,44,45],prerequisit:0,prescript:[26,27,28],presenc:[13,38,39],present:[0,5,6,7,9,12,13,21,23,25,26,27,28,30,33,34,35,38,39,40,42,43,45],preserv:[3,11,25,43,44],press:[13,32,37,38],presum:43,pretrain:[1,4,41,42],pretti:[0,4,8,9,15,24,26,28,33,43,44],prev_a:43,prev_centroid:14,prev_g:[],prev_g_flag:[],prev_lay:43,prev_nod:43,prevent:[13,30,38,39,44],previou:[0,1,2,3,4,5,6,8,10,11,12,13,21,22,23,25,26,27,28,30,34,37,38,39,40,41,42,43,44,45],previous:[2,3,9,10,30,42,43,45],previous_nod:43,price:[0,4,9,13,34,38,39,44,45],primal:8,primari:[0,7,33,37,43],prime:30,primit:2,princip:[0,5,7,24,28,33,34,37,44],principl:[0,6,7,8,14,33,36,37],print:[0,1,2,3,4,5,6,7,8,9,10,11,13,14,21,23,25,30,33,34,35,36,37,38,39,40,41,42,43,44],print_funct:[8,9],print_length:[23,42,43],printout:[0,33],prior:[0,5,6,33,34,35,36],privat:[0,33],pro:27,prob:[1,30,41,42],probabilist:[0,32,33,34],probabl:[0,1,3,4,6,7,10,13,23,24,33,34,37,38,39,40,41,42,43,44,45],problem:[0,3,4,5,6,7,8,9,10,11,12,16,17,23,24,25,26,27,30,36,43],probml:32,proce:[0,5,6,7,8,9,10,11,13,25,33,34,35,36,38,45],procedur:[2,4,5,6,8,10,11,13,21,26,34,35,36,37,38,39,42,43],proceed:[25,43],process:[0,2,4,6,9,10,12,13,15,21,24,25,26,28,30,32,33,36,37,38,39,44,45],prod:32,prod_:[1,5,7,35,36,37,40,41],produc:[0,3,4,5,6,9,10,11,12,13,24,25,26,28,30,33,34,35,36,38,39,40,43,44,45],product:[0,1,3,5,6,7,8,12,13,16,21,24,25,33,34,35,36,37,40,41,42,43],profess:[0,33],profil:[3,4,43,44],profile_util:[3,4,43,44],progag:27,program:[0,1,4,5,6,8,12,14,15,16,21,24,25,29,30,31,33,34,36,39,40,41,43,44],programm:25,progress:[1,4,14,23,38,41,42,43],prohibit:[6,36],project1:[6,26],project:[0,1,2,3,5,11,13,17,18,19,20,21,22,23,24,29,31,34,35,36,38,39,40,41,42,43,44,45],project_root_dir:[0,6,7,9,33,34,36,37,45],promin:[12,39,40],promis:8,promot:[31,33,43],prone:[9,45],pronounc:[13,24,33,38,39],proof:[0,11,12,13,33,36,37,38,40],prop:[23,42,43],propag:[2,3,13,23,27,38,39,43],proper:[0,2,6,7,26,28,33,36,42,43],properli:[1,6,8,10,13,21,26,27,28,38,39,41,42,45],properti:[0,1,3,12,13,16,17,25,33,36,38,39,40,41,43,44],proport:[0,1,5,9,11,13,16,30,33,34,38,39,40,41,42,44,45],propos:[1,4,6,10,23,26,27,28,33,41,42],propto:[5,13,35,36,37,38,39],proton:[0,33],prove:[3,13,37,38,39,43],provid:[0,1,3,4,5,6,8,9,10,12,13,15,21,24,25,26,27,28,30,33,34,35,36,37,38,39,40,41,42,43,44,45],proxi:[1,13,21,38,39,41,42],prune:9,pseudo:[25,30,38],pseudocod:[26,27,28],pseudoinv:[5,35],pseudoinvers:[5,6,35],pseudorandom:[6,30,36],psycholog:[0,33],pt:[13,38],ptratio:34,publish:28,punish:[0,1,23,33,40,41,42],pure:[3,9,30,43,45],purest:[9,45],puriti:[9,45],purpos:[0,3,10,12,14,33,34,39,40,43,45],push:[],put:[1,33,41,42],py:[0,1,2,3,4,5,6,7,8,11,13,21,23,26,33,34,35,36,37,38,39,40,41,42,43,44],pycod:33,pydata:24,pydot:[9,45],pyhton2:33,pylab:[0,7,33,37],pylint:[3,4,43,44],pypi:24,pyplot:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,21,23,25,26,30,33,34,35,36,37,38,39,40,41,42,43,44,45],pythagora:[5,35,36],python2:[0,15,26,28,33],python3:[0,1,2,3,4,6,7,8,11,13,15,21,23,24,26,28,33,34,35,37,39,40,41,42,43,44],python:[1,2,3,4,5,6,8,11,12,13,14,16,21,22,26,27,28,30,34,35,38,39,40,41,42,43,44],pytorch:[0,24,26,27,28,33,43],pywrap_tf:[3,4,43,44],q:[5,6,8,11,23,30,34,36,42],qp:8,qquad:[2,11,13,25,38,39,42],qr:[5,6,25,34],quad:[1,13,25,38,40,41,42,43],quadrat:[0,8,9,13,15,16,33,38,43,45],qualit:[4,9,26,27,28,30,45],qualiti:[0,9,15,16,24,33,34,45],quantifi:[1,41,42],quantil:10,quantit:[0,6,9,26,27,28,33,36,45],quantiti:[0,2,5,6,7,9,10,11,12,14,16,25,30,33,34,35,36,37,40,42,43,45],quantum:[4,12,28,32,33,39,40,44],quartil:[0,34],quench:5,queri:[9,45],question:[0,5,6,9,11,12,13,26,31,33,34,35,36,38,39,40],qugan:4,quick:[4,30],quick_execut:[3,4,43,44],quickest:43,quickli:[1,3,9,11,13,23,37,38,41,42,43,45],quit:[1,5,6,9,10,12,34,36,39,40,41,42,45],quot:[4,33],r2:[0,5,6,27,28,33,34,35,37,44],r2_score:[0,33,34],r2score:[0,33],r:[0,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,21,23,24,25,26,28,30,34,35,36,37,38,39,40,42,43,45],r_1:[9,45],r_2:[9,45],r_j:[9,45],r_m:[9,45],rad:[0,34],radial:[0,8,12,34,39,40],radioact:30,radiu:[0,1,9,34,41,42,45],rag:2,rain:[9,45],rais:[0,2,13,23,33,35,39,42,43],ramp:[1,41,42],ran0:30,ran1:30,ran2:30,ran3:30,rand:[0,4,5,6,9,10,13,15,16,21,23,25,33,34,35,36,37,38,39,42,43,44,45],randint:[6,9,13,21,36,38,39,45],randn:[0,1,2,5,6,9,11,13,15,16,21,23,33,34,35,36,37,38,39,40,41,42,43,44,45],random:[0,1,2,3,4,5,6,8,9,13,14,15,16,21,23,24,25,26,28,33,34,35,36,38,39,40,41,42,43],random_forest_model:[10,45],random_index:[13,21,38,39],random_indic:[1,3,40,41,42,43],random_st:[0,7,8,9,10,11,34,37,39,40,44,45],randomforestclassifi:[10,45],randomizedsearchcv:[37,44],randomli:[1,6,9,13,14,21,23,36,37,38,39,40,41,42,43,45],randuniform:[37,44],rang:[0,1,2,3,4,5,6,7,9,10,11,12,13,14,21,23,25,30,33,34,35,36,37,38,39,40,41,42,43,44,45],rangl:[0,6,11,30,33,34],rangle_x:30,rank:[5,34,43],rankdir:4,raphson:[1,8,13,40,41],rapid:43,rapidli:[0,33,43],rare:[1,13,33,36,37,38,39,40,41,42],rate:[0,1,2,3,4,8,9,10,12,13,22,27,34,37,40,41,43,44,45],rather:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,25,30,33,34,35,36,37,38,39,40,41,42,43,44,45],ratio:[4,7,9,10,11,37,45],rational:[0,33],ravel:[5,6,7,8,9,10,11,13,23,25,34,36,37,38,42,44,45],raw:[3,43],raw_df:34,rbf:[8,11,12,39,40],rbf_kernel_svm_clf:8,rbf_pca:11,rc:[0,30,34],rcond:[0,33,34],rcparam:[0,1,3,7,8,9,10,30,33,37,40,41,42,43,45],re:[2,4,13,37,38,42,43],reach:[1,4,5,6,7,9,10,11,12,13,14,23,35,36,37,38,39,40,41,42,43,44,45],read:[0,2,3,4,5,6,7,8,11,12,16,21,22,23,25,26,27,28,29,30,32,35,37,38,39,40,41,42,43,44],read_csv:[0,6,7,9,33,34,36,37,45],read_fwf:[0,33],readabl:43,reader:[0,6,25,30,33,34,35,43],readi:[0,1,5,6,8,10,11,12,23,25,26,33,35,36,40,41,42,43,45],readili:[1,40,41,42],readthedoc:24,real:[0,1,2,4,7,10,11,12,13,23,25,34,36,37,39,40,41,42,43,44],real_loss:4,real_output:4,realist:8,realiti:30,realiz:[1,12,39,40,41,42],realli:[0,1,33,41,42],rearrang:[13,38,39,43],reason:[0,1,3,4,10,13,32,33,37,38,39,41,42,43,44,45],reassign:[1,41,42],reat:[23,42],reber:[23,42],recal:[5,6,9,10,11,12,25,30,33,34,35,36,37,38,40,44,45],recast:[3,43],receiv:[1,3,10,12,30,39,40,41,42,43,44,45],receiver_operating_characterist:44,recent:[0,2,3,4,6,9,10,13,15,21,26,32,33,35,36,37,38,39,42,43,44,45],recept:[3,12,39,40,43],receptive_field:[3,43],recip:[0,6,7,25,26,27,28,33,34,37],reciproc:[5,35],recogn:[0,4,5,10,33,35,36,44,45],recognit:[0,1,3,12,29,32,33,39,40,41,42,43],recommend:[0,2,3,4,5,6,8,13,15,18,21,22,24,25,26,27,28,32,35,36,40,41,42,43,44],reconsid:9,reconstruct:11,record:[10,20,26,27,28,29,31,33,38,39,45],rectangl:[9,13,37,38,45],rectangular:[5,34,43],rectifi:[1,3,12,39,40,41,42,43],recur:[0,24,33],recurr:[0,1,24,28,33,41,42],recurs:[9,24,25,33],red:[0,3,4,6,8,9,21,36,38,43,44,45],redefin:[0,10,33,34,45],redefinit:35,reduc:[1,3,5,6,9,10,11,13,21,33,35,36,37,38,39,40,41,42,43,45],reduct:[0,10,11,24,30,33,34,45],refer:[0,1,2,3,5,6,7,11,12,13,14,20,25,26,27,32,33,34,36,37,38,39,40,41,42,43,44],referenc:[2,42],refin:[12,39,40],refit:[6,36],reflect:[0,1,4,5,26,27,28,30,33,41,42,44],refrain:43,refresh:[24,33],refreshprogrammingskil:33,reg:[10,11],regard:[1,9,13,38,41,42,43,45],regardless:[12,39,40],region:[3,4,6,9,12,26,28,39,40,43,44,45],regist:[6,26,30],reglasso:[5,35],regr_1:[0,9,45],regr_2:[0,9,45],regr_3:[0,9,45],regress:[1,8,11,12,15,16,21,22,23,24,25,28,41,42,43,44],regressor:[0,7,10,23,33,37,42],regridg:[0,5,6,35,36,37,44],regular:[0,3,4,5,6,7,9,13,17,23,27,31,33,34,35,36,38,39,45],regularis:6,regularizi:43,reilli:[0,15,32,33],reinforc:[0,8,24,33,42],reiniti:[23,42],reiter:[1,41,42],reject:7,rel:[0,4,6,7,9,12,13,30,33,34,36,37,38,39,40,43,44,45],relat:[0,1,3,4,5,11,13,14,25,28,30,33,35,36,38,39,41,42,43,44],relationship:[0,4,9,33,43,44,45],relativeerror:[0,33,34],releas:[1,3,4,6,13,24,26,27,28,33,36,38,41,42,43,44],relev:[0,1,5,7,11,15,21,22,23,24,26,27,28,30,33,41,42,43,44],reli:[0,6,8,33],reliabilti:[26,27,28],reliabl:[7,30,37],relu:[3,4,23,27,28,40,43,44],remain:[1,2,4,6,12,25,30,34,35,36,37,39,40,41,42,43,44],remaind:30,reman:[2,42],remark:[1,41,42],rememb:[0,8,13,25,26,27,28,33,38,39,43,44],remind:[0,5,11,13,25,30,34,35,36,43],remov:[0,4,5,6,33,34,35,36,43,44],render:[0,33,34],reorder:[5,7,34,35,37],reorgan:[0,33],repeat:[0,1,3,4,5,6,9,10,11,13,14,21,22,25,26,27,30,33,35,36,37,38,39,40,41,42,43,44,45],repeated:33,repeatedli:[0,6,10,13,36,38,39,45],repet:[3,43],repetit:[6,33,34,36,37,38,44],rephras:[13,37,38],replac:[0,1,3,4,5,6,10,12,14,15,16,21,22,24,26,27,28,33,34,35,36,37,40,41,42,43,44,45],replica:[6,36],repo:[26,27,28],report:[20,33,38,39],reportexampl:[20,26],reportsampl:20,repositori:[0,4,26,27,28,33,34,43],repres:[0,1,2,3,4,5,6,7,8,9,10,12,13,27,30,33,34,35,36,37,38,39,43,44,45],represent:[0,1,3,6,30,33,36,37,40,41,42,43],representd:[3,43],reproduc:[0,5,6,9,12,15,16,23,24,26,30,33,34,40,42,45],repuls:[0,33],request:[0,13,21,33,38,39],requir:[0,1,3,4,5,6,8,9,11,12,13,17,25,28,33,34,35,36,37,38,39,40,41,43,44,45],rerun:[23,42],res1:[2,42],res2:[2,42],res3:[2,42],res_analyt:[2,42],res_analytical1:[2,42],res_analytical2:[2,42],res_analytical3:[2,42],resaml:[6,26],resampl:[0,7,10,19,23,24,33,34,37,38,42,43,44,45],rescal:[0,11,12,34,39,40],rescu:[5,35,36],reseach:[6,26],research:[0,4,13,21,24,28,32,33,38,39],resembl:[6,30,36],reserv:[1,5,6,30,35,36,40,41,42],reservoir:44,reset:[23,42,43],reset_weight:[23,42,43],reset_weights_independ:43,reshap:[0,1,2,3,4,6,8,9,10,15,16,23,25,33,34,36,40,41,42,43,44,45],residenti:[0,34],residu:[0,5,13,33,38],resiz:[5,34],resourc:[33,43],resourcewarn:[],respect:[0,1,2,3,5,6,7,8,10,11,12,13,14,16,17,21,23,26,28,30,33,34,35,36,37,38,39,40,41,42,43,44,45],respond:[12,39,40],respons:[0,7,9,12,33,34,37,39,40,43,45],rest:[0,5,34],restat:[0,12,33,40],restor:4,restored_discrimin:4,restored_gener:4,restrict:[0,3,9,12,33,39,40,43,45],result:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,21,22,23,24,25,26,27,28,30,33,36,37,38,39,40,41,42,43,45],result_ndim:2,retail:[0,34],retain:[5,6,34,36,37,43],rethink:36,retriev:44,return_data:14,return_sequ:[4,44],return_x_i:[9,45],reus:[1,3,6,18,19,20,26,27,41,42,43],reusabl:43,reveal:[0,12,33,39,40],revers:[1,23,25,41,42],reversed_lay:43,review:[24,25],revisit:[14,40],revolut:33,reward:[0,4,33],rewrit:[0,3,5,6,7,8,10,11,12,13,19,25,26,30,35,37,38,39,40,43,45],rewritten:[2,6,8,10,30,36,42,45],rewrot:[13,37,38],rf:[10,45],rfloor:43,rgb:[3,43],rgoj5yh7evk:24,rh:[6,36],rho2:[23,42,43],rho:[0,10,13,21,23,33,38,39,42,43],rho_1:10,rho_2:10,rho_m:10,rich:[0,33],ride:[9,45],rideclass:[9,45],ridedata:[9,45],ridg:[7,11,13,21,22,24,27,28,33,44],ridge_fit:36,ridge_fit_beta:36,ridge_sk:6,ridgebeta:[5,35],ridgecv:[37,44],right:[0,1,2,3,5,6,7,8,9,10,12,13,14,16,17,19,23,25,26,30,33,34,35,36,37,38,39,40,41,42,43,45],right_sid:[2,42],rightarrow:[0,1,5,6,8,11,12,13,30,33,34,36,37,38,39,40,41,42],rigor:[0,33],ring:6,rise:[0,33],risk:[0,13,15,16,33,37,38,39],rival:4,river:[0,34],rm:[0,23,30,34,42,43],rms_prop:[23,42,43],rmse:[0,34],rmsporp:[13,21,38,39],rmsprop:[1,3,4,13,22,27,41,42,43,44],rnd_clf:[10,45],rng:30,rnn1:[4,44],rnn2:[4,44],rnn:[4,12,39,40],rnn_2layer:[4,44],rnn_input:[4,44],rnn_output:[4,44],rnn_train:[4,44],rntrick1:30,rntrick2:30,rntrick3:30,rntrick4:30,ro:[0,13,21,33,37,38,39],robert:[18,26,32],robust:[0,33],robustscal:[0,34],roc:[7,10,28,45],rod:28,role:[0,2,5,6,8,24,33,34,35,36,37,42,43,45],roll:6,room:[0,31,33,34],root:[0,5,9,13,30,33,34,35,37,38,39,45],rot90:43,rot:33,rotat:[1,8,9,10,41,42,43,45],rotation_matrix:9,roughli:[1,3,41,42,43],round:[0,7,9,13,23,34,37,38,39,42,43,44,45],routin:[13,25,33,37,38],row:[0,1,2,5,6,7,9,11,23,25,33,34,35,36,37,40,41,42,43,45],rr:[5,34],rrr:[5,34],rug:[13,37,38,39],rule:[0,1,5,6,13,26,33,34,35,36,38,39,41,42],run:[0,1,2,3,4,5,6,8,9,11,13,15,21,23,24,26,27,28,33,34,35,36,37,38,39,41,42,44,45],runtim:[1,6,14,41,42],runtimewarn:[1,6,36,40,41,42],russel:33,rust:[0,15,24,25,33],rv_frozen:[37,44],rvert:[1,40,41,42],rvert_2:[1,40,41,42],s:[0,1,2,3,4,5,6,7,9,11,12,13,16,17,18,23,24,25,26,27,28,30,33,34,35,40,41,42,43,44],s_1:[6,43],s_2:43,s_:[3,6,43],s_i:[6,7,37],s_j:[6,43],s_k:6,saddl:[13,37,38,39],sadli:43,sai:[0,1,2,3,4,5,6,7,8,9,10,11,12,25,26,28,30,33,34,35,36,37,40,41,42,43,44,45],said:[6,9,13,37,38,45],sake:[0,5,7,11,33,34,35,37],sale:[0,33],sam:33,same:[0,1,2,3,4,5,6,8,9,11,12,14,17,23,25,26,28,30,33,34,35,37,40,41,42,44,45],samm:[10,45],sampl:[0,1,2,3,4,5,6,7,8,9,10,13,14,15,16,19,21,24,25,26,30,33,34,35,36,37,38,39,40,41,42,43,44,45],sample_vari:14,sample_weight:[3,4,43,44],sampleexptvari:30,samwis:33,sastri:11,satisfactori:[0,33],satisfi:[1,2,3,6,8,13,17,25,30,36,37,38,40,41,42,43],satur:[1,6,36,41,42],save:[0,4,6,7,9,13,21,33,34,36,37,38,39,43,44,45],save_fig:[0,6,7,9,10,33,34,36,37,45],savefig:[0,4,6,7,9,30,33,34,36,37,45],savetxt:[4,44],saw:[5,34],scalabl:10,scalar:[2,5,6,10,13,34,35,36,39,42],scale:[0,1,3,5,6,7,8,9,10,11,12,13,15,16,17,21,23,24,25,26,27,28,31,33,35,37,38,39,40,41,42,44,45],scale_mean:4,scale_std:4,scaler:[0,7,8,9,10,11,23,34,36,42,45],scan:[5,7,35,36,37],scari:[5,35,36],scatter:[0,1,6,7,8,9,14,21,33,34,35,36,37,41,42,45],scenario:[6,13,37,38,39],schedul:[13,31,38,39],scheduler_arg:[23,42],scheduler_bia:43,scheduler_weight:43,schedulers_bia:[23,42,43],schedulers_weight:[23,42,43],scheme:[1,13,28,37,38,39,41],schmidhub:44,schrage:30,scienc:[0,1,10,12,13,24,29,30,31,32,34,37,38,39,40,41,42,43],scientif:[0,15,24,26,27,28,33,38,39,43],scientist:[0,33],scikit:[3,5,6,7,8,9,10,13,21,24,25,26,27,28,29,32,39,43,44],scikit_learn:[0,16],scikitlearn:33,scikitplot:[7,10,37,44,45],scipi:[0,3,5,6,13,15,24,25,26,28,33,34,35,36,37,38,43,44],scl:6,score:[0,1,3,6,7,9,10,11,15,16,22,23,26,27,28,31,33,34,36,37,38,39,40,41,42,43,45],scores_kfold:[6,36,37],scratch:[1,13,39,40,41,42],sdg:[13,21,38,39],seaborn:[0,1,3,6,7,21,23,27,33,34,37,40,41,42,43,44],seamless:[0,15,24,26,28,33,43],seamlessli:[23,42,43],search:[0,1,3,5,9,13,33,35,38,39,40,41,42,43,45],sec:6,second:[0,2,3,4,5,6,7,8,9,11,12,14,15,16,23,24,25,26,27,30,31,33,34,36,37,40,42,43,44,45],second_correct:[23,42,43],second_mo:[21,38,39],second_term:[21,38,39],secondeigvector:11,secondli:[12,40,41],section:[4,11,17,25,30,34,35,37,38,39,43,44],sector:[0,33],see:[0,1,2,3,4,5,6,7,8,10,11,12,13,15,16,17,18,19,21,23,24,25,26,27,28,30,33,34,35,36,37,38,39,40,41,42,43,44,45],seed:[0,1,2,3,4,5,6,8,9,11,13,14,15,16,21,23,26,30,33,34,35,36,37,38,39,40,41,42,43,44,45],seed_imag:4,seek:[1,2,8,41,42,43],seem:[1,3,4,38,39,40,41,42,43],seemingli:[0,33],seen:[0,1,3,5,10,12,17,30,33,40,41,42,43,45],segment:[13,23,37,38,42,43],seismic:6,seldomli:[0,33],select:[1,5,6,8,9,10,11,17,26,27,28,29,30,31,32,33,34,35,36,40,41,42,43,44,45],self:[1,2,3,4,5,21,23,34,35,40,41,42,43,44],sell:[4,44],semest:[7,29,37,44,45],semi:[8,13,37,38],semilogx:6,send:[5,12,13,31,33,38,39,40,43],senior:[29,31],sens:[0,4,6,8,26,33,36,43],sensibl:[3,43],sensit:[0,5,6,9,13,33,34,35,36,39,44,45],sent:[2,36,42],sentdex:[],sentenc:[4,12,39,40,44],sep:[34,36],separ:[0,1,2,4,6,8,9,12,14,15,24,26,28,30,33,36,39,40,41,42,44],seper:43,septemb:[16,17,18,19,20,26,33,34,38],sequenc:[2,3,4,7,9,10,12,13,24,25,30,33,37,38,39,40,43,44,45],sequenti:[1,3,4,10,12,30,39,40,41,42,43,44,45],sequential_49:43,seri:[0,1,2,3,4,5,6,10,11,12,13,25,33,34,35,36,37,38,39,40,41,42,43,44,45],serif:[0,7,30,33,37],serv:[0,1,2,3,5,7,13,21,26,32,33,34,35,36,37,38,39,41,42,43,45],servic:[26,27,28],session:[1,20,26,29,31,33,36,37,38,39,40,41,42,43,45],set:[1,4,5,6,7,8,10,11,13,14,16,17,21,24,25,26,27,30,31,35,36,38,39,44],set_major_formatt:[6,26],set_major_loc:[6,26],set_tick:[1,8,41,42],set_ticklabel:[1,41,42],set_titl:[0,1,2,3,7,12,14,23,33,37,39,40,41,42,43,44],set_xlabel:[0,1,2,3,7,12,23,33,37,39,40,41,42,43,44],set_xlim:[7,12,37,39,40],set_xticklabel:[1,41,42],set_ylabel:[0,1,2,3,7,23,33,37,40,41,42,43,44],set_ylim:[7,12,37,39,40],set_ytick:[7,37,44],set_yticklabel:[1,6,41,42],set_zlim:[6,26],seth:4,setminu:[6,37],setosa:[8,9],setosa_or_versicolor:8,setp:[6,36],setup:[1,4,6,8,21,23,24,27,33,34,40,41,43],sever:[0,3,5,6,7,8,9,11,12,13,21,24,25,27,30,33,34,35,36,37,38,39,40,43,45],sgd:[1,3,21,22,27,37,41,42,43],sgd_clf:8,sgdclassifi:8,sgdreg:[13,37,38],sgdregressor:[13,37,38],sgn:[5,34,35],shall:43,shallow:[13,38,39],shape:[0,1,2,3,4,5,6,7,8,9,10,11,13,14,15,16,23,25,33,34,35,36,37,38,40,41,42,43,44,45],shape_bas:[],share:[1,3,23,33,41,42,43,44],she:[7,37],shell:21,shift:[1,6,12,30,35,39,40,41,42],ship:[3,43],shire:33,shortcom:[13,37,38,39],shorten:[4,44],shorter:30,shorthand:[33,36],shortli:[25,33],should:[0,2,3,5,6,8,9,11,12,13,15,16,21,22,23,25,26,27,28,30,33,34,35,36,38,39,40,43,44,45],should_sync:[3,4,43,44],show:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,16,17,18,19,21,23,25,26,30,33,34,35,36,37,38,39,40,41,42,43,44,45],show_shap:4,showcas:43,shown:[0,4,5,7,8,11,12,13,21,23,25,34,37,38,39,40,42,43,44],shrink:[3,5,6,8,11,26,34,35,43,44],shrinkag:[5,6,34,35],shrunk:11,shuffl:[0,1,3,4,6,13,21,34,36,37,38,39,40,41,42,43,44],sick:44,side:[0,2,5,8,12,13,25,27,33,35,36,37,38,39,40,42,43],sigh:[24,33],sigma0:30,sigma1:30,sigma2:30,sigma:[0,1,5,6,7,10,11,12,13,17,18,19,25,26,30,33,34,35,36,37,38,39,40,41,42,43,45],sigma_0:[5,34,35],sigma_1:[5,34,35],sigma_2:[5,34,35],sigma_:[5,25,33,34,35,36],sigma_fn:[7,12,37,39,40],sigma_i:[0,5,33,34,35],sigma_j:[5,17,34,35],sigma_m:[6,30,36],sigma_n:[11,30],sigma_t:[13,38,39],sigma_x:30,sigmoid:[1,2,4,7,8,10,12,23,27,37,38,39,40,43,44,45],sigmundson:[6,34,35],sign:[1,2,7,8,10,30,31,37,40,41,42,45],signal:[1,3,10,12,39,40,41,42,43],signatur:[3,4,43,44],signifi:4,signific:[1,41,42,43],significantli:[1,13,21,28,30,37,38,39,40,41,42,43],silli:43,sim:[4,5,6,13,18,26,30,35,36,38,39],similar:[0,1,2,3,4,5,6,7,8,9,10,11,14,17,23,24,25,26,27,28,33,34,35,36,37,41,42,43,44,45],similarli:[0,1,3,5,8,10,13,20,28,30,33,34,35,41,42,43,45],similiar:[23,42,43],simpl:[1,2,3,5,6,7,8,10,11,12,14,15,16,17,19,21,22,23,24,25,26,27,30,36,40,41,42],simple_rnn:[4,44],simplefilt:[23,42,43],simplepredict:[10,45],simpler:[0,1,5,6,7,13,16,19,21,22,23,24,26,27,33,35,38,39,41,42],simplernn:[4,44],simplest:[0,1,3,4,9,10,12,14,33,39,40,41,42,43,45],simpletre:[10,45],simpli:[0,1,2,4,5,6,8,9,10,11,12,15,23,24,25,26,27,28,30,33,34,35,36,39,40,41,42,43,45],simplic:[2,5,6,7,8,9,10,11,12,14,34,35,36,37,39,40,42,45],simplicti:[5,34],simplifi:[0,6,9,15,24,26,28,33,34,35,36,43,45],simplist:[3,6,30,36,43],simul:[6,36,43],simultan:[6,36,43],sin:[0,1,2,3,4,9,12,13,21,25,28,33,38,39,40,41,42,43,44],sinc:[0,1,2,3,5,6,7,8,9,10,11,13,21,23,25,30,32,33,34,35,36,37,38,39,40,41,42,43,45],sine:[3,12,39,40,43],singl:[0,1,2,3,5,6,7,8,9,12,13,23,25,27,30,33,34,35,36,37,38,41,42,43],singular:[0,6,13,25,26,33,35,36,37,38],sinusoid:[3,43],site:[0,1,2,3,4,6,7,8,11,13,21,23,26,27,28,29,33,34,35,37,39,40,41,42,43,44],situat:[0,4,5,7,13,21,30,33,34,37,38,39],six:[3,30],size:[0,1,2,3,4,5,6,8,9,10,11,13,21,22,23,25,26,27,30,33,35,36,37,38,39,40,41,42,43,44,45],sketch:10,ski:[9,45],skill:[0,33],skip:[3,4,11,43,44],skiprow:34,skl:[0,6,33,34,35],sklearn:[0,1,3,5,6,7,8,9,10,11,13,14,23,33,34,35,36,37,38,39,40,41,42,43,44,45],skplt:[7,10,37,44,45],skrankefunct:[23,42],sl:[2,6,35,37,44],slack:8,sleep:45,slice:[2,25,33,42],slide:[0,3,15,16,26,27,28,30,33,34,36,38,40,41,42,43],slight:[6,13,36,38,39],slightli:[1,2,3,5,6,7,10,30,34,35,36,37,41,42,43,45],slope:[8,11,12,39,40,44],slow:[0,2,8,13,34,37,38,39,42,43],slower:[5,25,33,34,35],slowest:25,slowli:[12,40],slp:[1,40,41,42],small:[0,1,2,3,5,6,8,9,10,11,12,13,21,23,24,25,26,30,33,34,35,36,37,38,39,40,41,42,43,44,45],smaller:[0,1,2,5,6,8,9,11,13,30,33,34,35,36,37,38,39,41,42,43,44,45],smallest:[0,4,14,15,16,33,37,44],smallest_row_index:14,smooth:[0,3,6,9,13,26,28,33,37,38,43,45],sn:[0,1,3,6,7,23,33,34,37,40,41,42,43,44],sne:11,sneak:33,so:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,16,18,19,21,23,24,25,26,27,28,30,31,33,34,35,36,37,38,39,40,41,42,43,44,45],soar:6,sobel:43,sobel_kernel:43,social:[0,33],societ:33,socket:[],soft:[1,7,10,12,37,39,40,41,42,45],soften:8,softmax:[3,7,23,37,42,43],softwar:[0,8,15,24,25],sol:8,sole:[0,6,33],solid:[0,7,33,37],solut:[0,1,2,3,5,6,8,10,11,13,17,18,25,26,27,28,30,33,34,35,36,37,38,39,41,43,45],solution_ev:38,soluton:[2,42],solv:[0,1,3,5,6,8,10,11,12,13,25,26,27,33,34,39,40,41,43,44,45],solve_expdec:[2,42],solve_ode_deep_neural_network:[2,42],solve_ode_neural_network:[2,42],solve_pde_deep_neural_network:[2,42],solveod:[2,42],solveode_popul:[2,42],solver:[2,7,8,9,10,11,21,25,37,42,44,45],some:[0,1,2,3,4,5,6,7,8,9,10,11,12,14,23,28,30,35,36,39,40,41,42,43,44,45],some_model:[6,34,35],somehow:[4,45],someth:[0,1,3,4,7,9,11,26,27,28,30,33,34,37,40,41,42,43,44,45],sometim:[0,1,11,12,13,14,33,34,38,39,40,41,42,43],somewhat:[39,40],soon:[25,31],sophist:[0,33],sopt:[13,38],sort:[5,6,9,11,30,34,36],sound:[3,5,35,36],sourc:[0,1,3,6,15,24,25,26,27,28,30,33,34,36,41,42,43],space:[0,1,4,5,8,9,11,12,13,14,21,28,30,34,35,36,37,38,39,40,41,42,43,44,45],span:[0,3,5,9,11,25,28,33,34,43,45],spare:[1,41,42],spars:[3,6,25,33,43],sparse_add:[],sparse_mtx:[25,33],sparsecategoricalcrossentropi:[3,43],sparseobject:[],sparsiti:10,spatial:[1,2,3,12,39,40,41,42,43],speak:30,special:[6,7,10,12,13,25,30,33,34,35,36,37,38,40,43,45],specif:[0,1,2,3,4,5,6,7,8,9,11,12,16,23,24,25,26,27,28,30,32,33,34,35,36,37,39,40,41,43,44,45],specifi:[0,3,5,6,7,9,11,13,14,21,23,26,30,33,35,36,37,38,39,43,45],specifici:[0,10,33,45],spectacular:[3,43],spectral:[1,41,42],speech:[0,1,3,4,12,33,39,40,41,42,43,44],speed:[1,2,4,13,38,39,40,41,42],speedup:43,spend:30,spent:[26,27,28],sphere:[0,34],spin:6,spite:[0,33],spline:8,split:[1,3,4,5,6,8,9,10,11,14,17,23,26,30,35,36,37,41,42,43,44],splite:0,splitter:[1,10,41,42,45],spontan:30,spot:[3,43],spread:[0,11,30,33,34],spring:[23,42],springer:[18,26,32,33,35],spuriou:[13,21,38,39],sqquar:35,sqrsignal:[3,43],sqrt:[0,3,4,5,6,8,10,11,13,17,21,23,30,34,35,36,38,39,42,43,45],squar:[1,2,3,4,7,8,9,11,13,14,15,16,17,19,21,22,24,25,27,30,36,37,38,39,40,41,42,43,44],squarederror:10,squaredeuclidean:14,squash:[12,39,40,44],srtm:[6,26],srtm_data_norway_1:[6,26],stabil:[5,26,27,28],stabl:[0,4,5,6,7,9,11,24,33,34,35,37,44],stack:[2,3,4,43,44],stacklevel:[0,33],stage:[5,13,21,23,26,27,28,38,39,42,43],stai:[0,2,4,5,11,17,23,33,34,42,44],stand:[0,5,9,12,33,34,35,39,40,45],standadscal:34,standard:[0,1,4,5,6,7,8,10,12,15,16,17,19,21,22,25,26,27,28,30,33,35,37,39,40,41,42,44],standard_basi:2,standardscal:[0,6,7,8,9,10,11,34,35,36,45],stanford:[13,37,42,43],start:[0,1,2,3,4,5,6,8,9,10,11,12,13,14,20,22,23,25,26,27,30,31,33,34,36,37,38,40,41,42,43,44,45],start_box:[2,13,39],start_nod:[2,13,39],start_tim:[14,43],starting_point:21,stat:[6,34,36,37,44],state:[1,2,4,5,6,7,8,10,11,12,13,24,27,28,30,34,35,36,37,38,39,40,41,42,43,45],statement:[0,7,25,37,44],stationari:[28,37,38],statist:[0,1,3,4,7,9,10,11,12,13,14,18,25,26,29,32,34,37,38,39,40,41,42,43,44,45],statu:[0,7,11,33,34,37,44],stavang:[6,26],std:[0,4,6,33,34,36],stdout:[23,42,43],steep:[13,21,37,38,39],steepest:39,step:[0,1,2,3,4,6,7,9,10,11,12,13,14,21,22,23,25,26,33,40,41,42,43,44],step_fn:[7,12,37,39,40],step_length:[13,38,39],step_num:[3,4,43,44],step_siz:38,steps_list:[9,45],steps_per_epoch:[3,4,43,44],stereo:[3,43],still:[0,2,3,5,6,11,13,17,28,30,36,37,38,39,42,43],stimuli:[12,39,40],stk2100:[32,33],stk3155:[15,26,27,28,29,31],stk4021:[32,33],stk4051:[32,33],stk4155:[29,31],stk5000:32,stk:[32,33,45],stochast:[0,1,5,6,8,11,12,15,16,22,23,26,28,33,35,36,37,40,41,42],stock:[4,44],stoke:[12,39,40],stone:[0,7,26,33,37],stop:[1,4,7,9,11,13,14,21,23,37,40,41,42,43,44,45],storag:[5,34],store:[0,1,2,3,6,11,13,23,26,30,33,38,39,40,41,42,43,44],storehaug:[31,33],str:[1,3,4,23,40,41,42,43,44],straight:[0,6,8,13,33,34,36,37,38],straightforward:[0,2,3,5,6,8,9,10,13,25,33,34,35,36,37,38,42,43,45],strategi:[0,1,9,33,40,41,42,45],stratifi:[6,36],strength:[0,5,14,34],stretch:11,strict:[8,13,37,38],strictli:[8,13,37,38,43],stride:[4,25],strided_height:43,strided_width:43,strike:6,string:[1,40,41,42],stroke:[7,37],strong:[3,6,9,10,12,25,30,36,39,40,45],strongli:[0,8,23,24,25,27,34,42,43],stronli:[0,34],structur:[0,1,2,3,6,9,10,12,24,33,36,37,38,39,40,41,42,43,45],stuck:[1,13,37,38,39,40,41,42],student:[0,26,27,28,29,31,32,33,42,43,45],studi:[0,3,4,5,6,7,8,11,12,13,17,19,21,23,24,26,27,28,32,33,34,35,38,39,40,42,43],studier:32,style:[0,7,9,25,33,37,45],sub:[9,12,39,40,45],subarg:[2,13,39],subdivid:[0,25,33],subfield:[0,33],subject:[6,8,30],submatric:43,submit:33,subplot:[0,1,3,4,6,7,8,9,10,13,14,23,26,33,34,36,37,38,40,41,42,43,44,45],subplots_adjust:[8,30],subprogram:[25,33],subract:[0,34],subregion:43,subroutin:[0,33],subsampl:43,subscript:[1,40,41,42],subsequ:[1,4,5,6,12,25,30,34,36,39,40,41,42,43],subset:[1,6,9,12,13,24,33,36,37,38,39,40,41,42,44,45],subspac:[0,8,11,34],substanti:[9,10,43,45],substep:11,substitut:[3,6,12,25,36,39,40,43],subsubset:[9,45],subtask:6,subtl:[1,41,42],subtract:[0,4,5,6,11,13,17,21,23,25,26,30,35,36,38,39,42,43,44],subtre:[9,45],subval:[2,13,39],succeed:[0,4,33],success:[3,7,9,13,30,37,38,43,45],successfulli:[4,9,45],sudo:[0,15,24,26,28,33],suffer:[0,1,2,5,10,33,34,35,41,42,45],suffici:[1,6,8,11,13,36,37,38,40,41,42],sugar:[],suggest:[1,13,27,32,38,39,41,42,43,44],suit:[8,12,39,40],suitabl:[0,30,34],sum:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,21,23,25,26,30,33,34,35,37,38,39,40,41,42,43,44,45],sum_:[0,1,2,3,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,25,26,27,30,33,34,35,36,37,38,39,40,41,42,43,45],sum_i:[0,2,5,6,8,13,17,19,26,34,35,36,38,39,42],sum_j:6,sum_ja_:0,sum_k:[6,8,12,25,40,41],sum_logist:[13,38,39],sum_m:[3,43],sum_n:[3,43],sum_nx_:[3,43],summar:[5,6,9,23,27,35,36,37,38,40,41,42,43,44,45],summari:[1,3,4,10,21,27,29,35,40,41,42,43,44,45],summat:[0,3,16,34,43],sundai:[17,18,19,20,21,22,23],sunni:[9,45],superconduct:[34,35,43,44,45],superfici:3,superimposit:43,superscript:[1,12,39,40,41],supervis:[0,5,6,7,9,12,24,28,33,34,36,37,39,40,45],supplement:[7,37],support:[0,1,9,10,11,13,24,28,33,34,38,39,41,42,45],suppos:[0,5,6,7,8,10,11,12,13,25,33,34,35,36,37,38,39,40,43,45],suppress:[5,13,35,38,39],sure:[0,1,4,6,23,26,41,42,44],surf:[6,26],surfac:[0,6,26,33],surpass:6,surpris:[0,33,43],surround:[3,24,43],survei:[0,5,6,33,34,35,36],svc:[8,9,10,45],svd:[0,6,11,17,33,36],svdinv:[5,35],svm:[8,9,10,11,45],svm_clf:[8,10,45],swap:43,swath:[5,34],sy:[13,23,37,38,42,43],symbol:[1,5,11,13,24,30,33,34,35,38,39,40,41,42],symmeteri:[1,41,42],symmetr:[0,5,8,11,12,13,25,28,33,34,38,39,40,43,44],symmetri:[6,9,45],sympi:[0,15,24,26,28,33],synonim:30,syntax:[1,13,41],syntaxerror:[1,8,41],system:[0,1,3,4,6,7,9,10,12,13,15,23,24,25,26,28,33,37,38,39,40,41,42,43,44,45],systemat:[4,6,36],t0:[3,6,13,21,38,39,43],t1:[2,13,21,38,39,42],t2:[2,42],t3:[2,42],t:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,21,23,24,25,26,27,28,30,31,33,36,37,38,39,40,41,42,44,45],t_0:[2,9,13,38,39,42,45],t_1:[13,28,38,39],t_2:28,t_:[2,42],t_b:[10,45],t_batch:[23,42,43],t_i:[1,2,5,12,27,34,40,41,42],t_j:[12,28,40],t_k:[9,45],t_test:[23,42],t_train:[23,42],t_val:[23,42,43],tabl:[9,23,26,27,28,30,31,33,39,40,41,42],tabul:[0,33],tabular:33,tackl:4,tag:[2,3,4,5,6,7,12,13,14,21,25,30,34,37,38,39,40,42,43],taht:[0,33],tail:30,tailor:[2,8,11,33,42],taiwan:[0,33],take:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,21,23,24,25,26,30,33,34,35,36,37,38,39,40,41,42,43,44,45],taken:[0,1,3,6,10,13,25,33,36,38,39,40,41,42,43,45],tan:[3,43],tangent:[1,4,12,13,37,38,39,40,41,42,44],tanh:[1,4,7,8,12,28,37,38,39,40,41,42,43,44],tape:[3,4,43,44],target:[0,1,3,4,5,6,7,8,9,10,11,12,23,27,33,34,35,36,37,38,39,40,41,42,43,45],target_nam:[9,45],task:[0,1,3,6,9,11,12,14,20,23,26,33,36,39,40,41,42,43,45],tau:[3,5,30,35,36,43],taught:[33,43],tax:[0,34],taylor:[2,13,37,38,42],taylornr:[13,37,38],tba:38,tc:8,td:[1,6,13,26,33,36,38,40,41],teach:33,team:[1,41,42],teaser:0,techinc:43,technic:[0,5,6,13,15,33,34,38,39],techniqu:[0,1,8,10,13,24,30,32,33,34,36,37,38,39,41,42,43],technolog:[0,1,33,40,41,42,43],tell:[0,4,6,10,11,13,30,36,38,39,44,45],temp1:[1,41,42],temp2:[1,41,42],temp:[1,41,42],temperatur:[0,9,28,33,45],temporarili:[1,41,42],ten:[3,17,33,43,45],tend:[3,5,6,8,9,10,12,13,14,21,34,35,36,38,39,40,43,45],tendenc:[0,33],tension:[6,36],tensor:[3,4,43,44],tensorflow:[0,2,4,8,14,15,23,24,25,26,27,28,29,32,33,34,44],term1:[5,6,11,26,34],term2:[5,6,11,26,34],term3:[5,6,11,26,34],term4:[5,6,11,26,34],term:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,19,21,23,26,30,33,34,35,37,38,39,41,42,43,45],termin:[0,4,5,9,10,13,15,21,33,34,38,39,45],terrain1:[6,26],terrain:[6,21,22,26,27],test:[3,4,5,6,7,8,9,10,13,17,19,21,22,25,26,28,30,36,37,38,39,43,44,45],test_acc:[3,43],test_accuraci:[1,3,23,40,41,42,43],test_error:6,test_imag:[3,4,43],test_ind:[6,36,37],test_input:4,test_label:[3,4,43],test_loss:[3,43],test_pr:[1,23,40,41,42],test_predict:[1,40,41,42],test_rnn:[4,44],test_scor:[7,10,37,44,45],test_siz:[0,1,3,5,6,10,33,34,35,36,37,40,41,42,43,44,45],test_split:[9,45],tester:35,testerror:[0,6,34,36],testi:[4,44],testpredict:[4,44],testx:[4,44],text:[0,1,2,4,5,8,9,11,13,15,21,25,27,30,32,33,34,36,37,38,39,40,41,42,43,44],textbf:43,textbook:[17,21,22,26,27,28,34,36,43],textual:[9,45],textur:[1,9,41,42,45],tf:[1,3,4,13,14,37,38,41,42,43,44],tfe_py_execut:[3,4,43,44],th:[0,1,2,5,6,7,9,12,13,14,15,16,25,26,30,33,34,35,36,37,38,39,40,41,42,45],than:[0,1,2,3,4,5,6,7,9,10,11,12,13,17,24,27,30,33,34,35,36,39,40,41,42,43,44,45],thank:[4,6,34,35,42],thats:[23,42,43],theano:[1,24,33,41,42],thei:[0,1,2,3,4,5,6,7,8,9,11,12,13,25,26,28,30,34,35,36,37,38,39,40,41,42,43,44,45],them:[0,1,3,4,6,8,9,10,11,12,13,23,25,26,27,28,33,34,35,36,38,39,40,41,42,43,44,45],theme:[0,33],themselv:[0,30,33,43],thenc:[6,36],theorem:[2,6,7,34,37,39,41,42,44],theoret:[0,4,10,33],theori:[0,1,3,8,9,12,13,18,24,26,28,32,33,35,38,39,40,41,42,43,45],thereaft:[0,5,6,11,12,15,16,17,25,26,27,33,36,40,41],therebi:[0,5,7,11,33,34,35,37,43],therefor:[0,1,2,3,4,6,7,8,11,13,30,33,34,36,37,38,39,40,41,42,43],therein:11,thereof:[0,6,13,28,33,36,38,39],thesi:42,theta:[1,4,13,21,30,38,39,40,41,42],theta_:[1,13,38,39,40,41,42],theta_i:[1,40,41,42],theta_linreg:[13,21,38,39],theta_t:[13,38,39],thetaand:[39,40],thetaor:[39,40],thetaxor:[39,40],thi:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,23,24,25,26,27,28,29,30,32,34,35,36,37,38,39,40,41,42,43,44,45],thing:[0,1,2,4,5,7,9,30,33,35,36,37,41,42,45],think:[0,1,3,4,6,9,12,13,14,23,30,33,36,37,38,39,40,41,42,43,44,45],third:[0,3,6,13,21,31,33,36,37,38,39,43],thirti:[7,37,44],thorughout:33,those:[0,3,5,6,8,9,10,11,21,25,26,27,29,33,34,36,43,44,45],though:[1,2,3,4,13,25,30,38,39,40,41,42,43],thought:[6,14,26,27,28,30,36],thousand:[0,1,26,28,33,34,38,39,41,42,45],thread:[3,4,43,44],three:[0,1,3,5,6,8,9,12,15,23,25,26,29,30,31,33,34,35,36,37,39,40,41,42,43,45],threshold:[1,3,9,10,11,12,13,23,38,39,40,41,42,43,44,45],through:[0,1,2,3,4,5,6,8,11,12,13,14,24,25,30,33,34,35,36,37,38,39,40,41,42,43],throughout:[0,4,5,14,23,24,25,30,33,42],thu:[0,1,2,5,6,7,8,10,11,12,13,21,26,31,33,34,35,36,37,38,39,40,41,42,43,44,45],thumb:[0,6,26,33,34],thursdai:[31,33,38,39,45],tibshirani:[6,18,26,29,32,33,34,36],tick_param:6,ticker:[6,13,26,30,37,38],tif:[6,26],tight_layout:[1,7,37,41,42,44],tightli:11,tild:[0,5,6,7,11,15,16,17,18,19,26,30,33,34,35,36,40,41,42],till:[0,4,7,8,9,10,12,25,33,34,37,38,40,41,44,45],time:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,16,17,21,23,24,25,26,27,28,30,33,34,35,36,37,40,41,42,43,45],timeit:[4,44],timer:[4,44],tini:[1,41,42,44],tip:[3,43],titl:[0,1,2,3,4,6,7,8,9,10,13,21,26,30,33,34,36,37,38,39,40,41,42,43,44,45],tmp:[13,38,39],tmp_log:[3,4,43,44],tn:[2,3,7,42,43,44],tnr:44,to_categor:[1,3,4,40,41,42,43,44],to_categorical_numpi:[1,40,41,42],to_numer:[0,6,33,36],to_numpi:43,todai:[3,43],toeplitz:43,togeth:[0,3,6,8,11,13,21,23,24,33,34,38,39,42,43,44],toi:[14,38,39],told:[13,38,39],toler:[2,6,14,42],tolist:[4,44],tomographi:[12,39,40],too:[0,2,4,5,6,9,11,13,15,30,32,33,34,36,37,38,39,42,45],took:[8,33],tool:[0,1,3,6,13,24,34,36,38,39,41,42,43],toolbox:8,top:[0,3,5,6,9,10,18,24,33,35,36],topic:[0,5,6,7,8,24,26,27,28,34,35,37,42],topograph:26,topolog:[1,3,12,39,40,41,42,43],toposort:[],torkjellsdatt:[31,33],toss:[10,30],total:[0,1,2,3,4,6,7,8,10,11,12,13,14,15,16,22,23,25,27,30,31,33,34,36,37,38,40,41,42,43,44,45],total_loss:4,totalclustervari:14,totalscatt:14,toward:[1,2,7,12,13,26,37,38,40,41,42],towardsdatasci:[38,39],town:[0,34],tp:[4,7,44],tpng:[9,45],tpr:44,tpu:[13,21,24,33,38,39],tqdm:6,tr:34,trace:[2,3,4,13,39,43,44],trace_stack:[2,13,39],traceback:[0,2,3,4,6,9,10,13,15,26,33,35,36,37,38,39,42,43,44,45],traceback_util:[3,4,43,44],tracer:[2,13,39],tracing_count:[3,4,43,44],track:[3,13,14,25,37,38,39,43],tract:[0,34],tractabl:[0,33,34],trade:[5,9,19,35,36,45],tradeoff:[0,5,19,26,33,34,35,37],tradit:[0,1,4,6,33,36,40,41,42,44],train:[2,3,5,6,8,9,10,11,12,13,17,19,21,23,26,27,35,36,37,38,39,45],train_acc:[23,42,43],train_accuraci:[0,1,3,33,40,41,42,43],train_dataset:4,train_end:[0,1,34,40,41,42],train_error:[6,23,42,43],train_funct:[3,4,43,44],train_imag:[3,4,43],train_ind:[6,36,37],train_label:[3,4,43],train_pr:[1,40,41,42],train_siz:[0,1,3,34,40,41,42,43],train_step:4,train_test_split:[0,1,3,5,6,7,9,10,11,23,33,34,35,36,37,40,41,42,43,44,45],train_test_split_numpi:[0,1,34,40,41,42],trainabl:[4,43,44],trainable_vari:4,trained_model:[6,34,35],trainerror:[0,34],traini:[4,44],training_checkpoint:4,training_dataset:4,training_gradi:[13,21,38,39],training_gradient_fun:[38,39],training_loss:[38,39],trainingerror:[6,36],trainpredict:[4,44],trainscor:[4,44],trainx:[4,44],trait:[0,33],trajectori:[4,44],trajectory_i:21,trajectory_x:21,transfer:[9,43,45],transform:[0,5,6,7,8,9,10,11,12,13,21,23,24,25,33,34,35,36,37,38,39,40,42,45],transit:[6,12,39,40],translat:[1,4,6,10,34,35,40,41,42,43,44,45],translate_vjp:2,transpos:[1,5,11,25,34,35,40,41,42,43],travers:[0,5],treat:[0,1,3,6,12,13,30,33,34,35,36,37,38,39,40,41,42,43,44],tree:[0,1,6,24,26,28,33,40,41,42],tree_clf:[9,10,45],tree_clf_:9,tree_clf_sr:9,tree_reg1:[9,45],tree_reg2:[9,45],tree_reg:[9,45],trend:[30,45],treue:7,trevor:[18,26,32],tri:[2,3,4,9,13,37,38,39,42,43,44,45],triain:0,trial:[0,2,4,6,13,30,33,36,37,38],triangl:[13,37,38],triangular:25,trick:[3,4,8,11,13,21,30,38,39,43],trickier:30,tridiagon:25,trigonometr:43,trillion:24,trivial:[0,1,5,11,30,33,35,41,42],troubl:[0,8,12,34,40],truck:[3,43],true_beta:[6,34,35],true_divid:[1,40,41],true_fun:[6,36],truli:[33,44],truncat:21,tucker:8,tuesdai:[31,33,36,37,38,39,40,41,42,43,44,45],tumor:[7,9,27,37,44,45],tumour:[7,37,44],tunabl:[1,21,22,27,41,42],tune:[4,9,13,21,22,25,27,33,37,38,39,43,44,45],tupl:[2,13,23,39,42,43],turbul:28,turn:[0,1,5,6,7,8,9,10,11,12,13,19,25,26,30,33,34,36,37,38,39,40,41,42,43,44,45],tutori:[1,4,41,42],tv:[2,42],tveito:[2,42],tweak:[1,4,10,30,41,42,45],twice:[13,37,38],twist:[11,28],two:[0,1,2,4,5,6,7,9,10,11,12,13,15,16,22,23,25,28,29,30,32,33,35,36,38,39,40,41,42,44,45],tx:[13,37,38,39,40],tx_1:[13,37,38],txt:4,ty:[13,37,38],type:[0,1,3,6,8,10,13,16,23,25,26,30,34,35,36,37,38,41,43,45],typeerror:[2,13,39],typic:[0,1,2,3,4,5,7,9,10,12,13,21,27,30,33,34,35,36,37,38,39,40,41,42,43,44],typo:[26,27,28],u:[0,2,5,6,8,10,11,12,17,25,28,33,34,35,39,40,42],u_:[25,28],u_i:[12,39,40],u_m:10,u_t:28,ua:[0,33],ubuntu:[0,15,24,26,28,33],uci:[0,27,28,34],uio:[26,27,28,31,32],uis:45,un:14,unari:[25,33],unary_f:[2,13,39],unary_oper:[2,13,39],unary_to_nari:[2,13,39],unbalanc:[6,9,36,37,45],unbias:[0,5,6,33,35,36],uncent:[6,35],uncertainti:[0,5,33,35,36],uncertitud:30,unchang:[1,3,41,42,43],unclos:[],uncorrel:[10,30,45],undefin:[5,34],under:[0,1,5,6,10,13,15,16,24,26,27,28,33,34,35,36,37,38,41,42,44],underdetermin:[0,33],underfit:[1,6,36,41,42],underflowproblem:[5,35,36],undergo:[5,35,36],undergradu:[29,31],underli:[0,1,9,13,30,33,38,39,41,42,45],underset:[4,14],understand:[0,1,3,5,6,10,13,14,21,23,24,33,34,35,37,38,39,41,42,43,45],understood:[8,13,38,39],undesir:8,undetermin:[5,8,35,36],undo:4,unexpect:[6,36],unexpected:30,unfair:[6,34,35],unfortun:[1,8,9,10,41,42,45],unicode_liter:[8,9],uniform:[0,1,5,6,11,13,15,16,26,30,33,34,37,38,40,41,42,44],uniformli:[13,30,37,38,39],unifrompdf:30,unimport:[13,37,38],union:[5,6,35,36,37],uniqu:[0,2,6,13,14,25,33,36,37,38,42],unique_cluster_label:14,unit:[0,1,3,4,5,10,12,30,33,34,35,39,40,41,42,45],unitari:[5,6,25,34],unitarili:[25,33],uniti:30,univari:30,univers:[0,1,2,13,15,24,26,27,28,29,31,33,34,35,36,37,38,39,41,42,43,44,45],unix:[1,41,42],unknow:[0,25,33],unknown:[0,1,3,4,5,6,8,10,13,16,21,25,33,34,35,36,38,39,40,41,43,44,45],unknowwn:[12,40],unlabel:[1,41,42],unless:[0,3,6,11,13,26,27,28,33,34,36,37,38,43],unlik:[1,2,3,8,13,37,38,39,41,42,43],unnecessarili:[9,45],unoptim:43,unord:[3,43],unravel:[1,40,41,42],unravel_index:43,unreason:43,unrol:[3,11,43],unsampl:43,unseen:[0,7,9,37,45],unstabl:[1,41,42],unsupervis:[0,1,4,12,24,28,33,39,40,41,42],unsymmetr:[25,33],untak:[],until:[1,2,4,9,12,13,14,23,37,38,39,40,41,42,44,45],untouch:0,untradit:43,unusu:[12,39,40],up:[1,3,4,5,6,8,10,11,13,14,16,18,24,25,26,27,30,31,35,38,39,44],updat:[1,2,10,12,13,14,21,23,38,39,40,41,42,43,44,45],update_chang:[23,42,43],update_matrix:[23,42,43],uploa:33,upload:[24,26,27,28,32],upon:[0,1,6,7,11,23,25,26,41,42,43],upper:[0,8,9,16,25,34,43,45],uppercas:[25,33],upsampl:[4,43],upsampled_height:43,upsampled_width:43,upscal:4,url:42,us:[4,5,6,8,9,10,11,12,14,15,16,17,18,19,22,25,26,28,29,30,32,35,36],usa:[33,39],usag:[0,8,24,33,34],usd10000:[0,34],usd:[0,34],use_bia:[4,44],use_multiprocess:[3,4,43,44],usecol:[0,33],useless:[1,40,41,42],user:[0,1,2,3,4,6,7,8,11,15,21,23,24,25,26,28,33,34,35,37,40,41,42,43,44],usernam:[26,27,28],userwarn:[3,6,21,43],usetex:30,usg:[6,26],usr:30,usual:[0,3,4,7,12,13,14,33,37,38,39,40,43,44],ut:[5,35],util:[0,1,3,4,6,7,10,14,23,27,33,34,36,37,41,42,43,44,45],ux:25,v0:30,v1:30,v2:30,v3:43,v:[2,4,5,6,11,13,17,21,23,24,34,35,38,39,42,43],v_0:11,v_ind:43,v_stride:43,va:[1,41,42],val:[13,38,39],val_acc:[23,42,43],val_accuraci:[3,43],val_error:[23,42,43],val_loss:[4,43,44],val_set:[23,42],vale:[2,42],valid:[0,1,4,7,9,10,13,21,23,24,27,28,30,33,34,38,39,41,42,43,44,45],validation_batch_s:[3,4,43,44],validation_data:[3,4,43,44],validation_freq:[3,4,43,44],validation_split:[3,4,43,44],validation_step:[3,4,43,44],valu:[0,1,2,3,4,6,7,8,9,10,12,13,14,15,16,19,21,23,24,25,26,33,38,39,40,41,42,43,45],valuat:[9,45],valued_at_a:[23,42,43],valued_at_z:[23,42,43],valueerror:[0,33],valy:[4,44],van:[0,18,26,33,34,35,36],vandenbergh:[8,13,37,38],vandermond:[0,33],vanilla:[0,6,11,14,34,35],vanish:[1,4,13,30,37,38,41,42],var_x:30,varabl:8,varepsilon:[5,6,18,26,35,36],varepsilon_:[5,6,35,36],varepsilon_i:[5,6,35,36],vari:[0,1,3,5,6,10,15,16,33,36,40,41,42,43,44,45],variabl:[0,1,2,3,4,5,6,7,8,10,11,12,13,14,21,23,25,33,34,35,36,39,40,41,42,43,44,45],varianc:[0,1,5,7,9,10,11,13,14,18,19,21,24,25,27,30,33,34,37,38,39,41,42,45],variance_i:[5,11,34],variance_x:[5,11,34],variant:[0,1,6,8,12,13,28,33,34,37,38,39,40,41,42,43],variat:[3,4,11,28,33,43],varieti:[0,3,12,15,24,26,28,33,39,40,43],variou:[1,3,5,6,7,8,9,11,12,13,16,18,21,22,23,24,25,26,28,30,34,35,38,39,40,41,42,43,44],varydimens:[4,44],vastli:[3,43],vaue:[1,41,42],vault:0,vdot:[2,13,37,38,42],ve:[26,27,28,43],vec:[6,36],vector:[0,1,2,3,4,5,6,7,9,10,11,13,14,16,17,21,23,24,28,35,36,37,38,41,42,43,44,45],vector_mean:14,veloc:28,ventur:[0,8,15,24,28,33],verbos:[1,3,4,41,42,43,44],veri:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,26,27,28,30,32,33,34,35,36,37,38,39,40,43,44,45],verifi:[3,11,25,33],versatil:[8,33],versicolor:[8,9],version:[0,3,4,10,13,14,15,24,25,26,27,28,30,33,34,38,39,43,44,45],versu:[1,41,42],vert:[0,1,5,6,7,8,9,11,13,17,33,34,35,36,37,38,40,41,45],vert_1:[5,6,34,35,36],vert_2:[5,6,11,17,34,35,36],vertic:43,vi:[23,42,43],via:[0,5,6,7,8,9,10,11,12,15,19,23,24,25,26,28,29,30,31,33,34,35,36,37,39,40,42,43,44,45],vidal:11,video:[0,1,12,24,29,31,33,34,35,36,37,40,41,42,43,44,45],view:[1,3,5,6,12,13,21,30,32,33,35,36,38,39,40,41,42,43],vii:[23,42,43],viii:[23,42,43],violat:8,virginica:9,viridi:[0,1,2,3,23,33,40,41,42,43],virtual:[1,41,42],viscos:[13,38,39],viscou:[13,38,39],visibledeprecationwarn:2,visin:43,vision:[0,3,33,43],visual:[0,3,11,12,15,23,24,33,34,39],visualis:[1,41,42],viz:[6,8,30],vjp:[2,13,39],vjp_argnum:2,vjpfun:[],vjpmaker:2,vjpnode:[2,13,39],vjps_dict:2,vmap:[13,38,39],vmax:[1,6,41,42,43],vmin:[1,6,41,42,43],voic:[3,43],volum:[0,3,33],volume18:42,vote:[10,28],voting_clf:[10,45],votingclassifi:[10,45],votingsimpl:[10,45],vs:[0,4,6,34,36,38,44],vspace:[2,13,39],vstack:[5,11,23,25,30,33,34,42,43],vt:[5,34,35],w1:8,w2:[8,11],w3:8,w:[0,1,2,3,4,5,6,7,8,10,11,12,13,14,23,25,30,33,34,36,37,38,39,40,41,42,43,44,45],w_1:[8,25],w_1x_1:8,w_1x_:8,w_2:[8,25],w_2x_2:8,w_2x_:8,w_3:25,w_4:25,w_:[1,12,39,40,41,42,43],w_h:[23,42],w_hidden:[2,42],w_i:[1,2,10,40,41,42,45],w_ix_i:[12,39,40],w_j:25,w_m:25,w_output:[2,42],w_px_:8,w_px_p:8,wa:[0,1,3,4,5,6,7,10,11,12,13,14,17,23,25,26,33,34,35,36,37,38,39,40,41,42,43,44,45],wai:[0,1,2,3,4,5,6,7,8,10,11,12,13,14,17,25,27,30,33,34,35,37,38,39,40,41,42],walk:[9,45],walker:30,wang:[0,33],want:[0,1,2,3,4,5,6,8,9,10,11,12,13,14,15,16,17,23,24,26,27,28,30,33,34,35,36,37,38,39,40,41,42,43,44,45],warn:[0,1,4,8,23,33,34,40,41,42,43],warrant:[6,36,37],wast:[3,38,39,43],watch:[3,4,24,43,44],wave:[3,43],wavelet:8,we:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,22,23,24,25,26,27,28,29,30,31,32,34,35,36,37,40,43],weak:[9,10,14,45],weakli:44,weather:[1,12,39,40,41,42],web:[24,29,31,33,34],weblink:27,webpag:33,websit:[6,25,26,29,33],wedg:[8,30],wednesdai:[31,33,36,37,38,39,40,41,42,43,44,45],wee:11,week:[0,5,6,7,26,27,28,29,31],weekli:[24,26,31,32,33,39],weight:[0,1,2,3,6,7,9,10,12,13,23,26,27,30,34,37,38,39,43,44,45],weight_arrai:[23,42],weights_next:43,weigth:[2,42],welcom:[8,24,28],well:[0,1,2,3,4,5,6,7,8,9,10,12,13,15,16,19,20,21,23,24,25,26,27,28,30,32,33,34,35,36,37,38,39,40,41,42,44,45],went:8,were:[0,1,3,4,5,6,7,8,10,11,12,14,23,30,33,34,36,37,39,40,41,42,43,45],wessel:[0,18,26,33,34,35,36],what:[1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,19,23,24,25,26,27,28,30,37,38,39,40,41,42,44],whatev:[3,43],when:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,16,17,18,21,23,25,26,27,28,30,33,34,35,36,37,40,41,42,43,44,45],whenev:[13,21,30,38,39,44],where:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,21,23,24,25,26,27,28,30,31,33,34,35,36,37,38,39,40,41,42,43,44,45],wherea:[6,30,36],wherein:[1,12,39,40,41,42],whether:[0,3,5,7,9,26,27,28,30,33,35,37,43,44,45],which:[0,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,23,24,25,26,27,28,29,30,31,33,34,35,36,37,40,43,44,45],whichev:[1,3,41,42,43],whilst:43,white:[9,45],whiteboard:[19,34,35,36,37,38,40,41,43,44],who:[0,29,33,44],whole:[1,3,4,5,9,11,13,35,36,38,39,40,41,42,43,44,45],whose:[0,6,10,30,34,36,45],whow:[11,34],whrn:36,why:[0,1,3,6,13,21,26,35,37,38,41],wide:[0,1,3,6,7,12,15,24,25,26,28,33,36,37,39,40,41,42,43],widehat:[6,36],width:[0,3,8,9,33,43,45],width_index:43,wieringen:[0,18,26,33,34,35,36],wiki:44,wikipedia:44,win:[10,45],wind:[9,45],window:43,windows_out:43,wing:[31,33],winther:[2,42],wiothout:[6,34,35],wiscons:[7,37,44],wisconsin:[10,23,27,42,45],wisdom:[6,35],wise:[0,1,5,12,13,34,38,39,40,41,42,43],wish:[0,2,5,7,8,11,13,14,23,25,26,27,28,33,34,37,38,42,43,44,45],with_std:[0,34,36],wither:6,within:[0,2,3,4,7,9,12,13,14,30,32,33,37,38,40,42,43,44,45],withinclust:14,without:[0,1,5,6,8,9,11,12,13,21,22,27,33,34,35,36,38,39,40,41,42,43,45],without_trac:[3,4,43,44],wo5dmep_bbi:[],won:[0,33],wonder:8,woodi:33,word:[0,1,3,4,5,6,7,14,23,30,33,34,35,36,41,42],work:[0,1,4,6,7,8,9,13,15,21,24,26,27,28,29,30,31,33,34,36,37,38,39,40,41,42,43,44,45],worker:[3,4,43,44],workshop:33,world:[0,8,33,34,43],worldwid:[0,33],wors:[0,1,3,4,6,33,36,41,42,43],worst:[9,43,45],worth:[9,43],worthi:[26,27,28],would:[0,1,3,5,6,7,8,9,10,11,12,13,25,26,27,28,30,33,34,35,36,37,38,39,40,41,42,43,45],wrap:[6,25,33],wrap_util:[2,13,39],wrapper:[0,33],write:[0,1,2,3,5,6,7,8,12,13,15,16,17,20,21,23,25,26,28,33,34,36,37,38,39,40,41,43,44],written:[0,2,3,5,11,12,13,16,24,25,26,27,28,30,33,34,35,36,37,38,39,40,42,43],wrong:[1,8,40,41,42],wrongli:[10,44,45],wrote:[5,11,34],wrt:[2,10,13,21,38,39,45],wth:[10,13,21,38,39,45],www:[24,25,26,27,28,32,33,42],wx_1:8,x0:8,x1:[4,8,9,10,13,38,39,44,45],x1_exampl:8,x1d:8,x2:[8,9,10,13,38,39],x2d:[8,11],x2d_train:11,x2dsl:11,x3:8,x:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,21,22,23,25,26,27,28,30,33,36,37,38,39,40,41,42,43,44,45],x_0:[0,5,11,25,33,34,35,36],x_1:[0,2,5,6,7,8,9,10,11,13,23,25,30,33,34,35,36,37,38,39,40,41,42,45],x_2:[0,2,5,6,7,8,9,10,11,13,23,25,30,33,34,36,37,38,39,40,41,42,45],x_3:[8,25,30],x_4:25,x_:[0,2,3,5,6,8,10,11,13,14,18,25,26,30,33,34,35,36,37,38,42,43,45],x_batch:[23,42,43],x_batch_feedforward:43,x_batch_feedforward_shap:43,x_batch_pad:43,x_center:11,x_data:[1,40,41,42],x_data_ful:[1,40,41,42],x_hidden:[2,42],x_i:[0,1,2,5,6,7,8,9,10,11,12,13,14,17,25,28,30,33,34,35,36,37,38,39,40,41,42,45],x_input:[2,42],x_ix_:[0,33],x_iy_i:8,x_j:[0,2,8,9,12,16,30,34,39,40,42,45],x_jy_j:8,x_k:[12,14,25,30,34,39,40],x_l:30,x_m:[6,12,25,30,36,39,40],x_n:[0,2,3,6,8,11,12,13,25,30,33,36,37,38,39,40,42],x_new:[9,10],x_offset:[6,34,35],x_output:[2,42],x_p:[3,7,9,37,43,45],x_poli:[9,45],x_poly10:[9,45],x_pred:[4,44],x_prev:[2,42],x_reduc:11,x_scale:8,x_small:[13,38,39],x_test:[0,1,3,5,6,7,9,10,11,23,33,34,35,36,37,40,41,42,43,44,45],x_test_own:6,x_test_scal:[0,6,7,9,10,11,34,35,36,45],x_tot:[4,44],x_train:[0,1,3,4,5,6,7,9,10,11,23,33,34,35,36,37,40,41,42,43,44,45],x_train_mean:[6,34,35,36],x_train_own:6,x_train_scal:[0,6,7,9,10,11,34,35,36,45],x_val:[1,23,41,42,43],xarrai:[24,33],xavier:[1,41,42],xbnew:[13,37,38],xcode:[0,15,24,26,28,33],xdclassiffierconfus:10,xdclassiffierroc:10,xg_clf:10,xgb:10,xgbclassifi:10,xgboost:[9,28,45],xgboot:10,xgbregressor:10,xgparam:10,xgtree:10,xi:[8,13,21,38,39],xi_1:8,xi_:8,xi_i:8,xinv:[35,39,40],xk:8,xla:[3,4,13,21,24,33,38,39,43,44],xlabel:[0,1,2,3,4,5,6,7,8,9,10,13,21,26,30,33,34,35,36,37,38,39,41,42,43,44,45],xlim:[6,10,36,45],xm:9,xmesh:[13,38],xnew:[0,13,21,33,37,38,39],xor:43,xp:30,xpanda:[0,34],xpd:[5,11,34],xplot:0,xs:9,xscale:[0,34],xsr:9,xt_x:[13,21,37,38,39],xtest:[6,36,37],xtick:[3,6,8,9,36,43,45],xtrain:[6,36,37],xu:[0,33],xx:[0,25,28,33],xy:[0,6,8,25,26,33],xytext:8,xz:[25,33],y1:[4,44],y2:[4,44],y3:[4,44],y:[0,1,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,21,23,25,26,30,33,34,35,36,37,38,39,40,41,42,43,44,45],y_0:[0,5,11,25,33,34,35,36],y_1:[0,5,8,9,11,13,25,33,34,35,36,37,38,45],y_1y_1:8,y_1y_1k:8,y_1y_2:8,y_1y_2k:8,y_1y_n:8,y_1y_nk:8,y_2:[0,5,8,9,11,25,33,34,45],y_2y_1:8,y_2y_1k:8,y_2y_2:8,y_2y_2k:8,y_3:[0,9,25,45],y_4:25,y_:[0,1,5,6,10,11,25,33,34,35,36,40,41,42,45],y_data:[0,1,5,6,33,34,35,36,37,40,41,42,44],y_data_ful:[1,40,41,42],y_decis:8,y_fit:[0,34],y_i:[0,1,5,6,7,8,9,10,11,12,13,15,16,17,18,19,25,26,27,33,34,35,36,37,38,39,40,41,42,45],y_if_:[10,45],y_ix_:[0,33],y_ix_i:[7,8,13,34,37,38],y_iy_jk:8,y_j:[6,8,12,19,26,36,39,40],y_k:[12,39,40],y_m:25,y_model:[0,4,5,6,33,34,35,36,37,44],y_n:[8,13,37,38],y_ny_1:8,y_ny_1k:8,y_ny_2:8,y_ny_2k:8,y_ny_n:8,y_ny_nk:8,y_offset:[6,34,35],y_plot:[9,45],y_pred1:[9,45],y_pred2:[9,45],y_pred:[0,1,4,6,7,8,9,10,34,35,36,37,40,41,42,44,45],y_pred_rf:[10,45],y_pred_tre:10,y_proba:[7,10,37,44,45],y_scaler:[6,35,36],y_test:[0,1,3,4,5,6,7,9,10,11,33,34,35,36,37,40,41,42,43,44,45],y_test_onehot:[1,40,41,42],y_test_predict:[0,34],y_test_scal:36,y_tot:[4,44],y_train:[0,1,3,4,5,6,7,9,10,11,33,34,35,36,37,40,41,42,43,44,45],y_train_mean:[6,34,35],y_train_onehot:[1,40,41,42],y_train_predict:[0,34],y_train_scal:[6,35,36],y_val:[1,41,42,43],yadav:[28,42],yand:[23,39,40,41,42],ye:[3,6,7,36,37,43],year:[0,24,33,41],yet:[0,1,6,8,11,13,23,33,37,38,39,40,41,42,43],yi:[13,21,38,39],yield:[0,2,5,6,8,10,12,13,14,25,30,33,35,36,37,38,39,40,42,43,44,45],yk:8,ylabel:[0,1,2,3,4,5,6,7,8,9,10,13,21,26,30,33,34,35,36,37,38,39,41,42,43,44,45],ylim:[3,6,36,43],ym:9,ymesh:[13,38],yn:0,yo:[8,9,10],yor:[23,39,40,41,42],yoshua:[1,32,41,42],you:[0,1,2,3,4,5,6,8,9,10,11,13,15,16,17,19,20,21,22,23,24,25,26,27,28,30,31,32,34,35,36,37,38,39,40,41,42,43,44,45],young:[0,33],your:[1,2,4,5,6,8,11,13,17,19,20,21,22,23,24,25,26,35,36,37,38,39,40,41,42,43,44],yourself:[11,13,33,38,45],youtub:24,ypred:[6,36,37],ypredict2:[13,21,37,38,39],ypredict:[0,13,21,33,34,37,38,39],ypredictlasso:[5,35],ypredictol:[0,5,35,36],ypredictown:[6,34,35],ypredictownridg:[6,35],ypredictridg:[0,5,6,35,36,37,44],ypredictskl:[6,34,35],yridg:33,ys:9,ytest:[6,36,37],ytick:[3,6,8,9,36,43,45],ytild:[0,6,33,34,36],ytilde_test_ol:36,ytilde_test_ridg:36,ytildelasso:[5,35],ytildenp:[0,33,34],ytildeol:[0,5,35],ytildeownridg:[6,35],ytilderidg:[5,6,35],ytrain:[6,36,37],yx:[25,33],yxor:[23,39,40,41,42],yy:[25,33],yz:[25,33],z:[0,1,2,3,4,5,6,7,8,9,11,12,13,23,25,26,30,33,34,36,37,38,39,40,41,42,43,45],z_0:[25,33],z_1:[25,33],z_2:[25,33],z_:[1,2,12,25,33,40,41,42],z_c:[1,40,41,42],z_h:[1,23,40,41,42],z_hidden:[2,42],z_i:[1,12,39,40,41],z_j:[1,12,41,42],z_k:[12,34,40],z_m:[1,40,41],z_matric:[23,42],z_matrix:43,z_mod:[9,45],z_o:[1,23,40,41,42],z_output:[2,42],zaman:30,zaxi:[6,26],zero:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,17,18,19,21,23,25,26,30,33,34,35,36,37,38,39,40,41,42,44,45],zeros_lik:4,zeroth:34,zfill:4,zip:[2,4,6,13,39],zm_h:[0,33],zmq:[],zn:[0,34],zone:[0,34],zoom:33,zx:[25,33],zy:[25,33],zz:[25,33]},titles:["<span class=\"section-number\">3. </span>Linear Regression","<span class=\"section-number\">14. </span>Building a Feed Forward Neural Network","<span class=\"section-number\">15. </span>Solving Differential Equations  with Deep Learning","<span class=\"section-number\">16. </span>Convolutional Neural Networks","<span class=\"section-number\">17. </span>Recurrent neural networks: Overarching view","<span class=\"section-number\">4. </span>Ridge and Lasso Regression","<span class=\"section-number\">5. </span>Resampling Methods","<span class=\"section-number\">6. </span>Logistic Regression","<span class=\"section-number\">8. </span>Support Vector Machines, overarching aims","<span class=\"section-number\">9. </span>Decision trees, overarching aims","<span class=\"section-number\">10. </span>Ensemble Methods: From a Single Tree to Many Trees and Extreme Boosting, Meet the Jungle of Methods","<span class=\"section-number\">11. </span>Basic ideas of the Principal Component Analysis (PCA)","<span class=\"section-number\">13. </span>Neural networks","<span class=\"section-number\">7. </span>Optimization, the central part of any Machine Learning algortithm","<span class=\"section-number\">12. </span>Clustering and Unsupervised Learning","Exercises week 34","Exercises week 35","Exercises week 36","Exercises week 37","Exercises week 38","Exercises week 39","Exercises week 41","Exercises week 42","Exercises weeks 43 and 44","Applied Data Analysis and Machine Learning","<span class=\"section-number\">2. </span>Linear Algebra, Handling of Arrays and more Python Features","Project 1 on Machine Learning, deadline October 9 (midnight), 2023","Project 2 on Machine Learning, deadline November 17 (Midnight)","Project 3 on Machine Learning, deadline December 18 (midnight), 2023","Teaching schedule with links to material","<span class=\"section-number\">1. </span>Elements of Probability Theory and Statistical Data Analysis","Teachers and Grading","Textbooks","Week 34: Introduction to the course, Logistics and Practicalities","Week 35: From Ordinary Linear Regression to Ridge and Lasso Regression","Week 36: Statistical interpretation of Linear Regression and Resampling techniques","Week 37: Statistical interpretations and Resampling Methods","Week 38: Logistic Regression and Optimization","Week 39: Optimization and  Gradient Methods","Week 40: Gradient descent methods (continued) and start Neural networks","Week 41 Neural networks and constructing a neural network code","Week 42 Constructing a Neural Network code with introduction to Tensor flow","Week 43: Deep Learning: Constructing a Neural Network code and solving differential equations","Week 44,  Convolutional Neural Networks (CNN)","Week 45,  Recurrent Neural Networks","Week 46: Decision Trees, Ensemble methods  and Random Forests"],titleterms:{"1":[0,15,16,17,18,26,33,34],"12":40,"13":[],"14":36,"17":27,"18":28,"19":41,"2":[0,15,16,17,18,27,33,34,43],"2023":[26,28,31],"21":37,"23":37,"26":42,"3":[0,15,16,28,33,34],"31":34,"34":[15,33],"35":[16,34],"36":[17,35],"37":[18,36],"38":[19,37],"39":[20,21,38],"3d":43,"4":[0,34],"40":[21,39],"41":[21,40],"42":[22,41],"43":[23,42],"44":[23,42,43],"45":44,"46":45,"5":0,"7":35,"9":[26,44],"case":[8,10,30,34,35,37,38],"class":37,"do":[1,33,35,36,38,39,40,41,42,45],"final":[12,21,27,34,35,38,39,40,42,43,45],"function":[0,1,6,7,8,10,11,12,13,21,23,26,27,30,33,34,35,36,37,38,39,40,41,42,43,45],"import":[5,21,25,33,34,35,43,45],"long":44,"new":[4,35,36,44],"short":44,"try":44,A:[0,1,4,8,9,21,33,35,36,37,41,42,43,44,45],AND:[23,39,40,41,42],And:[21,33,34,35,37,38,39],But:[21,38,39],In:31,Is:[41,42],Ising:6,No:43,OR:[39,40,41,42],The:[0,1,2,3,5,6,7,8,9,11,12,17,23,24,28,33,34,35,36,37,38,39,40,41,42,43,44,45],To:[33,34],With:[4,35,44],about:[33,34],abov:[23,35,42,43],activ:[1,12,23,27,35,39,40,41,42,43,44],ad:[0,6,17,26,33,34,39,40],adaboost:[10,45],adagrad:[13,21,38,39],adam:[13,21,38,39],adapt:[10,21,38,39,45],add:43,addit:[43,44,45],adjust:[1,40,41,42],advanc:21,adversari:4,again:[3,9,37,43,44],ai:33,aim:[8,9,17,18,19,20,21,22,23,33,45],aka:[33,34],al:21,algebra:[25,33],algorithm:[9,10,11,12,21,27,34,38,39,40,41,45],algortithm:[13,37,38],all:[8,44],altern:28,an:[0,4,10,33,44,45],analys:[5,34],analysi:[0,5,6,11,24,26,27,30,33,34,35,36],analyt:[0,16,17,21,42],analyz:28,ani:[13,37,38],anoth:[9,35,36],appli:24,approach:[0,8,14,33,36,38,39,45],approxim:[12,40],architectur:[1,40,41,42],argument:[38,39],arithmet:43,arrai:[25,33],artifici:[39,40],assist:31,assumpt:[35,36],august:34,autocorrel:30,autograd:[2,13,21,38,39,42],automat:[13,21,38,39,42],avoid:[38,39],b:[17,26,27,28,38,39],back:[1,11,12,40,41,42],background:[24,26,27,36],backpropag:[43,44],backward:44,bag:[10,45],base:[13,21,36,38,39],basic:[0,5,7,9,10,11,25,28,34,35,36,37,44,45],batch:[1,38,39,41,42],bay:[5,35,36],befor:11,beta:[35,36],better:[8,39,40],bia:[6,26,36],bias:[40,41,42],binari:[1,40,41,45],bind:33,bird:[10,45],boldsymbol:[34,35,36],boost:[10,45],bootstrap:[6,10,36,45],boston:[0,34],breast:[1,41,42],brief:[33,36,37,38,43],bring:[12,40],build:[1,3,9,23,41,42,43,45],c:[26,27,28,33],calcul:34,can:[21,33,36,38,39,44],cancer:[1,7,9,11,37,41,42,44,45],cart:[9,45],cell:44,center:34,central:[13,24,30,36,37,38],chain:[12,40],challeng:37,chang:[10,45],channel:33,chi:[0,33],choic:[41,42],choos:[1,40,41,42],cifar01:[3,43],classic:11,classif:[1,9,10,23,27,37,40,41,42,44,45],classifi:[8,37,45],clip:[1,41,42],cluster:14,cnn:[3,43],code:[0,1,2,5,9,11,12,13,14,21,23,27,33,34,35,36,37,38,39,40,41,42,43,45],coeffici:43,coin:45,collect:[1,3,40,41,42,43],combin:44,come:37,commun:33,compact:37,compar:[2,10,42,45],comparison:35,compet:[21,38,39],compil:43,complet:34,complex:[0,6,26,28,34,45],complic:[6,38,39],compon:11,comput:[9,38,39,45],computation:36,computerlab:33,con:[9,45],concept:30,condit:[35,36,37,38],confid:36,conjug:[13,38],connect:43,construct:[40,41,42],content:43,continu:39,contn:33,convex:[8,13,37,38],convolut:[3,12,39,40,43],convolution2dlay:43,correctli:[35,36],correl:[11,34,37,43,44],correspond:[37,38],cost:[1,10,23,34,35,36,37,38,40,41,42,43,45],cours:[24,32,33],covari:[5,11,30,34],cover:33,critic:27,cross:[6,26,36,37],ct:43,cumul:44,curv:44,cython:33,d:[26,27,28],data:[0,1,3,6,7,9,11,15,16,23,24,26,28,30,33,34,35,37,40,41,42,43,44,45],dataset:[1,3,40,41,42,43],deadlin:[26,27,28,33],decai:[2,38,39,42],decemb:28,decis:[9,10,45],decomposit:[5,11,17,25,34],deep:[1,2,37,41,42],defin:[1,28,33,40,41,42],definit:40,degre:[0,34],deliveri:[26,27,28],delta:36,demonstr:43,dens:[0,33,43],deriv:[5,12,34,35,36,37,38,40,41,42],descent:[2,10,13,21,27,37,38,39,42],descript:26,design:34,detail:[3,33,42,43],develop:[1,40,41,42],diagon:11,differ:[8,27,38,39,43],different:21,differenti:[2,13,28,38,39,42],diffus:[2,42],dimension:[2,3,8,23,26,34,42,43],directli:[38,39],disadvantag:[9,45],discret:30,discuss:[37,44],distribut:[5,30,35,36],distrubut:[35,36],doe:[34,35,39,40],domain:[30,43],don:43,dot:[38,39],down:[1,41,42,45],dropout:[1,41,42],e:[26,27,28],each:37,economi:34,effect:44,effici:43,electron:[26,27,28],element:[0,30,33,38,39],elimin:25,energi:33,ensembl:[10,45],entropi:[9,37],environ:[0,15,33],equat:[0,2,12,28,33,34,35,37,38,40,42],error:[0,10,33,34,36,45],essenti:33,estim:[35,36],et:21,etc:[33,43],euler:[2,42],evalu:[1,27,40,41,42,43],exampl:[0,1,2,3,4,6,7,8,9,10,21,33,34,35,36,37,38,39,40,41,42,43,44,45],exercis:[0,6,15,16,17,18,19,20,21,22,23,33,34,36,42],expect:[18,30,35,36],expens:36,experi:30,explod:44,explor:[0,15,16,33],exponenti:[2,42],express:[17,18,33,34,37,38],extend:[37,38],extrapol:[4,44],extrem:[10,33,45],ey:[10,45],f:[26,27],f_1:44,factor:45,fall:31,famili:[1,33,34,41,42],famou:25,fantast:34,featur:[9,25,34,45],feed:[1,12,39,40,41,42],file:43,find:[36,38,39,43],fine:[1,41,42],first:[4,12,27,33,34,35,37,38,40,42,45],fit:[0,10,33,35,45],fix:34,flatten:43,flow:41,fold:[36,37],forc:[3,43],forest:[10,45],format:[26,27,28,33,44],forward:[1,2,12,39,40,41,42],four:44,fourier:[3,43],frank:[6,26,34],freedom:[0,34],frequent:34,frequentist:[0,33],fridai:37,from:[5,10,12,21,27,34,35,36,37,38,39,40,43,45],full:[2,40,41,42,43],fulli:43,funtion:[41,42],further:[3,5,34,43,45],g:26,gain:44,gan:4,gate:[23,39,40,41,42],gaussian:25,gd:[13,21,38,39],gener:[4,9,33,45],geometr:[11,37,38],get:21,gini:[9,45],good:[0,33],goodfellow:21,grade:[31,33],gradient:[1,2,10,13,21,27,37,38,39,41,42,44],grid:[37,44],group:37,grow:45,growth:[2,42],ha:24,half:43,hand:[23,42],handl:[25,33,34],happen:[35,36],have:33,head:45,heard:33,hessian:[34,37,38],hidden:[2,41,42,43,44],histogram:36,homework:[37,38],hour:45,hous:[0,34],how:[37,45],hyperbol:[39,40],hyperparamet:[1,40,41,42],hyperplan:8,i:[1,41,42],id3:9,idea:[11,43],ideal:[37,38],ident:[35,36],identifi:36,ii:[33,42],iid:[35,36],iii:42,illustr:[35,39,40],imag:43,implement:[1,40,41,42,44],implic:[5,34],improv:[1,38,40,41,42],includ:[13,21,37,38,39],increment:11,independ:[35,36],index:[9,45],indic:45,inform:31,initi:44,input:[2,42,44],instal:[24,26,28,33],instructor:31,intercept:34,interpret:[5,11,33,34,35,36,37,38],interv:36,introduc:[11,13,21,34,38,39],introduct:[0,6,24,25,26,27,28,33,39,40,41],invers:[5,25,35],invert:34,iter:[10,38,45],its:[34,45],iv:42,jacobian:[34,42],jargon:45,jax:[13,21,38,39],job:[39,40],julia:33,jungl:[10,45],k:[36,37],kei:43,kera:[1,3,41,42,43],kernel:[8,11,43],l:40,lab:44,lagrangian:8,lambda:[37,44],lasso:[5,6,26,34,35,36,37],last:[34,36,37,39],later:[5,34],layer:[1,2,3,12,40,41,42,43],layout:44,learn:[0,1,2,11,13,14,15,16,21,23,24,26,27,28,33,34,35,36,37,38,39,40,41,42,44,45],least:[5,6,18,26,33,34,35],lectur:[33,34,35,36,37,40,41,42,43,44],level:[10,45],librari:[24,33],likelihood:[7,35,36,37],limit:[1,13,30,36,37,38,39,41,42],linear:[0,8,13,25,27,33,34,35,37,44],link:[5,11,29,32,34,35,36],list:43,literatur:[26,27],logist:[7,27,33,37,38,39,40,41,42],loop:[38,39],loss:[34,37,38],lstm:44,lu:25,machin:[0,8,13,24,26,27,28,33,37,38],made:[35,36],mai:33,main:30,make:[0,9,10,15,16,33,34,45],mani:[10,12,40,45],manipul:34,margin:[35,36],mass:33,materi:[29,33,34,35,36,37,42,43,44],math:[5,34],mathemat:[3,5,8,34,38,39,40,43],matric:[5,25,33,35],matrix:[1,5,11,12,25,33,34,35,37,38,39,40,41,42,44],matter:[0,33],max:34,maximum:[35,36,37],mean:[0,33,34,35,37],measur:[37,44],medic:43,meet:[5,10,30,33,34,45],memori:44,mercer:8,method:[6,9,10,13,21,23,26,36,37,38,39,42,45],midnight:[26,27,28],min:34,mini:[38,39],minibatch:[21,38,39],minim:[33,37,42],ml:33,mle:[35,36],mlp:[12,40],mnist:[3,4,43],model:[0,1,4,6,12,33,39,40,41,42,43,45],moment:[38,39],momentum:[13,21,38,39],moon:[8,9,45],more:[3,6,21,25,26,33,34,35,36,37,38,39,41,42,43,45],multi:[39,40,41],multiclass:[23,42],multilay:[12,39,40],multipl:[1,3,40,41,42,43],multipli:8,need:[26,28,33,44],neg:44,network:[1,2,3,4,7,12,23,27,28,33,37,39,40,41,42,43,44],neural:[1,2,3,4,7,12,23,27,28,33,39,40,41,42,43,44],neuron:[39,40,43],newton:[21,37,38,39],nice:[41,42],nn:43,node:45,noen:[21,38,39],non:8,normal:[0,1,36,41,42],notat:[12,39,40],note:[21,34,35,36],novemb:[27,43,44],now:[1,9,13,21,35,36,38,39,41,42],nuclear:[0,33],nueral:37,numba:33,number:[0,2,21,30,34,38,39,42],numer:[2,26,27,28,30,42],numpi:[21,25,33,38,39],object:[3,40,41,42,43],obtain:11,octob:[26,40,41,42],od:[2,42],off:[6,26],ol:[5,6,21,26,35,36,38,39],one:[2,12,37,38,40,42],ones:[39,40],oper:25,optim:[1,8,13,24,33,34,37,38,39,40,41,42,43,44],order:[13,21,38,39],ordinari:[5,6,18,26,33,34,35,42],organ:[0,33],orient:[40,41,42],oslo:32,other:[4,9,11,12,23,25,33,34,37,39,40,42,44,45],our:[0,4,5,11,13,33,34,37,38,40,41,42,43],out:45,outcom:[24,33],output:[2,41,42,44],overarch:[0,4,8,9,17,18,19,20,21,22,23,33,34,44,45],overview:[10,33,38,39,45],own:[0,10,11,15,16,27,33,34,43,45],packag:[25,33],pad:43,panda:[33,34],paper:26,paramet:[33,34,37,38,39,44],part:[13,24,26,27,28,34,37,38,43],partial:[2,28,42],pass:[1,40,41,42,44],path:28,pca:11,pdf:30,pencil:26,perceptron:[12,39,40,41],perform:[1,9,40,41,42,45],period:[3,43],perspect:[1,41,42],pertin:45,plan:[34,35,36,37,38,39,40,41,42,43,44,45],plot:[36,37],point:[4,44],poisson:[2,42],polynomi:[3,35,43],pool:43,popul:[2,42],posit:44,possibl:[42,45],practic:[13,21,31,33,38,39,44],pre:[1,3,40,41,42,43],predict:[4,44],predictor:37,preprocess:34,prerequisit:[3,24,33,43],present:44,princip:11,principl:[3,43],print:45,pro:[9,45],probabl:[5,30,35,36],problem:[1,2,13,21,28,33,34,35,37,38,39,40,41,42,44,45],procedur:[9,33,45],process:[1,3,40,41,42,43],product:[38,39],program:[2,13,26,27,28,37,38,42],project:[6,26,27,28,33,37],prop:[13,38,39],propag:[1,12,40,41,42],properti:[5,30,34,37],prune:45,python:[0,9,15,24,25,33,45],quantiti:44,quick:8,r:33,random:[10,11,30,37,44,45],raphson:[37,38],rate:[21,23,38,39,42],read:[9,33,34,36,45],real:[6,26,33],recogn:43,recommend:[33,34,38,39],rectangular:35,recurr:[4,12,39,40,44],recurs:[38,39,45],reduc:[0,34],reduct:[3,43],reformul:[2,42],regress:[0,5,6,7,9,10,13,17,18,26,27,33,34,35,36,37,38,39,40,45],regressor:45,regular:[1,37,40,41,42,43,44],relat:34,relev:[32,34,36,37,39,40],relu:[1,41,42],remark:[3,43],remind:[6,8,33,37,38],repeat:34,replac:[13,38,39],report:[26,27,28],repositori:36,repres:[23,40,41,42],requir:[2,24,42],resampl:[6,26,35,36],rescal:[6,35],residu:34,resourc:[2,42],result:[34,35,44],review:41,revisit:[13,37,38],rewrit:[33,34,36],rewritten:37,ridg:[0,5,6,17,18,26,34,35,36,37,38],rm:[13,38,39],rmsprop:[21,38,39],rnn:44,roc:44,rule:[12,40],run:43,s:[8,10,21,36,37,38,39,45],same:[13,21,36,38,39,43],sampl:11,scale:[34,36,43],scan:43,schedul:[23,29,33,42,43],schemat:[9,45],scheme:[2,42],scienc:33,scikit:[0,1,11,15,16,23,33,34,35,36,37,38,40,41,42,45],score:44,search:[37,44],second:[13,21,38,39],select:37,semest:31,sensit:[37,38],separ:43,septemb:[35,36,37],session:[35,44],set:[0,2,3,9,12,15,23,28,33,34,37,40,41,42,43,45],setup:42,sever:44,sgd:[13,38,39],should:[1,41,42],sigmoid:[41,42],similar:[13,21,38,39],simpl:[0,4,9,13,33,34,35,37,38,39,43,44,45],singl:[10,39,40,45],singular:[5,11,17,34],size:34,sketch:45,slept:45,slightli:[38,39],soft:8,softmax:[1,40,41],softwar:[26,28,33],solut:42,solv:[2,28,35,37,38,42],solver:13,some:[13,25,33,34,37,38],sound:43,specif:42,specifi:[2,42,44],speed:43,split:[0,15,16,33,34,45],squar:[0,5,6,10,18,26,33,34,35,45],standard:[13,34,36,38,45],start:[21,39],state:[0,33,44],statement:33,statist:[5,6,24,30,33,35,36],steepest:[10,13,37,38],step:[27,36,37,38,39,45],still:34,stochast:[13,21,27,30,38,39],stop:[38,39],stride:43,strong:43,strongli:33,structur:28,studi:[37,44,45],subtract:34,suggest:33,sum:36,summari:[31,33,39],superposit:[3,43],supervis:[1,41,42],support:8,svd:[5,34,35],syntax:[38,39],systemat:[3,43],t:[34,35,43],tabl:45,tail:45,taken:21,target:44,teach:[29,31],teacher:[31,33],technic:[35,42],techniqu:[6,11,26,35],technolog:24,tensor:41,tensorflow:[1,3,41,42,43],tent:33,term:[36,40,44],test:[0,1,15,16,23,27,33,34,35,40,41,42],text:45,textbook:[32,33],than:[37,38],thei:33,theorem:[5,8,11,12,30,35,36,40],theori:30,thi:[17,18,19,20,21,22,33],thing:44,think:34,through:44,thursdai:[34,35,36,37,40,41,42,43,44],time:[38,39,44],tip:[13,21,38,39],togeth:[12,40],tool:33,top:[1,41,42,43,45],topic:33,toss:45,toward:11,trade:[6,26],tradeoff:[6,36],train:[0,1,4,15,16,33,34,40,41,42,43,44],transform:[3,43],tree:[9,10,45],trial:42,tuesdai:35,tune:[1,41,42],two:[3,8,24,26,34,37,43],type:[2,4,12,33,39,40,42,44],typic:45,uio:33,understand:36,unit:[43,44],univers:[12,32,40],unsupervis:14,unsupport:[38,39],up:[0,2,9,12,15,21,23,28,33,34,36,37,40,41,42,43,45],us:[0,1,2,3,7,13,21,23,24,27,33,34,37,38,39,40,41,42,43,44,45],usag:[23,35,36,42,43],valid:[6,26,36,37],valu:[5,11,17,18,30,34,35,36,37,44],vanish:44,vari:[21,38,39],variabl:[30,37,38],varianc:[6,26,35,36],variou:[0,15,27,33,36,37,45],vector:[8,12,25,33,34,39,40],veri:[41,42],verifi:43,video:[38,39],view:[0,4,10,34,44,45],visual:[1,9,40,41,42,43,45],volum:43,vote:45,vs:[3,43],wai:[9,21,36,43,44,45],warm:21,wave:[2,42],we:[21,33,38,39,41,42,44,45],websit:[41,42],wednesdai:35,week:[15,16,17,18,19,20,21,22,23,33,34,35,36,37,38,39,40,41,42,43,44,45],weekend:37,weekli:[29,36],weight:[40,41,42],well:43,what:[0,33,34,35,36,43,45],when:[38,39],which:[1,21,38,39,41,42],why:[33,34,36,39,40,42,43,45],wisconsin:[7,37,44],word:43,wrap:[34,36,43],write:[4,11,27,35,42],x:[34,35],xgboost:10,xor:[23,39,40,41,42],yet:35,you:33,your:[0,10,15,16,27,28,33,34,45],yourself:[28,37],z_j:40,zero:43}})
\ No newline at end of file