#S2z6R*#uLTuLT&-V2ef7FhQ7VrgoXHrPgKTRHqw_wf
zn6MP|TuO2}>=ioFyjUwxRP{Z0B@D7V=PF;+vCoDbPc?Kay7v?Jsz?#&ZEwWeZ&>vf
z6Xh5XPgxSm$>qqfss2zwL7bPV}0_@i9iGlRmlAf?&
zdbMUXjF+kqj--Hu-%@Ak{FxlR@P$^txe$jkx~#LXEF8{afDr|)+><~lrPzsqzQgT%1a(C4rjV7mT!q5OEt
zwv$~SH~k>VQ)#?xY0>BEFVKi{x57=zOa%AY=5EBvB$rPYf{4|z%S-Obc+-r-sFwFQ
z+x}4`vtqb5u5u6L>P~Q?H)#U5?J)8HNfKQrs`gIJ0-vd^Pkz+#%d=U%Icll<7cU;w
zmLi;Y=bt?`jXN~(%r33x)Ni>j`jJf(5aUQSFBZEKu9G;C;gg!ypDha=L7AqbxH=u_
z2)C^``=bXZ*&dLGXEnUwdlyKg7`CD-5$Ln??JbQYhfVyLT8i-*yhk2vp?tmq@HDkR
zyei@5a>w6C`b~oSdHewt!llgUQ<2vKVCqx~0rw2VWh#RI0w?baw^oGLPC&5GJ?Oe-^_^yi9za)}3vK6LvSZ&5
z9Xc2;)2g)AeN|OLI1Dgb<2rythX#9+Q)*BHN60wp36K|%Qeg&CIZHGo;T8=FR^9t8
zawnqfa+9pVvMUVuCey0xLLl^dQrCp{!nC
zTD0WRlvB#ZpnOh23QMklq(%KKSjRX^a)QJfMHI)GNGkA$zrXJeSW84_Jqzk%=PX+g
z5GfD>BGKo&V^(K`-A|8aJkBhvQKnj{2Dya*V8<%j)N;>?lC?x$_+-AR*7^KkbX3Z9
zG0upn#El{OzUm!$UubWX`>4!`BCdTMZ)Yt6Kg?|uIXuI7H$UpA^`KQ8@
zf-n=iLi(ibwz5L>8$JJ@*C#Q{6O0{)-GvzC%m(()tM5}g!khm1a&4R!1(D#s%*mz*
z3-S4u+tEBIe_RdVUD#_wxuFTy2SKcpDt`|kcZN+{-nG&C4YA191Bz2av6kaF!_rz>
zR+M%)C*eSnUEQc2h;il~^o^Eg$e4{6XF@*YW>Pnf%Addeb+l4I){hCq7~Z=l+!iC(qOe`A$0A*|9r$I3-8-$14p+kt5>Jka?qtJYsQBu$jh
zQ~@eay}h#LbT!XkUt;eAi-QVxE;bW9qY^I0o^HPZayq8d*8>72I5F
z?;pwLx`v?@Jx{VVksqAZY-+>q2kZ}sT*SZYYoZv!$RwOUDE^jY(Bk2ICfKQRVEXdw
zR}ZA;AeVX3FQ4yCn?~)x4(aquU~Z6d?gKZxsW?$}_(1ZDvZ2HuZSu+
z_Z5V=?-%8RC9MBq=jjo8uU9@}3e-alaEI4LAOOL1^BxUv`TN3i(St&NQi-|K+K&(j
zX$9i8nb%_~IYp6^2P4n1&6QiiljQ57s*p>GTV;I*L1{Y_k&gZ1WWzFwpCn9H6Fx#|
zE9L{VKCY!pdX#C3rEY26UdV<3r*U8En0><1sFu^z*m<-JzyaKS1j3EIci|Vy7A4Up
zvRKODt7-7;O}l>7ofA#muR3M%A6+LbJDqHL-=4JyT27K7rKUPU!5$Qyp&UECosfuy?T~V;H%Lqm}@iOQvuY^qzw(D5gv(Mei$0`aVGLS5&
z?hMf*wu}P%Gq-TrRWU-S6AHU?cULT`M^B~+PpV&dUYzOZ#l;_(#o@%us6HP^RgP17
zJLy+@8j|huSUf>(E$EMpxtyJ=`;S#hnnhF=!;|c^G;swclttK3#=pP$Q+7
zmuNKlWk+fm#<3hhNX;HU5@i*UlCnY*s3)SCnu8t#VAmWutR^(VwusV0|*BeGplr+O*#3__hBH
z#9y{XL8pJO|6C94FLCT4j+^?u-9BEb8BTEW*=1Fu}6AT?eR2
zL{>fw6Y#jQhcg|T9HVKsqpETgv%$TRO>}aEta|2;O)htxRTksc>-?LQb6(tKzYol)
zYC9Vw&2Y`9oOUA??u!O4SF%Lm+00_o?LWzqc%yEQ%e5r`((J=wm;(nv%tfe#$Y*Sy
zr063C;s7T8tO@Zf4FWilSTf7FE2NUy+G*F+(aA=`w+5Vx)78@PYiVPV6B%yE4;nuy
zfk$2Mn}YuhUCGVSR8^N}%NM}*-bOJou|Uzs3UiboulN~N%mUezj!=ajL_EQ(6$&>F4Pb*lkra_yq0rZ(x+jx
z3(TUo!aP@JlbOXZ{jpbFSS@F!%_x?tQC$nR?3a|1{OvKbf?BWW2jL^(x4-vLrbnw(
zlWo*~ij!MCO@>eu1G=c4Qwe)?@~7J;6KxR*asf;&nQV8s-8T_0n{~YXImpzET0guw
zW@*M)+K;&QH`OPWM$z{s?oZH70BO95v!_}<{tc}r2dC}ZhfW}(q}{WtTJu9cW&M{j
zA<-Fgh15y=ZMl;LA4L*V>URfR!^`6$bnC9a?2(S&IF#?FkuaKd&YcRcelpLN9K5$A
zi>Lbpqva7
zbTt3+USK2NmB?Scl}aarV+#gKA$npU5;sT%GsAA(X*MtMc%-Fb`r)AWjU+)0NyKzp
z)1w}N9Lw(pvS{814-EfMXwZ7Xoh2^$1TLnzmS3Pktw?oq*Xf}~co1y&6>?&Qk&safs0w{ym8vZMmizUPwllx;rI9XYIZ
zJt7!51Z7VCt#pxzcbr!#h0)uM{)}i8-s}1?V;==VT0z#J(@&!Y|K2$%7iaYsxC05i
zR@629#h-7M_4EhC{U`*tab!qFD2|QtuW4~BZXO{NSzI(ZOaYKIX3&acN3y6BNv+@P
zdpJyo(+-sSbJw6t3#8ua;7#t1V>=w6jE|5Se3q&XU9i{}$zYuzUIp$wZK1L-K!4Py
z<2xnq-?1ZAK&Fiw8kzbZbjAf^RSL8VfYtPRQiHJTyWx^fF^wqA~b`@V^nsZq+
zxn1DZ?|Y@47?N=n@782e)IA}|jjf$R2HeO`cy~@|D`r*Vm}i%j*P`v9W7f-A}k^bzln1W*}-{0aNHWY3&dzW9y$lffDRmcd+uC(yNnI
zKK%-9i1?e&*FO7KOn*CA8+}CnR*^)HeblJUupT6RqG^5F5I%KAw%rJdH#PvoiPv)2
zFDstwmJ9z}u}g8g2E}Su1zpR|owo%W!_&Z8g9llil+z_qT=e*sdoKhY9@nduKq2W{
zsTfHO9{_Svg>JefpM@xYk;zy`MxU{%HvX7PXv|bTXZdjFk6-+zXJyA7fFn~hD8K5b
zq3=*>%x!!2mL!5k>Zg#LFl}!RurL1Z
ztDn+k;&CPiMQtml9AD(00gNUNw&59;f-zOCa+|$GAV8+@jByAUxjk9ZY%{X~r8tg>
z=}YQnS$Wb7hplNUm_i6VLuoJMR!i=F&a)f`1_7lTNy6?fB1Dx|-((mrCIPF_qcfVF
zcqw&n+&DeROXL;H6-5@HiYTDbifyipqi8!hM)PrM2s6~vJdFzijHN~{o;yer33
zP%+{{nnjmj7G_z0Dl}mAJ5FIx+Q`!%^&Y%{k4Y!GZ~jUZHc|ZeqoKY+{HC9hVkX%x
zxRniAVVETWhf2#x{ayp7@Sw_r_>ZIZnbp5vLaVT!pYsi0=OMsPJO*W(K`D)pbv9TS
zk=x;WMU{THh!_->3{2TJ_qYzZ2lz?E!-se
z;*Bz`ToD3z#^#^vhNdCx79qrj;5dJj4CZyr2N1YHaQcctm^LX;l#5JpRV~u6gHuld
z0;QjOgDm7Lm{k3^O}$NZZxpF2tRTI&J@42TuA{M35)QFHj^
zw*D2hLb-R>_*Q~HoyXS~Jnp>c(t8?K1Ta{k?h*OXYRF>yomaFWHjT9xz|#rwp?a<-
zv*n<}HpxNqhXgjTvIs!S07o@9)L?b`CuVEFf>;K^Y;Af^AAxOd!85j~3L=qIOoRHd
z=LKdNZF_3#-j~PeUjpnUAXz;<(kA7AFTM|SI^Y>=LsF|M7Y1!8s4EzSR^TOkI
zYRjvS)}vyI&<`Z%)Dx%U@r_-;ExE%@tvg#s%H$9?PyKs7%Q6~H^KROSbo4MZnf
zvECbUUN}T^E(sBVpWYXh#W>ea?uGzOU&QwraL*H0MCs<8OJuornn;+V6T8RmOC+w#
zZrr&fj6wVAQiX;-eTR%Mc}`JG7)1nE)P2LLEkNL!HX4b=@mrLzw9qr*!2Zv#{uM&v
z7K7EnAGsq?y&N370
z#BMjfLC$g!%g6JLHYvc?^NRe-PO2~U{lAaVl
zq^BbGw&rd*`hzIDkg&~&@>;l^Y$@-j=WhvcFOnDY_tO3G^$yG8OMs&orofa4R+kMz
zBbhH^idnh$*1i`9EX`X`D
zl5#!;ETAjRcV*qD{i=i?$t^TN#QU@`QFo^uBY
z(n-WhMg*D=fi8TwgaK0j>Bf(;yncao0C<=1jVy$cg{>;Vpk60{V)g!K+i3wDEX#l*
zm0QSO(gkmD<|t|+!c?!J?%mDUsG6U4Xr@Bb)*;9t$_UT=iA>@Lf~@ym
zM9u33i|i!F-2@&pQZ@~sw+1{AgU*yBeNg{-?^ytGp&qQLt~s|YrX&lwMw^d!Lm7Ua
z4r?HBK7lvARd=$7_72_4kyMp89&j;pLp_wL&|#|z=UO2Cpr?GlOHyG0l2>ZXBPv@O}cNM1K1>jp&>)4Qv%&!-je_Fd8>*}`@
zYW^+p|5&t^sPDc}?qo+8EfGPz&je5+y7y;o
zsqKu9k4kh|qiAa5OGXm!@{id3;+H%+3h`&BIsm!pLR%D{QO}-)na@kiJNpFRMwvT04(!!z>Rn`S8>H<
zdAYwlce0we}+S797Rr3TYAS^
zs*UneJOZqy{=Q1V%`Ioj+FwlmT4wYhPI>vbNxxmnBS4}I*mCkp^$vb~=5w)wiql7+NUH=2s`ojKk11dW12TeS~OJzPm=HRNY!)s@{0M8V%
z26(Nw!gJY+f+B4Dg0+hSQqV(afB$v}PSr~ANA{U1SW%SqNMeuuXBGsDM6T4z7GSCf
zJ;YiPxrCtg^W9o~@@n*?)jb_ddtk*m>vYlqMB4CG-X|QBXBCON^5sXm%nLO50w{Os
z9su(L$4UVcR#>!gTH!kPA`;iqT<;GEazvPSjUBRsyyT|0VS<4IY9eJk8CKaN-
zO}D}vg0QN3o35RADplcY_-X>ekWhG*iIb!lJZHXPj`8IUjrT~IYEIF7JT-C*tH1SU
ze|=dz`;oP^b)z?9x0)B+vKeG1zZISdOyn)R*poV4Wz@DF;THhLbsNv)akgxJ6HlKn
z>KqOkA2GEpYD)n7y+|T(mKxUAr}4{p`F*U6@3L;%^U-Oyz3#W$3evb|uat3v%0|>X
zJ;84D=B_m;?Dmliq1Mv(gk#h>Zq5cDe8Qx=+*qZZJ2VNNgH(ybPZe10Z=i05!;lO;
z%!M_z*Q4o<Wn<;EFoU4LC}5Vc>SSm0iWuxiwiKHqMYcL
zP_>6Y-fFpTvHZc@J)LdJkSRRlvX-@}rCtuU7(s7#)mAo>YFsk`Pa3lzUI#x)Td6|L
zv?6i{SJ!`1xumIj(wdglq0JX+TP?y3>D%#NQaHhJ8Z
zQcoZ#hz(MTVV=g}(LGK*vBv}+AyN@#?f1{-4~Um`!)q
z#j6`Yg*;%;meb=1!g6`?L#cO3kMdsKpq$U#j1SMjdtDO-TG^Y*PHV4m!;vKu`wmSV
zC_bXVq8K%hR_0$%?p?)dC03=%c@n$-<6p73i
zV^D-5%%%dsC>GG<$eV~8;O4X9kn>zK?Fy~#LXh%=^*GT0HY$VG3`XfsOxd(wa}UDB
z3^l^)ND7;%9^8QY;W1Oe243xj7=BZ;C>!=tp*VbVaXMO$h6Xvk9Ti{F)nEfW(7Cb!
z9ugFNSa6EJY~;_OrNMU&md+p@9mOH)!Z&g7qG+1q)BZ874|$wrn)?-G+iU5={$4es
ziMva=r0kx)Yg5$H6LjXowo>tHdaZOP^0#0E9PQ{c!(}e8`DfyeyTHG=|~*D$|b74rz4JMrY4Jy=E4g^?Y&m
z6)X9fA!JbZkDxW>ArZG4RB%5!3`(j_6=xNuXl44?a=)-U>Y$|p(EPO)X>`AKt#qff
z@PLUoPhkoKCrqPfg<~g@QF^saeHxzKO@^##6lb)9oPcMyz#uBad9i#Lo
zlRF$FKBW#P35WQ7MvC$CI>qN|@0t4}2qyF-N`6&>F<0OuYwmFr;(Fs*^h)gWflqY=
znwn0$r&rO}JZ^rhv1T>LBf&R?ORa_qB`6SJ*3XSLU*dx=?A(PTqv+3Iv-u^O;SSVz
zgY}XSjRcyb6`_*KO;I_(-4<=IK33FF3|go-BJ>o8S0+(fUrVhjN|SLKWPB}b`N24V
z8tTuh#ChC2MS*hw%Rw+Oti-SJ2|QXffz7}2iOo!{`YYyccYTBG@5(wGV6K6sp^U0(
zxxyuLOxty%>}Q48gz2+dJ+P(;>d<6fNO9Y2Jnce==u1cizSE8Ix7ShvBUk`>j~HjPeWrgc?zo^uEZ}o2;~Ha9NEe2DvYAnrzyYn?j0gd6
zs9$&RY2yGy{YB~EgRGe5`?A^x_dnaP-7EiC)zGx3J&aXkQ!`cdtMd9yx7
zcdN{$1F*u}O#(xZ%RcJGyI%qftvgCLGa593P{IsHG8dS}YgllN=JDTO!PYe+3^FNF
z@I6xuAQ0r)Xmz+R`uCucO3lULMA(upu~EWUYu@;V!Aq*nPykUF*T;T8tv4Kl*YEuU
zH=CddvDRM4$EY3pd6_~@M2~D?P
zw%1kCpEr)1HjMg+C+(zlE6EdxbxE;5ia1c9>+2l9bvI?vIY{ZMR3~&E6{GSCfd-#TgAuj@D)J0qcrcDW>nI7RBQiCKQ}P#6zWn
zxRS#mX?_{hSuEzpUBqMu6(gnJwS&)*pshj&P0H}$2+X}GKUFddtpZhZ#mJM6>s*Fi
z4|6Yf0>Dr9jlOkN*YQ4S?nVI#Sq=uuo$@zPRU$z012_H-#Hl8*IC!l8MCD4E(o`p}
zu=uovo`P$c`C`(3P!0nY?Ha5zpP!b3=~CBPEdZzXIjR%L0;CxT4{T`;mjRhm30
zPl9xG0+)TXh-)D?4|R)r{}xpzwJMWpR_u@wwSCess~dVuC?|%3doxD!mq;l&?l0>`J*Q3#YF23_
zJr~V4h{?)|-;JwXv`L+U>~<7?$L*U@Rli&YK?GG}j<1t{#HVMMqi1&wj8^kf9ma1(
z@e)DsSmbPzzrRd~`|Yk21VZW_7(`c?4+v^J#VBJ2tokY3*$<*$U?Yy+C*L}#umnvaJ%mf;i$LI}U{}+*M?$c{?fr3C7#xP+
zre|u0Z*uvB!9+DRDoMq5XOq)J#(Qjp5GIm-0-c_d;ULd&kMJ4x8wXf`8Lh!gXtVNX
zdI}!)EZ5%Upd=Pu;A^m#NHIVk@0e^gg3^*Tdo4{Ssg?s6TPSuAQ~YZ#qXwVu!omfC
z(4wr{FO(lml$q>#%bkXl6`-M9uKe=2etOZ(J2OcGO2gNiKxjRYJd3lXmb!X{WztTU50Hq-U}-zTJx;S;ub$xrDeaT=
zW*Q{{WuMYJ`h&NpGU1o+`0M!m{P8dV$OOo#q#eq#-6>bdAjV-#yrnUElnWAdCD!
z=0WY6=p<*pknzPTEyXTTO&bh7KS!^w3|s3_L-i3<$LqBZ;N>n8k`
zO2m(y7}-qp_N>2d$a2r+L6p0{1no-&|8l>|q*#B>%`QJlj|2L`s&zS3F9QiMA
z_CGHHtl9tNKnE>^zh3q~-2!OH?0+{F{uwg+uWg}prc?p#AX-v8LGHE#HDSHLS1?1j
zgyuLA8pw-2Yqp|D#H(8OU%4E}yP92RY7L){UaDV&P+LogeW1rsqv$!6y9A6hM8XuE8b@d`++SbI8Vk
ziTJt)U&L1ML!V_nRt6<`A447JcZFcZVUHv;C*y6}d1#JaA4C|PT
zFklh|O$k4+75HDX!9&r_xvz9G^CxzwWC8rdYPr^gY|KPWrt63Ms|=Qy?UtSk
zjCr>$KulhXt=M(i6Cyf@aLN)M)9sUtp>*nP?Tplz4nuSIrp(FVHlLkD(DFb3{$~$d?txVMV^5)-
W9|52C-$y~;kQRR_h7x(}^}hgG7Z)7>
literal 0
HcmV?d00001
diff --git a/pictures/spark-streaming-word-count-v1.png b/pictures/spark-streaming-word-count-v1.png
new file mode 100644
index 0000000000000000000000000000000000000000..0e8015689ff254dc78899790466785570ace65bd
GIT binary patch
literal 25872
zcmce-by$>dw=X_)ND2bdjgrzmfTRM_T}pR%mxKt2NXH-`jdXW6BQ;2u_r4
zypfU8^v>L0GWq;RA&}iAd+}*0K&ssVz3yo%S71Uj=wn!G`q29$)2lzE
zeqh_{-Q~{{d_!pl*TE=<&cTJG#uVrzU$iwoXC{pUuRTgX`Zbc;At|H7!%=R_h9+b7
z@1~}Vl3eh+9^UYz4V9IZ{5--KO#3-H7)8sVa8HKA^RW&R8ufV93pDLv6A&VX
z=*L@frmD&^h>P!Om@Pfx%1yYW)TGF~K?c*GMI_0(yQN9eVxM0O8DK<(zc9XWE%D?q
zvNYHa!;&dK(7x=@TZmiciXYvczkroime%L6HAMN#1cvu%>EsW@&T-1^;g*ml9C^l3
zvE^R-?{ujQ2=Qa%Gt7BQ>?{!qj<|5q6b8UUiez(F0S-Rg;{
z)5RPOk^8_a9g6+tF0h^3?YvY5wdWrk4&=;_bc{-NNX!JkY@%2^ot*dJLKlBlt835F@h~%Fq`5)Zo_|-X1UYt9N
zOzFzR-v2<634!*gors5NNCc}n3M|ag@OfVT=?XPlY(0A-7RLiD(_V4op?(o
zj~cv^$t6GD!HQ5PIH}j0OZ^>d44UyGskoNe<+D*I55e)`PC-d88w0+nVdeVxeCC((
z`P>q%FJGce0C)p_5f*)Hh{98b+Qie%_wAKY;dAD0H;%Pp+idj0s(u%5b#z5NV2sf6
zz5VyPvi(jStS@mh!~?H{pu6^ty$0)Qje76vJgJgjy4(n%cN2+G&Q!q9=4|I0SfO9%
zYX{WG)~(Hh()!SOiX8{BZK>CF2R7u+wL)1OMt<^t&g_mM&W}E6t)FZ3z)a%1iSNzx
zQAfQiMvv>^m%>?k8+Iun(*N?c*xb;w5Qi%!894uqx0L9IP=H*7_as?u2~DI^HY7*?
z^0R=B`dSg8DwQG_?FmOQsc*zbY$!vl90Pyss^AmnU}7tS%Ns~_{Z|aZjBS288veN=()*(~TFK10EL>QuUMiQg^h_r%HFIAt8rG`
zR6E|)#CC>-!@>Z11;`^H5W_(Yq^-$iS1LR|c424}la<2%$9rPxPjC3H^k@tv^O=y;Fd8^Sw|;MA}l4mG_Q#H=a|mHp(>R{o$k(a5)Kv&3+;tib^MeW
zkMp#-Em)b+rNhX4zOt7>1l{;L$97u=@fYeiZJdNROVKoYFlP3hOqevs
zSS8Vj15Po1uzd&NhIKZF*NY|0p-s)w6f7C;zM>*tQ!zVX>m<fyr5Ucl`MhZuPt
zhtY)<=OyB^m6~F`l6f#IJSybu52*`KnM0-Yq}5lI;%ht}Ikbu44i|bR>2~LS9{ZQK
zE|gKd*PU_m9kj-?mqC@
zutt9zmJM?pQ^uz=tiq7DD`cKoQB$O7%NkyjIq&q^80E1x1&
zdd_*NL(&D7go{@{MAY)qTQ8pr-ph@ZZ)!-KdK~$%G0bT#I#2xE(~JgUlrK5N#VRO6%42a_JcYix)&z8a5g0?K28|VXPvR7?U2u!^
z<*9z)o{E+9(YctLsCu7wgHu^}zvz;;PEaa%!IAqsN7GDp%gx@vv0ykfdJ5pp*Wj(L
z_>1>b$d%AhU91$P#R{4*S7qMrbI)kmHqKsZyKw0)eVy3H?n}lb-xJL*^sn3DBhr)_P&wWc$6`*DwmVwaxY)JkVI4PaHI25
z1<@_Y0>2Q;dl%hg@6|6{)Zn+kPDqK?(yT!w@7Ei*3#2|qe($9ZG|c|7rDBTNqEp+V
z=IHU$El5vK{EjTfL&{=dO4(D1xgPj~se?Ur%**cZw#Cu)c_#Rm1&tBJ)1jFH8^4Db
zyn)NLJBW$@jNEN{(Xj7uSE{E`zEq3zqs3IBrkS|hStSn|qe5OM*)ZfnAII35-lQZ(s8wCh@GyB^v)ISI>0tIO9BwL?0ughnLj(_3
zV(A=2WNMa3^#TL(t_Rej@`O4~d#VJ|bZH6d)V$Ml#pZJHQziMf#8ajcK6~n5Yum15
zB0n7?EWTmd7n5M|>$hUaxN$3AliT0w{iS%j(|!quAsW3>&+}}pOP`E#J3)DY
z3$_s^=_1wFg0pKo)!KDbTEgMBQF;o;QZBKNgjLlw{rrnu98F(?(sk;J;qe
zmQ(q$O}+dUii1q{LhM^hIXLIwHB*%Rr5`~ou$=Y5SO-Km@NMncN?AOIb^$F)x4xfE
ze2|Gudj?-eB&{pR0ud1$BxXEy;b)1J;Tv@<2&x@E%%y@;PTT2_JcbKuOL$J2_QN2B
zN_;qb%wyb8bf{h!^iL>(o+5M?_IPi{^ZmaE6J(l1kMGC!=A=J9Va^B8T&FmM+!
zKZYCR(Ng@64@@Zhdpx2puUbxsiKG?)BgC0{h5Pumn9GLJd9$1$_42h{6>Pw@kt#J|s5kv~RQrIzqf
zX*N0sp(ACFFh*@8?TGJM!5`mhtB*?C&`B>e3`$QjV#o5iQ4IU0vDs{WPYQM@*5)^h
zk;~X;1?9%6)}NJ*9a&fm`F^}ivBU@b_Q=3SFk{KFfwkzJCbczl3Z-TR`Y*N>D5n4R
zcl&Z3i&jM+wJdVsOxa08k)a6x6V4))~v{&e@}l+FZoSH^q3)a
zT@=Y(#n@qr$1pkYq4p!crfEXaL3_*d=ogxfO{c?qfI$14Zp`Yh<7eb6->7r=n@J{Q
zxNC6;A<1TfFza%k4trR{>Inxr>mrCISRY+gDQ^gCPn}!88ipVnW7zRBan$`lw
z3~NXo350nkPJ@4aj`++6)5i3=DzZsAC+B;Ob)O7S2EgbzO$iw%EReE#-$sgXDA}CK
zhnx9WU7*bPtJN0lp}xhhlF(fYVY$((6=~ZC1CrkASfgG^_&7?~-aN9up6M3YIJ|4b
zLk*Yc;lrZ)@TI`-9q;d(z@2x#t#2g^XB!@a;I}Ea3gUWC7WeXM0q=9H(0Op!x)g!K
zEh59LdBSCFixXR|pVyOK?BoQ7Eq>vHVcL*yc|b62yBcKpDo~eRONya)J9}g{YA^eL
zN;BcG(}CqH;O3y*r1M4uxohn+6AK`cHzS&dmuQb554*D^QrlxVmPdR0%;r|
z3lqV^3W5x=l4#X}cPYq?-k1@H$9>QY^3;L#
zgJtv6okLa{Nv4Yly=M_$EYTeR-qegZ>+d6W7qgT!dE7NrFViejG?7K|6ST8`ceBJI
zv~@ytc74D^(-g|kF}pX}l0j0XNA6WkOOXIlhbAj9#Es3n+t>nBJi!6WtTgzDuy4zJ
zbB_<_nLHLTn{O)K%R1dSI>+k7p|45Kkbi3Cvr=n%wF@+loTd=AULpExCs-tw|j
zDJm*l`D25}d5|vOhdX(99)HOLpY5_uua}>)IPwrTVla@mgHGSPXr9_&T_|MnWvC{$djp)2@7J
zrbuuiLje;Buv+jMLA}w>zRZ7;9~qzjUH|`;9+_Oz(h1&a-oX8Yc%c?g{{NOe`Jd1Q
z@y7oEcvMn#a9jb6x_&P-y1NrqIE}C+e_Rp_Wh}{W-UH)Qu`4ojFlr}h-?p?p!
z^rM2GvBixl|6vF&jY0fP5Oo*Vss9o4hiEbF@=
zsi8oYZ)0aG^BuW%%lhxC7khXmbrBJv>RB%VjT0-TA|GkK3+!Z!{TMf43u|W%UAb(>
z(=N2+JDneiO?)e5!9w~-vW$^Pn5~(*r0?-fdpXLrO{#LCLXOhsff)r|rcEn{l@!9)
zXgiJMpDARj&^2{OHv|&!2?1{e9D3%3yWMYz-h9sPlI(^WDj;-0-Hq3=lJW64O1Te(
zXIP7s3Z3)j3j#Q0y-407S)ykRl*^e}ns3@Lp!-_V_EbJiJ$i2&fwwxa72AxJ_{ig*
z{WA~OG1!D}!}LhBC>~X*i2j#y0(oce{b51SAMld)P|}Lnn@6$*O{`Qoeqf{$XT*v+
z^~8!~2t`E5QD#6g7_>}d3O&D7#Mv+fD4|L`DJm7@sCPqZV|niV2qb;}5}{^ckh>C+njWgXWwV-7*pAEovK{b^OfA|z3^&pC
zY{L2PQd;445YM18!YF`^P=}OTyiryi4mT*?yT2Zqku&VGZKY=U5lLvvwwF!BG6`FU|$U>3@V9N(vMti7{AHU#~_gURC&)E
zc^GNvNoXw?81;jHgwEzt=~2>Wb2%TMbFYJ-&X7yx(Dfv$#TP+;Jk_=P01q^`P)Mg@
z4Z>2F#H1-lndIpfQws|MWFIIsEdakGpfMI?U0xvwl&;
zf5xHoCq;wl7LyI7ITrRS#iz%toYUxHj{iqaH4(vIu4nyc`Mx^ag!x+$ZMaxuhe!KI
z0Til>i64z;${8ae73Ou74%ZXz+k}w130^V<}_NFqV+%<2ST_Su@kPty!ASqtzX2
zn_-$A9+Lfh@KxEOq4%39CZ%v)6xKI;7Fpp4Gt=hKT8eUA)wD>#|Mw{RTY71N-uxBf
zY=qzVnOPC5!VP#%4y$R>3KeGfi>rGR&ovcyk(m1gPOOvO+Mh7So_aiw@3+Isj+L4h
z^~hr@#SA1-)p63d-+o6eHq@E%c*ga6)Wy^RDA}*chVR4%^yDy~ky|{Mi8mvA_ETwT
z5G1{H6BET8dNlAV4A~Z^{rg`HTQ(G*k}%9E+Bk4JPn@7UdnK!ybw81ctbYIN)03!}
z4nd{7r!g|SZ}ott72>b7|4MX~y&ml$cKNJcZ5Ab&Ox5^1$;T7jsecO5U%0E1qeaeN
zyT#4W*-us+Avl9YZ97A0{hEgY19uZ1pZi((D9;p^iweitwjM)De|qA_8ZCwkqP?Ad
z`O+bdDEFWYza#^z!hv&xSPCCL%qHkle@r`Q%aR+M528
zFoP(RnJOXOhbQvdN`ESDZOvj4&^;X(81Yw(f7UG{^y5$mL&b5XCUr?AOQPRB08sHd
zd@{@X(bu0inE3~+oqNIFE0Q9Z!M%95YNQCaFc?Bv{^-y*_ce#vmVf`AqaR_X{73ql
zaNcpsZrqHsKd{6r(Ma;cyUIErCaVcCSi{gI)pib%hcN~#gTeAcAGV0FcMSsrCrae
zw;i<@R(^yE@*`)O%j^B#)omwfyjDUrxpr1bQA7x6;?q}zrnp7VsJaMa7!c7tx-?pWY3A~E^B;qW{bNGjp(9dz_uSr_?ZgnHit6F|0hLy+P
z%AT(IR>}_7yE@hBAUj_zpd>Q>x8i%j*05Ljp&y-*d{4ZXY_;DYTbN$!3D@jWo>hvw
z>gZ*SDOIo=z-qtlo6`p6DnO^+;pFOCvHV2`cLOZD@`HO_1_Go>XW((unBYePP7dkO
zZHDZg^057AhE}Ps2nOs37!V<_oAP1{?9|@>AG*Lp=r0j*g6rO`&zGRwr62
zR7q2e`=S^bVpd7JIPFJ8UNT*hs)PJeRTb~4>m!a{*8*WDtc(_h9rEdQ`vS+BCPW68
z-SP%~nwODGiMmLUUtjx7E}~?p)^c79~%jD1E9u
zT0n3WRL|`NcAzHF-A1aG`U8(5Oosi&-R2W?i`!E8CbjP*kmBq2QXR$nYtQ;$MbNrZ
zxF`@@ee-d5zL6*B&_fsGcQAB{#UMg<7sh&MDINCP3FMZwBGi;7$FnO1eH75A4ls6gb
zNoLQMU(Ax@{*N+V$)rmyiP0?%GaL1fQ(XH$&<{8i`*2ar@<_3}ALV6G*%wA^`eVXD
z7q_emBBH)uWUw9q=1>~zqF$byzj(L_k+_p)I!ycJ)LW6!xJw&|6Mp8xf+Z3c;(Xtq
zY5f;fFCj_~e|_Ox54rp6zo1R{-|{0pp|(_#pYLRo4HPg$Z$h3wYEv@=f-xf!jHw>}
z-L{p3ljB$WXzSIRkB5Z|E5WjVEd;e4!e&_YsZ{nkb+n#*GBMfzlx`93lbaKE2~zwk
z^n%h(2pe)$8piUuh+^^VCyiP2eWZ!zP9SGi&tIG5RF<8iFAYuT5V?++lmak%uBtRB
z{vXGDf}%vU2trPdZ9ArF&yDsP6H}sl*uh8Sg#=A%frDy;_B(kXbn=fN-d@gEIeQ?#
zG!w-=c^(4w-#lh52-|%AvjcN&gK5W6ru^4KFEo0T^SNyc@{Xqnmnsr7IA5WLymAj=
z4%*(P3%~9?W|KPm!UuS7N`v&3XUw?3()*b43po($QH^$#`5t}r5DxnHf+Y@O=>OX6dIaGw#XIv+!j=Wl6OI_2;tsmj}_75P;P-~0q>2PgZCJsi&~`2gf9xZUefW}ev4vUhMNx|}>~804%~I7N@{
z;_`ba=>GfDQE99IyTGPiWx5kH+RS*-gkLTQy)f|LdHiU1it@C3sYe=QpoXVz|2X=~
z{{L&u`CHpq13;NTgkn+4d5)i)l^)6YV+}a05
zilbTl+_BhJy*NLZ(7^(!`!|cwcCl*Q=7YLEIpb1zdTfAoGxz2N7u<0~f3`q+8oH3I
zvuupCH%2zSVmJMx=G~aPL9MKxiNmy0B0=<|)<}XkU6MShnS({HfoWhsk
zoN6Vamr;5nIcdXCv8;*{LheiXTMGz);0NMFBO#JZCibPh%)xg;I1b3aRhigcZea_2
z`+nEz%}`5&BA}`YgPMJO_zVCcJG<2!oP&bK&J3Z8t8!{tLxbjKa4&7-d)O9
z2T+|GbRe1{UcCRjzlG$VOTa46UP^Gt#o8b7{E*~SFJO^P(bOs5Oka^{2~
zeXgD3b(Np{o5O495KmlaxL}f`?V|OCKotq#1)83C`w=TmXP*q_N&eZ}^)F=aK{l7A
z{6)#pAN47u-%|1;mzeD$={Il=A}V>RADUJH@A=fHFav7<7z!@+o8&eec5FYpDrJp(
zAas>c)D0@pdT+L`j6Xe32NUECH|Gl+6t2D`HFsoEt_lvFwdZ>2f*PiI)IQ0UGAB|%
zIy0rk#qEb^WN6%Qz9KDa5z}TXEeA>$43sr7{uVfLfi``C?&XEq3-3)e-*Cnl?@gy6
zx%DZp&KCr}X>{tc)e6gRm6ltAx$iJ$7y|pmz9008Zisvj3*e=Ze3T*82
z{mIc1eXN8kGzQ(2*CpONpX&hc
z3Hx60^!CiV?laTm@y9);q$B9KJAqR;-0llqH+QxiMfH%M?EqcA<+B2BTHHWlmQBAi
z0ve3@A0|UAT{iZs%7qtK%Ade&yNEi~4)}QW&?m9KpCJJZQ%o`k&eV|t@#1Ru8b
z3CJEj7G_-b`IW#NeZs(Sa=d%f>TBWvt<;}QB=TfOXhcD;(dZs1hcX{Pbmlv~fo)qdd2K$1ht!H}miz-Z8Qo%5}
zfWQ_{V;^Oe;fsYSkVJd{V^P73PJN&
z5@~q7rtu~4?{02{)hYq4iA)7k6pM#r4*7L7_|b3B^V6~$JxWnhn4u_rHw(0o8?o~k
zS72O7Bq&^{T6BD1yhr}@AB=T2(yBx&dFYL~-)S}Pyyb-(EM^%@Q<4bFt
zoehap5tVy$fm7hX_$o!tTOdtx19jq*SIjnBSr$a6&p9$19qJ>tn_AgkP)5IGCIG
z{O-#-EJQMiD~;(kR4|Li#KhqrywUO?vA!ysX_G8k5jBhSLRRRCEOOE2WVwlr^9@Dm
zNL>^#JVE8;kGXQ#%&_YMcwN@zfMB-}eLw{Sff|;^_n+Y_n>BHce7VtFe%P?S!leKevsQ3?)nQf5c1}O^CKcWB+|_WB7)bFlC}N?Imy^F
z4!(pB1h0$x$7fd0^Pb-aUh9;K8i9LONO{E`nmc>I$=>RW1O(kCO`2*X0m%FrA1>F?
zR7dIx%Sz_VdQCu5Mfq0C*En42H1WXaepE$fRO8fU0vf8MCE4{JMpwW2Ky)L(f-;AN
z+7yGxtfMELMsLpuf`ob)(5AmWk;MGCD?1Qkf*Ey=HXhtBca9vCflV37(2Yj7=dr7g
zKRHl!jTvO%zMCvS98AEq7}BWCgg7FO6HN3%6Bu@O5JSY34qY5lW}5e0ay|{-BM%GyWv=-KTgiaMS-S8HW{od|+3b1A)pGi?
z1LV;QDQs~2^P7+-oMQMZcf&~Q6)g>Mp!;X{m5`LHxx)o($E%d8gLAT4yt7t6QZr=<
z%HN=~gBB7x?5N@w4;*_Bo6imyrojOP&rMhBr)pFNH+Fg~C5;{yjP4~pVRte_i*6*4@MFd-yA+T
zC+q*VJu5(e;(csu!GF_$7K|aZXBbIM-MYO7i+nj=)~CjF1U~SyLx$Enhy{UXmf(LV
zr)(Bm8vfyB0
z=PO{?gqNY~IhJ=^>oc6hibXE?1j2(RH_oCkTPBp5naM)(J%3^DrJ@yL`1XP6gD^NnDVdg7DShZXT^eTkZ;H~O&dVQ
zERR4u;JORrI;&XnCbpu7_z3(8-d`x>dsDb{SM0GA&}Qf;+GFB>-i>z9W?{iVGSePo
z2^xZ)AyK<09}V}o>*xC%cWF?zU1Nd*t(&23>e^@GvjrC-6^ee}Z1@>(=W;~!0^mx#t>uwUqCP95S6CJ_!lMrf9asRXhclfMr}o6LtaPPd
z2{<#b`9XQL3x0hW6i6cv7;it*@;?&gs{VC{6bK*SIyu1TbZwH^jZ}EB55)+&g~whg
z9<@HCTnn^+I=btDU&n|w(6sg*J={Nq=@|P%9d3^!leomaX;uPZz&O;3AmY9Q9&Zj^j>B0{LQXzq_VaW;5X#P0P{UhNF5YfoBr5+Bdgbg=+M@0
zQ3rz0K;lbF5Lh^4q?}T&W30fmoA!_H0W0^bqIG;1o*=+VYy5e}
zMRmlql|l>YNQ)H63H&}lPdeF7!2oBdusz5#Zux<`-Do!kfdUS?+%8>O7Fmau3(qYF
zMck8oX*wRd@K4%WsZ>|mBhF(lpsR=
z*jr<~OzxSeHTP;t{g2^6p-w@n674i?CK8ALL}cY53-4xuYeBbpT%;#8LJ|@UV>^C2
z1P
zE%S(W0IG)Q96Epmbp~BqbspUylQLpPH
zZx;!GSMFg!y>s7tC9W@S;7h*`-D|W^Z0S&YM^d;B`ufo3L+ub*+O}(z2jqu=j%$@Z
zP{)16!;`=(uZl|Gbj5`6_|dx8!$?PeMf_mo!8<`&{?u$G=2RtSf(LlV1CbpUry*@y
zE1=ASsOHSa3)Vm(Ro}wVDXysSXP4E6bN?ywPg>m=3*d?jfQZ{gs)Zm4dvcD6S^O@_5MH^xFN$cMt0wd{E411M=u-1SToUZMkkq5UBt<(yM_8&>k
zY?yO(=R9rHM%}=?gJ+|sm7Z91%on#ctXwIIhUN#(Lc+nRm{-d%G`yq5uC6Xr6aN$J
z#39s?&8J>R%Uv*-FdiQM@y&%W^J{aBkEop0H&pNNj`uF?7Tdh=Nl6u3ff55<`T7qi
zhU_UqCdS0jLH(E~b}rk;c;Tt5ED|uR!5QSU;~LX-Z6`S6zLl$R@Y9Oo1n)L4?~CCT2W@*SkURXlM*kh^W`0q;AYm
z7v14XOZ>ylN?@o?MSJH`%a!xhy-_B}Wc6@K6!EDh%^u=Nhf7U}Cy|&VF&Y~iodZbb
zBK0~(x1*Jri6oUOTN{HvdQhnTcym@@fc#U%D&TiFeTTsi$(5E^7q>y2Skw5H)+a4$hI^;@4vt{
zVl6HKu2+fL%R5~n`Eo!al00V#5BG0t?qC_SO5a@Y;iXV}5L?0BJgox`rTn;P_sKYz
z)$TC)_Mx;X3642oUD|4g`K`2Dzii*{G)Qx{xV*Ns=^;>Ce^SkQ$
ziVHh~c9u^MIe8yyJk((gbt7dU6>XmS`mziILA~@R)5}f^K_nif)1pBtfIbl};LpV<
zP4?FoFy^H5#J8SWbr&Y)sy_#!0rtsYR|~4>(;znJcz`zb6C;`qUE{{SEXqdk*_||G
zd?c44X72%@Wb3eeqcAyqU(kGLZ}Efk;3)=%b0|X&%|m=uN-*`g+|yFSl@KU!O3u>DQSRl8ccJouRsB
z_t*f_c4L-{O?|!C`W*~d^T=!>fkj7odB|J8Kf5iboG9Pzn@U48m*dl+Two`gB~SYF
zc*|PZ2ln{1Sd`b6O{0!}91y2vJPRPqMYMxPeo+{eIZ`N-lCn7%x}K}fO-j&6?+^gz
z5;=I<*RL)UzKKjpo3Z1-!Tfsl_!vOHppY`c)N8KJek|p&oyKwI>Vq`vQ{p#LjqPd5
z#@44DHv#)ZDm!nhqi+-fv#NhVF&MfxU!5W^fqz
zSx82r(d>P`jCtL{(8UOeqM|)SRk=e_qxRcS3^PGyuCKb<{H~7oX4n?nwnOC_j9G-l
zgnIwHS9dq|OUN>(r0i@54)nQV(V^loV^r#{FSj)y9xg3AB%-8N8V+kDAlP=iawuOg
zi5fyWTxp8oYQIM2G6_`6e36CFo(mWoWhTw)?Jcs&&1OgBY=y~MO8YsJ5;OA1CYo`Z
z??*VoxZYl{v72=C{~4!R6mATA)W1KHtK(~Q$&iCy{3FWM8L)||>lG&gD4tZ+3K1Yz
zjDt`5V0Nv6ci4dAk&fGuO2vj-1RhDihE!a(4~<$q9)QN}zGyAAy2k8PqmZ5jr;d-a
z72ppaJ13hHaqVi}V_7)cq>v=;%lvsITB%1zi^rTwESf!x#kh#nW6XY*tw)K|D?==5
zkL2}>un+yvvzOk^YT>d)sV}glT^U<#M65?FGwIHCVVU|S}|m(3w0z$
zPQ0{~4LYLzdtazt