From 7c8dbd3d4a31e6eea77bb13542abac893f7a4fe1 Mon Sep 17 00:00:00 2001
From: Morten Hjorth-Jensen <morten.hjorth-jensen@fys.uio.no>
Date: Mon, 9 Sep 2024 07:25:29 +0200
Subject: [PATCH] updating notes

---
 .../_build/.doctrees/environment.pickle       | Bin 307633 -> 307649 bytes
 .../_build/.doctrees/week37.doctree           | Bin 589435 -> 589230 bytes
 .../_build/html/_images/week37_121_0.png      | Bin 22216 -> 22016 bytes
 .../_build/html/_images/week37_139_3.png      | Bin 0 -> 29329 bytes
 .../_build/html/_sources/week37.ipynb         | 356 ++++++++--------
 doc/LectureNotes/_build/html/searchindex.js   |   2 +-
 doc/LectureNotes/_build/html/week37.html      |  34 +-
 .../_build/jupyter_execute/week37.ipynb       | 392 +++++++++---------
 .../_build/jupyter_execute/week37.py          |   4 +-
 .../_build/jupyter_execute/week37_121_0.png   | Bin 22216 -> 22016 bytes
 .../_build/jupyter_execute/week37_139_3.png   | Bin 0 -> 29329 bytes
 doc/LectureNotes/week37.ipynb                 | 356 ++++++++--------
 12 files changed, 576 insertions(+), 568 deletions(-)
 create mode 100644 doc/LectureNotes/_build/html/_images/week37_139_3.png
 create mode 100644 doc/LectureNotes/_build/jupyter_execute/week37_139_3.png

diff --git a/doc/LectureNotes/_build/.doctrees/environment.pickle b/doc/LectureNotes/_build/.doctrees/environment.pickle
index 12f8a63ddc15efe89bb9d783127644e9c2dd0a09..0e686f98a359e6da9d02513168071a71c1caed3f 100644
GIT binary patch
literal 307649
zcmd?S37A~RRWEMYvi5zK*K4(HjcoPEk}SuT?8Kwhvesy1JBcli?{wdp?p9BCyO$Y_
z9cP0CJL!->CcG?=mq1>^%OeX3*$D}OY$T5W4+z_zeDL4}0)z*T^-p;Gf2Yp9x9Z-i
z*4!#h3%<YkK4MMZy62vAey2{II(4e*Rad`t-WBt%p#STxX*Eja+J(WOHd$`gYZF1O
zJ=0yazf-Oj4=F#rWoFx}XP%iE=w9VF8Z#%mON#YEyBP$<a&xBp;Esn{L9?}EqErcL
zt)RB!Y~U9_b$rJO@!#Nh;5TdZH{RNDJSem~&ERCc9kh0gjMA5O42I-dGu;KPW<gNB
z$C)aK6za9H^7u@5c_?1=_ksibAeLuweKKe^%f+B2#9LJLYvUb%Jb;WV8q?#XkJd=5
zJzWimHKD7S?vhe_qB_zp1rzvnHUBy?TCbmvep@3OjMN+La=pgnSGJ&uLTO~wZ;rHs
z3sCjiVeyOCE|pszkr*5toawHp`kflJ>$Ka^yK8FDnD|J!)()CuegPj}Sg87~R=EI4
zN6WQh&@6REM>@^wOm|(W-EOq@?$|Lg%})mFO(<kVrPG+k>v6j)X1Z5HlF?x1x$fdZ
zz3TJ(r7fNAvWDL-jkN0{K&LfR+R|Oo3>x)Txm|Bg^G6<vK2oSpG#aI8aMBtaFSkK`
zuw2g!KWS?Rv43HZ{t2Bb9~y1?PzAI<;kUpzR5o6(k5_{czvfq`+xX&0xk%hCgF>7B
zNX?&wdS|-#ovu#>&7kOwPJ8$IUa1+3-M1y;H`IbqIP|jRg%7e?y#0XS-W~o6XCiWA
zb*Q~b^jDSY6TwIW#xYW^K`n)uXS?e=tzblDRsaT7uA>L&9&LVsfyD2t>GyK0)d^Z5
zx--vpx*LSOwCbH^A*hyX=SNzdv9a<6`s#vOXM#-m+3u!>Ukj?O5x-a@V{5k{ZDXX+
zY7yC1r_pEzt=7mCceU2cIfyVZ-D;z6P55OPpdZ<7xlPu5+fbuXEki#C{kHE7kuqDb
zLBCe?!fxwD{T9miJMB^(T3vUd-fRao?|};bTgpEuI{XY-PGh=R9xuV9=kK~>*G~K-
zWUAK3>oeU&^q;{-4F<R>xKOBeiloRk6bru2!L6*j?Y6;kW4bmvQYZz5^Nl)e9L`|z
z;KAXMVb~k^U3|9GnHX&i7DvGj`;D2PdmTUr6(8NPUKojJPe8-)H&Dzn!Nr(AS%wP`
zRw8~F^;-dT6DW8kY?r%v=p@L^Eh$Ym>gX2G2#72JssWiHyab^|7*2GmZS;h~2=EyV
zn)J12yBkR1BSFm{g?$odwU+4nB;rzZu6k``EC3m}kYc@B^_vsuVd%w#d3kIah_yPS
zEzs?d&w$?Ae(QX-+-gJ8Rf0B{9%(^G6JUj?qF0owZK!xYnKt^euy8cr5L^ffg3O3t
zt=6YT;O6R0VJq?p*>Nz@fQYN0`g*6`=(OSO;70)U{8p(xg}x}8x62a&8qFNLp}Rcn
zK_dmY_<;1dIr@d$2P2Wc0*>=xKHzb)Bo!j17(sVg)rU`n_QuOKXlPNRI3|9X;a;Y6
z*%AKzS>jDWpWM|<cfa$vv4d=Aa2gJ%)4jSCv^!#?OToA{bocH0IGj+}uj4_0x<T~Y
zLIGF}=DI9W4fz`aS&SnzSitReSB8H^b_fp_{-R1Z)7`+o4&v8AF$D16@gRpDMgC!?
zw4u8xB%tdoDD5fTRa$ehw6?Uaw7#^Vw6V0Qw5znGwENl8ozIo-F5OewTiRE;w{&0W
zg{2pj?k^3M4nJ2qf(8%Z|Bsd)ES-3^bh31+^ib*H(#xJJJ^EbfvC_HH<Hv3&jiA93
zCBHOUDwK-dg%<)wsWkR%X}nbGu2(fS(h91G1IVL%eUKk)_XhpqM7>rf(;qB0>y2W4
zs)k?N{`g1<BQ(4&%+o8DCkNprtNf?(JU`3x(7q)Bws(~R|8kKQBlKnQdG)pUNA#A^
zNf+VAC(1BRSpSvez7~zp7+HqreGC40{IUGgySG1c^UN{tbu(vXN-w9M9@l@mUH$2Y
zX1YtckA$Je(hy%7wD9T5C_klsOQuX6PdJb6ilBkG07J#d7&s7P!wTUC6F)5%KUI`Q
z%XvtOh9lv_2sh!>x=T+r;VFXR!E&JuskWVgKbk+-gtzLh!dTR9c0{CC<VfeL!HFVV
z9d(L4b&3V-@MlVI?{t^*AU85rCyyv1v4t)E4qW9h|I51t0xiH;i0Bc74wuIV#ZOna
z$=yP!XX(G<rzM4YG02Zr>jmg#$#FPP_-A_3QCtQB8MtvDPIIH7zYY40GQKj5MkmlF
z4j8ZIXov=htI-Ra^_kN9x{D6h3mp+Vi*}_C!ZqXPg=g!9vxt)U?E(IA(P2Pv6mC}-
z0{QY{2kgIg=G8N$Pr~C<>`Z18{;-&|M}C8U!8kB93NuB(7<dH)46R`1*$4j(|M%Q;
z&$eeqOCLj^F23~1?y6SXZ<Fi@%EaIr(Oib{#;=YmKL*|XXM)LcFy+<9yy5sYZwj%T
zcP4206NnX{!m~l4R4YG;=tTqy$Kk2{rZ-d_4-lq>j6AC`vZ7G(8|Vu=l`lfp=;vML
zpLd&ozBBpr=8!gp*%RfbATYc~LfYsvdz7Dp?rn#g^$CbJPEixy@!EB77(o=m8t-A@
znxZhMHLF~ADU=ntUZDIObn^#;LRox?Oro{jJA}E?1X=8f0I^k(HHxk*jCIy;-mMVF
zH&-F3qVO0XDG!3~rh^!>MHJ#!%k60hTtu&gyt97b9)%7*urk8%jvl|Kz>V9d(2ajr
z;SIX$4+cRa4mcx~^ki~9B8eu{8MLN?;Qa2CO)NA0n0iIE28hS6q<&1jl7g9EN&T35
zMKyu=E9#Fy_vS|+L3P@L;{$wtb-PD_6I(+pWvGZ`9|yq|jb^<9YgLu+cNd-JUn9%q
z*MgHjG&9;=6nmV~hv6zJgGdCNo8d>X@8L(g<Rirk@w2<+Gu_Q_lfAM@(&6yq7s|&`
z4~?YY2K)5}ku7n9!+L|rsJOv{dV|PPxWP%;;39s6+n$kaBYq=u;RX-u4I<;<1~1ba
zM5e$E9@iU0-JBbY$_9Fe=O$yaNyKK<les}fHi-LT)Tg;c&CntVP1DdKiOr;;MG~B+
zWQ$a%Nn-R0*)G|ync3IK$0;&NbY3UhCHp#)dA)p`B9p}Mhh@8D|7S8kDj%oFB$56x
z*^bF1AHPFBPWN#B&b#6Un5v94kqwwBeFXoS2--fvr|vQl=tc2VcVT5TFXkSd(e4t?
zqfi(#Q~F?cB~3vq{)OF$PeslQZ!eTNtL`dz7|eTH4<IpffRar!-8&GH?7}M};iH#_
zBocqWoMY(`zZv*5tyXs>$ENtI2$aO^6`x;%Y*Yy&Hb~Bt?&*<UC?T@(y9*}$DgqCV
z4nx0(fbg^+Fw?yXDNOQXG=Hgl68gcv5stGbgm6)Q0#jAYl`+YqwwUKsJ{z`Oh)f`j
z&zQ`{?=Ng(o`PI~`rFm*deNU&e_1Sk85x^s&zy{2#T+a8C!+Rx!AC{_c})>}FXX?G
zl8Kva;<y$wTh2cU{AxZW7&kmk_&ziEboA_*rx6l9GZVk-jR(k2Txf?A{jttdPfd>?
zIaF&w=Mab{{R_i3Bz5Kekht{0`29shKeUJF$I_3K-WvTIGgOh8!qgmbHDx-wi#zSH
z{N4Fhc|2x==8Ewf%ZkC6j|>S+6S1w-#3o8!jUl&5d||@cM1B=n7NGiU{O&4hGf}6g
z7|A?JbjWAdx0~e&n038PgCsI<W0-&-p)%5HP(Jjzn8-3Q3F533<d1%*X>Sbpni3LL
zRZ3dLYKQHIoX2u?SIcIyUql4ED=2|Nw%wwPR!Jmf9#5wrCd#!k<~HNO?j5jFWXh-U
zpB>fm=ngjj-Gle+py@~+Qk+MEv9%+dkx-}Qq%x8d(T8TbPh9#38q-DO{h&8W|LdO!
zVlAzVzB@9CJUL~?<44QSBWRNuN2z7x7-9u&0F)xPOA}zs@8Kl^%59#TiRmoCoN*+;
z<hVYr*oycS{WtmR8esu&BhYwz1R0`n)jr@Y%M(7*)136g+`BO?kz7{8iUrd7oW?(S
zl03vJ{tewHO4dCyBOWZ9@N1OpZHZL3G~q?aP&CSg^V2iWiFPZ(zemdBHA++>m?FCC
zl0U;#$Km4mA(Abzde(+hUrcxLuaRQVfDs*=7d<b%v-IQ9zu8xZ2}kPe(yqI!$p?=F
zPeQkm*Ox3W6%YACN@rTqMm8Bvk1~&vp{4XIvU))i8CXeU36h@85$FR8MDo|AEoi&_
zWQQVFg~l4?=MkUh8{Mm(JQzqU)~QXxY#{sg#gU&AzVgb758uB?tP|0+n3A4X0UG2s
z$mh)jomf4~MV5n7yTWl+K0%J1uvjJ@MDG2_{forf*A?CQ^gDUP?h?_0(<+snS6*?2
z_#b+*Mm|xNa^lC~iz1~iJ{Uh)Dqalp<`|NQDiLHZBN<_#L2V{}$cY+og}e>205i&a
zVGc)*WB0{xtrVX^imcWykCkbSWMQXvzJ~Ofq|EGa>UgGdP!(~Jc)f#F6#hLLJXy8^
zt&q)Zi?z(Zj-z>?{2DUe4B`w^`~q`_g(Gy=F#8leE4`uAjiq2sM=AVt(@<|nYlU6p
zs)$IJMWZLk*h)iYMN=LOgFh_qPhk%6JIoaP&<OkmI=Rx7)(Le?AifcgMyAR|>XPzZ
zmQ@TeNXJuBs$4^M1fPg7<`!b9hgP+~RP<z(Adcn6LbEIu22)t@bA)1Wb4VoDo2lok
z#rsoDWJzn|G)f{sSb~+A@>6)luf{A;Za4O?D@9^YSa&o?Mb9Yz8~+>G-{{|1?Lv$+
z0wJ625iCex6jvVd0w^zw#=`+6jHA~nV;ukcjin!s|NW-Yo1=e6pP+10A>wPGd+yT5
zwrEgOQuI5ptU=$I={`DV^kuSNQh)KKQxBI7B+Z8}oo1vFT5*tsUpi-mqqPf3`)r!F
zbx{Br;11Y@So93hQ^FEqpBMqK<QoQFv0<$j&oEhOk8~Oca{|PiA~uggea>{Z;KHy}
zOruWfRYag-83N0SA_P!dtQEvLzQ7tpu}rIi&&CA!F@>;=0Lg6l1!Qi!>llE+Xc!CE
zx!00a(pn*wkeeg*QA*`-vN)#4eOI9+KZPZJbW!<eM67Xkul(XCq&%GFS3OargRp}m
zuiGXu;H936Kg!R@zDGFpR|Mp*3h&3yNJROZ7L#H+tPJ`(JTTIoRQx~_rz8*L>Z2uw
z*qemjfr#tRn6BVKPVA&&V&63t#d`7?F9?%^rRagu_#0$DrWx!+0}hX#VWN1g{;1sI
zP>vQ&Z&DuDYt?Bn%ZzByhycUrZdMvKg9(hLVGDYwet_DIAjWS`k3{d@s=Q0T(HtF)
zzayq~SSt6M2(Gv~;d-ShA_q)1u{IsALXj}*lomX)wI;{u!CK{kT$fu-3vKb#$3xVP
zsi@MD*J{LMZssK~UvkA2(X`IP;N~|1q}C5zXbfN(2qV=t@98BT{;!Eu)n?7(9|vLe
zRRo#?J02ap?e-Tve)H4M3~YP(qmP|??6Gq@#<zQ0AA9WPTeoi8=k3_x-F&Mz5nx6u
z);*?5m{n53lon4yVoRP`vSi0?w=MB*LynuY-15RuqUaHv-WcWkeeWcO%t5rGhWBFv
z>Q8u2({ImsZ66b~wrD_$0kBG_mYT-xnC)jG!rp=5VJ}h`Eu7Rq2OQR;2K+M1-1442
zc<RKk(8e=ZM~OIkf<OBNFSQ6x*-DD^_Kqd7R+%4qae!ah9(^WKE{vnq_6n#n2)z43
zaR$YoB;Wwn;{qs?w8?FJ!7C=x9!=54riE^+<;lPUrvk3>m^Tn=G5QFh2nx(&#6gio
z7w=F5L4Od-M9t~paG`goT8&8!!gdZ}nQMR)=H2%~@iwf1U>n%BZJ(g?jA}4Uuw1JJ
zP13+Vf%XpX0471Bm@<1)CDf$&SP*MWd%XVcp_Zjk#XK!24tkH2t5t6_@EXWp!D49b
zOnkas^4s1N^bodO0?FW2I#to8=8ZS~QPEo9LZvaG$$E`)0KZS5i${VGzggSbrcc4?
z6}@uJ<20B8qgdiR07e-~NOORkQLVjQu+Q9|7Ji6YY=<D|O2LH&Fdg%&tzf%HzJ@4p
ztK;No2yo!LJp_iI$X`h@hsd=g8<S6=uSYKB06YpPZP~KjBOh|GUN}hW*y5+i04C8y
zOlBL56a6i^;=UyUF{toh-J8PdBvtZwfZC(aKsfmwJPTbHuXAj9;Lw>v`8YSY<wb%L
zQHC0cWnvOs+;o$PW3}-E%(iH&iV*WwKt8e^gc49+g|DJ|L^wEd{bE@YmWYZexGllC
zAWuCZ0wU4`SvqS1pQ~Z*G<11eA0OE2-EKq^KX2VOFnHUxt=j}y_!1x*I>%Y)CEO|j
znl_bf8g-T$nulLtLnLLASv-19qQ{aSu6JPHp^eFh<Mp-zfH1(sL#c4(8Gn(mI#O@5
zEh^t6lNgXqqE18@qZ<siC?px!`dDr2HdWKY#z2Lr4vIepSoy3;QXYZC&0hX;Pi36{
z3|Uo)(pyRKndTs6mj>ulk~+0bh&0&fv`PcY>&dpn4f{0KK+C)JR`p|PK8U^o5>prA
zJi6;#lC)+v^e+9M_P#Cx`&Dl4CA1XkHmDU_k6_(jh)<xX-eH?}tJ)`p5l6I0V1Z7#
zCQAHT18NTp-;6*=yh#**m$apu<X>^aP-yzfO$HB`R_83LP^hJxBTy1jP@-{Qn|I%R
z_jy~l+EVA<9ebUl6dVY$t#F{n5X6=PR|)SkCVC$RrkYp5LO$u(!>k^qaDJ8F6BHvA
z$K7hMg`(7fNg71)KVVgi@+!A9K80Niy+_qb1yz>Z&$ve;f+8T`z|V-G7y~M1S7j(;
zoZK5Jg&d|oSuYnos_4r%J2l}Z#qf*4m68%MpUQ_(ULM-imd9#a65U#91@@G`23r`t
zgMmA?d-<Jg{fUS`X^CI}c{=G4qcTvG1Pv0?wK@ua;yDM;Usw;yipJGqMMF-UxP+T(
zwh&??Aa5ZXDrXTq!{nSTsz0L{O83e^Pm%~{N?h_CC;a3LC!EFbb7g5EnjJ9<VaYg>
zSWOY>i;QMiFifjT#V}0;N!4i>%JpKAuM-nRs)-UMQDS-lrG$0ul>#LLlOKiKDPf*N
z73KJ-%=e1f)14!ff5Pu_!iZ$KSViQicz0h^XI&`P1}iO^hD<gGYe9QQtue79Y<oWz
zLt1-w0Lc8rL^WR^Cec{xFIt*Z^R5w_E20mEsW(asU-{So(y5Pan^Cd^QL|zh!wOdI
zxZR`F?wrytCWm2(s;wnR5fi&;?v;2{`Dsch{#W{+h^v*+N?d3+u$XUB5*lgWRna3_
z`{M$f_}Q}PS%;Fa&&9v5iGHWf7M48A{N^?BQ<<&cnE_?V<4otqsF}!zM9YG8B#Ad4
ze(3md@8r;lL*BiIP7EDAe*e(HgJ%v655I6GW?{X2J6xDVk;nuR8pnrD9(ic!2wpvY
z{Qhd0b{ELkO2yJ7*=glNq@53w3P=Y_cnw(8gompy{0lafz}7@2C0stamLE{+fd3`x
ztx-bVnW%*eFDqq}3rJvK4MTinGymMKH>$y8fD|TI55hBHVTQO^#|_dM9PuoqDKZP3
z+r6?@=LMa${F-<~Ng=GXAZsk%!gdW<@d#!*qL3U}1ynC1&ZO$DnU}l`;tQup&h-|m
zu0x3#CJs>x4=axFQew8iX`;MRx0@HVy<1`m-eXWoxK8-!ahOtV`w<kBoj><<hoWk+
zAtY$YQC?~Obf<<C5h^38SI8E(V6F=dj(Z}{E5b31PDq@`-+T=Dtakk|3YBR+8711Z
zKJoNp@DRZi<^C`=dipVR5DMU0wEFVQ)8UxYdPaWeF;vxK4TmbLpN?shR#564tu5b2
zw!S_26b^*)eDRNx;w`A6D_(*!XIcWl4Gf@?_KTJu=yB<XN^Dx832-7^I&48=6_ZFL
z*;V7f<VHXP;|SZsUyCVHYT@u&a^(CVS__FMM&bHlS7{@P`!NWh4!7KdsZ%yH{BBH#
z7NMe7H%s!(fC@R=Bc;HHpO0T$t+qfAge=yvd4i<!B-#qVT}pW{Rd1drV#lsdze3x1
zXa@r8a+CZ@_(1BRd*$Od&G_Q|>twSgIvIv8R8?a^f;S=@xxe`Zv6d&=E`}L~`C7Pn
z6qhXE)paa~agm4zC6xC0$L6&|>dWa3+1a@_Uqe4m_~((6WY<A;8~7J?J%#;!Ep0BT
z24Yl=lgO1fsKe-LID~R-OzfRX6ud+{iN!)J@4fgc?83Y86hbRV8o(FCD?@D7qP!2Q
zh9}A`Dl<nmyxwWeL;|ddKBIfkRna5GEeSPkh#nX{V9dBwOLtLJaKV<fJ|a+qcqlk3
zSK;<Lp>8%s4-3sY>doT{jR<$5k3A-=S#ns&jxW6JzWgh;-2Q|dw3drjVbF;d^WnKJ
z$j58NV@k5eAs9tx(ZVG$D87LuZ!J2D8ZEg%$#W#<+Un}}$^v$ijbLk%Sbl@)D<kO|
zTBU-^>+yIM?LVUBi1WcTdO?xbsuyAjV7%s&l;U6YF-U{54(xJUNKrx+iTCbe%Euzq
zhlO<)Q56AYNoivTuZ>aGs)?%lWo_(Y^NS;*d<fA?B+80HSo#BTMkaSFYnhu0qC8^+
zWfzg72-`?)Z7ehzyaJ$CXhdIFE!y-_%sP5{an+y!qR-Aac(0$wGVODvEi@Ldr8oJ3
zus7OM8a>-g>DI;wYK&?=WoWQ#vTz<HO|6n5;7#1cM<`I})Sm1>$5;U`j<hk-gw;cF
zSxR?3dI`F1P;DTXsujcfq8ZT@yNlz8q9R~z{Abh_q1nmG+tFP`5FsBIgGpKvz`%&@
zS3xb0?in}RB%6g_jH(d2^LEN+D`YdVhGYEB`B7Rppz`h5q2(osRgwf6(%v>B5lTqF
zjV7OOl<#t-PUNbeiv`&%o1mBp3na~nkt*T<3@q|Hiq2Yyzqk`r?jye#=}lpii{NIG
z&sWOt@TzlnY3REj0Blm+Yh^o%Xvj#=aj5_T-C1&^=s#}8HACpv5l<T=Eg?SUbG(&o
z<&I9PxdYp0ca+N5N{7|;=oLj{F<pLVb^K2BK)&V44`DtMZxRf*FV;~?AQip}X2q78
zsAr-2H1WGI($zEsC0lhDbB{pGfVCZAs&OOpLYtVT3L-StMpId32J|F?8tO6$M&dco
zs_?NW)e}{C^3`SGGZ7V`chu_Gohv7J>(s}FSzc+XbRquE>csvrRIQ;KEI&XQeo9J^
z_mG4)Xl=y~GW7-8Q6^uwCh-C-R+7s^F&VxR&-yDLg(b^rb>(CDGoAuhehz=hrXNrI
z^@+q^pTu7ZnNKDE{B-iq&*0C>XT|^UOtSI|^vCCwU%Km++y}4h30sukpuKs~XhHk)
z;(uemUi@$D;fw$Mve;>2hhOxox)qeY^=Ra)SJTd2<gMydoJo7Q#G-mMdMw9NPA1UU
zh<X|RLyqTbWCQ3Nc`tNgEXqgk)8^Fh{YJHefihLhvrax2BR|GeWGA|d#a=Tk8kS>H
zv{^Ahb|S!{9}*!nTT2uHi7E`5+Tc(Gzj+?!P(}C`zuRl4Z|PLrWTPNaq`6i&JY#b`
zZP1iMFH=#Qa2=~`p%W=0DG2q-CYzM+6zeD*qn(lzOe*ZI6>Yc}0<o>g)hHy^iO1pZ
zBjFTsrt(3Wy+<H0iO6rYrcrJria4X^`u^n7!|}`f0h(waa>mYmo(agj5-TEl-U7(H
zuq<1w5G;z2J1laKiL(Nt7?mrZMfrvz;TrL}y1P1Ip)4F8%O!IT-{w6%)1CK>5^Jp&
zgv8KBr57U@4Lj{%=Ga#wcCg<y{^yDKpA@^H_9jXqQQg5(zdGelw-6EeNcv!7PPkHv
zIB!ri-Yzzp;>?EV32?;@Sd_XWhNFGM;S1r$)|u}5K~8I8Z>rcK%YVt-C+**j{3-3p
zjrlw*4SOwI9_DXc7L47I4N9CSeQ~4uTx|a4IT<E=VMwPoh$d<$`PudAv(S`i>N-Z@
zni^|kFLK0OcVqJ01N7DK*aK-C>%u0qofWHwWg1!&_^yn%<xX<ZTui<+U3y*osq2(a
zjUk)iPX#SH^g+z+mF~1T+G<PKA^$p#)CU4P%8AB^m!2!VJ|-N$5T#JCKbInAbmUly
z4mM{j=Om*jRzn<lY#tS7P}(v4g=ZL4w6OrmEjlCNWOpH=LQyybLlLkI#y>1P9X^V;
zuSUnKlonHke|HhW1g^1v6D)Fp*f;kAB<jS(L+l)doyEJ*#N)d#MZvs{_H*u$|D<2z
z?PGC+yWxbxwmWyr#=GP{@hg9oXvJI8!r$&xUcUqXCg)BS@t91-WEEOyp5hfmnL5~8
zB6mnCuj8N!r0RGN9Zg4AFv{&jn@KgI_)MgLdq5wa7JF&sZ%|+K7{pTy;bFLI_{~5&
z-f=?iU{wen&&peag_&blMjQE~Gdu>tUk%l&0nT8U7j0XX56d)N#54rYqH}#>YB;v%
z*!;K-E&7=YztDbj>gyGM(&tPBu@N3f5PykA3i^G0>MagEXO3N^eV=xP<ApR^IBNnw
zms-c>mDU}*yVG44PLF7mfZ=l$9-QNv#P3*>fdj;*mQW1%Cvu-{T7IH#KhRwvGUk}c
z!&A~`gYK1>y`c^q>40#(1cN=!A`yR!I#!fhL#xjrmO`ICk2)-*HRz}n+8zvF@+?ln
z!CnW7f%)hgFIwW5nwlD9xhV&}1L64&v~2Bw-=;T|1jxzmvgTMpp>b<OgSKM8t)W<@
zIam(bV@wH$CDC|Cl<2(#r4?c*kn2~K-^N(oU4iZ_rcEOkC=4UTQKkjsTJqP`QDzH6
z$QUgLok!CpB_A7hMA972yt_fn7I1J3{2Gi3pCYeXgeKOirTfuVrgPyAtkPB8**58P
zmq&|Xz?h<Nnjzv;4BARC6741EbQd9GK~-#wsO(cmhJN?sKd|*Ht5!%SaL0`Jao3|4
z4$B{R@{jvpdiM45$6fs6;d}jC<d3`g$0Mg+{Ht-_4I4hN^EE5t-@<keeS7(X@o#tX
zyAQwNt{w4jd-%6U-twVR{M%jp+e>d;|B3jw7lgl6KX5kw?QZ_<WgGGb<KONHe|zOK
zcbZ+4kp9tmZ+vgU%ZXnf+kEuFv=<6_eysY`=hKfu*3Z4_y&p|K3MDxAhT+Yz*At&O
z_qUVRE6!W|_W0!Jcw!h4zxrSOyZ0#L1poH6U;87~weyd^^4{CyK|uUc7~G3NPmDkz
zkA<(i`IzFosnvge^OJigVwX?9{NxkA=5^AN2)%#u6=(nUuP#LH7;W*xKTUkQQkZ|m
z74+A8KKzeA{>wN73)>B79kf=UM0n{(yGz3jVpy)CT3z0n0?&g%=_+!}Z^0=GbP`5n
zu)Aj7Bu9kZ>K}X5KklJFqQM0JObr}&(PMR3rq-c0@J~5((jVa{b|<})q9eW;51!0U
zJZ>xR-mUWX0{SC<X{Y)~@D+VfJc-*0!Hpv-QIli2&ZJ;m9k12T-$9>e(M3Bse8;~F
zrc#0n8N#vmO*jW+QCOscO)p;u;+0>;{}6E9<yi5iBr8YfLROk^kc$qRegjRr^F#av
z*p;8bPc-f<rilTL<v`ki{=Aw~U?;wO3l2UJ69vR{cXSj7NNWT$-Cuut3q@gD_Ig`*
zC_w?<mT<_UAF)4haOd6h;{;YdC|IUnNrgKu<mDUWO()89&XWjo(MHn6kr=emHc5E*
zGawlsb0?<FL^y1_n;O?f!`K#~CmoIvG^vFoCPoP`!n^0_8Aih`&tTH=LDorS!_`7J
zl}-5XiOTxQX8iZqwa*hJe8{AP4a-;wE1xGy_^?R{-(1d0So1tl!beO>SiOjqu;h87
zgr7AjVf<QFLhgB@gpZn(@XR%=1f07m!{h%Sj}9L*DdCL^pI_bK=S)hNSi(wJ{yedS
zkDHY6TcHwGJWrJH36l~A7qcZSd!8ualO`ox^E?ZdK4ntEsxVku{XDURPaBo6fxE+X
z&l4ql#-s%QDptb$=ZO+NYf{4Y=a~|I-lT+0&od=_PADOnPAFW-z2T}(tMUsbCA}k@
zU@d)~beGTTN;>vGSx57rqc50r^jqNwyXtwOqhHi@bm9l+v68NYlD=qo{vPG|FPW71
zD_fbs?&paTf7zsjpTB{Xu=RPOgfFoYdZm4Tda083eZD07zI<_=d||Dklg-Z)JNb&x
zNiQ>5Gfz<odFii;=9M1^6X&m`#QAsTS6)Yn^96WLOH>zGZP@xeRB@-fKrC^K#bU7>
zBNoG{YPU5g&gDSmg=oR&>j?EV{i*PH8x+)F5erulq0Ep<{(lsz?#@4pbq!kLTYVhW
zbU2Iv`}@Pw!o^AIpi%ix)X?x8drxSqKzpY0R<!7h;_?+`QvrSbs<PN25MJSfwMDF;
zU(K~R_}3zwWhVci%6BaPi#ChnEf09(*j0X~yAU@dP}^9-&Zt;?sm$Qhd~cKB6E&c3
z!!Ho;oy7I6;+7|rOkkhyVH}L;9j-TVdrZ+giK|ht>-c2Q#`4wqq^Mb6s=NoEsC*Rv
z1KBG-iT{$e-i!a@^Y7#T{51dP1N@(#;s1O{{O1@7I4U2(KPx|r|A9QTjxvipyN2u4
zNfPH^c}yG&+Qw<x-XZJ>5S!LK-guojXFMsJ3jvn%7X_0pa;{9tNlPWO$a(z%6q{iq
zBuOP;QqkgD0%FUYr7d&+YtG!SN^wtX9J6qL`x#tI)1<C}J>`OPYzrnkYwh(;Vabz@
zh$0Z_GJ+&LR&TOo-*%R4bxJZ?xR^z<YtGQ|sC+L1cI?!9x{Hf7WWK-W%r|b@N%R|9
zYnX-aHOl=CC-^FYq~c8tn9qN8=JV<lpR^n>3!iI`*T=<e7CjYfY{8r^Tj1)6aP?I}
zqm;9sh0|?4E|S2>J&J|<WmKHgEgx}jwRn%Ey4G2$MJcH$2|tTeUVMQC?b5;p78e(0
z_U0_ZZO$?*PRT$y^jTym96~*tdg;bqPuv6Id&6)#I8==8=Aiu~C;Zy9_=689I)sgV
z*xXIm!-+#KwtFW~E+~$Mdaxs2#D;ET=eaCjWKG`VtjQ%QO;RF$7ESKi@8h;V54&h^
zd=?#pg)QT!v0tW8ZeUP4fSrvvh73+VzF2PH^nsymNqcvs!O}k9EbY>iw3Kn5McS2N
zOcae(NjbEq%;6)>94=3BNa^rdI2<~q)GTioa1@|_3goEHoFF2TPG9Zkp>`QnJvi=X
zA}P}x&|@u(Ics5IN(+<^pG6BdABeBP5d-l<HC&7sG$(OWOfkM)CMjsPS6G&gvn<O}
zvQS!k7Fkvwitf0<5kbLuZ}*)^#tqMz%OAAnGC9Igw%L}qJ+tt(XNGzE(M#lwlEAjS
z-8BnucZIyY`x1Gh1oSMt?F(m;;f-0_y$5h|2I{ZJsecYNo7fK|>~;csz`fI=Vh?jO
zvHdv}D_jyK#^OWP@>asx*_A14rmXWUk`F}Z|9a6b51x-v@wqsM5_<~7{YOc#vcJYM
zea>2@r0r9Jd=^RWJrthvLYQHL&8R<$GqP~E*4a{kGa>|j!?Y8F_Rqlm9#rpFO-grZ
zq*&swTT2|FI4^}F<;7=_eVsrN`@@8kN19?kUs5J>6Xx~zta(kMLz($mI9yCg8{Q<8
zh^>|1nU_DiL|$kWU>0769$~+|*E>o#1%@}TQFuww65rmp-HWC*tkctUq%YYGb}%9-
zl#pQ#=&|hoaEY>0@_!cD53}rh!T=jrMT+w+JS~+*>c~2Co-3lPh4~9@=Y&aXr0oAJ
zTG$_M!1H$E&{i$@+K%I1d~*MRcM9jr;HVPs1vtU7T&&ThG~2d&xJfxR=+6Z~mVQlA
zde?j;t0c;;B2!2C|5>!Mmu=&&y#{NbLv~f~DRzuv7Z-1BOLd4#A;em^wNF~0jQ=cJ
z(BiijBzwEzIrF@?PdwAI!z?`8TpFHmT{bVWlqZu?Ru15A<c<&Ve~$2fj`DwwiT{MX
z^925Y9nvDnEYj>_JAA?3i&>l)>1IojT@odh_c6hCoI}2}{#bd7$jo(c<X#<zw9x$>
za%Ds;N$?5*CFnV~PATk)$Uaj#xFRySls>J9%qJxzD<YRjDZh%y)=^5WBC=tWhN_4R
z5+!pgA`e5!h>FM~&_ul==GZhLu86rTO$sYwK1WlkikJ=2w51~E9yCd)h)AD8a#7e(
zp<uNl;!FzhL?J_kLZ6C=S}3p(>-H5I)+=Icra`VEMk;dj72&PP>9L2Rj$aYIl)95x
za;uQZvE2wTaKliz`%o+>@uJYu(N47*@QI-DQc`MpMXVkzrZYoF%6!qUX%%JwJNS9O
zHny3DOH`}rNGLjR6mxbTr;j&E7ym}QC$v{HvC?B$pHe$#<=up-Sg?65G+?)2LmR0O
zxML*(J411>$5^L{<2GnN6jr>%IS*oK3Tsa^cc^?A{}T=wizV~?@mE=YJfvjM8dH2q
zP^`4^A0q;l=^jriuk7{U2YWpbnqH;`dP#Sle8l{{55)SS?(Xs&V2MLc9K;E|pPLyt
zcGa<YxG_ttti2T<XEuJynvIaekH;k5?MR}lbQ5OgCj_OQ$PBnbv-uG^>>sxRq*Guo
zO5${pcFf>6tVPY(N4lGHQ{XXQZsCAVS_KR8xO}onCoHP~Ua154HEWhM0Kd#?zkFR~
z>kv}!bOI&L?81T9IBBF=htxD3puLtDcKzyftDK7XGQY)Gea~7kS+N?(`S~%)e?H<r
zk7Kck|9s59()X@3^}fHb=1~Lh&s<4-2`{py{#20Y+3j3=-TJ84`8eRcUZk5wf@-SA
z^=QL<t;J=1{c(}&<KE`yiMPDqEz#4C8T#5PYlbwqmb;Qj!xdOmRxlUcMEt@k=B{r~
zt0LK%d#63XMJl%pm+6d5aX2bpJQ7ymuqEM~d`g}sJ$S}<SolK%3y$p;;A|m;%gI;@
z2U8Tv=gV#O#WRT#n&cxjrb@phqN`JmxOXGQ@DFhl?@adr_v_Wd(*dFzy}R=%0WtGn
zbM?H?6@)6GfTpxX6$(L|kb@i87)(~Lx+~Wbc;|^HznRCmnjzlYJ8`%s@XjX@k+IEH
z`p~%FQRfvI+q{TPq}R|m=RR}osphy}D?cTc1v*VJ940N?*n+WnrM0|Sv00bH`8FY6
zd6=OX=2UlSj4fYo&5!0Tr(H=%|1{}J;%>aiie)RXG5Syt$;I4zNp_MqX-U=X9!@I4
z@_c;uv)YZj8QQbVAF)<jR%5y;r}uEdaz18RiJRu@{rZE}tZ8=j0YT!j%nrlRY(AEV
zQiB!$#OnSHW{8VV#Ti@Cxouo$y5KR)3Lf8;9D|}CRfHo){RfUp>dqHmuZ-aR$`kZI
zKK|#ypM2%Uurq|5iaGCMFS?^H>7<n3Rq<?kP*!VNo5O+%ZV)NwcjaSdRQoZ--QRRn
zjxsWQ!<B^e311T==6np<bGR&yL&G#GE`g=>N=mKMZ9`3zXQ33zJJ~7F921k`HnKQL
z03B&C*vl99D{j9lH^#DIij~I%Qk3`R>tlI3v@pm+wmgn&Y6bZk%SN|dkZcKiFa-8X
ztU1;^%0gEXX?w8gBq0}aq+-A3Ktggc%Sh!q8{9rjce~LseYl7UCP?#q+>v+|w@it9
zq-gQyEUu(5ggkbyvJJk_8jh?EC!Z6y)R81{D3mYP@~F2GlE5^JdAdVR3zDwZhq8Uv
zY-)ygw=0RhLw+L-dHYc{iS<w1tSP2zBEJ({@M&h3bUCxOW?&1};${Wb6C=r};5Q%g
z%lVv$U&W0q(6M~NnllZ{bFL)%j^&026ad2-Lps1w4L!QO8ZmOuS__vIxed7lTp}P4
zr%TG|;X)m+*IM(V;q@9<5`D*O-<be4C**CR4UaEFp&+10vueJ*7AedCr>G{2x%Isl
zmqdw?|Dd&+vLe4Phs%$IoOwc><)nZhl#~7$%9&Sc*7HJ4r8_Uu&Eo^sOl#)xepeEG
zH;;R0sEw@Sgt%RM7~vF@=^dg&1U*!CN6|Ey4Hb3cj6gb^KhfhafexF-Z&<4+t7+`b
z(I8BtG+BnYK|J4L8S??jnD<-pjDhTg)?Y&z70XzxTgEr7dDblB8?Ge!ZW)W?(&Hr3
z%I}QaKU#~B6}ct3_}FnZa$lk&@psldXh{5xD~Y}%u`5Et+leZbfMe%Q!=qE~F&IZR
z!a;4ajMOz>KbYv8E(93c>z4Fu2DdB5Hor3;p4*-8H1eTP;fbdCgiuOvT&ml^W@}zG
z8`$7VqVG1aFSdbQdvVqJd2-p)G=Hj3)uOf1qKD&ItGGD@&l1`3gfUzaCANwoYc*x<
z@%yAz?82O##LSbJd59S;sTT9Gm^~K(mg(m4LTjcq^VsJ~qVMM6#pbbluXmDe->F_~
z?O^ui4D^__z*&LzB+$F_HOX*1lU5!6avjZrHD?-{Pq>okJDRx|%{%vcL%7)&9h%Fd
zd!0Uz=?%v84c203#WW`|y)%z`HtM`h+7GQP;i<5$&|!VnnmG;D*SeDEJFK$Tp(0-F
ziR8^8LA1v!8EDPkoB{oawZK^cRXXV&u4NGn!~X`&0=CoPl0!MMUa6z`L2J%5G(X@<
zB8{d)DpY1uxrWezgyf>*TAo8(M2C4;FF!k1%4I#{Lk%q|pGLI++vInxVKdt#ogZ(k
zA^ieA6&j1IVf>EuS2cV46G6gZJ<wUx*Bqp)zsbc@f~J71V?5zb`h$x#WUVh=Iycd}
zruFW%IdMTbd32gY6PNLnSvr9grX{uo)=X)jTqQ_2fa1DFaqA&YOz-t@@h5KN^~7~}
zxK*|w7MgHvdmZ=Sq;^YZeTlKU-C8Xfdr0?I48tO=o@eIsN#^qr^Re#+Y$o6atU1(x
zyTz4+^qX54`?)UCUUwFqZMZ(xp71a9=x^pGjNWN$!Lp*aUMxPem@{)9GgTy>ux3aD
z>p@o%X|No|NjcPVUw0rOxwzuuCgbd>hYsSty=t9qL&R}ebkT}fL@(Cqhtxqvys??i
z>>_8;@W+MYNILX6pvTtuYHQ@OTH}8B{Yd7#55Hdw7uQMVJj;y#@ZnAQDI6h@Cz;8|
z#4;;>#<1f43Txgq!+o0Z?iCyj%z0tObqDI$|5HH0I@YSOFOkG8;Ep)MlJ&)#GJHQ}
zt%9uZU7ss3r(!Ky;WV`*z2ca$D*fHojA_{XgewWzo!`Om&h-eeQB)iV2x)ylV23<p
zYOg`hRt()&t;Nd<-KLzVBS;nz2>#UmWEu*-WX+R?+813(^c}V9MYJ4*mEY9=#9?u5
z^u`YEgH)#@-C5c)f`4T#YE}eq;FuXpPVkyl0c3*L1dfKP<?mW^rs4P<R}y{4alvta
z8b?SZ0gHZQWY#R}*KB5CuF79eKwu~^U1`mN2Ej5{5`BkYH68d#rE=oH&jyYwOrl|U
z&cM9DTBNL9W=(EP;VCb8N?>HDoVwGR8x5nKt|a=7(Ut=xoHmzA3y3i*yq-8+ubJfq
zM)5Igp|hfx%i(HwaGgvO2nQ&+PQYp?qI#({dm5|{yOQWTtk;DHwb8_3maNakn=+KI
zwiYxil-K7%#3<aqXy)h2V}{DAS6DNqf%vp5iN1rl0*f)7D%RkiGR*DL4;iTUSqqaD
zsFkRHN^q0tUxuotpR#5}gXZ0?B>E1`29&Zl%NIOvqEl^`QE$w7yX5%Rs}V!>b!*|W
zLbV}>VsvnqPcfH3%usFgRcnqk#J=Q8B8`|senzHvc)spHLUJ)nipMqYyZ-0|rt;zd
zahw>5&}ah3SEObYJ=(C<eBWBZ*{uefBAK_m%9~;}hB?GPTl1sY%s;r2=sQ|l4^8@2
zZ2gF4gNj<{q^)>XpX~OT-(o~>THdc&$UrU#`44A^3jg^!_7Uh?2UZ+2Oj2&J=1{}<
zT2~T%$9Tg~vC=_yriA;hn{*%!uD;ghjlCK%f`_ez%i1S5=6u0jKFyudDGf801J(>_
zfZgv(qVIq$f4JQ0Q1y`^C`vtJc+Ojkk`<m6Ih^^c@S>n%m~fP=`Or`aTuJmDm21^{
zKu>J1r#evsMi*_#h`rfb%&drAms9!7r}$LxGt4#KXw8*|-|JmT^c}xc&q<^?Q_mQq
zk6Vk96{GpNa&f1+=5Lr>eAN2u8WtaRCDC^*?uhTqNw4|QHb(3^tvAQ2^(m31Iflzj
zQfW2&*BQ~@vsOq}M0e&!JGl19w4z7b8Doh=2IstxNa>1(naa1US=HeGO;-|qhyPZp
z9N6E)l?QF_08I~g59@ZX2Fz&%)H8sd^(BV-->ikt3iYkLwNY@NF9`0rtQySo@~wui
zVYkKit@+dN{byGaeaH8<!*u9cyCX`nl0E$5QK-#}jPuPa`Zc$>9sA>BDN^h77mHR6
z+bV9dW>N$D23Hb&2Yc%yr83T&qvN(GMKBcC0(mWLC9M{{qc~nFNF7#|`7MU|sI~Z6
zyYp5YUk3j3lK;43D9`-o%Q!A6P={;7)`-K_3~CS`a3#@qh&PeHK6B{!LlW9Cf1+GX
zZD8!(j6tkf3z!we&B7-)gK9^D7jmc!vxYqo=dD@NU@N(j=sRp{_xo-1%xEu*VWwhi
z!C<|`TCA*Kt;>xPU-6a|=1ak8g<b~#W@~OVoZje4qVG5@Jcv@SdZ(RCvc<nL9-p#i
zKPw)Ka>elb3I>L)2p_lRK*Qjpt|a=7!D?{{2i>%FpjvKFePR*~!*j;v|FIS+D=uqt
zIJvr522UtI4tY`#TBY}r-?QdLL+D$sB>IlfwjrEp+sGGbw<Z#qtp@6q%98=5sZS<v
zz)T`%@g5_3<;s4Al(*rq+eijlfrw<FR5gdmaUrN0Zmiak{x?^c<Z+DOcO}txr1u;z
zPn5%pD(Juj<?gZQAZMN>7K5OHs$njjO``5dgDqfd-z?xRoYxo2CJx(*?^TNrspd%}
z$!4^MHM%w2Y|XFM?{9J?k+uehHA%Uw$y<jUNJuXJ$aMo#xJgXhkld>dx@Q@*b3wez
zWyxylvhvk<!<cUkp?M@C4H!3!ebcmI>~ZU_YPR>NAaNP@CS4QnO*(Xe@7JU&u8Tpz
zPt9m9){tGrtE|P(sPyhN@g5}X)fbn5f=QgkLrlhDz)I7uqi3vn(ja-tm4xhwQ;h0d
z*PL%Y6HrkBs)ph-cd(|fZza1(J4WumSc{k)Ib6vhc@#xo5swOThMgQgY0Z;{+<$f@
z(Rbul#UXYvXwjvr$q`$B%sBmuwLn>MS}g<Yh$96aLn+8ttXa|E`DIrUeTU~dO7g@z
zvRd`3sNq4uqIc@xp(IonZ_2R!wY8vGVY^-=d*XdmA*Z63B@U`vX{z-2OKY|?2>;xb
zL}mz`qluRihG9U=Au<LI91Ys&v^`O;zulub2X^7&a58z2U8!8eQLo$r7n0MK5PA<O
ziTK5&0rc@ZY(48%&CMK4i)Fem5!Msxh(m42ibF>sYF_9lAFD_?1CLe24O(1>jkj1s
z{Hr=B8!A>-TT7%F-U>mYXPneCICU-MlhM!VdP5Ajm}`$W>r?Gg(i|?<knz0BTKcTs
zK!!<;n8|#|q~gu5HU&z%t+~=Lxx<x&bOw1>5^~<emT^h*rapyhH$Nnfs*SeD9O_iD
z*o(V~$ZH3pa9<l;vc1A~HEylDtaf!vj_=3_InM{gIo(PmI5&+phJvV~HG7(Y`K~0S
zfz1M~^JueuSP2qnz$lhc5!EW!apjbEx?XOz;4h++#giVx?p4ORYpsc_SmPLKmV{x2
zV^<`}H&~MRjC9q}8;Yo&vu0Dn{B?rF<#Y5m(UGLsg@LU!qWZ$8*Z{YP)3w`l&G<yB
zemg^ZhU`Puy2uLI7HrE7dFDafr@@+e#*ub{XT|+5G`au(X3d?3)K9yTkiGN2xRQ|W
zpY5fe?%&x*+;G}&wkf-Eusk*vG%@R=KMsZ04W#P2W^2qw^=)f~Wi_fBbLa)cAo{=L
zHtzV!SzRlS8A|s4z?w15o_<%5=-Kn<{v3vtXHgYSN%kl~p(Yo*+EYeg-s*lu=c{sU
z@I#65h##dBFEVxF|9k05{})#hvJ?Lk<2KjHu5~AQal@k<63b0E;#&H21#=U|>DIpC
zv_2Qjpc0%Vz%t~wa@GuKJ;ZY*kp|1bT}qG3{nUYk<f30u*^O~>o00+K$Pmc(48&$_
z&6f0twbrxy+~}w+q?&}^73{`NSB<s|b+Tuz8PhE4#ezgnpF8K%>K7>IPg8m=%GZeb
zhBwq{*J<5<pGWYG;g)Q2&G;pCRGKpt26Wn5Z&?9-K~6b}nlOz#1<$AaP(BfAlX&Fm
zg?NhdSZwn2lh!P2P`6x3$Zp#(l6dR9E9PB6|5te*7Rk=dRDPQO^8x<P&xrqo>_{)d
zme)@&;+pyyRHt@RKBnr?JdS4wVZ}u_Jf*@o+n3oQKVVes#q^ogB6lRFcO*^hU3l)$
zv-V=;F+=J0`>h$(?C`y=B%~eAGJLoKzvoQAccZqbutp7oV+&}B1hJ^Sh{`dNlY2)R
zYzE)7R!vqjxC{IHL)oa{MwKnL2TtvZ+KX5=#V;9ZyT4)0uVxKjb0v|s1_w_foe{6X
zJCKlEyu@{7gt))~y&p#9f&Dn_JU6}mK)p6uuXfs;vAUQ~t9%O{oDFpGnz@<$kg&!w
zi$BDtLK~6i@-DFcs%B<a2@*Z^JNI+TjVX<KlP&MS$&;zkqGu~s_kgwFW`CfmySoW<
zm`)Ru{V+gj<tJPDLanAu^H-VTkXx)d(xBMlN<#Lv8yU^Ho^fvGL&a#vMv?OLVq2R5
zwTrZ4+)h}Fm=(8c!lTD%R|aketmg%f8gho|=Y!TfX~-RMC6O69XLq(1C$=E(iMp5q
z25;OmrFAu93x=y{Emu~!*3nrl5ntkNs8km-6k61+xzT{C3KEym+wD+B6Wlu>j*o8b
z#X3lJx>lc{tY_-5nnb3}`fY}7##&KXVcUTOdptVgx&oF5iy@IXJ<r}*b<B8!`Hxt$
zs$u%Wt|VmVdjp%rT)WMe_5dGiDg_*#Br>eSRO;KPx5^Z6h#2}b)+_2o+%JB(-o)Xz
z-oRnp(^JL*Db7``wWx%wwJjN1_whSyP@lF|aaMzRq=!L8DvGP2BNd4%3#d$}hz?nV
zitrzyA-W+p)R0UNk>MG<{wJ(O(hToot|Zci=MY}Y2%TM;0}07RpQ471XQ%4wnyGhc
zw1Vv!=}50vD>l9FS}QrL>ER&YB!BsO$X`6STV*O1`;Ik7n&te7D~Y~iw&_H@DR$2s
zl&kh|O}LRJF);OR#;C1a+o$PJcXMt69P(5>t}9>;71#`=R?Dne(qLQcN}}(u-Eg?m
zL^y>L6I9ryy)%gXn&(sC&DNM9ywh6PtR3&h+!%AKItN^QircK1TLnl%`OHph#xx)Y
zT}fmH(m7rqrU0GpZ6`Cw?t`{pu5RZE7gb^?;TK{@o~lM`1>&{Y&q?Xa7uaTAYOU9-
zHZz=~IXK+{FS<YLh39y5yh=hXn7Sut@UtGavdVPE>ciH;Xm&O%NL<G0#>TT)9y)RI
z=<wO-*nJN-WRz=3@7=Q%qxiJ7;8{_`kV`iO*UGr%i0-M!noyqkQ@XsdD(8YVPZ}5<
zR}!+*HyO{lo+qpuo^G{yj*c~b+_p_~fh1(+CXCm+tp&@9*ZN#5<_z9B;w%A{A-4Vr
zYlbwi-r-83?_k}2x`~P<6kcG;7GNr${mK%nHyPS5S*sx{w72JQYl)Nt9#q`C!qY2x
z^GfPI6FACahRn<tt=ZH7|GX=SG~f<1Avu|1hwVT@a?z*Bl(;nOz|q4)XYSa^_Y%W-
zrhEiBf2|1{(mz<MH>)A>y;|5k;y3Tu$!A^>XNr$76vh1?Yj!k)`QNT2(oi{|Ee(d3
zPaH@{F0OE$42J7tAGz52Snu^4=Lq%oGeM!#q@vAq{JGaVHHlN~nuQXDs*~klDq*0N
z{}nHn-LY<N=7%J^ak=cTOv`0?>#u57cbgz_86&z?LtaZ9*NHpGMYc7e(ysoP`}-+t
zQO*5bQ*d`Rj;mmfqWrJy>#I#GW5=yo(X@Wlm4xhNhZ(rJ4&62lVKc)8<Q<U$7e^ME
zVd~wC;c8n8m=&(gIll&=6b?<W8G^Vcty$7wtGSZsJ8btMh(n59Y!*KmOwqm+)X;j5
z&?%EclxW8xe???ZB1e~8vrcxwOQgjH@OEoeWi@~oQlJ;gika~g?OcJZ(f$Y+2FZ%(
zK9n^zdsaKQA@ch%YrZurd5bHFzFWz_DUnm7VtBE3+RGkN`L*n?G4{V;t$?i9Z_Cw5
zf;^Saw`eJ)7s^U?!)jB``?J<8YA}Dwl|&k5hhR&_Ydn5CkdRz#6@v6E0CtY6Rv!s!
zh@QmpRVV0XyOdcOp0oY@wY6rm+7AvJi+SR^6k<a;w#E-3mgPu)Y0ZdcC4bJ!?RC^n
z?{L<&wDCqo>qA9^uPtnOLu%Dr#5!whMr8H+K83ekPesI+{Kn-<(qFGJ1!F6$Iny9o
z>PkX(p+$nk+;^cn9%*7J2y>59ou+rV+{8)J7l$`FlH0$|aNlLEk*pnXXKsom!l44q
z{1{1;SGuIZ095=9QQdB9RyF+ZVDNf%(VnQf_Rtla&!+Pyjtr&i1k(>0ke66XnH7+g
zInG{#oBTM64HD`$b-0JDS<w`J#+8KZaHm{J$dQv_zoe0qyS)Pm$pw!O4kV;5c>H!C
z5$0Qd_G0;#p4RUi7F=_tTpSNXWzcb4C0fU<WE>^yw0kSzy()hnXII{3jkekRNm65W
z<@=`W$~&#Us#*Hm1c}R-UD+e6BQfS5t>FqJ%$E3+Nvf7S)x_-$eskJ8F0LgQ#tvoZ
zKB4!nBMtUcpR-n4MyR@XDHWC|XU3dQk&Wg8^-wlCViLnjE0irx+|D<-v(H%btAYGU
zR}!)d{~X)NTqkqH<~ll=gl?bo=ngSjfu|z{!uq@<@Uu5(jQ`kL;H((mB-T?Sj`M<J
zIt)<ZSb@_J4t(31H4V-`a3#@qIM?s@TPUNXLSyR7m<fBs4<Afo*rN>tw{XMUgz=gm
z?QXzn=in_*yis2SZ~4|_QAQK<P0MWat@+W=n&(QQ?`W+)fH`l=Lq(?<DZ_I{X}h&Z
zS-aO76sLkGsxmbpWVkYLn>8;QLbtk-=sQBU5<&tXbR!Xv9IerWnF^QDzc7^IaG3Py
znDr&b^2OG|XT@@>z*0bojwY75%Mtg~1JM(id&OZIst8Y7GpGT4%#}pn0p1D-qdggl
z#}rW08dP}OZz}%D{1!tzX)S(MhzFF2M`SxgugYMn{3{q63JhD;9BLRhTuJmD<2_NO
zC^p!mjGjt+y#at*Z?=7`=#u+IssWJu)#(<VVO1+=ruG{+(qR1GX|0;9_}>}Vl}g#@
zszVk{bbZRAM55t<Mu?^kxrTGQ-e%3MW(#k1CDC_VxaLF<w8dz9pgu`yPh7gjZu~+r
zO1fA>M)eEULS{wv+S~-V6yt9p=91m@1r<C)mC5I<nbN@fj4O%0gSYN@xptm%o#Jpd
zV{mJ3!hrp$wP0BRTaVie1ZTX&Xb5c$C${{tH9Hzq-*zR@cc`+aaJm<3$gnNh*sm!`
z>iW_7rb8|kT7O+bX}&9ozN0i0btvjf%{a*x4u$1bbP8gN(nBrmr$xpnnN>+T%{idQ
znD4MwS=O$)Kklm3OQp==7+H?11QeN5nIzQ(8xF$QZq2)9G22{8^xa~%AH+UHaUlAs
z<HO!qvp(VZ;>bLIv|Po87MzsQ!mMIcoF$Po4!c*`4$fLDBC8$bbHz}Se7%bKE+onO
z;;_9?671AbBvHa=!=;BWwq{d<{G=<1zC*razds$c{`ggIr{o`Y=m2r7OJz*ack|-y
zty$k?*r%<PksbC?l7?a{5=G3DnzY&={#B*b2E{3;J>76=;-od38tg4s5`BmL?r3b#
z;1|(XR{ZZukdbyU8xb~ycUh|^t0B+@R2;G;4TAW}XS0YE`UO<)wB}c{h_|_tNLz&C
zavv+6m!%v?NG{&$nk5ex9Y1<`7aiB&z%QycruoH*pk1mLlS!Y-`~}g;N55kYk=ZIq
zLgQlNQhX{j3|VUQTh?FIZ0k1!iOaayxD4xy&3d$nDzTqB`G~FVAFV~qsMzlE9O72V
zNj#hzuS57dYc@1Z|BWjN*?+#rV9oW4-v(@uF4qwJ(7ATQQDC36^=_|54AXU+=4M8w
z*?)H<j;3SoXuEqHf-5yASDQ|@*lf*^2G|By5}5&WE{9M((}ck@bxjQzsUd5rvUaG{
z-1%zL;@u0azplZuPmt*8v3k~?xK>^*-e0e`5%>Fz<m5&9oi$sqmMyDhm*hrc9uz-i
zJWJ>aYc4bmpK~Q44gY1XBxI2j<9tc+MxXrUHJJ5yqh%kb;zjvlm`5?FkBucw<YEok
zW@fDQl+|Xg6;%-lF6m?-=29^t!}{%ySTm)W&=0$kkS5e8@KzmY)?0*JwT#X8>H4v*
z{+NOKw6#E4fm)p_q&ZUHF|59R!kQHgo{zbb=sP?cPSA-Th(i#2BezJQH=U7?>{q=S
zF;stOEnHTpHpa*9p#F`yOKlCm`j}xU_4lnA(g6D%R}y^(Y?}a#imk-TI5v!h2mI}&
z1dn%A+;KHQJ2{dVTD-@wUbVSjA?7xQRgodu9ViyuaK-@+S78y9o@rPoy~3JB4d{RE
zJJ8NS=Y~TUf@Yyi>*18{JKd}s4l?W2h%p?nR#5h?8ARNPyd4(5nL7nB!{X>I)(mNg
zZ4o4T#-nq;S?Ase2kbOARpxpFNW^a=ABvQwcNnJuo~PRqYK8+<E{zmp`k=K6vtqgz
z*F3YunagxVnjVuvh>2`HiJ6bZRAD!j@E)<|S_A%|D+%e7huC)JdP2WXTF8DqOhuvB
znCQV6#G>?8J1CTD<tIDo!nI4H#P(6QR#R5{*eC775a*JZoXn5K%qwCh48%|rT(xFf
zGmx??iM|`iacLl4Iv)1?78ZUDmVw)Ei`WP-&WEyz(K5Jz1-|6CKDVUVgl4Q2nbm|I
zlqQsp!t<ElNj)g0lV>&X8ElFg5*B6HCH^DUQfL<S!>%OyZc+QCMe#b2+@RBAB=WeF
zK&m)tM{_}tt>@F$O3P|JL(+P9eMl)DFpo=I4W!7NFdD;L{1ev9Yew@iR}z=gXwtj7
zF4<_D39`}rp|#Q+j3&LfOc`!NFmrLEF=PmS-<o;NXnx0)MBj}D*RpX?xYrvJ^|>fY
zLg9TgKqZo%Dwwr3!+q5?{hD0fD18Li+@hXHoIycXX;Nk*;Q<WUgDb3A)4=@KxdPK6
z8!HpKJW+BWAx(;Nf(|4k7rfx<KtgiyP1lvYa2fk!mv<R^?eY4!DAnt^X?AVAj(ybH
z*vxK^L^Q5rUt?OwK5YF}&BPA~5|?onKC4!{#un^uO4b5rRC71A2)DpA_YJJSuBm&}
zm4xg?BaGNw&wUq&{f?={>*z<;{u`~C&#L`}yrWTBoL*pBoPNDE0~!E7<VvFN0Ia99
zZ#8l`aY80h>CvMN!}C#V(Xzs`L9B^Iycv>33ruU)AGYR4L+fW;N%S49)6sQ26hl?Z
z=YwjwRIeA~d|`{PyTVcIk=l|~;l=dvm&sY&+>>V;`Ifapv)agu5wC?8`XEe`8i}o?
z#g}X0IQ2*)N_nVAIHgWrml56q)2U*=X)TIoUcc^2qVMLl{*iJE$I@d3#XCS7t8h1i
zwwl+Y4FmmsYtga-y&*Rh@s=+L-cs@Sf@6lM)jwPFqoMT=t|ZcEIRvpX4(5Q#frRAZ
zepf-lIQZu-ZydZ0w@lGCNbh0Xzk?l~Cww}hH)w75>dJw=et9ApJXE&C(eYi^&dn^5
z1UE*<+f32%ZtJgVCU=J*;Se1=FBWck0H-ZB8&w|)7K;r&ZtHHB{M2dPy_<3Of5=*P
zbNAOYjw^IZl0)IP!6C9Q;4q$%FET~XXRKM$;5g+9hieVnCW^^Y7d?3e+&qySt$R0P
zG^VUY&yEJ=y;2;)ErUZ94HF)1Yo;_jo^&N4ePN9uo$J}m>LG75Xk&-A=QpsV4Ud&X
z%<!C{`f+QKvO={6M_)5f`Ix5!Mux?-w_9_gVf16JB+?i;40&?Y<euw5LUM7uKbCUa
zkcaCy3g?mJk;UA{{c)^|k7G}}ccN2m<GMv$p_m-rx;8JeZT)v^D6-nt?XWE&1wv|B
z^j(dmh%eS8DHNkKnB1>eGpU)}S6oT-9c*;_R(-7P6=(&aJO)rTw~&6$(EY8oNLisH
zw?N;_D?BL(8P-Gp+L{*)p}%w`(RYM49}Ai_oL($qpBmP6P|6sfS~$I2evx*J*v9Mn
z6mxd3$(?5&dD5ETQ9;hID7ns>Ck?sPt|a=7+`z%|*cdJa!Z|RZeguXmu;>&tvFEi#
zWmU9OG}+~Dz1VA8<x7m}z1HGq?T1@)#fbmBitmKrKOgUNRo$myo_miqgBrwlxsvER
z#H%SBo~R=)VZNxs@SI`utwqWT+Zw(Uj(CcSPgR5r>w=G4^P(a2s4I!SBb1kiaA8@u
z-e{L6%1`mtBFIzHMTfx!nWIehM9X&>+1FXCA}g|k%7I*1^HpV`g<zINW*1e|4JF1u
zV9lq7`m0<?q)~SWgJmSmDG3J>l8e0S=pW{vK7M)gPu{@*)zfrNV7nR2o_5+9r=7lF
z4Vc+BNnT^x>26cn>2ua!)hz8Zf`mib$u-ZhiWmQAEyEXDPI?CYF?arNTZ@`e!MG<%
z9C0d2K78!I3Y2`tVpBHb53E_ywEnxUBxKL}Z3b?xvl*-S9)hZOIPlvYRKca-(H=8A
z^RJ(q5LmN+z{B?lRP$pIM{(r4*tBvx&zcntp8wl-c$|~A*Y59>tD?l0d(U=dtuG1H
zMO!jz+pJZUwNqW28x8ry`8?F8lm$3Bd@eSv<=$$|l!jkUkhqLaZTSgb9C2szXsKtc
z`D4~XX4U)(#4^N7sP}}jP2TJQYfdzEA95ujz1e<7Y_7f84a0@-oLHr>inc`+a7S=6
zm0F*zF(cQo7B(w#H|AOqw@PoJ)2%{o6~A|t$@5KEv!+2=aV3$4(jjV;fhYH02NIHt
zS%ybv|GR$3I}m2{3Ow04OA$k|bjI9<?dLt#8qR7z8<5_MGJDLM7R?wEMenlaM>Cpt
z3KEym-QN6gxz)kW<ELn=3sOC}2r&q@r+`UflI<0S=$EWjk`<zxbCZ&DQAaMu#w2R0
z%QoI^@da!CG{`>ZN<#Lq&oJt9?Xq)xm*JE@Eo#OUeF>yVU#XZh(;JNJpIM8Y9a+A?
zkocyYfx>r;v$7tt_}F}t2me!R{xoF&*p);YSqJwkJvh4r2NIHtetGbLq3U=YS^m-l
zU*a%~#ar?torawKlRrsWS@zf1)HdJHuNl#{oF7ZT_XMy6`A&oGR1x_L;rSExW=J4!
zux3%SwzY!9Wpw?wP+s`J(3!JdtORiud~#4u`u>dXFmC&-m6Fv(+$!?N1;5$O$Gi*t
zdb@w)L1%YcbEv_#$CZTap1T<Nxpx0I^}tu|RZL==p*`dJgtf?7aoy4jSGm<t9ny_w
zp`EklPQ&zNt|a=7>81lXdIV<+hr!yBa;=O5sf$7C@c!P-7{S+C3z!wb&A4+V<WLOO
z<KQsQ94d1z<7sKHv1UpG?v<`2`VQQE!*rWU;GLev$(kq+rfYTDb=t>Q1c0JWSS-Av
zj1c#6Ok6YozeHMW0w1teRaO&tVXh@)%{PRsSo0~O*o}@A_KPqDQFkmB;X_$dGp%F?
zH%znMZ_T-8C+~G7k+u_uuuMjFJmNc$kX-aDvb+8eofg`d7B)%K!lMUw%P=81Zp_k_
z&F%NCHJ;VnZpfi{fp`@*1zz*z;%*rhsODr?SN<JqzBFU{EkWWk25$S5%>|x6?!$l7
z>Qj8cK)mWE;%)(-m`xdv^zB{}B?k6itreIR*n4xzMuohPGY>g=e|R!F7tr&pF*+br
z8EuT)0{>rYzBS<g(UpYkzkkQJGuNRX_KGv=;qIR8V#3cgAVQJJ9z1(<#(K+*{hEk*
zIiER>%0Wc%AQ)!k6W!P}-@nnCHx1A0TuG$yba3f%RA6`FKtgiSuTkMTr2DzXk9IkU
z>*8p3znw0?NX_vt-jvO0*jnFNUB`7f;z)P};*_#TBHKkP0Ewx*q2}bYHCLJ;oe(5?
zjtFypXz%ia<reOR$7OE*cskjVdd8aXSj(7I^D9u0r}Cn>;f1C(v!*pCnzrk%BxHxF
zx{{FHmNB1$ZtFloa=|qy4kV;5KIyt*Ph50HE1$T$bw-6lwN@}Oim6q2X~A9`0w`|f
z8OAIbKT{w?Q>_zzZCd=n9_-Ksc!Y_-!+F=Z*r_(Y9q)%X<2~3BFQTl*cn`w;ajDX0
zt<A>VjYwt2Ql%rNQl(E>e^u);9~UHgI;gon#qq|Wns*BO4kydO6pb5c(30`UtgYFL
z{hqZVGOE8z;YgnLNfN&_dIX`7<+bo~iOH*d%bGI{qTh5SA$#(#Gs<%vTrS-2k0Y%!
zp2RHvm9hCZYxc8Zvj|0I{QY=rSz-zZzi-WfhQU9(lE{pK^Wr&*`-Bpr^M_O6m;RVx
zx!IeW2wwA8qV`X46h-h#oVCPMoOF{lD;hpG2ogQr*qp~%`@`C#X}T`AK2@W^gD*?i
z>m4Z3*0V4#dpwv7P{_>}&?lzk$xbsD1R2=F*4oV4-}XmUP$YF8Qs?9A8S;ftXfa!>
zlF%a5Mh+%1KbMm?Sc1u49<b(KvxWOzNyxr>pDPI&f3ZbgQv5ZG*LL<8E6(5?YXn9}
zF9)r5%3q`(vQbT0D<rE?t;}JkCb*$RJHd_O%MB^twlyP~eLN{hTs~isr<EEXr~7-6
zr$*YJlX86Z8>4a9gofq24A$GNb(9sXyjatLEctNc6(={+%s)J<u{V^a&i-T8jA~%M
z#g&BY>~D4@Av-&p)PKm%e!ZO5_}>0<vnaOm9hwfjhY`^x2cc`zZLxnZZppUwE7r=&
zYFnso4kuu!vK<AZ*s~W*2Ppahn~GB~)LeYUnkmhWep!&{=@jOE9(3PPoNj<($4MMj
zUlzqO+tqSfbR=*1$qu?&F&{LWIJV^gW~bg^<8k(vNQ;sEOKT-&MfSd2Ig&L$#<Hrl
zxDYkpQbol&VXGbQ3`<~d@*;n3&A5jC|8gZEy~zJ$1Dfk8)}X;ml4Ut!WoM}9i@uxe
z&$chKA*{ZsUo(S2gCQjAbVQ=oFZ#k2B#}3qb+E#kQw{m0t|a=7{B~f9{h#m;kzd5Y
zzah-q5lXbm1uw3;OX6<#Dx-dvwIZ^1e;jTRN<#Amkz&J9@(eNJ2*_btqg`^$SQ@h1
znoSMzJ6uVmA$J(>Wyrt-jspqF#Vqp!*Uf~-j^MhqGMxhu!L^sot;Gw=!|fnwAXG<X
zXRCl_JEB1eJC@^D!)HmmoKwndw&T`dW;NSmIh-LQ^dQYP+|(#;Ms9^_zyw#QAs(=>
z**ShQe5QIbL+L@$S_sXkeOD5FH>Yi}P3(^o?CRm0y^0Vm-eXhfTB{(dDQq*Cf_hq}
zsU~sBF~f@DbJi?sK)=qF#J>yBsZb@vJ?RxpK=*i$f&N)*6<i9?sQ@L!UG33^`?Wq~
z&7ubMe{&_#cc8bt<cR3Xdy#VHr8BLIClSu_0z>=T)<S26c1!NUxERlnl@?4(CmjuQ
zDyEC|8}0vxHE$ZGzvfD!@0hNXZWt%lwo;q#w5N>LzgUZt6|Ggc{dyevKsq)ebsXZ7
zV@q^w{>hpX4V%ArC6UI)A*PdIA+N_ekdRz_)OD?jxWKagCok`^{T`mml#2l_;0hN?
zPB+W7Lb-u}l5(f@8U>^Ar6&WY4-9QfIGD<*cp-kzmbsa{k`jyy@ei98;&)kpRWrXG
zg2ZJ^K;3ziie-zPLbOzMpdMfAOxdRc^=31u@^;+lH2c(Afg1_-9cQgoX7(K#P~APb
zvXo4$M-^hp!a}fEvN&j0)+m>nl1wkQW>-V_q$>&8wU4op%yp7!jfyo+plX&=yGTq8
z7{+O9p|Zlb7HbU>rwQgN&I2zsE%Z-XGoyjjawU-&B<E$jjc4mqezPc!)brp2sghSe
zkFRGd#_L_y@@2(qQ?AYYi7wYD;E0ltKLs?yahUJ4=12qWZGyyQ^qtq8#YTuY`G%v4
zY4OsG$Hkj6C||HvK~_+%7u)FM&Pe9eh>XeWea@OO4V%xnl8_zhlML@%d%aDMV8b#E
zeo+kv^(oq-l!z_5y_+$3e`+mYR`53GrkKNgRBu7ON^q!lDU&DsV{4`~;J)ojqVK>R
zJ6QI|>$n52{FLZ)p18C%0CsTz!@~s?d)7zWv@Hg{2({@^R7pD%MO2vzXy%kMo5zw|
zp90eEaTHj`dJs;R^#BWr^pIyg(4ITi1N-Jk4`><dAz@JlH@(nW4$Y$GyOKy-l*9B$
z&ail}a3CSM=u;TBp0i#BOnb-`VT{p-_a1H7*7jK|IIAn#kmEEMc+2+~+6~1zcU$wL
z*~}hS5`9POz>%Pi8sH|D;V_fJogdAh&9fz%J>l5v^Wky{hL}#(Z+Z{=)lNXiVNj=Q
zVd$yXk|WKWP-IJZ!dh)vE#V-J4h-eS7G70uF}EVQxfTd_9|^hhlO#8l0V;AU-o{YR
zan721&2C=iN}}&}vyS>UnMkWpK3{I<t2iD#WeDabjO=Tz1<Q);`W*FaQH`N;ra)y_
zx_XT@I~r84bS04)D)%YZejhhWAc~;yLD_4Y?6(_xwPM6RU@c!(#5SP-zHpvKckpMv
z%xkG>8S4Gk9BH7vSCF`jQ?8XqYX#b-gPm<+cuYc|J!RE@!&=a+s$Yd9Q_K$yiE{A(
zDmTrgzGlsfrt~knl8`;+ml(IXo=b&Q!wATW6uTtBNk3$4{>ECEtk^^)#l(#cjiHX{
zd)BOI(ENofiM~U#gm2`~VNoA2BpYt-*IZ?3c;|)=hheI*)|w3sj#aKC(r`G;6XaBb
zoumT^$wi;08mmrW#Atf$pirunpX{W!3hR&AK#o|eHEW+;o#R6r6poa@!?41B(3%y^
zNQPWVq~UQuSQ-g0{5X)1Tx@qu)r2d4pPGNg6+MUYo_nX9qpFoBgH98pcrC!icg^$3
z98Bf$crEYM*7%sMjl?sq<prj-yjNI%RWq!o1&N*-o%>?)>kbDP>X3w{1%iv;OnmXC
z+|A!@t%8h-?_Qr9Q#j4{yfJvWDT4Y5Yqm6G-r-6@cDDb-;Lddfb=?76?ozMfL^sN8
zdSMqi$z3EFPhGqzL--|YL9;_hSGUBRrZALY@N!dL`is_VX%K$il|<hm+<Yb|bg*QJ
zVg)vAvxn<mq#c9zU274uf_Dw-YC;}Uz$pvh%T1efzhljlhTNaHlIS~f8^dr2H{*&L
z6ywO$?b(V^TY1aeM9<oA)!h^YN5miPtBv`KW2EJ#E7q4;bEILm*p)<P%$&oB4dQCg
zsy~fD76%9xf(GhYYRPD#+p7^ncBi#;Sv%Us+yq@bD!9w5+$o3|GM_uG8PX6N6eKQV
z@Np|wjN~WzdU2fI#c6Pn<n#;J!Xo}oj$v6}Vw@hfR!df#ZpEH<s&@&w$FXwEJ#R#k
z%&V}OVv}KO4mIFTyONMy?F3^#*RjdEp;!^UE}t_uVf3E17Az}z>vPh+Or>1Qv5Cl#
z@3~;jkOo%Al|&jWhl!t@J91xlAR)P!C7gBk&a`~#NgwDbF4`M7ar|_$g0nk&bGD_Q
zvDSN5Te^X7qBME!{6w{(2DXNEkpF7Umu6D$6C`>%?w<2-*L`01iqo-B20;rP6Lcn)
z7_D%KAFXzDYS?<%Y+))QZacqFhMyF7_?cFvFO3u<`>WO(%!=&2xiOprhNB9^;lm_p
zo+TB_Cb6J=t$QRWJrm3Cisv^TANqA`zBS~(>PkX(<1e|Akj{kd??0q7Ie0K=mM5b^
zWm@#2gC-j|z*N{Il|+dP3w+h%$fyf<-WG#uG60zyl5D#FX080Jrh6z?3?&z~Dwg{c
z$we`kxbDE`E8^4fW}YQiY}l|X?fcg3YZm;^f<#Z>HTM~>8-zsw{z=T(Xf>UD77igo
zsaLa8O_lJ?)|gSe>DE5Y-`=|6ig{Pi|8;L<IGJq`VuEctI|+xO3$|6DOkw5?);wxZ
zUF%9hI-5;`#GDUEd-kI+O`M!nZevUu51^dpc5kfQ#Aaiy(+4;*La(85q`?+&*jhDN
z`|+OKXee7AB_EM&I1K}$VGleO@zq`(i<U44Lm+#=nqkcx?sp~8cXPP$aG5fpN#Ieg
z8*3+VKisUX8RGNS;%0@|%Z(AgDKv3sWXx{@O~blp$(lC}&A^pJ-_hKrTnR<KdVhKl
zkBiik<Fv(ljPRSSRge|o+j1>=DHJ(wt>a1=5?C8bBj0GvrH1wET}h;|b_n@o)W{>h
z0}06mPeC0>NG^EA&4GmE;(}{-nz+EW$xqL}tc$2ar*JsTMENN(2J)1R4&$J8RU9_g
zrk#{Dr90slN@Yy(j#HH(1<=Ao+jLV~qMubJ7J&WtT#f(vZEL$ScOX)TaoM$vPleX}
z)`ihm|A+NgwGQ!Xg2ZJELRZB{p+x6=B!(pYF)R4*twqhKU>v=gK9xkKEsRBJe{0Q(
zruDyeB_X@sUovpL(w5FSs8zJ48eHg=v(z6mKG$rWn~8wd0e}y!ody?7xyps6Oyx#v
zRy2Ip2@*Yf#hgd+>xNMt?(xM>G)u>U>=UU)8FLd>{=L=`XYCy8b1iU|kFKPOIEzPW
z0AQMO-DAy=2EkpfBxD!a?Mgz9k!%Q;G)B(SQC%~Un}^$&!c*x=<i0$kL%m2lHl7J<
zEoC*HYv5U#$9%+NbnuhvVhvG!#hNG0e#Tu%Nc-s*a`3Q~4$^Re7oB<K@xl0s=%Ty1
zcRNPzN3BK7jvRb0^C*ve33*idz9B|`lQmBoa$Q#veMfHKOn~c@<p$W}h!U|$NjU~)
zxL&0dfFzLFUt?T9X{~^)xNbu!OC*8VAd9U>kU%|Iv=vIAz-(A^|2b<GHJE?al|<iR
zzWpKEhb22_=vTu|inX39CK0^kokH5`O$Pf9tksYe?Avo4l0$ajP>$#pj=U;{0=HqM
z?su)3)ZqSYR}z`wb`E)O8gAE-PsS;m1?@0KZ(#Vy!PL5IhW3o@yn%iN#U6&%h-V$(
z)_74JU=7O`|JN0bA72<vKL16KxO_44ji;M+jF;jFe#AVH^l>*$`rKJtGeWsOB7``e
z_!Ub{lHVAu1VW}D+Oy_O>vY$<l8~M58dnlBh-ORaXAte&^;e(3^rqJCOdw_6!al4c
z2a{%Gc+Q4%)><uD-S(Q?M932z^otVpWM?*P>v*v>FPfp86eN0f=DA;sTy*Bduvm{y
z>RbNIYM!(fEvuRr=b95Ov4W&_#6_l#*s^9q({IC-gzShD3{kIykLx^g#n8c_6JDJY
zqd_wXNBSXy@=j}EvVyXbj=e_JNz9EBmMk*mdfsNuiU!SFT}h;&ad2?bM{);rAR)Qv
z({y#k=_VBn(g_>waw8S+rXR9_e8XC$*$t!-ag!I^C<bCUe)MbBjA-WZWmgh?2WIn7
zr(LHCvw~MFkBtSiiK1*+-oHpYhU;&vMa&A<H90@xF`wp9LC$bE>G!O8(vbTLR}y_k
zZpE3PQS}Rfhbu}@Je~5nsfUcwhHd?tN?_+VbCa((sgzqC4wveu#;&zyL<44(D~bLC
z!!v*CSd^Me0h4;j!0fXYCTr(e8P4CS3khzN9<xjb=5A|7G+_3)lIS}ycMSVjAQ3f-
zqaAD&t55MkK~bn2&jQU!aQoL8+$XFRk`>&YIUGEOGBy-h<{=R}-V`4J6iF1%6HO`e
z<vRT5tXb9If0-+Z%<wzU({|$|lWM0(X}OCfYsB4f=HBZ>fvw=R)_Tcm1$WYkC@dG2
zNTQU620dGb$q%g14dFG`+-ipKN<pIMY;ew(Kkpw#LY0pD8ff9fD-@>In<(Lpm!PS;
zZ;O^iy+r@V<vvF=M}6t!829&EYcebDFUny>l_buyz!-WVaJ<4Tyg|4Oob(Qu9;JtZ
z6{accd#zd5jNm=4B&0WZmn#W5FJe>tk2NnEsJs(3Kiy^OVc^M7A^C`{>34)O_|>Z(
z9C}Ie4e^WG&_?8}W=97w#pjpjEB*yF)?2B&lHYR0PiBdK!<B@zBA(aU=p(dcX+>P+
z<Um4l@!wrbc8Cj<x_##Imb%@1pxVKrI~7oiQvZi)tqwMKVDS%G&Zw|0VS<&HFNjk6
z8*iJN$p*=6tY-TGd@2M<R<o_M{;KA)RtplBZ{S*Y0P!2|r5I|!VWV&`eJqf<3HS87
ztR*)0bWP9Q^(dMGXS^d<au&}ZmYD{P-PY`A0Nmk9LUy#gD+$@%*$ghJyRWzuF3{aS
zdwIM2>O&W>n;)GU_ss>td2jcf$-e!DxNkSC1vA?m37G2JT92Nv{+4D?6+xnBkDmL5
ziN&!d6B_I)zjNn(leKUe71>>q3nDaUG@W*>Kdb5VIad<0lfI5&nd`-fU6Jy=oqIiH
z^8=mDUGKEK)6?w|E&>l~lVu!RK`VEue6$MzhVx_AO34c6t{BezPQ?4--r{_xfir%E
zQ2B-sDxVNagZ(4c>}jxn(3M2rVc!?SzH2XbRiCGzWjeZHpy;=K5yAu)8r8Z8XnLOl
zd`Xnp5WZ!trmTjrPa485oH9>h=1I(aeX5oxF~x8li<wV|saeEtTJxz{#IL)O=(|PS
z5nIG=ID$qMn;V54(5(b?jjGta+Qb%6G8KA~bk_E-Gxq;tt&ptP-yyNzoo|sqj5s#2
zl0dw#H55oZ(LMh^Su>{r{`amV(tta}Rx&)}G2MZL<YL@akZ?Bk^Z(A_*`9>GR^A?m
zXLsH{H&ZVXaJKMlr}eiqgBlbhE@OCx>oYmfr3gV>Z^uj1K^!q9wiC_XoIC!owJOXV
zUsHS6lO2C2dbwYn77XJ?%`jlsJNjvBW;9$*xRQ`v>_LWhu0y;_8le-|UJ@mSeac!*
zSz({svA%81r)CjPx{~O-Mc5D42{W*Now0wXwL-FDKL=y|+pL+>0Dr41i8SC21GOCM
zd4O;rA-TBSRgiG3|J=XxSbtY?tbczz*8irpU}g&>0cRWQf8F|9nnC@lAaNPT`rA)o
zFOA=%&Dcm{mnY(@ZsV~NC)kuZ<CV~H*Xm7n2mi-fK^ej5ZqL=F9C?z1jw7YB5Mnv-
zSGkp^%$*(${BLW<H01uum4xhs-(~Q7MFY+Y`?CjV31>fhb4GLH_PGh8wXWq7&#kj&
zMniD5AaNP{-WGowbdCGD#C780ps+LL;&|Z6JI0e;F3Ssy&E3}O$lBAk<b3q0h-tC$
zqDf3E``h&Xwa1zr4V_)CBxL{E!2tK_U#`{NxzTOnl*s5}F;849h9W8TVzERI%k%~V
z`IxoXS%J*uMumfn*f!pW7Q!GG5MOG|kA~#Kt|Zb(Iz&7&XyV@PKtggci@$cZr$f>7
z8=2anqA18>zaTfkCjCM#%NuM@U2ElMx2I^R&F{+lg6;h5p5Zxbel&Y}ohyknk`Bfo
z?TI5d2NIHtue*j2VG#Zcmp2IC7jDfSs*VSvO@F)h05Znd?2L<x$Go9t)1T&5`w6;(
zI$Tvc9Qf@H2E2s*Rz4nw>tC|Q(rlijid48R*5xZdk56e%?Tgl5)r|1-g2ZJE9^&#R
z{j9;{BkuQqVl84u#dep+1y6#LxctF*XvrU0v!QAF4_!&fj`sTu)?5by`J=c%wTa_6
z+Bn{d4sRDrDB<z*rKoc>aKM~Dp6UW!%Xb;n#re63z_s4e9n6&@S)#j|!GClZeI!dh
zmPJ9`a2(_UYd$s9uW}`k8FlCB)%yK@3;TmY$c-MZ+oKJ`IA|?f*1ov`7jc5O2*R<*
z`zml5PKLSNnja0W0YRdtJDl_CW<I%T%%7kN27yE&-NVdH7=hE)5@$sqJlu&nV;qPx
z6#!G2*a>TfGzcDaB_Vsv5myp2EMh~rq_C(@-g?!^&O~EcxM*JlD~Xt-t3PH_d9}4p
zvYN{3T#Y#5dP3$%F%!c%K(DZ7MKhA8T}enI=@UF#`068NAbptcaXEz&Td@N(8ANuo
zyuc8?&sylL5az-QktX==7G=n+ORg1A4X6J6lr?i2sPA?qkr`Cyv2xuJzk_U-U-J&p
z$v8E`R$6ltM(*p@l4V71eQrGDEFUPGDOeef?D?uSI~rDB5+p9)K)LPsL*79(GsQ==
zmT~%HvxUvFIGq*MVHCV3-J!*M4Aoy*>n1By+j7+oHtZ?cHIc^(MWDPtE*)SIRQOE8
z?02o1)ByaBD+$@z{=}7p9A?>!=3tn0AR)QnNw5P6sf(X?o!x~wkk4P<9LT`gKpbQ|
z?zONjp@<tEc+V`-Am>|re+_LA@spQ)RDL;5c<dgWn<*U0ol1CwrYdu{cUXT*v-Z3o
zarxZU%15wXSDp5TL+vJ=lJ=Bc&lzhu&8|n&X?InQ)(@-GC>v$8^`(we)*siDeB70U
z>_$gjNyyI3P+wAKzU@-Dzy^;mT;9%n?;#usO!e+G4B{lTQGc|IBGPGE-KjTus(=$=
z+hsb%4o9^dq^fCAAJ-};gVD-w#2x$%);cg7Bk3a5!NurS`CU^+^I7Y!YF7AKLBhVP
zJI98b58|Yia*dP5v@@60UrtZtFVc?t{|Bsv&#3b5HMt`5C?;u19^+VJo+;9Jzco)9
zAn(06AalP>=RV~a0NP05<H&4zsS#m?(;{kgziD_kTd~|KGy|NuTfm`eNmqS|v>4cL
zSSv9ru=lBFJ;t(f#W;#cNLHL9!Lo{IGZHl~L{+gjq5m~&#x?Z6>`Foo3cth#G}meG
zHE@-f-L}zDh2uPUIOz<#rUne?-&hNk70|Ug^v;kgni4dMV@lQyUDR~a+4rp3(O~)u
zR}%e)38f~;pokeamnfuRGBjYAHtd+2AXOW~x@%Fn9dpGM2q~Bh`RTRR>}W8pawXAs
zn6{ud#ev5`gc{8<PUD~(E)REVI3rHGNjl354C6j)p|ke39QC${Yn(zRxsK1<NWp4I
zXWnhio(Ah4R}y`Pb^VDTz~yncU<zZV7+^4%+>{(6d$eKjp0E}zD|qX26W~pZYLYd%
zLP5ULkf%In&5wrG%UntH9jzB(Z2;4D3i8Q6HOo9LKt7l6bBqz(?nRdyQPNNVEG}nF
zlzUw=HMW4)TB|Fo1-yt>9#~$g?Th4%!yjoD`A}Rw*PLu7c^54iiy=|^8f(@yV|k@3
ziM|`liZif_`h*9Y8P)D3NIzsKKVU6PRw!}Opx`DCL<KjA(A02B`TMO|(V%&+D~Y~C
zvx&|rE7Y6KpvrO2SU83z9dGYu4A(cU1<VT9W^s6@!eKmKCLOThMCxx?Go=CdHCGa8
z;2g3<GSS5IS_cx6i}$!j-I5DVcU%$|uelU1knZ}$%bV_6Cvw;DSYi#Fj(9`uUZP`E
z{wPjkt-oV#rT`>kDvcGIrOZ>WvHq53*((K!p2@4Z&y{RAT0_v=DYS9iY`Hd8Z(;=s
zv3f$C-Cm8@%iL)#w%N;QD(-GXiC)BAUgb_x{Z4BhG}RBfl91i`c1CZm6BW0{i#0=7
zgQk14km^0`SF2tNd0#ro%iDFwuH8w@vcAL^zQkJitQc<1wZo;RydQI)9|QL|?}WL}
z3+^>cAF}32!}N?RiN0eh4@bw9QRz%^`XOWVa%*9-Vzd&|;P4!G=0?L}+WOlX7L%?d
zGGpPK!Cz<^M7r^>tp0af^Pg4yi*j^sCk<kn-haaSqnh5|AxQKbQs%s*ammq|*Xm46
z_|560M^YcKN`LYHEALz2<*KT?L&*Di^CTn?CK;04giLN8gg`(cPY8LM2SEj|b7#)I
zcP4XZF7rroQ7U{zx!9=>dO@*TwPI^qsfq{)ih|l&TdTGf1<_KfUuo;3*7pPa{%fy&
z&Y5%e%)NW>+#US+<@d`y`^-6Kowe3~?S1xR?X`@h(^ctId^u7+7m8LNHGZ$6)kkbe
zgx36!Es3!6$Jm}y=a0Wx79>J0xYJ@mBGkpSQ_%&wppOsN1s(lf)8xb6$!b@rbSyd*
zo&Q15@0_r1bo!kn*hu}(GmYP+nDZE05+Q`o3kXNOIoW{SI_#2y!LWCnHYsEf7mK19
zrg>uWNHIrFV6@<k_3!<aLMhtrSW(~xs@+&E%^N5M#rlOw;cAnrmaqYp<-$UpkSmqu
zNzGay7cB&pNG_!%TV~9l0{v235^?A)8USiTP<uZ!T<vXXQP!XPE##boFqoSYew1dh
zPEjq%Nm4>#bz)DcM>tIIFf&MWqjuNw&j+>sh_No4+Y2dVq*{N__+1M0`vr-XU4zkY
zH|JB-hT}Q!1l82;Tp7{YL|}u+v~#PQxJp)y#nx0YMw=9ifw-gkCb(-6cHstN9u(CV
zZApZ+?iiyt+M~@mzRy}qfSTUH=)B!nEM0WwCVk(vVWGLxm;nWvJ8Vffhi1VZEQHfG
zR5A0lt<=|F!{C2Ux-0s@YkeDo^a*1DbwN5iS&$rxH5hVrCJqbWP^vkcE&I4J7Yb4j
z*phIL)O>)`hYxs$r|*$LwpjEE(cWUc)lH1jGseQ{qI4DlfH!cL3b<1+`lc}t3Pw-a
zl5mdE^lhTQmDnjJJ)>19c8w7kw|;c`^vc)0J_CqQuY<ypU;<XHEN2+MS^?sP-&!Ch
z`4jq448osT{q4p&(5(=Yd5)46L6s`7%=oQ}=9k)%a9#zLZuim@`T$=PSRSR($)o+Q
zB-*QRCq~nC+>52R)_H)@+G8xVE?P^HS)XeW#>eLx!Ez<jDvG;|xlvHuX-mR6iorx>
zq#GUl%6Rk}v#*QCFw>WP#xGUWp0_38T<vWKVTKeo1T8jPPhxvz>gr_%V#rt^T_9#5
zTchBJwvjPMN^|yB<F_k_yvde?b3|tBCExC9)492N{34_Akg+hjXv|Cs@9U5o1&fav
zzgxlLK3fvbv6#dAp!-YxHOk&bYKV1zo8G~wJZ&tNE-G{7PG`v%z8S=q0?m`g3@Fe%
zVN1d}G>iO(t5WMhKo{Yg+cY&yeb_r0sxcc}b&AgknzIHz#f(e}DQpzTp10L^n2_w3
zwj`WGHvK>uIh=2(<uJ`1UoDPZV_4322FnaA7B}*u0I|gQ)k@u2Y)is95PJ@n`g55I
zIYUDUS@_IwoLL^fAs<D<K06W79S$2}wnpZy=lKB4eyWKnMwc|3!BxhJ)NM%jB&$Lb
zShWzEfPW6$Y7wbcj%4Ac;%_*_To6LrLlI(9s8JC#(JB<77|{-6#uX#lYD>bo5v5MS
zN(`T6Gbk9VLe~t|U<2AI0i82uO#!;wmV|Sl+xCiG_FnU>igooe!}S(pfpp=Tg-$8O
z%=S_RFI}b#IqHY>4~^fhAo50A63!8sx83vl6Ta|?J`YL5vayb7i+dQG`;A4@#b!R{
zHN5@+n3T_((l&m?m<0u(zqTde9H7-ZPFBls3`FpRTE*+G6%dW0RKP}EID(dnJ@~my
zAylxjCF^CQ6NYAwGMryGR)j8`tFc8;N|Itpu-Fetkj$F}!NPwihywDz7&E4T{7<$d
zoP)fX2Z!8M!0y{3$0R^fGY{L#M1LvXawf>#<4A6Q6!KFc#0KzdV<qVtz-Bqrlv1Wj
zGLf5<Qgnvmtugt2)N)N6J$_-#reY31wI$))9Jbh-12(diiq)9E`Y6z2<49cSYH)jn
zy>ZZnen_me80Q)@tC+|_TN2JqWR{<oI#H@s(QL*C!A-6+gxifp(yiaKvDnRhs8qm{
z0?HQS*DIjB)Ru&EP|iL)(9gjW;;nVGl^*6k2C3IrL|u>;Cac6F4K(9zty+UTV>T49
zx@<`}2W!EON(BpKSf@z9;V_67w0BPwtJb$MRCQwkb)h;tiG(7|Az~RahXS{Piq!4K
zTqsDr!Ip$`q|V<`Of=4tbRgg)c4^<pb4L`h0NRP7ruPUV_+ewgbrD>aOczs)oTnN&
zPx+iHjpV(?94To2r7a2PXs+0j*hy2jWZ9IRwjXN17@UIa(bN|@yF57-1yuVf#`LSk
z;_G7Cj=VYDA^$0#fAU-={)5RqwUU0tm?;I;f3zjx9M*Y9doduP$=yUxsgzChm9k#p
z@+gQc?qSG&ZY-KEWb=|Iz*~yuTT{eaO7N!Q^AlqZ6ny^ImV|SBRy4&Yu?-=7Pk2aj
z)Qw57M6Mb`O#3Ou@SKgV#s|xrVu+|+MXZ1!iY&38$~Ey6JKLBg1=RVrB%Fh~<WQ-*
zdLoUyEELkD=y{j}!V(OopbH!*AvTkzaX$ljg|W!Gm2qjZB6$`Ae&!jAC5=2w1VZ1~
zml(67fVkO~gmVyQ$(%Y;2TJIXCf6CHtg%SCAk9wp4`3p==;PAV6EJQ3dIgkM*^+P$
z%2`KvvQ=VJ$RRUQS=pG}@-7Bw&{#ZOfEFa>6sp82<WH$PuQz5wf$9I)l5h^w(p}te
zklWe8)roBvT!0BMVY&(UZ(dz1<kHbDh|U8H-Up3^)&=i85yk;cG`LQcQ<)TVoGO)5
zdBL%Q;a?c@qG0%Ewj`Wmcz#O^SBqFo>4aC!L{ZdxgmL_`vEaHmCR*S~A)Am~6HF^W
ze$kj21;{Vhl5h^>6^NXLOf25XbYH(8VfGYKX`MPbHh>=+D@@k_w#ZB`zQm$OW0r7B
zv5+4cbE{a$_iafyw-7ZMPsBxAz03$MxX9J8qDihE1(A8iZ&whRZA-#ABD42Wh7F{$
zBF`=E>_nT|W;ZY@ml+GCTd(H8D}%X02Q<Z99JMXI#Q6ORE*II7aE{B&AkOFk4DHgf
zah!6M5qY(-IJ$_mg|S8ZnIEN^TyOkx1&&wPlF)|3dXM~Mh9R+KSG0OG{LUEMYAk~;
z22+x(`cyinR)$-QU#n>U_XLU4virR~|HtF8qkq{Ud@PY_g?3!QCq7J<&a;Pbc%goM
zRN<P>Fc|M=k@g|1!pd8QZW?OOzm48I4K4@Aa#eOM8p^*Nzg<7XEJZIxzE06g{DOOJ
z)&455l<&l!`pymvHOrNbzTUi7#ClJMAKk1&E+YCXy&c(7rbF&{-dBR#a|gu=*l^*R
zT>n6^Ybc)vwX5%YcKVoz?4;=4rHz90E^WNQBua&@rLIp_1h9xMOTadyl;^2e`2Wz*
zCxU{~p8Tn;YD53^ciWN(+mm;)1&wx4ftMdHVd0)k9?OrkY_K^|tYv8ZJkgaaid|G*
z(JS|0#$iojD<&SgaVr*&vWRU5@1Q<}j+49I<F`j^i^KP@5j}0JVqGJ;77o>LBp~Za
z7kFt!swgF8PWdWIb&-Z}BWs8}i&#UVLmt0dZ9Jbe7D8z}pRgt2+|=gmFZZO2xf`h|
zC6g2W<&Et@z3Ckc@0d-ldfwQ06!0Zr7JMnK!1K0x4O@X<+LCY%&9W_+wWqbIM7j$u
zGxB>^^lD|a3PrDaqEtRsiLJ<JKEv>x?+iX#+RmoLx|-l!HtEcJ%I96JYD<hcQmWcw
zTM}_RO+I~+i!jI=_m(V3gj_fZSTl2rj8x;t`-@a|<tkgsVPmE0w&QKIU{0ZpTE`!J
zneodNqu6Il!Z{o-Iodmr*uy>CgI*7!)l?`8NPGHNI<dcuPdx%d(tZf|LL9oGhP6E2
zAB9ZQxxzp!+`uW)VyI6Vt4bH@%dkj0(4^A`Q8BsAqEe@uY=K1;A7~a;Z7XWVj4EbP
zwk6@*ES5Fcg75OOIzfBK(q-C_(vwK%`eMU=&1V?qcN&YX3-dB;MD^_$0Lr~=4Xk5?
z3f3hU;VSOk#vCbl-epU|IiBrWcqVqm<`48AV^lwFtN>k9+qF<l<(f=BeA1XH1=xpe
zNjL{~(hj+v5gl2DKQl1jHWok^n90~U!z(IkmHId1w<?<dmMsbAns2|726*TS%lRSU
zw#8pZ`AfRc<6&Vwij4kajNGJ)U5#;8CVN-{|C`7Xh>xC}8u2Ai8q4v<Tq($owI$&k
z*-H<4C(4K%imx1{((2AtMH!x;86;mOcP8>9jDk$jm{dpKQ=-K9uQpbbZq2<6O{$br
zq~(%wlH)JSi4*|vNsO98Yq#K)#*8W^vD}t~bCcM03MR1{^TjZltXECv;z0#RkuICd
z0b>>Fn#-<JF&E6NmdO#4RiHE{dyTnPZ0BlQ63%VsrSe0;lU%3RqMRx*wvwu`vUIKF
za{r?uq#ccR<pyJ3727D<lKB78Hr{TmEM40em&|3?slCKIjbEq$e1|Ow=K!C*zrRYm
zf&BUH{&YEwPyvb??J)OomHmXVh`O*WOv+6_;8DzVH}I&m)E_ryLjmgnTN2K}TD2c5
z5TX|>0&G%K-D=${+Nn2rkl}pBSP8mtUXY|^DItXjxCtqcrctckDN9poW&EZwUkbiY
z*^+RM?~0a{akxI3_EU`PxJz6O*jBWzs3Y{R&M@XlLG^{-T2xcW3*nU!=8QrcA#rtM
z0I!jnUBhP?;dWzf>ek&g@Y#*XA_n6I&GRy2))b(Z+LCZyeGS2iEG!v5%RuijR)sFm
z)D>E<w!XWJU#P&h)0V{V9(?`AsxX0Xg9=}t@e39B^0p+L!<XEDqKNP<Sxksw^Gfrz
z!Dz2Y>j|!DL&jq3LUn$!bfSnLELjn*zr{kI3gugk8B(BplPwA7P_EpPWhbt38BqFb
zWa7J7Eh8v1eKji{JU;rPfEql<us&q00$o^FCDTHNlt(gz>wM(*;md%OrHIeeuY&tA
zW407<@3ST05M1fEI_@yWEm7e3C&uJy!Fm20@W*WQI-PJG)^%UCKI(7k|Je8`^&K?7
zZL5L*!kdM2Y5o)NePYMZ|2=WObPSd32@l-KiRPKq8-8z;$;917*Usi7Y5WA$q}GQ?
z)1@_pYsXL8>LT<5d%~8)i*8VJHq(IT)D3Eppp(x3DSU#-8TuY}eEu^&e1H#s$%hY$
zgT$ekK`s5BZ%~pwGlSxXTo@Gf{F=nWZnG6Ww4mv>Bwln2x_Xo>=%B3znpw~tFD#Qy
zl4Q@!g7_g<7PL|Qs9k9*d}u-2ZArZ77Ie!fS<vma8fa!g|NGo>X+e@bGYjH}Tv^aX
zss;U?t?;1*y~dWri*7*=jgkd@+ExS2EU3JsU0RT2&&-1OAy*c(NwuJl*$N+8(0#Tf
zUUUok!6;eK&ulf&%!2-D>Pl%rl07pE;)h&W(8a0+eb-j_(1QNcmV`qK;_Z7IcS=_x
zgtgiM7h{pg7}+H#!2nOIY^P0jh%3RHt+4wUv%%4!oFxq&CoR9!)!M{GN#A`4F|QCm
zPsm2`ASvMhPrYPGwqPj=d#Fja+MUbBoH2&}<v)x*eLfshC5?Gi2I&b~63#7Q5{=Pm
zQYs2=_%q{mwXp!Y<60z9q;V~App0g(G=8h1`R%qOoNIpdq5gubg|y#nI|X$_aDl`A
zycZ^r5{HpysmV?>vqu@hqOl@$5lkg3z9hj8H3~=&%zlZfFi6rOXUj2T&J>h;ZAmys
zdGd~vUOAJ)Hq>YZYxte<xx-ilU3{j%G1})rsbX(7eyyVXx-ALk%3tp*Kd}xemOS>J
zt@S64BSu-NR*```5?=9m4!IRXY~v_OHUt>X2aJ`X3+MU(&eS@ZSSFWXOfILSP%;h(
zHvKjTrNI7CWA+r-KWt0FIqa7Pu&>{YJ>bV^6=8tdSS-N!!E>{SztmqSmBk7}W0-@+
z8Rq&aQDQ@Q%2-XhhHz<U2<x$to5W0!m?>IkqHV%r%{~xwgg63UGv-sVh_Bj`aBdN6
z1B=*zhJe0SYzHFkCq-Arx7Pn$HTm9}KhD^{V5|^b?AM0aZ%B#HFC$K$UHZ~SR-c-0
z8UK|ra|+-;w<Qq=++<uQxd^uy?-v=$El7l1?6FO9PF!Hg;j`l~VyI4xEM#GMN=8g+
z6&1re%FfQCh-i}7uyHd&gqQjnmcW(mvxpXcFqiG&z_)u44g=@Gro_m%E<Y9Qv)OLC
zY;*=^q?P)VbTQLgDi`5wI@G&Vf)@_1E;N3ZVukAjiI(bb&yTwPXB{Y{;oe2=2NYWd
zNJLawZ*rYAdyTQQ%^L(ovvq``C7y(%CGnI3Pl~b+8NXgp_JQG*-BQ>2*R`r0x3;<<
zCWsdJNoRwsSL|E2IjZs2x3S_+7)!3J_yyRF!r8N99IEQC8Z)7&{{~wUVOv+UB@wo`
zYy_v&;_ek(jJmlT+le~q4|m`?B7z81HYZLgxWH-z73%j8ex#dP+X96kpeh!%z|;C>
zHtIh&MpD<Pdy{C}QobHB%3wVrkcoBN0)!nR9U>`2sV_x36e*e2N^*~}P)a3vuPuqN
zk~lKYcA9PTCnfm<;s<=7<dQHf8So)$Tl$Z&Vf?+Z0(1>yrI@V?BoLn)UxH}J3KiMU
z8*`-~`#D<@&XJwZ^Qe_-N1;>!vbAD{Ce@=jwz`Q?`+>1=x~QEc=U7qch`V9@hrVmf
zgM!h2+LCaNk)i8#WG2AySw?iuOB{8i>!<9W-)7930`zoS62E&uZ!%VeZq;qERq;aO
z7b@_rvnAmizLkfNsL@a3D?%Kf6f-o(y-Zbf@36&&J0#KO)!;d<pRY7lfi7&TkiMnQ
z^Aq^83}RA-WkA;|ltCgBj)|`|W=jG0h%E`{;7+3t<<;p-sVkR`eIBEi7^2r13!)3r
zbn#Kl`<y5!yw>>53JL?ZB%Gr#f4f)C9mi1mxQ86sGH^~}U9>*6x`~l_pRsVd$WTV}
zfICzb5!ENvWW)A*j9E}1dY3H;=MZ6qPzat_A4R3%cLw5bjYZG}f>sV$`AxQneb)H3
zit-<`C2{(czoCWlHw>}z|JzsubLBVL;PssGYZc{x$CkwDQ~rf5lz*XA{>+!U>R*SJ
z-^4|Jn(=ED<xjRH;avGE>HFO0!7+@dBCt>@H)kPbUbTYgL4MO51;^kyt~ncwRiImQ
zR*5e=$sprrW`oUHStLKKApB1tgG46me62NRO93}!OTsz0^Y>SK5gMJ7qG49EY4*cb
zH!*BSjfK;N?JSwwp1H$(q0gOy(P3jA6pUVGOTsxuX9X!uuA)&6Dk8iu%ej-$>eliu
zM(H)i;_0HaAWU)6%lyIjK=7x)bkdj!1*V!U3Fj~wP6(a)WYW8hRiO)Mix>d!G=8B1
z-`%z(oWr-&?_Hyr@s6j9Slq$X0$Rsl^(f}Br}F^Uz0Vj6tqW8#=#Tqc2Z43`wVEdJ
zgg<S}kAmYTZAm!CQEO{|r1EJ!!ASmxvDmsuS_T97wlPBrl>cT+!a0-%oBAVw8a&6a
zPQBdKu;G+~0ZcMxO96MhEeYq~nz^h;@HKmsA?`3%gl^3}Rd4sz#+)fAue2rM9A&Xk
zohebaGVCJ~F<MUKs=WwO%$cs(>k>}O(ax;?V~p-0V+H7<%j?^|1RSk}BtZCKnX5}U
z){+DgmT=^Fz?drq*}b+ToFjYw-k2Y?a5EJ?vx#8)M-)}PM;Or)#)9i2x(rD&qpr~*
z=j=I44)iLTRb!46G;gpa;T%nb1JBkn<oixNUP{DF3DdeUxr2li$gF~5HwxKOUo_Xo
z@tk)e3i2sYV(kCeSWUXvUkcwmmQ%$4WjSdtpp=t}QqELkUJfCqQorAB%%@@zciNJ0
zZV~ejz(0%Ptz*goW<k3pgxh%JOWf)v#_?0e!s+68RuZeFA$P$pGqu)!!k7mIqmSE?
zaE{TrJEd1q8XFh}XtUrU-noLbNafgC>InBTV*hR|sxD%SlfDO(;FY!m4xh&I8Dmxy
z;J#@~!Z~oW_fp*bhz&<u(PlR=L=&%YHC93PXbOcN<w|Mv#u>j~!Q~8F63%g1va<|V
zMz2^c4A7i-Hc`pIT+#gb#v7Xh(zu^dyTDjv-HNp|i4T_KncPdVs8@pLz^Sjv3{bl<
zI|_))Y)Lo=@jQPf51kg;;D;Cn$OK*vz>L<k5$|RI_Zy3=3t%Fc!$aqTcIqK6f#BB%
zQvImyF=j@AZ<j3z=kU$ki*Li;^htcngdIoWQm!&Q6=QL9;Xwv>@Y9z**&2?1<CiON
z^x2Yd4#y=Fa=;%L?8OplMW$QKCU)>TaOm7j!-Q>OuzwQ$ktlGdK!+iIo3V;?A>N#%
z5g=p~g92J6uEf`gLl<cpBJgy8kWnHT4*G|T*;I_-t+phb8^bQO-{Sj<!D|e8cT?FM
zcFj|wPNW}`zCyTwG3Cy3x_AtsWSaWHk0M<*mPd?LsB0`&HR&b!E@_oiOa=Z0VOZTl
z1HormZPp($W?C_wkJ*xNZaNE*xxI?~oX0q4^J<xE7a2WbbAQ9#$l(5~v5>mpE~MP)
zg3A<VXXXUFf=Q*OKW)s00@staB%H%FUDR};3N(z-raX3yK{<1at8vK;u5ke`3J_zA
zU#$S~{BJD~GY(aAg#uR{1&R1YhGK=WK6LBH%p|^(g#uR*;zq&ZeB*a3SS+z6;k;7p
zJW4s|vn5Q3W-v&E(-?+^?Uh;=roFMdOU|AOU%BJyLd~nJWXC!9!}NOilS7ZTFc3>j
zKUzc?``yOM)5U%}l2l{6CP|+Pq(^S@K=`2dgvc`_d`dXnMP*kF<|<=`6@%GfOTxLq
z%-dNj1Nt&Nwu-s_n(x0BnL}-H55rk97EKq<`IwLsykTt9$eU853&t!c0Of2+I0tCP
z(Q>-KpK2~5z{HaZ#4j==e`G9-E+jLPCnPs;N^P1R;4Q}QR<QU(TN2K(Si47wRzeHL
zs}mxNQpW4ACVDY5!t-&tawXPpG=H4&e9%}Sx_GWlf>+GM!*exA`%V&J@*Cd{5-8;h
zloB0HwRODTm^lUTkJyrM4*2rD2*6p+VWdc|b_HzaqZGz_OPKu{Se@8X>#1S?`}&Kb
zolo6|7~F3d3$F|Aax5b=_rm2)a*u3h#C<9)m`{Our9J(+F-r=h|6)tRIiwo_Y0%Z-
zii`CGPJc$TLpsTMENL*{zcE&gF5njt;DKyhhXdJYR!BGO!LN;3R1Dx3wj`Vzz>I@l
zC6}$CPK(*WXx)upWXO_RU5y-PV!5BW;r$+JWlR{qTfyR7TN2K(n0hEjj#r6Hx)O`#
z8@a+LTxl$ZZpE3Fl%7(852ZcaZv0{ef-SZroI{W}jHyp@pg`Zhj4-1Z7s027=8sF2
zoEi^g<l7mnW5xpOg0)0!mGU{}ksQ2Z8aY-F>^0^_LC~`$;T*w*YOnM_xzttg`eJLr
z!`;ZJz1dhuUDOse>1o0}hPhPmsvGm6;B~t#3Fmmt-<dn<&&2p<tSm;gx`}c6sIhRm
zIGu%9^u(Q*Drw|S!RW)rJSZ65YfHj8M)S6&E4d6J@xl`rokH}g5{ItY9_=f%xQ7w?
znz3lQ2+dD+5pT4Gt(Q7=;4M`-o>hAeUo~by0q85XB%A}Zm_A#8WHlVMcVaIT0+9i)
zErlM$N3QnvMUfimW`^un#=`1CwwOOz$FuOs?)I5Yr2}S_y7hBoRut%dVoSm~bZt8_
zrDCaX0Pg8GHmO$XWrpXxZLT`uvy$jN1ROQ5Oy?NCT|wk*TN2I@nY9gbJ{;SxX-n7S
zI%BfUSR~ylGdoH1P#he#WeazO@#_^(USdnaIVg+vm9Qa2Eb>xAm)MprWSY;<4|^vA
z)nhECE>Pzri{Mi(M&mn_!U|Hzr_!=zjTuoOOWTrg4%v!uZb@uNkd;Y90;7R0R@Z1m
z73-F3KgCe~fwB0yP_{SBA5|K<79t8*gntFrL1U&ASYK~T!a1xne0NR2t3)-3Uu2Lz
zWGsv>NHYUxOmqN=8wHCG8oyh?;xBATILG4rhMXu=y%>@Ng2s1w*j{klD_6a2wD+g?
z2;=t8#)9kOwk+9@_=LV_3||WFJYBTjA~{#k{IW4e3YuTECE*;+jsEI0rULo_T@JmF
zcC<95GCYhqz5#9P;VkR8hUICmyfO-}B@M>=XU3}0#rwiw^*WR-6^O=Bh>`fj7Y*^H
zA(~p5e{9U40{;(fNjQgpVGuWFTZwW3A@71;qoWuPcOwJ2XuGS?!J;sFOeWw`)?O8_
z1;%_Rc+ImV;T*3EvCdsCHEhFdfDP;3@T@NTA&>$$+E{1Djs#<Txv^q&E9=H27QB7Q
z#EeP<)Q}AR)PZDydu)?kE0-B_sGxs|EeYr7FBt~yW<4W~`x)1avB<i(F2yL)Z&*Yx
zwh_lx{ijzOv!j4`y)6mnAg*bwqyFYhF+kalg~*;_$4+EC5KazF`nskMGrYGMD?=CF
z4#2C{O93?I4j@gco26;lT;FQUn}YQ%wj`Wmy|AIe%6_sO$;2Av;cjFM|H@cMT?`jB
zR#Dj}mfJF#G_W5q=0m~j{k9~W<2AdnZZ>OCo87?pe92fSU3}(5>R78b^B;`gui)}`
zwj`Y6vRK6>A!5WFply(`x-`<wjMtBhh1JFDye4?1L_C;&=2j{`+z<9Y#=I!leb1JJ
zbL=h}9y{^nqj`j3H-Fg@VXV*E;c95IX#}jrmyqTfM%>sn*O*7e24>lkaBc(Z4|*rC
zD(J7dH+&UQBRb&NsoF?%_-R9cvA@(<DZ2H113bs1RLuq~$c2?@=o__aw=Xv4Pr-eo
zEeYqi&xK=*$fPS8YpUhS8h-Oz7`skm!E~{kN6s)J!jov2sfIRP!N1O!0|lLz+mdjO
z&g^ij5_UGwPMp}bqh>cSGQV#ulrA!}8@3Q(hXZk?&hgxA{CWkJn`}uqgrz+%(pOI3
zf|;D|9JWUz#7H9A5XP=C8h<Wi$$tZRWmn!Zbkk6K{%zxtMRoCYU8O>{GSG*^Yp%U1
zdiJWrLw>4R@zRlQZrqQAEVb{&3-TYb)!~1E(|jlX)OU6qsd(i|M_+Fqd&0e9$6+s>
z!4}}2j=kdOi7-WUo-JiM_OSmyt;<$AD4pVljcaoK1I4bPd>YiQ{--N8%5=1>5|eC`
zx(3>w#5W6jF$6rRP{XN{(UT^@{_e5W*E@qWyYICn;m~Z^Y8N)-4Bm3+(Ee6AgX_cH
z$aeLVv5>mpElQRtv$5!wA)jQW)UfYHZDzh^%!ks<eASkObG+I`HXpxBCNn;Vd7cwH
zZm2a|E7yOFv3$W;0lHYWbH*P?Ai7@+Y{NFHAmOA6?5~WOQh@!rEeYqqE*5*?XxoVo
zF4s)#bEp-n@xk&4H#3M!ce)xtok#QjURiP*0g}0uiVp|N=Na>&V0Vr!3Fp|&6(JP@
zl{Bk>&2M3xb{Y$&TiNDufQ2|`3Od`2IZ)8K!j^<{bYgAa9{PYZeC9Np%wZm56!XRk
z&_yxUWX8XMsbQMT9%H5yV6(O);=r18>m(Op9`bb})vN`Hkc&08*=mW4T37ya<Iw%B
zwn||?(BeXS{&g*`<Zo?tL3Hi6Vlzq}J?F%_M2Ql^Q2*LX_#Nxj*ld)h9n)T7KT>5<
zP~T07_P$)UnCt1Su3Vj1zjl2zr&j)KypB!veKANE;mY+x`E&Vj9v_zQAt?^cO_elK
zp91fL-cq@k?(>Fvmojkm$z`wGD|_%ukomjbWBf`<X%=lzLJW>hgz8E6U>AL_r1&mD
zu_Ykwqn>bn|ADfX?!(TT%?aUR3RL{*F@&sz>kR^B)oAMnvMovBX(NQ#2aQe7yTqJn
z36mB`K2j<bVxRO;r_NA+)>!YFP}lcTq+X$ql<;IN6;uAanp6jZR#G=F&<3q03T>p)
zInkFF%77;qDMQxykAh$3{4rzBC5eXv5|3Jvs825BD%H+h)$5bS_K2X=(xj{_`KpGl
zJG(UHD#A|C?W1&zWKDfuwYQXwnTyGTtk3^6R)(%6T!1OnAPj;pg#b8|0#iaPg@W_{
zHRemf`QI6xR&Dd>Hw7!O=$|R)`pGL<>~o66$7>!7Px~nbY|53<?)#{<(sk-k1pEt!
z<tYDwtBzVLCmJ)Qpf%2x#It~zRda?Q(Xu+)esV86fS7fO^vcBM=HUzy?fdr}T1lT{
zniL;)>Fd-;v6O3!6{TBaFHTb6JM5}z8rdL)_Be&+oaWbCtbm2h^aaLDDhAPROTxK9
zTp|pjYvty|mTZ>VVt-8TH+Lew$;j4l3Ut^M4jQXS*AzCfDRiaMLc)|XA%h4mdX})?
zm`BAD_SlkeZV4%237OCmcs%H5k{h-yFnpE~KW?lFUBp*2;u#-t9#3k+Trp-$fw|w7
zgmah|3z)Nj`9K<u^`a}*k6}!%kf0Vbx~enM%?#u_jD^(&@>~Woo9ZWCMTd)d#Sh?B
zsy%F~-)78-g4~cT3FpXd7RY%(Zfh=GL3j)47LNdqh|5*#?v8h>t6rwJm_vO1SkL-Y
z2r=T18Y@W`@k<zSFV)p3V=9m_-sx_TQL%<cjJZ^-;UQZR&aGj$u!e3}Lt<OGR3UpP
z<dEft`s?Wm2I#@)DpV1+#PdhKk5YIvL;`PIM6Hi1Www`Rjn$}YFITa>Ag*~#2`N;O
zPzk9}3I0ccbkHOkdf1r!t1;7x`8;h)!nyfy%icp@dn_0aR4^z<Gz(036q=+;8tG;R
zdBRn$MsxBr(1Xg)ywZq{cuk44PD;f;)0h(lxiPjR;>d*)x+9NnnTz_=u37;(2Rmts
zM$XRg_}`pXK4fQv2_D-KC1Raqj`fsFHTZ@glap5#n*^fWh!*#-*=#b_v~Jr#@lbr;
zQVqN*_Hv;y3yQt0vnAmipru$z6&skurvckxkvR@?l-P`qBu--fJ=Q(Yd4QpNrLoYu
z&?SRySHv}Kg$=kyk|)Wvg5$Nu{3tjcu_fUg$BjEnWlS%N@i@|aX8>vufo-y0A%`8p
z1KfPmBt3WO%Oxx&#N&Kf(qOb-XRI1sv@c3xYzEoH-q%nz#BO8RxVb0UcnILjrWn9$
zjagI-V8E7ya|2j%sMK9Okw(uAj$Vl(GFl?ZSFVVZONFMvxi#)*VBcpfvM#VolNHIc
z0FHUami9)T6%gNJ%#H%$yKG6sLA3bduEM)nue^R|K_cYh9kxpc#06G#|K{|r=x#m=
z-^av;i#8|VV2$X}jZO$;v`A-GMW;r5eBv$}jbo5}YND^ir(;ld;0ji9*YRNkA2#w~
zlQ=XtPSS+tO74@!uVe$Pw_M46g3&mA%Qv$Q6e!yjP2Q0^Dj<pW$eLVdn|<C`c1?BH
zXD9oKC(*_ePbu&uEADskQhxm}jbATG{3sytGfNWclIV{GrBPplp{PEsLWd^~A+owB
zG8nIqBBuQmD{|?s=wNKrstuObf<<ncQH=!;ulW3@)~o2AXUvp>?m4z37U4lwjU!ms
z?h2xl@MHse*w|X+RW>6mJU-f(mpO<vNs$+@$r#)Gah7JMu|jk!?Al})lq4z<BE@6w
z1pRVMu&_Xpfp}P*w;4010Dgrn3Fm-cOxXn!!A^P6)>4k0US#FKo&nwnisjVRa!rjs
zfMQK0TCwfPumR+a6{Kqb7mM72!BRQ5+>}R0O30f>X(^SL)M)>KSZYygevdJeiXmie
zNjNuzE$Hls-DI?89y*Gkn=WV8#4fXR0=?cAy`QK>i~>D2jW-#qOxHBF2K&@#2|biK
zoS_r@*V2>_)|WY!c0e_fKQLxjF_J-B63&gJZA+z6>l6Mo6*$dhV^QtZ%M9Ut#scX=
zI4cP^VV@&7u7M+|&anOdkn!6UL_TOs!Z{*~cbx3UGzu@7aCm!aqWyKXXq_DCW=87?
zV_|jCIuF790&Zn!dune3ZWZkQ*_amvyD!_4aEP7Ui<lf9JTdZ#BB=EQ!}v=fx3X_>
zcH>UP>$;E{=BDUg#b!4&4r~4WiDR!e?VK|-^>OHW!#j9Xb|_vH*`YZ5zbE@cFd=+6
zYcYBwhYcgxu;^ekY+NJ_t8LQHY>hG;BL3KxghRXL&5Emo&2Q*9Cc4X|zC@a)>ATWh
zIgBO-5?M^2lyhA*nih}Rx7nj?=xdA(QMbKHg`420gGiFV8LvSSWLs{KL}|S)Fy>5Y
zz1nR_I7d0PtC;mLM#v%&r<ly$MJ3L#nb_{@1+%;Dxm-3D)Y9--#`&PJDs*vPjfI*(
z7BR`23uOs0_OdC6qE_bp#*8U2@3AG}9OmTS^vPUbtq+r-$FP#oTPh*%JZ3-9h?AE_
z``$e}V&G~$!H^y|7F!q6rI_Fmd}Gbj=Q~A7=9%wQU!h4)v0}`Q0%X4}3Fko0*@ESk
z69@*=Fy4<gzD@67px$9DmM&0plj#)rf)h&xOJ{y^dZj6Sn=u0lG()x|oI|rp%&m#M
zC*kS>Z!p=K9`Gv9-h4MXFJrzcmieQ7ga=myk1>po8mmATMog&EbQ<Sw3C7D6(U^9T
z4CI_F1W=%T#F!}s+J|gOIEQxb-gLQ#!dWB^gdL!0wQGJ01NN-3V7h=|&#~mJu|uPN
z-2T;=0|lL@ZAmysXTdgP3l(YL08nd$THnSfP1tQZ6w*a$0Yab!91aiEnZ`^gK#j2_
z;T)*8pdCEitR0*oF0Y{MeWHzFSXLQ}qYKLnIAsmnrmZl3wF1WZwj`W`k%TiAN0ktL
zK;d*bJU&ZWJrRd&pRv%okS!r+tVXWMA7=y<cN=q~pm>!n3Fj!D@2CBM%j}U#x(ADU
z-H8B3|7+bi^HX2i@{xE)qiig;E{;os1R=n$Mto}kSu$ov0kU9A!a0z$x0h(o8=}mK
zkcgRTVIbPUXm$g)karmir3=%XWR|!}A<A6Hl~igtHUCG(?^keni!BM~xO4=SNq&~Z
zED3K-43<$FoQtBMrNq-g`#93GjOW9~%Fx9#75(Cgetm4gv|$BJ?M6Om%$b7p{k9~W
zBRw+&RiG9{Qn|`leal!JU98#~;;?m5KShP(8^$kJ;P|>N3HNaDrcbJ4&ESY%WjMy}
zan*-!OA3F2a44+8@f%xRhRXrJwk6>lj?4Epx{9G=kwBanxO*oGaIP%Ur>o*sDws^H
zBo1SnUp74;8oQ%jwkXb`wds_pG2F|Y!F@&4wG8s6SYCLUvAii?-c*(46{c|_kXQLk
zCXJa@YHPxlgmd#)+}z7n?ABKT8jo}{gL}2Hu)0m_;wE{%X$6~5ZisOl_HeE=W<`N+
zyDbUl&@~HT92qb)yMZAp8VjWh(J(QNLs*U(zg~f**Or7sSZre)-yvjCd<8}dTYSnf
zj^AOc!!}GQ3J-$(EGmik#0OJn%hi7t$HnTuaeU&?<lby6Yxs??+mdi-a=hffoKh?c
ze-+B*OFge$l=6|j>NKr@9soA$#kcV5KEy4?XN`r|Z8270k`=)R$Pt_}{8D=^5>^uT
zG`WB!L*`!jFh6F@lhTYlYD>a7rspz*VqWMV`Ir@Zkf6CNbCO1TWh30n2tH>lsxE?y
zF}X+PCgy_5A+NE-SYc)Sjxj3=aL?M3a1PvXF~B3A=izQ-$foUeH7e2x79Qd?*_aOn
zuL-s!oa41<C%H(GuM{>mhf@h+oEoiW!`{h=tu+=?x00Qc6b?}235Bi9vB@8GOq()h
zM1gFTEeYq4#ex+xXbnLkM=8GhVPgg8f*A`|%xE^az$?Lu!@Bq~W2O{f_t}zg4(wb%
zX6&I%?iePoMIhg3C2W2R*S?d+g6RS_FX@MGtuSX|HbJd+HDeAGbjr3QoTD>m8$}r|
z=PKw{iv1{PG^5}&y@RoNr?FVN*vv%-(&sDKPozR~w=n|>G<VsOa1PBh?)dX&p(rNN
zOAN-RjRnyKV|tQ1@sbm%!m#=Jr16^-6dtxE;T#1A=_$T#EUYe4y6GuG?EcM|7X`a-
z*^+RMUGv-%kq&$FTewC|+UKgPK74wL5S{VH94P3FwI$&komh{L7m<v6e8W7(D6TeE
zfNpJz_4s&AO0UPa(wHd)*yXk)oCCZ65O#<cyoAikOk=QIp-{uV4lG+W4={}k0<mFQ
z%Vqpgr_N?_z*wESX0kt75&B3;eb87h)JLjmBx+^v^sue~dyRQltm$f763(ruEj|>C
zc7@c-jAzwYAYD9XNoRntrmG#(8;swsAX2m?;U1BAn;Sz!xy*>X-B=)fMB;6)ipZVD
zZ&whx!<K||MCQEQqa9<MV@0|YMnP$M2jlVyW3hB`nVTH&C^j3XJCV(w3eCrj8Bm~k
zz?Ot_Xr{qcP0U1Q(v{fe{^%tJ;~8T?bitUOq$PElYZRPF6^4DyZyLW@LE$M|63$VW
zK`8KtM8zR~k&zg;-&OB_ra*!x2%BSZhVi=<EMEAn#p3Lvk=*JnH_r`oA0yOmtR>yL
zvM}jqbfP*l!bZAf#%w5HEwv@#yy8sZkGWcD8ZR&$dyIw9g=4Dp_iJ8Rb{W4{(f>|c
z63+E6+NSPY8MS1a@&SooWE}d9h0(=<8!o|3i;qa3@w*i)^0p+LW3f_>Yst4kcxF^e
zh2!LHiAExk?kd3nlOh=u;(JOBo?`@uj8&kE;3|JC8v19j48q?|$RPH_kqosvk9=f|
z_?Q3ic(??GU4^$A^QWNvCR-BDQJ!}+SMBA9Y%S*?THM3vJ!CAJE_(BmB7D}!gPo5V
zv!DQUpDhXJ0Ik{*9q6o16iX*~@d`mvN`--9sV|4!r`@?&+8UDw8Oo=Pm7ojds$^_f
zgj|v*c%=*RPy!)RB!t8!tbb1$v!%fMge{3Uye2+@%tf<A1{?|3oK`+$=btSDyynLo
zppJh2Z%=Pb<XJmTdgV+Gj_WcM@21FrJ--D(i`fY03;xpiKSd*a(@=YU8%H(X!G|mP
zu!|47#i6+ol7O0_j^`M^QbOA@)Nvat`SgW4zF<Gx*V1K59^8{i=laB+TKZ6Xf!?dV
zNN++hha;M=8$HPoZ8FxECPeksNpvfGIgmcK4+#pp#m733182EPO2{Fr`Eszsj9qBV
zm?V)3NUXCYp$1M~BPfk};N%^CO-iiWoKWJwakOiHlAU(QpetRup_WFFTG#?o`SMPg
zs11w~O$OmQV-4zB#|~`W<yIuM4$BL%NPrwv+ZUZS%OD_(6rJu4L|4q_<;EN<W^;`#
zi6eNB_2$T4HU##vzNNkJR8hkWe`L|viUP}Yv$0xqZGpn*Nn2Ro$`*LesX;6S`J0US
zQ;@&WmP8!+usbmFCy%*k*0ta-k2$S;$j)?IiS7{(=0AUWyB4dq^do^b;>2xFSJPo4
zFWN(}H%%WzFCm=p@MVm&dif*hJ+PTRY%FneGbPEJ_Brz5H|jy-cPS=!KkNDQ^)99%
z{6>&HDWb%B^b)J{Nn;T;)mfh&$%y0+6+-1cVf<!Ax&LfSBCJ4PW_$)<Un_4JqE77F
z(3wTt)3@V*v>mT&b>Y@l7ycLz)@S)<oG8_*a2SklhiP)1@p#@?BwajaC-IpTdvH?$
zPg0{HD8Dp*y#mV5Y)Lo=<(va$uMB7BTm@<0IOJNGZ!KC?hQF1eTJo~!GR(-I0$r$(
zKCqEfxtrY245wD5#m1Z{s4cQ3p^aL*ZC#>BPY8EX!<HYUDySr?CrXJ7!jG0QlL80f
zYAhSv$hR|mJB%gPg>Q*iMPrVUdH`D}PLxuTW040q2+|N%ysgIEC=gyQNaRo7rzX{y
z9Vy5iKp*oG!p8UIZsf3`*b^wSUPd~qhR-r&-Ns7Ng=|eSh+~K(oxUuh;x)=bBizOe
zo*{l2W7ZV>UTsSvtb*6G35@pFtj+J7`CpJ|W2s(dxZY?ikS<)a5O+az7lSwpYNL3Y
z@!J(dZnY&5N5rC!PaSktBiCyS5+N5O^m445=6MI{b6Q4+{xGHPE)_~W$R8B7ju!W@
zY!4f2Sl2}6C&i~8ym2aJpEn6|SaTmVW<jx&`vr;9*z(RgFi`Eqz8IO95W8WcI&X5F
z_5BTFVRiM5Y-xfgY^O$3igdu>NzwJ!jbE?m`d@5Ggtg(H7_QN7CC@ri@w#gW{>s=C
za$T4mRjNbFyBMI~7>lP1(1K)5@RyP}h5RWn{o0rb1*Tuvl8D1((e8y!Cs#}h5+N6|
z>AVTUz52vz30Z7CZ|IMPnhq8X)<Gtq=ZZe;keGp~Po(ZFnacG;?fdGJDw$p{TSL_H
zHw@vd>fu{Q)rrm~SG|+fu2Sh3oqF|YxnibJ%X;0p0zaMKbP(T-OX$y~_~X?lAvQYV
z-6IRf)xW{N`ov6H<n$S;w{7XdKv1{{a9?$(KBb&K;a|^h!SnTTJ%v)&(CzgJy}2yn
z<PQzjr^{E$A8xNtLZ;&`46L$4yD_6u%~iolsffUYgKQO{+C&tOeIkO#J~nr$-Boy%
zON~wmdUveF2?Yw%+|xpZM@V}|N6_BZgWmBRVyvTg8+3zZ3blh?C5>$cw7erei@6&R
z`bh-Jkl~NE6nZ=~4l#XSZ>;aV|8ZtBh3Bs#0VwCni=pdD8Dv{S^wo82z4B~*<ZMIa
z>_TxiN8Z`k-;Uh25ogUTzMrHm)1NB+IZl60(w`ggXSfQmO6<iy==I3u2HFmCsMar1
zQeT6>639g=JHC||R5ydNS=IQhhU%h-o;S77^B<8;?;Js=sqG$?jwuw(VKkK3JhP)%
zL3&W^x!LQX%aWCm?n}r3K$E=D7Uz$Dx72#EQ0o*l&=ty`3UQko@L!W+KRkkB7i`b<
zAxR@NOIbPx-~g1ZA+#Qn>O^(;!0(n0FA+MN?6)avqo>@)1XsC{2~Me%Y1Ux;9qIe;
z>CYGG&zI=WSMX=Jwqo9P&+88sCwya$>HcdV@;lHh%=DM*DztRJft%+E4dvJk)G+U>
z^9@{%-N5Y&-@xVA4b<fL6k0Vu|3xr;m;QX8{`?R9`Ct0;WBT(``tx)A84kqrk3ycp
z0J0fUeM}d~Kg*v94rGpD`T}U0VcNVG^df$g(T9ZhXC7ZPsxN7!)0m%iXv~=OFg?Xd
z$Y(*1$3KH-;W_8JvFN=w3;@JpgawIk0Pqpp^$fYhnmN5ote29FCpK)_9Ck}FPacbh
zFFK<Q-BkH)j!YutGZ^x4FZ~kWT<Z$`ygXdN+E@=Ca(p<(hdyy=J}4zsG+%T5eLThQ
zy2$ula_sqg0f`NQ#A%$4SrSiPziBnxc{0@+vS{x`PLFgfNV~@Utc+`om7%Hl`Vu9%
z{U*$%3YL*9Td*wk8bWi#m>UI}gSI422I%f*bVqyk=DcPYrn`c8#gV#EAMtL+@3qF_
z>f(1^GyKwBLAYUm?kz-bz?c^Wz2mkdoTIlQ5_dXU_Y#LN{edxvS590KMN#`HM)N(!
z;_IS`j9RiwA|g{pD<UwJ{HHEaVSSe|Qwpr_uqELfR<jhLkp)JxM;YMH8Y@B<V7u(1
zVdZ_ym@@_CM{P+sM>#cOcF`L0$J%BWjXcXZKWD58U7R(ti!wir*+oN`zhlgp0`s%B
zB%H&nl`Aw-hqazyNT(fk)J3fuWETyAoNUaF0^|f+63&5~b1K<I*BXnZTla>|E*e6U
zGG;)5W|b`o=g^$C?4pN_RiF!_ady!V+LswKr9ivSmV|R?o2L$qw3p3q;Rf=gv0%D@
z4WC^!M5kuVfr3uimV|S3TBi+-Ak_LcM(Lf#0_vhPVs_CGsJo4sP=LD2mV|Sltg?%K
z+E^T2SXyKk4Z--N@v9Xu9=0Xn91MrqMZaw<v@T@&*+oMX|IL^i1;uaKl5mcq)9j*?
zj=1aC`(Y19%q|)NIo_BZ1<0|sB%A};EO}_;^VRGI{&1}}7D~6e4VPUs#AT)N`xRW4
z+mdjO%Zrd*^nkH4bn&#yE*c`e*O)T}>8ou?I7eE^9~!BC%2lp=Rbz2<v1*xJG=$>@
z<CiON6m3bkhl68`(Uund?4oZs7Dpcr4zNR6t0Ku>Lpbg<ez^k29kwK#!!iG8??3|1
zdcJpMAG?%A7j;_Q#C7Ep#=_}>b5`<1?*M`!``o2`?xcc4j6QD6gM!fmwj`WmG`qpA
zz}G;e5o>k>WAlu$P`cR6!Df(=arvh4`xRWCvL)dhmx~&3N%zAah@8qRiA=hf=%VeF
zef_nn*sq7Z8v_)6gq#hJ$Kt};5@CGDUE``Nzo`-5P&$MHET+0BOlCwn5rcxIQ|jg!
z#yl!E@WOAc4J>HhekLxDwxF$VV;tL!b);KQ$0c*wb?O@TGUFF2pe(f|;k;tb4Ym)!
zPs`tV8U>{JEeysUW5IO6nAdbqtcuPqV-6H_cG{9~j!v_$mFDNH-&iPJWT={~SApm=
zexU+H-j;-OAkJ<0e#w5t=ET-gsY=N^`lIz_gnPN-3>k~63(vWYUn9wD3VXIBt5WG<
zfAFowoG7@x$(Dq3+|H)x4clb6hCPT1P^AD3rE)wJ?J)N-UJn_IsEgM^j@Q6ErV7L(
z#jz7SDqwxgm<<K2`)o-#2W!^OTro@g)*yaDfEBG+O|COIPaBJ*3(o9hH}fPy3kq=5
zmhVa9*DIhrVN1dxC^E(SjDwyG`Yv#ZLK45oc#JtpU2P@F`-JPVUZI*E@}nDxSVjJi
zjh{6HKzc9Y809AkIwqdqQn62A_o3K=Sl`)!ebMDgM_+FqLkh3hahUeA!pJ)0<~l!A
zQb)Fw>Da?Q$opttMu*sPvT04Of1ubk#EIV@pFBf4ic1lN2$NIYwIc6^YLueh@Oz_P
z!u<fF=E+{CM!zvMzfg3@meP(qZ)<O%pZhOuNjNlFP7yzA7xoHQbKL{fmK^rVeew7N
z>UGBFVq<&LZ%1+=PY4M?JSm`TG=9C(j;yyO;T)71N6}I0Cq(cKuEn}c@rw+{b;iQz
z!Z8zhESQ@VzP8{-!Q$n{?^dw5#+HP0Eaq-26}!nGGhPA#`@Hh;bRkwpn%}~>+-xkE
zE-v$s-qz;~p*(!f6m)Jf=0HK`Mq3ij(OHinIkv!*vxzNorYzBg6c>nVRTN*~eWh|A
z2J72%7<=U4noPTJBi|hx0*vfE#!Aseb^{IPg;Xhjh75}ckSbLwioR7*NR`SqN~Pfb
zUSs|g-2cRugmc{6haF?W27(ZL5w!ImV~js<tN>k%+lL)_0`5Qn1=!CSGo=9gxGf3i
zz^0l3yB7nza0a0zx`xj(#NRbmg)YRYW)Sy5lyHV&Se*aUm@@_E|7%OaInK+Q;T%j7
zCH!_T+F0v8#K^W?>uM2Wc{5~#X``UgR(nd*jagD4onlMEIi$(qAw^`3{#eIJ>j?()
zLSwOYt7&q0Fqv(o5ngA^kAmbHTN2KZT(*s}Q%RpYk)?`enZnx1Go{hGsrd|}d9AVN
zx@ay(uQ=;r-H<#FJh4X;yf?JCl6M8rBgQN#fF86Z;T+KU2MVPsh4B%c;;YbaEcKMr
zeNhBk-NcZ+)>t@Q$j-tBY35FJZjp#Ya;IQ4V9bMp(Q#W6&M{he7<H^Ghakkq5sWZR
z<4vrWWW7>%cNC}LZe*<9V=SaDR*S?0e1ywXz@>uMyNvlz@Op<W3FmmVZ%Ld;4^Sks
zgI+o-D%Ms)?;0Py!%flCe~hvGtg!-gv0Rx<ryv2Pk}pF7QTcR{eax6E1=&Y!NjOJ#
z#SZ>@z}H45X^a9J7<^=Gsr?k=`kb-&y12F@i3@-If&`7auztswDFxPNZAmzXb>Wd>
z7RwtnwL)LQ6TRswqSW`3`&6uf9p**`Z`#XU4J{TWYmHo{h)YDKXD*cncCs-a3SJXz
zNjS%A%As0cA0ZW=0dKs(c&s%RLbozaO;(tTrZe9u<M%51Uu8?ex&GJ2a%3jD%cZ`=
zp-k==)&ay);IlX1UBTC{zl1a$rE)BE(wY$;UlDnjkvwdy4qYTWlx&$KPpZQ5h<N#_
z3ciGaG)irInK5q)+WTxtI7fR4^;=4{N<s{H5r!<0DVHkL87<_HNI{u6*SMb%J!vem
zE}~15)Kdn}DZw)qK~f6O3Wzmhb`%iHwj`W`c=om!W`tuG;#J3n5X0QZpuN*rL|xDp
zCgT_pZp@<s*4@TzC}7=XOTr;o(pzM?m}c=io81UvtiXr9N+Q}h(S3+<{Irl>@h&;z
zSk$ou=Z$??->2mBwz>;^O7inD1I_**ORt<S{XryC!XIQlrf3RTMeqna^;S1E%ILyV
z<fZCll486-D0NH-q0#t!(pI6NE6KyQBpli^yOL}c%QSNAfmFF@d3;Yw5ydjDI`N}d
zE|=mtF;0aLo5atIm89EzU78dtIKGs$A{$64k`TqE6hBHSmG<q&#(XO6+YfC?IJbv2
zG@*sPJmE|-7U07?>v2UztGwyMjQgTjxEhyrh>0(fCYW1>G-1MZMH&U`1;)H7SkJR1
z;T-F8BT*e`wV=>4BIgMAGLn}Yi>h0L7e^yF(&_+s9VQ&-WyY*1z+GZX!Z~nTkm%x=
zzc3Ic^$oVSBu?b2y@@nN1sDS$6F^1@Q5>zeqd<=hAY-gDT?5#fM8Xe}S<HBbGKb0J
zNaj=;ql!RgcCbRON8Wj-uI#?rm|ew4uD2!O+(_ECR4@x7lF?KUl06&SYp7mk2yZhM
zNEgCc$#lq3N^qpKx3?O<T|wj)TN2I@S-c}m)Skc)z2=GDl)rKmt&=0&%xL|Uv9P*m
zorekOSXz0}D+;((u={{9FA8?=w<X~aJ2~!44iBDKaE~IW^#sHCB_X#m;+uV47sgqY
zfj%5wb6pqOv74epz-Biz8xwxbR<F&*gk6WvmSaL@+r=P`a@r4PeZof|R1S6_W7~yd
zk^f*Tb~tkTJ6jTQi!{-a6r>UaW#^Fl79>J0*4hTHB`y$Dw>}fu**cMntkX}XM%lbS
zh?E1n=jHFE!{Yp3(_vQrLv)yt|1cdU=RZP+nfd$Z(3bxw9VX=Or^A%|$LKI8{{UZm
zkPb8R5AosSbeNZam=0s}kI-R!{u6W<m;WRkCgdNb!{q#@=rA__X*x{FKgQP{=N~^q
zhh6#4^5JuIn3?|@I;_wCEgi;*6mfWtvM21ms8*jra#p+yr(LU1((-y^f-{`=F5P{`
z>xc4>ticm!>^|cSL-}vY;_fqU8_JLE;NN$T#mNf)<V>9G@lVF#<Ocs_JWlTNPbT2x
z5&vW&PM+~kCfznvtNW?dn2WLC;wP)|wy}bXg(*=S3x+P|;+ZI>Wl`{U2cL|??+<cu
zJc>_qaRQ1j$RgcctB2Xf_=RWUg%83YcAv>&bCF*78(9=@IUn1TaLZVsfg+y}D{qlS
zanoabLah8k7RB$2CyR&2iHG;|2{BpaA~AV47bl|lC>JN8`0retjN+szg2ogSQ(T;i
z;z2G>L-7O`r=$2zF3v#lF)q%0Lxbq+$pV1*IEem_^FVf-5dBA7B+(bl7r&B#FX1A|
z)Wt>O{5CEU=O5%EasCx966ZhVB5}UxEJ2Jozk-XzxyMD~{Eb{B&OgLOa2_JHL9#m@
z>`qz$TH^(~DJ~Mb2f0Y>R%KD>{r!AGynlg<#QP7pNW9NITaY8(FX1Bb{z_RCG;a1!
z$n@XupOEQ)!9O9>|ABu(rayO~AUkO{Oh1(4LMg`t$T2{7Ob~MX2^UF@&v23Cc#ez2
z`t(KOUa(%PH_ds+Xify#2`g~xL_zifE)v<jvMA*FJwBm#ypN0Yj?Z(E)bl+ql6q#h
z3v#5M3uRHz@c4vub(<`T-#_S|kgmSTCu9L*R|-000V}vj7O;nlWC1sDku2aYE|Tp&
zB#VOf_xU7Z$Qz|bCqeXX($XX$`k*X|=kE1Sh^KGy2`S~wbHx3mhjuQK9`<sP^ibv^
z>EUf$gdRdPFOu(`jCcPJU7sx8J?~smq&IBlBE8`{Sri=I;-3&l_wfn6`>V1jZu*6P
zLN~2iEQk_Udt_1Ebc26FH{Io*kZnHVpO9^SmrqEN8RrQ~usr;}!9StLvwT8Wzd;u1
zrcmHbQs5~N_`m6nDMH}3gea208@WgVAC*P%o<Tk#8UIoi#qZzX6B6rrSror7T_Q-1
z7tQ6B{t1b7l21sIcX5&UeVmJAj{m_$GP-F?1r-=wD8t24hN+Ojqw7<J3~%Hj$?zdA
zk_=ywMZwcg{S(sFqNI5A%-!M($R{M-4O}FF?&2bG`Un?^({IY6AUXDYL1iL;RQ(eo
zc`ctnpjy2#8z5KoX<+`!Rd{w9F&_$di4<-+u789mOc%mE!9^18S6n3F63fI5#Ptp?
z64yPlDEO=UCnWMG`Gn;8S6LJ{wJjHPNVxT~D1JZcpU}gv^-oB+_xdL=&00Oky|-3!
zKLgw^oC=~d1oxN8q9B^~Pl)Ipd_r>FFN@-)C;bz;=>`9U-kh8!$d27jmEtP@gc|HV
z|AhJ~clamNS9#DsL0={Rw0|-gC)1}3YNX8dTqI>4<svEbwOk~Xy_bumrN7}K8S8&@
zk&Lx%h9E{Q<VG%13;7BzQVaPyE>a754;QJ0{5vk9QOtjzi)|>*nJI|PLh)iQ&L%qv
zRJ~5BdL~r;R=Q!PQ1t^`B!zy1izM5aHgN;Vwv3A;+m*5?G=7p#M6Ki^3Hm8n6u0~j
zpODnEX9<F6s-eV9{t1EA%O|9dH_D>8=@C95<vhbhD5pUlzdzFkc`lg^>TN=vS8<W#
z`F$>uJnxr9LHP^*3BCSTd_s~Y<_Ibz=?*TEaCt70aCKP}R6gRL5S1tV6SBC8a|Iny
zkpuPn{h3){_tkX6EWz&Uxk&8(B^Qa^FL9BW8bkfF*?4HFD2Ruy<RU$klSN{wCOiGz
zxt_4oUvHDys5@msW*P~IvBLEj_e9e`=Yy2S`C+r==7Sus`5-B2zE!%+yk<s5kzUZN
z)Z0Xo>dtDZv+Q-%a)m6}tzh)cIDUTIm@#h=iL1ji%3vLykqqG(<!27hNUHFRk^zTj
zlodEUqx8Vx8RZEM&nRJVct*Mi&nWS2ct+X@&nS0mct-jP&nVAmct#0F!!yb}8lF)K
z((sIw8=g_#%kYd6V1{Ru2{SySl$hZe<;D!pC`o2`M%gmMGs*!OoYm^nDepJ168X+6
zLvJ3c&+^lJH~uPdt53<6`qGHgk;W_sP_3Vl5r?T|tkrh%{1B=wAg)h1BxZ}k6zUXb
zVqbk)CD(-s^d96SN6@+Oe5+R|oxu5cv3nndsaY>mNSE1nXkUFIf<_dvel{diUDs#k
zDoBmnaL?`a$(@KdQOF|SI`XU6r+21{rQ){mms(eSVyTPsTcQTt0xoxt;r6K5<5j$>
z5M?4#(9$VRf?FnKa&qRLESVofyDWdCTkF&PGZ=k0{Zgx+nd$E*lKI2e!HeMycwPPo
zN<mI}p^*H`@zcKiE9h^1vJifMd4E3?Fax>F`U^-Gb^uyH5CiDS|7A<L2j}_g#G}`X
zzv)Rt=2a-)p6|rp>oMFG2Sf+?05snq&3NGFofMo&QG&Ge#4XLF;Axsk!GUH{aG;qK
z9B3v52bxL2fo4*0pqUgLXeI>*nn}TdW>RpVnG_soCIttYNx^|;QgEP|6dY(K1qYf*
z!GUH{aG;qK9B3v52bxL2fo4*0pqUgLXeI>*nn}TdW>RpVnG_tTk->pxQm&^~b!?s>
zY0qb%5`Z<auavDJdp&;hG0y)N6xeXf^xkx()4QQ2?2jKN#S99)3<|Xj3atzZr3?z4
z3<{MD3XKd3g$xRP3<`A&3T+GuWef^k3<^~Y3QY_OMGOi(3<@<23N73&lrSiCaJx{!
z?Lq^CLIHz9{y`!Bppbr02!FefeX!<>S0CFy(4c|*yM-cxt7pQox$&}JH_oh7MeALk
zia?S*l(D@8cV}o#DslqWK0O39fa2<tdb}cAR{o=)-n+Cuz0!~PFDKU&N?7;v(6V%5
zQ$w)=n+6%Anmsvy)}cLrKkly2>@1{j9O#5|ytu)`mHGsJ9(aMYS56m(>f?6_+pP}W
z0;9rn`H$0|hw0BF_;VZb-gezKgcP?WcxjWBgYy9-x|C;dO?m*gwa1>VPunXD0wEgc
znP${K(?ESf#Y>knz39i`$5te#9uhYt4y1d$rWC)>KrzB(oaOqQ0|Q8@UPOvfvRcU`
z^}?r63l~Bl^e&Z;p2cH$LH=>UBF>0c$uQ2oOlMz_*L*9fkLPeH)Od~S!K#qJb$o^*
zh@x1ZfHt@fG1&Z8;?3Mj;6SYe4%ABEK&=E0)Jot$tppC#O5i}P1P;_n;6SYe4%ABE
zK&=E0)Jot$tppC#O5i}P1P;_n;6SYeK2?pgq4<>=1{|niz=0YD9H?Qyff@!Js6}`)
z=I6=4ue|)@chkRjpn;f>>jO^6dpuRzEP_42+}d{L3LbrSjudk@Y|mw?{5gB`5I!Z@
zg6QX9umUyKr*AKvC>BcTEIm=-+v>AR<y=n=iQGE{`OaE7M|zx0?RcmBhSsOzgVBj#
z998cm)xrAIzJW@Wen2k}9Eh|2bQ!Ug*3hSSs6JzF7M}#1i`XJP{4P-g@#VuF1+P5R
zJGVX)!BCOlwJ%*h)(ImS7`nYa3!-!tyiUA`Gt5_pdiU37XZzCC-cE#rEuBCm6!m$q
zKCAK9N`E@z4Gl(b%|bL}iXN=b;ajt%8WGPG@p<>~wi&g4i0E|^^?dpyZk#ELo%pa<
zD$r8?-ZP-O8Hhw7_^J#PtGF?L7Qm@bt(6O%6<A&$ZtT6LKC>6QjL>nwS3T29PG9@#
zv;3bbg<4N1MTWwUlY6Uug--0#MD(i!5t`GDz6s_3=Efx_oRJ67IMuq~kx&&;J;2H`
zx_1VC>_kK-3Jr(N9++dIU)xTU%GpY1zgO<Wjsj#T9NPVPbSCB(yP(QUp_cWsD0rF9
zeuygiPz!KLDAd1FsdabfPC^oNy?Wo?`;NEN=inAX9gtQ!Pvo*a9+U};1W_*|*z#?J
zKgtC0_`YfmouDhXJo&NTU-1`T`osFfat#5P=%*{DKl#+QITs<ly4<8%AD6CGOE9-e
zEtB!kSIUC^WZ_KKSt!A_USS`xt5bCBJ4n|Z<n&&yRyxpeLjKb7I<)sasAANCpq3(a
zJ*pb<yMF7}yYp-4?27F_t$p<NO|Q#$;4HtE{;b2F+w<%3xBf~uY^{}iQCk(^YwOk@
zJtO(r|HZ%m{!{n9=CtzV>x&xC2wyu_A0Lo>t-13xmo2-b?X>c>Uh0cl^9Wy8zI45h
zW83_VH*P#|;I#6!LGnePmk3{1&ENB|)YqiPA8)((JD-m6h3*i2j3N&m`P?TjkPq!%
z{;5mvc>U9{hon)usVlxL^l^-^b<JyjI99TC<{Liu{W(92%i@%+3#E$bV;y1Z=*<iE
zNVaC=69eb$zWH=&Yola~Iu8-HUf%Yq&q}t=`rJp?T=h3s#MlDz)YXVS^r~}z%@1Av
zgR5Wh@9Fo9i9O_0#hauo)b)w5^@_2_Un*r8dvD>M;-on8kcB!*(TDneG(pPpllT4E
zXD&Q5E(;!_ZdLT5=bn3`eCU@e@A>ocq4+~m0iKigm<AJlxf{h;K<a{ed=U<>o8B>7
z>Z0xbV>@2+TwE8D!|O(w!$J*Pg39P@NXDoS8fEO&yM7^6_rv>FK6B5)n`5>EeN&G$
z^3e6ARiE;uS@G+4|Dq$IK13bc=tIwbaFTq}Pp<i1$8{fQ@+KN3M;=Pwf5#W)n^u1B
z+ebD(u~vN(b(SL!WoGo;Dj%Agx^3_SZ;G=gm3{5#DqF<<^cx)Nx<{G1_g}sz#sAIS
z_n+LlZj34kb@cI2W8diAZ+Uh0l7_y~<-d64@v|<QdF_kVH^T6lCZ7CnJq=1?EdS}N
zA3S<?1It%TT%G^^-`@HjeU@DSbCIk8G;WGA{NQ^(^i1KZMuwLr9{<(kt#<_s_of@W
zo`V==ovn0kF=I!wZCM&z;35xTI{UFNubit60MvGDUM|3In0oCU$BWrD`C9(~D(4#R
zGN+E`yb~AXD+tV2pWk?EK7Bl0$&_>bRWaT=SrvU%%+raHSV!e}&jly@Fv6S6=lw<W
zho^8k-|yjMI*rFVX!w-H$PO39InBpmQh`q}JBRTYUN9E}W9r0X7$wF5RT|ESxl|EZ
zk%yF>!8m$e<FC2mariOO{#T6s7Bya>ac36esfO#b`_o0tw{&JI_%Ahgd;J{jAvx9w
lSM)v)8myFR<&4*OeHIP)$}|kcPFos~^$+#_MXhVi{{t3DC1?Nu

literal 307633
zcmd?S37A|*buVt&vi5zK*K4(HjcoOdCD{hc3yd_9ENew0+klthPWPSZZuNAxd(miY
z1SIglh7J%INC-T5@F0&Y>}x^-BqVGJfh>^aAHL*~M?w<v@?O>#@{+vYsdMkGy0@w|
zw@TAWzQ6N*!J58x&pqe-PMtb+>QvP$u6)bF%NATl|JPmDYLv>gbAv(cY`IylO$D{~
zY<JDRPPtk<p#1da*&RPLdwzDHdxhU<%pUJ9E7l9`W)Kw1&Drh)Ll3rsW@~7wR0(RW
zpf+?m@C%?iIdn|?H#i#j%^LlUw}y@eg?6VI9Iv;7*3j5EeQ9VgB-fhlE^0Lkg6dt)
zR6(RruT7LEXS*vy@uI&M?dJ!vJWK0mgJ!c_3|d0GB~`yR+3_a>$hfL8GfDbrjkVe{
z)qq$Nx|;1SE48PpW9?Efg<se5uVdr&`kCmrb+W-&z0oe$YfOH13z{gD#>V~TSUWfe
zRj(fvzj*CZx#baw!NI}V?y9QasZqO5yB)o|t_F>XkCbcepgG|e@bSfks^4mr3y^fY
zTq_36QfGXu)2z;RH<a4#Mr-fT(9{e+8LT&<kX4mVV+OCs?Jk?`UI|IYgV|@gOAGa?
z&+nJEb-F7We!Dc*u8#qo)@*58cU3cJ)LZ3ty*a}lc`*7&p+41UlxDz5YjCpM2KB*m
zJv02Its!Fn+#vlEI#oV2-t?ggXn)FYfpMs8vR<F824jBBug<jb#j$dcxLW~*HvO@h
ze-`SU?cRH`J{>fJqBlO{-Q#<uW-xK@wus+Q3qs-0%eMO-V6}Mr0Kq*&{(Z9%xrsW|
z-X!{KO7*E=tO4T~E7zcw!tB%Cjh$97rZOu4gDN-B19XozzraA^_qFtUxz*|ftq|SW
zXFA<Y!d_bSPO}hH%e6COt<J<m`5b+9QLQsYru=kwOT(`P)z+9_ERwOcTadOfR%o?|
zY^&2~G=o-aY?`}TYxXgSFg4R^qi;?5Wf-6z*=@N^)_luwqfsqGKO=tI_l8NCE!d!6
zD|%tK^`d?Y<@=p>sSd4fI96}AgPM1L1^+GO9}pdWmMo_+(=1PxVA2bB-?n=feiAZO
z>y!1_?h^XXV50^DToartR69jdWE+YFUys49Y`Eo?!E$4!Ha=D;1%)$>I&2)yVCmq<
z=-4Ri4g4-WUFuAYw+4&jV2Az2Y|y<1po5B!?pQC3MYN}&VfY&;W`*El!arMv3lLT!
zei-*#0d*57cr|R7yLsp&$jvP)%{1!h7SITYECZ?mnIXIcp+y)@b*gRjgu)o`84sHD
zwWqtANa15a%^!z-5@)rR==&t%a&)eGZEPX{8Mu&Qy;}8~Q|Mvn#e{izVg`t{I^!+S
z?U2ua-r9caOtsu<L((;ZHkcl3K}S<yg{Y!el&fv1cp;fK`m(TaG~X1Q3krhFm|v~d
zr^n#t>P=xQ@(I~-Fx7yFYoPjir`_nZ;qBl@0QJIFsXmRqD4Vy-Qvn*y9=Wc&GVDQP
z1-STt^td(ph1&;Xk-q|t3t>LsajPU1BBdBXcSY5QPlWa+%Qa|dNuxL+ewpQ7rgYgc
z{{3m<O+laB)ogd4^SCiYHZ(W`2h{0a*$UbnG18@ATpzmoc6|~~DD2nqAVA$9`fafQ
ztOj#k5vhj!4S_7i5gIJucDt*?KO;MYhYNpErJL<;;$H{x>!26{`0sd-Lysc=Fk9Nx
z-4YVebrzKFDBW3Fcf7Q|w4t=Iw5hbYw57DWw5_z~>C)}bl%89<tF*Utcj=zey`}p~
z&nrE@G+a9POz99B+>if1Tza5%?CH|+(uvZ8rH4u{ex~%uGo?pMkCh%ja$RW*4PH|6
zOXH<Nsn}h7E?|^O6Hk{WOQr5cRbykVpo%zvJj$;P@`Ih;pkJJ-*UDu2gT-dOQLInb
z@N3(j94ldjhS!C8dd2eDL3qh3|EWCB&+$C8Z%KgdU8TUkT%g4meOY{7eJ%bGy(M(g
zMfmZlGK>?}e>u6YC1W&3mf?Bdj6WWKH2>6|o#$_yJ>tE3_S9_YrS#L|`cJp2KfPwQ
zyPW$-7<w!Z@ufivpRSDaQ|h;5%GB|M^XRS$8i)%pRE$l412HzN5`Hl8(@ODEMQOB>
zhoopY5<ZM@6HcwW{6rI;A}EfO3vEcX;}rbS!oeoIRd)@>qIR<*BE2F<I#&!%72)cr
zQ{<^rEMkX0TY6ikyOIaFv57i)L=lNCZt-{EDo6QW-c1l_5ynD9k05lgJUJ+Sy0T5~
z7D_!${}n$iE7XfYe!N;QKrhRV!hym+)02+kG7!kXjr(w#n+^SK&~KFSl~FW0hBk4)
zcqK<eG)P>DUf8V9mVUCkWTal`h}c=QD}4a289y&RT`!zQl+14r@Q+Il0)oSEyTTC2
zmlr!=|3A(C&}`{b@c0xvli7qnEG6xc-{4;`4h)aOOc5{!UI76^E0}%yfq%pQJ@d@d
z?b-3t#}KHCFMX=Jrq%Y_Bs+pKF}OxFS75yHtCPx)L3iJ&;A}aV_UaSfX#AQtjabe*
z6}0>*#0pU1>7Y=mm7hTLA_9e@@YH_O8?H_U2-8AFp4J#yRVeul^o3o@7a?o(^KSFc
zd(1!Ip8R=hNSng!sq&K$7~UfxZS<Ktl%Ip{EeD(RDTp>nQ4`+r+I4RfK@`Fo?;+uu
zqA;j6r(Aa`loh$2qx>9n^CLl_EWSi0(c0-9z+7pHEcRG{*s91HMOPNaI_Ec^s}RRG
z*C42(@E9N|4}$KN5scX)3h}Gu_6!6rqE|xRIX`fhLI)pM9btG|kKa?^#_dz+#=ooZ
z2HlM#LC}Z;&PXLancRp-q6u{dt?3{*vnOQ}D@;G8UQw+9;_)k~A5*WSVCGj+Kc-$$
zO(6b?`eV?&@nJ|%o$=uK0H0so=~3Xs)(}e>Dk9m(L2y;0S+BraRptBLB`5jU$a49$
z;P`81$Gb~nk5l>(Tt#INiGasu`BCh9_|b0pNby4a>`wVicQf2%uWXWZIQ;lN`8evK
zkrdoupWYy{C2nv~Zx9(3H+VpA5LpU0I4&Dpz>jd-Q?hNuZ)7gq;32(1WE|Y!#d?Ft
z6u80TdV{E&bAxf&K=1I}WI{HH*o=BIH>k)4abJx3G`FZ3S|p)q8d@Z=IcsQ<1m{WF
zBGqY<7`;rkOZIDK_J`%;6qzJCua@nSeVxg?Rz6OVNn-eV*)G}tnarEy;}n@B(r=aR
zm`w8VPsqpV9?su+XWRf&m9ZwW0kfqK<6l!j+ei4+T_FO!D4yyru8il!+@mwzUB-D7
z3S(wVALy>8DQLw%w+Hd5$eH2o#WH8rT>}q;d2j1}Bxd$gvT3$^8$y!Zcx5bn^wN+-
z;_sJoEIsBo1An&F>aOP46kipAl9;{X^UIKpDq+M1$=T9fJ<<y$L^ghR(OJKWz=Na1
z(C;B2JShmwcCSDRll&OXUn-x1e(-OE<Ln6`T$G={R26e&O!BBL<~fzmgl!ii6G-DT
zCbRMTi<_9IAXlLNc4fO>^k>vxmWp4-CZ^i6$D>y<$BO=msJ&kBkr6;%Q^ekj`ER6T
z;wD=-uEorj^N#|*nokMFO-~WN=LesPo}GURA>sMi_+4)@Kz`y}JDliGbe?>2W(>)p
zS_?XdKs4!J9JV2;EB_4=mp%}`zl7+A_7MG8`q9!`qJLwCDl$`;nj@~JOh<QVr#+E>
zZoXBXjM<>MV*JL6Vld$&Lju!8Y%4Xfg_2hj$ZZl|n6NgHUqzM$s6HLPyN23K)hQ}Q
zGLI4+^4YcRW_b!`U2oGMiOkysCLl<tjI|n+4}B&kvO-LPIBNy@qu*)T8w0+sgoIU<
zl2)<WVf!KHv0UA?vYG4`5y9>%N}!N!w<x1k5=oiI(<z9la;=QH&1A4=2v&+r`3(Lu
zR4tDWvH9;AylaT2BY8-11_{R2P&gx@PRmJUBqyQ|&30dM@gHc+6p{CX-YEUAe<Fyr
zv^x6k*f{d!lo^j7tvrLEO=cXWmXTwK6|@OZirg+ufHA*^mk21g`PghsXBp;<V*w_|
z^-0B6#INYT$zRtA3xFGe#@l1a5KXG~0dHBJ@{ykAq$lRyjTwpLiW*idkk02c{_*4F
zA=dD3=sr=h?)<EHuwu%uQL?usQr*&ommovYC>PGm%swO9tqT7hD^J!aQHfxR=x#{<
z3{#zii{pn#w#4dLA5MKS-NnDgia`TLbYwyFy!7_cJEDKHuMQKA)Y+w7ch`~+9t)m;
zZX>TRSzaz4@`sepw5*M6GMpY|9wkG|=~ra+f+jMslEyM5J)2|D2NsCrughD|cKeAA
zMXU;qb;{3UKF>G0S3EHiNGvv}O~Py-`}U=gpA)|F@`?}NzeKDP(X^P7o>u@G<Tl9X
z%?6!VJu5|)gHpS~aaKM_j-9YrAs$5T{m}E5h_$cFx(n%d@`&AKq6Mc_D!VSf>@x8`
z^kkiUqAcaakHZ&5N?m*~ezIJ=80O6}BoS32$XrG;!a{@EZ2XWDHQ)+)8)N}ymG{CN
zjvUACjo(@=K7|xntzDid(;CU*PVGz$=`%^0+2PdjY-L0hafx`ngH;s%JsLb&wgRn?
z&F+Y`%)d^ed7%6nGTsd03{(69bBBc^bk{KZ6g?}wuGEdCU`<CU{B+Y$Z%Au}UF3?0
zNS8&UC&<`JLuN%&9t?v&EbqH8hxi?43Vvt|{sNs`=}H@fI;Ifch(}}7<sx-S`7X;U
z1{kE{DJfO1Av=OkL>O}mvD8DWT3{-AvPKZca$})c77K$ZEciJ>F}OJ-lIzXX^R?pr
z=_azIwMiN!5g;tX%1rr5yy9157AUtH``6VXu_vrM8l<9Ul>d$YjqGpqZ>)A9MjC^V
z&Gr};Bru9A4|xHUmqp{@fD*>h>y$B$|NSGS*T?^UL+OptzoSo3wy6;DHPC(R;>WgV
zP*YO$Ls-_J@62`|nK$|}*)OTT;Nq!=%LbC>Ll;jo(g>|MNWw3gH^R}{g`|BtP20LC
zfDCX5b|Dr$L-dreMA#=r04({2fmdu;8^tqBR@!5o2Ev>GF{g;lqfnnS-7UB<EEUtJ
zlX?{qs91);vZ4q9)E4UnagHyr22m{2s^HTx0e(y&Y$HH28-4+q+wKMiU@#iS!gcQT
zWR<j5h$ZCaSbdyQIh-tx>2cpxXvt4ui6325J{l8ioZZWR`IAx}PV=jtDAGaL!I9T(
zlNj()&%__)XJp@F9QrE)@>hlT<7XtId`^o=F&$P0eH|Vc=}szspovqG2Xgh%5<~1w
zLhnGt^=C|1@E|94QZcdbnvP;U`HUBY$-z?eKxzC<vLDk7cB%n~N6#=(yjp)$ZgD6_
zi>5aykL$JSjF@FcG-yPCVRW}Djhev}M$@nbJybtH?Zyz}w`azpcW+kSrQc|d4#(dS
z(>g4b`%MH_T%B;O(iD*cCYxBBj#r^bm<>t`9@$!FC+Wd@<$+w6TT2UV@zlpd)Q+jB
z(vsI|#AI&vg)d!p*=5nR&cop5Hv**A51eZZU>OJ_)ei5eWgh;oiB;8R&Ep>jVf9r6
zngc_R4Bm3<^B%wPsq+InUi!$Rk3IV6V?&cWz3q=adgIO8ciim_4S6@->`euj(Ta7C
z=@Mp@lrW{mlaSc5^UIbE-Ezw^?-t~^Ny{xS3?+&l!Rbv<zTfwbW5^stD{A<BOhEl9
z?<xB2yw~<IL2HW!v={)Zgleg2+>Y5k9})KUkB)kg!f4^720Gxd9yQ>XS>~4a)X0fr
zqe2_!v5pdP^b-E;OL(b8aLQIvq_>Bb#ad;4=*0nkWoPu6NVzbMR@*C}${_IW4aFH0
zf0BR$SdR;!OwuN|@ddA#NP9Fzo0t*0t(MOQ9yk?nl_$J`P>az=2t`m}9wQElEV_7y
z8VLG>SSD)DjD`!n!_{g`Y7n+_0Lxqhq%iN^`^4L@27+y1$Bw%No%5=}Fu`)I7Boo%
zcMG(Ky#1I2jbqB}O_xxU;$uOqG2`+2yN6nqLKXA0pg8C~T&`BV@xW^!e+7%7wKMVQ
zcFAvh)6hfMav3CpSLswmo0>P-^v6YOfeV$!geL1X$^ra7fi4~iLi}cJdz(H5r&sjK
zHILI^3XEcjb3YhmC?U;$az?fGPQgBNe^U4%YOxc7peqIE8o+eIueO4n9{C!gz^#sw
zqanb7@6Heyej<M*#T+2ll59*qg}xrSl>P81ptNn<PLF)ZNWCyZ>)7I_$N<iwiI~hb
z7$^E$bj7=u3B;hnk-9gH)k&)4@c^|)pMh}lJ9rklE?(!@cK?A>2l8=laNF|)C87*9
z63fISxVYg46US=f`<ZRgRuv)Ut$=)FI|wD9z6xJO^@wnA<od<3CM*#ZQ*c{?b3vYZ
zLIgyl39@w71U^^8+G*(Wwm&|w-MiI@CVt+&V_@)>9ou&ZvhXE9G<1%0&`Y>g0yJ$Z
zJ2dJnH8c;uz=lZ5B(r$rF^L{aez4wweTOzCA5PZW3IM_Y6Az`rm1q1#!s<}H&9<m~
zlT2bjHi<eBVT^7t*rJeRVEd!B?K@OW3mXF!qB<!47+~eICP{e&5;uG4OFflw{xf7%
zB}#84#b=s>lwBI2Pf6<3HX+hrqthx4D6c2m5;yGASOYEZ=9|@zrTHNG3P?;{i1Wzq
z$C9Kqv!QqC|FrjY5!kPCb1$K#P`5#?*m@Z2{z7~LMfDClyqncNDU3LxMFI<S$~95q
z*BVfJVEASPLgG!L0KB9v-5~#p8-_yDS8gzPz_dE&P=!J*<s5;Mkb)A813SEX@4eUC
zzTK8O_wLy19H!tvkZpwnJ%%8*9Joq&p9#_XFfi4;3KsH7#~x<&D24N@{GOl~sW|Rd
zgDn)L4xFVy6#oNO#VD_GOXE}6wa|N1tyEBD$^DFbG$JSh0uKC?7>Y5VVs=%AGA7Br
zky6NE`e*CqqDK{d`DUjk+@u(OF}PAvBIZ;1Fv`nAo7(nhZCj#SE3Lqu^4DMsqjxZH
z+fFaPi>*Hq5hyJY3?NS@Jz`V_ijtr~V!BpG;ZHp0;Q0&dL0QqbQmkmmi4&J_Q_U7a
zYy{*jWJBdFf@heVvqkl1G(+iLKIlmj;Y^83zT<?SoZ*DC7=ErSEkv^;W+5yYM-r<k
zB7Kq33=4*7RjC-JsUWF34MVwJEb=vCqDVDSq9jU8FQAmLuDw#AWMJ~6a62W;bEu*m
zAC>uDF?+gwjPg(TT}~L0EElVYJQeTW9o1PEinYN?i>4uGn}fBWJydH<4TWu=kHwJI
z9YX*zKQ&d&7l=tTmimj9Ce^%a#OA8#gJJ58(!!TNI)HTQqdR7mEJ4()SjMn|RXc9?
z2(^1mX%~~jute3?5~PTU-8A<~JgU5(5{f@X{}XYwI$DVf?FJU}bxJ}b?Yky=L~DOs
zfD=Dk5k2cr684$+_jS?l)Y-z4XPMu;Dt;=n6+APbEP0&i+#EF%`H*N?u#P10)`Jfo
zJ?b4FK6b#n=fJVy!$+S#JTh|X!070GvoQ-B<=f%HB#K0)kkB|feEiUZ!-w$d(WB3=
zmT7l^e63V0oh3W1e2}#BAyNV9U>UCgi<<Co^@V@IrV`ki$fShJCs*?WN*(aOM7=di
zs5?`&aN%XOY;q0>46I>@k8I_i+x12@I2#~^$<>4KOjwv9E;ew3bOuK}3u%hX0_S!w
zuhn@$XFb0r9#K*VD=o+xi?^^{16DkSnT{wVM^*vV%ZM|nx@-1@KMwJQQzYkl6IIut
z#0(RMsD+0WM|deQTi`TNUa8y73)<dIF$M2YC?#AceB>xhskZYF3d+tr_Ed+WYOx_C
zXvtAtY5r8Fh7=JhBdJ%&7B^w83k^<sBF`(rF^o<~oX6jM6#1-n{ZR^)X+0Sw+O$6L
z)T8ha!8GOmFg1GWQFIUr;99i$a{j4s%xRsMA9@s3^;pB9%Ic?L+N2efdPi%^_mZve
zOg@DJp*&ywqojBfs_2Rrq0HHq0B{onsHFX(<p+9PdQFK<D>MO4q)Ue_NUUKJi6pyf
z9GKh)XkZ*+d-!WHMM^CkUQLdiA4F>*@x&-xKkO=PL~%a`0o37^n=p0CW`^I5>Chrn
z^y*egz8O#<XM3y^`0(@bi)+;u2!fEsI<i2JRGvgz0k}&k52owQGeqpjmFZV#8xQS3
zU|nvJUkM*bJ#;UB{DxUyynl^s)<h@6(1ogMEJ*N1ghS77eqOBQiMC5&hGD)IZXU%Y
zi+FV%%VAt3;z0?eyZs{z+9CCo^oH#0+?%hWAE*2?$Vsy6pt=qG3%j1e{=S|zmsA5W
zs>Vs=%Inl&bS)f0xi%s8P9+LnBA&!zA(r=Ea0PbZU4H_h6(kMd3*wa_HfvGdhgHL4
z<rbBhBO6}tv}Pj#)<vJuJ?NU~k>Zwwnl?obj2<v%T&ktJBr3RI%i0(bs6jjw9F?nZ
zd!0}>TcU@BW*znBafL>NJJH7;6V@y_EM&(Q-*RvMW!r9ji5#?6idJFJi53gtxz5SQ
z>&0VAvd1A9MQ72%B{3+zfhBJ(I*S@DJ4eZLB<I@d>i6mbc9V@^Ym!)ggXt?H={j1a
zg3Igicn$48qUDG)!3=sqk=LphV+mlg=984-U-bz{gR&0na$8JMLKTVk?o!IfBGiY4
zb(c^T0cA;PV+XH|QP!%7s`?de>|*naW1@Tr(Mu%CszO-$198UA?ork<w-iKq#u&;j
zB1aLnk=oi^Xf${QK(Ek<zOYub>7|$r^z_22K?6jeok{RsKZ9l3XG+^>EM8A<@&jRS
zw5K$Bww2PYjWN_1)qKj(VAo{f3`&|>B}Kp+xQmZbpwOv3(SeS!0$v<zW26bIhvKr7
z?nd+yblafXKrmG+hV@0WqAPZn#t%hB!20;ls4YUX<CV9eyNVz}J}w4lX-NPBBeq`!
zwLH3K+-!?%7Jf0RLg+5oC7Z31&BPjx@jGY6Y2kp%w_}Hvmn7Cm5@<+!+l)jgAptj<
ze7;$}%auBjt9~XHWUFj~VkRt*G^fU@hyyUN$nPjRYa#yPPEfg*{9>dxg-tGkn@v7n
zEx*I7&fVpq@4g?fNpY{1?I@xlBSFWd0tj?x$&sS}xEa?Bp<hQlZIZNv_?XY}R<hMY
zomO)Q+h>PLWo)Ix>U#8wqOq7Rzq2-eCwd^?^5lmwABi^!hT9kGC?${zUjwsZOHI_X
zP<@*CT^Q+F8iJCox=Xo7AZEbYjxg1@k$Is_Oj89B8f&AetTF?70znORnFJ&8oM%n=
zSd{9CDm?k>itw3;iqJc1b?nZS6TA)TW5X=3G+jCue`jrC{}`&)&<$4Zrwl(OCCGb7
z!ke_VVh5S}0_`Z1FI<&)ffg&tWull2Ux{b^m5;)b<+Qr;G5i@%fh!-!U$W^Z5`TR%
z@z<yDmqO;#$v=NC`RC8$&&p@S|L{z*@>%-hbILE>jY{r=SN4Q0%5Tu#ylAwb{dw`f
zv0pF#H}>$w|9)}oG_k`k`c>Tu%HDcB^3`i;=PvSAbt=xJJzQc@JsLe$;wdK+Xlz8i
z4F4g=^L4TTbdJ0iIx!aIqxWfZYWRMm+QC4XD(2ZBpNo+nV=A%}-KAo$85Rx8F)7-t
zm>@e9V9^hW5Spzeihx8F22E{nD1zTS19PY%{EOf1wbQqBB5tx-kSNkzD;%D&xt=y?
z%AuF3s7<(zRkqNH6p<8!dS#O>%6E!&l#bC(NeU(vcGrtGTnvHOR^)0F5*x(h@b|HB
z3OQT(0L|Vb5ST>dw^}nOHxfmh(Q|!&a_OP?W&Qw7G!Qvs=RVH_WL}9C5j}4KWL{X7
zEmjE@MaUf%xyQs=0a1*~mCvGlLy>TucwOCHov=_A4v*!MIfrixo|^40IIqN78wDXT
zv{C8B7)HZRJD5H4<%k{Zca8sfEdD3OZm7M9l1Nl{u-vas`!g*>L_U%}*q9Tplp@X>
z6peR^jixxWA$kH_u>%&R?ug-N-*EUsxUqG%yK#`yn%J8vcF6KyGWSXQcO!pFdvaqw
z4@$#c50{7e8<z!RcVvSSCrV%3tUec;zj;oE311k}sSTou+Hrn%t@<o9C7QZUP`IYX
z+SrR6G1uLkJof;7H9Yn}8pnpP32kS^s$rRi)&#z*<88TTxo9pXUz#bsI{wr(%BLof
z&G4s#79IK^=JrZ=+8S-OCG3!YokZ#bfgR;UW5i3(lwKPXj$epUDA=D%5i>e+EJX*K
zGgfkvQ535ojy$q}iZdwf82-XD3@X}Kgya^Tk#M}b7*U}p9D<<;*aqVt7M~0s#oJe-
z<5fyaslvaz1YrW#*uMc5xdihuu}>4eGy3Ok6r}Udl<|nRSi=0`&1qt{-E-j9dD|VP
zFyRY#BIPHhFk%m?{QVC6Gv0>QT_(3K$|kqVf9}@4g@^pD_@khh;s@VO{em|979NFL
zcVkXL2pK!xN~Z{qV=NZIlVYzdex#v=>hUp^le=`KqV_27f#paC_&NILUGksLoqZ$F
zj(41pJ6IEf$FuU*U}5&i<<Um|=nRiRD7J=b)c|KOEQq!(%ZFu}E@B#jXVJMnF*O|9
zb7Wy$hZg<Jg<ojDHTCt1f7a(r1hEkwNDzOCMhg0UW9lsqJ!g+xp?#lrh2w=ZTR3Y1
zKbKlZ7L+y|d2Xk>A)Fr3C;`LgDm*yHb&21xCIbhEO)a4q@K5AE+qC>d-F~3EN@UD2
zlZU6I%?91eF?&NDIMM;(dI<)5oJAu37ImyBw}w`qK`ezneFk+{NNdnhE3`crzT|0~
zhJ(Eh6a(|oH(s>FF+Dv!$Z}H-d<fzB5L&i|;J4`wB>{50yP`Q!P-xs7(V(puaBC=5
zX%3cy_5@SHVM#RJ5hZ#rL1~p33gr4#<y#o5yQ|Qh#k6Vc9ED+|ILfqOTuc7CHp*;a
z2$`VepfhN?tmI?Ej!2rrnRhpd*#ZuZfnS4B;Zx*Qi_pY+wRAt)%Jf*c1FLjJcdku3
z-IdW|7%-+NoMwnP6@#`Cj7571I^8A6SWp!kBN}z0U9*RVfBzG&-2SCCt7PB1jep$z
z$hm{^$FSwT7oC2s{Bbw8Ja~_Pll*ZH|9I%c3w|T+tYO3Zcm43H__wg#gMYO0f%v!E
z`Q3+Jcjr+2+a3Jd!*BjzDgNzF{_REAZ~SEZ+jGL-sy}@?{_VN^+lx2lN8;b^3V(a~
z`P<FTSg7QY1wZoMgfkVtKDzbr18Gkf^89G^$<L)9g{(jJiuZmr{V0^+vDb}mjlH7y
z#AAPR_FBcEi{BnUJ3g6k{^D2v%YXN7#d-2?U-`y=SDh>W_|^B`8jmO9m%`v)40>XO
z33)7h>5WGeuT8Dq^~NXmPQ_lHetFMJzTtJ!k_f$j>Sd?@=C960BLUjthyOG6N0r9H
z%Pyn8{`16#&+Wq@SlDhr>!7s)CBjQ@>MjpAh+(;kYIS*Q3Oo;ng)7K0zZs`2&`B7P
z!S0@YgY^4*)IaV}|G10(hz1+{Gc|bKNsraRlv;<{z(3`1N`HjI@9p$XijMeZJh(GE
z@wRW}-RG*jJ%|2?U)rTU5`0A;6i?!ILU3d3K-A=Dsxv7VSHlAJ^S9CGS#;4(j@$9?
z#8hPhIO0DY@gI1TuqXwaTz(BdRel5iLqK&`VuhQMsvM0A*=T}6E;(%a>uB0t7~(C!
zt^6#0qH$&^O$2ZZ2hs%e=aroDI`+kzaL|dE7$Anbt)n<RS`(P<{^nELDC*j_*W1QJ
z2MX@Cg+m<ui2Z<ryPiuwPGO~kf@AuXR5o-jFW(^VIaQ`}okUQJHj*xmz@Uw_Ny2;1
zgJgWHotP#Q;jrx<YFrx+V_AfnbQng^q!yBx7!|+>@0O!y82z@L$0Xwetdq)yD}`<<
zoABRbm5r6n`0tUcpCwB8ph*dvR<IIQKTDMGA(IlmzLJ%&?pdOQ51W**b_pwC*|S6m
zA2BIm@@iH>?pdOQkD8Ql{wh`i&e@dV@c)lThmV<*@FR<#UESg1CM8TQV<oJ7mRQ0k
zOiK7>sDxF|5+!`nq=dnxYzZr#B}({|NeNdy%Yvm(o0PC743^eDODy5%j7r$V-Qk*N
zi4uO^qy+y8R>Hz(i4s0zQo_z>nG$}%q=YTcG9~<?P(m`DP`I3X!xf!Y<+COw{X{sy
zTK+8QE}zqtbmUK1M+=~%&zp4g&2WTW^DNQPFX=iu_NoP}q|2eCUp72{xAOc8CMAA#
zI}_OREK%aGn3V7f*Rc||KTDMGtE_}xY2WuRSJJ-EmSo=-FRYW#uUB-k^;u#kUlKa$
zWhUzuC@LW@{bkX-@<U<b{FRhA|FeaaS5e}85uVeM)CE=>wm%D1-03b7OWI;_SS-hg
z#c!(8Z4HWZI8fvvTJU)~LVZntIy}w>1vFT+!qr14E2I+tH$v6jg{QHuK}&jTkD_`G
zhYw&se|S2$I5{0ODsQ2NhUeI8LR$mcvz0faMQ0qBttgua=<8RM#g2gR${wsGV#WMQ
zuD!v(mf-9%`3F_HW4T|nSsHI~z#B)d@H^ebxDkQc#u9eM#o|llP53n5(<Jyr&F5S3
z3spK3*Efq>olqiyeZ2>95TbXm-o$M&MejJSLcuQM<3StCS7(x<W__vhE_|Z$Vf+td
zulyJMm$daB{1=~pFaPH!`9JUH|NJ!n=V!%#j-X(p@<IHw@*(^W<e_zxIpo<rTCbiZ
zaYo7$;uz32PS5rZU=M)Uq~`HP>%_U@N!eTou$-S0OuERqIwdD9mCPaMwfj+AhK-LT
zm4Hb_i*E&pEpv{x%>8dTbH66VJ*{!f!TqhLa1Bk9x(4=;3(m0(nCz^z*E@kFPdXBc
zK%~nDlJHo)$&!8BS+cb$$!OtX4#}=MMaQA?JqXyLQ}5|6F4U0u{=PHcxLGIBZ)mMy
z4!+kZ_c<Kns|S*bH#J~B|Jj+(D^q;Za=;vXu0L9z6t`FORIITDbGmGit0%%$R|$<$
z&VCL~cl5Y80w?t-7Vei(VNSPt#J$zxJ(g;#vs6n`Qc)6q4ynBO!V21zg$pY#EX>@^
zS%v{;8J4DGpd9)fG87J=eoeh(W3MOf{qVg}I2{}!Mt5=0{*hyTZASdT2NE5?Mm}uj
zrt9Fup%y#6V<-<4M?pQ%5ieo`x3TkFk}t9*pX02_WhqTkB7P1{-m%Ze?S3A1&EU8!
zI`#@%#7|;>OrhMsptK)58FB0woP2zd+`!5G!#k4p?nr~BJ?Jd$@|3icai2rl)nQB&
zja5lGw5QDBgU%eTOmRr*@HsdfKA}`&?-XzppnnSFsIHtKB9l&E<>#T68C5+v-e)Q)
z(>%~)Efk%#usEd!%7@RPg&X(B*WQSM_`w=3LJXQ`aWhOYzD*`6Xtq~amX@<DD^jvh
zT6+#z)*guNw84=;!5MGQ?McQB&zZ{~w&pT9!cn%_mbW|R;O&lC=IxCa$r~ksZF#$M
z4&Lqzd3)zY@<s{hIe5D}oJoc^WbO3s$4MEex1OZ_Ioxbw|BtZSDeU?7PKt^>%+17h
z=Txk4QIr^qpS6~^63)&pPgyf%o#&8zAUf~Yi*|bOe2j|C#krH%Lm=)uN`jUBHJ0f!
z)-ok+pAzJANOI4C@LU(d3>#|3{c)U$g}by)mjav#A@Cceofovr1@3o5y-zhM-Nlh&
ziN9hkafIT66pEA=pF{Qy0!8cx6H*>(iv4>@naoX?*Wa_|HHi*o=I7vWDJ5-qTTUXj
zR(@w*{`4Ywp;dr6co}|}{q|n(Fx?Co-n2&HB}GeoTi;GEn%1yRPtp;-WH;Ech@?<L
zhIydJvj5#h%1+7uIb=V`vfmK~*ti-}oM+)_sWehY)|vBs5oIl0zSwq7n6yU9{?DO>
zec^^XZx;?})q<~`INrr4_aAsCaGnf~Ch?ww6D!Nb8eKxOW2c9klT(BKd=O;m*CeHP
z%}26IqTDJnb(H^~Lo0jPHtyVOum(C*SM{D^hbVS!@m97}hqxF*tc4r<qy@_O&!Gh^
zetS-`w;P@_&(G}>&$R3?2hTQ_geP2=&5JDM(WI1>Vf>BU@qYf#0shY+{?B3YpRjix
z!5^?gS|pi6n!DK!pR@Nu7AHo!xl&{oMTzBov0yvSAzxg7to*3R%yn?YULA+B(0v_p
zWkf7V@CpGX=sCAeDeQ{KK2tilA~Ly@KCOt%CnY2+B9}-hzlzA#QA({MvSE~ls)!5{
zC37kw4@1d_ipV3-M7<*B*fb%oh`B6H3M*nhM^mbbm<`dir6T4YG)bt4NS{J-QP@$T
zV6`IRObYQtAwz{ipNfcDD6kOg_7xh|D`IS>L9QZ3DsuD{;jPK(v4^6LUlF~Ox|3LP
ztB}dD-3TynqfofpP%J3%qR{g3PPH2F383*(QfhfctR5|;GeXD8e6g=-6=ncC_IZCc
zwv~oURBP!7C^}#ib9Nu6jW<dc{zkk9v{y5+(qmYkQafkmorI}auz4jkV7FjH8>tYu
zV<iGRL2;1BM5l@4HE2H+R=mWy4q|BvYfm(HsC)qb6Al?mCG-68msx*2q-4+<Q#>aq
zR+{*a5rN8dk0+J$y&n8<uLnZYE7U+Q>CTgnn7{XeSYOoLU6}(camWckp!dgS2aa5E
zWC3o-5-V$O#>bhBcU!X&lK6?3#5)~Hbd_$x%)DJt>WR#ND>Pdlro;Vl3qU#r_Piuc
z7ih-}e$`skjD4iLH8%|&^W_!}<fK)wAdkx?n{=YG3gG2BfM2p^Ndxd#SnZdtt85=e
z>YYxU#2H;U;2I~3H0zL>rUSIs62q=vooSU*5ntxF7_0AFD<&&e135oGA^Fco{O55D
zHu0a2`B(bh<)+^E=hi%G;Qgs9i7((q*3_Q}5<R<}Yp>fF^*SF1y4Q<zvq(@)^|&5w
zn6I_CoUcDFa%0@v{5<iN7rZ5U+7UxvTV>6V2G?>|5^1;si^>Y-qML|cSjF7+?P*mc
zJM-_f2e?S(rqME;i75_4<%>qb3LLg1oQqG%)1(K__znxdUtqzp-6EVNgm5_-OW`1j
zLitR&&AxaxQ9_e^q{dX~w?uSx%n|o)#2Ee|Zr+{k-tT^$T6h{jbc1(yAtfMYA84*!
z5W0d;B^1z<wy8oPh!b*f0~>?M>Q#5=S_1Dp@#Hu2I7c(Yn|mh?(*)l6BqB1lxk4Wr
z>2gmy|Dko)d)Y*K4UO~eGuNMJPWrX-lVVw*(-gyD(!z}`7@PCf@@B<mLk{QJgnZ>;
zhGLjg-K8<MeA1d9P5;xbB&2_8yOOvQFS26U3T%u%6hv|{|6Y=v<PBO<b*G1uiLg8$
zpY^PE<8FrbEb|Ag)t1$mZpi69T(F#vSytkvg?hjK8Ee)wyL!JMaY<%};b^uHOGK%`
zihp8te}fs~;!|;^R&-7q*O@MQ6tjZIcPGc7=tmXd$Wi}+qmsG{#n&s3;r+_v^gm<x
zp9kLa^37pq2sssV-lbl2CtcD>DZi`Y+4P{S*0er{1r^*FQqJ$r$IPhqV~V@K=BS*C
zob`Uym4x&OUlJtdeGIwdU|Af0hG|q>0!!<alv=0Tg_<bOLMfDYyi=e#CMLygI;~JO
zqOKzi27CEZ+i^E5*mve8ST;<t@|Zx1^4@%XB2PyP26@Pq$MH<9AYWtI=ynT|EnyFa
zz<!A}$C^jE(v?Ko9&9>E$b}rK*snQ|kX+0$Qn}6scaG9sZgeakE}nu3(mWq`BA&*r
zQsUkyTKqYUD<}*hkKL<mgZEg&k<|wCIdLl;NfL)b`Eo6fdMhCbOtYA$JL9w<=}LVl
zyUUtQ&G7DYCDC`tucskzAF3v?{)wA3#dJ;NcY<?1&FqpcXU^6PtZyxDR$x6bl8g&}
z^C7>S&x!a|+{hvw%g3!b)3AKRl|<jM+;qPJU|3^F2R0@~jb4oyxmQ~Ymle59xddDy
zAP}cX%IV=^9j{kf^P}PQ3Re<+$LsD>0cuXj+d>;2Uw%SCK#^wEd|NG2m;p{rO%`+O
zdoM1E5+naJ)@sU%{M|WRb|mD?6Y4A{1q7j-^v_Vvyi&8C7h)>id5LZw@3&@JGmrPV
zlIXj6+(koeWF5!EZQ7#<r=U#l039Oep|U%Qrpaums2gVl(qa6G9)A&Z*fhRjt)i@^
zu{TG9Fpbh=8REw9e2Znw2P9+OZ^bhPvJ+Z=4P{g;W2tT#U$f>}vy890lIXi-ER9Q#
zlSnJSGje}#Ekai0mgVB}#MQ`snU2KYSo5GE@z<^-`i{iz2nlZ&s#F4wojVPWPPNBi
z9MuR1wX<cUuKBvbMCWuNz}Q~3tY0&@-7&WLUHR~w?tG__4}}U(G|eZ3QhMWZ-3B&W
z^Qzgv23Hb&w}HE38`!-USF4{Pmpw!Cr}}g)S}QGjIG(kNn^N#BksVJM!$nbIt9YKZ
znzHuzyQNj^#+;qR%#)aTh#4)Z7W1)~Jr@C1=;m>cHPf1T+~rE5@8;pf=CNn5cbsn9
zsa|O9VD9D&bkSPitU!Ab=so$GWH_Els}6sqj;3$TnTF=$t|a=7W-dna_PyRPZt_Kk
z=JM!Xrw?R$gE4)^TI{Tt<|L-K=TXl_owrH*p_L^(71mWctgp6aPJ{K8t|a;ntL$~C
zh!=Yzd2>h*?eR(mT5~sNKtE_La8^K-PI?E|vIvIZe}iTL+v#wrp`2K+*3tYKYtA$@
z-|tEyjiy5?RAy7ThR}h8<f7$To<m$jhj~~pKRZ{-Wj*6V4J|64LbU+f<oB#$GutGc
zA8)K7{VYBe8jGx9{I2y^HGBJxAmOkc=&b3hM(C<<a`BX)DIn_@Pq>r*;6e>q>x-Aq
zPqeOSy?b>|Tu4qHohH%5Wjtk;PGFU3iEW`ZQyM4>1PKRFT-PXWKER3Ty&f+5#0|Wj
zxc&~e$QHyx6Rv5m<KCOpZt1KqF;+XQ)snG?bZ^EmEYj+EW<H-}J|8h3`)<Hy0`6vO
z4mIF%t|X-2^ceg3F4Ep`8l7#lKGB}?&-LhU<|d5ZacjY{qPI~jKD3xKb00HRBp$J5
zNCWGBR}yKk9L7mG)N)^UAR)Q<SN7q(Ovc$$50Bt}y=t9qKg4labkT}fL@(Cqhtxqv
zys??i>>_8;@F#`iNILX+pvTtua%<$WTH`+W{Yd7#55Hdw7uQMVJj;y#@ZnAQX&fPu
zCz;8|#4;;>#<1f4QfuBd!<`W%F5&QS&Hg&}{}fQLj<ss+OC)g%xD(E>WPRbL4Bxx0
zRge|FYjXwWRIEiSoTiqfR~<1{rN7gfF%6ryyONOI`NtXFUftPsjNdFO4g`d>J|M6|
z9x}Dppl2(F?u*vqWrc1_PSg=3iwFdNYJV~f1z)h{Nki@Pt|a=7+O;BD4#LWB>VM*}
zxHfuY2lqd!(~<5RZ5hG8v=%ihg4c1(j3p;{&8h%0!D|9XL)G&4tU1$g{H`mBzT>#)
zs6T@vB$9wdKQc0FR`hE&vp84fuO}cd6qv5GW<i5snJbCDL$H<({G?Jjao}eI#}y{g
zFg#~q?ywdqYnNG<n^1Vl3!V}f87ilCTXUmfG~`O6?-*^{U&3i~skDF?v%-s))AgEJ
zUSJeoY%O$F6mvOT<qocsX#(K@CD#d94MkKBTeGLZdfJsl-(kHbJgAK(4s&FEF5Hx%
ze7UutS)sf(7a~UC{sl8Xmme`yR=w1kF%85SR}y^(aTOM0I#sN}KWUiTr5`d-@3j^t
zD^ROZ|CHb+(Z38;P4Bj5MT6#@t|a;n%_fwxH_PWdZ>m#mmr-xbdAsEJ)~gXi^%ZO3
zvO={fhhlVamrpU5K+I5W^hIlqG{nB(N+OMzLw-i4czC|<KtggcM~cUFPPp;#6sGdx
z0CAiciO^^Y$5*6g6+POp)%?I(!P%__n<AOFyvmzmHHJCFKU(vn+05U$lIS~H+Yg-e
ztJwMx%?1^<&`DeItUlT8Grz@%Uca(mvyg#Y5b__+5EcIOb?hV1w+^g2Vwj{{W6hz4
z@m5z7eaCpyaIw-scBX{;uA6iq4z9k|=8e4?F@hu3!e#A~n{&S4E}!O3>6C^U%dj;=
z8esRilIS~ND<3MiI#hjR2#QkA7@o4VC|TiImBX383NH#Oh6%@nH6I!(1y>S%N9Ag@
z9?%op>#0uEfYAk8GGec{7Beei*W^?_^C><R{0wuA*I9F=;rFyFiN52P>N$xtXX+Va
z^f7BuvSPF_S1#^S*Zd8Wiw|3WUBlu7t|a=7#clDOIq5Y&+Qx`or}gGUwLUGfG)Him
zNh+;o|2iZ3d)5lcis-J~cn8-WnO5{@J7X-7$l#n25-DBLFjM)aHLDu@zvW7z@9^JD
zl>_^lxbmRw?WgGh?_u5P)qpvzfO-bdv%bVo|BJQoS)sm}w>Apy^98{@msNv#UcS}v
zHSD(dfi-^`zW?Y-qVM?La*z&PYj;FRR<eg*I106Sk#XL(s$X-9Td_YrmLj!If1zmA
zu&v^HYbG_YuW=>Ocd)lVTq@(dIXZ6ptO$nUS|G25t)$hWcNoV@1*yZzGQY(zAF>ud
zYj@s`<IBK*Uh*GT4CR^sd>O|j1?q5Z*cvfn&7cPHuq%naL%fCj^{E3#AC%Be_*3O-
zY6D~MW(;E0TEMIzZWTVc8B{wGypTg>m^JKyC|k3n!8YMaqVKS+-{-f{Go!sMhM9`7
z1%vgY)?#G^YeR0F_=>lzFkcEztMoGX*IRR=;q*FJ5`D*M@d!%2>Ya8n$rk_0czn{D
z{j7K_$rZ!zD;OBIB7Dr60}X=@yOQWT25ZG79CXvx{%W~F^@&L|49^*t|Ib>athlVp
z;pFOK89br<IOIt|XpP=We$Sd04WVzklIS}^JBD$lZ6jZ#-I_>bwi>8cDxVD~O?^Ch
z17;FAi}x7O%U1U*q`U=(-9|Fd3PdCWrK&khjtfE6aAU2G^uM^mBoE#Cfh&o=BYnrw
z@>DszsDchmQ0^X!4szyMVlfCBs2b+d*(B<YG}r=e>YD}JiSznm*~DR6@x5yCA=NyI
zB-xDCuuivzZPxs1{r-Aa5@~C2Sd)~?n!I($frRAZk6bq}g`3304at{olbFk8$!hAd
z^2K<=*qAkh=8=drVB9eFHPeQ%N3FlA+1`r;iAz{~epS3T>A*R@Uz4u5E(QfZHKVyu
zLv|G}vlc(2(z{p1dyueKUt9tTCUF)IF&T#et4+I(p0egigXEkm3E2@ljOu*XoNql9
zP*DM@hT=1Ku%@qXCA&a7M()2_i<libT*)DM6h&VVj|y^zogDwgnkNmp|LjVl@5rr*
zL+oPEqDxhiBewpSar&~gKv{8GD+BC^BLyBqDafx{v!cQC%dRB)4$n1|<cW7=wdz$-
z!-IlF@5IP~Bvcn}%CP;FwV+vHyH+H7;(b&hr=pi74ys#is`U5^Yqm59|IC#{W(b|P
z*S&}^3<F{gkuh-KXwXKd?TLE*ogU3OunQN5lgWeZO64MsdgT_lkes%J(0fQp#4jcd
zppV~S>shyEe&%3WEYp3Vu%1vy9BM;W96Ab7^Fl}YSVhVic&s9B(Be95yu}*gU)4d`
zP_eSwS|ZKxRtOS3<D_{%{8&amC+iI{;9{;l*{n~uOG$IMP(#M^c5CUgdIK3IHDV_7
zA(M(XztR*a?Xu=d!(`BvgmebCx{{FdCbo==nm6?+T)Xi>aa3)zMdm=Kip5^sO+;Qh
z5QY2N=#uRfwyVHecUkS~rX1gq5ptdnh;zD?NN{c%Z43ob<JRnH1~%qOLK@f{&^nJc
zJ4clufd-6X85L2javfJrc_-`TRtx?jI$1pFG3;JttY2%biL6-T7;2V;VTEH?B*`~e
zlK6~t)zKS@s9s~uriS^e1c^)M=x?ASNwEt9TWLh~g-@{oZV{(zx9OVksZ{-ThV~5E
z&sysuD`eZSEj#3y2XUVUYvvh8+6kT&_rKWW{(s7vI}NFybR{8s=YMr2A>BXQOF!Me
zvyZs$q~B~)c4eeIF%dK|>!Uvogx3wE>bmA?%trNXYlUSss_S#;1;ilwzvMRV_{v#b
ztB)8;_Wr<{G0mQSSCHu0^9SZV##?<FRpFFmj}jDWa<QvDWd#1sTF|TrtjV>(4<*JU
zew0qU#MFuZuQe~4(*MbogzUusz_`tKvTMU}Ufl5LhQx9cj<}XSUBTRhak_DBzh+Sz
zbI}Yc!C3+<Lw@T9Ylbwiu5%@k2Ft-+N{`F^)PaQLqF+(j^>K2Wk^$t%5Xkln#O7?x
zmh_;t*0c8b>*F*xQcc3|3U*_st43RfI@wd!jA<5iLXha`bLZXVK1Vr!n$l}gzDCS9
zyx~r}PV4@6dj#JEZpkLsj9*emr8!e!K&P$smKD(F<dmbR3Dd|^@O;V-<rASciASDZ
zh^IJ@r6y0`wq{v_`UzJOvfI|Ol6cFS%NATl|M%Ez<)^W7_SkI5j`SjIdHwVvuDdt~
z)v4XIkEwbzkK-9aSaA^!PpL4@_GPxn_h(gXtk0|#Ih2^*ku<S);kiT4+Kbgk45i!e
zvu0GY!}qw7kajr7@Zk#l9j5}m8?{A+HEI|fTR=-Bh(+y1RF09H+&j`>Gx(adYO<Qa
zo!H+W%0>k@s%)`6aB5f7Uc|B~e#ubV{Z(szHEZ~iD~Yr<ICv82jCd8^frRAZA=i}=
z;sOWseh8HZ_T#Yg-1OT0_1f8bwbSN|)rEXo<(qMt#o~4I6I7G1#xjdPG?iH_wEn7Q
zW(x#~p8B2tx#i}RM!mBwZ~yV*snMcmEA|IBTMKUX2b#LOTQG;|G%?u^1C&<&Y%5==
z)s$)e8dDsSv*t*H!gD1d``WdP=6ugMxALK4v}2=4d3v#}&4Ahk+A(fNtVPU<+g0Jw
zW3(#+w*%Jmf=3NG!}RlhYo0XZ4!DxYjGVJOTaOc4koQDgOaX&8?wQiMnz04L)v%T;
zD_k4std@u`aW_<|ix~<nrmVTqfT{=*m(be{DWeJQ9T3MyxAtNkq&icpPf^x0by!Uz
z(`NlP!}ca?MP-F;2nqIhbi{Q9EDsh#B5``2y|d<s@dooZShK2O+I1x%JKr;G7W3^k
zU(^G9tf>@mc#_Dlj#8;_quwf0ydh%flUT2)7jeJ%!Fm&i-+BWFaZgVf3#2$#wbr5%
zveu4dXx+!}ut9ywTE$rn>fs&+6{#q$hK^Jusw|)~p&~kD5h}uegofyb*ib_<K}3dU
z@cJLO7D+R_kGPUZ8=gaWEhBVxX$~YL7k!EvHlLoZt81p-iSY`yXQU&&Uai>lzGtoE
ztfq&9fRp^?>mh&f+-{AjSnRvj9BG#G9aj>4$85{7dQ<G48Ih~@a80<8CNVJeZpNss
zT;HeZP<Lx?3LNrOJ+3QY4i(r8rB=(VS<+xz>`J2Vuw8es(?mFh6BAU}X1r5~{F-M{
z;LX*TA>3^(Y}Sr<eQtueRh<JaKE-WT%&h{Xp?qe@nlTN?ovtJ@1L+*Ek5Yh6_qLOn
zWA{PZFIRW+go`RMl<*6&BTrSMwF2?l+~=h9<qK>x4_oUstIdq&Xbw)dz>DtBdf_=9
z9j}s53#RVL8T_1wt*kMfv3lBC7|qUJAV^%o>Bi>MSROid{P5`M=-7P^H)ND+N$=gW
z6{9#~EqGQGG33%s!L>4OIih>&u_lyf{**3ntjalS&65U3%aw%e^bN*yzUK)WMrT@W
zo}*(;AGdAOTp$UVxe4R-PHVxk;<Yi?iaCRKjyOwzWr(fcZq1Me){ncA=sQ@qo@}CG
z356G!vIUsRXTP$<>P?3B3)X7L3hk{q+*%^#fCm*fukiFr-n^2!&jgP0h#@ocd22Q`
zz<<$|L>h31nUI`JvBP#CA-U+&WJ+9`wg2$J;ZwKm;(LkVJX1b`oWItD4e9T!)tl9j
z_+BmS9`T#E?cy`9h%?1U7>eTlw>3MO!Te8G5^1O$(3S?n%O?&bBp3hcy3iM{kA3(;
z>tnswZ=564TTcarPLql@)A8qC@5EW0V%IE`C{#UL4yF?ZTKOOGa@pX9`I#S*?8fD?
zzcekE-D>?+&FTgOiAxyKtr_-O;<!%SK`yeb36*yB$K2nKS&M4!@0x<UYjIo!a}?!&
zWnW)wS{Zx5niWm!hg?a>UN*wO&3EXwWf+?o&LQuJ6u3CD$P82OW(-%;TEMJuZO!>L
z0Httfg3S=b)va05V5_>4=sRrpB8WqZU2GOV9!%4|6x7gq57Q}=!<1;pA%8_=Pa;Q`
zT(eGg!HcBD2JmCns>*5r_feo1%8HrsH0@l0tkM1m7zW9T=suJ+HG5V&w;}SIwdPy1
zk{@*?(RV8uI3aRsR17cHPJ7uyD!-QfHOBrItQC+I`yIJDNsy=V`4%mu^g>ywZdhx|
zdH<X>iyF+IbS067*&*1H@fwfc4kRQOHwi&{763cPRcj9gHAGM1_^M-cvt7!p4A0qq
z{>oajS?vdhjm13iT?(<G99idw5X)=A|H7IP%}V}^mD}s6o!;TBYiZ;4iq?mV2wz*+
z@`lu^xrlYn){MyNjeQDlyPk@OFZqqjm88F3X9~tvSaYU9wA7V^>_UqKiTUqBw>{j%
zQV`}ICpt~<V7ZBtq%RC_awNBZo#DRSS|eFI;I7;>ON2uOn)wNmD6e!$g8``c8=|^h
z)~ssy4>EYYx@b>SU3=&%&S%s46NiS=b%N=K49G*)Qf38Yb&j*w;3hwbVuOUbO&xC3
zniWmqCtXR%4tLCzgd8~;_KO-hx!XICkX-Qi;6Os^g2!(M5@EjOBNxiI^t68Gu;8jw
z<>F)@Dua&VD$zP-C6g#wr`=l#?^XHRIJ@!=YqZVgPm&t5D?c!0SKem*Rn5}hDo9+y
z?8+UoIuc|4;To<$!fc68nWSpT6HVOS;5TQyqvBeEQS4BL?h|_NI?`ZI^%-lWWrV7G
zr&3{wa%Rl=6xnDlP!DCJBPKDdv_je9#O*?pJNvXXzZ%G&a3vwT@JHEB<~x}qHrLU~
zBy{_vM|X(P3OpSt5Z31<fuFlMWBkX~0%yhe2C<$Rahw+%(_w%L#|oT=aNyh4tZ8um
zfh&o=!?|&v-$EHB6&h1t#!T27eP|?!VUIQp+?AW=CydwpXm=A%I|pxh;*I(uc+0oW
z7G*TC(6r2Uxivo;TL1PR7Ol1WG3RZ0sOU5!Wq8gg-D0hktleuJic`T8RhgO)GF%zB
z-I^B-p&MOE^u0gbOb7{p(2Ybua=1nlW-44p|H4p;!(q~+W7d}#%M;eZXT@^6z*0bo
zjwY75%Mtg~1JM(id&OZIstAu-GpGT4*p)=z0p1P>qdggl#}rW08dP}OZz}%D{1!vp
zwiZ7t!~;siBeI>LS7oqO{uPW31%^*pbEsilb0yJtjPHmlMX|viW%N|q>kR<hdb90g
zMVH(!QVoFIug<ja469l}GqvBqkp|=cHfz;n#sBuWu2jlKR~@owqU%!@B@zt>G(t3W
z$TghX^;T<cHCuSID~Z0_!d1tDpe;t*{q?hy_Qa)Y?8eU}qofNpWK=(EEo4?yug*<@
zOELZyVlLTTpHsmzRGECnnkfyuPrH)nJ9rz8mTPAy*C`HXGX}TjCJfl0SPPaFu#LFQ
zKyb!OjE2zGaAM0JTeG7<^=(%YeTOP*3a5Lah78-1&Hb8^q^=)bXgcKLO6#v{C|&MK
zqVFgTM;(g#QZr7ng+pPv6`g|EqV!M;`)QFeN@i7(PIDgUG3I$|m1XU!`{J%jy;RB^
zj*;cKN<fi0l}S=vu;Cz#TdaB4EM~haiN0IR&JpZG6bGW8I6CT0H0x8IFOJOf$IDf0
zXu(M-EzBy$#aR+b<FI>`?ckKPBC^^+K35DS$=9ox??RHiFAm!aCBaS|MG_@^He7mm
z!kSGD@}sUK`VRTfK7S@?ediT#qvRiU=m2r7OJz*ack|-y?OESt*r%<PksbDNl7?a{
z5=G3DnzY&={#B*b2E{3;J>76=V%wTc4fZEoN%S4|=SE|L2ET~Dvf_Vdf{e6-xrneK
zyu(^OSq*_MpyH4%X%NI$KAT0X(l4NTn>D|hMZDFOMA{-8m-|@pye#EFLUQqD*Su@E
z==jk~yXd$M2YyktG0iWI1?^J3m`wUqE?<O0nchV!j^DC|$ZVA)p>eTsDLxe%hAcJu
zZR@XUw)G7`;u0=4uE6?YvmR}tO6;djK4QiGy|suL7292zL)<DkiHCFJbqIfB&4#Aw
zzjh@d`_K0otodH?+k_3$<r;z?I@fMA3ha}%-tE<hVY+I|{LIKS`|obX(R9omZFi4D
zaHZztO4G>}o2?nr0Ndb7A~Rsl<q)c8nlgB%uBibd^*n2-vUaG{-1$n=;@v&gU)Nx{
zOOWX4v3k~?xK>^*-B+)-5%>Fz<m5&9oi*!Q%a&EM%W~r}4~m~Mo+b3SH5ZzOA8{oi
z4gZC%BxI2j<9t!^MxXrURhad7<7FSG;zjvlm`5?FPfR3D<U$SEX5M72r>r(}wWx|n
za7iZvF_(%F8P;##V9k_fLS0u9(uDd1-kSZ*dW(>&ma+LhT|d^<A2U#&vKA;SP-}CA
zG)D?NhSk@PTeG6U^AT4PeTQe$F*@-BaR_2><Q6IPrZW<f{i;_ZhUyQkh06-n=J?nh
z)W0!zsjcBx9x*JX{=PLs8erdYCDC`lb_l?z*h;L7W5ZbDkp08rj;kr!$&tj+;ys3S
z!Pb6-m^&C&MTTg1pjdFj83#CAg+)+$reU4*UtLj>SC9X*D~ZfNI|rSc4x9^`g)*&&
zQ@ZbDvu-%ZtXCt(@aDc@xEXgPgxra|9TvZtI|VVr;%LsAA+2kAf<(`FbpAK%+!Nt|
zo#v*>TyFr0_#Na!k<#=I;xxcBbX!8raG=V?kz!2mw^m_Rce^*n)Lf=3()5@VLQG`q
zNz8mKrV6{Mg!h0o*BbEqTuI2T`aHIs`JT|<EiGi99;TwuYeMv33}R7ws~r?dwel04
zbm7`XQDXa;vQ|@8`?y=$hat`-F*%tZi<wu%Oc;ovD7a$Hwq_uct|a<yAV;Nvc<Ff9
z^IKT>HCP62zb#@Tz$72aCPvHP92WSJ<NExPW)pgowIZ{c&;!zh(ouLG^E;^r#dPwl
z20nvLQA5I_47<eNU@e7aQC(LOeYdE6(xP}BNN&*SF%o%PN+4C7w4?bT$ky{IYo%qi
zo?&S{ygsB9517X#t_D(MP8f}0F8*<A<~5`Fh%1RpX*B6wT^DUM&IH+L{?J-!4n~t+
zT&4`SA(*+a(HJrWzi-XFW;EY&CDC`I!L@80=<oH0MSU)cl2CZx3{Z)rrwZn5&2TTc
zs$Y{!y2Oq7MKD6;#Hc3{XHd{pnv~f{cmPB8;9p&lP$reGB+_6yWMgGQmnTXNBqSG{
z6LcUUx!?s)2NIHtueq+|h0E9<yR^&L>yOqaMX6rTO|xs`b?ig))DK8R<2v>h(>nHu
z^;b22H7rP6!ddv7TJ0KJu)CSC7T7$xXlm}J7U33|=Dr2%uWRali7N@&iymXd=6mkD
zNbGk^EnY`Ivi4tR&3snvFXkPM%Hs4Q)8h2g)(mI>{3llueFtD8t&UYAmlG#s5|ti3
z+AusHwiYcbJe$OtSj3wlS+vNsX8i$cel)ax+Lc7#(K;Dj$3rnxwR|S1mP_?|G0qpZ
z__`|`#U80GSruMPAAgyg#mzr?wvlgID>SQ(ya4f9c%cu%G^vr;T3UR$7LHSoG@_J;
ziiA_@<aHV0Ei#=d_FLAXXy)~GR}y_UuZ<6vTR4^;D=6N6+E|6V8MM{B9&H%tA6Sc)
z73fX5>4>*{LGYG}#}^$jOs)RWnja0VzjGy#M#~|Hm2of!Ob#R@7x%de62`$FzqE1i
z4%{+D+aSG%aQ_Z=cpmfVh~A*J)2k~7_WI?iWbjb&;^_GHtLJByNP-)q<L##Cc$f88
zHIo|@Bpjk+=f%P;_v5t1W~1su!D6w&$8Fv1lAk)QyLU70{-f5io4dcJaa^HOk{k-R
z4Gxig0f+I7e2FP~K55O82FEd1I9zMkwopu#y6DL(;O2?sXx+ORqtUSzJv$nd_eyaH
zw+s$dG)#Cjt(nsBsJoJozOc%W&i8C)?XWi<w6R0m^BY*whQ~@GW_Zp}{e-nhS)p2o
zqpz8#e9Th<Bg10ak6Cl0VKnPXB8`#5kS9k??zs*mBo`0#$5L(?_HZ3X;S7>IvY7j*
zKZ$kmN$hF&j&-VST(^iT6qCbS*XBjGtzWZ-BCBoP3fmG=Af%Q>-_=-(_+m|xLNPjn
z$$i<HNzLSb)s;lw!A7@l)hF6sfmRU86983n3+d+!-T$%{DJyj37U-LKg(n3e!+Pjn
zS@WVH^cSuq`i{`nBSEu<(~CvyQ^UFrN*M!G3#XUMFVKz=+jvc%V$SYWxiicoPg)Z^
zD##fYCD&Q=q#?K3l|<i>8yG21OyE)=oC6c;M__mii#S0OdtO^qRz*8SlU?rS3%#~o
zzQm~RwH7~XKir-xM*Qbhe5VBe`FNkJ>OKwg+~-&`s6l+YD~Y~Cyq3b@sXFo!=8Gx}
z&l$EcYmu_TwvI1_Bc7t-Qxze@y5OVMyl4o$$dyFj5z5O$xUj5SZ?wx(<tO=S5#%Z9
zqQl^v%uyzLqUF1c?5nI*krmlN<v=d1`Kq$eLNLoBvx_R~h7#i+vgT7m{bjBs(x^Lx
z!7`HOl!OBb$;GX%qkoux`oyKpKY1eos;B9kz;-j3JMA<Sr=31)4Vc+BNnT^x=}uGH
z=`+?})hzAPf`mib$u-Zhh8O>6EyEXDPI?CYF?arNTZ@`e!MG<%9C0d2K78!I3Y2`t
zQd2hL53E_ywEnxUBxKL}9R_Z`vl(mn9)hZOF!0+QRKca-(H=8AmtQ+SA+ToufQRo9
zsOBdkj^fC7scGf*-&}Poi*f$1D~ZhTI45nd-q$HtMTsx>o}J2CUlOVdwq(?{_YJkH
zbK@bOIG>05l(GOPhtH*^wcH!6nbNw~4T8iabZRS)`QnH>lSfNEW6dA77BZ_lTZLGL
zcnS5MP`1gN9kk{|Q}=#X60*BIpAnmHZ+6{iAv`BmDXgMxQ3c!)+)Sm`=W5Kz)vSfh
zirn?NR>ZB+Tj+GFkXyy?U19QkXRKM%pe(tPNJHrmHOjz~`>z8D$;BMQqqG0rIPC2Y
zGkOJ{?3|{EAz3<OZo~HTE^7^EwVzE$??stC=1q%c42hz5So5P9&D#WtOXzNIe5l;&
zVCV6ZwABTv9$bVN1Upl}Br(bM3Pbcu)+)&g(T%yYl5<f<F2=?rYO2dN-fi(&YyLFI
zKI2M4_OMSg>htZgb9|TKv_B(i#ua@Dq)A_?m^9NHjO?FUi=7==zQK_ArksJocZ{>L
z9<ubvLX!vo6Kno7WdGQeL>gHK_bWX(y95Ukl8b(M@PXm#WF1-l(iC6fFp9-n@*|yw
zoc)tONm*I;*VxoHU)Qf0(T<!SOThO8umt%|gYHxj`3vFs6ZU3EAaAf{QM0zSg2W|s
z{Wnowc>nOJ(_X9uaTa`XP)_>(jPEdRcUdbXtBbf<<c|w}vz?E57x?vd|HgyP?zHAm
zgKdv13E4ewW8~-C{ol|7U%6K?iEW1VjO*jpB4@>QTQ6MYRzr12H=c#|h&6W_rZ03Q
z(RWO@?8ng~I9oUj)((|xWgJLd3{r>p_in}rzS3I2tO#z!ohu=SVz8bBhk52unR6LW
zOM8ViQyOsRT}kvExO+$GHkH6TIfIimQ65a!>a^>$kFN*-MV+u%ctsf@?&FxcU;uuR
zwAcjRZ>_4VCU9S_C1lMvgsfQeDWceojurNcFa=R}EEeHISyMBuWCu4)v)*UTxn?Kt
zaV3$q6Nj)&Ms_^nJCKlE^eeKv_5ht0+L#eGNz=l^BYR|+kQ_JWXv^mI`_>xIYHru%
zP`p6A3Y!A2`EqfO3=33qGOR0q%bG9En0{N3xP*b*-OA<y&!6<+KWg=9K42hTbrW&7
zfKSY(j7R!*FNzWa`_I-2%nIy1Ic1|lUdWk;oV-6g8J!F0dDa*m5UPwe#%+QB$C_^q
z_`i20A^Y#&u<guu=!d=HjC#1cXQ!C(a}9`4WU>d(-JG%ZuJ6}G%**-Aaa0Z>f(OAc
zBcJHTruqK0*1TzWUgb(6ji-Z4m!kr^69*EKi++s?*C5@`HGZ_qNn964v-_QN0Y++$
zf8nNVPA{<5cUISNO^!GcUV%8JERx7}(F#CfDsQMcId09BW=KZ_iJl|EydT=Ta-`hC
zz3{lq&7VvsTT;(h^DS!`vub`73i4E56gRxsv}V?@=0wx>lq(6@VJfa9WVdC^=b_s=
zkdRz(4T=K^sf$mzuGkY7o$<;iFKwMs;XthwOpRk|6<%7f7l#0fTX{w?OUBO>2+>sQ
zm|vR_f3OETa1I_}D)4aLH7<6lP42||;mvptbi|7&t1;e#a9>=i^mEo`W9~+zGGnRI
z0aK~cC#}D#b(xO|5<MN%{GZ}@{cz1YfqjQ(%fU2_8)?vz@yML5*^B+2wIVXAzf0jr
zp7u!+zchLTp^@da@N${St9{d&GYz8OawQ>q^4A&V`3^1@@AD^-)|pIV7XQlF{EIdF
zS+QAyA~XJeJhm(|1%yAa=0L;XA6-dg#=v>;9L0S?3DNn(sqjmG%&=_p<|l&JJeH{a
z6C6bmyb@<EGZiOYZ_SE^&ozQXPd7I2an`=DHfe^g%dJn>Xz<|6683ugOSJVY%*!4P
z&ITyt<_qW(Q}Se|nGb>t?1;5Cv-Y=rQ56(Porl!<_<DwXArxB7)~Y152(^)eNzBjX
z<PDZ!@|VNb+-tUQpDPL3SMPQuA>%K$$cu`<=J49i9%I!hoMVl^2<hdZ)lT_~^g}kP
zj<rIv8rA9?c4~qfTC@|~D8Af~@@-l(qS;4XkhpZdB2OzdK2G=dB2SI9KPTn*>NiH?
zpa~7jcNwf7v(`~ou<~L}2eRbDkyo7DNHhQNtj69@nmYTeHKQ7sKk7<CcJ|l1l8~L9
zP3k{nXTMfXYkY5Cxmgrj`3}qk-b09JlY`LJ>9*Lv7q?{F`m(jMvf37^o5Kkhs%*!>
zDE90HGXaWzz^3993^f<OYR!~pN53pc^mGdIKM%V1Fitl>vEx}BRbLjxGCS3BT683D
z^ob6-S}`9qn>e;*KW3-iLE~}u7fFke{R?X)W<~biTse|8Kf$u9wYU&9-%>@zI$^6F
z?+i;|Z}K94X3e;U{{L_#A-%|d7bNCA&>S?FNwO?Qtn3UIebIN5{n_?qHiXqT^lN4?
zXfT9iosLM<`bA&3f+X^Wvkq2RbE+Y~)Rjcvk>3eSvHuhPA@Ykj_&0=kCqju<x!}cB
zcS+psUS-s8w^l^f?vKMQLP==8AX02NN}eG`9055@YqZOb7)wKTS+l7@KIlp!4Y|X3
zFGB_%a2!ZTF6NjYxNasqatPO@mFXOS2(G<sZY^F|9&HCf1ED%9J6i=b8;S-c>{yOp
z4WA|La$YI3*#_2NW;NR*Ih-LQ^dQYP+|(#;Ms9^_zyw#QAs(=>**ShQe5QIbL+Qb|
zwGf(7kGYcQyE*NMZDL=XU{?>{>{Wzl@gAGPYpqp~)f9FZOhG*@(^QkV?1*7S@io>g
zYCylrmBhab(5X-*#69U1OhET|kAeP>wF)i<=v06b;;!~+!~I%6Yt5nt^iR2x=sVEc
zUU*1!<-JHb^U|5t#ghnUd4Zw*9c!VpLc1+@Zc>bA$Vv;QrIU_^ITh2T`i=I#Y0aC4
z>2J7_=sTvXr5nbHwXM|VJMAf>^-tE~WJPNYZoi&HK9G)$NF9f`?8q`5n}4w8M8oE9
zT}h;|afs<;Sjg+K4kRQOA9h`<A}+9O|EWv6Y<~w&Wy-|>7jT6OB`2HZTA|!PKuNjN
zdX0k7_|lVsllzBvBpgiTSiBIwXWRTtUP%eYh4|B^h4|a7zp9yEUXZwi38>o-Q?YEZ
zQ;3$T_SfTUohkdYzus&HRo;#poo1g}D{v#hzT=d&%FMn)1FCyRt}G=J>rsVRvak>=
zmMjk1l{L!crX<q|Yj!n+kGhhOUHdQ_$$YQluT!zc2~^E;Y8Q#A0mC?LEmT$**JG_g
z;xxrv#d+Z6riK2tH8UDWPq>oE43hJ*-R9HvX}?(%N9uX-fmF$>pU2m;731{|Yx%O`
zwI$bP{zR8+6mUdI$e#k5;W*5<S#zX;_EtgS68g?-PGciPoP5Jk#k6>7#^b_G8I;dj
zs~{^V*NSa)a%UuSYDC85^*&?Gn1;=#T}j9e^$CV|zP;X-hp}Oq2EV9=gZdP0QA)%X
z-QLX@yg#uPFe`XlbJNUWKB~8%UL`nGyOhZj{;@Sv8gSosCDC`_j*OK3$vQ5TD?ceZ
zohL4B4S-!7!0>QE#h&%?Hf@W6FG6j46jjpBL=jb{0-AZH%;vEq*QbEAdlUuMu^xoe
zWj(+`B0c0;547iw^}xP4(gRw?dPrE5!A)OjEr(`Nm%EZkTa?4}NY1c$uy7zDx#&|E
zwvn@51x$O$6=96ghxZ<B*w*f{R&Z8Vv?<4FFz}Y|F|-?sb?&t0N3)qdt|a=7*8W35
z9W}sBEW=?Yg*!i*L7QhwG<(9a*Jr}z5)3h&s^9b;@~fSIj>Di%*TT?KuO&yCd7;Rb
z@VK?wvRc9jjt&gv#ui>xZZWqaxw#eycOMD4^JhtJDg#vHR=ka&p5qZ~?lrr4p(}~L
z+sy{*+hiiGLitR&ov-3}^pqi(n=rDkv=%HYvKw>Mvqd$A%9#R{Vd?4>*6e6dop&XX
z87lWF*FGONOCXA%@Il#Yo9wrnd$nT3-ft~mR>ZcT0KRaBMtAUMzRYX6X&LH$)*NY|
zy+@F^gj257hie7erh}brVt7nKpgm>Pf7M#htg2swBvZ@}4T*B`04g`lrM_g%i>CBn
zaU~&p$}cf)^F5aetA-Jf7b$j0f|Gv8*!;D%Fj=vQN{Wda9U4O&(f6%c(V+QrR}y`P
zW*Ohep~Ip+U`RIH*sr<D^6<_L9S*}(W34qC8XT)!Nu=R$m?y}o20KXy5|WEPO*Ph>
zz=+ZG+CiaID?iamZxz-bvw<A2R%_NiyEey%HYgk^frnv*eV;Wenvp!ul|&jI2ZW`O
z@WPJ+3CYDRuBn=E#qZM#FT1SgP~Nko)j6tKeLUziF^bm$TzuC&lgz<X9*x)XUT%$#
z+1f}v<62(9w3hc$>#u5tH6uv$)ad*dlV5W%z)*)IG%XNZ_-5h@H|1{rPHPopRDAc^
z+=RkuzUPg>D@_s9+pXEskoj>}60)<sg~6Tg2<n>sxZI^)#fff|+4RCLa-6$JGM>6{
zQ-<&h)`Dh-kgjftIZa_G!{C*sy!7X-+0r2VMOPAihj8nupwPjRC5jc;u+1K>dx3Tg
z-uJ9U%nIIBsH+KiOaZ4XfUh)d(*3SAPa1OHaV61r<Ti)l5N^g5H7LfBsoS#^qqg#<
z`H7yj;i|hO3XX_B+E*L%7sp5|O;@Zhv*t*{Y_The%$PZc5u3!-o>hMafh-OXECdbI
zv(%E&M7LKXhHSUBbXhyv=G+urJSw=$tK2Dw88V+k)(mNg?Gz*~VeoM?SB&J(^7Z04
zy^GV}BFX6&u!TkZogBlmzQj14wpL44oNmURcB*#?xyP|`%sp>JlFX~HnPQU{SaYZW
zcifeP>}p3C`}vMdHVns#=ymy=xe22;V=Y)#^fu<CeVIzRR$>#8A>VV>njsCWmMe)g
zSPm0EId|l~?m$9vF-JJ-?44=((vv>WQ(Uw+aO~*GWCdq;?&fSuKW(k|thRI=-$ZHh
z+WDz!Lk(;V>mdKlnlH_y-YZD-blg4X;ja6<?h&VBp$vi+IHu@KEHPT)5I<V&=+v<F
zu-U>?MBH|Mt_(jZ?(j3MN?#l)M)udOHJBCIdvX&v2Mk9Qh{K0T(mYElmQ7+o`C9i#
zP<keo-xbeqJU;X*)_iNof6<kM?8aYkB_W*&+uwgkXEHJpG|OkBLS<U?qJt(IIKWic
zB$Y&o3k!VJ<H)EBcit9*YBB(sAChdk|6;BDtfqS)R}3W=wknqU6v;&~n7Ho1=PTmV
z@n)VSS8Uj@EA0o?>}wYMkAg%`-!=akuj_<G0RFR>vC(Qe`79hlgi^0&r<y9^o2xOS
zc>T@&n!jDoC^EMqvIMtuWD?Fm7u>$(ipv&UM*pV*WePK|vF1^OYO5;=>1;L$67xPF
z-LVgaY2xIpavNjPWB@HScX|`$CN>*uoj$;k5qb@cBMr8I5o^_C?Z<cI#zWciDEWwF
z!)X{04SV3Rh_CkQShR#W7y{X0Ylby*xX+bD-_7CrgJsHuCV@w}ZmgZe{cv-(W{Aty
z;%0@|%S{l!DKv3sWXx{@O~bn9gf(v(ngv%9eMfVLawQb`>V4@!JT6jCj?)(JF~YC6
zRzX&TZ^^afrBLL-wT>%gNMLO!jeMOomm1bjyOKy_?GW<GsF6p02NIGCo`O1%kX-PJ
zn*#~S#aY+vG;x7#lRvlck}jeSpTOZTQ{^Yc7|2sLI*fzXRdLu{n|4ytl<t^cD3vkA
zJ4#iC6hI3TZPQI{iGEf&vk2_J>q`93?^xTFxdV|xjLWV~d@8i&H!qI9`kU5Y)jGs)
z2ojet2wf8&g%X|fkr<Nn$E@JLwH7s_f^qa}`cx8`wlEf@{V!`)G_C)YD+$^4{(^z)
zm9})wL9L-R)!<yOoTdJl@!7I{ekKB12LL{_b{d>B<ti7OGL;*xS<&!WCrI?{74sg&
zZx}^+xW^Yi(JUPYvQMQJWz0=j`FpJ;&e}OP=33w^A6-cmaTbr%0KhcmdX6<i8U(ky
zl8{|wmn#W5MzSGX)EGHOM|I6aZXIo73Qwggk^AzD4)p@<*m%xZYbmSoTm{d{Jmw=F
zql2GR7i);>OV&JT_7k|0koMCr<ltc|9i-s`FFNze<Ad=N(M5M_?{<vb8?8mmjvRb0
z^C*ve33*idz9B~c5o?|_<X-DaqVLEJoC<KAvfKcB6j35JDJjRmjMl5P0+0kU`)iEr
zC#)5a71tdoWr-vZ8)UKd2ok6#i?%`u6qpTb?jN;gQG@wIt|a;n^Q{lkJ}lWeL%$k!
zQmpk<F^S+M?-bHjZ!*|_V6BF%VBebSkQ}lDhjK)>aO71n6u1p5b-!!Pqz3ozxRS^W
zw{ysQ!)UvX#4=9VENF)@dIO_}MpEmp8QL?p|7I<7R%|^Ctr5>Uz^%!mI=~v1FaEDJ
zXBwdYBuHGk82S2>%{s<QaRfhNo=Ez*n<jnkoUIw58wUC{ZSm+5HR4w+HA#MBv=RuJ
zg6Qk4dDAeu+LeUtbX#0W$RL_6rJq5xbJt&c4AYxhyEBE9c?<in4vi$u$ncyE=ajWt
zvUcrtxv7vRI_MWA>dDS**w%5vnitJbjtUYzJM;XnMJ_pYY*egAC-p6VW;M61Ma!z@
zrMc!*ORONN9dU`NBR*lxgr?t`D+$>V&oD&25<af;$W_B5!^gZjCq{#25{~pk2IXzm
z!ej+yH6446s*{)-B`jHD%Jsa}niUP2H@lKZL*wA!q>tnd=s-ep(WmL^s*_DB7^D+6
z+T}(n;7vbd1No}8O0yeCBjP46xKRwmaQx_(tQpbF<5yfs^c|S3!<}}WD$ELAu{<#m
z&?btqVR`=o?HI1VwiYofTvz4%h{t@IM+G^<;iTWU=1D{D&s|CM9l2Gff=1OZ1Rky^
zLGg6T=cXPqMjLkYD^SJGZ{{XnZ&E3@Ivg(7PmNt`&4>ofDpwNy2Zm?<)UhZvmjWjB
zkb$|&T9~YzXLUG#r!FM8QF_b@9hf_<8PR~*<4U6Mz}z<KV}V4}ERJ`uRjfYE2L(l;
zay$z(C&BGsXK)|4R!CNGcja*K80y(jWSNIV=y=n71W+VVJWn*G%vb90KVr?Q2LB6P
zNo0oKd7ichCz(_`MM}$EC|M)!hBNnGCkku@ue8=nRx7xjPDEk3utXB2G&JbhGE9D8
zm2L>Hu;x}Xg!6(#&)ML-FMmFN6bV&2?rWfh6R%L1T5qC+H(r9K?!F^h7WESSAD8<a
z(j4{0lVjZ9XRXPsxIZt46;+Zr&jMrUg~0I&x9|qxGH}v6V0x4u3Ran>tnaaAT{D7r
zxss6H;2o|c<h+PY@juqQXrS^o)ckZ;sE2_kLxtocwx(|hW$>$4JTUyi<Qw7_wV{p3
zS<Q|PV2aN#&sY3&YOJ?fcO}2=ir-Hxj!Kli;YvbU5zlLF^by*!v?8u@av&kO_%+v(
z9pVC|Za;r%OWkhVU+rMgoeHQ$ssDquRtK9qu=s~8XH?jhFu}@`iz3iA-ZDRv4U*Yd
z&Gtk1R0xu+W?N_dRn2Fu79=j+z_npN;y2z)G2DQ|M&V%kSRiu~?&-H%OKk4xnx4BG
zQ8We4ct@_}ES^EEFbx{Jtl7~37<45eJKC+TBxHAIGq|YkzT#rIKzIMlrS0x(51hkp
zespf!Hx~qFygj!k`}Q+&->z8;X0|yJFx9uU9(~68Tbe<Y1c{zKdj1zCmd2V)Xt1mN
z&Yky1tcA;{$nLUS5TQA%>GZYMpVf5w8dnmslfH^!neWAj-I4OWU3)!c^8=mDUGKEK
zlQZoSE&>l~XUjOYf>!QQ`Dhmc4ChCzm68?C-7%c`U5NL^y~X)X184jSq4EtOR6Ze;
z2KxuC+0$VE8CMd0hyCst_T782tNIKDEi=&#14X~>ix4I_*QnM-K-2pa;ESTfhVV^m
zHDxt~yQLxQ#wqh8W}d{%*QaZF5>pJ<v6%UUn3_fWmNlQ6MSR_rMBgpqw%8)}z!5a6
z*xV@WfNmwAYgEPV)h70WlBv*>q_ehvow5HXYlURR{x*sIo_vc0V#KkVl?37quAxBU
ziSGIT!J0V@@V|8>kp|o$wvyo)kLeC1Bo~3JAmME67yg~YvpW*@TKTa!JllQi{7k(_
zz`4S+A?t5x2DMX=xP;*uuFvE^mm&mly&W%22XVxd*iJNebME*ruvUe+<7;Z~da~p1
zLNE8LGlF5<s2K+AdPhHQ&5VZ25myqji`~!A&Uc7+Q6qE$+l!*auy?H0loj^*9qXIc
zd}<a^cO}txi?AQ86J}ulI%EGfYlURRejdj9w^}o&0sdxJ5^2C425LFh^8n#MLUOUg
zRgiG3|HXgjvHs5FSpU9wtp6=*!ORv&0?swof8F|9nnC@#AaM!D`dd$6FOA=%&Dcm{
zm#5;ZZsV~NC)kuZ<CV~H*Xm7n2mjkzK^ej5?#$Jt9C?z1jw7YB5Mnv-SGkp^%$*($
z{7-AfH01u$m4xhs-(&E5MFY+Y`*R0q31>fdb4GLH&iM(WwXWq7&#kj&MniD5AaM!%
z-Zp;+bdCGD#C780ps-Wr;$+~-JI0e;F3Ssy&7Icj$lBAk<$Uz1h-tC$qDf3E``h&X
zwa1zr4V~LuNyz?{XMlV4FW2hs-1rW0N@R4gm?th4Ly?qvu~?#qWqN~we6h9IS%J*u
z#)X57*f!pW7Q!GG5FfVYM?><oD~U9c4iS$Gnz*++kdR!=;jf+T=|D97My7VSC<?OJ
zFUU=>NxzWG@&?<}Yps=^-JYVMHorUX3%2ufdxqCo^P}0*t6WK>k#sNyX-^!vIgpTC
ze8n|{2!rs?UfLl1?r>}NaCI^mZ~8mE`;jrmW@lVnJmC#DoBj;1+E39P)Zwbq!N6~K
zFyJNZxAL(#T>pYKmS*!LRiwgou`XZvd3;K9YM;0Ms%C`0C`eqw;2|!5($5-9KH`4=
z9cvLYDz>{aE_f20#N`jhLreb1nhj0Uf9Og=cC_DTu;x1u$REZ9s!bfn(Z=ysba=a1
zLJ5zbFGZcBfdl6J$y68UTE5GmF3!(S1g`a#?qIGQ$r9bw4F03T=p$M3u`CMehT|X?
zTJx!)zQC14X4IXhR~z^FE$j~pAvb!sZjUw$<4$YYvi8kQxQG+HMG#Iz-dBOka5Bse
zYkoAiZWbhZy2E*|ZswDlCj2R?U=T<Y(ml-Fgb_GyEpb)^!o!`IGsb~9QvooQi5;<K
zNQ2;hR}!+v9B?He!y-0>iwcYS<gM2n?@Tpjgp2k?u#$*Ly82@_m6u!VB&(^c&DDq_
zt|w%U6f-fL1N2gBRx~4-aU~&*q)+f{<ExL9f%GB1$K?b{Y{d@DWDwcS@&ZHnUTdMV
zLYNCLM4IBeTa+QQF1c1fHJtkMZfoW=P~YiFA~UGYW95cJeh1kuzvdmFlW}T>t+eJQ
zjNDhOCCiH3#@uAcSw2uWQ?N1|+4Dtfb~LQMAV^%gfpW*u2fYzBGsQ==mT~%HvxUvF
zIGq*MVHCV3-J!*M4Aoy+>n1ByJ95<yHtZ?cHIc^(MWDPtE*)SIRQOE8?Dwph)Byah
zD+$@zzT-+l4zp}V^DxXhkdR#PB-nw3)Wy%c&hEk-$mcF?4rJhTAPzE~^jg@KP{a)n
zyk{0^kTWg5zlJu5_{mE?D!&{jJa!Gv&lHa2P9;1-Q<b^fLF;d6)_$uXap~OE>W8sj
zSDo=jL+vJ=lJ=Bc&q-@J&8|n&X?IPI)(@*QC>v$8^`(wu)*siD{D3P7*^Lgll8~L5
zp}wfjJa92wV1vi!FKuVO=Kzibrh0c825}PFxIbP-5$O!A?$nz+Rltd`?J}KWhof3X
zsA^i&$F<7IV6^g$xPw1qtpl?$k}gsmT#Rm&-!)}4Uv2$W%?e*BNZ5CE=h$%T2u@ll
z*EnfRJ9An6<@7}U0`0i}zu#K;j4JP5l`ArjVv?5RF^)ABm?Dk$S@Wa;@}3I=GXL9j
z?p2Nfpp6thj?9*q8WC1FEuu#En}&C@70azcGr*a<1stlDbk!G0i-G;BwGy)ed#`%d
zV=OCIjH8HzWW_lWEUSn%BT@50R26#@`d_kUTtoj?TuI15;g{He<~!}Z4z3cj+cr9?
zaGWCtlg_YfYQTX0wY5-L0bNf=Lxx<@l%P?ZP_l05qNbD1zHiNr2GgIrlITB7C^bO_
zMa;OlL?I26p#j6RVQ7AWRBa6Fu1Do|%oSH4q+l}Sr`KAuqrtSwl|<iR+J@c~2Oc8`
zHJW9d#z8k+9_-X`Mx1t&be0zw#=ESA&f42@)Y~GiaSEB_IzDeB1*;*Qd8ajd8mxO<
zN%S4ojmLrjm&f6PDU6w7fWcsLLvoDl(T2f$+*-7(;BClFfj2R#N!H{F1^G%tp7IfE
zel)aR=t`pRXgv>W1DLi`kWc=pS>|a0^0|DUV~pTVFS^`_l7<3caXD+E-0PyLu?4)+
zT3uN!;CZz2!17XUUnFlF{z$XPhvM?N=43O;yJ*Q+42jZLShKDf%XwE4eK(d>r(hTL
zDGxR?uH8$Je#lV1-&&ZgP~xOP!A%~B3T_giso|9J_gS-|LGvD05`Bke3!PI|s5hHI
zmE)d?a12d4-rmg^uCG}Om=&(A;_yy|!+5+*I$*<z)L*q`N(1got|ZdHIb?}sqKW6V
z4kRQO?{ba0B^R9TxF{}OaWPyV-StbCHr=&B<gVed#2Ppq@rK&HM8~N7QJltFf7|>_
z0Z7JF8Y?tQnWtW3{VmP1R|*n6lUMVfE7^3ohM>1oXydrqa&4mC#0nH*^@KXRy&AEX
z*=;Sh*~@4u?ruhjUc_Bq<xW%mkTnmQ>UX-5kllF)qc`7)iksubnqjO#)4f?p^&a%A
zRj-A-FP-G&?Y?dIo+M^jUt$a&vKBrohTC)PaH%Qp$K2;9z&*}8Vea#Sdkxc3Yo0Vr
zPr8!mJErn*bX*yg&J?E~GDc5Y3zHS2)tCl{=eRRB8Wz*m-`22byOPL^g>wdfv1t(L
z#=o-q-)YT%R`oB*(Yc*8h-rF%yY)vkz5lo%(Q`<d_makChihJ|Gd1NmXObRCeZVUH
zoV9dWRk|D_M?T`>|CRSGU~*Mex*_Bp@_vv62$d8hosdeCgd`9Y$P@C;B!MUbZFSY@
z?y6K*HTCFD!{Bqo##<u{HY#{W9Q8VmGx*?*q9~4!d*`Zm927yvad1W*XK=1MK4I|w
zYp;FIsdIK!_uf0b!+hR+U;6A*XP<S}TL0Sbz1LE-`nd6T6|FvIOCq%9hiyrOoj=C*
zq&k1xW?7I3x!_KV1&L4>(@sVg=z=~uQWtdWdrec1dMB!#rPA@}RCNCNpx-%R-PrUy
zNwCrSou?UpOEKq{Z1o>P_<|rY=GDmtoYvtjDHsfU{d7nn1HV}0%`nXqlUEmWv<ZwB
zys`d$uu>>R>m4f!TtTfc)@<_%N<p!HQBrKRNmWZYfXZ@Vp-#w^O7o;<Es%>Af=VQp
zQj;Z(8C0N8*pi4tZ&3kI9fH#P`H@O*ON+8@?zhtB9Js;UlJLDWi*<@>Nluay3TqPk
zO5I|^1P?QVKsRc4E&oDL>W>)fvbnvGLPjg~hm60aK)+v*XxTLw`+9RBd2Q&=c>`2Z
zyK-fCYZHzQBGb;TGI5bC8;h-}VvIJ)7Xxue<xOzc!tFxIm<L7m1zQqfsmn2XV?ElO
z=kHl-2~g7<jLtia#nMG*e$wB&HX=0dFlIo3<_=pD&Y@Yf4-4UR3{}j0Z7=oq)iC(q
zm+p)<c&)QBNS`zoP#2`d$%5oitijM$XX3B`4yBsI*|JBBxloXL(3XUAq!t34UNqnt
zp1wx}*<#TvM0<<%R+$*3?-~oIi_)2J0N%h|D&S7R=-b9TC>VXqmV|SRW^5Pzt;8-d
z=@~6Tv1g3P`1NDcr&n6{`b;1~y$*6qf(cl)u>8(ei(#~d7i~#62V#mpp&!K{{F&9i
z!kPM~@*E{Cf+|HIY5Y~C2qbJtIM@909bTGTAD~5n<xv=&JnHXCqOFSU#HhOZy;yi_
zofjCbJ;p-oR$t4KS)Xg+#>eLx&T=KwDvDPcbEBZR!<K||6oZM%NH;q8mGLMVv#*QC
z2-BCxjX$cWy~mb>bG6St3^OFRA*ivj^(1yyrmj9_Anr64NEe7Xh}I}LqGM#tky4%A
zZv1rxk-9Aj=ZMVQPkXzoP3Pw7@rR7Y!^XnsqA@Eec3+3wC|EpT{A~q`kK2-Pj>SAa
z2i;fdt5NheQbVl!+cXEG@~p8~x~R;TC!Hl<Xfuc}1)8Ug8Bm~k%9ez4XwLF0u1c*N
z4qe3F+@_&n>Lcc4s9rJ_Qx~eUgX*k-Pcb8tLI@iLvKNdQQ6T%ZEeYq4%{Wv>4Cfnb
zIZSiMSBqoM7?$N5+>KS>M6rPv1&DKvKdk_9wk-+gK<qnO>dR#+v>6&o$YRe7`<dnO
z8{$zkoU;=i-LYXq%+|=b^*kSd*-tev#n_T&GuUOUNZr!8FIg3uz^aAN1or1(TP-}*
z%8@L#srUyDF&6~a_E3bF6lzoiO|%L{C`Pp1m~q93uCOKH+=x;qVI_v|vKi!!RiSGJ
zYjFVWq=4==W=#P)YfHj8(6jf8Q}$l-sET#<F~jwCV}W$xnuAU$`ONlG1utEu2svs)
z`rnMdt{^gGOTsxK3wC&3U&0qY(d!{-ST@!%ZIOqux!+hcU2GO&Uc>7PfJynhDRtw=
zj9E|s`YT%!&H-Ap^F+0bje&5UP^)-dwF10RlnOYgi;bYAVmE#+lM59bY{`1r=!Bu!
zs|@EijTNB_=NcRll#--a5-j#Z5(M*RL9p;23Zj7gcgBn<Apaj*63#*1!h=KZD&X{O
zk$n;%sF{c3Wum_nuQ?O6-Q()q!6@V>Lx>IFx5i4+HGnO0s41mPm1H0{DW&KP#cN~Q
z`%%j^+34{rV>T6Y_zznW&dp(~y*c0@Td7!$?N=WIdTbm^FLE`Cy29Q#=s-UtR%(p1
zjG0wTWRWci=O!}8k4v2>)vBmA<AdNP&l$pP#v<vK@3~m)<~~#^;7I}Ha^ue{puEDC
zgmX|9A06z&(h)|p@!C3COOKF`LFzIVQ5U2o$tv+k1I>6{tCpaQF&he4ueBxN9IQn<
zD-|q|VVxp@4Tpihp#A%zShdc^P`%AqKwYR7ClOGDIfO4m=1|~PP?378F&7F_e`HI-
zIa23sEhZXgN!sCX5~s9p;<+R8SOD!rQPX>c5&WpJ;JOH&pG+51jhv?%IZyeVE0yG5
z8grze`C(fU&e2@CHL;7POUbe+I&B}+fH62Z*`uj1bar`iEDEUhTa4+~jm6i+v<-1{
zx<dX_KL50HnfMPT_tZlAHDjg}SpT;z3FojbIM#y!2~F-Mx=W>OqPLXw3YSMgY>|f{
z`=zmHx{xhM4uH25&9|nAx0K*b#pmb794PqwUt1E+@mbjvpTu^!@E!0F<fsdiV2NBc
zhM4wSjNy`vuEqx|nqmmAT}7;b!HX=hpUO4aDR!nYOA4s-ZAmx>b=i?pS9KtbxGdz-
zr098=1Huvvrl1S#C?PhJr;(q5yv$f+-NLv$S&=-80YCGM#gayzB?95z*h`JsQ9!)d
zmV|Q<=g62kQU{9bktWX>q)uazbU~V%>>I>HaM8!5=}y27<IgLgTxUzdIVfjd&6BMX
zn?eqek;=-!<d(S@pj(Z_(*<ZzQcj^toI?JTvh!wRCKQ<7U`xU|Ov`t3#X;N74zEdU
zzu*E)fC<x0VE^WxS|OK?c0qJrVDLU-EVM3o=L$CtsG`Ajs+`KCnB!EboXQK16%7B}
zm=^`Z589G&j^TMNF<c{jF{Kk;H4{Zq?-j=JtHy%s;+SZGBe`rsa7{3+0Qon@%qT#9
z*_MQJAg_SuEJR}QPNaMLd=IlH5lZXi$*}?a%vfQ%2C!8|dhsO|JsPusTZ)DJyD_(l
zh5VZ>3Fj7~2IGlr(N-Tbf(tjf8dfxk)uSLX&-m*KBC~BtI7ejeeu}VxP*${ai#t2f
zs<v4MMrDh!P`c%69(H9gSLlGIxQnCKrJIevui$c#EeYqi%nJOB9>UNr9UI3fPZ^OL
zjK$GKWOnFVw2%2wipgt?Kd!*>Dq9lTa9E#_pUN;Kw(gD=kA~kFgEtw=po_t@B&$A^
z&Z&jr^~Rr7wEu^K#3?!b-j=_6B2M(5e*}#sLaoq=E9{96!=>}=AvU~FzdovP&371#
z53or4;8tPP8;5ThZp+_A-#r6c4vy!lytQaJ|4#gN{V=l>eH3Y(qL26ke`%}s>%da}
zdi<&HYR6EsTxsv^$$Let_q6-o&D!N6qQBDHo-JkC<%#D5C2V_cCtm>@E?S%G8!UDX
z=Q}`c&;8HM7#ES96y3ADQIMYHjTub5ROnjj`ea1_3-7W7Y(q$So_fXp9~$~ZP*CcV
z_t~m8JmUGMwj{#(<Q}%5v34r(>Z2tr+>^;;`H_|lwj_$R46UChI&(#Fipnc`<!;P4
ztW9jg#6uUdV(};o-*(s?)C<>fXtHV2FP=SGS{#0djp$ip73&(&tFWOO8wtpI(gj{x
zkt#|_nNz-sQk|qBWMmD|&LY;3=#a;AtCi=|#zH8S=To*MoSWLbgXQjYF?SPHrDSqq
ze|cklP;Z)p;eE+iEM0hU@F?I*z%2MuYJnGw8Bn14wJizf(44;&1(?>R66sECnUU>X
z(W{kFD-^xzK&gDZ5?hhce23v%zS-5liI%prDY335c$ZZ=^Pci~SBu)Y#vCblo^4Aa
zj;Be}C%Finym4>If<(xLBZoD!wn|SmzQ4anVOO5Ar5rX^s%}A_O$+Aa+Nibv!Gp#h
zSBzqxEeYpvyz*GjU}7Kla1VRk@K#fyC?IX=<LSh~GMaighNSZl*b8yw#v0c0xLrr2
z>0Dtj=5F95X))CO#;VeV`W0BD9c<F+gQ%F?W>KlrO}4<IiUyiRRqKk1F{6rE^x2Yd
zZWiY^*n+?1Wle(4j-|_VBBeW#&h^HI{hIGE%=Z|Jt_$<|IEd=oF#wcj*&0~K2o<bL
zFv3;bcNue};5lqd!a1I8T6iXQ$L0_8Ut?51W2^vORNJ&rP34+QK77iUDFxU^ZAmx>
zcFIn<o)H~cg+DVe&lwA#3(Qm;oZ%G}wMhMg@mCeif5(=DbIrG1Ndr7|h2{K^*tW&3
zqx>aZ==QKMA4Nw0HAZgI#jZNZtCHO;f!`*w1ftQCQzO0vN@aPvF;@z*<7`PdNA}Xg
z-ar|iL($4nD6OtsRiv>KG=t#Fw4I6e5k^5KZ%pb&-;<)m_^&orlWxg<1*%jjrwGd>
z<)n?jEGI$$U{7My6k2Z!UTMszViM=sl5lPkyHCO-)?mIEMw9ib>0I2Y;26?nb2(tF
zLS1v&eKO{Pnbk6Fgk%*c)yZCCt`*z4%9ez4+qq0O6g<gwk~PZ75@RbV8!JoKN-p;s
z6(Q|d)GH-pUKQIY*pm4F(Kg;`tSnvIn2^k6*Qve4cNl+A0r(DE63zi$e6X)dr-A(W
z?Y?w54OaomHrf&LagqI`v52~`EJ?~kK;Ti#bvN*+)YOj{v!Q_Xpe+gKV68rg6$sG_
z77jM4s&2LJ746iUyvT5V*H{U<a9)t4Who(raJUI65T;SA-YH8{YGM4gF<%P4-?Am)
z9N(2K3*$(AH0`$-+3}aS8nCTwT~J5qU;WM&l5n;9MOzZiQB5H(gja@}GjeT&z|~^m
zIjqvevSLG(7FlmFe3ubk;SAxm*s~jvMGVG6Sw^j%lg6wm#W!I~;`a~eJ;tigt)!_d
zv|g=!uQdLk0^bf>62E`&6^&J40^bG|zT?IpRN(8eCE*;t<iUX=+_z*gA%?>%&DRE_
zy&|nQxJtd#SZrOW&P$dCig3b`74G_5EcB^R-fqm00%hHngmWlYZO!r~u5uYr`fFsO
z-K>`3l$i!A6%RW;`l5guyvMLUY^(xZSXU?0LWYz_GKA}VwC}^00U=A_pQ%p;_W@(J
z6mUOoOTr<za^LENqZqeDf#aVTlV=6z`Dd^nvvJqyr0cM*d&BzZepCO)#y*q3LGw9V
z4g3gS7Mn}+pTyoL-Wd9`f%D|XP|2Ryfjc$PJd%3D?~O8<Y<JPMvw2AxKS4FA^<mI-
zX$|4p@zb`t2>aJh*^+qK4QkF78t|OFK`j<^()sscPcUtUem`$~{vcmI#Fr2A<s;%E
zacE{x%b)iRO0s8WQ2de$gQA{a6Mxt<ZG{glXu2(lm)(M{8Y2rjWUGN@7If!J=gTTd
zvS(&N{E{mR+Nd^aJ8gvzEohr9iI?4iUOz?_^j2F9G_#<e{b+@>AjzJY1@TL+ENGKz
zL4Rl~d}u*~wj^G53wn5rEa)?~8fa!g<z;Qsf+Txp7Q`>PvY^eX1wCLZd}u)*w<Yni
zThQ}kWI?~M)j%@~`ug-$(t;#=W){RRxw4>(RSWvDt?;1*{m_<#Lkr^LdmDGjtweBZ
zwG&&6MIdAN<D>usJgu^W4%xx41Ru7->1WIaM~8BjG<ckJ-leYACN?Gg?L+W+1^;<M
zHu48a0S9>MB}=jeOHnvOO|r#@Qg<yJciK4mmtSVgt1?JmYD>boB}}0)I!#JN!3}?A
zysk19KzCe=Ac{1uB@W^c<aZi>Rnh!5TN2JSzvf6^L6$-~Z?=P+I>NcYQGecxPAwiq
zn58Bs(ac_D1PjKB&_ytntoV`yC)CIxK`{Fzrotdei<m7rW6l(myKG4~M|tYb6J9x!
z!!guo0c-f3@wvlT1YLZlVPmw<gHpu)*!Z)G^514l!nyL-`^rzOLx?4hchA=P68-Q|
zR;pE`Baehv?9U;#g79q|MahN$!}*}GQgq>5AHbPfM-$7mB^Z;-DJhin1A;@p4MHif
zf5MnO1@@2Hl5h_Dr2*{gx8Mx;aau(fq&gN0FuwELEc`F^6-s5X!qDjEpmBz|eo~a!
z5WZ!sCS60gG&F?uILJ+6rbx^btuxUvVX<Z(h&hTMfo~Y|saV9<ZAmz{hzkRY*no<F
zS}V2#5%!b3E2FLTo2w@6t@-PW{fov5(Z&A45c>@&(fl&v)a+7A8(Dp7eq{VN#>^>z
z|I(I39B`9yo#Y}sV!U5OD7PRHa<RuY$T@L=C5OMBfN?^3a%3S3%Tv;0N-M7z)?RjY
z9fL=c#D<Mq;3B-#+pq+#9G``^@WZ)mH#@%F2X`2_4-O?p+PeHyu+L_@@fBk;I3ump
zr=^RTo>IAp&8EXW%O!Z>g4KHCZz)#TE=aUge_MXc^*`rOA&u=_wEcj5%K(XpD(g+2
zvu2MPOWV9cP&8YID_Y`7Y_uevQs7BZ_8%C3UQzaek(J$2*ZEsom5w*HdLSl<7WqME
zgQ!=$w{A;R<E^u?;%ml|>neT`PNQ)2>==it`pd>lDC#fSk_hX%f-Q-##$_WosTy~$
z;9|_p<@hd?Nq@M5ts}yTKxIqfq?`+^fm5MA5AH|0sJ1PT3j!))Q42h!UuL8JAI3=P
z8g)++bz92UBSsmlM>sOE_FDkAL!?6lg(&r=NQWXMvsy^rZ!DBjNba>I5f&0h=GjKG
zZT_SrHz2;l2MR6;!;%gkqPC^~8XLy{G**DFVXP9fb%6w;x$z~4x~x!<{h~2f3bLQK
zCE*;|g*=a1skRqN6(CzHW@u79iesxxjN0?Y!s()RrkrC%p(E}_*gy1RV;&TYerQX=
zIYx$i>?1P)hVL?>b6)AFBV9k~{rNMESyO<XZcF0#59p1?s?aUEEsiR#H~ydkU%M>{
z=kTpMf<TRa7+>My_=K3D>Gv{K(Y?bF8}5)qt5<{fxO~3aSOvPUtw#8kUe6EU%QA>b
z8I}QEt561sOgJXK#+WSy+#|LmoP&D?HI#eOnNnvi9cvz=j~Jp`j0Mq!XohGM^FAjE
z3O5;lSwUgImV|Q@7VhxMxqb|#`#r?SmX320>!RhURVGH}&y0oBMTR1p2i&2k2(Lb=
zCI`0PYs`WI(R*x3IEM%;ghKGd`Y0+5zcUbDFcv`<2wFL0<u^GZ_N4J=73Du+OXAci
ze?tr9Zy09f|BJB*=E`q!!0QLbpH-CqeOnTzPWczLQ2s?y`7<ta)xQoczsVN)X~v&b
zlt0;)gmdMuqV~Dh!^SY4ioimtJe-A)dDRNM2l-WV6dZ&1xa6!eR)KEGSuI+2l0o{<
z%m#<EvIu@yf%~6828m4A`C4ntmICetwj`W`yYOJO2d>dMC>mxpn?^rum5E`y+E_SU
z*v^!(?U_5w7y8^O7#%j|LBZ&tEeYosof(8Qxr#<PD2Uj7S<an^7PpqU7^OjD@pMsI
z6oxqIVg9i9K=7x))Njm$0#n77gmah-CxlLZGU-o^RiO)M3m*XY7=KWK?_IVeoWr-=
z?_Hys@%qz6Ebd@x0kvbWdKBBRr}F}rz0Vm7tqW8#=#Tqc2aa|8wVEdWgg;}<kAmZ;
zY)LrBQR`@br0{9I!ASnIvDmsuS~>%G&X^$u%73sW;T%eXL;Vpz4c=o|r(W)A*l<$L
z045o;rGR_7EeYq~nr&H+;A{3OL!2^Jgl@?_+1>7|jX6_LUTI6hIm%+8I#Z%(WjIG9
ze6$SYsy%R0%#p5m*CjSBM?16nuQ9rRV5|ULba{Q-mw>&skOXi)EMs+vjkP3!ge4p~
z9x&!gL3Xb#3FpY3w?DRzT5K~Fdu9{C@sB8~dap2|HDkeb5j`J4GNW6gL(X~UEN!4y
z(JUKtq@Y={CE*-RxC77DGPL)ddb|{fnF6MDVR8onD-c-)$u1<arQT?)jsBcB5C!?9
zC^7bT8>>kd`%AGmkL48pe_2jC3n=BJq?9w&7?(qcsg&<`8uO`G#5-(BIJby}hp<13
z{H<fk0cJs`CB(MzNK4!*6XW=4W8rjhJTr;a(vZ90l$ly;KWWT^g3%+kB%EV(&MvvD
zD2)RQgLGK%2%lU*Sfp}nEp?Q<jMzUKi>iy*(xkrwO7Kd@0Y?sF`CVgH6yUyXOTsyD
zbN7?q{fG@mYtd#I7@~<+xEiY<dNjGhk8-6{dgG11ui)~#|FXC&+f~L^Mz2^c4APu<
zHc`pITv7e`#v7Xh(#X%Ktuoe{ZoyifM1v)HrtKwJlq<n=u&J-f4A2T=b`%hkwj`Vv
zu5<mFJak&<fFFDqAQE^v05e+BM$OFt?l%@!7r;a?hlkDwoz#P00>Q5jq}r(MF=j@A
z?@C(|&f%N2A8o__^a-?O!j7YGDNh-m8;!-$g$EJb!B21cL~A&T#vfPUIBrYAIUJXe
z%K?92updjP6&Y?Zo7l<gz~Sa*8YXNPgZ&fek3@kx2|5h%UB)WXg?LMnMu3n}3<_wO
zxDsC{4!20t5P_!ygp3l&aL|9JF`J4p+-^(4xiRck`z`)nG3**c+}%_*hg0(us1xDG
z<X#~>z?gDZIbA#sS29ia!H*$bHkQYXRj6w$S2gJ+`CHN|shA4<2g0zrga(3US*_L|
zHfCBeod;}5I5(Xoh}>R9e9q$>vw4k-wF~$6vAMsIGBUV-Z!DxPxJxK@y5KU!(U~~_
zuV7Ls>CYOop}_UDEeYpv%@8GBr~(yZv?`B1V^B`p>S|mvlS^E{ivq+;wpt85bG=|o
z!Z{E#k5qGo0v8<xiTFc?;(TXN%u1r2EEKqi5H|`I%Z<OS6pC|gNjS%1*D;DYpDkfR
zG=o7RHjQCu*jA}^V%i(0yX5St*elncF4VlrD&9DU{V+Wq{^Zc3Eeys2(~lKV#(uZ4
z@^tIQ9SBm5<C-LWDv%zr$phho-V;2}knkz7;Vvq>YB0Nu8CDEtyDbUl2D4yStqkbP
z*s)d2_0|0SYmqtB7I_%XUSrX8;arFbIl&voHjTU~B|2}+f&x&tEeYoU%{*34_w`Z9
zg$I~;P=WYEhU8C-h0%p%R&qdcgH5ST!vnnC_}dB=|IL<!b1W|0r+6!&1>-dd5k)EE
z^;Hu+m>J>uxLmms>o=Oe&Uij#tPov1FHC}0%*12oY7q9FB*Nr3+71#Z<qMP&9Zj`%
zyx*8P1@MpAl5h_Aiv4iFS<YdkNL%d+ILt>OjQ5u?`!%>Gv9;D+!}<61o1&dh-Io~L
zXN-l{1$PCOk(qn3<xX;sXlKNIDlM2#fqA7q{iZQX3Z#E$OTsy%8v$w1)!~AR^#l%o
zMzcdY!FeocFyQ}btQuXwHxb~0Y+Qx|*=SZs*X_Y?jagI-;8(UJoEyN*!(Jtqt)Wbd
z*}-VpjXz|_mThx2a-4<be&&YHd#HtRsqwcJEY7ke;T((UM{>0BDv?Q7V%~fsPZ))r
z#$xCeoHLSgr<CABsSmdqe^`Owa$6G4AxIp>)F*AAK;OR%H=`IAVNVUsAD1dQ)gQ>{
z*%_>yvB0`uEfYtje2#e}hutxa94iQR8FQl`n6V|{9Kj`Ouk=v4)LHO)V{5@9Wn|R;
z*jPwi)Xr+s)5P`|=2F4yZN_{kc)it@gmb(W?#i9;XJULaRu-dLWn!E@VJw_3PG`aw
zJ#i<dN*cLSF#4!54+=(qX-mR6Mhmv3E4d6j@nR=1I)&&}C5~LPBidJJk%tlbhOub6
z2rW!@5^r>bt%o{w;4M|@&#FC#uN$+V0Q5Cm63ziyO3fA^S%Zz*yKoi?j>v%5)<QS@
zBUgKRqezXGnIZd)v9P+3E#)SwKZ`xtT|Tp^bik}qwti{MiUQrwZAmzXZuZVhsaWbA
z#P;-?niMPbF~f7tc2}M7IZ5;$0*;y&rX|K-R}eYVmV|Re=4{8D5Bv6OTGKUo&X{a9
z7D>0r%uUif6g!7)S;Jjs{CNeGOKnLw2j#2-B^*c*i@a3PCAOyvndbBJBj#kFJYz9+
zfjT=`1fOy-8tqUDD@Y-qO3l`3%!mS6hb;-`kgW{omc)SsS(t<;FdFD$b&W<;v2MBc
zTMXrG#^UQj+14<BRB7m12rpm}{uNknHD*eI_06^<oWnZP->wOG6|V;IhYZqv#=_`=
zG%MJQi4GufqhRq7<8Lci{JAX&=UANA5EF%p7ekVO)A&vg#|!$sa@EU5dw+VbFm8Wq
zEVwRi=O-HipHPd&@TIVwr<2xOB<Bj6Up3}PLGy2HNjOJyqrdu$senE}mqRb44K+=v
zj2*`8-++$waFlgC!}7FOUKNGck_O}b3uD#j;(bxDdL7D^3PfWs#0Y%iiw6JF5KS%2
zKQm@ff&braNjQgpN#HkTdx>HJA?|`-qN5m(l#zj4yu;P#;H=PlOeWw`mR=RFg~og+
zc+ImV;T*4vu+CjBH5|iifDP;3*jZinT_6S9Xk(onI}(iXD~%PSTUa+HvEc1XCT3I`
zpoV1FPaQ}WY>#bnYGsQthYI?eZAmysf7u9VH|rT`<Y!#d#v<$Dx*VfOzhV)+*hU;%
z^`CAqW=8?>HMS(2gSfV_jQWQ&#Q<do79zWg?Yj{1Kx}eo($_V8nc;nlu`+bwZ3nz+
zxfDQS?f}xHx>%Z))%BZ<c~h`{y)6mnSTAWPu(F>lM>4TWd8CYt;a?aFsf*!RjYU-U
ziRH13CKc?5jQLRT`hYD7=XlL+ESt@0)MgnNpRX7TrHjwJNEvHYXZ|na?<=@`$(Dq3
zT$ZZ1B!rKcLv#!>R+dJ~%y|9OSXf=W&TWEMO8A56V{WD5!}DN2G3G_V?q6+5ILB_&
z$k>UNkLD3ZJp5%#gt1<*)78*q^C(!0mXPKeMm^Xy*O*7e24>lkaBc(Z4|@Yx74+BK
z8(Kw_h<0r3RBa?W{Ins!*k59-6y0*Z0XxT}RLuq~h=rAD=o_`Fw>KH{r{KQ9mV|TM
z=VN1xh@>kjYbxc+8h-OEjNSFdg6U$nfHuPj4^N_ErV`q81^-%O4it2b*^+RM&fM^*
z5>7VINu1cRqh=WxnKv2>rHjnmh9g8c;Xqueb3Csz{=5Rq&9)>Q!qS!(;VWls#Y|3D
z4#%V6Vk8l*2xHF}jsGEJ$v=a*va8-We9LfK{;r9LqPq0D&Qc*;8SKU7=2zVky}RM)
zupeqxd~~$TjpvaNrS@KYAb+2&4u1qr^Vj1~eOLR{6|Y=r@9oLsOt@EUKkB73I0D?=
zzF%BD;iic0v!zV?KHmRN>#~)03a7YX<Jw%`V6k&J-vMfSzJA3<8IG1!ViIjq*Ff8n
zXtQt@L%@>?HJmyTy=mg?@BOy=3J;;)YfHkR*|OCxX^0uT^~jNftzrh(N6N@{^(|u|
zb-_C;S*FOwqFaV|l9f`!xf`{b`GzqcN;UI!TN2LkY7^0X{4SY{_#DQ0PVBs~)@-d@
z|24+)MPmi%V%f$Ke;|SAelf5O$EbpUlPa*kF=k2u_LsIKoCCX5oQ0!fCqB4bGI7qK
zR;b1Y%cEpw5EHvx4WQ1Yd4I1gxs3qH+)BlVgXMFKc~P)iVoSm~cJqZxg+L|E3Sjdr
zjMENd!E_7T0(P(v=S)Fot1$-(I+xj!aE?x_?%PKVNJBHHS!Is!8l%`_tN>jUV^wCn
z1x$@lWqQU;DZqBxl86Iq(yfzRgmK8*MW|T|5+N6BY@^i@7q!m(7bc+lTW%G?exSvJ
zw)`zEp5))u>VfFmZ^L1fJbKQFb%_!MhN1qom+(8*YjD^oO(&+k#6g70B&WWc6K%b@
zY%$l}Q(d(tvHrsK(U@BKGx0e#)jx|tx)@KcAI_h}mvi`XE?<_3OLJ2tjnt=M_d!po
zTuk?R!#&Fxxcbzx*X5Nx>`RdGyWVU3Nl9rA9Z-S~jt;o$Nq6HEeUGI09zn4sAZ=qF
zaQ@(-vX}0~$(t<+vBeaq_|s!>S&OYVaFkV}qaTR2B!#Dg5aJv(4n6M{bEYLsS|IpH
zsZ@wH>0?fvp?=a>@0w88_mihyp^uc<$yzF={CPF04mho(ZeE}bT1^z%NTqY4FE5mV
zom`|0S>itdewp(pj5(Ji9t}u5Zb_m(wUDb+J91U8R~p-6f>KM9vM%JS8@leir72et
zc7kpng<~XZ>h-EUrEJVxOkQMt{?J$%x|VPOrc?tr2)+~o;7|%o39%Fk&i`c0mxA*@
zGCHm5=CQ8|R$|dVQ_l6#u4Hk}Ddr!qxi38Jw-~S~S4O+<V^&MosY4O)FE%Vk`46`0
zsHJkEF;fa!<84WN4=}T8e#d~fYIALy+*cfe&$>i<RboqXcLs^JgZqxGqUM+;#YbHF
zIyq7-<r-r}>6X}wljQggr>dHIHb|j9PN6!d`SlhnU|}`A%9u&TAXeCtaBdKn2!rTc
zwI#7No29zgACvplo$zlmx;2~x9X5qS#wyY^h0SaVovE~tFr`e$z=MmPCG0omQL%(Q
zwj`WeLP}UdCbR?|5BibhMyv}A-(|$B#;VXod<`R>@e$|oq&Cbq8Z)NAT(l+O9Ok70
z<}6@7l*Yz-(G}~%FeX<>P>mT~)fp`_1Nm-aVReB#hk?wd`iNK2;bLC#19+8c53B0C
zj5$$|yVI70bL6%N<UAm^Etjsqy@lKs4+oC$%T?;?ig&B4UZ$s*gMa;4&-!EtG2)LK
zD@hmeOBiu4)!8UxDv&YW>28owv4+Qtxm2v-VOtW;tzoaQhAvn`Vtct%A$us~5aovY
z>*)#x=)veJR1uEEb0gnNAv_v9fj2Iq*2k1G+spTi)u?MPSFydouX#)fDHM@V38_#C
zexpD-XyOe$tW5sim}$j)p0y?6+<drZ@21us3&w*L49eln0@EFZCZUo>%gi88xXRUN
zPBsJGDE!PTjp&HilnCpj6#UbSIZ=>%X{?Y7Cv-<2-7**T>7BI#Vh(oD6pfsn;qkvY
zt$b)mqfGGFjws>lBy+sGT&iJj2qHOoWpPL#+Kp(Dhs|cAF<82F1NlSoc}q3$rr67R
zV-^&9X}2Ze9H8Y`Nfif}MALxdu!tOoIZ7PHM-V45{~qfe=)Aztz1mo4UFed*u`A-5
zj=~09Bgm8FTEX!eV}2AIkJyrMj^oB%r81_M#dsWHzB2%|2*);AuaLtD;X$sxX_B71
z^yLzk65@WoENL*>w-~EN7wt_+jLjgMIQtsP2H$Ng8&~%v8xH||*%Sk~$(TjO00wMH
zI5&W0M@n7Qfi!w<*yxogBBCXNeC3J=xm0NCoLeJ51N&#jBI^RXJXw)E3*eY%9BFUl
zSpo6A#_T8{zQ>kC97Ky2w+-KBz4H2<1&NT0ciS!<5Eod{{o<)z(cN+kdmj@UHf>2@
zgEhQIH*P{8qeVEgDmpcy@riHQXdHv&FPQ8r@!1%ZDLlbSZaZJr@nr*FHi}Dg<0MUJ
zuH-&#{7E*zddrpErx=Y>w|q0_P=TUd(c~R%M+GF&9$Ay;Y_l&I%dV;J`rKq6@g(Ya
z;wc55WWoJ0KFXi}wejaAiJt}}eql*MT@wA7pwx0n)V9Y=UVU1*4o@6`XLV0RFkT-;
zO#3ZXWMX%8Fg9kz21{$fA~(&b#+-*&eEw7GRdmlWW=cVKi7ko6c#&1(2-XXC2i{3|
zvH?A894+!HTi_NRjW*_G4r5JH#06|J#x{SQrP*Pu5ZwZMVKQ_|5|s#^;xTuEemN#s
zSfI#2JS@&zjhRybzs#0|bHFdA=z@vhq`atWDaK9@qH^HO03QU!a_SnnrbZ2*SW}4>
zY<n_n06oSE(lvmKMQp)fshn$WilZYX<in%1l*&tLbpAjrwWuZEGiFjTgic!$&JAHJ
zIy>St8LgRz8%5AfmosbPlvz4~UT=%uPt+pDfF7Gh-B@M1rm-zJr$$TYq0He7ojAXi
zrhu@%%(1Wos*&7g%&uZ2x7w0$ZX~m}Rw}h#v7e@bO>^0pS9|p_L-=uHfpj69lf*V*
zpCfEs14mMwVf}rd@z)hZK4MG4IU-AUp6J6g3NM+kdwZ&){dKiynH()MqxF=ru)1iS
z3+H|Tx6-ve)wcn+3U+^M%!`8ES8Yi+#7>??OpXkm82LmI)Ov$q{I!r<Ikz~s@ucE)
zod^wcOZ2Q_vkZ;HTK|0FxILzwbB3lq0bOtG4jz*eikl)Q6zBfyRDTF2gb!ye#%|=W
zVH6t{9gK#9i=<(-PWpwdQHDdrpV^XdXxDsLaZPae4IRfsSGm-iNYgZZXSy?o(ZpaP
zi|LbcuCqqd;!*oHdzB4+jj<u>)>o<U5FB+7NfK<vYmfxdmK!8dYOhtsoGG=}3R@D+
zQBLhHW<87%vIxW}CUbXFiX&_$cKCY1>~32wmyJ2KG<=tFK4h#4U7Xiop(c<;O!DSJ
zSwf7xYzm^Ng?Ya*V+zcBY)LqWIk`W5BG+5%#boGltYq|*N{Bm;*-upBv`eFH|Gu3u
zaJAlGNUO$T>q5F56Fh=%teN_Jrzprg^PTD~H0decXv~fRWYLy{b0Ft!#d6C4oWV4V
z_oJ0>(;N)cyN$)t1!{gWodRFj#8Sc1nID{9sY>rMW<Y`FPFoVrp;;~F)<oQsaCLzX
zm~2ZAdX?wia5rsU#(Y&Q@<-b!FRlz;V;CPdR)H>zm{6tZG>+X8jF&5-GVLT8Xmhd<
zK!Nr#W2O{nAGRgo9NPK&)8%e*XOTD*c7USAu6Y&)?0d$7=>mo`$C9(g4vpHl{k<^<
z3Odi)l5mdBqV0$lD#E}4pw<Yr&c-NB*lRiz(nV<zT%ZLUjttak#!M(cz4TuesM$e1
zc(hqPI8!`cNzwa69mBA+8EZrrmYLX;HDaB1zVW9OFqYera9(PX*o?(qB}5-kY`Pp7
zpJlDyh(or|SZH0ymeFRcMy_c;&L}AEHs(e_ahEL#=O~`%hyB2o*{dt*ZY=I~B?1`z
z*1B=#r@p-9EAfs-pRw4wI4%zYgaE%9@vQ-5uQ59cka=4Y&Vih}qeN%k;AKv@M9fqR
zgV7E~vkY8A4jT)l3)8%0mbgm6%UsBnRBAXi|0l-ZS8#c|EeYqiv<HPrHcMibgpVc$
z%cu>Ti=v>V#M?prINH06=cC5T(8V(qZSh3EKDJ=mu!5#`BOfy6OhNj7TN2KZo)v;B
zP>Uj|JY}rDV=Rs?R<j%Yuys;DMTO%T<BuzFeAAYMdpP*eCzY{gaKxW79OL%6>ch`Y
ziv0xPP*{cIKW%jxE(iS9mV|RSF5lm{RSX@A1pLHcyLY01&6P!Jx+-3!g2}{6;wX;!
zWz&PAvODHwi{dU?nogP;!+oAJxUYzAErYx%mKVFsSl*N`Z>q}j3ey+}<W-u<WyZ`Z
zrFE$-3FqdqwD~Suaavz-XgpeG2KOpsVRft4rA^{|(+W1B+~DIl?BVP*W<`N+n=J|F
z&^2>m92qb)%fJv7jD^yLXapa}AuKuL&nvKW*^+Pwi>;62JA^FCUV+iv7N4|_<9FNY
za3*G|#14Y|EJ_Lg#D`Oh<?26+<6`yS*gtV-a(`?qYuLuW&6b2ilj9}-6%=Aw>{p>!
zzSQ&DO(7qtRi|kM^Z;;JFMfny_a&||o-`I-x5ikBNme)?ppD=Z;g{-j5wMcDr^y8@
z88Y`u!~BFXPf9iNxGf3in4ZHBig}^Kw8yO2jR4JM8Iv^HD;p&*BlrVjQFReqipf1P
zH!&Af4tb3Q#tIAL_l;Rmfcu^;3Fp9#<O4j?Jdc!-A)B_})u>3vS$K%oWMe)Qye8O^
zaE{kmyJ(9P?Ulm8=5Q)Oj8mh<Y{Z<5*ji&Tbqm?qNwEQnc0%DOb8PZQ9n)T5%!mS6
zn=J|Fkj0!8GiVJ?BFD(T`(a}R=z<w@R?KKNY=Kvt6^CW<pfOVlu={LDI0tsV?=$vD
zCU+c@*TRu+v=BDW!lkd@STJ3{79@T5trg}>%qFPCu42rAf=-_;3Fqj{+fH7F%ee}=
zmEt@KD$OW3O>;0d_ZW+%i_Ls=Abq}q^F%5%?=ogUfo9m2gmY-l;Eq2Z7K&mLeZ*jV
z##j(tFlHpV6E8WDDh#WyPZ@t%LE%wb63$U@5T4>WV_|iX(hW}$V)qZmyeQax$CiY1
z?3%}(h;-PSXW<ex>42-Q`pDraLUc|y=0HJboGl6G=)`(_yohAn;~U{MMsc;V0(47T
ztjEV|QhGhUmBvgdz@BGI!a1-9kKlxO!Ar=f%rpke6$&++>%g*Aa|hFiAP^g-wOqy@
zbLwm+2aMIJYbFPi6`_xm)CZ0ALVcu~dZJd&PLH@1V6QRniZxwjOTxJ|&5jQRqg^5O
zG2>Y_7DyM*IdU^VSkl#wY03EO3L*tt67CU+*SRr7l*f$7JB<a>M<ibNs))S9`0ENH
zci56}j>x=Mdvs!qW30$6g;7wN=3rbtX)Km5F7uOv9{FbDa3`|*Q=xgpm;nWv2W?3>
zhvp1yRTDFjnRF#~xIg-c!T7GRAi7}8NYauz%{2;6qzc2n=C_T%tf25MTN2Jum`Nyb
zL!#mkf5=FTKj^CWKT9CN6NJsN_?@jH!<Ee!ZAm!CV)3y^Z1t9h=SIlK2(562(2}Gd
z(TU2;C<p11#%w4BCt*v%Iat%UF;@#s;{%3ckFgNCRo8U6->-RLxzhN%ivD-ll5nnn
zQ8#tv$|xn<l?EjKkZ~v)3!{qzS6qUd7LCYp<8Lci^w^Scj>RfDuBE*VVrNFBROqMO
zmZ&5W>CO^1V3H?;Li|jr!F!D0oyIEAMR2u077h1junc0qosdDCi6a?mcU}F7apGV8
zqZ6?uDC{cSZp@#8a^04MbCeex%T;^WBU{Tkh!%Mmy@!oO(?xG#Qn=3=eX#R@F$)Sn
zAGamp9H7-(qXV5aiDGGh7q8$HrBoO!mU?qIecF|ag{?7pk)eFnSP8mNu1>~=MTjLi
zz$;zwhY|>pA|WI;VflO7m@Ng~r)){Y;WgP4$XqlFWWb(q&1vOBcK+7V!E62{p^E&M
zPOVSmIXh2y<xCD6*QG1o&5;3n{&F}iW+R+`C^`_?%3h7P^JOPruH?&ZacORZB%r3N
z<2lBkl+d<xbv#p0JcU7PFF1(pYw0ot5AIH+bG_nBEj83$p!aGI!kduK;fUtzMsG4i
z8;$j)2~mAb65R@44up^GMS#LC(O3s^;4W852{~jjKM(9MW9y9>lO!$(NVHp$P#q_)
z5tPQ<aq>>TBqi2uNhto`*xR)~$xbI^(3P&-SWCl6Eo=dyeEFnI)CR_gCWCOTu?BUm
zV<(R8axIcthvkKsCqQ<p?Tb!_W#AA-icYx$(G{~fX3Vi-Hb-qq9KnmMH%IoeA+VSA
zE$xM;iW+A4Ba6mX6j-L$8LLIt7RZgBw1xGpY=P&T8pKkNzuA~S1^E-UB;v@2-GR}Y
zJm#WV*MeIfb6WY3o$0m`y<fbT|MIErTCCpMhXC5}6SpH>O^1QJ=nTRBG&P7`LTtiA
z%NVKk@<-5nU^9KxSmNepN|HD2bL7J|>LKHADJFM6>-p3LQaA(dH-hL%5hd26k64{g
z8;hu^&iaf<L?nNx5Gwa6<1Z`9{aafSVFCIo<1^M_tLOM;oG8_**f1DB4%6g0<MD#A
zNV<5;O`@3<XK+&iPg0{HD8DxTyaLKEY)Lo=<?KUcuZ+#kxeCI*vCFkE-deP%jGUFB
zI`<F8X7r=fM0JD@Y~)m)Cif%5sYU5*V@?#*7Tc20My<^@{0Mn^g1eI%j{G20K_yWg
zC?zs*KU$`MaEPiKiv~A(c7|`evBbJ1ZJAg_V~!De07obWN-4>)hyxrrX$TA66~^2s
z5WZ57IE4e*RAY3cAa(#X<|Vj|@6FxBZbNY<P(;0qbW{!BWyrF|O45aFZ8Gp<h#;N5
zETZ5w%0eUD#t5DveraRY6#Q<mB@q_E*RTnUb!#@;@0|H9NVKw4A2VD-#scZWH3xnd
zM0YXpv!GUrZ!!M5g2<a}NyHJc=;Kodoz=+Y+JZ#L#VEZT>#BLdVQNmx=+Gaf(A}j%
zsT=WwqSnzO56kwbv4(X`WMNV?_27*|Df_%hki(MukTDC2o!l=-oWh!S&Y{6-56;EN
zz=Svr8`XJ}=dAB%jD^+JH=?Bpo^YHRRVl&&gC|AT-!%TbqU*o2B@vc}|HE*NbuD@3
z)fKO+2IsGgO(EBb*-@o9w9Lf-{im^bx&SRo)&zekiBrg*0@H7enNVQ*l`V-lOcwQC
zSaov2v>*|3A*;@tF#%DZTrDArt>+EDV|djYhi@5f%io3NX9UT3CoYKb_&!|d*U=}1
z>XXoOMIUxp%)rzqQ+Jk3<@({a1NAADOplkX!E5=g!?>$@XzQpr(cRRlccR)^Djla=
zuYN|Zm?_k<URSQbZ|652M!T_@{#=4TUVRFDqr=}lqHyf_9sboPXVN03&v1SA)=mrr
z#TEhXs}9$vmD2<M^Zey_zdoV6Q0g4Mtv;zImxZ7F;i38r`APZ1ZS^ULbli!7RTdrw
z>(i>aDp)BM;h1oUts+#L@Zxbmc<?yD<}S6{hEKWF=(M1B$6B0JAUDn3EmU}fw0HF=
z+S_*6>(9Z*I(oN3H&}*HJM2}`IA%c0JEB?4-3ZrD!cm5Ff3&sG?V)mr>H9Ut`riM;
z)0-(gzl#K*m@6-buBT)WZ4KU6*Rl1=yY-Q~4UxNx#N9lZv$4M&$+i)9%`Co1()Q7x
zGX1I2pMLst0)Iv-0IS7W{KH<iTyCJ_AV+F_A|&-Sa4dmXq_X2%i9z)`P&O+X|D~bY
z6w&kM7JB{@(&;-!(P?Ujhoxh31#=V?B@WN*ELIR66lZSsd+4%crKkH6A^^}NZ?wj_
z`}a$&7YnscLj_%-_^A-LxdHzbDfXkID0b0~TrYw&LbDX5a}XPVvNgEYLr|Tl4j=se
z(%~gShg1DJ<-+JK*D=9Uu4IB+s%4s07+)fN|4;h!H}vN#^yh2%Gg4i#V29`R1&b5D
zF~@ZO4G{S~s1|1V%XJl6y5GRn^Q4A!ECW@{2kM-G)3FR(zi<Xl$1+fr<5Or={rrev
z`Z4|aH~RAv`tyJ3&(G-3f6$*_;?GDRo_7rL6b2E^kji7aK>M@&nczU?7^W|RrWvNq
zdqFQ_ql`Wzc7Nv4qEUHCE1kyttRv&brAO!~PC+~idOh9@F2H-vbz{+cZx{fG#Rv-$
z;Q-)cw(A*kiM8+4F0o!pHlEn9c}v(W#XNb;AHL{}Hgr>E+Z>rh$ftuf*UiAW)|n2*
zHyN>)EAR28n=d)O92b}7gHlpO^EKBu;w>H#Tx9$$IrjX+fW$gM;uKEDEQ<%P-@FFf
zc{0@+qG<0&OpkQTNxMdVR>n2P%FtANeVG#6elzA$1<MGQEm)R%4WT(=%#8xgAzKpt
z0lNDc-Lam%Iky>x>CV7kainb2N6pRn-DE7TE`H}W!!O+#xEuE8-a_;SjCoPetJ;!q
zj^4_M-|1-COB})U2gV>?IdMr8MeVm3&G#CMuZt!kYRN8%@Jtykh`?0xpSnba^*zQ+
zDX_lVmV|Ry%|e7m78uQ5Wq_YFR)j9VcF{${!uy0VX9~)X+mdjOa%$A*qBX>iwT&(s
zd6#kifw3xdan^_~%KS7&7Y$+lzA<A8%-^#m;T&eISfP<Jtn~&%I_;>VE^6H%x@ZXG
zWMg&|ASc+8a1P|WlZh_6)>tgvvNvLM(GZ#oj2Td%X|pBa9GX)WUG%WA3UpyKjxHKP
zd(fCE1=@YKB%DLrJalNJzHFX_E69Fh!E^x|Il5?wPQ{o51)V-y63)?S9X2$AQ0r`r
z(mlok>Y_AibkPu~cNsIG05xn&!Z}b@(M3OFERHTLEuxEtV0_B>(+U`m+LCY%hQsKh
z&lwA?3z>d&(GbOdFy=-<@jJF8oTKP8y6B{<-F57Jw}+!f7Y%_t-IyH($Z@tLoCDb`
zcxa^gYL<Z;uGPju=@z$<qKk&OtTg_<g3EcfB%I^&GDH_WV5|&XJnf>3hDh%<=1f8Q
zDq9lHkyhe|Mv9;El*?Y(SR7rfT1FQQ;V2n@T!EutOTs-I>|>0MwCG0{eW$TF`f#v=
z9g12N3HBPo@ebpUD{$OlOTsxE3y<{-Ca_u0-(A_uTgsw~I;}EsS^1=~aJt}}nH=aD
zgfnEHyOhtJRB(vVBgQ-^7(Hl9!Z}8B8@3hr8i-V4%`z}H-!&FW7n^xF3^F<{-!}ff
zg3GsTNjS%4Qv)vPKI{jgP34tDCS6Q)((%gPzFJkB*TdP3L2^Grn+^M8eqn8iFuvoj
zan+UI+=y=|9b5qxQ=Q}{Ga{YvLBY}~W%GBo0EXL7UbH3Q+y)jkuRjx)M{Cg5*%-$a
z&TyQN%w^Z9YuriW4=M#SVN1d}DD#8k1K6kKpFE8M(mV@;vBy|2-AZ#o(=)LuI#(KV
zprEtEmV|S3nzdG%%~{b{C|zWzn5<WUIBxtw1&AJ763&4*r=k6l{faG#ZKYC`f_L;q
z%gZQvx!~MsEUGR%=QOrPlGhZ@Y)Mv?Hs^L@P88hgwj`Y6wwSy(Y?tmD_Q5Mal^isb
z%5hh;BjjVe9yS(H7q2DkuYq|?6^KXjV<&i2z<R)#4F#-^+mdh&)|_3rVwTRWLHvXO
zD_XFcJZEs8H5N%1oVm#^=1I5~6yT^e-_ypQS3r5nmV`r4WQg~fhdt@^UEmUhB>s@`
zcu7d31bLryUDhj9)5HFO)w^+EweJ7e*sS49>%DlEpLEQ$%PtlBEu20SM-c0~+Ho$r
zTxsv^$zw?272A)}c~%%%yF6UyyGm-$mNM=8cn|UcI+xKdj+|^>o9i1ab`Epk_a~>$
zlpDpRh(d&^sjga)PeV0IQE&LYQ7_?nfHB+24xc?`A0=U_LeU{xN<H#|t-XZ<jbGc6
zaA>j|B7V+poE5I-x(2B(IqH>r<NgWM=Zw!LV|&xDM{*%ga0x*?DWGgH{=8C;Txd(e
zIVdxap`+ACh@cIw#kx%KhYZKH#=_{rF$-}ln41(@TX3Ubam@JJ3KmCgNjS%1{`OL_
ziwrX3CE&2nEBB`hu`<#;3*+)SW5INBS%C1iK4);{;d7>-bF(oA3OXljNjOJmJ%;2s
z0#nW=w#u2ZL?=RAz^_$Nw7>^S<z5WdcjPek$YE<Tox+W@J2nIu+4mbOMHkr(G@KVw
zrTiH(EFwUvRH-OhtfG)Am2H$t!Tnxi{uJE*yDbUlxVMcs#)J(7F8Cs7>%Ybrf6-V0
zx)`^OIPwJCfdC4ypEqVo0rs=DB%A}AY6k3n4DiAkgqG+UzRM8**jN?15T}|!+zU~{
z8HN#Y{-H5v3eNvzOTszME1KaPOcEvhdM{d8>%PRu&U}^Wh)5UN70r+hrj3G1TkR=L
zH)ctJbc!tr=a42xh7_JP`eGd?tv49V^~PfBf|(o{OlDiDgxihzQIK3?OTsyl=WnOz
zRC3Rqh*CwfOkwHdnbK(4)O?50yvA5`T{KsqSDf{*Zb&;1JaI-7yf@Uil6M8rBgQN#
zfF80X;T+I~hYF=Cx$zO5;;YbaEOnRDy-@^PWn#!~G8Rr3vNLf&nz<95TLdDJ+$k6h
z81tZDRJA4H9HS*iQN}uRa6;S<XM|}QZ(_Y9>y^5?qBxC|k+FKOv5>l0oh2sVBV48e
zE)~4qW6Xzw*Sl>=ILE7PYhoZhNS??Jd+DqwSlbA_Ykc&MHbqbWHOBHuV+H79xhk1X
zK>`XTUxoyt@aZD^gfUkNvX9%6aE|QCo!ok0uZ;}S7zH*k_{i8&`z^-x2gc&-;@XBF
zF5LPB0UC8-{k}0%3asC=CE*;_C07@-Sl*zi6>13wdeT*RsqdrhQ?Uwmgp3T{v{$<t
zTAY=vHFB9EF5#J;xl}6H$;NyrculY+;T*4NM{2#jgj9S6yzv3!vDR1!-NH0ISz#`k
z&U{~B{9Q%=ZMGzw>;J-7jLbw=xzw9DlF1#%I)GRTeC`c*SJ3+Pl@O+*RF1h$T083N
zD<dy6l824ep^Id@5-pSDNmW=L;V(Z`K}#4&qm;IT#=I$L@3ST09PMS)Zz<I(2{GV>
z8?r>ET&hrKw2(s}1!dw~BR?bBZ!EGdqRW%iQwGl|!7~;?QVP!sh!taY6cGDtNjL{_
z@%9*IgkvZCRmX-9BjjVy?lBfo7qlhGI7WmU^QeIJE@L(nu!e0(I0Q@X7Fi*tS^Ums
z7n~R?@S(4gh;~kNUt%0TBcxY$mz;Jyy0HZJjeS{vPstZ;br<X@$<N0OH17vle&s^B
zA4D=G_Jb_M6ip$k2p(al-YQe0j4pPHT&7MYDaH$gQpbf58kNtdY!w=AC3)1AghPAg
ztt4B-GL0O2AXF}D9)BmL@M0NPo%qo!mrL=O7$-xBP2v~EO46;qE=`IR9A8RWkqx92
zL5Si~iXWwvO8xdTV?LGo?cZ%lIJbwjG@*sFJmE|-7U07;>v2Uzi@fQ}jQiqiU5(4y
z#l#m$6U;3`nlRwHB8`IeLSx<(tmoO1aE|pk5wDK4T2N@|k#m&1jN~hgMb$0AOQRkf
zX>|a+j^K`Si!mz-aGPyOI0tSk0$m*U7Y4$hzQOU9#6YgvlSpG!fH43f0b~>x#nEy*
z2K3kf(#9&&HGpkN1pFYG#f)bta~MpHWKN|qst9D}4OWQt$S3dAmE9YR*;S0>HMS(2
z8_Ddg70iN&U^ErDWY5OV8mf;O!nYU;qzmDkWIE(1B{)**+cz11T|wmawj`V*vUFz{
zs6Bxpdd(BPDSzcCS|&%!%xL|Ev9P*mor?+SSXg<{D+;((u=|iPFA8=auqELTJ2~!4
zjtrhyaE~IW^#;TE6(P4W;+uP2C&pQo!CqW$zOEDX*e%f^V6zO(#)RLn)oZgcVdv4s
za!kl<yBNe#O#6|nPwWv0m4j2rICh~}<o~i2I~=)v$(BUiB2Ba;1-UVB%FZtLEl7l1
zthIGqOI*OIZhaP_vvnXAS%)7?jY6^g6+#Z|U68+zE=%(trOTZB$LKOM|8crZ&3}R}
zv-0=TWp@4nx=hMHNSA5(hv+gd|1dv$gf6r4kMiX)x-7_lk}l)(pQ6je{Nr?)kpDDY
zCgndvm#O(D=rTV4S-MQie~zC$$v=LcF1z!8&6h9GWmf)+bXlMO5?v;U5OH{qq9^R#
zRIAS<IV)a<!>&~*4qd%5z!~m)mhV07EyMZ8*5ZxR_MUd@aQ@pex%afU4(G?U^Y44d
z<K}$-=5*Zb@oy&JrsUsD#LcjOGYL13`8Shs^IiXD%3FtPbw9Kkb1@!V{Co|*HePVC
zC?%5P!O$x?c{-9EGAVewgKs9__lGz+5y@vcISI)ZWs-8&>S44o{^05O;6pHoy{EI-
zoTLx_r%Z~kEXVOAWEn3sP~aP4<?S*lGCjdJ#LBN^Qv81QRPpiz@$!DYAtuY5Bqra*
z$;n7Q&dDiA{v#)+A~|WApfL@}3phC)$wQnx1IZdEXCQeGCubu01Se<R+93LRvH&1H
z0iyr!1t2>?i2hSflIRN;ieE{<OF2n0y_S>2`CB+ioPUIq#QE1aNu2)&CyDdLX9{A(
z`DL6W&NG}O&WAWjoZrVua2_JHL9#m$>`qz)S`!7k7jTl;J;X_3w=9!F?;qeB;{D5<
zB;KFrB=J6Xu^>mhZ{{TN{%V;NG+yW5km-NGzai8AvVTLS|Ga-grayOyAUkC*Oh1(4
zA}Plt$T2`UCJ8zIJ10qw&vBCE_yH%0_33AcykNanZyNKC(VPsj6ILSYWI=WnCyDG{
znH2K;A>Yt9{*06KjW2SN)bp>LB=yX06XZxe>t#~V$nXv6>Mb%Ue*cJnL%RAl-;f22
zTP5g_1)R@GvVc9DBnv2Uk}P1DlVrOO%cP+FZ+sIm<c(6JQy_Ylv@}JCeydE1_x{qq
zA)da&H>8x)&KCJe4=XrHdf3ZJ(nB97Ne_2%5_$;H+$6s}72o~|J)bJRJ?|Wmq%T~|
zN&3RIGATHEy?;X-eVlLT+h3PSk?B|d4P|OuDu@zSdt_2%D)~2*Y1qFZ+kDKwA=~^h
z-;g9{oGU27^6>jQ|At=g<Qu~Jk7SZEg#vGu0#Ad$|3W#Y34v!OM3MyFz)2GLYMB(@
zxs`87#t+M+`288aA+cVNN%4DPnIJh)RF^yb8xpIZZ%C5&aFY1_EGNkv|Cy6ybkmj#
zDlocGhKr>P(;-8Ko=+Dt3~`cVxQ~-0!`Ea|@bn-44e4reQoMTlUeN;b4M|txBndRk
zN#gV|P7<fzmPtW!+<Ah^WNuXb8zOlP-$0;Ry)haf7xXj0{La;Q_Y7h_6z&o!+zdSb
z7*UuZgnNpUB;0Q}Ny05XUt}Pzw{w!X_GD7<_cs5AME(@tkUW1clOog16@m^4ccDy*
z->>#>=;fRI8xrnb{|2U6s|T_7E|lEQ1ow-kgXm1b{T7)NL_7Q&B6<hkkX-l6q{#HN
ze?ysG^l#|P%gzvF$M2;=vCF@q3j4T!Lw%Jy{2S`4JmlY?uabY(znO}g=`#d1Qs#x6
zBxPRBNmAxboFtXq%SqDGUvrX-^<Owi#yWGRAVxLh22N59`6^CQ4S5SEsfK(%C#i<~
z5+_k9=Kqb8vyq%LOAwob<R(teB|8aJy-uon7F2yZWtb&Y{U9evq0exVWP6E|BwKQ}
z$V;;Alu4oSe!dZ<l9MFpr)5%P`3c{U)U)RZDyXWV#Et$9fz`z~q>mw)6qz358&b}9
zISJ)7$m92CW<#FMb3uK!kmov1l00wZB+2sunG}@2?BCGmf5SH<>C$<E3Q4-1lO$XZ
zCrP-s$)uq2G5?0BJmuez#Z8<q=!k+GsNe6;%mKSMP=+~z-8XZR*!?gkiQTVol9+ml
zl5_D=f;wt*#Y;OmNiTKFB(YSJo&K&|ci8E#&z8}sJ7hp+8VQK8!u1&UM8iPmgOJAg
z5u@eigBY**ASh|RRk+N&W<*92UeK%5XNw@!9o14t+3T$33R$vS!RYO{etE*Uad(Ko
z)!`jQunzA?hVYK!GlzF1Rd`3ifWteA3LM^1c;N7k;sl3x6fiivBVB}d6!<p0BkhED
z6uULNBYlN;6lXNNqkyB~9Yr1u?<fRmct^?&?<nqNct-&+!#j$E8QxJy%<zt4V}^GW
zBs09DXqn+1#efX%YV{cu_ZwJ=c;}Vj+lT9O{4n2*ze?Qd)3T-BH2id=G0Oo|>!)SJ
zWqKKFwH-V^G@O4kAg)h3B4&%i5bES-;z0e3O0E+V=-r4(4ySYB{Wh;q8o>QTae5z#
z=~*vRNSAr<(1H47IE^S`{cKo<x~|X4RS+7tA<u2~sU7e)QOF|RI^wI>XLO{CrQ-JR
zms)3ia;cN!TcQNL5nS#a$MsRM+pBn0A<ATgpru>f1X-qJa&qRLESX<Ky)1vEto0fG
z9gMz<eyP<@&-C>X$^7B#u#4eVd@g?ksUW7jP)Pn5emanU75%MG6~Z4ZAMAqyW+IkZ
zUjgC54nYfWVgOzFzicgc<34|_c=a{nZ^slOa~;yR<*&!z>oMFGms)53L(qJKG!ucJ
zcS3L`MG3;v6Sp*zg12cV1s9r0!G&g0aG{wLTxcc*7n(`Ig=SK4p_vq1XeI?0nn}Th
zW>RpWnG{@TCIuIoNx_9?QgES}6kKQ~1s9r0!G&g0aG{wLTt3Gann}SO&7|N$Gby;x
zObRYElY$G)q~Jo83@$X2ay`|m<MRYbTRshy0IbQqrECq+>+ze9asEe8U_+J}J?Tn^
zcVkW1AHPhB84`LK5^5O|S{V{b84@}f5-J%I8W|D_84~&!66zQd+87eb7!tY|5~>&y
znivv_7!rCI5^5L{TDVOpVMyrUwmhleHlcwbp@1PF|Bw)WNJu{<guhM5K2-C?tB>y+
zY|uddPlY0ar>A3MbK_&bY@A-HirTwA9gZZsDPnsG+nu2`smMuK`}E+@0E(+m>Gq0j
zS@}<Zde8Fuj7lH;znoZGC}G{tL(S5GLk-0WY#L+`YWBn+YKOM`{m5OP)lo>_G}wX7
z@gjqVC-q7EKJWr*ubeIn*C*~4wp$&3BTNkM<sYFxkJ6vV@aL_Fd)xWeVT8CXVV5>p
zIXE9gpi6m&tw|3eTU+ei`WgF$LBK@=z0-{P=NhO_s(9&grU%xBA6t=}enezS97=b4
zO(}l4fntQoILq~UhXxT+y@(K_WVMn>>V;3E8ZLxD=v^uwJ&Pysf&6C$i?}0RCBwM;
zD&2ieKJ%@lK9Sv}P~|nD8>>PB*NGYOAc|yt66)Yy_+ayEiQBoBz=diFT&R}7g=z_0
zsFuKmY6)DZmcWH-30$a_z=diFT&R}7g=z_0sFuKmY6)DZmcWH-30$a_z=diFG*ykW
zq4<?523)9Oz=bLXT&QBeg(?PIs7AOQ^YdijS6=?u-SqDsR1lMLy}$`^kEctUg|i2k
z+w5Jrf=A8H)y3S6J93#SH)ppGqbbQ2L_Y_E6{xX3V@GMASSY2l^hSlV)#sMVx$YbS
zxpxTi9kp_f^f;C3@ebLB)~BPv=zuehs&|6QV10V;V5Lewpce=Z#9d#y4Btv?sp%cA
z&)lCylYo2STcn%6B}yP#KAchT%ELYL>$Bht6#-s*)8*qGFp|OH+v;;5N@v0Az=t@(
zd}X-jV0~`3H(l-NfIHaI01BZf&qMV&jlWj<(iv}fD4I13(GV$ms6LOgW=l09o-3kx
z_wcouwLXaGbrAJ@`UEo0lF1G<?3D_%l)vvZsBR`aQ3$>&gT*Q`=FbE;_35>8p`!xJ
z>qW+%YwELlaLNcB2ej&$9@_MEpgza{sZywQcaUc&{5Z9z+FR(rIZb%KN)VxWUFe%o
z{BN#Ya$+;`5GtoyCw3%Mg;x)-az5pqi61-Q(TQBc;jjm$aOl_B1Eq4d($VLYJ8+@^
z5ekR*ei@yKg~d*&GE=B!y(|)5rlSv{iayjLJQ51^pHymHUAYsG1YNJ5dwSk|M|~c$
z5bA)m(lL<Bc6(4JFcL()j9|;R5pI+T;)%W096CW)ZhhvVH?RDQul;d-a=8WvO!U(g
zGoE>N`@BsEuPzU%)+eNE)e_9DQp;pK^p&!pKUHid>nN09Ti4oq?CKC5`*zZGJ8gO|
zS1ax4I3a#%c^&HeZWJ-<Ku}F_!SyI=#P9lT-|EV*p}Q+~{Id4IZJS@8PvI`Vmj1Nk
z&u#e&@wfgOH*8%f`J%ci!q>KKKmVTO>)==Z<|ohIck?Ob%hwlGo)Nxwt?3_>e679f
z=2x75$?Q|g*LtZhs?8&OU3uAhAII4XH{P`I(4kYx*9OTKH7^mqu3EV7lTu$(o_uol
z#sB=-7+>fPQDYQ&>FO_h`U3gV-W5+=dgoid6MIP-rJJ(i%R-G~gsp3C{^@wh*6Fu?
z;V1Kc6_>>+TNg<cQ)3-r>)0C>?UQWH%qIrV-us4AsjZEYE$Tc(*n0Ks8~$3db><fy
zSbNnMuZXb)<f*F>ed&gCUgVc9|MxxDen0)baj}=2s(7=Mg}OcwwyquDf0>kJ{C$NF
z7N^9Khb+`lioVqQ^GQ;cUwq(0pTFqzxGZ>yx>eDae)OZa$(Me+>Vtn?J`#UPD!_A6
zAJbr>H+Pd53rJm1k1xXEbu-%MN?pu;@c7P~e-zh+<nX#N=CDx1k)Sd<8<H{VgGL#9
z?e5=5)&2CrRp0yIk~hR`2l}QSYviTtORJyorCIsny}xNss4r2+Hu}<Ye>FvZ=@-{L
z-+tYPn|z5z$&r`R58n9|`K49Q|I^i5zImbgCF(3kUdqhu{v-L){M1{AKK%ALds5l2
z8e3%x-=BVkLtXbMQ}=!2c`5$y?tbvZwsqrFNvNZbmm2#<_ulc^>?I9-qsxEun*K9i
zG3!+?Ti*!7XPS8O+j<(5#8`g+YacnbxPj#>Ca=l=<V%0_K7E#50JBM!02((%8GhtX
zyYAlj=|+Z^uf6|u=e~DCz;I8xvFka6QPyImbBh@}nr+L{-~tbM0MpTjb9v=lbr7Jo
z;qY<+`-Z94-rir#uFco_22nWIa+f*PpYsMT$XDQ)ufDJ`Yd+ndu4Kx&zN#2+ov4bw
zD(30LNUXim-+jS}UX1Xj@_k<s{o!ex&i8q^nL*>Rb{alqF|xx$aZmGcm{i~!%+6sv
zh7Zigz?eGm7)FV4K$V6wVlGv9R^%aNM=*|F(D-Yv*pGcobp91%zq1;j(6}>;@l?a}
zxqay(=36>475tZ)yRCjU&X64Mz*h8L4;rkLYUPaA_<Rlx_{ua4#YtNlko67s{6(#E
G?f(PcMSrCL

diff --git a/doc/LectureNotes/_build/.doctrees/week37.doctree b/doc/LectureNotes/_build/.doctrees/week37.doctree
index 1b2e31d89220874ac4572730c63b9053e6d4a609..33878220bc85b2ee7ca66660caaee0e6627b791d 100644
GIT binary patch
delta 35070
zcmb5WN$c!x`zO>-i?nF>LJ`4@H1smkmCBrzWKJrn%t=)O3RRisN-C8Jq<jG)G~LoG
zH-al0cTIyYL3|(XTq~{MRp<FPD2nLeH=L7G-&AtvzOVZ;UHO;)+dug4{^dXT&;H3@
z{_bD?wSWHi{_<b^-M{>^fBcXB*Z=gN{*Qm}FX+Ef{+<8$pOpXhfBxslzknnE{onq}
zfAf$3(f|Hm|K0O{_;3D`zxm5Q2ma~*^7sDo@BEAZ>EHg#fA~NDTmR*M^tb-<w|>9M
zfA63F2Y>rNDNbh;{f8(?|NXyzCjKFVlFZ-#n_qv9Q|Ev6NAw?_35LShfAQZIf4liN
z{<VKL{jGocU;Ukb{ont0xw_#vPFV#mg8%czqWZ-@{U83$zkYoA@ENp{6S_oi;b|6b
zL6|ctb7fXh|8TVS7K~T(9G$vbK7v5B1UtrU`-&fAeDk_xd(8dh_0u)!y&XOL1e<X=
z=cM<R%I4-J&D(Kqjw@Zbn6PQ26C5|>;*NYD3G&?X>5KO*erahEH*F0kNR}iI`Jy$R
z$5mRTdy2QXTm-+>ifa)BmgGwA?&^jrz@eAc%5@8eoW|R?{r4&F5=SJ@xl$~>-$_xz
zq3ZV3ZfYV%`+L$88>dpgAgw?t1Ff>Y4hm;9gTix-ojKVhi6p8{EhC%C(fuMHr~GwB
z?1iofl7~-9W-NHkU{Gu}-zgfsg@{8~e#4{U!+X=#aUYNwy%mn?VkTqr>nJ<p;*!sL
zF0)T3(^T}FU+xEMF*>?W)7N$Jr6sdFkF&_>WS%x^5(w>+e=gpukFiXY#l{i~a!vbZ
z*V4oTlPM~?FRv2Lq0o=}^LOG|?lYv_$F*H-;Wu0`3@=&yUGV$uR3!n26z}3X1RPQ?
z((q1xBhysh;ARDIOmGcD)!|sFwQb!<yyX5FQ$hOwakBr1bB&wK?_71A#`P^_rx;<g
z6-f$hFe`tBi~0Vprk{V$Zd_*~(<WQ(%N72p!{tWg?+z}%M>)VDsk+@P$B|s+ceR@4
z!S%Ln)dZ&W(y#Q(d%bsL*Xn~1g4UE@yHfFp<Rq0|J*r}y6ZJz2`L;9o2fI8&Deu~E
zJqawQ9vkoTxKZ<nt%&k{`&@i(I(en$+5yjx?ity$N|A1PULqNP+-r)yCPct;&hzwH
zR<^~AU7AI=*tl0gNLlUietEdPTWQm9&u|!7i#!|z(|0%PB6Ys;n-^l9@+FSfiC7pR
zXM~e&iN`0gu-v2v0mliro<UyhVU+mwy4Y8XF-f|(VCl!+q}Mfo=UNZyYuGP2c~0vm
zV(7b#IcH=Otqfts=(M~<7U>^yP+obFX5~w9@aO7uZx<$1axWIX+OEpf2Zo#4&Y%0`
z!)y26d<)CKp{sqfCxiPW%T0b2XW=MGX%RQ>K4H8}B1%&0*Pbu5eklGdLzR7YDWM8y
zJ>Ql?T^gxx>Fe2Q9!K2pZ^Pgl;mMO%R;c*9_-b0RmcFfY{<BUC-DzwFCN_Q;&!c&-
zp9R6N*ZHZuCr#KQLO#fqQ+Z5GEJ^TK-U}*yG=DSt_FUh!Z)NuKc5ii=Y>Cz}l<ZJe
zM%XpYr7ZiB_c{Nx&S~4dis~%aL7m$adi!^M7bm<ik;=JZe2;P&6+R{=Ur;oqpA3aQ
z67fvUcm{QXS}R?xgyVsn(`=2YWNzyxQC%f$M%P_Q876{9YIl<G+~7*w>u*Kv%4J^6
zCQL{x-`GvTDGSHePRt`}(of>oG#TM$B;2xW^*e&+X;)Cmu0_>*Z*8^e<9gzj<6JTH
z^K>IFC;Sj?E<hQ+*&`lH8|8Eq757`u(}l~tz{;%Yx~<iEB%JO0Cm$nlr9K&^iSpak
z<>E(t*cyF7ds~Sr;k)TKw^@;8y}tB5O@yOK{W6xf9^()sX6NF*UJ^udVNv1U)mMur
zaice^%rUwS-+ZMRTTH;0Yr}($xbCp%sJkB@_kJII-D~kPHiUUf;KiBp@Wl8?LWp|G
zCj3TnQ*K}Q@^mL0;vPlCfm*`5D*{f;%^Ve!c%(8r*KdLpSHdb+a9i)Pe$K1eAFFYa
zPlAu~yGfh&N)yp3lGHIcssKYTgIsB3L_!7RW4@W3sZ{e9*L$xFjZxLu+<dhkmKT;^
z-!z`OK-~H$*7{%NyU6gfs9cvTAHRv94_ssPY7reDIdQwVcCyFXF_?`HI}TLG>VUd2
z3zX?{uI5h{n=r<cc8j^kdy7|cWgf<0O8&0VzSj9Oe0DrP)}+7eDUsdVZ%LU#=|TO<
zJ_YiADqA2FLF>}}K{9yI4b`>IHzwe(wGrL7b9oT0e?K%K4~*o)*f7kmtFuQZN2`*L
zQ4szGr6nS<RLQ-<KBs%q;Hf2L6@w+X$R4#9PnwMf&Y%zXBJJO6bEz(eslv(3vW8Jb
zF8=Eh-(y`&9wtXdGj}o$_mPxMnU&3|e((vS*Trmi^2zVa+t>&ucj@$lyA(CSP9`JM
zZMrR73fnS|<QC_?ajyB?IB9Gt(G9cH`AitLUGTwFe6_~^bMgZ5yG0_*Be`>y*pbUq
zW7kN9f^7BvJfIIv#`|TlBR{=T%dkYFQJrPxU<G+GR)*7fWgui_U}cf&Pl+8<NWIVZ
zr*KN&#u-iMEVY;UTHL4eMO&jFGWOSGZC^CaRNEfdb6&jF4aT6@+~_R{Jlws$$-5Wf
zxxr%Va`)=`^ceRip?k63C_PfCP3M(@ES445U)Jn&I?*)8BKO}I=lOzZ9*n^CE^lE)
zCRK1V&eRn%>qzhCQ~XA<+F`z@lOcNS48`b&76N4<QC@mgLA`F&varN+K(l<yM7~Au
zYWAp(n8i1Gn$xSgV9wKhC1(>=1>FzMWmH|H+TAtW+;Z!9(;@awo9ea0b55&`AX3a=
zPc|~$C+g%c!&MQZ??o6A5x)IBEnyt`1a(>tX1^ZRga>u_O65V~VImzQi!?$TeEKt{
z8WKBeCPsZ8JZyFxASu0Gr#uSkYeo^M9m;1zLA0Ze9PG%&rV*URnkAPjqSWew(NqaL
zHB1;({F_zvk^}Vmh$Zom{pNP{TI${TBz2v_4<5}3lKaEm;zVZ%uIeO@=kYz=pUQcT
zZu4}*I@%k99piJqxn?)*ZxB&U@i%VeKeCz2ePi(*uddShFqlF(6Y^>^r~Gv6t^Y0L
zG!H$l-JH=>hE88U$ldrss<AaQHf(H4smI;DtfPBrXnrHmC&SM3@-VA4iZH7o1&5Q_
z{C;4)wqK695=lKQV=pe8!06QT*)vtH4<_gRz6%8<#1bP|_@(p9O=}<D<vyVEjec@_
z(p;#le*r#+8IwmC`xZInY4utkoMrEQGbDi%`O~RiQCOIq5q_{z9_MX*g(J<E>l(i?
zgXb}|ahh9yG485Fyj-3V^HrEvok1~LMv_b{Xbv;fM|0!yy!aM`HM}fW@w3u?HikT+
zg3*zmtagVrW%4_2sK|1gy!qsxUk~M_`wjESM>ZV&%Nr9P=f@lv_o>CU{KO)(S#2E3
zoK8<q3jp^?w6ms8{b}`K&1|kkLm4$;gKRE|YFnIce|h!gD5dT9_fHm5NUnA=$-<In
za+FH1W(yGSkk94l;Yfy@b45lM9<J~5FltKQcn%ZSND+DNBZeV*Udk@25=K9dM5%>6
zsa2?O+sbw^!(y?T(ez{D+Kbq94*@?YqxJm(h&_rG4&SqDxz>yQ06=L`lvteQGE!z`
zf6)nA4zE}J1Dfwien}*s(ApJh{4Bdv6PAu1nOq;eiyM)(A*xiy5xd6mBO+8{jbXsk
zuj9137j!};-u8|}yLK?0mFrh|D}~EgU7uqtv)bBO&W`lK@`-CbB-?L+Iep?T5kB`s
zJn$Y?5vv$hf8)Y4?TS^h=%t>P?}B-InOZ4+Ns<ijIl7XOZRs<Sm~}-bFKwAGu|9EK
zR-RKP-5OH9sAPnG8B0ofVQfP#6YC<rn?}le?BlkbRL4$4#F`%HNi^jszKGiL2hmtt
zx)f_->lIt0;pZ~v&+>AWYfL`TrBw}^5UW4vuJ~9uo^Hk<t+7@Q7kj#6r-10@p^s2$
zjPamHzvb=6<@N`uNhjO!8PoNd_L%lyD5Fqk{j?<B`|MT6S=x4K*MB_kTD^O};Cqo-
z4s;Gv8ZV^PoLsL(j!*HiiqXB@6u@|HM?bQh6PRU?lLZZ$>&DzD&c>6vGuXqWs_*Y=
z<v&;JVP5m$&D)0~NkW{I0MU|Yoz6wF7qh^W=z@ldc5shB7kr~nEI)cZ$1t!zju*l?
z@Ag_gOLsismecB#G5(=oN<5vtsbG?fM*)v`&SCG*L6b64eT&q$E|Fqzm52D7h~48Z
zIGtF#9lF$wR$9Y(6K(6d#VR8&)wIhqDhv9d+17-?_Nt$fcTS6Ew=6&SiQo=|Wz@N(
z?>BBBwtmQq5)0pVg1p7J&&`o>3|5o0^^baWk6V82zhhmT%-94(P;;7!%G6GMSgh2o
zH^A#Zgt3dy*V#9*_&_d!e~FWDy|46ECEk9r9z=jdmF0B){-b71+Q#|Wq_G>^{MLOe
znKU?dwbqm##h&b*EA49ZkGko{8+j?u@5w#ePHcDQ!wsVSQ!ha(s@&<2<(q5XIc><a
z<2tok%fMq;1l?jHcnp$~MRA2#c!ylPCO!?i<aG5<ABelK$7s|o&#mUfw8}fF8`lWk
z<V7UkrTMXI>LA0Ot;Ax`dtYEKc6M4V9=mOnSPPagEs-wLQAF*)Y@{EviNy!7H^h4B
z8fPmAKTy-hWY$S8I$UKkdF{tPv)<r;v);k-_cVwu@-%GkouL<0wxkNzXbydh+5o3j
zhs&P}C}ZvGMF0uzWnHrF=RGAaY1>rG3A?M~5~`JqIwi=UXbA2ts!aYy4!A8a^3I01
zf4^S0s24U;3`XTd38i!y+9})=_wg+I`(qrRHhBo;6s3Wnp(LvaolhZCle#X9&YiX>
z?MvgzxO!@oYw)D{k|?iz<?tA-QPE4JwP=o$=StC+a1_<(wA(<{d5ZfpS)ZHFN0@uJ
zc5%%J)s>RXO5pkQ$~cIs1@PRHQ<eQQFA`8M=H_y|rza&p@fPstWy}`pdzJ{@S)vX#
z1OBf?W1qY5?1~5;(ZZ&eQo3b+1o$SRRmzdps~1LpeSWjG$aG!ZaCWa+TqasY&fb3M
zqg;8CIZv;fOB4JR(qAx=4y9lWw6`%=zb~(rgmtUr+dctaqu3`7Le$v)R4wn%1@PG&
z#d)8MK2|gt@0K5~j9+Q2+t?}*+p*IAc`Um(40B>-J<n(3I4V(0(oB$+9J#XkF<hFg
zEq?pPrJHTPfSu3;!9x5Py_CP``|wS~HkL7iOj8~<D@FoNUtZ7C^ICUxm++yf$`{!^
zWHN0AGn+oysuAfA^LGyMlWv;kJv46KytlK%!cwydgy%IORsVWE?$7zqSz+RL?R-?_
z7Hv419-k}PYK7i>U#L_W{`%u%(&5b`JVGP4+#tK#sH<Mx<xKmA`>8`>kEY@Ir~DSp
zGr`A_Q$Hmo2d&mwQ45<e2h+y6=pGvMnycG?=19Cwu1|ncB4`eiPSKU)G~sPn>MQtN
zAoC4>luNx}@iP?QF`LOHtqC|`|9s4Ap5TcBs)PGCLs(96l}YCSlN$Wy!i?`=`<0O8
zUgxk=avHGUTH8L}&8n{Rd<1hi`+UKv;(k%Zx%(82tLT4dTSIF!f_A~zGoxs?+wC!K
z%bgK*VXnvkcRX$S>$3CG?twY&Otl+V$e8l`(w#v~%JeQRtmVI%-A*fX+m(K^d~eNT
zJ3OzP7`<UxBxnjFeA)i`xrS)?k96BZ>we*VfG%GckijUP1%U>gwkf||%jqI)zQw0H
z#wGXpT0hl5R_q{%98Mzl>00f76qDDr@Y0D+oCl>6kI*T#bVJscY)&v4QF>O+Myz$e
z0tQr)lt1`${-adFZfLA)YL)KA3%;F=3(Su=mYS!mZ`u@rYngAg-k_{E7w;lkEfW>e
zj8nZjWC|viad6^4dk%c_UOarvI6ou5b6zD>zXYIbCjzo9h}<6bsN<`ky*Py}t_kl1
zvdA9&{t70_L{2vS!su@_N+str`02!|RDA6s%~Xyky84Yvr2sr7a(xRg;h=}!l`^-E
zsgLj!4*mVGXpVxi%UvQ5-&Z_e@D?wT=cU~du_dE>y%9)#17aFx)REb8#dD4n*))SV
z0!O~Fr*;s?S6%GxNUq0mY(ACa@|FaHQ4yb<r0(sSaHvwCzkjoO@LT?L;LFKdX@yM%
z8)s*LrOu7Td9!#r>=4QJL||<&7Sm}CoYAxDGA)hg`<P4bbDdB0=4|&=qi1HxZzfFz
z(Kn~Vo1eQkFBV_-$IfPpR&;(m6+aLxaDzTB8jC+)X9oun(5B)0k?_fWfWBLb=zidt
zU4+r1>B5g`w%ZuQQq(qrJ6^&OgkyrT6RFZmCF#wXF)zl+=i$*_C>AAdYVb{O>4${9
zJ~RrNuQrb$tk*-U8#9QAn_RjDFjsd^aJ!_fEdc~4u^&J2NUZ^lT^X9s-2m*Fa9m;g
zXo}BtCO=~`!$0*)ccd=vVh}0LQ!YM^OLKs#9N%(+0m5gW78()09Ai&-REKe@45)nd
zxr1V@)*sWV+J7|cB_A1ePR599^jx&4;8dQnWM16OAI@4C&nv;o-OdYxaq2MIjU{}k
z=9GIZr(WVu{Rw~6;q8rAeNU4~`O^Xh;)H$rck7l(_YDyD+SShG1$1LwXcpN{<b4Q*
zAX7;^p$3Fb#6rhr<F?IDZ=OS{4ftiQl*NdWw~wI%nqb&sgPhg)r7;3H<G>lPr}Q!m
zvN0hKzI$oS&U<J&Rotj;PK~Ry|LhNqMYFGk?;zCn3($+_9L6^5E1HI6K9EiMOr4)^
z{Q17athnb$N$2;C`LV=%CqLaLQYN@CBBMXgcNGEf;9ifAOGO_PU@W49YBv*+y{d6H
z2U#52%^k`bDV?XryXcblTWs0aR_eT-XZGa06%{}W?Z0oPx?O!KG>hBM#XwEo31?G^
zKQ#!i+*F}AOLNY!)2!Fp{Qxpz{y^@)Y38Jgfv}e0c#capo5DoB>`woptl99<vmAu7
zkMytRh!I1U&&)gj9wc&7%LHg}*u;u!srg4$X@YQ)_x(8pC>5I$F6pl98bPRV&1O4j
z-o1Z!cTRdzgxN}But^S?*I<Er`#A60<Y=E~M^dIz^Z3T*0Fo*8G3z*M-`e5PyzG;5
z!`-(ci(lH@Nr_gr_pSC{1&W-Ovd-;$7@h-5-IEI4k`T0ok$+TguL;%0J5S?bps9~5
zpcH6CQL)UkpawR(8)r6qgbPm3=Zz?wUKFl-N_XU{%i=2LIVTsBHDHW*=T0@B+o$dH
z^{O*of}nVXyN@;vS6#)6^W_|7h`Hf3RW(eR+jLe3I(Plh#uJPvAr>8QL`tpGi-E9J
zwQwTS6*AXGk>}lTaT{1c@~*1)_2+;|jgVHXg4A~(Hn#mxIocPh1ih4N`n@Vm6qY}P
z;#5w{fiStqZtHWv{dVhg<|S1eO2GF{^5cG<R;Qm;dMXr8r(h=-Qa)L)ym%!qCA|2<
zMe>!^11$0LW(u83ook{7LH~BQn^5%Sb5XRqe5B>I0Q3TU;hRdK>_F9hZowtciN~>m
zVkumKab7BJ{{teF6kitXZKx@UKGluATUVa5v$<}rfA#&Y^)QS&mn}E01yS%qOHfoI
z@?oNnMR8^M58jvJd*}obPguH940Fk|2sRquUU^-uhHcJ+^Pxa`1M&Ag*}JXZ6DG-@
z@2p>o+^M7uKwx}Tg_QugurRHDjUTi7qu%9;T}-grqOeb|R#=ttlg;a4G^0r%Q%;@f
zL@3DJrT*~7ajf5ISNARF;Ng@04m$rd&Lzlvk&TnF2(=WR*$8U<(-eG((0+Jbb^+cF
zH}!#Lr0hOGgSj-8@MFT|P=5k^rBLqzOv>6Ls(OPzvn4-J0p-wwp)S`yL!GMcqbIy+
zj>(6WqW9hjD)yVbl@Oe#ijA8exC2FdAbR~d<k?iE#WM^#YnbF<uh7Ns7$mNnTKd_r
zt=zt&csuD&rqx3b_-y_}6C7P){;$lu%|DRMog`33-8RtmMaLM*EN^Uv&2(zi62~-Q
z^#x7;I*bFY#shT+AuU690H5Uo%ZAJF2NP={SZ05Q&Vq?NOcybG^g3_f=MlkwXfy01
zS38~m;7Gpr+Mxmj<};KX5ytOvy`KVC7S89=<oo)&!Gc)yX90}#ScWgvUvyABDF3uz
z#RbY9Z;RTHHzoS#E|X9qXjZSDg7|4&7_!g6>c4uh!7L}WZfbZiliVQS?D;b%m%e^7
zz8c*>pDqnE0K5K%U3E9<2V4+LpI<c{gh_nCh2o{Y#MAe^d%r6hfhK#N7-d#R3&``G
zI$GP;2jAE~(Sg;#%q^ujR2@`Ogl9cQmj2Ldl)Iwu=8w@gc~ZSfB_?}1`-hk~L8x+w
z{9!_IZ9!cJo2^!d?$VE!TC!m1e<T0;meZNw50c>5GhV~U7cP*D+>u`oHC#U|FQsKr
zE`LR@s<bK9UCioNS8<e3p9PW5{6GMDBqWooI)OG}uOL>A+-`T7k8V``Hl(DzrlR90
z#Yl{&i{w(Wni$c?HLVW&M)d_MD<!<t?5x*dk+jF9-<VwFyMr$hTP+=&>@<&i>ifX4
z8SNa@>p}_~g;Y;GUQ;2^;ZC(wH$aCb&lH)i6eyyk;5US|f`*EMF?9vm)XqsE>qmOY
z0foFu%`cMe3jDwCUJ~{c!40yk%aHdr2oW_pG%+A&{k2&lU(hn>zOZlTesK=dd<#I~
zj6AO3xT{*P(T$GZPT0oXlRBgqm{k#>fK$nf<ypE=>iC%bL7ulDi)#H@C2+HHcD5%a
z+L`ZS;Qj~ao7BP|QVT59e=$fMr&(5XfP_=!sqF7xJ#G9>ujkmBl(~le;sS`t6LNRA
z33Z@BSo(9(?^r$t^l2Xag4a9zrt$3iggP>rsZ+e*1TlpaT>xX6GJATxj;~CyO3B7m
zP+iZm!&yiElhnwuvJqTLb_~&J<#4^I948b`KJt8lhzm`e!2d~W+$c9sI-6TOoFA+}
zrx?Q(2FBVcNl`o2yi`F6_KN}hGapQ4-9=el(z88qn@*ceZG8*yy3%kc0%9@tle8tb
zGGa1I#CLn5m}P>m2|i{4yCO1-S3bv2Af=`9WtY?QGdEoBqb?igqpK*ELu)x_hX$H_
zp;Ca6?1)YNelJ>3$%i4-SB?_~@Yf=RpMx28+UWJQ+UZ#_R;yk&|6{&4P%*@&aws8G
z=ih|P^1f|J<=LI*R|fpcZb<~m!biCSd&TdwvWS3JwjfSu;htG;&m9c%$YCe+&H;6;
zTtLdYJ`pk$v-vi!$z6G+UQu0J7Wj(s9nQfFV(9pK_MyEdv4ZWU8ed8DQzbp%_vm-U
zzklJ8or~#yw&~BkeLbtc(x`0dSyGf<Dp_d_?=%{h;<@WRs!qLxII7=_`CY}f+@i{;
zKTxXI6#s?l0N0_^xq1FwFgFJ1o4oQjpdcp#Qz#d&SLQUB9_MxuvR^yQWsq?iUZ(Sm
zZYsC2CsD7%-uh_ACAHjydf$NWa<J0OtGE)0S;kn}H!?597m8>#lPR@CykZeot^|)i
zKZXzd;(7!R=ldovr=c3|ptU0|Qcnj6N!0s}LJnh%_^<-n7|Ngdwt~bmzYHi_`woU0
z!o)Rrg?OyQ9ar$lJ;Y1$^Tbvzac_@D)XU)5Uf!Al$$|KN(uGeAfs7<?@NP<*la+&4
zcRvd9YsL4|=P|h<NGTuZrGpc5GS@0MPvkA-eXlw3Yji~)v=?gPdU798iG~PTK~l*G
z1%zcU8bAQSRni$Bw|meOxNwh<3y4n?I%am-7~CCa<g#GyKaV+O0|-<A{~2FwprqfP
z+(udRj6;r5zgk92xz*z;-Y4>E0BbIE6jX+vkW7yC!wrDW_CcOSP{%5de?4yP?2rJP
z!Pl+d0r8->`}M`g%Y<@w8Ub!suO|dXi5l;j4_sooH)5yl+TP0jQaqKfEG{Nnys~0=
zDS1gGU@)zp#9kTnxf7Ha%V31zP@R&<0n%8&w@5<ilr4F#iI3$h)6TLEhX=1Yde~9*
z0mMzo<jFxpoH6tK-Amzf(X9I&?ot<uj&I`#Y8*<itN|*=ce;(K4*{X_<XRc-%x_pJ
zW*MAVg1r`uwRabQ+MP*Ro3p6$34m%tj05YV)YI&6on%^IZjlN0wunArvqMLlfMxUO
zAyw1k^i`=H&8|u0m-kY{gM6cQerLgGKS-?Y@vr@+a{GLmkKL(G-ssB^OhUKk52=Fe
zBJicL$l58sJvQ$?1}<zgm&<&g_g`V+8rD8e+KKv6Bu9SC7-hC+7P&o=^90s=Q;k=M
z0{~>Nt~BD$+f==h?CvCPW26VBq&xLJm4ihZuG)1~L5Zz${tcJltk=ml?D-deiWIHl
zsuY~toq?bG^tXvkA&=H+fxLlCM>Di6Q#Be0HK-H}=CB8g*OWby$@_UmA!jnr-e=*q
zJ#?M=yl|D-X5E|A!K(1S6Vq<=C(7^;w|;PW+uy=xv7ayEgsZkcKF@dG>4FnZKlBMj
zL*k5uN$JIxpjlbNYbK#6Ac|noiRBe=2`*Hr9YP4K@}q7KTqAVe0W3SB<9%-#YLd2h
zQ~@x%itd1}Ux+KD5D0Re55uw~Ef{l8#|M4H1gmT;f+$K$Kj!;HJj4RE%y((HHcOtC
z&3r$lX*(@Y$EBp?PScXJ@9L5Smpe|xmt)Xxk6Kt8{i=$M_v3@-7-;!#6RRL;rx|_U
zzpd}^P#}U)ZQ3frbW=r3eF86h03SW~J$}BOQS&x3CAbWe@S9K)uX)ACsG@O8J`h9%
zDIT`y_5JDZ;8zDonBSXUUJzW1BR~*e?gmtO`_cxG6*3(T^UQ%%UuY_c0&vj3t7P-w
zLyI``xJ9Z_#_46%O<@S5_rr8xdV7>uf!<@YdX3%sjy0J_lDVIk9X)w;kMAE)6Vl4+
zO&;qIJ9k^F`@cHsp;d=T)%zr3b-vjXqh;IUxaR5OeY=0_zQ3nq2#T-E!ryxfDy#Q5
z1{nn1>mn07WgPKNZs+-lnbRYj$4@XeSN0vCq@lKz1tG+<3E03=IU|r<vB=A2oaGYh
zy=pYK&O5q?rp{p|p_s%u=5Ah2Lc(I~X<-|5`3_0drAF@Jrqli66?ZyR+w*xkftq9-
z1TlQVd0=2DrWchpXY1yfDFi1t7t}{l9OF%Q!`2A`lfgI!O&Xx+nqwbxf-4e1-K7ia
z>-C@q&wDst>lgaCs`+waS#)|r;4=T#02n`PM709pNu^Ox$UL2|Orwo>`XOZG*(4<X
zL}WqDOc!@CU3p=bJ#(4xPABsnk`s$@Iv@k12n@pzw58IFB|=T&crHUv)^VIpcPliP
zg58l*Jl`QN^Ue>l_2xT7Z@!TrCb+pe60eBeacMO_z~!n8CXRz@#jt9zMkZ=pU>?*V
zh}4hS8KCkVKxwdKfZP?Pli4|-&nE=Asp9LSCq_y@shl&F7-){a)e}T|1`GAf@WWIu
zYIqi<^S(zPRVdx>4fEp_5{tH4Q>WWCvuk4iTx(#UHRo_O56kck8XuZIZeYSUr_+mX
zv*{cc7-Ubp;B1yp3_wu@BJex2)T{;_mOcA~rLlrD3N1ITk03Fm^4^}UHGC8hii9}i
zkYAnYX7pc(EMBMcDbpB;dI{?q;syw~3#0yYz%H_TjKce?(_|#1jv^}M#BnTM5CWF!
zcbJXn1OIq|-<Q_KJe^tah-K=<!xoR4QrloP2Na&mr?W(2QZ3+#>5|)go@&2p!B|mW
z-;srYXd}=U$xQD2?lq)UE*(M;vGWSBA+0sAV-QtzR2sq2yERb&UPJ|W)xD;Z&qAPL
zCLskFT8FE#-mpup=1Jn|w4B`=hzZ4@2_HyQX#Vw(R@j;rac4T+b$0jo;K^51OOnHA
z2py2ZW@j>?q}2G7+`gm@O^eO@z|5c%(B!3vAfVy{N;@DMveds~^--s@-dqHy{^9+N
zjbRg$Xb8k@;O4jWR!q4Zcz>vSVh}Lo(V0qs`A8=fBtKRd!><ef@hUI?B1n9k*DlNR
z=n0iMuPLz3&wXlXrCwJ3y}ZuuImry^(yVjOS<>bd8fX#nXQRcvT*{9siHsdVlI}UI
zw+W<*Qh!B81*-IE0Zy<JDfxkYE9C3l5Bwb-$$WzRHG&K0EP=B6ijZeIj~pa!cqb~d
zA&6za2i4m$>e)XP>)Q~RtE8%k0Hv9RoN4PbiR1f7afbL;+|GFH@A@xMyUy>%Rii*+
zp3jSO7gC#+rxpSKhhy)Mm+g<&N|M3*_08>L+i)I-tjjdfh*fLrHMjFL#Q^|I9#rqm
z(}b~CbJ$Pgxc0UjG<_EsKmQuDKPS8m_`HJva{6TI6=ko!h3B8M{4TWmk_yl4smZ1<
z<L8)^D@HINdvLij0<4yYmwn}nc#+MRfcxb3YppwAmq-w(;$IE+T){I8&Ik#4P>D{+
z55K1^=MPlBfy3zd6Jf6^HAiy#IsZZ{9W00Ycmi;_h=Q;qzpxucnXr)P*O^+QlYJln
zhywk$8zOH~bA@kQrKg8aSs}&M@$CYlLZgVcu!C6AnlT2EUT*`Y_l8_=hyl5LJ6d{_
zegf1fQ^@K8)n7^+___pp1(huI)oYwy`-P8&biYy7qI>6CBfAo$PZQAuJ_+JgFuSjG
z0<$stu30sV2CTKuo#_BOot|=2g$Al22Ih(vbYw_KYU`Kmqz-q3MGD1x$(Wl%8ANZL
zrjIlDixmBVihq~a@p(_T1cdPs`^*kF;Z)kCC(nCe6&N^oi~{?v(fW-Aw`9()o&NO!
zZdR`Y$NRVa6QF<TNF5;DAJLj+5d{ITK-1Y;f~_8NjV26qYoJ6ZwGuB@K`(8$*<<g#
zlc+7j?jppu4Dbpg1>}K36QGP=_M}_q=UqPHH_oK5X+oNl4!QP(CcZ0o?PdE@_i5`w
zK1ACfpU>e&|HyFrF>hH~j#c$26VicDr+MS9Fsa%PZRMqY7V3<IQaf5s_2?or=b(9m
z{zDdC-Q)K&U~-w)&avQU${_7$REKKm7ej@@F6o-}Gy38?DCdB-W}wclJ9&|4|8}q|
zm0D{iJA-sHfSp@n8Qp0h4w4hJ=};I`a<;pU06{9awknIPX1#R~i0n=4CTgwey<jqH
z`&EI|+SOOK@dEzi=v+9+ZarZT*9AgY;beXD>()evgx^Nf!fx2YBdYoVP181phb59E
zdh50PrPe`whwK)k+@V>*FKM>gcWAe8p<Dy8%q<OEP4WB#I5G~Qdr$u@*=%~oqd>0b
zyBj2>lz0W%Js_w2V?q=9%udhu*U5kW-v^&>wad*c!>qWlGWJ;>C~Y%8FnN6H1M;gK
zU8l+$L6nBLHmB-)Axz4GQ@-w=%zPNz*DZ7&p%<n<gw+1zpc@79dCZR=d{Gr7xp1sy
zGnVaWk}GrZ7-PEFecka<y1=iF7)2N+iJl*o2D_)j&ZZkIcHebK4Qf{YX9C`2HKrfD
zqyyHpJpzQJj>w42lgLj0sb6>e#G1KrFsxEI&J~5IbW|TWrtkyUoi%e(SI80a9KLlw
zXE(*NFYc^)1GgK5keC)OA37T{S9*;Xg++V<?2vkch;F5Imo*3cy2}@-g)*b5U`Z_y
zpk-X)0V<3N6|ff5oWciPaXRQH;NCau+)^lGOJ1)%UVIapUQlSzBl8B}^Qe51L8vb%
z>Gdw}QY;tc%81D0X5Do}he3l2acY-%!Nl~${d@-u8fhZ8NqPvoGO3^G^v(NV(_r;0
zm3T}(G%r_Kh+=ynW@p{NcvJJ68?G8-^F$xgMY&)G?4lNrDAFLiP};w2dWOu>Dn64Y
zI9pZL>j(mgEbwwDsVA8ngc6Z}+HtegGsI{uN(d4uYBvfZp>%nyH2L^LK(4=V{r#Zy
zyU19k@aeMxjja}twR2T{&~M<Mrt)9b%7CiE&!AL*vL}9%HqW8t5>#4v5R$pwC%JAK
zrJ!WL15G3(5Cp^D_x^~x0#z1&JUeegu677pAoT^JrqA@ly+xt$7b*QM>sGtTFbNxO
z7S*_pu{=|F@f2I!^8A>0;xkMq7_O5w$=&f*!GB8tVM1ELw(}%mKSx}!X`ZuZ2a8Ir
zFrk{73<B}S;uq_<OE*GgZth||HMFh_2&vutG0S=lv_{N$p<@tTZ<+)VZjvNfm1L+i
z2w#sM$aus82c0{x))MjJ-MJM$mVZkHER@atIb4k*$UmNM3kfC44cgydJER9Z)Cd6~
z8ohr23exv^^4@P6tQxYzfmiaOzH@7!I^MO-&ri{I_eFx##tpoDOg1hXP#f~~@LJ&f
zus;|UHaGFbi`wkBKYSHv6<VR%f$JsDF6`}v2Puwu)5YfUO6^vMjQ7trHyHJHo?-?g
zfv_Gt#1{&EWeNyY?85?$Okl~W;;NCBx9uYcA-Hy`?7gXzOp_#j7_H(Q>o3?z!IX5*
z`NQm{KsT^2Xg~Tkcc{1+kkGoM<3!qrl6vRko!_PaxK~p|eKaO<^0_JAphCip`#p2c
zxpLz+fmTAJA{mCd^B~mZaWn4tiUwJQl0r)i%&rw0>_`Q75$;=1-e1Qi*xXT`g{j=#
z``7W_?axdswBpxbz=CFPnh+k+y$UBkE+*F;cKnHN-aJ?Yfg?Hc(y-Qg!HpzPL&dbh
z2F%-J`ORDL*ND<wekhlwK^1lL0Z;W3<3Hfvfu*<ee~sVJCSkUhCt`n-_tv<CsT5w&
zIuf1!%ti<x{K7*~`o;zceXb^(|1L;5v-u!h)yM{!2PUI5L6GoyS(O4?A6o+Xb+r_s
z$H<i+N*3IHh`NnpS&S_S*eU<PZveZA=!m(}xpDOy^RCoa2%E<*<0p6Y(|n66zZMrM
z#w1dI#aBe!wxib}Wnx2`(XN6Ln7+nw<_DT=MDA0i<vDvBYb0wEgn*y76Ey6w;}hra
zdIMM3Ec~yTO(5fd(ip?diHHQ(2>d4R^N>N@UB6et=D}-%&rag+ZVK$s==DvFiUBQM
zKZ&h2?n{kB4kI+e&i!M<8fJw}5)GX-iKJe98K#$W2wk{>S%Hme^AoVeu+fL$ZvEd?
zF#a&T*sHXU;XwXY6Mn4%pg08H6|BP}VkG4f3*{3$c<~cR5qXu3@a7~A5f3t<vH6)q
zrAZ5%;gkH>&8*O=(y~BvZ)dy*U!c6BGz-yj0EupJ5x9k3PA9?+Al?I!`JW4rv{H%u
zmZ<yPyFj@DlLA@-JBl|AxKcUl<)(SoG>l+gLnk6g={U_23=|efR2R^pKyn(eWr(x^
zUCkKeX|9KD+lp1R&}uUaFox`OLtGo`fhhx5G@=`0vlccj9@~@6ub-vxIx}#-OanZs
z0>juign5E4hd)*9?)(C|P_#m}YCc92Z;XEe!{2X7N8(I=Fin0m?~9%OpBqgm!(vVT
zRiq5%cl^Ez?f|~QkRO}-IxQqQ=zT@5;M`0iM$I35ovkl_#+S17Z9jQ}pl}k7osB;@
z<N+6weew1|zTBCe<<w;B+XOv6tnK0%J`>>#&2<@NH80MCkWIg``E8!BCy+(#jfj#Q
zWRpyFL77|=wLrXU6*b$gf@JgS8^tm7OtrrH{uVP8?UZ!dH-?rjSyQ&3&VUkiP1na7
zeWr7O05PjQTFlQQQqUwjVFM%_wikM3&<m)KXmg&i@w2{VvCorz+&PIWgNsW%dz8g+
zip7xA19?K)1bUf-?bN^ibi1B%0veOPj2&ZPw_rYu`0Y|fvj9pJGiKxs#0}_fUHtgo
z%5FH8OSW15fW(6I!1_Xf@X`Mz|1%-;a@MwPU+6PF63Jvg7Vk960=)(s4b0>iPd@>Z
z#3#ld)^XQWp2@!|<@K*~9<?vU<)ESDL09zWoRKy4|C0In-7)n+K`SPpGw!80?<asX
zdk=Qs8!aA6=ZRsRdqn&90HIFN3G(&0(g$4AQ@g>{_6cE-?EdVguYa%a@j)Hko<Re_
z4eY3q9w?=fN(fteXdL*@(@C6nf^&`o7r-fPyFtrndWhrq8=N=~(g7ay3dl8Vhb*f^
z0KTLWf>gH(GD%5y0bFOf9mlqYU+o|gK^rz`Eh>Rb;YfVpnOr?GLGpE7nNwszkK9k&
ziAN2Z{<=qgrhXjeVX=%4?)SUpOj<#TIWy%a#2q2lukZ2kYd%9DAqI0z(jarDaK9ei
zN+T@3$a5Q{FoA=nGmIfP1%xZ~8GUlAhd^@;{l`BYe`S&+C#cV|e2g`DTt>ZWc(YsK
z!?<s}UfSh4IQ42rO&aiBt$)r<r)Vb+l8ywMz5Lvg_mG6SAHup{?lay)2yq>RS7o^q
ze$cZvz>z}HWD-*hvvukdPEgis_-^KTtW&C5N&elX0Sl4Zzyg1igDx8mKs7YSIIr96
zle;E7O>4V6J_jWfP4r8`3aezCZ>}CnLm@~RPfP9lxZY_2oc!O$Bd8c%1p5`Vxljrl
zZioq0;`O(mg5R#i!tnkkTJhQP8h1usb><NV<IsKJ;byHfO382`zl}V3L$5EiE<Hs5
zAvin<;reTpjH3)K!4UvCG30NTdN6la`6VR`#+(;NjUbu{DOtCF%}(;t6M^R_VBh>N
z=ArDI1vg228J3^i*UwN6f?ImO(gGx=q9ue}@Jp+IJL7dsZ@;`G6KY}SMN=91eP2L;
zvu){H9BTb9dU5TOiH61|9~vSorD`^KuR!K%zpU>^VPDR8d0eSE+_i4#K*re@ga8d6
zHNQr<R9@EA+%sy>Yd6ZlG)RF#d$$QBH0a@$$S7c}CR)Rm>Q?F&-=QNyCm+FhZ5zFO
zMtFQOJBZP6DfDANPKR_w?bd9VfSVenSPwG9onRPJimuzac$#wuI?x5i6cSX;_i5u`
zTDmyGy=OINAPIjT22jE{(25D6n9z#(p`JZ`q(SLnaqo-QhRnuY+^^8r^~S~<E5xm)
z{uzZfNFgsmUhcQ`X=VwiDUy6QAXx|eoWY;Gkd~GwxDMs|I&M>%^1X>|N{rETEvE$h
z+BXo7&OQCGK&*qItv#RDeyo4V_TR~@wjm{069-XTAg~UPNc{7NN)K+5!o3Y&CnbX-
zQA$?dk9s01d|TnLbiJmy{<)FaB0J?mu8Zb(_50faxDj95HINmtaBhaF{Gb;1XBaR3
zjVpgG^%4<Mi2?#5%2e(Od~gLX<F_(CHw%<Z=df^?UAH@ynGcYsCe60*i+B|D`^ePC
zuP5`RUJaSCN^yjc^3^&+wp@D*uJt{ZqPu12K&_1jyY971li^}&?ntI6N_F!hZ2ez{
zF}IyX$LnDK?AYxNO>N9Wt<ePHaA|Gq6w+9y=Wilv%;)~V2|Z^{uMnVCbt~G#hmf#d
zex@r9@t5Y({X$Glum|7Pk&PC6_4WOR8Ksk!RC#N)VHfTEQPDwchtkNz%s7@Uk`QG>
zOwct4U9ubmkY&J$p2#ZMg6OFcK<6`ZmH;vzya&rrj}e=s2e~;0`P%>D-K=F^Ubs2L
zmrOrH4FIX;J3{u(YMiZ!9R(_3ODE5|vaTJxHbR|`v|ZoZ0{M_1OIo3ABXPU<!*i>0
z{=D@r{KZ5bE(sl^Z<UMR%N{`coW$3*PsuqD*-8fyF-KSrjO(OM-a@AC*X<%LJbUZm
zB_GiL$Qk7P96ncv3d3W=Tr?Fa@kuiftMac>^o!J+xM?utQ99@fePqXQhQ=$8!XccB
zIrd-E4vGs?!Ew50zo4g~Ud1R~Ld^aXR^&xHgAf+(o})!BQK{CTsZfWuz7navK7PZk
zN)GW2cOK0kZJ4?XBD7nK3{#9N#JMpp9HD0)ush~M*C%szFeNrZ8pAyF7p38sJbE;j
zw=v1@-YUBIPYqDw_alVPvlg$Vn{e0s0T8)#enOKu?fk1&%*Oxq|3I?!^#-}*PlM6T
zWKsy4I7$L<=UDBHN#NxJzp`ok>Emc#uSds5nMy%#V73A8jP9Dw{k5;50I|#!k}~<V
zaWKVIj<eTW&{$Qs*a73~(9<aKCA<3N&W#i!JlNz5C9{JP4~^E)6BKI?ELLMB92#Tm
z`HyNqt1=UDKe}8WKk3xyir>t2d+>L`U8+C1+uLdkAQ$>1^=(ZFr0eI4H(#U|ruaN`
zdJ5XXoHN%1+X`D0C895pw8ukyoFMG`g|J9c2fxrE0D;qMc#2-waWRcoKU-BAFAx~w
zTW=-$7n=S$AR7oz8HLOG@G^_$OtEWd5+JpwnxKV(MQ+T#MTH5?m<kA$f1a~c3I!y&
z<@>Uiowa8I!f<9CbHV3UeI-(O4I2~)AYD&z-W-R%|HKl~fSxWFM&}I;3GoYJA11`_
z9@iGGb*Qhdx-;CET3H6ox}Q%GK(m~)`x!+s@V*8{1V`oKH+uJz#hbV%PU>|+>?zxz
z+l&7dA76tzdyC)RpEe%aNUnc+w<35AMGv#I<6jV967*Z;t4^Z5><s}2eWKa%1hfc`
zeicoE^}QXm=MK?Ldi~~17rUpEvp_dGcQZCfxk{`1i`hwJ1`5a)alsx3#UrdHlyL2A
zf3M~@%bYM;%5^Y!FNOYku%h7yPI-P>HA{R8MB>2#ecG{Z=AI*swX0HPzZN?GQvSAE
z&@2TIrpA(4z2J5OCasF)Y93_4kMmE2lE$~|08=Z{=LgU*gdYRQ4*C+;+~no^bXt~K
z1j%>iER5#nc)roA)IkjLc<ZvjD$px$NARMF5^N?3h#Z2fb`E*zr$GEt@-0~K8>vC7
z$913u=L7i>*3O=Y2#IfaOTw+4h<g!2C`jz_L%_>}Dp{_IS&T~Kf=a*M1ddah!pWOK
zfsE6i_q_0XvRp(KogqVUfsD&U4rm9F_*nN9huO*Bn=jzb6?nYRzFER(@nGYkCpy(Y
zU6l{e)Rv~*hBb!hUcFHlkQyJ5uVp~C!C8oUyTg!wpqZxq@-CD2CtU?s`&XhXg5`(#
zYAYZ{s!AON;AUyI;SOLVb^&)6Xy_Xl*?`EG6@o>36x?JwQwsvx*BQj*S?H%0lPrfA
z0hnlxu`GE4(k;19&j<10Ye+iZ+v6AIfbbx6JbV?UMwd)A@XQ_%2$gK`vY<D68^Erj
z&f5@~-EskYY<hZB;C0ZyiYsV8gVMF@U{fqlxi;UtAkm~eBls=iw-c<8*qGVRnLw%<
zIi<Q~v*UDGir1wXokxyoU_!Hqn%~EB^0i<y$${xwJ@Yw3Jm%nQC=8YEjIWUeGw1(H
z>H*Zr%l|`MgRl`FLhAnRTr$ftukacQ`D3swf&BVQ8t7djv~S_}$JCafD6@gyNhjV^
z`4*C+TIFhJQvKcsam+#TtX@odxmU|8P%c3?&KCChIb=iE`!Arp7PLuJ7cY>n`_n`a
z-c9Ih=U;(^w9rVkLdVkyv}^(*T*#7EX4s;S+6f^4DMBQKa;(tG87vmu_p}dJRjX2y
zWTj-$9K+5LNd_09YERz7^t9VEv1~Vf7tVNEo&+>aEqGGB7I(ZMqiK?Tt|1n$lPQtd
z`LkiH6xuf+l97>Fl`1m4PfJ~ys|YVG@SxrQ`+|0vK30IP5m|ZRe@*WomOkDYVvL}4
zp5M<KL>0p96>?8HDxnViUcWGn|3_(G9xh2$XK7|V-ix9NML;$S0YRWDt12QhBbTsI
zzsM~jGjfmI6(lnwBKLiX%v4O4p%p;|pG{~h3T+RH;DX!J>FI7^T5VJs%0@&`5EyJx
z8=>1}+NEdCjjXCyRL^|#%{Tw#dlC1>jeBq0_4hmHTruCXyV@>b@NLzFI}y@(VBkHC
zajKk2r@X~-pxiMDMhTBnkX-eMpeCH5zDp5{(xR)3>&3RVz!GlhqV3Z_x9xBZ7(1{%
zS-RM)R*6UjKuB#La4WI8%9wPJDBN4<j(#5QGfm4XO{Nj1E2@74s%9u(3=U((K%yx}
z2EL&hu+M#EZ(hwuiYl3U{c?t>w!!f5r&To(4AsMBh%Eqfu$(q06PqmsJ(L*PmGYcV
z1<*F0sph4rO&fHZz&+K8{0H1Fxv_tkD>d!qehx|pbsh#Fhd(fnhntM6>FqDvLR+6@
z;b!!XRvhr@q!ZTDh3<4VR|;J(2)VE+afy6tM#yRyl#<J|y_63%Js9j^N-1aSz^H|Z
z|28c^*$6PnsO%W)a2A(`S->Yt@sy)Kkl<~E%?pG16p{;Y_5<?}a%QEp*vGIthqTNn
zlWWS*bQpyyu3~F2a5{OrT60xGZBipOMe~k(okU6xFT+zh#Ol3Nq!aMfvD2JJb2i&F
z7G1yr*Db<g;m(%A5EJso994fnUC6OmbQtF_-wU#DnrXGPP)iI$6w1RDv2Sg7nY`2+
z2K%AeT#y5byHex`QI(JM+r>cEUG*mmJ$~VAPRL424lOGaPt~4o>m6DRhJ+auj^wC+
zI)&+{5a%Z|xY2XjjC;nh)wvg&P^M867Al}A-r%eUllU+zo60$u(p>$fGX!aeFxfls
z7@X$rT8<BEnhZ2;N$|pK6}PFy3NdzeU@Q*u?K!;+G+}t4`Ps}H@J!sG+XNzcCss7U
zh3;UZPN%L-Kq3p4!VvT6W6r99u7xq)mlCE^xkvzt?M^(|QvodCBQY2(uveU#L<YH-
zgn=XB^Lc;;f^d!wA-e2hTn@p12L%lHtE1`2Qt|cXzB+P@^@nXy)V0h|Uj*X3xt|Wo
zc~`m9tp%|+!f;Z9Z<+WbnPklqi3l?qzD7`iyuNX_zi>p=u@d4Pywle!)<z9Rs)NH?
zPp77}siyM2)HoQKM*;-OSqjR9h7(r7YHz7$c&^ycE9OG2>1P305AyT`GEaVq?)H3X
z-yCcRE#YcR=+eZlgyZorT^ImSIFOuC;I1-QzN>zv)&ztTYDeSj&>r_ou0^oy?Mzd-
zcqbQO#6UPj7P{$SxI39Mj*_zya<NQaw=YAkv=b|w-ndiA<uSB6yKEM+8s0h0HRv?V
zvOHPW3&oJYduFq0MsiR3i(u6cjevBbR2!DS^Y#gJ(NW|SB{~U3Td*Z0gcOE3f4FH&
zaCEJZ2=Q7|E84k*Cik$oi9jcfuJx+JP<_ddGYR0P14Pd)Bk4M;+UE-;=7s29QBtF1
zW5Q&dgM1t_1LL&SIcLdJ5p9u)!a!4u>}Z8{Bo=7;YQB27=<hBvz}ccegP}hh<^pQ0
z*bH>IYA2kkW`N(SW*f;>fod&YwxRtcGHo6vBfc>hX2&pEC2Br;thIpm%scV`?i2_P
zlvm9aavwbdWWWk9<fEyWpC^r>EQy1>T4_`|@#zR4?;<9h`N$nmTT!x<gR8|65SyM#
zJ}}4$fp8GIbPcKIo=wN&bgl{h)2!xb`X{-$ZYp7L6K6Im1X#!q#ROZ7qtjBg-kbDg
zX*AHMBM2D+i!|(pa^O?Bg9_XncuBGpZWR+VxJNNv0E`LJMH=R{u#yO2$66idSzyUL
zIl8^*jGR%@J4Ct1W}~&#lBv|dgyP{K4n-USBvBeleq6H^pcI#eYK4~z_1$8b<s~JZ
z?4?4zV#bzbQmPsmW~6~r%z8n(^65$*njCatG~$M?ApwIEtZ&l8rDe6z>3~wxhu%db
z%NDWj&!_5hqG=|;vLY@qKX3_uv&q6b#R};#E3_i0qJf|2IKqbkF@oW|%+*t~c%eKS
zdgah)n1S;GzB{p9ClV}qzTmRKrcE%OSZWLAM%1oEy|${~-B~zi8YXi!wjkRCHjP0V
z?vApp?3y@vzq-_BY|mAitEFBp6leqd5z@oJ-1<Fq1Bz_^X+9pB0e-`Gnwj*XJ+PH$
znodtAWXpE=MNsO~u^87QXdB&FrIHRRK2U20ew$V)EP$m{1};Xejr0K7zT2w-#7{P7
zdK`R1-x93AU{8fD1zrw;8<#36L24*1hg)rP37&RO`*bByiss$!x|2w*4S?N@5d%`Q
z4{0vDi_0mKXbdacUdSH?X*#IZv-#X4*YOqkc0W^Q%hQ<4R(H~&csv>D@nD58Ae>dx
z?tCER?<@l`A>p^%Sw7^qH*3LAtE{@S<!sr}>A9ycz%RVj!gwSnyp2RX%=tjE?{$W5
zw+zl-NoCSi*6H*FcsQ=Ifl<Fv5o!y;#kdPqEu6K{jfrgpW{L_K#y}f#B7=N1CV+~K
zHIKOPRJ5{fnMpu_Q0fnZy_ur+BEAsg!t`j<_;E?-XfZ$5w*{vw79cNfDa9##8}aPW
zlaET61K4yKI165bAX7b{&N~aQ)0LY|q)xx#?8HOfkfi6bTn1(>QIbSkG9-G`eBb4Q
zq`?rfN#Q>9e}M5yOF=%_Y3TgKJxB)UwirO_LPr59J-rx6I$L)0eX>2zh4X&C6Obbb
zyEGGEDCqcR^S+Ye8Z0<plW-=U399{Rz0`MzA&7~lgRY238f{t}rHj=D8G^aRc;N$f
zGZ3xA;4)pdnjzK(US<o*1w`P7_O&&zrDq)1NCK*!EseXWk}ss?JVk9fi?*3SxDU^E
zfXkF5rbW-~Ww**jeOWEQ>MFKeIrxV&+QcJ{BnYuYbof$h-R9K67jo?+MzR(|6c>0g
zyx=r7A6U*NUEt*G3UKntWT)4TrCXWqz$J$B5hf{yN6ndkI?(7EEp$b1g-9#(I`L8j
z%cl~69iVDDDiBG^dvbwUh2}!TKzCM1H3qdDJ#kHocD1KO#jdwX&%C3>#7{CZNX#50
z4Uwd=jDpmcYqB<R#`r^G0GUp9h1$&DNZ0~OJmD^QrZu+F!`eu~%2mtsXMIi|loR$@
zXlhSr#oR*9duzjLnpYNi3H&}G3gl9eiH@AHr0CB@7o9OyIu1C4gRGKeDgvmf=-!wS
z?fIU23HPYi?_R{+;ZCi%@Pgnl4l4e6RF8*prI48Drjn|v)5VD|MD}w<dX$b4ftqNb
zmk(Au)l^LYsJ*IaiX&01E?nbT$X2eqR8E2UWzq7_-2r0Q&ZBRZ)I>HHChJSl1)Y?x
zHps=7K+ng6>3XiG=&{)lHUqC3*NWYo5Y<y^p$Eahp+g!AVTg7B7zc%$xiXA*y#7i>
zkHkB*03bea66*1Ytn|{k$einh>%pwQ!Q1J%gUv@_!mJl7i&(xev%#mN6^i0Q?sxze
z0?ML0SQ1KPs030;v=d+|<#;+gnJoe~n>Wy&djqX`H2|L&mSs?HQ&>l$)U3G0QA?T4
zeR(1@Dpg|9ZqqyG2QfMk<GRtIB8w@k`~h~7Qy31IR4A1n<)xq!sJZPzKRK*;<yb9{
z)9FPvX<LSJObYs}^EP+~3w{ADx{iJ74JF+f=gg)>bS~)D8ZBYsbNbOia&CXv-SZIz
zBdo=t-{b56zgZviupIEcAPA4}Hce@7ya0l(7;sH#V19FjP6O2Hbh0FI*`6c9Wh%|o
zbezV}K3WC_o~k!nD9rd=&ykL@ET62oph&w|0LFoJVF?bOLMmzV&ggNoD%YWw=jN(>
zG^+a}4W(CU43s$VRO1ok`6B+P+#zlmKh4e(J_de7on^7<;ak4xv?rD0aY1#`^@NS<
z!Ry)8wfM3(4b4KOM$j3;dP`&*Q3ks?QFa8nCD5awh{=XW-QGA*;WCX;#+C9#7;Kj0
zC?HXjP#t8jH0PszWspjVAXR5k>_wePFOgSFf{6hLFDzLu-=vxKR|1`>t&tlAyWo?`
zp>S^6tjCw!B0m=~T}({~9uRMEiWl3oFq`zcQzh$caPCad>(N@CuEa!PMQ(?i5*&|#
zBA;kFIR|*>^XX{egk0xB@~|Z>RM5m+&gFu3hR>hs!4ju&F1uu#iq&>|j=`rTipqqU
z`<p4JG+VZ4zFl%Ps{yePuvI1A>7Rss0nt08MR!pW2quV+j~PYcJpOueP|1dzZ6?Kx
zha3>tT)$Cm%*k}uD{4boOT$ChrIT1{nyhHrQw{rcms5`pn~O?dDz<D8zt%d;911vY
zF)(t`OH@}Tk;;raDGnIm(Lf8Q3JJjDqa%2^oHhs-;AO(16a*G;!DvvrV>DaR%|fpb
zG}21L11!EbnOx{JNKK0n#0+Z9NTUQySq>(|iA$?HSS=c>Eb3X1xoN*|+Gt9?K(~lS
zJ4~}nKMzj1ghewUQYMm)h@7-((2Rj5w{uj{Vd7&zOdIIg;JD}MGI5W~nQS{aNpco=
zX1ZuWexV??DhtB>$c3DKkDV8FAIwa(SXJd`J*R!@aeBbSC_;81=VU{z_%Y@;dD+VY
zZy#Rt84t^ir;s>9N6*-7iCB`zrR2mRO_&M{gd;T;J}uo1uQABW0JX&g(eHyzN1aHe
zl8a4O`7%^YBwlYt$Av(~nVhis*jSzN?oJ=1GFLLq^rT7$Kn_J8L6D}(!l<|m4CzM6
zZ%Y?ygR1NRn5Gp3k0+J~cquYt0ON78j!p?K5e9CAAPbgZuU($$(<TpvrBMKIm~g<Q
zPVC-fNCv%iEM?U!_V{yJSrFZrq%w}FQhTB+qmIvx0ZfC2Ry7cHP3Z2RK4X^-TZUJ(
zv6Ki*Dl^xtNl-0O5A6+hpo{^m(I`*E2FSMukj;mcL~am-y{Vh)4r!K%GNyUR+W;A<
z$FN3Jrp+l3DZ~inwY3_qxkvH(qOFNLIT}W2aasj9+cBm={vK#hQ&EabTRbut&~{w-
z?PY&$0;re-1v%YA*JqQqlJ;eKtxTm~AiXln<uoyc{ejjjmC(oI>4*<wSY#ZtiG>(H
zCFr+$$(4xk(Gg1BpQOqFs|1P;N1)B})4tkZ6=|5MH0T**y+@OJF0z#CeM~szL>Df;
zLZQ*>L(D3lh|bxZO${}&8GAM7fpQd#{eq)k5M%9Ovpyc=9O+)cKea8AnoL9Dii!Ei
zy1wg%I+aueu`tB&B}cZ7kqUmrIUQljFaUa7$>JRDLv@^+Bw4V0i?JmP)^*icXVoC9
zCVjQGHmYLI4YR5U9fb<PcoqOpnAEf7W(~O7!4L|(h2X5wn?&a>y6c)0{d^Q+a&9pV
zbxIFVuraYS57nSJ$NQUZn?rODL%ft{vjR8jd8#4*pjfVs>b+#nsd@8D-RqJ9Ii($g
zT8UIFN2NOKpuL=)Ra`;=!i@z<kFrvDP>Uw!yx%=Y4I2Y*Cp64yQTSCB5Tyizrx*ay
zEYjk0zEU*<<dEZ7op&s`?5=zS4X<AfRHRg15vP1!PDSQ`3NF*VvOC&w^a^Bq6duyS
z!gSOF$iX&9#Uyz$Pov{4-1CBCA{NI!d%ILp3nCFDa!kR99}MSC+i(DcL6Tlfl7XfZ
zt<K*clv^^N=<?{MzzNawxvW9h$4eJLP|K8hOe^DYxgs&ip)Y|d_w&A%<bvjir=7&w
z0%$+pq**u@x}K^+BoM7aN@u~6N@<hCj2*f?U4J?<7-pa=W1E(z5Thk9TLI!e=n2s4
zo|gm#h$JVd1%j5HVf$6UC9Q~%&X>9nFy{*WQ6di(-0~%I`29Lm>;=)rw2#X1+chqo
zorj<dix%NZNm#XK7~6CdV8GN!0tw~Hc_u)C*^_M>AUi`98t-jVkTNd(oX6(w5o(?t
zYEbb^&6A+x(V-63nkm2EuP;?w2P*nmi1I6w@_4Kg?We@h4l8*sNW2`7#R`V~#ZG?|
zb#%bNQ4;+uS1S0Lb;gtH_E9DXcD3SxvU4795}Ex(I^vGoAxbEuZApM2X)zF3&^6GS
zAVQUdff!0mA>HQjI$=>tF0uU_P1{4j=ddR<`8*Bm1e}mr4s^ZVSS*<bs#YS*)_DaK
zTD%}uhrl?~C1!0F672I)L=>G4>|9ffkI#mRa6WWXKrMs5)tBJQ&a_+;ZNUZ7Bgc%u
z`e|@Y9dx7P0M5CzgyO0P*3ZTyBV=5YvSSh@fSg>V=S{bB&0}ll$iV|?F!m)`j<{Vl
znZSJL2<jFq7ht{{J_qms<V1yNG)SZyah`y=Xa$DPJhq|BYv?t!NT@qdbu0RpkVjFS
zKsEDS5mh?WfU;|*$E>@YFR%#>teC3kqccOh?gg!4-s7esnS!H)A=86GkI?XQ08|gA
zMChxRhtjd;w{z8kg0mCKakn>7s7!#o3TGEV37*9QO-6Ds*Rou*;_xQ5CD1O@>9p1H
zjNw-DLOifC1_`B9XC$AG%<DDS@$>|$WIpjmTP>OBHU~1;+>r#_ap<J6EY39;)wL?<
zxJuJI$wa&+ahp(yib=6I0||%ayu%nNK$xJPAhVVL=CB^tnoEx3XuF#43E}d9bB)|e
z1CV0Ji0CG@p%2aik(KJ9|H+(acdHF;ZgUnO%G+M_ay&d0g+VUhsJ39at4K7_2{!pX
zo{49Idec)8FhBrEw~0`vA11?U5zcIHwE>)+AlcQ)ECK&#e->0BAp!K|s2R^>VRA`>
z5$gw^YvGCwVPY>zkZ1!zu~u#<Hd=*cr>6qujAC&O;(i%~@UIJ~`eZW}OnU}O4mS2K
z&Qk!*GOa)@AzO$5WnHXx<Vd*=W;>f+cy%4fOf|Wroeb1BVx4dZZ>rQu$;=k7z_7!r
zC0M=7-s)^H1m=pD?3J;%g5q-urhE-dwbFFDn9I%u$0=A&O!T4#4R1zLl3h9)vgy8>
zdo1^1=j{hMEaQt)LiudM#8wgDBMk@p(WN}2*$I?`hSg+tkV`^ZdpacmIzH#{C@rjp
zf^w)V&tk1|(?KR3-780eP7zELsG-E<8c{hTla*cTm86K&<A%eb18gZ<!tL=8hMhd&
zx}{jXksnOE5xuH_DJ{r@oPRiWV0jAr4?XuqJsvhSt>!SlaL{!KNwPj_N77Qil17e;
zlEaQHHyoftyFCOE4=Xr^_aw%T_7G05cB>EDmnYqtmn2afPFnq7X5fr=7F^QlbTSjL
zC~Wz9O)nLD^-Rp)4~!MHkuFYJ>E4nl%lU!b(Fv5&8DCaq9Mwcf9Dp~}t>+yW&_gna
z?g}T4{As+@0jyY-UXAhdDwxa!QpwP8H#%HUI-G+LmJT&Iumtg~K?qZ_W0W-`6Ryu3
zgpv;Y<awBE<jUBIWhus=g%dMTQntYtBstKg2J=!}fcQhep)}QCY2<NEAit3gr-T#>
z+I6`L1X3qD;vmwrfLlE-v>LEV2jw_E7g#cCA{L*5=iN(p7E=Wrgc+E|i5WQkY)(cu
z%0k%2-yC@+`mln5XS^I0Xj-eMz#WV8b)0`AV}}G{h7N%UTYUzYCEU8Tf!d9D%Q2yx
zq}gz|I2bw{=%f;v1B#Pqu%QJU8~{97A3({Gc4ny9@|j4d?ih^G<yq5L+^n;lzvhQ5
zVr#Cz=h8?8;qYlLYtfj@Rwr4B87DC$;!J>{Cr-4@F${oL2We|P$P<ZuxJa7=jaQQx
zKgl@XuFzerGq4LIxXs))J)rx8&~KotK5kJ2SA0Mk1)L&!%!yu2_nTEZ<;mn`Y%2wg
z4<0+_sWU!W>LA6m>QJyl)idEh${8AYy*586gfKur#3mWR0PZe1<aAcgl2Z#957byh
z09<2btQlC3%(Nv)uEG1ovegv09zq{lFl>d_g8@iww=y^#$CZ_)IUA0n$hZWx+jBFR
ztVD4Na?LUoFHXAYep7Ra@bIH$YG`jbqh)TRdr=vTI5d<|8uKXpp6Dff9~3PJo&v=K
zRqC7?2BBMzRW)o*CWT6$@8_g?RZR+h9<Y2?FU8my<Wfs^oJ*qGW;lUEgQunIMO`xr
zoScqjRm|BnAU8dIwbUtgWnd0Oaa^qm7>+#+C4z-=Gt3EXc~*tNvCt1!T16;;PRH;W
zup^8Gu9`=2yVWc^ZqAcsh)J~Op@zL&_hZV2-k($(Vv3-}w!fVj3DJ<h&&)@ox(oQd
zVUCfO=qB<or`xbvsj%+BWEvBrE!p45$pg%B*w2sn5Xi)>t`n|sqHIw^w)12@4f^}J
zP{}n#gV4e{81nsSy8&MoMx$1h7QD%fQmFY-IY_e-MyN?@1-Zdr6~aLoCuU%vD~^{!
zBb_Y*2^Q1SB1{pZN~6ViZF&{h52pw*_cj~`wKO`{6i_Hlb1Z_fMJ%zxca!Nb?|?{`
z+XERbxQ%^11;bwpA94afMJ`?(IZAOH%~B3_9nKunhq|hZWpxMIOMZ~8*(T!B*KFAA
zxqPlyc7XibAiP{Z&nBQ9jqH`s@GE_si=)BN9Eb}TIz?=4D|ODcC}G@#c?dG5<v<GK
zz@iugCng97E|^$BXS8qkJKFs+l<(99pf<y(RPfN6$uo_E;N%d&Z4~q+tXsmklC|f6
z&#9Hk1OuFMeSo=|nY$+4ez)SO_;nz~3$RBe63HCh5T^h<xLWmOhE>YgPO*Sj%VCrp
zI23KBk1&CdX;y0h*sAKGcrsbc0$~j-3f35se>9A7<-SmolTF>b<a5bhJm!al9X)r-
z0HcV6=RZN82`m7#(O_Kg^Vs-!-J%$8mBq5#?uNVuE!YRZ-xV}~o#ko4&L!v7tez7`
zO47+z$x0kXr--D{E)j^6x|@*NhI#wA)KT@W+KPM0Gul{K0tz#d9Dw&iyGl>hf`vqQ
zQFFtCRKT9p1#nup(Hr_(IORebE+*_Gj5AlbWFcDDc{10Qa_ZDQCW{1C(|Qa6p3i4C
z3|gF!57mm~8p|W#Bo>)irp}FFB`{~eG!!2P3q7!;Wz2wVgye>x4uphWZ3a6~Ma>oS
zd~G;j`*gpQlOl3DQftVWh}r{nN)O}J8bKwr1uiq-fEHoLM07#ng&MrNISG0b5V3Ff
z6QVgwdORJaS!5HbR)m+ZF5ol4MU1Dbv!#zM4WdlI)1ez^&3L;S7wBXK=2h=lk2yj;
zFtTzu?W+wr9h^`hKvkyOWt2v70wFp_J>HQ8x<EK#ZkCBu1r)|rn)ZCou~Kl`JNc4h
zX!ndg>7jk@=>wP=&34nwI4--D{Iov@|67at=>7=w7PZrzI)_e~w9tMG6EHLJ)rz9b
z;5dbX8Z1UV*p9WJ4K=E_6{xQW<ucdmCo=s^-|hypFw%m4J=TeRKw-wr7;8t547e6o
z!7)gkd9c_U+Of5RL>8KsoX3L4-=ZrMqW@XWL6)gl;*=TGOYt(Mk7Lw$s9}U#d|bkE
zi|t3`R7(zFiP+Dgmcm#?r8Ai9Lumy}3+OD`rs=-Bf|}{a(Ni34B5>sGBx2%%QwMDz
zZ-(jaV&>@+E@>7k=wz8FXN;q;KV(7ZrTY#XbTP(cSDS+R%&C)hE;VRZ(u_M7?Gr#!
zOM<Yd+;b%$D~mmXy-kM_(^@Hr`C<s*`Gib$augf3++n<!$FDPDty|C&4N$>tuBPOc
zv2hVIb|eYeREQ1O)Kq5aCL<jeNhWEgmB`dsS;AQ?3J`znq>7`mpuFqM4no1^yjl^`
z(<oYeu#@TQJtE0Fpci(Uc1|@r@Kn=myPfT|Ap{hZVc^9<c3FraSJ^ZaGo5N7-Set+
zHIQtD66vD5=>Y9jhr$5%Uj+cX#t;}9%e|JCi9}o+P97N7hj73a>VtT?4{1?PB|8yA
z$b=`6fnprzs$z_-)j)-A35m{#6Ow2<j9d#2k`tQ(r&y7EYr9O742R$pcC@izam!__
zjNLB1DM?`Tg6a`mcH|Bi*(HI)e9vI*=L5*pJ@H07n7@4};;aN`9p+pHhY|T|Jt5sJ
z&J*?uq?x1PQlQ}&Ob1OigHAVcWWvDsiQ@*qlFllmV8Ji+RB~g-qKJXN4q44S%okW2
z%uCqx*qw=qQjnLCNX#}AKvHRhJ)@B4|8~wBmg95t@F>JD;rKsdg$-6)GVy|A1N#4T
zW?X4Pcb1D1@S2*4!z9{^Is7<@0$lW17&O8FRrPVyL@?9f`_S>@M;^uI2{O=ft!jYE
zXV9l{ni?1{&`g6da%2PXx>pXSx_+|rEeSZtD-24HqnaeE-?}T-&Df%Z;)CrU4$^|Z
z&?g8ue}s|e*<5;sJObXa@8?0KaibMxK}P6=eF-?op{*;pFl2fw*mNoBT)Qj`?CKQ$
zyg)iE%_2BBuM`xBS&g)xAU;00{<Bidxp28kRdZ-25*(nxH^Z%!uz56!UDJ3uWnCpj
zt0uANP%!rBO1+p5>D6x3Pqs;iA7CfN0r1)`fIb%;DE20aO&BU5Kq{B8oF}In6#zi8
zC2@38z5$LSGNqGDnfw0?^M5|ZuX)@#e*a(JH_6bWUMOkPJy_jlVJhZ%ISXkc$>lGG
z!&`@*u`c#}DYIjbW#i92cse;>(_q$iyvj&eckF%V-Ig6&cU#sjJAKE0`{m1w^B>-L
zoAGmLefQSpnQQ9FYhT!b$adS>savnuyLQ_SqkPGRXYJmjH}BiOcHM@>X}smy^~<;J
zVAtOCA<Np<PaasSSSWojImEL$F_I6iIV{7iYad+uiq(4U-pxaAey!zN<BIRD-G2BA
ze~k09mQ#(_|Kr++kH7cwhu4hb?>+JG+MUPTJM_%jX~w<ZTYK*@_ssO(^~l=I$KOkT
ze{DqW@te#^4`2JLm(?$+??pC;dyRYVx173l#-nRbSgeOuxjbZ?{n*;a4qxHVDwqHA
z7;?FaarE9d9$&ll_<JAu;eU+R|IwO6;#scWWBlMpYfkINzRjE8<=p+F?VKDkVo$8a
zNF-#@_|6k+yR1ht_lqaiHg;Ig+h<ncdB&Mfuibn23V&9aJLQ?R4{gVI=$W;TA0OlH
z|Bi}ZrE&DB8wKl$#!b(zz4Q2h<WErh$3;HxpHTb9-Lw95Z9?vmEZ_N4Gs~OyzdqHt
z|EFtTw&=!H&#gtRSMB?=^Q{MsKRma_<JKF0w&t<w<`XA9zg_y_-pzaNId$usKU>?d
zSnojP+;P!KPk-v@XZrX)<BGG_xUEZnvBtg1`d9llU(CG5ct_WImgOtPXDufP)-UZd
zp6Xf;7~i>MZT~w{))Tf;*7bYB)(7_)_tq&V3AXzzuQ90aZ7^0OhKsYeJ|11a*kV1=
zMqakt`fo>Hwz2i^vGt4AEN2-{71l4npKyBpKW|^%lUYB_xL97l`M6uY%(`HBGwYd`
z+^5M^W}UNyjN5bTZ^G4^v+M7BNtDx!3v%oJBk{^d;ysmH9~>9&hWxQ_<qPW{J1)Xm
z#bYCwIen(Me(Q0uzFJzp^2qCMJMy}F-n@R`xOiv0<v*nM)LYCNL5cPl=U=vdp5^b%
z=XalFL$9~gcT6hvR~ipqw$2&fxNJRmTzY}a*ZtPBY@3H}u^a#8^7Rv~8#eOQjUQaT
z{wwQ?tM72id8Z%go6j4TE7sp`ec68F_77Y37*AH#_gHuCC;i6w#TDzjNWjfW%SD^X
zH?5s?+A)vWj2ADlc#K+kJ+bq`{pM)&+Wm$lW?_t9mhs%V`;8almVGCkzWvOe{hO)R
zUSQ-Z>n$sH?E8GH_c7J=T^7!`w7Px(;bwFHFm74hhm$(<KP2T>*3U9tt)Rfw!|%RH
z!2?$ue&Fn5A26=wtp|1=lbz>{do(n%^VM~ox@uK|cNn*+>z7&%hrFn+zisDxS0Oj9
z(%=1>?Ig`upWgYARfIo39O1m<BAjMy)z+`v`KeW`Pae)@r;cnsZ`R?fjX$fee`e?3
ztRno^!x7%zK!mRzF2{x2X@1$f^*STI-$EJxOd>sRe%`H<n(ME#tUZNPj0Y?0`>j7i
zo!)W&<_mvE8SiPKUY{~P)IwW%%6PK1?yx+ubxM0ZVzHt#Z-4e(2h7j@?G92!z@we@
zg~e*z``Ctk_l3gI2J^($P2Kf(o@(8DV0(PH$VgqYE?6%(K*ooN@sM+Eyj8e%{VVUb
zyuo<o%QsjOvOP3Bv41r*-1G8{n=IB5-g?JHM&sm-UDp1A)d=+2lQ$ke&HAom-f$gx
z!=<-egh<zzZ&{5(TiQh%p*3q9+1$Tz*48)oZQN@yPT9Y4rt$dxjmymm)uI|-+rRPZ
zt<-^yzdph8jPU}4i+#=w84>qxoMC*2-6)fYZtIP6<8%9PC*a!n!I~EWn8x|;jc=L%
zZT-@{@prdcKC&tea&WXXmi`v^y^Y^ntiL*7^q1(1iSKW?tbaVPdGEU!L;AtSF3Ycs
z`@X*sJR1JmM>pPRd8JW)bmLM4ee}@{&(WY49^Ke$dEJqq{0}zXLxRW$+I+`Nd(buT
z(0=kscUPV{`aOPSy!Ek-GLpiFx)e2N4)LcvzM)#IZ#igI?Z<wITokwN`r*b;ES45Y
z<bc_o$0wd~WE3bKG;Z#$zhUd7CpQk9Y`yB>(NAl=@}TiK%L#vCeD0U1`o+Pc6ToYY
z-7jnitIEm0uu-2`K45&UPO&7;(aNzRT`~(8S2U>qK^;114igU=S2QVy<vUxOP3oX!
z=g(Gmf4a)+3oUAw<=L%2v?$4H{mnshGX9Ox?oyvPe1$)&$vE1hHjlq|W}o`-@%Mhw
zr`~h?z0VJ*n~%Box7Sgx*?h8mft8`n9`NLl+J#`_{HrYIl4xY&eZvU%o;|o)$Xqs}
z0v4-Co7oeMZ;YwCwy*dZb(-<133Z)CG?*#HTdVZuQ|Dh|^v~V#svV~{MZ=8n%_(*D
zanF2Lrv&5gbt?0c`)?*!BnSU6Gjm{0{m;*+&s*MS+&-snw0_Xc^zJV#kABVf8Qld%
zufoqU{%S#atatryB01kiz0Uf+RUzJIT=_OiAXj+RNynu1?7_|Qn@-<4>+RGhES3k1
zd#|KoN2}q2cTj(2vHXZ+;~e7;OUh~aiNRb&y$QGaSK*~UTBUtB!pYZAcFP}+M0oSn
z)L=Wpi&s-g%W1~oTJzy+uA$1SWNpSPuEqZs9|^hVTI%8>FZ|85RLk=EBO!nBpQwws
z(=)5sdL3nK-!flOIubqcr__Xmk<#Axz|opRY01j!^mkIfvy6;azKcp*-cBB2jla1O
z4Rd7t<-4diuR_i-&bgklp^}dczW#dTZ)DtaJ#_*8eD8XSKN6XJH;Q)GOCo>q-PBtT
zN4Aa_<CUjaPcvdSP#57|>PG4{#`|xe&bEB>C6D~`4ODd%?6o|$9YP*A8|#QMo64T|
zteOg0?OpmFYR$6qe==s@`y*qd9$dTF=)adb(ek^kx4oCjS}nVbLpLG6yNqAoL|tax
zWjAg=*Lu$8_ieAYo?|!r!;f!9*>@SgxS4t@g3a}H<NegNR%SbxJa)x>mObRJxjlI6
zCiNx~nY7%8Hj$m*F{B|G|GJ588?$48;f?!0u)2>b-+Jx?)C(5NWvi@QX8ijtl*@V<
zvO*Rmr4x7TvG!IkyWxY#%VoxA3@V6lGcSQ%JA&4$UlMG5kdluCQy-#Q)(^ZS_=_K+
z{sf7<@FD8bBl!yaIfjH!oB2A)+C1~fz=&Lv#gq5L)Zgs<mfftwzeiG7%bs%c(MVr6
z>>r^HSsz(t=e%2y^(R;Fi+&WjeZ;usR`jh$R;97rZ~Wm_>ebeN*^WViwij8)q-!_(
z-W?yMZm?KRFb;i|I(PGmhc4Xpm1Ev~)ooPV`YMMx61~d!*V{1O;EFVB$CKO9kpAbX
z)3>g_or<kn4wxw!51q2(LgVaDQYTu!ZeI;++$T{j);BoJT7CbW)Mv4t=0A;g`v&8h
zPf_+GA*6to;*k*HE~-jG$j<W(#)EfJ+>v+}-AxrOlOyrIcK3G3z89=}E$=!Ka`mUF
z8^|-Hsl4$sXcAwyo0Hh(pP|mTSnf8i`YZ;AFOf{Utam$%AGg*oG7f$Y6?^B_>pw?f
zD|7!U$8Wud3R}KQQe}-F-GlJ^jpy#68VEMZYZm*i%vndi>YZCReV(dYEk9q?>1~f)
zXk7Xw^oTo+d%sDYYLvc2{U!BBhxxUCPtx1Jd2;ZC-PioZb^@!2xi3?tox7Z7#GTI7
z>i4-Xlbo%>sV(Yb)-#-DeUjW+&vTLvwfj%EQ#!*)e1*DzL_+b84Y+gbb6=tEd%2Z!
zlD@M0{r7Lbd<(g}%4!Xp32(jiTlhlOw3)JT@&kB#*m&~Wl<jc1amjb6FId%=1n+r(
zx(u;yehA$@Y<%<qe8I4D)z{Ab2WpS?>X*cR`#(_f;n*Y^nJo?DCzfAZjh93VKST-J
ziQe-tX2JU(!YGSuk}umobhKW!-gk())?)eUDg$3NJpV{_tY1Z9zb;z7eapj?h@kMp
zlz%%0Qu{WEK@$4R_l_oHJn%iLzVnx>5Ae^2KS1{pG@&~kX4kp-5lXjMe{WWyAw9bN
zVDnMx3F|JFv|93qm<-<i1M1h7GmWbrLv`*lzV;Yq&|St0k5N&J&Af?t<{*o^FaDge
z8xKCdo!s+}Q*YTBWX*=)XU&Fi(%0X3_R;pX%FP`=q`qyjrdacXeplTNHe1WqKR!Y2
zuvp8h+<fE}mW!=T)*OG6KgOHN##?@jl?;MWP1Y-45^~*B6o&|AwqAH@J6o@Kn$mWD
zaFwlFR@pK>^RyX`4sgcSp{J?qtk%CI8S)u_{_K$+aN5>apQX;RTEA%4kL8QT@BfJ!
z9lpY!)d2sApHjCYh*XgE!BuX)^&FD^qVdRcm`3m{$>-C@hHO3fGt#5KNHTiq;Xd+(
z&;<g%5Nllh+}fVayDq%ky5=ILj7{!!`;9A}r*<Q3bMU&7<@c-N{qFhI*CkWi*}tT&
z*<s0S-TE)oFLqdOa-kTf8@K<4I@j`E<KEv;ufgQ}<KIwwt+%a0&i^gm{$9iXTgtWe
z9v3!BxN(}b`7z`DzoquAAH<#J-mUw7OWk5w_F!LYw#m<J`|xus`B}s6yJ;amKPNvw
zB|nd2ztwz{{B#cBr%8TtSkN|Q@^e4=`3CuUn*2OTetwIIxcMvcb04OY=HHT^J22EV
zKTduwB$+thb=u2bHo0+Ux7<<3^S(Ozz?C1kq<PTz`M*&EbcxG;M_rjE8H}5mi<=pX
zo0*E68H$^kiJKXTo0*848Hk%NkDD)!n=g%<FN{y>XOTDT-J*X_ZCaLQxlbU4H_JUF
z|C#0fIH?A++#96uX1Sjy|C!}}f>eW9?mnpov)sj_<^B%&&n)+|<Uh0Aza!OPmiz0Z
S8qOz$ztgeB|B-sV<$nPiR@XrQ

delta 35337
zcmbrm$<Fia)+WR*5HP4JRSAg+5-O>Nfj>^%&v4(zy&Zc*;@*z!*pAytI07aG`Xy#a
z%#dJ!N`*KFI1hxx0Z^#K%Dd@ng2cP^>ifQDM|teq_r2EDE&o^l{2%}G|MegLNB_xR
z{_bD?@=yQXU;g92`<MUnpZw?Dzx_}C#rt3XC*}Y0AO7wC@b~_L{O$Q4{^j5JfByWR
z!O#D@zw?*>;{W#9```YHfAAOTU;feMZ~w*L`^(?|XaCbb{L8=hKmYym-~Lbk{eR^z
z|H|)A{SW@#zx~Vq_^<uV-~MO&UygtJ-~XNeCO^~k-;g+h{-b|%!TyGZKmX`||MUAf
zMic+Xe<FW#!7m6w{j>kN_&d$N`FH-?>2Lo7{9pZd{;g(W7)Dw-CW3!*IKzqJ-*))F
zdVJaN=D!3xaInrq(=4d`Ag3fso}#ir<8*VjJw+2=zTIDjPa~u{O^2TAx@#P!eltGH
zq`TAM(*}}X`}rM4?VDM(L2tNrnL`eXim51+wK#a{{HdG9wpqN24Qiq12Z2AoDvrl<
zeDZ3GPbvJs%RN?w#;p|ipH@C@gTf1};0STEi_HiA#Sv~HxBdR<h&KQK^=Bb1u(fuj
z7IwRj7ebs!<A`}J{t|o%U*$Fo(z?D_MwP-b%&m?jJzKWZpuHcT`?xEsA+iY1!Bq_d
zuU)dam*skEV%i&~@%7%*&K7%#Uc}80R%yA|105<A_Te+Rz(i&c3BG8n(*;&(t<fi!
zrpE1x6zKQqdKo@HU;Sm+;w`1Oh}4K^?yiHE+{G=^;R=#YJqm2rx!a|`T?G=|j;G6~
zAN6)!yFXv1-NIoNnVn@G{KB-q#TyDqSKZ$QE00Mm{w(Of{Il=>*AM>x{9G@62nL>`
z5hH}7u8)uN<m8)GeuvBL^t_;+P^@7URYr?WAzXC@+h8?XZxxc939ckFT^~$hnrHh=
z*XVvrsPN_(Nv+ft6ZNg4D_FxsiOHn0W2@8EwwCK^olh+3%=}}^`P0#h%6)v)DdN2d
zt;`zB##P~~?os7aaaF-abzWFzNXP@xY!%TAd6Mlnq9@BF`(t7u#3V-_L&6fnsA)sN
zkruPnypt4*Pi{7bpURQe7r~R&UGX+g)E&uo_GxC{IL4iqf^T_-mH3+!?sbgLH*f5v
zFU2yS=aE?ay*n3WdRwqbZt%Ri;%O3*q`@2S*7S~d#cHg3d9K!WU{32Hp^G?;kUb6N
z8Go3oLLLTZM_9&0<e2J|UJD9->9FFBUr633(l+XD*ZaOrC+8j=h$DQ?0wS|tDPA0e
zEUY|ZXq*<ey2>7PNS{+%l+@ddoz~@ZfzwitMM21U!x}Xsal%`SqfrzbDf(Cr5?LD-
zSz`G#Zg<&KX+buplMr0f<EjfB$85e!IaN{{Qve%rG+#kG$<N#JWWLAw#2NLAzMl=o
znv$oCuFI)TCA5CM^2u^xFYHtbkEb>+ug}8RiN(}snw3kEIMLfPv|X`6xZ{n9%ktK8
zjMg3Vp>B@iv=9F#k*;{KY0l^ug2>OCiAKV`LxPjZ@R+5(zGsg*L2<Eug(Q}rW>*AR
zCWs{0l0#q^^l@Gm=8DhPv3*uXN&NK=Zf?N1hHOs)%kX)=o>Lrg2WCs|&+HuF6Z)v!
ztGe^U7DCOKb`du7w7~yAGwg&i6KR&++1xhl%deA$SV1jrQGB*4Ww+ctgkLo2BBG6A
zFY01j-LvyelI%S)1P(Lb0hzdWM{?+pTb(9ou*BD&^V!;W`u*~v{T;Z=M?X=g)4E~_
z^}r6~B49=HdCgCwjjS1cF8noZVypgQCyBohH-k)Y+~^Gtj_A9c_W6zw=}mH*i=cD|
zWn}!KpNQ^!gX3jd(yH3;>&Ikahtnk+>#qM&;o6POBIy$$`r1njgZ{ZvGUJQRJ*7#!
zJKh`XG_kZjg4d46k}GV2@_p^6QN8FygrFbxW>+)c4?L2J8)d-_9gLp^0xqk<bFj%V
z{#^HWdOk_AeBx^iGyNCqA@D2D+p-WRt7eV_y%lDw?4m=_&b=UpA%$Ml^uEa&p~>9n
zlaFE3GBX(7JpJ`M+*2~|uoGkO{CYA^C-nJ73b-9N=r078#uJfLF=sc@h-y3Xal#iA
z<ol)Qp;0L8V~pa*n8y5L5oa08Ub1p3Cl#HK&3kHmaz9x(8IlL_s5>}C?+v|{*K~o3
z&`lJQW#63H5c1mUpKBdsp(gdz=@v1U8)d~!^?BcBM}JtJsv6j7CspBvolHq?;_P11
zS2CsPV>xc!(en54g(!T1OOLR52gBu2CZR6E6EU9h108A<MX7wc=GHi>^bz-$1j-aL
zf2U1Q<<mLe4()s({yt6j#~`$q<$ccRg4NFyRj}b04)T0AJmk6IMOI*r_$X(+h`fWu
zRZBmplU!k~?&HTJj;dxiN@X)VIhwACCDrMC*A}uaS6ryIm>1{kQ+w?p>eKEQlh`7u
z&7+QqXq&ZgxJv%;5<;<vMEy-6WZ*uvoHR)Ps#OhK$phIQrGw}7^@{2#SvyrJi9F+0
zp?Tt2j97|0S_CuswhHVzl|AifIC+BymwCiPBOmUwQ`h8VEhM+M;ny=21iiU$pA=vF
z_MEO`I9__+Wh`&HI_4M<r<tx}GDDXrIE*ULL_56gI#O!Z?(mVfq@C7Yk*Emm*TYX0
z!m)QbBpc-YLWGsUBwIe4$$2~T^Ne0s1%OA{HQ8+CruyN&X8-Oqg6jM!z6|Q9eo6~_
zcyFcg)MjVn>H17`v-1{b6x+kBQ4>o{*k|WuJf(=kId0}PYr11=Ry##i|273vO87N7
zP9{0*H__RJirK8kwArx~HJ1ndEG`%NTt3aiIKIkZtO7F*#GJ?u!v1<RlGK)mq(77c
z)y-(3J9%&+PQF~phv*JZmY~D;gzAMO9qBB}QQ~OMIV9s=qz-yHQ(pIQ2%~J);Vw+~
z8VRZ=bjBMWDZvL(Ib|0#fp)Pe)W5!Z%4<yG%T>wI^SPQ9g3hLqo;vsx`v_m7n8pG0
z>&|-<w|c`!IF?jS&qrL~RU|2EY#>iTfu$(!aL*}+>NK>2Q_;}JGt2iZ!L>VPwI)Vz
zr4S1&m*FuY1@kGILhb8*((X_zR`PDG#1#NETW-0}mlrIN7+)JW|JTo%^Sxsa<KmDH
zjSVLK?j#OFK;H<);vzfTv!kdJduy)-HJR6}o8B0oCc(X_)iJyO`NbSFz4}^tt1I50
zE>2rx>BLK4-Xn_nm~&@6H@?`J#SNE5qc<&pzq|UPDJHK8rlHQdH>l(b(@qTfOvt6i
zD&&j=lCm>wq_dK<Kg%m0RJhR9m*6hw_~$8N2c{;faF4F7B*iPLYU(2*p>1=|y1kx|
z<oK3mSFMDbAxNX<MfjvJ-IyZo72<AkTmWPco203gaBxSwFl&Ej-a^aF<kH{tJL*sD
z0?m!YZqTa-trk=%quj}cRTN@qc158U*U^5YMXwscBMI9j$5@@1OH#y!xu(8qX*Dwx
z6wQ%Iv8j|<*7lxTmO{%iM(vTtLE7<6?m2~$`r(LSra#EDq&iZpm$B|}UNVvt_uA?4
zy-sTkR7j;{{#MfZ*lDnu!Yg{h9UIywv~LKp#t8Yl;T*yCTY!DhmU`w>krbr@|4DUI
zX~T0W0W~X}!o^ayj;64zUBrF%{jzVyeP({o^UWoH{hUajS^upUce!@B+^H|InO{vi
z+}|C|J$8kIb}m$Xn$678UD;LO9XI#7cf{utmwnF)g84VcPs^xA3d45=yM+^N30u&a
z+OvK--SR0SsuJnbmSUZvjBKP-YI$oB?guWNjS4#7J(JR*88`Wy5{JPHsncWy;)qVJ
zs}IFhOXy`hTadnvUxtU9<4^y=ZtL=eV)r&||9<_0R1{Cy3&j@pV-nNLbZp2bWbDDE
z^hxy^RiKjqpjaiGtXH?*qA)XU2k{#N-|uG><yS@Kr`9YQpk{yl#mes&Go?*!2NG;4
zpBogzCU-I|CZ$$${R>yOo5g&$^(*<b5+CKzYufrz<|sc%hWD^t;n<=+b!H;MT(#1H
z3y#otv8^|$Uaju<a{~byR|U>EVpOP_=U(o26}^hWN_=`#*00Mpc|yM?d;J5Tu82M2
z+X}Vg+kfEhgX{XkY5no`WTobBmrogg_+hW}BnVje;^_8~%;N{QTKANdl~Dm-yNkBk
zWsW3e<!Z}G&~N?9LLp<$3;s;mA7cV812FxjD#B<?k5b4edSaciRMPEQO7)HXnhnX~
z6I3f$vit8@?NVim<DDTgrLaut@KM|EQT0G5+&^At5sFUt2dwhmI5p6N<Jt0I;h+{6
z&uNVmu2FXb3%kfw9{uuX^|tKdB??WDn9ezsLDV0CKI`0-e}3ahh_6B=4f+o<OUa#G
z#|IXe>XJV4;<;ECHXpC}qrsHU5`I*xmee#TYKoL~8$Dfnf~&cjZFo%$7(0@CRd9T1
z|AE-LfIGik+Dwep4OM1$Pd?&S%3UM)+>2?|+WERk*?-=}<U0a8=H%8}iZ8!n(rvLT
zrg4SI7G2-hM*TZ(wSwK^7w>C!?#9IYUVYgQF~D_*<pZegU#8u-1RRnM(6J3XX2tTJ
zS<E75@RyOYJxjhuDfZ!3Z`eC5UaxPBChOkLOFF=+_a8atx@ZD=#E!wC;;e_a<K=x~
z=Lc;S+@~k*iPjS5i|}i!@>7JPsPU&6L3{1Rvvq$t3m-&Ojcscu^fP-%IldFU?lmE6
znLjHWtqtP|+bVO`IgP(KH)Gk>)r<2YVh&el*f>xNN@V?&UFK*nTvs4fP|Rj}LITln
z-<gEdysy~i6L73v!?85mpCV#Q!e;O$-*XIoH7f<L{MO#dM~mG_o$Oy*_1b1<2+jZV
zvpoCl1=Dy3{a{8NFK06@y{XAN72TuiH{Qvgzha~DyFtnHys~9M-Mhp_=(~b5-ieeg
zY^bNg_#-g%rc$j2BDH*E+(gw=&6{Va{dl0!>xNiOWfQz32j#EGIWNIu4*OSsu9bZn
z(6U<4XBi1Sb3SiwS}NtRwy*-0J1^{ko$pyzj5Bm7T*jpMSt-cV`R$$e@aO0*KCqEd
z+e7Y1Yf6=hi<D(#yXtRA{nPQ}{w}REHro=NVIMPEMkzDT(sz$7=K3_N2JUwG>)p~7
z*1+jim~bb9JUEqP)vgn5W}nKg5X!ZTN*g+yv)xy6xb)TO^i}n*XOr>uidFnwUeQL)
z>RhI)D}S#)w^V#rT0#72a3e}sc~b5oXZ8;El^r43B*c^$rBzq$^89N#4*vA?`*d%u
z-p-C8FQ0L;nEe<_ydr2^!=^Lh{?7O?-G1yCabC#mT(<eP6G@0HpKBrAr0d7p;3yEG
z^i#};Y0uBL<MdLiMJjS;FVQzP-t#5>ars#7u~nTFngb0F`t9$0zcT?x0@-kpLMdOz
zQlDt+pq{ULLlwIzKInXUsceCYo4`f}<qFx$@g&^hEdv9l8;i$0j)^#HG0PXHD~|es
ztN;rCvtPz5mVAvVe`7Omip0DAtiF@gudL9Ye@d;hLiuzXkrZ$q5lVlDLgxpFs2i8f
zGzx4nx!xu26^3(;oY-M?+*;3&(dP#(NkF&gM&&$!RjEqMyVWjBs=Ey|ZkbtSc1;j{
z!@tSCWy`Hl9#Pw?HC%csTeMRqPvs*zhxoLQ)$9Y_193tFffEXhg9>6lsX%#u-BMT<
zl*CeZ@SQkxI&P(IP9QqSasDKWTsSKh-RvJjz4I6)$rMe({(j8M(hs-0{s8??1=wyI
zE;Wv;D6VuGzA*knXqI&7q$>c{kW)LW7VP;<X>W;T_;rkjovfyWYmm?9<vK3Ox!R(|
zc?*qqs1r0|-u|?gr^+Q=bRv`4Daf?lgR}q9-HQmQ`n@d=u3(riR|Lac2E%emp*5f$
zX1Yg{**}#rIHlLAHu+AB(LflkuAJy=Fqp^0zda*;^kIdJXF@a|LGd{sS<79~<UMqs
zin@;<>NvF$`LLf&hSbgOsj*C4lZB+Rrvqd{m+SJvm){jjhtIXk&*u|y(_S1&o=)?u
zJ)b|~xk$AGta?@}%_Ip*9?$1I*|PI<()!a8PsqdM8=S}!rqT`{oBTA%T;;Y!zug~u
zvi+d&hks$qJa<Ca7-YnDIf^VxUL>U^0ucFPRMT~c10)0oy>&NEpS3lpldB4#qV{hN
zC2^X(G(F?9ZCu4ven-Y<Ze3_Ufal%r6KR#?iOz}VvnM3blKmjKa}*SOwum?$_Jest
zKb6$K9%CQagWyDAFa*(CK5bn_d>6e%8s0gv!}D{G9-Cz;(Gs>^QNo!S1C}wv#$Dgh
zT>83&q7U-*94qa-3siM7qo8DR(|>-hWI&)sEPd!>ZUvHXqfSNgD8WC*<T<as1ljD~
z`@fZ&v(srB=hOTlXIcM#NOR?*E4}dOhdAxsL$q6Q(~-AsaWNn9OM1Ve4?-+6<+8r1
zL{vT`sN13~d2Rd<rQw41C%nm4qA2IgzHebb9));c?gBn`pztqd3MzHjw^MsDqIqD3
zz=Re%hq_-X?pNUJt-p-uEw_&K6t{63eA?g@CvtcxA6fS%q*{0hm#9_=yXo4?6k+mP
zNLg1m60cTFb)ONTZWBkosd6Bk-{y<6RiB8B6);{)vImY}2(aD>9{c<9nC>s({d$KN
z5bNardl`_YhAI^ks(ZHUzUBC4QsCw#PD;7R9RKvtUWOX>gJBD{eRpvQB)5vr>U%hf
z4If|AE|y||MaChJ>5PIRq#m#pCXnB*he#)_r=F}GPiELpBlo-eNj~tT+Mb`{_<C=I
zx+iui1QoLIboE4W++*i5_VCP0)O(JzHs^3L_s~I^z6lj>=5VHYrpS4eCQjHWp3Y0F
z<u!N|Z!LTU!M0q6HICX_-NZjhok-1-#q-BmI0IT9aO7Gjg`w@3sVUziu@B_0U?JQ-
zdnpgyq`f?>G|C&pqT^_UBMZf)AFgX;NDA*?z;;nNt-AJ=&d@!6_qAe0?~d;trl6eo
z%zRCvtOv)!+M+U;_SFkad9W)J%2UC;grYpWElM|66|*n9aVDJEW1T`dx+}y8kZMo}
z^FD>MtcaXt73<haf?2L|c1`t8PlUIiMmlgh*>`2)l+u0bv1R?|mtWN<=v|NFC^RPx
zwO`k}^e-DIeb4gYMR$a33k8GXE0xEip#D0^1tbz_e^h{2wL09Vfhifg0O14?rX{?b
z{iu_+nF{Qr34a_Opnrj7EYoX+&aA+GrWU&;K>kpLu1(E$l~VfsV)ycfUpx*t^SKgL
zbE!^>gUOS(ob7a-l8s5r1pJSmpxnO(y<QWE2kXKMqxW-~{&cvDs&Jf_5rE~mSpQ)H
z(HR{(WT5F#o10ADQKYQ@k#7nP=vPrdiUl4qR#Eq0QVcG3>ngy#XO#re$4~^O<9-nS
z(S&bS0d&oNqmRR7o7}*XK$&%I-s~JREsf%j(%rw_jy8t03%VV_!KD%WQ%GxVhq|L5
zz1rM^>IdD;Wg(v@9(lm04Dum;syjes&E0_4|CIrk9hJ)udAPF$;&+or0IGVy`DYkJ
z`iM~ASF76n3RE+fyL%t5D`Cy>D);r&N9CG*a}TYCUzp!Z9rjQvQKjPC&!G#Vs7|BI
zg<Q`YqMQP}(9FgEsVP$Z^ywMD;Fy;=!c*)j`2MNg`uVBAB@`F+l76LK>7TqEnJklh
z5W8WN>7{%$6$nSf*N+!r-gamt{;>HE4n!wrv+orGk3+otfoR^WAH_$`X}3slX>|O@
z7CyMD@C)&L=AeDU2eG(#DdVsRJ;Kdrg~WQZwXn*JKKJj#iJr`H1-Ym>l6qu9msoPm
zmDyR7l#v0#(%1d6L}6-hpQOly?BObPs|PW!7Lzy)KNRHnNjX*hk0JHT+rihI4RKRu
z*)kOzQY88ed%HRs3-xOdY0-hzmVT=}S6}+|tTSOAa?Y6^pd0y5QU%`S#X!ra$t(uv
z^2ctqFZ)X(6)R|6%*9m<kWj&J@&mYJXgoa12blRY9JK*S2ugpm#d_6MsPM#_1P)Ov
z)sM6W-0gL*GbDKq##Vq}_#G_US|8;5q%BSJz*6ILPg%PfDE5bHXE)Z6f`sN|HKQpS
zJ7OXV=;~};F4NsrcJ`+M$&QuNh_-6Jn`2;~@XDL)hbLjil(>jcpa66}7465a36=1(
z6e-Fz;?amuzCfQ)?jBfcL{MW@-D3?@EU}?}SDOmwElXtB$%?CwG5A-9U+P1L>ElCA
zGOhjL!PW!iWOe+f|6@K~?P3ab;ucKU934-*1VA+QW6#y?56QjwZ<B2a-@M<}5BB=*
zjkY+yBJ<vu!YGuVVBn8=iLK%*D_PQfBMxwvNlE>)IF?h|yJOeRrBF`JPl_2np$R-A
zA3imh$iLN$V95y%Ls^;R=s|@WY>>RXKtX?$k>jIb+_B`bbNwLK)7Q@{XIaB&;kStv
z&3Q>Eex;t4;dEPOoLgLW64+d?8l()Z(w1lTU`|17<oL_qliEMH$jW)ybZ)Wq*Xmf6
z2!7Al?uFg1-WxU`0T&{}3MUfxnTqAHgMjvy#XtVxSM(cPeo7G>^PR8rK55|JPAuCg
z4Vo3rZv$?B>bM(-Y%~CuE*N{edK)Nach5$7f%hC_Hx-|0YzZEPR=GWvQkWu0Tdc>k
zcSWjHh}rU@y<=$E6^pgXoFi;gfnEBg;h1~fsjhr8B)F>SFFYEk>-6l0@f{Pug4y`Z
z_kl};Jf8ChMOi}Sm|J?Hvph^HrI$>3xl4*d)qQ)jb$i>9bHq(u2L2yE1l&QN^E?m1
zfV}1UPL+%+^vd;_js<|;FDV}&!Joqv1YJWjui=frvu9MY-FwUTc*CxzuuiDkA?t7#
z91C~xY?Ar~$aoNcvOJayfp)H~{7mpNdZq;b`nVZV??0@SAWr9g+>_~yxotcPC`Z`4
zYa6sxdVrvYckty=(eS!7@|((sswQ`XmGIAvO5{8r5&J=BOUTv{_D6aLgqLOZPq&YO
zBx;ph2~MN)pTi_>@q})e#=J#`5FgSE-E^3SCw^3ZhXXAH&@y+APdG;=nt+>{f`To8
z{y=C&&#*rP3l8XXPx3o}W6<>12n>+JjxPXUDpqAmbvK8b_dd<gf0>k)4U+8xqXzTZ
z;b4Q-+wb{Gb-9Dp$};erH|7li0$(Mv8a$oXRYz{D%_v;m?^c$XU{&j{{p&pFvP#O;
zD<jl-JT(FAxan2w&R;qFC+Pucyao0mHRaub9=6*r^&vutghWvz&w*p!;n7aX!Bob8
zL4xK|su#1oKR-#Np8FffdcX2};`h>^MvW1txj~5LhTezJ>A!2la6~$wgm4K1w+{pD
zl5h-oy;21Ic^>X{Um0pmEE+oCU8K>AA0whR)IZHngd5tE7Q_oSe$}u^De8Paj-5K2
z<CCK%-SCd%pmXxV3bDAoa475ZM^Ke`-B)e9fc}s1;+7QF3rB=X*Zm=_+*oOLSj#B4
zmIb`lf%uGzZ#d0ec!^{z6_4NUoY#<7yI;|f_`?2e&bO3Z%wb92{&e5r27Z6RkfS6$
zMmyHKKX@0*;P8~i8uv?PL&J!u@4aIaRn8rq*Tcjq;lN`7b1M6UM+l#Fgp@15a6}yS
zQ3g=)3DA5Qn+5U+X0l)lQXK<ul%8FTq-`C4s!^=BQ-4w5hS45--l2Ds{yDmK%pTs2
zyHpIYYq-qvS)nuw<okbo@y}jk7_e{-uuU-P%omBwVt^?tz1Gra1Qh9%p+|;+Qs?`H
z1+E5rwyqZpj{yhB&~z`SyD_S2-%J}$QY<04B+o}y0D{F$;amTB&Xlvch)490bpUVN
z;;+uPi&uj|Z)l2Ta+xG2a4q04^r535P+TC3WV{=&;L>I6<TH4xLRE`idcn=^AU+go
zxPIu9pdE0>j>%-a&Q*kSS*bj@ay{|ZaWwu#pdSuw1NDAK5%9F~u3Anr`AOGL@D2Px
zall|4%Tt!+BMr>-XDCmwEgtu39y2s0uZJME<4NBNUIy32Av2`4E4Da?=kar>2RnDr
z+#EG#@T>klUbp2qP_z??EH`VrcM2kvst@@y`c?zI9T^>S+#dhH$amXMC!1?;pB^6l
z`1T(+$-d3kYbWY|`gL>eqM<E%frqYjJuXyY&tL@>Z_O1(XS}S~5mUI}3bg{V+W#eQ
z<oD-Bh~e=2yIvp2rTl-`^HH0~afqQ`S7+IrKG*(jiS5V5W&~b@_!iw<i7vm8x#9}f
ztNy&P?fcRuOrIO)cQIcZ370<#ZZvMHzMO4(wr8k~<3xv#K=RMaO91Irx|5J@%QV7n
zhvf7$r0jTn>;<GJq1Rnh9A4pfoFGRQRd%Zm>iK*o19Z+I-FKEr*own-1J6FXb?Tlx
z-dAr|mFfOj9S2;l=p=G=@wna~76pL_vs1D)(*-y0NU@&{`x1P%#FMhzQq>=4l*kRl
zY>W_*59me>VVx?5vA?%LMqD`>8bU!bvlP~L#iLJ14D|9GvUkEWw&Zm2Hq(=R5l4WX
zLts}rw;J5bq97_#T?HJKJb@$gXxgrv708G8EClB1pVZ`|G$jYpQW2i<l<?eV?g8Uw
z3Tva*TYeY6ANn*<vQT+%`Y@*yMNI-c^|x9j9eXBE=SI`i_+qVe_+ofX0&|m$miutY
zGYWQQCNIw`{R*$zW@{A+>5N&~BwK&F?)+I9w5ztIM6R*ki`-lLTw7n8$ERivp01_m
z?)CX*Xv2au!f<wbZTT%uIroI49-9tByz5VA4hkY$>>iE?^r`77Z7ZFPo|JpPmQ^p2
z-V-@+)U$=sbskf23M%J<-+%h9z=MN+%>WBil2}m^gezEhs2>&@ip^cMcS3wqb2ko1
zX+U^|>`}deRH70O^~^(xXmjD*qmzeIr(_&oCn{q_sC)o=u|#fb2R35eKQy;{U#-{v
z_L)NN4tx;b2od)n6Vd_K2f+YZMT9(WR~?j=D<Kz=b9N0l&1EX#zx*Si+5oxt2HGQL
znpW|+$wfk>&Lb&}7X=$;`qSZB<J|vRf7W$7ZhDP7(oKa88Z&U|yXD2Iyh8%0WPSme
zEklNvJ%YGF%URbGGK-|h6Q?r@tPhEgCP^fA|JLYV*HN#efvn+){K2m$no{p28Ul)U
z;$o?`Gr=6q<#g(@9B4VaLJsUjks<_tY+t{hp(XR|N=%;)5OC>_!OJDA){=Mw!cxAm
zK=P?Md?H~q;%zzn&{Ya3s;#|5$m1Mbt*=sJi*&P=U$Gg)=kVd9q_>dxd;n-u0B|5U
ztG><h2en%MebHV6`W#Rz2js)>pDQCryO<9c6z{aO*XhC|B6+zGz;s_6w8!>VEHqXd
zaGTOuLZgWhQlQw3+w_{*-M>SrV6X?2%g+ObO~xF@`8=8@1DJCMiX?NV^Ey$rJKE8m
z(awNQZ`(kxECll&zgi#b&*7pQNJK>jv`ZPo49glSBu^hxc&|rLE7z-JT7>H-KOFXO
zTf1c{3P)2VWxw`bG}!HoY2DK!D~fzq#cj@i1q9-A1nq9G7=mxt5PHK?r-?_FJD}0U
z<AsN~TuI(08DvyGa`q*LU_{I+(hPwqtD>VHjhimuL$+N3#xR`P5Bkb3Bt35|Xy!Cg
zLZau(Z1RvgW_YV`3`!RXJ3&cpnza-CT5;!5kwHoY*EP$%L{4V)P=^awQFIzVUE!tL
z$tkmJfq?|mvi;D{<@lKGCdB+$VI#zo=(4F^4Od_r#5kv6uS6N?FQ#OMmjJbsFQgIc
z1ojgezds!0^EN{hx&8C0Fvw0xo|Bv=&wmDc(sRCOazU_ilL*hU)<Qg59}hFw#9YMI
zpL}F~c>E@AfZt!Hc)4^WWJ@u)UHh2IIH)3mbDF0n&qGvO#NHF^Tl~gY`(_<676#jU
zd<y7)+XLLM_4C_EZ)|ufBkH^00W0Ip!;$9wJ8}(F@KSe?n^w<ZcPB4FnveHnRX)n%
zrkWWLV_Wm@xbVe!usNo?zfwv$3SIEpcSDNEEc4|dPFMa5`MfQw2dz-#63cc2l8JBA
z6Moi-Sb#U&7O=w1hqnt$+`xp<*&Pi1&H=3#1%e1_35Zt%a&56+s7Q8ia@{!dvw{lc
zK=(S+r@M|*5`d{S1``4piLpV}WAa4C?nUD(ali(_wH->511V)5G)eWK8M1KH-Vame
zTkb~V7=voKEW=+=INx>wu~?_;P&iU&5?$cDfTKwC;!o$Bc;1;cuhFVMRDBpV2?WqT
z<VJ)@C%3*uW>lccGKF?pzB&!-2u8>+0VU@2&4Ga0Xh*KF6r(9E_v7sMBt+6QH3XQ=
z#jgWk_T@^Xf(Z0i0X|_jta+m84L_YNQT8Bw%-f*-YHY@As&jS_aKh{`8F%+{H(kgc
z=hq7?{SMn97QZ+M!W(UX2|@8cGQm)g?~^IrLpB58_qtEuYEF`;3L_$^nod;M#G|(>
zJHEGeJH5r3r8&P;ZU0x<Vi_N9CU`~f3vqdFC=I!_zPi<E@KiY6wFuvp_%&(_klc3J
zQR?psfigtbuNLGUiBL_|U~wO>!x*)7205D)yJN$X1;x`l-YTv_&nUx~@@&7&n?4{W
zQ^7hiWcvF;VV6+|?-jkqExZ9P%5OVM668)8YlMDuVql@EbMAS&akegKDk<M#kUMW?
zsZPHtZ!Yw-=mYVF3GDLO1H4}WJggW4wgEq01|Yi-(54panC|y6sO(O?TJBruh@&Y1
z<+46gU7k#HeS&t#y&?0?)a6MQN=wAA!p<N5BiUR}SdCA6&g&7Uzo$z)Ram90U_QBr
z2$?&ME?u)a^|Q{LtLvMe#WH-6t*KXqndR_B(r$Ud5audE8{Ti<1kVQvJ|~B!R~j88
z#pTbZQ!!(SBG<1+v3tm=2#+kQz|9U~==(9W`CWlS*MH-mopAl50myB8Jy+;G&o9A*
zDMO#X1D)i^ie*4DRRRG250TEp0{MBwtw*FDb-NI$_KH67%<v^jmOEGUpg4gK$o$fC
z<v5YqWjllMu~?q#p5K-W2?=g(Sca>t1NlBJcE(pZLB;XW?yz1(56|hvx?o+N9iVzf
z3+)z}Yo}i!<cQVC_&5@_UiNv`FRKb_;x2gf4g6hY*6Ej>{3>BPzY^U5AtIS=Gb)t>
zSM+ed<;cdD<kVI@&ZvG>A;K3AW^~0@nsJ;X8<7VIqAi4P6La*nq-=~o7#~jo^E<(g
zRl|^h;EAuVlorxc?m=+DuA)I<IHmqL=6xPp2rAv0d4Bu41U^zG0sO_82;4ki9*F|8
zCBOY6IEq_z_wjpyAo}&P<R<vPAa>)cQ#W1lezvIoQ&qvwb9xr7mn$O~vO5ucEWd{j
z9I;0XHr4>_RD(dKz|GGV-;G6I&w%H_BJmaWem@0_UqMD~8j^{F@{s6|({W_Qu|iO|
z?YR!W9pvMQ?ieq+1ip3gr|$MwGX8AO7_yvWdA**_j#qRkC%F0|O7XQQ9I}wN{o@?2
zQWeJa$@rb?y&TmM@31kmH(W--fj#@j&g<np>7KZNHQ|e%ZilnaeSfcm6rP;%g@_o#
zLZX?A4MOt-wVll}(2F&?t&oaYqQ@AV&$J@omPh5|NS;ivfn;Jw5+Mz5Ms<o7OsP8?
zbc|aa|6CH^M}KAZ6Y308Mxh8ZJct$y$U_lixht4o_}IRRrSb%J^esPhyhC_*EGfw=
z$zkm{i!ZY(BNp2>A<{{KB5GfT)QtX+5zU1Tro97Ghk&|it4#N~jsgFWDp1J{Frgre
zU<+47;_Q$Zdrh+8$!kpbG?}IZzs464snR|F^r?o&K7DxxGkL(&I8$@$q}XB^w-v-0
z0x*gupS50>+ZxaiG>Yy3uWZ4P3~7=QYc)^QZ@Evkn?NS{^DBCgGy~vew{Oz%=c67H
z<4pfHsC4gEJK^(=$g9dEULM3b{^ZKD`V06S0tikI?4N`x1_<s6QQr&e|6-TqY{Dnw
zrC9|<M=AXZL9WfrRs9Nyu*!z9i_EDWZx1})^SRp-3#Br~hKMVeQ+97iygR1dd(?oN
z3kn3_7)Z@P-uwx9R*+!Zm{Yzqf70pE#@USM1Bw2$753|LKgE-PUXI0(-~pDKkEV@y
z7lDPCJUdDIZ?iOdt4=E|d77{61S;X6h(TB5-=aDM;TC|fRKsvY&YD0zPEt6a5(d{q
zB?x5Ed5}Us_UQ}7!GTmdGsE8tq+KIk6h5K*x*%-vMy;s(%qi%&j-0(OHot_=TN@>z
zCOX9_=W7YX9_wV47#!(+$DW$gxNwnX-37Z%QL1}~e3*<WJ7^b=!N)y{72{F-bJ`vs
zrqjQ#3M6ENqJUdq#L#w#mRj<)K%}XDCA}f2oStq*#4&3+s9VzvJp>mK3y2aDzghQc
z7iTAeD(Pxh2t|U;Tiof>5{~nYsG)*J*Uvi)mxln;5zEA~P<1qk-!gF6wx7lO1&=qn
zM|Zf(pD!b9+8Fh(+K+him`V5ZnV#Xr30{x(0vcYx1IUfo#}R5O(WGThi3NSJf1Uw4
zq`})1T9>+Q$3e*%I^tD`yj0GOt?sqGPyHWp>#gsCg9fR=-#Fryez~dynLReK3T5bW
zAG>>_Qr4^w@O*EL)Itjqu92b1+Goh}`~~DJs(QL|RP%zrq1ZtRt8jTsz&Hkl{O-id
z-RBpztB?yfMsq96D7FU7uXMw~#w3GR2~Ig*dZH_C^4EDMt8_Zw!fbOa*D{-n=K3xS
za72I^Bk2UG`!2G93fI;WRMe%sy<Sw#T!trw)}P&V++BEYMnToame>raXb&@fD6}N`
zmkZgv##eO*M)pfedkk1WU^S-;LckPJ;Zc(F&AR}#ic9Xe#1*&fKPI$lF^H^6_#9f|
z=|&wZM4S<)B2s2wjfO5XU1@H$qADbMjhfH(`M>Le2_$19igFvL)%UDbpA*qxVQ$%d
zhdc<cv)(&AEvEyD_3N5$J^5d^iJL(qbC&)bvt$z69kBk?a6fx=ow!bXwL1WZ+s|fg
zVDZCL;7;!fLZ=R9%MpB3H7QY&=RGezZ#)OK<Z(Yw*?1Y7>7lSkO7V6|j$a`vo$)n0
z=^2+(<}<y;AOEZR2sRK2YDNOL<wB8T8K(7j3Gy{4dQMKi*&Yt6WZ9cMgZJnYBSBnG
zo>o;kTr{dg)Iw4MI17IJr6ToPq8>8UmjM4~@3*NH+YPG~LQ!D}gJ@=`vqj;P<el6w
z;hUHe@0-BhF6+r+%d?f8&r}GFhR|wfLZ!NRH(`t4O-&c5`^^A17Q^pK0uYcob2f#v
zX1Hskih4t#iF|q0dqfimlB6*zRFFri2-N9$V^$7%rc(&5P;L1Ss!zZz!nydq1h-Z9
z2LMT6x^|7aY?PMnk!ae9KAGO`@3o_uOcDGX&)pTm<a&Ihb8hvnTwd~r2oRwN!AfYP
zPtcg9FS@vQeZ4ivgu8%|pd0xN!~2i=?mwmvhSAiCZzf!B%&nCl-+iL2a1qHKLnF>>
z@Bs+Wd3Y|tncU^eEu>zjGQR+{vCjb2<EyUk+G*gYYB90ln9s+3)FK++A#8U+6cT28
zw0E>mhfxB%c@n{A8Htm|O{0y*R}g0D^J7V3ib%}3pfmLQ2uK(+h1f5!85QzGlJ5@p
zo|B#|dYj*=srsZ)Ph|x<qH+h(go<#`vYS1Maas7(UWhci%~}-|L=SnXXpXwTU`!1<
znOR?@`FZYY<^BnD3+98=^0;0?NWn6@<N_T^UhWrU&C?Zi5a0q;KMb>o19ak<Rp5jY
z%lR$w_k5Nhpavl|u6Lk4htG_9zzmsYQvQi%M1Lqn?3}IC2b^~2ak9oB>U(uXxKPwz
zh|WIA4vi)Bb2EriRzD~`-R-Flds>vpZyL@wnlyb_!t%F-4M<zcX@^0kck}~__7&8Q
zA^3!VB`5u_nWUJ!qti2kkl~fi<NJr}?;Q3b{8tAiYs=5%)1$$(LlUym*ey8Qk7z$+
zqrXUfA22bfQJ+eOiHmE8d@XUX>7q1oFXhEkzMpTW8nbF0g$vpy^{+EQhXhh=0E02F
z`}^JRdWD$3kR!%a=BNlS#xrmpY6mW#^WNj`?tCWZoKl1QZRiB92g0kLP#E13K;o4R
z>E|sl4=n-b@(aUpw;uy$dyf$4(`i4%{9|?X8pB9M?z|jd6yVVIcj#?teSNC0mdEM2
zuQ3>vL9xQMgL#x;mnZ{kU!~%>SPBGQ?tc=}uH9DK3&iW10|-B`V7OsG7pq>AL0Bv9
z%ks^WjNzCX5<eA)bPT9$55<eFV&AG&RwuJ(0B&aaL#56gZAi`Sj*(u@>{%4DV@+#b
zuZ8go#DLk!Mk6>^<R+9?aW^XnJ2Y^}*<!OHPdR|Q_|Uaa0j6UG^L1&+4A8c}7wU0a
zdER1B&JWKRCV9%|m-(~{?Dm<T$T~aHg0+xha{Ras+A66Y_vfm-HJho?arynSQRPUi
zdJ^*)RTKZyyn;W<3B=o><F9EU8OhkVTy0tDA8i=rwnJdyBDM1S3z5W?jXVnurr4zX
z8A9P}RR2LdeM_4fGr4!^kBPv@!LQG^3WwZGnPD=^fzgXjX~$q)l=14789s4%EIWXf
zq_{wK$dwdWWCkiCjOw)~kE>EWV3NRg&**N`88>#xw=kZ!f&pa9{BDEC+s%*hvm!2^
za)G|-16%Qw$1e?`f|e!cb<N|@ziG=}Pd<{fE^e`b98BSK>7#n;V2&p6ug`oW1-EQK
zS7@4AX80o!OHL<V*u_|j8j|moi)_nT_-;U_h58q{Z?GCte;8}in~P~MVA+IC1am6)
zUp_d20XC4&gl!TlcmzTmKZpp;PX)d!O|xmOJnhn_PS!rU{n)W&XTM(W(a@ePx@6Yr
zmgNw+v0onR288AZI0=)EpYQ+uOP|l;#3<mao}{<NLOu(ocqtDf0qtXnwZj0J1F?$~
zE}#_dL53?p$JFC!JJ%*4lN4YMsV1_)gTvu<k*5GU`zdJsk-lig=ISMn6qus%U(f4J
zYAu;*moLmyDd2ovAqE7=w;JY}2+V@&hgv7`^V%u+V(HR#1vkqK>k7ZQ4o`vj^dD(X
z)*&ACOMO2KiuIFL=WKzpz!pXaNToo|Uvjy8Lgxb26-ueWlZJL|;;LTcQf*t|xPFsg
z{OVmXyZp;)fs(&29#jv9;6Yx?ev?kO`&e-q*ghd+mEa_@f4<nM0KVUZn7SY0ZH?KO
zplvX$yJD!T_4x}I3Fq6>Yfrsu-=)kld|7Qyt-WDqSuEByW=02u&hG?s|G%-CxVT-;
zb6r!@cGGp3CBKSr?e(@AxaqSL%y2Z00{Q&DQ%cr_u!cxJJD3Tm%mW!357DBVM}-dl
z%Zf-2_dB{pGwj&jU<M3exA#Xu0}l9;u!oT!!a4ofAKz&fi5y(goK<hK4znw}G`w=T
zE)tki<m2!+$8-L3$9DDnU_w68bfx9R&h3{+5g=sp_L9(z|J+0b1BsB$M_IgH?%6MT
z<Ey|e`ulI78Fpi%HFxp><CvUtnTB8$tS?N<%Z3r$5D|z5a3OzQ-dJVR?Mpl4ai!^^
z&8e5drE<<|8qDtq@aBRHhaxGkggLSw>ENAiHBK;faDk)_CqtPI)#>6wXiXU}e{du7
zdd#eOe2N5QlLn6TW4Kd*<ND-#j3orat5eZC^2h`CPz<5rUKIsgeKHbV_`su(2NBCC
z1Q%x4<2RTC`K4hA8v<TnpQbY<9dAm$cO{#$T6J2?ZN_Al9A43D3-&X9RS(Af^V#3`
zhNI1#7AR|xqgY?+Ns@x+);=giX8~w-py(Ia-S*4(8F*(1Z-KRDJ;In%bwjA{<6Jgs
zP_9RCVs>8tP06?#m**d4<`1zfX4ogzSih^9^C66S;vg4c{<%5WJ1?a-?=Uh|D7`G!
zh~EPLm1c@WFqrD8_?lVa)c}%0^yn}1QM?h1J)I*~*t4IY+~hC@LsPQ&DL~0C+&|Cv
z`I~fNJRGxg1|-|RmfK3FA?38Jsdb_PW`IdO$Q)m#LB^rn3u+G>RE06cQ`>z%vFZq~
zwsa!~avR%q&Ai)r@%gq+e7CW=^Ld5nF!B89Y|c9zb70O77%h+xc!WM;we^FBIIk4y
zYX&ZdXm-BcDV{bdzA-Cqr?McO{M7FN;<J5W*kQaFp2Uwq%b)Vw7owNUz61n}_`{)z
zWI5uyBTX9lV(!7}`S$+&y^ugzUyi;|D={G3ReYWcT^hGWKg*k!a7DFVlzy+J61hjy
z;wedj_e&X@R3O_;{~GIu2V-}*(nNCC`pU7P#RX+y&~o|~geOf|VVkCq!X?2pOgWUs
zuhU8J3WGxSu{(Q}s+>4}K9Gb^$6M-S3`SC_f%p*)X%K$;fbc*pfLO)69zv#G!{6>7
z%!h0-&!$+OiryA5SkgQCUHa7!SLqQRsNwf!*VgF_qC4I|873UxhDmvaW=_{nblk9)
z(HLNHR7PxA7sjn!(`4}FbcI|P6L-ND*2@`tQsHBS7lZU6R+t6ujK4XeT61yd#T#is
zi@so9{^)*c)pyhcvEEPcB6Pq2UvYppX~3q4*XQe4H4<j0YnDWF#|JVAqp8*wR*Mys
zRO&+fy>DPRL4^iXD6eW|QEAnU^gY(U<11*itTTT+qv(~K-Y`^7QNM0kGf(ism*r!g
zkeu@q@^ztFqI?#q(|#BE#%&sou!~VraHoI=EU~gRpS#0UyMKpeoJB~Wu=@(r==)5_
zkNu4z5O_<C--T4*WDX3B;7V!(laJ<cz-w6`KHOQSDPZ+#0V=qcf9gf#{Yg@dK`-9*
zNm?vPBEHa4-_wovqoT{@XEhU3-N!N(LjYaAoL&y|07VTl{Ht1TFo0)D4ZKXmU)bxx
z;(>C08p}rk42b-7fOT(v<G2ZtvEdW68_@jW?Ih_z-1Gvpq(u%IND&M0A{4mXHynEL
z`?x(O$yvdlViFm&ff>#7gg(Q&DLf_CmElE$DZ5RZ5eOH%QHJ}&WtAKTLy2UCFzT9(
z#{~x5s-fb%$9=xT;01wwlot|0%({9Yp*VokaBaPKmQotWSwIppc+dHQtf^Uk?O$g9
za<9(DH8&M_6-s}C7b>-ZuIzq`OxO7=U|4u7LSxnMfAxE{jJ_dkN`JURMMkrDIY+pO
z*3v@0hfpiW=wK4&eqU|o&nyr)Hcu+6oCv0)f%j!J3E_)G2EBSV>+ePWy)eRUKDtI=
z_g|olxjDlvb%r!W`4)#P;1vXxtI@M9(wXE(3l1>#kQefh3y1*0s55sxW-3cPg?{vp
z8qqJI^?S|2i3~kC>9;X!+8q2W^LcC#@Os>ixHUf(d!T$;eWf*TT~}@I4lo=r7n4S{
zKmjl|9LH4&-q!%uS~>jj0U`1OVcArL2m$1M3gu7U>;IhtVy>Ne!_P2{Y;^UN+?VM0
z#sf&ny;N&WdGNgT*JWLwL9e`<i~a?noXvmS{_43^|M^g<sz)%~L0-@BI;yk$+sy(D
zgWQ!B49C?y<sF{L;$~#;gFAg<7yvTirXY#)qucjCbo-a+7_A8AGRRY?s|^=veDNE*
z>VI$Mh)c@k0m^NLW1YXJ^JAtxAiy^bcu@re7zBeq1lR;a){mE`0MCOCZ0+qU+&c5c
z2j0R(wFT)p@TdbA>BuL~bGBJ|K!k+SH^05*Ak3{dTl?Qy`|@~6s`_5L=W=hs3=w5h
zK@bIWs9~zRs(Pu!1bVMts@LjORH}O4tGlau6Kqjb79+wnR1_CbqH#$^67=T1EDv8W
zCWwis$R-9vCB#G}1|AZ9zVE4?nL9K2y!Xi;Z~mycUFTGtQ)fTF-}n1H{z^`cwZjv4
zAv&Z3fMn^dl%ZoiS#>k1Os3JOtuj(zUJe!erD>?c1Zx!lI~M7Q0cv-vDZvgjFS^xX
zH&-aKTupIfx9k8s4HVna6c9*EO+(ORp}^t-w{gr0>H1RlDEg$Zfa`f$Z|hRFBf&ff
zsj9fagHW4|HO7)RI?GnmiD*n_S2<2d51}7{1_z^VwQm$?Hspp+&Fh&q6pY{LzONv7
zht)v9UsV%8@bZxYzw8zr9k?{P9#~tDhjH}^?k;hZ#>dWNvOd5_)j+>B1|F^zsx=aY
zUcS*%Ks!h<W6@$$1WA<!wUvX9^m2TJsn-=njs<4r$so0CdVtXiqsWT|y=_2EM>e>^
zbTD7`V7$Siq`^7GGEjyCtiOA0MZ(nFDY?Qvt{)?MVwHX=9*+B489FG-WRIq3ad)H-
z$9;2{PNyY_?i9ya9sBta=HI+g#GXzMR-}PEQ<`Ft&V%)o>cL$MzdKzVx&E(so^0Ed
z$r({y7GaiAgMMd7QOOJ{b*5PDjq4h*z6;o|&6*NG3sHAi2(;ZLm}I?GRJ4mutpdRy
z*puCIC?(3nCWOz58SEe6)|NWadAz!CYlVO&4VHY(4Kfzd2+2ZP%aaYsAwJof@k%V!
z%)mqI(>qzNuknmOz`2>3Ffm}rtVYL@qf*w`w&G8xf$?Dqklp~$Es$lJOm#ROuV_Fj
zoNi4Rmw|k(<c*FC<NQ+Mlf!H!8lxBfMZA>AFF6p-b7V3aC!H0V$-yhOtYLO;F~Ob;
zdU&bOt$3wkVa^1=EQ%{Bm=QWKU^_c4ww<44iBqz!k7ho#m2oti*t7YykUQaC88Cbb
zAl8Aw3;MT|QOGt7PU&td+JwmyYFeRmsp4?8GR17VyQmD?timSrkVbI9y^zpI_j|RT
zy9_RAITjqoyVXL|Gmlpy7BQiiA2eMcG7hkC(tXOJMh{zQEze@S?YBqeymRG@j*>0d
zcJo;P%$qSu_NLq(vV$#VJpfaNG@@Qn@HITb3}Q6R5X7byyio?zodr<0opR>fkr_%N
zL|D#+&=eiQ4<>1(mYM-S0B{8ymOW#f<lJQs^iui~jLtByvwErNfDwGvkp?p+>QWLi
zFrF;7;=b7|3A%L&cKx<O49O!{w=xDN&4yTwPvtS#ZOLxEu&iOoV_M@f+$iN~xaWwB
zV;Jm|sL~fxV!$^IGM$Me5Ngj-G(-`=22r6aRqT&)gJ^NmZA2V=bfrlp4COumQW7G-
zoh9IXV*P2RA|+tmb%iTIXIC<~fPqQON7G&(w_JAW=wbv)<p79^?lE#%Npl&8p*W)5
z3}7YRWLRWJF^%Coz_4{Nzt>|qUzMO_+dX<o7nAVjE<3TDqa?0C44E*DTz9scEg!gf
z5Er8Zp@rgyqtVyIz6ZVASD#l1e+Qa0svMj&+A?pTq46@G7^XtmVh+$-vK)g=E0CTF
z)tY~_h*^LjPsiZr*;H7}hr={i@&ziuBP&s3TGTR=OgK|m!SfWJb^3Y<G>BQ!KhFkB
zu|-p?PSZngi4k4mB%Q2~<<>Y^t!cE@SF(#)MlGX!O3``Ll~S3dCzeD1QiX0Lg^Z3g
zf5A^g@CNg0BMDB31kasUS%i$4kt~#QiB2}$pi9u-atC{>uAkU;1dqS%SN)5a8fdyo
zOP)1~*xe*UHHa1FBvqac0E%|grLIy~gyyV>i5gWM8x4XBtyEMAcGzEGI7~>O<o7i%
zTa31Rf#8S<7y%$LdZcmIVvTm$V5J$%L)B^26YZt@(4VNM6LSHGa(X!%`ve`rGO38{
zC);VR2rfV>81UBvg8}b@p8yR<i7V-p;StL)({x0aCp8(yTk%>84u;0eDLM@no)CYr
z!dKdKy~j-wODELgXejRahwwEPmQj#`*l|Me!FSs2uVg_<NpvPJy0cTl&!@phA426W
z-7-LXW;skXOt`CsTt?Kdxu^WF>KqgktkQNa<T6?3H)FFLn-Z(J+8_$)rGP-Q0|^RW
za00mok%nJdR0FW0`8<pe>kN~{?1<=x1iZ<yYb3W;+-Mm})dr4=#ZDx}*BO=5*$H3G
z#K2ANHMym`nVB^ppV!KfmOM^+6opSg{6q>(2fb#x<(kyPVTTxqkD>q~dn)aoYr^`w
zxfH1HHNbLWi5dKb<K(!)PgH&>bU8Ri(*VT?Wyh)nV?fLe<QaDJ(J*}20de5SL%=O$
zJ&5h~I9!PZ<e)JR%tCCW(8+_no(j1E_lbu586dFYQ2~(jUH~+WVJnq2h_xiFXk#D5
znmU7KO$^CQQl`=6R1V4~M66&G@;1tFE0<T8=ZLDEqd16iV#EivklLgZYx3PJF%mT!
zs*!dmgI38M?LfSV=7NPO%GcNF6zE7TStk->oQDoeQ7@K9VSg@&4J%E0fq{JkHa&r$
zC@+D=7s~#!$H`#@9m@Jt2MABoP|BTMb;Qu1LWd{SVww=0EQP|6Tg>{>=|Rm~N~gUB
zJikuX8>nWBvf>*1mt)xNqiK&0@Ai_FO0gvwDytAUY%2?>P$i{7pd-Se25e-!=O21W
zy@Q9^PmEYcwqZ<XB|0}O$zh<Pf-8=5!!D%uFb8CcvRm>42v#p9gnDb#9)^(sGy@bE
zpLKB%aJO}5t<(i6ycX~zIrKdMwkshR6=G-ryesP)c)X!T8-R^eQx)hj_N{P;!$#!J
zwmeP`1UI-LKzTe5Xb;*`brN1R+iiDV5HjFJj~se$q9n^aJeX=>?DTcYK&uZ~e<&Kv
zpwj}F*p_B~3~Y;>f0*>bB{u^S1LAdBJ6A({iMI2!*ayT}h4xvlQlFP03fXp)2T^AN
zv+B^0d$X!n&{}K<Y>p8hg#IB}9<^i8Gl1<-=DSiW#?!@8bK0o#j%A}3S=4*6sIh>q
z6EZFWr5%)GMzGa7{9L6d1skAY2)bNlS#J<dl2P5&o6wbd)-#EhFuH|0@V`j2I&>JO
zK%VGiA2gKOp-^9Jh%0$eVP^qj>I)>{a4saHn2Z(?*;iz}eqRQRRd9Qa8A?adYf#7<
zCNZy90L&;R%gt#mlaO7EJ3(Yyq=Ym~7I>L)F>u>t5*=R^3&Dxus)UTXqv8vCbfce~
zcp@_|9rtyn(@84e^R76xlUbCqizRIKy24e`wcyy1u42pQRa0_L<T2T%Cy7F92%4>)
zZM47@XKDj)7Vg;~DA3AWExULivdG|-=W=Nf$hmmiS>od?!wgeX$D9f0Briio!U_{u
z#Fzd+DiB{(0uEpjS5X>M7Y#AnPOu*2I6f2(cw|_Md)=X)g6EUWe90vPH3cE0)taF~
zDNBoEzsKVr&z=2A&j&dr7UE;sr5<y*wF>L4>NB2?g+<+$_AO+hfEiy_Ri5{S=mrz;
zVuvaOC)Ki__UI9QrI#XorloiIrZm&N4HlwuY{KU!9u6frDHan@J4w|mjnR}CCne6v
z=ZNDNoGwKSFJdjfQS%nL#F&dXXa}V0WWd8(!)&n}fs$@vypTCaX#{gQZ?HMb`{7`0
z<tw3Cbpn`<n;mJZ*wXD{{JA3duD(9)Og56Pwv;Q2YBbUr1Q`!nb#T;ItH1&JDw#mt
zlgt#lGujJ;eskVx@}XFh#=^~A2<n57vkO~^-mQ+@<5F6z^m6rCH0{WylI@|Cm}-IU
zT-SZwq?(72@d7F`%f<?0eQ{uP8DBye2;NXBo{G-Oj*Lqm1o+NqDyHiYy9&b1A*fzt
zCWozp<_04&CP$-PqK2xp>RzTU`XbO-F6Y%|YP_t|kvbnQYoR$38TI|+Jns>K8k&tT
zO$n`vW9F}w#7Qzyajzsa$7rG*SvulQK8D#DfCxx0b|+mYHc+hIXPxeupP6cjl-s|^
zjgk#-NbL-m7S_?gAm++JdJLI_IaA`7trF+!ESUkHAGm>Ib}bx00{Cl7qt4D4hg-rd
z5mS83Y#M_>MsDV4+P8|vgSzT9`aqXOf<7PgVuOVD-%qB!Saro=%P$r?qaH8l#S)#2
zkG<8o#5N1?YG_TTThJwAD946SHYlt4@NAN5mkQyMQCy^g(2;|d&@9V(W(pv3Fd2AC
z2|em4`_$z!*zr&LVmZ93LiY;@XDu%IJQ*48!(3%N$<d6cs$KXSiy{Zn8=6)z-}e20
zS;VuQo}Pt5V!GjXF5GF}HJ1E9K|97qJK7I2jeamKLOzgNdi3N#_Y7l#ENP099frlJ
zsKR(#jnY0<3Ctr|e+B;6g)WvnatD%loLE_~^vpGAXVOr|%ovPoD*GE?H)YCEDd_1}
zGgF#tLeHU+YYwZZf7o@C0<j0yN4=rX2PALBlPhy{q%>Wm76IqPpLcYnbWLyiq1XhH
zXiez2Q@T4SiKz-3o(?@L57V4Sv&BlMDEAr}W6~|i5vYr}(SrREm7OQmDyOy4lbRD~
zm-)(>R;mXHonSCS)L8o=uq~4TN4!$2NSP8gm&I^k-e`LP#m_n_5x)+$1TTQVqO?j-
z!4ZTR11nA}4>U+h6x;q4cACD9AA7zz>@~{@%24k(hG8vU5{h%VR<8~uMyxZ@v`$+&
z_os!1qt<Y;$)TIeRFa(-T>uKw&{AAU=KFMn6Cqlv`y%DeRPAz8W6GrZ%i=&PW@ig_
zru1s#Mtr>RH~l=DQaY<zsa8rxj7VH-_%f2eNQZ^Fdl7K-YxQY~7s%EdY@2x4olFga
z9{j_m20LZ=b?ACF27;+Fo-`P-oz2YPNQKNz7bIJ~h;~|SG}fD2zwW7WbC8mu-57<p
z%#|wm%YhU`G8f(z@oq(0V|6yFLx(mt2j^+p^(V3;P30V(8SPL<te{7RVFR@6l0Jt%
zX9V4X@gTcmg%!(9xsVwpa<Zqd6peNobPb~$9;+cEQ>)LUVj>fcV`<8|S$AU$ONl<K
z<s74iQko|{^=1s;FEj*q9fYn?lWxgCctQCR81r1Lo))1;6!H=H%#5)Zx<dz4SNd{l
zu$a0bE-OT^AqLl&si%E@9|5g)EAaIvdP|o}3r&=4PRT$a%N1v%i9u;fmwL@mMfSRj
zU>63)iU){^RWr_kEXJwAxam%Yi*!m#N8BAODxmJVtZ^PFy%aO)t}-7sF_n4ZwG5w8
z#{HJdhYkrdtmvZI?o`!v4cb7ER}_2GVFHUQIk#8}DjV(>{B@zH3lSiI$1%P!t+-%z
zW<;-qwwNrf3jG0799KiR-elMftL-LKGZ=lGNXSAJ@_Xr#GaBu*`0%*Llo}JUpg?)3
zGD$_6iPTciq2{F4J3|hJ)jFmw2syiFqp&^=xEt!gV_-$ar}|o=mYK9ve><n3sRB-g
zR>m+Tr3d=js>RpZo*GL#1)&d!1_Qw$X{?qZ79)WoSv4$qrhK41;^K9O?$3c-l`l9M
zsBocb2<SK;pE^^V3p#O4;4*k8M9-waFb^45NDEKOa-!`HSFv!K0q@&{iB9O2rj>BY
zH}CQlC9)FKPE=v%r9hVB;|W!cRMqmdsq`jNSeUd8Ou;j~N(X07onajVSK75qHK34H
z66%83&-i2@|LE4pClL@4KqRSPC?*uzk;B?gM8H_l3#nvF<CD_Dm-R}LKU{b7xwJ3L
z`=<F-z!U3+nW8V)9aYG(xDx2py2aF@S%hDNAI1lb(6SKog#CHfu-+b}i>{F<hLb!L
z)ss<vm=IH;QE%aQ45H!OWLN-&qt+T}3`%(5s#Kl8lm!`u=La!E4a@==KNP#5+%bV;
zcaU+Xvn#?v)P)!TD}eGOc~>Y^P7#8Wv+imDb{X-cAej!a;DTq69t1&*5MliajMe_K
z07nMn&<qgk=AiH<nyqA1a{&P<4?td?l%0+lcUYz$GUf7cQdDwu1aLjshgE#R3w}h<
zv5Ka7D6p|cdAi8P3efmc8D<1CbP@EK<cOGr4cK(*rRcKChBbF>(5VU?nV^kZKB(U|
zAyDjru6O}hzJ)w5DQ?)_vnsLk5*?_rs%x>S7uH}42}dYC*@0jHL7Q7!PI3OiF{V>d
zN2$?;qGt-x+k`w5(lAbUfO4|zx<I2sU3)p=^jU}o!)FrZV1@=;vmqw+D2_Ae;w*wj
z4Xa;Ad691R;_g}33$^P(8N$?VaA^7yJ<Mu_cns_>5M4(#g1>ha1h_obh$eO<Dgrs#
zAyj~+GAqo(*?g&m=@;_Jzz%UDxL<uQGaZj}Aw4m2H96paj!G>tuv5wqrvnHVsP<x*
zfDOwHkQEDUR`vJ$;87ax7Up}Xk<6Oi+Juq$6}a9V0F+=7UCw;abCdJ{XnYL-P0DTH
z8KS-zv5rO@U>3)j%EYPgD$q%7D-(2DRn<8_;n5&wxVkz|pnd5Bm1O~~2=@wdrv_la
zVnDN!YE^|F#9<aCHXdf#Jio|Qv#Y5W`9Y2(=n~VAoW*$!Lu|3Y=4r><5lid!Ki`u&
z5gb)fEJFiUAx(i#K_wswdom5IX<jPmP8tqs4r`QZ)z^$7Tm}sn=tux*Ami;!8!8m9
zp(*WLc^M;NcxD1u6O~A7D7SbonpV(TYzC9zRLzO`y9E<m3xX4Km)=avkur#T#sHE$
zq#S8+>Ve9;e^$5Pm4qML>df-ZWh|favY0q%z38b&hHe}i0M-_v5RBcat|sL&Eq9bN
zu>a9#lXf;rijkPdq5ya=YbB${=3)s@A*T~85ZXTS0)LaQw*9E%o~&q|oFfcpw>&JC
zdh;r1Mr|J<8}W4vtsc*`x)7>{KbY)yioqr?1)CU|CMAP&E1q&f8P!~qMWu;CS{V>p
zXR}?<Z*hV_Y3NvLM4y=nIv|xf#wboA67kShAFOjdj|JbPht(zys1Ts#m2Eo}a1lgx
z5|I+Y**v5~hGTGEv(fHQ&JG=o&TN=Z(CHFfb0VY=La><RTS;uEp%WJtxaA7e-)yMk
zM;C2&V}V*5a{!I+=m)%M|4fV52N6b$3eqIwDak630MIbt+_khkc6z-)&d18Fesj>v
zkHQm>8%haSAfc|ON}zMFbvPJ%xnyLVUqoA?)}tf9{52X_600yqCHpAp;i>?mrK?47
zeK0!EX(F=3L$F9JU>%(cA<$ihZVUDcbw=+E2DF$+c$g3XyooBf{qTgk=v)YCFVG<K
z1sbTcWD^_DG*BEPr`lQ)zGtwH&1zXHMng&eIGL^p9Mc#(`@xDHS?Tce&0&ci%*y2E
zOhETr=*cLXjAs)C86t~V-N9&G!t~y57jjw-6kmXx!ixb!zOwM=%PP+O5UcTAEI-Xm
zidcQOSYI}vbc{r++?`B&4jsB9pmchKoYrOJ6xez&0=lbR^w!m!N1ODt^>KWTLurDu
zZmevSl=0H*LPB}?f+n6Eyon8l?&`)eRGDZv24FJkrU#rmmlV+09F8(*MeaIidrKlj
z-VP6In&wbq;ruk+U*;g|(J#(C5^&xkiWh!eNMJ!Fpr@jQS9xcmHZ3uZdea~Bb;ZMi
z0az-zDsi|Pv26n7w$PuAVUNz1!p@pTbp0I$1PU?S>I)dWvEYb+syEaGhmNBHvgm{?
zL?rqg*N8)LqXdB2q6XdnoK8s04qcyOcpnUxAsjHWQe{rX2emUkLc7XO9qG9gkhnY)
z|H_5j0$KnutXkq32ds2{w?{3NfY`01^OL@Y$AbP*65TQt)QW5hs(0lH=(xG2o`6PK
zZrn(?N{KRC>$R3HUPyI>bhQ+kJE0lamGV)c8p(K84cYIXGd@<BsG&tI<rIZkbeYVj
zSgtZ@7NI^<fCzV{+Yp_CLkS1{9C#kNDmvz5nJrgF8sr)2MYI=#SVb>g$L6C76(A!)
zRPrOVZ`etJLtdUjVh2LjnEvK6k@BB_h5`g7(=b+0*XwHWtPjctC6?eSd_K^yb3-;&
zGvIQKW4EI9>U<EKN8pj`-p-=C#9qG;TasBdD0v6z8gKylNVXp%iAI+hhc59II0Y)9
z2($qidF0GY8jWeQHSW2E08qe9p*SwkU?60`KPQxV^bg${88D73u==?2kzU>qWqB!t
zD}Ca$i7slQyRHiY9f6o(QW=+EzUh)dfoT3%0QA17IYxy@+CL6T1%#+jq9$WO)E^l-
z!V@(x?=LkNgFVm>ZK2^NLfMXE<zj-#0uGp2&iz4;*BeSZJhe#)3&=nMoUKf#6%8a^
zP%?CMM9taa!k!G1a)p;1mP<L^Sa<<6kFhnehP8T~b}a?ga)>*Mtx+R9UzSIhE3^p=
zy_n6qiN<umWidgC>0Aa{2PxLE@_?!83Ml>I&;^N%e0-5g#Ih;qWaLM=7!W^0hcdHt
z9w1%lt)oQvm{FJkXCL<yegF?iwh4o+Q54|$xkS9`bHFMxi&SAT$a<Iwbopljj>GT}
zRfIBhcI0GR^{6AP216k)gY#c<MWDpvpd(GAb2`aqJ8hwmt(Tg7L!5gjMKua@k?60d
z;;|SLB!dTfZ!Dbc%oYq-xhcRjVo+g*-6KNA`fg>Uv_U{k_C*j@IUWn%bf?tnw%SE`
zk<)5DToz>SqsG#utY=l~`TL^*oa_>`DX`HH+GChrg|ch77-VWo9cO1m!($LlB0XhV
z>Tyv1gAz7A70p_=c;L``Rp|uSs}po~AB2yG&VHvb2I&^dE>ENjN_I5`MT8<bd?iT6
zg(x(GG$Y~YSLszFH3zr85sl+~skS@FMVFz5W@sLZ!3tUf7g)rA&n@cXfKykCZcya2
zF}!5qC#*NJ6icvDeW3GYep>26yfsY@AAyolo`r#+jrJkOQCUN&(Op13T;q^ft!8<_
zxz2pP$~NYFR7&$&SQIBAKr9vkqSZS@eQ@EnSb<{*$FunIP&sWtakYTmOA|*%h)!sb
z5;-lyO&XmSjK^lrtB;R1Iz62y%<4*YQjCG3Z5`J&(BfDfMwC$<doYwnG2dFHf^F;$
zB!O5ZymTYo!pc`wSODZ8Xxs}yZYbx2Xf1;j785AQ);f>?lTrnBP=jo8k<*tJ&_E=L
z81ZqV;c4L8ymhQ6-BGn>utV@$)uAG(JsdwWs#>~VY$Du&C_TtFg;mc9Mf-rS8=FC$
zFFVJYJ^~~AGE{D;?m9h%(hU*qbT-^gj)C9^PO4$1K}<@iGLU7#v^LSOcrNRmav|-G
z_Nr589b{r%tvg-R`jeuZ=IKVykA+H64X3n1sD<xLOu4bculRJSm0!iON`=PaYzFe6
z+gsLX4-qtt$~bQ<854Y=fL2I)mg$iy<x`H3BI<b!oBrmyh2u;ghr3Y>u>~>|d%^T}
zHbB+Eh8p?+I3rCHgS|yIRb5KWAg?T2I8udElg0oLJIDfn3=mzBjbpx#A-9;TPhnSS
zh>0PFbh_Jvz)w4~ZeUO~0iZP>4rG!Mbd=C2?XAw1OQ-C1RXbQCR+&ZBlak@zFPBsK
zZUsP+Tz8TP;&8TlUyjzsnrf&tG7yuxGmi%S;~Wt8Ni7HeU##24igKCNNA8+3?eZv$
zMneX+zAPjM4jl0^#UiqhsKQUs(-ossn9hxWQ_*8VNU-SxXCyTqc>%mO1_UIYBXdA3
z69j=#pyOEw-3Yg#57S2{>gR-1A6mmBV?6R;CBmv&B)x)M!T_h5&?O=uqY=%o;aG$a
zjccOgT}4StcU*NG!<6i0%2?!Poo+oFi?=7^k<bEJ(eHO4yNz&i-l##80G_&GB~VNh
zCRnb{U3qQDs+Dnm7zzamPdw)>!&f%UIP*NT1s0HTS&gyB#0b^{b}8V+IHqFNSPx*O
z;x0O!Ot4yOFRHl-Y<G1<cY6&;Tvrwi7aCOzqe<2=L@_Qj1Ck|J*Oy3%B%nDHQ1p1W
zEoYam?n1-P$>Hcrm~#ETeg~+SNy#~k`<j7#ps-lE=amURcNEgvpp8WPi+n!ElX)Er
zM+eX{jU0}x5vGY{VaoNEZW;nLan9N7XLSN9QpOdW@q)7vM|rG@G{CHQDUTC{hSNqO
z9(Ts-CC#1fj5HeaSZ;)&(-2t+yXl?-r|nG^8D^DUGBHkf)!jNe7Ka9!2**1d#_qOL
zTWA@rOPIMdcA0^8G6J&|LCTFhSpu@p0A-1}gb@m452hv1DHmM`&3XD$^t*h~ndeIB
zKtAZ^%T-7uE<?3kdLfi@1E~8Zq;3~7ZLU?*+Ws}u?SA0@z2~#y{TKFz|MhtBWsO;3
zGeOqy^$4a`x5kQUa|THp91hk>Kx()g#OY;C^rl!nnh3?nA_DtBcXC>qazio(7@eG!
zF~Df0p^cF4!@UX_Pz4TP*p$ml7+X4_xwqaSOD!4$W1178ff~Ys5u3+uA%ycc$oU@O
zN+*nAa)ce~%*|Jge7p-05{DY@WQ7P0tY`+R(kvG$^Z{0@8a#k7qeXL?@HPl3DLltf
z3;{0zdBhh1Y{~*1I0m2>w$!++)^z|wJLvV6E!N|2LB5;F{Yq`gI#aGWS<N&ohlkx{
zWT`fZ^iEa+Ara!ep=Jy{zJ|F~E7XFSwlsi3ZXObhZ7+6g5O9XdI`q57Jai#^EiAd+
zb7*^M*zGL+V6G$%A5JI|(b>aW`2plQ@h3T#QL$=CnfT#;{m(c5zuW@`Yu3-Fpd#*c
zDH$`<r1qO%+qc!<Nj_zN?wr$p@9wkLM~z<n!8f!{df(;dmw#oy+`Qq}_6N;FzqX%c
zzQ(@i;&<P<=Zkl4y!kBKbvyR6H-2)OUEeaFpf}Fk*?Pmq?R(7cAKW;7=Q(=g-CH)+
ze3IYu=ADPRjmtk|+q3h^uWzWflgImC@{-nB9c};i&7Zp1{OsRv?6viGzV!DSe`dG6
z-Td;S8?VEE+YfBqvHR;~k8Yf44!*hZ;oV!K?`)i5`o6Vco^b1B-`@Dl3AcX!?TwpG
zxb^1`Zrps_t@qmBzJJ@d?JzHS$jXlUp^bmD+3sIw=YCUqWaHzzzmT0nyT7cQ{NmA#
zkM7>G^81a)kl&+kuws4kyBl%){rk6V*Pm<ddwhel+0Dxz-?$91-tqW`L_$awe*L(W
zg}vX~IA@RT9P^qVphV6w<4<mUdH0v|`x}3B+^;jtv!B9e9*vF&XPE!^6iV^<TOWwn
zPci@c2OIA_;r_dRh@w0`YVJoU%A>a~czWY{`#G0bIsER^8++~j{oBsJJl*`|(;Hv1
zk1sLr=-AFRzwu8SjO}f=KC_|O#^&gm4G%)BCmwxf{lr~&oxbzpGaFkr`yH29)xZD8
z2>93~X6k}H!p`u=8^W3PFI}?ztbCsN_=Q`qwErnWUcd2M=6SZ0_S(O2iFx@&Tjlp&
zYddM@THEGbQTu(Dn9i?na3tgdPuY{?MNd3sKWFEm_~ykn+exPFt(&jkXaB{SFKNA@
zwI6NHzT=cOFW#`9L2p0srq|leFt5sN{=wm2_|Lq{Wjo!hWH)c#jd5CT^U#SgUdU~p
zL!#f@+w|If^!Clyapq^P*xZX3zF*$F>BQ)T{AS>2^ec{wenw$)bYk?sDjZFpJZ0tS
zy5i=IC&o*Zj*EB4ZzK7$%bOoLG2XwFH?JlyvT}RdamoLnvU%x=(PM8q`dZr=w_dU7
zArVN6&0n#3zWsk3_xu;H*u4J4=Vx!WzIOY8Tb<^=zIpQ$yPe)fwVV6ivia|}e<4-E
z+MY4_w{Bi#|BrR1Y#ZjYS8g8I{@J~hdH$7~d&zz0Ikt<oPYa!N>KU&&>qzZALz_OA
z-D7_E%FPsY{sC(gc{O?TjrLa^Fkcq2U1F9M)WX^3%c`3fn%66vT^n!S_0~<n_S;8O
z*!POv7xLy%MFH>!tTy`hDw1}tUvz9N>viw2y@kBOdFrcnAAi%~L|?4p!LtvLJYTx+
ztljWu%*$(=H&Sm~=X7B`zwg{*!%wSk-b7u$4u9|Z{pTGMPFp?fh5F`)D03a@_pC_f
zeGR1e%sTj=8=F^Cf3Obz<U08FrWH&|>m2iMo11@3{kL`a&N}>13*mRKbARfEy9wT9
z-MYy9SHnh`uW7H-AYJzI_U1*ljql<m<^}TR0s9XRpz~f}RoFcpl=yee`#YPVJ&3UV
zvb`6W4jZae=px{eolti(X0!duss{V!rB+}0-#xtgR|m|!{mmu$Kl5_C^W~AF_529Q
ztgW@j%v`X?v-64B=7&$-xox(2=w$nam+lS?7hJj?8t%CU>6~X?cG1?sofog!jNWMX
zUb-F?&bxFyDm-#vJu3Y0)UBIr_5t#MdFLZ9-P&vK;vHn*`Tk3{9y`PSu4CT*j`iF3
zW&h%6wyxem8n<uQAGYm0xqs_Xo9R5T<*`3zGx6({<~QlBx0>HSu=R?aYY%Mw<w^GL
z`u@%p?3Qdrb=%+fta-C@>lNnTa$8rLV+McC`K^aHJZ{!$%C4>ZtiN_%>)yKeqjvM~
zH(b5`23vQh_wB9!u-Silsd?xM+bhk_d}nK)`Tp;0?YF;h>GqdzaF}m@cx$iir{;6t
z*$N$vlz(XJckKHP9vl9^L&)=ym%Q#_JpY>G!f$wZ>vu`GvTZwe`|Te%*Uld#Rklxk
z>S#Iq)V$@9Ed`NCuQ@iLyW@OxYhkk&@yMqx-Zwtw>?1u_-ud2RTR*bd8wbq`(l*EG
z`Y}NVkFD&>zqfViY4*1r+^y#ML93egz0-O0ZHD>NpKO`y(z@ZNTdleMri1GmHx90A
zTs~;kxcR{r^}kNOpQLbB=RT6F*PDOdrcSYab?0x|)Ir<HKU@brwa)M-R!5U~Vu$Hc
zal8H5gVsdxtoiXi_37PT4`|dG=4wD~pKvQaq;5Om*7+LsyT{%7gTue@pLu1)e%|&!
zDzCHArm~>;Q}5i(0YWpE+0Q4D$)Z3TQ+sVs>|8abN;Z3dv2qnKe=(sxxBKgYYmuwR
zb?V)=fLS#tABHTvb^rEi&zXD9>I6(H{6&Mh=7dM?o+8&r-)Y6VZbn7$mT%0cH`<>#
zXbnRb%&9-I-C#bjpfKjnsiAF~y!|rVx?@2x>k!%YsUtTVOX?!~4eN~FV18jqMaVDm
zDf{0>?IkZ&E<0-{@iywyHv8W)sBhn?fAXo_@;_)k@&oFeowr;~{i)6N@H$myMRB$#
zt&%c7a}CPlVe^wK%42_coyy@@r@fnU+Fm#=*8AT<jdo)_do7i=ztmxl9;JBmv)7<G
zJZygP8cI2m4F67QXn*Z7;pEW+*Is-ieE++suHAJ^I07Dg7xntx6i|ep+x=ywmp?xK
zJKs$iB!*QU?^%}zSxrUXL%nDpILLgveNW=l?NngD`NRz<<$?Lod#N`a4l>i%Q8Y^Y
zaL8X=hs5y^S<(zl>Uzp|Bwq7+Jo>34@t(e(dh6kM_;0<iSlwVfYuY|%d$swM8>m;=
z{^ybCuep(`l6Y3oCvHU0gH{l^XEjYEN%Eh1-#Y(fq8Pr9+OVDcqQmNOFF34m;G6$`
zv|69r`QzWE@^<^C)5`3o`GyZrZ?<ikFZ(EU?)HQ98*Q&J@3@uX_kDZ!kxldbo2j=R
zj$__-Gj%OG%YTk^<t@~!@!IuA-Es?c8A$`VJN1}XJ?9{8&b)Y=+O~<N^ET@I?VsIu
zq4}$A>J&S|Q2smTevtZ^&0cbvUq0FXI@5V8<+7DX?p|$Pdn<LWtwU1247Z-Vl?tsx
z&NYAQls#eFRYyYZGpXE>kl*}$s%N|DNXXN_PyH5NO>(vG-~6vQGB!SEUil&F4{d*F
zW$2cVzs`(*80CrlkVRAX!_;3<UvXN+`PU={YrDs+-9|lNdthB?Kg;}vdF4l_H`pGv
z3dLM~6#e1>^Y1=_{%b{fwe4P$`6zXc?O%5z*dK5nv%tFfXjblVTAlKdk5V_<>@Q)h
zPWjqDJ2sfK(XW1-`c3<3tW|@jnHS%V=7wLSC4A_1<lK76nLB@eJC)qDzrlKmnfNqv
zb<a-e(^Sf4_p;V<@+*Hx9kTmaYe6vhEW*9!7e7Nej|6|=q&+UXd|dGIvuKcbnzVDT
zY5yE09En{1996b!$3_16F~RArJ^StNIxhI`&*K}t=H-8c0S-APZTIFsqAsxQ`84|y
zGxc-qCBA_8hu1g<4^ewbz>&qxNqgm29;v=Nclw7Y>}T#>f7J_LqN4V%uai3ME_~I!
z=DBxKZ3LUjhRwO}m<L%D_L)16+(l*W_8;NtJN)MGZj45En#zwckiY+K>XRqGz*<%R
zJZsIHX6K7|<KgfdzDSi%-sG(C4Q?HN?w5AM-}oi!WA>MGR#{uQI)}4n^7nk=Xx?9L
zzH^6q9f?GG$}s_VuJiVb9qRMHVdpv05cb{jcSoPIa&Y?2)>o;%-5#`(*tzBJ&@t?i
zm4>PP1M(3xU;Z_UJ{)eo>1))V+OIq=ICVeuW)e*5GiW|=KWaC~St}1S`*rGE`&Gxq
zKJ;}ecQ`hQMy5{lwjbG^v)^)Dw5$FBGtK&?B$~B*`sF`hw8cHr^FHyj<3Hn!oxlDD
z^-i1p?sY!yHap+MSK-&q&z0?e!)-r#!Nq3fTWA?~n^%2{3LK7y|JJX5;ak)Wg1+!=
z>WxP##`Yl9r2ctbG5=(052A%x<$2c5y$@0|oBesKJk7U1v|Cpndx(16zR9l##hu$9
zre1EtMpSzgMY?JJ{1J*Ffn*PM`J<R>FSbH(%Nm9e<AFzaQ-AGa)SFJeoVS|A@9<W$
zIQ1*P^QxoGmDKE6JC8g@ea&W1@K()!v%VW_wY{CK?@@M}{R-Yx$|&XAUuwI^Ugxcz
z`uQi2>nqHg{t>I1D{u>iG(Rrn&z_(JL_n6D`@a9a6JBfvo}}v3_BwYrn_qbHNZFjZ
zv*-KNd+hd)lN|ZYum9jkKRA8o$3LLXv)d1?3+Iq|@M&st_!s_LSHh!DQ+JSiM@q<k
z-#Sab`X^-eka_YmXlDo}nSK1&kRAI!qhb-m%B}se-Q4b=3sz87yk*ze{@jIcvHzMk
zZO?2R+!ii6@Efts-MG*5+oOvrw&$&vn3w(pLm;Y~3@Fl1sCVwMrFOpYEcGvY>^Hjb
zX=j<=evUf-l<QrnADAQz)jae(btb0r)1RmI+izP(k)KDdt~aO8WA?eu{QUFOD{LP&
zzw$hF$>x4M*ST=#x#y`{ZL1FKXq_gx+;#~rzfUf|CYN85%a3SWo+6j;U^~_M7P+)8
z#idRz87zD|NpiWDT)s>$kCV%z<nnKrzdJuAm%qf+)A{e@atB7D&d12*e3FTCU1z-H
zCC2+s9w_~~zR>EE55i#B*>9fr3u=V^@PS`YSLaCvlUC-ER>qQ6rjk~Ml2&GtRz{Lm
zCX!YLl2+nLE8(P-XwphBX|!HRQn+wOeG$|5%KGk;$j4jX-6wxp-~BQ2@z!_S$;VsY
z{S5ib`fjqdTz_|$6od8M^3m`9D*4O$?kC7!)^|TgioyEsdq^>yOFsTic1Qmu^_#Z;
E0}u02>;M1&

diff --git a/doc/LectureNotes/_build/html/_images/week37_121_0.png b/doc/LectureNotes/_build/html/_images/week37_121_0.png
index 843d99fe93f7b4b42e6a9f7ecace72c00a71abde..85f9fe77b91160d75d091dd98b8220f25d485f0d 100644
GIT binary patch
literal 22016
zcmb5W1z41A*eyCRba&^_jf8X$jfAuUQqm35sdNg6fYOLa35axqq)3Pe(g?_abT{W2
z|NZZO?{oIq`y4O6&r9ZwC+~aRYprMEbhTCSacFQL5D31y8vG#yf+_)lpwwVtfZu4g
z`7DFKBz%-jeDvMzeEh7uo<bg2`FOav`?xq-Gx<LC@^*B06XqA^7vyDf@bU5RmJ|?h
z{qGm>yL;ISh}PCufQMjvsF`|0AcR)P|4=^2l{!KohOX*x1q1(_orM511H(Ja{V_qj
zitz0ORQ_z*GORxx%g=vX$dqM2EqUGi)b@QRMOEJC(#io2O+MiV->T+~yGTaN$>tw=
zX%Z>e5)-|oUcSA}VkI`fu=_JIf6?}&I$(W1J7~jOhb2_vEYF)Pja8iq27{$h^Gu+`
zf<Jf>$^^v3#6u(rbjV+`QAohya8^xTFYuY#Ym+r1V&YWZ+CgUUq3I_I`mUMb;bD)P
z%V**e5(<U7vB^r{@+l^DlEb5;m5mKdo{FuL2@|taZ*a-^)m1{W0{C3?Wm?+v%agyx
zf7>aH*T9`9<M-3*>gp^~swNzW=;@R8_dPxsaJMr&PM)!7u?pIZ-YKDN$aDk$m{1K`
zUtjNDTI#%BI@qddf^F=waogM5zaWz!ARzGY_5G9CLG%B($v$Y)s{-3ynjP6{>r`YL
zKYfA4fG*j_{eSQ7|Bo9hl`)xMLM=5ls-5<G7QGuxuou=k|1qvXU?j_X78zi519|`F
zAx6IQU9nUNx69Y<*c4gRhx*E;%te?hL|(8WCr<AA?%i#UgRkFqXI@VcUz8-*v_paq
z&;|YY1w*AR`<~FoY2n;ykPyqrE0ocP4k4n6?U!OUBEI=wZV!m-j}y6HRrmh#6=3GW
zr@DulB~Fa^jxO%4;$sbKp+q)w*IQ{Peu(nDWsngjS;jBsrqTTK&aV7@fiZFEU5}l7
zu@=;&P~1cs^tMZGB09XbBZB?Kpzz$>rfc}SJ}|rphBrcNx6gd<-||+b{K60YBAj<M
zK687ibhbH5uBL@1dqb8bjA_zo@%Y-n{<|$qh|c084AwI6IFo%@&BEIS=Mpjr{VDsY
ztNH6siY!rF@c@$j1C+p1G>cH`!C@f}OIRQia(#w9&R)dCeVE^WJ<y@Rky$4ysZwVr
z@4{PSi(L~SJYIzEv6*IJL!u{&T(_t%U*1t!+#K<>t<~XHU%8e|)mB!9*V;sQZ$L0H
zE$7AM(~ikr#g-?5g<;ypn<Shkdqw<6+^nyM{iskEvC$+e+vT_9NXhf0#XxR=wP?!*
zOc6zu!Ka=<xkaVWIOu(h5J*tTqw0aZN!1|t(a(-uCtC}PO7OrQFeJRQSH>3Ic{vRx
zbH7>8W)}np?Sl`ZeAO-@vD;jfZMDEY8?<(9`$g`Zo<A_JvQ*qShy5ZXxq@f^n^@Ot
zzAk}Is%@KCge>wpSS}A%7ve}5%!f(aPUp|%{Ie0^E`1%8bas?qzcB8^VW?mef07Si
zBk<oE8NjOf)<yV0ZgMWEKjrY7n7rpbB5KE+F_uq0IR{y>yc(v|f|u8L@5&ZDc-NkZ
zn^IDrLie&yXDGWeWr?YdR(%q+{ApL*4rVD&cST(=V7Pr?`F`Sb{t0<2+-m*wsF{4a
zP$(@k#JA9RVbx!BlW(4X1=ScHjofFvD&XOM{6s6hR4-%*aE1zWAxok+sMK#-{Lh9>
zn5koV(UC2snrnpGkD=aC?x&B_C2ddc??ua5Ds1VCznW8YpnysI8)=2K&peTSo2Wiz
zK`K6UZF*tQSqU~Pt?zT3{1my-YIz_;r7FiJp(oR!*o~6q!Zph{d%wTWU$NGc8Odgm
z#7~t*u7U*6obeV>B4TFAA-U&U*HPIh75D53JPwKwBJe|&&x6@ge*Clb&X^n=9R2|T
zR*3OJH4TkGgluhXtu7~72E)c!zSu)2n2^}PfxK2?1Lc5;_iuygk??%oM*jVi>7sO^
zp_FkL2R}anDTnr#mEIU)QqmV`X(W*`F~tQ1%c)oFY;4SYd{x&I@6<_ISlMCTB7Xe)
zGd5kFw``K?PklA;`;(xr`JjhKV8f?T7N(=@F1EM!96kN|y8G)_+<_EE)ke1khL-Bg
zOv<gFRnA>La8}HXQ50G+RL$2AjS_^2VbIO9<+`zOa-Q%wQshGj)88D3i-}P}mjC=Y
z9X!Lp#9STCm2#LULSGEplZjjqu0XWMCnV?vkBvvQwMj$5Rf;22iYJt|!scc2I#PIy
zT?7_t+I_qmb7ilzA_7lX6RGr`AHJ`votTc1zLc3d=VfHXkH*up?nXuLPvRl=Qcqg?
zcSmu`Y57nGj(XZVny?}U^|VN4rD!G&4$RKG+bif&=BrncAy=o&tgL8#eSId)UThQs
z7Kt-6Gu%O8c4K)-gmTw4-%qD1jC;Gg6{<Jn;qTd4dKs!a7io)C^ZS;&GnEGdKGfMS
z9PGB53kIDke0KEK_o0KO>zkOwrn0EQK#xa9N2g{7Y~yp{NI9$rlIdqU!{oN6tE(qF
zUSQxqS1j!MS@oEw-N;ZUxwBJFNLaXHL2ar8q#`h7vLTo9B@Z`GX1u<fe#f7yc!NQJ
z25~UpmgWhGV!5~5G=8G|qqc)Zd`8J-i9j7yQK^cUh{<a5{lj9_<ugq&Fl310_QS)&
z<&~8}{Zt#0%nEj$yu_-<jn+#YA(E8hknut#%*sdg<-^l1uC7+j&W{~iHA;kLC?{VI
zyk_~A^im3ppb$5*>ApOrh%DlLQnRmzkosja!lSdhF)saZ<0pnpY<)OMG;#4gdzt(o
z`IS8gnzEHEEUsWx?|G-5UgNo{a(z1I?l4nhm6V+R@+IWSlP5BzEHLi|rVB0;Q}rw&
z-R78SgCsiaA62-#W}K4PsnS?GL)qe<Fr#XVB)-QDT|-0Io12>u2qh)u%-kFlVmF!-
z_v42_rAaL+L@?|&Sj1r*0<MdERMlT@SW#oui{Ua;qc9Udl<GLd=lSLLD+PquKF&PO
z(SugX4F&>&u9@1|R7=KCEOE(rZMf}X<mnpkqt95)&CQ63V$9%>kgtq?e^&8?={$Nw
zla`+THNRrYN$c%>{HjOwiqjv>Ys2nBw`XdhI&wFkWA&L}q@M+!VeP&u7xdp}o6z&Q
zZ-x3Y6H|H_N1Aw3-a$wE*=~SEM{q#Y#$>6^!13lJ{;Sy75p%0DzT2RkCsgJF7;bKC
zMXQKP1*qk|rDZqj@|5ud_h>tqcTasqteR1%T7vxRerk7769Gw$qz8F;IWiUI2CrhB
zl0l9bidKOJ=LylVw4D~EDzzZQMJXsSKD(6dd}A(pgN#_8Y8^>mnr*+JMyXI%EhCRY
z%@V<$`GnpSXy`)&J9<iT1TfWRZ@Hm-P^sKLJeOx&UPn_5OUQ{#&<3N%fp~wjG|WA?
z>rj+@d%=0!4E`rlMgq=?o1NYD(Y)(uF$k_Yks$dj+}L7*fJ1<rBsY3cx|Sm*)^=qh
zA4MHCIw;#prym;Vz)o>t6?&>siJcc?9PCFeL6&-90}#nj4|uV^`0`V4O&_v$N0%^q
z=se+Sg|kkth!HibkN`5zY@2uB(Mf-3Pf>PbpPq|MM^CW|+a)b3Cd#G<+1K{esQM>=
zgrIFKg7tEG?nL~}EQgH(xBWAY@8lq;3puBuT_2O~|Ij})`#Yq;Z1u4H!Hj<$&%*>6
z_yDsI5Ap?-x#B1}asp$ThJNkKq)=yNuFz2gza&nosTCMMyPeW}h=4$WvA~2n-auaq
z<YqqE`sN!0vH|4C1~h1BMu<9xZ{$HMpUN`#3s#%Z4dW^v(hE%J#g1Sg+wi#a2IE~R
zbWBb_GHwOmOAhOC6iw&+8XHg177}3DIZtsf9}Gl{>w-6o4Ygnq@2b|w7RMks;dU>;
z6la(8C|a(nxC$gIGD{|T;vFUSrCw8<R}4P(A%oR19aYT0S$WQQ!)i`csN9xrA!B>N
z3^PIImYl29h)^tFqrUTXJ3lR4uzCnmhmfP5U6L;pSp4G1RHUIX5fyXX;?vfiZ)9<0
zY&jB+X6I_v3;Wv3#pwx|dYV!8wpn}fc1nCCyNFFzv^_-Tw_m1V`a!>(vP!8xid$$x
z=LxzOw+KS*+zBRFkjbsCZcD}e_?Zlb&Reqyy~K~nC-it8awB?1@To44jYo#pVNbvi
z^>FS{P3T2Z|DjG;ZG8LtVQN0;Fgp_WWM|~N9jnkkWyT1iBcoT&y4_V>wlw@wUm44Q
zEDy5r)xT3n=mcF8U_Pxyi1&zd?^zaHStWmh1)?D*<bLvoT=Kgjh_rh|arv&;2oD8z
zBjZ3+Paty2c>i4yI*h<)e9L=W8Kme#wgQ_^?wTl%1p~nF9QpjHG!n~iNfuNqC$yDS
z!|(y(Q3caP1qMus;dlfyasW(0f_HP6-*2N7FkBEF5vJh4Wl(xp*oo{woU<`;s$-MA
zd3m|Ztv3$M%rp7e$$S+Y+sn&ldS%clu(*=XXevqQV+Pl1z*f=9V?~+!Bx(KfiaEj5
zvrTe4!wJt<Zt%)0mLVM3nl^p(q*SnhyLU0+s`n(2^HE-KZ<KOBjeOz;*_xrbH@~n)
zhvyJRXRi>P?4{Lz^~AYwXWl9qpd&kb*zoijT&~fkrk0zSzHe=YOO$Fm^d%{j#PHu>
ze*W9HEB<<Ez9`ev|CN<REdb_NVPt6WV6q<~pRPWaH$|-R3f8j|3m(ohe?pa$(Rgt5
z;Nw$e9|7d^zayVdnK|j9zn+k6{b~CZ4c>ux><Kj?W3-N~<G%)SbJq9f<q%nvmq%OW
z1s$kbL33nyK$zdO1k0b@Sw|ZL&tKLrr4n*fH+KT*2#l0xI?R1YV3XZoy=eVx7)f^c
z<3av_?xC{ky#Rns0$cOClIa1+$tFOyAZ?gc`GR-AKn58+mKB&dRFU^0*P7P%i8i~z
z@g~pLHuT4SQi<OmGI4AC*M|+2+8&Lg%Bq=iU}R}ec7!HcME!^25$?#a!0P&KD-vZl
zrqJM3T(Y$h1|GzB2USB;nS+@m1vxJ{Jj$|Quws=4oGrT`Ogy;afd=5w2mgBf>-7}&
zeH_sq^AvEe?`$LH{6cr(8vI{>9h~hrBBvfirawzXaN4Psp<SM=hDg96$WU>wnJqc?
ztLryS!+JqWh{qwT$IcrBE8H5nuhKtBU8%oP`$;u;;ptTA{-kRdXQo*nyt4M+JpBTz
zz;(+^KHNMSJof81e8i8q%*xn*%^82iRV&;ogW+9O{)ko(GE;}y<c%C8&wrnazod<P
z%%*MjQlAj?5(hV;Nqj;*_6sulvD-Ks*`NQKhd(aGEh^4xFJS6g%FnDE{PeFuOzN{&
zo)|5R(HV*)^aI;mWV4Go^irQ)HErV}DI~l%MwMHAcb3=I&;$eo@aQGU)Ya8f<^=#K
zWoBlssjE{eR!OSyKd@$b#|Bf9d_onj>9^&H@OO=h%8<j@&X4<=8S(B^z-UI>mJ2-2
z)6+8xKmr0r*~F|Ys#mXGF-c3)p`)V{&TkB7@F12t<yw4q;v*x`u9xm^7~gAUKgXxN
zPjyd%cysP2nCBX9#jzF+xN2%r-bd`3I`01DZ2}Mwu&wwGd;Rtn%~viyJ^i}8z8<wY
zkW&1((amtT4m1r74bAfQ`T`RE=i6HrSy_goKi_(V$E5W)Zva^2<mcxP%gfBfgp50g
zfS*7~(pQW}i+A69YukNT&Q5337SP-0NiAIo9W3?#t~wf&<J{H5xz!LWz9e&XQdSzP
ze0OcSeST`YO9CM_L7OU!JBH~Y<Y~5&#?As3ZL#bR-Yf&SfQ5roekilh@=VFYL-6*j
z^De`E?z1ClG(K%~Pmkh<-K&WEL8mUk=PNN8$#sDzPU7O?h%>a<4=P^XuKV9LZv;K9
zVS#7b6!fY_zPm25C7Lg4to!)IC0_%&#K0yhDvC<Ni`C29du4mutSSURp?S?TR=A2v
zk!B`8A+HC7Nk)c#adDBnAs{HI_}x3S?Ck9Qlas3b*^z8vVrpvBTWJ9S!rR+hEJDI+
zUlzkmm0|@gExgO)P5rW&qG13CQ@w+#%*w)9x%NjlbyjXR_}c08iyt!E&5IwKenR8M
zy>)F>P8I9mF-NJm%aISuznM)ktX$;U*vn)FfFHp3mLN72N_PD<tv4drrP{eYw>MXe
z7Zy>9dMg(TqaUssq2X0kd;q`lxEhxkU|d<#9R9=0Npy40V+>61v`Myjgdp{yDOKMc
z3LgHwD6o4MCxp&N|B;ECg^XoBbkZ$&@Juy%NkGXuX!HGjFbOwW)>s#7L+Q28{u*sB
zv{Ih@oeo0;g#-t`%*(T|daR;?QCU^Bvb*axm<6|ml$6N(h>TC~WFa^|iFVxx`r6g2
zW*b~kD!?R2AFZjSMXIN>Tdnpdo$oX*jRSD1x;t5Gqx$8`7lRoJKsSw#>l#hM?GRtE
znRpVElbP{7<P!0cXh9Z3f)G7yJ}-9doLIvOBde3GDGx6%#lS$x?~{{y1_lPVdD+7D
zzxybk@P^5TUi+K12a>0zri%OR(uJO{VDg%`kWIdSK<bGDH_+763r{B<pSY+5jhq^~
zz}tGXVWUbBla~IJ_|g9k{N7Q!PSjW_ZO=E8g5uL*@;$!n?YT|x$&|4n0V4-&l9C+#
zcnkeQrG~O<DxY(O5J>#}7hZ$EvDy!sB#Wmr1)f+qK0e!B@cfO&fyW}`*WBDysMIC4
z1To=}Olm{+m2&Kk@q2>#3X3FOYHHS(qye~XcIb^^(5mNBM^XCV6S>A>-2%MUPjd+%
zCy9X2td{kG6A73w@ZlV(asXv~_LCjB@)|6v0a22f6?>+g7BQ{kL-O@r*N$M3x1v?|
zBt~i!GMp*0vY`wOwHZ9s0;z(f^9L~|L9Di-EgkZqu?wvzw6q05eiQ1vs(&RjmrI6K
z3|@iY+mFmbk+JcpEzh8I^vWEybVfMXfQpDsrpS#P6i0^833752PtP_3HpM1qX%dp~
zL_82c@sMePdSS2A8JB+1$0az#Y!wA^R+X&ukIx)L6cvRBo`k>V15cEeZIEzSplP#J
zra&fTYI6fJA_fA^Ce8+;kSnKz949SF9owIg{D0-)6foY(>l7|OY0uN`z+k2jtjNCj
zueRMiy%A%wQ0;t-NA*Y$?lF_D1Xm%?og^^gRCb?UEh;vt<Tr-|1$l5v3^5=xP5Fmy
zUx$rXXkvyP2u=#Xa3LmMoUOmSMh5m`F0ML7Ep04-Sjg%7en-VPt2UEU#DkF%M`lKc
z<aM#$DiV(4XHx8v@qK^iC^`8tPIpMbXn6b^jqTA;l8-+F95#F`e8>`}E2(umWd%%A
z+x|T}ZrCkm@gs+&t0D4cea_GA5^Wb*Yl+ByD}y>`;PCC?!whU}Ld@H9Xp`>)kfwT(
zc~hm9g9GiUZc#OlyX1ZH_8{jVpQbO+p?@ep9@&{q4|I^il~oHno10N~W)ITHhbWOf
z6<0?s`lJ+4HjH+%Q?WC|#YdhSsdk5KXm>7`L+oECozWDV=U@Q0U6`07aN|<1k?ZJ1
z!mt}=P=yp?%S*$DtVQSQ6zm@&(q351S`4zOW(L|)#~<EeNtLL8k5e?jE&!zCT3p3T
z(o_X<GRT!%eUE)oCn<f@Zi~I4KLksMK9P%(quArQsGtWEsHua_aBx)L$!!mTcf}__
zf285ZB)_fca2wEtnXZmd6N2*LI3D>X10NA0%eTqz3Al=i$Dtyhbd+qa{;H|%lh8-0
zRU^BhpsWf7>rr?AHDUVC0Tzb1xV$18qRoFJljS@e?!6K2G3`I0hae7Y&6j`lh~A9<
zm>Asb{%;Jvd~wLcM{K@flEjfwBy3FA<^Ed3!2<`iMSGcEYF+S!7a0Y`mJ}}WkQQhN
z4Ng<VAzZak)uVwQKKcGv?2r==h*FC`J`83{c(Vrw2MgMbP|->I>n>%-s$mQdhsy+g
z7T!t=z#`~~YyZ^^kchG>^Y;WAatTmKgSxZgWqSIHni@e7=bw0Y7h_={!hYNfhTFa;
zA&nT(qLBFW?!jBUwG8p!4x!%2At_Q(PJUSSWx4xBEg%-&y?Y0$<tKfh5|0cIhu|?t
zQ$22QQ7|>l?x-V4rH)I+prel<poeo5ZaMuxP|O<y#16Z0fCgLqxa_w9u*7F~o|<0D
zH!>rGTsvPjDbpelJBe0I#l@wP0Y;K45uf~1yVBW)MH1UE^C9-Jms|v5TlZfx`jtn)
zg@W#j(w|*^k;nud%Uf75G`KG%^B8|z2I_+U<!0%<z+;CHJ2sfGo-Sm22^5%rKBQcE
z(tUN0-*y23!l_zCd9*;`#q!=>%KFz#oB1YBwFeLS-iSJnxB9t5!rR+r76bqCy?f^o
ztq;@u?9Ny)Q8Rc?wS7US08eB47ig5;&XhxhHt5EezP>`6fn>tql<I1Mk7mseS1sYT
z9Yw_`VPPOr0?cYY)%X>T8`DWdItl5Gj?-2$kP_V*+FWdxnr*0(&U_A-lX!9-2m~hz
zH6kLSUQ-or$0hk_E}^%CZbZLn?jBqfn#PKJA(-fZi}lRZw{IUi28D*oT7+J#KZ=3D
zj-Kt%><=)4*gD!{zM7hYcYRR`f@i&cF-$d$m9zYud<PJk9-f|M&p2U1Py8~y5L22y
zB;{pp&vd%`RpwY!ZAX1tI5@<`sX!aRPkZ3W^ZFCH*38$he<K0jbanos5=rVsY#fTB
zBE%1b=@0MeGW^C%5*h}xrA>Wkir!3?4N^<`a6*{w-6IB^o^r0_v*9OowY3U>XWJhU
z9z%#S5of1-5^_yF+Nvl@*L97Gfii~SeVEGm8#|Jztvp(3S_d>Y8j-I3m0l~L>%7#3
z+vYXBdJ!BM0~NM|#1Nn?v?hSD6BeaW996%K{a|Kda=}<!EsLpIK{<Z#qC4C$u1nY8
zan)mJUf!&x5wF*vnc-ExjhL92t(_ez#LV1$1+br8n8c><vvPEi@q?B^+-__b2Qe8V
z#+V*Z;j1$mc6apzs8Shs&E*q@aNA}ajhz}fF|2&CTO%K`@9Fy<mfvW0*whFKCmdsa
zjCWugi<$-k?Z;`%pNLYa=lm+jK`8lGcqj&bFHP}P?0OQ09!*FI*lE8helI`<mWSxt
z+i%cBF~g3?b4lYb8>k(&x<vo3^^6f>;e5CF1W1WLA7+)c0pw&1h}+s_jVLK8sV7i@
z|6ya7B3t=*U^c8^cX^BwdTTmY+<Vt(>sD^Q24K?kONrRQ#1e|2Wfv=@wk69F1m`>Z
zm6firJKP*OLJ@a<Kz}1I_1U0Ogaw9YZ4+_oMq4~f0eSuM@azX<LBrLmcqSgvy;K-*
zgHOKH`y_Pei(%`a#Ir53=g*&8K7AUcU#cy0+zx2C@@IlDA;t-bo$-cIbpIKHyG0ox
zLV{sypJx(DV2ieShNUXm{w|l%(SCd1b$DaQ5dfFxFJ4T%fACf#WqEnoDeSx><Vw(C
zoay}H0!W9J0NE3Ugt@r5T+EuD$&TjBJ=qy!h23zclg*@0Qh@MURQxg`vbB%p)X14E
zvkVS`n0kGX7uaj4Iyz&Aa(|T+6i^;Dx+P^k2{kPhtxiiz<4#;|d7BWMxVN^`-&E$g
zKJH14>n9WK$KM(KqM48Q&l^rj0=;_BL2Nv{%EPgGAbdu|#$x539UUGjg2AsiS^WLm
znv9Y%Q?65r%%XTgzIXz0{fp51%>PpMqZueNY|3})d8(mw8Om5EZCFVeo0V%H^vbxe
zGZ}WRcBbZcXxd!7YIv$;TKw-k$F$#{n2WIM-&{GAA5U0_{xW7(Pcuj-)YQ=Ed5(_j
zu{$rpNrr<A!|5D4DgZY+dx?WzxXgYo3obb-|I*(N<K@LeZjM|jzwshv+_tmDAgosV
zot&$0c`~$&q32d5I~B&&(Jx*oC4C~9kXsDvBz1AoIJmu11)~MM+zXq7vGrj;38e-B
z*z^OaT@vXeNC4+Lm6w8ygaVz{&o}ad2nq`e5i_+ckY%t5#eKJ_kR-5ueu&Yul2OH=
zI%qAJI3f~~=U{9q&6-IPC<Q>c=4}B`eO=b@WDV%NEW*P2d+8KTA~XPG7wF{6>K-%>
zr~+``Pc~OkL$vReA$WFBl10~K>XU;b!cA`7pQMz}rdjaYeJ<tr!|9`dcCr4P0NOH{
z=<Z2&<5tfrUzSo4`uFE&6R$S^2RdE9*l@5^CqEg9!HZL5%WFb@R+{>6<oY=otQn|+
z5#%{0d$v78%*Dl(CFZ^eO`v=H`0>o_tkLYphh=!DeIjeM>#;yv)_1B_ih<Ol!NnP)
zHL57+OEtKY`fcm7i!kerBPXpO^7Ba?`#ERsVV%E3I$~hi-<MRqb>9L}BXo+v{8{z!
zu}|Ci?}Uto6dF++K$D9~*d{$gjH6KUn+a~&lcX9Mkm)Ynhkm0=1DO|kRR67?G&z$f
zmy}x)N3VYB!{8>MyhHD9&NSxE_LfpUnz#Oxe8o>fLbCk#uk#PE2dWlYBSPI&B^ElP
zu>6u#eSA5cd^tE$4-Buorhszs^-kJ<-?Hs!R7yPbT3pfx0g(^V86A_mGh2VqLFjdL
z>T1^JUweI#!DIX~D+>#RLS#|>XCxb$>;C1Oqm40D5TVCEJ=Od$<pk6S9NPOXUD5bC
z1@VJ3A1$V|Pww_!(@DB<^(_28=&N5jFRnp(BngBnKsbWkQ??bo9ED41z0wm!-tZtt
zoETK_)j#j8uCDSVCdMZwqCpZFWN5x-3aI{L^Y1n>j4P(H?z_@F)YrFicTaiE_ZX?l
z00trKna+#YV^(e)UGDA@I$ky7O#K?e55&3j!?2hU#rlMtPoIR^!~9biWcF*i&A}6^
z_k%&5n<X34vgl2ey6d}#A?X9zD#roqou$^ee4=Vs9ljCy`@!84z%~cIqgeo`{Plxk
zl+$gL%M*Z?6Zz&v89W;wt!i_rlBI4|Ob~g=x3Vgknb85&p|HcfY2_7{z7u_7tk(2O
zuYBn3lJaPE(d5f}QLTNeJ723;<rhg2Y?62rEFdeZtEtJ~-QMT{-Rb#r)TZWUW?^Ac
z;7Zs(JOlxq)w|UX%D^B$*HD!HvQ}orpL(&}1#TbnX^=VHxcIA~d&dPk20l&X_O=U9
zSXRN-YYIH!R#a3(BAgI=Rv2krkQk^*Ob(tm_UR!(dyYWNh(c1J7YQlp0Vr%0%M8Fz
zQBxCD5{+mN*sswO#j2~DrTIVov|%KL@y}L-emwL1{e@kNF9#aghlQnF6xGVmJ50OM
z<O$tB1>z~9+vzwcOQYoZ@4a80ZSCz}V**;6nhdB8AHWYubE|IfW#{=UJV;1NQr`N`
zh9exh6=E3*Rg|>>EAo4_UT(Rkr)R$#lX1B;KeXpZnf}2SQk{PZ|MkKz9T+eV>^BSn
z)Qfh|Fr?s-D_85B3E&B#aWTw(G)H1xlPmc8V8FxAZ{TlrXL4d9Uhvt1Um(63{C%+&
zAPr0DFPj00s7blvOQxqM?^uSs*QhwiOHt{rd1YjBl2poX_s3)4x-iFXe9NS-PZ?sm
zX3~b$$dZ*VjWdw!$PvXVq%4}pfe8^35_<XS6<U;H1jt1_lau;Snqvpic1GPWIi8|O
zO6HS;HvV0{#@zae?z;nK?tO(yW(COF`#rb<1s3gr2!Po@u)~m(lS>2}9>mYfQ8hTb
zwclwvVm%P`z7ZS9RF*%Do+2hO+XP~?9wo)+)Y=UE9!zDK=?IZ>TWE=zpEq+^>YzV3
zIG_@9%jpm%NyQ!nGFjpLYsBASO~ZHO#3)||pknTz;xnkHG5<JQYlB%-R5V_qnR)06
zfK^`_o91{*!Y`ts@6{5ndN^!*1BG5UmndoP%u_>uZ~|PyU7@Fw+}bK-W@g6i>gVYh
zQBmPsr9_;%`78H^6-YG2g&{2nPFq-TNW^_tK)GregI0okLI~&!HBC*PrPq0R$&E{)
zw0oU*9g97HQGdzG#4YuzUEDw&jwb#pN6V;Qz!)79Gjq%f4+0{cyrm@*Dk>@jGBh+)
zQ(xcr?XB3staJ6I92YURcZVQks81HL;cMVSCUlROxNE+7HpqLn5n!SZMNX6wN-+eY
zmUu9sr>%AQkyVOGyU%n0|IPm1MzyO?IcNw}VcBoMWp#Gnglq|5LRNaecE-Wh7UxU=
z5tY=&HR-T$t<D|^4E3tmq0%4>0%aQ$%rFJtBPMZi6XXoT$uee{_!~uK9h;D?(7U;U
z+Vnfbq<L$b2(gKBdx2#kX#E8Xq}d`cMK4*g!Ng+W;`Rd2EOB%%HSx=WQ<BuvhBn3+
z2E?xJA;Mw#VgtzPm#RrB#t-tOsRIH6#Dh+GKh@Qxf`Ureev}EYa{BMJCj3-jB%ELY
zZ_U{iH1`@#=ncX>IVG~oX-?L*7u#urPPY{R_W9aa?=XS76nuo=)7yJOksSMF4$KrF
z0QzKJ@WgS)#X?^5q6`m1Drjylwcdq^UUI+A$WSPGXo$>Zx<*Due*sjc`M7w{f6*g<
zym~Euj73Z=Z};ApQzEtOgI?-noxM)mK|gI%=uO~71JG{UF8;hlOjTqeC)WfFXaSrn
za7qR+UfE4SF=?dP@t{I{5_TgBoLmzH3Q!TZd8!ndQ!1MKF0t3w!Mr9l@=MflYA+YS
zRCHeu{xBp5@)Y~-A|Tn{7pa^fQNZe#IMUd-xbBOi4Q6$cN1q)c7TbgVN-+{+7fnFG
z&J|n;s{(5fxUzu%rarSuS{h!;T&|F+|L`HIl#~=JJ9`m;4v5Lp6lO2tRLdAbD6lx0
zRmYd_fVZ%y#)Ij8@zwC>&!1R$cyKOb8<w>CojDX8LxNdJb0Yevk;r^T;PC*w$L5Cv
z?lmwYa9`hsjw7PfxS0lgs^w5B4RlqlhbIf>897kbA+jHcyqxNeOB_l8i^%+ZMpP(t
z1%WVGIROR^1REW3oaZKq$1dIe-s>2UU4%)AQGzeIJg&vZKjtDtY&QYqKr-y0Zc1a_
zlp-X~4tJe{(9$x^XPm9Rbd&T&%gL?JtTb7B=^#li0XSd(tDVN$fFnBx5t`$zDO_9%
z-f&F!Vve*7*SYW-!2<0AdazJlMMW9TzC#@!u)FUYvJydfs*MWVH=+DRotr*7$YQAm
zumgBhf{-zpGrH65UoWPgge~a)id74rH?v%lwH#-fP#-i?Zer|9ZTmC$T^s;?3hmOo
z98fr0Z+<VKx@V0B0n0dFbz?MF@6jWil825j!{N4OAXTxkb#+BRLWy&uNAv&z_|h^8
zpn7QzNjy`L+(55~4<C-#J5L{O=*V8M0xFh=cTXPv$93+0fgul*pso*zknxF&@Wk)|
ziSN@!O8O|?9BpN7M@KFI@3~#-8X8p8)#EHcIHCft8O?1oP_74o9j&!)4(tr<lF4;$
z^)$eo3v~bd*$_Mj;I3fk^*K)OpqShIht5d2tq3L|s)Piu*N0Qse9CV*E*3y;647u=
z;+t~k#^->%XFPk~=?7;!sIY1qT%m34633ZN)#*pnKk7#ZepYGodZ|%?3xS!2nj7=q
zRE48J!Pfc~rF~48VaSEiMBo3KFJym06(swT-zh>cP&zh2SlJF9l5dU?r9j1>;WT+E
z`;dGx0DK%)IPm`f{%#T|I%x?2sae@TU4FqNu}!&wI)*0yc<p!_d%ls3UN1?)l(Ntm
zsCKLbfEZKMCfL8)1D(GV^ZDS5u~W$lW{U*L(QPl{zj}Qu^YvaT13nGfs|*w=UqF+-
zjs<L#6&T|Ov|US2z`JOlJSkAZv^=u=Z})xjpuw+k2AXK<3LZ5oTp2}K8GwxvK)l+n
z5YR!~7C<(O7PiIGHNpDFUYOE=_EEUa-R~N}#KI=dja(}?6$W$#&{-38N~u%g)Kq$U
zAdtD_%C4>!4y&oZxZM$IAIWfB-A7a8oZLN(xs^F!n%%$%hWpw8k%FsyOSKlN=0ld&
zT&NV0h_}3N1sawH$h=RMb3#%*qvcfX=E!1GXu3mYdA(25$kq%DAMXs10TG60Xmqdo
zK;|6b%II3|o-JGhbO*jEPNDMX|6C_}i?TnAO-N8uQ^VTc-X8y;$HHsTHnXn~XUq9`
zH4@saK(*GbX=qEQ6zxFyTqeu{OcI%5LJojrpWPN{Kty|1zZkYYOn$t##Ax2?tE{Mq
zdb@XbiwxD>K+?g>d8HN#7Og7RE2_aO&q1}olkXps`r}ZBOd^v%#>d9W1NUhCQs@7>
zHf2-r3V!&Rua0H*=LIR)1t3M?TDcP*?^Lu4*#FU*a2zDbnj$&`IgeRdx~-=HbPu^1
zfqtc1W{`2p#m}$ec_4R2ySBcL0uiCX7okbAI9mAc7A!<vy9kY?-)MRkT@5x3?b}C;
zV`PrEw*duZzc)|~?P^Z9<{En@Bc_8^GK42R>#w}`>%RVUo9{61%y&e)z9^v$`E2~)
zRI~!d@xPXpK99{edmpUCFdEG=(9`2%Vq(5nON@)VH|V(@4{D{5&(mf441;`|i7lkp
zwMVtsfoe}%K>bEa-(5-7(r$3UZIZ;_8}_K<MMp@rli2RO<M@~e>+SXT2d=XfH8r{$
zAtU93C=jG})O>vAdU@vF=?rR-*u+HMe^OppSQzlg_5S*0TKx-j-rCxF9F%z6K^Y%l
zzzuc$%R*1j=!1I@X?pP=MdGT`aCVjdLCLypxKZnOsopc+S{WX5I_~_e+uE%a<aK^j
zaS1AJzv?fDp2~PSMn=YWrKQF*uTxV|oSmJUT3d~qQ~s9%)&tkMiqB*-O~h22)VQ=s
zk5Y!T(lv@BH2Ch0eo)$cp4Q*(w7D!X_AJ%K=J*TiO1!&0+Q@WsngqrDSmmFg&6!%8
zl8+w|2#3h%=tE5vg9n{=1oKTOct`Vqvo-y|yn9vn+NB1l$`g8Oe}Kf==)R<4Z4Cp6
z9>pOhmV=!gCLuu`e)@1SL7>Cr_V!?PV0CM%0*uv{X77#tUP3ubuy8;n^(OWlZs&Lt
z$ixJ3*bCP7A^W6@zwKU7zpCsqx($=W8Oi}(M4+B_cXwkE5MV%nxCjG0A7k)73WN!`
z5Zjhf!ok|N25BHRDM=YHHv0zyjH?yZ9l!TIi=4Q*Q0}`xqVXsB->9(;gYY+#I)(B^
z=;KfIXqMx=90r-dS4-k%8Gu4Hp8eS#<d-Av*%MwCyXL$ky90~sjYf$DK#%vAZpzI$
zV#@&uq!x>MU%F&Z0V|V%)Zb|+J`JR>5E-hR^*3OsE|axv6?F(sRvTn=Km*~7OOG?0
znE|twtxlM7oAm`UpfR8Bq6-P%br>kyqDK4E$!pY#`D3C|<AAt|TN^4f{(*SBp$ZfU
zj~2|ddln=q|4t`pD|!KiU=Y<oWEL9|P!_KhH(X8z>>Rar__{{ylK4Z!$eZ`)+~s}m
zgO_enZ`NaSadkyNLCfesSpEb7O-+%(`0R*eewB00MthbRP1+xUNX!BPsZgmA^zD6+
zA+p(dq9TDE3D9#vrWtDafaM>WukHjH3(%UtG-2qvrUvW^P4140MUR9l3<u*ryy@u~
zzH7R@_7SOfkK=fshymmy_78?U1<JTPY!$aR0BA~B=@6tQl4q9HY}y&)9mTJga0{8@
zL^X)nAK4WY$otTwks=#Gkxu`7{<|dApJrnpvZ9#4T?yBSI@h-dR#px$nzk-C-vmYc
z&T;wZ?|^)PD5McZmGoKW<oS-Yk_bI3HHhNN&J`R<&nzF5PNc)$o-Jv|&Q@bYcEP|$
zTWT%iXLp^2C(!K;zt&jIW~Yd`5P`G-Tsx^+Rbz;V*96A?W$`1?jbh^!lmL0%g5aN4
zSoDzAWoRoAm|MV&o3?9e0Glwef%KUMMZT3RV}YPilYYO_9%!R*$$%}cu6_)YM(zLn
z{PV6IRh~y%<e%gr<o#dz(5b|UOzKqr^K*R@EMSk1T(QWZjTxC7Oznyz?YcMulhzFU
zcdWuveyHeAPyK(U7lS^X>=BAf)rrM80c|jKg!c(Sq-5^ED#0{>bmhcSQp?%)pNlJ5
z)qQA$?9B?&)l@#3Pint!*ssk+c6mt#cX&}$sFm-v`8Dc6;p)Vw1oq6=uhs9QPQmyL
z9<I+WJ<mV7Gz0_x2;2KXWFt3ig>Yb8vZ5Uj*HX1W9@ortvQK)}z)waW^TFs<yb#{m
zY(hP?j2`zvK6g2FsCTUG@5ZI@&Rf*}WTZ$YrxJJ<?^7>j?OqQm=MgfnKC{nng9=QA
z3-mdFfN{L4Uh3^&n;AbP25LB`Xz&(1+ovdR?>h#0HvJYKic&1x`S#1Bj&^q*3FL@X
zjfu10MnF;OTYBCbPUl6u3&0m}p~G<LWMijHMM*rqB){vpgf+Nh-ku16JT(vOQG+Au
zB>N$c!hoj;BJlQc(JIlVq4$8TkB{sN_fF8p5#**3_7mxp7$p<wF?lkYq;z=PvShUV
z3;Iuhuyq4#C%buX@{*<NKK*~>e_Nul!2X^EdXqL2fE2~Rx*RbHjg$E~kB9>1M1?X=
zQsB*E0!F5`L!26yY+sZ||BQOJ{XduRl&rG(EKYy%0SQT={gmeATinXW9Fo}C$i;8x
z;`j&+h#$n3nas$~Mcwd@cmBiC`X8TfxhO!9&Nq`KdN7~VeSfQ=2M1lXHpsOCBu?A+
zuiu}<#B5Rg^Swn4asoFFDr&fL0-S@{8;H<@c*yMslc6haFSfKXgaJRF9%n{ZMK!AP
zG}zq$D@q`r65U|yt6~&~+wb8<_es#E9|AybiX5or{{TN(D)psom7Jthz6uycAY>&D
z4`BLVI_|LXr~}<tiyk?eN5-jQ)?Tv*(Keq<NZB3i<!*Px0FwFvVvvxq-23QWb<=SB
z_TOO5k`y@`7d+J@;3!oEYu#1_SRonpudLrqS9=&N64S@1VMQrQ<ph7FU=js(Q=zBG
zp;l9TPWh2M=ny>JU!V;#^9x1uH9(i|k!zItSIfygG%0iW5Bh0fFDgn%L5o!!6X=pu
zz}<$(yWzoYsHNHgzjvbl7U;%mE3qzuL7c9J&Nak=XMjpQHT(S9o9Fy;v0r}?80MIT
zuz?tpD|vun8z_jJBPK5FnKsji(!3U|k|HgnQ~TiZZ&!7v(_J#r0&-VUgZp<_9jvT?
z+)9-FD(nV#e;-020JMHB<XR)me1lVIf})lE5F;bLT^xS)sSaupfNs)3$H_|uMi3u)
z&Dqi&DsUM$dGdP1mLJYK%e#F%%|s~*LXMynh{KIbsH7ZDF(V{;Pm^d+dSjs8e;`iv
zppMf(9^EOzeB7kl`up$|7l_u_6cnf9nM(p#@bUU}lLoE1IwiC$d7aUoC|sm3W9HW{
zq;>s2yzI2Jw73A-Y<k{a2e7cS3nlj`E{EMsF1j!8@B!_`(Rsz69K0+)xMz{>GG-iR
z4@8D6$!FY)A!p{StgHpj(;va1BzZ5dL!~ny3n)H%^ys1(m{(LZv}~onz6QrSx;{H1
zZFezeOPC-u-7YYrqESjb3B6$JPo#bUSf-+Yqd!@4VY1gZH?_dpAG5o$zK+hwn12}a
zuuSBkHEea<;d5_)3?U}XeK1&q(w`krPXFkl_v{YoRZJoIW4n<oJ*yype{li^>GScB
z7cX9TZj91@2HeD6`x!$IgI84ppcsMqYJCi-BoGKq5(bTofWOy&N+Jv{Cr;=eE$aKD
z@!uRi3mBf$EFsAn37&W5XfQq*ENZ_z?Ms|P!P35<SZXv4_q;XawQUV)wUCXM>qI(@
z{`)}zYd*8iP<mjv>5YJ5j+g0|9`1Pm8R<@uyN!Lv{k~f3e=9?5jQrmOkr%hxv1&T3
z*#4_Yg8qRNzi-Y`fceVSx8od!wlUglHBls^TNZgus*0ieKO7sFqI2U8_R09&k%7Uc
zUjBLKBOnZmfRMF5Cgr;w`|1_h$Xl_!2<6fLlMf4;A#r!#mer-28;>qFS1cdybx6c}
zc1vVVk;fIL{y*Z^({nX&WMHtYo#ypr@q<5pgXhZ{>x*<Ur)&Eg#wS4g*tLk8h^m1N
z^!7qEN=Sg%K;B?)YuoiWrjV6h(x(f^`3&bR|0^up67wi2ATwW?V?!9R;(;2^z00HP
zD5851{lW?9d?VPI8va9~;=j{ZnyG48x#2rwl5u@hlo$4M|349}&P>w4{rmT^u(5%?
zOe<>V-o1O|{7+;wKmi2|`zQ1%YOyzs&uiow$?ec8`=OE|aUW<F3C$v$`|?a)Gk}1M
z&3f!*Xlu)A;lF|o0C5q}%g=XP_g?1YBm!g$9k+1OKq?ZQ8(Vo`1=EN)0B_D?#VRA4
zsd7Vbb^&_dWrpccB=-1^9M@Q3NiR7tHS>ZnZ|c08l}Kz6bTBlvaqwyEV|=@W?L7dd
zdt(Syjf^N{FA*&7N=leHIk5mm3<osjKgipYBjHp}12iHfCnxUhot+6Fejtw&++3Ye
zKEr_rdjG+zk*Odx5_t>dL3e-6T3&SqH7;1MeG2*#F@4<-m#l<})p_9G6N#NAXr-7@
z&G)3Et><WSveX7B5-MuSw!y;osQBC81$+LAfjDm)(JsLnY>Ej(_1*hPaCzP~VU6@`
z4KSzSFTS<;1(GE8dn2fRDXL5$WXyjTWI#2e-JNfGnb@8F3M&1u7`2+}P7HptasK`x
zVng`lz#`pOfM(SSXvM+_<<R<5F#j2k)bhBG|74w!$-hHFQq=Y<{sIG3#t`5fNNro#
z`F8P#79^4^<lDTi#X$wpHNXhn-7T6V8hQ-!k=Fj)a}Zf}v$G>@!QqBfNE(_}HYyrA
zN_9KH$Ei=VCJ{kRO^|eU$2)>Fq*IB+^2BL*Sz+f}|4+Jo1zWPwpHU_?5J0cZd`4m@
z4A2G@->dtAA(BA;mp91*r>kDCmz9Pqya*pkkC-<DAY=SoiZ!+N+I(W9T^i%p=9u+j
z{e=7ses^IkZ-QcBZbP9m?sEHCI65wz1EvHB3|n|+Lhym|u%H&9Ndm?x2=Iygym%;(
z+npmkSZ7|i9wtX&`%!cJ-mg|;HIeUf;7p-VQ6qmlfzI2<{v4J`Agxijf>Q`sAH9jI
z+1t?{WIyzw6Cy&k^b<!b-+g=EzKtY`UcCTSked?hTn(ey9&D^=DL_X$PX#7C2j#)w
zQAemi+dMsmT3T|xcnJ7Lk!C+{(5Bp1xk<`8nbvH2xW*z$K#lYhvz+gRMR-S{oG;lt
z@ebjJksj*3U|cR7?u*3Lm+(u*L*}EJ-kAEYVp>N}QY=do0KS@#*)mz`7JG0T1Gv@N
zTlNi~m$aaD7_ZWyiBu?&(Wv<%*A}2{<vmO(O8)&U1ny>8k#rB}Cp^_skZp@)MG@%4
zTU$o~poF{P;Y4aI0_Apk&6(`=FY7<+0K30rK)&{6bq8vL3ko=6h6)AcMNv$d{oA<a
zq>h0`#}~x3Jd*gExS#`2abG<DD_6@c1Is}opeuZk?7wnVHd!F0x}V6C@fCS)Pp0)5
zE|n~u!z9M}SQub%i?$we57%_`#dvs(fAlmo;glqvqCj4k#%j53!X!m&(nwHKOPm`U
z>$75&9>e!I{Ai;-EK{O#9_df}UL1uRflnLG7z+89qGFwjo;h1ycmdDF^3j-bY2oZL
zYA*beh$5Qw;sH^>Z)dIYMtU6q6Ntw%8(7`RcHQhnmE8#B`SWm4HE|TZu>@5U1F$by
z&ipdP^18-7q7k5=kBL2AE=~!LfJUUUM7(32aQwgyMs6yN6$Pw_D7**emCgsuE>$8$
zEX1h{CZ;GAMkt}7vwCUG%|)cCACZ@SzrN^dc`I`eG8y1MvI36%z~8Bkj?P|ubeo6d
zg)wlh=j7Q%DHG`N@tR@5RZ#cNtC0s&COl&YA#X$`Mjv%JQ|{kh0mR6UeA@UwJc8=p
zfj#2-84l)FsGuXH{>b86ZbdG`^ARY(?NeQ6OHdFc_1{CD1fy^Uf@4$g=+mE%<*kc+
zAG8EM(T3hum!6K=*0*fY1CH29wj7D)lEL&^gc!~x2#3ic;TjwsNKRq2ZigPuR&u||
z=}6*|{*G)?hdrF->jPQ=W8zKAJ{-#ts^$7=u;EOWiA-sNN@(<|-WON=bqv1t402K1
zgGrLepe4{1IbCjYESF?{Rvr~ws_A0>WB|+`E)K%9xsv7sgZg{FTmM3pRf{l}*SU+F
zOzJTF50ruHXQy%YLO6ENtE^Jv-m@)iG;@iF>DypjQyTjbER%0fLbdR~lT}SR8K^`x
zu1r2fq7x81nwp~Axi%0j4!c}0Wq3A~l_dluQFd!|8_GNY%daTr{6KYQy=)_IlE0<Q
z068r0;e`-chZ@w~a%rs&L2B^u;H6{l50&E11zZ518$>-vwfxSyqw&Qi*w@l?I8*nO
zpOii!R_n)?z_%-QxiOSuV{mPCdawqFx0PdHVDFttd1FxB#{*}!9<L=@$m;m8!i1n>
z0e2Y2e}kn%PFap+PN*AvsL_n4c4GFvH2dJi`%x0zJV^VTeqHZe+RjVPNSMgLCrM76
zogTV7P*Zv$k^_v79LYD~=B7aDvYh~n0A+A&deKDMEytH^YNA;F=ueS8ajL}DnimC!
z(g1Am0OvCQmaso3j24_wD6%nSrI4^a08ZBi*NCde^-6u6HxxA+eLk>q^sv^qGgDji
zyaCtV*THpC&%s-OI}_YO2X3il#Wp!V5B9;*>*c!9$#J-c!_t92sl6Gx_agQK1{scJ
z<&t)e;~CByDKq6x{d_C4?~ez0Jc;PPS%XSG!DpLlyj4u_pvR!?Pa}QIthOR)jKM^0
ztXeecwh+;jlVnH8HE!iML|lQ5922_~+=n-zYr@c0Z!{MQq(#7^0T?-R`$g+t=B6MX
z%27mV+iIi_SxB}Txo9K~bz-nMS%}t=K>b<(2oMTp32Og!awbkJ@lZ3Vp`|i?%Lt^Y
z*1->Yud3AQVD*XhGZg_e28#qg{`UCK)?yPA$n*R|v)|r!y>&-@@CE`76d!Fs)zxQ-
z4RYGEV&S@+;UIOdSYPR7nYas6JYkHCj+wR${{FVfV2wjEuM+gpwB;FYmJF@K54Bdh
z-m5)mrT{dZ1KQ9~G)YX1vUp!2YYq{_>PHu03eK~?AK~}E9>ht!UX{sdSy1zlHeHsH
zV5OzOCn86$G%2JfAgHHF|LguGF<jK+PL%N6&_@wgG;CIhD=6$C`u^t~y4<_7fsLWw
z3CU2T<j|8CK81iu7EpsTV%ehV-xqC;`f26c1G@?o0H4v-d53SdxlbqSe$6*;7*J#b
z&h@9YKTL`{xxcD-rDrnXLhy0^KzaHLy2CG$^JVDrn)=R|bh#{;^w%HFp|?kjJ4s&(
z3%f2)x^M*`adES>@ud%-!LD`61FW#`*?<ZYIRCQj(`sC^8b^(VjRKS~he?&7uobC2
z2m7b?-A4{>X3BQVVw5wTjIjxmvdQ#(FLE<zlw=5&6F7>-!O6c$omVIva1J)ucS1mb
zfkR{CVd%hT3l878%oMbb?SsR}mnRXW`51Wt7>FO(HGeu088zyI$B|LYfVp4te$2dU
z<cwqozsx1+VX$4hxD^F0==-;C-jm+BkjkmTRW4<N302kz&Oi`nXEu7cJlkU-sI)?@
zE17-f2UEs*9v%=y#qiUeyMQ0n)$~J8hk)GXxzMWhJPCieU#BZ0&&K24G~osg)Z-%)
z(ZFHnz~=L4AZ$VAe0-{da7edY75p;cA`P8x2VstJgP%+vXB5W#RX_HSiMx|I6-An^
zZ|9llB$iPBrrhss3y_6Cp1jop-uD=S(XfK{NeQ%_Y(hW3uiU|rloGg<{9iWm!;(LL
z7D4(`kro@^w`DxPZE6w+^y}~KUv>LON4?;9$vtpz02GVn85xcn70sdaO~G}vqvUAI
zDLokH#hgSN*0l0f45$#~0UF^LvPkipIJLX{i3K)dK=EQ}>%eVWD#=J@rSg@)*Ltka
zeUD%80AviohUfs${Las&C_P$#pzNcWnS~E9KxxE&-k$9id)jnO8;7F5{I3d>g5N9_
zXy&VP?w!hTINI&`Dj{$Q83f(|*U)%pSXd&h7(s<mRSzh}1g(0|`~w4jXWQoydtkg)
zPYdr++%Xe5lij5d0z^Pr+1<5-3_T}TbL&}*N8PBhcZ_YM<Xzm$4rPCCPrkgGX0)(5
zJQFT|4tioe*YjCBo7f!`B)bIR%&7DLPJs<vs7LJ}Vdlr_-agGx@y{g;598avo_T}*
z%gkx{m$`M%v13}?m)JL2@A~>@Z=;;fe{QYo*_DR4)Z2j^8=&<7BO8fLe_}VF-%%jQ
zkvA|P15SWQK$;r`-u>=NASNOT2dXp_@<z-(`TX1;)Ny0)5^`Gox-`>vQ$BqPV>pu&
z0EhEAxyr81s(#9fyeYpkGppo#1kPp^6_wuwOWo4BW&BXkjw40>6=!f_JfQRpH}t;g
ze%&|t%Lf!auEHzRg1A8aS+P%#gS6uLm%AwxLPYN0pONrKy|hS((Wtur`;Hg}`wEV?
z6_%_%ao9XJE}4$kaP?SE7T_npKz?C?nQ<!%_zDhMCu6!H=Vb7gt%DiQ?a0~pTh)^B
zE>lx1`@g8-TnWoA<`Da*%sH>3sH8hNRFXwTFJuyHV5(I{tLF!+S@&#IqIOnRR>Xlz
zEaQq!(gzFtgS_EnXO0paFp2`F{549-KkImU-UFxqzvgfJ`GX1pE{4Jh2d5w!ay$l?
zs27+)5YEdhtIJAVoX1fZr^8Yny5&}-ywNYF7Vao|M>X(`pWfS=;)+h-X5{}F<)OEz
zVs3~6;@ol(cX-_=2!FX^Q~9Blv*F?3*vM_rA5{EsU_P`((KYqF|3dY@zTm}n(!z*s
z->9T(jtf1PVV^=B)k~8uweVxYTPI2Y;b5I#EUq}8$%mFfaWuA5&(4nivYj^h@?n~q
zK3yLG`q}L1@NoIz($?1C*w~#^3W3aR8dF(W83|+)koe>cVTVH;-&a%QEY@Woyb(#2
zy;w`fnIoVRXF_@T@kuB6E%2A5L68=vVC4UV{DHaMp!FwF=xXinj@BGjBn6<iSM79V
zj`R}P+S*<m0Y93py?yV(!cAemJ}Iz(?4O;fYG~l(<mR3Px<~-W<9~g34d^F0V8-^}
zz8lB*Mp-M0T!MjtL6<v2O-HA?Muvq23XXXh?gHbS{`ytbzXML7RSgXdHSK%5AAslR
zr?kJQxRlh9W;OIbz7OZW#?EQZ0-T1EY=1Hn1qU=#WMm{0JNx^dQ*czzXUpIuqdS>i
z$|x|*$45j_Ny#}lDFqNsYwC!FhrsZ2etWfd0Mw*qp#1qCeG^N~$uX1N`vz!@gWm}P
zuRFu8&kvApG#CquCvd4=gSyeA#fJ;9A?#aZ;5mbE>~;?O^Zk{<;o%-t#*j!5^w7}J
zt$>^atQlw!Wce*2(R_Ua4g`JyQRd*!Tle2@-8&+H&7$LSizl60*3H>D!L-iKuti$M
z5bzQI^QajFak0kz%_0HcJ#?LQupA1$#-|7qdA9z4@jX5{m|*e;fc=b^iV7<zD9C5)
z2R1Ml@`T;=C(-(EmSir2uO$M1j{i;*0^8Du(*qEe0cjUes1!rP)P6u+-i~x=fp3cF
znVzQf_4RdFY?JT>GUlNEJshR_>FbN5iO-Juz@yi@w8V&X?d{Gt+YIVYv;tq2)p&sd
zi0UsC|F25UJsRqDjpNf!M74D}WpqR`E+Is9&=!^33{eu=Yd3D~Y?q2+rzVt6#x0DR
zMDDT+ZBy>bxaE=xHAzCnr0h``vl)|1?eDL@&RXZ3wa)p^V%GA``#$gUyzldVzTcdB
z=oNKp^r$OgVX+LP7(Sn8lc)?rDB$8Wh+=QiP@7OFJeQZJCM~ZVkH(*ws1)Og#xq=F
zM+YI$l*~`RojUC&ty;+a(2)`M>u7HSY#8WtIvI#P=;q0=GiNkKvmr0BYB_tg3_?bn
z&C*$(F##OVJp`FHHZ~R*7-)glyudk0P==`V;c0+2ts68nq@j^$LaSnhvT_2L9JQ@m
zS0_^llas2mpA9PlUPVI1DJ3nP3tgs`mR9J{T@IZai^f+D#%XQ5>Yaflqu_-fYL`sJ
z{FDL&2nrN+b<ehB^;@o-%oUwa43<8lo6k?KLNoC^R&@{~BmxGoDif^k+KDHAoa}58
zTrgSytQ>m(F)K{0SUV@OJ3Bx1k|2(uVj*6AMa{D$kCCo|9;hw5ix0)2H}g(B+DA4H
zTu-yJQ;}4|BjN!;8lsD|K~;4D@tlvCxag~E&$=Z>HhTa9DM%vpBq(GECz1DF%qVIl
z-xA;Zh}u9jpPm*T(BWoWR*muFq^BzpViaw*97MB?DiL$%^=l=&rdKa1<UV3A+Ni60
z<q9po467{H2YKoy?(EooU@*y27N#dZ*njp{S65HIe*Jpc;kIO^^8Fh(EJymQODD00
zc3AkUQA-uQqW2qUBZ6|R;%-=9T1)jS@AY_PW#G&JGP`f&RjJR#qu7g1DSC${8Q)n;
zS@a^zzGaxU)>fOD$>)xbD_>Wiv^fzJ#DYVLE;X5g?y;Ryfin+?+T*vE)6%pL9z00B
ze`-8@z{d>9jfd>76X4%{J9Ue9%Tlw9OM{A~+_4lEOLajKpU?M;*kJATN&Kj@GbL?{
z?}p~4CfnEdPo=yGeYcF8nV5smzBxU-jyw0s%h6#qjYiuGKxq5+`*MAwqoafY2cmeP
z#l@FwnmVYSI}u;MFqLOPVMpG)sflKE-q(Rhav`_k*y~ti9xr}Vj8H7L-n(}>9{czI
z{`RVUYEEwv>JQO#PEa<JBN3s8eHOD|p)`3wx2fvHdpU?K5ux<j_U`UA7+Pz?1(^jT
zSl=+M^9qE@*i}d}?7HD_H1hCU&K-FY&;j#6m6IN~#D%nD$Mi_`?d^LU1(!OXj&2R&
zTN0!cmodHVi7Yu)wa*{Xvv}FE=F-j`OQ7J9l9BO71e^LCX6;`D+n->7;|PMyC=Cfb
zo)bYu+axIM1i}n`P*i=r#glZCRVF4Tdy8I3usAI6l4WIOGRo7aH3)X!OJ8hK4YAyK
z6`y#lUzc50_BZq&n;7F<CgSS5th1t+6`c-Wm%gB@S;wOd7ZI;_=pMXga)REq5ZqzB
zqEUS4uTdeV&cB&en3xia^&&Qb*gyw1FeD^wfH9Vmni|97@tDdlm5{W?G^s0*pP%L1
zDPUFvs@3GE01gl>O#G^A+fNl|?vL|+D87eDCQd?7Hm}##mIJ8W3cwk1WVsB(5~K&5
z_I4#xx{6%oQFSCEMI3_@L$+FM8tm9$=&~T<%V*90{{Df1fpa}QZrExT1<o#~Yrq2%
z`Nr<5?s+DY$?9woPQIp-03}LeUI~sDJ>!Px6>36kIIm~9R@OflJwOU+ZfW6PcHGf`
zmlSZxvH|^7EBY#rw_+*+nv9IT|AvTAsO*Z@9MkcFwxIU&IlUi?@ftFSE$>!(WX~m|
zw3T6%t|+%e%n~L#PV&V{Wd7^{7ni7tqkUfBih(<{_;a{Xm{h^spIKHN-#|u4*{i~4
zw_*DRPX4hE2;P=}p5-J$)6mpp*^e8budi<pm+_C1l9EU6b#H;)3X!OY?0%=BBC5Q6
ztIKUST)Qh9dwbVnzZ!lJ2r_E>mXOc~pOCyubd@l<c!xn%Xa4y6Hi?O1vTE-~WP;Wu
z`ZYub=ErDe!l=vaqRGh*9w;ALIyy$(1&UV^6Xi+HGs_Ir)bi#kslZe~;|~oD{U9`(
z{u8yrso?A%LG3Ke0v!sG7G%@Ar^e}B9Cvrewr1p!b>`tpii)_q$!`4mSw%sCNzjbI
zBabj--z2@&hwBfXadI0gP?|peu>71=hnlgeDN*GR#nG{`jY+DzwQI)seCTN$f2s;x
z06dvZuPZ_VHx8TG0x0FN$^{vDYd1GCejXejKOX;lvvF9t0*OeQpeAn%<tMWuzR2Pq
z!M=(7NhzM1HG06!ZLv;KY(zft1ce$&xvV|{gmf{!9Fp>t<NJ$V5HJ@+<)mMhSh8sc
z2F)<{#zaPCjQMzbUr0(ylA9%2*xNr@IK5dW%1_^7_PXR>T#e*6)wf?nDskn|+2LQ9
zQBiz?XY}&o?`Hh6Csno19rR%F7WD=U>|pJ=Q{^vax_?gX<uWSE{9oz`MDHIv1qYXP
z-3##-v}tDPst8KK$NG-H;qtKPHvlo)L5;_I?r45!kgQ)LY}{>g<l)c3Y>MJ<Tqp$c
zO+!X(FKg^UHBP=U+E;0Z>ddSAI)6Mb^SUZImwTi=O&ya<MGoF*ehdoqe9s3_ic|f5
zI_Bo?G+Wyws5~en9u!L()hQHP;yX~N$vfsJ_qR1STlH22<ps}7`U<LtGcO~w@@r~p
zMBec#=JZ1My4o_IPGtc$w^L`PSw3RH4h87_xZqXk%`%UMNYOA#HQQO6T^1~G65!P=
z={JWAZ4*;d8Y*_mghQ>gW%)~x_IlM-RkqNTJAHd<ymRMisHXeE+}@Aj9}Mr&5K?Am
zoJ%SyuHvk`N`QUJgU*v;Vr*=SyC83)d0e`TTjjBgE<ku~EiKlfi3t{@@>+y+YHsT5
z{CI@Z{LGX(R(_F`lr7#5Go8Vs50Z&8W1XlxU*DMoPpn&F(@<e{S8W)ht-IUBuj>|T
z5=-GMiSsPRF=Fi{>ohY)MORgjcUwn?gJ^m>MZ^Bu`u9UaWWnu8Z>-eHbF{?!!#}#X
zXtbwowIjv=CxUz&;;1-66bHuV=5Fxi-JlZ1`S9`M`pcAz_tG33iiMfT;l2<It*!{e
znb*m~Bm1zow_5qpzHZ&9-En@L!X2y5;p%R<Fe_*@dM^C+<DX)cSflv+wvAd^wk74|
zY!m{GFr+urVOQH^`<c5jI17(85Y~zR=9P(ui~n?5{ofoQkBno>3MVES(oIf2s$6Gs
zLJCzNIw4`rwfJaDKHA}wB}8d~l~|B)U?-s<1L#GDf60f=EPd0pD`W}l!NcAt1wExc
z@;EIpkw5r20l@===zK~M()<$m8T>Oldp#~a>w$_v;<s{LOtciAu$%fjTm)L+!LSdB
z6+109VYg-EH<ziMxMO0mEOEwsdi$W!SqM{!TmkWjm5thlooH*abZh3teUkSn?t!8q
zDl)f>r>7@O6dG}m`}Ud8>e%QfbO^{W*hJKy##gTtfwL1vaAL@ztm4+hB-mI+0!6{J
l9*)6q{;MJB|3As|<|XGHXTPuKhQN)LM746TEZ*f2`4^vsv3mdj

literal 22216
zcmcG$byStn*EM<$Al;n;2c%n+4&l&92+|FL(k0y`9ioJUq_i~BDH0+LA{`<iEh%~T
z<L`an@4NSY<NkLYIv9AK*lX{#*P3gtxlfdangSj+H8u<e!&6d3K7qkdRA4Z86(&0P
zpC%Zi9QYyPE~n?N<z(&dY3}+A_SoFr+1|<B{)GjD$1_*A7fz1%d4zfRxEP+hyF0sy
z^71<T&jmbAt~R_6s_V<ZL$I6`_1$1F0(0meyjZH}1q`P1KneLs+beT-!CUXm(_8cd
zU&@HbKRiiY1{UTu+;rdcN=($)*9t6g)x{32eiNA6;pV)rH6a*i%Ts90Qh<wH+=TM(
zG6g4sp#~GP8@K1^((*Nu5F;)9{@3fKk4^U3-qybY)b96q4!ixLO=ngjjs$;-4Ibv9
z5)u&+r3;X&Ai<vpX4TLSZPfqoUk%6Lu@$YYw7Qih;kC8*tpw6Hg~4qFs7kLj^z<Tw
zf?zW<l%Fd5en%IU=~g26_%z&c5eP(SD5vhn9GA5(^8RXNoGF=ES@7pHbG^NC&eYc$
zWmAzcF|uA>!lc;Yo5CzHyY7MZObb<6?mZskcymfZO-)VDr_1$wms~7snk}|YON1yW
zC}KELGBY!mS691*4De>u&iWqyyVjl+x-nm;3@+VINR5BM0=*m_a}WH;qps2eKmPyx
zHMn9EhD3gG-y(LloixOBQ;(>4{I|_hRguqt1tH+DqmMwuuqbs7BzG#%!;M=|zP*F@
z#9tF!C-}v=^~NFlm=O0nEutd1;+f&E@Zn=)(isn>FHbvfZ!qc{@ybmJb~Z`Fw{3;o
z)l8zpw+LikBUxDxT3?_$<W27KIZ%%lV2$QuRJpT{e&Vfq$?1G8TIIpb=Sa)ff6W)~
zo)Lx>;1Ve=geMyx5YeI1itJ-Wko5AaAgzc7zXlg&quiXMrt!fk@5>vq{a9Sn`WW1b
zhGY1xr^h64Iefxtwd?2ldBgg5%KchYf%JHFQ46%3CsVBieUe1!62NP$h<**h8yrwA
z#D+Q(Enfv$HZSmYuMx(-d>_faVbY^jWNqQ*VajFymuzMPiTrdZNK2I7Mkf|@wurju
zPeHlrT|9kura@})xFw;geZhXGe>(*KRe-c=EIfobN#6pvr!}_(9i`M=N^w0yzNtRp
z_ek1pNh0H{5sS~54E&nBL{a@i)nJKh3w7);?C0iCrEW0$*G~e6V3)M^{s$eK3p8Hq
zZ!Zay5QwjRVA6)B4V~Z^1SnG1XkNbC`z{Vv#N^y4!`XM*FO&llRFJ=-dWnhB3-M^`
z!iOkKVQoHJw})aLXeRz-=gX+ef1X`S0m}&>%RRtNCSH$xu^oSF_ehLf?xQ+7&NgL4
z_WS%B&l7F5SUMauG}uxg!NLZz6qSO)VSnn^x7jG}sD9CZmoO@Ie&t1_;DONyp$rd4
z1P=GzMeXjclhEt!jR=%P2uN_HME2Wr8Dp0l+~LyCGv5D3X(eFRg|htn>F(!Lq?NxO
z7g3VFu#3!G%h8{&v(FyKmOSO$<=vOO#1(e?(m3)Mxr)V|@@ptPbZ?=h=f@8!Nl8gc
z2_M1X`Hf^Yetsf>^zy;=<E;sK<;O^b-xdGzKJQ-974X2dFP(4LXD5P@RuW<4DoRR9
zk+HF#Z>}$MwK+6(bRrH8oJq;Z7S7sjhBF_@%ggr`KKq&?uc(Sd7`2yYscgjw)sbjK
zFK-r0&{5D6TwT?|72c904G=Xa?lm~faTwpOyrN%TTMK>jhV*!UspHG##rb*Xw{PEq
zwj%qr{Z7c1f0t(QNEhVF2J>462`#-@i{Wj=7fGt;EAjLV2#|zz_Vlc^UwUkf-??}1
z-t+Gt>8yt{qY@JnZO=Hlx#eEGc+q<j5`qE?GN_0!sF;?uJ#?ghRY;qVTa~ppLORDL
zL~(xOYuI{WE3&gQ=(6<O!{fqx)mMCM<2@>!*sR6w>_acT+~T7(Jyb0}iF8CmvLmt~
zLG`uj+D;3zlGpjltEAM_R|_qkOKu(aZHCRhe>BF#$CrQcf?cP=AiOt*f{CBMdUmn+
zY$=ew)@I~mjsLfI51d_H$G7<jlWwlB+&Hg}wK%zqOT#h@x32fi&^oUEz;r5XUp2Xr
zjJ0|PgV?H*+t^5{F8P=F&(YD!>Z--$#=~?Ab^!rmet!O$S{njtAxERK%XnH5Vu5sA
z!v^~jSHqVQD#5|Q{lmi#eJp9Bf#pw1ka~KQq|JU4^-t`JF7MYr<Y0#zG}QGLYp$Q4
z&bcn^30j1i%fi`G#Fo3(%9c&N$Xc4!L*vRL5;Qrpzl~3tsDFswEy&2sq&>g9#9>cS
zT@{?4EYYfd_LY2Rw!UmSoEUbz^MeFL{Ew#(eSLjrbnhdyb2aqlW5$US1_(iTw&8H7
zv$&J^wvdjgK%@U<OS1B_QB~No6~@(uRNui~i+>eU?fnSvyNzeVETi#x>4Vz?lhs+a
zEHw^cH`HpcnN`yT?qoc4=pN1z8!OkZ6_prX>3OxXzhAlGj%0q~EyCx?!{;Mt7A@tm
zJIY9tl{vE3QpO~wz=%L4nXM(IqKbN8H@*DbG!RN!0{8F3VIMz!bar<~gCP|Zm?R|V
zKzc%h4P^)sJkEG1cX_&-`=q4G=fu{2zLAJV$dS~87FiHz*zlZU=(^*UB&)zjfQqlg
zh08>OED8kD(HTZVcV>hDVXlNq3^}(9a7=W3TFk(}+vu+sC)=E-1O5Hd1_lPbFW)MM
zZ%q{CTlU3oey^lI-T4ukmPQ#%bzlB7BVkgo-;D?e+@rNco6Khq7Xw){e-@rgS~hO7
zA+4lkd{f-14BIVwqm{qg45bBA-M6M>1L-@Y&9^?)G>|N-z<Rjh)4>~c@f2&^zM-6_
zRrO;ogrY?0WFPSqkSrTVBf$?HV*m6s`1rCf3mHB2W@7o23O$(tiYx`0BKf<T?<DD}
z_(Ro;d4@N}dj67<yX6Qa^$LV0AP_Yyrhf4A3lw!JZqcYc6YO)mIk%RzRc@&<&B%Tj
z6nh35J@E9Jh`mmpy5Rhp?p>3_a!#VKd=WvFDa4#-U<sl(%UXt0otv;)HkYW<u3%#7
zvVMm!*H=pHr%g&jCn`vv&mbhLc7Mz0><;fNPzq{k*%Yild(!FD|HOCs`;KH@K4DV!
zAtxbGdf2nCK_Mt+vvt%S*jW5JnFe-C%fuJWcY9aM@(<F~UxQs!paA9CmBGQF%661&
zFO=uwNcVTmz5};HJFR16HZgV`U+xj5^MKgRJYU&?lFDmWgu`c(;KSP0^N?QUqbo4{
zo;etEcZEKx`!>4!9vJhraQ~Foq7zL(KWzvxo^Aqb4Jnv9#o`bY1{Qf=>|x?7Rx?i5
zuSV7UzCmDO3t0bsY8rS)StZzI4aqu|praOOnP|vibIei$&AMXo%k7|c|KLvPF{R^;
z!l0!p)($2$(g$R8;gQEdAopM;C!>Du)gNYWoRjz64NgE%ELD3(^&=o0WB$+q1!Qdn
zda^8J$Bz9V-`K5Z`4FyxX40l0Qri@Id>VLsS7<%XhQT|f8$-<;m+p&`yktU6e<<TH
z3J3&+p?wv*<7s%mPZjA!+wHj&r6z+s=>^LWcK+9<bDG@iC()P^?#8{_CFcVM=bf}o
zW~4Sf^yEnJWJcK`w=pAQyd!ZK1;y?R7eWAfY5yjVG0N#~?Yx%rryoDwnEzA+bNnkF
z7(=z7E(MQ|?=05LOQu{*<L?~H@BDiNjmP*$G`=)ahk?0ZeCp-Ek~y-c?76V(X$K7n
zaV+hiFal8*zVhL5XDn6T1h^P7K3`OeHnK;^(A;|T_n^@HQw{xSbi6vtTHuK3yx9><
zh<t-oG87wcq6i;aLb~4PUt;0-w6L2SLw90CDGrpe1z)3;f29snXg%%J{76jK_gp@9
zR4uv6yB4yM0y5-zJb8WR)+&SeO0AYVX}+u5#IW|TX)jSa>%aTAYh;$qGZHk;NXIl|
z9fv3x*s=PD$+N;DZDSx~dv~>*6MXhVy5*Tf<Hsbfsv7Vb?1}!@$6ehGjoPbDFN>BP
zk52AfoUWG$Bix`J5NlzqgL$>%I=Zx5yvf!bONGkzR{BveG%OluSj&R1@uqFU%`!a^
zKWkjaT*AD65=j@LSXj!jGUm-fARhhG<(JTY4R8Hj;5Q*5LCa>@(M$qD|8Aash9{Hg
z&*IaZNlGWz$ZuIEq4LQQTK48uS5~BzhV6r@l?zzwCOvApsyj7&&)~~5RZWIPb_1+u
z37&j|c9kCa;U8lZtk`F2!HeqMSQE8=*`5F+>?W46XGM*>KWtwkLDZ##TrBirS16}M
z7G3ngm5MuQGXEDlp@yHw5zR(CqS!=Rkb_gjGQ;`#JDn4*r@gWF?tbywmp4hrdF|*<
z47Pwf1ch;bO|mbK-!p662pH2;RZflA7@cH9&8WGIiI+i&{xg?^1XWlR1$7}lGT!2e
zmB4OEqiM}$o{>c=O;QOIchJEFxYTIEgHQAF(=z!NTarrte7*_s00CvpAM&Qq{t=AR
z9e4x*Mb>A*6IT(qR1575M|?l-zYim0Pz9;YX86XGRFmUWyPsD|%)D73c+D(|M>G`%
z*??5V9c^#(h$1Lmq^w+M)FTd(x+R5Hx*LrD_+u;W`L$<uNXz?RM}=i;!^k)qXr<mk
z&u&vuL$9gP<621QmJij;_HC--Ns5Ao>_b6=)7S)W^NmrnxB#>A1yl?_YQbI^Yx{R!
zOcWe}fEn^k`J3kMu~*ejWH&G)CO#(!AWGjSCMxURS6N8PY{k-Y8ivcPqJ<04<Ndt1
zxkNwHfakUQVC+R?u_zQC+b$%|82dHibMImx75HgnBVbWcofU@AmV60?bd%m+l3{m;
zi&h*`c}1gtPzs>2vBN!fiGgjUJ&<kk#yko}jzT<{hAO+W@HiSf^<JW+EhujK)Uw__
zB7IJ6k;batH5H-yVb>S{c&m59of(nGEG$K=kcStph>U3tsVHJb80{zQtB-tHH&JKk
zUokkjyvIx_L_q{M8zCmz(o}U+$2}5;(NIx{l~r^(vM0)h?lvue+@9C+Z!#L4ztR`Q
zgbJIK#Ltt;ZLa&E%t3L07Hrc3ifR#pM~qrblM-_7q_qz|uQ9A1h2-+2Lf+#^Xu$O?
z{XPbOZ?6C<@bmNI^ErN=DdP64{Y*t!S;pC!kCv8pwAI^<%cOM%^F>rK3xAWu*vJW`
zk$sGu0>7cGIDW3i1nd%f_P-woFer$t#FuCLuK?!K*Qe_4>Cx2Ib|1MkYV{)OiNKTX
z2)K4WKQO;K>$vSLt89;sGiu0COhd$>68~vFAT^SB`N9i-F<RXI>n<bMBnyu=D_0s8
zPQ-rD2b{wJWLH#DdUShpUDh_T+8Z-gphN;e7T9QmgCR33tL5H&6Q!7k{o8956%|c@
zH(c6sa$v9=ow8h=vJ-b^iv>x16_LBL=3)z`S+o7a_%8YjnjAkE=Xvkgiix2X-lww-
z&l~T!ApP|=Wa-GqtYKl$HhZSkq{VM!D`K~RCTW)`nR&n}puzR#%Dc|~2XS9Ko$M=o
zy3&QBz}uV6@j{&Tn~Uve2LNJmzQobI0%(<O@8ZDc_WF$9_jHFNq1O5vwXlfD))_3a
zd~&sy&gEyM5IOfO9EvqZDQ_kzP5sGY=>ulaJ<rB3mxBA1Nhv7S23X%C0iZH6GK#&J
zXSqM}npr6_I$CC_-G5)74K8hM&En_p&*^Y<av}#Nyr#AmphDBFhRx0ANIAKuM!aln
z(q?81U?JibXCm^zTxfF;k(28b>J<c5XYEz;I56YU2bZ+ynwP7KNAMb0Er)%0RG}d)
z@`AWKg(qBQWXYrDZSyMURoEZicym2zzjc~Vj#JxiRMbmu&E{fTEUc^wGj18G)q>9k
zNogf~NP(qI`|UL??ahmOv@O13u$j5Jp2fxXL62}5a~ED^6>%0>Gq3^<vzvM*Oh)X7
zU5cODG>Wy+)vOIjZR-~knv!-zLuj%e`RVAkE|d9wCwaHAow6?icnt^+t6KaHD$y#k
z_?p74sHh0avpBo??;|4w>FMcj8=gIT)-^p%o}HZ?5vzopiX7O&V$Cq5T=qe_lg98v
z-tXG-h$;QEf?(1V$%Wb*W-P4_s$Cx*XH>aus0rFl@3fz7O_fo+QGQnF;Ns%4IbA`+
z>570`xcVX{CCKny@zthM8Si2wY5j_R)2#ynC=nWkN>WmiUYpMYz|f%D*w|QETO;n@
zC;8;KP&&gZDoQ;fd1>E!GLX!=_GkSoSh#L5_$t4@u3Ux<xD!R{6fT%Z9d2HNnT(}u
zE%Z%&_0(kNw@W`sQIIS$&#UX6k0E|;Y*;RL1|OWARW_EJcC=f(kB!AGC@g$x<TPDQ
zWnpQVl$I6=%7V2X0;$hee~-$t9tK6?a`ND_y`q(szz0b|)81i_=y!H^p?aih*eHCl
zdB~s&;AoCHbX>}y$w_TgW<=gB2=lWd#xglQFUK^wh6xiwy|(O0U8jZ*G)SZ4Wv!-!
zeG(&oBVWS`i2<!cPS=Z&^P-gz`58HaLrxdo{~P4HJW&x}@<!J?m`BUqO%a5f&UCw3
zJg)P^Nmx*tdPz)QnRWU~3!M^r_)N+i-G|y?l%$ssukkWZ8>P($j_06)RH)ViVFe+(
z9&Rc34aB$_TadSlrvZ=+Lt_xsb|?Ni{r!Y8)86q=n>NYp-)H!D(Xg?Dsz8F`$_O=z
zBmBfPGt7<_83sMM{)0Bk$B)vV9P^U(+QG_Ii`_n&=W-(iL$-y6Y!H)xfsTh_|Ja({
z@hcP_Ctssr2{lK?%UIQeAgWnGN{(`Qc0`(4Exznd#!Wje;uxjK03xe4XH?WIe32_9
z)+Vy=(N*?bs1_z67L@U9<x0>1>LBMvvR2;(wyatx!G^O)vcmo`9eD<t9QAF=fHq{F
zw#=C$ni(7<q~{gI`p-m&US2vaAHT>Bx!(}caBp+V^>r_C(m$wdb9gv=x3DWzj<s46
zq&!7Mm>~6-Qe-&+p!UYopJ2J~Vte^St6BKVENHo`p(noM0M9&G;bKR+J25hn-RkoU
z5O#Q?njGBHVg5BSW80nt1rGJY$<w`;8)1t``QB{soPp}RU!dAxn9MS!L9p2iQVJ8&
zenK+Cpm#(G2vOocEZkgkRdpvVBcsON`GHDG5u+w!Wenv?HIP@vmQL7cf7*^|mg_uc
z%XtD1ykdk5TS>czXs#rVLuvUVwi^0D3V7tytXxFrh$E_p>U?|^xk}j*J7ZU4Ze%&k
zHzjhj{gm9jv%(c4%)0=(6wo|Xh8*DWkT-CE72j-s<K1<j^K+#OodWoa4>TQZKZr$a
zDL^q+jt&Of%=^qyD6F}tTmH*iBRQI#Y;3HDiv8PMqS#4OkS{(M)NElmu~rFdVg;EC
zhC=r-zuuA>ByTDraChn0a4S!uS&zj)7<dLqu>uHa!I_?!2-UeX$9}>8k(WOzh2B!M
zTKQVO(fzBgJ1L?J!fJa;uj@ivdglLf3Tp|B?qb^Kbj8!`7$XGG!Ts*)feYB3g~Wkj
zHF^T<d(j!2zx>D#y^SHOupz6m-*_)Dyh8tn<77OsUaEJ+w|-<xwE|H_U;N(#4!yg8
zOAzxk7{v}vf}t%p&(ifpzXK*%9YW4p4{+K>91qxkmCLG{ys0G4b?hquS2IC2PbsUR
zJH8QdbN&?NnpidlHc=5Fg8&L-S;e_mr@je<bdU<UzL+o7dq2|9<#KGi+eAh{ki4|s
z^3^Hp?}mr#z;Frh;+)2LqD!3FDDdL3^Os@$2H|1a3)VImt$(niU&Z&*N6{SU$Mk#|
zkrUmXKM)tUKO%Zh5qsmPAlJuOqX&>z9>?k8bAq>4eShDoW&%uUcGg4t^Rd;x?Ho-f
zV!UjV8tS2z3Py7YM$^?5($LRq#{gEZ7uwTLnSXkGG5e(5FT9jHfb&v47~Pe5VUzj4
zKYmL}&f(m+49E3Q2Zf~j=sZ8_V>$uha99!?+VRTqbVng*G~_DQKTpR2<fnYek)l(s
z7rbi06DVyJ6@T~S3#wXRew1v=CR;(i#+h~|mt%BUVK%f31)^jsV`F0nM@K!Mqe!Yf
z_f7n55Qt#t9)<*_JWCC3T-S+Hlp0W@^8ME4y1qVJf-=LOKYs{`i9;Sb%q|DsUeW{l
z<s>U1GL~&OMd+i6L*%3EOw)l(uetSnw;ngJ->ewGkbb&~$j4EK12$%5@Ga;0NZ?H<
zec%<*<9C8x#hUpC+m#)8t(mnq#OWDf^E`<I%(%zrph_z(1ohbGjhErfpr*0%{w>it
z*Vl*Pe{uY%(xlDI(lQhfFDp$O*|LD8NlZ&Ceiezd;u3Qc%h#{<^J2r6Q^+---bslr
z<8aDceG-85(cQ4vnyt4>6Z7Pm{p6GojEa#55S8I4$6mngxt#od3aA@&5*F1_8y$oI
zgAxj{t7yJf(RN<G2Hmln7<#yB9Gw`Fm9a(~SR@}$8`aq<U9MM+lFag0#>Yo=`lE5o
z=%@xPC_kTR(Q6IQsL55X(mbl)S&dvs?!zDnofz0E3J`SPbqxW55I*^W(U_i|p84Lr
zT+n|xo9|m%qNm_BDR<*T2z;dTHa2I~$~A5=GJC%%s7(RF!nt_v{lP&{CnT#C2)+ER
zPt9irYxbzPAbARSsJEQDC@?Dls*sS7->LDDu`H66oIXuiA#H8)U?RcFlai9c1_nSi
zpq~QPeMIV398i#D_PktNpN~eQO!qaARz}a(A1XGFVKHV3be6w#lLW*zgQN*4vcEnl
zvQT=>++V71ezf0l8&Otf*CtDp<Z_RqK|c5cBf4*uo`4P5Q2&Xr1vd4fWebHW6#Z5L
z;4ki7amohIOw#Yq1slB%5fQjld1r}8D?PCPos*W3RbTZ#n<s7xYZK(=b{=m@YZ8s-
z1Ow6|C0D0+d~+-x4pWGyeS}1!Q9rcTbIHicqI>tyA-dYK@Am@+BC5rB8e{&^UG<q+
zX90aT3To_P?apioX=K=cKLN0dFc|Q=-n9fNd<+bX&@cpIjeUB?(kZ~#Z*f&@OjD6y
zwhn%EUB8wBqRy5=R)Epq0812CU-lJ7?&}@C8HuOvq~oA~o@@E+qJq50KY}?C5D-||
z*r3AZ7Zz4lR$NA6K6>oVh9@y8AQ%{6fVj;Na{B0U`}y<dXnrkE6Sen}6-REwn$N`k
zG<T2iVC-h{fLP;0OpQ$|iF<XF^cZ<k;5IU@YwCZ;#%3e>_T%1n=lZAG+F@#0qAPzl
z-d9fP6#+WBv$wZ!wfWO0&$e1Z{j&2`Gh7dq@VkrSRtR*0>6;ceRzAnf87^dsH1P6a
zEvFHQvrLn0zs=EHN>TUc75f`&Yp6m(LTy$IHP#@x(6;}DeRwzv;>?z2zP$8Y!>o%6
zh}*x_H!MnWa-=sf+G@Y|5jMMTg}i=ETxa(kAB+I0sMs%Y#{J(+{9GR>M8IFXcN2R5
zi-)(c!2sz>vFcIa(wfHH4*<Sl(!Cwp63LE5fhJ3gj1OlTzM<Q`Oz&g^bx6p6*C9&d
z&lG5AGA^@yS|s!f<+U!?iGec*{9R9t-oh$%`!z%bm}#7@t}Zri?%vX;WmR5>7R)Rx
zd7x66THFAUsc+{;ZJE7ktu-F#Bid#q_rK;cnI}?6@UdKxiAQe`#K1o{AI^ML<yB1_
z5YU^qMmS~Y;=-Tp_eTjJQkqt+Uyh;_P(MUeYBLCqYD<rNWl<u^q!1sb%F>g<ZCKjY
z)|_1kHau8&nzm{@xe6WG5^V$*7cREe)dxGojG8AEKg#YYSD#sew%>#!9Oj@N<vPwB
z#%+v!r(=CFS?SZnbOkKv%CGbLck-oxvaZijqW(kMbpKO!VBFl?$VA`EQtz26gb74s
zOZZxx{GK{%U07VadwP2Mw1JZpJH}VjV3nT=Wlo8+q7!c;hGu2LS|vxLgk#}@Mp>DC
zeyM6r){VD=uQy!62Zn{!kS4D0&fLD?-sMr6-rq3Rq$lcg%qHr-38SH*0mV(-7k@F2
z9ld?CW>LR$zN_o&xKlr5iiLuSE}#(zg+5}~l%Nx!lk=hveuZa<R-h>(rMaUE0XSy@
zB>^a3H|Lu`%b2QEEL1mxUq#4i@$=uK4bG3Ipg0D5Hu%*mjCX=BLO|(OP*h~OKKK?E
z<bCuj_r=7A=S%Gp+8ks$l_qg<G(r}j>S?}<PIS#A$xCTWlO6ghPs5#5AaPV<c`YG0
zUm<unORk7fz!WSH6duz?HbJ%Q<NfF7&!5U2Rx#1hC^=al%zC5A`u~fU-{p9V4T=#3
z5R_@@=*HUpeZf{Vo2fGQ8IZN&W>%W373^|q0SVE`)9=G6hi>PXHO^|^P0;Y;fD6y}
zVQBEK$f4BX-X|Iw8uhov^r#s4<qe*{8^}0yw3{U@zu*p~@yqg#Jhu9#mI?b<B0=~&
z8zG8KmDm<XeQlh807gvgLr`AlciltUoNKCEp(Vdits=EYEXlbb5~Yd0<S_W;STW*<
zw1SCwz&r%VE*kGr(1qi2O-kI^H}<((xQ;zDmo~$D7CD5>inwx^se;pqx=Sl7V~f80
z9Tra~hIjy2Wl{G|5XH;)W03_mE-uoh-`AX9r!EHC2-t-J&|EeT|1V6_@O!dW5R4kM
zM%F?JB#Z0(L2c)?UGeE)#xh~+9xc(9=?nJ6G|biwPem~8A!>NHAw>?7t4GZiL38iH
zPDw8mJ>hz0ZN2)#=6yxY^;Xe)d24HHC;_bO%wdpHpqkTGT9MgX5d#njtk(kovi50_
z#S2j8&9wP?zTE{i^drEO{HBYJ#8oJnRMVSjTKRjquS(7c4938jW#}jm1{Axs(#C|d
zCl9ND?Ic_4$+RKFj*MhWz+r%Z=>w)3?TXqXtwdK>>yGwktfKW%LSvn(d^rXg6~^P#
zDA((C-DwfE`EJ$P3-26oD0n`1hvRTM#DM;$)tK8hiDtd4YtS3g<+r-9a?-4b*uo}D
z^migga(*U!G57LBNB;^Md3!ghQ5f6ovmn;ys%6C(pXmXP+{!+8uOxD0n?n>mNq^P$
z5mE<Pf;QW5hgt~G!?E1Jf}-dQMB60bL=m-G8%pfJArs%c39G9UEZ#GCc{!zPTH(ou
z80S?QkJl~z6)UPA{K&Bc7L?^}d=R_Lh5YqFt#=%BzxeHE_y9qYUtElN_wHTL?u$rH
zCIKuKNJ{BBZW}>$f(+tD?!?4hUq8aKXtHJhGj4;@i5HEa5k?0>71Gg>2l#t+;BA0W
zyB`$@mH_E|Y`;&OboX;F9QzKRS<ogkvvRR7Hdx!dh<hSY#nb@FfM#Qe(4rTrYZEQ_
zTUc0#iHrN$=DmN!?af)o#jqmMCkNECzNmOK(P}bz057kW4$>5<L6FP@z(RIXY>?z(
zL6w!f<KyEns1rwa`xyB_wgR1)_?%PN?)%6I+s-o%wzmL#q^APxVchKg$kkN<#=y*s
zw%>MkH{j|}K{ewc9)aX}jtMHU<~5x#jFjB9^>w}5>(spWbDH*ZETHo81|7;{Kp%Ai
zm;^fjjppu&2@>9pD}kDtnkuUS;x=^Vyo;C^)cJ+rkD1nezvUX~Wu6dgJVAha{}xYF
zt~9^g);U~STwIKdi<>fJK#WTj5>tv(CVmAB?ifNGf8`qvujQFzcFMi+r)?~SLxY3e
zpu1jeGji9cBf!`+JyJ2jaUO<$_b0pX`0vqW1PV&f?i{#RfF8^uHa7Ob(EX7dkW487
zF1t9}PXOu}@$2J>{*jUIp7My&S6O1ge_T%yi7BcdxHI(u*7yikK8CkF5(F5t?dgg}
zQ0W3pRt<&;(SPFwO3>_|fZ69ZM0uP6X8!{Mfg&70tEf%^>TmJM7eh}}RdE}fmg3v}
zFLmr=A|pG;3sv~7`U%^@nf}eic|(C%c=!w7wAIz1jrSB;5&g$gB{l<K;=nRJZD?t3
z?p|1ETg;7Al)AaVX><-=ds{4^uAXBk1ey%vPqU&6)9>3LI5@DWsHn*10MtMHmEp9y
z;JGwqD2ynjFMM)|(-@2j=0J;tDA(WrxgfO0k|2k@+!`;mn0AB-d+yN!NID9*O&I8z
zQt#~Ux?EqpY&{-VxlmU|HsfHyVQdK_@+0Vb&UD{;D@tl2F_-fbz(&ncAOO_1YR2$C
z6o^L|8hKn%K93GC)aps+dr)VR9FNKd#l)Oy(}Ml`Zp(-ZG~>S}ibN`oyv8wPGMyk?
z*&E2qPsDn{R!8#IaS7k~7)|rr?_;~hxhGGaIRBnx2W|@i8{m#(x;%)|qQ=%eKvp3=
zHzvSsQPGhw1XDdpYI9SRnyghb@N_`OtwgbAOIuhV=I7@bl!(D%5rInR<@R*f+??SO
z*iR{-mZ$ugjcu6WI;Po=ltVtp@Y<h&$I@|%;w5dB0w?^SmK6;o44J|%C_o6+|MhFn
z;aZ=jhDMOC>ALh2#2EHqW)*LTMEATFXuOb2*RhW_KLDj|^Lr439p)PF4i68X&owyo
zHUPxAGUwDGC(P>3NX&C6Z}Xf%p%J5xQ}Y`F5%etst~9Qut%Q6Emb(N9ys*RbAjT3n
zpvPa5DDu=fyl=E0^TOAjf?<A^L&9FX=uE#4E#614K||5;y6r04BFc1cuNl<T)%!qw
z7T*<$vCU0OG!-Yno7NG+l!Z$PoB07~E6vAXYPj{PVBz86&u8n{4eFi;W8C$Efz^;T
zH)m}B`-{fk2K0;@{iuX}%don|g-xRNDj%Wdm`Z_a{Xxk@8U(8fK75cV(Ow0Tl|*K&
z-PwBC=g*7VkBBt6dwbyzN6iuqOE=l9fch&)zc%PKac9>fcWT6h*0x1Sc{wgVKEAN)
zPt5M_ZbEW$>qsM{wnBBaw0f$Rv+g`8UHA~F9r!HKt8555_gle)TnJ`XRB!{Q%vt#z
zgJdbH({2&|?L2Y~7M;rb;8Ew&`=Zszy+XC36-ayn&`Y^V8#M^Y7sG(stFxof&;~5R
z-rD={6sKf3CT}3l97X--jR9U;Ar@vzDT<`1Qmtyiz#G3zsldB%I2;ojTLw%h$3phI
z!D?b8;`3)%91SWR&DA|o?DTZZ1ljWrJK02&-{JD7KcHm$1}s3nLPCTpODHo40J6vv
zLeTJ{LGK?10pJ(QkOY;$8z!DlG}&iMETZ^HN+nOLwE>w9Fa`-IJAf?a%W_xf;WweB
z&aYp;YW$5<RInLA*%(0u9e>cHn|hsU3=aVsD_=)XF#Vn-Q?PygT5EHFo+u^#guf)v
zC!C*qwO;-C8Zju3tS2PN&oW9p>V9GjqG^Z#FC}$}n$`i4ez^hg#@RY7KwI~asEfm4
zUcXC<MvK(xp9@m=ue*k#F(Vc}e?dXTuw|uUE{%b#6yBvOAZ?H#7&DJlRjg>21m*Fa
z>x+}J#>IREf|=P_9fQ-b$k@s%LPcd1sCO4O^p8DGp)dzS1yq=-az*sLIC)etu@>by
zdj|&~SNiZ>1F0=`co<~x%_8czf_Z+I*_rl#ta>4=^!i}lZKMlO^%jOoN?0uF*+wre
zf&l*7;$<XS&;?z-<_DvB;UK~9A?69p2b;bpz9(pGjs}~Z+V&~e<21h9!G@yu0R~Ry
zk;SLXN@6B2uDr&S`iXH5g)#Ad0)qLjFKBciCN#<{wqDT(@M+^CO7nYO1;^rMhcI0~
z|LuiGM{U&U)bYTk8hM-``dC>B`GJWA-Pr^E;*=~ajH{Pzq)o4Nn&eq(U+46Pt3@$a
zCDIz=Ox4i-q2AB1m6chMl*nWAH{VTurZicYKJta;00j_w_dTvfK?7gCD=FZmrzD=K
z91m#2Laa6Ofgo*CQ<G)y`O^I!Mx`;zW_R2w0d+IB8s>)rSWIoF7AhW2|7u>B$S}(h
z;v}k=fvqS<&=Is5k%>CCE7*|CY@0%}iADv{l^8VnlhQdjKXskX?@{hmo4S+MNCOhW
zxr)6v#U5k_r~&u^aGTQY9~gns2XN3_iOH>`=6eI@+(nQSr5o^50$Thc5-a)razY#T
z!Tt)TUT>lZ{OKv(FbEoWh+H5+Yw_6a?oVPOA|!;Rt44gw5L!Bu1Z5b|T}6b3qP`Py
ziU-^bjU-zVRx}ta=xv%aC4<O_^Pt;}9w0w^M|ChSVZ;VpWMpKy0A%Y`nFXs|LM6!m
zu|G#6L@mso^rFdVHHM`38{d5L+S`8TtDU2R#3QA6Lqr*?`|qG!*;f{zY!=<`07a(Y
zi*dB0U*Aw+bq;gn0|NsPdGsZo&MxN-@&haAeA+*IhIyt4rk`t`t+MU>=N~P$F}7s}
z-I#b;<}m$lwRKKQl3}l2>CTc95d{M=-6K#q=4xm+sRLD+vWg1lM+(5pz$R@UOxk|+
zT3h;0ORqZ3qo%fJy47TJ%>zYE&9*qVqoif(w)NHIRBP&{>GY(U>=ph>Rtztqy;uy<
zy2mlRe`HdVc9t1jo#oC{<3CiYH#jsDR$1v(=+NHY&c?|p>*4Vb6nJIxK-edeCgJPx
zb{BMnfObtlPlxD@a^WVXb=Uk{iTkSdj^a)P>wEF=nXyXBpCWIPS*U)xaK}BUOJ;^k
z@{*b7?#GO_PUioKtF9K6h-m8Ahz;M>t_8h8^AQJ~USe3kRgLoZdrGAqmkxki1RbK%
zMiY?TK!^vk(9_#15U>KV2LI{WIqXxv&{r1gl{|)PmlAnh?}*nKd&yNMROqnfWC~)L
ztE9?wIW?VGIqV7!=h9|)p7xH`gcl!cw!E~9JF9(jmYECeO-@c`+G+Y$st3}sEGSG0
z9rX3}tLp2+i;8UO&#FItdezqE|8^HUynEH;O^TOlgxTJ1-L-*`pj%@!23g>v4+2AO
zY?HQZ+UP#cI2PQyg0ubv<OLETBu$S;d;eZ_2yLEA3Y?u~R{y7CH)NY#Xwv5Mbn8Pb
zkU4|K*f|PQ8H19v>aZ;3UK9P<rs}=%mYa`(-A@COakgJi0oPn;^(FxYaTg$nV9$%t
zp=1R?<>%_T5|=x*WS8pM;#8@;rt;d_q=51XU;mnF`J?7pnxubo<T+B_a}_O7=Xc*d
zwf<t#ht#+y;z8U${J|C=1|79GnVGRX#?3h@sXVZt;$k*;pqzvtHH?9YDL>B{CCK{Q
zJI03($)lp8pkiI}>Ogkrz0~^&^u($2U7^l_U*zbG*X*L$`sqNgkmOTKcEfWB#2WpZ
zVe$IZ!p>&Bu-)H);>;UtfTN-_Ja{k_R1&HB{YzXY-w3Mn8^ar6DgkcL6q3QmYxs5C
z{Zqap3N+WWtshuN^}jQ2#Vja*0o4q6V0mK8D$7O7^?-|t)mx~diHf6vV_=w3_HiaL
z<cps{oWp-LvWowGj7I|$Nidr^Ll8CIQg780a17wPctbJ)0S*x1tr@uSgq>kt$C@A_
zzpHm{jXqVQ0D233I_N{Q36{=bd`gig?!+}7`K_l2mQSpL#J7HlC(C77{kZlsK-CQ+
zuaO~0uhz^CWH8)~xW2OsW>kP0+|9xxL3h4J0Al#WXwSN!A8C^~nSxGl`E&$RjTa;1
z(}xZhmqct<yp}&-^LG*m-3dcnqyo|(bL4vF^#si=30*|LB9PNqtv)oO4+6AnBc~o)
z(hE?YQUFzh^JzJd{(R}Oi0Th}meOqLc@vr$`C3&u%~ybWX1+TD4?r*~3=rf=PE|al
zW~94;SQ~Wjw7Zl{qBTu?t34|I=XQriNm%H-)=CK*2))Ix4<*H%uY{ei8o>n-Kn~rH
zG}diG9Llqb|H=X+pC;ML-2rDe)aeSSb$0;Gaq+hw{%}}++bO1+jP_eVURd^_*nLNV
zq%cY5Q0&&E`AE<y{YmPdU<6yU9tiImo#BdVpziIjf}W5=TaV-M^JQ<o_#FinE@rfY
zlRFqb$-O}GVigkbZ7<Zd{~+?aBZ$v?N<0`};!vk6F+iK|MI`PkkXx{3o!g`?n(l_a
z_s<5|;(^a97EnK%5xkmCx&uAI;?E==XtWGzIa`tYoS=k+cyYvY(LhskWT@s;eDBT|
zuOm|0bjfsFuPYa`9(3sna!}szLE}op`+k|9@ReV%W&{LgMb@=GR1pzrzgB2!{!KmU
z8xaUqfHkfiFCiKIfT!M@v<@XS8Q{ht$~9~3!UCKE=^i;}zrH~dnhC-!dg#qHD?WkZ
zKmCXw)7AiYDSdmm7Thhv@K6U(<k!%c5sr&!0VDpAMa%tM^|p81cL%jxtkR(&MW#{a
z6wKeXZ1V)vuQsc?c&<Mk1!<(3Oo3?wIJuEDJ@~d$c9?Z+h#&Ml5DQ^p+RYbUQ3Td+
z%KIt_{6lQ6-UMaQ9Sm}YbQ5h6fVQHlw2x?&0}bEUdsNAOzXvY;GW4mIdKnJ@gM(;;
zEJ4xvh_<sE+~-dWjWqSJT`YHKJHq~L447*lAoo$^Q$k7M#klK>>s-xEPWP(V<nECg
zvWdCp%MKhghqmy5y<Hyr=)><ZfE3=HIPc=9x+S=4uS74E%=I=aY6uOw06f8<4ivip
zt|>}=x!gelCPtC>5TI^FUSKwswg&9#>i)si(X4)A6jv9MNlR|xTl1a=0jLaLL61=}
z=Y7C94*|b<2w0knwGV9F8VRB2?3OvuAi+v0=B$4Wj>ODyu>{TGW4qRUHCm46p|QBE
zz^8u4LCxeMHTdNzoP-r%<AOjY@w2Yp223F8hbGwxaBygUS1>v!NdAQa#I+p*Z`Z`l
zp$12WbRlt8L~#H##2g(v);zz97rRz(kSWifnBo38qO0=0AJ``S3wi^r;}+kj<-;`@
zZBn7_(t*Hi{nsz!g;!d#zv3#*5O6R7A)&!)S)eT>P|hgJ!^l2>{*N2c_Jr0|KVwMM
zY+J|d#t#^PTd7-#>&5A4<}!otx8VBdMC_jPW2Ars7-#G~WXn}gX<eVW;SI`{N-CTy
zKP_iAM9&kpLH^t^53V)=TDNz+;mNJq?x2)fdjYzjubIufe`&-XF5-FK!MRt1pG@7C
zBfS>(Qa==0a1s#7<m)<e=+r1M%<}@v!Gy|B3~f<Ic+q~&E6e|1mx#Nuh3woXTJ?Zv
zyZm>w2Q;s7<`|lC-hw;o!C91k#b`l%z0?PoBbT@MH0jKs<j}-Bn@^Cww9^|}yeA+F
zjozx~1kN@tye!hO3w(zv%Sb2w_S~uWT{&ojJ2HskYgRyg=hy30vivg=WRLK_gZC3#
z<OOm~zUJ03iGc!`4p<ASt|qt6k5_75UHcH?4?Fxc(hCH7dVVjNnX{u<?gKqSKV}LS
zeBK_1f7UJmj8LYHwhH3kEOaG{Dp`-9&D{w&n)XYzONDOD;q~tW&Ebu7@^*cKT*@2L
zP6CkJ71#dI0!S=P9O^WI$t$2C@7hUjKe+eGj>B`zCDI*wOOUd1P-O=?iz*CYLu4PL
z0M^Jw?;{@0zCW?K(Cz?A!6bNv!5yO(^wz@&;JhDtWHlpM{XABIPCYm2+$K_$-n0;j
zo;L<_+d#4W0;>>y!LNCb7sI}5{fX3n<X~fva91D^D2l;x6YC*D5LJ)eJtgCK@J1{S
zr;@;H7E%u^UaWM7gX2<EK)XgrOB?&|aKh5(&q#o?I8p)0O~cQx`9Ma7!?+-r@qEdx
zh;MY4&!_cd!~;>vko>|o)xy<hb^IO(y0$EJdIlW<5<ngl;koFI@rr<69+0wp?wcAw
zelz6-op^vy!|Hg=GZm(LEaTt6N(k%Ckl#o74z<Q>vX2+wo^vuoS)8I+n&0f@B>$$G
z21G@Xu&(w}nEpp?KljP0FHbIp4}eVH#gV=~3`a*tQ3-|rH`IN((36ok*JsY&XUT@{
zzzRw_U8(C!CHLoE@X+gcY3|yVzAV)QgWTd{-lqxRsKRA^GTk75#TJWS-LXjPp*$6}
z&_ip{iLMdng-Cn)bmpjZcay>=T>}GHQny$4?|T1Cir%ekJEexW&4Pjgjx!}yRnWb{
zgj$FHdp`@WNO&>u)_*8lqGj+DoGIuW7*LYJkad5hl4``~V1W7Iu}W8Ga3BElR^!nz
z4u|6^=9}O5ouE?=z$-{}K;g~$-jDe2-@neFoAlcaXIp;|Ft_sg!4US|1=zcPXsG;D
z67+WTYOJtALPLR&FZyYjj`_iImm(O`KlPuwySrdsULFTj3o!8U5w5JP$UE7~YL-oD
zaJ<FD!3hmna^D}w*%h=v_6ACN?mQNBX^con=)mb!iVJw(*ExxO2jFx@`>iKz=iF!6
zGiuFa^;yFmB53sflejqKXa>*riKTj8{s$<BXGfrdQcGv6nOW&+!@_j)OS?M9h2~Ws
z&{KC_A0!*f5<AQ8ecje30l2y{dtEkC^0U0U&z1scp>@g1EwKaZ#HQsVm|YYETp?ON
zxUVH&5wSz)+34MR0C;ngsaV_TJKCdPa8tkB&X7A_zCN=(r!u*p<iKPf^eHu!;-{<k
zTa$wF@^X&0#}BrC)UtwpQqjH_^5vhYw+bt^z9hUCeUM=3p^;J0)<kfjN^pnwuXn16
zRTcxo!}x&I26OVZf%C2M@!o>rMxV%kI#(xj3B}W{lRSFw_-T{k0_0G=qrkZVYarsw
zF_&GQPzMxcsq*HFMu3sUkB06;QaGQJ-{JREQW&_o@se59(R1jW-ehOTLw)qo8-tJk
zhc1;okB0Ipw`w5edR5n?d<KYN0%F6%vx|jiOBjnjIGDJkS&^HjGBJgH^ntV@A|mI@
zp#+IZNx}GZq6`3oKYH{C78DyBtL(;8qRpZDUXpHWYYQA&L4xxsL?k4k<~<QnqG$+M
zCwCm(ucCx5oPds=IUZA}sUi3*+9N7QUFuHzwT?S=ULY3z^7SBRCFo_Cl$`!=eW~SH
zB7nU5X`_wm?=NCrDS`M_`_g8Ae9o!XGfMT<!Ma-Hkg-11LGRnXgEUX#cVgC&z_X`?
zJ)%^BR4C79whG>;F^+lvo%0Klyo=_AmgDQQ&bOQZ|GWUPs`S-sVg^xaKn4&PXNiR0
zNs?4e&*OeK(}Mf}^bDF3et!!+OwxGo>irY1nC%m%LwNe-n{0f)KUfF9%cSjC1M*0=
zw5$pmo|l?Geu>Bj+G1^mv9X|J5^!b+Kwtg4r#wmQ(Enmwo}rfM!07{V8~^dI>41w>
z$*uB?LIRwnt+Kw}X;%r)5<}%}WdLw>y}8zNEB<d(R4iaEG`TBG@My&`hu#zPuY;lM
zH}orZ_Mm!Qzl3T9$d2%Cncbmopa(eKW`*u{^FVLEp`NM3nrYQ{r>@ZfNy65An3jQ;
z;C$ykBundSbm=@;nf;rJjg2f~v}5*j5Jn_Z5Tn2#v9c+xQSc^<-KbUfEf&6<l?2eN
zcQ^0Oq3*Y$`W?k>BCQ-iIZ%+l75F$JVF8cFPKH@pgYaNXVK(o@ZNS)z{@E&<C`Am2
z*G}EJ(VII(6&_H5q(xk}$BWZ!jBu?Y6marU^&MKl2Ndk^m3$&N&>S^a*0|EBiqS_&
z^7I`vs)s;F%T#zUKyp;eLXo^R0%ouPGxpY6Vl{;|CrM2|8G%g?=&J4MLL5S}JAMan
z=Xg8a<RriuY2ty-m?y7f0>xE;Le-HzNP^|x>56_^zo4yp)PT!-(*HSL&FSj$9!s!9
zhZQAwd+8%>QVo`YLzkmxAWe-)QTMA<HBRX&Hja_qrcyDA;_Jh~%AZwP+^KTCSCzBw
zcRsrgDnq0vph~_>w7Yn%Ri-8tx{}bn;)2L~+f4BiV{0IF2)4Oi1#vac*6)V}BaGqq
z6=z6tVj);@_taI3-Po?j8LofC5L&++QWJRT^}^_DyQ?HVwQLGobpiCS@a(tta`&C(
zqW3}Qcwm|G-idFw(1p%F;s3j{&Bg%$9~W65p2GC*$AJSKn+S`)Tb@;|C%2;kgAX5p
z28gZz)q!yt?<l`F6^r_G{QaM#^aW19){DNaJZV))ns6KcPirDl<jTljtMH<-^W1MX
zdTsAwjFQa(wn1@Lv3%viYQs3nh_lp?+2`~DY5mLPJ=#zv7E%GV<C;YjPoEl`WI;KY
z{aYgJS;mj=;ZFq#M1irQX%aM`8{qXv$!tk7M;2o&s{aXaiSor+yU;2@OSE=xGs(O5
zUYZ~flrquK?4}j|`WBqT6ukXijuoK-AW!-1kJT^dBR_-=-Xsu{Tw4O?$@8(DA)KkX
z!^VMf*Pm3Q1PQJLc)MIj35##<GZ)&-GfT~~N@2CAei^ho@Q$lI2{NH)*bGW}BuPzR
zx^+s*alQ6Lmfc-Qt|o6#h36KD>A(SjVs(160b;YQC*Y(iaNK#9AR+y%8UeFaB&fg4
z{96*nN>)tsn23@j=N~xDy20Wf1W-+w(8WAl>ImmcAZ1{Dq$nr=&1o6HMPTRlfg?oQ
z)9`;q5jfa!tRJ&axR(?Q=5fUyKz^5gRj^yja>rmt8=k!*QeUe)Dm)HYiS!>fmD6s|
z`eRD97{!X8^1Hf$iGWVql!wTps%EnF?JdMrxfY@)NU(?!5mCjIIS>VGADI3uHs&{j
z9h@yeMuHeauAUFi4!o<^VG>bXOe%g#8AvT_<#5-zIeNj^MD7uMv_;7IPXXA!YI<Br
zaue~IC;?YQ=N-2bIZjJukd+J$GzI4SCY|5#Hs>e+WdIh=2>3!wp~MM#xk&|g%9l9H
z1mdK6yGhKMdYsJ}B22tH51q)fB8R{U_8LWMyo1%4&eEr|7F$uQV1W=?E5Fd~=ROz{
zKiknWJG20gn*{d9B&TACpQd@l6+bNtI$Q&$BDB_)bFw6v1&F==K3i@(6P^%SpkXa!
zj;XOp@aR44mI3_7^2)1!S3a{u^}DV=ot&R@Le;Ib^-Z_`o0_!Oor<Q97Kfg8A0zDn
z&gK-3UM>1_0Y<bm&ptH|k50}?7?Zs7%f|>5z~*&=L)CEjEPW_|y5+`Y#)+w$56M-m
zviJ0+8QLas)Zbt5f&)I?Lpf7k>NkN^SsFZi;2?N;OA4}SmkK7i+iYpSV=sQ5!_<C>
zk4YfpC@5e|TZ^=Iu=7xN7d@63CKviLtfqOM^MjzO-aHpboGDgZFatdTiN0l^5)sYz
zHi)bVK><(8J;5o!lY?7#xuWAHv~q&JS8+rN>|dLM8cseLVML7;H*F<C@~&PxEzsUA
zpDhL7!KwSoG+>oCk;De>uXVe!);d-;4wBPVSlPyC@2aG;uF(LeW|9W#-0HGK3$t2X
z=Y^M(6zWhr2cSdTwJz<#F!lFWyrL|;vejSUmo4(EQ(rR99TFmOyTRd`Mj{}~036iw
zIdZ)kG`5ZOfHF{4t1bd~)avCUI!kL56-JYF=<v1DrS1~x?jp%6N=>96Ty0rzHz0Ar
zb}+8ex!fgfTe_)jr3z+*W!tudRkG=dG{q`5C}a1r-=YOS3x<7gex}qVD+0CDdcHs`
z=ou_~XOb+Lpf!GZ`3n%+rAg9JifW75km!T6k5;Z9%Zv_xyk)IoxF!;wDdub0!d7*t
z!}_N~XF_lafzqp}S-q3@$Mu2Spl~eZ7`{U$4^!#kh}Rb(e0<lF4l!2dNE~G!aAZ(5
zgc%&Ax20&kUg@OnXE2vv7HwTTw`pXLhQ8IH)XYvRzR&OVL9r(>q;96rz1yQ=lh1dw
ziW6yn%xQu(Gen=IM@g>2Jh?S7`=jA|IsE2AMJ&fvIp6d^e(n9axh#_9F$*e?y(rLs
zUlZ1y$2__TAbtNKt}nBWmA}hVEPIaNc(Y5(JtgQCXJB)DBAB-w77|+D!ILgUPss<H
zsYV6L{IrQHUl5M1bPPlb*XDFg*OV*!`0qa_3;4DbYSLEswHV~gt5X^cBQDW<Q)Ip=
z{mVdiFLjFsSd9jII5A26*Sa`Lc<T{9pM9Fg9cKi>ZKH&(Q|yt{>Mo02HE#zU=&N+4
z(EF}k?q_t4eLyqcV~1!wh-LWBld$#<qCm!5@(^aX0cIn2cb_du?t;_OIq$UuQtD@e
z6<R%dxQj5)(PwdplI|pZ9US|<D}2#R*Js1s-jlv6eU-9+)A8%LD{vV3C<K?FDO2Y5
zQ_yhMGd4Eo5TJK`d<N>!--S6aVK;eSrMMd^-#=mu^;Kkoi9HJqFn^<jHHjt5&21mt
zu3;N<r~LNYP+}tev}rZn(dGd%Ri{5Bz!``#=12_Pd@ObimTO1s;bDxT1~SfkqZJt*
zY0%F)_EdfTJKZsb;W!klKm)2EFOLrCVj+>1X-B}>yc9b-mZqkru*)hM3JMAz&=9F+
zi~op>sz^}2Q&4zqNV?!XFm&bF!EhM>jfCVnP{H)O<@0TKs)qsrPZ5ab<WI(uEawh=
zXdSySYo@j)q4w=tQTyr4-lQJxDqCGUztTVGFt3?k`7b?n1??g@QahzPb<Ry)wi)Wu
zzgL<j01$2t>fg<YB7*kIJuzH5QBqd*Y$OoemhJ=|uFB!kJj4aRbpM_zI|QH`!o$Iz
zJ_&*T4CgZDke0WIh92h64Le@I{>eu)9F*)WWo8EMZ~sKAvn^~p-Y2MYtZ1vVz0)Wz
zZZiJ}oW5qKzw|@HurZ$rexOlYm%L}4(#*7OZC60v@VN=Yq_a0h`pIh#|K_=(?Vqj=
zU6XYsr>UP87lTrDPi}p@s;Wu}avz_qr<z)<eva}w?4^LiK<B9Eba$>A9DEr{zh5+X
z6GOo(4@S)Av?vY(qDzM)K;SpIZM;KP7d&}^abM+i14GmIj`j5*d99<ua$JovyY@FJ
zD4!hRLQb>Gn`1g4&CnE2%{qMI74qCsc%+Z|(~g><L)DjkQutBnuUCn9)X$fk0|I7M
zfS@z*`Z~DN+bO4hf($UB)2HOm9{K)oIJRa%)OZD)dQ&=f(Dz83q3Y_qxHb5MrfkTT
zsIwXxbMI#ME4P%9_)0?A6U_L#cRrea59peDUMgwb6A@Hfd%EO%{V6}+!*6RhCRBE6
z8#}z=pxM9avblnLd8>qbk}JH*LaFcx<Gp)#oI0*O3U@&<JJaInRDbs4lM_8Sw*@3w
zK&Mjk>??GTO@pm;zNoH_6sV5Kz8@VO!C^oYp;2}s7GOQeCUUy>V9y>GI~+|xq4UcZ
z5+0s#XXnJOF-;(9K9$?I(hB;bM)lmuFgBv07buBCVjTE09b%Sk4RI;v5RG%>-QOh%
z@EmR(SbyHQi5!lc1ezRsC&KwgNH%R@y}iBt@SNq(tWy>=|4ze!?}D(MQhP}4B{&qM
z(1VMn+q}ZmNfE@W!84F(It>%yumSiXG2cTje(+BCvv@WR&(GhU_>z)|<ZhNqINH*>
zJYEax5R7NzatkXp3Lba8qdZ7Pc556_8fdt`v7Y+i{6O~lqi|+M1`aF{EjElohwGV*
zjcooHkb{02_b@dzwOSM*{DlwBeNF9|f^Xv3*|7&-&Y;^g0!}dULC5XpG9K9JBpiQO
z^WY_c%{MX%MteubkYsfpSI7PLH|vm3tHqGN;EhNG2hDYLb$i6mB`~Ez*<0+=I{wxA
zPPe}smdNSo;);ulqqo=B*ZaSHgSupKBbI7FzeGq$8412P0qBh7+-Z}0J({H&k{m%v
z501rw^MV;ySAI}46euC&10BtKU;p20d4*4a1bN!h0i+e;5)x%?3I8DwI33*F+{%2N
zNq#|J?eh-*|M}HEmQ2fUK2|07dw6(2E#D_4<#om-+IgP)i&Kk5Ko$S=G~qv8wo<yv
ze_v>1Dx)wjCnvXZ`G3`N=J8OjZ5*FdbWlR+ydq?aLFSkyIku7P#7UEsC0iwHvQ#os
zjwO-3^&><HDMThq5?SKd9b06rh)~m^>B#v#z306Dyzl4z=l#6?8^b*FJokNF_jTXb
z_xGEvs)q#47aUIoWQxXSW_ee4kpEVweZ`Kx4t+GC4I9GI6n6UjVZ!E-=f*phX)05K
z@JniV#w-4iy*L&pBQO8GBsN1-Dzz<R*Y~w`b<zq7JS1Y<UR+!py@ZDz(c5c7Tmse_
zK4?>if^of3Tl}4L-@t$iNXmT{JFE`FhQsAw^9YYjsLz6GQtLBEcr!I~$v@frUyX{W
zs$gfXs(Fb5N*R9pHfpHy%ox7ShSEdjf&AdOHzE5DkB|Q%wJT!y<zv6?I<J9wwLdsS
zXO)-N3=WECWMrtHnoG|Rc%Htd-QpzRQgL9phH(;Jq3k-ByMbi@%cNywprjN40Z%lt
z3kwS)w1mT`3{7<01@di6BOqE>v2x`+=iP(MtgPDj$Xh%9tuw#B%sx@JV)^SA9v&V-
z<N#BQsP*y|jD8}5@sz_cBSdL#p+Mk9pb~g8>qoI;34#L(Lnj|cUxjB%C-3)e%}xCe
zzBMqcn62p)OL&kyfOkRLM<DliYtS#st^YWBkpeczxjT2Cdf>DOQizbKXf&JcZ=Co`
zd#2GCFwezLJ%@au!{y@UmZH&wF+Uc9n{h}QBT1Lw<>l=~<{?OAxZ8k47MpKiHwn)8
z4`6<%GCBV2cRj5<M$R@7Zt~Dk6cqeuSLV+vrsfGC>S%%gq!rD*t0Bth&Y=jmY(lew
ztfq#p>bGfyF0BoYRBvTw#-4Hw*#A#t->LdMclXd&z_KGvl&aeE+^dhjZIfF3{8<XL
zI0kyd7Xo%9RJFh5+eT`i`F;5HuQx<gow;bDziOwQ1QSC{g`v}L#5d^#i{NDq=7Q30
z85dLilD$?|>oAf8;;E2gnw*j%rKM$;-Ks96U()FX?e4QgIkPrsBg(`>^|xfQST>1G
z6CJpWlGkikP7=FCbJiGVvk4^Q`Z&o4to(cT%s<S{#a~vj&;9rjpJvk1($cZK^lEu>
zYq{#iqSO~JUS#PoImWNfE?3f=o^efrx>T!`5(&@fKh}QBzzWNoT#D)8g6TTfyMfU$
zG0Cg=MH$Cz8I0tvQlCRh5}`t*_-_n9k!%vv($d&~hpj!8$m9e&d;8lUJItW}-QoQ*
z9$sO@DP%OWqq9>Ebow!@jSIo|CA5Q#5z6<A^8xPQ7^^BjJ5zO&%cIUgK%cTCfP7X<
z0<}+L1}*Sltw1Bm-L@k0i~Oh?G*i;!o_bB&YzvMW*NDch0wk95NK-?@8ALHO1l*yf
zrA-qjdi(mE@CyyPC5~^q+)Lu0^L(m~pJ7*jFZpy}Kn%0H>+ErvZ46DXz9R0*pig?P
zuCmZ4w<A>qe`u7~V3uz)h;Yvaekm;{cY8E>0i~3nnAk<|ykf%&G4BAX;{aIy)TvX?
z2_u~~s9n!2yyqt2Oj<YJdVjw>^dbPc@Akg&2D45klT+TW1o|_wP!UJQRrkr$>5`=8
z4}ODfGlc66K30ZCD{k3%K>3;=)Vb`b?$wZzOWk*<<cl>7>(1Lh_VnCJ0)vOSj-asc
zFQC`PCnk2@wi@ZQq#Hn7jXdWca<lYRh*+%X_S~M;MzXs~Ix(#YG{p(brlFQ-jVeRa
z9*tgvK&WBnPESu|f`g+xSzLj?D-?>eIJ>6X!cuFVi=YYEGXwwN3tzGIV6iTa*M~yB
zc*#hlI=ysg`{TVqD-%j??<RmK5bZ!JGyAx85Q6TEb~pE6J3nXSr5mz;i@%8{sx7-i
zW!IxlV7l?wuSY|;-=!pj_<!i$t%y*Eehe^|#K$+S^+}dGypQeHhU=Y!dSDd7kGZ+I
zP|(ur)~{DZI|Be(s>JfcR-GD%y$X>>6klcidf~}HPC<d7C4Gs8>CQ)?P-G-yM?^+H
zF&rG$LWQM#poj~H%cn*!$j>2695KBOwWv!}eNDM7TSg%sszaVh!1uyLbONlqI9DTp
zppTGCYE-npBAfH#QTb$%rM*N?^2Xd$?;F&^e3vA&qf0z`e)}nt+;&pa9=IFPk$~pG
zezxkQ@?~>#LbV1^9Ms+@L~+RAn}Gpc-|n%Bgr%?!u*mVTI(}DIS4YG`Lt|qOt8$Cq
zo0jKjIGks(SY-kywh3{(v#S8^UQw|pASx#hkJYxew)gBFuY+~eIV{CkwkR$VH-~Va
z<Fm7Iu(8^wDBS<Z>tb`W`CW!$m}HWa$gR{N=7K$ODo)g_^Ek8~O)!$ECN6_9NUx}P
zX%l%wFeD^|^z(!m)7skFU^X-@O%nPIC;{JNOe-oXHeYG-_-jl%|8kO&m6atN0)tGw
z?GPc!$-=IO4@;@5vqt^2v8})`M&{>x<wvZAbZig5C@r+AijL1KV15bI`eUvp#rtGH
zKsai7bO$0K^iV8)HG?fmJwUrCV6Yhw?M1|RGdS+qgbuN{&;?M9@$<u7clYq{@)Dp8
ziW#?<8dVYIlbam&WEifupA&ZW_vr(us%ntt9P1s|a6GdCF7@^@zDA`qO#nPiyhds4
zyLVt4lJ(9UhPCJ39ELHhBW8yxzjIq{9<I0N7@=0*L=UNOPAl*0>m%-`gGtiOVGMoL
zxzqgf442y(#vSu(=ZQ)3rX^K_>7=#~cMo=U|7W{dG#zdRO_4YKbVC2lHY#b+Lw)Z<
zuK~45_=#Onv14sUQEHN^5s(<fe!FMBDKjmEV`6G-98V15F{E1PQQ~Pwny;G1&4V;&
za3&f+=+n^^vFI;w3QJB%*yBr9R;EoAP9{n9PkO)p>Y;8zHP=LKZNe|6mW=Nuo%)lX
zVSiab-uT#<43ph%WT>si#1zLGZFV9s@G>Nfw(~3mb36<mj&`}^<vn|*H#s*_LkJY)
zNF8YSk;Qd_ZOVc_7s;9=64~4oAbAIRidoQNnvB)QT>)iw8+A-{{Z*~gMO`dk7qX6y
zgX!+wDOek11E#u66qS_ndXKiH@9Y4xy4ROESQe0|mk|$<)s|GP(^hEFUGGZYxf039
ztWI<BpkTKJApfHAsVPN7qBX~kqN1WURNZqP`NP)!EPuUoV=asX9NdR09z&cZk22H*
z9tIsq4T|2&sAq2DUd;Hy_1rtMF3|j5o9Cdg>u^CT*1i6tliu@B>FJw!byJ!k6pZm_
zaE?YHEy)R+Vbm(mESL&tv*TTTd??#}hU_?~7nPWf*Ti-eCmqbcOf(L23@-kVi1J2Q
zL`0$T!wV%V2Zx&pmvTeaty`D7^peGl!MfLhPnM<A>5W4}4pXnHs{E&W3r*vE-~G1r
z*o$OxVq|3G_}jM%u_CH^-~scBEulI}X}yIq!x}Yt;`H=%)_wc(>+IGMgOa@gt-QJ%
zEW&GoYXf9HeDcpO`@xKALjCyFk+8yCISOt1|G^paA&Qa!#KZ^^Z%%LE@YC<GZc3@B
zSU6Ipi@5BJuS6;9VVOX|8H;Cj3zMI44~Y<vyo95K3zrP_j}VSg2Vxo;jBD%bGqD0L
zB9?to6{)MMM_n@b`+Wp8*vqx76BB%iNlER6E=KJMQ4K4OHxvI1Mb9wy`3e+DJqkCR
zaZ9hRhRVN)2Mecm5L*}F)_!NVSTH1mM45<H+Q0|~oP;x^^0OO0Pc9$^hM^+T2Nw!z
ze+8CL&%v^N{xoT-pB6mTj!@v6NbJ|4E*u^mU4bIx-oX++Y`v<{(*9=VS&!>|d%Q<4
p5T2{6&|txjJ0X_;UtcZ@9KW_J+Ex5C3}i_p69WtV`+AP&{{-<(yORI_

diff --git a/doc/LectureNotes/_build/html/_images/week37_139_3.png b/doc/LectureNotes/_build/html/_images/week37_139_3.png
new file mode 100644
index 0000000000000000000000000000000000000000..9ebeeb751d98423d9b258e19159cb5a21b7ea196
GIT binary patch
literal 29329
zcmbTe1yogSxGoAvNOwso2#AD)bQyGrbazR2mk0<*OSeiYEwShhX+gRh=~#5$Z{j}t
z>~qgO``&T?F&O@=HRm_Kc;k7V_nm~keItpD@c;t>0RdZDN=yj>0f_|x0WtkPD)@v0
z{Yf_Xhu>LT!&%wR%-PM*(G)@6(AnPF&e__+=%K5rqmzZ5Ef*Uf8#~Lxch1iCP6E%K
z+5G1PY<7<3&$!Df3&0@g_EMTo2ne`_&<|q1Xr2WEg2Rop*h>}nw4GTuZxz$In}fl=
z$H~u!Un6DXd8(!yS+>lnky=+5=l6c7qrJRRQPb@$Hqu0)c)I&^6XRQ$jjm3pj2-QV
zh`G;rN>WH0E^AjeNhV2;(D9@=V^=&yOFZcLoz_+a9WqyzL{6_8<Ubmcg@FIuIm+`e
z@$m8S`H4|Tz&{6`7%a53v`fcC8e(E%?ORNx&{gBg2H-pVlDuZ{9j%^%zc~1^J|ij*
z^Bs$8U3yzE?w?{^K{<xlyk2lw%pU_X)S#ds=j{pn@|qimI5k2I92yZhZ}0lNUhu3K
zuIPjW2^}4shCx_L^Dwxx`QYR0SFeP0BEYlKB0qdUT3TLC_v_mFV~Hf&Z}TNO8V{OW
z49S|xAO7bXYIhGu3WKIE{2#L}GQ$DCS5Wb!M)dT^C?r10YcVQYSYCD-W0i!Kk}b~k
z^y$*?udm5IE^a8TJV!xA9sc?n?ds}k;Oqgk<YA);YaSdb0WkxEheJa{mPDJYSZ!av
zefvNs8EL=Jj9BZo=R3S+&zJ>m0jq?mDg8%7JSr;r7cbuD^~U_c!^3-DQu2(6iAhC8
zWnpj6Phxy1TN@wW!r}SP;h$+6`Jbk_AAH4uc84M7f89lBAyR~OJ5|%{$#Rv{i8_v<
zd9qd<6*7N`=JfoccY-m`uFr~{BQXx0`N2G2={k1P*B_5*+jbSIS*5S5si`e(ZF%(=
z=Pk?WuiHFtb;O{tkvH#lv)Jxq*>`55rFBGVV}J5J|L|AV*NCk`HRiIiGTW&Aef#FJ
z&5g=&z2(h<5{4&FLYl63?1V1<W?_-BzvrFzj%CxWHK^3$zzP@{Q7LY`u>24ZfR2uC
zIGinQVrt6Yq~KFxwE;aXo$lWGqa89dCs`rgPvHE%R18aGHhFKv>@{2;grOf<)r)3D
z2_4>dTI)01ovG1aA(`{sVm;ZN?M0*UZXV8&Ez@8@&~fVLMn*v?vmAZ;<HwIA5g&nA
zMg_Cgp7;T)(c{{LH~y<c1awG<Qi{M3W6Jl>*E0zzDYsp>Z!Y)N7lUa~7jjc=mrkbb
z+`JmWnYqpTB>w&T4&ifb?D;_#4Zr;Y!ok4-LjC1#-O<i;Vt*>H)11fp=y~nfi@SlT
z;A%>aVZu70VERv*$6HUjo}Emb+J>MLGVFuhsigu(WbZ3t@+(@aL|RVH8IwxTb^D=+
z$Q-#E!o|_XYYh!D@PR#Q0-^r+gD0hFuZ*%KfYH^*cbiy_OmoUJf$g=OtxZ2VSEk~^
z${Jv6Vx%tF(qc_#n9X?Ae_vL@muXd%2UnermexiyQ^ZF~UY?$nwco?~@?>Xaef>|J
zn;ov&*pZe5%kh_d15u=FmN=COKIe+K;-Qv2-<Xh)U+6u(z1@9%&Vp;p%db^bMlAG~
zTQQ%lq&W>NuBF<U&DDDhNW+#pBMRUNN><<S6O@6i4Jan4%#siQe>`fsy^aFLUo9*V
zMLqk)DoKt(<a~v&wXKa@(3OQ$&;5~Zt+QeGXL@;+%2RgoB0~qBw{PFRc=ztf`T2QZ
zVBqu3%De_R)$MdfH=X*)DlF^sgX1Y+co#iAJ$zvErKP3ME-$@mDf#6YFZWz){hGL2
z9iN8Tnb`JlV{z^bwF6JV$5k}okN-rAWF6$pV`^zp4%|B!?4^ttDFQ*iX7-9jAc#8c
zghU!|as*1jB{2!=ANuE>=3apdE1qDm<Pi)J+ao8)q`s8!{T_@-0G!VYy4W+2zI%HD
zU764h+@F$()cZZq4fSCl?JFiFD5@PGpd=_CU<SHUAxd$Ye*T;n{|b0`zr6pd^GG2P
z^hp*z2tF1`2g_Ytz=l0D_hxFi;A{O>Ri0Y3JM_*1w4WcEvZl*xvWyR#feTGidF^cD
z1zC7=xgHoMi~2Q|H|#F71Zb9<$v3PQ>((VGW=Y_alS{vNfzaT2Yy@1QazMM*naStk
zsKv5!I8T8_<mPOdi>b(>`oyT4H8+0S>>&ucv;qPt&CM?q5*J4wP--NwXtwqxb9wBy
zpiS1gFdKJ<FAmE-qvz(X9DoOW_)rZjU9-WH8(8JS*I?=;@MF~S0cF66$9kf9r8_p6
z(-cGWYX6>ct{mjh)>9Q5ee;^ep9(dn(xjz>BGSHL;F3NDflgjkl^A#vuc4u#n1saP
z@7K8ew}{?LtY6nN{W5N@FA0f=#Js(Q{^Tj-<>&u8_m+{tP}lRIUtC-S-aG`e(@$X4
z9-FcIuE~9t@EblTIymxOxn?<15Fv@zj#}UMoW7*-;wjkG?=CmZ{`biF?7zUb2GRxL
zLy|OQX8jL#Yq!|ex!G#}(wYrsU^j11mTOj85`)b*K3M87Kk9rC?_}Y`gTPeNAqFe=
z{7H+CkI0UdfAqV^bN&T;@|(*e*t~D*cjdgF7JnETFLwo@@dyYBYv2QdR_RtesU8O%
zq#NKk(QqgYfFsX<rS@ft(!3|<GJC72*s?iVfR2G-1iTO#4UKn78!my3!9q+-Y(4oi
z2#wmkdFQM>lu)zD_u4|&cx$YvP`@byilPI?6g<`ob6$Hcf_qD0&qOwmvkwm)frqB+
zlM)f7jh%|pEk;tMv@tylG*WVuB^&1dw$YdgVoyd7f&0%a^TyLm+<^IwLBY_dD05&R
zz#TnLw!0NXuiIy8oVKu7iV2-#KYu>k(!cH5^SkvjH;|T>U#;CL&hopxL2%v}UfrIP
z#r*w6`xQSwKS*mvMn*G{UG44B$;lqW<DDHHhLu|6oF@0V%=+vje<PTfnem*ZfJ1on
z{Q1avNK};FFKr7lD|TeTP1)zB7KCEJs7n{yf{h)?W5_v-kiAZ}Tg=Kw1>8D55$iY)
zi92tOgu3obIcycdKBuP2I+QK%4bt46N#2~mnm8;+o=|(N;QL-3beVb4WH?F`1j;dD
z`ICQC+?og-E7W|gsEAL&YrEo)M*T$_W;^4)9AWO=KUr?hWi`gKK8}KdB2S@3Tl+#W
z!Fb%Ph=>6H0H@JEG6qM%XOAKJ^XFF6MBUB`i$Bm_$cTv{Ta6c+ZjO9cQBy;*@1k<E
z2j>f)zr9IZ?M>t|AE3<e+U3954;FncEkF0=r9b`Crx;-!N>(d$f`WBp_q#(sf2M?~
zUYzbJsHu@eiCpA!m9}?wg3VDYATFpRUyl)U_8-B1obpp6%N9mUJJ(`j`P+tEVXE4}
zxTvJgZ7;IJ$U*RC)@@!<Rkg!uP&jyUyBhzn1&wB;RuA%$TzTWE3X8rB;Z)u^_bgSk
z1k_oALpa=cf1%|uBV!$v!kaf{E5Bm$e5l&kXVx;q$vD1^aVI|0pZj9PQ<I{b3c}!K
zLUc&T^S4@B56aE@jmC?0S@i0Y67@Voy>@Hz#yoWETyuW>_ym1$eR&Gst=l`CvMQ-b
z2a!vz@#;_(hmx=Pblz_eB>2~Ra}B9mMebq&cIf>n++j@0x$Gvt@Fc>?K%~F~DaaJe
z_5HG%yr-wYUOgNKp``v010aB-%~4GIBh&NC`P<zDq`jJT>dr{2-aiVW{iEvo{dt+b
zJ?i>C9aEK76wAUqIEl6}N!h2}&x#&DZys+G4-Ju$g$zYWOREQ<F_8MN7IFRTixXV9
z4Vn=${BArld@n43v-eMw87Fg@<G|)T3*eNg{hi_DTzt-d@g6;Tqyqqu%L$*AYB<+^
z4|54wXlUri%*;%VcfTJRkN!{{Soeje&Xa*;=j3}0-0y+U<q0>^y?YS=Mj9_P`*&WQ
z!?9EQ*IfH?MX!GUoh;8=+}g4NtLoLLb+!nw>=_*7MW7QEy_K6A{+?sU9WMDQoG$7y
zS?H;s?NyR%p+#d<NXSS*Ma9TOqfecpme%HmQa0k7lldLzTi;ZyESCx!)+bLMK7Sr}
zb>;o))vE`$6mhF<%IFA3%$H~iv(G;<4;=hf62On)`B7LHeh&?YudYb8*Z$|NZQkXn
zb}CH<+wI%?;YbgM;^aRu%mGC8oB}1`qy229=D!RUfh7C-E;Bj2rGv0~zl49zqaVC4
z<(`|y{D7e4ur-m!gVxC~`q;h?oIOviV9F49?#yc*#>0=aZIE7LK~Ng~rVl`|=9ALr
zV#oJoy&?%-kfS+0KLF4=n;-h{MfI}3u|+wAV#HE{!4qp(Y((;N`T;d~$q*Z=AadUR
z$MiWSnAj)#LZVIU9wj&*AQ3stCH0>%pVgNRtb<JRzT0H!a<54=%gWru#C{_uF+<*i
z^&>P`c<Eorj?;QTIyeUaMM_%w`|(VwU1Rrq#Cv4V-@Oee)>KqPd|_?PqE=9;xOwD?
z!Gf(yrSVx#lTtuSCZ~UQ@dE$@sk#mw#1(e)89|t&wNwCoLl^~ul290F@94lMBa^zl
zxz?<AFPpAe?uuFm{$K`zj+nT(!;m;BVx=AWtl#bR(chr}kXmb<H(J|pMdeIQbKvKa
zG(K^N_fYr29m6$F=C5AAu37v@@q~rNIl~w>?QyY@w=q^kp;izd7>JzVzJ$IG-`LoY
z%MeNiz?znhuI6I1fZu)JVEMXv^K0|)Teb!bYuA9bE*W8+=n$!CQ!-TgczSA&wB5ND
z5fPCY&#fXBo$B8^+%&#tk3fQ%ap<DLq83UT6unK$^t(x}+pUHCvlOH;*jD}Z$@JOT
zS*h);fS%v=u|Si0o$HQ9wf&=MnB961sop{a@0<Zh8@B7))37LTRDsYi(2r_?+QEpj
z0)J+vuon+VC(nTgu!FnIhrWrox3?oiMspjsA_JfgVFwUO>G}AQWZ7!k`8WTlRA@WB
zCSGqXkNiDcZv6<;mZra&dPx5C8XUt$yRM(?Q(3aAcS(|#lg@t_kbLebY|W$#x(x&5
z+IYT3!627}&|K}X{CDI#VHgSP50{(OMEy4)06|d%hfhKSL_vUK3Z^}PaYc#VBv}>L
z<PPjzZkG@KH0dUQQg<^)>mm5{b8@mYSS~{KUgM<(m?g*^*`=k?0PXAfo}2DgFGp&P
zd%^p8J=T)VK?p%(h())b$-uzGT#i)`F<fd7br~BXtK+^LxeOm+Wk)Lf`Zh!115@hA
zjL{2-)ozX#s6Ug4r0j-lF%X?_0%k{JHCAYNez*z}X@=(}6F^?CKtx<!U5!gj1n_6Y
zHR93hk7<XOS70d+(B7V{OZ@hY7SI^Wp!WdF2)1Fo2*#oMH86l`&=pAq?s95DAsz9!
zX4S4Lb=%W}jR(+0gOl2;@Fg*q@z41x#}KlO6bu`ljQcK+CoU%Rq?z%(Jg<$waj5)J
z1BDStZ!<opv-O8P%n%KH%)sCX#@h#b!|ArGv(}#~2}~Y>Eo*(rm9}MRWCm|49F`?)
zs~1tJy|y{n8qbV?HGAA%pL*=ptj`R<kB?n0r%X5vVS;PMsK{wo!jn6$sJPU9UV9Dd
zTQz_G=3aNzA@wGQ0B|j~GsQx?q{tAvQDN8XK9wyUTfLs)rBU$?->&JJ$8FAo5u6{l
z)tLS9sJc@xD-0p>ZK?Snwdd*X?3b+)ZCGS`yBM|i{>$~US~Z4rIq)(1{rd}BB~8Wf
zgx_CY259^=LEixeIkiFR@;iH)OOfkfEKd4UN>^yeFN^y)IA(_{-B;&>erx-SZ8NUZ
zHVDpJV-YJWCSxV~gOOB%XR~|0l4fRR0VVTA+Pq52%Frq&!4W=dJfo%YyK)F9UfkOo
zygr>D1UuLzxL4oS=yN$y?Lc>XwJwTS4MI`qr%y|O@|l5*NXcja9(atypzx{v-``(R
z$7k>`Sj=1LOS9MF4PdZO9=#yew&%V{?-|OHtl4kHl$Mf0SO9F)3@k;*`=BG7Ml@q$
zV#1SgD5DR`jSZ)By#O5agBYjL<SPuE&px08zTbum&l9~4ZMs^0cC<U2+8xU%xL%En
ziu%*@*ph&N;B2(SR~)!X4RCuVR#uxse9|HU0mAPTi~V8zCSn}5SK>T<BAGZ}vFj26
z+sAhMIm)oq@W41eT0&z0itduiY`!W##G4?QLD_(x@a50~X*hX+yK>c98Q@OOIZzU~
z3^{AInX(~s6H7?}hwb>LzMob+^&ymgn85crQ0RwJ&8l1tO2VIcWLYt>fehdEDwc?Y
zd0FVwK0_v!f~9xTt4w-;u9){4l_5MoA7~z~mXV=UW_&Y4^5xM;%B>s#J$z0$jVdvp
zwdKU3GlRnj@GWM&y}j>aVFBbrcXn}M#IrR&JJ-jKB_ksPoQ8pgrH`C%Fc3`2k`%Mi
zU*oClUlV~>GPdaV2wR19<3pqh%s7+5`G8DH`EFl?e~BNE6#&~ZM!AVJ22}co*9tSK
zn1d=RG(o~UJ3k+4@N%0av3%t1<1=V!lJgO%cQQok2M&uC(_`A<v_7+PEjWy$_S}s}
zC$;N4DJ0Is0%l6F*#V_i7BJ+;-utp|6j8)iRjJveK*DrU0$-2%)6aP$WAZ3*-z8CL
zz+59-sam>d^sSwrul}t9*-nZO8pn()kP&eTSrOdG#8jHbDql|w@U<hbEaq0zKyjzL
zj0;vf=~ztEqXIEh3tI4HuZQfDu(tD@IQ2;(kU~PFwz8TXt7z+xq78aFO(vv!nUC#X
zf*BSKlA|P?!`EZu;sTqRL<7)pAyYoixCD#}%6a%evyzg!PbU$+(EF^(S<rm3H7H3g
zS1ao0&!1dOB_2V}NMSU-xlaY6Wi2!Q!H+6bv;=zD1a<%+A>XaCo$X2DFs?otmIbt<
z2!1tMpzZ`lF0-EGtg@bL1yQpa#HN4Y9Kbab6O(FTt@cheGfY6dzm)UG2JokJL7O@8
zpk5pP-;=_65BN-@?_oFN`OzN*;P^LffF`DQ$ukfF6$_iSOAsLPv{^_E_@M`Zp@`y_
zbpL~)g%UE>Qf2Zv&~A;Fh!$B*?6`t703;rJK|K`}F(V^d2L}fo03a$Q4Bn{d>AiXR
z(to<mSjWvq?HL4^B*woq0|6<Z-;9odp>xMwP7W(MIXTZI0z|yXr6nT<`IHr*F_11u
z*mQoGXZmz5b%Y(9o|=#3D*~RHH@5}&dGPPwZ`bKWL>eF2<v7%ENBy}E*^{wgmNbkZ
zwtL5_jop%}pcmZeaWo{U`7ijnQPYTc^TB2uF~Nh_AZ8zcEAmA$in<=`__3bV$@V1B
zgam0UEG*0q)gA-`Yn&P)uy$>8s)Uq~SJ)|S1jNKa9Y)`|Q$DAs>spPhipeIh7=pav
zeYO~^<GvWgC_HY>14&@%&Ve14l}43X3QcFZD+C%pfCfs#OfN$F8-nT~71Y=d3=jTy
zf^ytw3-~t_fLXLELVz7z#m#rIV^!HqOMp!GKq+HAurpv1%}<%0gK`uScVZ;Q7F1tB
zjHM@z35%RF5T8z>)Sv|kgy>`*n+FTks<9av10WvX<7@3Hg3a{+4A~4~e0mlaA|hho
z$B#(+6UI>--e>kehXn_P2nF=%Dx2kabv=v1)5!`J5xj)^9+y&_=8o*JB*ocpLLf4L
z&@i;n%;|Ax;^^e$0T^iauU}vEn|xWctHMDdLg3`&obmiwe{->=qN>Va+=*q@m$WE!
zlRAI(5dcag`|Sx1NHE~!;zGy9HU-q7P_H57>+9f*)oCjUeBFn3G@-dH|Kae8$yjag
zh`GctF);39W7CU@W=2OxuRSxE^x5Cps#kNN*Y+A%Ic9pD(u4}OgJcbG1*>OYJHP3s
zLLoOCN!IxL9CBIiv<)+PHIS|jFfdpmI!rB`q{WFPKlMPU5x6`+k{Yj;TTCAPR(azU
zxp5a%=#&gBSVVmB)+VT5uwH<{9wdUne$=p<4A83n3*Zk>5;|9YqA$ISD23uZ^efS#
z22<R-9$N98bLbYpDU2N>OHE?FX}^NJ2v7=+ni&ECHKmun(mDUcG%CO<l-+3!XeU%8
zh){qY7YFXl<^XJgfu<mf2Gerr8Sv>OaFw<g!55D^Z<O}WDdYDldk0B(*=68To<w;(
zVi4l8xuxbZI;MpARa7R0)dIldohFeLV{OI3H%agg9NY7ChQ_Iw)v^cBcrFIgK!{U)
zD`64T--ZIIv^8-vMkh2(on6*O&ZkeJM#0WZv<lwCGkW?c?Um9f6oa)&i3Q6Mfw+=}
z=coVg3h#RlvkAXI0^jgq(S!@~dvxJxuL>NLgxm#zC~=5hWd}X|o^RB4qk}N8m(x6a
zF;elD*W7Zc2>5~q#mTCYqG_J82EyzVnpXu0xb4fGG>FppJ)_Cdx8wu}HBn>Vnum#W
z)G(mRiIl7f87i~YTFKF;6MJq97Wp>QK>BM9rg)w~?kN!2`3dXFKS_zIeH!iR3t`L9
z9?*I1pTnfG$4F%Rly*W->S9RgPKFz1XLjYcMT_|RK>B@VN82daNbIJE_ajj#vsln7
zL1GirA{#$vo_pb+^Sv76@ihmq!p|#-YCq{$pDdi;FoR5(B6Do>RZN)y&FQWlvZ_(O
zexIlACG4c7T@u-|mJ-~%QGH}2tqKJ{i<fHKg&Ve8=c6z0Zk0Ds{P*#;Yk+DU6<nRc
zz59yzt$~F=asTq6OzAZC-8>yFMRV3;l~rDrjs`yp#m`{t0tWCsP;jkOEE%IzjW|YC
zV+|s1VsDDf_~A*rif8BU3Ud1yGFlY3c=sJ=E@jzGE$%k^KJ$-6F0bCrFQ7Oh&(!K-
zQGS<;+ys?025^H95y|$%32k5c=UDKsmzg-eg^sShw`gidgKDHi`Tox9D`A}oK^g_p
z-#==sKU6D0(7s-$|0<r)4vlrP206C79R-~fj~s6!bQo-niaeaJd<qU?vs*#Mq-H~%
zncLd3e+N6(+}Q^9Pnn+~*q=<TXEdTl^0Z&ccju7GTH2z2{CdZR(;F4|Wehcm@n8C;
zQIM_)HFDW8YSL>WpCPjswy{Tz0@fY(<DRV79}eqP@fBiq_v(kh|7(4eeFWd>M7?7%
zi-n){yk<run=|B73mYZOK?DnCeu#xcb$Vg>;1{rU_pJEQoiha;stN&{%4PSfvo*GE
z;IGO~8}6w;LV*mm6f_(a|C6}@ue_V1RcTqO8{c=}n!MTAN!=0{3U^}ss}y%;pjPGQ
zYR-HKv~NYaPU}*qaSSg$3fq=cc@ZaRS>PbyZ+dfe{+ON~!pHxqR{Mgi1Sx!Cl9Gf3
z1g#<XbZ3XX&#cm6&KpWVE)5v9%u&b`@dlCATq)($VWZ<4<PQfD1G`m>)~*^{ex^EC
z)oX0u6aIfA2zVMc1rIxj;JI?itpG4L$1y1<J+~l8<*^ZfyRETWs$p0_r2_Y_KV>Mk
zPF4|iuhn~g^h~(B(=D8zGb1o$`CHipV^eeja^Vh0NqQIHBK_RsI&EqEPH(m#ZO9bj
z6synt5Dmcp5D^jWcaZAy4c4rDmc5UQYYy^Uo=ZO{NdnH)Jvhkt_;EJkUVbRm1<s8F
zBDn;z`UTrUT`=3Bvp9&GZ<yUoou;)@L$MFc+qU5x$&}22YBXB?;U(sH6hys;TM2?u
zyj6d$FK55tCw%&Z0l_7pAkRiBr18ZZZ;fY;ac{c{g3_s&80Gv=&$f@)mBo-moq3c3
z_$HWJwQ#)>K=f$J)Z*enMDgk#ch<D5w)?|^gmi~QMlGiZ$v|hOngNp;d+7fId`U=7
zo?NgR_%A>OaW9)3MdH0583KB)wUV<o0J!ymhGgE#UAuiB4NEtp=}O%_UEW4;r8s*T
z4Rc~GR}7E;FZiWSVcX&_xA|a(ysvK~JSHJw?7iFXzBDR3F6p~E&jG=u(<kYE=9WPt
zGZol!!Tb80x}pNq9eSew04;|x5NHWp`M-k}+rf_i)M7`Ss7@a|{)S0;qj%@pGX0xh
z40UPm|D=vWo*SMWQw@;N0JU8*A$Ruf?rz(z*w|Qden*pr6770-4%n<K1rQ;YfGL+8
zUjd`G)O7;<p0U9!Z0ToSv@JStI#~W>y2llI9oKlD{=r8O1tF+fs9Bx_3Ma2WVi~rF
z;In9yz6YhzT=`T~KHJgkygX1;*h7dcbp-O}At=7F1GKU(B?HPlU%!4um;rKdIF(=m
z&_`1WN*Ysu`Vt3fAD=3%#(Bmrk63_CdOHN6LwEmghff=YqtTiJGj?Zf{JO7E_A}0z
z?NOaH7!)%403db;{zlGjfKZ@bVmA5H6bJxF(J?WLW3j8p<NA3({RPzvpsk{<F9W&T
zA%n|tMQYCP)(5J(4)Cv2LU8pny(}3|pWtq4dSyzp(b(N{gDbrp^DD@mBeAk&olD{F
z@@~^Nir2z(&~8d<Aml1!4jgU#+48mpjKNmFM5pGkqS)j5c-#s6WJ>eTJ^RUwK-EnT
z`||$qDTNwM7)0%2s;o_gVF8wFCGLOzV!V6ybq${^)DXMHnlohizJ*6lMlrCjDfTw@
zG`RY}-fF|FjV@E^bF^4=Wif(<31meW@Pzi*Ds!S})wgfnmjr#4?xLviO+9Bdt>QEa
zFxnuW`x8JsmfJk6qr>xZ1S-EBWT&k5Wz~u=?s<8CYVE0re}C!>a{;Mb2O@xC_3apm
zu2<YTb<>ey@T=WEMu48!*kn_c51+RJ2hMP)sQys&T@vxs^-2)#`dRn0{Cfq2*MeBb
zDjvtsrTCHYuQpvlG|i~+9K_#7J^ExL*;R_L?qIiVy9LCX8kMM0XU^4Vmx}jKQ)eNp
zBBi}Dvt62a>h^CIAEu4ZPz^cA+o#HZ{dxw6!p3mt#5QVytNNh6Lk(4&?&qEOf7?JB
ziypfrL~>W6HLGIXdD12G6#d}T@a?N4cs0!RZoIS~US)v&IKE{DJC&VWG_gUZOFm8a
zfTs80{z8920F(h36Y&#NpwdZ<nHra0PR_smNE-<QNm1xAS5x>7IZBdTB!0q!;#nK7
zz|(z$AV!e3(txI{0)u)OY`IgZG6+c}RQ3-{d*^0m$KsJ>oqkXohH|Y&XK24SB)j9m
zQyA-J!E6Nq^$m4J%qR(KM3iBRgzrnbCB#%oBr$r0bwQoF0uj`?$9B6BXQmIlyxg?a
zF<AP$tzCDgW;7w}nw{+Jw*RDqnCIJvqN6RcO(DHMv#w&n_<EE7p6N7Md2SF1ApxmB
z1;9bQ2jBIrEyGp*$0OG`TfaeBd6=?sQq_yU+{$g5!@*ccN&Pk023SZ+{3}h$5t&C|
zNk*V#xGky_9yQticekr<qAGB=su&=F)N)c;hVOS=U%qh7^>_5ZV&K`OK-BmQ&f&>F
zFa*$OD6eU3g7V)*Be3U{+GPbNX2GVarq+G?H~&V_mSV&TBNmN~Xg-uXlzsYd=}Pp(
zs@4;knAL;&7EJ$6n75o<+1>n$nMJuRAf{4(CQ6?retIgH-iq{hOk~2N{@+n8p|im?
z?zH)oPg`ce+%4JkF3{mGp%>TjSV3^<Ibs{Th9;L^M^4>NWIYvYE_4DU3L!#`R(BG9
zHq-XNQ(6E#)o8frYAN-rbjk(t>F?}d3EfsU^$w9Aj9R<$eY1Lu=u5JGkTU&})zsxJ
zHW(!zhXozb948DRop5l162)+J%MoW7x1lBe-74H)Nl|{BBrW)k;iSj_)_CXBS}|9{
zGF91>C<fk9%l<hz|1n__8o9+#gvTkBd4SJ6FXr}&G$^NVj=-UP#QEE!-t4AlqPi^O
z=}tIPsr#p1p#-9SV~9Ie808teL~reUNtl4_AS|!i`a{ycgO>UqfK+Gt0M>rD`$F_f
zXTxR?)sZqjXA;f?wd@Z?B3K)gi$Ze*b<?#<1_wm51i%{@-j)lzbA~;+@}~4#)2*AX
zYM*}jrFn@TU;2eSOdC=<X(NnRi>G>%!Iv4NUKx2Zg3K5!83YOM4S(Vp{P=RHfl93E
zs-O-P%4cF)9ew%YaGTFEy1-OM{!OK03DXcA;c>M1McF?j&pP{KHgfdkwLs8sk@k5H
z@71sIFM1oOkTF=OO@B-x52byF*ootq<<vo4F-{L#x0%=O3CW%LhcSu^B=A_}fSpS#
zl1WV;t+R49x25`b2A|b1fC15+i>y8gGF25rK6kLyNrJlr#OrXdETp2j{MO*$F-(u8
zmL5#jd^dG-`sK2xm@$XoMPaoojEZy|^<FQii%HAKw9e0GwgjL7uAbsK*#GMn)LHWl
zr1PYHGqZs-&8;**jg2^yErmgE$3S*{LKf(}l7>{PmF>bp+pfJ@fp^NCxg@ht+PK#X
z5=|1n69cZu*+Wp>HSJ5{(DB^J$<ECk^YHcX;0K*nLT3vBX`py{tjGKKabS2j7A&}_
z$**A@hGB?K#=!M5*HI?Y%m7C5&#b;28Ru;GJZ-mj3@;tY*Q6Rz0w-!|Z{TrrzMd@L
z^3-j{0j<I76w=|_ySm^&$psHuA4vCD3?i)tYB?bCMW?kuq@I}2fJqjt8wdU7LlBt4
ziPikwBN+$WS-LQP*H-Y!qqNc&qRm6It}ZFYtv0fH13FoNZGhGyAlkD#EQ!IE2^rs*
zTwffUt4e_iHYh=Yaud*!)Jt8q#>#8;WDS1+I$zEo7EsFy?f4glQaQe|Ivb1LUE8f6
zpz_Sfh?d$fAtx6;eUOwy1|){T>JYsK&ocYPS0b0&TqMu*!hw93B@tmXm?3=Jm|I_;
z20$oGGHfNS>$CWeyW_qWuR5gxdxmDe*Q5kY*`zCmwF+P<2%0VVfTTLGIX3}Bl$zB9
zZNAePCjbkuXuS6kg*}fJauW4^oO1t{n!o7s-ku^5F}vfWWip_awC8=D*EMmfQvl26
zxdpopECavS3P43k$j^VmLLyr<6t}&-t(C=Qt{OMl2b3hYVf+M8wvWxs-1E-P$>E+l
zwNry6Ra$ey)#4O0hoOO%fU!Ghh7^{WNdtsQ27dm@9d}1ZPS9d!UGWX8%>XDm&OphX
za{^szKsmIHBI#aDcq<bL%_mKyjr}aw^QOmreEMZDB`iS86XXvOY@e3@Gc1!38UFJJ
znp;}QWR(rYLXw8p$}fB%Q-OLh4d}N)Tqx_JHa^>5bl#gw2ivRXeIO3L?F3cK;rn(&
zy+LlB&0-<n<37|EmNzyqfbOiWn=~UOxXgZK64~sIJNtKFfy4hSFj>fhv!<p-2=wj%
z#q)QGz9?vYkpL>=!aE{2BZUP2duRfp^FK{70raHh;D`Ym@ZTs*9oklpyssZ+6B1F<
z)-K_BbP$W7!mhd%L2f&;R71m-{q*?P=2`4qO6{HbBSIZ>pb4i0UIW~7Ou&qc(Jq7s
zDhCaudokoxVC4Q{dutyerc46b^dSDfQo-kD?y5PU^Jli|_1j>Qc@S7n2o6!Xy)crw
zr2GE}0UpO+`9G0pB>+qj6w^O)$)1$D-vc5J?%F$ucco218qO4!fF$ZLy#U!epMT-#
zUSdxFzbu+(C{9%nprw76>*tzX0>vAk#}i?-*$?RRH>q#!K)9)c0*K;xW>42N-XsKv
z0cFGvCY<$tyVViNn-xp`lRdSa&3_Es^kRF5QvUFj%%3ML1xJwNz0_|Bq>)XMpr#U(
zcj^BwLwD*g?$4D|szCn+=J*fuX&L{U18u8=c78dN?48`BCmF^(k>W{|@8z~OHgcC;
zVELL%CS#Cl`F(y<ShAGjH**ygRT~n*lcJ|K|Dc&W=DN&RIVBfafL=Eh$IXK0&Aer6
zit0!Ir8!m|SDQObJ<?&ut5G@4;n(59U%s{Z<v*W*!xEGG>d-OLy_yW-%hSV=j)mEu
z@%(5|=>rjq>h99FogsE7^@>#Q*f*k{r#5#GtG@qJdZgd)$Q}HMsEz|hZ?8F5bGPY7
zWv_)a^<qI@qs{%bnbU9L_&5KqvQw9G&g@czV;S*pQ}7`)Y4hO;EiD@-ymul)@qIV)
zvgg=t)3BC0+9*g64BQPGeVW<%P|>4WL$kr{H@}0S7>b~T5`>o{D7Lx}Q__&acpWAy
z`Nbi?*&gIn{u;O=_pD9UB_U8#Vro;u{#~F635(eh9`O-?R=g*iIsovNoQ8Lf(3BfM
z6FVg;jc@Yjl->OY_8i~{SsMl2<CZWe6kF6TT(D4PKr%kLOUAlaugg?%H_j;qU&Q}M
z(Vv2H&z2%$a{C?DI0>+Rux!pXuxbYh2J&-L>S751^8KA|fEsXTSiMO)Yi0RR@hf|U
zr2JNjL&S_Qt4<QpChy-SFAs;^34bQy$2(shrMCfq4Lu%8_l&((JQyr<xn_YKg%GMl
z0wUbh!T9*>*x=GSSZOL!7%X%I;!b>VDk^1$eryPYI_o9bMaWuy|4c0x^d62m$MvNN
z;gW*h&Ws8}eKvp?1cFe0H~6q4Xm)6B|C%0R__qok#Knoi#mK>^T_B|oj)Ci`mjQE7
zuW+LOz3JR#GF|oi&OS*wRp&`I4SFBemCm${0zsFN>|;yM<~eh5Z}PO#-GlXhQGO@6
z2H|RUw~!WyLq^9OT;IZs?*OsGfsOeM2Jm7=;KieW17zD=IBN?a(A7#1ESMu2D0ead
zo7y#;71q=%S2j4106ilx(A}7A2}IoN{z-54sB!f@v<3BmrL-<xb+pQ$JE&8y*ndBa
zKP*lNG-StAJua#KAj&fJso&PV|9zy6#~ZXSwRJmRt48luzzeEv>2ftDPy~@mHH1-I
zZ3Nhuki-qq3xqHh@9a@ZPiDZ<>2f6RAE8@w{WIRI=KI#Zj}RuDa6PL)Y_j0N9NRYU
zD5lf!>8p4A^YBBV$iVuP(Z6l~W%429F#;_!jzeK~>m3JEzT7pS9`vojd@otDDZ7XB
z$aYY0y`-Y-4$;@g(GPPRs6hlot0}94_{y-%c&=yko`7SU$ARr&9l%F_EW(3-9I*hy
zRV_#VmcSDhQeo*@*ODo6<sW{<Su0jEsQrCN?H{;QW20ly0^o7jv!TpPbbh<9bFizg
zmlvCM!gNk1qH5}2kOA~b8Wbzu0{J3ab?WoyE-r4kTJg4QX5^#F0gK*$i!Rt~9*)t$
zS*JdRykvMHvi3;3=5Qu*hVOaf0Nk>6+7)YaV(p*#sJ$GT@D5;4#d-<}!r7{zar^di
z9}Q<cF@}h^J$C%00OnK#Vo=rCzX@<AKb+y{AyE1(AuS#sjOm#FbMkzB>Rz~)E6S}#
z`TU<%fc2$rHJsj;q{G!vhX>|i1MuySvy-!~Iy%z;v6_=<tPN%=C@B%#+}uFDDxmB?
z;$<r#fyz7UOepMi(r(QI^~(wj{y#Ris+NgS%~$e|Vrm`PO=b43J}X`=$+TmnhXpoW
zyP;)T%bz-H0$AOX5SJx%-IR`SwfafqXopN|uSW3DwPFL<-2Y1#Y;SLGXk_FXXuewk
z+Dp-YBP3eB^C*%P>jx1XXU(0h)PyvS1Abj3r&k)Is~HrCa^YyWM~1L_c^YLclD~5g
zh}T_ZpD}K#-I-Ng1DFRkn)}-b-gx?I?*U-f;=c-7)6Jn44bZ^@Rr5XIYxp!YgFy1p
zT0aLJF>6qR&X~3x{qu@lB7VC$q5o)Zl`qk2NCI6sq&oJ9P;)Ufr@*cIvhY)*?={y>
zH%<j-Cewy;4AmAINX&lYsVKT*j#j5KPXT%MTo+UtVU`eE$+lc8%BEq?aWZ-6<f~dY
z-xE3oVWj`rv--bOM3-qni`Lt%6jFWf1L+dY|0sZFjXGFSkJr<&6vO;J^%U^&vc)On
zMXhwV+XOanW5CCw_BG~w(&oQ@$fA$Ga$Ph7^ft9p0zW2UCDRIbe>8IWT5U5Gru2H&
zW|sR&>B`EALHT4zXsClAH6h_^GqW{v(wP67=GeHqYQU-mNHrJLBVooS%|=t#m*l5x
zlWVS*<^v@c@B?fr{`FMt#qzqZEHr(MNuSEyXAiMvUtxjzkJ(gH)mueVy95E?yPx-z
zqYg(%BR!aL^@oCe(>F6=O3MW!B?x?s7im1xvty&=^0mSa_j}pH%k?Zre_IWJMoiG7
zw@$~(x>MNLq;5$X*1r_hVe&S^sZ_cterqQ)3YIHqcUxHP_MBJEH~hRZ#@>MY47pj{
zFQ|_9^;<7*rz*I^c4`Hj3yS`@K8J)K4WC;S0lV!kBam#0e_GeFy6(J?pxmd8IFZ?u
znON0`+}z$Cn#WgXlRtZV`uN+oZ>1V6l@cO9%ge1IqMwUdTU!T|SX642X%(4Y32P(A
zqSFbXJG$b%je8{?PbHe!sUO;C;m788enjeON{nQ0tMkOKA(v)dL&;!>KKdYFxjnng
zeid^dhQ?M03-ei??&dhl7I9Z~Cfi!T9?lT|(~ynjI&RN&FvSQE<f4GN&~tD`=e;qW
zlaV$>KP|3KT<S6U*p9WBJIBkdTsc?t((n3zS5jBVNjZ$#L$t<q8okdob;~PD#rV}Q
z=%YKnW<>}_<;+csy5TIPQ8^j5AWLc-;06`webg2eq*g;%`q*4qf{532X+wg2hVtJ0
z1{P*2YWmy~+Orri2NGWru9CFQdg3;AclX)0?ZJ74%l9Wjg1egDeb^7Q-&H=iQU;NR
z1ZrIW75xZw$bw!~lIWC_9?%4g&{dRjbmR=`+EnXS0LP=g0Mtw}lF|_H3aIe|wALel
zmZ$$?zv?1um38i>Jf2`Gr*t>-S6SzMP5ts7v-KTprat*Oc|{Lm20{>e{cm~87#Al~
z7mf=amDDonWLhl@n}5+2&eHWM37YZQ@7E`9gfrbt?P*fq@F#dBT4%k^7X{5KgSC3V
zPu>+w*T>K0aoeq?@9dQdnevO6(PU8EQYs=U%Ilhi{dWcH=AkFM?HMef(Z$)f(X^L@
zgjEY_V?e{DMm7M=GxfJOmqJIsUkhFBw>j@j#X~(C))S@W?p8&Cy)s|p(v1FkxF!~y
zo+vzyzG6IU6nIy)g^(zU*1#ruEZ%k1jj!da(avfS^|PQCer4tN(5(?pMWa9??k%=3
zNz6(++`5ve;^@|2AAdttZR)<nq+ibO#N`C*Ls@8q?;5|jM3mPt?KR@m>c;B+FZGh_
z6Wc`AG5^v1llW~|*Ws=Q&B3pDpTWPJlPIQr=SGY)>TbE%m`AHOvYs3sQbKF#xBjNL
zXyTfYvB5Jqq#~Qu#Ll%pdKPD`9+^^|{C2lpljbqe{EJW6*W@SqIa(Pj;8REi$wx!`
z@j7i#QWk$D_Av9-;fTo(&5YQbV*@U|62Iyop2+O(cob`6Hva__Uy2$6>vcgDrGDdn
zup<V=)uE^Q?UjWP@5y1uRSWBW3z4Ko=r(H8HBxcXbZIHlf^ksy?S~MyB={e9L3`?h
zmQuljUk4>vsR@E%Qq%iuwE>UqL`CdYRSa{6)w*wsE<_J|4*%lM1vG`9$)=(+V}EU4
z+L>}`w>@baH_58-mrdo}8C?C8IFs7s!|6k$pf{VipB}alZ&(U<V!v!ox(%?{dU(LX
zAb=*(EKl>^?};zD_L)NKCGuH{X2a$EDDRUn=*a~z)*UhhpR#-JgNy&l-&QN%0tP>S
zoo*vpH8cRDa_SnSZ)W`Rz1KSC`SHYba{olDfbqa|gx$?cYu9^W=PTWUb*16_y_+@H
zu`t}ZMslSejL+RDk<}ZJ%dQ{f&E@Y##w56v&|BY{d(VkxV8SAo8sxt}7DsXDN@B}v
z{1_sIxsn7s6prT!=)LITTz$S)<lT7dM6#oU+?>YYBz2$PB`TpxhK_~xJ$=v6pX}He
zX|tD_4eO&bH#G};E;BdeGl=lo^~KSc$kHW>`=p}iZr-ErhB*?$8r4SB2)eMQR_%LK
z%#j%yRRJqInh}=`0M`Sl`Krn9w)tyT&SNp;!x5MDw8N@_;(A@7sv8ajU$=q13jN<q
zPf9Bg)}*@f#Xd8Y&&i`U2}iHjUn~Fhyj-8U38cB498zB0>S|HL(H#ulpfG61V%JW|
z{rghcU_=g~bH_7n(kIG@Y`?2R`<%bQqlz34-+~QuoW{iC-dYin3X%O@j~7#UJjaja
zC%%5Wd#T@t6J-5!=<_q&Q{VMGUJaDTE61ejpJ!-j^iNM_>z~h!TACr#KRbMR)`b#%
zOo$xVR$0=<O7qfvJ-6iYgXEXf_#|uM8J9D|V%Z<y&AHAI7;kKh{?yUDzF0Q-RkUk3
zV<P`rk&yfO_w}L)Y(d;&kLZfl=K`oME8jU33@v{6302Xiv<(yRd6k(Q=(-qux47YX
z=D{1p$m5537~sRaAbQ$dM%2Z9p^KX+gwit9uMV5U8fSZd)yqyb*TdznP}+2DY~9ah
zzS+8WW<PcRL*Yf{myimb^PKp;{0x|*^t^^GmBXe7^X=INO`%W)foM6+pn`h_`)z6N
zvkKzh_hn@lbf(heE#I_s+ubI8T8Q1)-{p=hB_LSWsByX$P30{d*~bi|m=BJAqv3d3
z%6Ft{^r6ps@X12PDa@$cYBf5fLJqj^ZIj>1?;)inIwbdt3*|v=&CJG(L|7wM^XoR6
zZ+0um$77aZL>gKje)Dac=@;fct=gN?Jl)BxetYJ@RL@CN)qs{{@K=}JnC_^0qWl;Z
z7L=Os-VX1^!s^U!T%qhD>C94+N8!pX*xZT`pZ~R8iRiCe-|qHtqow#%RQw0_haSuu
z;u|xtH4!YV;w@jQao47*<fk^E=S2&tJm?2r7rU{f*T>7v%&+K4n7D0A6pQn)*9Z6^
zo9Hk<^h9CIF;{A~MlEZ<>Kl3X<j|>xq$o67l!bm5G<UbQmxE&rw8Jk%sRcR-N8xHW
z-kNp;p_qaj=c`qYW<_b@z8)ezbeEi76WeC_KV1|JEFO7hQKdeNjCv~Md&$_0*67nV
zgkXD0YH$+dfZJTb9la2A$$ngq%pijJA~Q3?^k$(ALFjPuS>a6lPInK$r>R@@@nM&p
z_S3%x^1S=g<eerm>eAV*$Usc!uq@;8`C0_}jW89<t>C&o*aH!`0d#c>MY2?02&zP{
zW;`Ola2i%+$v46t+<1|360=u3pXyiVDR8*n+tsUxPfte4D1HO5CRW>me~#$q1a%o5
zcZ5M5zg?#FB9_^PxE!wpBc5arvu!Tt`@6s8MyuE`SXjl6+qEONKd25iTV*}6p*uru
z$r<FcMXcQ0nS7uS+`W<y+d5BrDx2i7@=Pb?U0#0ur|J1AIakB$hyzfg+DXS|@;-oX
z3<8&2H_w<@A=3nXfTHZ*mP6K_l&gZe924zlN}5xKwoi=BYKXIJAIMV;CiYT_5p|SH
z&zeg}UpYUM3nH&K5t7f8;tGcMR>ODpo)ndO)V{)x(ef3D+tYc%emOiBIkX$gr{x-_
z$!xA@QDXAy3fXqg&5KKA(vzvQf(TzX%8!~1ef*lx_6DzYNm%{Q<UX!TAtgq5E8`{O
z&Fqal?Y+J$`zM*2G}dj!s{^!4;ut-Ya5VtY8BRhMVOav1N8YKko!13>j9GjEfv)I6
z92e+)4A<Sl6c-znM2qQEy>Wwe_spz6-i!;{mQ<K5rZ0AO7?csX8}MhI-e8D^B|q~W
zSV?~7=20tvkH2tMA3su0u+)0b{RBkc`ky<*JSNr;L9=)b;o9)Ppsbp8l>ylMpzalo
zT<>!yJfe*a%LfWqZ>!Bj5U8qd1L$A7BJEH8@TtGG`N7Cch>y518^OeK+09|Mx(Ydk
zJ8%kSCH4JI1v`ZOzaf$v_;XqOJ=WmW@OJoxKJM}@R&#UaO{Y@;9Kro>Y^ElRw<|V2
zREpx%$y3Ddas~|JFYCp%Km=Z{#ZWqfYjy3FYkSVOn(DGyZ4yjlp^zNlEbj(5F$6Sx
z(%-q}ayu^0?y+Ux(bt|x)&0A%DVB}xm=1GP%p|iF?Wm9c+(TeioFuJiihpk!*JLbO
zvtRig#n)!&C9DqxdLPaflX@`S7yi<v(b#<}E&MdkHX~=NSd+(06vNZbj%D`jIy4S6
zv<0E;p8_-v$Z;2sQ0JVnS13lvQjNplqLs*b5uF7Ym=v{$TJ@sv{k`z>iI;k(sj}nt
z`oo7ZHCwZ+ajKRz<sr|b{A^@an?y|)jCl?Y<?ku*+nEjxh_eWmVuf|L&Uam>|9ydL
z%`@EtI>6k}KRIr**<g3@UTcd)>dS>R1+g+o*6huT8j)%3ve3$Jtsi;cTx9Mb2-#aa
zLuCleJi02H)IPslYr40e_sGx4zHfn{q>L53sk%ovOUTfG&4Br+PIL+G!~;Ej5;r*c
za+F#@osqUkL(wDNX|5-z!8l1kU?Y2dJ#KA3FW&E4PyW*9fkb=RJ?)h5!&Q?0;`Peo
z==L3OgvVEWQEtIGi2F<9UT1$VUuP7`iD{MPHBESU&-IiH@^93~%Xrb>!ZvUDlsp4%
z4QJi0SB&$v2WidUfI-F=rVZL>5yH<73~vOgk>6h?-u%kFuAycDgJeZqI(fJmV?bd6
z$I#!GQP^)T!Na<H>Q%HI9t2E&^OgcbDhGyCr+dVARF7r7I^(#2n0v$t8W65_^|kq;
zmA8k6dkU-pKUoc~F!pYs3!_g})+}ESS(^;0c#%WQv#WnWhro*?Z=eFpkIlGk3b<Vc
zfEr=HJ)iL}<y6ggS!=krkna0m(#fp*1-u}>ahTrxG8T_2hy9tKh}P@g!Q_P>9L3~a
zslR;<${fF#o~}z7^7D%muMow@Dr@YXX{fZsY?ee3#Vc#5sjhQhINx84B6T)5$|UPE
z!^RD(K=#vb41;Vc@B+Tx>zRHu(;#_znCJo;i7cDG>qNW1bc&l;OAc2%9Blb7c=&Pq
zpH(SiW<D&tG~6KaIL65JZ+&&r{Urt(O2~U}s6J*YTn7Z@5RX1;Cl`78<6h`i)`v9k
zmVNIQ&ZFal%A^pCDgt6_dZAxYtZ48j#d9{b>ehn0B25&DCtL5uTg2O~Y^3>nj!TNV
z*cXcCGr9sZcD96J`QJh)ZoTNxFmX6RSDIekKDT$@1?+Z`Z?<V3gJsx}at_r_7bBjY
za>t3;*taI_n<GVH<{y82UD~MNs8$TvdnLk$ZxS;*<Wx#&hIR@E*a=1l_RiK@)V>uo
z;b8B(q?)*a#tGOM)k2XATKZz1_NBp%y)SPuUtZRSu#iNif(nQ8Fsli-?4&K!j)R$O
zr!C=ecC1}pk7xRMzVdPgSTs84i1;`7{Ten~+0C>?e+F(_FM02wdZ7uocTij!m1kb~
zwW`rLx$Kt`P;IMI3Fsh6m(nPX>Ia`)rp?LuwY~2lc+ws8S?Gx{#@7S9(Fjm|CMg#D
zB|5&F_vK<tF){z4ncUw_py@3c4;^vf+wJ$=x^nuhihP^alx}p}mbT+)I)|tB&2p0J
zmp`-9KjgX2y5u#^DM~~NtI*rh|FDXS$iRc;m0ZK5i;jKd5*WR?fUisS#<Eqa^qA;T
zyKV4K<Ixtn!E0mb;@+~X-NDJt3C=I$#O%Aif9-LCOyldz9|iG_ZLe!c(<6k&`1g^`
zM_8e`w5o#xGX@E0kQ+X3SWZzdV#-c>8c}pQBTt@M&3w+b{V_c_ShO!YBQ~XMcud}3
zT<cle``ej&^G(=|FWHY}LtM@i->BBe=Km6Y6i8Vl7#>G`Z(#qHxUUh94Dse`bou(3
zi>L15#7J3N4QLlTD2ZUIFY^?w=^#dE4?<)2@#Zb2p>!MO=c64yd-`Kr=lD>|)r`b(
zwT8-LqtpL5BULl4du5O@Rz0DMd$xG-ASS9{UIug=$Bgx>q2Jcx;1qsnmb$;;EEKMi
z(cx&`<cddzgNPrAw{*hs^8#*vx_<S6DwP+>WG`@Zuz8SX5sOXunHzFq<h>`L%XTPN
zMNhjjGi?)_O7P<a{PIBe{5abE%7@kb)Cv3%5zf7W*}h9lT+mthcwR8!mjU==7pfCa
z&vtHod!zV8hXud!?&*LwJdvAz9h<FOU^V(1if8L$zb17r`D1G`ek)3np@%zrQ{&-?
zL{x}f{9@C%X1O}DOKZvL%3;6p{mT~(dIrOq<X0<IFMmC?M@~$_WB$|WvfB9-9fOTl
z{+*-*qIzRR0uXUzd2v>HoCL?bcJ+C$;&EO5UWDl1mo3(KrBhdJR#;*4)*z<p>)#OL
zxQ+))A{U0(DCMLxX8b>=@pXJ}c*$J5%BU0h)~cN!h-v0T;5Nw`-}LyHtRy1h5nG#1
zRkO`JXYqd_%9==IA*aeCI6k01sIYM^w@ui#rHnf6<+UE$kh#BK8_Z$26pyKAC^wU2
zR$K)hiGRSr@AX4cM?{EPr&fQP%wgks66m~=g=NEgJ~e>AiSm&1SCn9vt6|T+*oQ)}
zqzJ>Co(3U!lWrjD*=O%Pjj7-fA1`ysU7TERjvz;E{y%7P>!<5CjmgY5f}luPuQ;Hm
z0e3rd2$i)@zQ0WUzPd$aYTLVh6kkWlk;;oP2<^fVkii)N+8EcHMrszlY}4sf-Cw59
zigUj83^+B3ByORO`*<-n31xO?DljxWN#{uK+&@HlX3XQ!5@N#){tn7gzvF4kX3B!n
z>_qW&P~-xEA2ry5Ok2UeUgi^lQ#p)-)5Vh^=_^+ig0F~R1=zqzt}ZH%y)!+-4}`Nk
zwyNNp^~5H;+cVe4vxU<7uXXGx_w)}$zK*@cRhe;pQW{c$TytsA@3h}`*%cr=j%jdp
z4^NaRb#?(xg9{(#^_oo8MSdYzfZIehnmjGZ$h|2dLt8W{I!?U+snHXgZHHc6!yGJM
z2H<lS=d2m?heB#$@uzHFQ5pEcsWo@`G@HJA8n+-bfQF<FIT21p$A;bp`k@=o_+v?%
z=Gux2Um<+BVwn;6$>kRQ=7*bfZb)-Wnh~3aA-8F~Yes#QC@;2bKD>UXX1c~>vR`Gg
zz}>k$OJ{t!)~vX~2IPH<&_f)RsA?8euVaaDT?Rf09fFU>FbbCWjE*q<Jwq=EL<Gb}
zlH72ql>rXj5Zk;3+NB;_-s*#h2y21pu3yD5^=@6I0(L0zDhcf8@NP;LzF$G;q=#2$
z>!Xy#$<Pj&Na6~7=&ce58#K%(X)jF~3i>@8=u%0WCflMwuk}7?6!`O741{w`j^jda
zJPWJ2*`(IC%quz2k+*sp30@Z|9e`8M@AJ{@-bA1H?`V3iDz#p<rNDmkY=ie4GKVVG
z|F<`i044zMYJ<7~nV+8@^yaNqNyFO7RcjC?2lQ8POifMAl`^DyN$1FmJ<)IWg|RNM
zlYA(z&E{%}<{Al<dpy~IgXD2Z9E{lw8o%%+1DiRg<My6ouy7$p!OxW~io~J-hl+La
zyQv^T_3h`3<B#zr%1vu+vouDn?Xg*zDjEk$*f=cEi!tCmNvH|MdbTzmyaWQhr~El3
z1*rAleX@n0y==yyX$AUD^!9x4>LAL`WMeqTc0DLC5Nf(S**_g`BFKrrR0u54b4E^V
zf$^WP3Y0z|(L=>7X^#6D3EnV(U`D;5%ahjxZQt{M!cRUDb&8aKAm8&D1jUUEUsBrs
z0RT|_jtD{H+sDTrowh;-Trv`MKlf*C(V#3;HNrRw+e+7%l^$fbzyd%1A9|TB)4_|(
zr|?Ph%rfIHob@t`Ke-3sW#&@D|EsaHj*6;X+c>-`jhF}$qoSw?NJ!WF8VG`55z>u>
zghMw-h#*LVl!{1$bPQcXj}p=$HFOOz^mlL1`PO&db<SDq`%9LN%zpNMYCrdN{jNGP
zaL)39cMJTHcD|N(ioL(Q6ON=Z!`E&tdkyFA^7|*T6u%8^1ZES{CVma3j?BT>d6#|<
zBG1<#h4E0g+<}W~1KxCkDb}N%D0q|J9#7!4@jsqz8#MflfSDZ4<<)1aU~?jj7%u-Z
zd)(?V{qu6MHwOntA7~vwBx55c33?eYXlmoleit0}0&Z4DgL^j!Ku!2uaLNLZ!#^Nk
z;_Z!W9e`+D%}V~K*2PaI<6I<(N}G?Ah0n#OFtDzh{aU;+mIWsl8g)(FNXNE15JJ<0
z`3l>4jYQf7N^y>~^cgE7?=)~!nXu#RU+^eq+i-8AYLGPA_HnRi9aS}EaMV!0QF@Q-
zKwMz+y3g60|Iy`TTglGPpWi{qNKbESZYKSxlA{Iw?Dsgy-N1%`b8ygxOMRTwmv5|C
zQTTV4*S#+w@bJ5l;OAUa<7n^EK=<Tl&7exHdQ{DU()wEyEProe>kfH`@wCsdKh-81
zTUB66Wnc4(h&Ey6suYx`LsCZlWs>-4UXx25_}Aufz}xvm5U=K(xTW!kf)?@M7|9Zo
z6H4>;yrg0|mhl~JVo5iYGs3tJ)8}1!Cji8Sk5sq#1qCleYUKiS7{uESG>Ej3zg0Wr
zN8ZY`(w`@X(_i-?GW_r?1$Wx~ulS5H)VXS$oIlk!9zrc^X2qdPLd5~IQ$tY_oJ?Vu
zo(dn9D#>e>#MnBcUtFOkOMbVz;8*8T!Ox@};BTBGMIKPPIr_CT{mGKHt5n411NM5w
zv7Mz}=Z{ZJQppxm>Hp?RJCiI8#g2IVE|GYGk?}d+tj&lYlsY4__f<jtqnzQS@P_2X
z044XKSYXUCGki^?&-=<_2d-k?^)=rxE2woQH;Ky$^W@lEsHt0Ki&giE<;MqW<t~=E
z+MH5}A3W)<9gs2_BJ-N%Iww8^=SDgfjJHp@FOLz$IWJ-GNHu20;{_|zcJxkG!HNHD
zbF-~90-bkZhjyil2#CIGdW)BKeLw{Na!^ndbV~2n?q2@Frm;ygw40wKXQ6ZE471l{
zRW-pCOkdGKtU3n8*A7-=3B+l|iBj9UmtdAg_Ew`+?gr~!qdY>6LWnAM-{S81Nw~gg
z*crNtdh@(==@rF2k0}bhf{7$qDgNQkHY8Qfcq2Uj2N>v(*$NDF<(mU$|EzqhG%{JP
zfC2A)baWHA4rLV;k$XtW-1=d6V;;Ngwk5VyPEdexR}J+MRS>`TYT{ow@BO=(4hAGQ
zj6QvkU!^ETDO37)f6AkA+c_cF;kU5ZL;mnPfscWg<<x!8=DTjPSC%amrWQBIMdFrc
z+$W8B(HkB?Lz1HYBP{EOPsfKN_rq(}w<@t%^YJjoq?z8dO<$k;4}z?QjeD&N_O4aU
z5||E_%MS^ECcpap+YF(8n*?xQ>_S3OSd@DlXaINM;`0n!W#r|LUSMOZ%epEDb>`Mc
zt_gtZOo8X`lRh@6oH!oP@$ElrsCEkK-oELs>qU`0^z<yQK8X1C>ug^v4d!6pp+4aV
z+Y)=ha^aqZhKdC$zCNnTU=3GD4l1BPx?<+>Ixatkeu2=mq_F7k`4ZEj(?{Ppbp9Bp
zI#`><k?gs_<EeWK6W{kTKVdbuaIKRS#EFkmg7z`5BD+6mf5{TbqZX{3>$_N%UdCi$
z#Yt0f+IQ%<=SdRSv4p#4OH?1ab<`W#?|qPYOEnHhLg?X-!d{uQ2U|fhVI}s>f|4U2
z6t*^NTn?~5R9#JRHBR=s81ejV#!UJfD2-K8&DsKvCiNFLFP;=B4HYLYJtS_@UQ174
zSUyd1#KQYm*Tr-(l3DBnN8|m!=v`wU=*H-4CxNQSf;qC<QrhOLzN$ych$n^ia+BWN
z;Ha)(P3LH^fzItkk?WW>JL?H|%P*Z;&3Ecp^<L#Pv!*_qLtu9)Dd~T>Z8uqCt`V>k
zSd1bpa@=4+{9IE0*4<L1UVZ+!6;JU|l7RmD<bAyuQPH#xsWX=zUau+$^+&6OC_U=X
z)W@vA`*E*mN@jW>lVp{r>-H`KN+{tR&i!$QS9u_a`)&p53V*=8jHbgxlJ-=cAK0>$
z|GsE1LEM3jj!Qm&EOO&~_pyVAbn>YdhoeIDsKUc2Bjn83062G0lvr($(4W%?I-LA^
z^?5m(7iwvo6{gqWg%Vn!APpLe4vi(rzV-9wu5=s$ELgA4ESk1{@;+lPNQzM0$T2O^
zd{7q->PV0SqSz3BdC8le-$@EZqrT=E;ZA<tBdE)>6UXe?gmch~7xH$#n;N-D9P#Mo
zc6s+WURnSiKG+mN02{&T!(~}lO#Sh~uyvcB5892k&iGGx6iFU+E3von*~nn@Z42vT
zB%W^cZW6*lgVI+(nlYJXe<AA;)E3X-G#`RY*n+7)21F|A^Ko&V%-OpOqEJmLN#5cb
zl3I78d&ZG+2U>GJIO|lA``ipZv~r5L%6%G&7&A_!(d}@Kfiwi!2*t<vbacTnvmu;U
zaL=8V3y#)lzxY0XElSaS8je%p?QdnOEw@lPlhL<kJtrk!(3MM~*7@7a+C5dSxxl3?
zXwR2bMzSxi)J)o*EQh3Z)=Y0w6L|Kvtd?lUn4l1oIU3ap`(&MlY;z6w*2~gluO2Tm
zuy4LIw9<2kcdmHTZ9H+HVWIl%q{r40Lu0DN<H8O{ORTf_#^O^|F6EJ`J=ZcHd$T3J
zWK!g-Ojsl+V(F{5mjArB@#4Xs-bqod-^D&@a*mZ~u5SdHhZY;>+F2e4?G*mXC9l1b
zk1Ed4sJiH-A4iEMbZlwbCO+@vv{WAg6+r0tJCF@@q}g^XC1FZe2~26<R95i1?$eE0
zLQb#}QGh_ngw^oaw+-!Yvr59s!&3tb)cZO1oB>N#d%+K^9nWUiqja}7IV<~P9=e$%
z6GYs#`Sr{0^XDqkoLdjNc&RC;bkyIWw92(I-aS*|Prpa*mF4!F7Y~-g%35De4Xtd`
zE=Uwb<yz}IZtq3e?&cnYSGAC7!{V9_982rxE<skQ1mOW*+2Y=_Cv04Zm7PY$1W)lu
zOWY+#XL=aB@wk|WJYUdvH_D?JPO%A?6ld*9Zd~iFC}XYjD7Fv_rmPs~6~(7nCXQFI
zET8;^s=2S?de`93FXS8%z6j6`Cp$V$!CmD-<J)fCW?*Mt)Q2~{??5S1$%N5mfV#^C
z_?lMtW<6(V&%r6D#sYmk?fVY1qt~Aunp)_C&`@KwQ*G1e+-k;O@eXdC9%}eZkpkaY
zZAEgOgJT57(?VZkGQ#;0gk?gMdsD9Qk09KI3GyxcxZhvP8BonSkubCQOihbYd(kSe
z9Ns|iL#-4aq5getGe}o&l)?APy>WaJyKUAm|KVWsUc@e(XRY;Q=6WA18|7}}YM)X`
z+<#l1CvLIi%1=k*T74&?B?j)_$>mq;AN37?Y~seg7cb##8Ax2Sy+%~-gzvr$(!X*x
zvoE53O*>DuaF^oBSwTE{anCjSdl#>XJs3m=wlf}Uni0A_xn##w9fvo+LUl5<Y?W#;
zp0-Y>v6o*ptkM@b+&p}{Rp?#ng8(L%m8=--T$UIdWuM!-INthmS28FhN>W8c(!O;6
zsj`XwekC(>$dGc0SU4!dqbuo8gLqB^Us3N(6vB&zvV$T8pB~kl$DjYc6*pUbLx?ur
zwqra#!0}aA7%^sF)ulnt32Zj7{0Sm`-|(8~AFwhpIEs9uT2R6!2F$2Qti3vG!#qQ;
z1@?w46Rc{bMA)QuUSHzV1-pLqL|t^>RbPKsy_ug{?Q?3M&s7f84dvLKJ~?@RtwP_Q
z#ttRY?`(5ZXm5+G<>iz(&pIjG&3r$Oh<rFMzr>|D`?zmI3ft5=l2c>na@6PhQLGEJ
z?ysRoJQ$oNybw=D7hoj9veK|a3G>X1P4$(z8r@fY|DrTi?mY!e(Xp1OpHEEq9abAX
zHEb>J7vqs$zdjn<=V~LAB>HZ=hgwVN+RIPBTXy57_pr8TZEJ!-DyPVSh85>}Wi9Vo
zs4x}hQdWOHbqi9JYaZl>(m`)2FWa96?-S9TOE6d1F0BkIp9xpWyPEMPNcW)Lm+0J%
z+T)0gH^b-PQ`TLO!S8kbwOP;Rda)uQhvo26t&~@?3fC2mk9Jsf6Gr6AH&U;8x@wDA
zFfAUS!ZDoA#{<0+qC_I)uD&~h+B$pro<RGYTk~XWeE*qnma3^UGse2$$At;(*Iojz
zH(AjVV1_XI+r;$Y`$)eUO<_(>cRHs0G12Es>V>kq<Xu-d-f;i;3(PC**Ev#uYDqj?
z?1|WQ*l`yF3F$@0pCxL9ke|sp`U5ImBo0$vDhy0QMbGEM8j+!s^;Ah@LHn4Pq)&Y7
z$6L!p^v_2#j{f?S$%Dtnn8r3c!QEj=H<`N^C6CMtY*lUBaSi5r4p9{Bo7O|3a}3i5
z1Cbmcu@rD-CN<nxVlMV?A%SCAuostbu}D2Oe<P*&ndRbFxo6+_+iYm4U#t(BIp+tI
zEHns!-QIC?2Tg>7wymwFkyzVA&HD-_$A#9*J<0u~`cg-=fshI6Mz<mkndi_Y`?p2T
z7_zu`2vL-2Pev0u_w~M!VJf<LXxtQT>TGYyM;?YYz!66=e%C&IM7PY6MnZqUv3)W0
zX>LDlQ8EiU=<}Y#O!VM%7_52HcJK5wa4#CS-mptvdJk=c>J_5lIt;ml#WG{DL*s9q
zs-hBuW4<&^B=H74njkvp4eoVi?f2$n;di_B1Lse+*N!IOH_<{guch1w_mx@IWP877
zm%BIY5_ew+sLCOH;+Fx#(|xi|SmPj)r&cpWG<}ACee!Z)5I4rnvrsD`RDEHg03&h*
zw;1el`|d~mhLETwo_NhijV*H?d3K6HgRBopD)a_<vyE?oL5BY_@8`eTH-jRceam5Q
znq;QCb-nb81^TtZnX~3u$N8}L4WTETMzMMXCoe4@P7fRrKiIYdw~>qEvZ`o2PfMWz
z{?tLytR?Y->vNZFJtygP@x`r+BXY2Y4{+Cc)QyUHwZa5ydAN$t{Pg`$ltDQ8=abp<
zBKM|T^4VgiU}RKaUHxX8E=Y0D3@5;lXB-~p53{?GzF;mZGRJ(c-?~<r?BaoB;OsAo
zYjC|nvWn+niu?W;o7z@+x)v&^juknC!f2T{6gENiHd)8{l~L4HZmtr@*;7doN{9}<
z>{fo*=f>_T=?^D>Tk-a&r#tc{>syx-kjdhYpq0=KYV*T0ZZ3z!piUCreVs8bs}2K-
zz*NFi!<15HKiYe$%3yVaQcRwlD9XO51v3S;Q*llYUnOtyRD|%6mYoWbGZ>paftazl
z5+36}MTEEuMji)FKT=h0_KefRbA5FcX;^6G9@nwpHH_E@ZXpSrIo0fJPgA$R_f|<a
zW9;kUNPTt^hN0j3a*h^}!zirC-~|_q@4E^H#dS43EBlzBmw%Y<l&kK2?41f)=`{Q!
zdY)Avt)L%KDo<5)kLV8Q3Gx=8z0qNfB`X8P@#jBhb~b{yrQ?0x;TvcDascW!DwBuv
z4k!6jn3jF(R)skiKs#7`ONsY~x@|*HfUfli{<wU%>~P_ra(lVFV*h1r)-Pm(`NQ)E
zs}uRlXkFo*%g^ta7M>JVM_AHVpN5i4-Sk-=^=v~0qv-r!dkWQg#9k;zSKNf2t9|_3
zH<#aQuz~T{-7mwHEO%f&kMwudpE>J1CyRj>OsSM;B@7I0*g>^uTHJfy#!hzCTMYks
zefGq-Ak~k~h-c4q1!GKy_0-)RB&y^NSV(RvID}AAo)&+sHE)#RT`PaB&BM#)T9Zd@
zT@Q+%S>5D}(QT#c@}m@s&O&p=DzL_hXfjF(OKZCAkhH7?qZH4RzqYWI@7|Eu7JuJ8
zbP6j-I+)+*!b8`qRJ(eT6mIKP-x~j49fJZuJ<1%7onXEvVpGt)_<`llemtq6L2)X-
znqyZe3zt|6%qZB9PB!@^kr+Q;sma+;HTpWMz2$yJQ9cC<wjNYKFi8sIF^l~(Wr3F6
ze2DY#e0pA6uK3QbJ@fAQo)tQ%2#Z)S+6r%lM>XHb9-C)*j+}MQ4c{M<eo%YFm2os*
zf^j<;`u~IEMPiN)RK>yh9fy8Au*NC_LK56tXVs7*FYZs8$dXREV!~2kecmUF>Mh^=
z@eA3c4TX2so1<MnX_8aSKHATnphRT^?+PBcA3=2M`PR3Nfs#ah6s>)U#W_g7JNa<q
z#0j^SRz%-#q^Pj*WtcN4qU5HC!dt3WWZ{V8eBEp(I}dqe?ot_aSw?V5BT8of#Y|PD
z%*U4P`Yp<g2B*1zTe)=h?oAU+tXS+q-FWM{t{b1DQshk4A`F8TueDI8qkJAIlNe$(
zq@^{yWF8BqNN|j!s1`*<Z{L@}P9$R7XaX|}rBu+!-o%8)j%h)gQhn4X{_vQ(Et^0<
zPcGxc$Lrr67fkl^azMn*J$21&Yx2Z!M+-6G2kgrQUheli$av5nR~pmfr<_0i{rvHB
zsBD6GezUv_#-YsD&ek_NTUS$->R~OeQ~b2^7Jk`y&7J+J(T#~i-#t{->~5^lcBOH>
z^6aTw>34k1R;=7y$3>1UVa+#$W-_AsvAH?Q6-k$RQ1dfllMj)Rd0t(Xb+4qJcl63`
z)C9Kfluk8Qkbjx(>PA&%3=4;N{fBjdOv!=|?J=>}?fdr!a0^(+Ts-f`eG))z^x2!E
zoP!sWzkUAJVfI{}etfV&?1+3jw&P;_YT>Psp$`w#uL#}5#IQJuA;^pz?R6&tr*1YU
zT3%Qpl4{$J`G(%mZRyJ0UV)mV^!4su3yLZ`oh&z^pRn>&L4a*3*90HOsWXeYk3$-v
z(0Hly8O@R7mbQUqP#B78XL$I1!v(7mr4{vBkuai`R-lw8;GCg<=87xrE@2BJfdYs_
zpMpN@f_*>b-l1H#J&Y>WWnjK8Q430fetYvo{`v*6qTtUhpGB)u8VoL8yj;VmQ|4=%
zto}mi)Sc6-0z%?V;)lb8@{Lw?@8@-@PCZWs$crpj1WePOhsGvOQ?Ow>)1?$M4)#u*
zF-{!bTA>wZy_I=!$usF^?uQ&j;puZ4%b`0z<q^|>$g^-^r!sTbbH}qq+{7=`{&;UO
z#&u#ar@3-JB$O@lp>`{Bo2AMV##<)#)i~Lyj||Z1$fxiIzJn6cHw)ui{!oF<lgkSx
zkKUX3t8rtubd7iWJwxb>;Q21DOs3U~s~co7?--d%(cAGPZLvJT)Tg+GEB<(?6y(UV
z?WaI-sYmzn;fZJ6EG0ukG7;&f+oB@UHx<tEXuOtT3*svT+70mHxGbymLzjx~1)XIQ
z5It^Ve(d|96ZU9RzE1uiQDn>bC-bYJx&Dyiy2WjZLkem8^X<_kyn!=3UXSMcU8}-C
zrI8uRY3yLl5_3H*-P!hSaK9h)1G8Z@s#R*;PIvYY%@6Gx6505WlflgHkMHHSHp!&7
z;(JJw$9NcuM5_{GKfa)NXYU>Q{lopC)tn=>^F!%>eTYQdgeiS5zb!Li*Jd=eJt~|G
z-v>*rmkylN(%bQBUT}!!>Pb}BsFXbL<A>VShF>o-XnuapnR>DPxY)8+DDS5JL?hqV
zE`}ZHjh6>S8+KxS8O)z*w0v|kE+@_KI1{#Vr4C7)sgLL7T!?VJXA(ZpqTrO)QK`#G
z$@D<yudl5xp&-HlIoEdu>}wfSTLx>gFolPCmsL7`J1>Q<b$Fsi?1%V7^9Ti6dL$TE
z*XO6tG=1<ODSGaji#ZytgQ;nvV$$bW2+Zbr^O=1ndY(ekXbbEAtI6QiQO>C9UwZ@F
z!mC6|T;lYan%Mha`nriZH=Xxg;!$+OohPP(`h|mzSJ?t2&qfq#o6|z&xV|(v{3y2I
zEoJJ<kU!+uN-Z~B7evbZK%#Wn`|^oV?gXOUD)JK(LqIaE!uwMp{5lNpD;s#{)>^UL
zr)^mt$g>L`Bj$@%Ckl9y8f=$r>CY-Zu89uiYYdO%`<NL=&#PZ+V8>ZuE6KT}ts-S9
zq%Kpe`fZ1-Q!+Duw@K!qj7Y1x$#{jr*0Oz<{Wa5Ho6N&?$cS<_x6H!3v`N+<!-^aU
z<ZmmG`}ou<MOt(2>LsqY=A+hkn1gR<lVIL;d!50)O{kmii`$oo*qmUaKA^vGCyAU#
za9Uit7$u+LagApoXiUFY$z5yz$9CakEN?GCfmk-JyJ;O*(tVbr4PNj9cD(La<mAU~
zx}4x2lL)A3P&e_OI@3wjDRW)^V&R1dP+fLXb;)qaPd)l|u~?h?Dqn1y4aM9T4G-l-
z%KE|pwomaBNow*S7x2}6^z3<k?wbB&6h2Hl0S7;I<e(p*iGl=mP(lr9^<FOtL*K)}
zr1xtXy|y24SMA8~DN{W`%)5n9^C#3#Ww|ns^B*$-376sz`BYb(UC}yZsvg)bG+W!b
zH@O}@*b?tKQ9ouq-YbBjZlO-)OIL7wi3+28tw$zuwT<0}y|BOH^_NAk#$Bl6Y2s?V
zQdoV`=m|A58=t_huayd+0+;sK;z++5-DSU6zv>t*AYb+U?)hpS8gpOTSly(8ylzGw
zDh?{<#Hjca!W?VEwb-<SRcpQjdiUE|pJ3ji$oD;|M{DgiB9<q_CK`C5?`Fx#(JYzP
zr0Vg8wN^r~U(DQ~oPahyBHm>?0j9y~t0e9y_di_z7?LU$t~|a%TRr*&OW+PJ3pz$T
zI%c-{67AV!(U;r*@)@I2-$Ia-xzZ*F7F8O?oU=W!;TSvY`<USFJCQW}O<%{ulYqwj
z>Z|D8F1Owjuw&Nl?Vh%)wBB>-=q(Y~MstbvV2&^eR|OB=Pg=?`D`AydEd+$lc;Q@$
zQA9<{D)8?uq@-eX>n!@>aVqd_i?)d>qh>=LX_7ccuDYeY{y5rz=G&<P;U}slJd@bp
zc&ptRzU@EXTb9iB%JhTHd;{Ep_24DN!<mD^gd5qMc5PwTttk0>l5PR?sgH)~Uc|kP
zqGm~Tqp<#yFHHXk&XGIuic%Cb3eh}02l}%+e(MJA8nkil(epbKZsRDcUa8H(j-2gt
zHV@wj->VkpeItB$LN4~iB-1l7E27V-Y4_VFRx=J}P!GOYS`oGcPo5MqK7;tKaQQe%
zIq+H`{37tW104J72tg%FtpUu?L}2UA^yRW`4cnstIgS=HhKeO(3P5nc5J0e2e_GLM
zv9LEm){#pM6j>FQoO((loSrK&9y@z1Tsh*2vXZok()BA!S2}Q-!5GOFbHi}uG8ZjZ
zEm<Xh0^tK?y<MGxwV`zdM3$U_UPqsQETGw|!Q6Ux0J|_DzO+-=Z_o%l*~Zl$-p$)T
z%=s{`FZp^_hy3x0R`0?zGk)?ivl(6uijH?Eugn?NLXVejR5Wha>^rpMaOQld!<e$Y
zJ&oX)hej@KL1?pzui3pnH_qpmb`Ub@GnAL1ruTn!TY&W^LY%_t&U_9U>b7~VyLLcK
zg<2>iws2z>_>khq!A6dIF0hgTV54ATbE{X=o`nSX{0Qx75B_Ni_~=s;!BR$$gOCa7
z47zo`@%tF_D|@bcvF2||JGEq=D?K0f#0s3~4|2C)@Et_GkdNC$&3$ms`sq}e&?}6y
zr#-^$9_`vDx#3G;+?UGc(0%T%=|~iyeEi68x{QM646n&(#{mFq%Q`=d5$e@I)BYpz
z0O8Og;K(2r>=q^(IEY9j16&%(e<e{VsmOh(15VAQ<G>2X{3T>~<NsA>Z3#<wIx0X4
z2?UTtV&x2;QJMMf|AdG7d)-rHR%Ao-v`$By2oM-WQLC$SVPGEaREz&nuyuNQk;&J(
zb9di1-hF)4R}1|wSjrSlu-m>V;H3Rv!}NEk)0cm(`8jr?=P>LZJ*I%56#U|XkWN3H
zzg0Vq$76v&Caa)eCzcQw*9KJBd6#ws(-dFjvi-`JhS4i0XIU1Pw)_EZL}$@0hv)y9
z%w((`fdC2q7c8lKv|?|qwGBx3z?lpKtk??RM7v&Y0N!_~4p7ku(;LBd|0azBI6@U;
z_mZvRA#z#G;57vJlDvflH^8Zd85tSZ=X-+<TO&iFqbdG`VVIVd)<J+s2Gt^S#;p<O
zn+Pf&%I%YY60_OVA!QJGb$Pk!P?An!{RD#C21>snkjm$3kVomU2{00fKQRrJM3{+}
z5<bGd^j}hzknPI<1s&09{ana0r5F1h%McQoG`+l;M$ZK~N>5Z(DL(!N_^N%Zt-TGn
zvU%6ao^{>a!9`|CmuLuRh_~sg_vHXIy`*G9LBXvJd+Se$axZscy1ypM4zHur9!iA`
z47A`tEeo8~S(reK(EI#KYT)bbH)rSO&Th^|ojTQ-en^h~`p-|V^QXnSaTm@SKT%gF
z#>ANeO_zNbkiq{F81;$@80q&}9gk-804Klv?LR&q>&9-|g-aIPmpARg)oW(N*Z@-L
zQdZP&-u!<}otirHZ;n%kvdh6pOaN3pSr-QilVCnX`0on?g{@tNjuDV~rNb8k1d^{Q
za;qia4YMenq6a)XB@K;1wFfEWcr?Jr<RRn)c{C7HbM)xZ@5yrKSb-J2V26PmCS{;(
zO+(7S7pOS?GZqIqIUWO?ZZiB8e4fW`&%teb>KyLOpuEB+e_CedB%~6hKokcOfs(6#
z-=bne8S<|dO1&iRdQM&buhA_%UCEC1=}H*@*Chk2`DGE2nDlfGc7-?@YwO$;IRX^~
z%NRj61BCjBBycxO1hGoAfDB<}V`B;=6*`boA`X-fZyz7WvRlDOZ+3)9-eG$xsvkJ$
zIB^0E$QL+oR;-62&1z_9K&UI_FeGdx58L>0D|-YS0g!0<jszn;ef`pz&jE3}4TaKI
zcVoiC!&hLg`c0}v{zSrAoVP5p%jP)fp3Uj{cAG)f7)jw63fh1e1&1+Da`9&&_RSp~
zf+R>H19Gv@rQR(KW0(NP)(9Z@K=^KK*A>TZ_<fdvtP%rVh7J)>#~vyH%Jp#2{+vn`
zAM&i|lqMZLRw2Vltg2{m5oV9f-vImIh=>SAz^XMOsv%FR*inC}urin3#bPp@FJHdg
zQhcm+n~ifLH8oWSipKJB!ax2usind%eT^GJi%0-M=}>YC7Yp|~O505YGLAk$7okdY
z-DHGP|F7Pv0|5Y$8w2#Ue6^7&fx9&cqLJErwcXpH6{Nt?MZx^Q6{Tqx<9CC=3R0m9
z{QO;uTiHFPhC?ORI~DVnq@++`&E3<|oa*h<e($*c4frDQEMkj?2FV5Dby|M`6>t3P
zEActFA9%=2Fa{4W+%~g?(W*p<(};jit>UE)V*s-rDRr<KteT~abSuRu{7H!Okb)K=
zu^a&nUhPH`{#O&mKo+oWW1^KbZEvPoW&iZa6Y<BPz1MHtn1GxWgy>_s!E`A>2Ewl(
zv~950SGQaAC;c!m(f5cG!LSPc>`Hcc1{ovJpXgenZemAA!4U31iy7{CfANk3;Fw7n
zgsm=A?X6J*!_G987SU1t(mvcd2XK?mmZO#CgGKLPSaw41N5VK9%EWU%k78^yU~Kp@
zSyWpT^Sd9oC`NTHoKc-S`LD8&8~eoq?!-D25pedZfcLkywg!r55`YqK+t~>MGsTWI
zzuz3;@WNAzfm9t%`T+79>wyqn^&RY;#rg>R2evz`=}m-#(ZgML@s;W$LsoUPB<stg
ziQ(aAK<t%N{e(+Uklre=07M)$jv7_=EV_oU`Xjt|NGtf-{w~`?nX;!9hYJP}QdnHv
zf}J>w#SpgpPN^I?(B@#4D`O!Y<_&z<_sf^dicyo+h;3VHfBiH#P0^CDMAfznjkbXW
zb-+NCltIAsS=N<h$cJI)<^6HztfQ8!ETvKYZjMGkL+5m)K%zW|8<0@8DtlPYRSQj(
zV)rYkv2`s863#?eh~5MSuG`46emWT$_Ft{9;+h}sgW~7)y#V^v*_1>iR1ZJ%6au;c
zpUj%w!4GjPDrUzOA3Zt|5)$&#$pVM4=wW4bgl8E8Jk3$JT`p>RP92zD61dy-v&+{W
zAgLCxnVK0az6t0i#Mh38fVC|fllJt~)HiUSMXMws+Y4F@s0uHL!2mo|GlVS20@Z(Z
zq(TgWCoX$>dJfriJ!H)+Gl^gL-5s*44xB0v51b_r_t55ou>^a|yLXSexw$29V749Y
zLPEEkLEnMUnd@*k9FhbQt5r+gz3l){MQEeSk31tkgw-z%p-VIwJ*K~7TfXUdrpT?O
zg2)~r9`eFP(}1WjNiK@J5zyH$AaTLDtiY&Hui>qzd+^@0P!%stU2eg4$bD8`nCWQY
z*8rLEClT(OxVp`0v3}enK*l!?mNawqd{X2rmD%ff0;g$YkX4yBSp-?6|9|<2e_y$g
h1CjssAGZ!kwa(9NkZQM9Ks+Rg>^+6M*|&AP{s(Vv%Q64}

literal 0
HcmV?d00001

diff --git a/doc/LectureNotes/_build/html/_sources/week37.ipynb b/doc/LectureNotes/_build/html/_sources/week37.ipynb
index c24beccbd..2281efc10 100644
--- a/doc/LectureNotes/_build/html/_sources/week37.ipynb
+++ b/doc/LectureNotes/_build/html/_sources/week37.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "7c0ddab1",
+   "id": "1abc3180",
    "metadata": {
     "editable": true
    },
@@ -14,7 +14,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6c033bf4",
+   "id": "c1daea13",
    "metadata": {
     "editable": true
    },
@@ -29,7 +29,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e4cd5fa1",
+   "id": "44f3b13a",
    "metadata": {
     "editable": true
    },
@@ -59,7 +59,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "bf80a276",
+   "id": "9bfba57b",
    "metadata": {
     "editable": true
    },
@@ -81,7 +81,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "0e1f0a90",
+   "id": "bb5184fb",
    "metadata": {
     "editable": true
    },
@@ -91,7 +91,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "1b290d64",
+   "id": "fe16ef77",
    "metadata": {
     "editable": true
    },
@@ -114,7 +114,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ceed3a82",
+   "id": "16407da5",
    "metadata": {
     "editable": true
    },
@@ -126,7 +126,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "1d7e8f98",
+   "id": "7259f755",
    "metadata": {
     "editable": true
    },
@@ -139,7 +139,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "58722d7d",
+   "id": "8197a563",
    "metadata": {
     "editable": true
    },
@@ -151,7 +151,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "45120edc",
+   "id": "55178ede",
    "metadata": {
     "editable": true
    },
@@ -163,7 +163,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "4f3b680a",
+   "id": "8df6cfdc",
    "metadata": {
     "editable": true
    },
@@ -175,7 +175,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "08489797",
+   "id": "725df6b0",
    "metadata": {
     "editable": true
    },
@@ -186,7 +186,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a1c81f06",
+   "id": "32b0c74a",
    "metadata": {
     "editable": true
    },
@@ -198,7 +198,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "4e092776",
+   "id": "40512d38",
    "metadata": {
     "editable": true
    },
@@ -209,7 +209,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "79e5358a",
+   "id": "1867bac9",
    "metadata": {
     "editable": true
    },
@@ -221,7 +221,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e5a4f865",
+   "id": "d5d17026",
    "metadata": {
     "editable": true
    },
@@ -231,7 +231,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "10b81ba7",
+   "id": "70980886",
    "metadata": {
     "editable": true
    },
@@ -262,7 +262,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "3349cb27",
+   "id": "e2f951bb",
    "metadata": {
     "editable": true
    },
@@ -274,7 +274,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "0fd1502e",
+   "id": "85dbdab8",
    "metadata": {
     "editable": true
    },
@@ -286,7 +286,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "43cba0e8",
+   "id": "bcfb3f71",
    "metadata": {
     "editable": true
    },
@@ -296,7 +296,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d6f4e7dc",
+   "id": "e59b8708",
    "metadata": {
     "editable": true
    },
@@ -308,7 +308,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "50c2d673",
+   "id": "80d942c3",
    "metadata": {
     "editable": true
    },
@@ -318,7 +318,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "30315a10",
+   "id": "45e5df6c",
    "metadata": {
     "editable": true
    },
@@ -330,7 +330,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "fd8cdf51",
+   "id": "0f759ec1",
    "metadata": {
     "editable": true
    },
@@ -340,7 +340,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "7323296b",
+   "id": "18e4dc4b",
    "metadata": {
     "editable": true
    },
@@ -352,7 +352,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e21334ab",
+   "id": "b50c9cf8",
    "metadata": {
     "editable": true
    },
@@ -362,7 +362,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "82974124",
+   "id": "9c043888",
    "metadata": {
     "editable": true
    },
@@ -382,7 +382,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e053e43c",
+   "id": "936f4f77",
    "metadata": {
     "editable": true
    },
@@ -394,7 +394,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "94098e13",
+   "id": "306274ee",
    "metadata": {
     "editable": true
    },
@@ -404,7 +404,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "27625b1f",
+   "id": "581c5f93",
    "metadata": {
     "editable": true
    },
@@ -416,7 +416,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "8f3cc8b4",
+   "id": "40a1da92",
    "metadata": {
     "editable": true
    },
@@ -428,7 +428,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d7d5464d",
+   "id": "f030b59d",
    "metadata": {
     "editable": true
    },
@@ -440,7 +440,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c292afee",
+   "id": "1f7cab98",
    "metadata": {
     "editable": true
    },
@@ -452,7 +452,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "cdbbd444",
+   "id": "e1446472",
    "metadata": {
     "editable": true
    },
@@ -464,7 +464,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "100a8014",
+   "id": "92ddfccf",
    "metadata": {
     "editable": true
    },
@@ -476,7 +476,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d2e40c4d",
+   "id": "e91caeaf",
    "metadata": {
     "editable": true
    },
@@ -488,7 +488,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "1e48456e",
+   "id": "5c78d187",
    "metadata": {
     "editable": true
    },
@@ -500,7 +500,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "38ced5b6",
+   "id": "ed3da21c",
    "metadata": {
     "editable": true
    },
@@ -510,7 +510,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "1163c07b",
+   "id": "3e1b1c5b",
    "metadata": {
     "editable": true
    },
@@ -522,7 +522,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "becc087f",
+   "id": "e78923b1",
    "metadata": {
     "editable": true
    },
@@ -532,7 +532,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "5ca2b09d",
+   "id": "e1b17e7e",
    "metadata": {
     "editable": true
    },
@@ -551,7 +551,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6572c77d",
+   "id": "77ece18e",
    "metadata": {
     "editable": true
    },
@@ -572,7 +572,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "2a3f65e5",
+   "id": "d327d5a7",
    "metadata": {
     "editable": true
    },
@@ -584,7 +584,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "2d264f77",
+   "id": "7102a93d",
    "metadata": {
     "editable": true
    },
@@ -595,7 +595,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "06b8a13c",
+   "id": "27bfcb69",
    "metadata": {
     "editable": true
    },
@@ -608,7 +608,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6d958ed3",
+   "id": "6278ac53",
    "metadata": {
     "editable": true
    },
@@ -620,7 +620,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6330f3f2",
+   "id": "3897e162",
    "metadata": {
     "editable": true
    },
@@ -630,7 +630,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ed6a9f67",
+   "id": "6e3ff648",
    "metadata": {
     "editable": true
    },
@@ -642,7 +642,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "de42ab8a",
+   "id": "176c5f9e",
    "metadata": {
     "editable": true
    },
@@ -652,7 +652,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "4f36b126",
+   "id": "c5af703d",
    "metadata": {
     "editable": true
    },
@@ -664,7 +664,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "0a7eef00",
+   "id": "948dd53c",
    "metadata": {
     "editable": true
    },
@@ -674,7 +674,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "29940f94",
+   "id": "7ebb1faf",
    "metadata": {
     "editable": true
    },
@@ -688,7 +688,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f2204679",
+   "id": "91c5fa5e",
    "metadata": {
     "editable": true
    },
@@ -700,7 +700,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d3f4597f",
+   "id": "e0a0244b",
    "metadata": {
     "editable": true
    },
@@ -710,7 +710,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c9e9ca01",
+   "id": "7db46562",
    "metadata": {
     "editable": true
    },
@@ -722,7 +722,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "1c3062b6",
+   "id": "dfd3b2a2",
    "metadata": {
     "editable": true
    },
@@ -732,7 +732,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b455f707",
+   "id": "0a8c059c",
    "metadata": {
     "editable": true
    },
@@ -744,7 +744,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "5ac8fdd3",
+   "id": "197c21a0",
    "metadata": {
     "editable": true
    },
@@ -754,7 +754,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "827927db",
+   "id": "f99f268e",
    "metadata": {
     "editable": true
    },
@@ -766,7 +766,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "0c740a13",
+   "id": "6a8b2738",
    "metadata": {
     "editable": true
    },
@@ -776,7 +776,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a855fc3c",
+   "id": "3451f8f0",
    "metadata": {
     "editable": true
    },
@@ -792,7 +792,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9dda8b9e",
+   "id": "2cceee67",
    "metadata": {
     "editable": true
    },
@@ -804,7 +804,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d160205c",
+   "id": "35f4e8bb",
    "metadata": {
     "editable": true
    },
@@ -814,7 +814,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "1b7501a6",
+   "id": "21b8abf8",
    "metadata": {
     "editable": true
    },
@@ -826,7 +826,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d75a8c65",
+   "id": "67804133",
    "metadata": {
     "editable": true
    },
@@ -839,7 +839,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c9f718df",
+   "id": "475b65d6",
    "metadata": {
     "editable": true
    },
@@ -851,7 +851,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b07b6425",
+   "id": "7e68e582",
    "metadata": {
     "editable": true
    },
@@ -861,7 +861,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "215a8730",
+   "id": "7798cead",
    "metadata": {
     "editable": true
    },
@@ -873,7 +873,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "7013d0f0",
+   "id": "06b5fc3f",
    "metadata": {
     "editable": true
    },
@@ -883,7 +883,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d56b4ce0",
+   "id": "997f8e5d",
    "metadata": {
     "editable": true
    },
@@ -895,7 +895,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f9c6b14d",
+   "id": "9fec2088",
    "metadata": {
     "editable": true
    },
@@ -907,7 +907,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "0bde16cb",
+   "id": "af56a994",
    "metadata": {
     "editable": true
    },
@@ -917,7 +917,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "0a2869fc",
+   "id": "d50d4218",
    "metadata": {
     "editable": true
    },
@@ -929,7 +929,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "75b83b9b",
+   "id": "edbfbb74",
    "metadata": {
     "editable": true
    },
@@ -941,19 +941,19 @@
   },
   {
    "cell_type": "markdown",
-   "id": "1e76d916",
+   "id": "684bbebb",
    "metadata": {
     "editable": true
    },
    "source": [
     "$$\n",
-    "C(\\boldsymbol{\\beta}=\\frac{\\vert\\vert (\\boldsymbol{y}-\\boldsymbol{X}\\boldsymbol{\\beta})\\vert\\vert_2^2}{2\\sigma^2}+\\frac{1}{\\tau}\\vert\\vert\\boldsymbol{\\beta}\\vert\\vert_1,\n",
+    "C(\\boldsymbol{\\beta})=\\frac{\\vert\\vert (\\boldsymbol{y}-\\boldsymbol{X}\\boldsymbol{\\beta})\\vert\\vert_2^2}{2\\sigma^2}+\\frac{1}{\\tau}\\vert\\vert\\boldsymbol{\\beta}\\vert\\vert_1,\n",
     "$$"
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "09dfe26d",
+   "id": "42ad509f",
    "metadata": {
     "editable": true
    },
@@ -963,19 +963,19 @@
   },
   {
    "cell_type": "markdown",
-   "id": "4037962f",
+   "id": "75efa6c7",
    "metadata": {
     "editable": true
    },
    "source": [
     "$$\n",
-    "C(\\boldsymbol{\\beta}=\\frac{\\vert\\vert (\\boldsymbol{y}-\\boldsymbol{X}\\boldsymbol{\\beta})\\vert\\vert_2^2}{2\\sigma^2}+\\lambda\\vert\\vert\\boldsymbol{\\beta}\\vert\\vert_1,\n",
+    "C(\\boldsymbol{\\beta})=\\frac{\\vert\\vert (\\boldsymbol{y}-\\boldsymbol{X}\\boldsymbol{\\beta})\\vert\\vert_2^2}{2\\sigma^2}+\\lambda\\vert\\vert\\boldsymbol{\\beta}\\vert\\vert_1,\n",
     "$$"
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "39a85ba0",
+   "id": "b88067e5",
    "metadata": {
     "editable": true
    },
@@ -985,7 +985,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b263a1fe",
+   "id": "2223ad59",
    "metadata": {
     "editable": true
    },
@@ -1004,7 +1004,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "41730165",
+   "id": "adf4f844",
    "metadata": {
     "editable": true
    },
@@ -1032,7 +1032,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "4076cee3",
+   "id": "eeacc972",
    "metadata": {
     "editable": true
    },
@@ -1058,7 +1058,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "11139cb3",
+   "id": "b162fc53",
    "metadata": {
     "editable": true
    },
@@ -1075,7 +1075,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b2bead9b",
+   "id": "d70c98f7",
    "metadata": {
     "editable": true
    },
@@ -1095,7 +1095,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "8df8364e",
+   "id": "220b6410",
    "metadata": {
     "editable": true
    },
@@ -1124,7 +1124,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6b5273f1",
+   "id": "68efa94d",
    "metadata": {
     "editable": true
    },
@@ -1149,7 +1149,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a260b371",
+   "id": "0c144baa",
    "metadata": {
     "editable": true
    },
@@ -1169,7 +1169,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "2ff1e63c",
+   "id": "3dbef469",
    "metadata": {
     "editable": true
    },
@@ -1181,7 +1181,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ab4b2e8c",
+   "id": "27061345",
    "metadata": {
     "editable": true
    },
@@ -1191,7 +1191,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "85b6fb62",
+   "id": "bc270a26",
    "metadata": {
     "editable": true
    },
@@ -1206,7 +1206,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "42449344",
+   "id": "4075e050",
    "metadata": {
     "editable": true
    },
@@ -1219,7 +1219,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "35e4f511",
+   "id": "19dd4b96",
    "metadata": {
     "editable": true
    },
@@ -1232,7 +1232,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c787234f",
+   "id": "f0fa1bc0",
    "metadata": {
     "editable": true
    },
@@ -1244,7 +1244,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "183711dc",
+   "id": "8ea697af",
    "metadata": {
     "editable": true
    },
@@ -1257,7 +1257,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "2351078d",
+   "id": "6074b0df",
    "metadata": {
     "editable": true
    },
@@ -1268,7 +1268,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "408ba3b5",
+   "id": "17890a02",
    "metadata": {
     "editable": true
    },
@@ -1282,7 +1282,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "3ea79849",
+   "id": "86770121",
    "metadata": {
     "editable": true
    },
@@ -1292,7 +1292,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "69439aad",
+   "id": "7447aaee",
    "metadata": {
     "editable": true
    },
@@ -1306,7 +1306,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e6c29fd8",
+   "id": "1a065454",
    "metadata": {
     "editable": true
    },
@@ -1319,7 +1319,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "4bb52549",
+   "id": "299e45c4",
    "metadata": {
     "editable": true
    },
@@ -1332,7 +1332,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "3430d548",
+   "id": "2e27eb1c",
    "metadata": {
     "editable": true
    },
@@ -1342,7 +1342,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9ba636b3",
+   "id": "757e0395",
    "metadata": {
     "editable": true
    },
@@ -1355,7 +1355,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "cb19e98f",
+   "id": "821b4888",
    "metadata": {
     "editable": true
    },
@@ -1365,7 +1365,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "3cc840d7",
+   "id": "1f66e8c1",
    "metadata": {
     "editable": true
    },
@@ -1378,7 +1378,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a5062213",
+   "id": "794b99f5",
    "metadata": {
     "editable": true
    },
@@ -1390,7 +1390,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "8d555244",
+   "id": "a7703593",
    "metadata": {
     "editable": true
    },
@@ -1409,7 +1409,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c4356604",
+   "id": "4d4c2830",
    "metadata": {
     "editable": true
    },
@@ -1422,7 +1422,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "09dc08a1",
+   "id": "08f438fa",
    "metadata": {
     "editable": true
    },
@@ -1434,7 +1434,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "dab5056a",
+   "id": "30554920",
    "metadata": {
     "editable": true
    },
@@ -1447,7 +1447,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "8a1f8583",
+   "id": "eb2d0659",
    "metadata": {
     "editable": true
    },
@@ -1467,7 +1467,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "1be08ebb",
+   "id": "e3f406ba",
    "metadata": {
     "editable": true
    },
@@ -1490,7 +1490,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "2a368353",
+   "id": "04ed2dd4",
    "metadata": {
     "editable": true
    },
@@ -1505,7 +1505,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6fee4a1a",
+   "id": "ca175052",
    "metadata": {
     "editable": true
    },
@@ -1517,7 +1517,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "1a97c9ef",
+   "id": "cae9e5af",
    "metadata": {
     "editable": true
    },
@@ -1537,7 +1537,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "0a70afb2",
+   "id": "5d65b07a",
    "metadata": {
     "editable": true
    },
@@ -1557,7 +1557,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "dc32eaea",
+   "id": "b1bf73fb",
    "metadata": {
     "editable": true
    },
@@ -1581,7 +1581,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "016d0ab3",
+   "id": "1f98ac66",
    "metadata": {
     "editable": true
    },
@@ -1602,7 +1602,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "3f371f0d",
+   "id": "cc88b1ee",
    "metadata": {
     "editable": true
    },
@@ -1632,7 +1632,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "abc56fe7",
+   "id": "8b721633",
    "metadata": {
     "editable": true
    },
@@ -1656,7 +1656,7 @@
   {
    "cell_type": "code",
    "execution_count": 1,
-   "id": "a3d2885b",
+   "id": "ad223832",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -1695,7 +1695,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "5db67125",
+   "id": "17be41a1",
    "metadata": {
     "editable": true
    },
@@ -1705,7 +1705,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6f1b5417",
+   "id": "69421d74",
    "metadata": {
     "editable": true
    },
@@ -1716,7 +1716,7 @@
   {
    "cell_type": "code",
    "execution_count": 2,
-   "id": "9d98136a",
+   "id": "2729405e",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -1736,7 +1736,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c87eac4e",
+   "id": "236a42a1",
    "metadata": {
     "editable": true
    },
@@ -1754,7 +1754,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "2f0f4313",
+   "id": "8fcdaadc",
    "metadata": {
     "editable": true
    },
@@ -1766,7 +1766,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "7895ee8b",
+   "id": "7cc9cdf4",
    "metadata": {
     "editable": true
    },
@@ -1783,7 +1783,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "be454b28",
+   "id": "b7b6f4ad",
    "metadata": {
     "editable": true
    },
@@ -1795,7 +1795,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "7475f8f9",
+   "id": "859ee059",
    "metadata": {
     "editable": true
    },
@@ -1805,7 +1805,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "fd472029",
+   "id": "459c3520",
    "metadata": {
     "editable": true
    },
@@ -1817,7 +1817,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b43c8f67",
+   "id": "07d724d8",
    "metadata": {
     "editable": true
    },
@@ -1834,7 +1834,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c47cfb6d",
+   "id": "ebe1aaa1",
    "metadata": {
     "editable": true
    },
@@ -1846,7 +1846,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "593188cd",
+   "id": "6827a56c",
    "metadata": {
     "editable": true
    },
@@ -1856,7 +1856,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "76de4d81",
+   "id": "1b5aabc1",
    "metadata": {
     "editable": true
    },
@@ -1868,7 +1868,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "afc38c97",
+   "id": "fd4da9e7",
    "metadata": {
     "editable": true
    },
@@ -1878,7 +1878,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b0f2971c",
+   "id": "3ba15e20",
    "metadata": {
     "editable": true
    },
@@ -1890,7 +1890,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "5a65e495",
+   "id": "3c912a7b",
    "metadata": {
     "editable": true
    },
@@ -1900,7 +1900,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "31419298",
+   "id": "43cb230f",
    "metadata": {
     "editable": true
    },
@@ -1916,7 +1916,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "217ddd53",
+   "id": "c723eb72",
    "metadata": {
     "editable": true
    },
@@ -1927,7 +1927,7 @@
   {
    "cell_type": "code",
    "execution_count": 3,
-   "id": "ece05002",
+   "id": "52d1b1bf",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -1992,7 +1992,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "de6dc4e2",
+   "id": "05905c84",
    "metadata": {
     "editable": true
    },
@@ -2003,7 +2003,7 @@
   {
    "cell_type": "code",
    "execution_count": 4,
-   "id": "da218205",
+   "id": "15883cc8",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -2060,7 +2060,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "5ea5df06",
+   "id": "d01031bc",
    "metadata": {
     "editable": true
    },
@@ -2098,7 +2098,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "40f41d74",
+   "id": "3f1014f9",
    "metadata": {
     "editable": true
    },
@@ -2109,7 +2109,7 @@
   {
    "cell_type": "code",
    "execution_count": 5,
-   "id": "03bb50ae",
+   "id": "0f7f0a2b",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -2191,7 +2191,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "cd11e9fd",
+   "id": "5c0a1e98",
    "metadata": {
     "editable": true
    },
@@ -2216,7 +2216,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6cf68ff2",
+   "id": "423a173e",
    "metadata": {
     "editable": true
    },
@@ -2244,7 +2244,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c445bfb2",
+   "id": "531cc595",
    "metadata": {
     "editable": true
    },
@@ -2257,7 +2257,7 @@
   {
    "cell_type": "code",
    "execution_count": 6,
-   "id": "8e26035a",
+   "id": "9f463ef6",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -2357,7 +2357,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "86a6b012",
+   "id": "fb460894",
    "metadata": {
     "editable": true
    },
@@ -2368,7 +2368,7 @@
   {
    "cell_type": "code",
    "execution_count": 7,
-   "id": "4a0e1afd",
+   "id": "84f5480a",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -2457,7 +2457,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "bb1e0f15",
+   "id": "2e9a67d4",
    "metadata": {
     "editable": true
    },
@@ -2467,7 +2467,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "83c87d33",
+   "id": "a487a944",
    "metadata": {
     "editable": true
    },
@@ -2480,7 +2480,7 @@
   {
    "cell_type": "code",
    "execution_count": 8,
-   "id": "74eaac59",
+   "id": "82c29352",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -2558,7 +2558,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "aa703354",
+   "id": "c76ccd85",
    "metadata": {
     "editable": true
    },
@@ -2568,7 +2568,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f8bffca6",
+   "id": "3131e8d4",
    "metadata": {
     "editable": true
    },
@@ -2597,7 +2597,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "109c07d6",
+   "id": "0b408cd2",
    "metadata": {
     "editable": true
    },
@@ -2613,7 +2613,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "1ea48f22",
+   "id": "e127a896",
    "metadata": {
     "editable": true
    },
@@ -2632,7 +2632,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "212f90ec",
+   "id": "d0096384",
    "metadata": {
     "editable": true
    },
@@ -2646,7 +2646,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a019e7cb",
+   "id": "c01cf074",
    "metadata": {
     "editable": true
    },
@@ -2658,7 +2658,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "2ca46c43",
+   "id": "0e482bf6",
    "metadata": {
     "editable": true
    },
@@ -2669,7 +2669,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c61ed9c8",
+   "id": "5fdd00a2",
    "metadata": {
     "editable": true
    },
@@ -2681,7 +2681,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "96d84043",
+   "id": "5c65ebd6",
    "metadata": {
     "editable": true
    },
@@ -2693,7 +2693,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e53b66df",
+   "id": "fab9aceb",
    "metadata": {
     "editable": true
    },
@@ -2709,7 +2709,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "71d542a3",
+   "id": "b5c38a6a",
    "metadata": {
     "editable": true
    },
@@ -2720,7 +2720,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "01b18637",
+   "id": "fb7b60e4",
    "metadata": {
     "editable": true
    },
@@ -2743,7 +2743,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e35bdcc1",
+   "id": "ab45dff9",
    "metadata": {
     "editable": true
    },
@@ -2754,7 +2754,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "15b7ea3c",
+   "id": "3714ed57",
    "metadata": {
     "editable": true
    },
@@ -2766,7 +2766,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a4c5f625",
+   "id": "eb804be9",
    "metadata": {
     "editable": true
    },
@@ -2778,7 +2778,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "450007e4",
+   "id": "b8127b07",
    "metadata": {
     "editable": true
    },
@@ -2792,7 +2792,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "3bcf81c1",
+   "id": "8e5964fc",
    "metadata": {
     "editable": true
    },
@@ -2823,7 +2823,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f69a019e",
+   "id": "53b8a320",
    "metadata": {
     "editable": true
    },
@@ -2845,7 +2845,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "95b37da0",
+   "id": "42b13d5f",
    "metadata": {
     "editable": true
    },
@@ -2857,7 +2857,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "241c2335",
+   "id": "e273408f",
    "metadata": {
     "editable": true
    },
@@ -2870,7 +2870,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "cf794384",
+   "id": "1dc4ad8b",
    "metadata": {
     "editable": true
    },
@@ -2882,7 +2882,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "4cd5260a",
+   "id": "1a4b573f",
    "metadata": {
     "editable": true
    },
@@ -2894,7 +2894,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "7361e846",
+   "id": "59e15b92",
    "metadata": {
     "editable": true
    },
@@ -2906,7 +2906,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6a07837b",
+   "id": "6b9440f8",
    "metadata": {
     "editable": true
    },
diff --git a/doc/LectureNotes/_build/html/searchindex.js b/doc/LectureNotes/_build/html/searchindex.js
index 63fe57975..b48e187ad 100644
--- a/doc/LectureNotes/_build/html/searchindex.js
+++ b/doc/LectureNotes/_build/html/searchindex.js
@@ -1 +1 @@
-Search.setIndex({docnames:["chapter1","chapter10","chapter11","chapter12","chapter13","chapter2","chapter3","chapter4","chapter5","chapter6","chapter7","chapter8","chapter9","chapteroptimization","clustering","exercisesweek34","exercisesweek35","exercisesweek36","exercisesweek37","intro","linalg","project1","schedule","statistics","teachers","textbooks","week34","week35","week36","week37"],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","intro.md","linalg.ipynb","project1.ipynb","schedule.md","statistics.ipynb","teachers.md","textbooks.md","week34.ipynb","week35.ipynb","week36.ipynb","week37.ipynb"],objects:{},objnames:{},objtypes:{},terms:{"0":[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,20,21,23,24,26,27,28,29],"00":[0,1,5,6,9,11,26,27,28],"000":[1,3,9],"0000":9,"00000":[9,11],"000000":[5,11,27],"00000000e":[5,27],"0001":[1,17],"00019961646575285301":9,"00019998":5,"00024087":5,"00029012":5,"00031535148309577417":[6,28],"0003153514830958095":[6,28],"00034944":5,"000417932":2,"00042089":5,"000464088":2,"00050694":5,"00058016":[6,28],"00060704":6,"00061058":5,"00062592":6,"00063362":29,"00063866":29,"00066668":[6,28],"00068091":29,"00068734":[6,28],"00069123":6,"00073541":5,"00075590":29,"00076495":[6,28],"00076908":6,"0007698473260556325":[6,28],"0007698473260556343":[6,28],"00079125":6,"00079904":29,"00079968":5,"00083355":29,"00084707":6,"00085892":6,"00087697":[6,28],"00088573":5,"00089193":29,"00092678":6,"00092898":29,"00096314":5,"001":[1,2,8,13,17,28],"00100519":[6,28],"0010479245693919886":[6,29],"00105081":[6,28],"00106677":5,"00107405":[6,28],"00111756":[6,28],"0011526":[6,28],"00115999":5,"00118584":6,"00119688":29,"00128479":5,"001323":[6,28],"00137814":6,"00139705":5,"00140846":29,"00149311":[6,28],"00149956":[6,28],"00152117":[6,28],"00154733":5,"00154853":29,"00156374":6,"00168251":5,"00174276":[6,28],"00175331":[6,28],"00186347":5,"001880":5,"00200":8,"00202624":5,"00202756":[6,28],"00217499":[6,28],"00219195":29,"00224413":5,"00228740":6,"0023548":[6,28],"002381316302584885":[6,28],"0023813163025848865":[6,28],"00242954":29,"00242999":6,"00243186":[6,28],"0024401":5,"00249435":[6,28],"00266858":2,"00270244":5,"00274989":[6,28],"00289724":[6,28],"00293838":5,"00310113":2,"00312361":[6,28],"00315593":6,"0032153180657605116":[6,29],"00323332":[6,28],"0032542":5,"00325450":29,"003301":[6,28],"0033955154592040936":[6,29],"00353823":5,"0036237":[6,28],"0036367":[6,28],"00369758":[6,28],"0038335":[6,28],"003909404072811226":[6,29],"00391839":5,"0039987":[6,28],"004":[5,28,29],"004091940707753939":[6,29],"00410387":[6,28],"00410478":6,"004113634617443131":[6,27,28],"00411363461744314":[6,27,28],"004113634617443147":[6,27,28],"00415598634586135":[6,29],"00420072":29,"00424909":2,"00424967":[6,28],"00426027":5,"00433417":11,"00440346":[6,28],"00443743":[6,28],"00445655":11,"00445922":26,"004579219539673834":[6,29],"00458878":[6,28],"004610275230656212":[6,29],"00462287":[6,28],"00465099":29,"00471782":5,"00472199":6,"00472512":[6,28],"0049544":[6,28],"00497837":28,"004999999999999991":0,"00512927":5,"00517114":[6,28],"00526348":[6,28],"0053018":[6,28],"00554552":[6,28],"00556826":[6,28],"0056799":5,"00579953":[6,28],"00588657":[6,28],"00607783":6,"006162":[6,28],"00617499":5,"00630331":[6,28],"00642221":[6,28],"0064472":28,"00660427":[6,28],"00672607":[6,28],"00673407":[6,28],"00676387":[6,28],"0068011":[6,28],"00683748":5,"00683964":[6,28],"007024126888938232":[6,29],"00719176":[6,28],"00727646693":[0,26],"007315":27,"0074331":5,"00759119":6,"00779281":23,"00781918":29,"00784393":[6,28],"00803064":[6,28],"00805074":29,"00813803":6,"00817631":[6,28],"00823002":5,"00827728":[6,28],"00831018":[6,28],"00834567":[6,28],"00848904":[6,28],"0086649156":[0,26],"008675369724975977":5,"008831941890485846":27,"00890669":20,"00894639":5,"00902152e":27,"00905423":[6,28],"009163470508352218":5,"009164545680330616":[6,29],"00917248":[6,28],"00934327e":27,"00934499":[6,28],"009522910538005715":27,"0096208":[6,28],"00987022":26,"00990475":5,"00992331":[6,28],"00996754":[6,28],"00it":6,"01":[0,1,2,5,6,9,11,13,17,25,26,27,28],"010018312644137363":[6,29],"0100706":[6,28],"010331721306655127":[6,29],"010516485576645508":[6,29],"01066519":[6,28],"01076611":5,"0110":23,"011076219011379514":[6,29],"011225":2,"011265488125148788":27,"0113104":[6,28],"01173838":0,"01179792":[6,28],"01191824":5,"012073649446193166":[6,29],"01219292":[6,28],"01222822":27,"01223198":[6,28],"01231917":[6,28],"01265755":27,"012658":27,"01267007":28,"01290947":[6,28],"01295356":5,"013121574015585152":[6,29],"013121574015585155":[6,29],"01312254":26,"01318643":[6,28],"01347916":[6,28],"01348565":[6,28],"01367553":[6,28],"01384313":26,"01397146":[6,28],"01405935":[6,28],"01416528":[6,28],"01433809":5,"014436800088904942":[6,29],"01449782":[6,28],"01458337":[6,28],"014586":27,"01458611":27,"0146081":[6,28],"01463049":[6,28],"014891664497538563":26,"01496065":26,"01507238889517706":[6,28],"01507238889517717":[6,28],"01531845":[6,28],"01542292":[],"01549377":[6,28],"01549939":[],"01550546":[],"01558197":5,"015910":11,"01591047":11,"01594452":29,"01628578269596628":[6,29],"01633913":[6,28],"01640891":6,"01655318":[6,28],"016587414993043573":[6,29],"01691985":[6,28],"0169643":5,"01708781":[6,28],"01708852":[6,28],"01713366":[6,28],"01724499":5,"017355848195593347":[6,29],"01735584819559336":[6,29],"017665":5,"01783414e":27,"01813007e":27,"018232":27,"01831050e":[6,28],"01831190e":[6,28],"01846688":26,"01866537":[6,28],"01873344":11,"01873869":5,"01898855":[6,28],"01905883":[6,28],"01908936":[6,28],"01963611":[6,28],"01969145":[6,28],"01975416527185249":[6,29],"01975848":[6,28],"01it":6,"02":[0,4,6,7,12,26,27,28],"02024962":[6,28],"02054837e":[6,28],"02068067":[6,28],"02073509":5,"02077431":28,"02098261":[6,28],"02123176":[6,28],"021544346900318832":28,"021592704588025022":[6,29],"021592704588025025":[6,29],"02180258":26,"02198702e":[6,28],"02198703e":[6,28],"02208512":[6,28],"02228115":[6,28],"02229529":[6,28],"02252765":5,"022999498260366312":[6,29],"02348765":[6,28],"02365049":[6,28],"024217":11,"02421742":11,"02424794":29,"0245528":[6,28],"02492265":5,"02498832":[6,28],"02503753":[6,28],"02511518":6,"02522069":6,"02546675":29,"025709":[11,27],"02586427":[6,28],"0260906":[6,28],"02625193":8,"02629596":20,"02660572763718093":[6,29],"026605727637180936":[6,29],"02693858":28,"02707227":5,"02723445":[6,28],"027609773491022525":[6,29],"02760977349102253":[6,29],"027610":5,"02761005":5,"02857":4,"02895918":28,"029483":5,"029733":27,"02976145":[6,28],"02994311":5,"02f":[6,21],"02it":6,"03":[1,6,27,28],"03032441e":[6,28],"03077640549":4,"03099776":5,"031":[5,28,29],"031696741936652305":23,"03196357":[6,28],"03251863":5,"03256632e":1,"03267527":[6,28],"03279636":[6,28],"0330308045183194":[6,28],"0330308045187757":[6,28],"03308408":5,"0334336":26,"033657685071527665":[6,29],"03405654":11,"034057":11,"03447512":[6,28],"034557":27,"03562355":[6,28],"03568439":[6,28],"0359565":5,"03630548":[6,28],"03707133":11,"037299816041296285":9,"037813671417389005":[6,29],"03781367141738902":[6,29],"03814292":[6,28],"03815288":[6,28],"038300":[11,27],"03846169":28,"039039":5,"039967668952797":[6,28],"0399676689527975":[6,28],"04":[1,6,11,27,28],"040102":5,"04010697":[6,28],"0402":[],"04063602":[6,28],"041":9,"0411487294305088":[6,28],"0411487294305226":[6,28],"04193203":27,"04220758":[6,28],"04242885e":27,"04295757":29,"043":9,"04315108":5,"04321941e":27,"04346721":5,"04355837":[6,28],"04362":9,"04373024":26,"0437499":2,"04389027":[6,28],"04423486":[6,28],"04426744e":27,"044334":27,"044613":[6,28],"04537385":[6,28],"04543942":[6,28],"045548":11,"04554803":11,"04566964":[6,28],"0458":9,"04648335":5,"04664255":6,"04683565":5,"046842629321028326":11,"04784395":[6,28],"0481872773043029":[6,29],"04876305":26,"04892055":[6,28],"04909093":[6,28],"04912436":6,"04926746":29,"0494262":26,"04944931918420588":23,"049556996627824":[6,28],"0495569966278269":[6,28],"05":[1,4,6,21,27,28],"05009826":[6,28],"05061841":23,"05073207e":27,"05087888":11,"050879":11,"051006":11,"05100602":11,"05100875":[6,28],"05108705":26,"051418":5,"051649":[11,27],"0517473":5,"05210975":20,"052279218012056844":[6,29],"05227921801205686":[6,29],"052305":27,"05263":9,"05302":9,"053417":27,"05364854":8,"05383795":[6,28],"0538391":26,"053849":5,"05447415":[6,28],"054617":27,"054655":27,"05505310046363":2,"05519999":28,"05533":9,"055676":27,"055734":27,"055910":27,"055987":27,"05614483":5,"05623":9,"05648":9,"05651951":[6,28],"05667":9,"056683":27,"056767":5,"057076":5,"05716368155342608":[6,29],"057300":27,"057393":27,"057415":5,"057418":27,"057457":27,"057722":27,"057786":5,"057835":27,"05785343":[6,28],"05789007":[6,28],"05796251":[6,28],"05807125":[6,28],"058190":5,"058552":27,"058645":27,"05883":9,"05884":9,"058854":27,"058952":27,"058996":27,"059031":27,"059226":5,"059406":5,"059597":5,"05965043":20,"059711":5,"059797":5,"059807":27,"059951":27,"05999":9,"059993":27,"06":[6,27,28],"060003":5,"060043":5,"060083":27,"06020587":[6,28],"060254":27,"060340":5,"060422":5,"06043581":[6,28],"060612":5,"060716":27,"060756":27,"060764":5,"060864":5,"060872":27,"061076":5,"061146":5,"061163":27,"061359":27,"061367":5,"061443":27,"061452":27,"061496":5,"061614":27,"061822":5,"061882":5,"06200174":5,"062016":27,"06208238634231949":[6,29],"062242":5,"062292565":4,"062337":27,"062599":27,"062624":27,"062634":5,"062874":27,"063019":27,"063061":27,"063080":27,"063260":27,"063511":5,"063653":27,"063684":5,"063832":5,"063894":27,"063965":5,"064061":5,"064074":27,"064087":5,"064307":5,"06442194e":27,"06444":9,"064501":27,"064521":5,"064530":5,"06453579006728324":[6,29],"064606":27,"064609":27,"064699":27,"064713":5,"064793":27,"064841":5,"064889":5,"06491736":[6,28],"064933":5,"065024":5,"065077":27,"065101":5,"065115":5,"065186":5,"065273":5,"065299":5,"065304":5,"065359":5,"065361":5,"065378":27,"065390":27,"065410":27,"06547790180152355":[6,29],"06547790180152359":[6,29],"065588":5,"065633":5,"065860":5,"065930":5,"066066":27,"066204":5,"066349":5,"06637":9,"066380":5,"066395":5,"066402":5,"066406":5,"06644775":20,"066458":5,"066474":27,"066500":27,"066612":27,"066647":27,"0666807":2,"066787":27,"066837":[11,27],"066854":27,"06696769":20,"066999":27,"067097":5,"067149":5,"06719214":20,"06724062":5,"067284":5,"067392":5,"067429":5,"067482":5,"067560":5,"067637":27,"067707":27,"067729":5,"068022":5,"068264":27,"068301":5,"068307":27,"068441":27,"06844519414009445":[6,29],"06844519414009446":[6,29],"068605":11,"068629":27,"068727":27,"068906":27,"068963":5,"069028":27,"06926365":27,"069275":5,"0694169556368514":20,"069452":27,"069521":5,"069584":27,"069704":5,"069717":5,"07":[6,27,28],"070006":11,"070043":27,"070054":5,"070146":27,"07016":9,"07017":9,"070202":11,"070213":27,"070342":5,"07039":9,"070457":27,"070496":5,"070582":27,"07062318":[6,28],"070737":27,"070868":5,"070889":[11,27],"070986":27,"07115":9,"0713":[0,26],"071315":5,"07145103":11,"071462":11,"07160048164233102":[6,29],"07160048164233104":[6,29],"07172103":26,"071729":11,"072000":27,"072111":27,"072132":27,"072476":27,"072489":5,"072621":27,"072633":5,"072759":5,"07285":3,"072860":5,"072976":11,"073318":11,"073481":5,"073581":5,"073598":[11,27],"073627":5,"073634":5,"073644":27,"073934":5,"074067":[11,27],"074084":27,"074208":5,"074210":27,"07421084":5,"074323":27,"074407":5,"074548":5,"074552":11,"07456491":5,"074706":5,"07490892":[6,28],"074973":11,"075398":11,"075698":5,"075816":27,"075889":27,"075972":5,"076150":27,"076383":5,"07641937":29,"07643382":20,"0764924":[6,28],"076620":5,"076697":11,"076716":5,"07678":9,"07692307692307693":9,"076938":[11,27],"076964":5,"077082":11,"077168":27,"07745069":23,"077460":27,"077522":11,"07777777777777778":1,"078110":27,"07820":9,"078336":27,"078540":27,"07862755":23,"07864":9,"078704":5,"07871":9,"078785":11,"078824":11,"078974":27,"078986":27,"079381":11,"079412":5,"07944154":[20,26],"079578":5,"079642":5,"0796891867672603":[6,29],"0798590438380667":11,"079873":5,"079946":27,"08":[6,9,23,27],"080016":5,"080195":11,"080425":5,"08043851":5,"080616":27,"080630":11,"080764":27,"081276":27,"081308":11,"08131003":6,"081374":11,"081422":11,"08156108":[6,28],"081597":11,"08165104":27,"081655":27,"081798":11,"08251519":[6,28],"082592":11,"082619":11,"082653":27,"082661":11,"08277442":23,"0827744231113545":23,"082978":11,"08299273e":[6,28],"083096":11,"08318298e":1,"08323973e":27,"083309":11,"08333333333333333":[1,9],"08336233266":4,"083527":27,"083540":11,"08376632":[6,27,28],"083766322923899":[6,27,28],"0837663229239043":[6,27,28],"083851":11,"083906":11,"083943":11,"084022":11,"084076":27,"084157":11,"08426840630693411":[6,29],"08426840630693413":[6,29],"084362":11,"08455":9,"084574":11,"084650":11,"08474":9,"084809":27,"085152":11,"085237":11,"085259":11,"085265":11,"085346":11,"085383":11,"085431":11,"08551306":[6,28],"08557805981945521":5,"085693":11,"08576932":6,"08593216":[6,28],"086059":11,"08611111111111111":1,"086230":11,"086263":11,"086538":11,"086550":11,"086611":11,"086615":11,"086673":11,"086782":11,"086875":11,"086890":11,"08690":9,"087176":11,"08750220e":27,"08758":9,"087822":11,"087938":11,"087951":11,"088061":11,"088130":11,"088160":11,"0881981":5,"088222":11,"08823":[],"088361":11,"088402":11,"088422":11,"08860792":20,"08871404":5,"08881497884574564":27,"08888888888888889":1,"088893":11,"088908":11,"088986":11,"08902":9,"08939489":20,"0895387":27,"089539":27,"089629":11,"089654":11,"089682":11,"089702":11,"089739":11,"089892":11,"08996":9,"09":[1,6,27],"090000":11,"090025":11,"09004029":26,"090290":11,"09047191e":27,"090623":11,"090696":11,"090751":11,"091246":11,"091331":11,"091353":11,"091561":11,"091627":11,"09163947":6,"09166666666666666":1,"0917":9,"091700":11,"09221309":23,"092347":11,"09251":9,"092544":11,"092613":11,"092672":11,"09298511":23,"093078":11,"093132":11,"093429":11,"0940821989627646e":[6,28],"0940821989652176e":[6,28],"094426":11,"09444444444444444":1,"094577":11,"094659":11,"094671":11,"094970":11,"09609807":5,"09650726":26,"096803":11,"096837":11,"096928":11,"09715081560068299":26,"09744":9,"09780":9,"09791":9,"09861229":[20,26],"0988662":20,"09900923":26,"09903804":8,"09917303":20,"09919198949275869":[6,29],"099287":11,"09951287404314545":1,"09953815":20,"0n":[0,26],"0x0006":[3,4,14],"1":[1,2,3,4,5,6,7,8,9,10,11,12,13,14,20,22,23,24,25,28,29],"10":[0,1,2,3,4,5,6,7,8,9,10,11,12,13,20,21,22,23,24,26,27,28,29],"100":[0,1,2,3,4,5,6,8,9,10,11,13,14,15,16,17,20,23,24,26,27,28,29],"1000":[0,1,2,4,5,8,11,13,14,19,23,26,27],"10000":[2,5,6,10,11,13,23,28,29],"100000":8,"10001":10,"1001":[9,23],"1002":23,"1003":23,"10030":9,"10041812":28,"1005":23,"1007":29,"1007711427354898":[6,29],"1009":23,"1011":23,"1013":23,"1013904243":23,"10141413e":[6,28],"1015":23,"1015am":26,"1023":23,"10230":9,"1024":3,"1026":23,"1027":23,"103":1,"1030":23,"10340":9,"1037":23,"10378326e":1,"1038":23,"10391807":[6,28],"10398646080125032":[6,29],"10398646080125035":[6,29],"1040":23,"10405456":11,"10430":9,"104411":27,"1047":23,"105":28,"10520":9,"10555555555555556":1,"10572":29,"10589577":5,"106095":[11,27],"10694828":20,"1079":29,"10790125813226321":27,"108":[6,9],"10913":6,"10931453":[6,28],"10960":9,"10983159":11,"10th":9,"10x":[0,26],"11":[0,2,5,6,7,8,9,10,11,12,13,15,16,20,21,22,23,24,25,26,27,28,29],"1100":23,"1101":23,"11022072":11,"110221":11,"11022302e":5,"111":[1,7,12],"11100":9,"11202337":29,"112383":[11,27],"1124":9,"11368985":26,"11382896":28,"11388888888888889":1,"11390":9,"11400097":20,"114550":29,"11462415":5,"11482289e":[6,28],"11500354":20,"11507992e":1,"11547777218872497":[6,29],"115822":6,"11590":9,"11660":9,"11666666666666667":1,"11694":21,"117":8,"11744554e":[6,28],"11780":9,"118":[0,2,7],"11830757":28,"118318":27,"1184":29,"11840":9,"11890":9,"119":[0,2,7],"11938949":23,"11952661":23,"11967653":26,"119936":2,"12":[0,1,2,3,4,5,6,7,8,9,11,12,20,23,25,26,27,29],"120":[0,2,3,7],"1203":9,"1203284":8,"12044974":27,"120450":27,"121":[8,9,10],"12122786e":27,"1215pm":[24,26],"12182967":[6,28],"122":[2,8,9,10],"12222222222222222":1,"1225397":23,"123":2,"12318726e":[6,28],"12330033":27,"12333649":[6,28],"123711":6,"12380":9,"124":[0,26],"12400":9,"1242":8,"12552073e":[6,28],"12591227":27,"126":9,"1261":9,"12618549":5,"1265":9,"127":4,"12700133":20,"1271":6,"12777777777777777":1,"12790":9,"128":[3,4,13],"12871842":27,"129012":6,"12952339":28,"1297":9,"1298":9,"129963":29,"12pm":[24,26],"13":[0,2,5,6,7,9,11,12,18,20,21,23,26,27,29],"130":9,"13003291":[6,28],"130224":11,"13022421":11,"13055555555555556":1,"130694":27,"13069442":27,"131":9,"13118774":26,"13156239":20,"13179053e":27,"132":9,"13220608e":[6,28],"1325":6,"1326":9,"1326197715":26,"13280":9,"133":7,"13318759":20,"1332":29,"134":28,"135":9,"1350":29,"13535942":[6,28],"13588335":27,"136":[0,7],"13614217":20,"13633112":26,"13641587e":27,"13646574":5,"13658936":23,"13661243e":[6,28],"13679863":[6,28],"137":[0,7],"13740":9,"137652":[11,27],"138":[0,7],"1385":6,"13858317":26,"13865173":5,"13867518":26,"138775":[11,27],"1388888888888889":1,"13890":9,"139":[0,7],"1392559585020426e":[6,28],"139255958997547e":[6,28],"13929376":20,"139431112903922":[],"1394311129039245":[],"1395084586525954":[],"1395235273363669":[],"14":[0,2,4,5,6,7,8,9,10,11,12,20,21,23,25,27,29],"140":[0,2,7,9],"14021063":[6,28],"14092044":20,"141":[0,2,7],"14100":9,"1416398":[6,28],"14174745":[6,28],"1418":9,"142":[0,7,9],"14250":9,"14277718e":27,"143":[0,2,7,9],"1437":1,"144":[0,7],"14400":9,"1440501043841336":1,"14440":9,"1446729567":4,"145":2,"14568914":28,"146":2,"14629156":29,"14710":9,"14716":6,"14722222222222223":1,"147400":[11,27],"147420":[11,27],"1479":9,"148":[3,4,14],"14812206":6,"148282":6,"14932255":23,"149425":6,"14966323":20,"14984157":23,"14g":[6,29],"15":[0,2,4,6,7,8,9,12,13,15,16,17,20,23,26,29],"150":[3,4,8,9,14],"15005476":5,"150707":6,"15098090e":[6,28],"151":[3,4,14],"151068":29,"1512":[],"15130074e":[6,28],"152":9,"15200":9,"1527777777777778":1,"153":[3,4,14],"153036":27,"15313054":29,"15330788e":27,"15384615384615385":9,"154":[3,4,6,14],"15431202":20,"155":[3,4,9,14],"156":[3,4,14],"156956":5,"157":[3,4,14],"1575":9,"15792278643800434":5,"158":9,"15807529":26,"1587":9,"1590":9,"15990":9,"15am":26,"15g":[6,29],"16":[1,2,3,4,5,6,8,9,10,23,26,27,28,29],"1603":3,"16111111111111112":1,"16211139":5,"16220":9,"162246":5,"16231451":4,"1625":9,"1628":9,"16304863":27,"163049":27,"1630775253":1,"16342407":5,"16343471":[6,28],"16384":3,"16500":9,"16526258":20,"166":9,"16632351e":27,"16638104":20,"167787":5,"168":9,"16805821e":[6,28],"16855533":26,"17":[1,2,5,6,7,8,9,13,23,27,29],"1709":9,"171":28,"171525":27,"1715252":27,"17174962e":1,"17222222222222222":1,"1726":9,"17300":9,"1731":9,"17446471":6,"17483760":29,"17485935":20,"175":29,"1752":9,"175300":27,"17561484":20,"17576105":26,"17641709":[6,28],"17748443e":27,"17755779e":27,"17777777777777778":1,"17801022":5,"17861098":6,"17917768":5,"17949575":5,"17953942":11,"1797":[1,3],"17979265":5,"179793":5,"18":[2,6,7,8,9,10,13,23,29],"1801709":28,"18029127":5,"1803":[],"1807":4,"18075088":23,"1809":9,"181":9,"1812":9,"1821":9,"182925111119767":20,"18307821":28,"18333333333333332":1,"18383522":27,"18388":6,"184":9,"1840":29,"184519":27,"185":28,"1860":9,"18611111111111112":1,"18613217e":[6,28],"18660":9,"18670072e":27,"18673098":11,"189496":27,"189622":27,"19":[2,6,9,15,23,26,29],"19166666666666668":1,"192":29,"19207979":5,"19220":9,"1940":0,"194042826649355e":[6,28],"194042826815211e":[6,28],"1943":12,"1944":6,"1949983":26,"1956":9,"19569961":[6,27,28],"19688765":26,"1970":[20,26],"1973":9,"197370":[11,27],"19740":9,"1979":[6,29],"19800":9,"1999":[],"1_1":12,"1_2":12,"1_3":12,"1cm":[0,8,10,23,26],"1d":[1,2,3],"1e":[1,2,4,13,14],"1e10":14,"1e4":6,"1f":1,"1k":20,"1n":[0,26],"1x":[0,26],"2":[1,2,3,4,5,6,7,8,9,10,11,12,13,14,19,20,21,22,23,25,29],"20":[0,1,2,6,7,8,9,13,23,24,26,28,29],"200":[0,2,3,4,8,9,10],"2000":[0,27],"20015436":6,"2004":13,"2006":25,"2008":26,"2010":1,"2011":1,"2014":4,"2015":1,"2016":[0,26],"2018":[0,6,27,29],"2019":[8,9],"2021":[6,14,27,28],"2022":26,"20222345":23,"2023":21,"2024":[15,16,17,18,26,27,28,29],"2027":9,"20277777777777778":1,"20488808e":27,"20500":9,"2060":9,"2069":9,"207545":[11,27],"20833333333333334":1,"20867052175034223":[6,29],"20916295":27,"20980":9,"21":[0,1,2,5,6,7,9,12,13,20,26,27,29],"210340":[11,27],"21058097":5,"21093775":6,"21117128e":27,"21130":9,"2116753732":4,"21169159e":[6,28],"213103":[11,27],"213743":[11,27],"21378153":26,"21517262":6,"21596432":6,"216290":[11,27],"216683":[11,27],"21733307e":27,"217962":11,"21796226":11,"21888121":20,"22":[0,1,2,5,6,9,12,13,20,23,26,27,29],"22019267":20,"22044605e":[5,27],"221":8,"2211108":20,"221180":27,"2216":9,"2218":9,"221805":2,"221921":5,"2222736":5,"222274":5,"222400":27,"22398902":26,"22467274":29,"225":4,"22668089":26,"226818":5,"22681817":5,"22690428":5,"22842468702219465":[6,29],"2284246870221947":[6,29],"22847924":5,"23":[1,2,6,9,12,15,20,23,26,29],"23002365e":[6,28],"23076923076923078":9,"23117504":26,"23167717":5,"23177156e":27,"232435":27,"23333333333333334":1,"2338675":27,"233868":27,"234":6,"23505507e":27,"2351":6,"23528337":29,"2364":9,"239":29,"2397":9,"23971032":27,"24":[0,1,2,6,9,20,26,29],"2401":21,"24140":9,"24155894":20,"24159785":27,"2416":9,"24175744e":[6,28],"2419":9,"2430":9,"24390":9,"24444444444444444":1,"24493666":29,"24502113":20,"2456969087678473":23,"24569691":23,"246":2,"24604925":20,"24829908":5,"24906604e":[6,28],"24975055":20,"25":[2,3,4,5,6,8,9,11,21,23,27,29],"250":[2,4,7,9],"25000":0,"250084":5,"2500845":5,"25185716":28,"251879":27,"252436":27,"25325161e":27,"25343155":29,"255":3,"255001":27,"25529356":26,"256":[2,4],"25617655e":[6,28],"25617658e":[6,28],"25695398":29,"2572":9,"2575":9,"259153":[11,27],"2597":9,"26":[2,6,9,16,29],"26093249":20,"26124692":6,"26292364":29,"26297455":27,"26301436":5,"26409315307910025":[6,28],"2640931530791004":[6,28],"2650":9,"265109911":4,"2654":9,"2662882":26,"26710969":5,"26773827":20,"26780278":5,"26792572":20,"268":9,"26814548":6,"26995402":27,"27":[0,1,2,6,29],"270350130579073":11,"27065633":28,"27486761":5,"274868":5,"2750":9,"27518808":26,"276263":[11,27],"27700":9,"27760":9,"27924636":5,"27n_":23,"28":[1,2,3,4,6,9,23,29],"280573":5,"280647":[11,27],"28205578e":27,"282075":5,"28207517":5,"28238649":20,"282727":[11,27],"2830637392":4,"28336218e":[6,28],"28390":9,"28391978":27,"28443039":29,"28475098":8,"2861":23,"2871":9,"2873":9,"2882":23,"2886":23,"2890":[0,26],"2892":23,"28986131":23,"29":[2,6,9,29],"2915":23,"29167186":5,"2931":26,"29313228":20,"29487549e":27,"296697":11,"29669702":11,"2968":26,"2980":26,"29822833":[6,28],"2990":26,"29920468":20,"299748":27,"2_":12,"2_1":12,"2_2":12,"2_3":12,"2_i":12,"2_m":[6,23,29],"2_t":13,"2_x":23,"2b":23,"2cm":8,"2d":[1,3,11,12,19,26],"2e":[6,29],"2f":[0,7,9,10,11,12,26,27],"2g":2,"2g_i":2,"2k":3,"2m":[6,29],"2n":[0,2,3,26,27],"2nd":9,"2p":23,"2pm":24,"2pt":4,"2u":[],"2x":[0,3,8,13,26],"2x_ix_jy_iy_j":8,"2x_j":8,"2y_i":10,"2y_j":8,"3":[1,2,3,4,5,6,7,8,9,10,11,12,13,14,17,18,19,20,21,22,23,24,28,29],"30":[0,1,2,4,6,7,9,10,13,16,24,27,29],"30000":[0,26],"30010":9,"30119421":8,"30132427":20,"302":29,"30258509":[20,26],"30283188":28,"303":6,"30442964":27,"30466214e":[6,28],"30481195":20,"3072":3,"30764357e":27,"3076923076923077":9,"30787294":6,"30820040103372":11,"30873019":26,"30940":9,"3099":29,"31":[2,12,20,23],"310579":27,"3105791":27,"312":28,"3123314713548606":[6,29],"31276579e":[6,28],"313":28,"31318084":5,"313851":5,"31385129":5,"31457796":5,"31471398":26,"315":[6,28],"3155":[0,5,6,28,29],"31566127":26,"316":28,"31718909":11,"317367":11,"31896852":8,"31901056":23,"3199881":26,"32":[3,4,6,8,12,13,20,23],"3200":1,"3207":29,"32149601703519115":[6,29],"3214960170351912":[6,29],"3215":9,"32186558":26,"32238906":11,"322768":5,"3227683":5,"32351459e":27,"32399798":20,"324":2,"3245":2,"32450054":27,"3250":1,"3262":6,"326238":27,"32740721e":27,"32791346e":27,"33":[0,2,9,12,20,24],"33047051":5,"330471":5,"33066907e":[5,27],"33166055e":5,"331939":27,"333":7,"33435469":20,"33540382":20,"34":[2,9,20],"340071371496255":27,"3403":9,"340782":[11,27],"34114547":5,"34175429":23,"342680":27,"3436":[0,26],"34367970":6,"34369306":26,"3437":[0,26],"34412923":27,"34565973":11,"345660":11,"34569596":5,"34693879":26,"34782766":23,"3480159":20,"35":[0,2,6,17,21,23,24,26],"35140":9,"351636":[11,27],"35182854":5,"35389684e":27,"3544313922":6,"35444257":27,"35470445e":[5,27],"35514368":26,"35533773":6,"35577273":26,"356399":27,"357508":27,"35768161":26,"3581341341":4,"359":[5,28],"36":[0,2,5,6,21,23],"360":1,"36097931e":27,"3613":9,"361556":27,"3621311":5,"3632959111950474e":[6,28],"363295916366933e":[6,28],"36417623":26,"3655222":5,"367":[2,9],"36895644":29,"369139":[11,27],"36985812":26,"37":[9,21],"37040343":23,"370782966":4,"37239927e":27,"373465215701515":9,"37396662":[6,28],"37409975e":27,"37416502e":27,"37504943":20,"377372":27,"37737221":27,"3777801602":6,"37900111":[6,28],"38":[9,21,23],"380":9,"38135733e":[6,28],"38157698":26,"3817475779":[6,29],"3823545":20,"38267862":5,"382679":5,"38461538461538464":9,"386":9,"38629436":[20,26],"387":29,"38827994":6,"38916861e":[6,28],"3892":29,"38962192e":[6,28],"39":[0,9,24,26],"39197698":27,"391977":27,"39214397":27,"392144":27,"394":9,"394285":11,"39428522":11,"3952007":20,"39579407":5,"39706027":23,"39706038":5,"397700":[11,27],"39789527":[20,26],"3983":6,"39931051e":27,"399836":27,"39990572e":27,"3d":[2,3,4,6,13,21,29],"3f":[1,3,9],"3n":20,"3x":[2,8],"3x_i":2,"3y":8,"3yk470mj5p931p9dtkk0y6jw0000gn":[1,6,26,29],"4":[1,2,3,4,5,6,7,8,9,10,11,12,13,14,17,20,21,23,26,28,29],"40":[1,6,9,21,24,26,29],"400":4,"4000":[9,26],"40030144":20,"40103689":11,"401037":11,"401842":[11,27],"40332158":23,"40420245":20,"405":9,"4050":[25,26],"405890":[11,27],"40620066":27,"406201":27,"407":9,"40720059":23,"408":9,"4087":9,"4087793":5,"40892859":26,"40927184e":[6,28],"40contain":[],"41":[2,9,20],"4107":9,"41237041":26,"41253101":23,"41383693":26,"41433969":5,"4150":[],"41511965e":1,"4155":[2,15],"4162706317":6,"4166666666666667":9,"41691626":20,"41761415e":27,"41790782":26,"41847076":23,"418506":[11,27],"41858649":20,"41882037e":[6,28],"41988809":20,"42":[1,4,8,9,10,20],"4230769230769231":9,"42379872":23,"42441033":5,"42450":9,"426":[6,9],"42742185":26,"42765083e":27,"429":29,"43":[0,1,2,7,9,20],"43054282":5,"4310":26,"43246775e":27,"43295279":20,"433":29,"43330971e":[6,28],"43442461":20,"435163":27,"43579948e":[6,28],"43639284e":27,"436462435":4,"43766686":11,"438060758":6,"438136":27,"439230":6,"44":[0,1,2,20],"44049151":26,"44089210e":[5,27],"441":[3,4,14],"442":[3,4,14],"442600":[11,27],"443":[3,4,14],"443217":27,"44395301":28,"444":[3,4,9,14],"4442873":23,"445":[3,4,14],"446033":29,"44624525e":27,"44757627":23,"44970586e":1,"45":[0,2,9,24,26],"450":9,"450257":[11,27],"4504":9,"45312744":26,"45422069":20,"455173":29,"4557763":11,"455947":27,"456":9,"457":2,"458027":27,"458078":[11,27],"45915671e":27,"45937581":26,"45960079":5,"46":[2,9,24,26],"460":[9,11],"4601":9,"46124943e":27,"46153846153846156":9,"462":7,"46260797e":27,"46383925e":[6,28],"46383926e":[6,28],"46415888336127775":28,"46608732e":27,"46659511":26,"46713267":28,"46736215":29,"46749552e":27,"4676059":27,"467606":27,"46922796":5,"469228":5,"469596964296967":5,"46984697e":[6,28],"47":[2,9,24,26],"47042744":5,"470478":11,"4704785":11,"47051432":29,"470714":27,"47075725":6,"47116868e":[6,28],"47125748":5,"47132891":5,"47176716":[],"47176783":[],"47179152":[],"47187014":23,"47313680":29,"47610036":6,"47647836":26,"4768597":20,"47734350e":27,"47780495":5,"477805":5,"47815203":11,"47826973":23,"479465113":4,"48":[9,29],"481979":6,"48257387":[24,26],"48329035":23,"48447474":20,"48476997":11,"48494803":28,"48593774":20,"48655388":20,"48688666":11,"486887":11,"48780047":23,"48898864":20,"48994188":5,"49":[5,6,9,11,21,27],"49152":3,"4940954":[0,26],"49510364":20,"4959161509357395e":[6,28],"4959161509366685e":[6,28],"49622615e":27,"49724059":23,"49775827":20,"4990":23,"49905638":26,"4992":23,"4997":23,"4c4c7f":[9,10],"4d":3,"4f":6,"4pm":[24,26],"4y":8,"4y_i":10,"5":[1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,20,21,23,26,27,28,29],"50":[1,2,3,4,6,7,8,9,10,13,26,27,29],"500":[1,3,4,6,9,10,13,29],"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,"50066971":23,"5018":23,"50227564e":[6,28],"50321091":5,"50427787":29,"50470576":26,"50530832":29,"506":0,"50641483":23,"506553":27,"50655336":27,"507d50":[9,10],"50846111e":[6,28],"50846112e":[6,28],"50j":13,"50x10":1,"51":10,"510":1,"51084243":20,"51097872":5,"51178631e":27,"511888":5,"51198558e":27,"51374050":29,"51383260e":27,"514219":27,"51542953":27,"51566561":26,"51569907":20,"51631859":26,"51681181e":27,"5177783846":4,"519327774467847":20,"52018478":20,"5222222222222223":1,"52362157e":27,"52511377":20,"52554699e":27,"52656770e":27,"526744":[11,27],"52780600":29,"528698":5,"52869849":5,"52870818":11,"52874252":5,"53":[2,9],"5303329":11,"5305555555555556":1,"531280":27,"53541027":20,"53603254":20,"53607935":20,"53703498":6,"53738247":29,"5378811":11,"5384615384615384":9,"539261":[11,27],"54":[2,6,9,23],"540":9,"54039921":5,"54041041e":5,"541605":27,"54213195":26,"543939":27,"54393936":27,"54428380e":27,"544439":27,"54637219":29,"55":[1,2,9],"55119373":20,"55217048":26,"5545673":26,"5555555555555556":1,"55640817":26,"5567":6,"55757089e":27,"557795":[11,27],"55796518":20,"55854694":11,"55960462":26,"56":[1,2,9],"56033697":5,"56198284":5,"56239321":23,"564":9,"56413916":23,"564374":[11,27],"56466087e":27,"565":9,"56536":[0,26],"56589683":29,"566":9,"56636616e":[6,28],"567":9,"568":[9,29],"56823411":20,"569":[1,9],"56912044e":[6,28],"56939714":5,"56963365":26,"56965674":29,"57":[0,2,8,9,24,26],"570":9,"571":[5,28],"571105947979344e":[6,28],"571105947979412e":[6,28],"57169969":26,"57201944e":[6,28],"574465":[11,27],"576":29,"57652181":26,"5769230769230769":9,"58":[2,9,10,24,26],"58102999e":27,"58310989":26,"58314173e":27,"5833333333333334":9,"583595":27,"58384652":26,"58492636e":27,"58734026":11,"58827236":6,"58886887":20,"5888888888888889":1,"59":9,"591317992":4,"59161025":20,"59354079":6,"5944444444444444":1,"596190":11,"5961905":11,"5972962":26,"59831212":20,"5cm":23,"5f":8,"5x":8,"5y":8,"6":[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,17,20,23,24,26,27,28,29],"60":[1,3,6,9],"60000":4,"60004008e":27,"60010693e":27,"6019067271":4,"60236121":20,"60293962":5,"60314816":26,"60337375":23,"60342978":29,"60393882":20,"60420593":5,"60482174":20,"60518617":20,"60543038":27,"60656897e":27,"60673226":11,"606760":5,"60929685":29,"60943791":[20,26],"60958647":26,"6111111111111112":1,"61124231":20,"612939":27,"613579":27,"614808":[11,27],"6153846153846154":9,"61542957":20,"61562855e":27,"61602252":23,"61775176":29,"61810248":26,"618982":27,"62":2,"6200":26,"6201":26,"6202":26,"6203":26,"6204":26,"62201698e":27,"62373464":11,"625":7,"62528192":26,"62554572":23,"626635268":[6,29],"62725226":28,"62765236":20,"62788541e":27,"628":6,"62894215":5,"629019":11,"62901905":11,"62958747":26,"63":[0,1,2,6,9,29],"63023737":26,"63025821e":[6,28],"63037846":6,"63162342":27,"63249532e":[6,28],"63376422e":27,"63498144":5,"63588621":26,"63619296":20,"6377013":26,"63811548":20,"638618":20,"64":[1,2,3,4,13,20,26],"64012627":5,"640x480":[6,13,21],"64286758":20,"64316192":29,"64403731":20,"64605756":26,"646283":[11,27],"6473418":20,"64742912e":[6,28],"647473":[11,27],"649382":[11,27],"64961094":26,"64x50":1,"65":[1,2,8,9],"651":2,"6515332649941654":5,"65198643":23,"652":2,"652089":11,"65208925":11,"653":2,"6536392":27,"65367685e":27,"654":2,"65442354":27,"654424":27,"655":2,"65571174e":27,"65599456":27,"65743689":27,"658":2,"65833132":27,"65885453":5,"65891389":27,"658914":27,"659":2,"65904730e":27,"66":2,"660":2,"66064822":27,"66080313":27,"66204648":6,"66294408":27,"6638":9,"6652177":27,"66560":9,"66617168469673":23,"667":9,"668172":27,"66865889":26,"67":[2,9],"67047975e":[6,28],"672721":27,"67314874e":5,"674":29,"67496658":23,"67509467":5,"67801834":27,"67851352e":27,"68":2,"68078357e":27,"68192193":5,"68286725":27,"68534263e":[6,28],"68542204":5,"685942":11,"68594205":11,"6869":9,"68772578":26,"6887363571":4,"68929213e":[6,28],"689519":[11,27],"69":[2,9,23],"690":9,"690617":27,"69069n_":23,"69087404e":27,"691":1,"6923076923076923":9,"69313903":23,"69475072":5,"694751":5,"69484813e":5,"69504801":6,"69634577e":[6,28],"69695259":5,"6999536":11,"6n_":23,"6pm":26,"7":[0,1,2,3,4,5,6,7,8,9,11,12,13,14,15,20,22,23,25,26,27,28,29],"70":[1,6,7,9],"700258285068488":23,"70025829":23,"70037324e":27,"701370":5,"70162272":23,"70435575e":27,"70653767":4,"70710678":[5,27],"70832814":5,"7086067479626619":27,"71":1,"7106484566285455":23,"71142161":27,"711422":27,"7119":9,"712018":[11,27],"71384474e":27,"71538320e":27,"71737253":27,"71761101":27,"718165":5,"72048339":20,"72174172":11,"72219105e":27,"72271878e":[6,28],"7236674":5,"724":3,"72532661":26,"72545392e":27,"72664028e":27,"72793290e":27,"72859758":5,"72981762":8,"73":[6,9,29],"731000":27,"73184876":20,"73185968e":27,"73223692e":27,"733096":27,"73435999":26,"7345483":20,"73537890e":27,"73600557":23,"73972932":26,"74":[6,29],"740":9,"74063343e":27,"74070824e":27,"74081822":8,"74222022e":27,"7423220054006":23,"74232201":23,"74303070e":27,"74384949":27,"74474996":26,"7458376":26,"74607851":27,"74647981e":27,"74720185":20,"74829661":27,"74830119e":27,"74840039":26,"74840212":5,"74947597":11,"749476":11,"7496":29,"749765":27,"75":[5,6,8,9,11,21,27,29],"7500735612987705":11,"7503":29,"750445":27,"75050135":27,"75079864":26,"751699":[11,27],"75170092":5,"75199355":20,"75269037":27,"75309603":20,"75437273":11,"754373":11,"75576555":27,"756352":27,"7577":29,"75770568":27,"76":[2,9,24,26],"76160572":0,"76187240e":27,"76190591":28,"76212914":26,"76428845":26,"76471048":20,"76478383":23,"765":7,"76681867":11,"76690383":29,"76887029e":27,"7692307692307693":9,"76936315":5,"7694444444444445":1,"77":[9,24,26],"77152076":5,"7718":9,"77519276":20,"77714169":8,"7782028952":4,"77921992":20,"77966116":23,"7796611648499043":23,"78":2,"78009660e":27,"78058232e":27,"7809358":23,"78156479e":5,"78184120e":[6,28],"78546777":26,"78584667":23,"78890834":23,"78941903":5,"79":2,"79036971":5,"790370":5,"79111643":5,"79189954":26,"793167":27,"794282":[11,27],"7953443":28,"79633065":29,"79689487":26,"79704553":20,"79778008":6,"797e":6,"79909592":[],"7993408651198877":[],"79934087":[],"7995707762668065":[],"7d7d58":[9,10],"8":[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,18,20,21,23,26,27,28,29],"80":[0,1,2,5,6,8,9,27,28,29],"800":[4,7],"80006807":26,"80291466":26,"80354994":6,"80460179":29,"80469739":5,"8055555555555556":1,"80609615e":[6,28],"80609616e":[6,28],"80816668":5,"808167":5,"80847477e":[6,28],"80919738":20,"81":1,"81048318e":[6,28],"81160425":5,"81194394":26,"81203214":23,"81333808":6,"815am":[24,26],"81633628":11,"816454":27,"816847":27,"81700981":26,"82":2,"82168579e":27,"82198978":5,"82566059e":27,"8265786":5,"82924408":5,"83":2,"8305555555555556":1,"831048":5,"8310483":5,"83146596":29,"83223115":23,"83460016":20,"83512277":5,"83870189":6,"83954195":23,"84":2,"842":[0,7],"842436":27,"843":[0,7],"84355903e":1,"84388592":26,"844":[0,7],"84443254e":1,"8461538461538461":9,"84716164":23,"84780262":6,"84858":29,"84880366":11,"8492168":26,"84923989e":[6,28],"84963695":5,"849637":5,"84994524":5,"85":[1,2,9],"85013763":26,"850164":5,"85263220":6,"85278920e":5,"85533937":20,"85601992":5,"858":9,"8583333333333333":1,"86":[0,2],"86062977":6,"86117291":5,"86134827":5,"86145244":11,"86260426":20,"86273371":28,"8638888888888889":1,"865":[0,7],"86528841":26,"86557766e":27,"866":[0,7],"86630":9,"8666666666666667":1,"867":[0,7],"86810":9,"87":9,"8702784034":4,"87068171":28,"87072815e":27,"87078":11,"8722222222222222":1,"87381451":5,"875":1,"87599676":20,"87627342":29,"877":6,"87923449":26,"88":[2,26],"88046261":5,"8805555555555555":1,"88168312e":[6,28],"88182591":27,"88253432e":27,"88323026":27,"88336879":5,"88347937":20,"88354703":20,"8840785":20,"88422263":20,"884669":27,"88529063e":[6,28],"88613493":27,"8888888888888888":1,"89":[2,9],"89126914e":27,"89261577":11,"892616":11,"89288636":11,"89410423":5,"89442642":20,"8944444444444445":1,"89685175":23,"89757312":23,"89794988":26,"89800468":26,"89906633":26,"89954169e":27,"89971681e":27,"8f":[6,29],"8g":[6,29],"8n":20,"8x8":1,"9":[0,1,2,3,4,5,6,7,8,9,11,12,13,14,18,20,21,22,23,24,26,27,28],"90":[1,2,6,9],"90075537":5,"9011":6,"90220243":5,"90266948":5,"9027777777777778":1,"9040":9,"90475506e":[6,28],"9054":29,"9055555555555556":1,"9059370566788297":23,"90593706":23,"906747":5,"9090666":20,"90914803":26,"909446359461397":11,"91":[24,26],"910":9,"9106590586410548":23,"9111111111111111":1,"91128596":5,"91358186":20,"91402008e":27,"9149137":20,"91492986e":[6,28],"91561163":20,"91660026":5,"9166666666666666":9,"91760278":5,"91812702":5,"918992":27,"91924234":23,"9197998358799464":23,"92":[6,9,24,26],"9230769230769231":9,"92397145":26,"924251":11,"9242511":11,"924e":6,"925":1,"92507116e":1,"92578916":5,"926564304542535":26,"92674248":20,"92740215":23,"92756256":28,"9277777777777778":1,"92878175":23,"9305555555555556":1,"931":[0,26],"93155188":5,"93158979":5,"93176482":26,"933":[5,28],"93356853e":27,"93492130e":[6,28],"93601008e":27,"937":23,"937082":27,"93742122":26,"93792515":26,"93799826":5,"938":23,"9387":9,"939":[0,23,26],"9392":6,"94":[9,23],"94226022e":[6,28],"94273542":27,"94284104":5,"94320205":5,"9444444444444444":1,"94556653e":27,"94591015":[20,26],"94639099":11,"946957":5,"9472222222222222":1,"94781064":28,"9482527":5,"94897736":26,"9492":6,"95":[1,9,11,29],"95008046":6,"95154558":20,"95231424":5,"952387":27,"95274315":20,"9527777777777777":1,"95284275":5,"953065564":1,"95351665":5,"954":23,"95511792":27,"955118":27,"9555555555555556":1,"955820c21e8b":4,"956563":[11,27],"95684892":5,"95782166e":27,"958228616652075":5,"95980855e":27,"96":[6,9,11,29],"960":23,"9601304850035702e":[6,28],"9601304850073734e":[6,28],"96024953":5,"9603":6,"96084663":5,"961":23,"962":23,"9637117593816477":[6,28],"9640435":5,"9649652536":4,"965548":27,"96631321":27,"96688672":5,"9674916":5,"967809":[11,27],"97005689":5,"97056672":20,"97065359":29,"97108525e":27,"9722222222222222":1,"97243128":5,"972591":5,"97300836":5,"97497404e":[6,28],"975":1,"97507735":5,"97630233":29,"97705827":5,"97758848":5,"9777777777777777":1,"978":29,"9780387310732":25,"9780387848570":25,"9781098134174":26,"9781492032632":25,"9781801819312":26,"978553":5,"97898392":[6,27,28],"97906022e":27,"97926491":5,"97979891":6,"97992238e":27,"98":[0,1,9],"980":9,"9805555555555555":1,"98091621":5,"981321":27,"98139097":5,"98275501":5,"98279090e":27,"9828":[],"983310":27,"98368659":26,"9841":[],"98413059":5,"98454786":5,"985":23,"98566191":5,"986":23,"9861111111111112":1,"98625331e":27,"98650215":26,"98650823":26,"986699":5,"98680716":5,"98716878":5,"98808176":5,"98822371":6,"9888888888888889":1,"989":23,"9890348":5,"9893447":5,"98947894":27,"9898ff":[9,10],"99":[6,9,11,13,29],"990":9,"99009525":5,"99021575e":27,"99088801":5,"991":23,"99115119":5,"99176998":5,"992":23,"99217800e":27,"9923539830272697":27,"99242921":5,"99265097":5,"993":23,"99316252":5,"99371056":5,"99371466":23,"99389612":5,"9943201":5,"9947756":5,"99492986":5,"99509854":26,"9951502749739212":27,"99528218":5,"99539415":5,"99566069":5,"99578809":5,"996":[5,28,29],"99608161":5,"9963961":5,"9964486445275116":27,"99650061":5,"9967458":5,"99700706":5,"99709215":5,"99729756":5,"99751458":5,"99758326":5,"99762142":28,"99775587":5,"99793613":5,"99799099":5,"998100":5,"99810021":5,"99813653":5,"99828624":5,"9983295":5,"99845267":5,"99854557":27,"998577":5,"99861053":5,"99862019":27,"99869482":27,"99871521":5,"99876945":27,"99881845":5,"99883628":27,"99884384":5,"99884409":27,"99884986":28,"99891093":27,"99891873":27,"99893323":5,"99898558":27,"999":[9,23],"99901896":5,"99903755":5,"99906023":27,"9990927157696581":28,"99911427":5,"99912709":27,"99913489":27,"99918546":5,"99919837":5,"99920175":27,"99926459":5,"99927642":27,"9993237":5,"99933188":5,"9993511":27,"99938942":5,"99941797":27,"9994385":5,"99944272":5,"99949266":27,"99949306":5,"99953381":5,"99953475":5,"99956735":27,"99957911":5,"99961294":5,"99965056":5,"99967865":5,"99970894":27,"99970988":5,"9997332":5,"99975913":5,"99977849":5,"99978365":27,"99980002":5,"9998161":5,"99984732":5,"99987324":5,"99989476":5,"9999":29,"99991263":5,"99992746":5,"99993978":5,"99995":5,"999955585168597":[6,28],"9x":[6,21],"9y":[6,21],"\u00f8yvind":[6,27,28],"abstract":1,"boolean":4,"break":[0,4,6,11,14,26],"byte":[20,26],"case":[0,1,2,3,4,5,6,7,11,12,13,14,16,19,20,21,26,29],"catch":0,"class":[0,1,3,4,6,7,8,9,11,12,13,23,26,29],"default":[0,1,2,4,6,7,8,16,20,21,26,27,28],"do":[0,2,3,4,5,6,8,9,10,11,12,13,14,15,16,20,21,26,27],"ekstr\u00f8m":4,"export":9,"f\u00f8470":[24,26],"final":[0,1,2,3,4,5,6,7,8,9,10,11,13,14,16,18,21,22,23,24,26,29],"float":[0,3,4,5,9,11,13,14,20,26,27],"function":[2,3,4,5,9,14,15,16,17,18,19,20],"import":[0,1,2,3,4,6,7,8,9,10,11,12,13,14,15,16,17,21,23,29],"int":[0,1,2,3,4,5,6,11,13,14,20,23,27,29],"long":[0,1,3,4,12,13,26],"m\u00f8svatn":[6,21],"new":[0,1,2,3,5,6,7,8,9,10,11,13,14,17,20,26,27],"public":[0,19,26],"return":[0,1,2,3,4,5,6,7,8,9,11,13,14,20,21,23,26,27,28,29],"sch\u00f8yen":[6,27,28],"short":[4,5,21,28,29],"super":[5,27,28],"switch":0,"throw":[3,6,23,29],"true":[0,1,2,3,4,5,6,7,8,9,10,12,13,14,15,16,20,21,23,26,27,28,29],"try":[0,1,2,4,5,6,7,8,9,10,11,13,14,15,16,19,20,21,23,26,27,28,29],"var":[1,5,6,10,11,18,21,23,26,27,28,29],"while":[0,1,3,4,5,6,7,8,9,11,12,13,23,26,27,28,29],A:[2,3,5,6,7,10,11,12,13,16,18,19,20,21,22,23,24,25,27],AND:2,And:[0,3,4,5,6,9,13,19,21,23],As:[0,1,2,3,4,5,6,8,10,12,13,16,20,21,23,26,27,28,29],At:[0,4,6,13,21,26],BE:[0,26],Be:[2,19,26],Being:13,But:[0,1,2,3,5,6,9,10,23,27,28,29],By:[0,3,5,6,12,13,17,20,26,27,28,29],For:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,25,26,28,29],IF:[6,28],IN:25,If:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,15,16,19,20,21,23,26,27,28,29],In:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,19,20,21,23,25,26,27,28,29],Is:11,Ising:[5,12,27],It:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,19,20,21,23,26,27,28,29],Its:[1,2,4,11],NO:[9,11],No:[0,6,7,9,26,28],Not:[0,1,5,6,27,28,29],OR:23,Of:23,On:[0,3,9,15,21,22,23,24,25,26],One:[0,1,3,4,5,6,7,8,11,12,13,17,21,23,27,29],Or:[0,1,6,21,26],Such:[0,6,12,16,23,29],That:[0,5,7,10,11,12,14,21,23,26,28,29],The:[4,10,13,14,15,16,18,20,21,22,23,24,25],Then:[0,1,6,8,9,10,11,12,13,14,20,21,26,29],There:[0,3,4,5,6,8,9,11,12,14,20,21,22,23,24,26,27,28],These:[0,2,3,4,5,8,9,10,11,12,13,14,15,16,20,21,23,24,26,27,28],To:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,20,23,28,29],With:[0,5,6,8,9,10,11,12,14,18,20,21,23,26,27,29],_0:[5,8,10,11,13,27],_1:[2,5,6,8,10,11,12,13,14,20,27,28],_2:[2,5,8,11,12,13,20,27],_3:20,_4:20,_9:13,_:[0,1,2,4,5,6,7,8,9,10,11,12,13,17,18,20,21,26,27,28,29],__class__:10,__doc__:[6,29],__enter__:[0,7],__future__:[8,9],__getattr__:28,__getattribute__:26,__getitem__:[0,7],__init__:[0,1,2,3,4,7,14,28],__main__:2,__name__:[2,10,28],_accessor:26,_auto10:[6,12],_auto11:6,_auto12:6,_auto1:[2,3,4,5,6,7,12,13,20,23,27],_auto2:[2,3,4,5,6,12,13,20,23],_auto3:[3,4,5,6,12,13,20],_auto4:[4,6,12,13,20],_auto5:[4,6,12,13,20],_auto6:[4,6,12,20],_auto7:[4,6,12,20],_auto8:[6,12],_auto9:[6,12],_base:8,_build:[0,17,19,21,25,26],_c:1,_can_hold_identifiers_and_holds_nam:26,_check_optimize_result:[9,11],_class:8,_compon:11,_coordinate_desc:6,_depth:9,_fraction:9,_generatorcontextmanag:[0,7],_i:[0,1,2,5,6,7,8,11,12,13,15,16,17,21,26,27,28,29],_info_axi:26,_j:[0,1,2,3,5,6,8,13,17,21,27,28,29],_k:13,_l:12,_lambda:[6,26],_leaf:9,_ll:[3,4,14],_logist:[9,11],_m:10,_make_vjp:2,_multilayer_perceptron:1,_n:[2,5,8,11,13,27],_node:[2,9],_o:[3,4,14],_open_file_or_url:[0,7],_p:[5,8,27],_plugin_dir:[3,4,14],_ratio:11,_rc_params_in_fil:[0,7],_s:[3,4,14],_sampl:9,_split:[6,9,21],_t:13,_test:[6,21],_tf_getinputpropertieslist:[3,4,14],_trace:2,_valu:2,_varianc:11,_weight:9,a0:3,a0faa0:[9,10],a1:[0,26],a2:[0,26],a3:[0,26],a4:[0,26],a_0:[0,26],a_1a:[0,26],a_1x:[],a_2a:[0,26],a_2x:[],a_3:[0,26],a_3a:[0,26],a_4:[0,26],a_4a:[0,26],a_:[0,1,16,20,26,27],a_h:1,a_i:[0,1,2,12,26],a_j:[1,12],a_k:[0,1,12],aaron:25,ab:[0,2,5,13,14,21,26,27,28],ab_channel:19,abandon:1,abbrevi:22,abid:23,abil:[0,10],abl:[0,1,4,5,6,7,10,12,13,16,21,27],about:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,19,20,21,24,28,29],abov:[0,1,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,20,21,23,25,26,27,29],abovement:[6,26,29],abscissa:13,absolut:[0,2,5,6,13,26,27,28,29],absorb:[27,28],acceler:13,accept:[0,3,6,9,21,26,27],access:[0,3,11,23,26],accid:[4,6,29],accompani:[0,26,27],accomplish:[8,9,13],accord:[0,1,2,5,6,9,12,13,14,15,16,23,26,28,29],accordingli:11,account:[0,3,5,13,15,23,26,28,29],accumul:[12,13,23],accur:[0,3,4,6,10,13,29],accuraci:[0,1,3,4,5,6,7,9,10,11,12,26,27],accuracy_scor:[0,1,10,26],accuracy_score_numpi:1,achiev:[0,1,5,6,8,12,20,26,28,29],aco:23,acquaint:19,acquir:[1,19,26],acr:0,across:[1,3,6,9,19,26,29],act:[1,3,20],action:23,activ:[0,2,3,4,9,22,24,26],actual:[0,1,4,5,6,8,11,16,20,23,26,27,28,29],ad:[1,3,4,5,8,13,15,16,20,28,29],ada_clf:10,adaboostclassifi:10,adadelta:13,adagrad:[],adam:[1,3,4,24,26],adapt:[4,6,13,25,29],add:[0,1,2,3,4,5,6,8,10,11,12,15,16,17,21,23,26,27,28,29],add_outgrad:2,add_subplot:[1,7,12,14],addendum:5,addit:[0,2,3,5,6,7,8,9,10,12,13,15,17,19,20,21,23,24,25,26,27,28,29],addition:[12,13],address:[1,9,11,13,26],adjac:[3,12],adjoint:[5,27,28],adjust:[0,5,12,13],admir:[0,26],advanc:[4,6,12,25,26,29],advantag:[1,3,5,6,10,13,20,28,29],adversari:26,afecionado:26,affect:3,affin:[0,3,8,11,27],afford:3,aficionado:26,aforement:14,african:0,after:[0,1,2,4,5,6,9,11,12,13,15,19,20,21,23,26,27,28,29],afterward:[0,26],ag:[0,7,22,26,27],ag_0:2,again:[0,1,4,5,6,7,8,10,11,12,13,15,16,21,23,26,27,28,29],against:[1,4,7,10],agegroup:7,agegroupmean:7,aggreg:[9,10],agorithm:10,agre:[5,6,23,28,29],agreement:13,ahead:9,ai:[0,25],aid:11,aim:[0,1,4,6,7,11,14,15,16,19,20,21,27,29],ainv:5,airplan:3,aka:[5,28,29],al:[0,2,4,15,16,17,21,25,26,27,28,29],alarm:[5,7,28,29],aldo:27,algebra:[0,3,5,13,19,27,28,29],algorithm:[0,1,2,4,5,6,7,8,13,14,19,20,21,23,25,26,28,29],align:[0,2,5,6,7,8,13,21,23,26,27,28,29],all:[0,1,2,3,4,5,6,7,9,10,11,12,13,14,15,19,20,21,22,23,24,25,26,27,28,29],allevi:[1,13],alloc:[3,20],allow:[0,1,2,3,5,6,8,10,13,15,16,19,20,21,26,27,28,29],almost:[0,1,6,8,11,13,23,29],alon:[2,9],along:[2,3,4,5,6,9,10,11,19,20,26,27,28,29],alpha:[0,1,2,3,4,6,7,8,9,10,13,14,23,26,27,29],alpha_0:3,alpha_1:3,alpha_2:3,alpha_:10,alpha_i:[3,13],alpha_k:13,alpha_m:10,alpha_n:3,alpha_opt:13,alreadi:[2,3,4,5,6,10,12,19,20,23,26,27,28,29],also:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,26,27,28,29],alter:1,altern:[0,1,4,5,6,8,9,11,13,20,21,26,27,28,29],although:[0,1,5,6,8,10,13,16,26,28,29],alwai:[0,3,5,6,12,13,16,21,23,26,27,28,29],am:4,ame2016:[0,26],american:0,among:[0,3,5,9,10,12,20,26,27,28],amongst:[5,28,29],amount:[0,1,3,4,6,8,10,14,19,29],an:[1,2,3,5,6,7,8,9,11,12,13,14,15,16,17,19,20,21,23,24,25,27,28,29],an_:23,anaconda:[0,1,15,19,21,26],analog:13,analys:[6,28,29],analysi:[1,3,4,7,14,15,16,17,20,25],analyt:[2,3,5,6,7,12,13,15,19,21,26,27,28,29],analyz:[0,1,3,4,5,6,16,17,21,23,27,28],andrew:1,angl:[0,3,9,27],anharmon:3,ani:[0,1,2,3,4,5,6,7,8,9,10,12,14,18,23,26,27,28,29],anim:[4,12],ann:12,annot:[0,1,3,7,8,26],announc:26,anoth:[0,1,3,4,5,6,7,8,10,11,12,13,20,21,23,26,27],anp:2,ans_vspac:2,ansatz:[0,26],answer:[0,1,3,5,6,20,21,24,26,28,29],antialias:[2,6,21],anticip:4,anymor:[1,8],anyon:[4,8],anyth:[1,23],anytim:[24,26],apach:1,apart:[11,13],api:[1,19,26],appar:2,appear:[0,1,3,13,16,20,23],append:[1,3,4,8,9,13,26],appendix:21,appli:[0,1,2,3,4,6,7,8,9,10,11,12,13,15,16,21,23,25,26,27,28,29],applic:[0,1,3,4,5,6,7,9,12,13,20,21,23,25,26,27,29],apply_gradi:4,approach:[1,2,4,5,6,9,10,11,12,13,17,19,23,25,27],appropri:[2,6,9,12,13,19,23,29],approv:26,approx:[0,2,3,6,10,11,13,23,26,29],approxim:[0,1,2,3,4,5,6,7,10,11,13,18,21,23,26,27,28,29],apt:[0,15,19,21,26],aq:23,ar:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,19,20,21,22,23,24,25,26,27,28,29],aragorn:26,arang:[1,3,4,6,7,9,10,12,13,21,26],arbitrari:[1,4,6,8,12,13,23,29],arbitrarili:[0,1,11,26],arc:[6,21],architectur:[3,4,12],archiv:[],area:[0,3,6,9,21,25,26],arg:2,argmax:[1,11],argmin:[4,10,14],argnum:2,argnum_0:2,argnum_1:2,argsort:11,argu:[1,13],argument:[0,2,3,5,6,11,12,13,21,26,27,28,29],argval:2,aris:[0,6,12,13,23,26,29],arithmet:[0,13,20,26],arm:[6,28],armadillo:20,around:[0,1,4,5,6,11,23,26,28,29],arr:2,arrai:[0,1,2,3,4,5,6,7,8,9,11,12,13,14,19,21,23,27,28,29],arrang:[3,26],arraybox:13,arriv:[0,6,9,11,20,23,26,29],arrow:12,arrowprop:8,art:[0,1,15,19,26],articl:[0,3,4,6,10,18,21,26,27,28,29],artifici:[0,2,7,12,25,26],artificialneuron:12,arug:13,arxiv:[3,4,21],asarrai:[0,2,6,9,27,28],asid:27,ask:[5,6,11,12,21,28,29],aspect:[0,6,19,21,26,27,28],assembl:[0,3,26],assert:4,assess:[0,6,21,26,27,28,29],assici:4,assign:[0,7,8,9,12,13,14,22,24,25,26],associ:[0,6,9,12,14,23,26,29],assum:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,20,21,23,26,27,28,29],assumpt:[0,3,5,6,9,11,18,21,23,26,27],ast:[0,5,6,18,21,26,28,29],astronomi:[26,28],astyp:[4,9,10],asymmetri:[0,26],asymptot:[4,6,29],atom:[0,26],attempt:[0,4,6,7,8,10,26,28],attend:22,attent:[0,20,26],attr:28,attract:[0,10,26],attribut:[0,9,26,28],attributeerror:[26,28],audi:[0,26],audio:[3,4],august:[15,16,26],aurelien:[0,15,22,25,26],austfjel:[6,21],author:[0,1,10,23],authour:26,auto:[8,9,10,23],auto_exampl:[21,28],autocor:23,autocorrelation_tim:23,autocorrelform:23,autocovari:23,autoencod:[4,19,26],autoencond:19,autograd:[19,26],autom:[0,19,25,26],automac:20,automag:26,automat:[0,1,2,3,4,11,16,19,20,26],automobil:3,autonom:4,avail:[0,1,4,6,7,10,11,15,19,20,21,22,24,25,26,29],averag:[0,1,3,6,9,10,13,14,23,24,26,27,28,29],avoid:[0,4,5,6,9,11,13,20,26,27,29],awai:[2,3,6,27,28],awar:[2,10],award:[24,26],ax:[0,1,2,3,4,6,7,8,9,10,11,12,13,14,20,21,26,29],axes3d:[2,6,13,21],axes_grid1:6,axhlin:8,axi:[0,1,2,3,4,6,7,8,9,10,11,12,13,14,20,21,23,26,27,28,29],axiom:[5,28,29],axlabel:[0,26],axvlin:[4,8],axvspan:4,b1:8,b2:8,b3:8,b:[0,1,3,4,5,6,8,9,10,12,13,14,15,16,23,24,26,27,28,29],b_0:0,b_1:[0,2,12,13],b_2:[0,13],b_5:13,b_:[0,1,20],b_group:9,b_i:[0,1,2,12,26],b_ia_:[0,26],b_ia_i:0,b_index:9,b_j:[1,12],b_k:[0,1,12,13],b_m:12,b_score:9,b_valu:9,babcock:26,bachelor:[22,24],back:[0,3,4,5,6,8,9,10,15,20,23,26,27,28],backbon:20,backend:[0,1,4,7],background:[25,26,27],backpropag:1,backtrack:9,backup:20,backward:[1,2,4,12,20],backward_pass:2,bad:[6,27,28],badli:23,bag:[9,19,26],bag_clf:10,baggin:26,baggingboot:10,baggingclassifi:10,baggingtre:10,balanc:[6,29],band:20,bandwidth:20,bar:[0,6,11,15,16,21,26],barber:25,bare:[4,10],base:[0,1,3,4,5,7,8,9,10,14,19,23,24,25,26,27,28],basi:[5,7,8,10,11,12,13,20,27,28],basic:[2,6,8,12,13,14,19,21,23,26],batch:[3,4,11,12,13],batch_shap:4,batch_siz:[1,3,4],batchnorm:4,bay:7,bayesian:[5,19,25,26,28,29],beam:26,becattini:24,becaus:[0,1,2,3,4,5,6,8,9,12,13,14,26,28,29],becom:[0,1,2,5,6,7,9,12,13,23,26,27,28,29],been:[0,1,2,3,4,5,6,11,12,13,19,20,21,26,27,28,29],befor:[0,1,2,3,4,5,6,7,8,12,13,14,20,21,23,26,27,28,29],beforehand:[0,23,26],begin:[0,1,2,3,4,5,6,7,8,9,11,12,13,14,20,21,23,24,26,27,28,29],behav:[1,6,13,29],behavior:[0,1,13,26],behaviour:12,behind:[0,1,6,8,13,26],being:[0,1,2,3,4,5,7,8,10,11,12,13,17,23,26,27,28,29],believ:[9,20],belong:[7,8,9,13,14],below:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,20,21,23,26,27,28,29],benchmark:10,benefici:[1,13],benefit:[0,1,4,11,13,15,19,26],bengio:[1,22,25,26,27],benign:[1,7,9],besid:[4,5,28],bessel:[5,27,28,29],best:[0,1,2,3,4,5,6,7,8,9,10,12,13,21,24,26,27,29],beta:[0,1,3,5,6,7,10,11,13,16,17,18,21,26,27],beta_0:[0,1,3,5,6,7,13,26,27,28],beta_0x_:[0,26,27],beta_1:[0,1,3,5,6,7,10,13,26,27,28],beta_1x_0:[0,26],beta_1x_1:[0,7,26],beta_1x_2:[0,26],beta_1x_:[0,26,27],beta_1x_i:[7,13,27],beta_2:[0,3,13,26,27],beta_2x_0:[0,26],beta_2x_1:[0,26],beta_2x_2:[0,7,26],beta_2x_:[0,26,27],beta_2x_i:27,beta_3:3,beta_3x_i:27,beta_4x_i:27,beta_:[0,3,6,7,13,26,27,28],beta_i:[0,3,5,26,27,28],beta_j:[0,5,6,13,18,21,26,27,28,29],beta_k:13,beta_linreg:13,beta_m:10,beta_mg_m:10,beta_n:3,beta_ol:[],beta_p:7,beta_px_p:7,beta_ridg:[],betaol:[],betaridg:[],betavalu:5,better:[0,1,2,3,4,6,9,10,11,12,13,26,27,28,29],between:[0,1,2,3,4,5,6,7,8,9,11,12,13,14,17,21,23,26,27,28,29],beyond:[0,1,5,6,8,13,21,26,27],bf:[13,14,20,23],bg:26,bgd:13,bia:[0,1,2,3,5,8,9,10,12,13,26,27,28],bias:[1,2,3,5,6,9,12,28],bibliographi:21,big:[0,1,2,5,6,14,18,28,29],bigger:[1,6,27,28],bigr:12,bike:9,bilbo:26,billion:[3,12,19],bin:[0,7,23],binari:[0,3,5,7,9,10,12,26,28,29],binarycrossentropi:4,bind:[0,27],binomi:[19,23,26],binsboot:[6,29],bioinformat:0,biolog:[1,12],bios1100:[19,26],bird:[0,3],birth:26,bishop:[22,25,26],bit:[1,4,20,23,26],bitwis:23,bivari:2,bk:[0,13],bla:[20,26],black:[8,9,14],blob:[16,21],block:[6,10,19,20,23,26,29],blog:26,blogpost:4,blue:[0,3],bmatrix:[0,1,3,5,7,8,11,13,20,26,27,28],bmi:1,bodi:[0,1,4,12,26],bold:1,boldfac:[0,5,16,27,28],boldsymbol:[0,1,2,3,5,6,7,8,10,11,13,14,15,16,17,18,21,26],boltzmann:[12,19,26],book1:25,book:[21,25,26,27,29],boost:[1,9,19,26],boostrap:10,bootstrap:[1,13,19,21,26],borrow:26,boston_dataset:0,bot:8,both:[0,1,4,5,6,8,9,10,13,14,15,16,19,20,21,23,24,26,27,28,29],bottl:7,bound:[0,8,12],boundari:[2,4,8,11,12],box:[4,9],boxed_arg:2,boyd:[8,13],bracket:[4,23],brain:[1,7,12],branch:9,breast:[5,7,11,28,29],breat:[],breviti:13,brew:[0,15,19,21,26],brg:8,brief:[21,27],briefli:[0,26],bring:[0,5,6,10,27,28],broad:0,broadcast_idx:2,brought:[13,19,26],brownle:4,browser:26,brute:[3,5,11,27,28],bs:[8,9,10],buffer_s:4,bui:4,build:[0,4,5,6,10,20,23,26,28,29],built:[0,1,3,4,6,29],bunch:11,busi:0,c1:[8,11],c2:[8,11],c:[0,1,2,4,5,6,7,8,9,10,11,12,13,14,15,16,19,20,23,24,25,27,28,29],c_0:23,c_1:12,c_2:12,c_3:12,c_4:12,c_:[0,8,9,10,13,23],c_i:[12,13],c_k:23,ca:[1,26],cach:10,cal:[0,8,10,12,13,15,16,26],calcul:[0,1,2,4,5,6,8,9,10,11,12,13,14,15,16,18,20,23,26,28,29],california:[],call:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,16,18,19,20,21,23,24,26,27,28,29],calor:[0,27],cambridg:[13,25],can:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,23,24,25,27,28],cancel:[0,13,26,27],cancer:[5,10,28,29],cancerpd:7,candid:[8,9,10],cannot:[0,1,4,5,6,7,8,9,22,23,27,28],canopi:[0,15,19,21,26],canva:[21,26],cap:[5,28,29],capabl:[0,1,8,13,19,26],capac:[2,24],capita:0,caption:21,captur:[4,11,12],car:[3,4],card:[0,7,26],cardin:1,care:11,carefulli:13,carlo:[0,6,19,23,25,26,29],carri:[2,6,7,21,29],cart:10,casella:25,cast:1,cat:[3,4],categor:[0,1,3,9,11,26],categori:[0,1,3,7,10,12,14,26],categorical_crossentropi:[1,3],caus:[0,5,6,7,23,26,27,28,29],causal:0,causat:[0,26],cax:1,cb:[6,26],cbar:1,cc:[0,1,5,13,26,27,28],ccc:[5,12,28],cd_fast:6,cdf:23,cdot:[0,2,6,12,13,14,20,23,26,29],celebr:13,cell:[0,1,2,3,4,6,7,8,9,10,13,14,21,28],center:[0,1,6,7,8,9,11,14,21,23,26,28,29],central:[0,3,5,6,8,16,20,26,27,28],centroid:[14,23],centroid_differ:14,centuri:3,certain:[0,3,6,7,9,23,26,27,29],certainti:29,cg:13,cha:0,chain:[0,1,13,19,23,26],chanc:[1,5,13,23,28,29],chang:[0,1,2,3,4,5,6,8,9,11,12,13,14,20,21,23,26,27,28,29],channel:3,chapter3:[0,21],chapter:[0,6,10,11,16,18,20,21,25,26,27,28,29],charact:[0,3,5,8,26,27],character:[8,9,10,12,23],characterist:[0,1,3,10,13,26],charg:[0,26],charl:0,chase:4,chatgpt:21,chd:7,chddata:7,cheap:[5,27],cheaper:[1,13],check:[0,1,3,4,5,6,11,13,20,26],checkmark:3,checkpoint:4,checkpoint_dir:4,checkpoint_prefix:4,chen:10,cheng:27,chiaramont:2,choic:[0,1,2,3,4,6,9,12,13,14,20,26,27,29],choleski:[5,20,27],choos:[2,3,6,9,10,11,13,14,21,29],chosen:[0,1,2,6,8,9,10,13,16,23,26,29],chosen_datapoint:1,christian:25,christoph:[22,25,26],cifar10:3,cifar:3,circ:[1,12],circl:[0,8,12,27],circuit:3,circumfer:9,circumv:[1,5,13,27],cite:21,ckpt:4,clariti:23,class_nam:[3,9],class_val:9,class_valu:9,classic:[7,9,13],classif:[0,3,5,6,7,8,11,12,19,21,25,26,27,28,29],classifi:[0,1,4,7,9,10,11,26],classificaton:1,classifii:10,clean:1,clear:[1,5,10,12,13],clearli:[0,3,5,6,7,8,18,23,27,28,29],clever:[1,10],clf3:0,clf:[0,6,8,9,10,26,27],clf_lasso:6,clf_ridg:[6,26],clip:[3,23],clone:24,close:[0,1,2,4,6,8,9,11,12,13,14,21,23,25,26,29],closer:[3,5,13,27],closest:[8,11,13,14],closur:[19,26],cloud:[19,26],cluster:[0,1,4,6,11,19,26,29],cluster_label:14,cm:[1,2,3,6,8,9,13,21],cmap:[0,1,2,3,4,6,8,9,10,21,26],cmap_arg:6,cmb:22,cmd:9,cn_:23,cnn:12,cnn_kera:3,cntk:[19,26],co:[0,2,3,6,9,13,26,29],code:[3,4,6,7,8,15,16,17,19,20,21,23,25],coef0:8,coef:[0,26],coef_:[0,5,6,8,9,13,26,27,28],coeff:5,coeffici:[0,3,5,6,7,8,9,13,15,16,20,26,27,28,29],coerc:[0,6,26,29],coin:[10,23],coin_toss:10,col:[0,11,26,27],colab:[19,26],cold:9,colinear:0,collabor:21,collaps:8,collect:[0,2,6,10,11,19,23,25,26,29],collinear:[5,27,28],color:[0,3,4,6,8,9,10,21,23],color_channel:3,color_cod:6,colorbar:[1,6,21],colsample_bytre:10,colsaobject:10,column:[0,1,2,5,6,7,8,9,11,12,17,20,26,27,28,29],columntransform:9,com:[4,6,16,19,21,25,26,29],combin:[1,2,5,6,7,10,23,28,29],come:[0,1,3,4,5,12,13,14,15,26,27,28,29],command:[0,1,26],comment:[0,4,5,6,15,16,21,26,27],commerci:[0,15,19,21,26],commod:[0,26],common:[0,1,3,5,6,7,9,11,13,14,21,23,26,27,29],commonli:[0,1,4,6,7,9,13,14,27,29],commun:[0,12,21],commut:3,commutatitav:3,compact:[0,1,3,5,6,7,9,11,12,13,14,26,27,28,29],compair:0,compar:[0,3,4,5,6,11,13,15,16,20,21,26,27,28,29],comparison:[2,4,13],compat:7,compet:0,competit:10,compil:[0,1,3,4,13,15,19,20,26],complet:[0,2,3,4,9,12,26],completenn:12,complex:[1,5,8,9,11,12,13,15,16,26,29],complic:[0,1,9,13,26,29],compoment:27,compon:[0,1,3,4,5,6,7,9,14,16,19,26,27,28,29],components_:11,compos:[9,12,13,14,19,26],compphys:[0,6,16,17,19,21,22,24,25,26],compress:[0,26,27],compris:6,compromis:[5,27],compulsori:[19,26],comput:[0,1,2,3,4,5,6,7,8,10,11,12,13,15,16,17,19,20,21,22,23,25,26,27,28,29],computation:[0,3,6,9,13,23,26],computationalscienceuio:26,computerlab:21,con:[],concaten:[2,4,6,14],concav:[1,9,13,27],concentr:[0,10],concept:[0,2,19,26,27],conceptu:[12,13],concern:[0,1,4,7,26],concic:26,conclud:[0,5,13,28,29],conclus:1,cond:2,conda:[0,1,15,19,21,26],condis:27,condit:[0,2,4,5,6,8,9,11,13,23,26,27],conduct:19,condwav:2,confid:[0,5,6,7,8,18,21,26,27,28],configur:3,confirm:[5,12,28,29],confus:[5,6,7,10,20,27,28,29],confusion_matrix:9,congruenti:23,conjug:[4,8],conjugaci:13,conjunct:3,connect:[0,1,3,4,9,11,12,13,20,26,27],consequ:[5,6,8,10,12,13,27,28,29],conserv:[5,14,27],consid:[0,1,2,3,5,6,7,8,9,10,12,13,16,20,21,23,26,27,28,29],consider:[0,1,5,13,26,27,28,29],consist:[0,1,2,3,4,6,12,13,21,23,27,29],constant:[0,2,4,5,6,8,12,13,23,26,27,28,29],constitu:[0,26],constitut:[2,6,29],constrain:[1,3,5,7,11,28],constraint:[5,6,8,13,27,28,29],construct:[0,1,2,3,5,6,7,8,9,10,11,20,23,26,27,28,29],consult:[],contact:[0,26],contain:[0,2,3,4,5,6,7,8,9,11,12,13,17,20,21,23,25,26,27,28,29],contemporari:26,content:[1,19,20,26],context:[6,10,13,21,29],contextlib:[0,7],contigu:20,continu:[0,1,2,3,4,5,6,7,8,9,10,12,13,17,18,20,21,23,26,27,28,29],contour:[9,10,13],contourf:[8,9,10],contrast:[1,4,9,10,12],contribut:[0,3,5,13,23,26,27,28],contributor:[0,21],control:[0,1,3,9,13,15,19,26],conv2d:[3,4],conv2dtranspos:4,conv:[3,4],convei:26,conveni:[0,5,6,12,13,20,21,26,28,29],convent:[12,27],converg:[1,2,4,5,6,8,9,11,13,14,27,28],convergencewarn:[1,6,8,9,11],convert:[0,1,4,5,9,11,13,20,26,27],converttomatrix:4,convex:[4,5,7,27],convinc:13,convolut:[1,4,19,26],cook:21,cool:[4,9],coolwarm:[6,21],coordin:[5,12,14,27,28],coorel:0,copi:[0,1,2,14,27],copyright:[],core:[0,2,7,10,26],corel:26,coronari:7,corr:[0,5,7,11,27],correalt:[11,19],correct:[0,1,2,3,4,5,7,13,20,23,26,27,28,29],correctli:[1,2,6,7,10,21],correl:[0,1,3,5,6,7,10,12,13,19,23,26,28,29],correlation_matrix:[0,5,7,11,27],correspond:[0,3,5,6,8,9,11,12,15,16,17,19,20,21,23,26,27,28,29],cortex:12,cosin:[3,6,29],cost:[0,2,3,5,6,7,8,9,12,13,16,17,21,26],cost_deep_grad:2,cost_funct:2,cost_function_deep:2,cost_function_deep_grad:2,cost_function_grad:2,cost_grad:2,cost_sum:2,costol:13,could:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,17,20,21,23,26,27,28,29],coulomb:[0,26],count:[0,2,9,22,23,24,26],countor:13,coupl:[4,5,6,28,29],cours:[0,1,3,5,11,21,22,24,27,29],courvil:[22,25,26,27],cov:[5,6,11,20,23,26,27,28,29],cov_xi:[5,11,27],cov_xx:[5,11,27],cov_yi:[5,11,27],covari:[0,7,19,20,26,28],covariance_matrix:[5,11,14,27],cover:[0,5,17,19,24,25,27,28],covert:[0,26],covxi:23,covxx:23,covxz:23,covyi:23,covyz:23,covzz:23,cpu:1,craft:3,creat:[1,2,3,4,5,9,10,11,12,19,26,28],create_biases_and_weight:1,create_convolutional_neural_network_kera:3,create_neural_network_kera:1,create_x:[5,11,27],credit:[0,7,24,26],crim:0,crime:0,criteria:[0,4,9,10,14,23,26],criterion:[9,10,13],critic:[6,21,27,28],critiqu:21,cross:[0,1,3,7,9,10,13,19,23,26,27,28],cross_entropi:4,cross_val_scor:[6,29],cross_valid:[7,10],crossvalid:[6,29],crucial:[1,23],cs231:3,cs:[22,24],csr_matrix:[20,26],csv:[0,4,6,7,9,26,29],ctnk:1,cubic:0,cumbersom:[5,28,29],cumsum:[10,11,26],cumul:[7,10,23],cumulative_heads_ratio:10,cup:[5,28,29],current:[1,2,3,4,13,14,25],curs:[0,27],curv:[6,7,10,12,21],curvatur:13,custom:[6,14,21],custom_cmap2:[9,10],custom_cmap:[9,10],cutpoint:9,cv:[6,7,10,29],cvxbook:13,cvxopt:[5,8,27],cycl:[1,12],cyclotron:28,d2_g_t:2,d:[1,2,3,4,5,6,7,8,9,10,11,13,14,20,23,24,26,27,28,29],d_f:13,d_g_t:2,d_net_out:2,da:3,dagger:[5,20,27],dai:[1,9,19],damp:3,daniel:24,darget:9,darkr:23,dat:[0,26],dat_id:[0,6,7,9,26,27,29],data1:14,data2:14,data3:14,data4:14,data:[2,4,5,8,10,12,13,14,17,18,20,25,29],data_id:[0,6,7,9,26,27,29],data_indic:1,data_panda:26,data_path:[0,6,7,9,26,27,29],databas:1,datafil:[0,6,7,9,21,26,27,29],datafram:[0,4,5,7,9,11,26,27],datapoint:[1,5,6,7,11,13,27,29],dataset:[0,4,6,7,8,9,10,11,13,14,15,16,21,26,29],datatyp:4,date:[15,16,17,18,21,26,27,28,29],daughter:10,david:[25,26],davison:29,dbh:1,dbo:1,dc5e85cd93c3:[],dcomposit:20,ddot:2,dead:1,deadlin:[16,17,18,22],deal:[0,1,3,5,6,8,11,13,14,17,18,20,21,23,26,27,28],dealt:0,debt:7,debug:[0,5,6,28,29],decad:[0,3],decai:[0,13,23,26],decemb:[22,24,26],decent:10,decid:[0,2,3,5,6,9,21,28,29],decim:[0,26],decis:[0,1,8,11,19,25,26],decision_funct:8,decision_tre:9,decisiontreeclassifi:[9,10],decisiontreeregressor:[0,9,10],decisiontreeregressordecisiontreeregressor:9,declar:[0,4,20,26],decompos:[5,6,20,27],decomposit:[0,6,12,21,26,28],decompost:[5,27],deconvolut:3,decorrel:[10,13],decreas:[1,2,4,5,6,10,11,13,28,29],deduc:[0,26],deep:[3,7,12,13,19,22,25,27],deep_neural_network:2,deep_param:2,deep_tree_clf1:9,deep_tree_clf2:9,deep_tree_clf:[9,10],deepen:[5,19,26],deeper:[0,3,4,26],deeplearningbook:[25,26,28],deer:3,def:[0,1,2,3,4,5,6,7,8,9,10,11,13,14,21,23,26,27,28,29],def_covari:23,default_tim:4,defect:[5,27],defici:[5,27],defin:[0,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,20,21,23,27,28,29],definit:[1,2,5,6,7,8,10,11,12,13,17,20,23,27,28,29],defint:23,defvjp:2,degre:[3,5,6,8,9,10,11,15,16,17,21,23,26,28,29],deisenroth:27,del:1,delet:6,delimit:4,deliv:[22,26],delta:[0,2,3,6,8,12,13,14,26],delta_0:3,delta_1:3,delta_2:3,delta_3:3,delta_4:3,delta_5:3,delta_:[1,20],delta_h:[0,1,26],delta_j:[3,12],delta_k:12,delta_l:[1,3],delta_momentum:13,delta_n:[0,3,26],delug:19,delv:0,demand:13,demonstr:[0,3,5,6,7,11,12,19,26,27,28,29],den:4,denomin:[1,5,28,29],denot:[1,2,6,7,13,23],dens:[1,3,4],densiti:[0,2,6,23,26,29],depart:[24,26,27,28,29],depend:[0,1,2,4,5,6,7,8,11,12,13,15,19,20,21,23,26,27,28,29],depict:23,deploy:[0,15,19,21,26],deprec:2,depth:[0,3,9,10,20,29],deriv:[0,1,2,6,7,8,10,11,13,16,17,19,21,26],derivati:13,derivative_fn:13,descend:[5,9,11,27,28],descent:[0,1,3,7,8,12,26,27],describ:[0,2,4,5,6,8,10,11,12,13,18,20,21,26,28,29],descript:[0,8,9,26],design:[0,1,3,4,5,6,7,10,11,12,13,15,16,17,18,21,26,28,29],designmatrix:[0,26],desir:[0,2,4,5,13,14,26,27],despit:[1,12],destroi:20,det:[5,20,27],detail:[0,6,11,13,14,20,21,27],detect:[3,8,12],determin:[0,2,3,4,5,6,8,9,10,11,12,13,16,20,23,26,27,28,29],determinist:[7,13,23],dev:[1,21],develop:[0,3,5,8,10,11,12,19,20,21,26,27,28,29],deviat:[0,1,2,4,5,6,21,23,26,27,28,29],devic:[3,4,14],devis:12,df1:26,df:[4,8,11,13,26],di:0,diag:[5,8,27,28],diagnost:[1,10],diagon:[0,5,7,13,18,20,21,23,26,27,28],diagonaliz:[5,27],diagram:10,diagsvd:6,dice:[6,23,29],dict:[6,8],dictat:[],dictionari:0,did:[0,1,5,6,7,10,11,14,21,26,28,29],die:1,diff1:2,diff2:2,diff:2,diff_ag:2,diffeent:8,differ:[0,1,2,3,4,5,6,7,9,10,11,12,13,14,15,17,19,20,21,23,25,26,27,28,29],differenti:[0,3,16,19,20,26,27],differential_oper:2,difficult:[0,1,6,10,13,21,23,26,29],difficulti:[0,1,13,26],diffonedim:2,diffus:[],digit:[0,1,3,4,6,21,22,24,26],dilemma:13,dilut:1,dim:[4,11,14,20],dimens:[0,1,2,3,4,5,8,9,11,14,16,17,20,26,27,28],dimension:[0,4,5,6,9,11,13,14,19,20,26,28,29],dimensionless:[0,3,26],diment:20,dimnsion:4,diod:3,direct:[0,1,2,4,7,11,12,13,14,26,27],directli:[1,4,5,6,23,27],directori:[0,7],disadvantag:[0,26],disappear:[3,6,29],disc_loss:4,disc_tap:4,discard:[6,11,29],disciplin:[0,3,12],disclaim:23,discord:26,discourag:13,discov:[0,26],discover:[5,28],discret:[1,3,5,7,13,28,29],discrimin:[4,7,10,11],discriminator_loss:4,discriminator_loss_list:4,discriminator_model:4,discriminator_optim:4,discuss:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,23,25,26,27,28,29],diseas:7,disguis:[6,27,28],disord:[1,7],displai:[0,1,3,4,5,6,7,8,9,10,11,12,14,21,23,26,27,29],displaystyl:[0,5,17,26,27,28],disregard:[0,26],dissimilar:[11,14],dist:14,distanc:[0,8,9,11,14,23],distance_list:9,distinct:[3,7,8,9,10,14],distinctli:8,distinguish:[0,4,7,8,23,26],distplot:0,distribut:[0,1,4,6,7,10,11,13,14,15,16,18,19,20,21,26,27],distrubut:[0,15,19,21,26],ditto:[],dive:[0,8,20,26],diverg:[1,13],divid:[0,1,3,5,6,7,8,9,11,12,23,26,27,28,29],divis:[6,8,9,13,20,23,29],dlopen:[3,4,14],dna:7,dnn1:4,dnn2_gru2:4,dnn:[0,1,2,4,12,26],dnn_kera:1,dnn_model:1,dnn_numpi:1,dnn_scikit:[0,1,26],doamin:[28,29],doc:[0,6,16,17,19,21,22,24,25,26],document:[4,9,11,13],doe:[0,1,2,3,4,5,6,8,10,11,12,13,14,16,20,21,23,26,29],doesn:[3,9,12],dog:[1,3,4],domain:[5,8,13,21,28,29],domin:[0,26],don:[0,1,3,5,6,7,8,11,13,15,19,21,26,27],done:[0,2,3,4,5,6,9,10,11,13,17,20,21,26,27,28,29],dot:[0,2,3,5,6,7,8,9,10,11,12,13,20,21,23,26,27,28,29],doubl:[3,4,20,26],doubli:1,doubt:21,down:[0,3,6,9,11,12,13],download:[0,1,3,5,6,20,21,25,26],downsampl:3,dozen:1,dq:[6,29],drag:13,dramat:11,drastic:4,draw:[4,6,10,13,29],drawback:[0,1,3,13,27],drawn:[1,4,6,7,11,23,26,29],drive:[3,4],driven:3,drop:[0,1,5,6,11,13,23,26,27,28,29],dropna:[0,6,26,29],dropout:4,dt:[2,3,13,23],dtype:[0,1,2,3,4,14,20,26,27],dual:8,dualiti:6,dub:[0,26],due:[1,2,5,6,8,10,12,13,24,26,27,29],dummi:0,dure:[0,1,3,4,8,9,11,17,19,21,26,29],dwell:0,dwh:1,dwo:1,dx:[2,3,8,23],dx_1:23,dx_1p:[6,29],dx_2p:[6,29],dx_mp:[6,29],dx_n:23,dxp:[6,29],dy:[1,8,23],dylib:[3,4,14],dynam:4,dz:8,e:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,18,23,24,26,27,28,29],e_:[0,2,26],each:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,17,19,20,22,23,24,26,27,28,29],eager:29,eapprox:[0,26],earli:[1,13],earlier:[0,5,7,8,9,11,12,13,26,27],earthexplor:[6,21],eas:[6,9,14,29],easi:[0,5,6,7,8,9,10,11,12,13,18,19,20,26,27,28,29],easier:[5,6,8,9,13,23,26,27,29],easiest:13,easili:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,20,21,26,27,28,29],eastern:[24,26],ebind:[0,26],eblock:9,econometr:26,economi:5,ecosystem:[19,26],ect:22,edg:3,edgecolor:[6,29],edu:13,educ:[0,21,26],eff:23,effect:[1,4,10,13,23],effic:1,effici:[0,3,10,13,19,20,23,26],efron:[6,29],egrad:13,eig:[5,11,13,20,23,26,27],eigen:23,eigenpair:[5,11,27],eigenvalu:[0,5,8,11,13,20,26,27,28],eigenvector:[5,11,13,17,27,28],eight:[20,26],eigval:[20,23,26],eigvalu:[11,13],eigvec:[20,23,26],eigvector:[11,13],eispack:[20,26],either:[1,5,6,7,8,9,10,11,13,15,16,21,23,26,27,28,29],elabor:23,elarn:3,electr:[0,3,12,26],electron:26,eleg:11,element:[1,2,3,4,5,6,7,8,11,12,13,17,18,19,20,21,22,25,27,28,29],elementari:[10,13,20],elementwis:[3,13],elementwise_grad:[2,13],elessar:26,elif:[2,14],elim:20,elimin:[3,8],els:[1,2,3,4,7,9,12,13,14,20],elu:1,elus:[0,26],email:[22,24,26],embed:[0,11,27],embodi:[6,21,29],emit:23,emner:25,emphas:[0,10,19,26],emphasi:[0,19,25,26],empir:[1,11,23],emploi:[0,1,5,6,11,13,21,23,26,27,28,29],employ:0,empti:[6,10,29],emul:12,en:[19,25],enabl:11,enbodi:[6,29],encod:[0,3,5,7,9,11,14,17,26,27,28],encompass:[0,21,23],encount:[0,1,5,6,7,13,23,26,27,29],encourag:21,end:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,16,20,21,23,24,26,27,28,29],end_box:2,end_nod:2,end_valu:2,endpoint:[3,6],energi:[0,4,6,27,29],enet_coordinate_desc:6,enforc:12,eng:25,engin:[0,1,3,4,19,26],english:21,enocurag:21,enoent:[3,4,14],enorm:3,enough:[0,6,13,26,29],ensembl:[1,9],ensur:[0,1,2,3,5,6,11,13,23,27,28,29],entail:26,enter:[5,6,17,27,28],enthought:[0,15,19,21,26],entir:[1,3,7,9,19,23,26],entiti:[9,12,20,26],entri:[0,5,8,11,12,20,26,27,28,29],entropi:[1,3,7,10,13,26],enumer:[0,1,2,3,4,6,8,26,27,28],env:[0,1,2,3,4,6,7,8,9,11,14,23,26,28],environ:[2,9,19,21],eo:[0,6,26,29],eol:[0,26],eosfit:[0,26],epoch:[0,1,3,4,12,13,26],epsilon:[0,5,6,7,13,21,26,27,28,29],epsilon_0:[0,26],epsilon_1:[0,26],epsilon_2:[0,26],epsilon_:[0,26],epsilon_i:[0,26,27],eq:[3,13,14,20,23],eqnarrai:[3,5,6,28,29],equal:[0,1,2,3,4,5,6,8,9,11,12,13,14,15,20,21,23,26,27,28,29],equat:[1,3,4,5,6,7,8,9,10,11,13,14,16,17,18,20,21,23,29],equilibrium:[2,12],equiv:[3,13,20,23],equival:[0,1,5,7,8,11,13,19,20,26,27,28,29],erf:23,eriador:26,eridg:26,err:[0,7,10],err_:[6,29],err_sqr:2,errat:13,errno:[0,3,4,7,14],erron:2,error:[1,2,4,5,6,7,9,11,12,13,15,16,17,18,19,20,21,23,28],error_estimate_corr_tim:23,error_hidden:1,error_output:1,escap:13,especi:[1,3,9,12,13,21],essenti:[0,5,6,9,10,12,14,21,23,27],establish:[0,6,10,11,15,21,26],estim:[0,1,5,6,7,10,11,13,19,23,26,27],estimated_mse_fold:[6,29],estimated_mse_kfold:[6,29],estimated_mse_sklearn:[6,29],et:[0,2,4,15,16,17,21,25,26,27,28,29],eta0:[8,13],eta:[0,1,3,8,12,13,26],eta_:13,eta_t:13,eta_v:[0,1,3,26],etc:[0,1,3,5,7,8,9,11,12,13,14,15,19,20,21,23,27],ethic:19,etsim:29,euclidean:[0,14,27],euler:[],evalu:[0,2,3,4,5,6,9,13,21,23,26,27,28,29],evaluationform:21,evaluationgrad:21,evalut:13,even:[0,1,3,4,5,6,8,9,10,11,12,13,14,19,20,23,26,27,28,29],evenli:4,event:[5,7,10,23,28,29],eventu:[0,5,6,11,12,13,21,24,27,28,29],everi:[0,1,2,3,4,5,6,9,10,11,12,13,14,19,23,24,26,27,28,29],everyth:[4,12],everywher:[4,13],evolv:0,exact:[0,5,11,12,13,20,23,26,27],exactli:[0,3,4,6,12,19,21,27,29],exam:26,examin:[6,29],exampl:[5,11,12,13,15,16,19,20,21,23,25],exce:[1,12,13],excel:[0,1,4,5,10,26,27],except:[0,3,4,6,7,8,9,20],excess:[0,26],excit:0,exclud:[1,6,12,21,27,28,29],exclus:[0,1,3,6,23,26,29],execut:[2,5,13,27],exemplifi:13,exercic:[24,26],exercis:[5,19,21,22,24,28,29],exercisesweek35:17,exhaust:[6,29],exhibit:[0,5,6,8,26,27,29],exisit:[],exist:[0,1,2,3,4,5,6,7,8,9,13,14,18,20,21,26,27,28,29],exit:[5,20,27],exp:[0,1,2,5,6,7,8,10,11,12,13,15,16,21,23,26,27,28,29],exp_term:1,expand:[5,7,11,13,27],expandus:[0,7],expans:[0,3,5,8,10,12,13,26,27],expect:[0,1,5,6,7,11,12,13,15,16,19,21,26,27],expectation_value_of_h_wrt_p:23,expens:[6,10,13],experi:[0,1,6,8,13,19,21,26,27,29],experiment:[0,4,6,9,23,26,29],expert:[1,9],explain:[0,6,9,10,11,13,21,26],explained_variance_ratio_:11,explan:[],explanatori:[0,26],explicit:[0,3,6,13,20,21,26,27,28],explicitli:[0,4,8],explod:1,exploit:[0,3,12,13,26],explor:[1,4,6,8,13,19,21],expon:1,exponenti:[0,1,5,6,10,13,21,23,26,28,29],export_graphviz:9,export_text:9,exporttext:9,expos:19,express:[0,2,3,5,6,7,10,12,13,16,20,21,23,26,28,29],exptmean:23,exptvari:23,extend:[0,2,7,11,13,17,19,26],extens:[0,12,15,19,26],extent:[0,1,6,25,29],extern:[3,6,9],extra:[1,3,5,24,26,27],extract:[0,3,5,6,7,8,11,13,20,26,27],extrapol:[0,26],extrem:[0,1,4,5,6,7,8,9,13,16,20,27,28,29],extremum:13,extrins:11,ey:[0,5,6,13,14,20,26,28],f11:[0,26],f12:[0,26],f13:[0,26],f1:13,f1_grad:13,f1d:13,f2:13,f2_grad_x1:13,f2_grad_x1_analyt:13,f2_grad_x2:13,f2_grad_x2_analyt:13,f3:13,f3_grad:13,f3_grad_analyt:13,f4:13,f4_grad:13,f4_grad_analyt:13,f5:13,f5_grad:13,f6:13,f6_for:13,f6_for_grad:13,f6_grad_analyt:13,f6_while:13,f6_while_grad:13,f7:13,f7_grad:13,f7_grad_analyt:13,f8:13,f8_grad:13,f9:[0,13,26],f9_altern:13,f9_alternative_grad:13,f9_grad:13,f:[0,1,2,3,4,5,6,7,8,10,12,13,14,16,18,20,23,24,26,27,28,29],f_0:[3,10],f_1:[10,13],f_2:[12,13],f_3:12,f_:10,f_d:23,f_grad:13,f_grad_analyt:13,f_i:[0,6,12,16,29],f_m:[3,10],f_n:3,f_vec:2,f_wrap:2,face:13,facecolor:[6,8,23,29],facil:[0,15,19,26],facilit:12,fact:[0,1,3,5,9,11,12,13,26,27,28,29],factor:[0,1,3,5,6,9,10,11,13,20,23,26,27,28,29],factori:13,fade:6,fafab0:[9,10],fahimeh:[24,26],fail:[0,6,8,9,11,13,24,26,29],fail_on_error:[0,7],failur:7,fairli:[1,2,23],faisal:[16,27],fake:4,fake_loss:4,fake_output:4,fale:[],fall:[8,9,22],fals:[0,1,2,3,4,5,6,7,9,10,14,20,21,26,27,28,29],famili:[0,7,8,23],familiar:[0,3,5,6,8,15,19,20,21,23,26,28,29],famou:[6,12],far:[0,3,4,5,6,8,11,12,13,14,26,27],fashion:[0,9,10,26],fast:[1,3,6,10,12,13,19,23,26,29],faster:[1,11,13],fastest:[13,20],favor:7,favorit:23,fc:3,fd:[0,7],featur:[0,1,3,5,6,7,8,10,11,12,13,18,19,21,23,26,28,29],feature_nam:[0,1,7,9],feautur:9,fed:1,feed:[0,2,3,11,19,26],feed_forward:1,feed_forward_out:1,feed_forward_train:1,feedback:[4,26],feeddorward:4,feedforward:[1,4,12],feel:[0,5,6,11,13,15,16,19,21,24,26,28],feet:0,felt:21,fetch:[6,21],few:[1,3,4,5,9,23,26],fewer:[0,9,11,26],ffnn:[1,12],field:[0,3,6,12,19],fifth:[0,6,15,16,21,26],fig:[0,1,2,3,4,6,7,12,13,14,21,26],fig_id:[0,6,7,9,26,27,29],figaxi:23,figsiz:[0,1,2,3,4,6,7,8,9,10,26,29],figur:[0,1,2,3,4,5,6,7,8,9,10,12,13,14,15,16,19,21,26,27,28,29],figure_id:[0,6,7,9,26,27,29],figurefil:[0,6,7,9,26,27,29],file:[0,2,3,4,5,6,7,9,14,21,26,27,28,29],file_prefix:4,filenam:26,filenotfounderror:[0,7],fill:[5,9,27],filter:[0,3,4,7],financ:0,find:[0,1,2,3,5,6,7,8,9,10,11,12,13,14,15,16,19,21,23,26,27,28],fine:[0,14,15,26],finish:2,finit:[3,5,6,12,13,17,23,27,28,29],first:[0,1,2,3,5,6,7,8,9,10,11,13,14,15,16,17,20,21,23,24,25,29],firsteigvector:11,fit:[1,3,4,5,6,7,8,9,11,12,13,15,16,17,21,23,27,29],fit_beta:[6,27,28],fit_intercept:[0,5,6,27,28,29],fit_mod:9,fit_transform:[0,6,8,9,11,29],fiti:[0,26],five:[0,9,17,21,26,27],fix:[0,3,4,6,10,11,12,13,21,26,29],fixedloc:6,flag:4,flat:[3,4,12,13,14],flatten:[1,3,4,5,20],flexibl:[1,6,8,10,12,26,29],flip:[24,26],float32:[4,9],float64:[4,20,26,27],flop:[5,20,27],flow:[1,4,12],fluctuat:[5,28],fluid:[],fly:11,fm:[0,26],fmax:3,fmesh:13,fn:7,fname:[0,7],focu:[0,3,4,5,6,15,19,25,26,27,28,29],focus:[1,6,7,20,27,28],fold:[6,9,21],folder:[0,1,3,4,6,14,21,26,29],follow:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29],font:[0,7,23,26],fontdict:23,fontsiz:[1,6,8,9,10,23],fontweight:1,footprint:3,foral:[8,27],forc:[0,5,6,10,11,26,27,28],forcast:4,forecast:[4,12],forest:[0,1,9,19,26],forget:11,form:[0,3,4,5,6,7,8,9,11,12,13,17,19,20,21,23,26,27,28,29],formal:[3,4,14,23],format:[0,1,2,3,4,6,7,8,9,10,11,19,23,25,27,28,29],format_data:4,formatstrformatt:[6,13,21],formul:[4,6,11,14],formula:[3,13,23],forth:[4,12],fortran2003:[19,26],fortran2008:21,fortran90:23,fortran:[0,15,19,20,26],fortun:[0,11,27],forward:[0,3,6,19,20,26,29],foster:26,found:[1,2,3,4,5,6,12,13,14,21,26,27,28,29],foundat:[19,26],four:[4,5,6,8,12,20,21,22,24,26,28],fourier:[0,26],fourierdef1:3,fourierdef2:3,fourierseriessign:3,fourth:[12,26,27],fp:7,frac:[0,1,2,3,5,6,7,8,9,10,11,12,13,14,15,16,17,20,21,23,26,27,28,29],fractal:9,fraction:9,frame:7,framework:[1,3,4,8,10,14,23],frank:[5,11],frankefunct:[5,6,11,21,27],fredli:[24,26],free:[0,6,11,13,15,16,19,20,21,23,24,25,26],freecodecamp:19,freedom:[5,28],freeli:[0,21],frequenc:[3,6,7,23,29],frequent:[0,8,9,13],frequentist:19,fresh:10,fridai:[16,17,18,24,26],friedman:[6,18,21,22,25,26],friendli:4,frodo:26,frog:3,from:[0,1,2,3,4,6,7,8,9,11,13,14,16,17,18,19,20,21,23,24,25,26],from_cod:9,from_logit:[3,4],from_tensor_slic:4,fromnumer:2,front:[0,4,5,15,16,26,27,28],fulfil:[2,5,12,27],full:[0,1,3,5,7,9,10,13,23,26,27],full_matric:[5,27],fulli:[3,6,12,22,23,29],fun:[2,19,26],fun_nam:2,func:2,functionali:11,fundament:[0,6,19,26,29],funtion:2,further:[2,7,9,26],furthermor:[0,3,5,6,7,11,12,13,17,19,21,26,27,28,29],futur:[0,4,8,9,26],futurewarn:8,fy:[15,21,22,24,25,26],fys3150:[],fys4155:21,fys5419:[25,26],fys5429:[25,26],g0:2,g:[0,1,2,3,4,6,8,9,10,11,13,23,26,28,29],g_0:2,g_1:[2,10],g_2:[2,10],g_:[2,9,10],g_analyt:2,g_dnn_ag:2,g_euler:2,g_i:2,g_m:[3,10],g_n:3,g_re:2,g_t:2,g_t_d2t:2,g_t_d2x:2,g_t_dt:2,g_t_hessian:2,g_t_hessian_func:2,g_t_jacobian:2,g_t_jacobian_func:2,g_trial:2,g_trial_deep:2,g_vec:2,gain:[1,5,7,9,10,13,27,28,29],galleri:[0,26],game:4,gamge:26,gamma1:8,gamma2:8,gamma:[0,2,8,9,10,11,13,26],gamma_0:10,gamma_1:10,gamma_1x:10,gamma_:[0,26],gamma_i:[0,8,23,26],gamma_j:13,gamma_k:13,gamma_m:10,gamma_x:[0,26],gap:[6,8],gate:[4,12],gather:[0,1,12,27],gaug:12,gaussbacksub:20,gaussian:[4,5,6,8,14,23,28,29],gaussian_point:14,gaussian_rbf:8,gave:13,gavra:26,gbc:[22,26],gca:[2,6,8,13,21],gd:1,gd_clf:10,gdclassiffiercgain:10,gdclassiffierconfus:10,gdclassiffierroc:10,gdm:13,gdregress:10,ge:[1,5,7,23,27],gen:[0,7],gen_loss:4,gen_tap:4,gender:[0,26],genener:4,gener:[0,1,2,3,5,6,8,10,11,12,13,14,15,16,17,20,21,23,25,27,28,29],generallay:12,generate_and_save_imag:4,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:19,geodes:11,geometr:[0,13,26],geometri:[5,28,29],georg:25,geotif:[6,21],geq:[2,5,8,9,13,27,28],geron:[0,15,22,25,26],get:[0,1,2,3,4,5,6,7,9,10,11,13,15,19,20,21,23,24,26,27,28,29],get_dummi:9,get_paramet:2,get_split:9,get_yaxi:8,get_yticklabel:6,getattr:2,gg:26,gibb:[19,26],gif:4,gini:10,gini_index:9,ginvers:13,git:[0,15,19,26],giter:13,github:[0,6,9,15,16,17,19,21,22,24,25,26,27],gitlab:[0,15,19,21,26],give:[0,1,2,3,5,6,7,8,9,10,12,13,14,17,19,21,23,26,27,28,29],given:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,20,21,23,26,27,28,29],global:[6,7,13,21],gloriou:[],glorot:1,gnew:13,go:[0,1,3,5,6,8,9,11,12,13,21,26,27,28,29],goal:[0,7,9,26],goe:[0,1,2,5,6,13,14,18,20,26,27,28,29],golden:13,gone:[5,27,28],gong:1,good:[1,3,4,5,6,9,10,11,13,17,19,23,25,27,28,29],goodfellow:[4,22,25,26,27,28],googl:[1,4,19,26],got:[1,6,13,21],gotten:26,gov:[6,21],gp:25,gpu:[1,13,19,26],grad:[2,13],grad_analyt:13,grade:[21,22],gradient:[0,3,4,7,8,9,12,19,26,27],gradientboostingclassifi:10,gradientboostingregressor:10,gradients_of_discrimin:4,gradients_of_gener:4,gradienttap:4,gradual:[1,14],grai:[4,6,21],graph:[1,9,11,12,13],graph_from_dot_data:9,graphic:[0,1,9,26],grasp:0,gray_r:[1,3],grayscal:3,great:[5,13],greater:[1,7,23],greatli:13,greedi:9,green:[0,3,9,23],grei:4,grid:[1,3,6,7,8,12,23,27,28,29],grossli:13,ground:[0,26],group:[0,6,7,9,14,19,21,22,24,26,29],groupbi:[0,26],grow:[1,3,9,10],growth:[0,26],gru:4,guarante:[0,4,13,23,26,27],guess:[1,4,10,13,14],guestrin:10,guid:1,guidanc:21,h1:2,h:[0,1,5,6,8,13,16,18,21,23,24,25,26,27],h_1:[2,13],h_2:[2,13],h_:[0,13,26],h_m:10,ha:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,16,20,21,23,26,27,28,29],haa:24,habit:[0,27],had:[0,1,6,7,13,26,29],hadamard:[1,12,13],half:[1,8,9],halv:10,hand:[0,1,2,3,5,11,12,13,15,19,20,21,22,23,24,25,26,27,28,29],handi:[3,21],handl:[0,1,2,5,9,11,19,28],handle_unknown:9,handsid:12,handwrit:12,handwritten:[1,5],happen:[1,2,3,4,5,6,10,13,23,27],hard:[1,7,8,10,13],hardcopi:[19,26],harder:[0,1,27],harmon:3,hasn:1,hassl:[0,15,19,26],hast:[19,26],hasti:[0,6,15,16,17,18,21,22,25,26,27,29],hat:[0,1,5,6,7,9,10,11,12,13,17,18,20,21,27,28,29],have:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,23,24,26,27,28,29],haven:1,he:7,head:[0,4,10,23],header:[0,26],heads_proba:10,health:[0,27],hear:[0,13,26],heart:[0,7,26],heatmap:[0,1,3,7,26],heavili:0,heavisid:1,height:[1,3,6,27,28],held:13,help:[0,1,4,12,13,16,21,26],helper:[4,14],henc:[0,5,6,8,9,10,12,13,18,21,26,27,28,29],henrik:[24,26],her:7,here:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,23,26,27,28,29],hereaft:[0,8,12,26],hermitian:20,hessenberg:20,hessian:[0,2,5,13,16,28],heterogen:[9,10],hi:7,hidden:[1,3,4,12],hidden_bia:1,hidden_bias_gradi:1,hidden_layer_s:[0,1,26],hidden_neuron:4,hidden_weight:1,hidden_weights_gradi:1,hierarch:[5,27,28],high:[0,1,2,3,4,5,6,9,10,11,13,14,19,20,21,26,27,29],higher:[0,1,3,5,6,8,13,21,26,27,28,29],highest:[1,2],highli:[0,3,4,10,18,19,20,25,26,27,28,29],highwai:0,hing:8,hint:[13,16,27,28],hip:19,hire:0,hist:[4,6,7,23,29],histogram:[0,6,7,23],histor:[7,11],histori:[3,4,12],hitherto:[5,28],hjorth:[24,26,27,28,29],hobbi:23,hoc:[5,27],hoff:25,hold:[1,3,6,13,14,29],holder:[0,26],holomorphic_grad:2,home:0,homepag:[21,26],homework:[6,13],homogen:[1,3,9,10,13],honchar:2,hopefulli:[0,11,23,26],horizont:11,hors:[3,7],hot:[1,9],hour:[1,19,22,23,24,26],how:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,19,20,21,23,26,27,28,29],howev:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,19,20,21,23,26,27,28,29],hspace:[0,4,8,10,23,26],hstack:1,htf:[22,26],html:[0,9,11,17,19,21,22,24,25,26,28],http:[0,3,4,6,9,11,13,16,17,19,20,21,22,24,25,26,27,28,29],huang:[0,26],huber:[0,26],huge:[1,3,4,19],human:[0,1,3,6,9,12,27,28],humid:9,hundr:1,hungri:1,huse:26,hybrid:22,hydrogen:[0,26],hyper:[],hyperbol:[1,4,12],hyperparam:8,hyperparamet:[3,4,5,6,9,13,17,26,27,28],hyperplan:11,i0:[0,26],i1:[0,6,8,12,26,27,28],i2:[0,8,12,26],i3:[0,12,26],i5:[0,26],i:[0,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,20,21,23,24,26,27,28,29],i_1:[5,6,28,29],i_2:[5,6,28,29],i_:13,ian:25,ic:1,id:[7,13],ida:[24,26],idea:[0,1,2,3,4,6,9,10,12,13,20,21,27,28,29],ideal:[0,2,6,8,13,23,26,29],idem:[6,29],ident:[5,6,12,13,17,20,21,27],identical:[28,29],identifi:[0,1,7,9,11,12,13,14,26,27],ieor:23,ifi:25,ifs:[19,26],ignor:[0,1,3,9,27],ii:[20,23],iii:[20,26],ij:[0,1,3,6,8,12,14,16,18,20,21,23,26,27,28],ik:[0,20,26,27],illustr:[5,7,10,12,13,14,19,26,29],im:6,imag:[1,3,4,6,9,11,12,14,25,26],image_at_epoch_:4,image_batch:4,image_height:3,image_path:[0,6,7,9,26,27,29],image_width:3,imageio:[6,21],images_from_seed_imag:4,imagin:1,immedi:[0,3,4,6,15,19,26],implement:[0,2,3,4,5,6,8,9,10,11,12,13,14,17,21,23,26,27,28],impli:[3,5,6,7,13,20,27,28,29],implicit:3,implicitli:[11,23],importantli:3,impos:[0,6,11,12,26],imposs:[0,5,26,27],impress:[0,12,26],improv:[0,4,5,9,10,11,13,21,27],impur:9,imread:[6,21],imshow:[1,3,4,6,21],in3050:[25,26],in3310:26,in4080:[25,26],in4300:[25,26],in4310:25,in5400:3,in5550:25,in_out_neuron:4,inaccur:13,inact:12,inadequ:[0,26],inch:[6,27,28],includ:[0,1,2,3,4,5,6,7,11,12,15,16,17,19,21,23,24,25,26,27,28,29],include_bia:[6,9,29],inclus:17,incom:12,incorrect:1,incoveni:8,increas:[0,1,3,4,5,6,8,9,11,12,13,21,23,26,27,28,29],increasingli:23,ind:6,inde:[0,2,4,5,6,13,26,27],indefinit:4,independ:[0,5,6,7,8,12,13,23,26,27],index:[0,1,3,4,10,14,19,20,23,25,26],index_col:[0,26],indic:[0,1,3,4,5,6,9,10,11,13,16,21,26,27],indispens:[6,29],individu:[1,6,7,10,12,23,26,27,29],indu:0,indx1:2,indx2:2,indx3:2,indx:20,ineffici:[3,13],inequ:[8,13],inertia:13,inf1000:[19,26],inf1100:[19,26],inf1100l:[19,26],inf1110:[19,26],inf3000:26,infeas:9,infer:[0,1,4,6,25,26,29],inferenc:1,infil:[0,6,7,9,26,29],infin:[5,6,7,11,18,27,28,29],infinit:3,infinitesim:23,influenc:[6,10,29],influenti:1,info:26,inform:[0,1,3,4,6,9,11,12,13,14,20,21,25,26,29],infti:[3,6,13,23,29],ingeni:13,ingrad:2,ingredi:[0,9,26],inher:[6,29],inherit:[20,26],initi:[0,1,2,6,10,13,14,20,23,26,29],inject:14,inlin:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,20,21,23,26,27,28,29],inner:[0,13,27],inp:4,inplac:13,input:[0,1,3,4,5,6,7,8,12,13,14,21,23,26,27,28,29],input_dim:1,input_shap:[3,4],inputs:1,inputs_shuffl:[0,1,27],insert:[3,5,6,8,10,23,27,28,29],insid:[0,4,7],insight:[0,1,5,19,26,27,28,29],insist:[6,13,27,28],inspir:[0,1,12,26],instabl:2,instal:[0,1,5,6,9,15],instanc:[0,1,2,4,6,9,11,13,26,27,29],instanti:10,instead:[0,1,2,3,4,5,6,8,9,11,13,14,20,21,23,26,27,29],institut:1,instruct:[0,1,15,16,26],int32:10,int_0:23,int_:[3,6,23,29],int_a:23,intak:[0,27],integ:[1,2,13,14,20,23,26],integer_vector:1,integr:[3,6,23,26,29],intellig:[0,14,25,26],intend:10,intens:1,intention:14,interact:[0,6,9,12,19,21,26],intercept:[0,6,8,11,13,16,21,26,28,29],intercept_:[0,6,8,9,13,26,27,28],interceptol:[],interceptridg:[],interchang:[5,12,20,28,29],interconnect:1,interest:[0,1,2,3,4,5,6,7,8,9,12,19,21,23,26,27,28,29],interfac:[0,1,20,27],interior:[0,9,26],intermedi:[20,27],intern:[1,10,12],interpol:[1,3,4,6,12,21],interpr:[5,27,28],interpret:[0,1,6,9,10,12,13,17,20,21,23],interv:[0,3,5,6,7,13,18,21,23,26,27,28],intial:13,intract:[0,4,27],intrins:[3,11,20,23,26],intro:[19,25,26],introduc:[0,1,5,6,8,10,12,17,20,21,23,26,29],introduct:[1,2,4,13,17,25,27],introductori:[0,4,20,25,26,27],intuit:[0,5,6,8,12,13,21,26,28,29],inv:[0,5,13,26,27,28],invalid:[1,8],invalu:[0,13,15,19,26],invari:1,invd:[5,28],inver:8,invers:[0,3,6,13,15,16,17,21,26,27],inverse_transform:8,invert:[0,5,7,10,13,26,28],invh:13,invok:[0,8],involv:[0,2,6,7,11,12,27,29],io:[0,17,19,21,22,24,25,26,27],ip:[0,8,23,26],ipca:11,ipykernel_48918:1,ipykernel_49101:6,ipykernel_49291:26,ipykernel_85796:[],ipykernel_87621:29,ipynb:[19,21,26],ipython:[0,5,7,9,11,14,15,19,21,26,27],iq:[6,29],iri:[8,9],irreduc:[6,29],irrelev:[5,27],irrespect:[0,26],irvin:[],isbox:2,iscomplexobj:2,isn:[5,28,29],isnul:0,isomap:11,isotop:26,issu:[1,9,20,28],it_arrai:13,item:[0,13,26],items:[20,26],iter:[1,2,4,6,8,9,11,13,14,23,29],its:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,18,19,20,21,23,26,28,29],itself:[5,6,12,21,23,27,28,29],j1:20,j:[0,1,2,3,4,5,6,8,9,11,12,13,14,16,17,18,20,21,23,25,26,27,28,29],j_:6,j_lasso_sk:6,j_ridge_sk:6,j_sk:6,jackknif:[6,19,26,29],jacobian:[2,13],jacobian_shap:2,jakobsen:24,jason:4,jax:[19,26],jensen:[24,26,27,28,29],jerom:[18,21,25],ji:[12,20],jit:13,jj:[0,5,6,26,28,29],jk:[0,1,6,12,20,26],jl:[0,26],jm:20,jnp:13,job:[2,8,10],johansen:26,join:[0,3,4,6,7,9,14,26,27,29],joint:[4,5,28,29],judg:13,judgement:[6,21],julia:[19,20,21],jump:[21,23],junk:4,jupit:26,jupyt:[0,9,15,19,21,25,26],just:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,19,21,23,26,27,28,29],justif:0,justifi:[3,10],k0:7,k1:7,k:[0,1,3,5,6,7,8,9,10,11,12,13,14,19,20,21,23,24,26,27,28],kaggl:[6,21],kappa_d:23,karl:[24,26],karush:8,katrin:[24,26],keep:[0,1,4,5,6,11,13,14,20,21,26,27,28,29],keepdim:[1,2,6,10,20,29],kei:[0,1,3,6,12,27],kept:[4,6,14,29],kera:[0,4,19,21,26],kernel:[0,1,3,4,14,19,26,27],kernel_librari:[3,4,14],kernel_regular:[1,3],kernel_s:4,kernelpca:11,kev:[0,26],kevin:[25,26],keyboardinterrupt:2,keyword:[6,13,20,21,26],kfold:[6,29],kg:1,ki:20,kick:[1,13],kiener:2,kilomet:[6,27,28],kind:[0,2,3,4,8,12,13,14,26,27],kj:[6,12,20,27,28],kjm:[19,26],kkt:8,kl:23,km:[12,26],kmean:14,kmeanspoint:14,kn_k:14,know:[0,1,2,5,6,8,13,19,26,27,28],knowledg:[0,19,26],known:[1,3,4,5,6,7,8,9,12,20,21,23,25,27,28,29],kondev:[0,26],kp:23,kpca:11,kroneck:14,kuhn:8,kvalsund:[24,26],kwarg:2,kwown:[0,26],l0:7,l1:[0,1,3,7,26],l1_l2:[1,3],l1regl:5,l2:[1,3],l:[0,1,2,3,5,6,7,8,10,11,12,13,20,21,23,26,27],l_1:7,l_2:[7,13],l_:20,l_j:12,la:13,la_i:12,la_k:12,lab:[19,21,26],label:[0,1,2,3,4,5,6,7,8,9,10,12,13,14,19,20,21,23,26,27,28,29],labelencod:[7,10],labels:[6,8,9],labels_shuffl:[0,1,27],laboratori:[22,28],lack:[0,26],lagari:2,lagrang:[8,11],lambda:[0,1,2,3,5,6,7,8,10,12,13,17,18,21,23,26,27,28,29],lambda_0:11,lambda_1:[5,8,11,27],lambda_2:[8,11],lambda_:11,lambda_i:[8,11],lambda_iy_i:8,lambda_jy_iy_j:8,lambda_k:8,lambda_n:[5,8,27],lamda:1,land:[0,8],landmark:8,landscap:13,langl:[0,6,11,23,26,27],languag:[0,1,4,8,15,19,20,21,25,26],lapack:[20,26],laplac:[5,28,29],laptop:19,larg:[0,1,2,4,5,6,8,9,10,11,13,15,19,20,21,23,25,26,27,29],larger:[0,3,5,6,8,10,11,13,17,23,26,27,28,29],largest:[4,8,11],lasso:[0,7,19,26],lasso_sk:6,last:[0,1,2,3,4,5,6,7,8,10,12,13,14,17,18,20,21,23,24,26,28,29],latent:4,latent_dim:4,latent_point:4,latent_space_value_rang:4,later:[0,1,4,7,8,12,13,14,15,19,21,26],latest:[4,19],latest_checkpoint:4,latex:26,latter:[0,3,6,7,8,11,13,16,20,21,23,26,27,28,29],lattic:12,law:0,layer:[0,4,13,26],lbfg:[7,9,10,11],lcc:[5,6,28,29],lda:11,ldot:[0,6,11,21,26,29],le:[5,7,10,13,17,23,27,28],lead:[0,1,3,5,6,7,8,9,10,11,12,13,16,17,20,23,26,27,28,29],leaf:9,leaki:1,leakyrelu:4,lear:13,learn:[3,4,5,6,7,8,9,10,12,18,20,22,24,25],learnabl:3,learner:10,learnig:26,learning_r:[8,10],learning_rate_init:[0,1,26],learning_schedul:13,learnt:21,least:[0,2,7,8,10,11,15,16,17,19,20,23,29],leat:13,leav:[0,1,3,5,6,9,11,26,28,29],lectur:[0,1,5,10,11,12,13,15,17,19,20,21,22,24,25],lecturenot:[0,17,19,21,25,26],left:[0,1,2,3,5,6,7,8,9,10,11,12,13,14,16,17,20,21,23,26,27,28,29],leftarrow:[8,12],legend:[0,2,3,4,5,6,7,8,9,10,13,26,27,28,29],len:[0,1,2,3,4,5,6,8,9,10,11,12,20,26,27,28,29],length:[0,1,2,3,4,8,9,13,16,19,26,27],length_of_sequ:4,leq:[0,5,7,8,13,14,23,26,27,28],less:[0,1,3,4,5,6,8,9,13,19,23,26,27,28,29],lessen:1,let:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,20,23,26,27,28,29],letter:[0,16,20,23,26,27],level:[0,1,5,6,9,19,20,21,22,24,26,29],li:[8,11],lib:[0,1,2,3,4,6,7,8,9,11,14,26,28],liblinear:[8,10],libmetal_plugin:[3,4,14],librari:[0,1,2,3,4,5,6,7,9,10,11,14,15,20,21,23,25,27,28],library_loc:[3,4,14],licens:[0,1,15,19,21,26],lie:[0,6,11,23,26,27,29],life:[0,1,8,12,26],lifetim:13,like:[0,1,2,3,4,5,6,7,9,10,11,12,13,15,16,19,20,21,23,26,27,28,29],likelihood:[0,1,5,9,26,27],lim_:23,lima:24,limit:[0,5,6,8,9,11,12,20,21,26,27],lin_clf:8,lin_model:0,lin_reg:9,linalg:[0,2,5,6,8,11,13,20,23,26,27,28],line1:8,line2:8,line3:8,line:[0,1,2,3,4,6,7,8,10,11,13,14,21,26,27,28,29],linear:[1,3,5,6,7,9,10,11,12,17,18,19,21,23,29],linear_model:[0,5,6,7,8,9,10,11,13,26,27,28,29],linear_regress:[6,29],linearli:[5,27],linearloc:[6,13,21],linearregress:[0,6,7,9,26,27,28,29],linearsvc:8,lineat:28,liner:[1,3],linerar:10,linewidth:[0,2,4,6,8,9,10,21,29],link:[0,4,9,12,19,21,24,26],linlag:[5,28],linpack:[20,26],linreg:[0,26],linspac:[0,2,3,4,6,8,9,10,13,15,16,20,23,26,27,28,29],linu:4,linux:[0,1,15,19,21,26],liquid:[0,26],list:[0,1,2,3,4,7,9,19,21,26,27],listcomp:2,listedcolormap:[9,10],literatur:[1,7,14,25,29],littl:[1,3,9,12],live:8,ll:[0,23,26,27],lle:[0,27],lloyd:[4,14],lmb:[0,2,5,6,28,29],lmbd:[0,1,3,26],lmbd_val:[0,1,3,26],lmbda:13,ln:[1,13],load:[0,1,3,4,6,7,9,10,14,21],load_boston:0,load_breast_canc:[1,7,9,10,11],load_data:[3,4],load_digit:[1,3],load_iri:[8,9],load_librari:[3,4,14],load_pluggable_device_librari:[3,4,14],loc:[0,3,6,7,8,9,10,26,29],local:[0,1,2,3,7,12,13,27],locat:[2,3,8],log10:[0,5,6,28,29],log:[0,1,2,4,5,6,7,9,10,11,13,20,21,26,27,28,29],log_:[0,26],log_clf:10,logarithm:[0,5,7,20,26,28,29],logbook:21,logic:[0,1,9,26],logist:[0,1,2,8,9,10,11,12,13,19,27],logisticregress:[7,9,10,11],logit:7,logreg:[7,9,10,11],logspac:[0,1,3,5,6,26,28,29],longer:[2,3,8,10,14,20,23,26],loocv:[6,29],look:[0,1,2,3,4,5,6,7,8,9,10,11,13,16,18,20,21,23,26,27,28,29],loop:[1,4,6,10,12,14,19,20,26,29],lose:1,loss:[0,1,3,4,5,6,7,8,10,11,13,20,21,26,28,29],loss_fil:4,lossfil:4,lost:4,lot:[0,1,4,6,29],low:[0,6,9,10,11,21,26,27,29],lower:[0,1,3,6,9,10,16,20,27],lowercas:[20,26],lowest:[9,13,23],lr:[1,3,4,10],lstat:0,lstm:4,lstm_2layer:4,lstsq:[0,26,27],lt:[6,29],lu:[0,5,26,27],lubksb:20,luckili:2,ludcmp:20,lux:20,lvert:1,lw:[0,26],m:[0,1,2,3,5,6,8,9,10,11,12,13,20,22,23,24,25,26,27,28,29],m_1:14,m_:[9,12],m_h:[0,26],m_k:14,m_l:12,m_n:[0,26],m_p:[0,26],m_t:13,ma:11,machin:[1,3,4,5,6,7,9,10,11,12,15,20,22,25,27,28,29],machinelearn:[0,6,16,17,19,21,22,24,25,26],mackai:25,made:[0,1,3,4,5,6,7,9,11,12,18,21,26,27],mae:[0,26],magic:4,magnitud:[1,6,7,13,27,28],mai:[0,1,2,3,5,6,7,8,9,11,12,13,18,19,20,21,23,26,27,28,29],mail:[22,24],main:[0,1,3,4,5,6,7,9,20,21,25,27],mainli:[0,5,6,7,9,26,27,28,29],maintain:[6,29],major:[1,6,9,10,13,20,26,29],make:[1,2,3,4,5,6,7,8,11,12,13,19,20,21,23,25,28,29],make_axes_locat:6,make_moon:[8,9,10],make_pipelin:[0,6,10,27,29],make_vjp:2,makedir:[0,6,7,9,26,27,29],makeplot:[0,26],malcondit:20,malign:[1,7,9],mammographi:[5,28,29],manag:[0,2,3,15,19,21,26],mandatori:[24,26],mani:[0,1,3,4,5,6,7,8,9,11,13,14,19,20,21,23,25,26,27,28,29],manifold:11,manner:3,manual:[6,27,28],map:[0,1,2,6,7,8,11,12,14,21,23,26],marc:27,margin:[0,5,8],marit:[0,26],mark:26,marker:[0,7,20,26],markov:[19,26],marsaglia:23,mass:[0,1,5,13,27],massag:[0,26],masses2016:[0,26],masses2016ol:[0,26],masses2016tre:0,masseval2016:[0,26],master:[6,16,21,22,24],mat1100:[19,26],mat1110:[19,26],mat1120:[19,26],mat:[19,26],match:[1,4,5,13,14,27],materi:[4,5,7,13,17,20,24],math:[3,7,12,13,20,23,25,26],mathbb:[0,4,5,6,7,8,11,12,13,14,17,18,20,21,23,26,27,28,29],mathbf:[0,5,6,7,8,13,18,20,21,26,27,28,29],mathcal:[1,5,6,7,13,21,28,29],matheemat:3,mathemat:[0,6,11,12,13,17,19,20,23,25,26,28],mathemati:26,mathmlbook:16,mathrm:[0,1,3,4,5,6,7,8,9,10,11,12,13,14,17,18,21,23,26,27,28,29],matmul:[1,2,5,28],matnat:25,matplotlib:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,19,20,21,23,26,27,28,29],matric:[0,1,3,4,6,7,8,11,13,16,17,19,27],matrix:[0,2,3,4,6,7,8,10,13,15,16,17,18,21,23,29],matshow:1,matter:[2,3,13,27],max:[0,1,2,3,4,9,10,12,13,24,26],max_depth:[0,9,10],max_diff1:2,max_diff2:2,max_diff:2,max_it:[0,1,8,9,11,13,26],max_iter:14,max_leaf_nod:10,max_sampl:10,maxdegre:[0,6,10,27,29],maxdepth:10,maxim:[1,4,5,7,8,11,28,29],maximum:[0,1,2,3,5,7,8,9,10,13,14,26,27],maxpolydegre:[5,6,28,29],maxpooling2d:3,mbox:[5,6,18,21,27,28,29],mcculloch:12,md:[11,21],mdoel:4,mean:[1,2,3,4,5,6,7,9,10,11,12,13,14,15,16,17,18,19,20,21,23,26,29],mean_absolute_error:[0,26],mean_divisor:14,mean_i:23,mean_matrix:14,mean_squared_error:[0,4,6,7,10,26,27,29],mean_squared_log_error:[0,26],mean_vector:14,mean_x:23,meaning:[0,4,7,26],meansquarederror:[0,26],meant:[2,3,7,10,13],measur:[0,1,2,5,6,9,11,12,14,21,23,26,27,28,29],mechan:[0,4,23,26],median:[0,26,27],medicin:12,medium:[4,8,13],medv:0,meet:[0,24],mehta:[0,26,27,28],mek4270:[],memori:[3,4,11,12,13,20],mention:[0,12,13,21,23,26],mere:[0,15,26],meshgrid:[2,5,6,8,9,10,11,21,27],messag:[5,13],messi:2,met:[0,3,8,27],metadata:2,meteorolog:9,meter:[6,27,28],method:[0,1,2,3,4,5,7,8,11,12,14,16,17,18,19,20,23,25,27,28],metion:[6,21],metric:[0,1,3,6,7,9,10,14,15,16,26,27,29],metropoli:[19,26],mev:[0,23,26],mgd:13,mglearn:[19,26],mgrid:13,mhjensen:[1,2,3,4,6,8,9,11,14],mi:10,mia:[24,26],michael:[],michigan:[26,28],microsoft:25,mid:1,midel:4,midnight:[16,17,18],midpoint:9,might:[0,1,2,4,6,9,13,27,28],mild:9,millimet:[6,27,28],million:[0,26,27],mimic:12,min:[0,2,5,8,9],min_:[0,2,5,14,17,26,27,28],min_samples_leaf:9,mind:[0,6,13,21,26,27,28,29],mindboard:4,mine:[19,26],mini:[1,11,12,13],minibatch:[1,11,13],minibathc:13,miniforge3:[0,1,2,3,4,6,7,8,9,11,14,26,28],minim:[0,1,2,3,5,6,7,8,9,10,11,12,13,14,17,18,21,27,28,29],minima:[0,1,7,13,26],minimum:[0,1,2,6,8,9,11,13,27,29],minmaxscal:[0,27],minor:23,minst:1,minu:7,mirjalili:26,mirror:9,misc:[6,21],misclassif:[8,9,10],misclassifi:[8,10],miser:0,mismatch:1,miss:[0,7,10],mistak:4,mit:25,mix:[1,2,26],mixtur:13,mk:[9,20],mkdir:[0,6,7,9,26,27,29],ml:[0,1,10,13,20,21,27],mlab:23,mlbook:26,mle:[5,7],mlp:1,mlpclassifi:1,mlpregressor:[0,26],mm:20,mml:27,mn:[12,23],mnist:[1,11],mod:23,mode:[22,24,26],model:[2,3,5,7,8,9,10,11,13,14,15,16,18,19,21,23,25,27,28,29],model_select:[0,1,3,5,6,7,9,10,11,26,27,28,29],moder:10,modern:[0,6,7,19,26,29],modif:[2,12,13],modifi:[0,1,3,5,7,8,10,12,13,26,27,28],modul:[0,9,11,20,26,28],modular:23,modulo:23,moe:[11,27],moment:[5,6,13,23,28,29],momentum:[],mondai:26,monitor:13,monoton:[5,12,23,28,29],mont:[0,6,19,23,25,26,29],moor:[5,6,28],more:[0,1,2,4,5,7,8,9,10,11,12,13,14,18,19,23],moreov:[0,3],morten:[24,26,27,28,29],most:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,19,21,23,26,27,28,29],mostli:[1,11],motion:[0,13],motiv:[1,4],move:[0,4,5,6,7,9,12,13,14,21,23,27,28,29],mpl:[0,7,26],mpl_toolkit:[2,6,13,21],mplot3d:[2,6,13,21],mplregressor:1,mse:[0,4,5,6,9,10,15,16,17,21,26,27,28,29],mse_simpletre:10,mselassopredict:[5,28],mselassotrain:[5,28],mseownridgepredict:[6,28],msepredict:[5,28],mseridgepredict:[0,5,6,28],msetrain:[5,28],msle:[0,26],mt:[7,12],mu0:23,mu1:23,mu2:23,mu:[0,6,11,13,23,26,29],mu_1:27,mu_:[6,23,27,28,29],mu_i:[6,27,28],mu_n:11,mu_x:23,much:[0,1,2,3,4,5,6,8,9,10,11,12,13,20,21,23,26,27,28,29],multi:[0,1,3,7,19,26],multiclass:[1,7],multidimension:[11,12,26],multilay:1,multinomi:7,multipl:[2,4,5,6,7,12,13,23,27,29],multipli:[3,5,6,11,13,20,23,27,28],multiplum:8,multivari:[0,2,10,11,19,23,26],multivariate_norm:[11,14],murphi:[11,25,26],must:[1,2,5,6,8,10,12,13,14,23,27,29],mutat:7,mutual:[1,3,6,13,29],mx_:23,myenv:[0,1,2,3,4,6,7,8,9,11,14,26,28],myriad:[0,15,19,26],mz1:23,mz2:23,n1:20,n2:20,n:[0,1,2,3,4,5,6,7,8,10,11,12,13,14,15,16,17,18,20,21,23,26,27,28,29],n_0:[12,23],n_:[1,2,3,8,12,23],n_boostrap:[6,10,29],n_bootstrap:[6,29],n_categori:[1,3],n_cluster:14,n_compon:11,n_epoch:13,n_estim:10,n_examples_to_gener:4,n_featur:1,n_filter:3,n_hidden:2,n_hidden_neuron:[0,1,26],n_i:23,n_input:[0,1,3,27],n_instanc:9,n_iter_i:[9,11],n_job:10,n_k:14,n_l:[12,23],n_layer:1,n_m:9,n_neuron:1,n_neurons_connect:3,n_neurons_layer1:1,n_neurons_layer2:1,n_point:14,n_sampl:[6,8,9,10,14,29],n_split:[6,29],n_step:4,n_t:2,n_x:2,nabla:[1,13],nabla_:[2,13],nabla_w:13,nag:13,naimi:[0,26],naiv:7,naive_kmean:14,najafi:[24,26],name:[0,1,3,4,5,6,7,8,9,10,12,13,14,15,19,20,21,23,24,26,27,28,29],nameerror:10,namespac:[3,4,14],narrow:13,nary_f:2,nary_op_arg:2,nary_op_kwarg:2,nary_oper:2,nation:[1,5,28,29],nativ:[19,26],natur:[0,1,4,8,9,12,13,21,23,25,26],navier:12,nb:23,nb_:20,nbconvert:26,nbviewer:9,nd:14,ndarrai:[2,6],ne:[9,10,20,23,27],nearest:[1,3,6,11],nearli:13,neat:26,neccesari:[6,29],necess:2,necessari:[0,1,3,4,8,14,26],necessarili:[0,4,11,23,26],necesserali:[5,28,29],neck:7,need:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,17,20,23,27,28,29],neg:[0,1,3,5,6,7,10,13,20,23,26,28,29],neg_mean_squared_error:[6,29],neglect:23,neglig:23,neighbor:[3,6,11],neither:[4,13],neq:[13,14,23],nervou:12,nest:[2,9,12],nesterov:13,net:[2,4,12],netlib:[20,26],network:[0,9,13,19,25,27],networkd:[],neural:[0,13,19,25,27],neural_network:[0,1,2,26],neuralnetwork:1,neuron:[1,2,3,4,12],neutral:[0,26],neutron:[0,26],never:[1,4,6,9,23,29],new_box:2,new_chang:13,new_hobbit:26,new_root:2,new_trac:2,newaxi:[0,3,6,9,29],newli:[0,26],newton:[1,7,8,13,23],next:[0,1,2,3,4,5,6,7,8,9,13,14,26,27,28],next_guess:13,next_input:4,ng:1,ngini:9,ni:14,nice:[0,1,5,11,26,27,28,29],nielsen:[],niter:13,nitric:0,nlambda:[0,5,6,28,29],nlp:25,nm:23,nm_n:[0,26],nmse:[6,29],nn:[2,5,6,12,20,28,29],nn_model:1,nnmin:2,node:[1,2,3,9,10,12],node_constructor:2,nois:[0,4,5,6,8,9,10,13,15,16,21,26,27,28,29],noise_dimens:4,noisi:[1,6,21,29],non:[0,1,3,5,6,7,9,10,11,12,13,14,20,23,26,27,28,29],noncommerci:[],none:[0,1,2,4,5,9,10,13,23,26,27,28,29],nonlinear:[3,6,8,9,11,12,29],nonneg:[6,9,13,29],nonparametr:6,nonsens:23,nonsingular:20,nonumb:[3,7,8,13,20],nor:[1,4,13],norm:[0,1,5,6,8,11,13,17,26,27,28,29],normal:[3,4,5,6,7,8,9,10,11,12,13,15,16,18,19,20,21,23,26,27,28],normali:[20,26],norwai:[6,21,26,29],notat:[0,2,5,6,13,14,23,26,27,28,29],note:[0,1,2,3,4,5,6,7,8,11,12,13,14,15,16,19,20,23,25,26,29],notebook:[0,1,3,9,15,19,21,26],notfounderror:[3,4,14],noth:[1,2,5,8,12,14,23,27,28],notic:[4,5,12,13,20,23,26,28],notimplementederror:2,notion:3,nov:[],novel:[3,6,10],novemb:[1,22,24,26],now:[0,2,4,5,6,7,8,10,11,12,14,15,16,17,19,20,21,23,26,27],nowadai:[0,1,3,9,19,26],nox:0,np:[0,1,2,3,4,5,6,7,8,9,10,11,13,14,15,16,20,21,23,26,27,28,29],npr:2,nsampl:[6,9,29],nt:2,ntrained_model:[6,28],nu:23,nuclear:[5,27],nuclei:[0,23,26],nucleon:[0,26],nucleu:[0,26],num:4,num_coordin:2,num_hidden_neuron:2,num_it:2,num_neuron:2,num_neurons_hidden:2,num_point:2,num_tre:10,num_valu:2,number:[1,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,20,21,22,24,26,28,29],numberid:7,numberparamet:3,numer:[0,5,6,9,10,11,12,13,17,19,20,25,26,27,28,29],numpi:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,19,21,23,27,28,29],numpy_vjp:2,numpy_wrapp:2,nunmpi:[5,27],nvalu:9,nx:2,nx_test:[6,28],nx_train:[6,28],nx_train_mean:[6,28],ny:23,ny_pr:[6,28],ny_train:[6,28],ny_train_mean:[6,28],o:[0,6,7,8,9,11,15,20,24,25,26],obei:[6,11,13,27,28],object:[0,1,2,4,6,8,10,20,26],obliqu:[5,27],observ:[0,1,3,5,6,7,8,9,10,11,12,13,14,23,28,29],obtain:[0,1,5,6,7,8,9,10,12,13,14,17,20,21,23,26,27,28,29],obviou:[5,6,11,23,27],obviouli:26,obvious:[0,4,5,6,20,26,28,29],oc:27,occupi:0,occur:[0,6,8,9,20,23,26],octob:[22,24,26],od:0,odd:[0,3,7,26,27],odenum:2,odesi:2,odin:26,oen:0,off:[1,3,4,5,9,13,23,28,29],offer:[6,11,19,20,22,24,26,29],offic:[24,26],offici:[22,26],often:[0,1,3,4,5,6,7,8,9,10,11,12,13,14,16,19,20,21,23,26,27,29],ofter:[20,26],ol:[0,13,15,16,17,18,26,27],old:[1,5,10,13,28,29],ols_fit:[],ols_fit_beta:[],ols_sk:6,ols_svd:6,olsbeta:[0,5,28],omega:[2,3,6],omega_0:3,omit:[0,5,26,27,28,29],onc:[1,6,9,11,13,29],one:[0,1,3,4,5,6,7,8,9,10,11,13,14,19,20,21,23,24,26,27,28,29],onehot:1,onehot_vector:1,onehotencod:9,ones:[0,2,5,6,8,9,10,11,13,20,21,26,27,28,29],ones_lik:4,ong:27,onl:3,onli:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,17,20,21,23,26,27,28,29],onlin:[11,22],onto:[5,11,27],open:[0,1,4,6,7,9,15,19,21,22,24,26,29],oper:[0,1,3,5,6,10,11,12,13,15,19,23,26,27,28,29],operation:23,oplu:23,opmiz:13,opportun:0,oppos:[6,13],opposit:[1,5,8,27],opt:[1,5,26,28],optim:[0,2,3,4,5,6,7,9,10,11,14,15,16,17,18,21,28,29],optimis:[1,3],option:[0,1,3,5,6,8,9,11,20,21,27,28,29],optmiz:[1,8,13,27],oral:26,orang:0,order:[0,1,2,3,5,6,7,8,9,10,11,12,15,16,20,21,23,26,27,28,29],ordinari:[0,2,3,7,11,13,15,16,17,19,29],ordinrari:[],oreilli:[25,26],org:[0,3,4,9,11,19,20,21,25,26,28],organ:[6,7,10,20,29],orient:[1,5,23,27,28],origin:[0,3,5,6,8,11,12,13,20,26,27,29],orthogn:[5,27],orthogon:[0,5,6,8,11,13,17,20,26,27,28],orthonorm:[5,27,28],os:[0,1,4,5,6,7,8,9,24,26,27,28,29],oscar:1,oscil:[3,13],oserror:[0,3,4,7,14],oslo:[0,15,19,21,22,24,26,27,28,29],osx:[0,15,19,21,26],other:[0,1,2,3,5,6,7,8,10,13,14,15,19,22,23,24,25,28,29],otherwis:[0,1,4,7,13,20,26],ouput:[5,7,12,28,29],our:[1,2,3,6,7,8,9,10,12,14,15,16,17,18,19,20,21,23,28,29],ourmodel:0,ourselv:[0,5,6,8,11,13,26,27,28,29],out:[0,1,2,4,5,6,7,8,9,10,11,12,13,16,19,20,21,23,26,27,28,29],out_fil:9,outcom:[0,7,9,10,12,23,27],outdoor:9,outer:[6,12,13],outfil:4,outgrad:2,outlier:[0,8,26,27],outlin:[6,10,11,29],outlook:9,outperform:10,output:[0,1,3,4,5,6,7,8,9,10,12,13,16,20,21,23,26,27,28,29],output_bia:1,output_bias_gradi:1,output_shap:4,output_weight:1,output_weights_gradi:1,outputlayer1:12,outputlayer2:12,outsid:4,over1:13,over:[0,1,3,4,5,6,9,10,12,13,20,21,26,27,28,29],overal:[1,10],overcast:9,overcom:[12,13],overdetermin:[0,26],overfit:[0,1,3,6,9,10,13,29],overflow:[1,5,28,29],overhead:12,overlap:[3,7,8,9],overlin:[0,5,6,9,10,11,14,20,26,27,28],overst:0,overtrain:4,overview:3,own:[4,5,6,8,12,13,19,20,21,28],owner:0,ownmsepredict:0,ownmsetrain:0,ownridgebeta:[0,6,28],ownypredictridg:0,ownytilderidg:0,oxid:0,p0:2,p1:2,p:[0,1,2,3,4,5,6,7,8,9,10,11,13,14,17,20,23,26,27,28,29],p_:[2,4,8,9],p_hidden:2,p_i:[5,23,28,29],p_j:23,p_n:23,p_output:2,p_x:23,pack:[0,26],packag:[0,1,2,3,4,5,6,7,8,9,11,13,14,15,19,21,23,27,28],packtpub:26,packtpublish:26,pad:[3,4],page:[0,9,19,26,28,29],pai:[0,1,9,13],paid:[],pair:[0,2,3,9,19,23,26],panda:[0,4,5,6,7,9,11,15,19,21,28,29],panel:26,paper:1,paradigm:[0,26],parallel:[10,13,19,20,26],param:2,paramat:2,paramet:[0,1,2,3,4,5,6,7,8,9,10,12,13,16,17,18,21,23,28,29],parameter:[0,6,10,21,26,27],parametr:[0,6,15,16,26,27,29],paramt:[3,5,28,29],parent:2,parent_argnum:2,part:[0,1,3,5,6,10,17,18,20,22,23,24,26,28,29],partial:[0,1,5,6,7,8,10,11,12,13,16,23,26,27,28],particip:[19,22,24,26],particl:[0,4,13,23,26],particular:[0,1,2,3,5,6,9,10,11,12,13,16,21,23,25,26,27,28,29],particularli:[5,6,8,11,13,23,27,29],partit:[1,4,9],partli:[6,26,29],pass:[2,3,12,14],password:21,past:[10,23],patch:[6,23,29],path:[0,3,4,6,7,9,14,15,19,26,27,29],patient:7,patter:4,pattern:[0,3,4,12,22,25,26],pauli:[0,26],pc:[11,19],pca:[0,7,19,26,27],pd:[0,4,5,6,7,9,11,26,27,28,29],pde:2,pdf:[0,3,4,5,6,9,16,21,25,26,28,29],pedagog:[0,26,27],penal:[6,27,28],penalti:[6,13,21,27,28],penros:[5,6,28],pentagon:13,peopl:[0,1,9,13,19],per:[0,1,6,22,24,26,29],percentag:[0,10,11,24],perceptron:[0,1,7,26],peregrin:26,perfect:[0,1,13,26],perfectli:[4,6,29],perform:[0,2,3,4,5,6,8,10,11,12,13,14,15,16,17,19,20,21,23,26,27,28,29],performac:4,perhap:[0,5,13,26,27,28],perimet:[1,9],period:[1,4,23],permut:11,persist:13,person:[5,6,7,22,24,26,27,28,29],perspect:25,pertin:[12,26],petal:[8,9],peter:[25,27],phantom:23,phase:[6,12],phenomena:23,phi:8,phi_k:8,philosophi:13,phone:[24,26],photo:4,php:[],phrase:[0,26],physic:[0,1,4,7,12,13,23,24,25,26,27,28,29],physicist:[],pi:[2,3,5,6,7,9,12,13,23,28,29],pick:[1,9,10,11,13,14],pickl:1,pictur:[0,26],pie:[19,26],piec:[11,14],pillow:[0,15,19,21,26],pinv:[5,6,13,27,28],pip3:[0,1,15,21,26],pip:[0,1,15,19,21,26],pipelin:[0,6,8,10,27,29],pippin:26,pit:4,pitfal:[6,27,28],pitt:12,pixel:[1,3,4],pixel_height:[1,3],pixel_width:[1,3],place:[0,4,6,8,13,20,21,26,29],plai:[0,3,4,5,6,8,11,19,26,27,28,29],plain:[8,10,12,13,14],plan:[6,9,24,25,26],plane:[8,9],plateau:[5,28],platform:[19,26],plausibl:12,pleas:[9,11,13,21,24,26],plenti:1,plethora:[3,12],plot:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,19,20,21,23,26,27,28],plot_all_sc:[21,28],plot_confusion_matrix:[7,10],plot_count:6,plot_cumulative_gain:[7,10],plot_data:1,plot_dataset:8,plot_decision_boundari:[9,10],plot_import:10,plot_max:4,plot_min:4,plot_model:4,plot_numb:4,plot_predict:8,plot_regression_predict:9,plot_result:4,plot_roc:[7,10],plot_surfac:[2,6,13,21],plot_train:9,plot_tre:[9,10],plt:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,20,21,23,26,27,28,29],plu:[0,3,5,7,26,27,28],pluggabl:[3,4,14],plugin:[3,4,14],pm:[8,29],pmatrix:2,pml:25,pn:3,png:[0,4,6,7,9,26,27,29],point:[0,1,2,3,5,6,7,8,9,10,11,13,14,15,16,17,20,21,23,24,26,27,29],point_1:4,point_2:4,poisson:[19,23,26],poli:[6,8,29],poly100_kernel_svm_clf:8,poly3:0,poly3_plot:0,poly_featur:[8,9],poly_features10:9,poly_fit10:9,poly_fit:9,poly_kernel_svm_clf:8,polydegre:[0,5,6,10,27,28,29],polygon:13,polym:12,polymi:21,polynomi:[0,5,6,7,8,9,10,11,15,16,17,21,26,27,29],polynomial_featur:[6,29],polynomial_svm_clf:8,polynomialfeatur:[0,6,8,9,27,29],polytrop:[0,6,26,29],pool:3,pool_siz:3,poor:[1,13],poorli:[0,27],pop:2,popul:[0,5,26,27,28,29],popular:[0,1,3,6,7,8,9,11,12,15,19,20,21,23,27],popularli:[0,26],portabl:10,portion:[11,13],pose:[0,4,5,6,11,23,26,29],posit:[0,1,2,3,5,7,8,10,11,13,14,20,23,26,27,28,29],possibl:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,15,19,20,21,23,24,26,27,28,29],posterior:[5,28,29],postpon:[0,26,27],postscript:21,postul:[5,28,29],potenti:[0,3,5,6,12,13,26,27,28,29],pott:12,power:[0,1,5,6,8,9,12,13,26,27,29],pp:[5,6,18,28,29],practic:[0,5,6,7,8,21,23,27,28,29],practition:[0,1,3,26],pre:26,preced:[1,11,12,23],preceed:4,preceq:8,precis:[0,2,5,11,13,20,21,23,26,27,28,29],pred:[6,29],predicit:0,predict:[0,1,5,6,7,8,9,10,15,16,19,21,25,26,27,28,29],predict_prob:1,predict_proba:[7,10],predictor:[0,5,6,7,9,10,11,26,27,28],prefer:[0,1,6,8,9,11,13,15,19,21,26],prepar:[0,6,20,21,26,27],preprocess:[0,4,6,7,8,9,10,11,21,28,29],prerequisit:0,prescript:21,presenc:13,present:[0,5,6,7,9,12,13,20,21,23,26,27,28],preserv:[3,11,20],press:[13,25],pretrain:[1,4],pretti:[0,4,8,9,15,19,21,26],prev_centroid:14,prevent:[13,23],previou:[0,1,2,3,4,5,6,8,10,11,12,13,20,21,23,27],previous:[2,3,9,10,23],price:[0,4,9,13],primal:8,primari:[0,7,26],prime:23,primit:2,princip:[0,5,7,19,26,27],principl:[0,6,7,8,14,26,29],print:[0,1,2,3,4,5,6,7,8,9,10,11,13,14,20,23,26,27,28,29],print_funct:[8,9],printout:[0,26],prior:[0,5,6,26,28,29],privat:0,pro:[],prob:[1,23],probabilist:[0,25,26,27],probabl:[0,1,3,4,6,7,10,13,19,26,27],problem:[0,3,4,5,6,7,8,9,10,11,12,16,17,19,20,21,23,29],probml:25,proce:[0,5,6,7,8,9,10,11,13,20,26,27,28,29],procedur:[2,4,5,6,8,10,11,13,21,27,28,29],proceed:20,process:[0,2,4,6,9,10,12,13,15,19,20,21,23,25,26,29],prod:25,prod_:[1,5,7,28,29],produc:[0,3,4,5,6,9,10,11,12,13,19,20,21,23,26,27,28,29],product:[0,1,3,5,6,7,8,12,13,16,19,20,26,27,28,29],profess:[0,26],progag:[],program:[0,1,4,5,6,8,12,14,15,16,19,20,22,23,24,26,27],programm:20,progress:[1,4,14],prohibit:[6,29],project1:[6,21],project:[0,1,2,3,5,11,13,17,18,19,22,24,27,28,29],project_root_dir:[0,6,7,9,26,27,29],projectwrit:21,promin:12,promis:8,promot:[24,26],prone:9,pronounc:[13,19,26],proof:[0,11,12,13,26,29],propag:[2,3,13],proper:[0,2,6,7,21,29],properli:[1,6,8,10,13,21],properti:[0,1,3,12,13,16,17,20,26,29],proport:[0,1,5,9,11,13,16,23,26,27],propos:[1,4,6,10,21,26],propto:[5,13,28,29],proton:[0,26],prove:[3,13],provid:[0,1,3,4,5,6,8,9,10,12,13,15,19,20,21,23,26,27,28,29],proxi:[1,13],prune:9,pseudo:[20,23],pseudocod:21,pseudoinv:[5,28],pseudoinvers:[5,6,28],pseudorandom:[6,23,29],psycholog:[0,26],pt:13,publish:[],punish:[0,1,26],pure:[3,9,23],purest:9,puriti:9,purpos:[0,3,10,12,14,26],put:1,py:[0,1,2,3,4,5,6,7,8,9,11,14,26,28,29],py_tf:[3,4,14],pycod:26,pydata:19,pydot:9,pyhton2:26,pylab:[0,7,26],pypi:19,pyplot:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,20,21,23,26,27,28,29],pythagora:[5,28,29],python2:[0,15,21,26],python3:[0,1,2,3,4,6,7,8,9,11,14,15,19,21,26,28],python:[1,2,3,4,5,6,8,11,12,13,14,16,21,23,27,28],pytorch:[0,19,21,26],q:[5,6,8,11,23,27,29],qp:8,qquad:[2,11,13,20],qr:[5,6,20,27],quad:[1,13,20],quadrat:[0,8,9,13,15,16,26],qualit:[4,9,21,23],qualiti:[0,9,15,16,19,26,27],quantifi:1,quantil:10,quantit:[0,6,9,21,26,29],quantiti:[0,2,5,6,7,9,10,11,12,14,16,20,23,26,27,28,29],quantum:[4,12,25,26],quartil:[0,27],quench:5,queri:9,question:[0,5,6,9,11,12,13,21,24,26,27,28,29],qugan:4,quick:[4,23],quickli:[1,3,9,11,13],quit:[1,5,6,9,10,12,27,29],quot:4,r2:[0,5,6,26,27,28],r2_score:[0,26],r2score:[0,26],r:[0,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,19,20,21,23,27,28,29],r_1:9,r_2:9,r_j:9,r_m:9,rad:0,radial:[0,8,12],radioact:23,radiu:[0,1,9,27],rag:2,rain:9,rais:[0,2,3,4,7,14,28],ramp:1,ran0:23,ran1:23,ran2:23,ran3:23,rand:[0,4,5,6,9,10,13,15,16,20,26,27,28,29],randint:[6,9,13,29],randn:[0,1,2,5,6,9,11,13,15,16,26,27,28,29],random:[0,1,2,3,4,5,6,8,9,13,14,15,16,19,20,21,26,27,28,29],random_forest_model:10,random_index:13,random_indic:[1,3],random_st:[0,7,8,9,10,11],randomforestclassifi:10,randomli:[1,6,9,13,14,29],rang:[0,1,2,3,4,5,6,7,9,10,11,12,13,14,20,23,26,27,28,29],rangl:[0,6,11,23,26,27],rangle_x:23,rank:[5,27],rankdir:4,raphson:[1,8,13],rapidli:0,rare:[1,13,26],raschka:[26,27,28,29],rasckha:26,rate:[0,1,2,3,4,8,9,10,12,13],rather:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,20,23,26,27,28,29],ratio:[4,7,9,10,11],rational:[0,26],ravel:[5,6,7,8,9,10,11,13,20,27,29],raw:3,rbf:[8,11,12],rbf_kernel_svm_clf:8,rbf_pca:11,rc:[0,23],rc_temp:[0,7],rcond:[0,26,27],rcparam:[0,1,3,7,8,9,10,23,26],re:[2,4,13],reach:[1,4,5,6,9,10,11,12,13,14,28,29],read:[0,2,3,4,5,6,7,8,11,12,16,20,21,22,23,25,28],read_csv:[0,6,7,9,26,29],read_fwf:[0,26],reader:[0,6,20,23,26,27,28],readi:[0,1,5,6,8,10,11,12,20,21,26,28,29],readili:1,readthedoc:19,real:[0,1,2,4,7,10,11,12,20,27,29],real_loss:4,real_output:4,realist:8,realiti:23,realiz:[1,12],realli:[0,1,26],rearrang:13,reason:[0,1,3,4,10,13,25,26],reassign:1,recal:[5,6,9,10,11,12,20,23,26,27,28,29],recast:3,receiv:[1,3,10,12,23],recent:[0,2,3,4,6,7,10,13,14,21,25,26,28,29],recept:[3,12],receptive_field:3,recip:[0,6,7,20,21,26,27],reciproc:[5,28],recogn:[0,4,5,10,26,28,29],recognit:[0,1,3,12,22,25,26],recommen:26,recommend:[0,2,3,4,5,6,8,13,15,18,19,20,21,25,28,29],reconsid:9,reconstruct:11,record:[10,21,22,24,26],rectangl:[9,13],rectangular:[5,27],rectifi:[1,3,12],recur:[0,19,26],recurr:[0,1,19,26],recurs:[9,19,20,26],red:[0,3,4,6,8,9,29],redefin:[0,10,26,27],redefinit:28,reduc:[1,3,5,6,9,10,11,13,26,28,29],reduct:[0,10,11,19,23,26,27],refer:[0,1,2,3,5,6,9,11,12,13,14,20,25,26,27,29],referenc:2,refin:12,refit:[6,29],reflect:[0,1,4,5,21,23,26],refresh:[19,26],refreshprogrammingskil:26,reg:[10,11],regard:[1,9,13],regardless:12,region:[3,4,6,9,12,21],regist:[6,21,23],reglasso:[5,28],regr_1:[0,9],regr_2:[0,9],regr_3:[0,9],regress:[1,8,11,12,15,16,19,20],regressor:[0,7,10,26],regridg:[0,5,6,28],regular:[0,3,4,5,6,7,9,13,17,24,26,27,28,29],regularis:6,reilli:[0,15,25,26],reinforc:[0,8,19,26],reiter:1,reject:7,rel:[0,4,6,7,9,12,13,23,26,27,29],relat:[0,1,3,4,5,11,13,14,20,23,26,28,29],relationship:[0,4,9,26],relativeerror:[0,26,27],releas:[1,19,26],relev:[0,1,5,7,11,15,19,21,23,26,28],reli:[0,6,8],reliabilti:21,reliabl:[7,23],relu:[3,4,26],remain:[1,2,4,6,12,20,23,27,28,29],remaind:23,reman:2,remark:1,rememb:[0,8,13,20,21,26],remind:[0,5,11,13,20,23,27,28,29],remov:[0,4,5,6,27,28],render:[0,9,26,27],reorder:[5,7,27,28],reorgan:[0,26],repeat:[0,1,3,4,5,6,9,10,11,13,14,20,21,23,26,28,29],repeated:26,repeatedli:[0,6,10,13,29],repet:3,repetit:[6,26,27,29],rephras:13,replac:[0,1,3,4,5,6,10,12,14,15,16,19,21,26,27,28,29],replica:[6,29],repo:21,report:26,reportexampl:21,repositori:[0,4,21,26],repres:[0,1,2,3,4,5,6,7,8,9,10,12,13,23,26,27,28,29],represent:[0,1,3,6,9,23,26,29],representd:3,reproduc:[0,5,6,9,12,15,16,19,21,23,26,27],repuls:[0,26],request:[0,13],requir:[0,1,3,4,5,6,8,9,11,12,13,17,20,26,27,28,29],rerun:9,res1:2,res2:2,res3:2,res_analyt:2,res_analytical1:2,res_analytical2:2,res_analytical3:2,resaml:[6,21],resampl:[0,7,10,19,26,27],rescal:[0,11,12,27],rescu:[5,28,29],reseach:[6,21],research:[0,4,13,19,25,26],resembl:[6,23,29],reserv:[1,5,6,23,28,29],reshap:[0,1,2,3,4,6,8,9,10,15,16,20,26,27,29],residenti:0,residu:[0,5,13,26],resiz:[5,27],resourc:26,respect:[0,1,2,3,5,6,7,8,10,11,12,13,14,16,17,21,23,26,27,28,29],respond:12,respons:[0,7,9,12,26,27],rest:[0,5,27],restat:[0,12,26],restor:4,restored_discrimin:4,restored_gener:4,restrict:[0,3,9,12,26],result:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,19,20,21,23,26,29],retail:0,retain:[5,6,27,29],rethink:29,retriev:26,return_data:14,return_sequ:4,return_x_i:9,reus:[1,3,6,18,21],reveal:[0,12,26],revers:[1,20],review:[19,20],revisit:14,revolut:26,reward:[0,4,26],rewrit:[0,3,5,6,7,8,10,11,12,13,20,21,23,28],rewritten:[2,6,8,10,23,29],rewrot:13,rf:10,rgb:3,rgoj5yh7evk:19,rh:[6,29],rho:[0,10,13,26],rho_1:10,rho_2:10,rho_m:10,rich:[0,26],ride:9,rideclass:9,ridedata:9,ridg:[7,11,13,19,26],ridge_fit:[],ridge_fit_beta:[],ridge_sk:6,ridgebeta:[5,28],right:[0,1,2,3,5,6,7,8,9,10,12,13,14,16,17,20,21,23,26,27,28,29],right_sid:2,rightarrow:[0,1,5,6,8,11,12,13,23,26,27,29],rigor:[0,26],ring:6,rise:[0,26],risk:[0,13,15,16,26],rival:4,river:0,rlm:26,rm:[0,23],rmse:0,rmsporp:13,rmsprop:[1,3,4,13],rnd_clf:10,rng:23,rnn1:4,rnn2:4,rnn:[4,12],rnn_2layer:4,rnn_input:4,rnn_output:4,rnn_train:4,rntrick1:23,rntrick2:23,rntrick3:23,rntrick4:23,ro:[0,13,26],robert:[18,21,25],robust:[0,26],robustscal:[0,27],roc:[7,10],rod:[],role:[0,2,5,6,8,19,26,27,28,29],roll:6,room:[0,24,26],root:[0,5,9,13,23,27,28],rot:26,rotat:[1,8,9,10],rotation_matrix:9,roughli:[1,3],round:[0,7,9,13],routin:[13,20,26],row:[0,1,2,5,6,9,11,20,26,27,28,29],rr:[5,27],rrr:[5,27],rug:13,rule:[0,1,5,6,13,21,26,27,28,29],run:[0,1,2,4,5,6,8,9,11,13,15,19,21,26,27,28,29],runtim:[1,6,14],runtimewarn:[1,6,29],rust:[0,15,19,20,26],rvert:1,rvert_2:1,s:[0,1,2,3,4,5,6,7,9,11,12,13,16,17,18,19,20,21,23,26,27,28],s_1:6,s_:[3,6],s_i:[6,7],s_j:6,s_k:6,saddl:13,sai:[0,1,2,3,4,5,6,7,8,9,10,11,12,20,21,23,26,27,28,29],said:[6,9,13],sake:[0,5,7,11,26,27,28],sale:[0,26],sam:26,same:[0,1,2,3,4,5,6,8,9,11,12,14,17,20,21,23,26,27,28],samm:10,sampl:[0,1,2,3,4,5,6,7,8,9,10,13,14,15,16,19,20,21,23,26,27,28,29],sample_vari:14,sampleexptvari:23,samwis:26,sastri:11,satisfactori:[0,26],satisfi:[1,2,3,6,8,13,20,23,29],satur:[1,6,29],save:[0,4,6,7,9,13,26,27,29],save_fig:[0,6,7,9,10,26,27,29],savefig:[0,4,6,7,9,23,26,27,29],savetxt:4,saw:[5,27],scalabl:10,scalar:[2,5,6,10,27,28,29],scale:[0,1,3,5,6,7,8,9,10,11,12,13,15,16,17,19,20,21,24,26,28],scale_mean:4,scale_std:4,scaler:[0,7,8,9,10,11,21,27,28],scan:[5,7,28,29],scari:[5,28,29],scatter:[0,1,6,7,8,9,14,26,27,28,29],scenario:[6,13],schedul:[13,24],scheme:[1,13],schrage:23,scienc:[0,1,10,12,13,19,22,23,24,25],scientif:[0,15,19,21,26],scientist:[0,26],scikit:[3,5,6,8,9,10,13,19,20,21,22,25],scikit_learn:[0,16],scikitlearn:26,scikitplot:[7,10],scipi:[0,3,5,6,13,15,19,20,21,26,27,28,29],scl:6,score:[0,1,3,6,7,9,10,11,15,16,21,24,26,27,29],scores_kfold:[6,29],scratch:[1,13],sdg:13,seaborn:[0,1,3,6,7,26],seamless:[0,15,19,21,26],search:[0,1,3,5,9,13,26,28],sebastian:26,sebastianraschka:26,sec:6,second:[0,2,3,4,5,6,7,8,9,11,12,14,15,16,19,20,21,23,24,26,27,29],secondeigvector:11,secondli:12,section:[4,11,16,17,20,21,23,27,28],sector:0,see:[0,1,2,3,4,5,6,7,8,10,11,12,13,15,16,17,18,19,20,21,23,26,27,28,29],seed:[0,1,2,3,4,5,6,8,9,11,13,14,15,16,21,23,26,27,28,29],seed_imag:4,seek:[1,2,8],seem:[1,3,4],seemingli:[0,26],seen:[0,1,3,5,10,12,17,23,26],segment:13,seismic:6,seldomli:[0,26],select:[1,5,6,8,9,10,11,17,21,22,23,24,25,26,27,28,29],self:[0,1,2,5,7,26,27,28],sell:4,semest:[7,22],semi:[8,13],semilogx:6,send:[5,12,13,24,26],senior:[22,24],sens:[0,4,6,8,21,26,29],sensibl:3,sensit:[0,5,6,9,13,26,27,28,29],sent:2,sentenc:[4,12],separ:[0,1,2,4,6,8,9,12,14,15,19,21,23,26,29],septemb:[17,18,21,26],sequenc:[2,3,4,7,9,10,12,13,19,20,23,26],sequenti:[1,3,4,10,12,23],seri:[0,1,2,3,4,5,6,10,11,12,13,20,26,27,28,29],serif:[0,7,23,26],serv:[0,1,2,3,5,7,13,21,25,26,27,28,29],servic:21,session:[1,21,22,24,26],set:[1,4,5,6,7,8,10,11,13,14,16,17,19,20,21,23,24,28,29],set_major_formatt:[6,21],set_major_loc:[6,21],set_tick:[1,6,8],set_ticklabel:[1,6],set_titl:[0,1,2,3,7,12,14,26],set_xlabel:[0,1,2,3,7,12,26],set_xlim:[7,12],set_xticklabel:1,set_ylabel:[0,1,2,3,7,26],set_ylim:[7,12],set_ytick:7,set_yticklabel:[1,6],set_zlim:[6,21],seth:4,setminu:6,setosa:[8,9],setosa_or_versicolor:8,setp:[6,29],setup:[1,4,6,8,19,26,27],sever:[0,3,5,6,7,8,9,11,12,13,19,20,23,26,27,28,29],sgd:[1,3],sgd_clf:8,sgdclassifi:8,sgdreg:13,sgdregressor:13,sgn:[5,27,28],shallow:13,shape:[0,1,2,3,4,5,6,7,8,9,10,11,13,14,15,16,20,26,27,28,29],shape_bas:2,share:[1,3,26],she:7,shift:[1,6,12,23,28],ship:3,shire:26,shortcom:13,shorten:4,shorter:23,shorthand:[26,29],shortli:[20,26],should:[0,2,3,5,6,8,9,11,12,15,16,20,21,23,26,27,28,29],show:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,16,17,18,20,21,23,26,27,28,29],show_shap:4,shown:[0,4,5,8,9,11,12,13,20,27],shrink:[3,5,6,8,11,21,27,28],shrinkag:[5,6,27,28],shrunk:11,shuffl:[0,1,4,6,13,27,29],side:[0,2,5,8,12,13,20,26,28,29],sigh:[19,26],sigma0:23,sigma1:23,sigma2:23,sigma:[0,1,5,6,7,10,11,12,13,17,18,20,21,23,26,27,28,29],sigma_0:[5,27,28],sigma_1:[5,27,28],sigma_2:[5,27,28],sigma_:[5,20,26,27,28,29],sigma_fn:[7,12],sigma_i:[0,5,26,27,28],sigma_j:[5,17,27,28],sigma_m:[6,23,29],sigma_n:[11,23],sigma_t:13,sigma_x:23,sigmoid:[1,2,4,7,8,10,12],sigmundson:[6,27,28],sign:[1,2,7,8,10,23,24],signal:[1,3,10,12],signifi:4,signific:1,significantli:[1,13,23],sigurd:26,sim:[4,5,6,13,18,21,23,28,29],similar:[0,1,2,3,4,5,6,7,8,9,10,11,14,17,19,20,21,26,28,29],similarli:[0,1,3,5,8,10,13,23,26,27,28],simpl:[1,2,3,5,6,7,8,10,11,12,14,15,16,17,19,20,21,23,29],simplepredict:10,simpler:[0,1,5,6,7,13,16,19,21,26,28],simplernn:4,simplest:[0,1,3,4,9,10,12,14,26],simpletre:10,simpli:[0,1,2,4,5,6,8,9,10,11,12,15,19,20,21,23,26,27,28,29],simplic:[2,5,6,7,8,9,10,11,12,14,27,28],simplicti:[5,27],simplifi:[0,6,9,15,19,21,26,27,28,29],simplist:[3,6,23,29],simul:[6,29],simultan:[6,29],sin:[0,1,2,3,4,9,12,13,20,26],sinc:[0,1,2,3,5,6,7,8,9,10,11,13,20,23,25,26,27,28,29],sine:[3,12],singl:[0,1,2,3,5,6,7,8,9,12,13,20,23,26,27,28,29],singular:[0,6,13,20,21,26,28,29],sinusoid:3,site:[0,1,2,3,4,6,7,8,9,11,14,21,22,26,28],situat:[0,4,5,7,13,23,26,27],six:[3,23],size:[0,1,2,3,4,5,6,8,9,10,11,13,20,21,23,26,28,29],sketch:10,ski:9,skill:0,skip:11,skl:[0,6,26,27,28],sklearn:[0,1,3,5,6,7,8,9,10,11,13,14,26,27,28,29],skplt:[7,10],sl:[6,28],slack:8,slice:[2,20,26],slide:[0,3,15,16,21,23,26,27,29],slight:[6,13,29],slightli:[1,2,3,5,6,7,10,23,27,28,29],slope:[8,11,12],slow:[0,2,8,13,27],slower:[5,20,26,27,28],slowest:20,slowli:12,slp:1,small:[0,1,2,3,5,6,8,9,10,11,12,13,19,20,21,23,26,27,28,29],smaller:[0,1,2,5,6,8,9,11,13,23,26,27,28,29],smallest:[0,4,14,15,16,26],smallest_row_index:14,smooth:[0,3,6,9,13,21,26],sn:[0,1,3,6,7,26],sne:11,sneak:26,so:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,16,18,19,20,21,23,24,26,27,28,29],soar:6,social:0,soft:[1,7,10,12],soften:8,softmax:[3,7],softwar:[0,8,15,19,20],sol:8,sole:[0,6,26],solid:[0,7],solut:[0,1,2,3,5,6,8,10,11,13,17,18,20,21,23,26,27,28,29],soluton:2,solv:[0,1,3,5,6,8,10,11,12,13,20,21,26,27],solve_expdec:2,solve_ode_deep_neural_network:2,solve_ode_neural_network:2,solve_pde_deep_neural_network:2,solveod:2,solveode_popul:2,solver:[2,7,8,9,10,11,20,26],some:[0,1,2,3,4,5,6,7,8,9,10,11,12,14,21,23,26,28,29],some_model:[6,27,28],somehow:4,someth:[0,1,3,4,7,9,11,21,23,26,27],sometim:[0,1,11,12,13,14,26,27],soon:[20,24,27],sophist:[0,26],sopt:13,sort:[5,6,9,11,23,27,29],sound:[3,5,28,29],sourc:[0,1,3,6,15,19,20,21,23,26,29],space:[0,1,4,5,8,9,11,12,13,14,23,27,28,29],span:[0,3,5,9,11,20,26,27],spare:1,spars:[3,6,20,26],sparse_mtx:[20,26],sparsecategoricalcrossentropi:3,sparsiti:10,spatial:[1,2,3,12],speak:23,special:[6,7,10,12,13,20,23,26,27,28],specif:[0,1,2,3,4,5,6,7,8,9,11,12,16,19,20,21,23,25,26,27,28,29],specifi:[0,3,5,6,7,9,11,13,14,21,23,26,28,29],specifici:[0,10,26],spectacular:3,spectral:1,speech:[0,1,3,4,12],speed:[1,2,4,13],spend:23,spent:21,sphere:[0,27],spin:6,spite:0,spline:8,split:[1,3,4,5,6,8,9,10,11,14,17,21,23,28,29],splite:0,splitter:[1,10],spontan:23,spot:3,spread:[0,11,23,26,27],springer:[18,21,25,26,29],spuriou:13,sqquar:28,sqrsignal:3,sqrt:[0,3,4,5,6,8,10,11,13,17,23,27,28,29],squar:[1,2,3,4,7,8,9,11,13,14,15,16,17,19,20,23,29],squarederror:10,squaredeuclidean:14,squash:12,srtm:[6,21],srtm_data_norway_1:[6,21],stabil:[5,21],stabl:[0,4,5,6,9,11,19,21,26,27,28],stack:[2,3,4],stage:[5,13,21],stai:[0,2,4,5,11,17,26,27],stand:[0,5,9,12,26,27,28],standadscal:27,standard:[0,1,4,5,6,7,8,10,12,15,16,17,20,21,23,26,28],standard_basi:2,standardscal:[0,6,7,8,9,10,11,27,28],stanford:13,start:[0,1,2,3,4,5,6,8,9,10,11,12,13,14,20,23,24,26,27,29],start_box:2,start_nod:2,start_tim:14,stat:[6,29],state:[1,2,4,5,6,7,8,10,11,12,13,19,23,27,28,29],statement:[0,7,20,26],stationari:[],statist:[0,1,3,4,7,9,10,11,12,13,14,18,20,21,22,25,27],statu:[0,7,9,11,26],stavang:[6,21],std:[0,4,6,26,27,29],steep:13,step:[0,1,2,4,6,7,9,10,11,12,13,14,20,21,26],step_fn:[7,12],step_length:13,steps_list:9,stereo:3,still:[0,2,3,5,6,11,13,17,23,29],stimuli:12,stk2100:[25,26],stk3155:[15,21,22,24],stk4021:[25,26],stk4051:[25,26],stk4155:[22,24],stk5000:25,stk:[25,26],stochast:[0,1,5,6,8,11,12,15,16,21,26,28,29],stock:4,stoke:12,stone:[0,7,21],stop:[1,4,9,11,13,14],stopiter:[0,7],storag:[5,27],store:[0,1,2,3,6,11,13,21,23,26],storehaug:[24,26],str:[1,3,4],straight:[0,6,8,13,26,29],straightforward:[0,2,3,5,6,8,9,10,13,20,26,27,28,29],strategi:[0,1,9,26],stratifi:[6,29],strength:[0,5,14,27],stretch:11,strict:[8,13],strictli:[8,13],stride:[4,20],strike:6,string:1,stroke:7,strong:[3,6,9,10,12,20,23,29],strongli:[0,8,19,20],stronli:0,structur:[0,1,2,3,6,9,10,12,19,26,29],stuck:[1,13],student:[0,21,22,24,25,26],studi:[0,3,4,5,6,7,8,11,12,13,17,19,21,25,26,27,28],studier:25,style:[0,7,9,20,26],sub:[9,12],subarg:2,subdivid:[0,20,26],subfield:0,subject:[6,8,23],submit:26,subplot:[0,1,3,4,6,7,8,9,10,14,26,29],subplots_adjust:[8,23],subprogram:[20,26],subract:[0,27],subroutin:[0,26],subscript:1,subsequ:[1,4,5,6,12,20,23,27,29],subset:[1,6,9,12,13,19,26,29],subspac:[0,8,11,27],substanti:[9,10],substep:11,substitut:[3,6,12,20,29],subsubset:9,subtask:6,subtl:1,subtract:[0,4,5,6,11,13,17,20,21,23,28,29],subtre:9,subval:2,succeed:[0,4,26],success:[3,7,9,13,23],successfulli:[4,9],sudo:[0,15,19,21,26],suffer:[0,1,2,5,10,26,27,28],suffici:[1,6,8,11,13,29],suggest:[1,13,21,25],suit:[8,12],suitabl:[0,23,27],sum:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,20,21,23,26,27,28],sum_:[0,1,2,3,5,6,7,8,9,10,11,12,13,14,15,16,17,18,20,21,23,26,27,28,29],sum_i:[0,2,5,6,8,13,17,21,27,28,29],sum_j:6,sum_ja_:0,sum_k:[6,8,12,20],sum_logist:13,sum_m:3,sum_n:3,sum_nx_:3,summar:[5,6,9,28,29],summari:[1,3,4,10,22,28],summat:[0,3,16,27],sunni:9,superconduct:28,superfici:3,superscript:[1,12],supervis:[0,5,6,7,9,12,19,26,27,29],supplement:[7,21],support:[0,1,9,10,11,13,19,26,27],suppos:[0,5,6,7,8,10,11,12,13,20,26,27,28,29],suppress:[5,8,13,28],sure:[0,1,4,6,21],surf:[6,21],surfac:[0,6,21,26],surpass:6,surpris:[0,26],surround:[3,19],survei:[0,5,6,26,27,28,29],svc:[8,9,10],svd:[0,6,11,17,26,29],svdinv:[5,28],svm:[8,9,10,11],svm_clf:[8,10],swath:[5,27],sy:13,symbol:[1,3,4,5,11,13,14,19,23,26,27,28],symmeteri:1,symmetr:[0,5,8,11,12,13,20,26,27],symmetri:[6,9],sympi:[0,15,19,21,26],synonim:23,syntax:[1,13],syntaxerror:[1,8],system:[0,1,3,4,6,7,9,10,12,13,15,19,20,21,26],systemat:[4,6,29],t0:[3,6,13],t1:[2,13],t2:2,t3:2,t:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,23,24,26,29],t_0:[2,9,13],t_1:13,t_2:[],t_:2,t_b:10,t_i:[1,2,5,12,27],t_j:12,t_k:9,tabl:[9,21,23,24,26],tabul:[0,26],tabular:26,tackl:4,tag:[2,3,4,5,6,7,12,13,14,20,23,27],taht:[0,26],tail:23,tailor:[2,8,11,26],taiwan:[0,26],take:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,16,19,20,23,26,27,28,29],taken:[0,1,3,6,10,13,20,26,29],tan:3,tangent:[1,4,12,13],tanh:[1,4,7,8,12],target:[0,1,2,3,4,5,6,7,8,9,10,11,12,26,27,28,29],target_iscomplex:2,target_meta:2,target_nam:9,target_shap:2,task:[0,1,3,6,9,11,12,14,21,26,29],tau:[3,5,23,28,29],taught:26,tax:0,taylor:[2,13],taylornr:13,tc:8,td:[1,6,26,29],teach:26,team:1,teaser:0,technic:[0,5,6,13,15,21,26,27],techniqu:[0,1,8,10,13,19,23,25,26,27,29],technolog:[0,1],tell:[0,4,6,10,11,13,23,29],temp1:1,temp2:1,temp:1,temperatur:[0,9,26],temporarili:1,ten:[3,17,26],tend:[3,5,6,8,9,10,12,13,14,27,28,29],tendenc:[0,26],tension:[6,29],tensor:3,tensorflow:[0,2,4,8,14,15,19,20,21,22,25,26,27],term1:[5,6,11,21,27],term2:[5,6,11,21,27],term3:[5,6,11,21,27],term4:[5,6,11,21,27],term:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,21,23,26,27,28],termin:[0,4,5,9,10,13,15,26,27],terrain1:[6,21],terrain:[6,21],test:[3,4,5,6,7,8,9,10,13,17,20,21,23,29],test_acc:3,test_accuraci:[1,3],test_error:6,test_imag:[3,4],test_ind:[6,29],test_input:4,test_label:[3,4],test_loss:3,test_pr:1,test_predict:1,test_rnn:4,test_scor:[7,10],test_siz:[0,1,3,5,6,10,26,27,28,29],test_split:9,tester:28,testerror:[0,6,27,29],testi:4,testpredict:4,testx:4,text:[0,1,2,4,5,8,9,11,13,15,20,23,25,27,29],textbook:[16,17,21,27,29],textual:9,textur:[1,9],tf:[1,3,4,13,14],tf_loadlibrari:[3,4,14],th:[0,1,2,5,6,7,9,12,13,14,15,16,20,21,23,26,27,28,29],than:[0,1,2,3,4,5,6,7,9,10,11,12,13,17,19,23,26,27,28,29],thank:[4,6,27,28],theano:[1,19,26],thei:[0,1,2,3,4,5,6,7,8,9,11,12,13,20,21,23,26,27,28,29],them:[0,1,3,4,6,8,9,10,11,12,13,20,21,26,27,28],theme:[0,26],themselv:[0,23,26],thenc:[6,29],theorem:[2,6,7,27],theoret:[0,4,10,26],theori:[0,1,3,8,9,12,13,18,19,21,25,26,28],thereaft:[0,5,6,11,12,15,16,17,20,21,26,29],therebi:[0,5,7,11,26,27,28],therefor:[0,1,2,3,4,6,7,8,11,13,23,26,27,29],therein:11,thereof:[0,6,13,26,29],theta:[1,4,13,23],theta_:[1,13],theta_i:1,theta_linreg:13,theta_t:13,thi:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,19,20,21,22,23,25,27,28,29],thing:[0,1,2,4,5,7,9,23,26,28,29],think:[0,1,3,4,6,9,12,13,14,23,26,29],third:[0,3,6,13,24,26],thirti:7,thorughout:26,those:[0,3,5,6,8,9,10,11,20,21,22,26,27,29],though:[1,2,3,4,13,20,23],thought:[6,14,21,23,29],thousand:[0,1,21,27],three:[0,1,3,5,6,8,9,12,15,20,21,22,23,24,26,27,28,29],threshold:[1,3,9,10,11,12,13],through:[0,1,2,3,4,5,6,8,11,12,13,14,19,20,23,26,27,28,29],throughout:[0,4,5,14,19,20,23,26],thu:[0,1,2,5,6,7,8,10,11,12,13,21,24,26,27,28,29],thumb:[0,6,21,26,27],thursdai:[24,27],tibshirani:[6,18,21,22,25,26,29],tick:6,tick_param:6,ticker:[6,13,21,23],tif:[6,21],tight_layout:[1,7],tightli:11,tild:[0,5,6,7,11,15,16,17,18,21,23,26,27,28,29],till:[0,4,7,8,9,10,12,20,26,27,28],time:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,16,17,19,20,21,23,26,27,28,29],timeit:4,timer:4,tini:1,tip:3,titl:[0,1,2,3,4,6,7,8,9,10,13,21,23,26,29],tmp:13,tn:[2,3,7],to_categor:[1,3,4],to_categorical_numpi:1,to_numer:[0,6,26,29],todai:3,togeth:[0,3,6,8,11,13,19,26],toi:14,told:13,toler:[2,6,14],tolist:4,tomographi:12,too:[0,2,4,5,6,9,11,13,15,23,25,26,27,29],took:[8,26],tool:[0,1,3,6,13,19,27,29],toolbox:8,top:[0,3,5,6,9,10,18,19,26,28,29],topic:[0,5,6,7,8,19,21,27,28],topograph:21,topolog:[1,3,12],toposort:2,torkjellsdatt:[24,26],toss:[10,23],total:[0,1,2,3,4,6,7,8,9,10,11,12,13,14,15,16,20,23,24,26,27,29],total_loss:4,totalclustervari:14,totalscatt:14,toward:[1,2,7,12,13,21],town:0,tp:[4,7],tpng:9,tpu:[13,19,26],tqdm:6,tr:27,trace:2,trace_stack:2,traceback:[0,2,3,4,6,7,10,13,14,21,26,28],tracer:2,track:[3,13,14,20,27],tract:0,tractabl:[0,26,27],trade:[5,9,28,29],tradeoff:[0,5,21,26,27,28],tradit:[0,1,4,6,26,29],train:[2,3,5,6,8,9,10,11,12,13,17,21,28,29],train_accuraci:[0,1,3,26],train_dataset:4,train_end:[0,1,27],train_error:6,train_imag:[3,4],train_ind:[6,29],train_label:[3,4],train_pr:1,train_siz:[0,1,3,27],train_step:4,train_test_split:[0,1,3,5,6,7,9,10,11,26,27,28,29],train_test_split_numpi:[0,1,27],trainable_vari:4,trained_model:[6,27,28],trainerror:[0,27],traini:4,training_checkpoint:4,training_dataset:4,training_gradi:13,trainingerror:[6,29],trainpredict:4,trainscor:4,trainx:4,trait:[0,26],trajectori:4,transfer:9,transform:[0,5,6,7,8,9,10,11,12,13,19,20,26,27,28,29],transit:[6,12],translat:[1,4,6,10,26,27,28],translate_vjp:2,transpos:[1,5,11,20,27,28],travers:[0,5],treat:[0,1,3,6,12,13,23,26,27,28,29],tree:[0,1,6,19,21,26],tree_clf:[9,10],tree_clf_:9,tree_clf_sr:9,tree_reg1:9,tree_reg2:9,tree_reg:9,trend:23,treue:7,trevor:[18,21,25],tri:[2,3,4,9,13],triain:0,trial:[0,2,4,6,13,23,26,29],triangl:13,triangular:20,trick:[3,4,8,11,13,23],trickier:23,tridiagon:20,trigger:[0,7],trillion:19,trivial:[0,1,5,11,23,26,28],troubl:[0,8,12,27],truck:3,true_beta:[6,27,28],true_divid:1,true_fun:[6,29],trust:9,tucker:8,tuesdai:[24,26,29],tumor:[7,9],tumour:7,tunabl:1,tune:[4,9,13,20,26],tupl:2,turbul:[],turn:[0,1,5,6,7,8,9,10,11,12,13,20,21,23,26,27,29],tutori:[1,4],tv:2,tveito:2,tweak:[1,4,10,23],twice:13,twist:11,two:[0,1,2,4,5,6,7,9,10,11,12,13,15,16,20,22,23,25,26,28,29],tx:13,tx_1:13,txt:4,ty:13,type:[0,1,3,6,8,10,13,16,20,21,23,27,28,29],typeerror:[2,6,13,21],typic:[0,1,2,3,4,5,7,9,10,12,13,23,26,27,28,29],typo:21,u:[0,2,5,6,8,10,11,12,17,20,26,27,28],u_:20,u_i:12,u_m:10,u_t:[],ua:[0,26],ubuntu:[0,15,19,21,26],uci:0,uio:[21,24,25],un:14,unabl:9,unari:[20,26],unary_f:2,unary_oper:2,unary_to_nari:2,unbalanc:[6,9,29],unbias:[0,5,6,26,28,29],unbroadcast:2,unbroadcast_f:2,uncent:[6,28],uncertainti:[0,5,26,28,29],uncertitud:23,unchang:[1,3],uncorrel:[10,23],undefin:[5,27],under:[0,1,5,6,10,13,15,16,19,21,26,27,28,29],underdetermin:[0,26],underfit:[1,6,29],underflowproblem:[5,28,29],undergo:[5,28,29],undergradu:[22,24],underli:[0,1,9,13,23,26],underset:[4,14],understand:[0,1,3,5,6,10,13,14,19,26,27,28],understood:[8,13],undesir:8,undetermin:[5,8,28,29],undo:4,unexpect:[6,13,21,29],unexpected:23,unfair:[6,27,28],unfortun:[1,8,9,10],unicode_liter:[8,9],uniform:[0,1,5,6,11,13,15,16,21,23,26,27],uniformli:[13,23],unifrompdf:23,unimport:13,union:[5,6,28,29],uniqu:[0,2,6,13,14,20,26,29],unique_cluster_label:14,unit:[0,1,3,4,5,10,12,23,26,27,28],unitari:[5,6,20,27],unitarili:[20,26],uniti:23,univari:23,univers:[0,1,2,13,15,19,21,22,24,26,27,28,29],unix:1,unknow:[0,20,26],unknown:[0,1,3,4,5,6,8,10,13,16,20,26,27,28,29],unknowwn:12,unlabel:1,unless:[0,3,6,11,13,21,26,29],unlik:[1,3,8,13],unnecessarili:9,unord:3,unravel:1,unrol:[3,11],unseen:[0,7,9],unstabl:1,unsupervis:[0,1,4,12,19,26],unsymmetr:[20,26],until:[1,2,4,9,12,13,14],untouch:0,unusu:12,up:[1,3,4,5,6,8,10,11,13,14,16,18,19,20,21,23,24,28],updat:[1,2,10,12,13,14],uploa:26,upload:[19,21,25],uploda:[],upon:[0,1,6,7,11,20,21],upper:[0,8,9,16,20,27],uppercas:[20,26],upsampl:4,upscal:4,url:[0,7,26,27],us:[4,5,6,8,9,10,11,12,14,15,16,17,18,20,22,23,25,28,29],usa:26,usag:[0,8,19,26,27],usd10000:0,usd:0,use_bia:4,usecol:[0,26],useless:1,user:[0,1,2,3,4,6,7,8,9,11,14,15,19,20,21,26,27,28],usernam:21,userwarn:6,usetex:23,usg:[6,21],usr:23,usual:[0,3,4,7,12,13,14,26],ut:[5,28],utf:[0,7],util:[1,3,4,6,7,10,14,26,29],ux:20,v0:23,v1:23,v2:23,v:[2,4,5,6,11,13,17,19,27,28],v_0:11,va:1,vahid:26,val:13,val_accuraci:3,val_loss:4,vale:2,valid:[0,1,4,7,9,10,13,19,23,26,27],validation_data:3,validation_split:4,valu:[0,1,2,3,4,6,7,8,9,10,12,13,14,15,16,19,20,21,26],valuat:9,valueerror:2,valy:4,van:[0,18,21,26,27,28,29],vandenbergh:[8,13],vandermond:[0,26],vanilla:[0,6,11,14,27,28],vanish:[1,4,13,23],var_x:23,varabl:8,varepsilon:[5,6,18,21,28,29],varepsilon_:[5,6,28,29],varepsilon_i:[5,6,28,29],vari:[0,1,3,5,6,10,15,16,26,29],variabl:[0,1,2,5,6,7,8,10,11,12,13,14,20,26,27,28,29],varianc:[0,1,5,7,9,10,11,13,14,18,19,20,23,26,27],variance_i:[5,11,27],variance_x:[5,11,27],variant:[0,1,6,8,12,13,26,27],variat:[3,4,11,26],varieti:[0,3,12,15,19,21,26],variou:[1,3,5,6,7,8,9,11,12,13,16,18,19,20,21,23,27,28],varydimens:4,vastli:3,vaue:1,vault:0,vdot:[2,13],ve:21,vec:[6,29],vector:[0,1,2,3,4,5,6,7,9,10,11,13,14,16,17,19,28,29],vector_mean:14,veloc:[],ventur:[0,8,15,19,26],verbos:[1,3,4],veri:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,21,23,25,26,27,28,29],verifi:[3,11,20,26],versatil:[8,26],versicolor:[8,9],version:[0,3,10,13,14,15,19,20,21,23,26],versu:1,vert:[0,1,5,6,7,8,9,11,13,17,26,27,28,29],vert_1:[5,6,27,28,29],vert_2:[5,6,11,17,27,28,29],via:[0,5,6,7,8,9,10,11,12,15,19,20,21,22,23,24,26,27,28,29],vidal:11,video:[0,1,12,19,22,24,26,27,28,29],view:[1,3,5,6,12,13,23,25,26,28,29],violat:8,virginica:9,viridi:[0,1,2,3,26],virtual:1,viscos:13,viscou:13,visibledeprecationwarn:2,vision:[0,3],visual:[0,3,11,12,15,19,26,27],visualis:1,viz:[6,8,23],vjp:2,vjp_argnum:2,vjpfun:2,vjpmaker:2,vjpnode:2,vjps_dict:2,vmap:13,vmax:[1,6],vmin:[1,6],voic:3,volum:[0,3,26],vote:10,voting_clf:10,votingclassifi:10,votingsimpl:10,vs:[0,4,6,29],vspace:2,vstack:[5,11,20,23,26,27],vt:[5,27,28],w1:8,w2:[8,11],w3:8,w:[0,1,2,3,4,5,6,7,8,10,11,12,13,14,20,23,26,27,29],w_1:[8,20],w_1x_1:8,w_1x_:8,w_2:[8,20],w_2x_2:8,w_2x_:8,w_3:20,w_4:20,w_:[1,12],w_hidden:2,w_i:[1,2,10],w_ix_i:12,w_j:20,w_m:20,w_output:2,w_px_:8,w_px_p:8,wa:[0,1,3,4,5,6,7,10,11,12,14,17,20,21,26,27,28,29],wai:[0,1,2,3,4,5,6,7,8,10,11,12,13,14,17,20,23,26,27,28],walk:9,walker:23,wang:[0,26],want:[0,1,2,3,4,5,6,8,9,10,11,12,13,14,15,16,17,19,21,23,26,27,28,29],warn:[1,4,8],warrant:[6,29],wast:3,watch:19,wave:3,wavelet:8,we:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,27,28,29],weak:[9,10,14],weather:[1,12],web:[19,22,24,26],weblink:[],webpag:26,websit:[6,20,21,22,26],wedg:[8,23],wednesdai:[24,26,29],wee:11,week:[0,5,6,7,21,22,24],weekli:[16,19,21,24,25,26],weight:[0,1,2,3,6,7,9,10,12,13,21,23],weigth:2,welcom:[8,19],well:[0,1,2,3,4,5,6,7,8,9,10,12,13,15,16,19,20,21,23,25,26,27,28,29],went:8,were:[0,1,3,4,5,6,7,8,10,11,12,14,23,26,27,29],wessel:[0,18,21,26,27,28,29],what:[1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,19,20,21,23],whatev:3,when:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,16,17,18,20,21,23,26,27,28,29],whenev:[13,23],where:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,23,24,26,27,28,29],wherea:[6,23,29],wherefrom:21,wherein:[1,12],whether:[0,3,5,7,9,21,23,26,28],which:[0,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,26,27,28,29],whichev:[1,3],white:9,whiteboard:28,who:[0,22],whole:[1,3,4,5,9,11,13,28,29],whose:[0,6,10,23,27,29],whow:[11,27],whrn:[],why:[0,1,3,6,13,21,28],wide:[0,1,3,6,7,12,15,19,20,21,26,29],widehat:[6,29],width:[0,3,8,9,26],wieringen:[0,18,21,26,27,28,29],win:10,wind:9,wing:[24,26],winther:2,wiothout:[6,27],wiscons:7,wisconsin:10,wisdom:[6,28],wise:[0,1,5,12,13,27],wish:[0,2,5,7,8,11,13,14,20,21,26,27],with_std:[0,27],wither:6,within:[0,2,3,4,7,9,12,13,14,23,25,26],withinclust:14,without:[0,1,5,6,8,9,11,12,13,26,27,28,29],won:[0,26],wonder:8,word:[0,1,3,4,5,6,7,14,23,26,27,28,29],work:[0,1,4,6,7,8,9,13,15,19,21,22,23,24,26,27,29],workshop:26,world:[0,8,27],worldwid:[0,26],wors:[0,1,3,4,6,26,29],worst:9,worth:9,worthi:21,would:[0,1,3,5,6,7,8,9,10,11,12,13,20,21,23,26,27,28,29],wrap:[6,20,26],wrap_util:2,write:[0,1,2,3,5,6,7,8,12,13,15,16,17,20,26,27,29],written:[0,2,3,5,11,12,13,16,19,20,21,23,26,27,28,29],wrong:[1,8],wrongli:10,wrote:[5,11,27],wrt:[2,10,13],wth:[10,13],www:[19,20,21,25,26,28],wx_1:8,x0:8,x1:[4,8,9,10,13],x1_exampl:8,x1d:8,x2:[8,9,10,13],x2d:[8,11],x2d_train:11,x2dsl:11,x3:[8,9],x4:9,x:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,20,21,23,26,29],x_0:[0,5,11,20,26,27,28,29],x_1:[0,2,5,6,7,8,9,10,11,13,20,23,26,27,28,29],x_2:[0,2,5,6,7,8,9,10,11,13,20,23,26,27,29],x_3:[8,20,23],x_4:20,x_:[0,2,3,5,6,8,10,11,13,14,18,20,21,23,26,27,28,29],x_center:11,x_data:1,x_data_ful:1,x_hidden:2,x_i:[0,1,2,5,6,7,8,9,10,11,12,13,14,17,20,23,26,27,28,29],x_input:2,x_ix_:[0,26],x_iy_i:8,x_j:[0,2,8,9,12,16,23,27],x_jy_j:8,x_k:[12,14,20,23,27],x_l:23,x_m:[6,12,20,23,29],x_n:[0,2,3,6,8,11,12,13,20,23,26,29],x_new:[9,10],x_offset:[6,27,28],x_output:2,x_p:[3,7,9],x_poli:9,x_poly10:9,x_pred:4,x_prev:2,x_reduc:11,x_scale:8,x_small:13,x_test:[0,1,3,5,6,7,9,10,11,26,27,28,29],x_test_own:6,x_test_scal:[0,6,7,9,10,11,27,28],x_tot:4,x_train:[0,1,3,4,5,6,7,9,10,11,26,27,28,29],x_train_mean:[6,27,28],x_train_own:6,x_train_scal:[0,6,7,9,10,11,27,28],x_val:1,xarrai:[19,26],xavier:1,xbkjd4ccgq:26,xbnew:13,xcode:[0,15,19,21,26],xdclassiffierconfus:10,xdclassiffierroc:10,xg_clf:10,xgb:10,xgbclassifi:10,xgboost:9,xgboot:10,xgbregressor:10,xgparam:10,xgtree:10,xi:[8,13],xi_1:8,xi_:8,xi_i:8,xinv:28,xk:8,xla:[13,19,26],xlabel:[0,1,2,3,4,5,6,7,8,9,10,13,21,23,26,28,29],xlim:[6,10,29],xm:9,xmesh:13,xnew:[0,13,26],xp:23,xpanda:[0,27],xpd:[5,11,27],xplot:0,xs:9,xscale:[0,27],xsr:9,xt_x:13,xtest:[6,29],xtick:[3,6,8,9,29],xtrain:[6,29],xu:[0,26],xx:[0,20,26],xy:[0,6,8,20,21,26],xytext:8,xz:[20,26],y1:4,y2:4,y3:4,y:[0,1,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,20,21,23,26,27,28,29],y_0:[0,5,11,20,26,27,28,29],y_1:[0,5,8,9,11,13,20,26,27,28,29],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:[0,5,8,9,11,20,26,27],y_2y_1:8,y_2y_1k:8,y_2y_2:8,y_2y_2k:8,y_3:[0,9,20],y_4:20,y_:[0,1,5,6,10,11,20,26,27,28,29],y_data:[0,1,5,6,26,27,28],y_data_ful:1,y_decis:8,y_fit:[0,27],y_i:[0,1,5,6,7,8,9,10,11,12,13,15,16,17,18,20,21,26,27,28,29],y_if_:10,y_ix_:[0,26],y_ix_i:[7,8,13,27],y_iy_jk:8,y_j:[6,8,12,21,29],y_k:12,y_m:20,y_model:[0,4,5,6,26,27,28],y_n:[8,13],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:[6,27,28],y_plot:9,y_pred1:9,y_pred2:9,y_pred:[0,1,4,6,7,8,9,10,27,28,29],y_pred_rf:10,y_pred_tre:10,y_proba:[7,10],y_scaler:[6,28],y_test:[0,1,3,4,5,6,7,9,10,11,26,27,28,29],y_test_onehot:1,y_test_predict:0,y_test_scal:[],y_tot:4,y_train:[0,1,3,4,5,6,7,9,10,11,26,27,28,29],y_train_mean:[6,27,28],y_train_onehot:1,y_train_predict:0,y_train_scal:[6,28],y_val:1,yadav:[],ye:[3,6,7,29],year:[0,19,26],yet:[0,1,6,8,11,13,26],yi:13,yield:[0,2,5,6,7,8,10,12,13,14,20,23,26,28,29],yk:8,ylabel:[0,1,2,3,4,5,6,7,8,9,10,13,21,23,26,28,29],ylim:[3,6,29],ym:9,ymesh:13,yn:0,yo:[8,9,10],yoshua:[1,25],you:[0,1,2,3,4,5,6,8,9,10,11,13,15,16,17,19,20,21,23,24,25,26,27,28,29],young:0,your:[1,2,4,5,6,8,11,13,17,19,20,21,28,29],yourself:[11,13,26],youtub:19,ypred:[6,29],ypredict2:13,ypredict:[0,13,26,27],ypredictlasso:[5,28],ypredictol:[0,5,28],ypredictown:[6,27,28],ypredictownridg:[6,28],ypredictridg:[0,5,6,28],ypredictskl:[6,27,28],yridg:26,ys:9,ytest:[6,29],ytick:[3,6,8,9,29],ytild:[0,6,26,27,29],ytilde_test_ol:[],ytilde_test_ridg:[],ytildelasso:[5,28],ytildenp:[0,26,27],ytildeol:[0,5,28],ytildeownridg:[6,28],ytilderidg:[5,6,28],ytrain:[6,29],yuxi:26,yx:[20,26],yy:[20,26],yz:[20,26],z:[0,1,2,3,4,5,6,7,8,9,11,12,13,20,21,23,26,27,29],z_0:[20,26],z_1:[20,26],z_2:[20,26],z_:[1,2,12,20,26],z_c:1,z_h:1,z_hidden:2,z_i:[1,12],z_j:[1,12],z_k:[12,27],z_m:1,z_mod:9,z_o:1,z_output:2,zaman:23,zaxi:[6,21],zero:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,17,18,20,21,23,26,27,28,29],zeros_lik:4,zeroth:27,zfill:4,zip:[2,4,6],zm_h:[0,26],zn:0,zone:0,zoom:26,zx:[20,26],zy:[20,26],zz:[20,26]},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","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 7 (midnight), 2024","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: Linear Regression and Statistical interpretations","Week 37: Statistical interpretations and Resampling Methods"],titleterms:{"1":[0,15,16,17,18,21,26,27],"14":[],"17":[],"18":[],"2":[0,15,16,17,18,26,27,28],"2023":24,"2024":21,"26":27,"3":[0,15,16,26,27],"34":[15,26],"35":[16,27],"36":[17,28],"37":[18,29],"4":[0,27],"5":0,"7":21,"9":29,"case":[8,10,23,27,28],"do":[1,28,29],"final":[12,27,28],"function":[0,1,6,7,8,10,11,12,13,21,23,26,27,28,29],"import":[5,20,26,27,28],"new":[4,28,29],A:[0,1,4,8,9,26,28,29],And:[26,27,28],For:27,In:24,Ising:6,The:[0,1,2,3,5,6,7,8,9,11,12,17,19,26,27,28,29],To:[26,27],With:[4,28],about:[26,27],abov:28,activ:[1,12,28],ad:[0,6,17,21,26,27],adaboost:10,adagrad:13,adam:13,adapt:10,adjust:1,adversari:4,again:[3,9],ai:[21,26],aim:[8,9,17,18,26],aka:[26,27],algebra:[20,26],algorithm:[9,10,11,12,27],algortithm:13,all:8,altern:[],an:[0,4,10,26],analys:[5,27],analysi:[0,5,6,11,19,21,23,26,27,28,29],analyt:[0,16,17],analyz:[],ani:13,anoth:[9,28,29],appli:19,approach:[0,8,14,26,29],approxim:12,architectur:1,arrai:[20,26],assist:24,assumpt:[28,29],august:27,autocorrel:23,autograd:[2,13],automat:13,b:[17,21],back:[1,11,12],background:[19,21,29],bag:10,base:[13,29],basic:[0,5,7,9,10,11,20,27,28,29],batch:1,bay:[5,28,29],befor:11,beta:[28,29],better:8,bia:[6,21,29],binari:1,bind:26,bird:10,boldsymbol:[27,28,29],boost:10,bootstrap:[6,10,29],boston:0,breast:1,brief:[26,29],bring:12,build:[1,3,9],c:[21,26],calcul:27,can:[26,29],cancer:[1,7,9,11],cart:9,center:27,central:[13,19,23,29],chain:12,chang:10,channel:26,chi:[0,26],choos:1,cifar01:3,classic:11,classif:[1,9,10],classifi:8,clip:1,cluster:14,cnn:3,code:[0,1,2,5,9,11,12,13,14,26,27,28,29],collect:[1,3],commun:26,compar:[2,10],comparison:28,complet:27,complex:[0,6,21,27],complic:6,compon:11,comput:9,computation:29,computerlab:26,con:9,concept:23,condit:[28,29],confid:29,conjug:13,contn:26,convex:[8,13],convolut:[3,12],correctli:[28,29],correl:[11,27],cost:[1,10,27,28,29],cours:[19,25,26],covari:[5,11,23,27],cover:26,critic:[],cross:[6,21,29],cython:26,d:21,data:[0,1,3,6,7,9,11,15,16,19,21,23,26,27,28],dataset:[1,3],deadlin:[21,26],decai:2,decemb:[],decis:[9,10],decomposit:[5,11,17,20,27],deep:[1,2,26],defin:[1,26],degre:[0,27],deliveri:21,delta:29,dens:[0,26],deriv:[5,12,27,28,29],descent:[2,10,13],descript:21,design:27,detail:[3,26],develop:1,diagon:11,differ:8,differenti:[2,13],diffus:2,dimension:[2,3,8,21,27],disadvantag:9,discret:23,distribut:[5,23,28,29],distrubut:29,doe:[27,28],domain:23,down:1,dropout:1,e:21,economi:27,electron:21,element:[0,23,26],elimin:20,energi:26,ensembl:10,entropi:9,environ:[0,15,26],equat:[0,2,12,26,27,28],error:[0,10,26,27,29],essenti:26,estim:[28,29],etc:26,euler:2,evalu:1,exampl:[0,1,2,3,4,6,7,8,9,10,26,27,28,29],exercis:[0,6,15,16,17,18,26,27],expect:[18,23,28,29],expens:29,experi:23,explor:[0,15,16,26],exponenti:2,express:[17,18,27],extrapol:4,extrem:[10,26],ey:10,f:21,fall:24,famili:[1,26,27],famou:20,fantast:27,featur:[9,20,27],feed:[1,12],find:29,fine:1,first:[4,12,26,27,28],fit:[0,10,26,28],fix:27,fold:29,forc:3,forest:10,format:[21,26],forward:[1,2,12],fourier:3,frank:[6,21,27],freedom:[0,27],frequent:27,frequentist:[0,26],from:[5,10,12,27,28,29],full:2,further:[3,5,27],g:21,gan:4,gaussian:20,gd:13,gener:[4,9,26],geometr:11,gini:9,good:[0,26],grade:[24,26],gradient:[1,2,10,13],growth:2,ha:19,handl:[20,26,27],happen:[28,29],hessian:27,hidden:2,histogram:29,hous:0,hyperparamet:1,hyperplan:8,i:1,id3:9,idea:11,ident:[28,29],identifi:29,ii:26,iid:[28,29],illustr:28,implement:1,implic:[5,27],improv:1,includ:13,increment:11,independ:[28,29],index:9,inform:24,input:2,instal:[19,21,26],instructor:24,intercept:27,interpret:[5,11,26,27,28,29],interv:29,introduc:[11,13,27],introduct:[0,6,19,20,21,26],invers:[5,20,28],invert:27,iter:10,its:27,jacobian:27,jax:13,julia:26,jungl:10,k:29,kera:[1,3],kernel:[8,11],lab:29,lagrangian:8,lasso:[5,6,21,27,28,29],last:27,later:[5,27],layer:[1,2,3,12],learn:[0,1,2,11,13,14,15,16,19,21,26,27,28,29],least:[5,6,18,21,26,27,28],lectur:[26,27,28,29],level:10,librari:[19,26],likelihood:[7,28,29],limit:[1,13,23,29],linear:[0,8,13,20,26,27,28],link:[5,11,22,25,27,28,29],literatur:21,logist:[7,26],loss:27,lu:20,machin:[0,8,13,19,21,26],made:[28,29],main:[23,26],make:[0,9,10,15,16,26,27],mani:[10,12],manipul:27,margin:[28,29],mass:26,materi:[21,22,26,27,28,29],math:[5,27],mathemat:[3,5,8,27],matric:[5,20,26,28],matrix:[1,5,11,12,20,26,27,28],matter:[0,26],max:27,maximum:[28,29],mean:[0,27,28],meet:[5,10,23,26,27],mercer:8,method:[6,9,10,13,21,26,29],midnight:21,min:27,minim:26,ml:26,mle:[28,29],mlp:12,mnist:[3,4],model:[0,1,4,6,12,26],momentum:13,mondai:[27,28,29],moon:[8,9],more:[3,6,20,21,26,27,28,29],multilay:12,multipl:[1,3],multipli:8,need:[21,26],network:[1,2,3,4,7,12,26],neural:[1,2,3,4,7,12,26],non:8,normal:[0,1,29],notat:12,note:[21,27,28],novemb:[],now:[1,9,13,28,29],nuclear:[0,26],numba:26,number:[0,2,23,27],numer:[2,21,23],numpi:[20,26],object:3,obtain:11,octob:21,od:2,off:[6,21],ol:[5,6,21,28,29],one:[2,12],oper:20,optim:[1,8,13,19,26,27],order:13,ordinari:[5,6,18,21,26,27,28],organ:[0,26],oslo:25,other:[4,9,11,12,20,21,26,27],our:[0,4,5,11,13,26,27],outcom:[19,26],output:2,overarch:[0,4,8,9,17,18,26,27],overview:[10,26],own:[0,10,11,15,16,26,27],packag:[20,26],panda:[26,27],paper:21,paramet:[26,27],part:[13,19,21,27],partial:2,pass:1,path:[],pca:11,pdf:23,pencil:21,perceptron:12,perform:[1,9],period:3,perspect:1,plan:[27,28,29],plot:29,point:4,poisson:2,polynomi:[3,28],popul:2,popular:26,practic:[13,24,26],pre:[1,3],preambl:21,predict:4,preprocess:27,prerequisit:[3,19,26],princip:11,principl:3,pro:9,probabl:[5,23,28,29],problem:[1,2,13,26,27,28],procedur:[9,26],process:[1,3],program:[2,13,21],project:[6,21,26],prop:13,propag:[1,12],properti:[5,23,27],python:[0,9,15,19,20,26],quick:8,r:26,random:[10,11,23],read:[9,26,27,29],real:[6,21,26],recommend:[26,27],rectangular:28,recurr:[4,12],reduc:[0,27],reduct:3,refer:21,reformul:2,regress:[0,5,6,7,9,10,13,17,18,21,26,27,28,29],regular:1,relat:27,relev:[25,27],relu:1,remark:3,remind:[6,8,26],repeat:27,replac:13,report:21,repositori:29,requir:[2,19],resampl:[6,21,29],rescal:[6,28],residu:27,resourc:2,result:[27,28],revisit:13,rewrit:[26,27,29],rgeress:[],ridg:[0,5,6,17,18,21,27,28,29],rm:13,rule:12,s:[8,10,29],same:[13,29],sampl:11,scale:27,schedul:[22,26],schemat:9,scheme:2,scienc:26,scikit:[0,1,11,15,16,26,27,28,29],second:13,semest:24,septemb:[28,29],session:[27,28,29],set:[0,2,3,9,12,15,26,27],sgd:13,should:1,similar:13,simpl:[0,4,9,13,26,27,28],singl:10,singular:[5,11,17,27],size:27,soft:8,softmax:1,softwar:[21,26],solv:[2,28],solver:13,some:[13,20,27],specifi:2,split:[0,15,16,26,27],squar:[0,5,6,10,18,21,26,27,28],standard:[13,27,29],state:[0,26],statist:[5,6,19,23,26,28,29],steepest:[10,13],step:29,still:27,stochast:[13,23],strongli:26,structur:[],subtract:27,suggest:26,sum:29,summari:[24,26],superposit:3,supervis:1,support:8,svd:[5,27,28],systemat:3,t:[27,28],teach:[22,24],teacher:[24,26],technic:28,techniqu:[6,11,21],technolog:19,tensorflow:[1,3],tent:26,term:29,test:[0,1,15,16,26,27,28],text:26,textbook:[25,26],theorem:[5,8,11,12,23,28,29],theori:23,thi:[17,18,26],think:27,thursdai:[],tip:13,togeth:12,tool:[21,26],top:1,topic:26,toward:11,trade:[6,21],tradeoff:[6,29],train:[0,1,4,15,16,26,27],transform:3,tree:[9,10],tuesdai:28,tune:1,two:[3,8,19,21,27],type:[2,4,12,26],uio:26,understand:29,univers:[12,25],unsupervis:14,up:[0,2,9,12,15,26,27,29],us:[0,1,2,3,7,13,19,21,26,27],usag:[28,29],valid:[6,21,29],valu:[5,11,17,18,23,27,28,29],variabl:23,varianc:[6,21,28,29],variou:[0,15,26,29],vector:[8,12,20,26,27],view:[0,4,10,27],visual:[1,9],vs:3,wai:[9,29],wave:2,we:26,wednesdai:28,week:[15,16,17,18,26,27,28,29],weekli:22,what:[0,26,27,28,29],which:1,why:[26,27,29],wisconsin:7,wrap:[27,29],write:[4,11,21,28],x:[27,28],xgboost:10,yet:28,your:[0,10,15,16,26,27],yourself:[]}})
\ 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","intro","linalg","project1","schedule","statistics","teachers","textbooks","week34","week35","week36","week37"],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","intro.md","linalg.ipynb","project1.ipynb","schedule.md","statistics.ipynb","teachers.md","textbooks.md","week34.ipynb","week35.ipynb","week36.ipynb","week37.ipynb"],objects:{},objnames:{},objtypes:{},terms:{"0":[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,20,21,23,24,26,27,28,29],"00":[0,1,5,6,9,11,26,27,28],"000":[1,3,9],"0000":9,"00000":[9,11],"000000":[5,11,27],"00000000e":[5,27],"0001":[1,17],"00019961646575285301":9,"00019998":5,"00024087":5,"00029012":5,"00031535148309577417":[6,28],"0003153514830958095":[6,28],"00034944":5,"000417932":2,"00042089":5,"000464088":2,"00050694":5,"00058016":[6,28],"00060704":6,"00061058":5,"00062592":6,"00063362":29,"00063866":29,"00066668":[6,28],"00068091":29,"00068734":[6,28],"00069123":6,"00073541":5,"00075590":29,"00076495":[6,28],"00076908":6,"0007698473260556325":[6,28],"0007698473260556343":[6,28],"00079125":6,"00079904":29,"00079968":5,"00083355":29,"00084707":6,"00085892":6,"00087697":[6,28],"00088573":5,"00089193":29,"00092678":6,"00092898":29,"00096314":5,"001":[1,2,8,13,17,28],"00100519":[6,28],"0010479245693919886":[6,29],"00105081":[6,28],"00106677":5,"00107405":[6,28],"00111756":[6,28],"0011526":[6,28],"00115999":5,"00118584":6,"00119688":29,"00128479":5,"001323":[6,28],"00137814":6,"00139705":5,"00140846":29,"00149311":[6,28],"00149956":[6,28],"00152117":[6,28],"00154733":5,"00154853":29,"00156374":6,"00168251":5,"00174276":[6,28],"00175331":[6,28],"00186347":5,"001880":5,"00200":8,"00202624":5,"00202756":[6,28],"00217499":[6,28],"00219195":29,"00224413":5,"00228740":6,"0023548":[6,28],"002381316302584885":[6,28],"0023813163025848865":[6,28],"00242954":29,"00242999":6,"00243186":[6,28],"0024401":5,"00249435":[6,28],"00266858":2,"00270244":5,"00274989":[6,28],"00289724":[6,28],"00293838":5,"00310113":2,"00312361":[6,28],"00315593":6,"0032153180657605116":[6,29],"00323332":[6,28],"0032542":5,"00325450":29,"003301":[6,28],"0033955154592040936":[6,29],"00353823":5,"0036237":[6,28],"0036367":[6,28],"00369758":[6,28],"0038335":[6,28],"003909404072811226":[6,29],"00391839":5,"0039987":[6,28],"004":[5,28,29],"004091940707753939":[6,29],"00410387":[6,28],"00410478":6,"004113634617443131":[6,27,28],"00411363461744314":[6,27,28],"004113634617443147":[6,27,28],"00415598634586135":[6,29],"00420072":29,"00424909":2,"00424967":[6,28],"00426027":5,"00433417":11,"00440346":[6,28],"00443743":[6,28],"00445655":11,"00445922":26,"004579219539673834":[6,29],"00458878":[6,28],"004610275230656212":[6,29],"00462287":[6,28],"00465099":29,"00471782":5,"00472199":6,"00472512":[6,28],"0049544":[6,28],"00497837":28,"004999999999999991":0,"00512927":5,"00517114":[6,28],"00526348":[6,28],"0053018":[6,28],"00554552":[6,28],"00556826":[6,28],"0056799":5,"00579953":[6,28],"00588657":[6,28],"00607783":6,"006162":[6,28],"00617499":5,"00630331":[6,28],"00642221":[6,28],"0064472":28,"00660427":[6,28],"00672607":[6,28],"00673407":[6,28],"00676387":[6,28],"0068011":[6,28],"00683748":5,"00683964":[6,28],"007024126888938232":[6,29],"00719176":[6,28],"00727646693":[0,26],"007315":27,"0074331":5,"00759119":6,"00779281":23,"00781918":29,"00784393":[6,28],"00803064":[6,28],"00805074":29,"00813803":6,"00817631":[6,28],"00823002":5,"00827728":[6,28],"00831018":[6,28],"00834567":[6,28],"00848904":[6,28],"0086649156":[0,26],"008675369724975977":5,"008831941890485846":27,"00890669":20,"00894639":5,"00902152e":27,"00905423":[6,28],"009163470508352218":5,"009164545680330616":[6,29],"00917248":[6,28],"00934327e":27,"00934499":[6,28],"009522910538005715":27,"0096208":[6,28],"00987022":26,"00990475":5,"00992331":[6,28],"00996754":[6,28],"00it":6,"01":[0,1,2,5,6,9,11,13,17,25,26,27,28],"010018312644137363":[6,29],"0100706":[6,28],"010331721306655127":[6,29],"010516485576645508":[6,29],"01066519":[6,28],"01076611":5,"0110":23,"011076219011379514":[6,29],"011225":2,"011265488125148788":27,"0113104":[6,28],"01173838":0,"01179792":[6,28],"01191824":5,"012073649446193166":[6,29],"01219292":[6,28],"01222822":27,"01223198":[6,28],"01231917":[6,28],"01265755":27,"012658":27,"01267007":28,"01290947":[6,28],"01295356":5,"013121574015585152":[6,29],"013121574015585155":[6,29],"01312254":26,"01318643":[6,28],"01347916":[6,28],"01348565":[6,28],"01367553":[6,28],"01384313":26,"01397146":[6,28],"01405935":[6,28],"01416528":[6,28],"01433809":5,"014436800088904942":[6,29],"01449782":[6,28],"01458337":[6,28],"014586":27,"01458611":27,"0146081":[6,28],"01463049":[6,28],"014891664497538563":26,"01496065":26,"01507238889517706":[6,28],"01507238889517717":[6,28],"01531845":[6,28],"01542292":[],"01549377":[6,28],"01549939":[],"01550546":[],"01558197":5,"015910":11,"01591047":11,"01594452":29,"01628578269596628":[6,29],"01633913":[6,28],"01640891":6,"01655318":[6,28],"016587414993043573":[6,29],"01691985":[6,28],"0169643":5,"01708781":[6,28],"01708852":[6,28],"01713366":[6,28],"01724499":5,"017355848195593347":[6,29],"01735584819559336":[6,29],"017665":5,"01783414e":27,"01813007e":27,"018232":27,"01831050e":[6,28],"01831190e":[6,28],"01846688":26,"01866537":[6,28],"01873344":11,"01873869":5,"01898855":[6,28],"01905883":[6,28],"01908936":[6,28],"01963611":[6,28],"01969145":[6,28],"01975416527185249":[6,29],"01975848":[6,28],"01it":6,"02":[0,4,6,7,12,26,27,28],"02024962":[6,28],"02054837e":[6,28],"02068067":[6,28],"02073509":5,"02077431":28,"02098261":[6,28],"02123176":[6,28],"021544346900318832":28,"021592704588025022":[6,29],"021592704588025025":[6,29],"02180258":26,"02198702e":[6,28],"02198703e":[6,28],"02208512":[6,28],"02228115":[6,28],"02229529":[6,28],"02252765":5,"022999498260366312":[6,29],"02348765":[6,28],"02365049":[6,28],"024217":11,"02421742":11,"02424794":29,"0245528":[6,28],"02492265":5,"02498832":[6,28],"02503753":[6,28],"02511518":6,"02522069":6,"02546675":29,"025709":[11,27],"02586427":[6,28],"0260906":[6,28],"02625193":8,"02629596":20,"02660572763718093":[6,29],"026605727637180936":[6,29],"02693858":28,"02707227":5,"02723445":[6,28],"027609773491022525":[6,29],"02760977349102253":[6,29],"027610":5,"02761005":5,"02857":4,"02895918":28,"029483":5,"029733":27,"02976145":[6,28],"02994311":5,"02f":[6,21],"02it":6,"03":[1,6,27,28],"03032441e":[6,28],"03077640549":4,"03099776":5,"031":[5,28,29],"031696741936652305":23,"03196357":[6,28],"03251863":5,"03256632e":1,"03267527":[6,28],"03279636":[6,28],"0330308045183194":[6,28],"0330308045187757":[6,28],"03308408":5,"0334336":26,"033657685071527665":[6,29],"03405654":11,"034057":11,"03447512":[6,28],"034557":27,"03562355":[6,28],"03568439":[6,28],"0359565":5,"03630548":[6,28],"03707133":11,"037299816041296285":9,"037813671417389005":[6,29],"03781367141738902":[6,29],"03814292":[6,28],"03815288":[6,28],"038300":[11,27],"03846169":28,"039039":5,"039967668952797":[6,28],"0399676689527975":[6,28],"04":[1,6,11,27,28],"040102":5,"04010697":[6,28],"0402":[],"04063602":[6,28],"041":9,"0411487294305088":[6,28],"0411487294305226":[6,28],"04193203":27,"04220758":[6,28],"04242885e":27,"04295757":29,"043":9,"04315108":5,"04321941e":27,"04346721":5,"04355837":[6,28],"04362":9,"04373024":26,"0437499":2,"04389027":[6,28],"04423486":[6,28],"04426744e":27,"044334":27,"044613":[6,28],"04537385":[6,28],"04543942":[6,28],"045548":11,"04554803":11,"04566964":[6,28],"0458":9,"04648335":5,"04664255":6,"04683565":5,"046842629321028326":11,"04784395":[6,28],"0481872773043029":[6,29],"04876305":26,"04892055":[6,28],"04909093":[6,28],"04912436":6,"04926746":29,"0494262":26,"04944931918420588":23,"049556996627824":[6,28],"0495569966278269":[6,28],"05":[1,4,6,21,27,28],"05009826":[6,28],"05061841":23,"05073207e":27,"05087888":11,"050879":11,"051006":11,"05100602":11,"05100875":[6,28],"05108705":26,"051418":5,"051649":[11,27],"0517473":5,"05210975":20,"052279218012056844":[6,29],"05227921801205686":[6,29],"052305":27,"05263":9,"05302":9,"053417":27,"05364854":8,"05383795":[6,28],"0538391":26,"053849":5,"05447415":[6,28],"054617":27,"054655":27,"05505310046363":2,"05519999":28,"05533":9,"055676":27,"055734":27,"055910":27,"055987":27,"05614483":5,"05623":9,"05648":9,"05651951":[6,28],"05667":9,"056683":27,"056767":5,"057":29,"057076":5,"05716368155342608":[6,29],"057300":27,"057393":27,"057415":5,"057418":27,"057457":27,"057722":27,"057786":5,"057835":27,"05785343":[6,28],"05789007":[6,28],"05796251":[6,28],"05807125":[6,28],"058190":5,"058552":27,"058645":27,"05883":9,"05884":9,"058854":27,"058952":27,"058996":27,"059031":27,"059226":5,"059406":5,"059597":5,"05965043":20,"059711":5,"059797":5,"059807":27,"059951":27,"05999":9,"059993":27,"06":[6,27,28],"060003":5,"060043":5,"060083":27,"06020587":[6,28],"060254":27,"060340":5,"060422":5,"06043581":[6,28],"060612":5,"060716":27,"060756":27,"060764":5,"060864":5,"060872":27,"061":29,"061076":5,"061146":5,"061163":27,"061359":27,"061367":5,"061443":27,"061452":27,"061496":5,"061614":27,"061822":5,"061882":5,"06200174":5,"062016":27,"06208238634231949":[6,29],"062242":5,"062292565":4,"062337":27,"062599":27,"062624":27,"062634":5,"062874":27,"063019":27,"063061":27,"063080":27,"063260":27,"063511":5,"063653":27,"063684":5,"063832":5,"063894":27,"063965":5,"064061":5,"064074":27,"064087":5,"064307":5,"06442194e":27,"06444":9,"064501":27,"064521":5,"064530":5,"06453579006728324":[6,29],"064606":27,"064609":27,"064699":27,"064713":5,"064793":27,"064841":5,"064889":5,"06491736":[6,28],"064933":5,"065024":5,"065077":27,"065101":5,"065115":5,"065186":5,"065273":5,"065299":5,"065304":5,"065359":5,"065361":5,"065378":27,"065390":27,"065410":27,"06547790180152355":[6,29],"06547790180152359":[6,29],"065588":5,"065633":5,"065860":5,"065930":5,"066066":27,"066204":5,"066349":5,"06637":9,"066380":5,"066395":5,"066402":5,"066406":5,"06644775":20,"066458":5,"066474":27,"066500":27,"066612":27,"066647":27,"0666807":2,"066787":27,"066837":[11,27],"066854":27,"06696769":20,"066999":27,"067097":5,"067149":5,"06719214":20,"06724062":5,"067284":5,"067392":5,"067429":5,"067482":5,"067560":5,"067637":27,"067707":27,"067729":5,"068022":5,"068264":27,"068301":5,"068307":27,"068441":27,"06844519414009445":[6,29],"06844519414009446":[6,29],"068605":11,"068629":27,"068727":27,"068906":27,"068963":5,"069028":27,"06926365":27,"069275":5,"0694169556368514":20,"069452":27,"069521":5,"069584":27,"069704":5,"069717":5,"07":[6,27,28],"070006":11,"070043":27,"070054":5,"070146":27,"07016":9,"07017":9,"070202":11,"070213":27,"070342":5,"07039":9,"070457":27,"070496":5,"070582":27,"07062318":[6,28],"070737":27,"070868":5,"070889":[11,27],"070986":27,"07115":9,"0713":[0,26],"071315":5,"07145103":11,"071462":11,"07160048164233102":[6,29],"07160048164233104":[6,29],"07172103":26,"071729":11,"072000":27,"072111":27,"072132":27,"072476":27,"072489":5,"072621":27,"072633":5,"072759":5,"07285":3,"072860":5,"072976":11,"073318":11,"073481":5,"073581":5,"073598":[11,27],"073627":5,"073634":5,"073644":27,"073934":5,"074067":[11,27],"074084":27,"074208":5,"074210":27,"07421084":5,"074323":27,"074407":5,"074548":5,"074552":11,"07456491":5,"074706":5,"07490892":[6,28],"074973":11,"075398":11,"075698":5,"075816":27,"075889":27,"075972":5,"076150":27,"076383":5,"07641937":29,"07643382":20,"0764924":[6,28],"076620":5,"076697":11,"076716":5,"07678":9,"07692307692307693":9,"076938":[11,27],"076964":5,"077082":11,"077168":27,"07745069":23,"077460":27,"077522":11,"07777777777777778":1,"078110":27,"07820":9,"078336":27,"078540":27,"07862755":23,"07864":9,"078704":5,"07871":9,"078785":11,"078824":11,"078974":27,"078986":27,"079381":11,"079412":5,"07944154":[20,26],"079578":5,"079642":5,"0796891867672603":[6,29],"0798590438380667":11,"079873":5,"079946":27,"08":[6,9,23,27],"080016":5,"080195":11,"080425":5,"08043851":5,"080616":27,"080630":11,"080764":27,"081276":27,"081308":11,"08131003":6,"081374":11,"081422":11,"08156108":[6,28],"081597":11,"08165104":27,"081655":27,"081798":11,"08251519":[6,28],"082592":11,"082619":11,"082653":27,"082661":11,"08277442":23,"0827744231113545":23,"082978":11,"08299273e":[6,28],"083096":11,"08318298e":1,"08323973e":27,"083309":11,"08333333333333333":[1,9],"08336233266":4,"083527":27,"083540":11,"08376632":[6,27,28],"083766322923899":[6,27,28],"0837663229239043":[6,27,28],"083851":11,"083906":11,"083943":11,"084022":11,"084076":27,"084157":11,"08426840630693411":[6,29],"08426840630693413":[6,29],"084362":11,"08455":9,"084574":11,"084650":11,"08474":9,"084809":27,"085152":11,"085237":11,"085259":11,"085265":11,"085346":11,"085383":11,"085431":11,"08551306":[6,28],"08557805981945521":5,"085693":11,"08576932":6,"08593216":[6,28],"086059":11,"08611111111111111":1,"086230":11,"086263":11,"086538":11,"086550":11,"086611":11,"086615":11,"086673":11,"086782":11,"086875":11,"086890":11,"08690":9,"087176":11,"08750220e":27,"08758":9,"087822":11,"087938":11,"087951":11,"088061":11,"088130":11,"088160":11,"0881981":5,"088222":11,"08823":[],"088361":11,"088402":11,"088422":11,"08860792":20,"08871404":5,"08881497884574564":27,"08888888888888889":1,"088893":11,"088908":11,"088986":11,"08902":9,"08939489":20,"0895387":27,"089539":27,"089629":11,"089654":11,"089682":11,"089702":11,"089739":11,"089892":11,"08996":9,"09":[1,6,27],"090000":11,"090025":11,"09004029":26,"090290":11,"09047191e":27,"090623":11,"090696":11,"090751":11,"091246":11,"091331":11,"091353":11,"091561":11,"091627":11,"09163947":6,"09166666666666666":1,"0917":9,"091700":11,"09221309":23,"092347":11,"09251":9,"092544":11,"092613":11,"092672":11,"09298511":23,"093078":11,"093132":11,"093429":11,"0940821989627646e":[6,28],"0940821989652176e":[6,28],"094426":11,"09444444444444444":1,"094577":11,"094659":11,"094671":11,"094970":11,"09609807":5,"09650726":26,"096803":11,"096837":11,"096928":11,"09715081560068299":26,"09744":9,"09780":9,"09791":9,"09861229":[20,26],"0988662":20,"09900923":26,"09903804":8,"09917303":20,"09919198949275869":[6,29],"099287":11,"09951287404314545":1,"09953815":20,"0n":[0,26],"0x0006":[3,4,14],"1":[1,2,3,4,5,6,7,8,9,10,11,12,13,14,20,22,23,24,25,28,29],"10":[0,1,2,3,4,5,6,7,8,9,10,11,12,13,20,21,22,23,24,26,27,28,29],"100":[0,1,2,3,4,5,6,8,9,10,11,13,14,15,16,17,20,23,24,26,27,28,29],"1000":[0,1,2,4,5,8,11,13,14,19,23,26,27],"10000":[2,5,6,10,11,13,23,28,29],"100000":8,"10001":10,"1001":[9,23],"1002":23,"1003":23,"10030":9,"10041812":28,"1005":23,"1007":29,"1007711427354898":[6,29],"1009":23,"1011":23,"1013":23,"1013904243":23,"10141413e":[6,28],"1015":23,"1015am":26,"1023":23,"10230":9,"1024":3,"1026":23,"1027":23,"103":1,"1030":23,"10340":9,"1037":23,"10378326e":1,"1038":23,"10391807":[6,28],"10398646080125032":[6,29],"10398646080125035":[6,29],"1040":23,"10405456":11,"10430":9,"104411":27,"1047":23,"105":28,"10520":9,"10555555555555556":1,"10572":29,"10589577":5,"106095":[11,27],"10694828":20,"1079":29,"10790125813226321":27,"108":[6,9],"10913":6,"10931453":[6,28],"10960":9,"10983159":11,"10th":9,"10x":[0,26],"11":[0,2,5,6,7,8,9,10,11,12,13,15,16,20,21,22,23,24,25,26,27,28,29],"1100":23,"1101":23,"11022072":11,"110221":11,"11022302e":5,"111":[1,7,12],"11100":9,"11202337":29,"112383":[11,27],"1124":9,"11368985":26,"11382896":28,"11388888888888889":1,"11390":9,"11400097":20,"114550":29,"11462415":5,"11482289e":[6,28],"11500354":20,"11507992e":1,"11547777218872497":[6,29],"115822":6,"11590":9,"11660":9,"11666666666666667":1,"11694":21,"117":8,"11744554e":[6,28],"11780":9,"118":[0,2,7],"11830757":28,"118318":27,"1184":29,"11840":9,"11890":9,"119":[0,2,7],"11938949":23,"11952661":23,"11967653":26,"119936":2,"12":[0,1,2,3,4,5,6,7,8,9,11,12,20,23,25,26,27,29],"120":[0,2,3,7],"1203":9,"1203284":8,"12044974":27,"120450":27,"121":[8,9,10],"12122786e":27,"1215pm":[24,26],"12182967":[6,28],"122":[2,8,9,10],"12222222222222222":1,"1225397":23,"123":2,"12318726e":[6,28],"12330033":27,"12333649":[6,28],"123711":6,"12380":9,"124":[0,26],"12400":9,"1242":8,"12552073e":[6,28],"12591227":27,"126":9,"1261":9,"12618549":5,"1265":9,"127":4,"12700133":20,"1271":6,"12777777777777777":1,"12790":9,"128":[3,4,13],"12871842":27,"129012":6,"12952339":28,"1297":9,"1298":9,"129963":29,"12pm":[24,26],"13":[0,2,5,6,7,9,11,12,18,20,21,23,26,27,29],"130":9,"13003291":[6,28],"130224":11,"13022421":11,"13055555555555556":1,"130694":27,"13069442":27,"131":9,"13118774":26,"13156239":20,"13179053e":27,"132":9,"13220608e":[6,28],"1325":6,"1326":9,"1326197715":26,"13280":9,"133":7,"13318759":20,"1332":29,"134":28,"135":9,"1350":29,"13535942":[6,28],"13588335":27,"136":[0,7],"13614217":20,"13633112":26,"13641587e":27,"13646574":5,"13658936":23,"13661243e":[6,28],"13679863":[6,28],"137":[0,7],"13740":9,"137652":[11,27],"138":[0,7],"1385":6,"13858317":26,"13865173":5,"13867518":26,"138775":[11,27],"1388888888888889":1,"13890":9,"139":[0,7],"1392559585020426e":[6,28],"139255958997547e":[6,28],"13929376":20,"139431112903922":[],"1394311129039245":[],"1395084586525954":[],"1395235273363669":[],"14":[0,2,4,5,6,7,8,9,10,11,12,20,21,23,25,27,29],"140":[0,2,7,9],"14021063":[6,28],"14092044":20,"141":[0,2,7],"14100":9,"1416398":[6,28],"14174745":[6,28],"1418":9,"142":[0,7,9],"14250":9,"14277718e":27,"143":[0,2,7,9],"1437":1,"144":[0,7],"14400":9,"1440501043841336":1,"14440":9,"1446729567":4,"145":2,"14568914":28,"146":2,"14629156":29,"14710":9,"14716":6,"14722222222222223":1,"147400":[11,27],"147420":[11,27],"1479":9,"148":[3,4,14],"14812206":6,"148282":6,"148629":29,"14932255":23,"149425":6,"14966323":20,"14984157":23,"14g":[6,29],"15":[0,2,4,6,7,8,9,12,13,15,16,17,20,23,26,29],"150":[3,4,8,9,14],"15005476":5,"150707":6,"15098090e":[6,28],"151":[3,4,14],"151068":[],"1512":[],"15130074e":[6,28],"152":9,"15200":9,"1527777777777778":1,"153":[3,4,14],"153036":27,"15313054":29,"15330788e":27,"15384615384615385":9,"154":[3,4,6,14],"15431202":20,"155":[3,4,9,14],"156":[3,4,14],"156956":5,"157":[3,4,14],"1575":9,"15792278643800434":5,"158":9,"15807529":26,"1587":9,"1590":9,"15990":9,"15am":26,"15g":[6,29],"16":[1,2,3,4,5,6,8,9,10,23,26,27,28,29],"1603":3,"16111111111111112":1,"16211139":5,"16220":9,"162246":5,"16231451":4,"1625":9,"1628":9,"16304863":27,"163049":27,"1630775253":1,"16342407":5,"16343471":[6,28],"16384":3,"16500":9,"16526258":20,"166":9,"16632351e":27,"16638104":20,"167787":5,"168":9,"16805821e":[6,28],"16855533":26,"17":[1,2,5,6,7,8,9,13,23,27,29],"1709":9,"171":28,"171525":27,"1715252":27,"17174962e":1,"17222222222222222":1,"1726":9,"17300":9,"1731":9,"17446471":6,"17483760":29,"17485935":20,"175":29,"1752":9,"175300":27,"17561484":20,"17576105":26,"17641709":[6,28],"17748443e":27,"17755779e":27,"17777777777777778":1,"17801022":5,"17861098":6,"17917768":5,"17949575":5,"17953942":11,"1797":[1,3],"17979265":5,"179793":5,"18":[2,6,7,8,9,10,13,23,29],"1801709":28,"18029127":5,"1803":[],"1807":4,"18075088":23,"1809":9,"181":9,"1812":9,"1821":9,"182925111119767":20,"18307821":28,"18333333333333332":1,"18383522":27,"18388":6,"184":9,"1840":29,"184519":27,"185":28,"1860":9,"18611111111111112":1,"18613217e":[6,28],"18660":9,"18670072e":27,"18673098":11,"189496":27,"189622":27,"19":[2,6,9,15,23,26,29],"19166666666666668":1,"192":29,"19207979":5,"19220":9,"1940":0,"194042826649355e":[6,28],"194042826815211e":[6,28],"1943":12,"1944":6,"1949983":26,"1956":9,"19569961":[6,27,28],"19688765":26,"1970":[20,26],"1973":9,"197370":[11,27],"19740":9,"1979":[6,29],"19800":9,"1999":[],"1_1":12,"1_2":12,"1_3":12,"1cm":[0,8,10,23,26],"1d":[1,2,3],"1e":[1,2,4,13,14],"1e10":14,"1e4":6,"1f":1,"1k":20,"1n":[0,26],"1x":[0,26],"2":[1,2,3,4,5,6,7,8,9,10,11,12,13,14,19,20,21,22,23,25,29],"20":[0,1,2,6,7,8,9,13,23,24,26,28,29],"200":[0,2,3,4,8,9,10],"2000":[0,27],"20015436":6,"2004":13,"2006":25,"2008":26,"2010":1,"2011":1,"2014":4,"2015":1,"2016":[0,26],"2018":[0,6,27,29],"2019":[8,9],"2021":[6,14,27,28],"2022":26,"20222345":23,"2023":21,"2024":[15,16,17,18,26,27,28,29],"2027":9,"20277777777777778":1,"20488808e":27,"20500":9,"2060":9,"2069":9,"207545":[11,27],"20833333333333334":1,"20867052175034223":[6,29],"20916295":27,"20980":9,"21":[0,1,2,5,6,7,9,12,13,20,26,27,29],"210340":[11,27],"21058097":5,"21093775":6,"21117128e":27,"21130":9,"2116753732":4,"21169159e":[6,28],"213103":[11,27],"213743":[11,27],"21378153":26,"21517262":6,"21596432":6,"216290":[11,27],"216683":[11,27],"21733307e":27,"217962":11,"21796226":11,"21888121":20,"22":[0,1,2,5,6,9,12,13,20,23,26,27,29],"22019267":20,"22044605e":[5,27],"221":8,"2211108":20,"221180":27,"2216":9,"2218":9,"221805":2,"221921":5,"2222736":5,"222274":5,"222400":27,"22398902":26,"22467274":29,"225":4,"22668089":26,"226818":5,"22681817":5,"22690428":5,"22842468702219465":[6,29],"2284246870221947":[6,29],"22847924":5,"23":[1,2,6,9,12,15,20,23,26,29],"23002365e":[6,28],"23076923076923078":9,"23117504":26,"23167717":5,"23177156e":27,"232435":27,"23333333333333334":1,"2338675":27,"233868":27,"234":6,"23505507e":27,"2351":6,"23528337":29,"2364":9,"239":29,"2397":9,"23971032":27,"24":[0,1,2,6,9,20,26,29],"2401":21,"24140":9,"24155894":20,"24159785":27,"2416":9,"24175744e":[6,28],"2419":9,"2430":9,"24390":9,"24444444444444444":1,"24493666":29,"24502113":20,"2456969087678473":23,"24569691":23,"246":2,"24604925":20,"24829908":5,"24906604e":[6,28],"24975055":20,"25":[2,3,4,5,6,8,9,11,21,23,27,29],"250":[2,4,7,9],"25000":0,"250084":5,"2500845":5,"25185716":28,"251879":27,"252436":27,"25325161e":27,"25343155":29,"255":3,"255001":27,"25529356":26,"256":[2,4],"25617655e":[6,28],"25617658e":[6,28],"25695398":29,"2572":9,"2575":9,"259153":[11,27],"2597":9,"26":[2,6,9,16,29],"26093249":20,"26124692":6,"26292364":29,"26297455":27,"26301436":5,"26409315307910025":[6,28],"2640931530791004":[6,28],"2650":9,"265109911":4,"2654":9,"2662882":26,"26710969":5,"26773827":20,"26780278":5,"26792572":20,"268":9,"26814548":6,"26995402":27,"27":[0,1,2,6,29],"270350130579073":11,"27065633":28,"27486761":5,"274868":5,"2750":9,"27518808":26,"276263":[11,27],"27700":9,"27760":9,"27924636":5,"27n_":23,"28":[1,2,3,4,6,9,23,29],"280573":5,"280647":[11,27],"28205578e":27,"282075":5,"28207517":5,"28238649":20,"282727":[11,27],"2830637392":4,"28336218e":[6,28],"28390":9,"28391978":27,"28443039":29,"28475098":8,"2861":23,"2871":9,"2873":9,"2882":23,"2886":23,"2890":[0,26],"2892":23,"28986131":23,"29":[2,6,9,29],"2915":23,"29167186":5,"2931":26,"29313228":20,"29487549e":27,"296697":11,"29669702":11,"2968":26,"2980":26,"29822833":[6,28],"2990":26,"29920468":20,"299748":27,"2_":12,"2_1":12,"2_2":12,"2_3":12,"2_i":12,"2_m":[6,23,29],"2_t":13,"2_x":23,"2b":23,"2cm":8,"2d":[1,3,11,12,19,26],"2e":[6,29],"2f":[0,7,9,10,11,12,26,27],"2g":2,"2g_i":2,"2k":3,"2m":[6,29],"2n":[0,2,3,26,27],"2nd":9,"2p":23,"2pm":24,"2pt":4,"2u":[],"2x":[0,3,8,13,26],"2x_ix_jy_iy_j":8,"2x_j":8,"2y_i":10,"2y_j":8,"3":[1,2,3,4,5,6,7,8,9,10,11,12,13,14,17,18,19,20,21,22,23,24,28,29],"30":[0,1,2,4,6,7,9,10,13,16,24,27,29],"30000":[0,26],"30010":9,"30119421":8,"30132427":20,"302":29,"30258509":[20,26],"30283188":28,"303":6,"30442964":27,"30466214e":[6,28],"30481195":20,"3072":3,"30764357e":27,"3076923076923077":9,"30787294":6,"30820040103372":11,"30873019":26,"30940":9,"3099":29,"31":[2,12,20,23],"310579":27,"3105791":27,"312":28,"3123314713548606":[6,29],"31276579e":[6,28],"313":28,"31318084":5,"313851":5,"31385129":5,"31457796":5,"31471398":26,"315":[6,28],"3155":[0,5,6,28,29],"31566127":26,"316":28,"31718909":11,"317367":11,"31896852":8,"31901056":23,"3199881":26,"32":[3,4,6,8,12,13,20,23],"3200":1,"3207":29,"32149601703519115":[6,29],"3214960170351912":[6,29],"3215":9,"32186558":26,"32238906":11,"322768":5,"3227683":5,"32351459e":27,"32399798":20,"324":2,"3245":2,"32450054":27,"3250":1,"3262":6,"326238":27,"32740721e":27,"32791346e":27,"33":[0,2,9,12,20,24],"33047051":5,"330471":5,"33066907e":[5,27],"33166055e":5,"331939":27,"333":7,"33435469":20,"33540382":20,"34":[2,9,20],"340071371496255":27,"3403":9,"340782":[11,27],"34114547":5,"34175429":23,"342680":27,"3436":[0,26],"34367970":6,"34369306":26,"3437":[0,26],"34412923":27,"34565973":11,"345660":11,"34569596":5,"34693879":26,"34782766":23,"3480159":20,"35":[0,2,6,17,21,23,24,26],"35140":9,"351636":[11,27],"35182854":5,"35389684e":27,"3544313922":6,"35444257":27,"35470445e":[5,27],"35514368":26,"35533773":6,"35577273":26,"356399":27,"357508":27,"35768161":26,"3581341341":4,"359":[5,28],"36":[0,2,5,6,21,23],"360":1,"36097931e":27,"3613":9,"361556":27,"3621311":5,"3632959111950474e":[6,28],"363295916366933e":[6,28],"36417623":26,"3655222":5,"367":[2,9],"36895644":29,"369139":[11,27],"36985812":26,"37":[9,21],"37040343":23,"370782966":4,"37239927e":27,"373465215701515":9,"37396662":[6,28],"37409975e":27,"37416502e":27,"37504943":20,"377372":27,"37737221":27,"3777801602":6,"37900111":[6,28],"38":[9,21,23],"380":9,"38135733e":[6,28],"38157698":26,"3817475779":[6,29],"3823545":20,"38267862":5,"382679":5,"38461538461538464":9,"386":9,"38629436":[20,26],"387":29,"38827994":6,"38916861e":[6,28],"3892":29,"38962192e":[6,28],"39":[0,9,24,26],"39197698":27,"391977":27,"39214397":27,"392144":27,"394":9,"394285":11,"39428522":11,"3952007":20,"39579407":5,"39706027":23,"39706038":5,"397700":[11,27],"39789527":[20,26],"3983":6,"39931051e":27,"399836":27,"39990572e":27,"3d":[2,3,4,6,13,21,29],"3f":[1,3,9],"3n":20,"3x":[2,8],"3x_i":2,"3y":8,"3yk470mj5p931p9dtkk0y6jw0000gn":[1,6,26,29],"4":[1,2,3,4,5,6,7,8,9,10,11,12,13,14,17,20,21,23,26,28,29],"40":[1,6,9,21,24,26,29],"400":4,"4000":[9,26],"40030144":20,"40103689":11,"401037":11,"401842":[11,27],"40332158":23,"40420245":20,"405":9,"4050":[25,26],"405890":[11,27],"40620066":27,"406201":27,"407":9,"40720059":23,"408":9,"4087":9,"4087793":5,"40892859":26,"40927184e":[6,28],"40contain":[],"41":[2,9,20],"4107":9,"41237041":26,"41253101":23,"41383693":26,"41433969":5,"4150":[],"41511965e":1,"4155":[2,15],"4162706317":6,"4166666666666667":9,"41691626":20,"41761415e":27,"41790782":26,"41847076":23,"418506":[11,27],"41858649":20,"41882037e":[6,28],"41988809":20,"42":[1,4,8,9,10,20],"4230769230769231":9,"42379872":23,"42441033":5,"42450":9,"426":[6,9],"42742185":26,"42765083e":27,"429":29,"43":[0,1,2,7,9,20],"43054282":5,"4310":26,"43246775e":27,"43295279":20,"433":29,"43330971e":[6,28],"43442461":20,"435163":27,"43579948e":[6,28],"43639284e":27,"436462435":4,"43766686":11,"438060758":6,"438136":27,"439230":6,"44":[0,1,2,20],"44049151":26,"44089210e":[5,27],"441":[3,4,14],"442":[3,4,14],"442600":[11,27],"443":[3,4,14],"443217":27,"44395301":28,"444":[3,4,9,14],"4442873":23,"445":[3,4,14],"446033":29,"44624525e":27,"44757627":23,"44970586e":1,"45":[0,2,9,24,26],"450":9,"450257":[11,27],"4504":9,"45312744":26,"45422069":20,"455173":29,"4557763":11,"455947":27,"456":9,"457":2,"458027":27,"458078":[11,27],"45915671e":27,"45937581":26,"45960079":5,"46":[2,9,24,26],"460":[9,11],"4601":9,"46124943e":27,"46153846153846156":9,"462":7,"46260797e":27,"46383925e":[6,28],"46383926e":[6,28],"46415888336127775":28,"46608732e":27,"46659511":26,"46713267":28,"46736215":29,"46749552e":27,"4676059":27,"467606":27,"46922796":5,"469228":5,"469596964296967":5,"46984697e":[6,28],"47":[2,9,24,26],"47042744":5,"470478":11,"4704785":11,"47051432":29,"470714":27,"47075725":6,"47116868e":[6,28],"47125748":5,"47132891":5,"47176716":[],"47176783":[],"47179152":[],"47187014":23,"47313680":29,"47610036":6,"47647836":26,"4768597":20,"47734350e":27,"47780495":5,"477805":5,"47815203":11,"47826973":23,"479465113":4,"48":[9,29],"481979":6,"48257387":[24,26],"48329035":23,"48447474":20,"48476997":11,"48494803":28,"48593774":20,"48655388":20,"48688666":11,"486887":11,"48780047":23,"48898864":20,"48994188":5,"49":[5,6,9,11,21,27],"49152":3,"4940954":[0,26],"49510364":20,"4959161509357395e":[6,28],"4959161509366685e":[6,28],"49622615e":27,"49724059":23,"49775827":20,"4990":23,"49905638":26,"4992":23,"4997":23,"4c4c7f":[9,10],"4d":3,"4f":6,"4pm":[24,26],"4y":8,"4y_i":10,"5":[1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,20,21,23,26,27,28,29],"50":[1,2,3,4,6,7,8,9,10,13,26,27,29],"500":[1,3,4,6,9,10,13,29],"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,"50066971":23,"5018":23,"50227564e":[6,28],"50321091":5,"50427787":29,"50470576":26,"50530832":29,"506":0,"50641483":23,"506553":27,"50655336":27,"507d50":[9,10],"50846111e":[6,28],"50846112e":[6,28],"50j":13,"50x10":1,"51":10,"510":1,"51084243":20,"51097872":5,"51178631e":27,"511888":5,"51198558e":27,"51374050":29,"51383260e":27,"514219":27,"51542953":27,"51566561":26,"51569907":20,"51631859":26,"51681181e":27,"5177783846":4,"519327774467847":20,"52018478":20,"5222222222222223":1,"52362157e":27,"52511377":20,"52554699e":27,"52656770e":27,"526744":[11,27],"52780600":29,"528698":5,"52869849":5,"52870818":11,"52874252":5,"53":[2,9],"5303329":11,"5305555555555556":1,"531280":27,"53541027":20,"53603254":20,"53607935":20,"53703498":6,"53738247":29,"5378811":11,"5384615384615384":9,"539261":[11,27],"54":[2,6,9,23],"540":9,"54039921":5,"54041041e":5,"541605":27,"54213195":26,"543939":27,"54393936":27,"54428380e":27,"544439":27,"54637219":29,"55":[1,2,9],"55119373":20,"55217048":26,"5545673":26,"5555555555555556":1,"55640817":26,"5567":6,"55757089e":27,"557795":[11,27],"55796518":20,"55854694":11,"55960462":26,"56":[1,2,9],"56033697":5,"56198284":5,"56239321":23,"564":9,"56413916":23,"564374":[11,27],"56466087e":27,"565":9,"56536":[0,26],"56589683":29,"566":9,"56636616e":[6,28],"567":9,"568":[9,29],"56823411":20,"569":[1,9],"56912044e":[6,28],"56939714":5,"56963365":26,"56965674":29,"57":[0,2,8,9,24,26],"570":9,"571":[5,28],"571105947979344e":[6,28],"571105947979412e":[6,28],"57169969":26,"57201944e":[6,28],"574465":[11,27],"576":29,"57652181":26,"5769230769230769":9,"58":[2,9,10,24,26],"58102999e":27,"58310989":26,"58314173e":27,"5833333333333334":9,"583595":27,"58384652":26,"58492636e":27,"58734026":11,"58827236":6,"58886887":20,"5888888888888889":1,"59":9,"591317992":4,"59161025":20,"59354079":6,"5944444444444444":1,"596190":11,"5961905":11,"5972962":26,"59831212":20,"5cm":23,"5f":8,"5x":8,"5y":8,"6":[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,17,20,23,24,26,27,28,29],"60":[1,3,6,9],"60000":4,"60004008e":27,"60010693e":27,"6019067271":4,"60236121":20,"60293962":5,"60314816":26,"60337375":23,"60342978":29,"60393882":20,"60420593":5,"60482174":20,"60518617":20,"60543038":27,"60656897e":27,"60673226":11,"606760":5,"60929685":29,"60943791":[20,26],"60958647":26,"6111111111111112":1,"61124231":20,"612939":27,"613579":27,"614808":[11,27],"6153846153846154":9,"61542957":20,"61562855e":27,"61602252":23,"61775176":29,"61810248":26,"618982":27,"62":2,"6200":26,"6201":26,"6202":26,"6203":26,"6204":26,"62201698e":27,"62373464":11,"625":7,"62528192":26,"62554572":23,"626635268":[6,29],"62725226":28,"62765236":20,"62788541e":27,"628":6,"62894215":5,"629019":11,"62901905":11,"62958747":26,"63":[0,1,2,6,9,29],"63023737":26,"63025821e":[6,28],"63037846":6,"63162342":27,"63249532e":[6,28],"63376422e":27,"63498144":5,"63588621":26,"63619296":20,"6377013":26,"63811548":20,"638618":20,"64":[1,2,3,4,13,20,26],"64012627":5,"640x480":[6,13,21],"64286758":20,"64316192":29,"64403731":20,"64605756":26,"646283":[11,27],"6473418":20,"64742912e":[6,28],"647473":[11,27],"649382":[11,27],"64961094":26,"64x50":1,"65":[1,2,8,9],"651":2,"6515332649941654":5,"65198643":23,"652":2,"652089":11,"65208925":11,"653":2,"6536392":27,"65367685e":27,"654":2,"65442354":27,"654424":27,"655":2,"65571174e":27,"65599456":27,"65743689":27,"658":2,"65833132":27,"65885453":5,"65891389":27,"658914":27,"659":2,"65904730e":27,"66":2,"660":2,"66064822":27,"66080313":27,"66204648":6,"66294408":27,"6638":9,"6652177":27,"66560":9,"66617168469673":23,"667":9,"668172":27,"66865889":26,"67":[2,9],"67047975e":[6,28],"672721":27,"67314874e":5,"674":29,"67496658":23,"67509467":5,"67801834":27,"67851352e":27,"68":2,"68078357e":27,"68192193":5,"68286725":27,"68534263e":[6,28],"68542204":5,"685942":11,"68594205":11,"6869":9,"68772578":26,"6887363571":4,"68929213e":[6,28],"689519":[11,27],"69":[2,9,23],"690":9,"690617":27,"69069n_":23,"69087404e":27,"691":1,"6923076923076923":9,"69313903":23,"69475072":5,"694751":5,"69484813e":5,"69504801":6,"69634577e":[6,28],"69695259":5,"6999536":11,"6n_":23,"6pm":26,"7":[0,1,2,3,4,5,6,7,8,9,11,12,13,14,15,20,22,23,25,26,27,28,29],"70":[1,6,7,9],"700258285068488":23,"70025829":23,"70037324e":27,"701370":5,"70162272":23,"70435575e":27,"70653767":4,"70710678":[5,27],"70832814":5,"7086067479626619":27,"71":1,"7106484566285455":23,"71142161":27,"711422":27,"7119":9,"712018":[11,27],"71384474e":27,"71538320e":27,"71737253":27,"71761101":27,"718165":5,"72048339":20,"72174172":11,"72219105e":27,"72271878e":[6,28],"7236674":5,"724":3,"72532661":26,"72545392e":27,"72664028e":27,"72793290e":27,"72859758":5,"72981762":8,"73":[6,9,29],"731000":27,"73184876":20,"73185968e":27,"73223692e":27,"733096":27,"73435999":26,"7345483":20,"73537890e":27,"73600557":23,"73972932":26,"74":[6,29],"740":9,"74063343e":27,"74070824e":27,"74081822":8,"74222022e":27,"7423220054006":23,"74232201":23,"74303070e":27,"74384949":27,"74474996":26,"7458376":26,"74607851":27,"74647981e":27,"74720185":20,"74829661":27,"74830119e":27,"74840039":26,"74840212":5,"74947597":11,"749476":11,"7496":[],"749765":27,"75":[5,6,8,9,11,21,27,29],"7500735612987705":11,"7503":[],"750445":27,"75050135":27,"75079864":26,"751699":[11,27],"75170092":5,"75199355":20,"75269037":27,"75309603":20,"75437273":11,"754373":11,"75576555":27,"756352":27,"7577":29,"75770568":27,"76":[2,9,24,26],"76160572":0,"76187240e":27,"76190591":28,"76212914":26,"76428845":26,"76471048":20,"76478383":23,"765":7,"76681867":11,"76690383":29,"76887029e":27,"7692307692307693":9,"76936315":5,"7694444444444445":1,"77":[9,24,26],"77152076":5,"7718":9,"77519276":20,"77714169":8,"7782028952":4,"77921992":20,"77966116":23,"7796611648499043":23,"78":2,"78009660e":27,"78058232e":27,"7809358":23,"78156479e":5,"78184120e":[6,28],"78546777":26,"78584667":23,"78890834":23,"78941903":5,"79":2,"79036971":5,"790370":5,"79111643":5,"79189954":26,"793167":27,"794282":[11,27],"7953443":28,"79633065":29,"79689487":26,"79704553":20,"79778008":6,"797e":6,"79909592":[],"7993408651198877":[],"79934087":[],"7995707762668065":[],"7d7d58":[9,10],"8":[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,18,20,21,23,26,27,28,29],"80":[0,1,2,5,6,8,9,27,28,29],"800":[4,7],"80006807":26,"80291466":26,"80354994":6,"80460179":29,"80469739":5,"8055555555555556":1,"8058":29,"80609615e":[6,28],"80609616e":[6,28],"80816668":5,"808167":5,"80847477e":[6,28],"80919738":20,"81":1,"81048318e":[6,28],"81160425":5,"81194394":26,"81203214":23,"81333808":6,"815am":[24,26],"81633628":11,"816454":27,"816847":27,"81700981":26,"82":2,"82168579e":27,"82198978":5,"82566059e":27,"8265786":5,"82924408":5,"83":2,"8305555555555556":1,"831048":5,"8310483":5,"83146596":29,"83223115":23,"83460016":20,"83512277":5,"83870189":6,"83954195":23,"84":2,"842":[0,7],"842436":27,"843":[0,7],"84355903e":1,"84388592":26,"844":[0,7],"84443254e":1,"8461538461538461":9,"84716164":23,"84780262":6,"84858":29,"84880366":11,"8492168":26,"84923989e":[6,28],"84963695":5,"849637":5,"84994524":5,"85":[1,2,9],"85013763":26,"850164":5,"85263220":6,"85278920e":5,"85533937":20,"85601992":5,"858":9,"8583333333333333":1,"86":[0,2],"86062977":6,"86117291":5,"86134827":5,"86145244":11,"86260426":20,"86273371":28,"8638888888888889":1,"865":[0,7],"86528841":26,"86557766e":27,"866":[0,7],"86630":9,"8666666666666667":1,"867":[0,7],"86810":9,"87":9,"8702784034":4,"87068171":28,"87072815e":27,"87078":11,"8722222222222222":1,"87381451":5,"875":1,"87599676":20,"87627342":29,"877":6,"87923449":26,"88":[2,26],"88046261":5,"8805555555555555":1,"88168312e":[6,28],"88182591":27,"88253432e":27,"88323026":27,"88336879":5,"88347937":20,"88354703":20,"8840785":20,"88422263":20,"884669":27,"88529063e":[6,28],"88613493":27,"8888888888888888":1,"89":[2,9],"89126914e":27,"89261577":11,"892616":11,"89288636":11,"89410423":5,"89442642":20,"8944444444444445":1,"89685175":23,"89757312":23,"89794988":26,"89800468":26,"89906633":26,"89954169e":27,"89971681e":27,"8f":[6,29],"8g":[6,29],"8n":20,"8x8":1,"9":[0,1,2,3,4,5,6,7,8,9,11,12,13,14,18,20,21,22,23,24,26,27,28],"90":[1,2,6,9],"90075537":5,"9011":6,"90220243":5,"90266948":5,"9027777777777778":1,"9040":9,"90475506e":[6,28],"9054":29,"9055555555555556":1,"9059370566788297":23,"90593706":23,"906747":5,"9090666":20,"90914803":26,"909446359461397":11,"91":[24,26],"910":9,"9106590586410548":23,"9111111111111111":1,"91128596":5,"91358186":20,"91402008e":27,"9149137":20,"91492986e":[6,28],"91561163":20,"91660026":5,"9166666666666666":9,"91760278":5,"91812702":5,"918992":27,"91924234":23,"9197998358799464":23,"92":[6,9,24,26],"9230769230769231":9,"92397145":26,"924251":11,"9242511":11,"924e":6,"925":1,"92507116e":1,"92578916":5,"926564304542535":26,"92674248":20,"92740215":23,"92756256":28,"9277777777777778":1,"92878175":23,"9305555555555556":1,"931":[0,26],"93155188":5,"93158979":5,"93176482":26,"933":[5,28],"93356853e":27,"93492130e":[6,28],"93601008e":27,"937":23,"937082":27,"93742122":26,"93792515":26,"93799826":5,"938":23,"9387":9,"939":[0,23,26],"9392":6,"94":[9,23],"94226022e":[6,28],"94273542":27,"94284104":5,"94320205":5,"9444444444444444":1,"94556653e":27,"94591015":[20,26],"94639099":11,"946957":5,"9472222222222222":1,"94781064":28,"9482527":5,"94897736":26,"9492":6,"95":[1,9,11,29],"95008046":6,"95154558":20,"95231424":5,"952387":27,"95274315":20,"9527777777777777":1,"95284275":5,"953065564":1,"95351665":5,"954":23,"95511792":27,"955118":27,"9555555555555556":1,"955820c21e8b":4,"956563":[11,27],"95684892":5,"95782166e":27,"958228616652075":5,"95980855e":27,"96":[6,9,11,29],"960":23,"9601304850035702e":[6,28],"9601304850073734e":[6,28],"96024953":5,"9603":6,"96084663":5,"961":23,"962":23,"9637117593816477":[6,28],"9640435":5,"9649652536":4,"965548":27,"96631321":27,"96688672":5,"9674916":5,"967809":[11,27],"97005689":5,"97056672":20,"97065359":29,"97108525e":27,"9722222222222222":1,"97243128":5,"972591":5,"97300836":5,"97497404e":[6,28],"975":1,"97507735":5,"97630233":29,"97705827":5,"97758848":5,"9777777777777777":1,"978":29,"9780387310732":25,"9780387848570":25,"9781098134174":26,"9781492032632":25,"9781801819312":26,"978553":5,"97898392":[6,27,28],"97906022e":27,"97926491":5,"97979891":6,"97992238e":27,"98":[0,1,9],"980":9,"9805555555555555":1,"98091621":5,"981321":27,"98139097":5,"98275501":5,"98279090e":27,"9828":[],"983310":27,"98368659":26,"9841":[],"98413059":5,"98454786":5,"985":23,"98566191":5,"986":23,"9861111111111112":1,"98625331e":27,"98650215":26,"98650823":26,"986699":5,"98680716":5,"98716878":5,"98808176":5,"98822371":6,"9888888888888889":1,"989":23,"9890348":5,"9893447":5,"98947894":27,"9898ff":[9,10],"99":[6,9,11,13,29],"990":9,"99009525":5,"99021575e":27,"99088801":5,"991":23,"99115119":5,"99176998":5,"992":23,"99217800e":27,"9923539830272697":27,"99242921":5,"99265097":5,"993":23,"99316252":5,"99371056":5,"99371466":23,"99389612":5,"9943201":5,"9947756":5,"99492986":5,"99509854":26,"9951502749739212":27,"99528218":5,"99539415":5,"99566069":5,"99578809":5,"996":[5,28,29],"99608161":5,"9963961":5,"9964486445275116":27,"99650061":5,"9967458":5,"99700706":5,"99709215":5,"99729756":5,"99751458":5,"99758326":5,"99762142":28,"99775587":5,"99793613":5,"99799099":5,"998100":5,"99810021":5,"99813653":5,"99828624":5,"9983295":5,"99845267":5,"99854557":27,"998577":5,"99861053":5,"99862019":27,"99869482":27,"99871521":5,"99876945":27,"99881845":5,"99883628":27,"99884384":5,"99884409":27,"99884986":28,"99891093":27,"99891873":27,"99893323":5,"99898558":27,"999":[9,23],"99901896":5,"99903755":5,"99906023":27,"9990927157696581":28,"99911427":5,"99912709":27,"99913489":27,"99918546":5,"99919837":5,"99920175":27,"99926459":5,"99927642":27,"9993237":5,"99933188":5,"9993511":27,"99938942":5,"99941797":27,"9994385":5,"99944272":5,"99949266":27,"99949306":5,"99953381":5,"99953475":5,"99956735":27,"99957911":5,"99961294":5,"99965056":5,"99967865":5,"99970894":27,"99970988":5,"9997332":5,"99975913":5,"99977849":5,"99978365":27,"99980002":5,"9998161":5,"99984732":5,"99987324":5,"99989476":5,"9999":[],"99991263":5,"99992746":5,"99993978":5,"99995":5,"999955585168597":[6,28],"9x":[6,21],"9y":[6,21],"\u00f8yvind":[6,27,28],"abstract":1,"boolean":4,"break":[0,4,6,11,14,26],"byte":[20,26],"case":[0,1,2,3,4,5,6,7,11,12,13,14,16,19,20,21,26,29],"catch":0,"class":[0,1,3,4,6,7,8,9,11,12,13,23,26,29],"default":[0,1,2,4,6,7,8,16,20,21,26,27,28],"do":[0,2,3,4,5,6,8,9,10,11,12,13,14,15,16,20,21,26,27],"ekstr\u00f8m":4,"export":9,"f\u00f8470":[24,26],"final":[0,1,2,3,4,5,6,7,8,9,10,11,13,14,16,18,21,22,23,24,26,29],"float":[0,3,4,5,9,11,13,14,20,26,27],"function":[2,3,4,5,9,14,15,16,17,18,19,20],"import":[0,1,2,3,4,6,7,8,9,10,11,12,13,14,15,16,17,21,23,29],"int":[0,1,2,3,4,5,6,11,13,14,20,23,27,29],"long":[0,1,3,4,12,13,26],"m\u00f8svatn":[6,21],"new":[0,1,2,3,5,6,7,8,9,10,11,13,14,17,20,26,27],"public":[0,19,26],"return":[0,1,2,3,4,5,6,7,8,9,11,13,14,20,21,23,26,27,28,29],"sch\u00f8yen":[6,27,28],"short":[4,5,21,28,29],"super":[5,27,28],"switch":0,"throw":[3,6,23,29],"true":[0,1,2,3,4,5,6,7,8,9,10,12,13,14,15,16,20,21,23,26,27,28,29],"try":[0,1,2,4,5,6,7,8,9,10,11,13,14,15,16,19,20,21,23,26,27,28,29],"var":[1,5,6,10,11,18,21,23,26,27,28,29],"while":[0,1,3,4,5,6,7,8,9,11,12,13,23,26,27,28,29],A:[2,3,5,6,7,10,11,12,13,16,18,19,20,21,22,23,24,25,27],AND:2,And:[0,3,4,5,6,9,13,19,21,23],As:[0,1,2,3,4,5,6,8,10,12,13,16,20,21,23,26,27,28,29],At:[0,4,6,13,21,26],BE:[0,26],Be:[2,19,26],Being:13,But:[0,1,2,3,5,6,9,10,23,27,28,29],By:[0,3,5,6,12,13,17,20,26,27,28,29],For:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,25,26,28,29],IF:[6,28],IN:25,If:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,15,16,19,20,21,23,26,27,28,29],In:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,19,20,21,23,25,26,27,28,29],Is:11,Ising:[5,12,27],It:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,19,20,21,23,26,27,28,29],Its:[1,2,4,11],NO:[9,11],No:[0,6,7,9,26,28],Not:[0,1,5,6,27,28,29],OR:23,Of:23,On:[0,3,9,15,21,22,23,24,25,26],One:[0,1,3,4,5,6,7,8,11,12,13,17,21,23,27,29],Or:[0,1,6,21,26],Such:[0,6,12,16,23,29],That:[0,5,7,10,11,12,14,21,23,26,28,29],The:[4,10,13,14,15,16,18,20,21,22,23,24,25],Then:[0,1,6,8,9,10,11,12,13,14,20,21,26,29],There:[0,3,4,5,6,8,9,11,12,14,20,21,22,23,24,26,27,28],These:[0,2,3,4,5,8,9,10,11,12,13,14,15,16,20,21,23,24,26,27,28],To:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,20,23,28,29],With:[0,5,6,8,9,10,11,12,14,18,20,21,23,26,27,29],_0:[5,8,10,11,13,27],_1:[2,5,6,8,10,11,12,13,14,20,27,28],_2:[2,5,8,11,12,13,20,27],_3:20,_4:20,_9:13,_:[0,1,2,4,5,6,7,8,9,10,11,12,13,17,18,20,21,26,27,28,29],__class__:10,__doc__:[6,29],__enter__:[0,7],__future__:[8,9],__getattr__:28,__getattribute__:26,__getitem__:[0,7],__init__:[0,1,2,3,4,7,14,28],__main__:2,__name__:[2,10,28],_accessor:26,_auto10:[6,12],_auto11:6,_auto12:6,_auto1:[2,3,4,5,6,7,12,13,20,23,27],_auto2:[2,3,4,5,6,12,13,20,23],_auto3:[3,4,5,6,12,13,20],_auto4:[4,6,12,13,20],_auto5:[4,6,12,13,20],_auto6:[4,6,12,20],_auto7:[4,6,12,20],_auto8:[6,12],_auto9:[6,12],_base:8,_build:[0,17,19,21,25,26],_c:1,_can_hold_identifiers_and_holds_nam:26,_check_optimize_result:[9,11],_class:8,_compon:11,_coordinate_desc:6,_depth:9,_fraction:9,_generatorcontextmanag:[0,7],_i:[0,1,2,5,6,7,8,11,12,13,15,16,17,21,26,27,28,29],_info_axi:26,_j:[0,1,2,3,5,6,8,13,17,21,27,28,29],_k:13,_l:12,_lambda:[6,26],_leaf:9,_ll:[3,4,14],_logist:[9,11],_m:10,_make_vjp:2,_multilayer_perceptron:1,_n:[2,5,8,11,13,27],_node:[2,9],_o:[3,4,14],_open_file_or_url:[0,7],_p:[5,8,27],_plugin_dir:[3,4,14],_ratio:11,_rc_params_in_fil:[0,7],_s:[3,4,14],_sampl:9,_split:[6,9,21],_t:13,_test:[6,21],_tf_getinputpropertieslist:[3,4,14],_trace:2,_valu:2,_varianc:11,_weight:9,a0:3,a0faa0:[9,10],a1:[0,26],a2:[0,26],a3:[0,26],a4:[0,26],a_0:[0,26],a_1a:[0,26],a_1x:[],a_2a:[0,26],a_2x:[],a_3:[0,26],a_3a:[0,26],a_4:[0,26],a_4a:[0,26],a_:[0,1,16,20,26,27],a_h:1,a_i:[0,1,2,12,26],a_j:[1,12],a_k:[0,1,12],aaron:25,ab:[0,2,5,13,14,21,26,27,28],ab_channel:19,abandon:1,abbrevi:22,abid:23,abil:[0,10],abl:[0,1,4,5,6,7,10,12,13,16,21,27],about:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,19,20,21,24,28,29],abov:[0,1,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,20,21,23,25,26,27,29],abovement:[6,26,29],abscissa:13,absolut:[0,2,5,6,13,26,27,28,29],absorb:[27,28],acceler:13,accept:[0,3,6,9,21,26,27],access:[0,3,11,23,26],accid:[4,6,29],accompani:[0,26,27],accomplish:[8,9,13],accord:[0,1,2,5,6,9,12,13,14,15,16,23,26,28,29],accordingli:11,account:[0,3,5,13,15,23,26,28,29],accumul:[12,13,23],accur:[0,3,4,6,10,13,29],accuraci:[0,1,3,4,5,6,7,9,10,11,12,26,27],accuracy_scor:[0,1,10,26],accuracy_score_numpi:1,achiev:[0,1,5,6,8,12,20,26,28,29],aco:23,acquaint:19,acquir:[1,19,26],acr:0,across:[1,3,6,9,19,26,29],act:[1,3,20],action:23,activ:[0,2,3,4,9,22,24,26],actual:[0,1,4,5,6,8,11,16,20,23,26,27,28,29],ad:[1,3,4,5,8,13,15,16,20,28,29],ada_clf:10,adaboostclassifi:10,adadelta:13,adagrad:[],adam:[1,3,4,24,26],adapt:[4,6,13,25,29],add:[0,1,2,3,4,5,6,8,10,11,12,15,16,17,21,23,26,27,28,29],add_outgrad:2,add_subplot:[1,7,12,14],addendum:5,addit:[0,2,3,5,6,7,8,9,10,12,13,15,17,19,20,21,23,24,25,26,27,28,29],addition:[12,13],address:[1,9,11,13,26],adjac:[3,12],adjoint:[5,27,28],adjust:[0,5,12,13],admir:[0,26],advanc:[4,6,12,25,26,29],advantag:[1,3,5,6,10,13,20,28,29],adversari:26,afecionado:26,affect:3,affin:[0,3,8,11,27],afford:3,aficionado:26,aforement:14,african:0,after:[0,1,2,4,5,6,9,11,12,13,15,19,20,21,23,26,27,28,29],afterward:[0,26],ag:[0,7,22,26,27],ag_0:2,again:[0,1,4,5,6,7,8,10,11,12,13,15,16,21,23,26,27,28,29],against:[1,4,7,10],agegroup:7,agegroupmean:7,aggreg:[9,10],agorithm:10,agre:[5,6,23,28,29],agreement:13,ahead:9,ai:[0,25],aid:11,aim:[0,1,4,6,7,11,14,15,16,19,20,21,27,29],ainv:5,airplan:3,aka:[5,28,29],al:[0,2,4,15,16,17,21,25,26,27,28,29],alarm:[5,7,28,29],aldo:27,algebra:[0,3,5,13,19,27,28,29],algorithm:[0,1,2,4,5,6,7,8,13,14,19,20,21,23,25,26,28,29],align:[0,2,5,6,7,8,13,21,23,26,27,28,29],all:[0,1,2,3,4,5,6,7,9,10,11,12,13,14,15,19,20,21,22,23,24,25,26,27,28,29],allevi:[1,13],alloc:[3,20],allow:[0,1,2,3,5,6,8,10,13,15,16,19,20,21,26,27,28,29],almost:[0,1,6,8,11,13,23,29],alon:[2,9],along:[2,3,4,5,6,9,10,11,19,20,26,27,28,29],alpha:[0,1,2,3,4,6,7,8,9,10,13,14,23,26,27,29],alpha_0:3,alpha_1:3,alpha_2:3,alpha_:10,alpha_i:[3,13],alpha_k:13,alpha_m:10,alpha_n:3,alpha_opt:13,alreadi:[2,3,4,5,6,10,12,19,20,23,26,27,28,29],also:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,26,27,28,29],alter:1,altern:[0,1,4,5,6,8,9,11,13,20,21,26,27,28,29],although:[0,1,5,6,8,10,13,16,26,28,29],alwai:[0,3,5,6,12,13,16,21,23,26,27,28,29],am:4,ame2016:[0,26],american:0,among:[0,3,5,9,10,12,20,26,27,28],amongst:[5,28,29],amount:[0,1,3,4,6,8,10,14,19,29],an:[1,2,3,5,6,7,8,9,11,12,13,14,15,16,17,19,20,21,23,24,25,27,28,29],an_:23,anaconda:[0,1,15,19,21,26],analog:13,analys:[6,28,29],analysi:[1,3,4,7,14,15,16,17,20,25],analyt:[2,3,5,6,7,12,13,15,19,21,26,27,28,29],analyz:[0,1,3,4,5,6,16,17,21,23,27,28],andrew:1,angl:[0,3,9,27],anharmon:3,ani:[0,1,2,3,4,5,6,7,8,9,10,12,14,18,23,26,27,28,29],anim:[4,12],ann:12,annot:[0,1,3,7,8,26],announc:26,anoth:[0,1,3,4,5,6,7,8,10,11,12,13,20,21,23,26,27],anp:2,ans_vspac:2,ansatz:[0,26],answer:[0,1,3,5,6,20,21,24,26,28,29],antialias:[2,6,21],anticip:4,anymor:[1,8],anyon:[4,8],anyth:[1,23],anytim:[24,26],apach:1,apart:[11,13],api:[1,19,26],appar:2,appear:[0,1,3,13,16,20,23],append:[1,3,4,8,9,13,26],appendix:21,appli:[0,1,2,3,4,6,7,8,9,10,11,12,13,15,16,21,23,25,26,27,28,29],applic:[0,1,3,4,5,6,7,9,12,13,20,21,23,25,26,27,29],apply_gradi:4,approach:[1,2,4,5,6,9,10,11,12,13,17,19,23,25,27],appropri:[2,6,9,12,13,19,23,29],approv:26,approx:[0,2,3,6,10,11,13,23,26,29],approxim:[0,1,2,3,4,5,6,7,10,11,13,18,21,23,26,27,28,29],apt:[0,15,19,21,26],aq:23,ar:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,19,20,21,22,23,24,25,26,27,28,29],aragorn:26,arang:[1,3,4,6,7,9,10,12,13,21,26],arbitrari:[1,4,6,8,12,13,23,29],arbitrarili:[0,1,11,26],arc:[6,21],architectur:[3,4,12],archiv:[],area:[0,3,6,9,21,25,26],arg:2,argmax:[1,11],argmin:[4,10,14],argnum:2,argnum_0:2,argnum_1:2,argsort:11,argu:[1,13],argument:[0,2,3,5,6,11,12,13,21,26,27,28,29],argval:2,aris:[0,6,12,13,23,26,29],arithmet:[0,13,20,26],arm:[6,28],armadillo:20,around:[0,1,4,5,6,11,23,26,28,29],arr:2,arrai:[0,1,2,3,4,5,6,7,8,9,11,12,13,14,19,21,23,27,28,29],arrang:[3,26],arraybox:13,arriv:[0,6,9,11,20,23,26,29],arrow:12,arrowprop:8,art:[0,1,15,19,26],articl:[0,3,4,6,10,18,21,26,27,28,29],artifici:[0,2,7,12,25,26],artificialneuron:12,arug:13,arxiv:[3,4,21],asarrai:[0,2,6,9,27,28],asid:27,ask:[5,6,11,12,21,28,29],aspect:[0,6,19,21,26,27,28],assembl:[0,3,26],assert:4,assess:[0,6,21,26,27,28,29],assici:4,assign:[0,7,8,9,12,13,14,22,24,25,26],associ:[0,6,9,12,14,23,26,29],assum:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,20,21,23,26,27,28,29],assumpt:[0,3,5,6,9,11,18,21,23,26,27],ast:[0,5,6,18,21,26,28,29],astronomi:[26,28],astyp:[4,9,10],asymmetri:[0,26],asymptot:[4,6,29],atom:[0,26],attempt:[0,4,6,7,8,10,26,28],attend:22,attent:[0,20,26],attr:28,attract:[0,10,26],attribut:[0,9,26,28],attributeerror:[26,28],audi:[0,26],audio:[3,4],august:[15,16,26],aurelien:[0,15,22,25,26],austfjel:[6,21],author:[0,1,10,23],authour:26,auto:[8,9,10,23],auto_exampl:[21,28],autocor:23,autocorrelation_tim:23,autocorrelform:23,autocovari:23,autoencod:[4,19,26],autoencond:19,autograd:[19,26],autom:[0,19,25,26],automac:20,automag:26,automat:[0,1,2,3,4,11,16,19,20,26],automobil:3,autonom:4,avail:[0,1,4,6,7,10,11,15,19,20,21,22,24,25,26,29],averag:[0,1,3,6,9,10,13,14,23,24,26,27,28,29],avoid:[0,4,5,6,9,11,13,20,26,27,29],awai:[2,3,6,27,28],awar:[2,10],award:[24,26],ax:[0,1,2,3,4,6,7,8,9,10,11,12,13,14,20,21,26,29],axes3d:[2,6,13,21],axes_grid1:6,axhlin:8,axi:[0,1,2,3,4,6,7,8,9,10,11,12,13,14,20,21,23,26,27,28,29],axiom:[5,28,29],axlabel:[0,26],axvlin:[4,8],axvspan:4,b1:8,b2:8,b3:8,b:[0,1,3,4,5,6,8,9,10,12,13,14,15,16,23,24,26,27,28,29],b_0:0,b_1:[0,2,12,13],b_2:[0,13],b_5:13,b_:[0,1,20],b_group:9,b_i:[0,1,2,12,26],b_ia_:[0,26],b_ia_i:0,b_index:9,b_j:[1,12],b_k:[0,1,12,13],b_m:12,b_score:9,b_valu:9,babcock:26,bachelor:[22,24],back:[0,3,4,5,6,8,9,10,15,20,23,26,27,28],backbon:20,backend:[0,1,4,7],background:[25,26,27],backpropag:1,backtrack:9,backup:20,backward:[1,2,4,12,20],backward_pass:2,bad:[6,27,28],badli:23,bag:[9,19,26],bag_clf:10,baggin:26,baggingboot:10,baggingclassifi:10,baggingtre:10,balanc:[6,29],band:20,bandwidth:20,bar:[0,6,11,15,16,21,26],barber:25,bare:[4,10],base:[0,1,3,4,5,7,8,9,10,14,19,23,24,25,26,27,28],basi:[5,7,8,10,11,12,13,20,27,28],basic:[2,6,8,12,13,14,19,21,23,26],batch:[3,4,11,12,13],batch_shap:4,batch_siz:[1,3,4],batchnorm:4,bay:7,bayesian:[5,19,25,26,28,29],beam:26,becattini:24,becaus:[0,1,2,3,4,5,6,8,9,12,13,14,26,28,29],becom:[0,1,2,5,6,7,9,12,13,23,26,27,28,29],been:[0,1,2,3,4,5,6,11,12,13,19,20,21,26,27,28,29],befor:[0,1,2,3,4,5,6,7,8,12,13,14,20,21,23,26,27,28,29],beforehand:[0,23,26],begin:[0,1,2,3,4,5,6,7,8,9,11,12,13,14,20,21,23,24,26,27,28,29],behav:[1,6,13,29],behavior:[0,1,13,26],behaviour:12,behind:[0,1,6,8,13,26],being:[0,1,2,3,4,5,7,8,10,11,12,13,17,23,26,27,28,29],believ:[9,20],belong:[7,8,9,13,14],below:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,20,21,23,26,27,28,29],benchmark:10,benefici:[1,13],benefit:[0,1,4,11,13,15,19,26],bengio:[1,22,25,26,27],benign:[1,7,9],besid:[4,5,28],bessel:[5,27,28,29],best:[0,1,2,3,4,5,6,7,8,9,10,12,13,21,24,26,27,29],beta:[0,1,3,5,6,7,10,11,13,16,17,18,21,26,27],beta_0:[0,1,3,5,6,7,13,26,27,28],beta_0x_:[0,26,27],beta_1:[0,1,3,5,6,7,10,13,26,27,28],beta_1x_0:[0,26],beta_1x_1:[0,7,26],beta_1x_2:[0,26],beta_1x_:[0,26,27],beta_1x_i:[7,13,27],beta_2:[0,3,13,26,27],beta_2x_0:[0,26],beta_2x_1:[0,26],beta_2x_2:[0,7,26],beta_2x_:[0,26,27],beta_2x_i:27,beta_3:3,beta_3x_i:27,beta_4x_i:27,beta_:[0,3,6,7,13,26,27,28],beta_i:[0,3,5,26,27,28],beta_j:[0,5,6,13,18,21,26,27,28,29],beta_k:13,beta_linreg:13,beta_m:10,beta_mg_m:10,beta_n:3,beta_ol:[],beta_p:7,beta_px_p:7,beta_ridg:[],betaol:[],betaridg:[],betavalu:5,better:[0,1,2,3,4,6,9,10,11,12,13,26,27,28,29],between:[0,1,2,3,4,5,6,7,8,9,11,12,13,14,17,21,23,26,27,28,29],beyond:[0,1,5,6,8,13,21,26,27],bf:[13,14,20,23],bg:26,bgd:13,bia:[0,1,2,3,5,8,9,10,12,13,26,27,28],bias:[1,2,3,5,6,9,12,28],bibliographi:21,big:[0,1,2,5,6,14,18,28,29],bigger:[1,6,27,28],bigr:12,bike:9,bilbo:26,billion:[3,12,19],bin:[0,7,23],binari:[0,3,5,7,9,10,12,26,28,29],binarycrossentropi:4,bind:[0,27],binomi:[19,23,26],binsboot:[6,29],bioinformat:0,biolog:[1,12],bios1100:[19,26],bird:[0,3],birth:26,bishop:[22,25,26],bit:[1,4,20,23,26],bitwis:23,bivari:2,bk:[0,13],bla:[20,26],black:[8,9,14],blob:[16,21],block:[6,10,19,20,23,26,29],blog:26,blogpost:4,blue:[0,3],bmatrix:[0,1,3,5,7,8,11,13,20,26,27,28],bmi:1,bodi:[0,1,4,12,26],bold:1,boldfac:[0,5,16,27,28],boldsymbol:[0,1,2,3,5,6,7,8,10,11,13,14,15,16,17,18,21,26],boltzmann:[12,19,26],book1:25,book:[21,25,26,27,29],boost:[1,9,19,26],boostrap:10,bootstrap:[1,13,19,21,26],borrow:26,boston_dataset:0,bot:8,both:[0,1,4,5,6,8,9,10,13,14,15,16,19,20,21,23,24,26,27,28,29],bottl:7,bound:[0,8,12],boundari:[2,4,8,11,12],box:[4,9],boxed_arg:2,boyd:[8,13],bracket:[4,23],brain:[1,7,12],branch:9,breast:[5,7,11,28,29],breat:[],breviti:13,brew:[0,15,19,21,26],brg:8,brief:[21,27],briefli:[0,26],bring:[0,5,6,10,27,28],broad:0,broadcast_idx:2,brought:[13,19,26],brownle:4,browser:26,brute:[3,5,11,27,28],bs:[8,9,10],buffer_s:4,bui:4,build:[0,4,5,6,10,20,23,26,28,29],built:[0,1,3,4,6,29],bunch:11,busi:0,c1:[8,11],c2:[8,11],c:[0,1,2,4,5,6,7,8,9,10,11,12,13,14,15,16,19,20,23,24,25,27,28,29],c_0:23,c_1:12,c_2:12,c_3:12,c_4:12,c_:[0,8,9,10,13,23],c_i:[12,13],c_k:23,ca:[1,26],cach:10,cal:[0,8,10,12,13,15,16,26],calcul:[0,1,2,4,5,6,8,9,10,11,12,13,14,15,16,18,20,23,26,28,29],california:[],call:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,16,18,19,20,21,23,24,26,27,28,29],calor:[0,27],cambridg:[13,25],can:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,23,24,25,27,28],cancel:[0,13,26,27],cancer:[5,10,28,29],cancerpd:7,candid:[8,9,10],cannot:[0,1,4,5,6,7,8,9,22,23,27,28],canopi:[0,15,19,21,26],canva:[21,26],cap:[5,28,29],capabl:[0,1,8,13,19,26],capac:[2,24],capita:0,caption:21,captur:[4,11,12],car:[3,4],card:[0,7,26],cardin:1,care:11,carefulli:13,carlo:[0,6,19,23,25,26,29],carri:[2,6,7,21,29],cart:10,casella:25,cast:1,cat:[3,4],categor:[0,1,3,9,11,26],categori:[0,1,3,7,10,12,14,26],categorical_crossentropi:[1,3],caus:[0,5,6,7,23,26,27,28,29],causal:0,causat:[0,26],cax:1,cb:[6,26],cbar:1,cc:[0,1,5,13,26,27,28],ccc:[5,12,28],cd_fast:6,cdf:23,cdot:[0,2,6,12,13,14,20,23,26,29],celebr:13,cell:[0,1,2,3,4,6,7,8,9,10,13,14,21,28],center:[0,1,6,7,8,9,11,14,21,23,26,28,29],central:[0,3,5,6,8,16,20,26,27,28],centroid:[14,23],centroid_differ:14,centuri:3,certain:[0,3,6,7,9,23,26,27,29],certainti:29,cg:13,cha:0,chain:[0,1,13,19,23,26],chanc:[1,5,13,23,28,29],chang:[0,1,2,3,4,5,6,8,9,11,12,13,14,20,21,23,26,27,28,29],channel:3,chapter3:[0,21],chapter:[0,6,10,11,16,18,20,21,25,26,27,28,29],charact:[0,3,5,8,26,27],character:[8,9,10,12,23],characterist:[0,1,3,10,13,26],charg:[0,26],charl:0,chase:4,chatgpt:21,chd:7,chddata:7,cheap:[5,27],cheaper:[1,13],check:[0,1,3,4,5,6,11,13,20,26],checkmark:3,checkpoint:4,checkpoint_dir:4,checkpoint_prefix:4,chen:10,cheng:27,chiaramont:2,choic:[0,1,2,3,4,6,9,12,13,14,20,26,27,29],choleski:[5,20,27],choos:[2,3,6,9,10,11,13,14,21,29],chosen:[0,1,2,6,8,9,10,13,16,23,26,29],chosen_datapoint:1,christian:25,christoph:[22,25,26],cifar10:3,cifar:3,circ:[1,12],circl:[0,8,12,27],circuit:3,circumfer:9,circumv:[1,5,13,27],cite:21,ckpt:4,clariti:23,class_nam:[3,9],class_val:9,class_valu:9,classic:[7,9,13],classif:[0,3,5,6,7,8,11,12,19,21,25,26,27,28,29],classifi:[0,1,4,7,9,10,11,26],classificaton:1,classifii:10,clean:1,clear:[1,5,10,12,13],clearli:[0,3,5,6,7,8,18,23,27,28,29],clever:[1,10],clf3:0,clf:[0,6,8,9,10,26,27],clf_lasso:6,clf_ridg:[6,26],clip:[3,23],clone:24,close:[0,1,2,4,6,8,9,11,12,13,14,21,23,25,26,29],closer:[3,5,13,27],closest:[8,11,13,14],closur:[19,26],cloud:[19,26],cluster:[0,1,4,6,11,19,26,29],cluster_label:14,cm:[1,2,3,6,8,9,13,21],cmap:[0,1,2,3,4,6,8,9,10,21,26],cmap_arg:6,cmb:22,cmd:9,cn_:23,cnn:12,cnn_kera:3,cntk:[19,26],co:[0,2,3,6,9,13,26,29],code:[3,4,6,7,8,15,16,17,19,20,21,23,25],coef0:8,coef:[0,26],coef_:[0,5,6,8,9,13,26,27,28],coeff:5,coeffici:[0,3,5,6,7,8,9,13,15,16,20,26,27,28,29],coerc:[0,6,26,29],coin:[10,23],coin_toss:10,col:[0,11,26,27],colab:[19,26],cold:9,colinear:0,collabor:21,collaps:8,collect:[0,2,6,10,11,19,23,25,26,29],collinear:[5,27,28],color:[0,3,4,6,8,9,10,21,23],color_channel:3,color_cod:6,colorbar:[1,6,21],colsample_bytre:10,colsaobject:10,column:[0,1,2,5,6,7,8,9,11,12,17,20,26,27,28,29],columntransform:9,com:[4,6,16,19,21,25,26,29],combin:[1,2,5,6,7,10,23,28,29],come:[0,1,3,4,5,12,13,14,15,26,27,28,29],command:[0,1,26],comment:[0,4,5,6,15,16,21,26,27],commerci:[0,15,19,21,26],commod:[0,26],common:[0,1,3,5,6,7,9,11,13,14,21,23,26,27,29],commonli:[0,1,4,6,7,9,13,14,27,29],commun:[0,12,21],commut:3,commutatitav:3,compact:[0,1,3,5,6,7,9,11,12,13,14,26,27,28,29],compair:0,compar:[0,3,4,5,6,11,13,15,16,20,21,26,27,28,29],comparison:[2,4,13],compat:7,compet:0,competit:10,compil:[0,1,3,4,13,15,19,20,26],complet:[0,2,3,4,9,12,26],completenn:12,complex:[1,5,8,9,11,12,13,15,16,26,29],complic:[0,1,9,13,26,29],compoment:27,compon:[0,1,3,4,5,6,7,9,14,16,19,26,27,28,29],components_:11,compos:[9,12,13,14,19,26],compphys:[0,6,16,17,19,21,22,24,25,26],compress:[0,26,27],compris:6,compromis:[5,27],compulsori:[19,26],comput:[0,1,2,3,4,5,6,7,8,10,11,12,13,15,16,17,19,20,21,22,23,25,26,27,28,29],computation:[0,3,6,9,13,23,26],computationalscienceuio:26,computerlab:21,con:[],concaten:[2,4,6,14],concav:[1,9,13,27],concentr:[0,10],concept:[0,2,19,26,27],conceptu:[12,13],concern:[0,1,4,7,26],concic:26,conclud:[0,5,13,28,29],conclus:1,cond:2,conda:[0,1,15,19,21,26],condis:27,condit:[0,2,4,5,6,8,9,11,13,23,26,27],conduct:19,condwav:2,confid:[0,5,6,7,8,18,21,26,27,28],configur:3,confirm:[5,12,28,29],confus:[5,6,7,10,20,27,28,29],confusion_matrix:9,congruenti:23,conjug:[4,8],conjugaci:13,conjunct:3,connect:[0,1,3,4,9,11,12,13,20,26,27],consequ:[5,6,8,10,12,13,27,28,29],conserv:[5,14,27],consid:[0,1,2,3,5,6,7,8,9,10,12,13,16,20,21,23,26,27,28,29],consider:[0,1,5,13,26,27,28,29],consist:[0,1,2,3,4,6,12,13,21,23,27,29],constant:[0,2,4,5,6,8,12,13,23,26,27,28,29],constitu:[0,26],constitut:[2,6,29],constrain:[1,3,5,7,11,28],constraint:[5,6,8,13,27,28,29],construct:[0,1,2,3,5,6,7,8,9,10,11,20,23,26,27,28,29],consult:[],contact:[0,26],contain:[0,2,3,4,5,6,7,8,9,11,12,13,17,20,21,23,25,26,27,28,29],contemporari:26,content:[1,19,20,26],context:[6,10,13,21,29],contextlib:[0,7],contigu:20,continu:[0,1,2,3,4,5,6,7,8,9,10,12,13,17,18,20,21,23,26,27,28,29],contour:[9,10,13],contourf:[8,9,10],contrast:[1,4,9,10,12],contribut:[0,3,5,13,23,26,27,28],contributor:[0,21],control:[0,1,3,9,13,15,19,26],conv2d:[3,4],conv2dtranspos:4,conv:[3,4],convei:26,conveni:[0,5,6,12,13,20,21,26,28,29],convent:[12,27],converg:[1,2,4,5,6,8,9,11,13,14,27,28],convergencewarn:[1,6,8,9,11],convert:[0,1,4,5,9,11,13,20,26,27],converttomatrix:4,convex:[4,5,7,27],convinc:13,convolut:[1,4,19,26],cook:21,cool:[4,9],coolwarm:[6,21],coordin:[5,12,14,27,28],coorel:0,copi:[0,1,2,14,27],copyright:[],core:[0,2,7,10,26],corel:26,coronari:7,corr:[0,5,7,11,27],correalt:[11,19],correct:[0,1,2,3,4,5,7,13,20,23,26,27,28,29],correctli:[1,2,6,7,10,21],correl:[0,1,3,5,6,7,10,12,13,19,23,26,28,29],correlation_matrix:[0,5,7,11,27],correspond:[0,3,5,6,8,9,11,12,15,16,17,19,20,21,23,26,27,28,29],cortex:12,cosin:[3,6,29],cost:[0,2,3,5,6,7,8,9,12,13,16,17,21,26],cost_deep_grad:2,cost_funct:2,cost_function_deep:2,cost_function_deep_grad:2,cost_function_grad:2,cost_grad:2,cost_sum:2,costol:13,could:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,17,20,21,23,26,27,28,29],coulomb:[0,26],count:[0,2,9,22,23,24,26],countor:13,coupl:[4,5,6,28,29],cours:[0,1,3,5,11,21,22,24,27,29],courvil:[22,25,26,27],cov:[5,6,11,20,23,26,27,28,29],cov_xi:[5,11,27],cov_xx:[5,11,27],cov_yi:[5,11,27],covari:[0,7,19,20,26,28],covariance_matrix:[5,11,14,27],cover:[0,5,17,19,24,25,27,28],covert:[0,26],covxi:23,covxx:23,covxz:23,covyi:23,covyz:23,covzz:23,cpu:1,craft:3,creat:[1,2,3,4,5,9,10,11,12,19,26,28],create_biases_and_weight:1,create_convolutional_neural_network_kera:3,create_neural_network_kera:1,create_x:[5,11,27],credit:[0,7,24,26],crim:0,crime:0,criteria:[0,4,9,10,14,23,26],criterion:[9,10,13],critic:[6,21,27,28],critiqu:21,cross:[0,1,3,7,9,10,13,19,23,26,27,28],cross_entropi:4,cross_val_scor:[6,29],cross_valid:[7,10],crossvalid:[6,29],crucial:[1,23],cs231:3,cs:[22,24],csr_matrix:[20,26],csv:[0,4,6,7,9,26,29],ctnk:1,cubic:0,cumbersom:[5,28,29],cumsum:[10,11,26],cumul:[7,10,23],cumulative_heads_ratio:10,cup:[5,28,29],current:[1,2,3,4,13,14,25],curs:[0,27],curv:[6,7,10,12,21],curvatur:13,custom:[6,14,21],custom_cmap2:[9,10],custom_cmap:[9,10],cutpoint:9,cv:[6,7,10,29],cvxbook:13,cvxopt:[5,8,27],cycl:[1,12],cyclotron:28,d2_g_t:2,d:[1,2,3,4,5,6,7,8,9,10,11,13,14,20,23,24,26,27,28,29],d_f:13,d_g_t:2,d_net_out:2,da:3,dagger:[5,20,27],dai:[1,9,19],damp:3,daniel:24,darget:9,darkr:23,dat:[0,26],dat_id:[0,6,7,9,26,27,29],data1:14,data2:14,data3:14,data4:14,data:[2,4,5,8,10,12,13,14,17,18,20,25,29],data_id:[0,6,7,9,26,27,29],data_indic:1,data_panda:26,data_path:[0,6,7,9,26,27,29],databas:1,datafil:[0,6,7,9,21,26,27,29],datafram:[0,4,5,7,9,11,26,27],datapoint:[1,5,6,7,11,13,27,29],dataset:[0,4,6,7,8,9,10,11,13,14,15,16,21,26,29],datatyp:4,date:[15,16,17,18,21,26,27,28,29],daughter:10,david:[25,26],davison:29,dbh:1,dbo:1,dc5e85cd93c3:[],dcomposit:20,ddot:2,dead:1,deadlin:[16,17,18,22],deal:[0,1,3,5,6,8,11,13,14,17,18,20,21,23,26,27,28],dealt:0,debt:7,debug:[0,5,6,28,29],decad:[0,3],decai:[0,13,23,26],decemb:[22,24,26],decent:10,decid:[0,2,3,5,6,9,21,28,29],decim:[0,26],decis:[0,1,8,11,19,25,26],decision_funct:8,decision_tre:9,decisiontreeclassifi:[9,10],decisiontreeregressor:[0,9,10],decisiontreeregressordecisiontreeregressor:9,declar:[0,4,20,26],decompos:[5,6,20,27],decomposit:[0,6,12,21,26,28],decompost:[5,27],deconvolut:3,decorrel:[10,13],decreas:[1,2,4,5,6,10,11,13,28,29],deduc:[0,26],deep:[3,7,12,13,19,22,25,27],deep_neural_network:2,deep_param:2,deep_tree_clf1:9,deep_tree_clf2:9,deep_tree_clf:[9,10],deepen:[5,19,26],deeper:[0,3,4,26],deeplearningbook:[25,26,28],deer:3,def:[0,1,2,3,4,5,6,7,8,9,10,11,13,14,21,23,26,27,28,29],def_covari:23,default_tim:4,defect:[5,27],defici:[5,27],defin:[0,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,20,21,23,27,28,29],definit:[1,2,5,6,7,8,10,11,12,13,17,20,23,27,28,29],defint:23,defvjp:2,degre:[3,5,6,8,9,10,11,15,16,17,21,23,26,28,29],deisenroth:27,del:1,delet:6,delimit:4,deliv:[22,26],delta:[0,2,3,6,8,12,13,14,26],delta_0:3,delta_1:3,delta_2:3,delta_3:3,delta_4:3,delta_5:3,delta_:[1,20],delta_h:[0,1,26],delta_j:[3,12],delta_k:12,delta_l:[1,3],delta_momentum:13,delta_n:[0,3,26],delug:19,delv:0,demand:13,demonstr:[0,3,5,6,7,11,12,19,26,27,28,29],den:4,denomin:[1,5,28,29],denot:[1,2,6,7,13,23],dens:[1,3,4],densiti:[0,2,6,23,26,29],depart:[24,26,27,28,29],depend:[0,1,2,4,5,6,7,8,11,12,13,15,19,20,21,23,26,27,28,29],depict:23,deploy:[0,15,19,21,26],deprec:2,depth:[0,3,9,10,20,29],deriv:[0,1,2,6,7,8,10,11,13,16,17,19,21,26],derivati:13,derivative_fn:13,descend:[5,9,11,27,28],descent:[0,1,3,7,8,12,26,27],describ:[0,2,4,5,6,8,10,11,12,13,18,20,21,26,28,29],descript:[0,8,9,26],design:[0,1,3,4,5,6,7,10,11,12,13,15,16,17,18,21,26,28,29],designmatrix:[0,26],desir:[0,2,4,5,13,14,26,27],despit:[1,12],destroi:20,det:[5,20,27],detail:[0,6,11,13,14,20,21,27],detect:[3,8,12],determin:[0,2,3,4,5,6,8,9,10,11,12,13,16,20,23,26,27,28,29],determinist:[7,13,23],dev:[1,21],develop:[0,3,5,8,10,11,12,19,20,21,26,27,28,29],deviat:[0,1,2,4,5,6,21,23,26,27,28,29],devic:[3,4,14],devis:12,df1:26,df:[4,8,11,13,26],di:0,diag:[5,8,27,28],diagnost:[1,10],diagon:[0,5,7,13,18,20,21,23,26,27,28],diagonaliz:[5,27],diagram:10,diagsvd:6,dice:[6,23,29],dict:[6,8],dictat:[],dictionari:0,did:[0,1,5,6,7,10,11,14,21,26,28,29],die:1,diff1:2,diff2:2,diff:2,diff_ag:2,diffeent:8,differ:[0,1,2,3,4,5,6,7,9,10,11,12,13,14,15,17,19,20,21,23,25,26,27,28,29],differenti:[0,3,16,19,20,26,27],differential_oper:2,difficult:[0,1,6,10,13,21,23,26,29],difficulti:[0,1,13,26],diffonedim:2,diffus:[],digit:[0,1,3,4,6,21,22,24,26],dilemma:13,dilut:1,dim:[4,11,14,20],dimens:[0,1,2,3,4,5,8,9,11,14,16,17,20,26,27,28],dimension:[0,4,5,6,9,11,13,14,19,20,26,28,29],dimensionless:[0,3,26],diment:20,dimnsion:4,diod:3,direct:[0,1,2,4,7,11,12,13,14,26,27],directli:[1,4,5,6,23,27],directori:[0,7],disadvantag:[0,26],disappear:[3,6,29],disc_loss:4,disc_tap:4,discard:[6,11,29],disciplin:[0,3,12],disclaim:23,discord:26,discourag:13,discov:[0,26],discover:[5,28],discret:[1,3,5,7,13,28,29],discrimin:[4,7,10,11],discriminator_loss:4,discriminator_loss_list:4,discriminator_model:4,discriminator_optim:4,discuss:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,23,25,26,27,28,29],diseas:7,disguis:[6,27,28],disord:[1,7],displai:[0,1,3,4,5,6,7,8,9,10,11,12,14,21,23,26,27,29],displaystyl:[0,5,17,26,27,28],disregard:[0,26],dissimilar:[11,14],dist:14,distanc:[0,8,9,11,14,23],distance_list:9,distinct:[3,7,8,9,10,14],distinctli:8,distinguish:[0,4,7,8,23,26],distplot:0,distribut:[0,1,4,6,7,10,11,13,14,15,16,18,19,20,21,26,27],distrubut:[0,15,19,21,26],ditto:[],dive:[0,8,20,26],diverg:[1,13],divid:[0,1,3,5,6,7,8,9,11,12,23,26,27,28,29],divis:[6,8,9,13,20,23,29],dlopen:[3,4,14],dna:7,dnn1:4,dnn2_gru2:4,dnn:[0,1,2,4,12,26],dnn_kera:1,dnn_model:1,dnn_numpi:1,dnn_scikit:[0,1,26],doamin:[28,29],doc:[0,6,16,17,19,21,22,24,25,26],document:[4,9,11,13],doe:[0,1,2,3,4,5,6,8,10,11,12,13,14,16,20,21,23,26,29],doesn:[3,9,12],dog:[1,3,4],domain:[5,8,13,21,28,29],domin:[0,26],don:[0,1,3,5,6,7,8,11,13,15,19,21,26,27],done:[0,2,3,4,5,6,9,10,11,13,17,20,21,26,27,28,29],dot:[0,2,3,5,6,7,8,9,10,11,12,13,20,21,23,26,27,28,29],doubl:[3,4,20,26],doubli:1,doubt:21,down:[0,3,6,9,11,12,13],download:[0,1,3,5,6,20,21,25,26],downsampl:3,dozen:1,dq:[6,29],drag:13,dramat:11,drastic:4,draw:[4,6,10,13,29],drawback:[0,1,3,13,27],drawn:[1,4,6,7,11,23,26,29],drive:[3,4],driven:3,drop:[0,1,5,6,11,13,23,26,27,28,29],dropna:[0,6,26,29],dropout:4,dt:[2,3,13,23],dtype:[0,1,2,3,4,14,20,26,27],dual:8,dualiti:6,dub:[0,26],due:[1,2,5,6,8,10,12,13,24,26,27,29],dummi:0,dure:[0,1,3,4,8,9,11,17,19,21,26,29],dwell:0,dwh:1,dwo:1,dx:[2,3,8,23],dx_1:23,dx_1p:[6,29],dx_2p:[6,29],dx_mp:[6,29],dx_n:23,dxp:[6,29],dy:[1,8,23],dylib:[3,4,14],dynam:4,dz:8,e:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,18,23,24,26,27,28,29],e_:[0,2,26],each:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,17,19,20,22,23,24,26,27,28,29],eager:29,eapprox:[0,26],earli:[1,13],earlier:[0,5,7,8,9,11,12,13,26,27],earthexplor:[6,21],eas:[6,9,14,29],easi:[0,5,6,7,8,9,10,11,12,13,18,19,20,26,27,28,29],easier:[5,6,8,9,13,23,26,27,29],easiest:13,easili:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,20,21,26,27,28,29],eastern:[24,26],ebind:[0,26],eblock:9,econometr:26,economi:5,ecosystem:[19,26],ect:22,edg:3,edgecolor:[6,29],edu:13,educ:[0,21,26],eff:23,effect:[1,4,10,13,23],effic:1,effici:[0,3,10,13,19,20,23,26],efron:[6,29],egrad:13,eig:[5,11,13,20,23,26,27],eigen:23,eigenpair:[5,11,27],eigenvalu:[0,5,8,11,13,20,26,27,28],eigenvector:[5,11,13,17,27,28],eight:[20,26],eigval:[20,23,26],eigvalu:[11,13],eigvec:[20,23,26],eigvector:[11,13],eispack:[20,26],either:[1,5,6,7,8,9,10,11,13,15,16,21,23,26,27,28,29],elabor:23,elarn:3,electr:[0,3,12,26],electron:26,eleg:11,element:[1,2,3,4,5,6,7,8,11,12,13,17,18,19,20,21,22,25,27,28,29],elementari:[10,13,20],elementwis:[3,13],elementwise_grad:[2,13],elessar:26,elif:[2,14],elim:20,elimin:[3,8],els:[1,2,3,4,7,9,12,13,14,20],elu:1,elus:[0,26],email:[22,24,26],embed:[0,11,27],embodi:[6,21,29],emit:23,emner:25,emphas:[0,10,19,26],emphasi:[0,19,25,26],empir:[1,11,23],emploi:[0,1,5,6,11,13,21,23,26,27,28,29],employ:0,empti:[6,10,29],emul:12,en:[19,25],enabl:11,enbodi:[6,29],encod:[0,3,5,7,9,11,14,17,26,27,28],encompass:[0,21,23],encount:[0,1,5,6,7,13,23,26,27,29],encourag:21,end:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,16,20,21,23,24,26,27,28,29],end_box:2,end_nod:2,end_valu:2,endpoint:[3,6],energi:[0,4,6,27,29],enet_coordinate_desc:6,enforc:12,eng:25,engin:[0,1,3,4,19,26],english:21,enocurag:21,enoent:[3,4,14],enorm:3,enough:[0,6,13,26,29],ensembl:[1,9],ensur:[0,1,2,3,5,6,11,13,23,27,28,29],entail:26,enter:[5,6,17,27,28],enthought:[0,15,19,21,26],entir:[1,3,7,9,19,23,26],entiti:[9,12,20,26],entri:[0,5,8,11,12,20,26,27,28,29],entropi:[1,3,7,10,13,26],enumer:[0,1,2,3,4,6,8,26,27,28],env:[0,1,2,3,4,6,7,8,9,11,14,23,26,28],environ:[2,9,19,21],eo:[0,6,26,29],eol:[0,26],eosfit:[0,26],epoch:[0,1,3,4,12,13,26],epsilon:[0,5,6,7,13,21,26,27,28,29],epsilon_0:[0,26],epsilon_1:[0,26],epsilon_2:[0,26],epsilon_:[0,26],epsilon_i:[0,26,27],eq:[3,13,14,20,23],eqnarrai:[3,5,6,28,29],equal:[0,1,2,3,4,5,6,8,9,11,12,13,14,15,20,21,23,26,27,28,29],equat:[1,3,4,5,6,7,8,9,10,11,13,14,16,17,18,20,21,23,29],equilibrium:[2,12],equiv:[3,13,20,23],equival:[0,1,5,7,8,11,13,19,20,26,27,28,29],erf:23,eriador:26,eridg:26,err:[0,7,10],err_:[6,29],err_sqr:2,errat:13,errno:[0,3,4,7,14],erron:2,error:[1,2,4,5,6,7,9,11,12,13,15,16,17,18,19,20,21,23,28],error_estimate_corr_tim:23,error_hidden:1,error_output:1,escap:13,especi:[1,3,9,12,13,21],essenti:[0,5,6,9,10,12,14,21,23,27],establish:[0,6,10,11,15,21,26],estim:[0,1,5,6,7,10,11,13,19,23,26,27],estimated_mse_fold:[6,29],estimated_mse_kfold:[6,29],estimated_mse_sklearn:[6,29],et:[0,2,4,15,16,17,21,25,26,27,28,29],eta0:[8,13],eta:[0,1,3,8,12,13,26],eta_:13,eta_t:13,eta_v:[0,1,3,26],etc:[0,1,3,5,7,8,9,11,12,13,14,15,19,20,21,23,27],ethic:19,etsim:29,euclidean:[0,14,27],euler:[],evalu:[0,2,3,4,5,6,9,13,21,23,26,27,28,29],evaluationform:21,evaluationgrad:21,evalut:13,even:[0,1,3,4,5,6,8,9,10,11,12,13,14,19,20,23,26,27,28,29],evenli:4,event:[5,7,10,23,28,29],eventu:[0,5,6,11,12,13,21,24,27,28,29],everi:[0,1,2,3,4,5,6,9,10,11,12,13,14,19,23,24,26,27,28,29],everyth:[4,12],everywher:[4,13],evolv:0,exact:[0,5,11,12,13,20,23,26,27],exactli:[0,3,4,6,12,19,21,27,29],exam:26,examin:[6,29],exampl:[5,11,12,13,15,16,19,20,21,23,25],exce:[1,12,13],excel:[0,1,4,5,10,26,27],except:[0,3,4,6,7,8,9,20],excess:[0,26],excit:0,exclud:[1,6,12,21,27,28,29],exclus:[0,1,3,6,23,26,29],execut:[2,5,13,27],exemplifi:13,exercic:[24,26],exercis:[5,19,21,22,24,28,29],exercisesweek35:17,exhaust:[6,29],exhibit:[0,5,6,8,26,27,29],exisit:[],exist:[0,1,2,3,4,5,6,7,8,9,13,14,18,20,21,26,27,28,29],exit:[5,20,27],exp:[0,1,2,5,6,7,8,10,11,12,13,15,16,21,23,26,27,28,29],exp_term:1,expand:[5,7,11,13,27],expandus:[0,7],expans:[0,3,5,8,10,12,13,26,27],expect:[0,1,5,6,7,11,12,13,15,16,19,21,26,27],expectation_value_of_h_wrt_p:23,expens:[6,10,13],experi:[0,1,6,8,13,19,21,26,27,29],experiment:[0,4,6,9,23,26,29],expert:[1,9],explain:[0,6,9,10,11,13,21,26],explained_variance_ratio_:11,explan:[],explanatori:[0,26],explicit:[0,3,6,13,20,21,26,27,28],explicitli:[0,4,8],explod:1,exploit:[0,3,12,13,26],explor:[1,4,6,8,13,19,21],expon:1,exponenti:[0,1,5,6,10,13,21,23,26,28,29],export_graphviz:9,export_text:9,exporttext:9,expos:19,express:[0,2,3,5,6,7,10,12,13,16,20,21,23,26,28,29],exptmean:23,exptvari:23,extend:[0,2,7,11,13,17,19,26],extens:[0,12,15,19,26],extent:[0,1,6,25,29],extern:[3,6,9],extra:[1,3,5,24,26,27],extract:[0,3,5,6,7,8,11,13,20,26,27],extrapol:[0,26],extrem:[0,1,4,5,6,7,8,9,13,16,20,27,28,29],extremum:13,extrins:11,ey:[0,5,6,13,14,20,26,28],f11:[0,26],f12:[0,26],f13:[0,26],f1:13,f1_grad:13,f1d:13,f2:13,f2_grad_x1:13,f2_grad_x1_analyt:13,f2_grad_x2:13,f2_grad_x2_analyt:13,f3:13,f3_grad:13,f3_grad_analyt:13,f4:13,f4_grad:13,f4_grad_analyt:13,f5:13,f5_grad:13,f6:13,f6_for:13,f6_for_grad:13,f6_grad_analyt:13,f6_while:13,f6_while_grad:13,f7:13,f7_grad:13,f7_grad_analyt:13,f8:13,f8_grad:13,f9:[0,13,26],f9_altern:13,f9_alternative_grad:13,f9_grad:13,f:[0,1,2,3,4,5,6,7,8,10,12,13,14,16,18,20,23,24,26,27,28,29],f_0:[3,10],f_1:[10,13],f_2:[12,13],f_3:12,f_:10,f_d:23,f_grad:13,f_grad_analyt:13,f_i:[0,6,12,16,29],f_m:[3,10],f_n:3,f_vec:2,f_wrap:2,face:13,facecolor:[6,8,23,29],facil:[0,15,19,26],facilit:12,fact:[0,1,3,5,9,11,12,13,26,27,28,29],factor:[0,1,3,5,6,9,10,11,13,20,23,26,27,28,29],factori:13,fade:6,fafab0:[9,10],fahimeh:[24,26],fail:[0,6,8,9,11,13,24,26,29],fail_on_error:[0,7],failur:7,fairli:[1,2,23],faisal:[16,27],fake:4,fake_loss:4,fake_output:4,fale:[],fall:[8,9,22],fals:[0,1,2,3,4,5,6,7,9,10,14,20,21,26,27,28,29],famili:[0,7,8,23],familiar:[0,3,5,6,8,15,19,20,21,23,26,28,29],famou:[6,12],far:[0,3,4,5,6,8,11,12,13,14,26,27],fashion:[0,9,10,26],fast:[1,3,6,10,12,13,19,23,26,29],faster:[1,11,13],fastest:[13,20],favor:7,favorit:23,fc:3,fd:[0,7],featur:[0,1,3,5,6,7,8,10,11,12,13,18,19,21,23,26,28,29],feature_nam:[0,1,7,9],feautur:9,fed:1,feed:[0,2,3,11,19,26],feed_forward:1,feed_forward_out:1,feed_forward_train:1,feedback:[4,26],feeddorward:4,feedforward:[1,4,12],feel:[0,5,6,11,13,15,16,19,21,24,26,28],feet:0,felt:21,fetch:[6,21],few:[1,3,4,5,9,23,26],fewer:[0,9,11,26],ffnn:[1,12],field:[0,3,6,12,19],fifth:[0,6,15,16,21,26],fig:[0,1,2,3,4,6,7,12,13,14,21,26],fig_id:[0,6,7,9,26,27,29],figaxi:23,figsiz:[0,1,2,3,4,6,7,8,9,10,26,29],figur:[0,1,2,3,4,5,6,7,8,9,10,12,13,14,15,16,19,21,26,27,28,29],figure_id:[0,6,7,9,26,27,29],figurefil:[0,6,7,9,26,27,29],file:[0,2,3,4,5,6,7,9,14,21,26,27,28,29],file_prefix:4,filenam:26,filenotfounderror:[0,7],fill:[5,9,27],filter:[0,3,4,7],financ:0,find:[0,1,2,3,5,6,7,8,9,10,11,12,13,14,15,16,19,21,23,26,27,28],fine:[0,14,15,26],finish:2,finit:[3,5,6,12,13,17,23,27,28,29],first:[0,1,2,3,5,6,7,8,9,10,11,13,14,15,16,17,20,21,23,24,25,29],firsteigvector:11,fit:[1,3,4,5,6,7,8,9,11,12,13,15,16,17,21,23,27,29],fit_beta:[6,27,28],fit_intercept:[0,5,6,27,28,29],fit_mod:9,fit_transform:[0,6,8,9,11,29],fiti:[0,26],five:[0,9,17,21,26,27],fix:[0,3,4,6,10,11,12,13,21,26,29],fixedloc:6,flag:4,flat:[3,4,12,13,14],flatten:[1,3,4,5,20],flexibl:[1,6,8,10,12,26,29],flip:[24,26],float32:[4,9],float64:[4,20,26,27],flop:[5,20,27],flow:[1,4,12],fluctuat:[5,28],fluid:[],fly:11,fm:[0,26],fmax:3,fmesh:13,fn:7,fname:[0,7],focu:[0,3,4,5,6,15,19,25,26,27,28,29],focus:[1,6,7,20,27,28],fold:[6,9,21],folder:[0,1,3,4,6,14,21,26,29],follow:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29],font:[0,7,23,26],fontdict:23,fontsiz:[1,6,8,9,10,23],fontweight:1,footprint:3,foral:[8,27],forc:[0,5,6,10,11,26,27,28],forcast:4,forecast:[4,12],forest:[0,1,9,19,26],forget:11,form:[0,3,4,5,6,7,8,9,11,12,13,17,19,20,21,23,26,27,28,29],formal:[3,4,14,23],format:[0,1,2,3,4,6,7,8,9,10,11,19,23,25,27,28,29],format_data:4,formatstrformatt:[6,13,21],formul:[4,6,11,14],formula:[3,13,23],forth:[4,12],fortran2003:[19,26],fortran2008:21,fortran90:23,fortran:[0,15,19,20,26],fortun:[0,11,27],forward:[0,3,6,19,20,26,29],foster:26,found:[1,2,3,4,5,6,12,13,14,21,26,27,28,29],foundat:[19,26],four:[4,5,6,8,12,20,21,22,24,26,28],fourier:[0,26],fourierdef1:3,fourierdef2:3,fourierseriessign:3,fourth:[12,26,27],fp:7,frac:[0,1,2,3,5,6,7,8,9,10,11,12,13,14,15,16,17,20,21,23,26,27,28,29],fractal:9,fraction:9,frame:7,framework:[1,3,4,8,10,14,23],frank:[5,11],frankefunct:[5,6,11,21,27],fredli:[24,26],free:[0,6,11,13,15,16,19,20,21,23,24,25,26],freecodecamp:19,freedom:[5,28],freeli:[0,21],frequenc:[3,6,7,23,29],frequent:[0,8,9,13],frequentist:19,fresh:10,fridai:[16,17,18,24,26],friedman:[6,18,21,22,25,26],friendli:4,frodo:26,frog:3,from:[0,1,2,3,4,6,7,8,9,11,13,14,16,17,18,19,20,21,23,24,25,26],from_cod:9,from_logit:[3,4],from_tensor_slic:4,fromnumer:2,front:[0,4,5,15,16,26,27,28],fulfil:[2,5,12,27],full:[0,1,3,5,7,9,10,13,23,26,27],full_matric:[5,27],fulli:[3,6,12,22,23,29],fun:[2,19,26],fun_nam:2,func:2,functionali:11,fundament:[0,6,19,26,29],funtion:2,further:[2,7,9,26],furthermor:[0,3,5,6,7,11,12,13,17,19,21,26,27,28,29],futur:[0,4,8,9,26],futurewarn:8,fy:[15,21,22,24,25,26],fys3150:[],fys4155:21,fys5419:[25,26],fys5429:[25,26],g0:2,g:[0,1,2,3,4,6,8,9,10,11,13,23,26,28,29],g_0:2,g_1:[2,10],g_2:[2,10],g_:[2,9,10],g_analyt:2,g_dnn_ag:2,g_euler:2,g_i:2,g_m:[3,10],g_n:3,g_re:2,g_t:2,g_t_d2t:2,g_t_d2x:2,g_t_dt:2,g_t_hessian:2,g_t_hessian_func:2,g_t_jacobian:2,g_t_jacobian_func:2,g_trial:2,g_trial_deep:2,g_vec:2,gain:[1,5,7,9,10,13,27,28,29],galleri:[0,26],game:4,gamge:26,gamma1:8,gamma2:8,gamma:[0,2,8,9,10,11,13,26],gamma_0:10,gamma_1:10,gamma_1x:10,gamma_:[0,26],gamma_i:[0,8,23,26],gamma_j:13,gamma_k:13,gamma_m:10,gamma_x:[0,26],gap:[6,8],gate:[4,12],gather:[0,1,12,27],gaug:12,gaussbacksub:20,gaussian:[4,5,6,8,14,23,28,29],gaussian_point:14,gaussian_rbf:8,gave:13,gavra:26,gbc:[22,26],gca:[2,6,8,13,21],gd:1,gd_clf:10,gdclassiffiercgain:10,gdclassiffierconfus:10,gdclassiffierroc:10,gdm:13,gdregress:10,ge:[1,5,7,23,27],gen:[0,7],gen_loss:4,gen_tap:4,gender:[0,26],genener:4,gener:[0,1,2,3,5,6,8,10,11,12,13,14,15,16,17,20,21,23,25,27,28,29],generallay:12,generate_and_save_imag:4,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:19,geodes:11,geometr:[0,13,26],geometri:[5,28,29],georg:25,geotif:[6,21],geq:[2,5,8,9,13,27,28],geron:[0,15,22,25,26],get:[0,1,2,3,4,5,6,7,9,10,11,13,15,19,20,21,23,24,26,27,28,29],get_dummi:9,get_paramet:2,get_split:9,get_yaxi:8,get_yticklabel:6,getattr:2,gg:26,gibb:[19,26],gif:4,gini:10,gini_index:9,ginvers:13,git:[0,15,19,26],giter:13,github:[0,6,9,15,16,17,19,21,22,24,25,26,27],gitlab:[0,15,19,21,26],give:[0,1,2,3,5,6,7,8,9,10,12,13,14,17,19,21,23,26,27,28,29],given:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,20,21,23,26,27,28,29],global:[6,7,13,21],gloriou:[],glorot:1,gnew:13,go:[0,1,3,5,6,8,9,11,12,13,21,26,27,28,29],goal:[0,7,9,26],goe:[0,1,2,5,6,13,14,18,20,26,27,28,29],golden:13,gone:[5,27,28],gong:1,good:[1,3,4,5,6,9,10,11,13,17,19,23,25,27,28,29],goodfellow:[4,22,25,26,27,28],googl:[1,4,19,26],got:[1,6,13,21],gotten:26,gov:[6,21],gp:25,gpu:[1,13,19,26],grad:[2,13],grad_analyt:13,grade:[21,22],gradient:[0,3,4,7,8,9,12,19,26,27],gradientboostingclassifi:10,gradientboostingregressor:10,gradients_of_discrimin:4,gradients_of_gener:4,gradienttap:4,gradual:[1,14],grai:[4,6,21],graph:[1,9,11,12,13],graph_from_dot_data:9,graphic:[0,1,9,26],grasp:0,gray_r:[1,3],grayscal:3,great:[5,13],greater:[1,7,23],greatli:13,greedi:9,green:[0,3,9,23],grei:4,grid:[1,3,6,7,8,12,23,27,28,29],grossli:13,ground:[0,26],group:[0,6,7,9,14,19,21,22,24,26,29],groupbi:[0,26],grow:[1,3,9,10],growth:[0,26],gru:4,guarante:[0,4,13,23,26,27],guess:[1,4,10,13,14],guestrin:10,guid:1,guidanc:21,h1:2,h:[0,1,5,6,8,13,16,18,21,23,24,25,26,27],h_1:[2,13],h_2:[2,13],h_:[0,13,26],h_m:10,ha:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,16,20,21,23,26,27,28,29],haa:24,habit:[0,27],had:[0,1,6,7,13,26,29],hadamard:[1,12,13],half:[1,8,9],halv:10,hand:[0,1,2,3,5,11,12,13,15,19,20,21,22,23,24,25,26,27,28,29],handi:[3,21],handl:[0,1,2,5,9,11,19,28],handle_unknown:9,handsid:12,handwrit:12,handwritten:[1,5],happen:[1,2,3,4,5,6,10,13,23,27],hard:[1,7,8,10,13],hardcopi:[19,26],harder:[0,1,27],harmon:3,hasn:1,hassl:[0,15,19,26],hast:[19,26],hasti:[0,6,15,16,17,18,21,22,25,26,27,29],hat:[0,1,5,6,7,9,10,11,12,13,17,18,20,21,27,28,29],have:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,23,24,26,27,28,29],haven:1,he:7,head:[0,4,10,23],header:[0,26],heads_proba:10,health:[0,27],hear:[0,13,26],heart:[0,7,26],heatmap:[0,1,3,7,26],heavili:0,heavisid:1,height:[1,3,6,27,28],held:13,help:[0,1,4,12,13,16,21,26],helper:[4,14],henc:[0,5,6,8,9,10,12,13,18,21,26,27,28,29],henrik:[24,26],her:7,here:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,23,26,27,28,29],hereaft:[0,8,12,26],hermitian:20,hessenberg:20,hessian:[0,2,5,13,16,28],heterogen:[9,10],hi:7,hidden:[1,3,4,12],hidden_bia:1,hidden_bias_gradi:1,hidden_layer_s:[0,1,26],hidden_neuron:4,hidden_weight:1,hidden_weights_gradi:1,hierarch:[5,27,28],high:[0,1,2,3,4,5,6,9,10,11,13,14,19,20,21,26,27,29],higher:[0,1,3,5,6,8,13,21,26,27,28,29],highest:[1,2],highli:[0,3,4,10,18,19,20,25,26,27,28,29],highwai:0,hing:8,hint:[13,16,27,28],hip:19,hire:0,hist:[4,6,7,23,29],histogram:[0,6,7,23],histor:[7,11],histori:[3,4,12],hitherto:[5,28],hjorth:[24,26,27,28,29],hobbi:23,hoc:[5,27],hoff:25,hold:[1,3,6,13,14,29],holder:[0,26],holomorphic_grad:2,home:0,homepag:[21,26],homework:[6,13],homogen:[1,3,9,10,13],honchar:2,hopefulli:[0,11,23,26],horizont:11,hors:[3,7],hot:[1,9],hour:[1,19,22,23,24,26],how:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,19,20,21,23,26,27,28,29],howev:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,19,20,21,23,26,27,28,29],hspace:[0,4,8,10,23,26],hstack:1,htf:[22,26],html:[0,9,11,17,19,21,22,24,25,26,28],http:[0,3,4,6,9,11,13,16,17,19,20,21,22,24,25,26,27,28,29],huang:[0,26],huber:[0,26],huge:[1,3,4,19],human:[0,1,3,6,9,12,27,28],humid:9,hundr:1,hungri:1,huse:26,hybrid:22,hydrogen:[0,26],hyper:[],hyperbol:[1,4,12],hyperparam:8,hyperparamet:[3,4,5,6,9,13,17,26,27,28],hyperplan:11,i0:[0,26],i1:[0,6,8,12,26,27,28],i2:[0,8,12,26],i3:[0,12,26],i5:[0,26],i:[0,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,20,21,23,24,26,27,28,29],i_1:[5,6,28,29],i_2:[5,6,28,29],i_:13,ian:25,ic:1,id:[7,13],ida:[24,26],idea:[0,1,2,3,4,6,9,10,12,13,20,21,27,28,29],ideal:[0,2,6,8,13,23,26,29],idem:[6,29],ident:[5,6,12,13,17,20,21,27],identical:[28,29],identifi:[0,1,7,9,11,12,13,14,26,27],ieor:23,ifi:25,ifs:[19,26],ignor:[0,1,3,9,27],ii:[20,23],iii:[20,26],ij:[0,1,3,6,8,12,14,16,18,20,21,23,26,27,28],ik:[0,20,26,27],illustr:[5,7,10,12,13,14,19,26,29],im:6,imag:[1,3,4,6,9,11,12,14,25,26],image_at_epoch_:4,image_batch:4,image_height:3,image_path:[0,6,7,9,26,27,29],image_width:3,imageio:[6,21],images_from_seed_imag:4,imagin:1,immedi:[0,3,4,6,15,19,26],implement:[0,2,3,4,5,6,8,9,10,11,12,13,14,17,21,23,26,27,28],impli:[3,5,6,7,13,20,27,28,29],implicit:3,implicitli:[11,23],importantli:3,impos:[0,6,11,12,26],imposs:[0,5,26,27],impress:[0,12,26],improv:[0,4,5,9,10,11,13,21,27],impur:9,imread:[6,21],imshow:[1,3,4,6,21],in3050:[25,26],in3310:26,in4080:[25,26],in4300:[25,26],in4310:25,in5400:3,in5550:25,in_out_neuron:4,inaccur:13,inact:12,inadequ:[0,26],inch:[6,27,28],includ:[0,1,2,3,4,5,6,7,11,12,15,16,17,19,21,23,24,25,26,27,28,29],include_bia:[6,9,29],inclus:17,incom:12,incorrect:1,incoveni:8,increas:[0,1,3,4,5,6,8,9,11,12,13,21,23,26,27,28,29],increasingli:23,ind:6,inde:[0,2,4,5,6,13,26,27],indefinit:4,independ:[0,5,6,7,8,12,13,23,26,27],index:[0,1,3,4,10,14,19,20,23,25,26],index_col:[0,26],indic:[0,1,3,4,5,6,9,10,11,13,16,21,26,27],indispens:[6,29],individu:[1,6,7,10,12,23,26,27,29],indu:0,indx1:2,indx2:2,indx3:2,indx:20,ineffici:[3,13],inequ:[8,13],inertia:13,inf1000:[19,26],inf1100:[19,26],inf1100l:[19,26],inf1110:[19,26],inf3000:26,infeas:9,infer:[0,1,4,6,25,26,29],inferenc:1,infil:[0,6,7,9,26,29],infin:[5,6,7,11,18,27,28,29],infinit:3,infinitesim:23,influenc:[6,10,29],influenti:1,info:26,inform:[0,1,3,4,6,9,11,12,13,14,20,21,25,26,29],infti:[3,6,13,23,29],ingeni:13,ingrad:2,ingredi:[0,9,26],inher:[6,29],inherit:[20,26],initi:[0,1,2,6,10,13,14,20,23,26,29],inject:14,inlin:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,20,21,23,26,27,28,29],inner:[0,13,27],inp:4,inplac:13,input:[0,1,3,4,5,6,7,8,12,13,14,21,23,26,27,28,29],input_dim:1,input_shap:[3,4],inputs:1,inputs_shuffl:[0,1,27],insert:[3,5,6,8,10,23,27,28,29],insid:[0,4,7],insight:[0,1,5,19,26,27,28,29],insist:[6,13,27,28],inspir:[0,1,12,26],instabl:2,instal:[0,1,5,6,9,15],instanc:[0,1,2,4,6,9,11,13,26,27,29],instanti:10,instead:[0,1,2,3,4,5,6,8,9,11,13,14,20,21,23,26,27,29],institut:1,instruct:[0,1,15,16,26],int32:10,int_0:23,int_:[3,6,23,29],int_a:23,intak:[0,27],integ:[1,2,13,14,20,23,26],integer_vector:1,integr:[3,6,23,26,29],intellig:[0,14,25,26],intend:10,intens:1,intention:14,interact:[0,6,9,12,19,21,26],intercept:[0,6,8,11,13,16,21,26,28,29],intercept_:[0,6,8,9,13,26,27,28],interceptol:[],interceptridg:[],interchang:[5,12,20,28,29],interconnect:1,interest:[0,1,2,3,4,5,6,7,8,9,12,19,21,23,26,27,28,29],interfac:[0,1,20,27],interior:[0,9,26],intermedi:[20,27],intern:[1,10,12],interpol:[1,3,4,6,12,21],interpr:[5,27,28],interpret:[0,1,6,9,10,12,13,17,20,21,23],interv:[0,3,5,6,7,13,18,21,23,26,27,28],intial:13,intract:[0,4,27],intrins:[3,11,20,23,26],intro:[19,25,26],introduc:[0,1,5,6,8,10,12,17,20,21,23,26,29],introduct:[1,2,4,13,17,25,27],introductori:[0,4,20,25,26,27],intuit:[0,5,6,8,12,13,21,26,28,29],inv:[0,5,13,26,27,28],invalid:[1,8],invalu:[0,13,15,19,26],invari:1,invd:[5,28],inver:8,invers:[0,3,6,13,15,16,17,21,26,27],inverse_transform:8,invert:[0,5,7,10,13,26,28],invh:13,invok:[0,8],involv:[0,2,6,7,11,12,27,29],io:[0,17,19,21,22,24,25,26,27],ip:[0,8,23,26],ipca:11,ipykernel_48918:1,ipykernel_49101:6,ipykernel_49291:26,ipykernel_85796:[],ipykernel_87621:[],ipykernel_88787:29,ipynb:[19,21,26],ipython:[0,5,7,9,11,14,15,19,21,26,27],iq:[6,29],iri:[8,9],irreduc:[6,29],irrelev:[5,27],irrespect:[0,26],irvin:[],isbox:2,iscomplexobj:2,isn:[5,28,29],isnul:0,isomap:11,isotop:26,issu:[1,9,20,28],it_arrai:13,item:[0,13,26],items:[20,26],iter:[1,2,4,6,8,9,11,13,14,23,29],its:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,18,19,20,21,23,26,28,29],itself:[5,6,12,21,23,27,28,29],j1:20,j:[0,1,2,3,4,5,6,8,9,11,12,13,14,16,17,18,20,21,23,25,26,27,28,29],j_:6,j_lasso_sk:6,j_ridge_sk:6,j_sk:6,jackknif:[6,19,26,29],jacobian:[2,13],jacobian_shap:2,jakobsen:24,jason:4,jax:[19,26],jensen:[24,26,27,28,29],jerom:[18,21,25],ji:[12,20],jit:13,jj:[0,5,6,26,28,29],jk:[0,1,6,12,20,26],jl:[0,26],jm:20,jnp:13,job:[2,8,10],johansen:26,join:[0,3,4,6,7,9,14,26,27,29],joint:[4,5,28,29],judg:13,judgement:[6,21],julia:[19,20,21],jump:[21,23],junk:4,jupit:26,jupyt:[0,9,15,19,21,25,26],just:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,19,21,23,26,27,28,29],justif:0,justifi:[3,10],k0:7,k1:7,k:[0,1,3,5,6,7,8,9,10,11,12,13,14,19,20,21,23,24,26,27,28],kaggl:[6,21],kappa_d:23,karl:[24,26],karush:8,katrin:[24,26],keep:[0,1,4,5,6,11,13,14,20,21,26,27,28,29],keepdim:[1,2,6,10,20,29],kei:[0,1,3,6,12,27],kept:[4,6,14,29],kera:[0,4,19,21,26],kernel:[0,1,3,4,14,19,26,27],kernel_librari:[3,4,14],kernel_regular:[1,3],kernel_s:4,kernelpca:11,kev:[0,26],kevin:[25,26],keyboardinterrupt:2,keyword:[6,13,20,21,26],kfold:[6,29],kg:1,ki:20,kick:[1,13],kiener:2,kilomet:[6,27,28],kind:[0,2,3,4,8,12,13,14,26,27],kj:[6,12,20,27,28],kjm:[19,26],kkt:8,kl:23,km:[12,26],kmean:14,kmeanspoint:14,kn_k:14,know:[0,1,2,5,6,8,13,19,26,27,28],knowledg:[0,19,26],known:[1,3,4,5,6,7,8,9,12,20,21,23,25,27,28,29],kondev:[0,26],kp:23,kpca:11,kroneck:14,kuhn:8,kvalsund:[24,26],kwarg:2,kwown:[0,26],l0:7,l1:[0,1,3,7,26],l1_l2:[1,3],l1regl:5,l2:[1,3],l:[0,1,2,3,5,6,7,8,10,11,12,13,20,21,23,26,27],l_1:7,l_2:[7,13],l_:20,l_j:12,la:13,la_i:12,la_k:12,lab:[19,21,26],label:[0,1,2,3,4,5,6,7,8,9,10,12,13,14,19,20,21,23,26,27,28,29],labelencod:[7,10],labels:[6,8,9],labels_shuffl:[0,1,27],laboratori:[22,28],lack:[0,26],lagari:2,lagrang:[8,11],lambda:[0,1,2,3,5,6,7,8,10,12,13,17,18,21,23,26,27,28,29],lambda_0:11,lambda_1:[5,8,11,27],lambda_2:[8,11],lambda_:11,lambda_i:[8,11],lambda_iy_i:8,lambda_jy_iy_j:8,lambda_k:8,lambda_n:[5,8,27],lamda:1,land:[0,8],landmark:8,landscap:13,langl:[0,6,11,23,26,27],languag:[0,1,4,8,15,19,20,21,25,26],lapack:[20,26],laplac:[5,28,29],laptop:19,larg:[0,1,2,4,5,6,8,9,10,11,13,15,19,20,21,23,25,26,27,29],larger:[0,3,5,6,8,10,11,13,17,23,26,27,28,29],largest:[4,8,11],lasso:[0,7,19,26],lasso_sk:6,last:[0,1,2,3,4,5,6,7,8,10,12,13,14,17,18,20,21,23,24,26,28,29],latent:4,latent_dim:4,latent_point:4,latent_space_value_rang:4,later:[0,1,4,7,8,12,13,14,15,19,21,26],latest:[4,19],latest_checkpoint:4,latex:26,latter:[0,3,6,7,8,11,13,16,20,21,23,26,27,28,29],lattic:12,law:0,layer:[0,4,13,26],lbfg:[7,9,10,11],lcc:[5,6,28,29],lda:11,ldot:[0,6,11,21,26,29],le:[5,7,10,13,17,23,27,28],lead:[0,1,3,5,6,7,8,9,10,11,12,13,16,17,20,23,26,27,28,29],leaf:9,leaki:1,leakyrelu:4,lear:13,learn:[3,4,5,6,7,8,9,10,12,18,20,22,24,25],learnabl:3,learner:10,learnig:26,learning_r:[8,10],learning_rate_init:[0,1,26],learning_schedul:13,learnt:21,least:[0,2,7,8,10,11,15,16,17,19,20,23,29],leat:13,leav:[0,1,3,5,6,9,11,26,28,29],lectur:[0,1,5,10,11,12,13,15,17,19,20,21,22,24,25],lecturenot:[0,17,19,21,25,26],left:[0,1,2,3,5,6,7,8,9,10,11,12,13,14,16,17,20,21,23,26,27,28,29],leftarrow:[8,12],legend:[0,2,3,4,5,6,7,8,9,10,13,26,27,28,29],len:[0,1,2,3,4,5,6,8,9,10,11,12,20,26,27,28,29],length:[0,1,2,3,4,8,9,13,16,19,26,27],length_of_sequ:4,leq:[0,5,7,8,13,14,23,26,27,28],less:[0,1,3,4,5,6,8,9,13,19,23,26,27,28,29],lessen:1,let:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,20,23,26,27,28,29],letter:[0,16,20,23,26,27],level:[0,1,5,6,9,19,20,21,22,24,26,29],li:[8,11],lib:[0,1,2,3,4,6,7,8,9,11,14,26,28],liblinear:[8,10],libmetal_plugin:[3,4,14],librari:[0,1,2,3,4,5,6,7,9,10,11,14,15,20,21,23,25,27,28],library_loc:[3,4,14],licens:[0,1,15,19,21,26],lie:[0,6,11,23,26,27,29],life:[0,1,8,12,26],lifetim:13,like:[0,1,2,3,4,5,6,7,9,10,11,12,13,15,16,19,20,21,23,26,27,28,29],likelihood:[0,1,5,9,26,27],lim_:23,lima:24,limit:[0,5,6,8,9,11,12,20,21,26,27],lin_clf:8,lin_model:0,lin_reg:9,linalg:[0,2,5,6,8,11,13,20,23,26,27,28],line1:8,line2:8,line3:8,line:[0,1,2,3,4,6,7,8,10,11,13,14,21,26,27,28,29],linear:[1,3,5,6,7,9,10,11,12,17,18,19,21,23,29],linear_model:[0,5,6,7,8,9,10,11,13,26,27,28,29],linear_regress:[6,29],linearli:[5,27],linearloc:[6,13,21],linearregress:[0,6,7,9,26,27,28,29],linearsvc:8,lineat:28,liner:[1,3],linerar:10,linewidth:[0,2,4,6,8,9,10,21,29],link:[0,4,9,12,19,21,24,26],linlag:[5,28],linpack:[20,26],linreg:[0,26],linspac:[0,2,3,4,6,8,9,10,13,15,16,20,23,26,27,28,29],linu:4,linux:[0,1,15,19,21,26],liquid:[0,26],list:[0,1,2,3,4,7,9,19,21,26,27],listcomp:2,listedcolormap:[9,10],literatur:[1,7,14,25,29],littl:[1,3,9,12],live:8,ll:[0,23,26,27],lle:[0,27],lloyd:[4,14],lmb:[0,2,5,6,28,29],lmbd:[0,1,3,26],lmbd_val:[0,1,3,26],lmbda:13,ln:[1,13],load:[0,1,3,4,6,7,9,10,14,21],load_boston:0,load_breast_canc:[1,7,9,10,11],load_data:[3,4],load_digit:[1,3],load_iri:[8,9],load_librari:[3,4,14],load_pluggable_device_librari:[3,4,14],loc:[0,3,6,7,8,9,10,26,29],local:[0,1,2,3,7,12,13,27],locat:[2,3,8],log10:[0,5,6,28,29],log:[0,1,2,4,5,6,7,9,10,11,13,20,21,26,27,28,29],log_:[0,26],log_clf:10,logarithm:[0,5,7,20,26,28,29],logbook:21,logic:[0,1,9,26],logist:[0,1,2,8,9,10,11,12,13,19,27],logisticregress:[7,9,10,11],logit:7,logreg:[7,9,10,11],logspac:[0,1,3,5,6,26,28,29],longer:[2,3,8,10,14,20,23,26],loocv:[6,29],look:[0,1,2,3,4,5,6,7,8,9,10,11,13,16,18,20,21,23,26,27,28,29],loop:[1,4,6,10,12,14,19,20,26,29],lose:1,loss:[0,1,3,4,5,6,7,8,10,11,13,20,21,26,28,29],loss_fil:4,lossfil:4,lost:4,lot:[0,1,4,6,29],low:[0,6,9,10,11,21,26,27,29],lower:[0,1,3,6,9,10,16,20,27],lowercas:[20,26],lowest:[9,13,23],lr:[1,3,4,10],lstat:0,lstm:4,lstm_2layer:4,lstsq:[0,26,27],lt:[6,29],lu:[0,5,26,27],lubksb:20,luckili:2,ludcmp:20,lux:20,lvert:1,lw:[0,26],m:[0,1,2,3,5,6,8,9,10,11,12,13,20,22,23,24,25,26,27,28,29],m_1:14,m_:[9,12],m_h:[0,26],m_k:14,m_l:12,m_n:[0,26],m_p:[0,26],m_t:13,ma:11,machin:[1,3,4,5,6,7,9,10,11,12,15,20,22,25,27,28,29],machinelearn:[0,6,16,17,19,21,22,24,25,26],mackai:25,made:[0,1,3,4,5,6,7,9,11,12,18,21,26,27],mae:[0,26],magic:4,magnitud:[1,6,7,13,27,28],mai:[0,1,2,3,5,6,7,8,9,11,12,13,18,19,20,21,23,26,27,28,29],mail:[22,24],main:[0,1,3,4,5,6,7,9,20,21,25,27],mainli:[0,5,6,7,9,26,27,28,29],maintain:[6,29],major:[1,6,9,10,13,20,26,29],make:[1,2,3,4,5,6,7,8,11,12,13,19,20,21,23,25,28,29],make_axes_locat:6,make_moon:[8,9,10],make_pipelin:[0,6,10,27,29],make_vjp:2,makedir:[0,6,7,9,26,27,29],makeplot:[0,26],malcondit:20,malign:[1,7,9],mammographi:[5,28,29],manag:[0,2,3,15,19,21,26],mandatori:[24,26],mani:[0,1,3,4,5,6,7,8,9,11,13,14,19,20,21,23,25,26,27,28,29],manifold:11,manner:3,manual:[6,27,28],map:[0,1,2,6,7,8,11,12,14,21,23,26],marc:27,margin:[0,5,8],marit:[0,26],mark:26,marker:[0,7,20,26],markov:[19,26],marsaglia:23,mass:[0,1,5,13,27],massag:[0,26],masses2016:[0,26],masses2016ol:[0,26],masses2016tre:0,masseval2016:[0,26],master:[6,16,21,22,24],mat1100:[19,26],mat1110:[19,26],mat1120:[19,26],mat:[19,26],match:[1,4,5,13,14,27],materi:[4,5,7,13,17,20,24],math:[3,7,12,13,20,23,25,26],mathbb:[0,4,5,6,7,8,11,12,13,14,17,18,20,21,23,26,27,28,29],mathbf:[0,5,6,7,8,13,18,20,21,26,27,28,29],mathcal:[1,5,6,7,13,21,28,29],matheemat:3,mathemat:[0,6,11,12,13,17,19,20,23,25,26,28],mathemati:26,mathmlbook:16,mathrm:[0,1,3,4,5,6,7,8,9,10,11,12,13,14,17,18,21,23,26,27,28,29],matmul:[1,2,5,28],matnat:25,matplotlib:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,19,20,21,23,26,27,28,29],matric:[0,1,3,4,6,7,8,11,13,16,17,19,27],matrix:[0,2,3,4,6,7,8,10,13,15,16,17,18,21,23,29],matshow:1,matter:[2,3,13,27],max:[0,1,2,3,4,9,10,12,13,24,26],max_depth:[0,9,10],max_diff1:2,max_diff2:2,max_diff:2,max_it:[0,1,8,9,11,13,26],max_iter:14,max_leaf_nod:10,max_sampl:10,maxdegre:[0,6,10,27,29],maxdepth:10,maxim:[1,4,5,7,8,11,28,29],maximum:[0,1,2,3,5,7,8,9,10,13,14,26,27],maxpolydegre:[5,6,28,29],maxpooling2d:3,mbox:[5,6,18,21,27,28,29],mcculloch:12,md:[11,21],mdoel:4,mean:[1,2,3,4,5,6,7,9,10,11,12,13,14,15,16,17,18,19,20,21,23,26,29],mean_absolute_error:[0,26],mean_divisor:14,mean_i:23,mean_matrix:14,mean_squared_error:[0,4,6,7,10,26,27,29],mean_squared_log_error:[0,26],mean_vector:14,mean_x:23,meaning:[0,4,7,26],meansquarederror:[0,26],meant:[2,3,7,10,13],measur:[0,1,2,5,6,9,11,12,14,21,23,26,27,28,29],mechan:[0,4,23,26],median:[0,26,27],medicin:12,medium:[4,8,13],medv:0,meet:[0,24],mehta:[0,26,27,28],mek4270:[],memori:[3,4,11,12,13,20],mention:[0,12,13,21,23,26],mere:[0,15,26],meshgrid:[2,5,6,8,9,10,11,21,27],messag:[5,13],messi:2,met:[0,3,8,27],metadata:2,meteorolog:9,meter:[6,27,28],method:[0,1,2,3,4,5,7,8,11,12,14,16,17,18,19,20,23,25,27,28],metion:[6,21],metric:[0,1,3,6,7,9,10,14,15,16,26,27,29],metropoli:[19,26],mev:[0,23,26],mgd:13,mglearn:[19,26],mgrid:13,mhjensen:[1,2,3,4,6,8,9,11,14],mi:10,mia:[24,26],michael:[],michigan:[26,28],microsoft:25,mid:1,midel:4,midnight:[16,17,18],midpoint:9,might:[0,1,2,4,6,9,13,27,28],mild:9,millimet:[6,27,28],million:[0,26,27],mimic:12,min:[0,2,5,8,9],min_:[0,2,5,14,17,26,27,28],min_samples_leaf:9,mind:[0,6,13,21,26,27,28,29],mindboard:4,mine:[19,26],mini:[1,11,12,13],minibatch:[1,11,13],minibathc:13,miniforge3:[0,1,2,3,4,6,7,8,9,11,14,26,28],minim:[0,1,2,3,5,6,7,8,9,10,11,12,13,14,17,18,21,27,28,29],minima:[0,1,7,13,26],minimum:[0,1,2,6,8,9,11,13,27,29],minmaxscal:[0,27],minor:23,minst:1,minu:7,mirjalili:26,mirror:9,misc:[6,21],misclassif:[8,9,10],misclassifi:[8,10],miser:0,mismatch:1,miss:[0,7,10],mistak:4,mit:25,mix:[1,2,26],mixtur:13,mk:[9,20],mkdir:[0,6,7,9,26,27,29],ml:[0,1,10,13,20,21,27],mlab:23,mlbook:26,mle:[5,7],mlp:1,mlpclassifi:1,mlpregressor:[0,26],mm:20,mml:27,mn:[12,23],mnist:[1,11],mod:23,mode:[22,24,26],model:[2,3,5,7,8,9,10,11,13,14,15,16,18,19,21,23,25,27,28,29],model_select:[0,1,3,5,6,7,9,10,11,26,27,28,29],moder:10,modern:[0,6,7,19,26,29],modif:[2,12,13],modifi:[0,1,3,5,7,8,10,12,13,26,27,28],modul:[0,9,11,20,26,28],modular:23,modulo:23,moe:[11,27],moment:[5,6,13,23,28,29],momentum:[],mondai:26,monitor:13,monoton:[5,12,23,28,29],mont:[0,6,19,23,25,26,29],moor:[5,6,28],more:[0,1,2,4,5,7,8,9,10,11,12,13,14,18,19,23],moreov:[0,3],morten:[24,26,27,28,29],most:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,19,21,23,26,27,28,29],mostli:[1,11],motion:[0,13],motiv:[1,4],move:[0,4,5,6,7,9,12,13,14,21,23,27,28,29],mpl:[0,7,26],mpl_toolkit:[2,6,13,21],mplot3d:[2,6,13,21],mplregressor:1,mse:[0,4,5,6,9,10,15,16,17,21,26,27,28,29],mse_simpletre:10,mselassopredict:[5,28],mselassotrain:[5,28],mseownridgepredict:[6,28],msepredict:[5,28],mseridgepredict:[0,5,6,28],msetrain:[5,28],msle:[0,26],mt:[7,12],mu0:23,mu1:23,mu2:23,mu:[0,6,11,13,23,26,29],mu_1:27,mu_:[6,23,27,28,29],mu_i:[6,27,28],mu_n:11,mu_x:23,much:[0,1,2,3,4,5,6,8,9,10,11,12,13,20,21,23,26,27,28,29],multi:[0,1,3,7,19,26],multiclass:[1,7],multidimension:[11,12,26],multilay:1,multinomi:7,multipl:[2,4,5,6,7,12,13,23,27,29],multipli:[3,5,6,11,13,20,23,27,28],multiplum:8,multivari:[0,2,10,11,19,23,26],multivariate_norm:[11,14],murphi:[11,25,26],must:[1,2,5,6,8,10,12,13,14,23,27,29],mutat:7,mutual:[1,3,6,13,29],mx_:23,myenv:[0,1,2,3,4,6,7,8,9,11,14,26,28],myriad:[0,15,19,26],mz1:23,mz2:23,n1:20,n2:20,n:[0,1,2,3,4,5,6,7,8,10,11,12,13,14,15,16,17,18,20,21,23,26,27,28,29],n_0:[12,23],n_:[1,2,3,8,12,23],n_boostrap:[6,10,29],n_bootstrap:[6,29],n_categori:[1,3],n_cluster:14,n_compon:11,n_epoch:13,n_estim:10,n_examples_to_gener:4,n_featur:1,n_filter:3,n_hidden:2,n_hidden_neuron:[0,1,26],n_i:23,n_input:[0,1,3,27],n_instanc:9,n_iter_i:[9,11],n_job:10,n_k:14,n_l:[12,23],n_layer:1,n_m:9,n_neuron:1,n_neurons_connect:3,n_neurons_layer1:1,n_neurons_layer2:1,n_point:14,n_sampl:[6,8,9,10,14,29],n_split:[6,29],n_step:4,n_t:2,n_x:2,nabla:[1,13],nabla_:[2,13],nabla_w:13,nag:13,naimi:[0,26],naiv:7,naive_kmean:14,najafi:[24,26],name:[0,1,3,4,5,6,7,8,9,10,12,13,14,15,19,20,21,23,24,26,27,28,29],nameerror:10,namespac:[3,4,14],narrow:13,nary_f:2,nary_op_arg:2,nary_op_kwarg:2,nary_oper:2,nation:[1,5,28,29],nativ:[19,26],natur:[0,1,4,8,9,12,13,21,23,25,26],navier:12,nb:23,nb_:20,nbconvert:26,nbviewer:9,nd:14,ndarrai:[2,6],ne:[9,10,20,23,27],nearest:[1,3,6,11],nearli:13,neat:26,neccesari:[6,29],necess:2,necessari:[0,1,3,4,8,14,26],necessarili:[0,4,11,23,26],necesserali:[5,28,29],neck:7,need:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,17,20,23,27,28,29],neg:[0,1,3,5,6,7,10,13,20,23,26,28,29],neg_mean_squared_error:[6,29],neglect:23,neglig:23,neighbor:[3,6,11],neither:[4,13],neq:[13,14,23],nervou:12,nest:[2,9,12],nesterov:13,net:[2,4,12],netlib:[20,26],network:[0,9,13,19,25,27],networkd:[],neural:[0,13,19,25,27],neural_network:[0,1,2,26],neuralnetwork:1,neuron:[1,2,3,4,12],neutral:[0,26],neutron:[0,26],never:[1,4,6,9,23,29],new_box:2,new_chang:13,new_hobbit:26,new_root:2,new_trac:2,newaxi:[0,3,6,9,29],newli:[0,26],newton:[1,7,8,13,23],next:[0,1,2,3,4,5,6,7,8,9,13,14,26,27,28],next_guess:13,next_input:4,ng:1,ngini:9,ni:14,nice:[0,1,5,11,26,27,28,29],nielsen:[],niter:13,nitric:0,nlambda:[0,5,6,28,29],nlp:25,nm:23,nm_n:[0,26],nmse:[6,29],nn:[2,5,6,12,20,28,29],nn_model:1,nnmin:2,node:[1,2,3,9,10,12],node_constructor:2,nois:[0,4,5,6,8,9,10,13,15,16,21,26,27,28,29],noise_dimens:4,noisi:[1,6,21,29],non:[0,1,3,5,6,7,9,10,11,12,13,14,20,23,26,27,28,29],noncommerci:[],none:[0,1,2,4,5,9,10,13,23,26,27,28,29],nonlinear:[3,6,8,9,11,12,29],nonneg:[6,9,13,29],nonparametr:6,nonsens:23,nonsingular:20,nonumb:[3,7,8,13,20],nor:[1,4,13],norm:[0,1,5,6,8,11,13,17,26,27,28,29],normal:[3,4,5,6,7,8,9,10,11,12,13,15,16,18,19,20,21,23,26,27,28],normali:[20,26],norwai:[6,21,26,29],notat:[0,2,5,6,13,14,23,26,27,28,29],note:[0,1,2,3,4,5,6,7,8,11,12,13,14,15,16,19,20,23,25,26,29],notebook:[0,1,3,9,15,19,21,26],notfounderror:[3,4,14],noth:[1,2,5,8,12,14,23,27,28],notic:[4,5,12,13,20,23,26,28],notimplementederror:2,notion:3,nov:[],novel:[3,6,10],novemb:[1,22,24,26],now:[0,2,4,5,6,7,8,10,11,12,14,15,16,17,19,20,21,23,26,27],nowadai:[0,1,3,9,19,26],nox:0,np:[0,1,2,3,4,5,6,7,8,9,10,11,13,14,15,16,20,21,23,26,27,28,29],npr:2,nsampl:[6,9,29],nt:2,ntrained_model:[6,28],nu:23,nuclear:[5,27],nuclei:[0,23,26],nucleon:[0,26],nucleu:[0,26],num:4,num_coordin:2,num_hidden_neuron:2,num_it:2,num_neuron:2,num_neurons_hidden:2,num_point:2,num_tre:10,num_valu:2,number:[1,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,20,21,22,24,26,28,29],numberid:7,numberparamet:3,numer:[0,5,6,9,10,11,12,13,17,19,20,25,26,27,28,29],numpi:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,19,21,23,27,28,29],numpy_vjp:2,numpy_wrapp:2,nunmpi:[5,27],nvalu:9,nx:2,nx_test:[6,28],nx_train:[6,28],nx_train_mean:[6,28],ny:23,ny_pr:[6,28],ny_train:[6,28],ny_train_mean:[6,28],o:[0,6,7,8,9,11,15,20,24,25,26],obei:[6,11,13,27,28],object:[0,1,2,4,6,8,10,20,26],obliqu:[5,27],observ:[0,1,3,5,6,7,8,9,10,11,12,13,14,23,28,29],obtain:[0,1,5,6,7,8,9,10,12,13,14,17,20,21,23,26,27,28,29],obviou:[5,6,11,23,27],obviouli:26,obvious:[0,4,5,6,20,26,28,29],oc:27,occupi:0,occur:[0,6,8,9,20,23,26],octob:[22,24,26],od:0,odd:[0,3,7,26,27],odenum:2,odesi:2,odin:26,oen:0,off:[1,3,4,5,9,13,23,28,29],offer:[6,11,19,20,22,24,26,29],offic:[24,26],offici:[22,26],often:[0,1,3,4,5,6,7,8,9,10,11,12,13,14,16,19,20,21,23,26,27,29],ofter:[20,26],ol:[0,13,15,16,17,18,26,27],old:[1,5,10,13,28,29],ols_fit:[],ols_fit_beta:[],ols_sk:6,ols_svd:6,olsbeta:[0,5,28],omega:[2,3,6],omega_0:3,omit:[0,5,26,27,28,29],onc:[1,6,9,11,13,29],one:[0,1,3,4,5,6,7,8,9,10,11,13,14,19,20,21,23,24,26,27,28,29],onehot:1,onehot_vector:1,onehotencod:9,ones:[0,2,5,6,8,9,10,11,13,20,21,26,27,28,29],ones_lik:4,ong:27,onl:3,onli:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,17,20,21,23,26,27,28,29],onlin:[11,22],onto:[5,11,27],open:[0,1,4,6,7,9,15,19,21,22,24,26,29],oper:[0,1,3,5,6,10,11,12,13,15,19,23,26,27,28,29],operation:23,oplu:23,opmiz:13,opportun:0,oppos:[6,13],opposit:[1,5,8,27],opt:[1,5,26,28],optim:[0,2,3,4,5,6,7,9,10,11,14,15,16,17,18,21,28,29],optimis:[1,3],option:[0,1,3,5,6,8,9,11,20,21,27,28,29],optmiz:[1,8,13,27],oral:26,orang:0,order:[0,1,2,3,5,6,7,8,9,10,11,12,15,16,20,21,23,26,27,28,29],ordinari:[0,2,3,7,11,13,15,16,17,19,29],ordinrari:[],oreilli:[25,26],org:[0,3,4,9,11,19,20,21,25,26,28],organ:[6,7,10,20,29],orient:[1,5,23,27,28],origin:[0,3,5,6,8,11,12,13,20,26,27,29],orthogn:[5,27],orthogon:[0,5,6,8,11,13,17,20,26,27,28],orthonorm:[5,27,28],os:[0,1,4,5,6,7,8,9,24,26,27,28,29],oscar:1,oscil:[3,13],oserror:[0,3,4,7,14],oslo:[0,15,19,21,22,24,26,27,28,29],osx:[0,15,19,21,26],other:[0,1,2,3,5,6,7,8,10,13,14,15,19,22,23,24,25,28,29],otherwis:[0,1,4,7,13,20,26],ouput:[5,7,12,28,29],our:[1,2,3,6,7,8,9,10,12,14,15,16,17,18,19,20,21,23,28,29],ourmodel:0,ourselv:[0,5,6,8,11,13,26,27,28,29],out:[0,1,2,4,5,6,7,8,9,10,11,12,13,16,19,20,21,23,26,27,28,29],out_fil:9,outcom:[0,7,9,10,12,23,27],outdoor:9,outer:[6,12,13],outfil:4,outgrad:2,outlier:[0,8,26,27],outlin:[6,10,11,29],outlook:9,outperform:10,output:[0,1,3,4,5,6,7,8,9,10,12,13,16,20,21,23,26,27,28,29],output_bia:1,output_bias_gradi:1,output_shap:4,output_weight:1,output_weights_gradi:1,outputlayer1:12,outputlayer2:12,outsid:4,over1:13,over:[0,1,3,4,5,6,9,10,12,13,20,21,26,27,28,29],overal:[1,10],overcast:9,overcom:[12,13],overdetermin:[0,26],overfit:[0,1,3,6,9,10,13,29],overflow:[1,5,28,29],overhead:12,overlap:[3,7,8,9],overlin:[0,5,6,9,10,11,14,20,26,27,28],overst:0,overtrain:4,overview:3,own:[4,5,6,8,12,13,19,20,21,28],owner:0,ownmsepredict:0,ownmsetrain:0,ownridgebeta:[0,6,28],ownypredictridg:0,ownytilderidg:0,oxid:0,p0:2,p1:2,p:[0,1,2,3,4,5,6,7,8,9,10,11,13,14,17,20,23,26,27,28,29],p_:[2,4,8,9],p_hidden:2,p_i:[5,23,28,29],p_j:23,p_n:23,p_output:2,p_x:23,pack:[0,26],packag:[0,1,2,3,4,5,6,7,8,9,11,13,14,15,19,21,23,27,28],packtpub:26,packtpublish:26,pad:[3,4],page:[0,9,19,26,28,29],pai:[0,1,9,13],paid:[],pair:[0,2,3,9,19,23,26],panda:[0,4,5,6,7,9,11,15,19,21,28,29],panel:26,paper:1,paradigm:[0,26],parallel:[10,13,19,20,26],param:2,paramat:2,paramet:[0,1,2,3,4,5,6,7,8,9,10,12,13,16,17,18,21,23,28,29],parameter:[0,6,10,21,26,27],parametr:[0,6,15,16,26,27,29],paramt:[3,5,28,29],parent:2,parent_argnum:2,part:[0,1,3,5,6,10,17,18,20,22,23,24,26,28,29],partial:[0,1,5,6,7,8,10,11,12,13,16,23,26,27,28],particip:[19,22,24,26],particl:[0,4,13,23,26],particular:[0,1,2,3,5,6,9,10,11,12,13,16,21,23,25,26,27,28,29],particularli:[5,6,8,11,13,23,27,29],partit:[1,4,9],partli:[6,26,29],pass:[2,3,12,14],password:21,past:[10,23],patch:[6,23,29],path:[0,3,4,6,7,9,14,15,19,26,27,29],patient:7,patter:4,pattern:[0,3,4,12,22,25,26],pauli:[0,26],pc:[11,19],pca:[0,7,19,26,27],pd:[0,4,5,6,7,9,11,26,27,28,29],pde:2,pdf:[0,3,4,5,6,9,16,21,25,26,28,29],pedagog:[0,26,27],penal:[6,27,28],penalti:[6,13,21,27,28],penros:[5,6,28],pentagon:13,peopl:[0,1,9,13,19],per:[0,1,6,22,24,26,29],percentag:[0,10,11,24],perceptron:[0,1,7,26],peregrin:26,perfect:[0,1,13,26],perfectli:[4,6,29],perform:[0,2,3,4,5,6,8,10,11,12,13,14,15,16,17,19,20,21,23,26,27,28,29],performac:4,perhap:[0,5,13,26,27,28],perimet:[1,9],period:[1,4,23],permut:11,persist:13,person:[5,6,7,22,24,26,27,28,29],perspect:25,pertin:[12,26],petal:[8,9],peter:[25,27],phantom:23,phase:[6,12],phenomena:23,phi:8,phi_k:8,philosophi:13,phone:[24,26],photo:4,php:[],phrase:[0,26],physic:[0,1,4,7,12,13,23,24,25,26,27,28,29],physicist:[],pi:[2,3,5,6,7,9,12,13,23,28,29],pick:[1,9,10,11,13,14],pickl:1,pictur:[0,26],pie:[19,26],piec:[11,14],pillow:[0,15,19,21,26],pinv:[5,6,13,27,28],pip3:[0,1,15,21,26],pip:[0,1,15,19,21,26],pipelin:[0,6,8,10,27,29],pippin:26,pit:4,pitfal:[6,27,28],pitt:12,pixel:[1,3,4],pixel_height:[1,3],pixel_width:[1,3],place:[0,4,6,8,13,20,21,26,29],plai:[0,3,4,5,6,8,11,19,26,27,28,29],plain:[8,10,12,13,14],plan:[6,9,24,25,26],plane:[8,9],plateau:[5,28],platform:[19,26],plausibl:12,pleas:[9,11,13,21,24,26],plenti:1,plethora:[3,12],plot:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,19,20,21,23,26,27,28],plot_all_sc:[21,28],plot_confusion_matrix:[7,10],plot_count:6,plot_cumulative_gain:[7,10],plot_data:1,plot_dataset:8,plot_decision_boundari:[9,10],plot_import:10,plot_max:4,plot_min:4,plot_model:4,plot_numb:4,plot_predict:8,plot_regression_predict:9,plot_result:4,plot_roc:[7,10],plot_surfac:[2,6,13,21],plot_train:9,plot_tre:[9,10],plt:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,20,21,23,26,27,28,29],plu:[0,3,5,7,26,27,28],pluggabl:[3,4,14],plugin:[3,4,14],pm:[8,29],pmatrix:2,pml:25,pn:3,png:[0,4,6,7,9,26,27,29],point:[0,1,2,3,5,6,7,8,9,10,11,13,14,15,16,17,20,21,23,24,26,27,29],point_1:4,point_2:4,poisson:[19,23,26],poli:[6,8,29],poly100_kernel_svm_clf:8,poly3:0,poly3_plot:0,poly_featur:[8,9],poly_features10:9,poly_fit10:9,poly_fit:9,poly_kernel_svm_clf:8,polydegre:[0,5,6,10,27,28,29],polygon:13,polym:12,polymi:21,polynomi:[0,5,6,7,8,9,10,11,15,16,17,21,26,27,29],polynomial_featur:[6,29],polynomial_svm_clf:8,polynomialfeatur:[0,6,8,9,27,29],polytrop:[0,6,26,29],pool:3,pool_siz:3,poor:[1,13],poorli:[0,27],pop:2,popul:[0,5,26,27,28,29],popular:[0,1,3,6,7,8,9,11,12,15,19,20,21,23,27],popularli:[0,26],portabl:10,portion:[11,13],pose:[0,4,5,6,11,23,26,29],posit:[0,1,2,3,5,7,8,10,11,13,14,20,23,26,27,28,29],possibl:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,15,19,20,21,23,24,26,27,28,29],posterior:[5,28,29],postpon:[0,26,27],postscript:21,postul:[5,28,29],potenti:[0,3,5,6,12,13,26,27,28,29],pott:12,power:[0,1,5,6,8,9,12,13,26,27,29],pp:[5,6,18,28,29],practic:[0,5,6,7,8,21,23,27,28,29],practition:[0,1,3,26],pre:26,preced:[1,11,12,23],preceed:4,preceq:8,precis:[0,2,5,11,13,20,21,23,26,27,28,29],pred:[6,29],predicit:0,predict:[0,1,5,6,7,8,9,10,15,16,19,21,25,26,27,28,29],predict_prob:1,predict_proba:[7,10],predictor:[0,5,6,7,9,10,11,26,27,28],prefer:[0,1,6,8,9,11,13,15,19,21,26],prepar:[0,6,20,21,26,27],preprocess:[0,4,6,7,8,9,10,11,21,28,29],prerequisit:0,prescript:21,presenc:13,present:[0,5,6,7,9,12,13,20,21,23,26,27,28],preserv:[3,11,20],press:[13,25],pretrain:[1,4],pretti:[0,4,8,9,15,19,21,26],prev_centroid:14,prevent:[13,23],previou:[0,1,2,3,4,5,6,8,10,11,12,13,20,21,23,27],previous:[2,3,9,10,23],price:[0,4,9,13],primal:8,primari:[0,7,26],prime:23,primit:2,princip:[0,5,7,19,26,27],principl:[0,6,7,8,14,26,29],print:[0,1,2,3,4,5,6,7,8,9,10,11,13,14,20,23,26,27,28,29],print_funct:[8,9],printout:[0,26],prior:[0,5,6,26,28,29],privat:0,pro:[],prob:[1,23],probabilist:[0,25,26,27],probabl:[0,1,3,4,6,7,10,13,19,26,27],problem:[0,3,4,5,6,7,8,9,10,11,12,16,17,19,20,21,23,29],probml:25,proce:[0,5,6,7,8,9,10,11,13,20,26,27,28,29],procedur:[2,4,5,6,8,10,11,13,21,27,28,29],proceed:20,process:[0,2,4,6,9,10,12,13,15,19,20,21,23,25,26,29],prod:25,prod_:[1,5,7,28,29],produc:[0,3,4,5,6,9,10,11,12,13,19,20,21,23,26,27,28,29],product:[0,1,3,5,6,7,8,12,13,16,19,20,26,27,28,29],profess:[0,26],progag:[],program:[0,1,4,5,6,8,12,14,15,16,19,20,22,23,24,26,27],programm:20,progress:[1,4,14],prohibit:[6,29],project1:[6,21],project:[0,1,2,3,5,11,13,17,18,19,22,24,27,28,29],project_root_dir:[0,6,7,9,26,27,29],projectwrit:21,promin:12,promis:8,promot:[24,26],prone:9,pronounc:[13,19,26],proof:[0,11,12,13,26,29],propag:[2,3,13],proper:[0,2,6,7,21,29],properli:[1,6,8,10,13,21],properti:[0,1,3,12,13,16,17,20,26,29],proport:[0,1,5,9,11,13,16,23,26,27],propos:[1,4,6,10,21,26],propto:[5,13,28,29],proton:[0,26],prove:[3,13],provid:[0,1,3,4,5,6,8,9,10,12,13,15,19,20,21,23,26,27,28,29],proxi:[1,13],prune:9,pseudo:[20,23],pseudocod:21,pseudoinv:[5,28],pseudoinvers:[5,6,28],pseudorandom:[6,23,29],psycholog:[0,26],pt:13,publish:[],punish:[0,1,26],pure:[3,9,23],purest:9,puriti:9,purpos:[0,3,10,12,14,26],put:1,py:[0,1,2,3,4,5,6,7,8,9,11,14,26,28,29],py_tf:[3,4,14],pycod:26,pydata:19,pydot:9,pyhton2:26,pylab:[0,7,26],pypi:19,pyplot:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,20,21,23,26,27,28,29],pythagora:[5,28,29],python2:[0,15,21,26],python3:[0,1,2,3,4,6,7,8,9,11,14,15,19,21,26,28],python:[1,2,3,4,5,6,8,11,12,13,14,16,21,23,27,28],pytorch:[0,19,21,26],q:[5,6,8,11,23,27,29],qp:8,qquad:[2,11,13,20],qr:[5,6,20,27],quad:[1,13,20],quadrat:[0,8,9,13,15,16,26],qualit:[4,9,21,23],qualiti:[0,9,15,16,19,26,27],quantifi:1,quantil:10,quantit:[0,6,9,21,26,29],quantiti:[0,2,5,6,7,9,10,11,12,14,16,20,23,26,27,28,29],quantum:[4,12,25,26],quartil:[0,27],quench:5,queri:9,question:[0,5,6,9,11,12,13,21,24,26,27,28,29],qugan:4,quick:[4,23],quickli:[1,3,9,11,13],quit:[1,5,6,9,10,12,27,29],quot:4,r2:[0,5,6,26,27,28],r2_score:[0,26],r2score:[0,26],r:[0,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,19,20,21,23,27,28,29],r_1:9,r_2:9,r_j:9,r_m:9,rad:0,radial:[0,8,12],radioact:23,radiu:[0,1,9,27],rag:2,rain:9,rais:[0,2,3,4,7,14,28],ramp:1,ran0:23,ran1:23,ran2:23,ran3:23,rand:[0,4,5,6,9,10,13,15,16,20,26,27,28,29],randint:[6,9,13,29],randn:[0,1,2,5,6,9,11,13,15,16,26,27,28,29],random:[0,1,2,3,4,5,6,8,9,13,14,15,16,19,20,21,26,27,28,29],random_forest_model:10,random_index:13,random_indic:[1,3],random_st:[0,7,8,9,10,11],randomforestclassifi:10,randomli:[1,6,9,13,14,29],rang:[0,1,2,3,4,5,6,7,9,10,11,12,13,14,20,23,26,27,28,29],rangl:[0,6,11,23,26,27],rangle_x:23,rank:[5,27],rankdir:4,raphson:[1,8,13],rapidli:0,rare:[1,13,26],raschka:[26,27,28,29],rasckha:26,rate:[0,1,2,3,4,8,9,10,12,13],rather:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,20,23,26,27,28,29],ratio:[4,7,9,10,11],rational:[0,26],ravel:[5,6,7,8,9,10,11,13,20,27,29],raw:3,rbf:[8,11,12],rbf_kernel_svm_clf:8,rbf_pca:11,rc:[0,23],rc_temp:[0,7],rcond:[0,26,27],rcparam:[0,1,3,7,8,9,10,23,26],re:[2,4,13],reach:[1,4,5,6,9,10,11,12,13,14,28,29],read:[0,2,3,4,5,6,7,8,11,12,16,20,21,22,23,25,28],read_csv:[0,6,7,9,26,29],read_fwf:[0,26],reader:[0,6,20,23,26,27,28],readi:[0,1,5,6,8,10,11,12,20,21,26,28,29],readili:1,readthedoc:19,real:[0,1,2,4,7,10,11,12,20,27,29],real_loss:4,real_output:4,realist:8,realiti:23,realiz:[1,12],realli:[0,1,26],rearrang:13,reason:[0,1,3,4,10,13,25,26],reassign:1,recal:[5,6,9,10,11,12,20,23,26,27,28,29],recast:3,receiv:[1,3,10,12,23],recent:[0,2,3,4,6,7,10,13,14,21,25,26,28,29],recept:[3,12],receptive_field:3,recip:[0,6,7,20,21,26,27],reciproc:[5,28],recogn:[0,4,5,10,26,28,29],recognit:[0,1,3,12,22,25,26],recommen:26,recommend:[0,2,3,4,5,6,8,13,15,18,19,20,21,25,28,29],reconsid:9,reconstruct:11,record:[10,21,22,24,26],rectangl:[9,13],rectangular:[5,27],rectifi:[1,3,12],recur:[0,19,26],recurr:[0,1,19,26],recurs:[9,19,20,26],red:[0,3,4,6,8,9,29],redefin:[0,10,26,27],redefinit:28,reduc:[1,3,5,6,9,10,11,13,26,28,29],reduct:[0,10,11,19,23,26,27],refer:[0,1,2,3,5,6,9,11,12,13,14,20,25,26,27,29],referenc:2,refin:12,refit:[6,29],reflect:[0,1,4,5,21,23,26],refresh:[19,26],refreshprogrammingskil:26,reg:[10,11],regard:[1,9,13],regardless:12,region:[3,4,6,9,12,21],regist:[6,21,23],reglasso:[5,28],regr_1:[0,9],regr_2:[0,9],regr_3:[0,9],regress:[1,8,11,12,15,16,19,20],regressor:[0,7,10,26],regridg:[0,5,6,28],regular:[0,3,4,5,6,7,9,13,17,24,26,27,28,29],regularis:6,reilli:[0,15,25,26],reinforc:[0,8,19,26],reiter:1,reject:7,rel:[0,4,6,7,9,12,13,23,26,27,29],relat:[0,1,3,4,5,11,13,14,20,23,26,28,29],relationship:[0,4,9,26],relativeerror:[0,26,27],releas:[1,19,26],relev:[0,1,5,7,11,15,19,21,23,26,28],reli:[0,6,8],reliabilti:21,reliabl:[7,23],relu:[3,4,26],remain:[1,2,4,6,12,20,23,27,28,29],remaind:23,reman:2,remark:1,rememb:[0,8,13,20,21,26],remind:[0,5,11,13,20,23,27,28,29],remov:[0,4,5,6,27,28],render:[0,9,26,27],reorder:[5,7,27,28],reorgan:[0,26],repeat:[0,1,3,4,5,6,9,10,11,13,14,20,21,23,26,28,29],repeated:26,repeatedli:[0,6,10,13,29],repet:3,repetit:[6,26,27,29],rephras:13,replac:[0,1,3,4,5,6,10,12,14,15,16,19,21,26,27,28,29],replica:[6,29],repo:21,report:26,reportexampl:21,repositori:[0,4,21,26],repres:[0,1,2,3,4,5,6,7,8,9,10,12,13,23,26,27,28,29],represent:[0,1,3,6,9,23,26,29],representd:3,reproduc:[0,5,6,9,12,15,16,19,21,23,26,27],repuls:[0,26],request:[0,13],requir:[0,1,3,4,5,6,8,9,11,12,13,17,20,26,27,28,29],rerun:9,res1:2,res2:2,res3:2,res_analyt:2,res_analytical1:2,res_analytical2:2,res_analytical3:2,resaml:[6,21],resampl:[0,7,10,19,26,27],rescal:[0,11,12,27],rescu:[5,28,29],reseach:[6,21],research:[0,4,13,19,25,26],resembl:[6,23,29],reserv:[1,5,6,23,28,29],reshap:[0,1,2,3,4,6,8,9,10,15,16,20,26,27,29],residenti:0,residu:[0,5,13,26],resiz:[5,27],resourc:26,respect:[0,1,2,3,5,6,7,8,10,11,12,13,14,16,17,21,23,26,27,28,29],respond:12,respons:[0,7,9,12,26,27],rest:[0,5,27],restat:[0,12,26],restor:4,restored_discrimin:4,restored_gener:4,restrict:[0,3,9,12,26],result:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,19,20,21,23,26,29],retail:0,retain:[5,6,27,29],rethink:29,retriev:26,return_data:14,return_sequ:4,return_x_i:9,reus:[1,3,6,18,21],reveal:[0,12,26],revers:[1,20],review:[19,20],revisit:14,revolut:26,reward:[0,4,26],rewrit:[0,3,5,6,7,8,10,11,12,13,20,21,23,28],rewritten:[2,6,8,10,23,29],rewrot:13,rf:10,rgb:3,rgoj5yh7evk:19,rh:[6,29],rho:[0,10,13,26],rho_1:10,rho_2:10,rho_m:10,rich:[0,26],ride:9,rideclass:9,ridedata:9,ridg:[7,11,13,19,26],ridge_fit:[],ridge_fit_beta:[],ridge_sk:6,ridgebeta:[5,28],right:[0,1,2,3,5,6,7,8,9,10,12,13,14,16,17,20,21,23,26,27,28,29],right_sid:2,rightarrow:[0,1,5,6,8,11,12,13,23,26,27,29],rigor:[0,26],ring:6,rise:[0,26],risk:[0,13,15,16,26],rival:4,river:0,rlm:26,rm:[0,23],rmse:0,rmsporp:13,rmsprop:[1,3,4,13],rnd_clf:10,rng:23,rnn1:4,rnn2:4,rnn:[4,12],rnn_2layer:4,rnn_input:4,rnn_output:4,rnn_train:4,rntrick1:23,rntrick2:23,rntrick3:23,rntrick4:23,ro:[0,13,26],robert:[18,21,25],robust:[0,26],robustscal:[0,27],roc:[7,10],rod:[],role:[0,2,5,6,8,19,26,27,28,29],roll:6,room:[0,24,26],root:[0,5,9,13,23,27,28],rot:26,rotat:[1,8,9,10],rotation_matrix:9,roughli:[1,3],round:[0,7,9,13],routin:[13,20,26],row:[0,1,2,5,6,9,11,20,26,27,28,29],rr:[5,27],rrr:[5,27],rug:13,rule:[0,1,5,6,13,21,26,27,28,29],run:[0,1,2,4,5,6,8,9,11,13,15,19,21,26,27,28,29],runtim:[1,6,14],runtimewarn:[1,6,29],rust:[0,15,19,20,26],rvert:1,rvert_2:1,s:[0,1,2,3,4,5,6,7,9,11,12,13,16,17,18,19,20,21,23,26,27,28],s_1:6,s_:[3,6],s_i:[6,7],s_j:6,s_k:6,saddl:13,sai:[0,1,2,3,4,5,6,7,8,9,10,11,12,20,21,23,26,27,28,29],said:[6,9,13],sake:[0,5,7,11,26,27,28],sale:[0,26],sam:26,same:[0,1,2,3,4,5,6,8,9,11,12,14,17,20,21,23,26,27,28],samm:10,sampl:[0,1,2,3,4,5,6,7,8,9,10,13,14,15,16,19,20,21,23,26,27,28,29],sample_vari:14,sampleexptvari:23,samwis:26,sastri:11,satisfactori:[0,26],satisfi:[1,2,3,6,8,13,20,23,29],satur:[1,6,29],save:[0,4,6,7,9,13,26,27,29],save_fig:[0,6,7,9,10,26,27,29],savefig:[0,4,6,7,9,23,26,27,29],savetxt:4,saw:[5,27],scalabl:10,scalar:[2,5,6,10,27,28,29],scale:[0,1,3,5,6,7,8,9,10,11,12,13,15,16,17,19,20,21,24,26,28],scale_mean:4,scale_std:4,scaler:[0,7,8,9,10,11,21,27,28],scan:[5,7,28,29],scari:[5,28,29],scatter:[0,1,6,7,8,9,14,26,27,28,29],scenario:[6,13],schedul:[13,24],scheme:[1,13],schrage:23,scienc:[0,1,10,12,13,19,22,23,24,25],scientif:[0,15,19,21,26],scientist:[0,26],scikit:[3,5,6,8,9,10,13,19,20,21,22,25],scikit_learn:[0,16],scikitlearn:26,scikitplot:[7,10],scipi:[0,3,5,6,13,15,19,20,21,26,27,28,29],scl:6,score:[0,1,3,6,7,9,10,11,15,16,21,24,26,27,29],scores_kfold:[6,29],scratch:[1,13],sdg:13,seaborn:[0,1,3,6,7,26],seamless:[0,15,19,21,26],search:[0,1,3,5,9,13,26,28],sebastian:26,sebastianraschka:26,sec:6,second:[0,2,3,4,5,6,7,8,9,11,12,14,15,16,19,20,21,23,24,26,27,29],secondeigvector:11,secondli:12,section:[4,11,16,17,20,21,23,27,28],sector:0,see:[0,1,2,3,4,5,6,7,8,10,11,12,13,15,16,17,18,19,20,21,23,26,27,28,29],seed:[0,1,2,3,4,5,6,8,9,11,13,14,15,16,21,23,26,27,28,29],seed_imag:4,seek:[1,2,8],seem:[1,3,4],seemingli:[0,26],seen:[0,1,3,5,10,12,17,23,26],segment:13,seismic:6,seldomli:[0,26],select:[1,5,6,8,9,10,11,17,21,22,23,24,25,26,27,28,29],self:[0,1,2,5,7,26,27,28],sell:4,semest:[7,22],semi:[8,13],semilogx:6,send:[5,12,13,24,26],senior:[22,24],sens:[0,4,6,8,21,26,29],sensibl:3,sensit:[0,5,6,9,13,26,27,28,29],sent:2,sentenc:[4,12],separ:[0,1,2,4,6,8,9,12,14,15,19,21,23,26,29],septemb:[17,18,21,26],sequenc:[2,3,4,7,9,10,12,13,19,20,23,26],sequenti:[1,3,4,10,12,23],seri:[0,1,2,3,4,5,6,10,11,12,13,20,26,27,28,29],serif:[0,7,23,26],serv:[0,1,2,3,5,7,13,21,25,26,27,28,29],servic:21,session:[1,21,22,24,26],set:[1,4,5,6,7,8,10,11,13,14,16,17,19,20,21,23,24,28,29],set_major_formatt:[6,21],set_major_loc:[6,21],set_tick:[1,6,8],set_ticklabel:[1,6],set_titl:[0,1,2,3,7,12,14,26],set_xlabel:[0,1,2,3,7,12,26],set_xlim:[7,12],set_xticklabel:1,set_ylabel:[0,1,2,3,7,26],set_ylim:[7,12],set_ytick:7,set_yticklabel:[1,6],set_zlim:[6,21],seth:4,setminu:6,setosa:[8,9],setosa_or_versicolor:8,setp:[6,29],setup:[1,4,6,8,19,26,27],sever:[0,3,5,6,7,8,9,11,12,13,19,20,23,26,27,28,29],sgd:[1,3],sgd_clf:8,sgdclassifi:8,sgdreg:13,sgdregressor:13,sgn:[5,27,28],shallow:13,shape:[0,1,2,3,4,5,6,7,8,9,10,11,13,14,15,16,20,26,27,28,29],shape_bas:2,share:[1,3,26],she:7,shift:[1,6,12,23,28],ship:3,shire:26,shortcom:13,shorten:4,shorter:23,shorthand:[26,29],shortli:[20,26],should:[0,2,3,5,6,8,9,11,12,15,16,20,21,23,26,27,28,29],show:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,16,17,18,20,21,23,26,27,28,29],show_shap:4,shown:[0,4,5,8,9,11,12,13,20,27],shrink:[3,5,6,8,11,21,27,28],shrinkag:[5,6,27,28],shrunk:11,shuffl:[0,1,4,6,13,27,29],side:[0,2,5,8,12,13,20,26,28,29],sigh:[19,26],sigma0:23,sigma1:23,sigma2:23,sigma:[0,1,5,6,7,10,11,12,13,17,18,20,21,23,26,27,28,29],sigma_0:[5,27,28],sigma_1:[5,27,28],sigma_2:[5,27,28],sigma_:[5,20,26,27,28,29],sigma_fn:[7,12],sigma_i:[0,5,26,27,28],sigma_j:[5,17,27,28],sigma_m:[6,23,29],sigma_n:[11,23],sigma_t:13,sigma_x:23,sigmoid:[1,2,4,7,8,10,12],sigmundson:[6,27,28],sign:[1,2,7,8,10,23,24],signal:[1,3,10,12],signifi:4,signific:1,significantli:[1,13,23],sigurd:26,sim:[4,5,6,13,18,21,23,28,29],similar:[0,1,2,3,4,5,6,7,8,9,10,11,14,17,19,20,21,26,28,29],similarli:[0,1,3,5,8,10,13,23,26,27,28],simpl:[1,2,3,5,6,7,8,10,11,12,14,15,16,17,19,20,21,23,29],simplepredict:10,simpler:[0,1,5,6,7,13,16,19,21,26,28],simplernn:4,simplest:[0,1,3,4,9,10,12,14,26],simpletre:10,simpli:[0,1,2,4,5,6,8,9,10,11,12,15,19,20,21,23,26,27,28,29],simplic:[2,5,6,7,8,9,10,11,12,14,27,28],simplicti:[5,27],simplifi:[0,6,9,15,19,21,26,27,28,29],simplist:[3,6,23,29],simul:[6,29],simultan:[6,29],sin:[0,1,2,3,4,9,12,13,20,26],sinc:[0,1,2,3,5,6,7,8,9,10,11,13,20,23,25,26,27,28,29],sine:[3,12],singl:[0,1,2,3,5,6,7,8,9,12,13,20,23,26,27,28,29],singular:[0,6,13,20,21,26,28,29],sinusoid:3,site:[0,1,2,3,4,6,7,8,9,11,14,21,22,26,28],situat:[0,4,5,7,13,23,26,27],six:[3,23],size:[0,1,2,3,4,5,6,8,9,10,11,13,20,21,23,26,28,29],sketch:10,ski:9,skill:0,skip:11,skl:[0,6,26,27,28],sklearn:[0,1,3,5,6,7,8,9,10,11,13,14,26,27,28,29],skplt:[7,10],sl:[6,28],slack:8,slice:[2,20,26],slide:[0,3,15,16,21,23,26,27,29],slight:[6,13,29],slightli:[1,2,3,5,6,7,10,23,27,28,29],slope:[8,11,12],slow:[0,2,8,13,27],slower:[5,20,26,27,28],slowest:20,slowli:12,slp:1,small:[0,1,2,3,5,6,8,9,10,11,12,13,19,20,21,23,26,27,28,29],smaller:[0,1,2,5,6,8,9,11,13,23,26,27,28,29],smallest:[0,4,14,15,16,26],smallest_row_index:14,smooth:[0,3,6,9,13,21,26],sn:[0,1,3,6,7,26],sne:11,sneak:26,so:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,16,18,19,20,21,23,24,26,27,28,29],soar:6,social:0,soft:[1,7,10,12],soften:8,softmax:[3,7],softwar:[0,8,15,19,20],sol:8,sole:[0,6,26],solid:[0,7],solut:[0,1,2,3,5,6,8,10,11,13,17,18,20,21,23,26,27,28,29],soluton:2,solv:[0,1,3,5,6,8,10,11,12,13,20,21,26,27],solve_expdec:2,solve_ode_deep_neural_network:2,solve_ode_neural_network:2,solve_pde_deep_neural_network:2,solveod:2,solveode_popul:2,solver:[2,7,8,9,10,11,20,26],some:[0,1,2,3,4,5,6,7,8,9,10,11,12,14,21,23,26,28,29],some_model:[6,27,28],somehow:4,someth:[0,1,3,4,7,9,11,21,23,26,27],sometim:[0,1,11,12,13,14,26,27],soon:[20,24,27],sophist:[0,26],sopt:13,sort:[5,6,9,11,23,27,29],sound:[3,5,28,29],sourc:[0,1,3,6,15,19,20,21,23,26,29],space:[0,1,4,5,8,9,11,12,13,14,23,27,28,29],span:[0,3,5,9,11,20,26,27],spare:1,spars:[3,6,20,26],sparse_mtx:[20,26],sparsecategoricalcrossentropi:3,sparsiti:10,spatial:[1,2,3,12],speak:23,special:[6,7,10,12,13,20,23,26,27,28],specif:[0,1,2,3,4,5,6,7,8,9,11,12,16,19,20,21,23,25,26,27,28,29],specifi:[0,3,5,6,7,9,11,13,14,21,23,26,28,29],specifici:[0,10,26],spectacular:3,spectral:1,speech:[0,1,3,4,12],speed:[1,2,4,13],spend:23,spent:21,sphere:[0,27],spin:6,spite:0,spline:8,split:[1,3,4,5,6,8,9,10,11,14,17,21,23,28,29],splite:0,splitter:[1,10],spontan:23,spot:3,spread:[0,11,23,26,27],springer:[18,21,25,26,29],spuriou:13,sqquar:28,sqrsignal:3,sqrt:[0,3,4,5,6,8,10,11,13,17,23,27,28,29],squar:[1,2,3,4,7,8,9,11,13,14,15,16,17,19,20,23,29],squarederror:10,squaredeuclidean:14,squash:12,srtm:[6,21],srtm_data_norway_1:[6,21],stabil:[5,21],stabl:[0,4,5,6,9,11,19,21,26,27,28],stack:[2,3,4],stage:[5,13,21],stai:[0,2,4,5,11,17,26,27],stand:[0,5,9,12,26,27,28],standadscal:27,standard:[0,1,4,5,6,7,8,10,12,15,16,17,20,21,23,26,28],standard_basi:2,standardscal:[0,6,7,8,9,10,11,27,28],stanford:13,start:[0,1,2,3,4,5,6,8,9,10,11,12,13,14,20,23,24,26,27,29],start_box:2,start_nod:2,start_tim:14,stat:[6,29],state:[1,2,4,5,6,7,8,10,11,12,13,19,23,27,28,29],statement:[0,7,20,26],stationari:[],statist:[0,1,3,4,7,9,10,11,12,13,14,18,20,21,22,25,27],statu:[0,7,9,11,26],stavang:[6,21],std:[0,4,6,26,27,29],steep:13,step:[0,1,2,4,6,7,9,10,11,12,13,14,20,21,26],step_fn:[7,12],step_length:13,steps_list:9,stereo:3,still:[0,2,3,5,6,11,13,17,23,29],stimuli:12,stk2100:[25,26],stk3155:[15,21,22,24],stk4021:[25,26],stk4051:[25,26],stk4155:[22,24],stk5000:25,stk:[25,26],stochast:[0,1,5,6,8,11,12,15,16,21,26,28,29],stock:4,stoke:12,stone:[0,7,21],stop:[1,4,9,11,13,14],stopiter:[0,7],storag:[5,27],store:[0,1,2,3,6,11,13,21,23,26],storehaug:[24,26],str:[1,3,4],straight:[0,6,8,13,26,29],straightforward:[0,2,3,5,6,8,9,10,13,20,26,27,28,29],strategi:[0,1,9,26],stratifi:[6,29],strength:[0,5,14,27],stretch:11,strict:[8,13],strictli:[8,13],stride:[4,20],strike:6,string:1,stroke:7,strong:[3,6,9,10,12,20,23,29],strongli:[0,8,19,20],stronli:0,structur:[0,1,2,3,6,9,10,12,19,26,29],stuck:[1,13],student:[0,21,22,24,25,26],studi:[0,3,4,5,6,7,8,11,12,13,17,19,21,25,26,27,28],studier:25,style:[0,7,9,20,26],sub:[9,12],subarg:2,subdivid:[0,20,26],subfield:0,subject:[6,8,23],submit:26,subplot:[0,1,3,4,6,7,8,9,10,14,26,29],subplots_adjust:[8,23],subprogram:[20,26],subract:[0,27],subroutin:[0,26],subscript:1,subsequ:[1,4,5,6,12,20,23,27,29],subset:[1,6,9,12,13,19,26,29],subspac:[0,8,11,27],substanti:[9,10],substep:11,substitut:[3,6,12,20,29],subsubset:9,subtask:6,subtl:1,subtract:[0,4,5,6,11,13,17,20,21,23,28,29],subtre:9,subval:2,succeed:[0,4,26],success:[3,7,9,13,23],successfulli:[4,9],sudo:[0,15,19,21,26],suffer:[0,1,2,5,10,26,27,28],suffici:[1,6,8,11,13,29],suggest:[1,13,21,25],suit:[8,12],suitabl:[0,23,27],sum:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,20,21,23,26,27,28],sum_:[0,1,2,3,5,6,7,8,9,10,11,12,13,14,15,16,17,18,20,21,23,26,27,28,29],sum_i:[0,2,5,6,8,13,17,21,27,28,29],sum_j:6,sum_ja_:0,sum_k:[6,8,12,20],sum_logist:13,sum_m:3,sum_n:3,sum_nx_:3,summar:[5,6,9,28,29],summari:[1,3,4,10,22,28],summat:[0,3,16,27],sunni:9,superconduct:28,superfici:3,superscript:[1,12],supervis:[0,5,6,7,9,12,19,26,27,29],supplement:[7,21],support:[0,1,9,10,11,13,19,26,27],suppos:[0,5,6,7,8,10,11,12,13,20,26,27,28,29],suppress:[5,8,13,28],sure:[0,1,4,6,21],surf:[6,21],surfac:[0,6,21,26],surpass:6,surpris:[0,26],surround:[3,19],survei:[0,5,6,26,27,28,29],svc:[8,9,10],svd:[0,6,11,17,26,29],svdinv:[5,28],svm:[8,9,10,11],svm_clf:[8,10],swath:[5,27],sy:13,symbol:[1,3,4,5,11,13,14,19,23,26,27,28],symmeteri:1,symmetr:[0,5,8,11,12,13,20,26,27],symmetri:[6,9],sympi:[0,15,19,21,26],synonim:23,syntax:[1,13],syntaxerror:[1,8],system:[0,1,3,4,6,7,9,10,12,13,15,19,20,21,26],systemat:[4,6,29],t0:[3,6,13],t1:[2,13],t2:2,t3:2,t:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,23,24,26,29],t_0:[2,9,13],t_1:13,t_2:[],t_:2,t_b:10,t_i:[1,2,5,12,27],t_j:12,t_k:9,tabl:[9,21,23,24,26],tabul:[0,26],tabular:26,tackl:4,tag:[2,3,4,5,6,7,12,13,14,20,23,27],taht:[0,26],tail:23,tailor:[2,8,11,26],taiwan:[0,26],take:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,16,19,20,23,26,27,28,29],taken:[0,1,3,6,10,13,20,26,29],tan:3,tangent:[1,4,12,13],tanh:[1,4,7,8,12],target:[0,1,2,3,4,5,6,7,8,9,10,11,12,26,27,28,29],target_iscomplex:2,target_meta:2,target_nam:9,target_shap:2,task:[0,1,3,6,9,11,12,14,21,26,29],tau:[3,5,23,28,29],taught:26,tax:0,taylor:[2,13],taylornr:13,tc:8,td:[1,6,26,29],teach:26,team:1,teaser:0,technic:[0,5,6,13,15,21,26,27],techniqu:[0,1,8,10,13,19,23,25,26,27,29],technolog:[0,1],tell:[0,4,6,10,11,13,23,29],temp1:1,temp2:1,temp:1,temperatur:[0,9,26],temporarili:1,ten:[3,17,26],tend:[3,5,6,8,9,10,12,13,14,27,28,29],tendenc:[0,26],tension:[6,29],tensor:3,tensorflow:[0,2,4,8,14,15,19,20,21,22,25,26,27],term1:[5,6,11,21,27],term2:[5,6,11,21,27],term3:[5,6,11,21,27],term4:[5,6,11,21,27],term:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,21,23,26,27,28],termin:[0,4,5,9,10,13,15,26,27],terrain1:[6,21],terrain:[6,21],test:[3,4,5,6,7,8,9,10,13,17,20,21,23,29],test_acc:3,test_accuraci:[1,3],test_error:6,test_imag:[3,4],test_ind:[6,29],test_input:4,test_label:[3,4],test_loss:3,test_pr:1,test_predict:1,test_rnn:4,test_scor:[7,10],test_siz:[0,1,3,5,6,10,26,27,28,29],test_split:9,tester:28,testerror:[0,6,27,29],testi:4,testpredict:4,testx:4,text:[0,1,2,4,5,8,9,11,13,15,20,23,25,27,29],textbook:[16,17,21,27,29],textual:9,textur:[1,9],tf:[1,3,4,13,14],tf_loadlibrari:[3,4,14],th:[0,1,2,5,6,7,9,12,13,14,15,16,20,21,23,26,27,28,29],than:[0,1,2,3,4,5,6,7,9,10,11,12,13,17,19,23,26,27,28,29],thank:[4,6,27,28],theano:[1,19,26],thei:[0,1,2,3,4,5,6,7,8,9,11,12,13,20,21,23,26,27,28,29],them:[0,1,3,4,6,8,9,10,11,12,13,20,21,26,27,28],theme:[0,26],themselv:[0,23,26],thenc:[6,29],theorem:[2,6,7,27],theoret:[0,4,10,26],theori:[0,1,3,8,9,12,13,18,19,21,25,26,28],thereaft:[0,5,6,11,12,15,16,17,20,21,26,29],therebi:[0,5,7,11,26,27,28],therefor:[0,1,2,3,4,6,7,8,11,13,23,26,27,29],therein:11,thereof:[0,6,13,26,29],theta:[1,4,13,23],theta_:[1,13],theta_i:1,theta_linreg:13,theta_t:13,thi:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,19,20,21,22,23,25,27,28,29],thing:[0,1,2,4,5,7,9,23,26,28,29],think:[0,1,3,4,6,9,12,13,14,23,26,29],third:[0,3,6,13,24,26],thirti:7,thorughout:26,those:[0,3,5,6,8,9,10,11,20,21,22,26,27,29],though:[1,2,3,4,13,20,23],thought:[6,14,21,23,29],thousand:[0,1,21,27],three:[0,1,3,5,6,8,9,12,15,20,21,22,23,24,26,27,28,29],threshold:[1,3,9,10,11,12,13],through:[0,1,2,3,4,5,6,8,11,12,13,14,19,20,23,26,27,28,29],throughout:[0,4,5,14,19,20,23,26],thu:[0,1,2,5,6,7,8,10,11,12,13,21,24,26,27,28,29],thumb:[0,6,21,26,27],thursdai:[24,27],tibshirani:[6,18,21,22,25,26,29],tick:6,tick_param:6,ticker:[6,13,21,23],tif:[6,21],tight_layout:[1,7],tightli:11,tild:[0,5,6,7,11,15,16,17,18,21,23,26,27,28,29],till:[0,4,7,8,9,10,12,20,26,27,28],time:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,16,17,19,20,21,23,26,27,28,29],timeit:4,timer:4,tini:1,tip:3,titl:[0,1,2,3,4,6,7,8,9,10,13,21,23,26,29],tmp:13,tn:[2,3,7],to_categor:[1,3,4],to_categorical_numpi:1,to_numer:[0,6,26,29],todai:3,togeth:[0,3,6,8,11,13,19,26],toi:14,told:13,toler:[2,6,14],tolist:4,tomographi:12,too:[0,2,4,5,6,9,11,13,15,23,25,26,27,29],took:[8,26],tool:[0,1,3,6,13,19,27,29],toolbox:8,top:[0,3,5,6,9,10,18,19,26,28,29],topic:[0,5,6,7,8,19,21,27,28],topograph:21,topolog:[1,3,12],toposort:2,torkjellsdatt:[24,26],toss:[10,23],total:[0,1,2,3,4,6,7,8,9,10,11,12,13,14,15,16,20,23,24,26,27,29],total_loss:4,totalclustervari:14,totalscatt:14,toward:[1,2,7,12,13,21],town:0,tp:[4,7],tpng:9,tpu:[13,19,26],tqdm:6,tr:27,trace:2,trace_stack:2,traceback:[0,2,3,4,6,7,10,13,14,21,26,28],tracer:2,track:[3,13,14,20,27],tract:0,tractabl:[0,26,27],trade:[5,9,28,29],tradeoff:[0,5,21,26,27,28],tradit:[0,1,4,6,26,29],train:[2,3,5,6,8,9,10,11,12,13,17,21,28,29],train_accuraci:[0,1,3,26],train_dataset:4,train_end:[0,1,27],train_error:6,train_imag:[3,4],train_ind:[6,29],train_label:[3,4],train_pr:1,train_siz:[0,1,3,27],train_step:4,train_test_split:[0,1,3,5,6,7,9,10,11,26,27,28,29],train_test_split_numpi:[0,1,27],trainable_vari:4,trained_model:[6,27,28],trainerror:[0,27],traini:4,training_checkpoint:4,training_dataset:4,training_gradi:13,trainingerror:[6,29],trainpredict:4,trainscor:4,trainx:4,trait:[0,26],trajectori:4,transfer:9,transform:[0,5,6,7,8,9,10,11,12,13,19,20,26,27,28,29],transit:[6,12],translat:[1,4,6,10,26,27,28],translate_vjp:2,transpos:[1,5,11,20,27,28],travers:[0,5],treat:[0,1,3,6,12,13,23,26,27,28,29],tree:[0,1,6,19,21,26],tree_clf:[9,10],tree_clf_:9,tree_clf_sr:9,tree_reg1:9,tree_reg2:9,tree_reg:9,trend:23,treue:7,trevor:[18,21,25],tri:[2,3,4,9,13],triain:0,trial:[0,2,4,6,13,23,26,29],triangl:13,triangular:20,trick:[3,4,8,11,13,23],trickier:23,tridiagon:20,trigger:[0,7],trillion:19,trivial:[0,1,5,11,23,26,28],troubl:[0,8,12,27],truck:3,true_beta:[6,27,28],true_divid:1,true_fun:[6,29],trust:9,tucker:8,tuesdai:[24,26,29],tumor:[7,9],tumour:7,tunabl:1,tune:[4,9,13,20,26],tupl:2,turbul:[],turn:[0,1,5,6,7,8,9,10,11,12,13,20,21,23,26,27,29],tutori:[1,4],tv:2,tveito:2,tweak:[1,4,10,23],twice:13,twist:11,two:[0,1,2,4,5,6,7,9,10,11,12,13,15,16,20,22,23,25,26,28,29],tx:13,tx_1:13,txt:4,ty:13,type:[0,1,3,6,8,10,13,16,20,21,23,27,28,29],typeerror:[2,6,13,21],typic:[0,1,2,3,4,5,7,9,10,12,13,23,26,27,28,29],typo:21,u:[0,2,5,6,8,10,11,12,17,20,26,27,28],u_:20,u_i:12,u_m:10,u_t:[],ua:[0,26],ubuntu:[0,15,19,21,26],uci:0,uio:[21,24,25],un:14,unabl:9,unari:[20,26],unary_f:2,unary_oper:2,unary_to_nari:2,unbalanc:[6,9,29],unbias:[0,5,6,26,28,29],unbroadcast:2,unbroadcast_f:2,uncent:[6,28],uncertainti:[0,5,26,28,29],uncertitud:23,unchang:[1,3],uncorrel:[10,23],undefin:[5,27],under:[0,1,5,6,10,13,15,16,19,21,26,27,28,29],underdetermin:[0,26],underfit:[1,6,29],underflowproblem:[5,28,29],undergo:[5,28,29],undergradu:[22,24],underli:[0,1,9,13,23,26],underset:[4,14],understand:[0,1,3,5,6,10,13,14,19,26,27,28],understood:[8,13],undesir:8,undetermin:[5,8,28,29],undo:4,unexpect:[6,13,21,29],unexpected:23,unfair:[6,27,28],unfortun:[1,8,9,10],unicode_liter:[8,9],uniform:[0,1,5,6,11,13,15,16,21,23,26,27],uniformli:[13,23],unifrompdf:23,unimport:13,union:[5,6,28,29],uniqu:[0,2,6,13,14,20,26,29],unique_cluster_label:14,unit:[0,1,3,4,5,10,12,23,26,27,28],unitari:[5,6,20,27],unitarili:[20,26],uniti:23,univari:23,univers:[0,1,2,13,15,19,21,22,24,26,27,28,29],unix:1,unknow:[0,20,26],unknown:[0,1,3,4,5,6,8,10,13,16,20,26,27,28,29],unknowwn:12,unlabel:1,unless:[0,3,6,11,13,21,26,29],unlik:[1,3,8,13],unnecessarili:9,unord:3,unravel:1,unrol:[3,11],unseen:[0,7,9],unstabl:1,unsupervis:[0,1,4,12,19,26],unsymmetr:[20,26],until:[1,2,4,9,12,13,14],untouch:0,unusu:12,up:[1,3,4,5,6,8,10,11,13,14,16,18,19,20,21,23,24,28],updat:[1,2,10,12,13,14],uploa:26,upload:[19,21,25],uploda:[],upon:[0,1,6,7,11,20,21],upper:[0,8,9,16,20,27],uppercas:[20,26],upsampl:4,upscal:4,url:[0,7,26,27],us:[4,5,6,8,9,10,11,12,14,15,16,17,18,20,22,23,25,28,29],usa:26,usag:[0,8,19,26,27],usd10000:0,usd:0,use_bia:4,usecol:[0,26],useless:1,user:[0,1,2,3,4,6,7,8,9,11,14,15,19,20,21,26,27,28],usernam:21,userwarn:6,usetex:23,usg:[6,21],usr:23,usual:[0,3,4,7,12,13,14,26],ut:[5,28],utf:[0,7],util:[1,3,4,6,7,10,14,26,29],ux:20,v0:23,v1:23,v2:23,v:[2,4,5,6,11,13,17,19,27,28],v_0:11,va:1,vahid:26,val:13,val_accuraci:3,val_loss:4,vale:2,valid:[0,1,4,7,9,10,13,19,23,26,27],validation_data:3,validation_split:4,valu:[0,1,2,3,4,6,7,8,9,10,12,13,14,15,16,19,20,21,26],valuat:9,valueerror:2,valy:4,van:[0,18,21,26,27,28,29],vandenbergh:[8,13],vandermond:[0,26],vanilla:[0,6,11,14,27,28],vanish:[1,4,13,23],var_x:23,varabl:8,varepsilon:[5,6,18,21,28,29],varepsilon_:[5,6,28,29],varepsilon_i:[5,6,28,29],vari:[0,1,3,5,6,10,15,16,26,29],variabl:[0,1,2,5,6,7,8,10,11,12,13,14,20,26,27,28,29],varianc:[0,1,5,7,9,10,11,13,14,18,19,20,23,26,27],variance_i:[5,11,27],variance_x:[5,11,27],variant:[0,1,6,8,12,13,26,27],variat:[3,4,11,26],varieti:[0,3,12,15,19,21,26],variou:[1,3,5,6,7,8,9,11,12,13,16,18,19,20,21,23,27,28],varydimens:4,vastli:3,vaue:1,vault:0,vdot:[2,13],ve:21,vec:[6,29],vector:[0,1,2,3,4,5,6,7,9,10,11,13,14,16,17,19,28,29],vector_mean:14,veloc:[],ventur:[0,8,15,19,26],verbos:[1,3,4],veri:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,21,23,25,26,27,28,29],verifi:[3,11,20,26],versatil:[8,26],versicolor:[8,9],version:[0,3,10,13,14,15,19,20,21,23,26],versu:1,vert:[0,1,5,6,7,8,9,11,13,17,26,27,28,29],vert_1:[5,6,27,28,29],vert_2:[5,6,11,17,27,28,29],via:[0,5,6,7,8,9,10,11,12,15,19,20,21,22,23,24,26,27,28,29],vidal:11,video:[0,1,12,19,22,24,26,27,28,29],view:[1,3,5,6,12,13,23,25,26,28,29],violat:8,virginica:9,viridi:[0,1,2,3,26],virtual:1,viscos:13,viscou:13,visibledeprecationwarn:2,vision:[0,3],visual:[0,3,11,12,15,19,26,27],visualis:1,viz:[6,8,23],vjp:2,vjp_argnum:2,vjpfun:2,vjpmaker:2,vjpnode:2,vjps_dict:2,vmap:13,vmax:[1,6],vmin:[1,6],voic:3,volum:[0,3,26],vote:10,voting_clf:10,votingclassifi:10,votingsimpl:10,vs:[0,4,6,29],vspace:2,vstack:[5,11,20,23,26,27],vt:[5,27,28],w1:8,w2:[8,11],w3:8,w:[0,1,2,3,4,5,6,7,8,10,11,12,13,14,20,23,26,27,29],w_1:[8,20],w_1x_1:8,w_1x_:8,w_2:[8,20],w_2x_2:8,w_2x_:8,w_3:20,w_4:20,w_:[1,12],w_hidden:2,w_i:[1,2,10],w_ix_i:12,w_j:20,w_m:20,w_output:2,w_px_:8,w_px_p:8,wa:[0,1,3,4,5,6,7,10,11,12,14,17,20,21,26,27,28,29],wai:[0,1,2,3,4,5,6,7,8,10,11,12,13,14,17,20,23,26,27,28],walk:9,walker:23,wang:[0,26],want:[0,1,2,3,4,5,6,8,9,10,11,12,13,14,15,16,17,19,21,23,26,27,28,29],warn:[1,4,8],warrant:[6,29],wast:3,watch:19,wave:3,wavelet:8,we:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,27,28,29],weak:[9,10,14],weather:[1,12],web:[19,22,24,26],weblink:[],webpag:26,websit:[6,20,21,22,26],wedg:[8,23],wednesdai:[24,26,29],wee:11,week:[0,5,6,7,21,22,24],weekli:[16,19,21,24,25,26],weight:[0,1,2,3,6,7,9,10,12,13,21,23],weigth:2,welcom:[8,19],well:[0,1,2,3,4,5,6,7,8,9,10,12,13,15,16,19,20,21,23,25,26,27,28,29],went:8,were:[0,1,3,4,5,6,7,8,10,11,12,14,23,26,27,29],wessel:[0,18,21,26,27,28,29],what:[1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,19,20,21,23],whatev:3,when:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,16,17,18,20,21,23,26,27,28,29],whenev:[13,23],where:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,23,24,26,27,28,29],wherea:[6,23,29],wherefrom:21,wherein:[1,12],whether:[0,3,5,7,9,21,23,26,28],which:[0,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,26,27,28,29],whichev:[1,3],white:9,whiteboard:28,who:[0,22],whole:[1,3,4,5,9,11,13,28,29],whose:[0,6,10,23,27,29],whow:[11,27],whrn:[],why:[0,1,3,6,13,21,28],wide:[0,1,3,6,7,12,15,19,20,21,26,29],widehat:[6,29],width:[0,3,8,9,26],wieringen:[0,18,21,26,27,28,29],win:10,wind:9,wing:[24,26],winther:2,wiothout:[6,27],wiscons:7,wisconsin:10,wisdom:[6,28],wise:[0,1,5,12,13,27],wish:[0,2,5,7,8,11,13,14,20,21,26,27],with_std:[0,27],wither:6,within:[0,2,3,4,7,9,12,13,14,23,25,26],withinclust:14,without:[0,1,5,6,8,9,11,12,13,26,27,28,29],won:[0,26],wonder:8,word:[0,1,3,4,5,6,7,14,23,26,27,28,29],work:[0,1,4,6,7,8,9,13,15,19,21,22,23,24,26,27,29],workshop:26,world:[0,8,27],worldwid:[0,26],wors:[0,1,3,4,6,26,29],worst:9,worth:9,worthi:21,would:[0,1,3,5,6,7,8,9,10,11,12,13,20,21,23,26,27,28,29],wrap:[6,20,26],wrap_util:2,write:[0,1,2,3,5,6,7,8,12,13,15,16,17,20,26,27,29],written:[0,2,3,5,11,12,13,16,19,20,21,23,26,27,28,29],wrong:[1,8],wrongli:10,wrote:[5,11,27],wrt:[2,10,13],wth:[10,13],www:[19,20,21,25,26,28],wx_1:8,x0:8,x1:[4,8,9,10,13],x1_exampl:8,x1d:8,x2:[8,9,10,13],x2d:[8,11],x2d_train:11,x2dsl:11,x3:[8,9],x4:9,x:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,20,21,23,26,29],x_0:[0,5,11,20,26,27,28,29],x_1:[0,2,5,6,7,8,9,10,11,13,20,23,26,27,28,29],x_2:[0,2,5,6,7,8,9,10,11,13,20,23,26,27,29],x_3:[8,20,23],x_4:20,x_:[0,2,3,5,6,8,10,11,13,14,18,20,21,23,26,27,28,29],x_center:11,x_data:1,x_data_ful:1,x_hidden:2,x_i:[0,1,2,5,6,7,8,9,10,11,12,13,14,17,20,23,26,27,28,29],x_input:2,x_ix_:[0,26],x_iy_i:8,x_j:[0,2,8,9,12,16,23,27],x_jy_j:8,x_k:[12,14,20,23,27],x_l:23,x_m:[6,12,20,23,29],x_n:[0,2,3,6,8,11,12,13,20,23,26,29],x_new:[9,10],x_offset:[6,27,28],x_output:2,x_p:[3,7,9],x_poli:9,x_poly10:9,x_pred:4,x_prev:2,x_reduc:11,x_scale:8,x_small:13,x_test:[0,1,3,5,6,7,9,10,11,26,27,28,29],x_test_own:6,x_test_scal:[0,6,7,9,10,11,27,28],x_tot:4,x_train:[0,1,3,4,5,6,7,9,10,11,26,27,28,29],x_train_mean:[6,27,28],x_train_own:6,x_train_scal:[0,6,7,9,10,11,27,28],x_val:1,xarrai:[19,26],xavier:1,xbkjd4ccgq:26,xbnew:13,xcode:[0,15,19,21,26],xdclassiffierconfus:10,xdclassiffierroc:10,xg_clf:10,xgb:10,xgbclassifi:10,xgboost:9,xgboot:10,xgbregressor:10,xgparam:10,xgtree:10,xi:[8,13],xi_1:8,xi_:8,xi_i:8,xinv:28,xk:8,xla:[13,19,26],xlabel:[0,1,2,3,4,5,6,7,8,9,10,13,21,23,26,28,29],xlim:[6,10,29],xm:9,xmesh:13,xnew:[0,13,26],xp:23,xpanda:[0,27],xpd:[5,11,27],xplot:0,xs:9,xscale:[0,27],xsr:9,xt_x:13,xtest:[6,29],xtick:[3,6,8,9,29],xtrain:[6,29],xu:[0,26],xx:[0,20,26],xy:[0,6,8,20,21,26],xytext:8,xz:[20,26],y1:4,y2:4,y3:4,y:[0,1,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,20,21,23,26,27,28,29],y_0:[0,5,11,20,26,27,28,29],y_1:[0,5,8,9,11,13,20,26,27,28,29],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:[0,5,8,9,11,20,26,27],y_2y_1:8,y_2y_1k:8,y_2y_2:8,y_2y_2k:8,y_3:[0,9,20],y_4:20,y_:[0,1,5,6,10,11,20,26,27,28,29],y_data:[0,1,5,6,26,27,28],y_data_ful:1,y_decis:8,y_fit:[0,27],y_i:[0,1,5,6,7,8,9,10,11,12,13,15,16,17,18,20,21,26,27,28,29],y_if_:10,y_ix_:[0,26],y_ix_i:[7,8,13,27],y_iy_jk:8,y_j:[6,8,12,21,29],y_k:12,y_m:20,y_model:[0,4,5,6,26,27,28],y_n:[8,13],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:[6,27,28],y_plot:9,y_pred1:9,y_pred2:9,y_pred:[0,1,4,6,7,8,9,10,27,28,29],y_pred_rf:10,y_pred_tre:10,y_proba:[7,10],y_scaler:[6,28],y_test:[0,1,3,4,5,6,7,9,10,11,26,27,28,29],y_test_onehot:1,y_test_predict:0,y_test_scal:[],y_tot:4,y_train:[0,1,3,4,5,6,7,9,10,11,26,27,28,29],y_train_mean:[6,27,28],y_train_onehot:1,y_train_predict:0,y_train_scal:[6,28],y_val:1,yadav:[],ye:[3,6,7,29],year:[0,19,26],yet:[0,1,6,8,11,13,26],yi:13,yield:[0,2,5,6,7,8,10,12,13,14,20,23,26,28,29],yk:8,ylabel:[0,1,2,3,4,5,6,7,8,9,10,13,21,23,26,28,29],ylim:[3,6,29],ym:9,ymesh:13,yn:0,yo:[8,9,10],yoshua:[1,25],you:[0,1,2,3,4,5,6,8,9,10,11,13,15,16,17,19,20,21,23,24,25,26,27,28,29],young:0,your:[1,2,4,5,6,8,11,13,17,19,20,21,28,29],yourself:[11,13,26],youtub:19,ypred:[6,29],ypredict2:13,ypredict:[0,13,26,27],ypredictlasso:[5,28],ypredictol:[0,5,28],ypredictown:[6,27,28],ypredictownridg:[6,28],ypredictridg:[0,5,6,28],ypredictskl:[6,27,28],yridg:26,ys:9,ytest:[6,29],ytick:[3,6,8,9,29],ytild:[0,6,26,27,29],ytilde_test_ol:[],ytilde_test_ridg:[],ytildelasso:[5,28],ytildenp:[0,26,27],ytildeol:[0,5,28],ytildeownridg:[6,28],ytilderidg:[5,6,28],ytrain:[6,29],yuxi:26,yx:[20,26],yy:[20,26],yz:[20,26],z:[0,1,2,3,4,5,6,7,8,9,11,12,13,20,21,23,26,27,29],z_0:[20,26],z_1:[20,26],z_2:[20,26],z_:[1,2,12,20,26],z_c:1,z_h:1,z_hidden:2,z_i:[1,12],z_j:[1,12],z_k:[12,27],z_m:1,z_mod:9,z_o:1,z_output:2,zaman:23,zaxi:[6,21],zero:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,17,18,20,21,23,26,27,28,29],zeros_lik:4,zeroth:27,zfill:4,zip:[2,4,6],zm_h:[0,26],zn:0,zone:0,zoom:26,zx:[20,26],zy:[20,26],zz:[20,26]},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","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 7 (midnight), 2024","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: Linear Regression and Statistical interpretations","Week 37: Statistical interpretations and Resampling Methods"],titleterms:{"1":[0,15,16,17,18,21,26,27],"14":[],"17":[],"18":[],"2":[0,15,16,17,18,26,27,28],"2023":24,"2024":21,"26":27,"3":[0,15,16,26,27],"34":[15,26],"35":[16,27],"36":[17,28],"37":[18,29],"4":[0,27],"5":0,"7":21,"9":29,"case":[8,10,23,27,28],"do":[1,28,29],"final":[12,27,28],"function":[0,1,6,7,8,10,11,12,13,21,23,26,27,28,29],"import":[5,20,26,27,28],"new":[4,28,29],A:[0,1,4,8,9,26,28,29],And:[26,27,28],For:27,In:24,Ising:6,The:[0,1,2,3,5,6,7,8,9,11,12,17,19,26,27,28,29],To:[26,27],With:[4,28],about:[26,27],abov:28,activ:[1,12,28],ad:[0,6,17,21,26,27],adaboost:10,adagrad:13,adam:13,adapt:10,adjust:1,adversari:4,again:[3,9],ai:[21,26],aim:[8,9,17,18,26],aka:[26,27],algebra:[20,26],algorithm:[9,10,11,12,27],algortithm:13,all:8,altern:[],an:[0,4,10,26],analys:[5,27],analysi:[0,5,6,11,19,21,23,26,27,28,29],analyt:[0,16,17],analyz:[],ani:13,anoth:[9,28,29],appli:19,approach:[0,8,14,26,29],approxim:12,architectur:1,arrai:[20,26],assist:24,assumpt:[28,29],august:27,autocorrel:23,autograd:[2,13],automat:13,b:[17,21],back:[1,11,12],background:[19,21,29],bag:10,base:[13,29],basic:[0,5,7,9,10,11,20,27,28,29],batch:1,bay:[5,28,29],befor:11,beta:[28,29],better:8,bia:[6,21,29],binari:1,bind:26,bird:10,boldsymbol:[27,28,29],boost:10,bootstrap:[6,10,29],boston:0,breast:1,brief:[26,29],bring:12,build:[1,3,9],c:[21,26],calcul:27,can:[26,29],cancer:[1,7,9,11],cart:9,center:27,central:[13,19,23,29],chain:12,chang:10,channel:26,chi:[0,26],choos:1,cifar01:3,classic:11,classif:[1,9,10],classifi:8,clip:1,cluster:14,cnn:3,code:[0,1,2,5,9,11,12,13,14,26,27,28,29],collect:[1,3],commun:26,compar:[2,10],comparison:28,complet:27,complex:[0,6,21,27],complic:6,compon:11,comput:9,computation:29,computerlab:26,con:9,concept:23,condit:[28,29],confid:29,conjug:13,contn:26,convex:[8,13],convolut:[3,12],correctli:[28,29],correl:[11,27],cost:[1,10,27,28,29],cours:[19,25,26],covari:[5,11,23,27],cover:26,critic:[],cross:[6,21,29],cython:26,d:21,data:[0,1,3,6,7,9,11,15,16,19,21,23,26,27,28],dataset:[1,3],deadlin:[21,26],decai:2,decemb:[],decis:[9,10],decomposit:[5,11,17,20,27],deep:[1,2,26],defin:[1,26],degre:[0,27],deliveri:21,delta:29,dens:[0,26],deriv:[5,12,27,28,29],descent:[2,10,13],descript:21,design:27,detail:[3,26],develop:1,diagon:11,differ:8,differenti:[2,13],diffus:2,dimension:[2,3,8,21,27],disadvantag:9,discret:23,distribut:[5,23,28,29],distrubut:29,doe:[27,28],domain:23,down:1,dropout:1,e:21,economi:27,electron:21,element:[0,23,26],elimin:20,energi:26,ensembl:10,entropi:9,environ:[0,15,26],equat:[0,2,12,26,27,28],error:[0,10,26,27,29],essenti:26,estim:[28,29],etc:26,euler:2,evalu:1,exampl:[0,1,2,3,4,6,7,8,9,10,26,27,28,29],exercis:[0,6,15,16,17,18,26,27],expect:[18,23,28,29],expens:29,experi:23,explor:[0,15,16,26],exponenti:2,express:[17,18,27],extrapol:4,extrem:[10,26],ey:10,f:21,fall:24,famili:[1,26,27],famou:20,fantast:27,featur:[9,20,27],feed:[1,12],find:29,fine:1,first:[4,12,26,27,28],fit:[0,10,26,28],fix:27,fold:29,forc:3,forest:10,format:[21,26],forward:[1,2,12],fourier:3,frank:[6,21,27],freedom:[0,27],frequent:27,frequentist:[0,26],from:[5,10,12,27,28,29],full:2,further:[3,5,27],g:21,gan:4,gaussian:20,gd:13,gener:[4,9,26],geometr:11,gini:9,good:[0,26],grade:[24,26],gradient:[1,2,10,13],growth:2,ha:19,handl:[20,26,27],happen:[28,29],hessian:27,hidden:2,histogram:29,hous:0,hyperparamet:1,hyperplan:8,i:1,id3:9,idea:11,ident:[28,29],identifi:29,ii:26,iid:[28,29],illustr:28,implement:1,implic:[5,27],improv:1,includ:13,increment:11,independ:[28,29],index:9,inform:24,input:2,instal:[19,21,26],instructor:24,intercept:27,interpret:[5,11,26,27,28,29],interv:29,introduc:[11,13,27],introduct:[0,6,19,20,21,26],invers:[5,20,28],invert:27,iter:10,its:27,jacobian:27,jax:13,julia:26,jungl:10,k:29,kera:[1,3],kernel:[8,11],lab:29,lagrangian:8,lasso:[5,6,21,27,28,29],last:27,later:[5,27],layer:[1,2,3,12],learn:[0,1,2,11,13,14,15,16,19,21,26,27,28,29],least:[5,6,18,21,26,27,28],lectur:[26,27,28,29],level:10,librari:[19,26],likelihood:[7,28,29],limit:[1,13,23,29],linear:[0,8,13,20,26,27,28],link:[5,11,22,25,27,28,29],literatur:21,logist:[7,26],loss:27,lu:20,machin:[0,8,13,19,21,26],made:[28,29],main:[23,26],make:[0,9,10,15,16,26,27],mani:[10,12],manipul:27,margin:[28,29],mass:26,materi:[21,22,26,27,28,29],math:[5,27],mathemat:[3,5,8,27],matric:[5,20,26,28],matrix:[1,5,11,12,20,26,27,28],matter:[0,26],max:27,maximum:[28,29],mean:[0,27,28],meet:[5,10,23,26,27],mercer:8,method:[6,9,10,13,21,26,29],midnight:21,min:27,minim:26,ml:26,mle:[28,29],mlp:12,mnist:[3,4],model:[0,1,4,6,12,26],momentum:13,mondai:[27,28,29],moon:[8,9],more:[3,6,20,21,26,27,28,29],multilay:12,multipl:[1,3],multipli:8,need:[21,26],network:[1,2,3,4,7,12,26],neural:[1,2,3,4,7,12,26],non:8,normal:[0,1,29],notat:12,note:[21,27,28],novemb:[],now:[1,9,13,28,29],nuclear:[0,26],numba:26,number:[0,2,23,27],numer:[2,21,23],numpi:[20,26],object:3,obtain:11,octob:21,od:2,off:[6,21],ol:[5,6,21,28,29],one:[2,12],oper:20,optim:[1,8,13,19,26,27],order:13,ordinari:[5,6,18,21,26,27,28],organ:[0,26],oslo:25,other:[4,9,11,12,20,21,26,27],our:[0,4,5,11,13,26,27],outcom:[19,26],output:2,overarch:[0,4,8,9,17,18,26,27],overview:[10,26],own:[0,10,11,15,16,26,27],packag:[20,26],panda:[26,27],paper:21,paramet:[26,27],part:[13,19,21,27],partial:2,pass:1,path:[],pca:11,pdf:23,pencil:21,perceptron:12,perform:[1,9],period:3,perspect:1,plan:[27,28,29],plot:29,point:4,poisson:2,polynomi:[3,28],popul:2,popular:26,practic:[13,24,26],pre:[1,3],preambl:21,predict:4,preprocess:27,prerequisit:[3,19,26],princip:11,principl:3,pro:9,probabl:[5,23,28,29],problem:[1,2,13,26,27,28],procedur:[9,26],process:[1,3],program:[2,13,21],project:[6,21,26],prop:13,propag:[1,12],properti:[5,23,27],python:[0,9,15,19,20,26],quick:8,r:26,random:[10,11,23],read:[9,26,27,29],real:[6,21,26],recommend:[26,27],rectangular:28,recurr:[4,12],reduc:[0,27],reduct:3,refer:21,reformul:2,regress:[0,5,6,7,9,10,13,17,18,21,26,27,28,29],regular:1,relat:27,relev:[25,27],relu:1,remark:3,remind:[6,8,26],repeat:27,replac:13,report:21,repositori:29,requir:[2,19],resampl:[6,21,29],rescal:[6,28],residu:27,resourc:2,result:[27,28],revisit:13,rewrit:[26,27,29],rgeress:[],ridg:[0,5,6,17,18,21,27,28,29],rm:13,rule:12,s:[8,10,29],same:[13,29],sampl:11,scale:27,schedul:[22,26],schemat:9,scheme:2,scienc:26,scikit:[0,1,11,15,16,26,27,28,29],second:13,semest:24,septemb:[28,29],session:[27,28,29],set:[0,2,3,9,12,15,26,27],sgd:13,should:1,similar:13,simpl:[0,4,9,13,26,27,28],singl:10,singular:[5,11,17,27],size:27,soft:8,softmax:1,softwar:[21,26],solv:[2,28],solver:13,some:[13,20,27],specifi:2,split:[0,15,16,26,27],squar:[0,5,6,10,18,21,26,27,28],standard:[13,27,29],state:[0,26],statist:[5,6,19,23,26,28,29],steepest:[10,13],step:29,still:27,stochast:[13,23],strongli:26,structur:[],subtract:27,suggest:26,sum:29,summari:[24,26],superposit:3,supervis:1,support:8,svd:[5,27,28],systemat:3,t:[27,28],teach:[22,24],teacher:[24,26],technic:28,techniqu:[6,11,21],technolog:19,tensorflow:[1,3],tent:26,term:29,test:[0,1,15,16,26,27,28],text:26,textbook:[25,26],theorem:[5,8,11,12,23,28,29],theori:23,thi:[17,18,26],think:27,thursdai:[],tip:13,togeth:12,tool:[21,26],top:1,topic:26,toward:11,trade:[6,21],tradeoff:[6,29],train:[0,1,4,15,16,26,27],transform:3,tree:[9,10],tuesdai:28,tune:1,two:[3,8,19,21,27],type:[2,4,12,26],uio:26,understand:29,univers:[12,25],unsupervis:14,up:[0,2,9,12,15,26,27,29],us:[0,1,2,3,7,13,19,21,26,27],usag:[28,29],valid:[6,21,29],valu:[5,11,17,18,23,27,28,29],variabl:23,varianc:[6,21,28,29],variou:[0,15,26,29],vector:[8,12,20,26,27],view:[0,4,10,27],visual:[1,9],vs:3,wai:[9,29],wave:2,we:26,wednesdai:28,week:[15,16,17,18,26,27,28,29],weekli:22,what:[0,26,27,28,29],which:1,why:[26,27,29],wisconsin:7,wrap:[27,29],write:[4,11,21,28],x:[27,28],xgboost:10,yet:28,your:[0,10,15,16,26,27],yourself:[]}})
\ No newline at end of file
diff --git a/doc/LectureNotes/_build/html/week37.html b/doc/LectureNotes/_build/html/week37.html
index cd478a242..2efb10b95 100644
--- a/doc/LectureNotes/_build/html/week37.html
+++ b/doc/LectureNotes/_build/html/week37.html
@@ -1249,12 +1249,12 @@ logarithm of the posterior probability and leaving out the
 constants terms that do not depend on <span class="math notranslate nohighlight">\(\beta\)</span>, we have</p>
 <div class="math notranslate nohighlight">
 \[
-C(\boldsymbol{\beta}=\frac{\vert\vert (\boldsymbol{y}-\boldsymbol{X}\boldsymbol{\beta})\vert\vert_2^2}{2\sigma^2}+\frac{1}{\tau}\vert\vert\boldsymbol{\beta}\vert\vert_1,
+C(\boldsymbol{\beta})=\frac{\vert\vert (\boldsymbol{y}-\boldsymbol{X}\boldsymbol{\beta})\vert\vert_2^2}{2\sigma^2}+\frac{1}{\tau}\vert\vert\boldsymbol{\beta}\vert\vert_1,
 \]</div>
 <p>and replacing <span class="math notranslate nohighlight">\(1/\tau\)</span> with <span class="math notranslate nohighlight">\(\lambda\)</span> we have</p>
 <div class="math notranslate nohighlight">
 \[
-C(\boldsymbol{\beta}=\frac{\vert\vert (\boldsymbol{y}-\boldsymbol{X}\boldsymbol{\beta})\vert\vert_2^2}{2\sigma^2}+\lambda\vert\vert\boldsymbol{\beta}\vert\vert_1,
+C(\boldsymbol{\beta})=\frac{\vert\vert (\boldsymbol{y}-\boldsymbol{X}\boldsymbol{\beta})\vert\vert_2^2}{2\sigma^2}+\lambda\vert\vert\boldsymbol{\beta}\vert\vert_1,
 \]</div>
 <p>which is our Lasso cost function!</p>
 </div>
@@ -1618,7 +1618,7 @@ theorem.</p>
 <div class="cell_output docutils container">
 <div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Bootstrap Statistics :
 original           bias      std. error
- 99.7503  14.9999        99.7496        0.151068
+ 100.057  14.8058        100.061        0.148629
 </pre></div>
 </div>
 </div>
@@ -1853,7 +1853,9 @@ Error: 0.06844519414009445
 Bias^2: 0.06453579006728324
 Var: 0.003909404072811226
 0.06844519414009445 &gt;= 0.06453579006728324 + 0.003909404072811226 = 0.06844519414009446
-Polynomial degree: 5
+</pre></div>
+</div>
+<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Polynomial degree: 5
 Error: 0.05227921801205686
 Bias^2: 0.0481872773043029
 Var: 0.004091940707753939
@@ -1902,7 +1904,7 @@ Var: 0.20867052175034223
 0.22842468702219465 &gt;= 0.01975416527185249 + 0.20867052175034223 = 0.2284246870221947
 </pre></div>
 </div>
-<img alt="_images/week37_139_2.png" src="_images/week37_139_2.png" />
+<img alt="_images/week37_139_3.png" src="_images/week37_139_3.png" />
 </div>
 </div>
 </div>
@@ -2298,12 +2300,12 @@ Mean squared error on test data: 1.07641937
 Degree of polynomial:  12
 Mean squared error on training data: 0.00805074
 Mean squared error on test data: 0.04295757
-</pre></div>
-</div>
-<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Degree of polynomial:  13
+Degree of polynomial:  13
 Mean squared error on training data: 0.00781918
 Mean squared error on test data: 0.56965674
-Degree of polynomial:  14
+</pre></div>
+</div>
+<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Degree of polynomial:  14
 Mean squared error on training data: 0.00465099
 Mean squared error on test data: 0.28443039
 Degree of polynomial:  15
@@ -2351,19 +2353,19 @@ Mean squared error on test data: 1079.36895644
 Degree of polynomial:  27
 Mean squared error on training data: 0.00068091
 Mean squared error on test data: 3207.25343155
-</pre></div>
-</div>
-<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Degree of polynomial:  28
+Degree of polynomial:  28
 Mean squared error on training data: 0.00063362
 Mean squared error on test data: 674.79633065
-Degree of polynomial:  29
+</pre></div>
+</div>
+<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Degree of polynomial:  29
 Mean squared error on training data: 0.00063866
 Mean squared error on test data: 3099.60342978
 </pre></div>
 </div>
-<div class="output stderr highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>/var/folders/td/3yk470mj5p931p9dtkk0y6jw0000gn/T/ipykernel_87621/626635268.py:73: RuntimeWarning: divide by zero encountered in log10
+<div class="output stderr highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>/var/folders/td/3yk470mj5p931p9dtkk0y6jw0000gn/T/ipykernel_88787/626635268.py:73: RuntimeWarning: divide by zero encountered in log10
   plt.plot(polynomial, np.log10(trainingerror), label=&#39;Training Error&#39;)
-/var/folders/td/3yk470mj5p931p9dtkk0y6jw0000gn/T/ipykernel_87621/626635268.py:74: RuntimeWarning: divide by zero encountered in log10
+/var/folders/td/3yk470mj5p931p9dtkk0y6jw0000gn/T/ipykernel_88787/626635268.py:74: RuntimeWarning: divide by zero encountered in log10
   plt.plot(polynomial, np.log10(testerror), label=&#39;Test Error&#39;)
 </pre></div>
 </div>
@@ -2448,7 +2450,7 @@ Mean squared error on test data: 3099.60342978
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output stderr highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>/var/folders/td/3yk470mj5p931p9dtkk0y6jw0000gn/T/ipykernel_87621/3817475779.py:63: RuntimeWarning: divide by zero encountered in log10
+<div class="output stderr highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>/var/folders/td/3yk470mj5p931p9dtkk0y6jw0000gn/T/ipykernel_88787/3817475779.py:63: RuntimeWarning: divide by zero encountered in log10
   plt.plot(polynomial, np.log10(estimated_mse_sklearn), label=&#39;Test Error&#39;)
 </pre></div>
 </div>
diff --git a/doc/LectureNotes/_build/jupyter_execute/week37.ipynb b/doc/LectureNotes/_build/jupyter_execute/week37.ipynb
index e421a77b9..89b69c2aa 100644
--- a/doc/LectureNotes/_build/jupyter_execute/week37.ipynb
+++ b/doc/LectureNotes/_build/jupyter_execute/week37.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "7c0ddab1",
+   "id": "1abc3180",
    "metadata": {
     "editable": true
    },
@@ -14,7 +14,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6c033bf4",
+   "id": "c1daea13",
    "metadata": {
     "editable": true
    },
@@ -29,7 +29,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e4cd5fa1",
+   "id": "44f3b13a",
    "metadata": {
     "editable": true
    },
@@ -59,7 +59,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "bf80a276",
+   "id": "9bfba57b",
    "metadata": {
     "editable": true
    },
@@ -81,7 +81,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "0e1f0a90",
+   "id": "bb5184fb",
    "metadata": {
     "editable": true
    },
@@ -91,7 +91,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "1b290d64",
+   "id": "fe16ef77",
    "metadata": {
     "editable": true
    },
@@ -114,7 +114,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ceed3a82",
+   "id": "16407da5",
    "metadata": {
     "editable": true
    },
@@ -126,7 +126,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "1d7e8f98",
+   "id": "7259f755",
    "metadata": {
     "editable": true
    },
@@ -139,7 +139,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "58722d7d",
+   "id": "8197a563",
    "metadata": {
     "editable": true
    },
@@ -151,7 +151,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "45120edc",
+   "id": "55178ede",
    "metadata": {
     "editable": true
    },
@@ -163,7 +163,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "4f3b680a",
+   "id": "8df6cfdc",
    "metadata": {
     "editable": true
    },
@@ -175,7 +175,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "08489797",
+   "id": "725df6b0",
    "metadata": {
     "editable": true
    },
@@ -186,7 +186,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a1c81f06",
+   "id": "32b0c74a",
    "metadata": {
     "editable": true
    },
@@ -198,7 +198,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "4e092776",
+   "id": "40512d38",
    "metadata": {
     "editable": true
    },
@@ -209,7 +209,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "79e5358a",
+   "id": "1867bac9",
    "metadata": {
     "editable": true
    },
@@ -221,7 +221,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e5a4f865",
+   "id": "d5d17026",
    "metadata": {
     "editable": true
    },
@@ -231,7 +231,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "10b81ba7",
+   "id": "70980886",
    "metadata": {
     "editable": true
    },
@@ -262,7 +262,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "3349cb27",
+   "id": "e2f951bb",
    "metadata": {
     "editable": true
    },
@@ -274,7 +274,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "0fd1502e",
+   "id": "85dbdab8",
    "metadata": {
     "editable": true
    },
@@ -286,7 +286,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "43cba0e8",
+   "id": "bcfb3f71",
    "metadata": {
     "editable": true
    },
@@ -296,7 +296,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d6f4e7dc",
+   "id": "e59b8708",
    "metadata": {
     "editable": true
    },
@@ -308,7 +308,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "50c2d673",
+   "id": "80d942c3",
    "metadata": {
     "editable": true
    },
@@ -318,7 +318,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "30315a10",
+   "id": "45e5df6c",
    "metadata": {
     "editable": true
    },
@@ -330,7 +330,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "fd8cdf51",
+   "id": "0f759ec1",
    "metadata": {
     "editable": true
    },
@@ -340,7 +340,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "7323296b",
+   "id": "18e4dc4b",
    "metadata": {
     "editable": true
    },
@@ -352,7 +352,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e21334ab",
+   "id": "b50c9cf8",
    "metadata": {
     "editable": true
    },
@@ -362,7 +362,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "82974124",
+   "id": "9c043888",
    "metadata": {
     "editable": true
    },
@@ -382,7 +382,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e053e43c",
+   "id": "936f4f77",
    "metadata": {
     "editable": true
    },
@@ -394,7 +394,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "94098e13",
+   "id": "306274ee",
    "metadata": {
     "editable": true
    },
@@ -404,7 +404,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "27625b1f",
+   "id": "581c5f93",
    "metadata": {
     "editable": true
    },
@@ -416,7 +416,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "8f3cc8b4",
+   "id": "40a1da92",
    "metadata": {
     "editable": true
    },
@@ -428,7 +428,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d7d5464d",
+   "id": "f030b59d",
    "metadata": {
     "editable": true
    },
@@ -440,7 +440,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c292afee",
+   "id": "1f7cab98",
    "metadata": {
     "editable": true
    },
@@ -452,7 +452,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "cdbbd444",
+   "id": "e1446472",
    "metadata": {
     "editable": true
    },
@@ -464,7 +464,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "100a8014",
+   "id": "92ddfccf",
    "metadata": {
     "editable": true
    },
@@ -476,7 +476,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d2e40c4d",
+   "id": "e91caeaf",
    "metadata": {
     "editable": true
    },
@@ -488,7 +488,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "1e48456e",
+   "id": "5c78d187",
    "metadata": {
     "editable": true
    },
@@ -500,7 +500,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "38ced5b6",
+   "id": "ed3da21c",
    "metadata": {
     "editable": true
    },
@@ -510,7 +510,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "1163c07b",
+   "id": "3e1b1c5b",
    "metadata": {
     "editable": true
    },
@@ -522,7 +522,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "becc087f",
+   "id": "e78923b1",
    "metadata": {
     "editable": true
    },
@@ -532,7 +532,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "5ca2b09d",
+   "id": "e1b17e7e",
    "metadata": {
     "editable": true
    },
@@ -551,7 +551,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6572c77d",
+   "id": "77ece18e",
    "metadata": {
     "editable": true
    },
@@ -572,7 +572,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "2a3f65e5",
+   "id": "d327d5a7",
    "metadata": {
     "editable": true
    },
@@ -584,7 +584,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "2d264f77",
+   "id": "7102a93d",
    "metadata": {
     "editable": true
    },
@@ -595,7 +595,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "06b8a13c",
+   "id": "27bfcb69",
    "metadata": {
     "editable": true
    },
@@ -608,7 +608,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6d958ed3",
+   "id": "6278ac53",
    "metadata": {
     "editable": true
    },
@@ -620,7 +620,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6330f3f2",
+   "id": "3897e162",
    "metadata": {
     "editable": true
    },
@@ -630,7 +630,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ed6a9f67",
+   "id": "6e3ff648",
    "metadata": {
     "editable": true
    },
@@ -642,7 +642,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "de42ab8a",
+   "id": "176c5f9e",
    "metadata": {
     "editable": true
    },
@@ -652,7 +652,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "4f36b126",
+   "id": "c5af703d",
    "metadata": {
     "editable": true
    },
@@ -664,7 +664,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "0a7eef00",
+   "id": "948dd53c",
    "metadata": {
     "editable": true
    },
@@ -674,7 +674,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "29940f94",
+   "id": "7ebb1faf",
    "metadata": {
     "editable": true
    },
@@ -688,7 +688,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f2204679",
+   "id": "91c5fa5e",
    "metadata": {
     "editable": true
    },
@@ -700,7 +700,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d3f4597f",
+   "id": "e0a0244b",
    "metadata": {
     "editable": true
    },
@@ -710,7 +710,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c9e9ca01",
+   "id": "7db46562",
    "metadata": {
     "editable": true
    },
@@ -722,7 +722,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "1c3062b6",
+   "id": "dfd3b2a2",
    "metadata": {
     "editable": true
    },
@@ -732,7 +732,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b455f707",
+   "id": "0a8c059c",
    "metadata": {
     "editable": true
    },
@@ -744,7 +744,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "5ac8fdd3",
+   "id": "197c21a0",
    "metadata": {
     "editable": true
    },
@@ -754,7 +754,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "827927db",
+   "id": "f99f268e",
    "metadata": {
     "editable": true
    },
@@ -766,7 +766,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "0c740a13",
+   "id": "6a8b2738",
    "metadata": {
     "editable": true
    },
@@ -776,7 +776,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a855fc3c",
+   "id": "3451f8f0",
    "metadata": {
     "editable": true
    },
@@ -792,7 +792,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9dda8b9e",
+   "id": "2cceee67",
    "metadata": {
     "editable": true
    },
@@ -804,7 +804,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d160205c",
+   "id": "35f4e8bb",
    "metadata": {
     "editable": true
    },
@@ -814,7 +814,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "1b7501a6",
+   "id": "21b8abf8",
    "metadata": {
     "editable": true
    },
@@ -826,7 +826,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d75a8c65",
+   "id": "67804133",
    "metadata": {
     "editable": true
    },
@@ -839,7 +839,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c9f718df",
+   "id": "475b65d6",
    "metadata": {
     "editable": true
    },
@@ -851,7 +851,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b07b6425",
+   "id": "7e68e582",
    "metadata": {
     "editable": true
    },
@@ -861,7 +861,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "215a8730",
+   "id": "7798cead",
    "metadata": {
     "editable": true
    },
@@ -873,7 +873,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "7013d0f0",
+   "id": "06b5fc3f",
    "metadata": {
     "editable": true
    },
@@ -883,7 +883,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d56b4ce0",
+   "id": "997f8e5d",
    "metadata": {
     "editable": true
    },
@@ -895,7 +895,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f9c6b14d",
+   "id": "9fec2088",
    "metadata": {
     "editable": true
    },
@@ -907,7 +907,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "0bde16cb",
+   "id": "af56a994",
    "metadata": {
     "editable": true
    },
@@ -917,7 +917,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "0a2869fc",
+   "id": "d50d4218",
    "metadata": {
     "editable": true
    },
@@ -929,7 +929,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "75b83b9b",
+   "id": "edbfbb74",
    "metadata": {
     "editable": true
    },
@@ -941,19 +941,19 @@
   },
   {
    "cell_type": "markdown",
-   "id": "1e76d916",
+   "id": "684bbebb",
    "metadata": {
     "editable": true
    },
    "source": [
     "$$\n",
-    "C(\\boldsymbol{\\beta}=\\frac{\\vert\\vert (\\boldsymbol{y}-\\boldsymbol{X}\\boldsymbol{\\beta})\\vert\\vert_2^2}{2\\sigma^2}+\\frac{1}{\\tau}\\vert\\vert\\boldsymbol{\\beta}\\vert\\vert_1,\n",
+    "C(\\boldsymbol{\\beta})=\\frac{\\vert\\vert (\\boldsymbol{y}-\\boldsymbol{X}\\boldsymbol{\\beta})\\vert\\vert_2^2}{2\\sigma^2}+\\frac{1}{\\tau}\\vert\\vert\\boldsymbol{\\beta}\\vert\\vert_1,\n",
     "$$"
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "09dfe26d",
+   "id": "42ad509f",
    "metadata": {
     "editable": true
    },
@@ -963,19 +963,19 @@
   },
   {
    "cell_type": "markdown",
-   "id": "4037962f",
+   "id": "75efa6c7",
    "metadata": {
     "editable": true
    },
    "source": [
     "$$\n",
-    "C(\\boldsymbol{\\beta}=\\frac{\\vert\\vert (\\boldsymbol{y}-\\boldsymbol{X}\\boldsymbol{\\beta})\\vert\\vert_2^2}{2\\sigma^2}+\\lambda\\vert\\vert\\boldsymbol{\\beta}\\vert\\vert_1,\n",
+    "C(\\boldsymbol{\\beta})=\\frac{\\vert\\vert (\\boldsymbol{y}-\\boldsymbol{X}\\boldsymbol{\\beta})\\vert\\vert_2^2}{2\\sigma^2}+\\lambda\\vert\\vert\\boldsymbol{\\beta}\\vert\\vert_1,\n",
     "$$"
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "39a85ba0",
+   "id": "b88067e5",
    "metadata": {
     "editable": true
    },
@@ -985,7 +985,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b263a1fe",
+   "id": "2223ad59",
    "metadata": {
     "editable": true
    },
@@ -1004,7 +1004,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "41730165",
+   "id": "adf4f844",
    "metadata": {
     "editable": true
    },
@@ -1032,7 +1032,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "4076cee3",
+   "id": "eeacc972",
    "metadata": {
     "editable": true
    },
@@ -1058,7 +1058,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "11139cb3",
+   "id": "b162fc53",
    "metadata": {
     "editable": true
    },
@@ -1075,7 +1075,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b2bead9b",
+   "id": "d70c98f7",
    "metadata": {
     "editable": true
    },
@@ -1095,7 +1095,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "8df8364e",
+   "id": "220b6410",
    "metadata": {
     "editable": true
    },
@@ -1124,7 +1124,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6b5273f1",
+   "id": "68efa94d",
    "metadata": {
     "editable": true
    },
@@ -1149,7 +1149,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a260b371",
+   "id": "0c144baa",
    "metadata": {
     "editable": true
    },
@@ -1169,7 +1169,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "2ff1e63c",
+   "id": "3dbef469",
    "metadata": {
     "editable": true
    },
@@ -1181,7 +1181,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ab4b2e8c",
+   "id": "27061345",
    "metadata": {
     "editable": true
    },
@@ -1191,7 +1191,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "85b6fb62",
+   "id": "bc270a26",
    "metadata": {
     "editable": true
    },
@@ -1206,7 +1206,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "42449344",
+   "id": "4075e050",
    "metadata": {
     "editable": true
    },
@@ -1219,7 +1219,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "35e4f511",
+   "id": "19dd4b96",
    "metadata": {
     "editable": true
    },
@@ -1232,7 +1232,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c787234f",
+   "id": "f0fa1bc0",
    "metadata": {
     "editable": true
    },
@@ -1244,7 +1244,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "183711dc",
+   "id": "8ea697af",
    "metadata": {
     "editable": true
    },
@@ -1257,7 +1257,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "2351078d",
+   "id": "6074b0df",
    "metadata": {
     "editable": true
    },
@@ -1268,7 +1268,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "408ba3b5",
+   "id": "17890a02",
    "metadata": {
     "editable": true
    },
@@ -1282,7 +1282,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "3ea79849",
+   "id": "86770121",
    "metadata": {
     "editable": true
    },
@@ -1292,7 +1292,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "69439aad",
+   "id": "7447aaee",
    "metadata": {
     "editable": true
    },
@@ -1306,7 +1306,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e6c29fd8",
+   "id": "1a065454",
    "metadata": {
     "editable": true
    },
@@ -1319,7 +1319,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "4bb52549",
+   "id": "299e45c4",
    "metadata": {
     "editable": true
    },
@@ -1332,7 +1332,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "3430d548",
+   "id": "2e27eb1c",
    "metadata": {
     "editable": true
    },
@@ -1342,7 +1342,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9ba636b3",
+   "id": "757e0395",
    "metadata": {
     "editable": true
    },
@@ -1355,7 +1355,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "cb19e98f",
+   "id": "821b4888",
    "metadata": {
     "editable": true
    },
@@ -1365,7 +1365,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "3cc840d7",
+   "id": "1f66e8c1",
    "metadata": {
     "editable": true
    },
@@ -1378,7 +1378,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a5062213",
+   "id": "794b99f5",
    "metadata": {
     "editable": true
    },
@@ -1390,7 +1390,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "8d555244",
+   "id": "a7703593",
    "metadata": {
     "editable": true
    },
@@ -1409,7 +1409,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c4356604",
+   "id": "4d4c2830",
    "metadata": {
     "editable": true
    },
@@ -1422,7 +1422,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "09dc08a1",
+   "id": "08f438fa",
    "metadata": {
     "editable": true
    },
@@ -1434,7 +1434,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "dab5056a",
+   "id": "30554920",
    "metadata": {
     "editable": true
    },
@@ -1447,7 +1447,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "8a1f8583",
+   "id": "eb2d0659",
    "metadata": {
     "editable": true
    },
@@ -1467,7 +1467,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "1be08ebb",
+   "id": "e3f406ba",
    "metadata": {
     "editable": true
    },
@@ -1490,7 +1490,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "2a368353",
+   "id": "04ed2dd4",
    "metadata": {
     "editable": true
    },
@@ -1505,7 +1505,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6fee4a1a",
+   "id": "ca175052",
    "metadata": {
     "editable": true
    },
@@ -1517,7 +1517,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "1a97c9ef",
+   "id": "cae9e5af",
    "metadata": {
     "editable": true
    },
@@ -1537,7 +1537,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "0a70afb2",
+   "id": "5d65b07a",
    "metadata": {
     "editable": true
    },
@@ -1557,7 +1557,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "dc32eaea",
+   "id": "b1bf73fb",
    "metadata": {
     "editable": true
    },
@@ -1581,7 +1581,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "016d0ab3",
+   "id": "1f98ac66",
    "metadata": {
     "editable": true
    },
@@ -1602,7 +1602,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "3f371f0d",
+   "id": "cc88b1ee",
    "metadata": {
     "editable": true
    },
@@ -1632,7 +1632,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "abc56fe7",
+   "id": "8b721633",
    "metadata": {
     "editable": true
    },
@@ -1656,7 +1656,7 @@
   {
    "cell_type": "code",
    "execution_count": 1,
-   "id": "a3d2885b",
+   "id": "ad223832",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -1668,7 +1668,7 @@
      "text": [
       "Bootstrap Statistics :\n",
       "original           bias      std. error\n",
-      " 99.7503  14.9999        99.7496        0.151068\n"
+      " 100.057  14.8058        100.061        0.148629\n"
      ]
     }
    ],
@@ -1705,7 +1705,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "5db67125",
+   "id": "17be41a1",
    "metadata": {
     "editable": true
    },
@@ -1715,7 +1715,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6f1b5417",
+   "id": "69421d74",
    "metadata": {
     "editable": true
    },
@@ -1726,7 +1726,7 @@
   {
    "cell_type": "code",
    "execution_count": 2,
-   "id": "9d98136a",
+   "id": "2729405e",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -1734,7 +1734,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
       "text/plain": [
        "<Figure size 640x480 with 1 Axes>"
       ]
@@ -1761,7 +1761,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c87eac4e",
+   "id": "236a42a1",
    "metadata": {
     "editable": true
    },
@@ -1779,7 +1779,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "2f0f4313",
+   "id": "8fcdaadc",
    "metadata": {
     "editable": true
    },
@@ -1791,7 +1791,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "7895ee8b",
+   "id": "7cc9cdf4",
    "metadata": {
     "editable": true
    },
@@ -1808,7 +1808,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "be454b28",
+   "id": "b7b6f4ad",
    "metadata": {
     "editable": true
    },
@@ -1820,7 +1820,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "7475f8f9",
+   "id": "859ee059",
    "metadata": {
     "editable": true
    },
@@ -1830,7 +1830,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "fd472029",
+   "id": "459c3520",
    "metadata": {
     "editable": true
    },
@@ -1842,7 +1842,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b43c8f67",
+   "id": "07d724d8",
    "metadata": {
     "editable": true
    },
@@ -1859,7 +1859,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c47cfb6d",
+   "id": "ebe1aaa1",
    "metadata": {
     "editable": true
    },
@@ -1871,7 +1871,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "593188cd",
+   "id": "6827a56c",
    "metadata": {
     "editable": true
    },
@@ -1881,7 +1881,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "76de4d81",
+   "id": "1b5aabc1",
    "metadata": {
     "editable": true
    },
@@ -1893,7 +1893,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "afc38c97",
+   "id": "fd4da9e7",
    "metadata": {
     "editable": true
    },
@@ -1903,7 +1903,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b0f2971c",
+   "id": "3ba15e20",
    "metadata": {
     "editable": true
    },
@@ -1915,7 +1915,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "5a65e495",
+   "id": "3c912a7b",
    "metadata": {
     "editable": true
    },
@@ -1925,7 +1925,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "31419298",
+   "id": "43cb230f",
    "metadata": {
     "editable": true
    },
@@ -1941,7 +1941,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "217ddd53",
+   "id": "c723eb72",
    "metadata": {
     "editable": true
    },
@@ -1952,7 +1952,7 @@
   {
    "cell_type": "code",
    "execution_count": 3,
-   "id": "ece05002",
+   "id": "52d1b1bf",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -2042,7 +2042,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "de6dc4e2",
+   "id": "05905c84",
    "metadata": {
     "editable": true
    },
@@ -2053,7 +2053,7 @@
   {
    "cell_type": "code",
    "execution_count": 4,
-   "id": "da218205",
+   "id": "15883cc8",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -2087,7 +2087,13 @@
       "Error: 0.06844519414009445\n",
       "Bias^2: 0.06453579006728324\n",
       "Var: 0.003909404072811226\n",
-      "0.06844519414009445 >= 0.06453579006728324 + 0.003909404072811226 = 0.06844519414009446\n",
+      "0.06844519414009445 >= 0.06453579006728324 + 0.003909404072811226 = 0.06844519414009446\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
       "Polynomial degree: 5\n",
       "Error: 0.05227921801205686\n",
       "Bias^2: 0.0481872773043029\n",
@@ -2150,7 +2156,7 @@
      },
      "metadata": {
       "filenames": {
-       "image/png": "/Users/mhjensen/Teaching/MachineLearning/doc/LectureNotes/_build/jupyter_execute/week37_139_2.png"
+       "image/png": "/Users/mhjensen/Teaching/MachineLearning/doc/LectureNotes/_build/jupyter_execute/week37_139_3.png"
       }
      },
      "output_type": "display_data"
@@ -2207,7 +2213,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "5ea5df06",
+   "id": "d01031bc",
    "metadata": {
     "editable": true
    },
@@ -2245,7 +2251,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "40f41d74",
+   "id": "3f1014f9",
    "metadata": {
     "editable": true
    },
@@ -2256,7 +2262,7 @@
   {
    "cell_type": "code",
    "execution_count": 5,
-   "id": "03bb50ae",
+   "id": "0f7f0a2b",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -2380,7 +2386,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "cd11e9fd",
+   "id": "5c0a1e98",
    "metadata": {
     "editable": true
    },
@@ -2405,7 +2411,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6cf68ff2",
+   "id": "423a173e",
    "metadata": {
     "editable": true
    },
@@ -2433,7 +2439,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c445bfb2",
+   "id": "531cc595",
    "metadata": {
     "editable": true
    },
@@ -2446,7 +2452,7 @@
   {
    "cell_type": "code",
    "execution_count": 6,
-   "id": "8e26035a",
+   "id": "9f463ef6",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -2561,7 +2567,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "86a6b012",
+   "id": "fb460894",
    "metadata": {
     "editable": true
    },
@@ -2572,7 +2578,7 @@
   {
    "cell_type": "code",
    "execution_count": 7,
-   "id": "4a0e1afd",
+   "id": "84f5480a",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -2629,16 +2635,16 @@
       "Mean squared error on test data: 1.07641937\n",
       "Degree of polynomial:  12\n",
       "Mean squared error on training data: 0.00805074\n",
-      "Mean squared error on test data: 0.04295757\n"
+      "Mean squared error on test data: 0.04295757\n",
+      "Degree of polynomial:  13\n",
+      "Mean squared error on training data: 0.00781918\n",
+      "Mean squared error on test data: 0.56965674\n"
      ]
     },
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Degree of polynomial:  13\n",
-      "Mean squared error on training data: 0.00781918\n",
-      "Mean squared error on test data: 0.56965674\n",
       "Degree of polynomial:  14\n",
       "Mean squared error on training data: 0.00465099\n",
       "Mean squared error on test data: 0.28443039\n",
@@ -2698,16 +2704,16 @@
       "Mean squared error on test data: 1079.36895644\n",
       "Degree of polynomial:  27\n",
       "Mean squared error on training data: 0.00068091\n",
-      "Mean squared error on test data: 3207.25343155\n"
+      "Mean squared error on test data: 3207.25343155\n",
+      "Degree of polynomial:  28\n",
+      "Mean squared error on training data: 0.00063362\n",
+      "Mean squared error on test data: 674.79633065\n"
      ]
     },
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Degree of polynomial:  28\n",
-      "Mean squared error on training data: 0.00063362\n",
-      "Mean squared error on test data: 674.79633065\n",
       "Degree of polynomial:  29\n",
       "Mean squared error on training data: 0.00063866\n",
       "Mean squared error on test data: 3099.60342978\n"
@@ -2717,9 +2723,9 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "/var/folders/td/3yk470mj5p931p9dtkk0y6jw0000gn/T/ipykernel_87621/626635268.py:73: RuntimeWarning: divide by zero encountered in log10\n",
+      "/var/folders/td/3yk470mj5p931p9dtkk0y6jw0000gn/T/ipykernel_88787/626635268.py:73: RuntimeWarning: divide by zero encountered in log10\n",
       "  plt.plot(polynomial, np.log10(trainingerror), label='Training Error')\n",
-      "/var/folders/td/3yk470mj5p931p9dtkk0y6jw0000gn/T/ipykernel_87621/626635268.py:74: RuntimeWarning: divide by zero encountered in log10\n",
+      "/var/folders/td/3yk470mj5p931p9dtkk0y6jw0000gn/T/ipykernel_88787/626635268.py:74: RuntimeWarning: divide by zero encountered in log10\n",
       "  plt.plot(polynomial, np.log10(testerror), label='Test Error')\n"
      ]
     },
@@ -2821,7 +2827,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "bb1e0f15",
+   "id": "2e9a67d4",
    "metadata": {
     "editable": true
    },
@@ -2831,7 +2837,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "83c87d33",
+   "id": "a487a944",
    "metadata": {
     "editable": true
    },
@@ -2844,7 +2850,7 @@
   {
    "cell_type": "code",
    "execution_count": 8,
-   "id": "74eaac59",
+   "id": "82c29352",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -2854,7 +2860,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "/var/folders/td/3yk470mj5p931p9dtkk0y6jw0000gn/T/ipykernel_87621/3817475779.py:63: RuntimeWarning: divide by zero encountered in log10\n",
+      "/var/folders/td/3yk470mj5p931p9dtkk0y6jw0000gn/T/ipykernel_88787/3817475779.py:63: RuntimeWarning: divide by zero encountered in log10\n",
       "  plt.plot(polynomial, np.log10(estimated_mse_sklearn), label='Test Error')\n"
      ]
     },
@@ -2945,7 +2951,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "aa703354",
+   "id": "c76ccd85",
    "metadata": {
     "editable": true
    },
@@ -2955,7 +2961,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f8bffca6",
+   "id": "3131e8d4",
    "metadata": {
     "editable": true
    },
@@ -2984,7 +2990,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "109c07d6",
+   "id": "0b408cd2",
    "metadata": {
     "editable": true
    },
@@ -3000,7 +3006,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "1ea48f22",
+   "id": "e127a896",
    "metadata": {
     "editable": true
    },
@@ -3019,7 +3025,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "212f90ec",
+   "id": "d0096384",
    "metadata": {
     "editable": true
    },
@@ -3033,7 +3039,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a019e7cb",
+   "id": "c01cf074",
    "metadata": {
     "editable": true
    },
@@ -3045,7 +3051,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "2ca46c43",
+   "id": "0e482bf6",
    "metadata": {
     "editable": true
    },
@@ -3056,7 +3062,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c61ed9c8",
+   "id": "5fdd00a2",
    "metadata": {
     "editable": true
    },
@@ -3068,7 +3074,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "96d84043",
+   "id": "5c65ebd6",
    "metadata": {
     "editable": true
    },
@@ -3080,7 +3086,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e53b66df",
+   "id": "fab9aceb",
    "metadata": {
     "editable": true
    },
@@ -3096,7 +3102,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "71d542a3",
+   "id": "b5c38a6a",
    "metadata": {
     "editable": true
    },
@@ -3107,7 +3113,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "01b18637",
+   "id": "fb7b60e4",
    "metadata": {
     "editable": true
    },
@@ -3130,7 +3136,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e35bdcc1",
+   "id": "ab45dff9",
    "metadata": {
     "editable": true
    },
@@ -3141,7 +3147,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "15b7ea3c",
+   "id": "3714ed57",
    "metadata": {
     "editable": true
    },
@@ -3153,7 +3159,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a4c5f625",
+   "id": "eb804be9",
    "metadata": {
     "editable": true
    },
@@ -3165,7 +3171,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "450007e4",
+   "id": "b8127b07",
    "metadata": {
     "editable": true
    },
@@ -3179,7 +3185,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "3bcf81c1",
+   "id": "8e5964fc",
    "metadata": {
     "editable": true
    },
@@ -3210,7 +3216,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f69a019e",
+   "id": "53b8a320",
    "metadata": {
     "editable": true
    },
@@ -3232,7 +3238,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "95b37da0",
+   "id": "42b13d5f",
    "metadata": {
     "editable": true
    },
@@ -3244,7 +3250,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "241c2335",
+   "id": "e273408f",
    "metadata": {
     "editable": true
    },
@@ -3257,7 +3263,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "cf794384",
+   "id": "1dc4ad8b",
    "metadata": {
     "editable": true
    },
@@ -3269,7 +3275,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "4cd5260a",
+   "id": "1a4b573f",
    "metadata": {
     "editable": true
    },
@@ -3281,7 +3287,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "7361e846",
+   "id": "59e15b92",
    "metadata": {
     "editable": true
    },
@@ -3293,7 +3299,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6a07837b",
+   "id": "6b9440f8",
    "metadata": {
     "editable": true
    },
diff --git a/doc/LectureNotes/_build/jupyter_execute/week37.py b/doc/LectureNotes/_build/jupyter_execute/week37.py
index b1ad40141..81acc1c35 100644
--- a/doc/LectureNotes/_build/jupyter_execute/week37.py
+++ b/doc/LectureNotes/_build/jupyter_execute/week37.py
@@ -349,13 +349,13 @@
 # constants terms that do not depend on $\beta$, we have
 
 # $$
-# C(\boldsymbol{\beta}=\frac{\vert\vert (\boldsymbol{y}-\boldsymbol{X}\boldsymbol{\beta})\vert\vert_2^2}{2\sigma^2}+\frac{1}{\tau}\vert\vert\boldsymbol{\beta}\vert\vert_1,
+# C(\boldsymbol{\beta})=\frac{\vert\vert (\boldsymbol{y}-\boldsymbol{X}\boldsymbol{\beta})\vert\vert_2^2}{2\sigma^2}+\frac{1}{\tau}\vert\vert\boldsymbol{\beta}\vert\vert_1,
 # $$
 
 # and replacing $1/\tau$ with $\lambda$ we have
 
 # $$
-# C(\boldsymbol{\beta}=\frac{\vert\vert (\boldsymbol{y}-\boldsymbol{X}\boldsymbol{\beta})\vert\vert_2^2}{2\sigma^2}+\lambda\vert\vert\boldsymbol{\beta}\vert\vert_1,
+# C(\boldsymbol{\beta})=\frac{\vert\vert (\boldsymbol{y}-\boldsymbol{X}\boldsymbol{\beta})\vert\vert_2^2}{2\sigma^2}+\lambda\vert\vert\boldsymbol{\beta}\vert\vert_1,
 # $$
 
 # which is our Lasso cost function!
diff --git a/doc/LectureNotes/_build/jupyter_execute/week37_121_0.png b/doc/LectureNotes/_build/jupyter_execute/week37_121_0.png
index 843d99fe93f7b4b42e6a9f7ecace72c00a71abde..85f9fe77b91160d75d091dd98b8220f25d485f0d 100644
GIT binary patch
literal 22016
zcmb5W1z41A*eyCRba&^_jf8X$jfAuUQqm35sdNg6fYOLa35axqq)3Pe(g?_abT{W2
z|NZZO?{oIq`y4O6&r9ZwC+~aRYprMEbhTCSacFQL5D31y8vG#yf+_)lpwwVtfZu4g
z`7DFKBz%-jeDvMzeEh7uo<bg2`FOav`?xq-Gx<LC@^*B06XqA^7vyDf@bU5RmJ|?h
z{qGm>yL;ISh}PCufQMjvsF`|0AcR)P|4=^2l{!KohOX*x1q1(_orM511H(Ja{V_qj
zitz0ORQ_z*GORxx%g=vX$dqM2EqUGi)b@QRMOEJC(#io2O+MiV->T+~yGTaN$>tw=
zX%Z>e5)-|oUcSA}VkI`fu=_JIf6?}&I$(W1J7~jOhb2_vEYF)Pja8iq27{$h^Gu+`
zf<Jf>$^^v3#6u(rbjV+`QAohya8^xTFYuY#Ym+r1V&YWZ+CgUUq3I_I`mUMb;bD)P
z%V**e5(<U7vB^r{@+l^DlEb5;m5mKdo{FuL2@|taZ*a-^)m1{W0{C3?Wm?+v%agyx
zf7>aH*T9`9<M-3*>gp^~swNzW=;@R8_dPxsaJMr&PM)!7u?pIZ-YKDN$aDk$m{1K`
zUtjNDTI#%BI@qddf^F=waogM5zaWz!ARzGY_5G9CLG%B($v$Y)s{-3ynjP6{>r`YL
zKYfA4fG*j_{eSQ7|Bo9hl`)xMLM=5ls-5<G7QGuxuou=k|1qvXU?j_X78zi519|`F
zAx6IQU9nUNx69Y<*c4gRhx*E;%te?hL|(8WCr<AA?%i#UgRkFqXI@VcUz8-*v_paq
z&;|YY1w*AR`<~FoY2n;ykPyqrE0ocP4k4n6?U!OUBEI=wZV!m-j}y6HRrmh#6=3GW
zr@DulB~Fa^jxO%4;$sbKp+q)w*IQ{Peu(nDWsngjS;jBsrqTTK&aV7@fiZFEU5}l7
zu@=;&P~1cs^tMZGB09XbBZB?Kpzz$>rfc}SJ}|rphBrcNx6gd<-||+b{K60YBAj<M
zK687ibhbH5uBL@1dqb8bjA_zo@%Y-n{<|$qh|c084AwI6IFo%@&BEIS=Mpjr{VDsY
ztNH6siY!rF@c@$j1C+p1G>cH`!C@f}OIRQia(#w9&R)dCeVE^WJ<y@Rky$4ysZwVr
z@4{PSi(L~SJYIzEv6*IJL!u{&T(_t%U*1t!+#K<>t<~XHU%8e|)mB!9*V;sQZ$L0H
zE$7AM(~ikr#g-?5g<;ypn<Shkdqw<6+^nyM{iskEvC$+e+vT_9NXhf0#XxR=wP?!*
zOc6zu!Ka=<xkaVWIOu(h5J*tTqw0aZN!1|t(a(-uCtC}PO7OrQFeJRQSH>3Ic{vRx
zbH7>8W)}np?Sl`ZeAO-@vD;jfZMDEY8?<(9`$g`Zo<A_JvQ*qShy5ZXxq@f^n^@Ot
zzAk}Is%@KCge>wpSS}A%7ve}5%!f(aPUp|%{Ie0^E`1%8bas?qzcB8^VW?mef07Si
zBk<oE8NjOf)<yV0ZgMWEKjrY7n7rpbB5KE+F_uq0IR{y>yc(v|f|u8L@5&ZDc-NkZ
zn^IDrLie&yXDGWeWr?YdR(%q+{ApL*4rVD&cST(=V7Pr?`F`Sb{t0<2+-m*wsF{4a
zP$(@k#JA9RVbx!BlW(4X1=ScHjofFvD&XOM{6s6hR4-%*aE1zWAxok+sMK#-{Lh9>
zn5koV(UC2snrnpGkD=aC?x&B_C2ddc??ua5Ds1VCznW8YpnysI8)=2K&peTSo2Wiz
zK`K6UZF*tQSqU~Pt?zT3{1my-YIz_;r7FiJp(oR!*o~6q!Zph{d%wTWU$NGc8Odgm
z#7~t*u7U*6obeV>B4TFAA-U&U*HPIh75D53JPwKwBJe|&&x6@ge*Clb&X^n=9R2|T
zR*3OJH4TkGgluhXtu7~72E)c!zSu)2n2^}PfxK2?1Lc5;_iuygk??%oM*jVi>7sO^
zp_FkL2R}anDTnr#mEIU)QqmV`X(W*`F~tQ1%c)oFY;4SYd{x&I@6<_ISlMCTB7Xe)
zGd5kFw``K?PklA;`;(xr`JjhKV8f?T7N(=@F1EM!96kN|y8G)_+<_EE)ke1khL-Bg
zOv<gFRnA>La8}HXQ50G+RL$2AjS_^2VbIO9<+`zOa-Q%wQshGj)88D3i-}P}mjC=Y
z9X!Lp#9STCm2#LULSGEplZjjqu0XWMCnV?vkBvvQwMj$5Rf;22iYJt|!scc2I#PIy
zT?7_t+I_qmb7ilzA_7lX6RGr`AHJ`votTc1zLc3d=VfHXkH*up?nXuLPvRl=Qcqg?
zcSmu`Y57nGj(XZVny?}U^|VN4rD!G&4$RKG+bif&=BrncAy=o&tgL8#eSId)UThQs
z7Kt-6Gu%O8c4K)-gmTw4-%qD1jC;Gg6{<Jn;qTd4dKs!a7io)C^ZS;&GnEGdKGfMS
z9PGB53kIDke0KEK_o0KO>zkOwrn0EQK#xa9N2g{7Y~yp{NI9$rlIdqU!{oN6tE(qF
zUSQxqS1j!MS@oEw-N;ZUxwBJFNLaXHL2ar8q#`h7vLTo9B@Z`GX1u<fe#f7yc!NQJ
z25~UpmgWhGV!5~5G=8G|qqc)Zd`8J-i9j7yQK^cUh{<a5{lj9_<ugq&Fl310_QS)&
z<&~8}{Zt#0%nEj$yu_-<jn+#YA(E8hknut#%*sdg<-^l1uC7+j&W{~iHA;kLC?{VI
zyk_~A^im3ppb$5*>ApOrh%DlLQnRmzkosja!lSdhF)saZ<0pnpY<)OMG;#4gdzt(o
z`IS8gnzEHEEUsWx?|G-5UgNo{a(z1I?l4nhm6V+R@+IWSlP5BzEHLi|rVB0;Q}rw&
z-R78SgCsiaA62-#W}K4PsnS?GL)qe<Fr#XVB)-QDT|-0Io12>u2qh)u%-kFlVmF!-
z_v42_rAaL+L@?|&Sj1r*0<MdERMlT@SW#oui{Ua;qc9Udl<GLd=lSLLD+PquKF&PO
z(SugX4F&>&u9@1|R7=KCEOE(rZMf}X<mnpkqt95)&CQ63V$9%>kgtq?e^&8?={$Nw
zla`+THNRrYN$c%>{HjOwiqjv>Ys2nBw`XdhI&wFkWA&L}q@M+!VeP&u7xdp}o6z&Q
zZ-x3Y6H|H_N1Aw3-a$wE*=~SEM{q#Y#$>6^!13lJ{;Sy75p%0DzT2RkCsgJF7;bKC
zMXQKP1*qk|rDZqj@|5ud_h>tqcTasqteR1%T7vxRerk7769Gw$qz8F;IWiUI2CrhB
zl0l9bidKOJ=LylVw4D~EDzzZQMJXsSKD(6dd}A(pgN#_8Y8^>mnr*+JMyXI%EhCRY
z%@V<$`GnpSXy`)&J9<iT1TfWRZ@Hm-P^sKLJeOx&UPn_5OUQ{#&<3N%fp~wjG|WA?
z>rj+@d%=0!4E`rlMgq=?o1NYD(Y)(uF$k_Yks$dj+}L7*fJ1<rBsY3cx|Sm*)^=qh
zA4MHCIw;#prym;Vz)o>t6?&>siJcc?9PCFeL6&-90}#nj4|uV^`0`V4O&_v$N0%^q
z=se+Sg|kkth!HibkN`5zY@2uB(Mf-3Pf>PbpPq|MM^CW|+a)b3Cd#G<+1K{esQM>=
zgrIFKg7tEG?nL~}EQgH(xBWAY@8lq;3puBuT_2O~|Ij})`#Yq;Z1u4H!Hj<$&%*>6
z_yDsI5Ap?-x#B1}asp$ThJNkKq)=yNuFz2gza&nosTCMMyPeW}h=4$WvA~2n-auaq
z<YqqE`sN!0vH|4C1~h1BMu<9xZ{$HMpUN`#3s#%Z4dW^v(hE%J#g1Sg+wi#a2IE~R
zbWBb_GHwOmOAhOC6iw&+8XHg177}3DIZtsf9}Gl{>w-6o4Ygnq@2b|w7RMks;dU>;
z6la(8C|a(nxC$gIGD{|T;vFUSrCw8<R}4P(A%oR19aYT0S$WQQ!)i`csN9xrA!B>N
z3^PIImYl29h)^tFqrUTXJ3lR4uzCnmhmfP5U6L;pSp4G1RHUIX5fyXX;?vfiZ)9<0
zY&jB+X6I_v3;Wv3#pwx|dYV!8wpn}fc1nCCyNFFzv^_-Tw_m1V`a!>(vP!8xid$$x
z=LxzOw+KS*+zBRFkjbsCZcD}e_?Zlb&Reqyy~K~nC-it8awB?1@To44jYo#pVNbvi
z^>FS{P3T2Z|DjG;ZG8LtVQN0;Fgp_WWM|~N9jnkkWyT1iBcoT&y4_V>wlw@wUm44Q
zEDy5r)xT3n=mcF8U_Pxyi1&zd?^zaHStWmh1)?D*<bLvoT=Kgjh_rh|arv&;2oD8z
zBjZ3+Paty2c>i4yI*h<)e9L=W8Kme#wgQ_^?wTl%1p~nF9QpjHG!n~iNfuNqC$yDS
z!|(y(Q3caP1qMus;dlfyasW(0f_HP6-*2N7FkBEF5vJh4Wl(xp*oo{woU<`;s$-MA
zd3m|Ztv3$M%rp7e$$S+Y+sn&ldS%clu(*=XXevqQV+Pl1z*f=9V?~+!Bx(KfiaEj5
zvrTe4!wJt<Zt%)0mLVM3nl^p(q*SnhyLU0+s`n(2^HE-KZ<KOBjeOz;*_xrbH@~n)
zhvyJRXRi>P?4{Lz^~AYwXWl9qpd&kb*zoijT&~fkrk0zSzHe=YOO$Fm^d%{j#PHu>
ze*W9HEB<<Ez9`ev|CN<REdb_NVPt6WV6q<~pRPWaH$|-R3f8j|3m(ohe?pa$(Rgt5
z;Nw$e9|7d^zayVdnK|j9zn+k6{b~CZ4c>ux><Kj?W3-N~<G%)SbJq9f<q%nvmq%OW
z1s$kbL33nyK$zdO1k0b@Sw|ZL&tKLrr4n*fH+KT*2#l0xI?R1YV3XZoy=eVx7)f^c
z<3av_?xC{ky#Rns0$cOClIa1+$tFOyAZ?gc`GR-AKn58+mKB&dRFU^0*P7P%i8i~z
z@g~pLHuT4SQi<OmGI4AC*M|+2+8&Lg%Bq=iU}R}ec7!HcME!^25$?#a!0P&KD-vZl
zrqJM3T(Y$h1|GzB2USB;nS+@m1vxJ{Jj$|Quws=4oGrT`Ogy;afd=5w2mgBf>-7}&
zeH_sq^AvEe?`$LH{6cr(8vI{>9h~hrBBvfirawzXaN4Psp<SM=hDg96$WU>wnJqc?
ztLryS!+JqWh{qwT$IcrBE8H5nuhKtBU8%oP`$;u;;ptTA{-kRdXQo*nyt4M+JpBTz
zz;(+^KHNMSJof81e8i8q%*xn*%^82iRV&;ogW+9O{)ko(GE;}y<c%C8&wrnazod<P
z%%*MjQlAj?5(hV;Nqj;*_6sulvD-Ks*`NQKhd(aGEh^4xFJS6g%FnDE{PeFuOzN{&
zo)|5R(HV*)^aI;mWV4Go^irQ)HErV}DI~l%MwMHAcb3=I&;$eo@aQGU)Ya8f<^=#K
zWoBlssjE{eR!OSyKd@$b#|Bf9d_onj>9^&H@OO=h%8<j@&X4<=8S(B^z-UI>mJ2-2
z)6+8xKmr0r*~F|Ys#mXGF-c3)p`)V{&TkB7@F12t<yw4q;v*x`u9xm^7~gAUKgXxN
zPjyd%cysP2nCBX9#jzF+xN2%r-bd`3I`01DZ2}Mwu&wwGd;Rtn%~viyJ^i}8z8<wY
zkW&1((amtT4m1r74bAfQ`T`RE=i6HrSy_goKi_(V$E5W)Zva^2<mcxP%gfBfgp50g
zfS*7~(pQW}i+A69YukNT&Q5337SP-0NiAIo9W3?#t~wf&<J{H5xz!LWz9e&XQdSzP
ze0OcSeST`YO9CM_L7OU!JBH~Y<Y~5&#?As3ZL#bR-Yf&SfQ5roekilh@=VFYL-6*j
z^De`E?z1ClG(K%~Pmkh<-K&WEL8mUk=PNN8$#sDzPU7O?h%>a<4=P^XuKV9LZv;K9
zVS#7b6!fY_zPm25C7Lg4to!)IC0_%&#K0yhDvC<Ni`C29du4mutSSURp?S?TR=A2v
zk!B`8A+HC7Nk)c#adDBnAs{HI_}x3S?Ck9Qlas3b*^z8vVrpvBTWJ9S!rR+hEJDI+
zUlzkmm0|@gExgO)P5rW&qG13CQ@w+#%*w)9x%NjlbyjXR_}c08iyt!E&5IwKenR8M
zy>)F>P8I9mF-NJm%aISuznM)ktX$;U*vn)FfFHp3mLN72N_PD<tv4drrP{eYw>MXe
z7Zy>9dMg(TqaUssq2X0kd;q`lxEhxkU|d<#9R9=0Npy40V+>61v`Myjgdp{yDOKMc
z3LgHwD6o4MCxp&N|B;ECg^XoBbkZ$&@Juy%NkGXuX!HGjFbOwW)>s#7L+Q28{u*sB
zv{Ih@oeo0;g#-t`%*(T|daR;?QCU^Bvb*axm<6|ml$6N(h>TC~WFa^|iFVxx`r6g2
zW*b~kD!?R2AFZjSMXIN>Tdnpdo$oX*jRSD1x;t5Gqx$8`7lRoJKsSw#>l#hM?GRtE
znRpVElbP{7<P!0cXh9Z3f)G7yJ}-9doLIvOBde3GDGx6%#lS$x?~{{y1_lPVdD+7D
zzxybk@P^5TUi+K12a>0zri%OR(uJO{VDg%`kWIdSK<bGDH_+763r{B<pSY+5jhq^~
zz}tGXVWUbBla~IJ_|g9k{N7Q!PSjW_ZO=E8g5uL*@;$!n?YT|x$&|4n0V4-&l9C+#
zcnkeQrG~O<DxY(O5J>#}7hZ$EvDy!sB#Wmr1)f+qK0e!B@cfO&fyW}`*WBDysMIC4
z1To=}Olm{+m2&Kk@q2>#3X3FOYHHS(qye~XcIb^^(5mNBM^XCV6S>A>-2%MUPjd+%
zCy9X2td{kG6A73w@ZlV(asXv~_LCjB@)|6v0a22f6?>+g7BQ{kL-O@r*N$M3x1v?|
zBt~i!GMp*0vY`wOwHZ9s0;z(f^9L~|L9Di-EgkZqu?wvzw6q05eiQ1vs(&RjmrI6K
z3|@iY+mFmbk+JcpEzh8I^vWEybVfMXfQpDsrpS#P6i0^833752PtP_3HpM1qX%dp~
zL_82c@sMePdSS2A8JB+1$0az#Y!wA^R+X&ukIx)L6cvRBo`k>V15cEeZIEzSplP#J
zra&fTYI6fJA_fA^Ce8+;kSnKz949SF9owIg{D0-)6foY(>l7|OY0uN`z+k2jtjNCj
zueRMiy%A%wQ0;t-NA*Y$?lF_D1Xm%?og^^gRCb?UEh;vt<Tr-|1$l5v3^5=xP5Fmy
zUx$rXXkvyP2u=#Xa3LmMoUOmSMh5m`F0ML7Ep04-Sjg%7en-VPt2UEU#DkF%M`lKc
z<aM#$DiV(4XHx8v@qK^iC^`8tPIpMbXn6b^jqTA;l8-+F95#F`e8>`}E2(umWd%%A
z+x|T}ZrCkm@gs+&t0D4cea_GA5^Wb*Yl+ByD}y>`;PCC?!whU}Ld@H9Xp`>)kfwT(
zc~hm9g9GiUZc#OlyX1ZH_8{jVpQbO+p?@ep9@&{q4|I^il~oHno10N~W)ITHhbWOf
z6<0?s`lJ+4HjH+%Q?WC|#YdhSsdk5KXm>7`L+oECozWDV=U@Q0U6`07aN|<1k?ZJ1
z!mt}=P=yp?%S*$DtVQSQ6zm@&(q351S`4zOW(L|)#~<EeNtLL8k5e?jE&!zCT3p3T
z(o_X<GRT!%eUE)oCn<f@Zi~I4KLksMK9P%(quArQsGtWEsHua_aBx)L$!!mTcf}__
zf285ZB)_fca2wEtnXZmd6N2*LI3D>X10NA0%eTqz3Al=i$Dtyhbd+qa{;H|%lh8-0
zRU^BhpsWf7>rr?AHDUVC0Tzb1xV$18qRoFJljS@e?!6K2G3`I0hae7Y&6j`lh~A9<
zm>Asb{%;Jvd~wLcM{K@flEjfwBy3FA<^Ed3!2<`iMSGcEYF+S!7a0Y`mJ}}WkQQhN
z4Ng<VAzZak)uVwQKKcGv?2r==h*FC`J`83{c(Vrw2MgMbP|->I>n>%-s$mQdhsy+g
z7T!t=z#`~~YyZ^^kchG>^Y;WAatTmKgSxZgWqSIHni@e7=bw0Y7h_={!hYNfhTFa;
zA&nT(qLBFW?!jBUwG8p!4x!%2At_Q(PJUSSWx4xBEg%-&y?Y0$<tKfh5|0cIhu|?t
zQ$22QQ7|>l?x-V4rH)I+prel<poeo5ZaMuxP|O<y#16Z0fCgLqxa_w9u*7F~o|<0D
zH!>rGTsvPjDbpelJBe0I#l@wP0Y;K45uf~1yVBW)MH1UE^C9-Jms|v5TlZfx`jtn)
zg@W#j(w|*^k;nud%Uf75G`KG%^B8|z2I_+U<!0%<z+;CHJ2sfGo-Sm22^5%rKBQcE
z(tUN0-*y23!l_zCd9*;`#q!=>%KFz#oB1YBwFeLS-iSJnxB9t5!rR+r76bqCy?f^o
ztq;@u?9Ny)Q8Rc?wS7US08eB47ig5;&XhxhHt5EezP>`6fn>tql<I1Mk7mseS1sYT
z9Yw_`VPPOr0?cYY)%X>T8`DWdItl5Gj?-2$kP_V*+FWdxnr*0(&U_A-lX!9-2m~hz
zH6kLSUQ-or$0hk_E}^%CZbZLn?jBqfn#PKJA(-fZi}lRZw{IUi28D*oT7+J#KZ=3D
zj-Kt%><=)4*gD!{zM7hYcYRR`f@i&cF-$d$m9zYud<PJk9-f|M&p2U1Py8~y5L22y
zB;{pp&vd%`RpwY!ZAX1tI5@<`sX!aRPkZ3W^ZFCH*38$he<K0jbanos5=rVsY#fTB
zBE%1b=@0MeGW^C%5*h}xrA>Wkir!3?4N^<`a6*{w-6IB^o^r0_v*9OowY3U>XWJhU
z9z%#S5of1-5^_yF+Nvl@*L97Gfii~SeVEGm8#|Jztvp(3S_d>Y8j-I3m0l~L>%7#3
z+vYXBdJ!BM0~NM|#1Nn?v?hSD6BeaW996%K{a|Kda=}<!EsLpIK{<Z#qC4C$u1nY8
zan)mJUf!&x5wF*vnc-ExjhL92t(_ez#LV1$1+br8n8c><vvPEi@q?B^+-__b2Qe8V
z#+V*Z;j1$mc6apzs8Shs&E*q@aNA}ajhz}fF|2&CTO%K`@9Fy<mfvW0*whFKCmdsa
zjCWugi<$-k?Z;`%pNLYa=lm+jK`8lGcqj&bFHP}P?0OQ09!*FI*lE8helI`<mWSxt
z+i%cBF~g3?b4lYb8>k(&x<vo3^^6f>;e5CF1W1WLA7+)c0pw&1h}+s_jVLK8sV7i@
z|6ya7B3t=*U^c8^cX^BwdTTmY+<Vt(>sD^Q24K?kONrRQ#1e|2Wfv=@wk69F1m`>Z
zm6firJKP*OLJ@a<Kz}1I_1U0Ogaw9YZ4+_oMq4~f0eSuM@azX<LBrLmcqSgvy;K-*
zgHOKH`y_Pei(%`a#Ir53=g*&8K7AUcU#cy0+zx2C@@IlDA;t-bo$-cIbpIKHyG0ox
zLV{sypJx(DV2ieShNUXm{w|l%(SCd1b$DaQ5dfFxFJ4T%fACf#WqEnoDeSx><Vw(C
zoay}H0!W9J0NE3Ugt@r5T+EuD$&TjBJ=qy!h23zclg*@0Qh@MURQxg`vbB%p)X14E
zvkVS`n0kGX7uaj4Iyz&Aa(|T+6i^;Dx+P^k2{kPhtxiiz<4#;|d7BWMxVN^`-&E$g
zKJH14>n9WK$KM(KqM48Q&l^rj0=;_BL2Nv{%EPgGAbdu|#$x539UUGjg2AsiS^WLm
znv9Y%Q?65r%%XTgzIXz0{fp51%>PpMqZueNY|3})d8(mw8Om5EZCFVeo0V%H^vbxe
zGZ}WRcBbZcXxd!7YIv$;TKw-k$F$#{n2WIM-&{GAA5U0_{xW7(Pcuj-)YQ=Ed5(_j
zu{$rpNrr<A!|5D4DgZY+dx?WzxXgYo3obb-|I*(N<K@LeZjM|jzwshv+_tmDAgosV
zot&$0c`~$&q32d5I~B&&(Jx*oC4C~9kXsDvBz1AoIJmu11)~MM+zXq7vGrj;38e-B
z*z^OaT@vXeNC4+Lm6w8ygaVz{&o}ad2nq`e5i_+ckY%t5#eKJ_kR-5ueu&Yul2OH=
zI%qAJI3f~~=U{9q&6-IPC<Q>c=4}B`eO=b@WDV%NEW*P2d+8KTA~XPG7wF{6>K-%>
zr~+``Pc~OkL$vReA$WFBl10~K>XU;b!cA`7pQMz}rdjaYeJ<tr!|9`dcCr4P0NOH{
z=<Z2&<5tfrUzSo4`uFE&6R$S^2RdE9*l@5^CqEg9!HZL5%WFb@R+{>6<oY=otQn|+
z5#%{0d$v78%*Dl(CFZ^eO`v=H`0>o_tkLYphh=!DeIjeM>#;yv)_1B_ih<Ol!NnP)
zHL57+OEtKY`fcm7i!kerBPXpO^7Ba?`#ERsVV%E3I$~hi-<MRqb>9L}BXo+v{8{z!
zu}|Ci?}Uto6dF++K$D9~*d{$gjH6KUn+a~&lcX9Mkm)Ynhkm0=1DO|kRR67?G&z$f
zmy}x)N3VYB!{8>MyhHD9&NSxE_LfpUnz#Oxe8o>fLbCk#uk#PE2dWlYBSPI&B^ElP
zu>6u#eSA5cd^tE$4-Buorhszs^-kJ<-?Hs!R7yPbT3pfx0g(^V86A_mGh2VqLFjdL
z>T1^JUweI#!DIX~D+>#RLS#|>XCxb$>;C1Oqm40D5TVCEJ=Od$<pk6S9NPOXUD5bC
z1@VJ3A1$V|Pww_!(@DB<^(_28=&N5jFRnp(BngBnKsbWkQ??bo9ED41z0wm!-tZtt
zoETK_)j#j8uCDSVCdMZwqCpZFWN5x-3aI{L^Y1n>j4P(H?z_@F)YrFicTaiE_ZX?l
z00trKna+#YV^(e)UGDA@I$ky7O#K?e55&3j!?2hU#rlMtPoIR^!~9biWcF*i&A}6^
z_k%&5n<X34vgl2ey6d}#A?X9zD#roqou$^ee4=Vs9ljCy`@!84z%~cIqgeo`{Plxk
zl+$gL%M*Z?6Zz&v89W;wt!i_rlBI4|Ob~g=x3Vgknb85&p|HcfY2_7{z7u_7tk(2O
zuYBn3lJaPE(d5f}QLTNeJ723;<rhg2Y?62rEFdeZtEtJ~-QMT{-Rb#r)TZWUW?^Ac
z;7Zs(JOlxq)w|UX%D^B$*HD!HvQ}orpL(&}1#TbnX^=VHxcIA~d&dPk20l&X_O=U9
zSXRN-YYIH!R#a3(BAgI=Rv2krkQk^*Ob(tm_UR!(dyYWNh(c1J7YQlp0Vr%0%M8Fz
zQBxCD5{+mN*sswO#j2~DrTIVov|%KL@y}L-emwL1{e@kNF9#aghlQnF6xGVmJ50OM
z<O$tB1>z~9+vzwcOQYoZ@4a80ZSCz}V**;6nhdB8AHWYubE|IfW#{=UJV;1NQr`N`
zh9exh6=E3*Rg|>>EAo4_UT(Rkr)R$#lX1B;KeXpZnf}2SQk{PZ|MkKz9T+eV>^BSn
z)Qfh|Fr?s-D_85B3E&B#aWTw(G)H1xlPmc8V8FxAZ{TlrXL4d9Uhvt1Um(63{C%+&
zAPr0DFPj00s7blvOQxqM?^uSs*QhwiOHt{rd1YjBl2poX_s3)4x-iFXe9NS-PZ?sm
zX3~b$$dZ*VjWdw!$PvXVq%4}pfe8^35_<XS6<U;H1jt1_lau;Snqvpic1GPWIi8|O
zO6HS;HvV0{#@zae?z;nK?tO(yW(COF`#rb<1s3gr2!Po@u)~m(lS>2}9>mYfQ8hTb
zwclwvVm%P`z7ZS9RF*%Do+2hO+XP~?9wo)+)Y=UE9!zDK=?IZ>TWE=zpEq+^>YzV3
zIG_@9%jpm%NyQ!nGFjpLYsBASO~ZHO#3)||pknTz;xnkHG5<JQYlB%-R5V_qnR)06
zfK^`_o91{*!Y`ts@6{5ndN^!*1BG5UmndoP%u_>uZ~|PyU7@Fw+}bK-W@g6i>gVYh
zQBmPsr9_;%`78H^6-YG2g&{2nPFq-TNW^_tK)GregI0okLI~&!HBC*PrPq0R$&E{)
zw0oU*9g97HQGdzG#4YuzUEDw&jwb#pN6V;Qz!)79Gjq%f4+0{cyrm@*Dk>@jGBh+)
zQ(xcr?XB3staJ6I92YURcZVQks81HL;cMVSCUlROxNE+7HpqLn5n!SZMNX6wN-+eY
zmUu9sr>%AQkyVOGyU%n0|IPm1MzyO?IcNw}VcBoMWp#Gnglq|5LRNaecE-Wh7UxU=
z5tY=&HR-T$t<D|^4E3tmq0%4>0%aQ$%rFJtBPMZi6XXoT$uee{_!~uK9h;D?(7U;U
z+Vnfbq<L$b2(gKBdx2#kX#E8Xq}d`cMK4*g!Ng+W;`Rd2EOB%%HSx=WQ<BuvhBn3+
z2E?xJA;Mw#VgtzPm#RrB#t-tOsRIH6#Dh+GKh@Qxf`Ureev}EYa{BMJCj3-jB%ELY
zZ_U{iH1`@#=ncX>IVG~oX-?L*7u#urPPY{R_W9aa?=XS76nuo=)7yJOksSMF4$KrF
z0QzKJ@WgS)#X?^5q6`m1Drjylwcdq^UUI+A$WSPGXo$>Zx<*Due*sjc`M7w{f6*g<
zym~Euj73Z=Z};ApQzEtOgI?-noxM)mK|gI%=uO~71JG{UF8;hlOjTqeC)WfFXaSrn
za7qR+UfE4SF=?dP@t{I{5_TgBoLmzH3Q!TZd8!ndQ!1MKF0t3w!Mr9l@=MflYA+YS
zRCHeu{xBp5@)Y~-A|Tn{7pa^fQNZe#IMUd-xbBOi4Q6$cN1q)c7TbgVN-+{+7fnFG
z&J|n;s{(5fxUzu%rarSuS{h!;T&|F+|L`HIl#~=JJ9`m;4v5Lp6lO2tRLdAbD6lx0
zRmYd_fVZ%y#)Ij8@zwC>&!1R$cyKOb8<w>CojDX8LxNdJb0Yevk;r^T;PC*w$L5Cv
z?lmwYa9`hsjw7PfxS0lgs^w5B4RlqlhbIf>897kbA+jHcyqxNeOB_l8i^%+ZMpP(t
z1%WVGIROR^1REW3oaZKq$1dIe-s>2UU4%)AQGzeIJg&vZKjtDtY&QYqKr-y0Zc1a_
zlp-X~4tJe{(9$x^XPm9Rbd&T&%gL?JtTb7B=^#li0XSd(tDVN$fFnBx5t`$zDO_9%
z-f&F!Vve*7*SYW-!2<0AdazJlMMW9TzC#@!u)FUYvJydfs*MWVH=+DRotr*7$YQAm
zumgBhf{-zpGrH65UoWPgge~a)id74rH?v%lwH#-fP#-i?Zer|9ZTmC$T^s;?3hmOo
z98fr0Z+<VKx@V0B0n0dFbz?MF@6jWil825j!{N4OAXTxkb#+BRLWy&uNAv&z_|h^8
zpn7QzNjy`L+(55~4<C-#J5L{O=*V8M0xFh=cTXPv$93+0fgul*pso*zknxF&@Wk)|
ziSN@!O8O|?9BpN7M@KFI@3~#-8X8p8)#EHcIHCft8O?1oP_74o9j&!)4(tr<lF4;$
z^)$eo3v~bd*$_Mj;I3fk^*K)OpqShIht5d2tq3L|s)Piu*N0Qse9CV*E*3y;647u=
z;+t~k#^->%XFPk~=?7;!sIY1qT%m34633ZN)#*pnKk7#ZepYGodZ|%?3xS!2nj7=q
zRE48J!Pfc~rF~48VaSEiMBo3KFJym06(swT-zh>cP&zh2SlJF9l5dU?r9j1>;WT+E
z`;dGx0DK%)IPm`f{%#T|I%x?2sae@TU4FqNu}!&wI)*0yc<p!_d%ls3UN1?)l(Ntm
zsCKLbfEZKMCfL8)1D(GV^ZDS5u~W$lW{U*L(QPl{zj}Qu^YvaT13nGfs|*w=UqF+-
zjs<L#6&T|Ov|US2z`JOlJSkAZv^=u=Z})xjpuw+k2AXK<3LZ5oTp2}K8GwxvK)l+n
z5YR!~7C<(O7PiIGHNpDFUYOE=_EEUa-R~N}#KI=dja(}?6$W$#&{-38N~u%g)Kq$U
zAdtD_%C4>!4y&oZxZM$IAIWfB-A7a8oZLN(xs^F!n%%$%hWpw8k%FsyOSKlN=0ld&
zT&NV0h_}3N1sawH$h=RMb3#%*qvcfX=E!1GXu3mYdA(25$kq%DAMXs10TG60Xmqdo
zK;|6b%II3|o-JGhbO*jEPNDMX|6C_}i?TnAO-N8uQ^VTc-X8y;$HHsTHnXn~XUq9`
zH4@saK(*GbX=qEQ6zxFyTqeu{OcI%5LJojrpWPN{Kty|1zZkYYOn$t##Ax2?tE{Mq
zdb@XbiwxD>K+?g>d8HN#7Og7RE2_aO&q1}olkXps`r}ZBOd^v%#>d9W1NUhCQs@7>
zHf2-r3V!&Rua0H*=LIR)1t3M?TDcP*?^Lu4*#FU*a2zDbnj$&`IgeRdx~-=HbPu^1
zfqtc1W{`2p#m}$ec_4R2ySBcL0uiCX7okbAI9mAc7A!<vy9kY?-)MRkT@5x3?b}C;
zV`PrEw*duZzc)|~?P^Z9<{En@Bc_8^GK42R>#w}`>%RVUo9{61%y&e)z9^v$`E2~)
zRI~!d@xPXpK99{edmpUCFdEG=(9`2%Vq(5nON@)VH|V(@4{D{5&(mf441;`|i7lkp
zwMVtsfoe}%K>bEa-(5-7(r$3UZIZ;_8}_K<MMp@rli2RO<M@~e>+SXT2d=XfH8r{$
zAtU93C=jG})O>vAdU@vF=?rR-*u+HMe^OppSQzlg_5S*0TKx-j-rCxF9F%z6K^Y%l
zzzuc$%R*1j=!1I@X?pP=MdGT`aCVjdLCLypxKZnOsopc+S{WX5I_~_e+uE%a<aK^j
zaS1AJzv?fDp2~PSMn=YWrKQF*uTxV|oSmJUT3d~qQ~s9%)&tkMiqB*-O~h22)VQ=s
zk5Y!T(lv@BH2Ch0eo)$cp4Q*(w7D!X_AJ%K=J*TiO1!&0+Q@WsngqrDSmmFg&6!%8
zl8+w|2#3h%=tE5vg9n{=1oKTOct`Vqvo-y|yn9vn+NB1l$`g8Oe}Kf==)R<4Z4Cp6
z9>pOhmV=!gCLuu`e)@1SL7>Cr_V!?PV0CM%0*uv{X77#tUP3ubuy8;n^(OWlZs&Lt
z$ixJ3*bCP7A^W6@zwKU7zpCsqx($=W8Oi}(M4+B_cXwkE5MV%nxCjG0A7k)73WN!`
z5Zjhf!ok|N25BHRDM=YHHv0zyjH?yZ9l!TIi=4Q*Q0}`xqVXsB->9(;gYY+#I)(B^
z=;KfIXqMx=90r-dS4-k%8Gu4Hp8eS#<d-Av*%MwCyXL$ky90~sjYf$DK#%vAZpzI$
zV#@&uq!x>MU%F&Z0V|V%)Zb|+J`JR>5E-hR^*3OsE|axv6?F(sRvTn=Km*~7OOG?0
znE|twtxlM7oAm`UpfR8Bq6-P%br>kyqDK4E$!pY#`D3C|<AAt|TN^4f{(*SBp$ZfU
zj~2|ddln=q|4t`pD|!KiU=Y<oWEL9|P!_KhH(X8z>>Rar__{{ylK4Z!$eZ`)+~s}m
zgO_enZ`NaSadkyNLCfesSpEb7O-+%(`0R*eewB00MthbRP1+xUNX!BPsZgmA^zD6+
zA+p(dq9TDE3D9#vrWtDafaM>WukHjH3(%UtG-2qvrUvW^P4140MUR9l3<u*ryy@u~
zzH7R@_7SOfkK=fshymmy_78?U1<JTPY!$aR0BA~B=@6tQl4q9HY}y&)9mTJga0{8@
zL^X)nAK4WY$otTwks=#Gkxu`7{<|dApJrnpvZ9#4T?yBSI@h-dR#px$nzk-C-vmYc
z&T;wZ?|^)PD5McZmGoKW<oS-Yk_bI3HHhNN&J`R<&nzF5PNc)$o-Jv|&Q@bYcEP|$
zTWT%iXLp^2C(!K;zt&jIW~Yd`5P`G-Tsx^+Rbz;V*96A?W$`1?jbh^!lmL0%g5aN4
zSoDzAWoRoAm|MV&o3?9e0Glwef%KUMMZT3RV}YPilYYO_9%!R*$$%}cu6_)YM(zLn
z{PV6IRh~y%<e%gr<o#dz(5b|UOzKqr^K*R@EMSk1T(QWZjTxC7Oznyz?YcMulhzFU
zcdWuveyHeAPyK(U7lS^X>=BAf)rrM80c|jKg!c(Sq-5^ED#0{>bmhcSQp?%)pNlJ5
z)qQA$?9B?&)l@#3Pint!*ssk+c6mt#cX&}$sFm-v`8Dc6;p)Vw1oq6=uhs9QPQmyL
z9<I+WJ<mV7Gz0_x2;2KXWFt3ig>Yb8vZ5Uj*HX1W9@ortvQK)}z)waW^TFs<yb#{m
zY(hP?j2`zvK6g2FsCTUG@5ZI@&Rf*}WTZ$YrxJJ<?^7>j?OqQm=MgfnKC{nng9=QA
z3-mdFfN{L4Uh3^&n;AbP25LB`Xz&(1+ovdR?>h#0HvJYKic&1x`S#1Bj&^q*3FL@X
zjfu10MnF;OTYBCbPUl6u3&0m}p~G<LWMijHMM*rqB){vpgf+Nh-ku16JT(vOQG+Au
zB>N$c!hoj;BJlQc(JIlVq4$8TkB{sN_fF8p5#**3_7mxp7$p<wF?lkYq;z=PvShUV
z3;Iuhuyq4#C%buX@{*<NKK*~>e_Nul!2X^EdXqL2fE2~Rx*RbHjg$E~kB9>1M1?X=
zQsB*E0!F5`L!26yY+sZ||BQOJ{XduRl&rG(EKYy%0SQT={gmeATinXW9Fo}C$i;8x
z;`j&+h#$n3nas$~Mcwd@cmBiC`X8TfxhO!9&Nq`KdN7~VeSfQ=2M1lXHpsOCBu?A+
zuiu}<#B5Rg^Swn4asoFFDr&fL0-S@{8;H<@c*yMslc6haFSfKXgaJRF9%n{ZMK!AP
zG}zq$D@q`r65U|yt6~&~+wb8<_es#E9|AybiX5or{{TN(D)psom7Jthz6uycAY>&D
z4`BLVI_|LXr~}<tiyk?eN5-jQ)?Tv*(Keq<NZB3i<!*Px0FwFvVvvxq-23QWb<=SB
z_TOO5k`y@`7d+J@;3!oEYu#1_SRonpudLrqS9=&N64S@1VMQrQ<ph7FU=js(Q=zBG
zp;l9TPWh2M=ny>JU!V;#^9x1uH9(i|k!zItSIfygG%0iW5Bh0fFDgn%L5o!!6X=pu
zz}<$(yWzoYsHNHgzjvbl7U;%mE3qzuL7c9J&Nak=XMjpQHT(S9o9Fy;v0r}?80MIT
zuz?tpD|vun8z_jJBPK5FnKsji(!3U|k|HgnQ~TiZZ&!7v(_J#r0&-VUgZp<_9jvT?
z+)9-FD(nV#e;-020JMHB<XR)me1lVIf})lE5F;bLT^xS)sSaupfNs)3$H_|uMi3u)
z&Dqi&DsUM$dGdP1mLJYK%e#F%%|s~*LXMynh{KIbsH7ZDF(V{;Pm^d+dSjs8e;`iv
zppMf(9^EOzeB7kl`up$|7l_u_6cnf9nM(p#@bUU}lLoE1IwiC$d7aUoC|sm3W9HW{
zq;>s2yzI2Jw73A-Y<k{a2e7cS3nlj`E{EMsF1j!8@B!_`(Rsz69K0+)xMz{>GG-iR
z4@8D6$!FY)A!p{StgHpj(;va1BzZ5dL!~ny3n)H%^ys1(m{(LZv}~onz6QrSx;{H1
zZFezeOPC-u-7YYrqESjb3B6$JPo#bUSf-+Yqd!@4VY1gZH?_dpAG5o$zK+hwn12}a
zuuSBkHEea<;d5_)3?U}XeK1&q(w`krPXFkl_v{YoRZJoIW4n<oJ*yype{li^>GScB
z7cX9TZj91@2HeD6`x!$IgI84ppcsMqYJCi-BoGKq5(bTofWOy&N+Jv{Cr;=eE$aKD
z@!uRi3mBf$EFsAn37&W5XfQq*ENZ_z?Ms|P!P35<SZXv4_q;XawQUV)wUCXM>qI(@
z{`)}zYd*8iP<mjv>5YJ5j+g0|9`1Pm8R<@uyN!Lv{k~f3e=9?5jQrmOkr%hxv1&T3
z*#4_Yg8qRNzi-Y`fceVSx8od!wlUglHBls^TNZgus*0ieKO7sFqI2U8_R09&k%7Uc
zUjBLKBOnZmfRMF5Cgr;w`|1_h$Xl_!2<6fLlMf4;A#r!#mer-28;>qFS1cdybx6c}
zc1vVVk;fIL{y*Z^({nX&WMHtYo#ypr@q<5pgXhZ{>x*<Ur)&Eg#wS4g*tLk8h^m1N
z^!7qEN=Sg%K;B?)YuoiWrjV6h(x(f^`3&bR|0^up67wi2ATwW?V?!9R;(;2^z00HP
zD5851{lW?9d?VPI8va9~;=j{ZnyG48x#2rwl5u@hlo$4M|349}&P>w4{rmT^u(5%?
zOe<>V-o1O|{7+;wKmi2|`zQ1%YOyzs&uiow$?ec8`=OE|aUW<F3C$v$`|?a)Gk}1M
z&3f!*Xlu)A;lF|o0C5q}%g=XP_g?1YBm!g$9k+1OKq?ZQ8(Vo`1=EN)0B_D?#VRA4
zsd7Vbb^&_dWrpccB=-1^9M@Q3NiR7tHS>ZnZ|c08l}Kz6bTBlvaqwyEV|=@W?L7dd
zdt(Syjf^N{FA*&7N=leHIk5mm3<osjKgipYBjHp}12iHfCnxUhot+6Fejtw&++3Ye
zKEr_rdjG+zk*Odx5_t>dL3e-6T3&SqH7;1MeG2*#F@4<-m#l<})p_9G6N#NAXr-7@
z&G)3Et><WSveX7B5-MuSw!y;osQBC81$+LAfjDm)(JsLnY>Ej(_1*hPaCzP~VU6@`
z4KSzSFTS<;1(GE8dn2fRDXL5$WXyjTWI#2e-JNfGnb@8F3M&1u7`2+}P7HptasK`x
zVng`lz#`pOfM(SSXvM+_<<R<5F#j2k)bhBG|74w!$-hHFQq=Y<{sIG3#t`5fNNro#
z`F8P#79^4^<lDTi#X$wpHNXhn-7T6V8hQ-!k=Fj)a}Zf}v$G>@!QqBfNE(_}HYyrA
zN_9KH$Ei=VCJ{kRO^|eU$2)>Fq*IB+^2BL*Sz+f}|4+Jo1zWPwpHU_?5J0cZd`4m@
z4A2G@->dtAA(BA;mp91*r>kDCmz9Pqya*pkkC-<DAY=SoiZ!+N+I(W9T^i%p=9u+j
z{e=7ses^IkZ-QcBZbP9m?sEHCI65wz1EvHB3|n|+Lhym|u%H&9Ndm?x2=Iygym%;(
z+npmkSZ7|i9wtX&`%!cJ-mg|;HIeUf;7p-VQ6qmlfzI2<{v4J`Agxijf>Q`sAH9jI
z+1t?{WIyzw6Cy&k^b<!b-+g=EzKtY`UcCTSked?hTn(ey9&D^=DL_X$PX#7C2j#)w
zQAemi+dMsmT3T|xcnJ7Lk!C+{(5Bp1xk<`8nbvH2xW*z$K#lYhvz+gRMR-S{oG;lt
z@ebjJksj*3U|cR7?u*3Lm+(u*L*}EJ-kAEYVp>N}QY=do0KS@#*)mz`7JG0T1Gv@N
zTlNi~m$aaD7_ZWyiBu?&(Wv<%*A}2{<vmO(O8)&U1ny>8k#rB}Cp^_skZp@)MG@%4
zTU$o~poF{P;Y4aI0_Apk&6(`=FY7<+0K30rK)&{6bq8vL3ko=6h6)AcMNv$d{oA<a
zq>h0`#}~x3Jd*gExS#`2abG<DD_6@c1Is}opeuZk?7wnVHd!F0x}V6C@fCS)Pp0)5
zE|n~u!z9M}SQub%i?$we57%_`#dvs(fAlmo;glqvqCj4k#%j53!X!m&(nwHKOPm`U
z>$75&9>e!I{Ai;-EK{O#9_df}UL1uRflnLG7z+89qGFwjo;h1ycmdDF^3j-bY2oZL
zYA*beh$5Qw;sH^>Z)dIYMtU6q6Ntw%8(7`RcHQhnmE8#B`SWm4HE|TZu>@5U1F$by
z&ipdP^18-7q7k5=kBL2AE=~!LfJUUUM7(32aQwgyMs6yN6$Pw_D7**emCgsuE>$8$
zEX1h{CZ;GAMkt}7vwCUG%|)cCACZ@SzrN^dc`I`eG8y1MvI36%z~8Bkj?P|ubeo6d
zg)wlh=j7Q%DHG`N@tR@5RZ#cNtC0s&COl&YA#X$`Mjv%JQ|{kh0mR6UeA@UwJc8=p
zfj#2-84l)FsGuXH{>b86ZbdG`^ARY(?NeQ6OHdFc_1{CD1fy^Uf@4$g=+mE%<*kc+
zAG8EM(T3hum!6K=*0*fY1CH29wj7D)lEL&^gc!~x2#3ic;TjwsNKRq2ZigPuR&u||
z=}6*|{*G)?hdrF->jPQ=W8zKAJ{-#ts^$7=u;EOWiA-sNN@(<|-WON=bqv1t402K1
zgGrLepe4{1IbCjYESF?{Rvr~ws_A0>WB|+`E)K%9xsv7sgZg{FTmM3pRf{l}*SU+F
zOzJTF50ruHXQy%YLO6ENtE^Jv-m@)iG;@iF>DypjQyTjbER%0fLbdR~lT}SR8K^`x
zu1r2fq7x81nwp~Axi%0j4!c}0Wq3A~l_dluQFd!|8_GNY%daTr{6KYQy=)_IlE0<Q
z068r0;e`-chZ@w~a%rs&L2B^u;H6{l50&E11zZ518$>-vwfxSyqw&Qi*w@l?I8*nO
zpOii!R_n)?z_%-QxiOSuV{mPCdawqFx0PdHVDFttd1FxB#{*}!9<L=@$m;m8!i1n>
z0e2Y2e}kn%PFap+PN*AvsL_n4c4GFvH2dJi`%x0zJV^VTeqHZe+RjVPNSMgLCrM76
zogTV7P*Zv$k^_v79LYD~=B7aDvYh~n0A+A&deKDMEytH^YNA;F=ueS8ajL}DnimC!
z(g1Am0OvCQmaso3j24_wD6%nSrI4^a08ZBi*NCde^-6u6HxxA+eLk>q^sv^qGgDji
zyaCtV*THpC&%s-OI}_YO2X3il#Wp!V5B9;*>*c!9$#J-c!_t92sl6Gx_agQK1{scJ
z<&t)e;~CByDKq6x{d_C4?~ez0Jc;PPS%XSG!DpLlyj4u_pvR!?Pa}QIthOR)jKM^0
ztXeecwh+;jlVnH8HE!iML|lQ5922_~+=n-zYr@c0Z!{MQq(#7^0T?-R`$g+t=B6MX
z%27mV+iIi_SxB}Txo9K~bz-nMS%}t=K>b<(2oMTp32Og!awbkJ@lZ3Vp`|i?%Lt^Y
z*1->Yud3AQVD*XhGZg_e28#qg{`UCK)?yPA$n*R|v)|r!y>&-@@CE`76d!Fs)zxQ-
z4RYGEV&S@+;UIOdSYPR7nYas6JYkHCj+wR${{FVfV2wjEuM+gpwB;FYmJF@K54Bdh
z-m5)mrT{dZ1KQ9~G)YX1vUp!2YYq{_>PHu03eK~?AK~}E9>ht!UX{sdSy1zlHeHsH
zV5OzOCn86$G%2JfAgHHF|LguGF<jK+PL%N6&_@wgG;CIhD=6$C`u^t~y4<_7fsLWw
z3CU2T<j|8CK81iu7EpsTV%ehV-xqC;`f26c1G@?o0H4v-d53SdxlbqSe$6*;7*J#b
z&h@9YKTL`{xxcD-rDrnXLhy0^KzaHLy2CG$^JVDrn)=R|bh#{;^w%HFp|?kjJ4s&(
z3%f2)x^M*`adES>@ud%-!LD`61FW#`*?<ZYIRCQj(`sC^8b^(VjRKS~he?&7uobC2
z2m7b?-A4{>X3BQVVw5wTjIjxmvdQ#(FLE<zlw=5&6F7>-!O6c$omVIva1J)ucS1mb
zfkR{CVd%hT3l878%oMbb?SsR}mnRXW`51Wt7>FO(HGeu088zyI$B|LYfVp4te$2dU
z<cwqozsx1+VX$4hxD^F0==-;C-jm+BkjkmTRW4<N302kz&Oi`nXEu7cJlkU-sI)?@
zE17-f2UEs*9v%=y#qiUeyMQ0n)$~J8hk)GXxzMWhJPCieU#BZ0&&K24G~osg)Z-%)
z(ZFHnz~=L4AZ$VAe0-{da7edY75p;cA`P8x2VstJgP%+vXB5W#RX_HSiMx|I6-An^
zZ|9llB$iPBrrhss3y_6Cp1jop-uD=S(XfK{NeQ%_Y(hW3uiU|rloGg<{9iWm!;(LL
z7D4(`kro@^w`DxPZE6w+^y}~KUv>LON4?;9$vtpz02GVn85xcn70sdaO~G}vqvUAI
zDLokH#hgSN*0l0f45$#~0UF^LvPkipIJLX{i3K)dK=EQ}>%eVWD#=J@rSg@)*Ltka
zeUD%80AviohUfs${Las&C_P$#pzNcWnS~E9KxxE&-k$9id)jnO8;7F5{I3d>g5N9_
zXy&VP?w!hTINI&`Dj{$Q83f(|*U)%pSXd&h7(s<mRSzh}1g(0|`~w4jXWQoydtkg)
zPYdr++%Xe5lij5d0z^Pr+1<5-3_T}TbL&}*N8PBhcZ_YM<Xzm$4rPCCPrkgGX0)(5
zJQFT|4tioe*YjCBo7f!`B)bIR%&7DLPJs<vs7LJ}Vdlr_-agGx@y{g;598avo_T}*
z%gkx{m$`M%v13}?m)JL2@A~>@Z=;;fe{QYo*_DR4)Z2j^8=&<7BO8fLe_}VF-%%jQ
zkvA|P15SWQK$;r`-u>=NASNOT2dXp_@<z-(`TX1;)Ny0)5^`Gox-`>vQ$BqPV>pu&
z0EhEAxyr81s(#9fyeYpkGppo#1kPp^6_wuwOWo4BW&BXkjw40>6=!f_JfQRpH}t;g
ze%&|t%Lf!auEHzRg1A8aS+P%#gS6uLm%AwxLPYN0pONrKy|hS((Wtur`;Hg}`wEV?
z6_%_%ao9XJE}4$kaP?SE7T_npKz?C?nQ<!%_zDhMCu6!H=Vb7gt%DiQ?a0~pTh)^B
zE>lx1`@g8-TnWoA<`Da*%sH>3sH8hNRFXwTFJuyHV5(I{tLF!+S@&#IqIOnRR>Xlz
zEaQq!(gzFtgS_EnXO0paFp2`F{549-KkImU-UFxqzvgfJ`GX1pE{4Jh2d5w!ay$l?
zs27+)5YEdhtIJAVoX1fZr^8Yny5&}-ywNYF7Vao|M>X(`pWfS=;)+h-X5{}F<)OEz
zVs3~6;@ol(cX-_=2!FX^Q~9Blv*F?3*vM_rA5{EsU_P`((KYqF|3dY@zTm}n(!z*s
z->9T(jtf1PVV^=B)k~8uweVxYTPI2Y;b5I#EUq}8$%mFfaWuA5&(4nivYj^h@?n~q
zK3yLG`q}L1@NoIz($?1C*w~#^3W3aR8dF(W83|+)koe>cVTVH;-&a%QEY@Woyb(#2
zy;w`fnIoVRXF_@T@kuB6E%2A5L68=vVC4UV{DHaMp!FwF=xXinj@BGjBn6<iSM79V
zj`R}P+S*<m0Y93py?yV(!cAemJ}Iz(?4O;fYG~l(<mR3Px<~-W<9~g34d^F0V8-^}
zz8lB*Mp-M0T!MjtL6<v2O-HA?Muvq23XXXh?gHbS{`ytbzXML7RSgXdHSK%5AAslR
zr?kJQxRlh9W;OIbz7OZW#?EQZ0-T1EY=1Hn1qU=#WMm{0JNx^dQ*czzXUpIuqdS>i
z$|x|*$45j_Ny#}lDFqNsYwC!FhrsZ2etWfd0Mw*qp#1qCeG^N~$uX1N`vz!@gWm}P
zuRFu8&kvApG#CquCvd4=gSyeA#fJ;9A?#aZ;5mbE>~;?O^Zk{<;o%-t#*j!5^w7}J
zt$>^atQlw!Wce*2(R_Ua4g`JyQRd*!Tle2@-8&+H&7$LSizl60*3H>D!L-iKuti$M
z5bzQI^QajFak0kz%_0HcJ#?LQupA1$#-|7qdA9z4@jX5{m|*e;fc=b^iV7<zD9C5)
z2R1Ml@`T;=C(-(EmSir2uO$M1j{i;*0^8Du(*qEe0cjUes1!rP)P6u+-i~x=fp3cF
znVzQf_4RdFY?JT>GUlNEJshR_>FbN5iO-Juz@yi@w8V&X?d{Gt+YIVYv;tq2)p&sd
zi0UsC|F25UJsRqDjpNf!M74D}WpqR`E+Is9&=!^33{eu=Yd3D~Y?q2+rzVt6#x0DR
zMDDT+ZBy>bxaE=xHAzCnr0h``vl)|1?eDL@&RXZ3wa)p^V%GA``#$gUyzldVzTcdB
z=oNKp^r$OgVX+LP7(Sn8lc)?rDB$8Wh+=QiP@7OFJeQZJCM~ZVkH(*ws1)Og#xq=F
zM+YI$l*~`RojUC&ty;+a(2)`M>u7HSY#8WtIvI#P=;q0=GiNkKvmr0BYB_tg3_?bn
z&C*$(F##OVJp`FHHZ~R*7-)glyudk0P==`V;c0+2ts68nq@j^$LaSnhvT_2L9JQ@m
zS0_^llas2mpA9PlUPVI1DJ3nP3tgs`mR9J{T@IZai^f+D#%XQ5>Yaflqu_-fYL`sJ
z{FDL&2nrN+b<ehB^;@o-%oUwa43<8lo6k?KLNoC^R&@{~BmxGoDif^k+KDHAoa}58
zTrgSytQ>m(F)K{0SUV@OJ3Bx1k|2(uVj*6AMa{D$kCCo|9;hw5ix0)2H}g(B+DA4H
zTu-yJQ;}4|BjN!;8lsD|K~;4D@tlvCxag~E&$=Z>HhTa9DM%vpBq(GECz1DF%qVIl
z-xA;Zh}u9jpPm*T(BWoWR*muFq^BzpViaw*97MB?DiL$%^=l=&rdKa1<UV3A+Ni60
z<q9po467{H2YKoy?(EooU@*y27N#dZ*njp{S65HIe*Jpc;kIO^^8Fh(EJymQODD00
zc3AkUQA-uQqW2qUBZ6|R;%-=9T1)jS@AY_PW#G&JGP`f&RjJR#qu7g1DSC${8Q)n;
zS@a^zzGaxU)>fOD$>)xbD_>Wiv^fzJ#DYVLE;X5g?y;Ryfin+?+T*vE)6%pL9z00B
ze`-8@z{d>9jfd>76X4%{J9Ue9%Tlw9OM{A~+_4lEOLajKpU?M;*kJATN&Kj@GbL?{
z?}p~4CfnEdPo=yGeYcF8nV5smzBxU-jyw0s%h6#qjYiuGKxq5+`*MAwqoafY2cmeP
z#l@FwnmVYSI}u;MFqLOPVMpG)sflKE-q(Rhav`_k*y~ti9xr}Vj8H7L-n(}>9{czI
z{`RVUYEEwv>JQO#PEa<JBN3s8eHOD|p)`3wx2fvHdpU?K5ux<j_U`UA7+Pz?1(^jT
zSl=+M^9qE@*i}d}?7HD_H1hCU&K-FY&;j#6m6IN~#D%nD$Mi_`?d^LU1(!OXj&2R&
zTN0!cmodHVi7Yu)wa*{Xvv}FE=F-j`OQ7J9l9BO71e^LCX6;`D+n->7;|PMyC=Cfb
zo)bYu+axIM1i}n`P*i=r#glZCRVF4Tdy8I3usAI6l4WIOGRo7aH3)X!OJ8hK4YAyK
z6`y#lUzc50_BZq&n;7F<CgSS5th1t+6`c-Wm%gB@S;wOd7ZI;_=pMXga)REq5ZqzB
zqEUS4uTdeV&cB&en3xia^&&Qb*gyw1FeD^wfH9Vmni|97@tDdlm5{W?G^s0*pP%L1
zDPUFvs@3GE01gl>O#G^A+fNl|?vL|+D87eDCQd?7Hm}##mIJ8W3cwk1WVsB(5~K&5
z_I4#xx{6%oQFSCEMI3_@L$+FM8tm9$=&~T<%V*90{{Df1fpa}QZrExT1<o#~Yrq2%
z`Nr<5?s+DY$?9woPQIp-03}LeUI~sDJ>!Px6>36kIIm~9R@OflJwOU+ZfW6PcHGf`
zmlSZxvH|^7EBY#rw_+*+nv9IT|AvTAsO*Z@9MkcFwxIU&IlUi?@ftFSE$>!(WX~m|
zw3T6%t|+%e%n~L#PV&V{Wd7^{7ni7tqkUfBih(<{_;a{Xm{h^spIKHN-#|u4*{i~4
zw_*DRPX4hE2;P=}p5-J$)6mpp*^e8budi<pm+_C1l9EU6b#H;)3X!OY?0%=BBC5Q6
ztIKUST)Qh9dwbVnzZ!lJ2r_E>mXOc~pOCyubd@l<c!xn%Xa4y6Hi?O1vTE-~WP;Wu
z`ZYub=ErDe!l=vaqRGh*9w;ALIyy$(1&UV^6Xi+HGs_Ir)bi#kslZe~;|~oD{U9`(
z{u8yrso?A%LG3Ke0v!sG7G%@Ar^e}B9Cvrewr1p!b>`tpii)_q$!`4mSw%sCNzjbI
zBabj--z2@&hwBfXadI0gP?|peu>71=hnlgeDN*GR#nG{`jY+DzwQI)seCTN$f2s;x
z06dvZuPZ_VHx8TG0x0FN$^{vDYd1GCejXejKOX;lvvF9t0*OeQpeAn%<tMWuzR2Pq
z!M=(7NhzM1HG06!ZLv;KY(zft1ce$&xvV|{gmf{!9Fp>t<NJ$V5HJ@+<)mMhSh8sc
z2F)<{#zaPCjQMzbUr0(ylA9%2*xNr@IK5dW%1_^7_PXR>T#e*6)wf?nDskn|+2LQ9
zQBiz?XY}&o?`Hh6Csno19rR%F7WD=U>|pJ=Q{^vax_?gX<uWSE{9oz`MDHIv1qYXP
z-3##-v}tDPst8KK$NG-H;qtKPHvlo)L5;_I?r45!kgQ)LY}{>g<l)c3Y>MJ<Tqp$c
zO+!X(FKg^UHBP=U+E;0Z>ddSAI)6Mb^SUZImwTi=O&ya<MGoF*ehdoqe9s3_ic|f5
zI_Bo?G+Wyws5~en9u!L()hQHP;yX~N$vfsJ_qR1STlH22<ps}7`U<LtGcO~w@@r~p
zMBec#=JZ1My4o_IPGtc$w^L`PSw3RH4h87_xZqXk%`%UMNYOA#HQQO6T^1~G65!P=
z={JWAZ4*;d8Y*_mghQ>gW%)~x_IlM-RkqNTJAHd<ymRMisHXeE+}@Aj9}Mr&5K?Am
zoJ%SyuHvk`N`QUJgU*v;Vr*=SyC83)d0e`TTjjBgE<ku~EiKlfi3t{@@>+y+YHsT5
z{CI@Z{LGX(R(_F`lr7#5Go8Vs50Z&8W1XlxU*DMoPpn&F(@<e{S8W)ht-IUBuj>|T
z5=-GMiSsPRF=Fi{>ohY)MORgjcUwn?gJ^m>MZ^Bu`u9UaWWnu8Z>-eHbF{?!!#}#X
zXtbwowIjv=CxUz&;;1-66bHuV=5Fxi-JlZ1`S9`M`pcAz_tG33iiMfT;l2<It*!{e
znb*m~Bm1zow_5qpzHZ&9-En@L!X2y5;p%R<Fe_*@dM^C+<DX)cSflv+wvAd^wk74|
zY!m{GFr+urVOQH^`<c5jI17(85Y~zR=9P(ui~n?5{ofoQkBno>3MVES(oIf2s$6Gs
zLJCzNIw4`rwfJaDKHA}wB}8d~l~|B)U?-s<1L#GDf60f=EPd0pD`W}l!NcAt1wExc
z@;EIpkw5r20l@===zK~M()<$m8T>Oldp#~a>w$_v;<s{LOtciAu$%fjTm)L+!LSdB
z6+109VYg-EH<ziMxMO0mEOEwsdi$W!SqM{!TmkWjm5thlooH*abZh3teUkSn?t!8q
zDl)f>r>7@O6dG}m`}Ud8>e%QfbO^{W*hJKy##gTtfwL1vaAL@ztm4+hB-mI+0!6{J
l9*)6q{;MJB|3As|<|XGHXTPuKhQN)LM746TEZ*f2`4^vsv3mdj

literal 22216
zcmcG$byStn*EM<$Al;n;2c%n+4&l&92+|FL(k0y`9ioJUq_i~BDH0+LA{`<iEh%~T
z<L`an@4NSY<NkLYIv9AK*lX{#*P3gtxlfdangSj+H8u<e!&6d3K7qkdRA4Z86(&0P
zpC%Zi9QYyPE~n?N<z(&dY3}+A_SoFr+1|<B{)GjD$1_*A7fz1%d4zfRxEP+hyF0sy
z^71<T&jmbAt~R_6s_V<ZL$I6`_1$1F0(0meyjZH}1q`P1KneLs+beT-!CUXm(_8cd
zU&@HbKRiiY1{UTu+;rdcN=($)*9t6g)x{32eiNA6;pV)rH6a*i%Ts90Qh<wH+=TM(
zG6g4sp#~GP8@K1^((*Nu5F;)9{@3fKk4^U3-qybY)b96q4!ixLO=ngjjs$;-4Ibv9
z5)u&+r3;X&Ai<vpX4TLSZPfqoUk%6Lu@$YYw7Qih;kC8*tpw6Hg~4qFs7kLj^z<Tw
zf?zW<l%Fd5en%IU=~g26_%z&c5eP(SD5vhn9GA5(^8RXNoGF=ES@7pHbG^NC&eYc$
zWmAzcF|uA>!lc;Yo5CzHyY7MZObb<6?mZskcymfZO-)VDr_1$wms~7snk}|YON1yW
zC}KELGBY!mS691*4De>u&iWqyyVjl+x-nm;3@+VINR5BM0=*m_a}WH;qps2eKmPyx
zHMn9EhD3gG-y(LloixOBQ;(>4{I|_hRguqt1tH+DqmMwuuqbs7BzG#%!;M=|zP*F@
z#9tF!C-}v=^~NFlm=O0nEutd1;+f&E@Zn=)(isn>FHbvfZ!qc{@ybmJb~Z`Fw{3;o
z)l8zpw+LikBUxDxT3?_$<W27KIZ%%lV2$QuRJpT{e&Vfq$?1G8TIIpb=Sa)ff6W)~
zo)Lx>;1Ve=geMyx5YeI1itJ-Wko5AaAgzc7zXlg&quiXMrt!fk@5>vq{a9Sn`WW1b
zhGY1xr^h64Iefxtwd?2ldBgg5%KchYf%JHFQ46%3CsVBieUe1!62NP$h<**h8yrwA
z#D+Q(Enfv$HZSmYuMx(-d>_faVbY^jWNqQ*VajFymuzMPiTrdZNK2I7Mkf|@wurju
zPeHlrT|9kura@})xFw;geZhXGe>(*KRe-c=EIfobN#6pvr!}_(9i`M=N^w0yzNtRp
z_ek1pNh0H{5sS~54E&nBL{a@i)nJKh3w7);?C0iCrEW0$*G~e6V3)M^{s$eK3p8Hq
zZ!Zay5QwjRVA6)B4V~Z^1SnG1XkNbC`z{Vv#N^y4!`XM*FO&llRFJ=-dWnhB3-M^`
z!iOkKVQoHJw})aLXeRz-=gX+ef1X`S0m}&>%RRtNCSH$xu^oSF_ehLf?xQ+7&NgL4
z_WS%B&l7F5SUMauG}uxg!NLZz6qSO)VSnn^x7jG}sD9CZmoO@Ie&t1_;DONyp$rd4
z1P=GzMeXjclhEt!jR=%P2uN_HME2Wr8Dp0l+~LyCGv5D3X(eFRg|htn>F(!Lq?NxO
z7g3VFu#3!G%h8{&v(FyKmOSO$<=vOO#1(e?(m3)Mxr)V|@@ptPbZ?=h=f@8!Nl8gc
z2_M1X`Hf^Yetsf>^zy;=<E;sK<;O^b-xdGzKJQ-974X2dFP(4LXD5P@RuW<4DoRR9
zk+HF#Z>}$MwK+6(bRrH8oJq;Z7S7sjhBF_@%ggr`KKq&?uc(Sd7`2yYscgjw)sbjK
zFK-r0&{5D6TwT?|72c904G=Xa?lm~faTwpOyrN%TTMK>jhV*!UspHG##rb*Xw{PEq
zwj%qr{Z7c1f0t(QNEhVF2J>462`#-@i{Wj=7fGt;EAjLV2#|zz_Vlc^UwUkf-??}1
z-t+Gt>8yt{qY@JnZO=Hlx#eEGc+q<j5`qE?GN_0!sF;?uJ#?ghRY;qVTa~ppLORDL
zL~(xOYuI{WE3&gQ=(6<O!{fqx)mMCM<2@>!*sR6w>_acT+~T7(Jyb0}iF8CmvLmt~
zLG`uj+D;3zlGpjltEAM_R|_qkOKu(aZHCRhe>BF#$CrQcf?cP=AiOt*f{CBMdUmn+
zY$=ew)@I~mjsLfI51d_H$G7<jlWwlB+&Hg}wK%zqOT#h@x32fi&^oUEz;r5XUp2Xr
zjJ0|PgV?H*+t^5{F8P=F&(YD!>Z--$#=~?Ab^!rmet!O$S{njtAxERK%XnH5Vu5sA
z!v^~jSHqVQD#5|Q{lmi#eJp9Bf#pw1ka~KQq|JU4^-t`JF7MYr<Y0#zG}QGLYp$Q4
z&bcn^30j1i%fi`G#Fo3(%9c&N$Xc4!L*vRL5;Qrpzl~3tsDFswEy&2sq&>g9#9>cS
zT@{?4EYYfd_LY2Rw!UmSoEUbz^MeFL{Ew#(eSLjrbnhdyb2aqlW5$US1_(iTw&8H7
zv$&J^wvdjgK%@U<OS1B_QB~No6~@(uRNui~i+>eU?fnSvyNzeVETi#x>4Vz?lhs+a
zEHw^cH`HpcnN`yT?qoc4=pN1z8!OkZ6_prX>3OxXzhAlGj%0q~EyCx?!{;Mt7A@tm
zJIY9tl{vE3QpO~wz=%L4nXM(IqKbN8H@*DbG!RN!0{8F3VIMz!bar<~gCP|Zm?R|V
zKzc%h4P^)sJkEG1cX_&-`=q4G=fu{2zLAJV$dS~87FiHz*zlZU=(^*UB&)zjfQqlg
zh08>OED8kD(HTZVcV>hDVXlNq3^}(9a7=W3TFk(}+vu+sC)=E-1O5Hd1_lPbFW)MM
zZ%q{CTlU3oey^lI-T4ukmPQ#%bzlB7BVkgo-;D?e+@rNco6Khq7Xw){e-@rgS~hO7
zA+4lkd{f-14BIVwqm{qg45bBA-M6M>1L-@Y&9^?)G>|N-z<Rjh)4>~c@f2&^zM-6_
zRrO;ogrY?0WFPSqkSrTVBf$?HV*m6s`1rCf3mHB2W@7o23O$(tiYx`0BKf<T?<DD}
z_(Ro;d4@N}dj67<yX6Qa^$LV0AP_Yyrhf4A3lw!JZqcYc6YO)mIk%RzRc@&<&B%Tj
z6nh35J@E9Jh`mmpy5Rhp?p>3_a!#VKd=WvFDa4#-U<sl(%UXt0otv;)HkYW<u3%#7
zvVMm!*H=pHr%g&jCn`vv&mbhLc7Mz0><;fNPzq{k*%Yild(!FD|HOCs`;KH@K4DV!
zAtxbGdf2nCK_Mt+vvt%S*jW5JnFe-C%fuJWcY9aM@(<F~UxQs!paA9CmBGQF%661&
zFO=uwNcVTmz5};HJFR16HZgV`U+xj5^MKgRJYU&?lFDmWgu`c(;KSP0^N?QUqbo4{
zo;etEcZEKx`!>4!9vJhraQ~Foq7zL(KWzvxo^Aqb4Jnv9#o`bY1{Qf=>|x?7Rx?i5
zuSV7UzCmDO3t0bsY8rS)StZzI4aqu|praOOnP|vibIei$&AMXo%k7|c|KLvPF{R^;
z!l0!p)($2$(g$R8;gQEdAopM;C!>Du)gNYWoRjz64NgE%ELD3(^&=o0WB$+q1!Qdn
zda^8J$Bz9V-`K5Z`4FyxX40l0Qri@Id>VLsS7<%XhQT|f8$-<;m+p&`yktU6e<<TH
z3J3&+p?wv*<7s%mPZjA!+wHj&r6z+s=>^LWcK+9<bDG@iC()P^?#8{_CFcVM=bf}o
zW~4Sf^yEnJWJcK`w=pAQyd!ZK1;y?R7eWAfY5yjVG0N#~?Yx%rryoDwnEzA+bNnkF
z7(=z7E(MQ|?=05LOQu{*<L?~H@BDiNjmP*$G`=)ahk?0ZeCp-Ek~y-c?76V(X$K7n
zaV+hiFal8*zVhL5XDn6T1h^P7K3`OeHnK;^(A;|T_n^@HQw{xSbi6vtTHuK3yx9><
zh<t-oG87wcq6i;aLb~4PUt;0-w6L2SLw90CDGrpe1z)3;f29snXg%%J{76jK_gp@9
zR4uv6yB4yM0y5-zJb8WR)+&SeO0AYVX}+u5#IW|TX)jSa>%aTAYh;$qGZHk;NXIl|
z9fv3x*s=PD$+N;DZDSx~dv~>*6MXhVy5*Tf<Hsbfsv7Vb?1}!@$6ehGjoPbDFN>BP
zk52AfoUWG$Bix`J5NlzqgL$>%I=Zx5yvf!bONGkzR{BveG%OluSj&R1@uqFU%`!a^
zKWkjaT*AD65=j@LSXj!jGUm-fARhhG<(JTY4R8Hj;5Q*5LCa>@(M$qD|8Aash9{Hg
z&*IaZNlGWz$ZuIEq4LQQTK48uS5~BzhV6r@l?zzwCOvApsyj7&&)~~5RZWIPb_1+u
z37&j|c9kCa;U8lZtk`F2!HeqMSQE8=*`5F+>?W46XGM*>KWtwkLDZ##TrBirS16}M
z7G3ngm5MuQGXEDlp@yHw5zR(CqS!=Rkb_gjGQ;`#JDn4*r@gWF?tbywmp4hrdF|*<
z47Pwf1ch;bO|mbK-!p662pH2;RZflA7@cH9&8WGIiI+i&{xg?^1XWlR1$7}lGT!2e
zmB4OEqiM}$o{>c=O;QOIchJEFxYTIEgHQAF(=z!NTarrte7*_s00CvpAM&Qq{t=AR
z9e4x*Mb>A*6IT(qR1575M|?l-zYim0Pz9;YX86XGRFmUWyPsD|%)D73c+D(|M>G`%
z*??5V9c^#(h$1Lmq^w+M)FTd(x+R5Hx*LrD_+u;W`L$<uNXz?RM}=i;!^k)qXr<mk
z&u&vuL$9gP<621QmJij;_HC--Ns5Ao>_b6=)7S)W^NmrnxB#>A1yl?_YQbI^Yx{R!
zOcWe}fEn^k`J3kMu~*ejWH&G)CO#(!AWGjSCMxURS6N8PY{k-Y8ivcPqJ<04<Ndt1
zxkNwHfakUQVC+R?u_zQC+b$%|82dHibMImx75HgnBVbWcofU@AmV60?bd%m+l3{m;
zi&h*`c}1gtPzs>2vBN!fiGgjUJ&<kk#yko}jzT<{hAO+W@HiSf^<JW+EhujK)Uw__
zB7IJ6k;batH5H-yVb>S{c&m59of(nGEG$K=kcStph>U3tsVHJb80{zQtB-tHH&JKk
zUokkjyvIx_L_q{M8zCmz(o}U+$2}5;(NIx{l~r^(vM0)h?lvue+@9C+Z!#L4ztR`Q
zgbJIK#Ltt;ZLa&E%t3L07Hrc3ifR#pM~qrblM-_7q_qz|uQ9A1h2-+2Lf+#^Xu$O?
z{XPbOZ?6C<@bmNI^ErN=DdP64{Y*t!S;pC!kCv8pwAI^<%cOM%^F>rK3xAWu*vJW`
zk$sGu0>7cGIDW3i1nd%f_P-woFer$t#FuCLuK?!K*Qe_4>Cx2Ib|1MkYV{)OiNKTX
z2)K4WKQO;K>$vSLt89;sGiu0COhd$>68~vFAT^SB`N9i-F<RXI>n<bMBnyu=D_0s8
zPQ-rD2b{wJWLH#DdUShpUDh_T+8Z-gphN;e7T9QmgCR33tL5H&6Q!7k{o8956%|c@
zH(c6sa$v9=ow8h=vJ-b^iv>x16_LBL=3)z`S+o7a_%8YjnjAkE=Xvkgiix2X-lww-
z&l~T!ApP|=Wa-GqtYKl$HhZSkq{VM!D`K~RCTW)`nR&n}puzR#%Dc|~2XS9Ko$M=o
zy3&QBz}uV6@j{&Tn~Uve2LNJmzQobI0%(<O@8ZDc_WF$9_jHFNq1O5vwXlfD))_3a
zd~&sy&gEyM5IOfO9EvqZDQ_kzP5sGY=>ulaJ<rB3mxBA1Nhv7S23X%C0iZH6GK#&J
zXSqM}npr6_I$CC_-G5)74K8hM&En_p&*^Y<av}#Nyr#AmphDBFhRx0ANIAKuM!aln
z(q?81U?JibXCm^zTxfF;k(28b>J<c5XYEz;I56YU2bZ+ynwP7KNAMb0Er)%0RG}d)
z@`AWKg(qBQWXYrDZSyMURoEZicym2zzjc~Vj#JxiRMbmu&E{fTEUc^wGj18G)q>9k
zNogf~NP(qI`|UL??ahmOv@O13u$j5Jp2fxXL62}5a~ED^6>%0>Gq3^<vzvM*Oh)X7
zU5cODG>Wy+)vOIjZR-~knv!-zLuj%e`RVAkE|d9wCwaHAow6?icnt^+t6KaHD$y#k
z_?p74sHh0avpBo??;|4w>FMcj8=gIT)-^p%o}HZ?5vzopiX7O&V$Cq5T=qe_lg98v
z-tXG-h$;QEf?(1V$%Wb*W-P4_s$Cx*XH>aus0rFl@3fz7O_fo+QGQnF;Ns%4IbA`+
z>570`xcVX{CCKny@zthM8Si2wY5j_R)2#ynC=nWkN>WmiUYpMYz|f%D*w|QETO;n@
zC;8;KP&&gZDoQ;fd1>E!GLX!=_GkSoSh#L5_$t4@u3Ux<xD!R{6fT%Z9d2HNnT(}u
zE%Z%&_0(kNw@W`sQIIS$&#UX6k0E|;Y*;RL1|OWARW_EJcC=f(kB!AGC@g$x<TPDQ
zWnpQVl$I6=%7V2X0;$hee~-$t9tK6?a`ND_y`q(szz0b|)81i_=y!H^p?aih*eHCl
zdB~s&;AoCHbX>}y$w_TgW<=gB2=lWd#xglQFUK^wh6xiwy|(O0U8jZ*G)SZ4Wv!-!
zeG(&oBVWS`i2<!cPS=Z&^P-gz`58HaLrxdo{~P4HJW&x}@<!J?m`BUqO%a5f&UCw3
zJg)P^Nmx*tdPz)QnRWU~3!M^r_)N+i-G|y?l%$ssukkWZ8>P($j_06)RH)ViVFe+(
z9&Rc34aB$_TadSlrvZ=+Lt_xsb|?Ni{r!Y8)86q=n>NYp-)H!D(Xg?Dsz8F`$_O=z
zBmBfPGt7<_83sMM{)0Bk$B)vV9P^U(+QG_Ii`_n&=W-(iL$-y6Y!H)xfsTh_|Ja({
z@hcP_Ctssr2{lK?%UIQeAgWnGN{(`Qc0`(4Exznd#!Wje;uxjK03xe4XH?WIe32_9
z)+Vy=(N*?bs1_z67L@U9<x0>1>LBMvvR2;(wyatx!G^O)vcmo`9eD<t9QAF=fHq{F
zw#=C$ni(7<q~{gI`p-m&US2vaAHT>Bx!(}caBp+V^>r_C(m$wdb9gv=x3DWzj<s46
zq&!7Mm>~6-Qe-&+p!UYopJ2J~Vte^St6BKVENHo`p(noM0M9&G;bKR+J25hn-RkoU
z5O#Q?njGBHVg5BSW80nt1rGJY$<w`;8)1t``QB{soPp}RU!dAxn9MS!L9p2iQVJ8&
zenK+Cpm#(G2vOocEZkgkRdpvVBcsON`GHDG5u+w!Wenv?HIP@vmQL7cf7*^|mg_uc
z%XtD1ykdk5TS>czXs#rVLuvUVwi^0D3V7tytXxFrh$E_p>U?|^xk}j*J7ZU4Ze%&k
zHzjhj{gm9jv%(c4%)0=(6wo|Xh8*DWkT-CE72j-s<K1<j^K+#OodWoa4>TQZKZr$a
zDL^q+jt&Of%=^qyD6F}tTmH*iBRQI#Y;3HDiv8PMqS#4OkS{(M)NElmu~rFdVg;EC
zhC=r-zuuA>ByTDraChn0a4S!uS&zj)7<dLqu>uHa!I_?!2-UeX$9}>8k(WOzh2B!M
zTKQVO(fzBgJ1L?J!fJa;uj@ivdglLf3Tp|B?qb^Kbj8!`7$XGG!Ts*)feYB3g~Wkj
zHF^T<d(j!2zx>D#y^SHOupz6m-*_)Dyh8tn<77OsUaEJ+w|-<xwE|H_U;N(#4!yg8
zOAzxk7{v}vf}t%p&(ifpzXK*%9YW4p4{+K>91qxkmCLG{ys0G4b?hquS2IC2PbsUR
zJH8QdbN&?NnpidlHc=5Fg8&L-S;e_mr@je<bdU<UzL+o7dq2|9<#KGi+eAh{ki4|s
z^3^Hp?}mr#z;Frh;+)2LqD!3FDDdL3^Os@$2H|1a3)VImt$(niU&Z&*N6{SU$Mk#|
zkrUmXKM)tUKO%Zh5qsmPAlJuOqX&>z9>?k8bAq>4eShDoW&%uUcGg4t^Rd;x?Ho-f
zV!UjV8tS2z3Py7YM$^?5($LRq#{gEZ7uwTLnSXkGG5e(5FT9jHfb&v47~Pe5VUzj4
zKYmL}&f(m+49E3Q2Zf~j=sZ8_V>$uha99!?+VRTqbVng*G~_DQKTpR2<fnYek)l(s
z7rbi06DVyJ6@T~S3#wXRew1v=CR;(i#+h~|mt%BUVK%f31)^jsV`F0nM@K!Mqe!Yf
z_f7n55Qt#t9)<*_JWCC3T-S+Hlp0W@^8ME4y1qVJf-=LOKYs{`i9;Sb%q|DsUeW{l
z<s>U1GL~&OMd+i6L*%3EOw)l(uetSnw;ngJ->ewGkbb&~$j4EK12$%5@Ga;0NZ?H<
zec%<*<9C8x#hUpC+m#)8t(mnq#OWDf^E`<I%(%zrph_z(1ohbGjhErfpr*0%{w>it
z*Vl*Pe{uY%(xlDI(lQhfFDp$O*|LD8NlZ&Ceiezd;u3Qc%h#{<^J2r6Q^+---bslr
z<8aDceG-85(cQ4vnyt4>6Z7Pm{p6GojEa#55S8I4$6mngxt#od3aA@&5*F1_8y$oI
zgAxj{t7yJf(RN<G2Hmln7<#yB9Gw`Fm9a(~SR@}$8`aq<U9MM+lFag0#>Yo=`lE5o
z=%@xPC_kTR(Q6IQsL55X(mbl)S&dvs?!zDnofz0E3J`SPbqxW55I*^W(U_i|p84Lr
zT+n|xo9|m%qNm_BDR<*T2z;dTHa2I~$~A5=GJC%%s7(RF!nt_v{lP&{CnT#C2)+ER
zPt9irYxbzPAbARSsJEQDC@?Dls*sS7->LDDu`H66oIXuiA#H8)U?RcFlai9c1_nSi
zpq~QPeMIV398i#D_PktNpN~eQO!qaARz}a(A1XGFVKHV3be6w#lLW*zgQN*4vcEnl
zvQT=>++V71ezf0l8&Otf*CtDp<Z_RqK|c5cBf4*uo`4P5Q2&Xr1vd4fWebHW6#Z5L
z;4ki7amohIOw#Yq1slB%5fQjld1r}8D?PCPos*W3RbTZ#n<s7xYZK(=b{=m@YZ8s-
z1Ow6|C0D0+d~+-x4pWGyeS}1!Q9rcTbIHicqI>tyA-dYK@Am@+BC5rB8e{&^UG<q+
zX90aT3To_P?apioX=K=cKLN0dFc|Q=-n9fNd<+bX&@cpIjeUB?(kZ~#Z*f&@OjD6y
zwhn%EUB8wBqRy5=R)Epq0812CU-lJ7?&}@C8HuOvq~oA~o@@E+qJq50KY}?C5D-||
z*r3AZ7Zz4lR$NA6K6>oVh9@y8AQ%{6fVj;Na{B0U`}y<dXnrkE6Sen}6-REwn$N`k
zG<T2iVC-h{fLP;0OpQ$|iF<XF^cZ<k;5IU@YwCZ;#%3e>_T%1n=lZAG+F@#0qAPzl
z-d9fP6#+WBv$wZ!wfWO0&$e1Z{j&2`Gh7dq@VkrSRtR*0>6;ceRzAnf87^dsH1P6a
zEvFHQvrLn0zs=EHN>TUc75f`&Yp6m(LTy$IHP#@x(6;}DeRwzv;>?z2zP$8Y!>o%6
zh}*x_H!MnWa-=sf+G@Y|5jMMTg}i=ETxa(kAB+I0sMs%Y#{J(+{9GR>M8IFXcN2R5
zi-)(c!2sz>vFcIa(wfHH4*<Sl(!Cwp63LE5fhJ3gj1OlTzM<Q`Oz&g^bx6p6*C9&d
z&lG5AGA^@yS|s!f<+U!?iGec*{9R9t-oh$%`!z%bm}#7@t}Zri?%vX;WmR5>7R)Rx
zd7x66THFAUsc+{;ZJE7ktu-F#Bid#q_rK;cnI}?6@UdKxiAQe`#K1o{AI^ML<yB1_
z5YU^qMmS~Y;=-Tp_eTjJQkqt+Uyh;_P(MUeYBLCqYD<rNWl<u^q!1sb%F>g<ZCKjY
z)|_1kHau8&nzm{@xe6WG5^V$*7cREe)dxGojG8AEKg#YYSD#sew%>#!9Oj@N<vPwB
z#%+v!r(=CFS?SZnbOkKv%CGbLck-oxvaZijqW(kMbpKO!VBFl?$VA`EQtz26gb74s
zOZZxx{GK{%U07VadwP2Mw1JZpJH}VjV3nT=Wlo8+q7!c;hGu2LS|vxLgk#}@Mp>DC
zeyM6r){VD=uQy!62Zn{!kS4D0&fLD?-sMr6-rq3Rq$lcg%qHr-38SH*0mV(-7k@F2
z9ld?CW>LR$zN_o&xKlr5iiLuSE}#(zg+5}~l%Nx!lk=hveuZa<R-h>(rMaUE0XSy@
zB>^a3H|Lu`%b2QEEL1mxUq#4i@$=uK4bG3Ipg0D5Hu%*mjCX=BLO|(OP*h~OKKK?E
z<bCuj_r=7A=S%Gp+8ks$l_qg<G(r}j>S?}<PIS#A$xCTWlO6ghPs5#5AaPV<c`YG0
zUm<unORk7fz!WSH6duz?HbJ%Q<NfF7&!5U2Rx#1hC^=al%zC5A`u~fU-{p9V4T=#3
z5R_@@=*HUpeZf{Vo2fGQ8IZN&W>%W373^|q0SVE`)9=G6hi>PXHO^|^P0;Y;fD6y}
zVQBEK$f4BX-X|Iw8uhov^r#s4<qe*{8^}0yw3{U@zu*p~@yqg#Jhu9#mI?b<B0=~&
z8zG8KmDm<XeQlh807gvgLr`AlciltUoNKCEp(Vdits=EYEXlbb5~Yd0<S_W;STW*<
zw1SCwz&r%VE*kGr(1qi2O-kI^H}<((xQ;zDmo~$D7CD5>inwx^se;pqx=Sl7V~f80
z9Tra~hIjy2Wl{G|5XH;)W03_mE-uoh-`AX9r!EHC2-t-J&|EeT|1V6_@O!dW5R4kM
zM%F?JB#Z0(L2c)?UGeE)#xh~+9xc(9=?nJ6G|biwPem~8A!>NHAw>?7t4GZiL38iH
zPDw8mJ>hz0ZN2)#=6yxY^;Xe)d24HHC;_bO%wdpHpqkTGT9MgX5d#njtk(kovi50_
z#S2j8&9wP?zTE{i^drEO{HBYJ#8oJnRMVSjTKRjquS(7c4938jW#}jm1{Axs(#C|d
zCl9ND?Ic_4$+RKFj*MhWz+r%Z=>w)3?TXqXtwdK>>yGwktfKW%LSvn(d^rXg6~^P#
zDA((C-DwfE`EJ$P3-26oD0n`1hvRTM#DM;$)tK8hiDtd4YtS3g<+r-9a?-4b*uo}D
z^migga(*U!G57LBNB;^Md3!ghQ5f6ovmn;ys%6C(pXmXP+{!+8uOxD0n?n>mNq^P$
z5mE<Pf;QW5hgt~G!?E1Jf}-dQMB60bL=m-G8%pfJArs%c39G9UEZ#GCc{!zPTH(ou
z80S?QkJl~z6)UPA{K&Bc7L?^}d=R_Lh5YqFt#=%BzxeHE_y9qYUtElN_wHTL?u$rH
zCIKuKNJ{BBZW}>$f(+tD?!?4hUq8aKXtHJhGj4;@i5HEa5k?0>71Gg>2l#t+;BA0W
zyB`$@mH_E|Y`;&OboX;F9QzKRS<ogkvvRR7Hdx!dh<hSY#nb@FfM#Qe(4rTrYZEQ_
zTUc0#iHrN$=DmN!?af)o#jqmMCkNECzNmOK(P}bz057kW4$>5<L6FP@z(RIXY>?z(
zL6w!f<KyEns1rwa`xyB_wgR1)_?%PN?)%6I+s-o%wzmL#q^APxVchKg$kkN<#=y*s
zw%>MkH{j|}K{ewc9)aX}jtMHU<~5x#jFjB9^>w}5>(spWbDH*ZETHo81|7;{Kp%Ai
zm;^fjjppu&2@>9pD}kDtnkuUS;x=^Vyo;C^)cJ+rkD1nezvUX~Wu6dgJVAha{}xYF
zt~9^g);U~STwIKdi<>fJK#WTj5>tv(CVmAB?ifNGf8`qvujQFzcFMi+r)?~SLxY3e
zpu1jeGji9cBf!`+JyJ2jaUO<$_b0pX`0vqW1PV&f?i{#RfF8^uHa7Ob(EX7dkW487
zF1t9}PXOu}@$2J>{*jUIp7My&S6O1ge_T%yi7BcdxHI(u*7yikK8CkF5(F5t?dgg}
zQ0W3pRt<&;(SPFwO3>_|fZ69ZM0uP6X8!{Mfg&70tEf%^>TmJM7eh}}RdE}fmg3v}
zFLmr=A|pG;3sv~7`U%^@nf}eic|(C%c=!w7wAIz1jrSB;5&g$gB{l<K;=nRJZD?t3
z?p|1ETg;7Al)AaVX><-=ds{4^uAXBk1ey%vPqU&6)9>3LI5@DWsHn*10MtMHmEp9y
z;JGwqD2ynjFMM)|(-@2j=0J;tDA(WrxgfO0k|2k@+!`;mn0AB-d+yN!NID9*O&I8z
zQt#~Ux?EqpY&{-VxlmU|HsfHyVQdK_@+0Vb&UD{;D@tl2F_-fbz(&ncAOO_1YR2$C
z6o^L|8hKn%K93GC)aps+dr)VR9FNKd#l)Oy(}Ml`Zp(-ZG~>S}ibN`oyv8wPGMyk?
z*&E2qPsDn{R!8#IaS7k~7)|rr?_;~hxhGGaIRBnx2W|@i8{m#(x;%)|qQ=%eKvp3=
zHzvSsQPGhw1XDdpYI9SRnyghb@N_`OtwgbAOIuhV=I7@bl!(D%5rInR<@R*f+??SO
z*iR{-mZ$ugjcu6WI;Po=ltVtp@Y<h&$I@|%;w5dB0w?^SmK6;o44J|%C_o6+|MhFn
z;aZ=jhDMOC>ALh2#2EHqW)*LTMEATFXuOb2*RhW_KLDj|^Lr439p)PF4i68X&owyo
zHUPxAGUwDGC(P>3NX&C6Z}Xf%p%J5xQ}Y`F5%etst~9Qut%Q6Emb(N9ys*RbAjT3n
zpvPa5DDu=fyl=E0^TOAjf?<A^L&9FX=uE#4E#614K||5;y6r04BFc1cuNl<T)%!qw
z7T*<$vCU0OG!-Yno7NG+l!Z$PoB07~E6vAXYPj{PVBz86&u8n{4eFi;W8C$Efz^;T
zH)m}B`-{fk2K0;@{iuX}%don|g-xRNDj%Wdm`Z_a{Xxk@8U(8fK75cV(Ow0Tl|*K&
z-PwBC=g*7VkBBt6dwbyzN6iuqOE=l9fch&)zc%PKac9>fcWT6h*0x1Sc{wgVKEAN)
zPt5M_ZbEW$>qsM{wnBBaw0f$Rv+g`8UHA~F9r!HKt8555_gle)TnJ`XRB!{Q%vt#z
zgJdbH({2&|?L2Y~7M;rb;8Ew&`=Zszy+XC36-ayn&`Y^V8#M^Y7sG(stFxof&;~5R
z-rD={6sKf3CT}3l97X--jR9U;Ar@vzDT<`1Qmtyiz#G3zsldB%I2;ojTLw%h$3phI
z!D?b8;`3)%91SWR&DA|o?DTZZ1ljWrJK02&-{JD7KcHm$1}s3nLPCTpODHo40J6vv
zLeTJ{LGK?10pJ(QkOY;$8z!DlG}&iMETZ^HN+nOLwE>w9Fa`-IJAf?a%W_xf;WweB
z&aYp;YW$5<RInLA*%(0u9e>cHn|hsU3=aVsD_=)XF#Vn-Q?PygT5EHFo+u^#guf)v
zC!C*qwO;-C8Zju3tS2PN&oW9p>V9GjqG^Z#FC}$}n$`i4ez^hg#@RY7KwI~asEfm4
zUcXC<MvK(xp9@m=ue*k#F(Vc}e?dXTuw|uUE{%b#6yBvOAZ?H#7&DJlRjg>21m*Fa
z>x+}J#>IREf|=P_9fQ-b$k@s%LPcd1sCO4O^p8DGp)dzS1yq=-az*sLIC)etu@>by
zdj|&~SNiZ>1F0=`co<~x%_8czf_Z+I*_rl#ta>4=^!i}lZKMlO^%jOoN?0uF*+wre
zf&l*7;$<XS&;?z-<_DvB;UK~9A?69p2b;bpz9(pGjs}~Z+V&~e<21h9!G@yu0R~Ry
zk;SLXN@6B2uDr&S`iXH5g)#Ad0)qLjFKBciCN#<{wqDT(@M+^CO7nYO1;^rMhcI0~
z|LuiGM{U&U)bYTk8hM-``dC>B`GJWA-Pr^E;*=~ajH{Pzq)o4Nn&eq(U+46Pt3@$a
zCDIz=Ox4i-q2AB1m6chMl*nWAH{VTurZicYKJta;00j_w_dTvfK?7gCD=FZmrzD=K
z91m#2Laa6Ofgo*CQ<G)y`O^I!Mx`;zW_R2w0d+IB8s>)rSWIoF7AhW2|7u>B$S}(h
z;v}k=fvqS<&=Is5k%>CCE7*|CY@0%}iADv{l^8VnlhQdjKXskX?@{hmo4S+MNCOhW
zxr)6v#U5k_r~&u^aGTQY9~gns2XN3_iOH>`=6eI@+(nQSr5o^50$Thc5-a)razY#T
z!Tt)TUT>lZ{OKv(FbEoWh+H5+Yw_6a?oVPOA|!;Rt44gw5L!Bu1Z5b|T}6b3qP`Py
ziU-^bjU-zVRx}ta=xv%aC4<O_^Pt;}9w0w^M|ChSVZ;VpWMpKy0A%Y`nFXs|LM6!m
zu|G#6L@mso^rFdVHHM`38{d5L+S`8TtDU2R#3QA6Lqr*?`|qG!*;f{zY!=<`07a(Y
zi*dB0U*Aw+bq;gn0|NsPdGsZo&MxN-@&haAeA+*IhIyt4rk`t`t+MU>=N~P$F}7s}
z-I#b;<}m$lwRKKQl3}l2>CTc95d{M=-6K#q=4xm+sRLD+vWg1lM+(5pz$R@UOxk|+
zT3h;0ORqZ3qo%fJy47TJ%>zYE&9*qVqoif(w)NHIRBP&{>GY(U>=ph>Rtztqy;uy<
zy2mlRe`HdVc9t1jo#oC{<3CiYH#jsDR$1v(=+NHY&c?|p>*4Vb6nJIxK-edeCgJPx
zb{BMnfObtlPlxD@a^WVXb=Uk{iTkSdj^a)P>wEF=nXyXBpCWIPS*U)xaK}BUOJ;^k
z@{*b7?#GO_PUioKtF9K6h-m8Ahz;M>t_8h8^AQJ~USe3kRgLoZdrGAqmkxki1RbK%
zMiY?TK!^vk(9_#15U>KV2LI{WIqXxv&{r1gl{|)PmlAnh?}*nKd&yNMROqnfWC~)L
ztE9?wIW?VGIqV7!=h9|)p7xH`gcl!cw!E~9JF9(jmYECeO-@c`+G+Y$st3}sEGSG0
z9rX3}tLp2+i;8UO&#FItdezqE|8^HUynEH;O^TOlgxTJ1-L-*`pj%@!23g>v4+2AO
zY?HQZ+UP#cI2PQyg0ubv<OLETBu$S;d;eZ_2yLEA3Y?u~R{y7CH)NY#Xwv5Mbn8Pb
zkU4|K*f|PQ8H19v>aZ;3UK9P<rs}=%mYa`(-A@COakgJi0oPn;^(FxYaTg$nV9$%t
zp=1R?<>%_T5|=x*WS8pM;#8@;rt;d_q=51XU;mnF`J?7pnxubo<T+B_a}_O7=Xc*d
zwf<t#ht#+y;z8U${J|C=1|79GnVGRX#?3h@sXVZt;$k*;pqzvtHH?9YDL>B{CCK{Q
zJI03($)lp8pkiI}>Ogkrz0~^&^u($2U7^l_U*zbG*X*L$`sqNgkmOTKcEfWB#2WpZ
zVe$IZ!p>&Bu-)H);>;UtfTN-_Ja{k_R1&HB{YzXY-w3Mn8^ar6DgkcL6q3QmYxs5C
z{Zqap3N+WWtshuN^}jQ2#Vja*0o4q6V0mK8D$7O7^?-|t)mx~diHf6vV_=w3_HiaL
z<cps{oWp-LvWowGj7I|$Nidr^Ll8CIQg780a17wPctbJ)0S*x1tr@uSgq>kt$C@A_
zzpHm{jXqVQ0D233I_N{Q36{=bd`gig?!+}7`K_l2mQSpL#J7HlC(C77{kZlsK-CQ+
zuaO~0uhz^CWH8)~xW2OsW>kP0+|9xxL3h4J0Al#WXwSN!A8C^~nSxGl`E&$RjTa;1
z(}xZhmqct<yp}&-^LG*m-3dcnqyo|(bL4vF^#si=30*|LB9PNqtv)oO4+6AnBc~o)
z(hE?YQUFzh^JzJd{(R}Oi0Th}meOqLc@vr$`C3&u%~ybWX1+TD4?r*~3=rf=PE|al
zW~94;SQ~Wjw7Zl{qBTu?t34|I=XQriNm%H-)=CK*2))Ix4<*H%uY{ei8o>n-Kn~rH
zG}diG9Llqb|H=X+pC;ML-2rDe)aeSSb$0;Gaq+hw{%}}++bO1+jP_eVURd^_*nLNV
zq%cY5Q0&&E`AE<y{YmPdU<6yU9tiImo#BdVpziIjf}W5=TaV-M^JQ<o_#FinE@rfY
zlRFqb$-O}GVigkbZ7<Zd{~+?aBZ$v?N<0`};!vk6F+iK|MI`PkkXx{3o!g`?n(l_a
z_s<5|;(^a97EnK%5xkmCx&uAI;?E==XtWGzIa`tYoS=k+cyYvY(LhskWT@s;eDBT|
zuOm|0bjfsFuPYa`9(3sna!}szLE}op`+k|9@ReV%W&{LgMb@=GR1pzrzgB2!{!KmU
z8xaUqfHkfiFCiKIfT!M@v<@XS8Q{ht$~9~3!UCKE=^i;}zrH~dnhC-!dg#qHD?WkZ
zKmCXw)7AiYDSdmm7Thhv@K6U(<k!%c5sr&!0VDpAMa%tM^|p81cL%jxtkR(&MW#{a
z6wKeXZ1V)vuQsc?c&<Mk1!<(3Oo3?wIJuEDJ@~d$c9?Z+h#&Ml5DQ^p+RYbUQ3Td+
z%KIt_{6lQ6-UMaQ9Sm}YbQ5h6fVQHlw2x?&0}bEUdsNAOzXvY;GW4mIdKnJ@gM(;;
zEJ4xvh_<sE+~-dWjWqSJT`YHKJHq~L447*lAoo$^Q$k7M#klK>>s-xEPWP(V<nECg
zvWdCp%MKhghqmy5y<Hyr=)><ZfE3=HIPc=9x+S=4uS74E%=I=aY6uOw06f8<4ivip
zt|>}=x!gelCPtC>5TI^FUSKwswg&9#>i)si(X4)A6jv9MNlR|xTl1a=0jLaLL61=}
z=Y7C94*|b<2w0knwGV9F8VRB2?3OvuAi+v0=B$4Wj>ODyu>{TGW4qRUHCm46p|QBE
zz^8u4LCxeMHTdNzoP-r%<AOjY@w2Yp223F8hbGwxaBygUS1>v!NdAQa#I+p*Z`Z`l
zp$12WbRlt8L~#H##2g(v);zz97rRz(kSWifnBo38qO0=0AJ``S3wi^r;}+kj<-;`@
zZBn7_(t*Hi{nsz!g;!d#zv3#*5O6R7A)&!)S)eT>P|hgJ!^l2>{*N2c_Jr0|KVwMM
zY+J|d#t#^PTd7-#>&5A4<}!otx8VBdMC_jPW2Ars7-#G~WXn}gX<eVW;SI`{N-CTy
zKP_iAM9&kpLH^t^53V)=TDNz+;mNJq?x2)fdjYzjubIufe`&-XF5-FK!MRt1pG@7C
zBfS>(Qa==0a1s#7<m)<e=+r1M%<}@v!Gy|B3~f<Ic+q~&E6e|1mx#Nuh3woXTJ?Zv
zyZm>w2Q;s7<`|lC-hw;o!C91k#b`l%z0?PoBbT@MH0jKs<j}-Bn@^Cww9^|}yeA+F
zjozx~1kN@tye!hO3w(zv%Sb2w_S~uWT{&ojJ2HskYgRyg=hy30vivg=WRLK_gZC3#
z<OOm~zUJ03iGc!`4p<ASt|qt6k5_75UHcH?4?Fxc(hCH7dVVjNnX{u<?gKqSKV}LS
zeBK_1f7UJmj8LYHwhH3kEOaG{Dp`-9&D{w&n)XYzONDOD;q~tW&Ebu7@^*cKT*@2L
zP6CkJ71#dI0!S=P9O^WI$t$2C@7hUjKe+eGj>B`zCDI*wOOUd1P-O=?iz*CYLu4PL
z0M^Jw?;{@0zCW?K(Cz?A!6bNv!5yO(^wz@&;JhDtWHlpM{XABIPCYm2+$K_$-n0;j
zo;L<_+d#4W0;>>y!LNCb7sI}5{fX3n<X~fva91D^D2l;x6YC*D5LJ)eJtgCK@J1{S
zr;@;H7E%u^UaWM7gX2<EK)XgrOB?&|aKh5(&q#o?I8p)0O~cQx`9Ma7!?+-r@qEdx
zh;MY4&!_cd!~;>vko>|o)xy<hb^IO(y0$EJdIlW<5<ngl;koFI@rr<69+0wp?wcAw
zelz6-op^vy!|Hg=GZm(LEaTt6N(k%Ckl#o74z<Q>vX2+wo^vuoS)8I+n&0f@B>$$G
z21G@Xu&(w}nEpp?KljP0FHbIp4}eVH#gV=~3`a*tQ3-|rH`IN((36ok*JsY&XUT@{
zzzRw_U8(C!CHLoE@X+gcY3|yVzAV)QgWTd{-lqxRsKRA^GTk75#TJWS-LXjPp*$6}
z&_ip{iLMdng-Cn)bmpjZcay>=T>}GHQny$4?|T1Cir%ekJEexW&4Pjgjx!}yRnWb{
zgj$FHdp`@WNO&>u)_*8lqGj+DoGIuW7*LYJkad5hl4``~V1W7Iu}W8Ga3BElR^!nz
z4u|6^=9}O5ouE?=z$-{}K;g~$-jDe2-@neFoAlcaXIp;|Ft_sg!4US|1=zcPXsG;D
z67+WTYOJtALPLR&FZyYjj`_iImm(O`KlPuwySrdsULFTj3o!8U5w5JP$UE7~YL-oD
zaJ<FD!3hmna^D}w*%h=v_6ACN?mQNBX^con=)mb!iVJw(*ExxO2jFx@`>iKz=iF!6
zGiuFa^;yFmB53sflejqKXa>*riKTj8{s$<BXGfrdQcGv6nOW&+!@_j)OS?M9h2~Ws
z&{KC_A0!*f5<AQ8ecje30l2y{dtEkC^0U0U&z1scp>@g1EwKaZ#HQsVm|YYETp?ON
zxUVH&5wSz)+34MR0C;ngsaV_TJKCdPa8tkB&X7A_zCN=(r!u*p<iKPf^eHu!;-{<k
zTa$wF@^X&0#}BrC)UtwpQqjH_^5vhYw+bt^z9hUCeUM=3p^;J0)<kfjN^pnwuXn16
zRTcxo!}x&I26OVZf%C2M@!o>rMxV%kI#(xj3B}W{lRSFw_-T{k0_0G=qrkZVYarsw
zF_&GQPzMxcsq*HFMu3sUkB06;QaGQJ-{JREQW&_o@se59(R1jW-ehOTLw)qo8-tJk
zhc1;okB0Ipw`w5edR5n?d<KYN0%F6%vx|jiOBjnjIGDJkS&^HjGBJgH^ntV@A|mI@
zp#+IZNx}GZq6`3oKYH{C78DyBtL(;8qRpZDUXpHWYYQA&L4xxsL?k4k<~<QnqG$+M
zCwCm(ucCx5oPds=IUZA}sUi3*+9N7QUFuHzwT?S=ULY3z^7SBRCFo_Cl$`!=eW~SH
zB7nU5X`_wm?=NCrDS`M_`_g8Ae9o!XGfMT<!Ma-Hkg-11LGRnXgEUX#cVgC&z_X`?
zJ)%^BR4C79whG>;F^+lvo%0Klyo=_AmgDQQ&bOQZ|GWUPs`S-sVg^xaKn4&PXNiR0
zNs?4e&*OeK(}Mf}^bDF3et!!+OwxGo>irY1nC%m%LwNe-n{0f)KUfF9%cSjC1M*0=
zw5$pmo|l?Geu>Bj+G1^mv9X|J5^!b+Kwtg4r#wmQ(Enmwo}rfM!07{V8~^dI>41w>
z$*uB?LIRwnt+Kw}X;%r)5<}%}WdLw>y}8zNEB<d(R4iaEG`TBG@My&`hu#zPuY;lM
zH}orZ_Mm!Qzl3T9$d2%Cncbmopa(eKW`*u{^FVLEp`NM3nrYQ{r>@ZfNy65An3jQ;
z;C$ykBundSbm=@;nf;rJjg2f~v}5*j5Jn_Z5Tn2#v9c+xQSc^<-KbUfEf&6<l?2eN
zcQ^0Oq3*Y$`W?k>BCQ-iIZ%+l75F$JVF8cFPKH@pgYaNXVK(o@ZNS)z{@E&<C`Am2
z*G}EJ(VII(6&_H5q(xk}$BWZ!jBu?Y6marU^&MKl2Ndk^m3$&N&>S^a*0|EBiqS_&
z^7I`vs)s;F%T#zUKyp;eLXo^R0%ouPGxpY6Vl{;|CrM2|8G%g?=&J4MLL5S}JAMan
z=Xg8a<RriuY2ty-m?y7f0>xE;Le-HzNP^|x>56_^zo4yp)PT!-(*HSL&FSj$9!s!9
zhZQAwd+8%>QVo`YLzkmxAWe-)QTMA<HBRX&Hja_qrcyDA;_Jh~%AZwP+^KTCSCzBw
zcRsrgDnq0vph~_>w7Yn%Ri-8tx{}bn;)2L~+f4BiV{0IF2)4Oi1#vac*6)V}BaGqq
z6=z6tVj);@_taI3-Po?j8LofC5L&++QWJRT^}^_DyQ?HVwQLGobpiCS@a(tta`&C(
zqW3}Qcwm|G-idFw(1p%F;s3j{&Bg%$9~W65p2GC*$AJSKn+S`)Tb@;|C%2;kgAX5p
z28gZz)q!yt?<l`F6^r_G{QaM#^aW19){DNaJZV))ns6KcPirDl<jTljtMH<-^W1MX
zdTsAwjFQa(wn1@Lv3%viYQs3nh_lp?+2`~DY5mLPJ=#zv7E%GV<C;YjPoEl`WI;KY
z{aYgJS;mj=;ZFq#M1irQX%aM`8{qXv$!tk7M;2o&s{aXaiSor+yU;2@OSE=xGs(O5
zUYZ~flrquK?4}j|`WBqT6ukXijuoK-AW!-1kJT^dBR_-=-Xsu{Tw4O?$@8(DA)KkX
z!^VMf*Pm3Q1PQJLc)MIj35##<GZ)&-GfT~~N@2CAei^ho@Q$lI2{NH)*bGW}BuPzR
zx^+s*alQ6Lmfc-Qt|o6#h36KD>A(SjVs(160b;YQC*Y(iaNK#9AR+y%8UeFaB&fg4
z{96*nN>)tsn23@j=N~xDy20Wf1W-+w(8WAl>ImmcAZ1{Dq$nr=&1o6HMPTRlfg?oQ
z)9`;q5jfa!tRJ&axR(?Q=5fUyKz^5gRj^yja>rmt8=k!*QeUe)Dm)HYiS!>fmD6s|
z`eRD97{!X8^1Hf$iGWVql!wTps%EnF?JdMrxfY@)NU(?!5mCjIIS>VGADI3uHs&{j
z9h@yeMuHeauAUFi4!o<^VG>bXOe%g#8AvT_<#5-zIeNj^MD7uMv_;7IPXXA!YI<Br
zaue~IC;?YQ=N-2bIZjJukd+J$GzI4SCY|5#Hs>e+WdIh=2>3!wp~MM#xk&|g%9l9H
z1mdK6yGhKMdYsJ}B22tH51q)fB8R{U_8LWMyo1%4&eEr|7F$uQV1W=?E5Fd~=ROz{
zKiknWJG20gn*{d9B&TACpQd@l6+bNtI$Q&$BDB_)bFw6v1&F==K3i@(6P^%SpkXa!
zj;XOp@aR44mI3_7^2)1!S3a{u^}DV=ot&R@Le;Ib^-Z_`o0_!Oor<Q97Kfg8A0zDn
z&gK-3UM>1_0Y<bm&ptH|k50}?7?Zs7%f|>5z~*&=L)CEjEPW_|y5+`Y#)+w$56M-m
zviJ0+8QLas)Zbt5f&)I?Lpf7k>NkN^SsFZi;2?N;OA4}SmkK7i+iYpSV=sQ5!_<C>
zk4YfpC@5e|TZ^=Iu=7xN7d@63CKviLtfqOM^MjzO-aHpboGDgZFatdTiN0l^5)sYz
zHi)bVK><(8J;5o!lY?7#xuWAHv~q&JS8+rN>|dLM8cseLVML7;H*F<C@~&PxEzsUA
zpDhL7!KwSoG+>oCk;De>uXVe!);d-;4wBPVSlPyC@2aG;uF(LeW|9W#-0HGK3$t2X
z=Y^M(6zWhr2cSdTwJz<#F!lFWyrL|;vejSUmo4(EQ(rR99TFmOyTRd`Mj{}~036iw
zIdZ)kG`5ZOfHF{4t1bd~)avCUI!kL56-JYF=<v1DrS1~x?jp%6N=>96Ty0rzHz0Ar
zb}+8ex!fgfTe_)jr3z+*W!tudRkG=dG{q`5C}a1r-=YOS3x<7gex}qVD+0CDdcHs`
z=ou_~XOb+Lpf!GZ`3n%+rAg9JifW75km!T6k5;Z9%Zv_xyk)IoxF!;wDdub0!d7*t
z!}_N~XF_lafzqp}S-q3@$Mu2Spl~eZ7`{U$4^!#kh}Rb(e0<lF4l!2dNE~G!aAZ(5
zgc%&Ax20&kUg@OnXE2vv7HwTTw`pXLhQ8IH)XYvRzR&OVL9r(>q;96rz1yQ=lh1dw
ziW6yn%xQu(Gen=IM@g>2Jh?S7`=jA|IsE2AMJ&fvIp6d^e(n9axh#_9F$*e?y(rLs
zUlZ1y$2__TAbtNKt}nBWmA}hVEPIaNc(Y5(JtgQCXJB)DBAB-w77|+D!ILgUPss<H
zsYV6L{IrQHUl5M1bPPlb*XDFg*OV*!`0qa_3;4DbYSLEswHV~gt5X^cBQDW<Q)Ip=
z{mVdiFLjFsSd9jII5A26*Sa`Lc<T{9pM9Fg9cKi>ZKH&(Q|yt{>Mo02HE#zU=&N+4
z(EF}k?q_t4eLyqcV~1!wh-LWBld$#<qCm!5@(^aX0cIn2cb_du?t;_OIq$UuQtD@e
z6<R%dxQj5)(PwdplI|pZ9US|<D}2#R*Js1s-jlv6eU-9+)A8%LD{vV3C<K?FDO2Y5
zQ_yhMGd4Eo5TJK`d<N>!--S6aVK;eSrMMd^-#=mu^;Kkoi9HJqFn^<jHHjt5&21mt
zu3;N<r~LNYP+}tev}rZn(dGd%Ri{5Bz!``#=12_Pd@ObimTO1s;bDxT1~SfkqZJt*
zY0%F)_EdfTJKZsb;W!klKm)2EFOLrCVj+>1X-B}>yc9b-mZqkru*)hM3JMAz&=9F+
zi~op>sz^}2Q&4zqNV?!XFm&bF!EhM>jfCVnP{H)O<@0TKs)qsrPZ5ab<WI(uEawh=
zXdSySYo@j)q4w=tQTyr4-lQJxDqCGUztTVGFt3?k`7b?n1??g@QahzPb<Ry)wi)Wu
zzgL<j01$2t>fg<YB7*kIJuzH5QBqd*Y$OoemhJ=|uFB!kJj4aRbpM_zI|QH`!o$Iz
zJ_&*T4CgZDke0WIh92h64Le@I{>eu)9F*)WWo8EMZ~sKAvn^~p-Y2MYtZ1vVz0)Wz
zZZiJ}oW5qKzw|@HurZ$rexOlYm%L}4(#*7OZC60v@VN=Yq_a0h`pIh#|K_=(?Vqj=
zU6XYsr>UP87lTrDPi}p@s;Wu}avz_qr<z)<eva}w?4^LiK<B9Eba$>A9DEr{zh5+X
z6GOo(4@S)Av?vY(qDzM)K;SpIZM;KP7d&}^abM+i14GmIj`j5*d99<ua$JovyY@FJ
zD4!hRLQb>Gn`1g4&CnE2%{qMI74qCsc%+Z|(~g><L)DjkQutBnuUCn9)X$fk0|I7M
zfS@z*`Z~DN+bO4hf($UB)2HOm9{K)oIJRa%)OZD)dQ&=f(Dz83q3Y_qxHb5MrfkTT
zsIwXxbMI#ME4P%9_)0?A6U_L#cRrea59peDUMgwb6A@Hfd%EO%{V6}+!*6RhCRBE6
z8#}z=pxM9avblnLd8>qbk}JH*LaFcx<Gp)#oI0*O3U@&<JJaInRDbs4lM_8Sw*@3w
zK&Mjk>??GTO@pm;zNoH_6sV5Kz8@VO!C^oYp;2}s7GOQeCUUy>V9y>GI~+|xq4UcZ
z5+0s#XXnJOF-;(9K9$?I(hB;bM)lmuFgBv07buBCVjTE09b%Sk4RI;v5RG%>-QOh%
z@EmR(SbyHQi5!lc1ezRsC&KwgNH%R@y}iBt@SNq(tWy>=|4ze!?}D(MQhP}4B{&qM
z(1VMn+q}ZmNfE@W!84F(It>%yumSiXG2cTje(+BCvv@WR&(GhU_>z)|<ZhNqINH*>
zJYEax5R7NzatkXp3Lba8qdZ7Pc556_8fdt`v7Y+i{6O~lqi|+M1`aF{EjElohwGV*
zjcooHkb{02_b@dzwOSM*{DlwBeNF9|f^Xv3*|7&-&Y;^g0!}dULC5XpG9K9JBpiQO
z^WY_c%{MX%MteubkYsfpSI7PLH|vm3tHqGN;EhNG2hDYLb$i6mB`~Ez*<0+=I{wxA
zPPe}smdNSo;);ulqqo=B*ZaSHgSupKBbI7FzeGq$8412P0qBh7+-Z}0J({H&k{m%v
z501rw^MV;ySAI}46euC&10BtKU;p20d4*4a1bN!h0i+e;5)x%?3I8DwI33*F+{%2N
zNq#|J?eh-*|M}HEmQ2fUK2|07dw6(2E#D_4<#om-+IgP)i&Kk5Ko$S=G~qv8wo<yv
ze_v>1Dx)wjCnvXZ`G3`N=J8OjZ5*FdbWlR+ydq?aLFSkyIku7P#7UEsC0iwHvQ#os
zjwO-3^&><HDMThq5?SKd9b06rh)~m^>B#v#z306Dyzl4z=l#6?8^b*FJokNF_jTXb
z_xGEvs)q#47aUIoWQxXSW_ee4kpEVweZ`Kx4t+GC4I9GI6n6UjVZ!E-=f*phX)05K
z@JniV#w-4iy*L&pBQO8GBsN1-Dzz<R*Y~w`b<zq7JS1Y<UR+!py@ZDz(c5c7Tmse_
zK4?>if^of3Tl}4L-@t$iNXmT{JFE`FhQsAw^9YYjsLz6GQtLBEcr!I~$v@frUyX{W
zs$gfXs(Fb5N*R9pHfpHy%ox7ShSEdjf&AdOHzE5DkB|Q%wJT!y<zv6?I<J9wwLdsS
zXO)-N3=WECWMrtHnoG|Rc%Htd-QpzRQgL9phH(;Jq3k-ByMbi@%cNywprjN40Z%lt
z3kwS)w1mT`3{7<01@di6BOqE>v2x`+=iP(MtgPDj$Xh%9tuw#B%sx@JV)^SA9v&V-
z<N#BQsP*y|jD8}5@sz_cBSdL#p+Mk9pb~g8>qoI;34#L(Lnj|cUxjB%C-3)e%}xCe
zzBMqcn62p)OL&kyfOkRLM<DliYtS#st^YWBkpeczxjT2Cdf>DOQizbKXf&JcZ=Co`
zd#2GCFwezLJ%@au!{y@UmZH&wF+Uc9n{h}QBT1Lw<>l=~<{?OAxZ8k47MpKiHwn)8
z4`6<%GCBV2cRj5<M$R@7Zt~Dk6cqeuSLV+vrsfGC>S%%gq!rD*t0Bth&Y=jmY(lew
ztfq#p>bGfyF0BoYRBvTw#-4Hw*#A#t->LdMclXd&z_KGvl&aeE+^dhjZIfF3{8<XL
zI0kyd7Xo%9RJFh5+eT`i`F;5HuQx<gow;bDziOwQ1QSC{g`v}L#5d^#i{NDq=7Q30
z85dLilD$?|>oAf8;;E2gnw*j%rKM$;-Ks96U()FX?e4QgIkPrsBg(`>^|xfQST>1G
z6CJpWlGkikP7=FCbJiGVvk4^Q`Z&o4to(cT%s<S{#a~vj&;9rjpJvk1($cZK^lEu>
zYq{#iqSO~JUS#PoImWNfE?3f=o^efrx>T!`5(&@fKh}QBzzWNoT#D)8g6TTfyMfU$
zG0Cg=MH$Cz8I0tvQlCRh5}`t*_-_n9k!%vv($d&~hpj!8$m9e&d;8lUJItW}-QoQ*
z9$sO@DP%OWqq9>Ebow!@jSIo|CA5Q#5z6<A^8xPQ7^^BjJ5zO&%cIUgK%cTCfP7X<
z0<}+L1}*Sltw1Bm-L@k0i~Oh?G*i;!o_bB&YzvMW*NDch0wk95NK-?@8ALHO1l*yf
zrA-qjdi(mE@CyyPC5~^q+)Lu0^L(m~pJ7*jFZpy}Kn%0H>+ErvZ46DXz9R0*pig?P
zuCmZ4w<A>qe`u7~V3uz)h;Yvaekm;{cY8E>0i~3nnAk<|ykf%&G4BAX;{aIy)TvX?
z2_u~~s9n!2yyqt2Oj<YJdVjw>^dbPc@Akg&2D45klT+TW1o|_wP!UJQRrkr$>5`=8
z4}ODfGlc66K30ZCD{k3%K>3;=)Vb`b?$wZzOWk*<<cl>7>(1Lh_VnCJ0)vOSj-asc
zFQC`PCnk2@wi@ZQq#Hn7jXdWca<lYRh*+%X_S~M;MzXs~Ix(#YG{p(brlFQ-jVeRa
z9*tgvK&WBnPESu|f`g+xSzLj?D-?>eIJ>6X!cuFVi=YYEGXwwN3tzGIV6iTa*M~yB
zc*#hlI=ysg`{TVqD-%j??<RmK5bZ!JGyAx85Q6TEb~pE6J3nXSr5mz;i@%8{sx7-i
zW!IxlV7l?wuSY|;-=!pj_<!i$t%y*Eehe^|#K$+S^+}dGypQeHhU=Y!dSDd7kGZ+I
zP|(ur)~{DZI|Be(s>JfcR-GD%y$X>>6klcidf~}HPC<d7C4Gs8>CQ)?P-G-yM?^+H
zF&rG$LWQM#poj~H%cn*!$j>2695KBOwWv!}eNDM7TSg%sszaVh!1uyLbONlqI9DTp
zppTGCYE-npBAfH#QTb$%rM*N?^2Xd$?;F&^e3vA&qf0z`e)}nt+;&pa9=IFPk$~pG
zezxkQ@?~>#LbV1^9Ms+@L~+RAn}Gpc-|n%Bgr%?!u*mVTI(}DIS4YG`Lt|qOt8$Cq
zo0jKjIGks(SY-kywh3{(v#S8^UQw|pASx#hkJYxew)gBFuY+~eIV{CkwkR$VH-~Va
z<Fm7Iu(8^wDBS<Z>tb`W`CW!$m}HWa$gR{N=7K$ODo)g_^Ek8~O)!$ECN6_9NUx}P
zX%l%wFeD^|^z(!m)7skFU^X-@O%nPIC;{JNOe-oXHeYG-_-jl%|8kO&m6atN0)tGw
z?GPc!$-=IO4@;@5vqt^2v8})`M&{>x<wvZAbZig5C@r+AijL1KV15bI`eUvp#rtGH
zKsai7bO$0K^iV8)HG?fmJwUrCV6Yhw?M1|RGdS+qgbuN{&;?M9@$<u7clYq{@)Dp8
ziW#?<8dVYIlbam&WEifupA&ZW_vr(us%ntt9P1s|a6GdCF7@^@zDA`qO#nPiyhds4
zyLVt4lJ(9UhPCJ39ELHhBW8yxzjIq{9<I0N7@=0*L=UNOPAl*0>m%-`gGtiOVGMoL
zxzqgf442y(#vSu(=ZQ)3rX^K_>7=#~cMo=U|7W{dG#zdRO_4YKbVC2lHY#b+Lw)Z<
zuK~45_=#Onv14sUQEHN^5s(<fe!FMBDKjmEV`6G-98V15F{E1PQQ~Pwny;G1&4V;&
za3&f+=+n^^vFI;w3QJB%*yBr9R;EoAP9{n9PkO)p>Y;8zHP=LKZNe|6mW=Nuo%)lX
zVSiab-uT#<43ph%WT>si#1zLGZFV9s@G>Nfw(~3mb36<mj&`}^<vn|*H#s*_LkJY)
zNF8YSk;Qd_ZOVc_7s;9=64~4oAbAIRidoQNnvB)QT>)iw8+A-{{Z*~gMO`dk7qX6y
zgX!+wDOek11E#u66qS_ndXKiH@9Y4xy4ROESQe0|mk|$<)s|GP(^hEFUGGZYxf039
ztWI<BpkTKJApfHAsVPN7qBX~kqN1WURNZqP`NP)!EPuUoV=asX9NdR09z&cZk22H*
z9tIsq4T|2&sAq2DUd;Hy_1rtMF3|j5o9Cdg>u^CT*1i6tliu@B>FJw!byJ!k6pZm_
zaE?YHEy)R+Vbm(mESL&tv*TTTd??#}hU_?~7nPWf*Ti-eCmqbcOf(L23@-kVi1J2Q
zL`0$T!wV%V2Zx&pmvTeaty`D7^peGl!MfLhPnM<A>5W4}4pXnHs{E&W3r*vE-~G1r
z*o$OxVq|3G_}jM%u_CH^-~scBEulI}X}yIq!x}Yt;`H=%)_wc(>+IGMgOa@gt-QJ%
zEW&GoYXf9HeDcpO`@xKALjCyFk+8yCISOt1|G^paA&Qa!#KZ^^Z%%LE@YC<GZc3@B
zSU6Ipi@5BJuS6;9VVOX|8H;Cj3zMI44~Y<vyo95K3zrP_j}VSg2Vxo;jBD%bGqD0L
zB9?to6{)MMM_n@b`+Wp8*vqx76BB%iNlER6E=KJMQ4K4OHxvI1Mb9wy`3e+DJqkCR
zaZ9hRhRVN)2Mecm5L*}F)_!NVSTH1mM45<H+Q0|~oP;x^^0OO0Pc9$^hM^+T2Nw!z
ze+8CL&%v^N{xoT-pB6mTj!@v6NbJ|4E*u^mU4bIx-oX++Y`v<{(*9=VS&!>|d%Q<4
p5T2{6&|txjJ0X_;UtcZ@9KW_J+Ex5C3}i_p69WtV`+AP&{{-<(yORI_

diff --git a/doc/LectureNotes/_build/jupyter_execute/week37_139_3.png b/doc/LectureNotes/_build/jupyter_execute/week37_139_3.png
new file mode 100644
index 0000000000000000000000000000000000000000..9ebeeb751d98423d9b258e19159cb5a21b7ea196
GIT binary patch
literal 29329
zcmbTe1yogSxGoAvNOwso2#AD)bQyGrbazR2mk0<*OSeiYEwShhX+gRh=~#5$Z{j}t
z>~qgO``&T?F&O@=HRm_Kc;k7V_nm~keItpD@c;t>0RdZDN=yj>0f_|x0WtkPD)@v0
z{Yf_Xhu>LT!&%wR%-PM*(G)@6(AnPF&e__+=%K5rqmzZ5Ef*Uf8#~Lxch1iCP6E%K
z+5G1PY<7<3&$!Df3&0@g_EMTo2ne`_&<|q1Xr2WEg2Rop*h>}nw4GTuZxz$In}fl=
z$H~u!Un6DXd8(!yS+>lnky=+5=l6c7qrJRRQPb@$Hqu0)c)I&^6XRQ$jjm3pj2-QV
zh`G;rN>WH0E^AjeNhV2;(D9@=V^=&yOFZcLoz_+a9WqyzL{6_8<Ubmcg@FIuIm+`e
z@$m8S`H4|Tz&{6`7%a53v`fcC8e(E%?ORNx&{gBg2H-pVlDuZ{9j%^%zc~1^J|ij*
z^Bs$8U3yzE?w?{^K{<xlyk2lw%pU_X)S#ds=j{pn@|qimI5k2I92yZhZ}0lNUhu3K
zuIPjW2^}4shCx_L^Dwxx`QYR0SFeP0BEYlKB0qdUT3TLC_v_mFV~Hf&Z}TNO8V{OW
z49S|xAO7bXYIhGu3WKIE{2#L}GQ$DCS5Wb!M)dT^C?r10YcVQYSYCD-W0i!Kk}b~k
z^y$*?udm5IE^a8TJV!xA9sc?n?ds}k;Oqgk<YA);YaSdb0WkxEheJa{mPDJYSZ!av
zefvNs8EL=Jj9BZo=R3S+&zJ>m0jq?mDg8%7JSr;r7cbuD^~U_c!^3-DQu2(6iAhC8
zWnpj6Phxy1TN@wW!r}SP;h$+6`Jbk_AAH4uc84M7f89lBAyR~OJ5|%{$#Rv{i8_v<
zd9qd<6*7N`=JfoccY-m`uFr~{BQXx0`N2G2={k1P*B_5*+jbSIS*5S5si`e(ZF%(=
z=Pk?WuiHFtb;O{tkvH#lv)Jxq*>`55rFBGVV}J5J|L|AV*NCk`HRiIiGTW&Aef#FJ
z&5g=&z2(h<5{4&FLYl63?1V1<W?_-BzvrFzj%CxWHK^3$zzP@{Q7LY`u>24ZfR2uC
zIGinQVrt6Yq~KFxwE;aXo$lWGqa89dCs`rgPvHE%R18aGHhFKv>@{2;grOf<)r)3D
z2_4>dTI)01ovG1aA(`{sVm;ZN?M0*UZXV8&Ez@8@&~fVLMn*v?vmAZ;<HwIA5g&nA
zMg_Cgp7;T)(c{{LH~y<c1awG<Qi{M3W6Jl>*E0zzDYsp>Z!Y)N7lUa~7jjc=mrkbb
z+`JmWnYqpTB>w&T4&ifb?D;_#4Zr;Y!ok4-LjC1#-O<i;Vt*>H)11fp=y~nfi@SlT
z;A%>aVZu70VERv*$6HUjo}Emb+J>MLGVFuhsigu(WbZ3t@+(@aL|RVH8IwxTb^D=+
z$Q-#E!o|_XYYh!D@PR#Q0-^r+gD0hFuZ*%KfYH^*cbiy_OmoUJf$g=OtxZ2VSEk~^
z${Jv6Vx%tF(qc_#n9X?Ae_vL@muXd%2UnermexiyQ^ZF~UY?$nwco?~@?>Xaef>|J
zn;ov&*pZe5%kh_d15u=FmN=COKIe+K;-Qv2-<Xh)U+6u(z1@9%&Vp;p%db^bMlAG~
zTQQ%lq&W>NuBF<U&DDDhNW+#pBMRUNN><<S6O@6i4Jan4%#siQe>`fsy^aFLUo9*V
zMLqk)DoKt(<a~v&wXKa@(3OQ$&;5~Zt+QeGXL@;+%2RgoB0~qBw{PFRc=ztf`T2QZ
zVBqu3%De_R)$MdfH=X*)DlF^sgX1Y+co#iAJ$zvErKP3ME-$@mDf#6YFZWz){hGL2
z9iN8Tnb`JlV{z^bwF6JV$5k}okN-rAWF6$pV`^zp4%|B!?4^ttDFQ*iX7-9jAc#8c
zghU!|as*1jB{2!=ANuE>=3apdE1qDm<Pi)J+ao8)q`s8!{T_@-0G!VYy4W+2zI%HD
zU764h+@F$()cZZq4fSCl?JFiFD5@PGpd=_CU<SHUAxd$Ye*T;n{|b0`zr6pd^GG2P
z^hp*z2tF1`2g_Ytz=l0D_hxFi;A{O>Ri0Y3JM_*1w4WcEvZl*xvWyR#feTGidF^cD
z1zC7=xgHoMi~2Q|H|#F71Zb9<$v3PQ>((VGW=Y_alS{vNfzaT2Yy@1QazMM*naStk
zsKv5!I8T8_<mPOdi>b(>`oyT4H8+0S>>&ucv;qPt&CM?q5*J4wP--NwXtwqxb9wBy
zpiS1gFdKJ<FAmE-qvz(X9DoOW_)rZjU9-WH8(8JS*I?=;@MF~S0cF66$9kf9r8_p6
z(-cGWYX6>ct{mjh)>9Q5ee;^ep9(dn(xjz>BGSHL;F3NDflgjkl^A#vuc4u#n1saP
z@7K8ew}{?LtY6nN{W5N@FA0f=#Js(Q{^Tj-<>&u8_m+{tP}lRIUtC-S-aG`e(@$X4
z9-FcIuE~9t@EblTIymxOxn?<15Fv@zj#}UMoW7*-;wjkG?=CmZ{`biF?7zUb2GRxL
zLy|OQX8jL#Yq!|ex!G#}(wYrsU^j11mTOj85`)b*K3M87Kk9rC?_}Y`gTPeNAqFe=
z{7H+CkI0UdfAqV^bN&T;@|(*e*t~D*cjdgF7JnETFLwo@@dyYBYv2QdR_RtesU8O%
zq#NKk(QqgYfFsX<rS@ft(!3|<GJC72*s?iVfR2G-1iTO#4UKn78!my3!9q+-Y(4oi
z2#wmkdFQM>lu)zD_u4|&cx$YvP`@byilPI?6g<`ob6$Hcf_qD0&qOwmvkwm)frqB+
zlM)f7jh%|pEk;tMv@tylG*WVuB^&1dw$YdgVoyd7f&0%a^TyLm+<^IwLBY_dD05&R
zz#TnLw!0NXuiIy8oVKu7iV2-#KYu>k(!cH5^SkvjH;|T>U#;CL&hopxL2%v}UfrIP
z#r*w6`xQSwKS*mvMn*G{UG44B$;lqW<DDHHhLu|6oF@0V%=+vje<PTfnem*ZfJ1on
z{Q1avNK};FFKr7lD|TeTP1)zB7KCEJs7n{yf{h)?W5_v-kiAZ}Tg=Kw1>8D55$iY)
zi92tOgu3obIcycdKBuP2I+QK%4bt46N#2~mnm8;+o=|(N;QL-3beVb4WH?F`1j;dD
z`ICQC+?og-E7W|gsEAL&YrEo)M*T$_W;^4)9AWO=KUr?hWi`gKK8}KdB2S@3Tl+#W
z!Fb%Ph=>6H0H@JEG6qM%XOAKJ^XFF6MBUB`i$Bm_$cTv{Ta6c+ZjO9cQBy;*@1k<E
z2j>f)zr9IZ?M>t|AE3<e+U3954;FncEkF0=r9b`Crx;-!N>(d$f`WBp_q#(sf2M?~
zUYzbJsHu@eiCpA!m9}?wg3VDYATFpRUyl)U_8-B1obpp6%N9mUJJ(`j`P+tEVXE4}
zxTvJgZ7;IJ$U*RC)@@!<Rkg!uP&jyUyBhzn1&wB;RuA%$TzTWE3X8rB;Z)u^_bgSk
z1k_oALpa=cf1%|uBV!$v!kaf{E5Bm$e5l&kXVx;q$vD1^aVI|0pZj9PQ<I{b3c}!K
zLUc&T^S4@B56aE@jmC?0S@i0Y67@Voy>@Hz#yoWETyuW>_ym1$eR&Gst=l`CvMQ-b
z2a!vz@#;_(hmx=Pblz_eB>2~Ra}B9mMebq&cIf>n++j@0x$Gvt@Fc>?K%~F~DaaJe
z_5HG%yr-wYUOgNKp``v010aB-%~4GIBh&NC`P<zDq`jJT>dr{2-aiVW{iEvo{dt+b
zJ?i>C9aEK76wAUqIEl6}N!h2}&x#&DZys+G4-Ju$g$zYWOREQ<F_8MN7IFRTixXV9
z4Vn=${BArld@n43v-eMw87Fg@<G|)T3*eNg{hi_DTzt-d@g6;Tqyqqu%L$*AYB<+^
z4|54wXlUri%*;%VcfTJRkN!{{Soeje&Xa*;=j3}0-0y+U<q0>^y?YS=Mj9_P`*&WQ
z!?9EQ*IfH?MX!GUoh;8=+}g4NtLoLLb+!nw>=_*7MW7QEy_K6A{+?sU9WMDQoG$7y
zS?H;s?NyR%p+#d<NXSS*Ma9TOqfecpme%HmQa0k7lldLzTi;ZyESCx!)+bLMK7Sr}
zb>;o))vE`$6mhF<%IFA3%$H~iv(G;<4;=hf62On)`B7LHeh&?YudYb8*Z$|NZQkXn
zb}CH<+wI%?;YbgM;^aRu%mGC8oB}1`qy229=D!RUfh7C-E;Bj2rGv0~zl49zqaVC4
z<(`|y{D7e4ur-m!gVxC~`q;h?oIOviV9F49?#yc*#>0=aZIE7LK~Ng~rVl`|=9ALr
zV#oJoy&?%-kfS+0KLF4=n;-h{MfI}3u|+wAV#HE{!4qp(Y((;N`T;d~$q*Z=AadUR
z$MiWSnAj)#LZVIU9wj&*AQ3stCH0>%pVgNRtb<JRzT0H!a<54=%gWru#C{_uF+<*i
z^&>P`c<Eorj?;QTIyeUaMM_%w`|(VwU1Rrq#Cv4V-@Oee)>KqPd|_?PqE=9;xOwD?
z!Gf(yrSVx#lTtuSCZ~UQ@dE$@sk#mw#1(e)89|t&wNwCoLl^~ul290F@94lMBa^zl
zxz?<AFPpAe?uuFm{$K`zj+nT(!;m;BVx=AWtl#bR(chr}kXmb<H(J|pMdeIQbKvKa
zG(K^N_fYr29m6$F=C5AAu37v@@q~rNIl~w>?QyY@w=q^kp;izd7>JzVzJ$IG-`LoY
z%MeNiz?znhuI6I1fZu)JVEMXv^K0|)Teb!bYuA9bE*W8+=n$!CQ!-TgczSA&wB5ND
z5fPCY&#fXBo$B8^+%&#tk3fQ%ap<DLq83UT6unK$^t(x}+pUHCvlOH;*jD}Z$@JOT
zS*h);fS%v=u|Si0o$HQ9wf&=MnB961sop{a@0<Zh8@B7))37LTRDsYi(2r_?+QEpj
z0)J+vuon+VC(nTgu!FnIhrWrox3?oiMspjsA_JfgVFwUO>G}AQWZ7!k`8WTlRA@WB
zCSGqXkNiDcZv6<;mZra&dPx5C8XUt$yRM(?Q(3aAcS(|#lg@t_kbLebY|W$#x(x&5
z+IYT3!627}&|K}X{CDI#VHgSP50{(OMEy4)06|d%hfhKSL_vUK3Z^}PaYc#VBv}>L
z<PPjzZkG@KH0dUQQg<^)>mm5{b8@mYSS~{KUgM<(m?g*^*`=k?0PXAfo}2DgFGp&P
zd%^p8J=T)VK?p%(h())b$-uzGT#i)`F<fd7br~BXtK+^LxeOm+Wk)Lf`Zh!115@hA
zjL{2-)ozX#s6Ug4r0j-lF%X?_0%k{JHCAYNez*z}X@=(}6F^?CKtx<!U5!gj1n_6Y
zHR93hk7<XOS70d+(B7V{OZ@hY7SI^Wp!WdF2)1Fo2*#oMH86l`&=pAq?s95DAsz9!
zX4S4Lb=%W}jR(+0gOl2;@Fg*q@z41x#}KlO6bu`ljQcK+CoU%Rq?z%(Jg<$waj5)J
z1BDStZ!<opv-O8P%n%KH%)sCX#@h#b!|ArGv(}#~2}~Y>Eo*(rm9}MRWCm|49F`?)
zs~1tJy|y{n8qbV?HGAA%pL*=ptj`R<kB?n0r%X5vVS;PMsK{wo!jn6$sJPU9UV9Dd
zTQz_G=3aNzA@wGQ0B|j~GsQx?q{tAvQDN8XK9wyUTfLs)rBU$?->&JJ$8FAo5u6{l
z)tLS9sJc@xD-0p>ZK?Snwdd*X?3b+)ZCGS`yBM|i{>$~US~Z4rIq)(1{rd}BB~8Wf
zgx_CY259^=LEixeIkiFR@;iH)OOfkfEKd4UN>^yeFN^y)IA(_{-B;&>erx-SZ8NUZ
zHVDpJV-YJWCSxV~gOOB%XR~|0l4fRR0VVTA+Pq52%Frq&!4W=dJfo%YyK)F9UfkOo
zygr>D1UuLzxL4oS=yN$y?Lc>XwJwTS4MI`qr%y|O@|l5*NXcja9(atypzx{v-``(R
z$7k>`Sj=1LOS9MF4PdZO9=#yew&%V{?-|OHtl4kHl$Mf0SO9F)3@k;*`=BG7Ml@q$
zV#1SgD5DR`jSZ)By#O5agBYjL<SPuE&px08zTbum&l9~4ZMs^0cC<U2+8xU%xL%En
ziu%*@*ph&N;B2(SR~)!X4RCuVR#uxse9|HU0mAPTi~V8zCSn}5SK>T<BAGZ}vFj26
z+sAhMIm)oq@W41eT0&z0itduiY`!W##G4?QLD_(x@a50~X*hX+yK>c98Q@OOIZzU~
z3^{AInX(~s6H7?}hwb>LzMob+^&ymgn85crQ0RwJ&8l1tO2VIcWLYt>fehdEDwc?Y
zd0FVwK0_v!f~9xTt4w-;u9){4l_5MoA7~z~mXV=UW_&Y4^5xM;%B>s#J$z0$jVdvp
zwdKU3GlRnj@GWM&y}j>aVFBbrcXn}M#IrR&JJ-jKB_ksPoQ8pgrH`C%Fc3`2k`%Mi
zU*oClUlV~>GPdaV2wR19<3pqh%s7+5`G8DH`EFl?e~BNE6#&~ZM!AVJ22}co*9tSK
zn1d=RG(o~UJ3k+4@N%0av3%t1<1=V!lJgO%cQQok2M&uC(_`A<v_7+PEjWy$_S}s}
zC$;N4DJ0Is0%l6F*#V_i7BJ+;-utp|6j8)iRjJveK*DrU0$-2%)6aP$WAZ3*-z8CL
zz+59-sam>d^sSwrul}t9*-nZO8pn()kP&eTSrOdG#8jHbDql|w@U<hbEaq0zKyjzL
zj0;vf=~ztEqXIEh3tI4HuZQfDu(tD@IQ2;(kU~PFwz8TXt7z+xq78aFO(vv!nUC#X
zf*BSKlA|P?!`EZu;sTqRL<7)pAyYoixCD#}%6a%evyzg!PbU$+(EF^(S<rm3H7H3g
zS1ao0&!1dOB_2V}NMSU-xlaY6Wi2!Q!H+6bv;=zD1a<%+A>XaCo$X2DFs?otmIbt<
z2!1tMpzZ`lF0-EGtg@bL1yQpa#HN4Y9Kbab6O(FTt@cheGfY6dzm)UG2JokJL7O@8
zpk5pP-;=_65BN-@?_oFN`OzN*;P^LffF`DQ$ukfF6$_iSOAsLPv{^_E_@M`Zp@`y_
zbpL~)g%UE>Qf2Zv&~A;Fh!$B*?6`t703;rJK|K`}F(V^d2L}fo03a$Q4Bn{d>AiXR
z(to<mSjWvq?HL4^B*woq0|6<Z-;9odp>xMwP7W(MIXTZI0z|yXr6nT<`IHr*F_11u
z*mQoGXZmz5b%Y(9o|=#3D*~RHH@5}&dGPPwZ`bKWL>eF2<v7%ENBy}E*^{wgmNbkZ
zwtL5_jop%}pcmZeaWo{U`7ijnQPYTc^TB2uF~Nh_AZ8zcEAmA$in<=`__3bV$@V1B
zgam0UEG*0q)gA-`Yn&P)uy$>8s)Uq~SJ)|S1jNKa9Y)`|Q$DAs>spPhipeIh7=pav
zeYO~^<GvWgC_HY>14&@%&Ve14l}43X3QcFZD+C%pfCfs#OfN$F8-nT~71Y=d3=jTy
zf^ytw3-~t_fLXLELVz7z#m#rIV^!HqOMp!GKq+HAurpv1%}<%0gK`uScVZ;Q7F1tB
zjHM@z35%RF5T8z>)Sv|kgy>`*n+FTks<9av10WvX<7@3Hg3a{+4A~4~e0mlaA|hho
z$B#(+6UI>--e>kehXn_P2nF=%Dx2kabv=v1)5!`J5xj)^9+y&_=8o*JB*ocpLLf4L
z&@i;n%;|Ax;^^e$0T^iauU}vEn|xWctHMDdLg3`&obmiwe{->=qN>Va+=*q@m$WE!
zlRAI(5dcag`|Sx1NHE~!;zGy9HU-q7P_H57>+9f*)oCjUeBFn3G@-dH|Kae8$yjag
zh`GctF);39W7CU@W=2OxuRSxE^x5Cps#kNN*Y+A%Ic9pD(u4}OgJcbG1*>OYJHP3s
zLLoOCN!IxL9CBIiv<)+PHIS|jFfdpmI!rB`q{WFPKlMPU5x6`+k{Yj;TTCAPR(azU
zxp5a%=#&gBSVVmB)+VT5uwH<{9wdUne$=p<4A83n3*Zk>5;|9YqA$ISD23uZ^efS#
z22<R-9$N98bLbYpDU2N>OHE?FX}^NJ2v7=+ni&ECHKmun(mDUcG%CO<l-+3!XeU%8
zh){qY7YFXl<^XJgfu<mf2Gerr8Sv>OaFw<g!55D^Z<O}WDdYDldk0B(*=68To<w;(
zVi4l8xuxbZI;MpARa7R0)dIldohFeLV{OI3H%agg9NY7ChQ_Iw)v^cBcrFIgK!{U)
zD`64T--ZIIv^8-vMkh2(on6*O&ZkeJM#0WZv<lwCGkW?c?Um9f6oa)&i3Q6Mfw+=}
z=coVg3h#RlvkAXI0^jgq(S!@~dvxJxuL>NLgxm#zC~=5hWd}X|o^RB4qk}N8m(x6a
zF;elD*W7Zc2>5~q#mTCYqG_J82EyzVnpXu0xb4fGG>FppJ)_Cdx8wu}HBn>Vnum#W
z)G(mRiIl7f87i~YTFKF;6MJq97Wp>QK>BM9rg)w~?kN!2`3dXFKS_zIeH!iR3t`L9
z9?*I1pTnfG$4F%Rly*W->S9RgPKFz1XLjYcMT_|RK>B@VN82daNbIJE_ajj#vsln7
zL1GirA{#$vo_pb+^Sv76@ihmq!p|#-YCq{$pDdi;FoR5(B6Do>RZN)y&FQWlvZ_(O
zexIlACG4c7T@u-|mJ-~%QGH}2tqKJ{i<fHKg&Ve8=c6z0Zk0Ds{P*#;Yk+DU6<nRc
zz59yzt$~F=asTq6OzAZC-8>yFMRV3;l~rDrjs`yp#m`{t0tWCsP;jkOEE%IzjW|YC
zV+|s1VsDDf_~A*rif8BU3Ud1yGFlY3c=sJ=E@jzGE$%k^KJ$-6F0bCrFQ7Oh&(!K-
zQGS<;+ys?025^H95y|$%32k5c=UDKsmzg-eg^sShw`gidgKDHi`Tox9D`A}oK^g_p
z-#==sKU6D0(7s-$|0<r)4vlrP206C79R-~fj~s6!bQo-niaeaJd<qU?vs*#Mq-H~%
zncLd3e+N6(+}Q^9Pnn+~*q=<TXEdTl^0Z&ccju7GTH2z2{CdZR(;F4|Wehcm@n8C;
zQIM_)HFDW8YSL>WpCPjswy{Tz0@fY(<DRV79}eqP@fBiq_v(kh|7(4eeFWd>M7?7%
zi-n){yk<run=|B73mYZOK?DnCeu#xcb$Vg>;1{rU_pJEQoiha;stN&{%4PSfvo*GE
z;IGO~8}6w;LV*mm6f_(a|C6}@ue_V1RcTqO8{c=}n!MTAN!=0{3U^}ss}y%;pjPGQ
zYR-HKv~NYaPU}*qaSSg$3fq=cc@ZaRS>PbyZ+dfe{+ON~!pHxqR{Mgi1Sx!Cl9Gf3
z1g#<XbZ3XX&#cm6&KpWVE)5v9%u&b`@dlCATq)($VWZ<4<PQfD1G`m>)~*^{ex^EC
z)oX0u6aIfA2zVMc1rIxj;JI?itpG4L$1y1<J+~l8<*^ZfyRETWs$p0_r2_Y_KV>Mk
zPF4|iuhn~g^h~(B(=D8zGb1o$`CHipV^eeja^Vh0NqQIHBK_RsI&EqEPH(m#ZO9bj
z6synt5Dmcp5D^jWcaZAy4c4rDmc5UQYYy^Uo=ZO{NdnH)Jvhkt_;EJkUVbRm1<s8F
zBDn;z`UTrUT`=3Bvp9&GZ<yUoou;)@L$MFc+qU5x$&}22YBXB?;U(sH6hys;TM2?u
zyj6d$FK55tCw%&Z0l_7pAkRiBr18ZZZ;fY;ac{c{g3_s&80Gv=&$f@)mBo-moq3c3
z_$HWJwQ#)>K=f$J)Z*enMDgk#ch<D5w)?|^gmi~QMlGiZ$v|hOngNp;d+7fId`U=7
zo?NgR_%A>OaW9)3MdH0583KB)wUV<o0J!ymhGgE#UAuiB4NEtp=}O%_UEW4;r8s*T
z4Rc~GR}7E;FZiWSVcX&_xA|a(ysvK~JSHJw?7iFXzBDR3F6p~E&jG=u(<kYE=9WPt
zGZol!!Tb80x}pNq9eSew04;|x5NHWp`M-k}+rf_i)M7`Ss7@a|{)S0;qj%@pGX0xh
z40UPm|D=vWo*SMWQw@;N0JU8*A$Ruf?rz(z*w|Qden*pr6770-4%n<K1rQ;YfGL+8
zUjd`G)O7;<p0U9!Z0ToSv@JStI#~W>y2llI9oKlD{=r8O1tF+fs9Bx_3Ma2WVi~rF
z;In9yz6YhzT=`T~KHJgkygX1;*h7dcbp-O}At=7F1GKU(B?HPlU%!4um;rKdIF(=m
z&_`1WN*Ysu`Vt3fAD=3%#(Bmrk63_CdOHN6LwEmghff=YqtTiJGj?Zf{JO7E_A}0z
z?NOaH7!)%403db;{zlGjfKZ@bVmA5H6bJxF(J?WLW3j8p<NA3({RPzvpsk{<F9W&T
zA%n|tMQYCP)(5J(4)Cv2LU8pny(}3|pWtq4dSyzp(b(N{gDbrp^DD@mBeAk&olD{F
z@@~^Nir2z(&~8d<Aml1!4jgU#+48mpjKNmFM5pGkqS)j5c-#s6WJ>eTJ^RUwK-EnT
z`||$qDTNwM7)0%2s;o_gVF8wFCGLOzV!V6ybq${^)DXMHnlohizJ*6lMlrCjDfTw@
zG`RY}-fF|FjV@E^bF^4=Wif(<31meW@Pzi*Ds!S})wgfnmjr#4?xLviO+9Bdt>QEa
zFxnuW`x8JsmfJk6qr>xZ1S-EBWT&k5Wz~u=?s<8CYVE0re}C!>a{;Mb2O@xC_3apm
zu2<YTb<>ey@T=WEMu48!*kn_c51+RJ2hMP)sQys&T@vxs^-2)#`dRn0{Cfq2*MeBb
zDjvtsrTCHYuQpvlG|i~+9K_#7J^ExL*;R_L?qIiVy9LCX8kMM0XU^4Vmx}jKQ)eNp
zBBi}Dvt62a>h^CIAEu4ZPz^cA+o#HZ{dxw6!p3mt#5QVytNNh6Lk(4&?&qEOf7?JB
ziypfrL~>W6HLGIXdD12G6#d}T@a?N4cs0!RZoIS~US)v&IKE{DJC&VWG_gUZOFm8a
zfTs80{z8920F(h36Y&#NpwdZ<nHra0PR_smNE-<QNm1xAS5x>7IZBdTB!0q!;#nK7
zz|(z$AV!e3(txI{0)u)OY`IgZG6+c}RQ3-{d*^0m$KsJ>oqkXohH|Y&XK24SB)j9m
zQyA-J!E6Nq^$m4J%qR(KM3iBRgzrnbCB#%oBr$r0bwQoF0uj`?$9B6BXQmIlyxg?a
zF<AP$tzCDgW;7w}nw{+Jw*RDqnCIJvqN6RcO(DHMv#w&n_<EE7p6N7Md2SF1ApxmB
z1;9bQ2jBIrEyGp*$0OG`TfaeBd6=?sQq_yU+{$g5!@*ccN&Pk023SZ+{3}h$5t&C|
zNk*V#xGky_9yQticekr<qAGB=su&=F)N)c;hVOS=U%qh7^>_5ZV&K`OK-BmQ&f&>F
zFa*$OD6eU3g7V)*Be3U{+GPbNX2GVarq+G?H~&V_mSV&TBNmN~Xg-uXlzsYd=}Pp(
zs@4;knAL;&7EJ$6n75o<+1>n$nMJuRAf{4(CQ6?retIgH-iq{hOk~2N{@+n8p|im?
z?zH)oPg`ce+%4JkF3{mGp%>TjSV3^<Ibs{Th9;L^M^4>NWIYvYE_4DU3L!#`R(BG9
zHq-XNQ(6E#)o8frYAN-rbjk(t>F?}d3EfsU^$w9Aj9R<$eY1Lu=u5JGkTU&})zsxJ
zHW(!zhXozb948DRop5l162)+J%MoW7x1lBe-74H)Nl|{BBrW)k;iSj_)_CXBS}|9{
zGF91>C<fk9%l<hz|1n__8o9+#gvTkBd4SJ6FXr}&G$^NVj=-UP#QEE!-t4AlqPi^O
z=}tIPsr#p1p#-9SV~9Ie808teL~reUNtl4_AS|!i`a{ycgO>UqfK+Gt0M>rD`$F_f
zXTxR?)sZqjXA;f?wd@Z?B3K)gi$Ze*b<?#<1_wm51i%{@-j)lzbA~;+@}~4#)2*AX
zYM*}jrFn@TU;2eSOdC=<X(NnRi>G>%!Iv4NUKx2Zg3K5!83YOM4S(Vp{P=RHfl93E
zs-O-P%4cF)9ew%YaGTFEy1-OM{!OK03DXcA;c>M1McF?j&pP{KHgfdkwLs8sk@k5H
z@71sIFM1oOkTF=OO@B-x52byF*ootq<<vo4F-{L#x0%=O3CW%LhcSu^B=A_}fSpS#
zl1WV;t+R49x25`b2A|b1fC15+i>y8gGF25rK6kLyNrJlr#OrXdETp2j{MO*$F-(u8
zmL5#jd^dG-`sK2xm@$XoMPaoojEZy|^<FQii%HAKw9e0GwgjL7uAbsK*#GMn)LHWl
zr1PYHGqZs-&8;**jg2^yErmgE$3S*{LKf(}l7>{PmF>bp+pfJ@fp^NCxg@ht+PK#X
z5=|1n69cZu*+Wp>HSJ5{(DB^J$<ECk^YHcX;0K*nLT3vBX`py{tjGKKabS2j7A&}_
z$**A@hGB?K#=!M5*HI?Y%m7C5&#b;28Ru;GJZ-mj3@;tY*Q6Rz0w-!|Z{TrrzMd@L
z^3-j{0j<I76w=|_ySm^&$psHuA4vCD3?i)tYB?bCMW?kuq@I}2fJqjt8wdU7LlBt4
ziPikwBN+$WS-LQP*H-Y!qqNc&qRm6It}ZFYtv0fH13FoNZGhGyAlkD#EQ!IE2^rs*
zTwffUt4e_iHYh=Yaud*!)Jt8q#>#8;WDS1+I$zEo7EsFy?f4glQaQe|Ivb1LUE8f6
zpz_Sfh?d$fAtx6;eUOwy1|){T>JYsK&ocYPS0b0&TqMu*!hw93B@tmXm?3=Jm|I_;
z20$oGGHfNS>$CWeyW_qWuR5gxdxmDe*Q5kY*`zCmwF+P<2%0VVfTTLGIX3}Bl$zB9
zZNAePCjbkuXuS6kg*}fJauW4^oO1t{n!o7s-ku^5F}vfWWip_awC8=D*EMmfQvl26
zxdpopECavS3P43k$j^VmLLyr<6t}&-t(C=Qt{OMl2b3hYVf+M8wvWxs-1E-P$>E+l
zwNry6Ra$ey)#4O0hoOO%fU!Ghh7^{WNdtsQ27dm@9d}1ZPS9d!UGWX8%>XDm&OphX
za{^szKsmIHBI#aDcq<bL%_mKyjr}aw^QOmreEMZDB`iS86XXvOY@e3@Gc1!38UFJJ
znp;}QWR(rYLXw8p$}fB%Q-OLh4d}N)Tqx_JHa^>5bl#gw2ivRXeIO3L?F3cK;rn(&
zy+LlB&0-<n<37|EmNzyqfbOiWn=~UOxXgZK64~sIJNtKFfy4hSFj>fhv!<p-2=wj%
z#q)QGz9?vYkpL>=!aE{2BZUP2duRfp^FK{70raHh;D`Ym@ZTs*9oklpyssZ+6B1F<
z)-K_BbP$W7!mhd%L2f&;R71m-{q*?P=2`4qO6{HbBSIZ>pb4i0UIW~7Ou&qc(Jq7s
zDhCaudokoxVC4Q{dutyerc46b^dSDfQo-kD?y5PU^Jli|_1j>Qc@S7n2o6!Xy)crw
zr2GE}0UpO+`9G0pB>+qj6w^O)$)1$D-vc5J?%F$ucco218qO4!fF$ZLy#U!epMT-#
zUSdxFzbu+(C{9%nprw76>*tzX0>vAk#}i?-*$?RRH>q#!K)9)c0*K;xW>42N-XsKv
z0cFGvCY<$tyVViNn-xp`lRdSa&3_Es^kRF5QvUFj%%3ML1xJwNz0_|Bq>)XMpr#U(
zcj^BwLwD*g?$4D|szCn+=J*fuX&L{U18u8=c78dN?48`BCmF^(k>W{|@8z~OHgcC;
zVELL%CS#Cl`F(y<ShAGjH**ygRT~n*lcJ|K|Dc&W=DN&RIVBfafL=Eh$IXK0&Aer6
zit0!Ir8!m|SDQObJ<?&ut5G@4;n(59U%s{Z<v*W*!xEGG>d-OLy_yW-%hSV=j)mEu
z@%(5|=>rjq>h99FogsE7^@>#Q*f*k{r#5#GtG@qJdZgd)$Q}HMsEz|hZ?8F5bGPY7
zWv_)a^<qI@qs{%bnbU9L_&5KqvQw9G&g@czV;S*pQ}7`)Y4hO;EiD@-ymul)@qIV)
zvgg=t)3BC0+9*g64BQPGeVW<%P|>4WL$kr{H@}0S7>b~T5`>o{D7Lx}Q__&acpWAy
z`Nbi?*&gIn{u;O=_pD9UB_U8#Vro;u{#~F635(eh9`O-?R=g*iIsovNoQ8Lf(3BfM
z6FVg;jc@Yjl->OY_8i~{SsMl2<CZWe6kF6TT(D4PKr%kLOUAlaugg?%H_j;qU&Q}M
z(Vv2H&z2%$a{C?DI0>+Rux!pXuxbYh2J&-L>S751^8KA|fEsXTSiMO)Yi0RR@hf|U
zr2JNjL&S_Qt4<QpChy-SFAs;^34bQy$2(shrMCfq4Lu%8_l&((JQyr<xn_YKg%GMl
z0wUbh!T9*>*x=GSSZOL!7%X%I;!b>VDk^1$eryPYI_o9bMaWuy|4c0x^d62m$MvNN
z;gW*h&Ws8}eKvp?1cFe0H~6q4Xm)6B|C%0R__qok#Knoi#mK>^T_B|oj)Ci`mjQE7
zuW+LOz3JR#GF|oi&OS*wRp&`I4SFBemCm${0zsFN>|;yM<~eh5Z}PO#-GlXhQGO@6
z2H|RUw~!WyLq^9OT;IZs?*OsGfsOeM2Jm7=;KieW17zD=IBN?a(A7#1ESMu2D0ead
zo7y#;71q=%S2j4106ilx(A}7A2}IoN{z-54sB!f@v<3BmrL-<xb+pQ$JE&8y*ndBa
zKP*lNG-StAJua#KAj&fJso&PV|9zy6#~ZXSwRJmRt48luzzeEv>2ftDPy~@mHH1-I
zZ3Nhuki-qq3xqHh@9a@ZPiDZ<>2f6RAE8@w{WIRI=KI#Zj}RuDa6PL)Y_j0N9NRYU
zD5lf!>8p4A^YBBV$iVuP(Z6l~W%429F#;_!jzeK~>m3JEzT7pS9`vojd@otDDZ7XB
z$aYY0y`-Y-4$;@g(GPPRs6hlot0}94_{y-%c&=yko`7SU$ARr&9l%F_EW(3-9I*hy
zRV_#VmcSDhQeo*@*ODo6<sW{<Su0jEsQrCN?H{;QW20ly0^o7jv!TpPbbh<9bFizg
zmlvCM!gNk1qH5}2kOA~b8Wbzu0{J3ab?WoyE-r4kTJg4QX5^#F0gK*$i!Rt~9*)t$
zS*JdRykvMHvi3;3=5Qu*hVOaf0Nk>6+7)YaV(p*#sJ$GT@D5;4#d-<}!r7{zar^di
z9}Q<cF@}h^J$C%00OnK#Vo=rCzX@<AKb+y{AyE1(AuS#sjOm#FbMkzB>Rz~)E6S}#
z`TU<%fc2$rHJsj;q{G!vhX>|i1MuySvy-!~Iy%z;v6_=<tPN%=C@B%#+}uFDDxmB?
z;$<r#fyz7UOepMi(r(QI^~(wj{y#Ris+NgS%~$e|Vrm`PO=b43J}X`=$+TmnhXpoW
zyP;)T%bz-H0$AOX5SJx%-IR`SwfafqXopN|uSW3DwPFL<-2Y1#Y;SLGXk_FXXuewk
z+Dp-YBP3eB^C*%P>jx1XXU(0h)PyvS1Abj3r&k)Is~HrCa^YyWM~1L_c^YLclD~5g
zh}T_ZpD}K#-I-Ng1DFRkn)}-b-gx?I?*U-f;=c-7)6Jn44bZ^@Rr5XIYxp!YgFy1p
zT0aLJF>6qR&X~3x{qu@lB7VC$q5o)Zl`qk2NCI6sq&oJ9P;)Ufr@*cIvhY)*?={y>
zH%<j-Cewy;4AmAINX&lYsVKT*j#j5KPXT%MTo+UtVU`eE$+lc8%BEq?aWZ-6<f~dY
z-xE3oVWj`rv--bOM3-qni`Lt%6jFWf1L+dY|0sZFjXGFSkJr<&6vO;J^%U^&vc)On
zMXhwV+XOanW5CCw_BG~w(&oQ@$fA$Ga$Ph7^ft9p0zW2UCDRIbe>8IWT5U5Gru2H&
zW|sR&>B`EALHT4zXsClAH6h_^GqW{v(wP67=GeHqYQU-mNHrJLBVooS%|=t#m*l5x
zlWVS*<^v@c@B?fr{`FMt#qzqZEHr(MNuSEyXAiMvUtxjzkJ(gH)mueVy95E?yPx-z
zqYg(%BR!aL^@oCe(>F6=O3MW!B?x?s7im1xvty&=^0mSa_j}pH%k?Zre_IWJMoiG7
zw@$~(x>MNLq;5$X*1r_hVe&S^sZ_cterqQ)3YIHqcUxHP_MBJEH~hRZ#@>MY47pj{
zFQ|_9^;<7*rz*I^c4`Hj3yS`@K8J)K4WC;S0lV!kBam#0e_GeFy6(J?pxmd8IFZ?u
znON0`+}z$Cn#WgXlRtZV`uN+oZ>1V6l@cO9%ge1IqMwUdTU!T|SX642X%(4Y32P(A
zqSFbXJG$b%je8{?PbHe!sUO;C;m788enjeON{nQ0tMkOKA(v)dL&;!>KKdYFxjnng
zeid^dhQ?M03-ei??&dhl7I9Z~Cfi!T9?lT|(~ynjI&RN&FvSQE<f4GN&~tD`=e;qW
zlaV$>KP|3KT<S6U*p9WBJIBkdTsc?t((n3zS5jBVNjZ$#L$t<q8okdob;~PD#rV}Q
z=%YKnW<>}_<;+csy5TIPQ8^j5AWLc-;06`webg2eq*g;%`q*4qf{532X+wg2hVtJ0
z1{P*2YWmy~+Orri2NGWru9CFQdg3;AclX)0?ZJ74%l9Wjg1egDeb^7Q-&H=iQU;NR
z1ZrIW75xZw$bw!~lIWC_9?%4g&{dRjbmR=`+EnXS0LP=g0Mtw}lF|_H3aIe|wALel
zmZ$$?zv?1um38i>Jf2`Gr*t>-S6SzMP5ts7v-KTprat*Oc|{Lm20{>e{cm~87#Al~
z7mf=amDDonWLhl@n}5+2&eHWM37YZQ@7E`9gfrbt?P*fq@F#dBT4%k^7X{5KgSC3V
zPu>+w*T>K0aoeq?@9dQdnevO6(PU8EQYs=U%Ilhi{dWcH=AkFM?HMef(Z$)f(X^L@
zgjEY_V?e{DMm7M=GxfJOmqJIsUkhFBw>j@j#X~(C))S@W?p8&Cy)s|p(v1FkxF!~y
zo+vzyzG6IU6nIy)g^(zU*1#ruEZ%k1jj!da(avfS^|PQCer4tN(5(?pMWa9??k%=3
zNz6(++`5ve;^@|2AAdttZR)<nq+ibO#N`C*Ls@8q?;5|jM3mPt?KR@m>c;B+FZGh_
z6Wc`AG5^v1llW~|*Ws=Q&B3pDpTWPJlPIQr=SGY)>TbE%m`AHOvYs3sQbKF#xBjNL
zXyTfYvB5Jqq#~Qu#Ll%pdKPD`9+^^|{C2lpljbqe{EJW6*W@SqIa(Pj;8REi$wx!`
z@j7i#QWk$D_Av9-;fTo(&5YQbV*@U|62Iyop2+O(cob`6Hva__Uy2$6>vcgDrGDdn
zup<V=)uE^Q?UjWP@5y1uRSWBW3z4Ko=r(H8HBxcXbZIHlf^ksy?S~MyB={e9L3`?h
zmQuljUk4>vsR@E%Qq%iuwE>UqL`CdYRSa{6)w*wsE<_J|4*%lM1vG`9$)=(+V}EU4
z+L>}`w>@baH_58-mrdo}8C?C8IFs7s!|6k$pf{VipB}alZ&(U<V!v!ox(%?{dU(LX
zAb=*(EKl>^?};zD_L)NKCGuH{X2a$EDDRUn=*a~z)*UhhpR#-JgNy&l-&QN%0tP>S
zoo*vpH8cRDa_SnSZ)W`Rz1KSC`SHYba{olDfbqa|gx$?cYu9^W=PTWUb*16_y_+@H
zu`t}ZMslSejL+RDk<}ZJ%dQ{f&E@Y##w56v&|BY{d(VkxV8SAo8sxt}7DsXDN@B}v
z{1_sIxsn7s6prT!=)LITTz$S)<lT7dM6#oU+?>YYBz2$PB`TpxhK_~xJ$=v6pX}He
zX|tD_4eO&bH#G};E;BdeGl=lo^~KSc$kHW>`=p}iZr-ErhB*?$8r4SB2)eMQR_%LK
z%#j%yRRJqInh}=`0M`Sl`Krn9w)tyT&SNp;!x5MDw8N@_;(A@7sv8ajU$=q13jN<q
zPf9Bg)}*@f#Xd8Y&&i`U2}iHjUn~Fhyj-8U38cB498zB0>S|HL(H#ulpfG61V%JW|
z{rghcU_=g~bH_7n(kIG@Y`?2R`<%bQqlz34-+~QuoW{iC-dYin3X%O@j~7#UJjaja
zC%%5Wd#T@t6J-5!=<_q&Q{VMGUJaDTE61ejpJ!-j^iNM_>z~h!TACr#KRbMR)`b#%
zOo$xVR$0=<O7qfvJ-6iYgXEXf_#|uM8J9D|V%Z<y&AHAI7;kKh{?yUDzF0Q-RkUk3
zV<P`rk&yfO_w}L)Y(d;&kLZfl=K`oME8jU33@v{6302Xiv<(yRd6k(Q=(-qux47YX
z=D{1p$m5537~sRaAbQ$dM%2Z9p^KX+gwit9uMV5U8fSZd)yqyb*TdznP}+2DY~9ah
zzS+8WW<PcRL*Yf{myimb^PKp;{0x|*^t^^GmBXe7^X=INO`%W)foM6+pn`h_`)z6N
zvkKzh_hn@lbf(heE#I_s+ubI8T8Q1)-{p=hB_LSWsByX$P30{d*~bi|m=BJAqv3d3
z%6Ft{^r6ps@X12PDa@$cYBf5fLJqj^ZIj>1?;)inIwbdt3*|v=&CJG(L|7wM^XoR6
zZ+0um$77aZL>gKje)Dac=@;fct=gN?Jl)BxetYJ@RL@CN)qs{{@K=}JnC_^0qWl;Z
z7L=Os-VX1^!s^U!T%qhD>C94+N8!pX*xZT`pZ~R8iRiCe-|qHtqow#%RQw0_haSuu
z;u|xtH4!YV;w@jQao47*<fk^E=S2&tJm?2r7rU{f*T>7v%&+K4n7D0A6pQn)*9Z6^
zo9Hk<^h9CIF;{A~MlEZ<>Kl3X<j|>xq$o67l!bm5G<UbQmxE&rw8Jk%sRcR-N8xHW
z-kNp;p_qaj=c`qYW<_b@z8)ezbeEi76WeC_KV1|JEFO7hQKdeNjCv~Md&$_0*67nV
zgkXD0YH$+dfZJTb9la2A$$ngq%pijJA~Q3?^k$(ALFjPuS>a6lPInK$r>R@@@nM&p
z_S3%x^1S=g<eerm>eAV*$Usc!uq@;8`C0_}jW89<t>C&o*aH!`0d#c>MY2?02&zP{
zW;`Ola2i%+$v46t+<1|360=u3pXyiVDR8*n+tsUxPfte4D1HO5CRW>me~#$q1a%o5
zcZ5M5zg?#FB9_^PxE!wpBc5arvu!Tt`@6s8MyuE`SXjl6+qEONKd25iTV*}6p*uru
z$r<FcMXcQ0nS7uS+`W<y+d5BrDx2i7@=Pb?U0#0ur|J1AIakB$hyzfg+DXS|@;-oX
z3<8&2H_w<@A=3nXfTHZ*mP6K_l&gZe924zlN}5xKwoi=BYKXIJAIMV;CiYT_5p|SH
z&zeg}UpYUM3nH&K5t7f8;tGcMR>ODpo)ndO)V{)x(ef3D+tYc%emOiBIkX$gr{x-_
z$!xA@QDXAy3fXqg&5KKA(vzvQf(TzX%8!~1ef*lx_6DzYNm%{Q<UX!TAtgq5E8`{O
z&Fqal?Y+J$`zM*2G}dj!s{^!4;ut-Ya5VtY8BRhMVOav1N8YKko!13>j9GjEfv)I6
z92e+)4A<Sl6c-znM2qQEy>Wwe_spz6-i!;{mQ<K5rZ0AO7?csX8}MhI-e8D^B|q~W
zSV?~7=20tvkH2tMA3su0u+)0b{RBkc`ky<*JSNr;L9=)b;o9)Ppsbp8l>ylMpzalo
zT<>!yJfe*a%LfWqZ>!Bj5U8qd1L$A7BJEH8@TtGG`N7Cch>y518^OeK+09|Mx(Ydk
zJ8%kSCH4JI1v`ZOzaf$v_;XqOJ=WmW@OJoxKJM}@R&#UaO{Y@;9Kro>Y^ElRw<|V2
zREpx%$y3Ddas~|JFYCp%Km=Z{#ZWqfYjy3FYkSVOn(DGyZ4yjlp^zNlEbj(5F$6Sx
z(%-q}ayu^0?y+Ux(bt|x)&0A%DVB}xm=1GP%p|iF?Wm9c+(TeioFuJiihpk!*JLbO
zvtRig#n)!&C9DqxdLPaflX@`S7yi<v(b#<}E&MdkHX~=NSd+(06vNZbj%D`jIy4S6
zv<0E;p8_-v$Z;2sQ0JVnS13lvQjNplqLs*b5uF7Ym=v{$TJ@sv{k`z>iI;k(sj}nt
z`oo7ZHCwZ+ajKRz<sr|b{A^@an?y|)jCl?Y<?ku*+nEjxh_eWmVuf|L&Uam>|9ydL
z%`@EtI>6k}KRIr**<g3@UTcd)>dS>R1+g+o*6huT8j)%3ve3$Jtsi;cTx9Mb2-#aa
zLuCleJi02H)IPslYr40e_sGx4zHfn{q>L53sk%ovOUTfG&4Br+PIL+G!~;Ej5;r*c
za+F#@osqUkL(wDNX|5-z!8l1kU?Y2dJ#KA3FW&E4PyW*9fkb=RJ?)h5!&Q?0;`Peo
z==L3OgvVEWQEtIGi2F<9UT1$VUuP7`iD{MPHBESU&-IiH@^93~%Xrb>!ZvUDlsp4%
z4QJi0SB&$v2WidUfI-F=rVZL>5yH<73~vOgk>6h?-u%kFuAycDgJeZqI(fJmV?bd6
z$I#!GQP^)T!Na<H>Q%HI9t2E&^OgcbDhGyCr+dVARF7r7I^(#2n0v$t8W65_^|kq;
zmA8k6dkU-pKUoc~F!pYs3!_g})+}ESS(^;0c#%WQv#WnWhro*?Z=eFpkIlGk3b<Vc
zfEr=HJ)iL}<y6ggS!=krkna0m(#fp*1-u}>ahTrxG8T_2hy9tKh}P@g!Q_P>9L3~a
zslR;<${fF#o~}z7^7D%muMow@Dr@YXX{fZsY?ee3#Vc#5sjhQhINx84B6T)5$|UPE
z!^RD(K=#vb41;Vc@B+Tx>zRHu(;#_znCJo;i7cDG>qNW1bc&l;OAc2%9Blb7c=&Pq
zpH(SiW<D&tG~6KaIL65JZ+&&r{Urt(O2~U}s6J*YTn7Z@5RX1;Cl`78<6h`i)`v9k
zmVNIQ&ZFal%A^pCDgt6_dZAxYtZ48j#d9{b>ehn0B25&DCtL5uTg2O~Y^3>nj!TNV
z*cXcCGr9sZcD96J`QJh)ZoTNxFmX6RSDIekKDT$@1?+Z`Z?<V3gJsx}at_r_7bBjY
za>t3;*taI_n<GVH<{y82UD~MNs8$TvdnLk$ZxS;*<Wx#&hIR@E*a=1l_RiK@)V>uo
z;b8B(q?)*a#tGOM)k2XATKZz1_NBp%y)SPuUtZRSu#iNif(nQ8Fsli-?4&K!j)R$O
zr!C=ecC1}pk7xRMzVdPgSTs84i1;`7{Ten~+0C>?e+F(_FM02wdZ7uocTij!m1kb~
zwW`rLx$Kt`P;IMI3Fsh6m(nPX>Ia`)rp?LuwY~2lc+ws8S?Gx{#@7S9(Fjm|CMg#D
zB|5&F_vK<tF){z4ncUw_py@3c4;^vf+wJ$=x^nuhihP^alx}p}mbT+)I)|tB&2p0J
zmp`-9KjgX2y5u#^DM~~NtI*rh|FDXS$iRc;m0ZK5i;jKd5*WR?fUisS#<Eqa^qA;T
zyKV4K<Ixtn!E0mb;@+~X-NDJt3C=I$#O%Aif9-LCOyldz9|iG_ZLe!c(<6k&`1g^`
zM_8e`w5o#xGX@E0kQ+X3SWZzdV#-c>8c}pQBTt@M&3w+b{V_c_ShO!YBQ~XMcud}3
zT<cle``ej&^G(=|FWHY}LtM@i->BBe=Km6Y6i8Vl7#>G`Z(#qHxUUh94Dse`bou(3
zi>L15#7J3N4QLlTD2ZUIFY^?w=^#dE4?<)2@#Zb2p>!MO=c64yd-`Kr=lD>|)r`b(
zwT8-LqtpL5BULl4du5O@Rz0DMd$xG-ASS9{UIug=$Bgx>q2Jcx;1qsnmb$;;EEKMi
z(cx&`<cddzgNPrAw{*hs^8#*vx_<S6DwP+>WG`@Zuz8SX5sOXunHzFq<h>`L%XTPN
zMNhjjGi?)_O7P<a{PIBe{5abE%7@kb)Cv3%5zf7W*}h9lT+mthcwR8!mjU==7pfCa
z&vtHod!zV8hXud!?&*LwJdvAz9h<FOU^V(1if8L$zb17r`D1G`ek)3np@%zrQ{&-?
zL{x}f{9@C%X1O}DOKZvL%3;6p{mT~(dIrOq<X0<IFMmC?M@~$_WB$|WvfB9-9fOTl
z{+*-*qIzRR0uXUzd2v>HoCL?bcJ+C$;&EO5UWDl1mo3(KrBhdJR#;*4)*z<p>)#OL
zxQ+))A{U0(DCMLxX8b>=@pXJ}c*$J5%BU0h)~cN!h-v0T;5Nw`-}LyHtRy1h5nG#1
zRkO`JXYqd_%9==IA*aeCI6k01sIYM^w@ui#rHnf6<+UE$kh#BK8_Z$26pyKAC^wU2
zR$K)hiGRSr@AX4cM?{EPr&fQP%wgks66m~=g=NEgJ~e>AiSm&1SCn9vt6|T+*oQ)}
zqzJ>Co(3U!lWrjD*=O%Pjj7-fA1`ysU7TERjvz;E{y%7P>!<5CjmgY5f}luPuQ;Hm
z0e3rd2$i)@zQ0WUzPd$aYTLVh6kkWlk;;oP2<^fVkii)N+8EcHMrszlY}4sf-Cw59
zigUj83^+B3ByORO`*<-n31xO?DljxWN#{uK+&@HlX3XQ!5@N#){tn7gzvF4kX3B!n
z>_qW&P~-xEA2ry5Ok2UeUgi^lQ#p)-)5Vh^=_^+ig0F~R1=zqzt}ZH%y)!+-4}`Nk
zwyNNp^~5H;+cVe4vxU<7uXXGx_w)}$zK*@cRhe;pQW{c$TytsA@3h}`*%cr=j%jdp
z4^NaRb#?(xg9{(#^_oo8MSdYzfZIehnmjGZ$h|2dLt8W{I!?U+snHXgZHHc6!yGJM
z2H<lS=d2m?heB#$@uzHFQ5pEcsWo@`G@HJA8n+-bfQF<FIT21p$A;bp`k@=o_+v?%
z=Gux2Um<+BVwn;6$>kRQ=7*bfZb)-Wnh~3aA-8F~Yes#QC@;2bKD>UXX1c~>vR`Gg
zz}>k$OJ{t!)~vX~2IPH<&_f)RsA?8euVaaDT?Rf09fFU>FbbCWjE*q<Jwq=EL<Gb}
zlH72ql>rXj5Zk;3+NB;_-s*#h2y21pu3yD5^=@6I0(L0zDhcf8@NP;LzF$G;q=#2$
z>!Xy#$<Pj&Na6~7=&ce58#K%(X)jF~3i>@8=u%0WCflMwuk}7?6!`O741{w`j^jda
zJPWJ2*`(IC%quz2k+*sp30@Z|9e`8M@AJ{@-bA1H?`V3iDz#p<rNDmkY=ie4GKVVG
z|F<`i044zMYJ<7~nV+8@^yaNqNyFO7RcjC?2lQ8POifMAl`^DyN$1FmJ<)IWg|RNM
zlYA(z&E{%}<{Al<dpy~IgXD2Z9E{lw8o%%+1DiRg<My6ouy7$p!OxW~io~J-hl+La
zyQv^T_3h`3<B#zr%1vu+vouDn?Xg*zDjEk$*f=cEi!tCmNvH|MdbTzmyaWQhr~El3
z1*rAleX@n0y==yyX$AUD^!9x4>LAL`WMeqTc0DLC5Nf(S**_g`BFKrrR0u54b4E^V
zf$^WP3Y0z|(L=>7X^#6D3EnV(U`D;5%ahjxZQt{M!cRUDb&8aKAm8&D1jUUEUsBrs
z0RT|_jtD{H+sDTrowh;-Trv`MKlf*C(V#3;HNrRw+e+7%l^$fbzyd%1A9|TB)4_|(
zr|?Ph%rfIHob@t`Ke-3sW#&@D|EsaHj*6;X+c>-`jhF}$qoSw?NJ!WF8VG`55z>u>
zghMw-h#*LVl!{1$bPQcXj}p=$HFOOz^mlL1`PO&db<SDq`%9LN%zpNMYCrdN{jNGP
zaL)39cMJTHcD|N(ioL(Q6ON=Z!`E&tdkyFA^7|*T6u%8^1ZES{CVma3j?BT>d6#|<
zBG1<#h4E0g+<}W~1KxCkDb}N%D0q|J9#7!4@jsqz8#MflfSDZ4<<)1aU~?jj7%u-Z
zd)(?V{qu6MHwOntA7~vwBx55c33?eYXlmoleit0}0&Z4DgL^j!Ku!2uaLNLZ!#^Nk
z;_Z!W9e`+D%}V~K*2PaI<6I<(N}G?Ah0n#OFtDzh{aU;+mIWsl8g)(FNXNE15JJ<0
z`3l>4jYQf7N^y>~^cgE7?=)~!nXu#RU+^eq+i-8AYLGPA_HnRi9aS}EaMV!0QF@Q-
zKwMz+y3g60|Iy`TTglGPpWi{qNKbESZYKSxlA{Iw?Dsgy-N1%`b8ygxOMRTwmv5|C
zQTTV4*S#+w@bJ5l;OAUa<7n^EK=<Tl&7exHdQ{DU()wEyEProe>kfH`@wCsdKh-81
zTUB66Wnc4(h&Ey6suYx`LsCZlWs>-4UXx25_}Aufz}xvm5U=K(xTW!kf)?@M7|9Zo
z6H4>;yrg0|mhl~JVo5iYGs3tJ)8}1!Cji8Sk5sq#1qCleYUKiS7{uESG>Ej3zg0Wr
zN8ZY`(w`@X(_i-?GW_r?1$Wx~ulS5H)VXS$oIlk!9zrc^X2qdPLd5~IQ$tY_oJ?Vu
zo(dn9D#>e>#MnBcUtFOkOMbVz;8*8T!Ox@};BTBGMIKPPIr_CT{mGKHt5n411NM5w
zv7Mz}=Z{ZJQppxm>Hp?RJCiI8#g2IVE|GYGk?}d+tj&lYlsY4__f<jtqnzQS@P_2X
z044XKSYXUCGki^?&-=<_2d-k?^)=rxE2woQH;Ky$^W@lEsHt0Ki&giE<;MqW<t~=E
z+MH5}A3W)<9gs2_BJ-N%Iww8^=SDgfjJHp@FOLz$IWJ-GNHu20;{_|zcJxkG!HNHD
zbF-~90-bkZhjyil2#CIGdW)BKeLw{Na!^ndbV~2n?q2@Frm;ygw40wKXQ6ZE471l{
zRW-pCOkdGKtU3n8*A7-=3B+l|iBj9UmtdAg_Ew`+?gr~!qdY>6LWnAM-{S81Nw~gg
z*crNtdh@(==@rF2k0}bhf{7$qDgNQkHY8Qfcq2Uj2N>v(*$NDF<(mU$|EzqhG%{JP
zfC2A)baWHA4rLV;k$XtW-1=d6V;;Ngwk5VyPEdexR}J+MRS>`TYT{ow@BO=(4hAGQ
zj6QvkU!^ETDO37)f6AkA+c_cF;kU5ZL;mnPfscWg<<x!8=DTjPSC%amrWQBIMdFrc
z+$W8B(HkB?Lz1HYBP{EOPsfKN_rq(}w<@t%^YJjoq?z8dO<$k;4}z?QjeD&N_O4aU
z5||E_%MS^ECcpap+YF(8n*?xQ>_S3OSd@DlXaINM;`0n!W#r|LUSMOZ%epEDb>`Mc
zt_gtZOo8X`lRh@6oH!oP@$ElrsCEkK-oELs>qU`0^z<yQK8X1C>ug^v4d!6pp+4aV
z+Y)=ha^aqZhKdC$zCNnTU=3GD4l1BPx?<+>Ixatkeu2=mq_F7k`4ZEj(?{Ppbp9Bp
zI#`><k?gs_<EeWK6W{kTKVdbuaIKRS#EFkmg7z`5BD+6mf5{TbqZX{3>$_N%UdCi$
z#Yt0f+IQ%<=SdRSv4p#4OH?1ab<`W#?|qPYOEnHhLg?X-!d{uQ2U|fhVI}s>f|4U2
z6t*^NTn?~5R9#JRHBR=s81ejV#!UJfD2-K8&DsKvCiNFLFP;=B4HYLYJtS_@UQ174
zSUyd1#KQYm*Tr-(l3DBnN8|m!=v`wU=*H-4CxNQSf;qC<QrhOLzN$ych$n^ia+BWN
z;Ha)(P3LH^fzItkk?WW>JL?H|%P*Z;&3Ecp^<L#Pv!*_qLtu9)Dd~T>Z8uqCt`V>k
zSd1bpa@=4+{9IE0*4<L1UVZ+!6;JU|l7RmD<bAyuQPH#xsWX=zUau+$^+&6OC_U=X
z)W@vA`*E*mN@jW>lVp{r>-H`KN+{tR&i!$QS9u_a`)&p53V*=8jHbgxlJ-=cAK0>$
z|GsE1LEM3jj!Qm&EOO&~_pyVAbn>YdhoeIDsKUc2Bjn83062G0lvr($(4W%?I-LA^
z^?5m(7iwvo6{gqWg%Vn!APpLe4vi(rzV-9wu5=s$ELgA4ESk1{@;+lPNQzM0$T2O^
zd{7q->PV0SqSz3BdC8le-$@EZqrT=E;ZA<tBdE)>6UXe?gmch~7xH$#n;N-D9P#Mo
zc6s+WURnSiKG+mN02{&T!(~}lO#Sh~uyvcB5892k&iGGx6iFU+E3von*~nn@Z42vT
zB%W^cZW6*lgVI+(nlYJXe<AA;)E3X-G#`RY*n+7)21F|A^Ko&V%-OpOqEJmLN#5cb
zl3I78d&ZG+2U>GJIO|lA``ipZv~r5L%6%G&7&A_!(d}@Kfiwi!2*t<vbacTnvmu;U
zaL=8V3y#)lzxY0XElSaS8je%p?QdnOEw@lPlhL<kJtrk!(3MM~*7@7a+C5dSxxl3?
zXwR2bMzSxi)J)o*EQh3Z)=Y0w6L|Kvtd?lUn4l1oIU3ap`(&MlY;z6w*2~gluO2Tm
zuy4LIw9<2kcdmHTZ9H+HVWIl%q{r40Lu0DN<H8O{ORTf_#^O^|F6EJ`J=ZcHd$T3J
zWK!g-Ojsl+V(F{5mjArB@#4Xs-bqod-^D&@a*mZ~u5SdHhZY;>+F2e4?G*mXC9l1b
zk1Ed4sJiH-A4iEMbZlwbCO+@vv{WAg6+r0tJCF@@q}g^XC1FZe2~26<R95i1?$eE0
zLQb#}QGh_ngw^oaw+-!Yvr59s!&3tb)cZO1oB>N#d%+K^9nWUiqja}7IV<~P9=e$%
z6GYs#`Sr{0^XDqkoLdjNc&RC;bkyIWw92(I-aS*|Prpa*mF4!F7Y~-g%35De4Xtd`
zE=Uwb<yz}IZtq3e?&cnYSGAC7!{V9_982rxE<skQ1mOW*+2Y=_Cv04Zm7PY$1W)lu
zOWY+#XL=aB@wk|WJYUdvH_D?JPO%A?6ld*9Zd~iFC}XYjD7Fv_rmPs~6~(7nCXQFI
zET8;^s=2S?de`93FXS8%z6j6`Cp$V$!CmD-<J)fCW?*Mt)Q2~{??5S1$%N5mfV#^C
z_?lMtW<6(V&%r6D#sYmk?fVY1qt~Aunp)_C&`@KwQ*G1e+-k;O@eXdC9%}eZkpkaY
zZAEgOgJT57(?VZkGQ#;0gk?gMdsD9Qk09KI3GyxcxZhvP8BonSkubCQOihbYd(kSe
z9Ns|iL#-4aq5getGe}o&l)?APy>WaJyKUAm|KVWsUc@e(XRY;Q=6WA18|7}}YM)X`
z+<#l1CvLIi%1=k*T74&?B?j)_$>mq;AN37?Y~seg7cb##8Ax2Sy+%~-gzvr$(!X*x
zvoE53O*>DuaF^oBSwTE{anCjSdl#>XJs3m=wlf}Uni0A_xn##w9fvo+LUl5<Y?W#;
zp0-Y>v6o*ptkM@b+&p}{Rp?#ng8(L%m8=--T$UIdWuM!-INthmS28FhN>W8c(!O;6
zsj`XwekC(>$dGc0SU4!dqbuo8gLqB^Us3N(6vB&zvV$T8pB~kl$DjYc6*pUbLx?ur
zwqra#!0}aA7%^sF)ulnt32Zj7{0Sm`-|(8~AFwhpIEs9uT2R6!2F$2Qti3vG!#qQ;
z1@?w46Rc{bMA)QuUSHzV1-pLqL|t^>RbPKsy_ug{?Q?3M&s7f84dvLKJ~?@RtwP_Q
z#ttRY?`(5ZXm5+G<>iz(&pIjG&3r$Oh<rFMzr>|D`?zmI3ft5=l2c>na@6PhQLGEJ
z?ysRoJQ$oNybw=D7hoj9veK|a3G>X1P4$(z8r@fY|DrTi?mY!e(Xp1OpHEEq9abAX
zHEb>J7vqs$zdjn<=V~LAB>HZ=hgwVN+RIPBTXy57_pr8TZEJ!-DyPVSh85>}Wi9Vo
zs4x}hQdWOHbqi9JYaZl>(m`)2FWa96?-S9TOE6d1F0BkIp9xpWyPEMPNcW)Lm+0J%
z+T)0gH^b-PQ`TLO!S8kbwOP;Rda)uQhvo26t&~@?3fC2mk9Jsf6Gr6AH&U;8x@wDA
zFfAUS!ZDoA#{<0+qC_I)uD&~h+B$pro<RGYTk~XWeE*qnma3^UGse2$$At;(*Iojz
zH(AjVV1_XI+r;$Y`$)eUO<_(>cRHs0G12Es>V>kq<Xu-d-f;i;3(PC**Ev#uYDqj?
z?1|WQ*l`yF3F$@0pCxL9ke|sp`U5ImBo0$vDhy0QMbGEM8j+!s^;Ah@LHn4Pq)&Y7
z$6L!p^v_2#j{f?S$%Dtnn8r3c!QEj=H<`N^C6CMtY*lUBaSi5r4p9{Bo7O|3a}3i5
z1Cbmcu@rD-CN<nxVlMV?A%SCAuostbu}D2Oe<P*&ndRbFxo6+_+iYm4U#t(BIp+tI
zEHns!-QIC?2Tg>7wymwFkyzVA&HD-_$A#9*J<0u~`cg-=fshI6Mz<mkndi_Y`?p2T
z7_zu`2vL-2Pev0u_w~M!VJf<LXxtQT>TGYyM;?YYz!66=e%C&IM7PY6MnZqUv3)W0
zX>LDlQ8EiU=<}Y#O!VM%7_52HcJK5wa4#CS-mptvdJk=c>J_5lIt;ml#WG{DL*s9q
zs-hBuW4<&^B=H74njkvp4eoVi?f2$n;di_B1Lse+*N!IOH_<{guch1w_mx@IWP877
zm%BIY5_ew+sLCOH;+Fx#(|xi|SmPj)r&cpWG<}ACee!Z)5I4rnvrsD`RDEHg03&h*
zw;1el`|d~mhLETwo_NhijV*H?d3K6HgRBopD)a_<vyE?oL5BY_@8`eTH-jRceam5Q
znq;QCb-nb81^TtZnX~3u$N8}L4WTETMzMMXCoe4@P7fRrKiIYdw~>qEvZ`o2PfMWz
z{?tLytR?Y->vNZFJtygP@x`r+BXY2Y4{+Cc)QyUHwZa5ydAN$t{Pg`$ltDQ8=abp<
zBKM|T^4VgiU}RKaUHxX8E=Y0D3@5;lXB-~p53{?GzF;mZGRJ(c-?~<r?BaoB;OsAo
zYjC|nvWn+niu?W;o7z@+x)v&^juknC!f2T{6gENiHd)8{l~L4HZmtr@*;7doN{9}<
z>{fo*=f>_T=?^D>Tk-a&r#tc{>syx-kjdhYpq0=KYV*T0ZZ3z!piUCreVs8bs}2K-
zz*NFi!<15HKiYe$%3yVaQcRwlD9XO51v3S;Q*llYUnOtyRD|%6mYoWbGZ>paftazl
z5+36}MTEEuMji)FKT=h0_KefRbA5FcX;^6G9@nwpHH_E@ZXpSrIo0fJPgA$R_f|<a
zW9;kUNPTt^hN0j3a*h^}!zirC-~|_q@4E^H#dS43EBlzBmw%Y<l&kK2?41f)=`{Q!
zdY)Avt)L%KDo<5)kLV8Q3Gx=8z0qNfB`X8P@#jBhb~b{yrQ?0x;TvcDascW!DwBuv
z4k!6jn3jF(R)skiKs#7`ONsY~x@|*HfUfli{<wU%>~P_ra(lVFV*h1r)-Pm(`NQ)E
zs}uRlXkFo*%g^ta7M>JVM_AHVpN5i4-Sk-=^=v~0qv-r!dkWQg#9k;zSKNf2t9|_3
zH<#aQuz~T{-7mwHEO%f&kMwudpE>J1CyRj>OsSM;B@7I0*g>^uTHJfy#!hzCTMYks
zefGq-Ak~k~h-c4q1!GKy_0-)RB&y^NSV(RvID}AAo)&+sHE)#RT`PaB&BM#)T9Zd@
zT@Q+%S>5D}(QT#c@}m@s&O&p=DzL_hXfjF(OKZCAkhH7?qZH4RzqYWI@7|Eu7JuJ8
zbP6j-I+)+*!b8`qRJ(eT6mIKP-x~j49fJZuJ<1%7onXEvVpGt)_<`llemtq6L2)X-
znqyZe3zt|6%qZB9PB!@^kr+Q;sma+;HTpWMz2$yJQ9cC<wjNYKFi8sIF^l~(Wr3F6
ze2DY#e0pA6uK3QbJ@fAQo)tQ%2#Z)S+6r%lM>XHb9-C)*j+}MQ4c{M<eo%YFm2os*
zf^j<;`u~IEMPiN)RK>yh9fy8Au*NC_LK56tXVs7*FYZs8$dXREV!~2kecmUF>Mh^=
z@eA3c4TX2so1<MnX_8aSKHATnphRT^?+PBcA3=2M`PR3Nfs#ah6s>)U#W_g7JNa<q
z#0j^SRz%-#q^Pj*WtcN4qU5HC!dt3WWZ{V8eBEp(I}dqe?ot_aSw?V5BT8of#Y|PD
z%*U4P`Yp<g2B*1zTe)=h?oAU+tXS+q-FWM{t{b1DQshk4A`F8TueDI8qkJAIlNe$(
zq@^{yWF8BqNN|j!s1`*<Z{L@}P9$R7XaX|}rBu+!-o%8)j%h)gQhn4X{_vQ(Et^0<
zPcGxc$Lrr67fkl^azMn*J$21&Yx2Z!M+-6G2kgrQUheli$av5nR~pmfr<_0i{rvHB
zsBD6GezUv_#-YsD&ek_NTUS$->R~OeQ~b2^7Jk`y&7J+J(T#~i-#t{->~5^lcBOH>
z^6aTw>34k1R;=7y$3>1UVa+#$W-_AsvAH?Q6-k$RQ1dfllMj)Rd0t(Xb+4qJcl63`
z)C9Kfluk8Qkbjx(>PA&%3=4;N{fBjdOv!=|?J=>}?fdr!a0^(+Ts-f`eG))z^x2!E
zoP!sWzkUAJVfI{}etfV&?1+3jw&P;_YT>Psp$`w#uL#}5#IQJuA;^pz?R6&tr*1YU
zT3%Qpl4{$J`G(%mZRyJ0UV)mV^!4su3yLZ`oh&z^pRn>&L4a*3*90HOsWXeYk3$-v
z(0Hly8O@R7mbQUqP#B78XL$I1!v(7mr4{vBkuai`R-lw8;GCg<=87xrE@2BJfdYs_
zpMpN@f_*>b-l1H#J&Y>WWnjK8Q430fetYvo{`v*6qTtUhpGB)u8VoL8yj;VmQ|4=%
zto}mi)Sc6-0z%?V;)lb8@{Lw?@8@-@PCZWs$crpj1WePOhsGvOQ?Ow>)1?$M4)#u*
zF-{!bTA>wZy_I=!$usF^?uQ&j;puZ4%b`0z<q^|>$g^-^r!sTbbH}qq+{7=`{&;UO
z#&u#ar@3-JB$O@lp>`{Bo2AMV##<)#)i~Lyj||Z1$fxiIzJn6cHw)ui{!oF<lgkSx
zkKUX3t8rtubd7iWJwxb>;Q21DOs3U~s~co7?--d%(cAGPZLvJT)Tg+GEB<(?6y(UV
z?WaI-sYmzn;fZJ6EG0ukG7;&f+oB@UHx<tEXuOtT3*svT+70mHxGbymLzjx~1)XIQ
z5It^Ve(d|96ZU9RzE1uiQDn>bC-bYJx&Dyiy2WjZLkem8^X<_kyn!=3UXSMcU8}-C
zrI8uRY3yLl5_3H*-P!hSaK9h)1G8Z@s#R*;PIvYY%@6Gx6505WlflgHkMHHSHp!&7
z;(JJw$9NcuM5_{GKfa)NXYU>Q{lopC)tn=>^F!%>eTYQdgeiS5zb!Li*Jd=eJt~|G
z-v>*rmkylN(%bQBUT}!!>Pb}BsFXbL<A>VShF>o-XnuapnR>DPxY)8+DDS5JL?hqV
zE`}ZHjh6>S8+KxS8O)z*w0v|kE+@_KI1{#Vr4C7)sgLL7T!?VJXA(ZpqTrO)QK`#G
z$@D<yudl5xp&-HlIoEdu>}wfSTLx>gFolPCmsL7`J1>Q<b$Fsi?1%V7^9Ti6dL$TE
z*XO6tG=1<ODSGaji#ZytgQ;nvV$$bW2+Zbr^O=1ndY(ekXbbEAtI6QiQO>C9UwZ@F
z!mC6|T;lYan%Mha`nriZH=Xxg;!$+OohPP(`h|mzSJ?t2&qfq#o6|z&xV|(v{3y2I
zEoJJ<kU!+uN-Z~B7evbZK%#Wn`|^oV?gXOUD)JK(LqIaE!uwMp{5lNpD;s#{)>^UL
zr)^mt$g>L`Bj$@%Ckl9y8f=$r>CY-Zu89uiYYdO%`<NL=&#PZ+V8>ZuE6KT}ts-S9
zq%Kpe`fZ1-Q!+Duw@K!qj7Y1x$#{jr*0Oz<{Wa5Ho6N&?$cS<_x6H!3v`N+<!-^aU
z<ZmmG`}ou<MOt(2>LsqY=A+hkn1gR<lVIL;d!50)O{kmii`$oo*qmUaKA^vGCyAU#
za9Uit7$u+LagApoXiUFY$z5yz$9CakEN?GCfmk-JyJ;O*(tVbr4PNj9cD(La<mAU~
zx}4x2lL)A3P&e_OI@3wjDRW)^V&R1dP+fLXb;)qaPd)l|u~?h?Dqn1y4aM9T4G-l-
z%KE|pwomaBNow*S7x2}6^z3<k?wbB&6h2Hl0S7;I<e(p*iGl=mP(lr9^<FOtL*K)}
zr1xtXy|y24SMA8~DN{W`%)5n9^C#3#Ww|ns^B*$-376sz`BYb(UC}yZsvg)bG+W!b
zH@O}@*b?tKQ9ouq-YbBjZlO-)OIL7wi3+28tw$zuwT<0}y|BOH^_NAk#$Bl6Y2s?V
zQdoV`=m|A58=t_huayd+0+;sK;z++5-DSU6zv>t*AYb+U?)hpS8gpOTSly(8ylzGw
zDh?{<#Hjca!W?VEwb-<SRcpQjdiUE|pJ3ji$oD;|M{DgiB9<q_CK`C5?`Fx#(JYzP
zr0Vg8wN^r~U(DQ~oPahyBHm>?0j9y~t0e9y_di_z7?LU$t~|a%TRr*&OW+PJ3pz$T
zI%c-{67AV!(U;r*@)@I2-$Ia-xzZ*F7F8O?oU=W!;TSvY`<USFJCQW}O<%{ulYqwj
z>Z|D8F1Owjuw&Nl?Vh%)wBB>-=q(Y~MstbvV2&^eR|OB=Pg=?`D`AydEd+$lc;Q@$
zQA9<{D)8?uq@-eX>n!@>aVqd_i?)d>qh>=LX_7ccuDYeY{y5rz=G&<P;U}slJd@bp
zc&ptRzU@EXTb9iB%JhTHd;{Ep_24DN!<mD^gd5qMc5PwTttk0>l5PR?sgH)~Uc|kP
zqGm~Tqp<#yFHHXk&XGIuic%Cb3eh}02l}%+e(MJA8nkil(epbKZsRDcUa8H(j-2gt
zHV@wj->VkpeItB$LN4~iB-1l7E27V-Y4_VFRx=J}P!GOYS`oGcPo5MqK7;tKaQQe%
zIq+H`{37tW104J72tg%FtpUu?L}2UA^yRW`4cnstIgS=HhKeO(3P5nc5J0e2e_GLM
zv9LEm){#pM6j>FQoO((loSrK&9y@z1Tsh*2vXZok()BA!S2}Q-!5GOFbHi}uG8ZjZ
zEm<Xh0^tK?y<MGxwV`zdM3$U_UPqsQETGw|!Q6Ux0J|_DzO+-=Z_o%l*~Zl$-p$)T
z%=s{`FZp^_hy3x0R`0?zGk)?ivl(6uijH?Eugn?NLXVejR5Wha>^rpMaOQld!<e$Y
zJ&oX)hej@KL1?pzui3pnH_qpmb`Ub@GnAL1ruTn!TY&W^LY%_t&U_9U>b7~VyLLcK
zg<2>iws2z>_>khq!A6dIF0hgTV54ATbE{X=o`nSX{0Qx75B_Ni_~=s;!BR$$gOCa7
z47zo`@%tF_D|@bcvF2||JGEq=D?K0f#0s3~4|2C)@Et_GkdNC$&3$ms`sq}e&?}6y
zr#-^$9_`vDx#3G;+?UGc(0%T%=|~iyeEi68x{QM646n&(#{mFq%Q`=d5$e@I)BYpz
z0O8Og;K(2r>=q^(IEY9j16&%(e<e{VsmOh(15VAQ<G>2X{3T>~<NsA>Z3#<wIx0X4
z2?UTtV&x2;QJMMf|AdG7d)-rHR%Ao-v`$By2oM-WQLC$SVPGEaREz&nuyuNQk;&J(
zb9di1-hF)4R}1|wSjrSlu-m>V;H3Rv!}NEk)0cm(`8jr?=P>LZJ*I%56#U|XkWN3H
zzg0Vq$76v&Caa)eCzcQw*9KJBd6#ws(-dFjvi-`JhS4i0XIU1Pw)_EZL}$@0hv)y9
z%w((`fdC2q7c8lKv|?|qwGBx3z?lpKtk??RM7v&Y0N!_~4p7ku(;LBd|0azBI6@U;
z_mZvRA#z#G;57vJlDvflH^8Zd85tSZ=X-+<TO&iFqbdG`VVIVd)<J+s2Gt^S#;p<O
zn+Pf&%I%YY60_OVA!QJGb$Pk!P?An!{RD#C21>snkjm$3kVomU2{00fKQRrJM3{+}
z5<bGd^j}hzknPI<1s&09{ana0r5F1h%McQoG`+l;M$ZK~N>5Z(DL(!N_^N%Zt-TGn
zvU%6ao^{>a!9`|CmuLuRh_~sg_vHXIy`*G9LBXvJd+Se$axZscy1ypM4zHur9!iA`
z47A`tEeo8~S(reK(EI#KYT)bbH)rSO&Th^|ojTQ-en^h~`p-|V^QXnSaTm@SKT%gF
z#>ANeO_zNbkiq{F81;$@80q&}9gk-804Klv?LR&q>&9-|g-aIPmpARg)oW(N*Z@-L
zQdZP&-u!<}otirHZ;n%kvdh6pOaN3pSr-QilVCnX`0on?g{@tNjuDV~rNb8k1d^{Q
za;qia4YMenq6a)XB@K;1wFfEWcr?Jr<RRn)c{C7HbM)xZ@5yrKSb-J2V26PmCS{;(
zO+(7S7pOS?GZqIqIUWO?ZZiB8e4fW`&%teb>KyLOpuEB+e_CedB%~6hKokcOfs(6#
z-=bne8S<|dO1&iRdQM&buhA_%UCEC1=}H*@*Chk2`DGE2nDlfGc7-?@YwO$;IRX^~
z%NRj61BCjBBycxO1hGoAfDB<}V`B;=6*`boA`X-fZyz7WvRlDOZ+3)9-eG$xsvkJ$
zIB^0E$QL+oR;-62&1z_9K&UI_FeGdx58L>0D|-YS0g!0<jszn;ef`pz&jE3}4TaKI
zcVoiC!&hLg`c0}v{zSrAoVP5p%jP)fp3Uj{cAG)f7)jw63fh1e1&1+Da`9&&_RSp~
zf+R>H19Gv@rQR(KW0(NP)(9Z@K=^KK*A>TZ_<fdvtP%rVh7J)>#~vyH%Jp#2{+vn`
zAM&i|lqMZLRw2Vltg2{m5oV9f-vImIh=>SAz^XMOsv%FR*inC}urin3#bPp@FJHdg
zQhcm+n~ifLH8oWSipKJB!ax2usind%eT^GJi%0-M=}>YC7Yp|~O505YGLAk$7okdY
z-DHGP|F7Pv0|5Y$8w2#Ue6^7&fx9&cqLJErwcXpH6{Nt?MZx^Q6{Tqx<9CC=3R0m9
z{QO;uTiHFPhC?ORI~DVnq@++`&E3<|oa*h<e($*c4frDQEMkj?2FV5Dby|M`6>t3P
zEActFA9%=2Fa{4W+%~g?(W*p<(};jit>UE)V*s-rDRr<KteT~abSuRu{7H!Okb)K=
zu^a&nUhPH`{#O&mKo+oWW1^KbZEvPoW&iZa6Y<BPz1MHtn1GxWgy>_s!E`A>2Ewl(
zv~950SGQaAC;c!m(f5cG!LSPc>`Hcc1{ovJpXgenZemAA!4U31iy7{CfANk3;Fw7n
zgsm=A?X6J*!_G987SU1t(mvcd2XK?mmZO#CgGKLPSaw41N5VK9%EWU%k78^yU~Kp@
zSyWpT^Sd9oC`NTHoKc-S`LD8&8~eoq?!-D25pedZfcLkywg!r55`YqK+t~>MGsTWI
zzuz3;@WNAzfm9t%`T+79>wyqn^&RY;#rg>R2evz`=}m-#(ZgML@s;W$LsoUPB<stg
ziQ(aAK<t%N{e(+Uklre=07M)$jv7_=EV_oU`Xjt|NGtf-{w~`?nX;!9hYJP}QdnHv
zf}J>w#SpgpPN^I?(B@#4D`O!Y<_&z<_sf^dicyo+h;3VHfBiH#P0^CDMAfznjkbXW
zb-+NCltIAsS=N<h$cJI)<^6HztfQ8!ETvKYZjMGkL+5m)K%zW|8<0@8DtlPYRSQj(
zV)rYkv2`s863#?eh~5MSuG`46emWT$_Ft{9;+h}sgW~7)y#V^v*_1>iR1ZJ%6au;c
zpUj%w!4GjPDrUzOA3Zt|5)$&#$pVM4=wW4bgl8E8Jk3$JT`p>RP92zD61dy-v&+{W
zAgLCxnVK0az6t0i#Mh38fVC|fllJt~)HiUSMXMws+Y4F@s0uHL!2mo|GlVS20@Z(Z
zq(TgWCoX$>dJfriJ!H)+Gl^gL-5s*44xB0v51b_r_t55ou>^a|yLXSexw$29V749Y
zLPEEkLEnMUnd@*k9FhbQt5r+gz3l){MQEeSk31tkgw-z%p-VIwJ*K~7TfXUdrpT?O
zg2)~r9`eFP(}1WjNiK@J5zyH$AaTLDtiY&Hui>qzd+^@0P!%stU2eg4$bD8`nCWQY
z*8rLEClT(OxVp`0v3}enK*l!?mNawqd{X2rmD%ff0;g$YkX4yBSp-?6|9|<2e_y$g
h1CjssAGZ!kwa(9NkZQM9Ks+Rg>^+6M*|&AP{s(Vv%Q64}

literal 0
HcmV?d00001

diff --git a/doc/LectureNotes/week37.ipynb b/doc/LectureNotes/week37.ipynb
index c24beccbd..2281efc10 100644
--- a/doc/LectureNotes/week37.ipynb
+++ b/doc/LectureNotes/week37.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "7c0ddab1",
+   "id": "1abc3180",
    "metadata": {
     "editable": true
    },
@@ -14,7 +14,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6c033bf4",
+   "id": "c1daea13",
    "metadata": {
     "editable": true
    },
@@ -29,7 +29,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e4cd5fa1",
+   "id": "44f3b13a",
    "metadata": {
     "editable": true
    },
@@ -59,7 +59,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "bf80a276",
+   "id": "9bfba57b",
    "metadata": {
     "editable": true
    },
@@ -81,7 +81,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "0e1f0a90",
+   "id": "bb5184fb",
    "metadata": {
     "editable": true
    },
@@ -91,7 +91,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "1b290d64",
+   "id": "fe16ef77",
    "metadata": {
     "editable": true
    },
@@ -114,7 +114,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ceed3a82",
+   "id": "16407da5",
    "metadata": {
     "editable": true
    },
@@ -126,7 +126,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "1d7e8f98",
+   "id": "7259f755",
    "metadata": {
     "editable": true
    },
@@ -139,7 +139,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "58722d7d",
+   "id": "8197a563",
    "metadata": {
     "editable": true
    },
@@ -151,7 +151,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "45120edc",
+   "id": "55178ede",
    "metadata": {
     "editable": true
    },
@@ -163,7 +163,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "4f3b680a",
+   "id": "8df6cfdc",
    "metadata": {
     "editable": true
    },
@@ -175,7 +175,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "08489797",
+   "id": "725df6b0",
    "metadata": {
     "editable": true
    },
@@ -186,7 +186,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a1c81f06",
+   "id": "32b0c74a",
    "metadata": {
     "editable": true
    },
@@ -198,7 +198,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "4e092776",
+   "id": "40512d38",
    "metadata": {
     "editable": true
    },
@@ -209,7 +209,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "79e5358a",
+   "id": "1867bac9",
    "metadata": {
     "editable": true
    },
@@ -221,7 +221,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e5a4f865",
+   "id": "d5d17026",
    "metadata": {
     "editable": true
    },
@@ -231,7 +231,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "10b81ba7",
+   "id": "70980886",
    "metadata": {
     "editable": true
    },
@@ -262,7 +262,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "3349cb27",
+   "id": "e2f951bb",
    "metadata": {
     "editable": true
    },
@@ -274,7 +274,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "0fd1502e",
+   "id": "85dbdab8",
    "metadata": {
     "editable": true
    },
@@ -286,7 +286,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "43cba0e8",
+   "id": "bcfb3f71",
    "metadata": {
     "editable": true
    },
@@ -296,7 +296,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d6f4e7dc",
+   "id": "e59b8708",
    "metadata": {
     "editable": true
    },
@@ -308,7 +308,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "50c2d673",
+   "id": "80d942c3",
    "metadata": {
     "editable": true
    },
@@ -318,7 +318,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "30315a10",
+   "id": "45e5df6c",
    "metadata": {
     "editable": true
    },
@@ -330,7 +330,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "fd8cdf51",
+   "id": "0f759ec1",
    "metadata": {
     "editable": true
    },
@@ -340,7 +340,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "7323296b",
+   "id": "18e4dc4b",
    "metadata": {
     "editable": true
    },
@@ -352,7 +352,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e21334ab",
+   "id": "b50c9cf8",
    "metadata": {
     "editable": true
    },
@@ -362,7 +362,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "82974124",
+   "id": "9c043888",
    "metadata": {
     "editable": true
    },
@@ -382,7 +382,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e053e43c",
+   "id": "936f4f77",
    "metadata": {
     "editable": true
    },
@@ -394,7 +394,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "94098e13",
+   "id": "306274ee",
    "metadata": {
     "editable": true
    },
@@ -404,7 +404,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "27625b1f",
+   "id": "581c5f93",
    "metadata": {
     "editable": true
    },
@@ -416,7 +416,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "8f3cc8b4",
+   "id": "40a1da92",
    "metadata": {
     "editable": true
    },
@@ -428,7 +428,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d7d5464d",
+   "id": "f030b59d",
    "metadata": {
     "editable": true
    },
@@ -440,7 +440,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c292afee",
+   "id": "1f7cab98",
    "metadata": {
     "editable": true
    },
@@ -452,7 +452,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "cdbbd444",
+   "id": "e1446472",
    "metadata": {
     "editable": true
    },
@@ -464,7 +464,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "100a8014",
+   "id": "92ddfccf",
    "metadata": {
     "editable": true
    },
@@ -476,7 +476,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d2e40c4d",
+   "id": "e91caeaf",
    "metadata": {
     "editable": true
    },
@@ -488,7 +488,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "1e48456e",
+   "id": "5c78d187",
    "metadata": {
     "editable": true
    },
@@ -500,7 +500,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "38ced5b6",
+   "id": "ed3da21c",
    "metadata": {
     "editable": true
    },
@@ -510,7 +510,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "1163c07b",
+   "id": "3e1b1c5b",
    "metadata": {
     "editable": true
    },
@@ -522,7 +522,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "becc087f",
+   "id": "e78923b1",
    "metadata": {
     "editable": true
    },
@@ -532,7 +532,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "5ca2b09d",
+   "id": "e1b17e7e",
    "metadata": {
     "editable": true
    },
@@ -551,7 +551,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6572c77d",
+   "id": "77ece18e",
    "metadata": {
     "editable": true
    },
@@ -572,7 +572,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "2a3f65e5",
+   "id": "d327d5a7",
    "metadata": {
     "editable": true
    },
@@ -584,7 +584,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "2d264f77",
+   "id": "7102a93d",
    "metadata": {
     "editable": true
    },
@@ -595,7 +595,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "06b8a13c",
+   "id": "27bfcb69",
    "metadata": {
     "editable": true
    },
@@ -608,7 +608,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6d958ed3",
+   "id": "6278ac53",
    "metadata": {
     "editable": true
    },
@@ -620,7 +620,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6330f3f2",
+   "id": "3897e162",
    "metadata": {
     "editable": true
    },
@@ -630,7 +630,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ed6a9f67",
+   "id": "6e3ff648",
    "metadata": {
     "editable": true
    },
@@ -642,7 +642,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "de42ab8a",
+   "id": "176c5f9e",
    "metadata": {
     "editable": true
    },
@@ -652,7 +652,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "4f36b126",
+   "id": "c5af703d",
    "metadata": {
     "editable": true
    },
@@ -664,7 +664,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "0a7eef00",
+   "id": "948dd53c",
    "metadata": {
     "editable": true
    },
@@ -674,7 +674,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "29940f94",
+   "id": "7ebb1faf",
    "metadata": {
     "editable": true
    },
@@ -688,7 +688,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f2204679",
+   "id": "91c5fa5e",
    "metadata": {
     "editable": true
    },
@@ -700,7 +700,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d3f4597f",
+   "id": "e0a0244b",
    "metadata": {
     "editable": true
    },
@@ -710,7 +710,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c9e9ca01",
+   "id": "7db46562",
    "metadata": {
     "editable": true
    },
@@ -722,7 +722,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "1c3062b6",
+   "id": "dfd3b2a2",
    "metadata": {
     "editable": true
    },
@@ -732,7 +732,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b455f707",
+   "id": "0a8c059c",
    "metadata": {
     "editable": true
    },
@@ -744,7 +744,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "5ac8fdd3",
+   "id": "197c21a0",
    "metadata": {
     "editable": true
    },
@@ -754,7 +754,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "827927db",
+   "id": "f99f268e",
    "metadata": {
     "editable": true
    },
@@ -766,7 +766,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "0c740a13",
+   "id": "6a8b2738",
    "metadata": {
     "editable": true
    },
@@ -776,7 +776,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a855fc3c",
+   "id": "3451f8f0",
    "metadata": {
     "editable": true
    },
@@ -792,7 +792,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9dda8b9e",
+   "id": "2cceee67",
    "metadata": {
     "editable": true
    },
@@ -804,7 +804,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d160205c",
+   "id": "35f4e8bb",
    "metadata": {
     "editable": true
    },
@@ -814,7 +814,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "1b7501a6",
+   "id": "21b8abf8",
    "metadata": {
     "editable": true
    },
@@ -826,7 +826,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d75a8c65",
+   "id": "67804133",
    "metadata": {
     "editable": true
    },
@@ -839,7 +839,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c9f718df",
+   "id": "475b65d6",
    "metadata": {
     "editable": true
    },
@@ -851,7 +851,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b07b6425",
+   "id": "7e68e582",
    "metadata": {
     "editable": true
    },
@@ -861,7 +861,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "215a8730",
+   "id": "7798cead",
    "metadata": {
     "editable": true
    },
@@ -873,7 +873,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "7013d0f0",
+   "id": "06b5fc3f",
    "metadata": {
     "editable": true
    },
@@ -883,7 +883,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d56b4ce0",
+   "id": "997f8e5d",
    "metadata": {
     "editable": true
    },
@@ -895,7 +895,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f9c6b14d",
+   "id": "9fec2088",
    "metadata": {
     "editable": true
    },
@@ -907,7 +907,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "0bde16cb",
+   "id": "af56a994",
    "metadata": {
     "editable": true
    },
@@ -917,7 +917,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "0a2869fc",
+   "id": "d50d4218",
    "metadata": {
     "editable": true
    },
@@ -929,7 +929,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "75b83b9b",
+   "id": "edbfbb74",
    "metadata": {
     "editable": true
    },
@@ -941,19 +941,19 @@
   },
   {
    "cell_type": "markdown",
-   "id": "1e76d916",
+   "id": "684bbebb",
    "metadata": {
     "editable": true
    },
    "source": [
     "$$\n",
-    "C(\\boldsymbol{\\beta}=\\frac{\\vert\\vert (\\boldsymbol{y}-\\boldsymbol{X}\\boldsymbol{\\beta})\\vert\\vert_2^2}{2\\sigma^2}+\\frac{1}{\\tau}\\vert\\vert\\boldsymbol{\\beta}\\vert\\vert_1,\n",
+    "C(\\boldsymbol{\\beta})=\\frac{\\vert\\vert (\\boldsymbol{y}-\\boldsymbol{X}\\boldsymbol{\\beta})\\vert\\vert_2^2}{2\\sigma^2}+\\frac{1}{\\tau}\\vert\\vert\\boldsymbol{\\beta}\\vert\\vert_1,\n",
     "$$"
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "09dfe26d",
+   "id": "42ad509f",
    "metadata": {
     "editable": true
    },
@@ -963,19 +963,19 @@
   },
   {
    "cell_type": "markdown",
-   "id": "4037962f",
+   "id": "75efa6c7",
    "metadata": {
     "editable": true
    },
    "source": [
     "$$\n",
-    "C(\\boldsymbol{\\beta}=\\frac{\\vert\\vert (\\boldsymbol{y}-\\boldsymbol{X}\\boldsymbol{\\beta})\\vert\\vert_2^2}{2\\sigma^2}+\\lambda\\vert\\vert\\boldsymbol{\\beta}\\vert\\vert_1,\n",
+    "C(\\boldsymbol{\\beta})=\\frac{\\vert\\vert (\\boldsymbol{y}-\\boldsymbol{X}\\boldsymbol{\\beta})\\vert\\vert_2^2}{2\\sigma^2}+\\lambda\\vert\\vert\\boldsymbol{\\beta}\\vert\\vert_1,\n",
     "$$"
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "39a85ba0",
+   "id": "b88067e5",
    "metadata": {
     "editable": true
    },
@@ -985,7 +985,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b263a1fe",
+   "id": "2223ad59",
    "metadata": {
     "editable": true
    },
@@ -1004,7 +1004,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "41730165",
+   "id": "adf4f844",
    "metadata": {
     "editable": true
    },
@@ -1032,7 +1032,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "4076cee3",
+   "id": "eeacc972",
    "metadata": {
     "editable": true
    },
@@ -1058,7 +1058,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "11139cb3",
+   "id": "b162fc53",
    "metadata": {
     "editable": true
    },
@@ -1075,7 +1075,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b2bead9b",
+   "id": "d70c98f7",
    "metadata": {
     "editable": true
    },
@@ -1095,7 +1095,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "8df8364e",
+   "id": "220b6410",
    "metadata": {
     "editable": true
    },
@@ -1124,7 +1124,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6b5273f1",
+   "id": "68efa94d",
    "metadata": {
     "editable": true
    },
@@ -1149,7 +1149,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a260b371",
+   "id": "0c144baa",
    "metadata": {
     "editable": true
    },
@@ -1169,7 +1169,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "2ff1e63c",
+   "id": "3dbef469",
    "metadata": {
     "editable": true
    },
@@ -1181,7 +1181,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ab4b2e8c",
+   "id": "27061345",
    "metadata": {
     "editable": true
    },
@@ -1191,7 +1191,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "85b6fb62",
+   "id": "bc270a26",
    "metadata": {
     "editable": true
    },
@@ -1206,7 +1206,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "42449344",
+   "id": "4075e050",
    "metadata": {
     "editable": true
    },
@@ -1219,7 +1219,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "35e4f511",
+   "id": "19dd4b96",
    "metadata": {
     "editable": true
    },
@@ -1232,7 +1232,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c787234f",
+   "id": "f0fa1bc0",
    "metadata": {
     "editable": true
    },
@@ -1244,7 +1244,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "183711dc",
+   "id": "8ea697af",
    "metadata": {
     "editable": true
    },
@@ -1257,7 +1257,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "2351078d",
+   "id": "6074b0df",
    "metadata": {
     "editable": true
    },
@@ -1268,7 +1268,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "408ba3b5",
+   "id": "17890a02",
    "metadata": {
     "editable": true
    },
@@ -1282,7 +1282,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "3ea79849",
+   "id": "86770121",
    "metadata": {
     "editable": true
    },
@@ -1292,7 +1292,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "69439aad",
+   "id": "7447aaee",
    "metadata": {
     "editable": true
    },
@@ -1306,7 +1306,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e6c29fd8",
+   "id": "1a065454",
    "metadata": {
     "editable": true
    },
@@ -1319,7 +1319,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "4bb52549",
+   "id": "299e45c4",
    "metadata": {
     "editable": true
    },
@@ -1332,7 +1332,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "3430d548",
+   "id": "2e27eb1c",
    "metadata": {
     "editable": true
    },
@@ -1342,7 +1342,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9ba636b3",
+   "id": "757e0395",
    "metadata": {
     "editable": true
    },
@@ -1355,7 +1355,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "cb19e98f",
+   "id": "821b4888",
    "metadata": {
     "editable": true
    },
@@ -1365,7 +1365,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "3cc840d7",
+   "id": "1f66e8c1",
    "metadata": {
     "editable": true
    },
@@ -1378,7 +1378,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a5062213",
+   "id": "794b99f5",
    "metadata": {
     "editable": true
    },
@@ -1390,7 +1390,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "8d555244",
+   "id": "a7703593",
    "metadata": {
     "editable": true
    },
@@ -1409,7 +1409,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c4356604",
+   "id": "4d4c2830",
    "metadata": {
     "editable": true
    },
@@ -1422,7 +1422,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "09dc08a1",
+   "id": "08f438fa",
    "metadata": {
     "editable": true
    },
@@ -1434,7 +1434,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "dab5056a",
+   "id": "30554920",
    "metadata": {
     "editable": true
    },
@@ -1447,7 +1447,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "8a1f8583",
+   "id": "eb2d0659",
    "metadata": {
     "editable": true
    },
@@ -1467,7 +1467,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "1be08ebb",
+   "id": "e3f406ba",
    "metadata": {
     "editable": true
    },
@@ -1490,7 +1490,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "2a368353",
+   "id": "04ed2dd4",
    "metadata": {
     "editable": true
    },
@@ -1505,7 +1505,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6fee4a1a",
+   "id": "ca175052",
    "metadata": {
     "editable": true
    },
@@ -1517,7 +1517,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "1a97c9ef",
+   "id": "cae9e5af",
    "metadata": {
     "editable": true
    },
@@ -1537,7 +1537,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "0a70afb2",
+   "id": "5d65b07a",
    "metadata": {
     "editable": true
    },
@@ -1557,7 +1557,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "dc32eaea",
+   "id": "b1bf73fb",
    "metadata": {
     "editable": true
    },
@@ -1581,7 +1581,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "016d0ab3",
+   "id": "1f98ac66",
    "metadata": {
     "editable": true
    },
@@ -1602,7 +1602,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "3f371f0d",
+   "id": "cc88b1ee",
    "metadata": {
     "editable": true
    },
@@ -1632,7 +1632,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "abc56fe7",
+   "id": "8b721633",
    "metadata": {
     "editable": true
    },
@@ -1656,7 +1656,7 @@
   {
    "cell_type": "code",
    "execution_count": 1,
-   "id": "a3d2885b",
+   "id": "ad223832",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -1695,7 +1695,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "5db67125",
+   "id": "17be41a1",
    "metadata": {
     "editable": true
    },
@@ -1705,7 +1705,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6f1b5417",
+   "id": "69421d74",
    "metadata": {
     "editable": true
    },
@@ -1716,7 +1716,7 @@
   {
    "cell_type": "code",
    "execution_count": 2,
-   "id": "9d98136a",
+   "id": "2729405e",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -1736,7 +1736,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c87eac4e",
+   "id": "236a42a1",
    "metadata": {
     "editable": true
    },
@@ -1754,7 +1754,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "2f0f4313",
+   "id": "8fcdaadc",
    "metadata": {
     "editable": true
    },
@@ -1766,7 +1766,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "7895ee8b",
+   "id": "7cc9cdf4",
    "metadata": {
     "editable": true
    },
@@ -1783,7 +1783,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "be454b28",
+   "id": "b7b6f4ad",
    "metadata": {
     "editable": true
    },
@@ -1795,7 +1795,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "7475f8f9",
+   "id": "859ee059",
    "metadata": {
     "editable": true
    },
@@ -1805,7 +1805,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "fd472029",
+   "id": "459c3520",
    "metadata": {
     "editable": true
    },
@@ -1817,7 +1817,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b43c8f67",
+   "id": "07d724d8",
    "metadata": {
     "editable": true
    },
@@ -1834,7 +1834,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c47cfb6d",
+   "id": "ebe1aaa1",
    "metadata": {
     "editable": true
    },
@@ -1846,7 +1846,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "593188cd",
+   "id": "6827a56c",
    "metadata": {
     "editable": true
    },
@@ -1856,7 +1856,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "76de4d81",
+   "id": "1b5aabc1",
    "metadata": {
     "editable": true
    },
@@ -1868,7 +1868,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "afc38c97",
+   "id": "fd4da9e7",
    "metadata": {
     "editable": true
    },
@@ -1878,7 +1878,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b0f2971c",
+   "id": "3ba15e20",
    "metadata": {
     "editable": true
    },
@@ -1890,7 +1890,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "5a65e495",
+   "id": "3c912a7b",
    "metadata": {
     "editable": true
    },
@@ -1900,7 +1900,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "31419298",
+   "id": "43cb230f",
    "metadata": {
     "editable": true
    },
@@ -1916,7 +1916,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "217ddd53",
+   "id": "c723eb72",
    "metadata": {
     "editable": true
    },
@@ -1927,7 +1927,7 @@
   {
    "cell_type": "code",
    "execution_count": 3,
-   "id": "ece05002",
+   "id": "52d1b1bf",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -1992,7 +1992,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "de6dc4e2",
+   "id": "05905c84",
    "metadata": {
     "editable": true
    },
@@ -2003,7 +2003,7 @@
   {
    "cell_type": "code",
    "execution_count": 4,
-   "id": "da218205",
+   "id": "15883cc8",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -2060,7 +2060,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "5ea5df06",
+   "id": "d01031bc",
    "metadata": {
     "editable": true
    },
@@ -2098,7 +2098,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "40f41d74",
+   "id": "3f1014f9",
    "metadata": {
     "editable": true
    },
@@ -2109,7 +2109,7 @@
   {
    "cell_type": "code",
    "execution_count": 5,
-   "id": "03bb50ae",
+   "id": "0f7f0a2b",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -2191,7 +2191,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "cd11e9fd",
+   "id": "5c0a1e98",
    "metadata": {
     "editable": true
    },
@@ -2216,7 +2216,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6cf68ff2",
+   "id": "423a173e",
    "metadata": {
     "editable": true
    },
@@ -2244,7 +2244,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c445bfb2",
+   "id": "531cc595",
    "metadata": {
     "editable": true
    },
@@ -2257,7 +2257,7 @@
   {
    "cell_type": "code",
    "execution_count": 6,
-   "id": "8e26035a",
+   "id": "9f463ef6",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -2357,7 +2357,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "86a6b012",
+   "id": "fb460894",
    "metadata": {
     "editable": true
    },
@@ -2368,7 +2368,7 @@
   {
    "cell_type": "code",
    "execution_count": 7,
-   "id": "4a0e1afd",
+   "id": "84f5480a",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -2457,7 +2457,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "bb1e0f15",
+   "id": "2e9a67d4",
    "metadata": {
     "editable": true
    },
@@ -2467,7 +2467,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "83c87d33",
+   "id": "a487a944",
    "metadata": {
     "editable": true
    },
@@ -2480,7 +2480,7 @@
   {
    "cell_type": "code",
    "execution_count": 8,
-   "id": "74eaac59",
+   "id": "82c29352",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -2558,7 +2558,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "aa703354",
+   "id": "c76ccd85",
    "metadata": {
     "editable": true
    },
@@ -2568,7 +2568,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f8bffca6",
+   "id": "3131e8d4",
    "metadata": {
     "editable": true
    },
@@ -2597,7 +2597,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "109c07d6",
+   "id": "0b408cd2",
    "metadata": {
     "editable": true
    },
@@ -2613,7 +2613,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "1ea48f22",
+   "id": "e127a896",
    "metadata": {
     "editable": true
    },
@@ -2632,7 +2632,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "212f90ec",
+   "id": "d0096384",
    "metadata": {
     "editable": true
    },
@@ -2646,7 +2646,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a019e7cb",
+   "id": "c01cf074",
    "metadata": {
     "editable": true
    },
@@ -2658,7 +2658,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "2ca46c43",
+   "id": "0e482bf6",
    "metadata": {
     "editable": true
    },
@@ -2669,7 +2669,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c61ed9c8",
+   "id": "5fdd00a2",
    "metadata": {
     "editable": true
    },
@@ -2681,7 +2681,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "96d84043",
+   "id": "5c65ebd6",
    "metadata": {
     "editable": true
    },
@@ -2693,7 +2693,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e53b66df",
+   "id": "fab9aceb",
    "metadata": {
     "editable": true
    },
@@ -2709,7 +2709,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "71d542a3",
+   "id": "b5c38a6a",
    "metadata": {
     "editable": true
    },
@@ -2720,7 +2720,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "01b18637",
+   "id": "fb7b60e4",
    "metadata": {
     "editable": true
    },
@@ -2743,7 +2743,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e35bdcc1",
+   "id": "ab45dff9",
    "metadata": {
     "editable": true
    },
@@ -2754,7 +2754,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "15b7ea3c",
+   "id": "3714ed57",
    "metadata": {
     "editable": true
    },
@@ -2766,7 +2766,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a4c5f625",
+   "id": "eb804be9",
    "metadata": {
     "editable": true
    },
@@ -2778,7 +2778,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "450007e4",
+   "id": "b8127b07",
    "metadata": {
     "editable": true
    },
@@ -2792,7 +2792,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "3bcf81c1",
+   "id": "8e5964fc",
    "metadata": {
     "editable": true
    },
@@ -2823,7 +2823,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f69a019e",
+   "id": "53b8a320",
    "metadata": {
     "editable": true
    },
@@ -2845,7 +2845,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "95b37da0",
+   "id": "42b13d5f",
    "metadata": {
     "editable": true
    },
@@ -2857,7 +2857,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "241c2335",
+   "id": "e273408f",
    "metadata": {
     "editable": true
    },
@@ -2870,7 +2870,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "cf794384",
+   "id": "1dc4ad8b",
    "metadata": {
     "editable": true
    },
@@ -2882,7 +2882,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "4cd5260a",
+   "id": "1a4b573f",
    "metadata": {
     "editable": true
    },
@@ -2894,7 +2894,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "7361e846",
+   "id": "59e15b92",
    "metadata": {
     "editable": true
    },
@@ -2906,7 +2906,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6a07837b",
+   "id": "6b9440f8",
    "metadata": {
     "editable": true
    },