diff --git a/.gitignore b/.gitignore index 85cb654..cfb50c0 100644 --- a/.gitignore +++ b/.gitignore @@ -19,7 +19,7 @@ # these rules might exclude image files for figures etc. # *.ps # *.eps -*.pdf +#*.pdf ## Generated if empty string is given at "Please type another file name for output:" #*.pdf @@ -250,3 +250,4 @@ TSWLatexianTemp* # emacs *~ +\#*\# diff --git a/README.md b/README.md index d4e2dfa..c6edba9 100644 --- a/README.md +++ b/README.md @@ -1,2 +1,8 @@ # Talks Repository for development of talks + +|Directory | Contents | +|---|---| +|ctnt2018 | [ECM Method @ Connecticut Number Theory Week, June, 2018](ctnt2018/ctnt2018.pdf) | +|graphE | [Random Walk methods @ JAX working group on graph embedding, July 2018](graphE/graphE.pdf)| + diff --git a/ctnt2018/CTNT ECM Example.ipynb b/ctnt2018/CTNT ECM Example.ipynb index 9c3fc1e..3c8ddf9 100644 --- a/ctnt2018/CTNT ECM Example.ipynb +++ b/ctnt2018/CTNT ECM Example.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 1, + "execution_count": 2, "metadata": {}, "outputs": [ { @@ -77,10 +77,23 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "metadata": {}, - "outputs": [], - "source": [] + "outputs": [ + { + "data": { + "text/plain": [ + "5529373746539492451469451709955220061537996975706118061624681552800446063738635599565773930892108210210778168305399196915314944498011438291393118209" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "(2**512+1)//2424833" + ] }, { "cell_type": "code", diff --git a/ctnt2018/PminusOneMethod.ipynb b/ctnt2018/PminusOneMethod.ipynb index 41f484b..1056344 100644 --- a/ctnt2018/PminusOneMethod.ipynb +++ b/ctnt2018/PminusOneMethod.ipynb @@ -129,12 +129,32 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 20, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "189001559038533300097388655917426122707\n" + ] + }, + { + "data": { + "text/plain": [ + "(1,\n", + " 3112174408228168112550962732800696651,\n", + " -1728581532088651726610480563918521808)" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "N=2**128+1\n", - "T=mexp(3,factorial(10000),N)-1\n", + "T=mexp(3,factorial(500),N)-1\n", "print(T)\n", "euclid(T,N)" ] diff --git a/ctnt2018/Untitled.ipynb b/ctnt2018/Untitled.ipynb deleted file mode 100644 index 564eeb2..0000000 --- a/ctnt2018/Untitled.ipynb +++ /dev/null @@ -1,1402 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 60, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "-20\n", - "-19\n", - "-18\n", - "-17\n", - "-16\n", - "-15\n", - "try the following: a= -15 and k= 8377\n", - "-14\n", - "-13\n", - "-12\n", - "try the following: a= -12 and k= 3407\n", - "-11\n", - "-10\n", - "-9\n" - ] - }, - { - "ename": "KeyboardInterrupt", - "evalue": "", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mKeyboardInterrupt\u001b[0m Traceback (most recent call last)", - "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[1;32m 115\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 116\u001b[0m \u001b[0mN\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m149185656432189838133\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 117\u001b[0;31m \u001b[0mecm_trial\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mN\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0marange\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m20\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mkrange\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m10000\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 118\u001b[0m \u001b[0;31m#N=2**128+1\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 119\u001b[0m \u001b[0;31m#ecm_trial(N,arange=100,krange=10000)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m\u001b[0m in \u001b[0;36mecm_trial\u001b[0;34m(N, arange, krange)\u001b[0m\n\u001b[1;32m 100\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mk\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mrange\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m2\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mkrange\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 101\u001b[0m \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 102\u001b[0;31m \u001b[0mxm\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mym\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mexp_p\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mxm\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mym\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0ma\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mk\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mN\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 103\u001b[0m \u001b[0;32mexcept\u001b[0m \u001b[0mArithmeticError\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 104\u001b[0m \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'try the following: a='\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0ma\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m' and k='\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mk\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m\u001b[0m in \u001b[0;36mexp_p\u001b[0;34m(x, y, a, b, m, N)\u001b[0m\n\u001b[1;32m 81\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 82\u001b[0m \u001b[0mxm\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mym\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0msum_p\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mxm\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mym\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0msx\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0msy\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0ma\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mb\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mN\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 83\u001b[0;31m \u001b[0msx\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0msy\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mtwo_p\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msx\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0msy\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0ma\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mb\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mN\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 84\u001b[0m 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factorial, gcd, log\n", - "import numpy as np\n", - "P=np.zeros(10000)\n", - "P[0]=1\n", - "P[1]=1\n", - "for i in range(2,10000):\n", - " if P[i]==0:\n", - " j=2\n", - " while i*j<100:\n", - " P[i*j]=1\n", - " j=j+1\n", - "Primes10000=[i for i,x in enumerate(P) if x==0 ] \n", - "B1000=1\n", - "B10000=1\n", - "for x in Primes10000:\n", - " if x<1000:\n", - " B1000=B1000*(x**(int(log(1000)/log(x))))\n", - " B10000=B10000*(x**(int(log(1000)/log(x))))\n", - "\n", - "def mexp(a,x,N):\n", - " m,s=1,a\n", - " while x>0:\n", - " if x % 2 ==1:\n", - " m=((m*s) % N)\n", - " s=((s*s) % N)\n", - " x=x//2\n", - " return m\n", - "\n", - "def euclid(u,v):\n", - " if v==0:\n", - " raise ArithmeticError('Division by Zero')\n", - " x0,x1=u,v\n", - " a0,a1=1,0\n", - " b0,b1=0,1\n", - " while x1!=0:\n", - " q=x0//x1\n", - " x2=x0-q*x1\n", - " a2=a0-q*a1\n", - " b2=b0-q*b1\n", - " x0,a0,b0=x1,a1,b1\n", - " x1,a1,b1=x2,a2,b2\n", - " if x0<0:\n", - " return -x0,-a0,-b0\n", - " else:\n", - " return x0,a0,b0\n", - "\n", - "def mod_inv(u,N):\n", - " d,a,b=euclid(u,N)\n", - " if d==1:\n", - " return a\n", - " else:\n", - " raise ArithmeticError('Common factor is '+str(d))\n", - "\n", - "def two_p(x,y,a,b,N):\n", - " Lu=(3*x**2+a) % N\n", - " # print(Lu)\n", - " Lb=mod_inv(2*y,N)\n", - " # print(Lb)\n", - " L=Lu*Lb % N\n", - " x_two=(L*L-2*x) % N\n", - " y_two=(L*(x-x_two)-y) %N\n", - " return x_two,y_two\n", - "\n", - "def sum_p(x1,y1,x2,y2,a,b,N):\n", - " Lu=(y2-y1) % N\n", - " Lb=mod_inv(x2-x1,N)\n", - " L=(Lu*Lb) % N\n", - " x_sum=(L*L-x1-x2) %N\n", - " y_sum=(L*(x1-x_sum)-y1) %N\n", - " return x_sum,y_sum\n", - " \n", - "def exp_p(x,y,a,b,m,N):\n", - " sx,sy=x,y\n", - " first=True\n", - " while m>0:\n", - " if m%2==1:\n", - " if first:\n", - " xm,ym=sx,sy\n", - " first=False\n", - " else:\n", - " xm,ym=sum_p(xm,ym,sx,sy,a,b,N)\n", - " sx,sy=two_p(sx,sy,a,b,N)\n", - " m=m//2\n", - " return xm,ym\n", - "\n", - "#def mexp(a,x,N):\n", - " # m,s=1,a\n", - " # while x>0:\n", - " # if x % 2 ==1:\n", - " # m=((m*s) % N)\n", - " # s=((s*s) % N)\n", - " # x=x//2\n", - " # return m\n", - "\n", - "def ecm_trial(N,arange=50,krange=30):\n", - " for a in range(-arange,arange):\n", - " xm,ym=0,1\n", - " print(a) \n", - " for k in range(2,krange):\n", - " try:\n", - " xm,ym=exp_p(xm,ym,a,1,k,N)\n", - " except ArithmeticError:\n", - " print('try the following: a=',a,' and k=',k)\n", - " break\n", - "\n", - "def ecm_trial_2(N,arange=50,B=B1000):\n", - " for a in range(-arange,arange):\n", - " xm,ym=0,1\n", - " try:\n", - " xm,ym=exp_p(xm,ym,a,1,B,N)\n", - " except ArithmeticError:\n", - " print('try the following: a=',a)\n", - " break\n", - " \n", - "N=149185656432189838133\n", - "ecm_trial(N,arange=20,krange=10000)\n", - "#N=2**128+1\n", - "#ecm_trial(N,arange=100,krange=10000)\n", - "#xm,ym=exp_p(0,1,-91,1,factorial(7883),N)\n", - " \n", - " \n", - "\n", - "\n" - ] - }, - { - "cell_type": "code", - "execution_count": 61, - "metadata": {}, - "outputs": [ - { - "ename": "ArithmeticError", - "evalue": "Common factor is 16029560051", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mArithmeticError\u001b[0m Traceback (most recent call last)", - "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mexp_p\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m-\u001b[0m\u001b[0;36m15\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mfactorial\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m8377\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mN\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", - "\u001b[0;32m\u001b[0m in \u001b[0;36mexp_p\u001b[0;34m(x, y, a, b, m, N)\u001b[0m\n\u001b[1;32m 80\u001b[0m \u001b[0mfirst\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mFalse\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 81\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 82\u001b[0;31m \u001b[0mxm\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mym\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0msum_p\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mxm\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mym\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0msx\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0msy\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0ma\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mb\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mN\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 83\u001b[0m \u001b[0msx\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0msy\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mtwo_p\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msx\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0msy\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0ma\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mb\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mN\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 84\u001b[0m \u001b[0mm\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mm\u001b[0m\u001b[0;34m//\u001b[0m\u001b[0;36m2\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m\u001b[0m in \u001b[0;36msum_p\u001b[0;34m(x1, y1, x2, y2, a, b, N)\u001b[0m\n\u001b[1;32m 65\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0msum_p\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx1\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0my1\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mx2\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0my2\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0ma\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mb\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mN\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 66\u001b[0m \u001b[0mLu\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0my2\u001b[0m\u001b[0;34m-\u001b[0m\u001b[0my1\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m%\u001b[0m \u001b[0mN\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 67\u001b[0;31m \u001b[0mLb\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mmod_inv\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx2\u001b[0m\u001b[0;34m-\u001b[0m\u001b[0mx1\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mN\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 68\u001b[0m \u001b[0mL\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mLu\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0mLb\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m%\u001b[0m \u001b[0mN\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 69\u001b[0m \u001b[0mx_sum\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mL\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0mL\u001b[0m\u001b[0;34m-\u001b[0m\u001b[0mx1\u001b[0m\u001b[0;34m-\u001b[0m\u001b[0mx2\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m%\u001b[0m\u001b[0mN\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m\u001b[0m in \u001b[0;36mmod_inv\u001b[0;34m(u, N)\u001b[0m\n\u001b[1;32m 51\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0ma\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 52\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 53\u001b[0;31m \u001b[0;32mraise\u001b[0m \u001b[0mArithmeticError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'Common factor is '\u001b[0m\u001b[0;34m+\u001b[0m\u001b[0mstr\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0md\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 54\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 55\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mtwo_p\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0my\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0ma\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mb\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mN\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;31mArithmeticError\u001b[0m: Common factor is 16029560051" - ] - } - ], - "source": [ - "exp_p(0,1,-15,1,factorial(8377),N)" - ] - }, - { - "cell_type": "code", - "execution_count": 57, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "try the following: a= -91\n" - ] - } - ], - "source": [ - "P=np.zeros(10000)\n", - "P[0]=1\n", - "P[1]=1\n", - "for i in range(2,10000):\n", - " if P[i]==0:\n", - " j=2\n", - " while i*j<100:\n", - " P[i*j]=1\n", - " j=j+1\n", - "Primes10000=[i for i,x in enumerate(P) if x==0 ] \n", - "B1000=1\n", - "B10000=1\n", - "for x in Primes10000:\n", - " if x<1000:\n", - " B1000=B1000*(x**(int(log(1000)/log(x))))\n", - " B10000=B10000*(x**(int(log(10000)/log(x))))\n", - "ecm_trial_2(N,arange=100,B=B10000)" - ] - }, - { - "cell_type": "code", - "execution_count": 31, - "metadata": {}, - "outputs": [], - "source": [ - "B=1\n", - "for x in Primes10000:\n", - " B=B*(x**(int(log(1000000)/log(x))))\n", - " " - ] - }, - { - "cell_type": "code", - "execution_count": 51, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(272092429413788558381560766739333595442,\n", - " 304592951138784758364937297795729494958)" - ] - }, - "execution_count": 51, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "exp_p(0,1,-91,1,B10000,N)" - ] - }, - { - "cell_type": "code", - "execution_count": 32, - "metadata": {}, - "outputs": [ - { - "ename": "ArithmeticError", - "evalue": "Common factor is 59649589127497217", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mArithmeticError\u001b[0m Traceback (most recent call last)", - "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mexp_p\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m-\u001b[0m\u001b[0;36m91\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mB\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mN\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", - "\u001b[0;32m\u001b[0m in \u001b[0;36mexp_p\u001b[0;34m(x, y, a, b, m, N)\u001b[0m\n\u001b[1;32m 76\u001b[0m \u001b[0mfirst\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mFalse\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 77\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 78\u001b[0;31m \u001b[0mxm\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mym\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0msum_p\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mxm\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mym\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0msx\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0msy\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0ma\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mb\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mN\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 79\u001b[0m \u001b[0msx\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0msy\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mtwo_p\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msx\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0msy\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0ma\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mb\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mN\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 80\u001b[0m \u001b[0mm\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mm\u001b[0m\u001b[0;34m//\u001b[0m\u001b[0;36m2\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m\u001b[0m in \u001b[0;36msum_p\u001b[0;34m(x1, y1, x2, y2, a, b, N)\u001b[0m\n\u001b[1;32m 61\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0msum_p\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx1\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0my1\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mx2\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0my2\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0ma\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mb\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mN\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 62\u001b[0m \u001b[0mLu\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0my2\u001b[0m\u001b[0;34m-\u001b[0m\u001b[0my1\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m%\u001b[0m \u001b[0mN\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 63\u001b[0;31m \u001b[0mLb\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mmod_inv\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx2\u001b[0m\u001b[0;34m-\u001b[0m\u001b[0mx1\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mN\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 64\u001b[0m \u001b[0mL\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mLu\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0mLb\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m%\u001b[0m \u001b[0mN\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 65\u001b[0m \u001b[0mx_sum\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mL\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0mL\u001b[0m\u001b[0;34m-\u001b[0m\u001b[0mx1\u001b[0m\u001b[0;34m-\u001b[0m\u001b[0mx2\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m%\u001b[0m\u001b[0mN\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m\u001b[0m in \u001b[0;36mmod_inv\u001b[0;34m(u, N)\u001b[0m\n\u001b[1;32m 47\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0ma\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 48\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 49\u001b[0;31m \u001b[0;32mraise\u001b[0m \u001b[0mArithmeticError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'Common factor is '\u001b[0m\u001b[0;34m+\u001b[0m\u001b[0mstr\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0md\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 50\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 51\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mtwo_p\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0my\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0ma\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mb\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mN\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;31mArithmeticError\u001b[0m: Common factor is 59649589127497217" - ] - } - ], - "source": [ - "exp_p(0,1,-91,1,B,N)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "Primes1000" - ] - }, - { - "cell_type": "code", - "execution_count": 29, - "metadata": {}, - "outputs": [], - "source": [ - "from math import factorial, gcd, log\n", - "import numpy as np\n", - "P=np.zeros(10000)\n", - "P[0]=1\n", - "P[1]=1\n", - "for i in range(2,10000):\n", - " if P[i]==0:\n", - " j=2\n", - " while i*j<10000:\n", - " P[i*j]=1\n", - " j=j+1\n", - "Primes10000=[i for i,x in enumerate(P) if x==0 ] " - ] - }, - { - "cell_type": "code", - "execution_count": 30, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[2,\n", - " 3,\n", - " 5,\n", - " 7,\n", - " 11,\n", - " 13,\n", - " 17,\n", - " 19,\n", - " 23,\n", - " 29,\n", - " 31,\n", - " 37,\n", - " 41,\n", - " 43,\n", - " 47,\n", - " 53,\n", - " 59,\n", - " 61,\n", - " 67,\n", - " 71,\n", - " 73,\n", - " 79,\n", - " 83,\n", - " 89,\n", - " 97,\n", - " 101,\n", - " 103,\n", - " 107,\n", - " 109,\n", - " 113,\n", - " 127,\n", - " 131,\n", - " 137,\n", - " 139,\n", - " 149,\n", - " 151,\n", - " 157,\n", - " 163,\n", - " 167,\n", - " 173,\n", - " 179,\n", - " 181,\n", - " 191,\n", - " 193,\n", - " 197,\n", - " 199,\n", - " 211,\n", - " 223,\n", - " 227,\n", - " 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1747,\n", - " 1753,\n", - " 1759,\n", - " 1777,\n", - " 1783,\n", - " 1787,\n", - " 1789,\n", - " 1801,\n", - " 1811,\n", - " 1823,\n", - " 1831,\n", - " 1847,\n", - " 1861,\n", - " 1867,\n", - " 1871,\n", - " 1873,\n", - " 1877,\n", - " 1879,\n", - " 1889,\n", - " 1901,\n", - " 1907,\n", - " 1913,\n", - " 1931,\n", - " 1933,\n", - " 1949,\n", - " 1951,\n", - " 1973,\n", - " 1979,\n", - " 1987,\n", - " 1993,\n", - " 1997,\n", - " 1999,\n", - " 2003,\n", - " 2011,\n", - " 2017,\n", - " 2027,\n", - " 2029,\n", - " 2039,\n", - " 2053,\n", - " 2063,\n", - " 2069,\n", - " 2081,\n", - " 2083,\n", - " 2087,\n", - " 2089,\n", - " 2099,\n", - " 2111,\n", - " 2113,\n", - " 2129,\n", - " 2131,\n", - " 2137,\n", - " 2141,\n", - " 2143,\n", - " 2153,\n", - " 2161,\n", - " 2179,\n", - " 2203,\n", - " 2207,\n", - " 2213,\n", - " 2221,\n", - " 2237,\n", - " 2239,\n", - " 2243,\n", - " 2251,\n", - " 2267,\n", - " 2269,\n", - " 2273,\n", - " 2281,\n", - " 2287,\n", - " 2293,\n", - " 2297,\n", - " 2309,\n", - " 2311,\n", - " 2333,\n", - " 2339,\n", - " 2341,\n", - " 2347,\n", - " 2351,\n", - " 2357,\n", - " 2371,\n", - " 2377,\n", - " 2381,\n", - " 2383,\n", - " 2389,\n", - " 2393,\n", - " 2399,\n", - " 2411,\n", - " 2417,\n", - " 2423,\n", - " 2437,\n", - " 2441,\n", - " 2447,\n", - " 2459,\n", - " 2467,\n", - " 2473,\n", - " 2477,\n", - " 2503,\n", - " 2521,\n", - " 2531,\n", - " 2539,\n", - " 2543,\n", - " 2549,\n", - " 2551,\n", - " 2557,\n", - " 2579,\n", - " 2591,\n", - " 2593,\n", - " 2609,\n", - " 2617,\n", - " 2621,\n", - " 2633,\n", - " 2647,\n", - " 2657,\n", - " 2659,\n", - " 2663,\n", - " 2671,\n", - " 2677,\n", - " 2683,\n", - " 2687,\n", - " 2689,\n", - " 2693,\n", - " 2699,\n", - " 2707,\n", - " 2711,\n", - " 2713,\n", - " 2719,\n", - " 2729,\n", - " 2731,\n", - " 2741,\n", - " 2749,\n", - " 2753,\n", - " 2767,\n", - " 2777,\n", - " 2789,\n", - " 2791,\n", - " 2797,\n", - " 2801,\n", - " 2803,\n", - " 2819,\n", - " 2833,\n", - " 2837,\n", - " 2843,\n", - " 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5261,\n", - " 5273,\n", - " 5279,\n", - " 5281,\n", - " 5297,\n", - " 5303,\n", - " 5309,\n", - " 5323,\n", - " 5333,\n", - " 5347,\n", - " 5351,\n", - " 5381,\n", - " 5387,\n", - " 5393,\n", - " 5399,\n", - " 5407,\n", - " 5413,\n", - " 5417,\n", - " 5419,\n", - " 5431,\n", - " 5437,\n", - " 5441,\n", - " 5443,\n", - " 5449,\n", - " 5471,\n", - " 5477,\n", - " 5479,\n", - " 5483,\n", - " 5501,\n", - " 5503,\n", - " 5507,\n", - " 5519,\n", - " 5521,\n", - " 5527,\n", - " 5531,\n", - " 5557,\n", - " 5563,\n", - " 5569,\n", - " 5573,\n", - " 5581,\n", - " 5591,\n", - " 5623,\n", - " 5639,\n", - " 5641,\n", - " 5647,\n", - " 5651,\n", - " 5653,\n", - " 5657,\n", - " 5659,\n", - " 5669,\n", - " 5683,\n", - " 5689,\n", - " 5693,\n", - " 5701,\n", - " 5711,\n", - " 5717,\n", - " 5737,\n", - " 5741,\n", - " 5743,\n", - " 5749,\n", - " 5779,\n", - " 5783,\n", - " 5791,\n", - " 5801,\n", - " 5807,\n", - " 5813,\n", - " 5821,\n", - " 5827,\n", - " 5839,\n", - " 5843,\n", - " 5849,\n", - " 5851,\n", - " 5857,\n", - " 5861,\n", - " 5867,\n", - " 5869,\n", - " 5879,\n", - " 5881,\n", - " 5897,\n", - " 5903,\n", - " 5923,\n", - " 5927,\n", - " 5939,\n", - " 5953,\n", - " 5981,\n", - " 5987,\n", - " 6007,\n", - " 6011,\n", - " 6029,\n", - " 6037,\n", - " 6043,\n", - " 6047,\n", - " 6053,\n", - " 6067,\n", - " 6073,\n", - " 6079,\n", - " 6089,\n", - " 6091,\n", - " 6101,\n", - " 6113,\n", - " 6121,\n", - " 6131,\n", - " 6133,\n", - " 6143,\n", - " 6151,\n", - " 6163,\n", - " 6173,\n", - " 6197,\n", - " 6199,\n", - " 6203,\n", - " 6211,\n", - " 6217,\n", - " 6221,\n", - " 6229,\n", - " 6247,\n", - " 6257,\n", - " 6263,\n", - " 6269,\n", - " 6271,\n", - " 6277,\n", - " 6287,\n", - " 6299,\n", - " 6301,\n", - " 6311,\n", - " 6317,\n", - " 6323,\n", - " 6329,\n", - " 6337,\n", - " 6343,\n", - " 6353,\n", - " 6359,\n", - " 6361,\n", - " 6367,\n", - " 6373,\n", - " 6379,\n", - " 6389,\n", - " 6397,\n", - " 6421,\n", - " 6427,\n", - " 6449,\n", - " 6451,\n", - " 6469,\n", - " 6473,\n", - " 6481,\n", - " 6491,\n", - " 6521,\n", - " 6529,\n", - " 6547,\n", - " 6551,\n", - " 6553,\n", - " 6563,\n", - " 6569,\n", - " 6571,\n", - " 6577,\n", - " 6581,\n", - " 6599,\n", - " 6607,\n", - " 6619,\n", - " 6637,\n", - " 6653,\n", - " 6659,\n", - " 6661,\n", - " 6673,\n", - " 6679,\n", - " 6689,\n", - " 6691,\n", - " 6701,\n", - " 6703,\n", - " 6709,\n", - " 6719,\n", - " 6733,\n", - " 6737,\n", - " 6761,\n", - " 6763,\n", - " 6779,\n", - " 6781,\n", - " 6791,\n", - " 6793,\n", - " 6803,\n", - " 6823,\n", - " 6827,\n", - " 6829,\n", - " 6833,\n", - " 6841,\n", - " 6857,\n", - " 6863,\n", - " 6869,\n", - " 6871,\n", - " 6883,\n", - " 6899,\n", - " 6907,\n", - " 6911,\n", - " 6917,\n", - " 6947,\n", - " 6949,\n", - " 6959,\n", - " 6961,\n", - " 6967,\n", - " 6971,\n", - " 6977,\n", - " 6983,\n", - " 6991,\n", - " 6997,\n", - " 7001,\n", - " 7013,\n", - " 7019,\n", - " 7027,\n", - " 7039,\n", - " 7043,\n", - " 7057,\n", - " 7069,\n", - " 7079,\n", - " 7103,\n", - " 7109,\n", - " 7121,\n", - " 7127,\n", - " 7129,\n", - " 7151,\n", - " 7159,\n", - " 7177,\n", - " 7187,\n", - " 7193,\n", - " 7207,\n", - " 7211,\n", - " 7213,\n", - " 7219,\n", - " 7229,\n", - " 7237,\n", - " 7243,\n", - " 7247,\n", - " 7253,\n", - " 7283,\n", - " 7297,\n", - " 7307,\n", - " 7309,\n", - " 7321,\n", - " 7331,\n", - " 7333,\n", - " 7349,\n", - " 7351,\n", - " 7369,\n", - " 7393,\n", - " 7411,\n", - " 7417,\n", - " 7433,\n", - " 7451,\n", - " 7457,\n", - " 7459,\n", - " 7477,\n", - " 7481,\n", - " 7487,\n", - " 7489,\n", - " 7499,\n", - " 7507,\n", - " 7517,\n", - " 7523,\n", - " 7529,\n", - " 7537,\n", - " 7541,\n", - " 7547,\n", - " 7549,\n", - " 7559,\n", - " 7561,\n", - " 7573,\n", - " 7577,\n", - " 7583,\n", - " 7589,\n", - " 7591,\n", - " 7603,\n", - " 7607,\n", - " 7621,\n", - " 7639,\n", - " 7643,\n", - " 7649,\n", - " 7669,\n", - " 7673,\n", - " 7681,\n", - " 7687,\n", - " 7691,\n", - " 7699,\n", - " 7703,\n", - " 7717,\n", - " 7723,\n", - " 7727,\n", - " 7741,\n", - " 7753,\n", - " 7757,\n", - " 7759,\n", - " 7789,\n", - " 7793,\n", - " 7817,\n", - " 7823,\n", - " 7829,\n", - " 7841,\n", - " 7853,\n", - " 7867,\n", - " 7873,\n", - " 7877,\n", - " 7879,\n", - " 7883,\n", - " 7901,\n", - " 7907,\n", - " 7919,\n", - " ...]" - ] - }, - "execution_count": 30, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "Primes10000" - ] - }, - { - "cell_type": "code", - "execution_count": 54, - "metadata": {}, - "outputs": [], - "source": [ - "U=59649589127497217" - ] - }, - { - "cell_type": "code", - "execution_count": 58, - "metadata": {}, - "outputs": [], - "source": [ - "V=N//U" - ] - }, - { - "cell_type": "code", - "execution_count": 56, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "5704689200685129054721" - ] - }, - "execution_count": 56, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "V\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.6.4" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/ctnt2018/Untitled1.ipynb b/ctnt2018/Untitled1.ipynb deleted file mode 100644 index 26bc131..0000000 --- a/ctnt2018/Untitled1.ipynb +++ /dev/null @@ -1,374 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "U=59649589127497217" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [], - "source": [ - "N=2**(128)+1" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [], - "source": [ - "V=N//U" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [], - "source": [ - "P=np.zeros(10000)\n", - "P[0]=1\n", - "P[1]=1\n", - "for i in range(2,10000):\n", - " if P[i]==0:\n", - " j=2\n", - " while i*j<10000:\n", - " P[i*j]=1\n", - " j=j+1\n", - "Primes10000=[i for i,x in enumerate(P) if x==0 ] " - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [], - "source": [ - "K=U-1" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "2\n" - ] - } - ], - "source": [ - "for x in Primes10000:\n", - " if K % x ==0:\n", - " print(x)\n", - " K=K//x" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [], - "source": [ - "def mexp(a,x,N):\n", - " m,s=1,a\n", - " while x>0:\n", - " if x % 2 ==1:\n", - " m=((m*s) % N)\n", - " s=((s*s) % N)\n", - " x=x//2\n", - " return m" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "59649589127497216" - ] - }, - "execution_count": 11, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "mexp(3,K,U)" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [], - "source": [ - "# %load ECM.py\n", - "# %load ec3.py\n", - "from math import factorial, gcd, log\n", - "import numpy as np\n", - "P=np.zeros(1000)\n", - "P[0]=1\n", - "P[1]=1\n", - "for i in range(2,100):\n", - " if P[i]==0:\n", - " j=2\n", - " while i*j<100:\n", - " P[i*j]=1\n", - " j=j+1\n", - "Primes1000=[i for i,x in enumerate(P) if x==0 ] \n", - "\n", - "\n", - "def mexp(a,x,N):\n", - " m,s=1,a\n", - " while x>0:\n", - " if x % 2 ==1:\n", - " m=((m*s) % N)\n", - " s=((s*s) % N)\n", - " x=x//2\n", - " return m\n", - "\n", - "def euclid(u,v):\n", - " if v==0:\n", - " raise ArithmeticError('Division by Zero')\n", - " x0,x1=u,v\n", - " a0,a1=1,0\n", - " b0,b1=0,1\n", - " while x1!=0:\n", - " q=x0//x1\n", - " x2=x0-q*x1\n", - " a2=a0-q*a1\n", - " b2=b0-q*b1\n", - " x0,a0,b0=x1,a1,b1\n", - " x1,a1,b1=x2,a2,b2\n", - " if x0<0:\n", - " return -x0,-a0,-b0\n", - " else:\n", - " return x0,a0,b0\n", - "\n", - "def mod_inv(u,N):\n", - " d,a,b=euclid(u,N)\n", - " if d==1:\n", - " return a\n", - " else:\n", - " raise ArithmeticError('Common factor is '+str(d))\n", - "\n", - "def two_p(x,y,a,b,N):\n", - " Lu=(3*x**2+a) % N\n", - " # print(Lu)\n", - " Lb=mod_inv(2*y,N)\n", - " # print(Lb)\n", - " L=Lu*Lb % N\n", - " x_two=(L*L-2*x) % N\n", - " y_two=(L*(x-x_two)-y) %N\n", - " return x_two,y_two\n", - "\n", - "def sum_p(x1,y1,x2,y2,a,b,N):\n", - " Lu=(y2-y1) % N\n", - " Lb=mod_inv(x2-x1,N)\n", - " L=(Lu*Lb) % N\n", - " x_sum=(L*L-x1-x2) %N\n", - " y_sum=(L*(x1-x_sum)-y1) %N\n", - " return x_sum,y_sum\n", - " \n", - "def exp_p(x,y,a,b,m,N):\n", - " sx,sy=x,y\n", - " first=True\n", - " while m>0:\n", - " if m%2==1:\n", - " if first:\n", - " xm,ym=sx,sy\n", - " first=False\n", - " else:\n", - " xm,ym=sum_p(xm,ym,sx,sy,a,b,N)\n", - " sx,sy=two_p(sx,sy,a,b,N)\n", - " m=m//2\n", - " return xm,ym\n", - "\n", - "#def mexp(a,x,N):\n", - " # m,s=1,a\n", - " # while x>0:\n", - " # if x % 2 ==1:\n", - " # m=((m*s) % N)\n", - " # s=((s*s) % N)\n", - " # x=x//2\n", - " # return m\n", - "\n", - "def ecm_trial(N,arange=50,krange=30):\n", - " for a in range(-arange,arange):\n", - " xm,ym=0,1\n", - " print(a) \n", - " for k in range(2,krange):\n", - " try:\n", - " xm,ym=exp_p(xm,ym,a,1,k,N)\n", - " except ArithmeticError:\n", - " print('try the following: a=',a,' and k=',k)\n", - " break\n", - "\n", - " \n", - " \n", - "#N=149185656432189838133\n", - "#ecm_trial(N,arange=20,krange=10000)\n", - "N=2**128+1\n", - "#ecm_trial(N,arange=100,krange=10000)\n", - "#xm,ym=exp_p(0,1,-91,1,factorial(7883),N)\n", - " \n", - " \n", - "\n", - "\n" - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "-100\n", - "-99\n", - "-98\n", - "-97\n", - "-96\n", - "-95\n", - "-94\n", - "-93\n", - "-92\n", - "-91\n", - "try the following: a= -91 and k= 7883\n", - "-90\n", - "-89\n", - "-88\n", - "-87\n", - "-86\n", - "-85\n", - "-84\n", - "-83\n", - "-82\n", - "-81\n", - "-80\n", - "-79\n", - "-78\n", - "-77\n", - "-76\n", - "-75\n", - "-74\n", - "-73\n", - "-72\n", - "-71\n", - "-70\n", - "-69\n", - "-68\n", - "-67\n", - "-66\n", - "-65\n", - "-64\n", - "-63\n", - "-62\n", - "-61\n", - "-60\n", - "-59\n", - "-58\n", - "-57\n", - "-56\n", - "-55\n", - "-54\n", - "-53\n", - "-52\n", - "-51\n", - "-50\n", - "-49\n", - "-48\n", - "-47\n", - "-46\n", - "-45\n", - "-44\n", - "-43\n", - "-42\n" - ] - }, - { - "ename": "KeyboardInterrupt", - "evalue": "", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mKeyboardInterrupt\u001b[0m Traceback (most recent call last)", - "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mecm_trial\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mU\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0marange\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m100\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mkrange\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m10000\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", - "\u001b[0;32m\u001b[0m in \u001b[0;36mecm_trial\u001b[0;34m(N, arange, krange)\u001b[0m\n\u001b[1;32m 96\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mk\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mrange\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m2\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mkrange\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 97\u001b[0m \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 98\u001b[0;31m \u001b[0mxm\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mym\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mexp_p\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mxm\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mym\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0ma\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mk\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mN\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 99\u001b[0m \u001b[0;32mexcept\u001b[0m \u001b[0mArithmeticError\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 100\u001b[0m \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'try the following: a='\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0ma\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m' and k='\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mk\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m\u001b[0m in \u001b[0;36mexp_p\u001b[0;34m(x, y, a, b, m, N)\u001b[0m\n\u001b[1;32m 77\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 78\u001b[0m \u001b[0mxm\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mym\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0msum_p\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mxm\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mym\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0msx\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0msy\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0ma\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mb\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mN\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 79\u001b[0;31m \u001b[0msx\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0msy\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mtwo_p\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msx\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0msy\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0ma\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mb\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mN\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 80\u001b[0m \u001b[0mm\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mm\u001b[0m\u001b[0;34m//\u001b[0m\u001b[0;36m2\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 81\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mxm\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mym\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m\u001b[0m in \u001b[0;36mtwo_p\u001b[0;34m(x, y, a, b, N)\u001b[0m\n\u001b[1;32m 52\u001b[0m \u001b[0mLu\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m3\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m**\u001b[0m\u001b[0;36m2\u001b[0m\u001b[0;34m+\u001b[0m\u001b[0ma\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m%\u001b[0m \u001b[0mN\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 53\u001b[0m \u001b[0;31m# print(Lu)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 54\u001b[0;31m \u001b[0mLb\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mmod_inv\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m2\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0my\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mN\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 55\u001b[0m \u001b[0;31m# print(Lb)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 56\u001b[0m \u001b[0mL\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mLu\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0mLb\u001b[0m \u001b[0;34m%\u001b[0m \u001b[0mN\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m\u001b[0m in \u001b[0;36mmod_inv\u001b[0;34m(u, N)\u001b[0m\n\u001b[1;32m 43\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 44\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mmod_inv\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mu\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mN\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 45\u001b[0;31m \u001b[0md\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0ma\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mb\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0meuclid\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mu\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mN\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 46\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0md\u001b[0m\u001b[0;34m==\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 47\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0ma\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;31mKeyboardInterrupt\u001b[0m: " - ] - } - ], - "source": [ - "ecm_trial(U,arange=100,krange=10000)" - ] - }, - { - "cell_type": "code", - "execution_count": 23, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "1" - ] - }, - "execution_count": 23, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "mexp(11,V-1,V)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.6.4" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/ctnt2018/ctnt2018.pdf b/ctnt2018/ctnt2018.pdf new file mode 100644 index 0000000..db447cf Binary files /dev/null and b/ctnt2018/ctnt2018.pdf differ diff --git a/graphE/Football Clustering Example.png b/graphE/Football Clustering Example.png new file mode 100644 index 0000000..351c05f Binary files /dev/null and b/graphE/Football Clustering Example.png differ diff --git a/graphE/Graph.png b/graphE/Graph.png new file mode 100644 index 0000000..97bb398 Binary files /dev/null and b/graphE/Graph.png differ diff --git a/graphE/GraphE.ipynb b/graphE/GraphE.ipynb new file mode 100644 index 0000000..58cdc80 --- /dev/null +++ b/graphE/GraphE.ipynb @@ -0,0 +1,673 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 669, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import networkx as nx\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "import pydot\n", + "import graphviz\n", + "G=nx.karate_club_graph()\n", + "s=nx.draw_circular(G,with_labels=False,node_color='blue')\n", + "plt.title(\"Karate Club Graph\")\n", + "plt.savefig(\"karate.png\")" + ] + }, + { + "cell_type": "code", + "execution_count": 670, + "metadata": {}, + "outputs": [], + "source": [ + "from collections import Counter\n", + "def walk(G,length=4):\n", + " stops=[]\n", + " loc=np.random.choice(G.nodes())\n", + " stops.append(loc)\n", + " for i in range(length-1):\n", + " loc=np.random.choice(list(G.neighbors(loc)))\n", + " stops.append(loc)\n", + " return stops\n", + "\n", + "\n", + "def draw_walk(G,length=4):\n", + " L=walk(G,length=length)\n", + " visits=Counter()\n", + " c=np.zeros(len(G.nodes()))\n", + " for i in L:\n", + " visits[i]+=1\n", + " c[i]=1\n", + "\n", + " nx.draw_circular(G,node_color=c,vmin=0,vmax=1,cmap='viridis',with_labels=True,labels=visits)\n", + " return visits " + ] + }, + { + "cell_type": "code", + "execution_count": 671, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "\n", + "c=draw_walk(G,5000)\n", + "plt.title(\"Karate club graph with number of visits by a 5000 step random walk\")\n", + "plt.savefig('karate_walks.png')" + ] + }, + { + "cell_type": "code", + "execution_count": 683, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "X,Y=[],[]\n", + "for x,y in c.items():\n", + " X.append(len(list(G.neighbors(x)))/2.0/78)\n", + " Y.append(c[x]/5000)\n", + "\n", + "fig,ax=plt.subplots(1)\n", + "ax.scatter(X,Y)\n", + "ax.plot(np.linspace(0,.12,5),np.linspace(0,.12,5),color='red')\n", + "plt.xlabel('Fraction of total edges meeting a node')\n", + "plt.ylabel('Fraction of visits to that node')\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 684, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The file football.gml contains the network of American football games\n", + "between Division IA colleges during regular season Fall 2000, as compiled\n", + "by M. Girvan and M. Newman. The nodes have values that indicate to which\n", + "conferences they belong. The values are as follows:\n", + "\n", + " 0 = Atlantic Coast\n", + " 1 = Big East\n", + " 2 = Big Ten\n", + " 3 = Big Twelve\n", + " 4 = Conference USA\n", + " 5 = Independents\n", + " 6 = Mid-American\n", + " 7 = Mountain West\n", + " 8 = Pacific Ten\n", + " 9 = Southeastern\n", + " 10 = Sun Belt\n", + " 11 = Western Athletic\n", + "\n", + "If you make use of these data, please cite M. Girvan and M. E. J. Newman,\n", + "Community structure in social and biological networks,\n", + "Proc. Natl. Acad. Sci. USA 99, 7821-7826 (2002).\n", + "\n", + "Correction: Two edges were erroneously duplicated in this data set, and\n", + "have been removed (21 SEP 2014)\n", + "\n", + "BrighamYoung 12\n", + "FloridaState 12\n", + "Iowa 12\n", + "KansasState 12\n", + "NewMexico 11\n", + "TexasTech 12\n", + "PennState 12\n", + "SouthernCalifornia 12\n", + "ArizonaState 11\n", + "SanDiegoState 11\n", + "Baylor 10\n", + "NorthTexas 10\n", + "NorthernIllinois 10\n", + "Northwestern 11\n", + "WesternMichigan 10\n", + "Wisconsin 12\n", + "Wyoming 11\n", + "Auburn 11\n", + "Akron 11\n", + "VirginiaTech 11\n", + "Alabama 11\n", + "UCLA 11\n", + "Arizona 11\n", + "Utah 11\n", + "ArkansasState 10\n", + "NorthCarolinaState 11\n", + "BallState 10\n", + "Florida 11\n", + "BoiseState 9\n", + "BostonCollege 11\n", + "WestVirginia 11\n", + "BowlingGreenState 11\n", + "Michigan 11\n", + "Virginia 10\n", + "Buffalo 11\n", + "Syracuse 11\n", + "CentralFlorida 8\n", + "GeorgiaTech 11\n", + "CentralMichigan 11\n", + "Purdue 11\n", + "Colorado 11\n", + "ColoradoState 10\n", + "Connecticut 7\n", + "EasternMichigan 11\n", + "EastCarolina 11\n", + "Duke 11\n", + "FresnoState 11\n", + "OhioState 11\n", + "Houston 11\n", + "Rice 11\n", + "Idaho 9\n", + "Washington 11\n", + "Kansas 10\n", + "SouthernMethodist 12\n", + "Kent 10\n", + "Pittsburgh 11\n", + "Kentucky 10\n", + "Louisville 10\n", + "LouisianaTech 10\n", + "LouisianaMonroe 8\n", + "Minnesota 11\n", + "MiamiOhio 11\n", + "Vanderbilt 11\n", + "MiddleTennesseeState 9\n", + "Illinois 11\n", + "MississippiState 11\n", + "Memphis 11\n", + "Nevada 12\n", + "Oregon 11\n", + "NewMexicoState 11\n", + "SouthCarolina 11\n", + "Ohio 10\n", + "IowaState 11\n", + "SanJoseState 11\n", + "Nebraska 11\n", + "SouthernMississippi 10\n", + "Tennessee 11\n", + "Stanford 11\n", + "WashingtonState 11\n", + "Temple 11\n", + "Navy 11\n", + "TexasA&M 11\n", + "NotreDame 11\n", + "TexasElPaso 11\n", + "Oklahoma 11\n", + "Toledo 9\n", + "Tulane 11\n", + "Mississippi 11\n", + "Tulsa 12\n", + "NorthCarolina 11\n", + "UtahState 9\n", + "Army 11\n", + "Cincinnati 11\n", + "AirForce 10\n", + "Rutgers 10\n", + "Georgia 10\n", + "LouisianaState 10\n", + "LouisianaLafayette 8\n", + "Texas 11\n", + "Marshall 10\n", + "MichiganState 11\n", + "MiamiFlorida 10\n", + "Missouri 10\n", + "Clemson 10\n", + "NevadaLasVegas 12\n", + "WakeForest 10\n", + "Indiana 11\n", + "OklahomaState 10\n", + "OregonState 10\n", + "Maryland 11\n", + "TexasChristian 11\n", + "California 11\n", + "AlabamaBirmingham 10\n", + "Arkansas 10\n", + "Hawaii 11\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "\n", + "\n", + "# Author: Aric Hagberg (hagberg@lanl.gov)\n", + "\n", + "# Copyright (C) 2007-2018 by\n", + "# Aric Hagberg \n", + "# Dan Schult \n", + "# Pieter Swart \n", + "# All rights reserved.\n", + "# BSD license.\n", + "\n", + "try: # Python 3.x\n", + " import urllib.request as urllib\n", + "except ImportError: # Python 2.x\n", + " import urllib\n", + "import io\n", + "import zipfile\n", + "\n", + "import matplotlib.pyplot as plt\n", + "import networkx as nx\n", + "\n", + "url = \"http://www-personal.umich.edu/~mejn/netdata/football.zip\"\n", + "\n", + "sock = urllib.urlopen(url) # open URL\n", + "s = io.BytesIO(sock.read()) # read into BytesIO \"file\"\n", + "sock.close()\n", + "\n", + "zf = zipfile.ZipFile(s) # zipfile object\n", + "txt = zf.read('football.txt').decode() # read info file\n", + "gml = zf.read('football.gml').decode() # read gml data\n", + "# throw away bogus first line with # from mejn files\n", + "gml = gml.split('\\n')[1:]\n", + "G = nx.parse_gml(gml) # parse gml data\n", + "\n", + "print(txt)\n", + "# print degree for each team - number of games\n", + "for n, d in G.degree():\n", + " print('%s %d' % (n, d))\n", + "\n", + "options = {\n", + " 'node_color': 'black',\n", + " 'node_size': 50,\n", + " 'line_color': 'grey',\n", + " 'linewidths': 0,\n", + " 'width': 0.1,\n", + "}\n", + "nx.draw(G, **options)\n", + "plt.show()\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 685, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "nx.draw(G,node_size=50,linewidth=10,line_color='grey',node_color='blue',width=0.2)\n", + "plt.savefig('football.png')" + ] + }, + { + "cell_type": "code", + "execution_count": 689, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Marshall [ 6] Ohio [ 6] MiamiOhio [ 6] Akron [ 6] CentralFlori [ 5] \n", + "TexasA&M [ 3] TexasElPaso [11] TexasChristi [ 4] Tulsa [11] FresnoState [11] \n", + "Ohio [ 6] WesternMichi [ 6] Marshall [ 6] Ohio [ 6] Minnesota [ 2] \n", + "BowlingGreen [ 6] MiamiOhio [ 6] Vanderbilt [ 9] Florida [ 9] Auburn [ 9] \n", + "SouthernCali [ 8] SanJoseState [11] TexasElPaso [11] Oklahoma [ 3] ArkansasStat [10] \n", + "Minnesota [ 2] Illinois [ 2] MichiganStat [ 2] Michigan [ 2] Rice [11] \n", + "Utah [ 7] ColoradoStat [ 7] NewMexico [ 7] TexasTech [ 3] TexasA&M [ 3] \n", + "MiddleTennes [10] Connecticut [ 5] BostonColleg [ 1] Pittsburgh [ 1] NorthCarolin [ 0] \n", + "Wisconsin [ 2] Hawaii [11] LouisianaTec [11] Hawaii [11] NevadaLasVeg [ 7] \n", + "Georgia [ 9] Tennessee [ 9] Arkansas [ 9] Alabama [ 9] Arkansas [ 9] \n" + ] + } + ], + "source": [ + "walks=[walk(G,5) for i in range(10)]\n", + "for x in range(10):\n", + " for y in walks[x]:\n", + " print('{0:12} [{1:2}] '.format(y[:12],G.nodes[y]['value']),end='')\n", + " print()\n", + " \n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 711, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "['Iowa', 'PennState', 'Northwestern', 'Wisconsin', 'Michigan', 'Purdue', 'OhioState', 'Minnesota', 'Illinois', 'MichiganState', 'Indiana']\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "city_number={}\n", + "for i,x in enumerate(G.nodes()):\n", + " city_number[x]=i\n", + "city_names={ num:nm for nm,num in city_number.items()}\n", + "confs={x :G.node[city_names[x]]['value'] for x in range(len(G.nodes()))} \n", + " \n", + "big_ten=[]\n", + "for x in G.nodes():\n", + " if G.nodes[x]['value']==2:\n", + " big_ten.append(x)\n", + "print(big_ten)\n", + "c=np.zeros(len(G.nodes()))\n", + "for x in big_ten:\n", + " c[city_number[x]]=1\n", + "nx.draw(G,node_color=c,node_size=50,linewidth=10,line_color='grey',width=0.2)\n", + "plt.savefig('football.png')" + ] + }, + { + "cell_type": "code", + "execution_count": 741, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "['FloridaState', 'NewMexico', 'SanDiegoState', 'Wyoming', 'Utah', 'Virginia', 'Syracuse', 'ColoradoState', 'MississippiState', 'UtahState', 'AirForce', 'NevadaLasVegas']\n", + "[1, 4, 9, 16, 23, 33, 35, 41, 65, 90, 93, 104]\n", + "['FloridaState', 'NewMexico', 'SanDiegoState', 'Wyoming', 'Utah', 'Virginia', 'Syracuse', 'ColoradoState', 'MississippiState', 'UtahState', 'AirForce', 'NevadaLasVegas']\n", + "[1, 4, 9, 16, 23, 33, 35, 41, 65, 90, 93, 104]\n", + "['Iowa', 'PennState', 'Northwestern', 'Wisconsin', 'Michigan', 'Purdue', 'OhioState', 'Minnesota', 'Illinois', 'MichiganState', 'Indiana']\n", + "[2, 6, 13, 15, 32, 39, 47, 60, 64, 100, 106]\n" + ] + } + ], + "source": [ + "\n", + "node_list=range(len(G.nodes))\n", + "edge_list=[]\n", + "for x in G.edges():\n", + " edge_list.append((city_number[x[0]],city_number[x[1]]))\n", + "H=nx.Graph()\n", + "H.add_edges_from(edge_list)\n", + "print(list(G.neighbors('BrighamYoung')))\n", + "print(list(H.neighbors(0)))\n", + "print([city_names[x] for x in H.neighbors(0)])\n", + "print([city_number[x] for x in G.neighbors('BrighamYoung')])\n", + "print(big_ten)\n", + "print([city_number[x] for x in big_ten])\n" + ] + }, + { + "cell_type": "code", + "execution_count": 754, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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lReh1v40QrVQCgeC64nA4aGtrQ6lUUlpailp95T8z09PTWK1+RPvsPJMZQKWNoqioCI1Gw+joKLDZdtTT0wMge7JjY2Osr6+TlJREfn4+CoWC1157jQMHDuDr68vevXu9jHRpaSklJSX09vbyi1/8gocfflj2UgcGBggICCA+Pp719XVcLhcrKyuMjo5SVlbGI488gtvtpq+vj5GREVpbW1GpVGRnZ5ObmwvA6dOn6enpQZIkPvOZz8hrNJlMRPnG8e1HfsjK9DqBoQHc9+k7iCgOxtfXd7Ni+zIa2vfeey8//elPiY2N3bGwTvDWQ3jOAoHgumCz2Whvb0ej0VBaWnrVQxlmZ2cxm80UFBSwNHKEIL8ZlMqLf550DM99FJf6DtnobdHc3IxCocDX15f19XVycnIICQkBNjcMS0tLLCws0NraSlhYmOwRw6YnPTAwwOrqKisrK2RlZbG4uMi73vUuZmdnmZ2dlY8PCAggMzNTvr/29nZ8fX3JyclhcHCQ6OhogoODZWPd1dWFw+EgPj6e/fv309TUJPdd33HHHbS+fI4ffuFJXPY/qJ9pfNWkFCTy7dp/oql5c1BGSkqKHK7fifn5eV5++WUeeeQRMRDjbYAwzgKB4I9ia5ayr68vxcXF11SYtBUaLi0t5Xe/+x1B/suUpPwftBo3SoUdSQK3R8v5jRI6Rj9IQUGhl3GdmJjg5MmTxMTEUFVVddlhEhMTE0xPT1NZWSkbsomJCcxmMw6HgxMnTlBcXMyZM2eIj4+nrKxMPu7C+9v6+Tx//jzj4+MolUqOHj2Kv78/w8PDKBQKCgsL0el0srH+r//6LzIyMkhPT6ejvZNjf12L07pdltTX34cvPPYpSu7O59ixYzzyyCOXfY7t7e2YTCbe/e53X/6hC25phHEWCATXxOrqKj09Pfj7+1NQUHDN1cIrKyv09/dTUlJCbW0tkiSxurpKdlYCiRFtKFwNmM1WUnO/xONP9KBWa7jvvvsIDQ3F4/HQ0dFBZ2cnGRkZ1NTUXPF1HQ4HTU1NpKam0tjYiEqlIiEhQdbQ/ta3vkVUVBSZmZnb8tg74fF4+I//+A+5qCwhIQGFQiE/F6PRyNzcnFxg1tXVxcq4hbr/24bTtoNmOFB0OI9/fuUrvPrqq+Tk5JCamnrZdTz//POkpaWJ/PNbHKEQJhAIroqlpSU6Ojqw2WyUlpYSHR19zYZ5y+tOSkqSK6OdTidhYWGUlVXT0eMhLecvefm4g8KSd1NYWMh3vvMd7rnnHrq6upienqawsBBJktBoNHKV9aVwuVz09PTIKl/PPfccKSkp3HvvvcTFxREVFYXZbCYmJgadTifLa+bm5u4aLh4aGuL111+nsrKS0tJSrFYrJSUlJCYmEhwczNTUFFlZWRw+fJiRkRGWl5fJy8vDcd5N36lhWVjkYkKigondq6e6upqpqSm0Wu1lq92TkpI4ffo0er3+ku1qglsbURAmEAiuiPn5eYaHhwkNDfXSvb5W7HY7LS0thISEYLFYCAoKkmUta2pqcLvd8qzkLSRJIjw8nG9+85t89atfRaPRsLa2hr+/vyx5eTFut5v+/n6sViuwWWGdnZ2NQqHgzJkz/PVf/zU2m43a2lrKyspYX19ndnaWkpISzp8/z8TEBOnp6fzmN78hKSmJ0tJSVCqV7LU7nU727Nkje6tWqxW9Xs/TTz/N/Pw8sbGxZGRkMDs7yxtvvMHGxgYPPPAAU1NTxOVE4XTs7DVrdVoq7inB5XKhVqspKiri1KlTVFdXX7LITqfTUV5eTn19Pffffz8ajdDefisiwtoCgeCSmEwmDAYDer2ePXv2XJdzulwuXn/9dTlP7fF4aGhoYHl5mQ996EPApppWQUEBGo2GJ598kri4OPz8/Ojv75dVwA4cOEBLSwthYWFyD7DH42FwcJD19XUAlEolWVlZXsVU8/PzDA0NUVVV5eX1Hz9+nJWVFR566CH5tbGxMVQqFVarFR8fH4aGhmhtbSUmJobs7Gw0Gg0ej4f+/n5yc3PR6XQolUoWFxeJiYnBaDSSnZ3NyZMniYqKYnx8nH379mG329nY2KD5F10c/+Vp7Bt2+ZoKhQL/ED++3/6vLK4tkJeXB2yGzk+dOsXhw4cv+4zr6+ux2Wzcfvvtf8Q3JbhZiLC2QCDYkampKXp7e9HpdOTn51+3Fh2Px8MzzzxDZGQkNTU1+Pr6cvz4cWZmZvjoRz8qG8upqSkiIyNpaWnBZDKRlpZGaWkpPT093HvvvZw+fZrQ0FBWV1cZHBxEkiSMRiOzs7OkpqaSkpJCXFwcsbGxXj3Wo6OjLC0tUVZW5mWYl5eXWVlZISMjg1deeUX2oK1WK62trZw/f57XX38dlUrFBz/4QTQajTxlamlpiQMHDhAZGcnY2Bh6vZ78/HzMZjPj4+McO3aM4uJiampqmJ6exmazkZ+fT1paGmV3FWPfsDPSMY5So0KhgKx96Tzw9TvY8FjYu3evvE6FQkFYWBg9PT1eBXE7ER8fz8DAABaLxWvaleCtgfCcBQKBFwaDAaPRKM9Svp5IksRjjz3GgQMHyMnJATY9vKamJj7/+c/LRnSrXzghIYGioiLa2toA2Lt3L7/4xS+orq7GbDbzwgsvkJaWRnp6+hV5kx0dHQQGBqLRaGQNbYCNjQ2Ghobk/unY2FgGBgZITU1lZWWF1dVVDAYDf/Inf0JjYyMlJSXodDocDgft7e0MDg6Sl5eHy+VCq9XidDqRJImVlRWys7NJSEiQ+5zvuusurFYr2dnZXmtbXlqh9XQ7Sh8FR+48hCRJfP/73+fRRx/dFt6fmJjA6XSSnp5+yfudm5ujvb2dvLw8L8lQwa2PyDkLBAJgc5by/Pw8SUlJ1yWnfDEWi4W/+9A/Ympa5Lm5NwgKD+TIR6ox+Rj40t/+DVqtltXVVXp7exkZGeFDH/qQ7DGaTCaWlpbweDyMjY3x7ne/m7S0NCwWizxwYgu3243JZJInPcGmt97Z2UlaWhqw6VVuyWhuzWn+xCc+IR/vcrnw8fGhoaEBvV7P4cOHKSkpoaGhgerqak6ePMnBgwfRarUEBwczMDDA+vo6QUFBvO9978NqtdLd3c3BgwcxGo00NjaSlZVFdXU1TU1NLCwsbDPOM6Zpqo7uo6+vD4DFxUWOHj1KbW0tR44c8fLyk5KSOHfuHAsLC9vkPC8kKiqK6OhoBgYG0Ov1ly0mE9w6CM9ZIHiHMzg4yNLSEmlpaURGRr4p15iYmOAbH/wWs12L2Dcc8usKtYL8miy+8sxfMjQ0RFBQECkpKZw5c0YWEIHNCvHw8HD27t3Lz3/+c+644w6MRiM9PT2yhvXRo0eBzRxzbGwsUVFRKBQKLBYLzc3N1NTUbCuOcjgc1NfXc/jwYRQKBcvLy/T396NWqykuLkatVmOxWGhtbaWwsBCHw4HZbCY0NJQf/p/HcW9I+Ol9+OLX/wofHx/sdju//e1v8Xg87N+/n5mZGZKTk7eFlV966SVCQkKorKyUveLW1lb27t0r/3dLrtNqtdLW1rZjO9fp06epqKi4bNHXVovalUQXBLcGwnMWCN6hXDhLOTMz8027TktLC91NvRg7F3DavIdZSC6J/sYRXn3mDdJLk7FYLDz99NOUlpbidrvxeDwAmM1m5ubmAJicnMTj8VBcXIzb7SY3N5fx8XGCgoLIyMjwOr/JZGJiYoIjR45sW5fb7ZYN8+TkJCaTieDgYCorK72O8/f35+DBgxw7doyNjQ1WZtb43b+cxvXfwiGSBBO//3u+8eKXGZoYICsri+XlZdrb20lISCA6OnrbtaOjoykuLqapqYmEhIRLpg90Oh05OTnbZkEDVFdXU1dXx6FDh3b9PEBZWRltbW2X1OcW3FoI4ywQvIOQJInu7m7W19d3naV8vbBYLLS0tKBWq1EsaZHcnh2Pc9qddL7WS0ZZKpIkoVAoCA0NJTY2Vm4ZUqvVeDwecnNzGRgYIC4ujqmpKeLj4zEajdx77708++yzhIeHy4Vrg4ODuN1uKioqtl3T4/Fw4sQJ9Ho9zc3NJCYmbjvO4/HQ09MjD6uoqqpifMTA1z7xLZwb3u1Phr4pPlv5t/zFrz5CcHAwRUVFAHKPtFarlUdRwmZhl0qlorq6GoPBQENDg1deeXJy0itHHBYWhtVqpbe310u2dEu/vKWlhbKysl2/C39/f2JiYlhcXGRsbOyKxEwENxdhnAWCdwCSJNHR0YHdbic/P/9NF6cYHx9nYWFBNpYzDYtcKn/m5+eHQqFgfHyc1NRU5ufnvQq2tmQ1R0ZGGB8fp62tjZ6eHvLy8ujr65OrmB977DFuu+02BgcH0ev1REVF0dnZia+vLzqdDl9fXxQKBb/61a8oLS0lIyPDq8XKZrPR09MjD5vYao1yOBycPXuWoZMGVAoVTryNs8flwbpsI8AZKrd5weYQjsrKSqxWK42NjXLr2IUkJycTFxfHz372M+Lj44FNnfGLPdy4uDisVus24xoYGEh0dDRDQ0PbIgcXsmfPHubm5jCbzej1eoKCgi7xjQhuNsI4CwRvY652lvIfiyRJnD17lqioKAIDA/Hz8yM2Npbyu4v5+defxr19RDMaHw13P3KU0tISnE7njp6uw+FgYGAAh8OBw+GQw94xMTFERUXJRi0kJITa2lo+/elPy8bH5XJhs9mYmZmho6OD7u5u7rzzTpRKpTzsYnJyEgCtVktqaioqlQqFQiFXjdtsts3BFs2j2Cz2besDcDndjHYaKLltu2ymTqejqqqKjY0NGhsbGR8f9/KkNRoNxcXF2Gw2hoeHd839p6en09PTg8lk8spjJyQk0N3djdlsvmTdQGVlJQ0NDbS1tXHo0KFrVnYTvPkI4ywQvA251lnKfwxra2u0tbVRXl6O0WhEq9WSmJjI8vIy0+cnKD6az7k3er0KwpQaBdn79qCOgFdffZWkpKQdz63VanE4/vA5i8WCv78/MzMzcjh3ZWUFp9NJRkYGY2Njcmh5YmKC+fl5wsPDCQsL44tf/CILCwtyNXd8fPyOhmpubo6hoSGysrLkawdG+KNUK/G4tofoVRoVat2lp0H5+flRVVWFSqXi1KlThISEUFhYyNraGoGBgaSlpbGwsEBnZyc5OTk79ifn5eVx9uxZdDqdV9Fcfn4+p0+fJjg4GB8fnx2vr1KpSEtLY3FxkcbGxjelKl9wfRAiJALB2win0ymLdpSWlpKYmLitR/bNYHR0lJmZGaqqqpiZmZF7cFtaWrBYLJSXl3PofVXMTBuZG13A4/Lg6+/DoYeryLg/nnfd+S7m5uZwOBzMz8/vqNdtNBqBzQlWkiRRUFCAyWSS88+Tk5NUVVWRkJBAS0sLBoOBxcVFoqOjycjI4NVXX8Xf35/l5WVCQ0PJysoiLi6O8PBwWdN7YGCA0dFRXn31VcxmMxEREcTHx5ORkYGfnx9OlZ3W57vwuLcH6dUaNUc+W0FkVMRlN0MBAQGo1WqSkpJobW2lvb2diooK1Go1RqORuLg4lEolIyMjxMXFbXsWcXFxnD17lujoaC8pz8TEROrq6rxC6xcTGBjI9PQ0ISEhLC4uXrIVS3DzEK1UAsHbAJvNRkdHB2q1+ppmKV8rkiTR1NREXFwciYmJzMzMsLy8TGBgIBMTE+zdu1cOpW8dW1FRgc1iw8fPB6VSyauvvkpISAgKhYLy8nIsFgudnZ1ERER45VCfeew3ND7bxuyEmfSSVD79z3/GzNIUfn5+aDQaMjIy2NjYoKurS94gJCQkoNFo6Onp4fbbb5eroldXVxkZGcHj8chjHzUaDW63G6fTSVlZmbypWVxcZGhoiJCQEHx8fPjdY2/w8ndP4HF58Lg9qDUqlColH/v2B3jo0fs4ceIEBw8evOymaKtlCqCurg61Wo2fnx8OhwOlUsnevXux2Wy0tLSQkZFBVFTUtmf/xhtvcOTIEa/v22Kx0N3dvWN64EJOnTpFaGiovEER3FoI4ywQvIW5HrOUr5WVlRU6OjqoqKjA19eXubk5JiYmsNvtJCQkkJyc7HV8R0cH2dnZ+Pr6bjvX1772NT7+8Y97tRRt6V8nJibyu++e5IX/9wpOuxMkUKqVqDVqjn6xig985iEkScJgMCBJkle+mjgIAAAgAElEQVS+OCIiAqVSiUqlIiwsTDbEgYGBpKeny17n/Pw8AwMDZGdny57kwsICw8PDhIWFkZmZSXd3N35+frhcLpan1qh/ugXj6CzpRSnc/7k7WXGcx9/fn7i4OFn/+lLfx4XGeevvDQ0NOBwOZmdn+cAHPiAfOzg4yNramiycsoXT6ZTbwS5kZmaGtbU1srKydr3+1gZldXWVmpqaGxJhEVw5wjgLBG9Brtcs5WtleHiYtbU1SkpKgE3v8vXXXyclJYXy8vJt65Ekiebm5l29uVOnTtHf38/HPvaxbSHhk8/X8c0//c8dZx77Bvjw8Z+/DxQSUVFRLC8vo9frUSgUeDwennvuOXJycnjkkUd2fEZut5vm5mbCwsJkQ2Y2mxkdHfUa9NHY2EhqaiohISF0dnayb9++He+js7OTmJgYgoKCaG9vp7q6etdnuJNxbm5uZt++fdTW1uLj40NgYKA89GJjY4O2tjavDQTA+vo6XV1d2/LHvb29hIeH79hnvcXg4CD+/v6MjY1x4MCBXY8T3HhEzlkgeAtxPWcpXwuSJNHY2EhERIQsXGIwGHjhhRe477772LNnz47r6ezsJD8/f8dRh1NTU4SHh5OUlMTx48fJz/eudn7umy8z3D7Ojr1YSohMCSO3fHM6VGFhIampqcTGxnL+/Hm5bcnpdG7LrQ4ODjI8PEx5eTmRkZHMzs7S3d2NWq2msLCQ8PBwXC4XtbW1lJaWEhoaSmNjI5WVlbs+8+joaPr6+ggODiY8PJyBgYFdh04YjUZ5eIXRaCQ8PJylpSViYmJYWFhg3759+Pj40NHRwerqKnFxcSQlJWEwGJiampLPq9Vq8fX1ZWhoyOtakZGRnDt3jsjIyF1HTOr1es6dO0dGRgYGg+FNU4gTXD2iWlsgeAswPz/PyMjIdZulfC2cP39ezmVqtVo8Hg91dXVMTU3x6U9/etfPSZKE3W7fMZwNmyHYLY/aYDBQX1/vJVW5ZDqP5Nk5wKdWqclIzZY90C0GBgYIDAwkKSkJlUqF0WgkLCyMyMhIFhcX6evrIzMzk8zMTHkkZlRUlJc62Fb1+Vb+eGRkhNTU1MtuhsrLyzl9+jSlpaVERkYyMDBwyfCyJEmyOMzFPdBbimUrKys0NjYSHBxMTk4O6+vr1NXVkZeXR1hYGBEREVit1m3Xqqqqora29pJtU5WVlTQ3NxMaGsrs7OwlPW3BjePGVI0IBIJrwmQy0djYyPLyMpWVlZf8kX8zGRwcZHJykgMHDqDVahkfH6eurg6HwyHPX96Nzs5Oua3pYmw2m1fbz5EjR5ienmZ0dFR+Lb8mG61u5+pnl8tFenGy12vDw8NoNBq5LSszMxO1Wk1PTw/19fXMzs5SU1OD0+mkoaEBm81GZWWll7CHyWSir6+PQ4cOoVKpcDqdzM/PExcXd8l73WL//v00NTURFRWFSqViYmJi12O3KqY9Ho+c91Wr1bhcfwjjbxnp2NhYGhsbmZqa4sCBAxiNRjo7O4HNSm2FQuF1LYVCQUVFBU1NTbtef6tqXKvVMjw8jNO5QzO64IYjjLNAcAsyNTXlZTi2cp83Go/HQ319PUFBQRQWFrKxscHp06dRKBS43W6OHj16SU9SkiRsNtuuXnNXVxeFhYXyvxUKBXfeeSctLS0sLS0BcPef345Stf0aSo2S+OxYjje9SnNzMwBjY2N4PB55+tQWkZGR9PT0YLfbCQoKorGxEZfLRVVV1ba2o+HhYZaWlrzyylu54CtFoVBw6NAhTp06RVpaGsvLy16KZ7DZc+xyuZicnCQ4ONhLsSsuLo6ZmZlt590alhEdHU1jYyNqtZqUlBROnz7N8vIymZmZnD9/HrPZLH9Gp9ORnJwsT7vaifj4eJaWliguLubMmTNXfJ+CNw+RcxYIbiEMBgN9fX0EBQWRl5dHaGjoTVvLwsICbW1tVFRUEBwczLlz55ibm2Pfvn20t7dz6NChy7ZsXSrXDDA9Pb1tzrCvry9qtVpuIRqbGKPwSC7dJ/s3q7E1ShRKJfnVWdz15QM8+N4HmZ6e5oknnkCj0XgVnS0vL9PS0kJsbCxhYWH09PRgtVo5cuSIl4DHFh0dHQQEBHhthgwGAyEhITsefykUCgUJCQnU1dVRUVFBd3c3ISEhcsGbSqXi/PnzrK+vs7i46FXY5+fnx+joqJyTvhidTkdCQoKscqbX61laWsJsNlNYWEhXV5fc+gWb1ekLCwu4XC4CAwN3PGdsbCxNTU0UFhZeMlcuuDGIam2B4BbgwlnKu/0g30j6+vpwu93k5+fLSlkFBQUEBQVx8uTJHccvXsxWX/PFU562GBwcJDIyctcNyMmTJxkeHubuu+8mPj6excVFfv3D5wjQBBKREs5dD92BJEnU1taSlJTE+vo609PTzMzMcN9992EwGPDz8yMwMBCTyURCQgIrKytYrVb0er1Xq5ckSdTX15OTk+PV8+t2u2lqarpk1fXlsFgsdHR0sH//fvnZqdVqJEmivb0dSZLweDzbtLQvrOa+HFu92Gq1GpvNRlFREW1tbQS6QvnlPz7LcNsYvv6+5B3N4HPf+gQRMTsLjywvL2MwGPD398fX13fbxklw4xAFYQLBTeTCWcrp6ek3ezm43W7OnDlDZmYmer2ehoYGwsPDqampATbFMiorKy9rmOHSuWbYLDC71KhKnU6HTqdjYWGB+Ph4QkNDkYKclBzMlz1ChUJBdnY2L774Ih/+8IcpKChgcHCQH/zgB6jVaqqqqggPD5c3CPHx8dTV1WE2mwkLCyMoKEie6VxVVbUt/N7U1HRV4eyd8Pf3Jzc3l7Nnz3Lw4EFOnjxJsj6Np//1t3TW9aD103D3p26jtKQUlfraeo237nGrN/vEiROsjdl58iuP4bJv5q4dNictvz3H5+q/zE97v4df4Had9S3PPjg4WG4ne7P12AU7I8LaAsFNoK+vj9HRURISErZNRrpZmM1mOjo6qKqqwmw2Mzg4yL59++T2msbGRgoLC69orVuiILvJSC4vL+NyuXaVjmxoaCAzM5OUlBRGR0fRaDSEhoZy8uRJ9Hq9LLiyuLjI5OQk99xzD6+99hqTk5OydOi+ffvo7OzEZDKRk5Mjh4zj4uIwGAwYjUa5H/ngwYPbNhxTU5vqY9dDPUun06FSqRgbG8M9p+Ard/1/GLonsa7ZsZy3MtAwQm/DIIc+UC2nCi5stbpS/Pz8SEhIICQ4hH957/dwbHgXd3ncHjxOifllM1V37bzpiIiIoK2tjcrKSs6cOXNJKVDBm4cwzgLBDWKrXWZsbEz2lP38/G72soBNwYqNjQ2ysrJoa2sjKiqKnJwc2VC0tLSwZ8+eK867dnZ2kpeXt6uHfe7cuR29akmSqKuro6ioiJCQEAICArBYLPS09nHi8QYanmxjfvg8iXviUfurGB4epqysjNbWVlZWVuRpT/n5+YSFhVFcXIxer+epp55iYWGB9PR0lEolWq0Wk8lEc3MzDzzwwLaitq1ZzhcWq/2xBAQEsGHZ4H+++5vYLQ4uTCi6nG6WTMskZMaSlLMZSr4W47zFZK+RE0+cxunYLtzidrlxrDtJP5i4a19zTEwMra2tFBcX09nZecVV6oLrhwhrCwRvMjd6lvLV4HK5aGhoIDs7m6mpKUZGRrx6jGHT0CYlJREWFnZF59yq0N4tHLpbmYvH4+HkyZNUV1d7hZddZvjJnz+Dx+XB7fLQOdnHF09+naoPlvDwPzzEU089RWxsLJWVlURERFBXV0dUVJS88YmOjuaTn/wkAwMD/OAHP6C4uJigoCCsViv79++nr6+PnJwcr7WcPXv2jw5n78Tq5MaOE60AbBYbL3z/96RWJGCxWBgcHLxsJfxujHdP4fa4d31fISlQq9XMzMzsaHi1Wi1xcXHyCMqLZ0gL3nyEcRYI3iRu9Czlq2Vubo7h4WFSUlIYGBiguLh428ahp6eHiIiIq1KO2s0rvvD9iz1Sp9NJXV0dBw8e9Krsdtid/NP7vuUl3SlJEg6rg9NPtBCZE8oDj9znFR4/cOCALAJyYQg+KyuLrKwsfvKTnzA3N8d73/teTCYTERERXuIbJpOJ8PDwK8qrXy0ba1aUqt0r3OdmzDidTmJjY0lPT/ea+Xw15Ofm84v/8Zsd31NrVWTWpJKZmUlzczMhISE7pioSExNpamqiqKiInp4e9Hq9V7uX4M1F9DkLBNcZt9vN2bNnaWlpoaCggMrKylvOMHd3dzM3NweA3W6npqZmm2HeUtm6mpCmJElYrdZL3u/Ffc82m43Tp09z+PDhbS1XLb/vgN08bZcH66h7W95aoVBw4MAB2trasFgsfzje46G2tpaHHnqIv/u7v2NkZISenh4MBgOjo6PY7XYkSWJ4ePi69pVLksTAwAAtLS3YtOs4bI4dj1NrVZTdWYzFYmFgYACTycQbb7xBS0sLRqPxkp7yxfjofHj4Hx5EpfX+iVcoFSg1Sh78/D00Njai0+lobm7e9dz79u2jubmZvXv3yvPBBTcG4TkLBNcJp9NJW1sbSqWSkpKSXXt7byZbqlhbvbaVlZU7TiMaHR2VlaOuhst5zRfnUdfW1ujo6Nh1gtOyeQWXa+fwrOSRWJhZ2vVaBw4coK6ujpKSElQqFY2NjV4tYHfffTdut5sf/OAHrK2tYbFYCAkJ2dbSdC0sLi4yNjYm/zszM1P2Ots+2MepZxqwW72NtI/Oh5oP7mN1dZXk5GQKCwvp7++noKCAmZkZWltbAeTnpNPpyMjI2NHD93g8WPRLHP5kJS3PdGNdteJ2uSk6nMf7v3YfdU21vPe970WpVLK8vMzjjz/Oxz72sW3fgUKhIC8vj+7ubqqqqmhsbLxp8rHvNG69Xw+B4C3G1ixljUZDeXn5DZulfLUYjUbOnTuHn58faWlpu4aqJyYmcDqdVy0VeiVe89TUlJzLXVpaYnBw0GsaktPpZGBgAJvNBoBda93VW9PqtORW7d6KBZsG+sUXX8TX15fbb799m/FRqVR89rOfpb6+nuPHj7OysnLFvcUX4nK56O3txeHYNLhhYWHs3bt3xw3HF374KbQ6LS//+HW0PhrcLg8xqZG8+0uHKanY3NgYDAZaW1tZWlqisLCQ+Ph44uPjvc5jsVjo7e2V5Ta3rpWcnMzx48cpKSnBkefgb/7j8yybV+gf7KOyphKlUklkkp5jx45x9OhRDhw4QFJSEk8++SRZWVmUlJR4/T8cHh6OyWRifX2dpKQkBgcHL9kCJ7g+CBESgeAasVgsdHV14ePjc8NnKV8tHR0djI6OkpGRQUFBwa7HGY1GlpaW5DGFV0NnZyeZmZm7GmeHw0F3dzelpaXMzc0xNTVFQkICk5OT8jFqtZqsrCx0Op08z/nxR5/FODSLy+ntQWv9NDw5/p+ERATvuiaDwcDy8jLr6+sUFhbuqo4lSRLf+c53qK6u5rXXXqO0tJQ777zzkvc7NTXF7OwssGnkc3NzvXTCL8X4+DjP/fo3pEalU15dxsBkH7m5uSwsLHhN5XrppZcIDw8nJiZm23zsnXC73fz0pz+V51rn5uaiUqkICgoiIiICs9ksG9apqSnOnj1LaWkpycnJDA0NoVKpmJ+f3zH6U1dXx/79+3n+Zy8hWRSk56eSfyD7lt2MvtURxlkguEpWV1fp7e3F39+f/Pz8W9ooOxwOnn/+eQICAjh8+PAlvVqz2czMzMy2yUhXwuXUwGCzd1mn0zEzM8Pq6ip79uwhKiqKhIQEr2e4Nas6IiKCPXv2sDy/wlfv/VfGeyZRqpR43B78gvz4+2f+ig3V6q7X7OnpwdfXVxZ3OXPmDPn5+TsWNbW1tZGQkMDExARqtRqn00lHRwdFRUWyp2+1Wunt7ZU9+fj4+GuWuHz88cfJzs7Gx8eHkpIS3G43J0+eJCEhAX9/f9lL3lIJMxqNTExMEBkZuU03/EJOnDiBw+GgoqKC6elpeZO1vLzM6OgoPT09cs+3UqlEp9PJrX1ZWVmcPXuW7OxsdDod7e3teDweSkpK0Gq1jPVO8OV3fQPbqh2Xy4VarSYwLIB//v3fk5Qdv+uaBNeGMM4CwRWyFYYNDAy8Js/yRjM6Osqrr77KXXfddVkhifPnzzMyMkJZWdk1Xauzs5OMjAyvvm2TycT09DSwGXLt7+9n7969SJK0rXUJNgvT2traCAgI2NG7H+uawNA7xfzKHO/75AMolUpmZmZYX1/fFmZtamoiOTl52/jDM2fOkJeXR3DwH7ztxcVFZmdnyc3NZXx8HKVSicFgYP/+/Tz77LOcO3eOvXv3kpmZSXZ29o45+qtBkiS+/e1vU11dTVpaGhEREfL9bxVp5ebmEhAQsE3Cc25ujrGxMcLDw8nIyPA6b319Pevr69x+++00NzfvKDl64flcLhcjIyMMDw8zOTlJSEgImZmZDA0N8f73vx+VSiV3HFg3bHzv/T9j2bzqlWZQKCBYH8STE/+J1nfnyWGCa0OIkAje0dg27Bh6prDbHASG7tx/PD8/T1dXFx6Ph+Li4rfEQPpnn30Wk8nERz7ykcsOz1hbW6O3t9drYMTVsFXhvLGxweTkJEajEaPRiL+/P9nZ2cTFxbGxsYFOpyMgIGBbLtvtdtPS0sL8/Dzl5eW7zhMOjQohJT+R0JhgLBYLgYGBBAUFYTKZUCgU+Pv743a7OXXqFMXFxTv2ZScmJtLe3k5QUJBcMd7a2uq1KXn55ZcJCQnh+PHj3H///dxzzz0YDAZ6enpITk7+o9XcTp48iY+PD2FhYaSnp8tRA7VaTXh4OLOzs0xMTJCcnIzJZPIqoAsICCAhIQGPx0NXVxcWiwW9Xi9P2SotLWVxcZHg4GCvDcgWFxbkKZVK9Ho9mZmZ8mhLt9tNYWEhTz/9NJIkyc92+Mw4Ha/14nZuL85TKBXEpEaTWnB1xYOCSyM8Z8E7ErfbzU//4Wme/97vUamVuJxu4tKj+fIvPy//yMzOzjI+Po5er79pIxuvlpmZGZ577jnuvffeK5JdtFqttLS0eBVlXQlbBliSJIaGhkhLS6O4uHjXnOuvfvUrqqqqtg2bOHfuHFarlb17915VX3FLS4uXQT19+jR5eXl0dnZy4MCBy3q3jY2NZGdnMzo6is1mk6vXQ0JCSEtLo66ujtzcXGZnZ+UcsMfj4ZlnnsFisfDwww/vOgbzcjz++ONyOmSn4rOFhQVGRkZwuVz4+vpeskBtaWmJ3/72t/j7+1NZWUlSUhJnzpzZdVDH3NwcDodjx4EW4+PjnD9/npWVFXJzczGZTHI/+o+/8iS//tfnd13He794L5/65iOXu3XBVSCqtQXvSH70N7/kpR8ex75hl18b757kCwe+yjde/xIW1xrR0dGXzKHeSkiSxAsvvIDFYuEv/uIvrigP7nQ6aWxs5PDhw5c8zm63MzAwgNPplEOasbGxcoja5XJt87qPP1HHE9/4L4yjs/j4ayl6dw4PPfCQ/H5/fz9LS0sUFRVdF13xtLQ0nnrqKT7zmc9c9tiZmRnUajW//OUv8fPz29HQFhcXMzY2hp+fn+xtKpVKPvCBD2Cz2XjyySfx9/fnT/7kT66qIOr8+fP4+fld8vvR6/XY7XZGRkaYmpoiLy9v142AwWBg3759rK2tYTQaaWtr49ChQ7ueOyoqipaWlh2Nc0xMDKOjoywuLjIwMEBYWBhTU1NER0dj9VjQ+mpw2JzbPqfWqgiJ2r0oT3BtCOMseMexvmzhxR+8tuMPjd3q4LWfnOKvf/DZm7Cya2N8fJwTJ05QVVVFdnb2FX3G7XZTV1e3Y3/x9PQ0JpMJ2MwVa7VasrOzZe/yQrq6urapff3yn57lmW++gM2yufGxrdlpe76HL459nb/65ceZM8+RlZV1xWvdDUmSUCgUjIyMYLPZ+NCHPrTjmEWbzUZvby8ez6ZsZmxsLGVlZVitVrRaLVardZvxCw4Oxt/fH39/fyYmJggLC5OP8fX15eMf/zhms5kf/ehHJCYmctddd13Rml977TVSUlLIzs6mv79/1+Pi4uJwOBwsLi7S0tIiTwW7kHPnzhEcHIzZbKayshKPx8OJEycYHBzE19eXoqIir+/W4/FgMpno6+vbcXPg4+NDeXk58/PzuFwuzGYzLpeLPXv2oHiPkpf//Y0d16pUKvFPvf5qau90RFhb8I6j/Y1u/um9/4ZlZWPH9yNT9fyPX38ChUKBSqVCrVajVqvlv1/834tfU6lUN6SC22q1Ul9fz9LSEnffffeubUIXI0kSJ06c4NChQ7hcLvr7+716ZWNjY69o4MJOFdqri2t8IP5TOO3bNz5anYZP/seHuP/P777CO9ydlZUVZmdnsVqtBAcHyyF8g8GAy+VCkiSWl5eBTaOz1VK0RXd3N3FxcYSFhdHc3MyePXt2zFGfOXOGsrIyGhoadvVIBwYGqK2tpaio6LJ5+5/85CcUFBTIwzou11M9MDDAyy+/zKOPPuoVYejt7SUwMJDR0VEOHTqEQqGgubmZ1NRUTCYTq6urDA0NodFoyMrKQqFQyN/t5OTkZXXDR0dH5VqC06dPU1ZWxtqojae++gIet4TH5UGpVqLRqPmrH36Kve8uYHx8/Joq/QU7I4yz4B1HX9MQX37XN7Cu2XZ8P7tiD99t+Gc8Hg9utxu3243L5cLlcsl/v9RrbvfuAweuF0NDQ5hMJsLCwsjLy7vizYDJZKKhoYH09HTUajVarZbk5OSr1pGWJInR0VGSk5MJCgqSNyetL3fxy6/8l+w1X0z1e8r5+m/+5qqutdv1f/zjH/Oe97yHiIgIVlZWGBoaAjZnZFdWVu7acrS+vs7w8LCXIdnNQHs8Hurr6yktLaW3t5fy8vLNwR4bdrQ+Gq/5y42NjZw7d47Dhw/vKNLR09PDwsIC/v7+FBUV0dvbe0k1tS2efvpp1Go1Dz30EE6nU26Xmpubkyd/bWxsMDU1RXl5OYmJiXLu326309HRgUqlorS0FKVSydjYGEFBQbuO64TNHv5jx45hsVgICgrCbDZz+PBhxvomaH+hB9uig5C4IO74s4MUV29GTkZGRvDx8dkxZC64eoRxFrzjcLvdvDfqY6wvbfecNb5q7v/Su/jk1z5yS/Yvz83NMTg4iMvlIiUl5ZJFXzabjYGBAdmThM1CrqNHj/7Royo9Hg8NDQ2UlZV5bUpO/Kqen/zNr7wGVVxIfFEUR76wD39/f2JjY1Gr1SgUCnl9KpWK0NBQwsLCCAwM3PE7cDqd1NbWYjKZ5NB4UFAQGRkZ8vG1tbXU1NTsWBhWV1e3YwHc2bNnSUtL2za/eXFxEaPRSEhICPXPNfO7757EPLWAUqmg6j3lfPrfP4o+9g9G/fe//z2Tk5M8+OCDcpsUwM9//nMefPBBJiYm0Gq1REVFbauoliSJ2dlZLy3t/v5+HA4H6+vrpKamEh8fj0KhICEhQV7rmTNnqKqq2vX/WafTSXt7OwAlJSV0dnbu2Dbn8XhoaWnB4/Fgt9vlOdQDAwMYjUY+97nP0dvbK3+2qanJK1rQ2Nh4Sw55eSsics6CdxQzMzOMjY3x2f/3Z3zro4/hcrjgv7enah810ekRHP3QARobGwkODiY3N/fmLvi/cbvdNDc34+vri8fjYd++fV5hTkmSmJycxGw2y8bO19eX3Nxc2StubGzk0KFD12WGdHd397bqbKfTiTpCAmlnA+Hjp6XiPaVkZ2eTnJzM9PS018Zh6z63DNTw8LCcV5YkiYWFBQwGA5OTk2RlZckbAo1Gg91uZ2ZmhvDwcHQ6Hfv376e+vp4Inxhe+L+/Z9YwT0ZpKvl3ZZBdunOuu7y8nLNnzyJJkpdXudXedOrJJn71T7/F+d+1Ch431P+mmZ76fn7U/W2CwjbTCnfddRcej4df//rXbGxs8PDDD8uKXUNDQ6SmpvLKK6/s2AGgUCiIjo6muLhYLjRTKBSUlpbyox/9CJvNRlBQEEqlUjbMJpOJmJiYS24mNRoN+/btw+Vy0d7eTk9PD0VFRV4Rk76+PpaXlwkJCWF9fZ2DBw+ysbHBsWPHKCsro66ujuPHj28TXtn6jgAqKiqora29bJGh4PIIz1nwjsDhcHD27FliY2NJSEjg9OnTdDf2Mfz6FAsj5/EL8mPPoUTuefQOXG4nERERBAYG0tvbKytV3SxGRkaYm5uTw7dbxUxbXjEge1JRUVE7nqO1tZWUlJRtXuG1sFOu2Wq1ysb/P7/wM155/IRXaFupVhCbFsNjnf+GUqWgq6sLl8tFYGCgnBOFTQM/Pj7O6uoqDoeDsbExOU0QGhpKdHS0PJjC4XDQ399PYWEhdrud8+fPs7i4KOtyv/S94zQ+3YHH6UaSQKlWolAq+PD/foCs/elIkoSfnx/h4eGEhYXJhqqlpYWUlBQvA+2wOXgg/KM4rDvk0n01PPwPD/GnX3lIvofJyUmWlpZwOBy88sorTE9Pc/fdd7OxsUFFRQULCwu7tjtdTFtbG3q9HovFwhtvvEFaWhp33/2HvP2lWqd2o7m5GZVKhdPpJDIyktnZWTIyMhgYGCAlJYX4+HhcLpdcNPj0009TXl5Ob28vc3NzfOITmzUZFouFsbExL8nR9fV1+vr6rssAkXcywnMWvO3p7e1lfX1dDvudOHHi/2fvzcPbusu0/49WW17l3ZZX2Y6XeIuTeInjJnFKk5aWpnQDSqEwFDplhm0G3hmYdxaGZZgZZmBgYOA3tAVaKIU2bUNaWlqaOLEd74sk77vlXZbkTbL28/tD6DSK5TRpe807Bd/X5X8s6eicr6TzfJ/nuZ/7pri4GIPBwD88/QXxJtzW1oZ9y8a+ffuYmJjA4XBQV1fH8vIyLS0tZGRkkJWV9T923pubm/T09KDValleXsZsNpOWlkZHRwcqlUrsN74Rent7g0qgbxV6vT5IwWt9fV3stUokEj757Y+SnJXIL/75OWyrNiRSCRkHUrjzr29BGeY/3wkmJe8AACAASURBVP3794uvbW9vB/xymE6nk7W1NQAiIyN5//vfj1wuZ3BwELPZjEwmE92ZwP/ZymQy8vLySE1NFQVMJg0zdPxKh9f1ev/f5/GztZ/627P8cvFHhKn8TG2z2czAwEAQKe43v/kNqampxMXFIZFImOwxIpGGzkxdDjcvPvYqBSf88/EKhYKsrCyx53348GG+/e1vYzabcTqdFBYWsr6+fs3rvby8jEKhoKCgALPZTE9PDxsbG0RHRzM8PLxNKexaEB0djVqtZmxsjIGBAXw+H1tbWzQ0NCCTyRAEgQsXLnDs2DE2NjYoKSkRTT0yMzN55ZVXuPHGG4mMjAyy5QS/UEpKSgoTExPk5uZe97ntwo/d4LyLP1iYTCaGhoYoKSkRiT7nzp3jhhtu4Mknn6SkpCQoOyosLGRhYYGOjg7q6+uZnJzEYDBQWlpKcnIys7OztLS0kJubu6OK1dsBu93Os88+C/jHfs6ePcstt9xy3faN4A9eiYmJO2bU1wtBELDZbGJJ3Ww2Mzo6GjTqI5FIuOcvb+euz91Gy4VLqCLDsTvs4udxuUJYQOMZ/JsIuVyOWq1m7969Ivu8q6uL5OTkkKNXgiCQl5cniokEMvAz//YKLtf2LPf3b8prT11gb8MeVldXxerD5SguLmZgYADwZ+y8Af0gIiJiR+b11NQUhYWFVFZWMjg4yA9+8AMUCsU1SaUuLi5itVo5ceIEjY2NNDQ0UFtby3/8x3/wuc99jpWVlet2iPJ6vVgsFnQ6He973/vo6OggLi4Om81GW1sb5eXl9PT0UFdXh1QqRa/Xi5m5TqejrKyMiYkJGhsbqa2tFQP05W2W7Oxsurq6WF9fD6llvos3xm5Zexd/cAj0Z+Pi4oJu6M3NzVRUVGA0GhkZGSEzM1PM4AJoa2tDo9Hg9XpF+cS5ubmgG+/4+DhLS0sUFxe/oTTmG0EQBKamplhZWUEikbC8vMzKygq33347JpOJ9fV1Dhw48KaOPTw8jFKpvCalsGuFTqcjLy+PyMhIFhcXmZ2dveo4UFdXF2VlZXR3d2O1WpFKpURERIgzw9HR0RQWFgb1SwVBYGBggI2NDQwGA3fccceOzOLBwUEyMjK2jZF95d5/48LTrSFfIw+Tc9df3cIdf/5uYmNjr1p9CBhiLC0s8cX6b+C0ubY9Rx4m571/eTOf+OoDIY/x7LPPUldXx8zMjBiQH3vsMZxO547MbkDssWs0Gjo6Ojh58qS4blarlW984xt8+ctfvi6lMr1ez+bmJlVVVZw/f17cJAR4CIIg8OSTT5KYmEhNTQ02mw2HwyFmwB0dHURERCAIAk6nE4fDQVFREWNjYyHHs86dOyeOeu3i+rDr9bWLPyiMjo7S1tZGdXV1UGDu7OyksLCQiIgIMXCHGmNRq9VERUUxOzuLz+cjLS2NvLw8mpqaROJSXl4edXV1LC4u0tzcvK2sdzXYbDa6u7vp6Oigs7OTzs5OoqKi2LdvHw6Hg4KCAj70oQ8xMDBAeHj4mw7MExMTyGSytzUwX541G41GlpaW3nBOVyqVYjabGR4eZmFhgZmZGWw2G5WVlVRVVQX1mwOQSCTk5eVhs9l4//vfz9TUFG1tbQwPD287fmFhYcj/lxwuIiwitJSoVCql7mQNiYmJVw3MPp8PQRB48cUXcbgcvOuTh5Erg9nfMoWMqLgIbnhfDS0tLZjN5qDHPR4P6+vrQZWLra0tqqqq+NM//VMmJib44Q9/yPLyctDrrFYr4+PjHDx4kOXlZaKiooKCsEqlorq6mtOnT+94/pdjamqKpqYmsrKyOHToEIODgywvL3P06NEggmB/fz8NDQ2cOHGC2dlZzp49i1qtBhC//yUlJQiCgMvlIi0tjenp6W3nH0BdXR0tLS3XdI67CMZu5ryLPwisra2h0+nYs2fPtpKzwWAgLi6O9PR02tracDgchIeH7yjE0NbWxv79++nq6hLHROx2O62trRw7dixIrvFyfegDBw4EqWgJgsDk5KR4w5ZIJKhUKgoLC4N8coeGhrBarVRXV7OxsUFvby+HDh26Zm/gKxEIgG9VgetK6HQ6cnNzWV5exuFwhHSWAj8hymAw4PF4mJ6epqioCIfDIVYitra22Nra4ujRoyFfbzabGRwc5PDhw0GB22q1irPM2dnZ4ud8pc42+FXgPpD1EI7N4HlrmVxKQlYcD//4frKyskJyCLa2tujr60MikVBZWcn09DQdHR0kJSUx0DhCxy8MLE2uIFfKedcHb+C2z74Lp89BeXm5KEu6f/9+VCoVHR0duN1uDh06JBps9Pf3o9Vqg7LVp556is3NTe6//37cbjd6vZ66ujomJyfx+Xysrq4GbdQCo1PNzc3Y7XZOnDgRci2tViv9/f1kZ2eTmZnJ1tYW7e3tlJaWYjQa2bt3r/idHRsbC9rQjY6OEhsbi8ViwWq1IpfLg4hyOp2OxcVFDh48iMFgQBCEkJ/p/Pw8Gxsb111+/2PHbnDexTsagiDQ2dlJWFhYSJvB0dFR8aayubnJCy+8wIEDBwgPDxc9c69EW1sbVVVVjI+PExUVJY6OeDweGhsbOXz48LZSYkCsItBfDATw3NzcHYlYq6ur6PV6CgsLSU5OZmRkRMwq3ywWFhYwmUwh1+KtIMDQjo+PRyqVbmOvT01NYTKZAD8hKjDCNTs7i1wux2azERcXx8jICCqVCrVazerq6jbpz+npaSwWyxuuwfT0NIuLi4B/M1BfXy8+FpAmXRwzceYrv2N1Zc0/7+yD3Ips/vKnDzNhHCM7O5uFhQWRTLayssLo6KgofQn+Od7MzExcLhenT5/mrrvuElsQqampOBwO8vPzmZ2dFQ0jBEGgp6cHl8vFyMgI99xzD9PT02g0GmJiYnZUBnM6nTzyyCMsLi7y5S9/GYvFwszMDJWVlXR1dYnB2WQyYbFYxGD33HPPkZmZGRS83W43HR0dQeOAY2NjWK1WDh48iEQiETXTKyoqmJubY21tTdxwCYJAS0tLEAv89OnTpKWlkZubK1YCdDodo6OjnDp1it+88DSlRQ5ysrNBWYVE+rrLm06nIz09/W0jJf4xYDc47+Idi+npaWZmZjh48GBI0YMrM8impiZRWvNqMosB8Y59+/Zx8eJF6uvrxQxOEAQuXrxIeXk5KysrWK1WcQ43MjKS3Nxcent7CQsL26ZtHMCVG4qAoIdWqyU9Pf1Nr4fJZMJoNG7ro78d0Ol0OBwOkpOTycnJYXNzk6GhIbHUmZ2dHdJK02q1YrVa0Wq1IrFLJpMxOTlJampqkKJUf38/SqXyusbWBEHg1Vdfxe12o9FoyM3NpbOzk8TERJKSkggPD+dn3/sFkYoYGm47Qk6J/718Pp/oZKXX6xkeHmb//v1iBr6+vk53dze1tbViNUOr1dLd3c3BgwdZW1ujvLycvr4+8vPziYmJYXp6GrvdLn7fjEYjP//5zzlx4gRut1scLbpacG5paaGkpISnn34am83GF77gV1O7PDhfOTolCAI/+9nPqK2tJS8vj97eXlwuF1VVVUilUrxer/j9unJDGhixm5qaCgruPT09FBQUBJG8Auc9MTHB0tIS2dnZaDQauru7kTl/wt7s3yGRyPEJAnKpAFGfQhr1cfH1jY2N1NfXv2U/7D8W7Po57+Idh62tLVpbW1Gr1ZSXl4fsGy4tLWEymcT5y9nZWSYnJ6mrq8NkMl01CMrlcqanp8nIyCAxMRG9Xk9MTAx6vZ65uTmUSiUXL15Eo9FQUVGBRqMhPT2dpKQk5HI5GRkZxMbG0tnZyfr6elDQMhqN6HQ69u3bR0ZGBhaLhY6ODmpra98SuWx1dVXsUb7dEASBl156icjISNxuNwsLC9jtdsrKysjIyCA9PX1HZympVMri4iIpKSnMz8+LLGitVovL5WJ5eZn4+Hi6u7tJSUkJspS8FgT602tra8THx3P27Fnkcjlut5uKigp0Oh2Ze9JJzUtib0Wwj/TGxgaNjY2kpKRwxx13iHrUq6urmEwm6urq8Hg86HQ65HI5lZWV2Gw2PB4Pa2trpKamkpWVxaVLl8jOzkatVrOxsYHJZCIhIYHe3l7Ky8vJz8/ntddeIzIyksTExCBP5QDcbjcXL16koaFBZD8fPHiQZ555BrfbjUwmQ6PRMD4+TnJychABTiKRUFBQwOOPP87S0hLV1dVotVokEglzc3NiiTzQO74cExMTrKysBG1WPR4PRqNx2xjU3Nwc6enpxMXFkZmZKY6g5Wr6yYz7GTKpC4nEjVTiATzg6kGQpiFR+Nc9IyODlpaWNzV18MeI3eC8i3cU+vr6WFxcpLa2NuTNBkIHqr6+PqKiolhdXaWsrCyo53slBEFgYmKC/v5+7HY7Y2NjuN1u9u/fT0ZGBhqNhn379jE3N4fT6Qx5HgqFgszMTJRKJd3d3WxsbDA0NERUVBQVFRUoFAqGhoawWCzU1NS8pWxic3MTvV7/tttbrqysYDAYeOyxx9BqtdTV1aHVatFoNCQlJV0TA1cmkzE7O4tGo2F+fp60tDRsNhtqtZqpqSn279/PD37wA2666aYgqcvrxaVLl4iJiaGmpgav10tRURF6vR69Xo9KpUKlUqHRaPB4PHR2dmI0GikoKKC6uhqfz8fY2Bjl5eXMzc2xsrKCXC4nKSmJlpYWwsLCqKqqQhAElpeX2b9/PwaDAYlEQlJSEsnJyfT09JCRkUFcXBwWiwWLxUJfXx8nTpzA5/MRHh5OcnIyfX19mEymoNlkr9fL+fPnOX78OFKplNbWVg4ePEhqaioHDx5kbm6OZ599lvT0dJaXl7ep1plMJvR6PcXFxaysrKDRaIiIiKCjowOFQsG+fftC2lp6PB5efvllTp06FfR4gFB5+f9cLhcWiyWIz6FWq8nMzERu+yxy6VqIT8WD4O5HGvkRwL9RU6lUTExMvG2jfX/I2A3Ou3hHYGFhgd7eXoqKisSswOfz0fOagZbnO1icXCI1NwWP168hfHnZz2AwsLGxQW1tLXNzc9t27oGRnbm5Oebn51lYWKCoqIitrS2qq6spLS1lampqW1aXmprK0tISFotlx15aeHg46+vrTE9Po1KpiIuLIzo6mqamJjQaDfn5+W9pXRwOx46WgteLQJZoNBqZn59HJpOxurpKUlISt95665siqEkkEhYWFtBoNISHh7OwsEBBQQF9fX2UlJTw6KOP8tGPfpShoaEdOQBvhIAoR21tLV1dXRw6dEhU/lpaWkKj0dDe3i4S96qrq8nOzhavJ7C5evTRRzl58iQlJSVkZGTw05/+FPCX7FNSUujr66O0tBSZTEZERISokZ2QkIDb7WZtbQ21Wk1CQgIXL15EKpVSWlqKTqejtLSU6OhoMjMzGR4exmw2iyNlAblLmUyGwWAgIyMjaMMXCPoXL15kdnaW3NxcIiMjcTqdtLW1AX5Rl9TUVKRSKc3NzRiNRmpqanYMgoIgcP78eW666SZmZmZEktf6+jp2u32bRGd/f/82IqP/OG6ktn/Z+cPxbWLnfpRh/rZTZGQkFosFr9dLVFTUzq/bxa4IyS7+d8PtdtPe3k5KSkpQADLNmvnCjV/GsmDF7fKgUMr51kM/5D1fupGP//VHxOcFSpCRkZFsbGyIpKT19XWxXxodHR2kZRxAoDyqUCgoLi6mv79/W9ZSWFjI9PQ0Op1uGwkrwDouLi4WX9fb28uZM2e44447tt0Arxcej4eWlpa3pGM8MzPD0tIS4L/evXv3EhYWhiAINDY2olKprlsacifEx8czMTEB+EfKenp6uOmmm3A6nWg0GkZHR6+733zx4kVKSkrIzs7mF7/4Bffff7/4eH9/P3K5HLvdjlqt5u6778ZgMNDV1YVKpaKsrMyv/jU5ycrKCp/+9Kdpbm6muLiY2dlZ3vOe94h6052dnXi9XpHZHBYWRl5eHmazGUEQ0Gq1tLW1kZKSgkqlQqFQEBUVhdFoxOv1ikFtfX2dPXv2UFRUxODgID/72c944IEHkMlkzMzMEBYWFjKghoeHU1xcTENDA0899RQGg4Fbbrllm9mF2+0W9cavVtloamoSiY1jY2Pi/w0GA3V1ddue73Q6Q5IgBweHKYiTI5OGFnyRSBToDYPk5+8RKyPFxcU0NTWRkJBw3W5of0zYzZx38b8Wg4ODTE5OUltbG5SZCoLAZ+v/L3OjC7idbnxeHx6XB4/by3jrDO+6/whRan8P9Ny5c4yPj5OUlERzc7NYisvNzSU9PZ309HQSExND3shSUlLo6ekhPT1dzJQu12AOIJDlDAwMkJ6ejiAItLW14fF4OHDggDgy09/fj0Qi4bbbbhPVsqKiot6Ug4/P5xMzrlAly51gt9vp6+sTqwTx8fEUFhaSnp5OWloacrkcn8/HuXPnqKurE9nMbwWBzBn8YzUOh0Ncw3379tHd3U1ZWRlGoxGlUnlN6+F0Ojl//jx1dXVER0fT29tLbGysWN0YGxujra2NsLAw3vWud+F0OklPTyc1NVUULenr6+O3v/0tCoWCQ4cOIZFIyM7O5ty5c3i9XjEbz8rKIjo6mgsXLiCRSEhJScHr9Yrs5unpadxuN8XFxbS0tBATE8PIyAjvec97RFZ5YNMxNDREQUEBUqkUg8HAqVOnGB0dRa/X4/F4dmTZDwwMkJiYyNraGnK5nPe+971cuHBBVMBzOBy0tLSQl5dHTU2NSJbMysra9v3o7OykqKhI7FsHeuALCwuEh4eH5D7Mz8+Tnp6O0WhkeHiYubk5Wltb8fl8qKPthMmmkUiCucU+QY4k4hRZ+R9hZGQEt9stunBlZGTQ1NR03RyDPybsBudd/K+D2Wymu7ub7OzsIBvAAIbax3j2Oy/idoa2JTStmIhIVzAyMsLGxgZarZaamhqcTifV1dXXrKgklUoxGo1iuVWj0dDa2hqS0BIVFUVUVBTPP/88VquVqqoqsT/n9XpFAYgAySY+Pp7MzEwmJycZHR29riwiUJI8evToG/aqBUFgZGSEyclJ5ufn2dzcpLy8XCRyXVladLvdNDY2cvToUVG3+c3OWwdweXBuamoiMTGRkpIS5ufnSU1NJSYmhvHxccrLy2lvbycrK+uqWd/Kygp9fX0cO3YMuVyOXq8nPT0dm82GyWRicnKSpKQkoqKiiI6OJikpCavVGpSRulwuJicnOXHihGhwMjc3h91uF8ltS0tLYsXDYDBw8uRJoqOj6erqwmazIQgCycnJpKSkMDMzg8vlIicnh+eff160dpRKpczOzhIbGyuK22RmZtLU1CQqcyUmJoobE5PJRGpq6rb57uXlZXQ6HRUVFRQXFxMeHs7+/fvRaDT8+7//uyjFGRERgUQiQaPRsLy8zNjYmNgGClxHSkpKUH9/bm4OjUazTTMd/PoBer2e/v5+XC4XSqVSvPaqqio/O9wgJT6yHbnMh1QS0DJX4RESGFv+M5KSM0lLS2NxcRGz2SxuhtVqNQMDA2+5gvSHit3gvIv/NfD5fCEzzivR8zs9Hb/p8ds9XgHBJ6AIU3DgtjJmZmaIioqitraW0dFR8vLyrjvQKJVKlpaWRAMEuVyOyWQStboD2Nraoqenhz179mCxWNBqtUilUpaWlujp6eHw4cPbJCYBkpKSyMjIYGBgQBwvCgTcLZuDM99/iW8/9EOe+fYLLEwukVOSSUdPO3V1dUGCJ5fDYrFgMBhYWFhgYWGB7OxssVKQnJy8Y+Cz2+1cunRJ7H9OTEy85awZXrc0vHTpEmVlZayvr5OamioSpPLy8piYmCA5OZns7OyrMnqnpqZYWlqipqYGiUTC1NQUHo8Hk8nE4OAgdXV15OfnMz4+LhKkYmNjcTgcYvVlamqKyclJDh8+jFKpJCoqSmTmnzt3jsjISDEYt7W1kZGRwfz8vEjwy8zMRC6Xc+7cOWJiYoiPjyc5ORmj0SjOOO/du9cvWjIwQENDA8PDwygUCtbW1piamqK8vFzcGAUMJjIzM4mNjaWjowO73U5iYiJ2u50nnniCyspK1Gp1UNnf6/XS3d1NQ0MDWq1WZHYHzk+pVOLz+USnqfHxcZRK5TbhFYVCQVdXF4WFhSiVSvR6PUajkbm5OTweD+np6WxubqJUKpFIJOzfv5/MzEzW19cxGAzIFZFMLFQSEZ1NhMqHVJ4OkX+CPO6ruL3hjIyMoNFoRGet6elpUlNTCQ8Px2azsbm5uc3Xehe7c867+F+C8fFxFhcXqa6ufsMM8sJzLfzz/f+Jy769zyWRQmGDluOfPITD4RCzs9HRUerr64mNjb0mlrFSqUStVhMXF4fBYAhiQre0tAQxrHU6HU6nUxR38Hq9NDY2Eh0dTWRk5I5KWlfC5/PR1dUFQHHBXj57+P+yOLmMc8uv5yxXypApZHzz/N9TdCCY7dvf34/T6VfDiouLIy8v77r0jAPOUoGZbr1eT05OTsgNxfWira0Nm81GbW2tyCIOzBNfunSJ2tpaUfSivr4ek8nE0tISpaWlQccxGAyEh4eLJLqJiQkuXLhAaWkplZWVeDwehoeHxQw8JiYGjUaD0+lka2uLrKwsOjo6SEhI2DYmJAgC586do6GhgUuXLnHgwAEGBgZwOBwYDAby8/O39fa7urpIT09nYmKCzMxMMjMzOXPmDDabjaysLKqqqujr6xOvtb29nY6ODu677z6xdNzW1kZJScm2Csby8jLPP/88crmc48ePk52dHTQfPTc3x+TkJIcOHQqqnrS1tdHb28uRI0coLi5mcHAQuVxOf38/BQUF276LgcrK448/zu233y4KyAQyZL1ez8DAAKdOnQpqLQ0PD4suXpOTk5w8eZLe3t6QNpEB+dZAL9tkMjE+Pi6Ob7W2tlJRUfGm2jt/yNglhO3i/yk2Njbo6+sjNzf3qsQjh8OBTqfzC+5H2FCqFCGDszJMySe//iDNff7+4E033UReXh4jIyOo1WpWVlaCni8IAkqlktzc3KBA5HK5WF1dZX5+nunpaTwej3jzkMlk/PjHPyYzM5OZmRny8/OJjo6mu7sb8BO15ubmxPe/VkilUqqqqnC5XPzrw99lbmwBz2WWhx6XF4/by/f+7DH++pk/Z2FhAUEQkMlk7N2797oMEC7HysoKY2NjQYS7zc3NtyUwr62t0dvby8c//vGQvfHS0lL6+/spLS0lNTWVM4/+hpanOlmaNVF8aA8f+pt7SdOmcOnSJbRaLampqczOzjIxMcHU1BQf+chHxGPJZDJcLpdI9NvY2CAmJkbMaF977TWqqqpCXldA2MNoNKLRaAgLCxNVylwuF0ajkV/96lfU1taKoimAaFM5MzNDS0sLEokEmUxGeno6LS0tQfPfMpkMr9crrsPAwABZWVnbAvPg4CBWq5UHHniAs2fPMjs7Kx5HEAQ6OjqIj48PUkULoKamhpqaGl5++WUaGxu588476enpQalUYrfbAX5vWDKGTGLD443G4fRy8uRJMbCOjIxgsViIiIgQN6GXB+a2tjbS09Nxu90YjUYxmO+EhIQEysvLxVZMQBzm/PnzHDlyhJqaGhobGzl27NiOx/hjxG7mvIv/JxAEwa8sJJOFNKAAfyYZUKYKyG0ODQ2Rk5ODw+Tm88f/Aa/bi8PuRCqXIpVJ+dg/3Uf+MX8WMzU1RVFREU899ZRoQbh3795tGaXT6WRycpLNzc1t5xAREYFWq0Wn04la3F6vl9OnT5OSksKRI0eCnr+wsMDo6CgVFRWsra3R3NxMfHz8jq5KgbW4HAqFgq/e8l1WF0PNjvrNFr7d8WWKyt+6VvHi4iJzc3NB6lAGg4GsrKy3bPU3Pz/P3NwcUqk06Pjj4+PiyBH4M6eamhq+/sH/oPm5dtwO/6ZLKpeiDFNw91dv5u4H34vRaMRqtaLRaBgbG+P48ePbPsuAa1J2djaDg4NUVVXR2NiI2+3mxhtvDFlN6O3tFceVLl26tC3otbe3U11djdFopK+vT+zXOhyOIC1pm83Gj370I/bv3x/U/qivr6e3t1fcWDgcDvEYl+tNz83Nid/ZhISEoLGq4eFhXnrpJQoLCzly5MiOLZ/L4fP5eOKJJ+ju7kar1ZKfn8+WbYGbD7cSIWsFpAgSOfPWdzG9chtyuT/A7tmzJygYByodLpeL5uZmqqqqsNvtzM7OYrfbqa+vZ2lpCYfDcVWBEZfLxcWLFzly5AgKhQK3282FCxe44YYbcLvd9Pf3h8y8/1ixmznv4n8cRqNRlAsMdZMZHR3FYrEgkUgoKytDoVDQ0dHB4uLi6zfODPjZ1Pd55fELvPzLV0nJTuZjf/shRmeHcLlcjI6Oin3JvXv3Ultby+bmJh0dHYB/fCrgiBQWFhbkMXw5Njc3RUP6ALnHYrFQUlLC1NSUOGoFfqGTsLAwMWDHxsaSlZWFwWAgMjLymhyivF4vQ0NDbG1u7fgchVJOTORb79EFgt2VzleBjPOtYHh4GK/XS1VVlViqDyAgsRkIAFqtlud+9AKtv+4UAzOAz+PD4XHy3FdeZU9VHkVFhRQVFYmmD6ECbWRkZJBQR1dXF5ubm9x0000hnz8+Pk5sbCyJiYk0NzdvE3LZ2NgQs9bMzEzi4uJob2/n8OHDnD17lra2NmQyGRUVFfT391NTU0NtbS2Dg4O8+uqrVJRX8C+f+g86n9GzurxOTGIUpz51M4Z4Aw98xG8xub6+LmpPB6pHXq+X9fV1cRLA7XaTnJxMamoqOp2OgwcP7iik4/V6GRgYEPu5H/7wh2lra6O7u5X/87GLyCRLgL8iIxEgNeZFBO8C4Un/tk2CNbBxDEwXHDt2TBTm8fl84npdboe5E5RKJQ0NDTQ2NlJTU0NERATHjx/n4sWLVFRUkJKSwvj4+NvCc/hDwG5w3sX/GJxOJx0dHWRkZGwTzQjYCQLk5+eLxJeA/2x1dfU2ZnJkbCR3/PkthP3+t5xZoKF3uEvs5wVmWANBMSoqStyZr6+vi4E6Z6OXkAAAIABJREFUNjY2JCs88JqysjISEhL4zQsvoU3Ip7islD0HcsnKyuKpp54iNzcXvV5Pfn6+KNuZmpqKRqMRhSjGxsYYGhoSNwFOp5OxsTGx1BjoVU9PT5OQkEB2WTojlyZDrqNcIScl+82raYG/X+t0Orexcw0Gw7ZZ7utFd3e3/xp+n0VdWRm4cp1TUlJ45bFGHLZgB6kAXA43MT418fHxovPYTv3JoqIiOjo6sNlsdHV18YEPfAAgJI/BZDJhs9koLy9namqKjIyMbd+xgYGBoGwuKiqKhoYGmpubRUWygHhLa2sr+fn5CIJAcXExJ0+e5L/+/CfM9ZoQPP41WFve4OdffZa626to3tOMUqkkNjZ2W7be0dFBdXV1kIuU1+tl7969SKVSOjs7USgUVFZWBs1qg789UlxczKVLl3jooYeQyWTs378f4+j38HmWUSi9Qe8lk7rISOhFP9dNcvLNQY9NTEwgCAILCwvccMMNold6QMTlepXtpFKpuH7FxcXEx8dz5MgR2trayMnJEQ1Edgliu8F5F/9D0Ov1OByOIBvA9fV1BgcHAX/v7nILx9nZWaampigtLd1RpjOApKQkxsfHmZ+fZ8+ePbS0tHDPPfcAfmJNKGvImJgY8aa7uroqBur4+Phtql1dXV28+t/NNP70EgrleQRBIEwVxucfeZj09HSsVmtQT1UQBBYXF0Xlqrm5ObxeL2azmaeffprq6mpSU1PF9+nv78fn8yGVSrn11luJjIwkQZHMF09+Hc8V42JhEWF88G/vQiZ/83Kfw8PDyGSykJaSbyZrdrvd2O12bDYbjY2NZGZm4vP5RJeqgYGBba8J/E8ikSCRSFhbWd/x+D6fl8cffQJNVzKJiYlEREQQERERUmFqcnIShULB888/z3333Sdey5UbAofDwfDwMPX19SJHIBTnIXB+V/6vvr6ep556iuHhYQoLC1Gr1eTn53P48GHRJrL9tS6WDFYxMAfgcXq49OtOim/WEpMeGTJbDw8PZ2pqCovFwpEjR0Rzlbm5OXJycsjPz6e/v59HHnmEmJgYkbEdQFNTE3V1dUHBU61qJ0weevwQiZToMAMQHJybmppoaGgQGd6NjY3U1tai0+lEQpfb7b6qHG4oHD58mM7OTpxOJ2lpadTU1KDT6UhISKC7u5tjx46J1xxY8z827Pacd/GWsTC5xPLMCmm5KSRnBvdWl5aWGB0dFYOs2+2mr68Pr9dLdHQ0xcXFQT+8zc1NUaf4WsrA4B+NGRoaYmlpibvvvpuxsTHW1taoq6ujt7f3uswgLBaLqJjk8Xjwer1Mnl/gl/98Bqc9OLNThMv5zE8eJCJVSVFREdPT00E3E0EQiI6OJi8vT8zcFhcX+fWvfx2kNKXVapHJZCgUCrRaLQ6Hg/HxcaTWMP7twf9izbJOWJgSr8fLfV+6i/u+dOc13ax8Ph8OhwO73S7+9fX1ERkZGXK2dGxsjNTU1OuWVZTL5cjlcgwGA0ePHiUuLk4cu4FgR6UArFYrKysrYoXkB5//Cc9950W8Ht+24yvCFDz46L2oU2LIyMhgbm4Oi8WCzWYLfp5CgU6nQ61Wk5qayr59+0hNTWV6ejoo+w2QwwI96+bmZmpra7dlgYH54p18iLu6ukhJSWFubk78X2Aj+Otf/5q+54e4+JMOfN7tt1iJVMJ9X7yTD3/5Xn73u99x/Phx8f0bGxuRyWTk5OSIM/ZOpxODwUB/f7+Ycebm5iKRSEQ2dHp6usjqzsvLIy4uLohIWZ79Y8L4XchrgQgmzR8hr+SzwOtGHBKJRGSpB0bhuru7ueGGG8TPt6enh9LS0jel9qXX64mOjhbFSEZHR7Hb7Yz3TtH6RB995/sBqDhWwkPf/DB5FTnX/R7vVOwG5128aazMW/jq+/6d0a4JFGEKXE43FUf28sWff4aIGBXt7e0kJiayZ88eDAYDdrsdhUJBeXn5tp22z+ejo6MDpVK5o9XijuexssLp06fJzMxErVZTW1vL2toaL774Ivfee+917+o9Hg9tbW1+tSyvj6+d/B7OUCVXCRTUarnrKzfjdDo5efJkSEayX+ZwELvdLgbs2dlZDh48yNbWlhg4AxsTq9VKZmYmEokEu83Ob0//joYjDcjjpVTVBG80rrZOEokElUolZpojIyNkZWUFsY0vx6VLl96UeYbZbKa/vz/ohn05QgVnIGikannGxEf3fhaX3RX0HLlSxsFb9nHiLw7j9Xo5evRoyPdwuVycP3+excVF4uLimJycpKqqCrPZTE9PD9nZ2chkMlJTU5mYmBAZxvPz82IZOC0tLYgDETCA2GmNA9dltVr53ve+x4c//GGysrKYnp6mvb0dxxA88eVf4fOFvsWWv6eAD/zte/F6veKYVNPZS/S9NIQ6Ko6EPTGkH0hGEe6fWdZqtYyOjm6reAiCQFhYmMiM379/P/Hx8ayurqJSqSgvL0cikTAx9BhZsd9CJg3VPghjdPUR0jP24nQ66e/vp76+nq6uLqqqqtDpdKSmpmI2m4mPjw8SdLn8c3wzGBkZARDNQFpebuOr7/02bkdwlh8eGca3Ln6F/H3Xtml/p2O3rL2LNwWP28NnD/9fVubMeD0+XL8n8vSeN/Dpw1/iE498gOTkZMxmM+3t7SFnOQMYGhrCbDZTVVV11ZGMK+H1eHnl8Quc+f5vME7OUViTxy1/2iCqD4G/ZH01pnTQ8bxe+vr6xNEVq9XK8pQZr2eHUqAARsMCMTExDA0N0dTUJN7cA9lvALm5uahUKiQSCTabjfj4eH79619z9OhRsVQ7NDTEzTffHESIaW5uJjommjvuuIMzZ8743/aK7FytVpOTk3PVTUhbWxsFBQU7Oj/19/df8zz25ZiZmcFkMm1jrV8vkrOS+NdX/o6/uvUr+FwCEqkEr8tD3alqwiq9VFZWolAoaGlp2VZ+np+fFwNucXExmZmZ/OQnPxE3GmlpaRw4cACXy8Vvf/tbtFotSqVSFC8pLy9nenpalAANzMIPDg5uy6bDwsJITU0NYjOPj49z7NgxjEYjZrMZpVJJTk4OqvQonvyn0/gc278/8jAZaWWJYuvmwQcf5GN1n8JkWEPw+FgQzIR1KDGcUfGdlq+RlusPhgqFYttGRxAE3G6/4UtERASdnZ1IpVIqKiqQy+U8+eSTOJ1OCgrykTniSU1cRql4ve/sdEkxTB5CUMHZH/6QtLQ0CgsLaW1tZWpqitnZWaRSKaurq8zOzlJVVYXH4xE3fW81vysoKAjSp3/2X1/aFpgBHDYnP/z8T/nXV//+Lb3fOwW7wXkXbwotz3ewbtnYVob0uLwsT68w0zdP3p15V3VdWlxcZGxsjMLCwm1saY/Hw9bWlvjncDjY2trC6/UiCAJej4/HPvNLZvTzIsO376VBBs6NYfn2KtFZKqKionjmmWfYv38/Uql0203E6XRiNBpxOp1sbm4yNDRETEwMSUlJZGVlkZSUhDoiHsH32o7XoIxQkJ+fz4EDB3j22WfFMqRareZDH/rQVXWvKysruXDhgshozs3N3WZ6MDU1hVarJTIykrKyMnJzc7cx3K1WK3q9Hq83mOgDfrLV5OQk5eXlV+3dr6+vXzcJZ2BgAJlMFjIrvhYoFAqcTqeo2iZPkHDff95KojKVpdll8iu1WO1mjh8/TltbG5WVleTm5opmIuAfg1KpVNTX14sjTx6PJyRRKTCTG2iXNDU18dGPflT8jNxut8jGt1gs29ZLJpMRFxeHzWZjZmaGgYEBBEFAp9Mhk8lISUkR5UnNZjMKhYKM0lSM+sUg7oA8TE7Z4SLufvC9PPvss7z22mvMdi/h6pfjc7/+e3LaXbgdbr76/m/xvfZv7LiOU1NTGAwGnE6neD0+n49f/vKXrK+v8/73v5/o6GjOnj2LQX83f/IBCbieQvBaWbPFsWy7m2d+s8C+fRPk5+dz6tQpwD99UFdXx8bGBmVlZVy4cIF77rlHrPRYLBY6Ozvx+Xx0dnaK53N5pSFUz3inPrLJZKKrq1ssZYdC3/l+vF7vW7JYfadgNzjv4k2hr7GfrQ1HyMfcTg+G5iHicqNRqVSEh4eLN0CJRILT6WRwcJC4uDiysrKYmZkRmdqBH65cLhd9eFUqFfHx8ahUKjE7fOXxRuYGFoNGbxDA7XDzzD/+hs/86k84dKiWra0tLl26hFqtxmKxsLS0hNfrFUeoMjIymJiYIDExkb/7u78TdX8XFxeZmZlBpQJtWRbjPVNcmSAowxXU3X2QV199lY2NDWQyGUtLS9x6663XZEYhlUqpr6/nv/7rv7j99ttDuhG53W6xmrB37166u7u39dDj4uJCmhX4fD6ee+45kpOTg5yHBEFAKpWSlZVFYmIiAwMD1501d3R0oNFoSE9Pv67XXY6SkhIMBgOVlZUIgoDJZEKb69eBjsvJQy6XI9mSiONpzc3NlJSUYDabmZubY3R0lPLy8m1SqiMjI2RmZiIIghgALmdmg5+FnJOTE/Q5BXr+Wq2W9vb2bQIyAeLYcO8obc/0MKGfpj9vnNgSFaVVezGbzVRXV/Pyyy+Tnp7ObbfdRnTUa2Q1p9P6dA8etwdBAuH5EvLuSqOzs5O0tDSys7N5oeUCM645roTPJzDVb2RhYknMnsFfxu/t7cXn8xEbG0taWhoHDx4U9QOcTienTp1CqVTS3t5OZ2cnUVFR3HrbHSjVmcCfA3DumWdQKpXU1Wl59dVXg1jjFosFh8MhkrUCY42B6kLgOW+lpH0lzCtmnhRefNuO907GbnDexZtCdFwUMrk0JIFHIpOwZrPidrtxOp0kJiaKNoSBbCPQBwvFhAV/iXlzc5PNzc2ggB0ZGUlUVBRnvv/SjqM3a+Z1fvXoaUZHRxAEgY2NDbKzsykvL6ehoUEM8IF563vuuQeVSsXa2hrt7e2i81CARJTyuIbPHP4bHDYnXrc/O5UqpEQkhvPA376fhOTXg8O5c+dob28Xb/pZWVlBBvWXY2Njg87OTj75yU/S19eHXC4PCnZ2ux2n0ykG7VDZ/07wer2cP39+Rx9mr9fL7OwsXV1d6HQ6trZen6uWy+VotdqQmbTP5+PChQtUVla+5XEXhUKB5/ctg56eHiorKzEYDPh8PmZnZ6moqMDheH0DePjwYVpbW4mJieH06dM89NBD4sbFarWKma7NZqOsrIzx8XHy8/NxOp0iMxv8G56lpaXr7q/L5XImW2f57p/8GK/Hh8ftYXFgBckLEqSfVFB8LJ/Z2VnS0tKorKzkO9/5DgcPHiSzIYn0ozeBBzSZaSSnJItOaaWlpUgkEn78idM7r5NSjmVxlbTcFObn58UNW6BU39XVxeHDh+nq6sLlclFZWSmqxXk8HjY3N0lJSWF9fZ2NjY2gY99www1885vf5KabbuLrX/86n/nMZyguLqa4uJihoSEefvhhrFYrQMgN4NtNWYqMiiQhL5aVsdWQj5fdUPxHkTXDbnDexZvA9PQ0iaUxSGWhg7NMKuXBLz1A32AvLpeLoaEhYmNjkclkFBUVERYWJloUXg/xy+PxiMIKa+adR2+QwL7Sfezd+7r+dE9PD1qtFqvVSmRkJF1dXWRkZFBVVYVer0cQBHG86spzksdIeO833sXQK5PMdC8QplJS/d59FDXksmhaCArOR48eFTWiA2vV3t4OEKRbHJjrDjBh9+/fL2o55+XlsTRt4sf/9HMmB6fRkEPiBxNRRV2b9nBAienYsWM73shkMhnZ2dlsbm5y1113BQVal8vF1NQUo6OjQa9xOByMjIxwzz33vC3SngG43W48Ho9IYIuNjeXcuXPccccdojpWgDEdERGBXq/n3nvvpaWlRZR8HB0dDcrg4uPjGR8fF8vODz30kPhYW1tbSM/iAAJ67FdibWWdf/2T7+Paep20Fvj+n/t+O8fvPkpNTQ0vvfQSExMT3HbbbWKwTExMZGJiguHhYR599FHGxsbYs2cP58+fRyKREJ6oYMsSerNp39zi588+Tq25BqVSKYrrBNzO4uLiaGtrY9++fUESrk6nk6amJjHbvffee7FYLDQ3N5Oeno7P52NtbY27776bgYEBtra2+Id/+Ae+9rWvUVtby/79+wG/dvzlSmgBbG1tvW162DabjV/84hfIZDL+5sd/wf951z9u6zsrwuR84l8+9La83zsBu65Uu7gmCIKAwWBgcnKS+Ph4DtTux+XyMNo1gef32aRE4v8BHft4LcR5ePe73y2Ke3g8HgRBwGKxEBUVRXh4uGhjGPizWq3ExcXtGFCkUinh4eHExMQwNWBkrHcKdti4F7w7k/ikeGQyGVlZWdTV1aHX61lcXKS1tZXNzU0mJycZGRkhPj4eqVSKy+ViYWGB2dlZmpqa6OrqYmxszO+5HBXOn3z+w9z1mds49clbEKI9IPEH9PX19SDhE5/PJ/Zw1Wp1kG/0wMAAzc3NjI+PU1RUFNTXTEpKYnV1lV9963n+5YPfY6LbiHlylb7z/Tz3ny9RfUslyRlJoktWKFzuLHUtpfVAdnk5AlrKGo1G/JPL5VitVm688UampqaYmZkJ+uzm5+ex2WzExMRs+/wWFxdJSUnZkWXd1tbGkSNH0Ol0FBQUMDIygsvlEs0QxsfHSU1N5cKFC+Tl5VFdXc3w8DAJCQkYjUbS0tKYm5sT+/0B7+H5+XkmJydJS0sTGerj4+MkJydfdZZ7YGAgpBDLS4+8RverOrye7b19mVxGWLSCNSy4XC4SEhLEitELL7xAS0sL4eHhzM/PEx0dzac+9SkiIiJ48MEHmZ6eZl9tGbpXhvB5gze7UoWU9IpkSt61h87OTlESVaVS8fTTT5ORkUFlZeU2QqDdbqe1tZXo6Gjsdjs33HADCoUClUpFVlaWSPYqKytjY2ODI0eO8Iuf/4KtcR8X/78u9GdHmBtaxBfu4dDR2pBEzb6+PioqKt7SDPLGxgZPPPEEQ0ND3HfffRw8eBC714Yvzo3cGcbKnBmpREJmWTp/84vPYXIu/tF4QO9mzru4KtxuNz09Pfh8PkpLS4MY1x/9x/dTVl/M0/92hoWJJbKKM7jrL25lU75GXFwc3/3udykrKxMJJvB6kO/q6hJt/LRaLXv37sXhcDAwMCC63QSg1WpFduzm5iY6nY7kA7GEPaHcVtqWh8mpObWPBx/+mCh80tvbC8Arr7xCZKRf9KGhoSGo3Gu32+nv7xf7lLfddhsRERGsr6/T2tqKQqEIIr0MDAyIgidKpZKRkRESEhKQSCTEx8czNDQk+vkGEJgDPXDgADk5OSwvL4tZdUBmVLql4Plv/lZkv4OfpeqwOfnSu7/Oz6b/i8nJyW2uSuA3mdDpdKKAwxvhWhnaExMTbGxsiNnmlW5RAayurtLf3y+WqgOYnJwkIiKCgoKCbRuGuLg41tfXRRJTa2srx48fJzw8XFTJ2tzc5Ny5c0GzwAcOHKC3t5etrS1GRkb8mz39NFbTGi6pf+1GR0e58cYbmZ2dBfwbAZPJJIpn7ISd1m5l3hKUNV8Oj9PDQO8gI1t6URludXUVqVRKTU0NCwsLdHR08IlPfEKUqGxpaeFb3/oWJ06cwGaz8Yl//yCPfP5JkPjbB4JPoOJoCX9/+guoIsOx2+28/PLLnD59mjNnzpCbm4tcLsdoNJKbmyuS0gKWl8nJyaytrVFQUCBmuIFsu6amhri4OEZHR/3fmz4dXY+M8PzAebwu/wZh4LUxRpom0byQTuXxsm3XHOAuvBmsrq5y+vRplEol999/v/hbDHh13/nA7aR/KR23y82lS63k5mkxmUxUFVRx4cKFtzwd8E7A7pzzLkJidXWVwcFBUSLwevo8v/vd71haWuL48eN0dXURHR1NZWVlyFLo/Pw8Y2NjorJTbq5fFlOj0QD+m9TU1BTz8/OMjIyIRhRTU1OUZVfyjfu/g2Vx1R8QBCg8puULP/ozMjL9WdTk5CQvv/wyZrOZuro61tbWKCkpYW1tDZPJxPLyMomJiWRnZ4vSiFeipaVlWxk0ILzQ399Pfn6+KHsZEREhull1dXWJgUwQBPr6+sjJydnGApbL5cTFxbGyssKz33iJ9uf6EEIIV6iiw/nH5/4Kd9TWNhJOwFnqjQLP5biWuWadTkdkZORb0juemZlhfX0dp9OJIAhBbN2ApvRNN93Ef//3f/PRj34UpVKJxWLhtddeo6ioCEEQ2NraCmmKoNPp+NUjp5n89TJrpnWQgNfto/a9+7nri7fgw4fL5eLAgQNcvHhRtMS82rkqFApiYmI4f/48ZrMZQRD8c/hne5l8cQmPc3vmrIxQ0PCnNazIF7jrrrvE6/P5fMzPz6PValGr1Vy8eBGfz8fExASVlZU0NjaSlJREQUEBm5ub+Fw+vMtSXHYPkjgv5YdKCA8Px+v1Mjg4iCAITE1NsWfPHtRqNZGRkUgkEpaXl8nMzBT10lNTU9nY2MDj8YhVgI2NDUwmE6dOnQramAqCwJf/9J9o+6ku5LXFJEXxq4VHgn4bgiDQ2dl53WQwi8XC888/j1Kp5O677w46j62tLVpaWoiKitqm6tfV1cXc3Bzvec97xA361Vzs/hCwG5x3EYRAuTI2NjakvOPVMD09jdFopLy8nNnZWeLj44mLi6O5uZnw8HDUavVVM7VA9rq4uIjZbBaVszweD3FxcSKJrL29XdThbX++lzPffAWvx4tUJgVBQs37Krjl4QYWFhaQSqWcPHmSsLAwfD4fFy9e5MUXX6SwsJCqqirKysqYm5tjfn5ePI+0tDSxRKrT6cjJydlWBnW73SLTOGA3eP78eerr68Xy4tDQkLgGFy5coK6uDpVKhSAI2Gw2VldXWV1dZXNzk/X1dVZXVzn7lXMs9AfbWgagVCm4/Qs3EVMYTm5uLmlpaSQmJrK2tsb8/Px1jTT19/eTkZFxVVJXS0sLeXl5IVnk1wOz2cz6+vo2xbfZ2VlxHfV6PeXl5aSmpopzu0899RR33nknR48epa2tLaQM6/KMiQeKPo3nyv5kuJzj993A0YeqkEqlxMTEEBkZKW76wM9hCEhkGo1GNjc3xTJ/WFgY9fX1aDQa2tvbGR0dJScrh3+787/ZtNqD2ikSCcQmxvCxx+4lOTVJ7NVaLBb0ej3Z2dmsrKwwPT2N1WoVlc1ycnJ44YUXKC8v54477hC/cwEIgsClS5f8Yjg+HwcOHGBkZISJiQkOHz7M+vo63d3dYgvFaDSytLREQkICNpsNm83GyZMniYmJYX5+ntXVVVJSUjCZTOLYnVQqRaVS8bPPnWFj1h7y81OEy/n0jz/Gzfe+S/zf6Oiof9TwDaR1AzCZTJw9e5bw8HDuvPPObSRFn8/H+fPnkclkolzplWhvb2dlZYV3v/vdYvLwZkRz3inYDc67QBAE+vv72dzcJDMz87rHY9bW1tDr9WRlZYkavAAXL16kpqYGhUJBW1sbUVFRWCwWDhw4EORzGwpbW1ucPn1a1O1Vq9UkJycjk8mQSqVUVlbS8VIPX777mzivUJWSKqRU3F3AkQ/UoFarsVqt4muLi4txOBwsLCwQHh4uul+Vl5eLN4xA3zlAJjpx4kTQdfl8PjY2Njh//jw5OTkYjUYkEgnJycmi0lOAiR7YmOzbtw+pVCredKKiolCr1UgkEtFvWBAEXvzOOS491RWSaCcPk3H8L2vIqcgQy8yzs7OsrKyIfeMr9YivnCmNi4sT7Qh3yjw8Ho+oofxGn9O1ICDIcmUfN7Cp6erqor29nYcffhjw38gHBweRy+XMzs6Sm5vL8vIyPp9PJGqFh4eTl5fHY196kjPf+23IPrAiTMEXnn+IDccaFotFNI8wGo3YbDbkcjlpaWnExsaSl5cnZraxsbEiKW5tbY3S0lIqKioIDw9nZmiOL978VazLq/h8PpRKJVFxUdzztZvJLEqnvLwcpVKJwWBAEATKysrEyk9gozM7O8v3v/99pqen+fjHP87MzAxer1essqhUKrRaLf39/ej1ej784Q+jUChEUZvV1dVtG7GWlhZGR0c5ePAgBoOBzc1NUeazs7OTiIgIqqurgzYAAavUsbExfvTgU9iWQ49GKiMUvOdLxzlyR524ub5WVbDFxUVeeuklIiIiuP3223f0HG9sbCQ+Pp7k5OSrbgZ/+ctfUl5eTlFREWazmbGxsZCbtj8E7AbnP2Jc3k8uKSm5bgau1+ulvb2dyMjIbe5G4A/6l5uoB8pyW1tbREZGhrRpdLlcdHd3o1QqRccd8GdZ8/PztLa2kpycTE5ODt//yOMsjCyHPLeo+Aj+6uwniYqKJCEhIUj/2OPxMDQ0RHFxMUqlEpfLxdjYGB6PR7zpgz/z1Wq12Gw2FhcXxX50fHw8hYWFTE5O0tDQgEKhoKmpifr6era2tujq6qK+vp65uTnGxsaIiYmhsrKSra0thoeHg3qy0dHR5OfnI5PJ8Pl8vPzcK3z3/h9vY6pKpRLSC9J4pP/bWCwWzpw5w9bWFhsbG9TX16NUKomMjKSwsHDHFoTP52N1dZW2tjZUKr9Iy+UBHPw9/eHhYfbt2yceJzo6msTERNRq9ZsaYwnM3l4eUAYHB0lOTsbtdmMymeju7uaBBx5gYGAAr9dLWVkZXV1d4kxtUlJSUPZst9uZmJjgH2/7FtaZ0Mz9sEgl5fflsSY388ADDyCVSpFKpeTn5xMTE4PT6WRoaEjkOMzOzqJWq9FoNJhMJtFXOdQ6fvzuhzlxw80U7tuDN8aFVpvD+Pg4paWloovU1tYWMzMzZGdnk5KSQk9PD16vV5w9vtxdKzCr/v+z997hbd7nuf8HiyBIcO8lUuIQpzhEUtSgLFnykGwpsSzP2M5ychqnaeMkpycdJ2ndNmmT06Rum/SXuHHiOMuW423LchRJFClxb4KbAEmQ4J4AscfvD+b9mhAhWV5t0vq+rlyXFUHgy3c9637uOzY2lsuXL2M0GsnMzMRqtbK0tERISIiohAedDtXzAAAgAElEQVQHB/3O5fj4OEtLSxQUFPDSSy8hk8kICwtjz549fO973yMkJETocM/Orj8voaGhpKauJ3l6vR7ThSUanmsLqAOuVCs58Z1DZOdlERcXR0FBwdsG54mJCc6ePUtoaCjHjh27alAGxL739PT023Z/VldXaWpqIi4ujuLiYubm5hgbG3tH+vl/KPiQEPY/EMvLy/T396NUKtm5c+e7euHqdDqWl5fZtWvXVWUjZTIZpaWltLW1UVZWRl5eHiaTSbCbJXUsjUaD2+2mtbUVhUJBZWXlptmvlPHffvvtzM7OrhtdjMxd9fhsZgd2swOlUoHJZBJBXtIhrqqq4je/+Q0VFRUolUqxqhMTE8Pc3Bxer5eQkJCA1eXc3Byjo6Prle7rr1NUVERxcTEdHR2UlJSQl5fHs88+K1bGent7WV5eFi+2QAYBg4ODzM/Pc/jYjYT+LJxvfuxxfPjAA0GaIMJjwvjm6b9CJpMRExODVqulurqajIwMent7cTgczM3NMT4+7hdQMjMzhUiHXC4nOjqaiIiIgKtE0nrXxrUjn8+HxWJhfn5eVHjStb1ahe7z+dBoNMTExBATE7Pp95VY+1u2bGFwcJD09HSio6Opra0lOztbVMc+n4+srCwaGhqIi4tDLpcLdaiQkBDy8/NRh15d7tXj8RIdH43LbmPbtm2YTCacTicDAwPAevUtrfbB+txeYjRfa55psVhQJyq459E7GBkZQaHQEh0dTU1NDT6fj5ycHD8jCqPRiMlkoqSkRJh2SInnjh07uHjxIg6Hg5qaGkpLS9mzZ4/fM/Wb3/yGyMhIDh8+zMjIiNAKgHX2ubQT/sQTT5Cfn4/BYCAoKIjHHnuMffv2ceTIEaamppicnGRtbY3k5GTRGZibm6OiooKEiFmaX+7Ea7vSBS2IQw9WU1hSwBtvvMHtt99OfX39JuEXCePj45w7d47w8HDuueeet1216uvrIykpiZGRkU02soEgjSeSkpJEsub1esWe/H8nfFg5/w+C0WhkcnLyXc2TJUxOTmIwGMjPz7/qA3ol9Ho9crlcrEBYrVaxa9re3s7ExATp6emUlZUFTBR8Ph8DAwPU1tZSUlJCUVERwcHB3BHzCSxLa5s+DyBXyjk1+x+ER169G7C2tkZfX5/Iun0+n9CK7u3tJTo6mvn5eUJDQzl48GBAje6mpibS09O5ePGiaO0vLy8THx/Pjh07KCkpAdZb/IFePgsLC/T19ZGTkyOM7js7O5mfWaDm2cvkZxeybUc65bcUi4RFYqEnJCT4tdthvWKZmpoC1s3tg4ODWV1dFcnJ1NQUe/bs2VQRDg4O4nK53rOXswSbzcbCwgILCwu4XC4/L+v+/n7S09Pp7u6msrKSxsZGpqenOXr0KKmpqcTGxqLRaMSIoKurSzh7NTc3I5fLGRsbw+FwMFQ3Rvsv+nHaXJuOITQ6hI9++yB6g56dO3cSExMj3LKCgoJEYDabzXR2djI1NSWsRgNhaWaZyeFpjDNjNHbV8/nPf57p6Wny8/N58803cblcYoXKbDbj8XhITk4Wa1xSq15ijLe0tFBWVkZLSwuvvfYad999tyCvSbBYLPzwhz+kvLyc0NBQfD4ffX195OfnMzY2JtTTTp8+TXJyMj09PaSkpLC4uEhBQQFKpZLW1lZkMhl5eXls375dnDu9Xk9hYSErKytoNBr6mgZ56RtnsS871ol1bi8f+dwtfObbD6JQKFhaWuLrX/86W7du5fDhwxQVvcXg1uv1XLx4kcjISG6++eZNErOBYDQasVqtuFwukpKSAnYpAmFxcZHZ2VkSExPp6uqiurqa6elpZmdnKS4uvq7v+EPAh8H5vzk2zpNTU1M3kU6uF2tra7S1tZGSkhJwjeft0NzcTG5urmidezwefvzjH5OWlkZBQQEGg4HKyko/osj4+DjT09PAeis6Pz/fj4DyzU//Mxeersd75XxWBlFZWu7++9uEu1NBQUHA+eng4CBhYWF+Fooej4fm5mbBfF5dXeXcuXOsrKwA6y1Bm81GWlqa2BXNzs5Gq9Xy/e9/nyNHjrC4uChenrm5uURERLC4uCgClGRaHxUVtSlRamlpEbu9V4o/tLW1kZiYSHJy8tu2Fu12u/CK9vl8ZGdn09bWRlRUFF7vW+dsbW2N9PT0D3R/VHJwcjgcdHd3Y7FY2Lt3L8PDw7S2tnLvvffS1tYmyFPSsefk5NDa2kpbWxupqanMzc2xZ88e0tPTMZlMxETH8MxfvMpEz7RgGsvkEBQcxN1/fxsP/sl9/PSnP+XjH/+43/FIx9HZ2YlGoyEoKIi0tDTKy8s3JYg2i41vf/L7NLzaSlCwCrvVTkRqGA99605KdxfT1dXF+Pg427dvR61Wo1AoKCkp8esYtLW1ER8fT0hICFNTU+Tk5PDaa6+hVquprKzEaDSKP0vqa16vl7a2Nj760Y8yOjoq7kedTofT6SQ8PJzMzEza29vZsmULer0ep9MpkkOfz4fD4SA4OFgkuC6Xi8zMTKanp3G5XERHRxMdHU1eXh4RERE0NDSwNmenvbkDbYKG43cc8yPReTwe/uiP/ohbb70VtVpNWtIWfv7t5zC1zxIdE82tn7yRQw9Uo9ZsVqXbiMXFRQwGA1lZWRgMBpHEXi+kTQNJnveGG25gamqKpaUlv6ThDxkfBuf/pnC73bS1tb3rebIEn89Hc3MzSqXSbwb8bnD+/Hn2799PR0cHbrebsrIy+vv70Wg0ZGZm+u38AqSlpZGUlITb7aalpUW8nKR9XrUimH9+4EeszpoFKSwoWIUiWMHd3zpCQnqcaONJYhRqtZrs7Gy/qv/ixYvs27dPVKYNDQ2Ul5ejVCqZnJxkampKtBG9Xi9WqxW1Ws3S0hIWi4WkpCSUSiUdHR1kZWVRVFQkgn1bWxsRERHCnCInJ4eVlRUiIyPZtWtXwE5Bc3Mzb775Jo8++ugmC8Nt27YJZ6l3YtXn8/l44403UKvVhIWFER4eTnZ2NnV1dcItS4I0u363O6wbYV6ycO4XdXTUd7HrxnI0GUpCwtavd29vL0lJSVitVoqKiqivrycsLIy1tTX0ej2Dg4NkZWVRVVUlEpvz588TEhJCZGSkYMvHRMfwk3/4BfqLEyzPrxKfE03pR/PZWrBFtJuLi4v9EruxsTHCw8OFnGtTUxN5eXkMDg4K7XVYH3N871NP0dc4iGuDeQWydV7DiW8fJkgThNVq5dChQ5s6GbBOdtJoNCgUClpaWlCr1chkMnJzc+nv72ffvn2kpaUxODiIWq3mzJkzPPLII5x++Q0Wu9eofa4Bm93Gsc/cwm2fvYmevm7W1ta48cYbGRgYwGazMTY2Rnd3N7t27WLPnj1XJfL5fD7+7d/+jeXlZaqqqoiKihLrWWtra8zPz/PII48wODhIUVERL7zwgvid4uLiSE9P59KlS7zyyiuovGrafjCIzC0X5yY4VE1CRjz/cvnvCQkL3NJ2Op00NDSwf//+d72zPDc3x/LyMtnZ2YLAuG/fPmZmZrBYLO/KYe33DR8G5/9mWFlZEe2zkpKSd+xlvBEDAwNiJhVIn/mdwOfz0djYSFdXFx//+Mf9vq+vr4/Gxkby8/PxeDy43W6qqqpE5VFfXy/m0NLLTZoN5+bk8ZunLvDmUxdwuz3ccHI3SeUxTMwYOXjwIF6vl7GxMQoKCjAajdjtdoxGo5iJpqamEhcXR1NTE9u3b2doaIjBwUHR3pUUsgLBYrGg0+lobm4mMTGRO++8k4WFBV566SW/9lpPTw/Hjx/H5XLx3HPPicpaevTCwsKEQIfb7aazs5NXXnmFjeJ9dXV1FBUV+a0+dXR0kJ+ff902mxv3tefm5jh16hQ7duwgODiY/Px8kQiYzWaGhob8quvMzMyrqpJdDU2n23nsrn8Cnw+HzUlwqBofPj73wwdRxymJiYmhq6uLvLw8bDYbNTU1HDx4kJCQEDIyMjhz5ozw+HW73RgMBk6ePElraytVVVVi5ii1OXNzc2lpaSE7O5uXXnqJhx56CFiv2r1eLxUVFfT09LCyskJ2djYWi4Xl5WU8Hg+9vb0UFhZump33Nw/xs0dfwuPczAZXqhUc+8phPv1XD3LhwgXi4uL8yHUej4e2tjZKSkrYtm0bly5dQqVScfToUZH4SE5aG6/Rtm3b+Me//TYTzy9jXbEJQRpVsBJtVChfe/VLdPd3EhYWht1uJyMjg4aGBj772c9e815YWlri3LlzpKamsmvXLvR6vWgPS12Tzs5O0aIvKytjYWGBLVu2EBkZSXh4OM888wwrK+siQ20/GWBhYHWTqplKreKjXzgSUGrT5/Nx7tw5brzxRrGm+G412jfu6ft8PqH5Lhl2BCKc/iHhw+D83wTSPDk8PPw9Z42zs7MMDg6SnZ39nndcJfENm80mHpzV1VUyMzPp7OzE6/USGhpKSkoKHR0dooJtamoiISGBqKgoJiYmCA8PZ3x8nJ07d4qsORBDHBCVvrR6k5KSQmdnJw6Hg4qKCmQyGTqdjpaWFhYWFrDb7YK8tWXLFqqqqq67ahwfH6empoZDhw5hNBoBiI+Px2azietgsVj4u7/7O3bu3IlGo8Hj8QhJT0ksYnBw3aRjaGgIjUbD1NQUjzzyiGC8V1RUbKqG3G433d3d10WE6evrIzExkaioKFHFV1dXC6EMSVsZ2DTL9vl8jIyMsLz8lhmBVqsNqPglYWl2hQe3fR6HdbNedFCoisfOfRltuJb6+noyMzOZm5tDoVAQHBxMdHQ0ISEhWCwWvzWZ+vp6qqqqaGhoIDY2lujoaGJiYvxe0gaDAZ1OR2xsrOi0tLa2YjQaBSHvyt1cnU5Henr6Jr9xl8vFqe+8xM/++tf+VfMGxBZGkHgojPz8fHbs2IFCoRDOax0dHZSVlTEzM0NsbCwej2dTldjb20taWprobI2MjDA8PMyr/3CegVo9Pq//61mulFN+bAfVn9lJQkICcXFxvPzyy3zuc5+7aldLYstLWthXMqKnpqZEJyE/P5/f/OY3ZGVlCXe27u5uCgsLhSjL8ePHcTs9/MORfw8olgMQFq3l+fkfb/r/a2trqaysZG1tDZPJdFW1uevB9PQ0VqvVb8zW0NBAZmYmq6ureDwekdz9IeJDtvYfOHQ6HWazmdTU1HekDhUIDoeD5uZm4uLi/Kzj3g18Ph/d3evtt+LiYkJCQvB6vczPz9PT04PJZGL//v1+lX11dTV1dXXs2LGDqqoqjEYjTz31FDt27CAsLIx9+/ZhMBiwWq1XDcywvieamJjIzMwM8/Pz2Gw2vF4vbrebJ598kpiYGPLy8oTfstlspr+/nwsXLqDTrfvFSp+5Vhu/t7cXpVJJbm4uSUlJJCcni9lefX09FouFoKAgHA4Hjz32GJcuXeLgwYNcunSJ0tJSpqamaG1tFd8nk8lQKBRMTU0RGhpKQ0ODcBwKxHpVKpWbpDLfOv92cJwHzxyo8lhacpKXlyeEKjYGCblc7veSnJ6eprm5GViXHC0sLNykv202m2lvb/erFLOystBoNAwMDPCb/7gYcPcYwOvx8tpP3qTyWKlYTZM6JRtb9RvlUgGKi9fnuwUFBbz++uvce++9m8wXzGYzISEhxMTE0NDQgMPh4OzZs8TFxZGamip2hdfP0fqx63Q64X61sXJWqVSgArlSAQGCs1wuY3f1Lnbdu4OoqChWVlaEC1pfX5+o3CoqKqivryc2Ntbveks/7/nnnxfnf3h4mAnjBEOXRzcFZgCv20vnmV62HU0kNTWVxsZGHnjggU1+yQ6HQ/iV9/f3k5GRIQhgVx4DrN9Ls7OzNDY2CgnWuLg49Ho9nZ2ddHd3k5eXh1KpxOVyMTo0tt5duIq4vXXVysTEhB/Hpa2tjYKCAtRqtdBTfy9ITEykvr7eLzhXVVXR3t5OXFwcVquV4eHha3rK/z7jw+D8BwhpnuzxeCgoKLimiP/1wOfz0d7ejtvtZu/eve9prgzrbVzJoF2r1TI4OMjy8jIymYzCwkKxPnIlFAoFN9xwA+3t7aysrNDb20tGRoZo1Q0PD4vf+WpwOp243W5Onz4t5u1dXV2UlZWJNZWpqSlGRkZISEggMjKSsLAwKioqcDqdOJ1OIiIimJmZobGxkcTERJKSkigqKvKbDzc1NYnq12KxCAatNEsMDQ3llVdeEe3ikZERysvLqa+vZ9euXTQ1NbF79+5NBD2bzUZDQwM333yz8G62WCzU1NSIyk6j0ZCXt26dF6jx5XNcwrf8x7/7gxuvT0ZFZiKD/V/DS+zb7oQmJiaKdSan00lXV5dYodq6dSuxsbGEhYVRUFAgTCqkdqXD4SA9PZ25sUXczqskDm7I2ZJHamoq1dXVfh0Bae95dXWVgYGBTfdiV1cXLpeL3t5eWltbRVXX0tIiZq8+n4+wsDBqa2s5cuQIH/nIR8jIyGB1dXUTmdHr9Qr1rU3H6fOxNLeMy7mZCQ6gVKsoOZLPxMQEarUau93O+Pg4TU1NpKam0tbWhtVqxePxMDk5SWZmpuAnbMTo6CgKhYLe3l7W1taQeeVXTWwAHNa3tADCwsI2uYfBOlO/v7+f2NhY9u3bR2NjIydPnvTzVg+EAwcO8MYbb3D+/HlBrjp58iQjIyOkpaUxPT3N6uoqOYU5aMJqWFsKrCqWkLmeiLS0tLBr1y7MZrPodrS2tgoVtfcKyQ9+Y6entLSU3t5e1Go1LpcLg8GwSZ3uDwEftrX/gCAFLImc9V7myRL0ej0mk4nS0tL3rAbV29srtKtXV1eF8EdOTs6meaUkpRnIim5mZoYLFy4wPz/P5z//eWCdTDY7O8vJkydFkPR4PAwNDQmPWqna2b59O93d3QCiCuvu7iYqKsovGHZ3d2O1WqmoqBAkpKSkJBYWFgSDemxsjPHxcfR6PcHBwcJ2sqqqym9WJs0OHQ4HLS0tJCQk4HA4SEpKIjo6mtXVVfr6+lhcXESpVJKRkYFWq93EEu/s7OTUqVPcfPPNwsDC6/ViMBiEr67dbmd0dJSQkBCxl3vgwAGUSiU+zxS+uVuBt/yZ18+3HI8sg6DE0+8q+bLb7QwMDGAwGARrPSIigltvvRWv1ysSMMnSs+3FXjpf6BcmChsRFBLEXV87iizhLd1n6ZgGBgbYs2cPERERGAwGioqKBPfA7XYzOTlJT08PS0tLZGZm0tPTQ3p6Ona7nc7OTrZs2UJtbS1ZWVl4PB7hWLV161ZGRkaEGIeE8fFxEhMTxc+QZs1jY2PMzMyg1WpRzGho+UWv39xZqVaQezCTm/54LxMTE+Tn59PW1oZMJhNBUK1Wo1araW5upry8XOxYS90Om83G7OyscPNaXl4Wc++/v+3fsC74X0MJ2gQNe7+8g6WlJcrLy0lNTRW/U1hYGCqVCpPJRGVlJUFBQdTU1LB7926/ebTdbsdgMAgpUVh/Jvv7+2ltbSU+Pp5HHnlEMMC1Wi1jY2Pcfvvt9Pf3s7i4yOVnWzj3w/rN1o7BSj75T3dz1+fuYGpqitdff53JyUkOHDjA9u3bWVxcfNernIFwNY34kZERHI71sYpWqw1I1vt9xofB+Q8AExMTTExMiGrl/cDi4iK9vb1s3br1Hct1Xon+/n6WlpZISEhgfn4en89Hamrq237v4uIi4+PjYo1CWi+KiYnBZrMRFRXF6OgosbGxBAcH43a7qa2tFZWdXC4nOzs7IBO9ubkZmUzmVyX29PQQGRnpF6BdLhfNzc2MjY1x7733IpPJaG9vJzMzc1NHYnp6mmeffZbw8HBkMhmZmZmUlJSg1WppamoiODgYh8Mh5DvhLYnKjbh8+TImk4n5+Xnuv/9+8XN0Oh1ra2v8/Oc/5/HHH3/b8760tIRer6e1tZWQkBA8Hg9l2y+Qt6URuTxQ1apBFvM0MpX/SMDhcLC6usrKygpmsxmr1cro6KhgLUurWJGRkUIuVFInm5mZQS6XExkZSXp6OhEREevHYvfywld+G9BIQRYEWx+MxotX8BokaVObzcbS0hLJycksLCygVCpFEiSXy1Gr1Vy4cIFjx45RW1vLyZMniY6OZmxsjIWFBfFdlZWVeL1eWlpaUCgU7Ny5MyC7/UrN7p6eHmZnZ8XOt3SvvPrz01z6RRsjHQZUYQo+981PsfejlTQ3N7O2tiYUuiQxGwmSAldxcTE+n4/BwUFWV1dxu91MT0+j1Wrp7+9Hp9Px4IMPEhQUtK4mdrqHHzz69GalOJWcW79SzbTbyGOPPYbFYkGv1wNvaYWHhYWRkJCA2Wzm0qVLxMbGEhUVRVpamiBiqtVqMjIyCAsLE5244eFhUlJSxB74xjGZTqfju9/9LnfccQd79uwRLO8f/J+neOlfz6BQynG5XCjkCg4/so8H/8/doptkMBioqKigo6ODX/7ylxw6dIiYmBiKioqum8x4LYyPj6NQKAK+b6T7VZIAfrerpP8V+DA4/x6jt7eX1dVVUlJShJDBe4Xb7aapqYmIiIj3HOiHhoYwGo14PB4iIiKIjo5+x/OdoaEhgoODhWhFZWUlbrebN998k6SkJPr7+xkbG6O6uprCwkKio6MxGAxMT0+za9euq7boJicnGRgYYNeuXX4dgZ6eHiIiIvzO59LSEl1dXSgUCiGuUlNT41fVz83NMTQ0xO7du4XRfXd3NwMDA0xOTjI/P8+JEyc2tYynpqawWq2bXJ10Oh1qtZr29nbS09PFzK+vr4+srCyOHTt23edwI+PXM/9xZO76gJ9zOJWcuVxJ99BbxyLtxapUKlHtBQUFER4eLhyZFAoFQUFBhISEkJmZSWpqKuHh4UKtSao6+/r6RCUWGxtL7Uv1nPq/rwPrtpcabTByhYzbv3aQ9MJU1tbW2Lp1Ky6Xy2/WazabOXjwoEgSriQ4vvzyy5SVlfHGG2/w8MMPU19fz8DAAB/72MeEtad0HRobG4USXmtrq58sqdvtpqOjg/LycgYGBlhYWMDj8QjS1MYKu76+noqKCrq7u+nu7ubkyZN0dHQIQZ6YmJiAldnp06cFGWx0dJSEhIT1avx3Ou+SkUtwcLC4htPT04yNjfHvf/kkM5dWkCvWldGUSiWf+uZ9tM80cujQIbHOFxsbi8lkYmFhgbi4ONFhWV5e5sCBAxQXF2Oz2RgeHhazdVhPhqXVsczMTHbs2EFkZKRwkouPjyciIoKOjg4sFguLi4uEhYUREhJCQkICW7du5dKlS5QUlaK7NIBcIefpV35MSdm6YM7Jkyd58sknOXHiBCkpKTQ1NbFjxw6hX+Dz+QgJCRGqatdrohEI13JYm5ubY2RkBI1GQ3x8vF+36vcZHwbn3zO43W6hwSsJA7xfkMQfKisr35Vkp4T+/n7q6+tJSUkhOTmZgoKCdz2nXllZ4Yc//CHZ2dkiq+3s7OTWW29lfn5erDs1NTWRlJQkgqrL5aKxsfGalf/ly5fRaDSb2Mw6nY7w8HDxXRtXjKTWfG5uLqOjo5SWlmIwGFhdXd2kPmSz2WhrayM5ORmZTMYzzzwj/HQ3zpMvXbrEnj17Np2jpqYmXC4X+fn5rK6u8tRTT7G6usqRI0c4dOjQdZ9Dyb5SpVLhXfm/+KzPIZNtrlh9hKJf+CIrtreSMmk0ciWxLCoqiq1bt77rXeczZ86gVCoJkqvpOTeIyqMmIz+N/SerGDOOcf78eSoqKkhMTESv17N9+3ZiY2Pxer08//zzpKenA+vXo6qqiuzsbORyOQsLCywuLtLU1CT8isPCwrjlllvEz94YnGdnZ2loaOD48ePYbDahfw3rBCWNRsPi4iJRUVEsLCywY8eOTc/cyMgIWq0Wl8slfIiPHz9OcXExTz75JMeOHRPqbhLz3Wq1Cl5IRUUFCoVCcBEkeDweLly4wI033iiqeukeqa2tRaVSsbK0Qt3rDUxMTLD3aBVmyyrDw8P4fD4OHTpEQUEB586dIzs7m5tuukl899jYmAjEKysryGQy5HK5eFbb29sZHx8nLi5O2E5K6OvrIy8vj+bmZkpLSykuLmZgYEBoau/du5fp6Wlqa2uJj4/3S2Kbm5vp6OggLy+P3/72t9x00004HA6cTieZmZl+ybvUccvNzWVubk4Q6hITE99xC9pgMAgiaCCsrq7S3t5OWFgYKSkp73kL5T8DHxLCfk+wurqKTqd7X+fJEoxGI2NjYxQWFr7r7FQSsTCZTGzZsoUHHnggoEb022FlZUUQu/r6+oSvq8FgYOfOnSwsLKDVapmZmSEpKUlkuZWVlQwMDNDd3S3mkPv27WN4eJiGhgZ27dq1KfgplUpBZNqIgoICdDod4+PjaDQaP1nO/Px83G43zc3NLC4usrKyQmpqql9g9vl8dHR04PV6/YLuwYMHqaysZGVlhdraWs6ePYtMJqO4uDig921lZSU1NTW88OxLzHeYGTo3zZrVwkKKmUtBl1GplUKI5VqQfp+kpCSmjIUUJL+AIkBwdrkVLJiz2XhryWQysrOzr0tu8XrR2dlJSUmJeAHurq6ip6cHl8tFZ3cnaWlpaLVagoKCGBkZYe/evQwMDDA4OEh5eTk5OTnk5OQQHByMTCYjMTGRtrY2oXYXGxtLT08Pn/jEJwRp7kpIJiUhISEiSGk0GrEuNjY2RmtrK0ePHmVpaQmFQnFVbefZ2VkSEhI4deoUdrudBx54gK1bt/L6669TUlKCz+ejqamJsbExrFYrW7duFV2GjQHzyuOTujNWqxWfz8epU6fYtm0bw8PDREdH09vbS1dXFydOnODAgQMiYD/66KOcOXOG06dPYzabKS8vx2q18tRTT1FeXk5CQoLQ796I1dVVTp06ta6s9rtthKqqKr9EXXouXS4XsbGxKJVKdDqdYHA7HA4uXLjA/v37SU5OprCwkIaGBuH7LpPJ+NSnPsWXv/xlbr/9drZv347dbufZZ59Fr9cLExNAsNl1Oh0rKysUFRURFhbG1NQUTU1NyGQyQlD42UEAACAASURBVEND33ZrAtaJivX19VcNzuHh4VRVVVFXV4fb7UYul4vj+H3Fh5XzfzEmJycxGo2EhYUJtu/7BUkzODU19V1LMw4PD6PT6Zifn+fAgQOb2rPXgtVqZWBgQARIn89HREQEKpWKyclJsfcrfba7uxuXy4VarSY9PV1UIxsxMzPD0NCQH6vc6XTS2NhIVlaWXyBraWnB4/Fc1VJOp9PR39/PnXfeGfDvT58+TXt7Ow8//LA4lvHxcTEnv3IvdmMFK8HtdlNXV0dNTQ2JiYnk5+ezb98+cez155r42498F6/Ti8e1Tp4KDlGTnJXIP1/6O+YWZoVWdmFhYUDSnl6v5yc/+QmlpaU4nU5iQ15lX2kLCrkPudyLxxsEKFiRP05Mwg3v6z12Jfr6+tBqtdccw/T399PR0YHNZhNt7QMHDqBQKIQONEB5eblfFbywsMALL7xAZmamGAksLCxw0003ERMTQ1ZWFnK5nJGREeGjPT8/T0dHB5WVlYSHh/Paa68RFRVFYmIiOl0nWWnj5GwxIJMrkQXfBur9yGRvBauhoSE6OzvJycnB4XDQ29vLyZMnefrpp1lYWCAlJYXo6GiSkpLIyckRVbfkuhUTE4PP52N+fh6j0SiEXTo7O9m+fTvBwcGEhoaSkZFBd3c3qamprK6uMjs7y+zsLCkpKcjlcnbt2sUvfvELqquriYqK4uc//zkJCQmCjQ3r3IFz586J4BkfHy88rHt7e5mZmSEhIYHc3Fyio6OxWq309fXh9XpxuVxMTk6KinXXrl3odDqRaEiVvc/n48UXX8RsNpOZmSlmxk6nk7m5OSIjIzGZTBw6dIinnnqK0tJS1Go1u3fvRqlU8qtf/Qq1Wk1eXh65ubl+92J3dzdms5ni4mJxn0ubENJ45Vpz6qGhISIjI68ZdD0eDzU1NahUKjGO+H3Fh8H5vwhS+1QSvng/4fV6xRzrnWrWwnrCMDk5yczMDCqViqKiorcld0lMVIkdCeuVyvbt20UXwG6309LSssn3WUJtbS19fX2cOHEioMmEBLvdzuXLl9m9e7ffjuvg4CBLS0tUVlYik8mwWq28/PLL3HvvvQG/x2Qy0d3dTW5urmijwlsPsMR2ff7554mLi0OhULBt27arXi+XyyUkJa+Ez+fj0qVLREREiD1Ti8VC78/GGW7ZvNOqClZxz599hI//9T3i3/f29jI7ux6sMzMzWV5epqWlhfDwcD/7x5SUFGIiVynNHQbvNCh3IAu5E5n8/RuRBIJer8fn871tAicZPsjlct544w3Cw8Pp6upi+/btlJWVoVQq+eUvf8mNN97I0tISeXl5tLe3Cw1ss9nM7t27+dGPfsQ999zDwMAAmZmZDA8PA+vXYXR0lNtuu43V1VWUSiXt7e1ERERgNpvZuXMnr7z8S+679TWCFNPg+906kCwElPnIon+C2Wynp6cHvV7Pxz72MYxGI88++6wwljh69Cg2m43Dhw8D6/fMxMSEcDTr7u7267bExsaSlpYmEpCMjIxNgaG2thaFQkFUVJSQat2/fz9tbW04HA62b9/Oyy+/zI4dO4Q292233UZ7ezvV1dV4vV4uXLjAwYMHGR8fp7+/H5vNhsFgICwsjPT0dKKiooiOjmbr1q2CgNfR0YFKpSIjIwODwSDa2snJyUxNTREfH09QUJCoSpeWlnj11Vd58MG3FMB8Ph9zc3NcunSJCxcuUFxcTGpqKj/72c/YsWMHX/ziF8V7QNq9lu7Z7OxscS4k0SKr1Uppaanf8+12u+np6cHpXJfqDTSnvtbseeOx1tXVYbfbqaioeE+z7g8Sir/eqBH4IT5QeDweWltbGR8fZ9u2bWRnZ7+vM2VYz9iHhoaoqKh4RyzsxcVFuru7mZycxGKxCHWdnTt3bmItezweBgYGGBsbw2QyYTKZWFxcJCcnhy1btgjJy/j4eDGz7OrqwmQyUVVVFfBh8Pl8nD59mry8PBISEq5pNSetIklKYBJbW3IEamhoIDg4mKioKIaGhoThwJXo6uri4MGDmEwm1tbWiIyMxGKxCCF9aSdUr9fjdrsJDw+/ZjtMoVAwMTER8LxLrOeQkBBuuOEGFAoFkdpoXvr2mYAqS163F2P/JNsOpmAymdDpdAwNDeF2u9FqtZw7d46lpSVuueUWjh8/LhTd0tLS1scDix6SM+5CFnwrsqBSZLKr++m+H5iYmGBtbW0TWzkQJicnxTx+27ZtDA0NcddddzE7O4vJZGJpaYnFxUVkMhmvvvoqarWa6upqJicnxbU0Go1UVlaKqiorK0vcd2lpadhsNlwuF3V1dbS1tWE0GoU9amNjIzfvaSQ8uBewbzgyFz7vAsaJMYzTSYyOjjI6OiqEb1QqFVNTU9x///0olUpGRkZwu92YTCZmZ2dF9W4ymbj55pv9noXIyEjkcjm9vb3ExMQEbL9KzG+fz4fX6+WWW24RCVdtbS2A0BlPiE3ktaffJEwRQU5RNs2tzYI4uby8zOjoKFarFYvFQkpKCseOHSM3N5fk5GTBYj979iyDg4PExsaSmppKQkICKSkpuN1uysvLWV1dpbGxEYPBgFqtJjQ0lODgYNra2oiJiSEpKUk83xKRT9rBv/3221lbW8NmszExMcHKygoOh0M8a3K5XPhSS6Ouubk5EhISSEpKIjU1lZ6eHkZHR4mPj0epVCKXy4XiX3JyMkajkZGRESYnJwUpVfrua70/ZDIZ6enpLCws0N/fT2Ji4nuWJ/4g8GHl/J8As9lMT0+P0Lt+N7Pat4MkrJGbm3vNqnMjbDab2AeWxDhGR0dJTk4WlWQg6Ua5XE5OTs6mtm4gzMzMMDg4GJBosxFPPPEEx48fJyEhgQsXLlBdXX1dpLXe3l7kcvkmHd3+/n4sFgtutxulUrlpLmk0GvH5fKIK7uvrE0mJtEJiMBgwmUyUlZXR1tZGZWUlZrOZ3t5esrKyrvqCvZYZxfnz51ldXV1/GdjlPH7vk7gD6DYDKILk3PeDo8KHWaPRMDo6SkREBBkZGfh8PmZmZrh48SLbt2/HYDDw6KOP0tvby549e94X44rrgRRUr6dLIzktbbweDodDKEbpdDpUKhVDQ0NYLBZsNpuQ8szIyCAkJIS8vDxGR0cpLi4Wq3fS+pCECxcuoFKpWFhY4JZbbmFycpI33niDgoIChob6eejI4ygVgUVSrDY13/3Z3SKRgnUGdU9PD9HR0Xz2s59lfHzcr5qUYLPZ6O3tDShqotfr8Xq9ATca6urqWF5eJjw8nJ6eHh5++GGCgoJwOp389Kc/JT4+nn379hEdHc3jj/6AMz+oARkolQq8bi/Vn6gkbW+cEFsJDw8nJyeH2NhYwZFwOBxkZWUxNDSEVqulsLBQBH/J4AXWn528vDwyMzPFHH337t0MDw8zPDwsHNnW1tY4cOAAsN4F6unpoaqqipmZGRGUd+/eTXNzM08++SQPPvig31x/bW2NN954A7fbTWZmJk6nk6GhIeHpnpOTg8/no7W1FZfLRXl5+VXfnVNTU0I+d2hoiPvvv/+6xjcdHR0MDw9z5MiR96zz8H7jw+D8AUKaJ2u12vfEaL4WbDYbp597E9uMg+yCbMoOF6FUXZ1M5na7hcqSRqOhsLCQ+fl5oZilUqmETaN0vNu2bbtu72YJ0s5ybGzsNfVtfT4fb775JiEhIeLBdbvdXL58+brl/SYnJ5mYmNg0W7Zarfz6178mPDycj3zkI35/t5GhDeuz9d7eXoqKioiJiaG7u5v09HRR4Xm9Xi5duiSOcWhoiNnZWSoqKsQMzOFw0NnZyfT09CazDI/Hg9FopKOjg+DgYFJTU5mfW+DcX7fgsgUOEjtuyOefzv8Ny8vL9Pb2EhkZ6bdWNDs7y9DQELt27eLs2bPMzMyIFvHhw4cJDg4W5xh42/vvys8pFAq0Wq34X0hIyKaAv7y8zODgoJ95w7XQ09PDtm3bNnUyVlZWGBgYICwsDJ1OR3JyMiqVSuyqW61WvvGNb6DVaomKiuK2224jNTV1nWTW2Ynb7WbXrl0sLCzQ0NDA8PAwN9xwA11dXbjdbqKiojCbzRQWFvLmmV/zvz/5AvIApLn18yCjQf8kY2Nj7N+/n6WlJVQqlZh/Pvjgg1dNwq7GzJ+ammJ+fj6gnWFDQwOTk5OcOHGCb33rW9x5551kZWUxPT3NqVOn+OQnP4lWq+Xy5cuYBx382x//CPsVmuVKtYKb/nQfQalw9913b+JrzM3NMTAwwMTEBDk5Odd0mGttbaW0tBS9Xs/k5CSXLl3ipptuEp7Ohw4dwu128+tf/1pcJ51Oxyc+8QmRUL/44ovs3LlTcA8GBwd54oknuPXWW0lMTPRb45ydnaW/v589e/agVCpxOBxcvnyZ0dFR0fZWqVQMDAyQmJgonMSuhubmZiwWC6GhoW87p4b1xLytrY0TJ05cs+L+z8aHwfkDQF9fHysrKyQnJ39gqjQ+n4+6C5d4+ivPY+qfQa5YF3GQK+V87dSXKb2xyO+zksCFUqlkx44dqFQq+vr6uHz5MjExMaIVm5aWdlXG4/VicHCQ+fn5q1oibjyu8+fPA+tM540vi7m5Oaanp6/bm3VtbY2mpib27t3r9yD6fD6++c1vcuuttwrJQL1ej0ajEeSxjo4OUY2eOnUKrVbL0aNH/b5fMjIwGo2CXCetzQQHB5OVlSXMMwYGBoiOjsZsNougMz8/z8rKirCM3LdvHzk5Ofz2x5d46uvP4LL7S0QGaVT81XOP4otwBdxJl5S6SkpKuHjxInv27KGzs1PIh46MjGCz2VCr1RQVFb2rKtrtdgvFL4vFIlqu0ivD4XDQ399/1Yo5UFLQ09NDRUUFWq1WrPA4nU76+vro7OxEq9VSUlLC8vIyFy5cIDs7m4KCAmGNqFQqMZvNhIWFie/V6/WiNRkREUFFRYXww66vr+ehhx4Sbejw8HBqa2s4vucfkLMa8LhX1yJ4+vWHOHnyJL29vTidTuLi4mhsbMRut3PgwAF6enr8rklQUJBQqLuyi3OtBKaxsRGj0cjJkyfR6XTU1tZy1113ieRvz549ohNmMBj4avU3WDQtb/oegMStcTyh+w719fVCXW56ehqDwUBsbCzZ2dnAekLf3t4e0Esc3vLelv7b5XJRVVWFTqdjcXFRsOh9Ph99fX0kJSWxe/duBgYGBLnswoUL/Pmf/7nftW9tbeWVl14hxZPJ6z84i83sIDU7iQe/dhfVJ6uor69n69atfomt1+ulq6sLh8Mh9sPr69f3+CWtb1iX8YyLi3uLaPm72bM0p5Z26bOzswO6q42MjHDx4kXuv/9+5o2LnP6P3zIzNkdOeSa3fOIg4THvznL3veDD4Pw+QbKHc7vd5OXlfaAkg+HhYaanp3nh/75Jb/3QJg3j4BA1T/R8B6vXwvz8PLBufTgzM4PX62VlZUXMvW+44f1j7y4vLwvP4rfbI/R6vZw/f57s7GycTmfAVl9/fz/h4eFXtWy8EhLRIy8vz6+1/9RTT3HixAnBpu7r62Pv3r2CpJWRkcHQ0BB6vZ68vDxMJhNKpdJPTUgKvHq9ntzcXNHSl9q0nZ2dBAcHMz4+LtbCNBqNcPoxGo3s3r1bGIDU19eLY/jGw9+h9mdNwqBeJpNReFcmxz59S0CmeXd3NxqNhqysLJqbm9m+fTvh4eHY7Xaee+45HnjgAfFZu91Od3c3Xq+X2NjYd8S2vxJer5e1tTXMZjNLS0vU1tb6qaFdD7q7u8nKysJutws1sNnZWdLT00lPTxet1dTUVNrb2xkeHuaOO+6gu7tbzBWzs7OZm5tjcnKStLQ0obCVlZVFfn4+GRkZ1NXVcfz4cUwmk1+L+dy5c8THxxOu/BWpka9wpcwpaNDPf4xfvbhOOgoPD6e8vJy4uDhefPFFPvWpTxEZGUlHR4ff9zqdTl599VW2bt0qthNkMhl2+zqxTPqsTCZDrVaTmJhIX18f09PT3HXXXej1ekZHRwkPD6etrY3Dhw8zNzfHli1bsFqt6/PjFQtfv+E7XOuN/cORbxEaGsrZs2fJyMggKSnpqrrSi4uL9Pf3k5yc7LfNIQVnr9fLhTM1qEPU7NpbSWNj4ya1u5/+9KfExcX5PW9DQ0NkZGTgdDpFqzg5OZnExEQ+U/Yok/0zeF1vybqqgpXc+9U7eOhrdzM4OMja2lpAUuXS0hKDg4PAejdvZGQEhUJBaWkpJpOJmZkZ8dnBwUHS0tLYunWrkDeVXN+kEd2V+9QTExM8/mf/H70v6vF6vLhdHtSaIBRKBd8881fkV/3nOlx9GJzfI6R5snSTfBDzZAnz8/OCmepe9fK/Sv83Tptz0+cUSjk5hzI49qXDQmYvIiKC2NhYBgYGiIqKel+9Tn0+H83NzWg0muuqdD0eD+fPn+fAgQM0NDRc0wHr0qVL7Ny5U7RorwddXV2EhISIIPCdv/oXzOM2omKjcERaiE2LorS0lLa2NrZt28bMzAwVFRV++5QDAwOoVCo/owSv18vw8DDnz58nIiJCGDNIBDan00l6ejpxcXFkZWWh1WqF0ER1dbVfRT84OEhERATx8fE888wzRIVFE+aLxDBmIL8qh5KyEvHvNrbwGhoayMjIIDExUbS6peRFr9czMDDAkSNHxPFaLBbMZjMWi0XIwML6y1IaVVxZ4V7tz3K5nNDQUEJDQ2lra+PIkSPv6H43Go0oFAqSk5Mxm810dXURHx8vKjoJPT09yJwKTn//HBeevQxA7PZIjv/pTZx44KPid2tpaUGv15OSkiJ8wN1uN3q9nrm5OTIyMpiZmeHGG28Uv8vLL7/M0aNH6e/v48jey0SHXsLnk+P1elEoYNZyhLP1RaysrLO8JSb8ysoKp0+f5otf/CJ6vV50aNbW1rBarQwNDRESEkJsbKz4WR6Ph5aWFrE9IJ3HtbU16urqWFlZIT8/H4vFIqRYi4qKRPAoKSkhNjaWLVu2kJSUxPjYOF8o+iuxcncl1CFq/vrCFzEYDAQFBWEymYSwyZU+1Rv/e3Z2lunpaRHMxsbGsBu8/PRrz7K6aAYfxGZH8dizX2Vr/ltbDd3d3cTFxYlddVgPzB6PR3idS90Fj8dDf+0Iz379VZy2zUYiyiAFX3nxs5Tv3ilEUioqKsT4w2ax0XKmE/uag8LqXFYcS6ysrKBQKHA4HKjVaj9Vt7VVK//21SfoeXMAu9VBzu6t7H9oF9HJ60VTdHQ0arUak8kEQGhoKFp5BI/s/DPhn70R4TFanjE9cc2R4fuND4Pzu4TJZGJ8fPwDnSdLcDqdtLS0EB0dLYLqxefq+X+f/j42sz3gv8namcH3m76FTCYTAicRERHv2ev5SoyNjWE0GikvL7+uAOpyuaipqeHgwYMMDQ0RGxt7TQKbz+cT6yFXwuFwMDk5yeLi4qa/m5qaYtY0R92/tDM3tojD6kShVCBTyDj4wB5U+W7y8/NJSUkJ6Cnr9Xo5e/Ysi4uLLC0tMTMzg0wmIz4+XrgefexjH9vULpYSlaGhIU6ePEldXZ3Y4b0SdXV1JCcn09PTw8zMDGVlZWRmZvoF1ObmZiorK0VnpqCggNDQUKampnC5XH6Zf3d3t3D+gvWXr1arJSwsTLSRpePV6/XMz88jk8koKiq67uRHuh779u17x4loU1MTJSUltLa2EhoaelXbz7mJBT6z41HsFudb7kwyUIcE8c+1f8eqdwmHw8HOnTsJCgrC6/Xyy1/+kubmZr70pS8RGRmJTqdDo9HQ3t4udLulZyEiIkI4lqkUc4Sru1hZsbC4VoQmNI3nnnuOkydPolQqWVtbo7Ozk6mpKSYmJsjKymJiYoK0tDTCw8MJCgoiIyODycnJTU5LksKWlFz5fD6WlpaEMldmZiaRkZHU19cjl8upqKggLS2NH/3oR9x3332CCNfY2Mj4+DjJycmc+14D7ad1mxj+cqWM3Bu38cf/+mnhxex0OqmtreXgwYPXNdYYGBhgdHSUS79qoeUZnf+oRQYabTCPPvNpwuPCmJycFBr6ExMTqFQqIiMjGR8f54YbbiAyMpKuri7R+ZmZmeEfHvhXen47EPBna7TBfOF7D5NcFsvq6ioZGRkYjcb1guKCge/9yZPIFQrwefG4vVQdK+erT38Bt2fd09xut7O8vExqaio5mdv5wq4/Z3psDvfvrD4VSgVBmiC+e/ExMoszWFxcxGAwiL1zq9XKc998jYHfjgbcntCEBfMXP/8iVbdvJvp9UPgwOL9D9Pf3s7y8TFJSkt9u7PsNr9fL1NQUNTU1OJ1O8vPz/R4wQ7uRp770HI61zZUzMsis2sLNX97L0tISoaGh4oHdCKVSKQzbFQoFHo8HfecYHreHzJIMVEFXf/nabDZaW1uvurMcCA6Hg7q6OhFopdbu1T4rBd61tTVGR0c3zV2lVnNUVFTA5OjrJ/6RxtfaNlUaSrWCE395K6W3FhIUFERhYSFDQ0P09PSInylVxA6Hg8LCQr/qC9arO8mQw2w2YzabhfoUrFf8RqORAwcOBJzhS0zr1157DbVazdGjR4mNjRXBVNIwttvt1NbWolQqhf/1wsIC4+Pjfq2/+fl5lpaWUCqVaLXa61Y/knZy7Xa76HxcK9Gsq6ujrKzsHSuK+Xw+fvzjH7Nt2zZycnKw2+1YrVYcDsemSv3U37xG++kevAFekhFbQnn0558RyYQ0U4yOjmZ6ehqTycSBAwfYunUrJpMJhUJBVVUVMpmMhYUF6uvrmZubIykpCa1W69e1qampYWRkhDvvvHPTZkFdXR1nzpzh7rvvxm63C7lPuVwugkhwcDARERHk5ORw+fJlSkpK/BjAg4OD2O12IiIiWFhYIDQ0lKeffpr9+/czMTFBcXExw8PDREREMDc3R0hICKurq6SlpYk56dqyjX996MdYFtYEy1+ukqGJCuZPn/4UPsW6SYlGo0GlUomkbqM0qOShnZCQsOk6Oh0uPhr9UECSojJIyUe/cIQTf3YEk8nkt8ctdQJSU1PFOmZ/fz9paWkiOTn/eBPGtunAN4jCh6YECg6vy/hGRkZit9uZHVyk5vGWTe5myiAF+YezqH64HJfLhcvlEv7t/a+PYu5xBQyy0RkRHHvsAF6vV7iCzc7OsrKywtxZK+7pwPe+WhPE5777CW77bGDFtw8C/+ODs2lkmrM/u8jK/CoFe3LZd2IXQWr/oOTxeITf8fbt2wMSCt4p7HY7RqNR2O9dienpadxuNwcPHgy4gmSz2bh/y+ewLKxt+jtVsIoH/t9HicuOIiIiQujqFhYW+u3zSTf03NwcXb/t44VvnsHlcCO9m2/5/A3sPlkmdnsTEhIICgqiu7tbVC7X2zGwWq00NjZy4MABnE4nr732GklJSVetvq4MvKOjo+veuysyLj5Xj9PhovLWUkoPBQ4mluU17k76DC5HYC/esOQQtt0bx9zcHEtLS2RlZZGTk0NqaiqJiYl+7b/x8XHkcvkm1auOjg72799PeHg4YWFhaDQaZDIZy8vLnDp1iocffpixsTEmJib81NAcDgdtbW2o1WpByLvvvvsCHufMzAxtbW3Ex8ezc+dO7HY7ra2tm5KahoYGsQK20QjjeuHxeFhYWKCtrQ273U5wcLBfixYQ9oyBXMCuhaGhIRYXF4mOjhaBPSQkhNDQUEGk2ojj4Q9iswTuCCmUCv763KNU7du1iXhoMBjo7e0VeuhSINxoglFZWSmqvt7eXtHaN5vNDA8PU1RUFFDEorW1FZ1Ox+HDhzl//jxlZWXk5eVhs9k4deqUmPsnJiby8ssvi7GB9Mw1NTWRmJhIbGwsXV1dREREcO7cOf7oj/6IyclJ5HI5QUFBzM7OIpPJaGho4I477gi4JWG12PjGH38bU/s8Xq+XzL1pHLhvDzsrdordZovFIgSBXC6XCNBy+XoLf3V1lcXFRT8jDJ/Px7x+iTf/8TIeR+DWeVCEkviPBpORkYFSqUSpVKJQKBgdHSU0NJTS0lK0Wi1y+bpZh9Rid7lcTLTM0nVqGLd9c+BXBCn4Xz+5j96R9S6S1BmyXpbjmw9MKlUGKfji859CGxGKUqnEZrOxuLjITx5+HtuyI+C/kSlkVH5xO0Fh60YvEmk3IyOD3/7HJZ751kt+1qASgrXBfOO1v6Co+v2zunw7/I8Ozr/6xxd4+m9OieG/RhtMSEQI/1z7tyRmxGOxWOju7n7H82Sfz8fy8jJGo1Go2VwJtVrNli1bNgXe5eVldDqd3xrPlZCY12G+KL5689/icrpwOdzre49BCrIPpHPnV49SXV0tqm23241OpxMPbExMjPC27byg4y9v+waOK+bX6hA1f/L9hzn0sWrm5+fR6XQYDAYxT5V+142QCE82m028dK1WK/39/WJ9w+PxYLfb2b9//zWDu9PpFC3elZVVvvf5Jxlvmcbj8uDz+gjSqEjYFsvD378PdYj/qsTMyBzf//TTgTsLgCY8mO91f0OQRdrb21GpVAFb3IAwtN84H5X2xDcGwrm5OfR6PQUFBYyPj5Ofn4/P5xNkQY/Hg1qtpqysDJlMxo9+9CMAPv3pT2/6mXq9HovF8rvd3CHm5uYYHx+nuLjYT4nN6XQKohqsB9Erf4+3mytL82QpcJrNZqamppDL5WRmZmI0GoWwzPViZGSE6elpCgsLhW729SRzRzX3XzWpUqgUPPzju5iYNXLPPfds0h0/ffo02dnZZGVlcerUKVZXV3nooYdQqVR+9pANDQ0oFAoqKiowGo1MTU1RW1srnM+ulI+VgnN+fj5lZWUsLy/T39/P+Pg4d999N3K5XMylQ0NDqaioIDY2lo6ODpqbm8nNzSU/P5/m5mbCw8NZWVnhpptuIjg4WDhePf300+JzkkDHxm6ZtK9st9vJyclheHgYlUolnKl8Pt9VmfNut5uampqrjlgkDLcb+NN9fxlwLgwQnhTK35z5Ck6nE6fTicvlEgRTh8NBfn4+t25y+QAAIABJREFUdrudsbExvF6vEEZRqVS4nW5+8rnnsS05/KpapVpB5t4tVH9mvWXs9XoF6/vZL5zBtRZ41VAeJCPleATKyPV7SqPREBISQse/GHDbAq/JBYeq+fe2b5Oa/dZ943Q6qampobejnzNfv7zZplMuIzkrkSf7Hv9Ax5dX4n9scO651M9Xb/k7HFfsC8rlMlJyk/nME/f4LepvhMfjYWpqipmZmU3BSUJUVBSpqanXrTzj8XhoamoiLCzsqgFifn6evr4+CgoKREa9NLPM9//y/2fvzMPjPKuz/5tFo32Xte/7atmyFm+x4yW2EychwXEDCZAECGn6FVIo/VpKoQFaaAuFthBKKSHOCglJMFmcxI7jRfu+77s0mhnto2VGmvX9/hDvE41mJDsJX1sa7uvSddnjsWbemed9znPOuc99P85Yuw4vfxV3f+lOghLWLN3kMRdPzPGZmRnhA/sfDz7LWLvO42tGxIXx1NCPxKYiu/h4WqQWi4X5+XnhQmOz2YQYgawcJXvaymQXPz8/0Q+U/x0QYylyv7Ti+Toe/6tfuH1fXt5eHL5nP19+/E/E/9fpdAz2DvGdWx7bVOAjY1cqP67/R5fHZmdn6ezspKioyKPAiuwGtD5A9/X1IUkSoaGhDA8PMz4+LtixcpC02+10dXVhs9lQKBTC0EOv19Pc3ExYWBh5eXkuGWl/fz++vr7Ex8ejVCrx8/PjzTffZP/+/eTl5eHt7S0+s9raWpEVgas85u8Cb7zxBna7nZiYGAoKCq65pnU6HcPDw6SmporgeS1xlvX4y2PfountNo//5h/hy+3/cCNhYWHo9XqXnm5ERATLy8tMTU1x+PBhGhoaxOiXLGIiE/xkScywsDCcTic5OTmcPXuWsrIyYmLW1MGmp6eBtU1fJvAFBQWJ65idnaWrqwuVSiWu0263k5GRwejoKD09PQwPD/OpT30KPz8/vv/97xMcHIxarSYrK4uysjImJiZobW1ldHSUe++9VxzWzWYzg4ODFBQUiIkAm83Gjh07RAWmrq4Op9OJUqkU981mOvLwrgvWwYMHPc4Jj4+Po9VO8O2bf8jqovuhVqlW8omv3cUnv3ba5fGrV6+Sm5tLS0sL09PT5Ofnk5eXh1KppK6uTpTUq6ur2RYSyTfu/S7TnUYkyYlKoyL3eBp5J9NYNi0Lr2tYa7s1/riPJb3Z4/V4eat5ovdfiUp89xAlSRIP7flzhuvHwcPWHBDqz4uTj6NSqzCZTDQ0NDAwMEBJSQkmk4lVvYN/+fRPkSQJu9WB2ktFaHQI333760Qm/tcaZXxog/M37voelb+u9TiWoPHx4i9+9TABUZ4H0pVKJTExMcLY/YOio6ODpaUlSkpKXMgjTqdTsFBra2sJDAwkPT1dPL66ukprayt9fX3ceeedIkMrKCigrq6O/Px8ent78ff3JyYmZtNT31f3fheHzXMQUygh/uNBJKUnotFoiIiIICgoSJS05LKWSqXCz8+P4OBgQkJCCAkJwWKx0NfX51ImlP2fIyIi0Ov1m5b1wXXs5M/3PIpucNLj89QaFV9/+xHU3mufnSzv93cf+wGVZ+vcRs28fNSU3p9PzsF0MVq0/nDQ3d2Nr6+vxxEUrVaL0+kUfXalUkl3dzeJiYlIkiSIcQqFgqqqKpRKJSqVyiULks0zHA4HQ0NDPPDAA1RUVIj+Z3V1NampqS7jaI2NjaSlpTE8PExCQoIg0UmSRG1trShpw9rGPjQ0tOkh771gcHAQgLS0NOFhbbFY8PPzczu4zs/Pi7nX9Z+dJ1WwzWCz2XjpibM8/cVfu2Vvam81d3/rVrL3p5GamsrQ0JDQlZbFdEZHR3nllVc4ceIEAwMDKJVKbr31VpqamtBoNMTGxpKSkoLT6eTJJ58kLi6OY8eOodPpsNlsTE9Pu71Pk8nEl7/8Ze69914GBwe58847CQoKcvnOWlpaaGtr4/Dhw8THxzMwMMDy8jLbt2+nvLycK1euCE1smQH+m9/8hp6eHvLy8rjhhhvcOCxVVVWo1WokSWLnzp1uQhpOp5MzZ86IaYb5+XlSUlK2HGNcPykhC360trYiSRIJCQnExsby9Pd/yS+++pu1atxvoVIr8Q314euvfZGdJWvZ+fDwMNXV1YSHh4tW36VLl4iJiUGSJEwmEwaDgfn5ecxmM1FRUWLe/NiRY8xMzrLnwB68fTSoVCpBDpX5BCaTice/9TRv/usVl/cCoFQpyd2bxQ+ufBNYSwzOnTvH7OwsaZGZfPdjP3HTDvDx8+bT37mHQ5/cS1dXF6Ojo6SmprJz504qKiqE97t11Ur1q43MG4wk5cWz45B7gvZfgQ9tcH5ox5cZahv1+G8qbyV7PrudtLL/f4QvWDt5z8zMEB8f71E6TqlUCp/TzMxMNBqNOCUPDQ2hUqnIyMhgeHhYjAHJvqtKpVKMI0xOTrKwsOBGqIK1Wcd/vv1xHBbPwVmpVvLoO3+GxleDJEk4HA5xYJD/vH6MRf773NwcBoPBba62t7eXrKys61atslqtLCws8OZfVeO0eV6qXj5q/vxXnyMk2lUDfHXZwr898HNMUytrbG0vFSqVktv/zwk+90+fFGNwG5W3YK083d3dTXFxsRtpZnBwUGiPy9fU0NDAvffeC6xlT42Njej1enbv3r0pIewHP/gB3t7e/Mmf/Al6vR6TycT4+LjYJGT09PQIH1pwJWW1trZ6tHx8P33njRgfH2d5edmjUIXJZKKzsxNAEJw8fY7w7mzztdSXxsbG0Gq17N69m2d+9Euu/Ec9+qFJJCQCw/z5/A8f5IaPlmGz2aivryc8PJysrCzeeOMNYC1zjomJQafTYbfbBZM7JCSEqqoq8vPzhXEIQGRkJNHR0ZSUlAjRis0y/EcffZQHH3xQZOG9vb3Cozk8PJz+/n5KS0sZGxvjwoULbN++neLiYhobG1ldXSUoKAgvLy9amluYHp8lIjKCvYd2Mzs7i0qlQqlUilZFVFQUOp1OqJFtpYb13HPPccsttwidb0mSXA5qnuB0OnnqqafIyMgQrPn1SUZ9fT3DzeOUP1nPQOMwCpWC+JJIMo8n8vr510hNTUWlUuHr64vNZhPkuqioKEJDQ0X2LGvdP/3006J68OSTT3Lq1CkCAgJcxE7Ww26309DQgLe3NxovDT/7wi/orR3C9tvDmrefN36BPvyw5jtogtRcunRJtAni4+Pp6+ujv26E5/7m1yzOLqFUKUGCO750gqybkpmfnyckJISioiLRjz9w4MB/mdzt9eJDG5y/84l/5fIvK3E63S9f7a3mHy99le27P3jm4Qkmk4nm5mbi4uI2FQgwmUxiDlfelGXjDECI+Hd0dJCSkiI284GBAUJDQwkPD8dsNtPa2sqePXtYXFwUN0NPTw99fX3YbDZCQ0MZekPP+TNX3LJnhVJB0ZEC/uGtr72n6zMYDMIScj06OjoEE/N6YLPZ6OzsxGaz8f0/+hkzo+4jU7DGpHx59gk0Pq6ZhTwj3V3Vz/nn3yEuIZZDH9tPXLprn1LO+NaPqsFaAJVdnzYaOshmGA6HA41Gg4+PD8vLy2JGddeuXajV6i2D5E9+8hNKSkrE5n358mUefvhhl814fHyclZUVFwlUSZJ45513uPHGG6mvr/e4Gb+XMrInTE5OYjAYXBi5GyHP8RqNRkE8zMzMdCNMXuu9yNl/VFQUKSkptLW1ER8fz9TUFKN94xTkFxCTEuV2kJuenqavr4/MzEympqbQaDT4+/szNjbGa6+9xr59+4iMjCQmJga73S6qG+Xl5YLlbTKZhOxnSkoKMzMznDhxwu09fuMb3+CWW24R1yFnzTqdjldffZWioiKcTidGo5Hdu3fT3d1Nc3Mzx48fZ3x8nMzMTH7y6BO0vtSLfdWO0+HEN8ybHR/P4kvf+AL+/v7CIWpubo6IiAixlo4dO7bpIba+vh6r1YqX1xrByWg0sn//fo+BZnFxkbq6OlG16ezsJCoqyo0X09nZKYivsvBMcnIywcHBaDQaNBoNBw8epLq62qPEbk1NDcXFxSiVSi5duoS3tzf79+9nZWWF559/nvvvvx/ALThLkkRzc7PQ0W5vbycsLIyR4RF8VwJ568xlVpZWKD1ZRM6hNDq616o4Bw8eFLP+g4ODOJ1OMjIykCSJ0S4t2lEtkr8dhWrtM8zKymLbtm3o9XrGxsa2bAX8d+JDG5z7m4b44oGvYTG7LkyFSkF2STqPPP0ZZmZmUKlUFBYW/k7EReQZWI1GQ2Fh4aY3XHNzM06nU5CG5LKgw+EQm74MT5v/euKLTqejsbGR0NBQBgYGGBoaYvfu3Rw5ckT0Di+dv8wPP3mGlUWLmAv00qjxCfDhR7XfITbt+uU8JyYmmJqaclP4sdvt1NfXb2nnZrPZhFwirPWcZJGGX3z/Jd78lytupDWNjxfHHzjMFx77rMvj8qiTnLV2dXWRlJS0pbj97Owsvb29bnrgk5OT9Pb2Ulpa6jIPfO7cOXx9fTl48CANDQ20t7dz+vRpFxevzYLzxMQEzz//PF/84heZnJykrq4Of/811qlstjA3N8fIyIjb/Kz8eT7//PMcOXLEY2Y+MDBAWFjYe9ZEh7XDityH8wRJkmhra2NlZYVdu3a53Bt9fX0YjUaUSiXbt29Ho9FsGZzlCkVZWRne3t5MTk4yOjqKxWK5LqU5WKsszM3NERm5RuIsLCzke3/xrzSd7WJ51kRwbCCf+da93HD7HjGj7ePjg9Pp5Fvf+hZxcXF89rOfFffn7OysyyiaUqnk7Nmz3HbbbZSUlNDW1kZycjIBAQFcunRJWFs2NzcL9bCQkBD27NnDW2+9xeLiIhON03S9POy233j7efO5n36M6ZVJAgICuOuuu1wIW5cuXSIgIABJklAqleTl5blUIBoaGlAqlVRWVhIUFCT60PKakEVGbDYbGo2GxMRE4uPjxVRCb28vx44dc1nXP/7xjykuLmZhYYHZ2VlOnz4t3tPk5CRms5nz58/z0Y9+1OPInsPhoLq6WgTO0dFRQkJCuHDhAkePHhUtmfXBubu7m7m5OXbu3Imfnx+1tbWkpKSwvLyMRqMR5Nju7m66urpQq9WUlpa6EAJlkw650jM8PIzBYCAoKEiMv8qcg/7+fqxWq8dq4v8UfGiDM8C5n73NY1/4OQqlAsuKFS8fLwLCfPnkv3yUgzfdQFBQEHa7XQjrh4aGbmnisBV6e3uZnZ1l165dmxJqZGepwsJCAgMDXVi+nnpO4HnzP3fuHBEREZhMJkZHR1EoFMTGxnL48GGRbcvOUlevXkWhUDCtn2GmZYmGV1uxWKzsPJ7PA1+/h/CY6x8bGx8fx2g0elQJq66uprS01GXjkYlScjlPrVaTk5MjNgq5fCkrmn3vc49x8alyFAolDvuatF5OWQZ/99pXXLJmnU7HwsKCSzlWto68HovO6elp+vv7iYqKEmV5SZKoq6sjLCyMjIwMGhsbiYmJoa6ujtXVVU6dOoVaraa8vNwlm5AlQzce7iorKxkeHmb37t2srKyIz+z5558nJiaGsrIy6urqXFx8NuKdd97Bx8fHxcBDhpz1v9fs2Ww209TUtKlqmzy+tH379i1dyRwOB62trWi1WoKCgjzKxLa2tgrTe1hbD0888QSlpaVbZuyeIHuYW61WXv3Hi3RfGXQhD3r5eJFzaxKnv/QR0tPTRYCora0VYiFxcXEk/9aKdP3nNjw8zE9+8hPy8vLIysqis7OT7du309fXx+nTp8W6j4iIEJmYw+Hg3//93/Hy8kJySlx4tI4Vo/t4mEKhoOBwFv984Vusrq7S1taGJEkEBQUxPz/Pyy+/LERTnE4nMzMz4vAq+1OnpqZiMBg4ceIECoUCf39/srKyBF8gNzd30/E3Wd8+Pj4eo9GIQqHg0qVLfOELX6C+vt7j+rtw4QIxMTFC+3ujgM3q6ipnzpzhE5/4hFgj5eXlDA4OiqwZ1oJzREQEWq1WtAckSeLq1avCy1muDDU1NQlf6h07drgdSLVaLUajUfBs5ubmhEDKRsEbmYT5/1On4neBD3VwBjBOL1D+Yg09HX3E5UQTlR2Gn/8agzg1NdVlnGJubk6M1KSlpV2XNePk5CT9/f1kZmZuOoYiE76ioqJIT08X5R2r1crOnTs3DeZWq1WUoLq6unA6nczNzTE6OkpaWhrx8fFkZWWhUCioq6sjJydH3KQ9PT1cuHBBEJtuv/12l83zvfYsR0ZGMJlMHk+iRqMRrVZLTk4OXV1dYrZSpVKRm5vrdnPLIyNWq9WFhfzcc8+Rn7qdnvJBRodHue3+m8kqcRVXkUuDGzP04eFhgoKC3Azut4LBYGBoaMiF4KTT6Th79iwpKSmEhISwa9cuJiYmsFgsZGdnMzs7i16vF2Qsm81GR0eHWyXhiSeewMvLi3379rm0NuTNsqOjg5tvvtlN2lLG7Oys6PPq9XqPwey9foey/7FsmrAe4+PjjI2NkZmZed0CJ4AYI+ru7gYgJiaGsLAwGhoaKCwsFC0OrVbL2bNnue+++97zHPV61F1o5NHbv+dGIIK1AP3L8f9g2jjF7OwssFYlmJiY4NOf/jQTExOMjIywsrLC0aNHxf9raGjg/PnzPPLII7S3t1NcXExtbS3x8fFUVFQIMlZkZCTh4eGYTCbsdjvp6emMj4+TnZzLQ9u/7Fb1kaHyVrL3K3lIkiTm6y0WC4GBgYSFhXHo0CGPScH4+DjvvPMOOTk5LC4usri4SGxsrHDG2qpKJc95y2YmWq2WkydPsri4SHV1NQEBAW7CO/L/++lPf8pDDz2EJElcuXKF0tJSwXlYXl6msbGRG264wUVk6J/+6Z/42Mc+JvYbnU7HhQsXOHLkiMiK5XGv/fv34+3tzcWLF/H19UWn0xEZGUlWVpbHSorBYECv1wtTlMzMTLRaLRaLheLiYpEQyNr7ubm572kf+O/Cf51Q6P9QhGwL5raHjxPbGIHT6SQ4OJjl5WWCg4PFpiuLT4SFhYly8cDAgBBe91T2lsUiZB/WzSCf8nbv3o1SqaSlpYWVlRWXkYmNkN2QmpubSU1NpaKigqCgIJRKJTk5ORw/fpy6ujqX/mlpaSmXLl3i4MGDaLVaYWI+Pj7O/fff73YTvhd24uDgIDabzS0wOxwOuru7qa6uZseOHbS0tJCbm7slMWh4eJiJiQl27Njhkpk1Nzezbds2tu/OZ/vufJqbm0kvSHF5n5IkUVNTIzxm10OtVmOzeZ7d3AzR0dFER0ej0+moqqoiNjaWt99+m7S0NLy9vYmMjESj0ZCSksLIyAjd3d3k5OQwMTHB/Pw8oaGheHl5ub2uvEl885vfFHwCGbKS1cmTJ/Hz86OiooL8/Hy3Pn1/f7/oNcvazhsDudwSuR6ii9PpFFKP6z9TWc89ISFhUzW3ayEwMFAcEsrLy7l48aIgMNpsNmprazGbzZw+ffoDBWaAmrNN2DeZPFCpVVS90sCJBw4J9vnLL7/M8PAwtbW15OTksG/fPl544QWqq6uFf7CsdOVwOPDz86OtrY309HS6u7vJzs7GarVy5MgRuru78fHxwdfXl7a2NvR6/Vp1quLqlmvP19+Xr33tax7vOUmSeOGFF4RtZWFhoQg2CQkJ5OXlERMTg8lk4tVXX+Uzn/kMYWFhLnPwMqxWqzAQgbWMWr7HSktLuXr1KkqlkqmpKW6++WaP76exsZEbb7wRvV5PTEwMBw8epLy8nKKiItHHl9syoaGhzM3N4efnx8rKCtHR0SwvL9PS0oK/vz9lZWUiMJvNZmpqajh06BBzc3OCeZ2bm8uBAwc2TWympqa4ePEiqamp5OfnixbURnU2Wcp0375970mn/78TH/rgvBGZmZlUVlYiSZI4gXna+NLT00lPT3cpe4eFhZGeni56xp58XWUYjUY6OjrIzMwkKyuL9vZ2MXrhqS86Pj6OwWAQp2ulUondbhc37PX05vbv38+ZM2fw8/MTxJ27775bqBdtlOGUX2sr9PX1CZtCp9NJT08PJtOaaplSqcTX15ebb755U0EVGXNzc3R3d5OcnOx2mJFNAW666V3pPHmUZn1GIatkeXrPXl5eYn7yvSImJgaDwcBTTz1FSUkJeXl5omRWXl7O7t27SU5OZmRkhK6uLrZv386VK1eEyMr692O32zl79qwL0W89mpqaOHLkCF1dXezfv5+YmBg6Ojro7e0VVQSLxeJyGExOTqarq4uJiQmX35mTk0NPT8819dTlDGi9KIzJZKKlpYXw8PD3HZSXlpbE5m+326muriYtLY0bbrgBSZI4d+4cBoOBpKQkIiIirmsNXwumBTOSB5IngN1qo7erl+yRFBITE2lqauKOO+4gPT0ds9mMTqejp6cHPz8/wsLCqK2qZaRpgsrL9Zz4o5toa2sjLCxMTELIgdhisQjXMVnnW61W43A4GBgYICYmhtj0aLQ9erf3pPZScfCP9tDQ0AAgtNHlAKJQKEhJSaG0tBSr1UpzczMOh4OgoCCWl5fp6OggMjKSQ4cOYbfbCQ8PJyMjg1/84hd4e3uzsrKCyWQSXu2FhYUe2d8KhYIDBw7w1a9+1c2kRcbk5FpfPCsri/r6ejGeeeDAAV577TV8fX05cuSIeH5ubi6VlZUsLi5y55138uyzz1JUVMS+ffuYm5tjaWkJePfeT01Npa6uDqPRyNTU1KY9bXh3JEyeDzcajeLQtNHhbn5+nvb2do+VgP/JUD366KOP/ne/if8J0Ov1Ijvx8fEhMDCQjo4OQYzQarUeNw+lUklsbCzx8fGMjIzw2muvERgYSHZ2tkf9YbkXaDabKSkpYWRkRASZtLQ0cVPIrj06nY6JiQmCgoKwWCzi1JuVlYVSqaS0tNRj7295eVkwOOXXfeGFF/Dy8iIlJQWTySSCYFxcnFCfkns5Pj4+6PX6LQlFnZ2djI2NoVAohGVbeno6ycnJYta4t7d3y3lbuaRvs9nYtWuXC5lKRl1dHcHBwS43nY+PD8PDw4Kl2dPTQ1RU1KbvV7YofC/Sq5Ik0draSn9/PzMzM9x3331kZ2cLFbfQ0FByc3Opq6vDbreLz1Wn05Gbm0tbW5swo5+enkapVFJTU4PT6SQqKsqNAd7b20tISAjR0dEEBwfT19dHVFQUkZGRREVFCT/hkZERN+nUbdu20dvbi5+fn6hMaDQahoeHPR4C1qOyspLS0lK8vb2x2+3U1dWxuLhISUnJeyphb0RbWxvbt29nYmKCzs5O9u7dK3qpcll73759jI6O4u3tzfj4OEtLS26yoe8FqyYLjW+3uc22w5pgzRf+5XMEhgfQ09NDe3s7sLbRnzt3jry8PHJycsjJyeE/v32G5770Ch2XepnuWaDx1Q6GGseI3bENnX4CPz8/EZxDQ0PXSF8TE/z85z/Hy8uL8PBwjh8/zt69e0lLS8PibabznX6cDqcQx1Br1ASEB3D7V47i7asR6nkNDQ3MzMwwNTUl3l9AQAA+Pj5Ck1zW9Z6bmyM/Px8/Pz9iY2M5f/48iYmJjIyMsLi4SE5ODomJiSwtLQk2+Xrf4/Xo6uoiODgYnU5HVlaWmy96U1OTIHDpdDqxrtYnDQEBAS6VseXlZV588UWys7OJiIgQKnHz8/NoNBoWFha4fPkyISEhgkhoMpm4++67Pe5rFotFCId4eXlx0003iRn2jdU2kIVVtOzZs+f3KjDDH3rOAo2NjRQVFQkSjSxc397eTllZGTqdDp1O51FIYXZ2Vpz85GAh6wmr1WpxWpXFJ3bt2sXIyAhGo5Hc3FyCg4PdyFEBAQEkJyfT0dEhmJrr1Zk2M4OQITNPS0tLmZyc5Be/+AV33HEHSUlJPPfcc5SWlrpVA+bm5mhra+OGG25ApVK5EWOcTid9fX0sLS0xODiIv78/N95446alyJaWFhepz41obW1lZWWFkpKSTSUF29ramJmZYd++fW6994aGBoqLizEYDMzOzm7JvFxYWGBqamrTHu56yGxkeca3ubnZo+zhyMgIOp2O1NRUrFYrY2Nj7NmzB61Wi8lkQq1WExgYSExMDK+//joRERGUlZXx7W9/m89//vMun9vExARLS0surYja2lqKiopcsmSDwcBvfvMb7rrrLo99sytXrrB7927xWV2r71xXV0dmZibBwcEuYyxbSTxeL+rq6pAkSfhIy2vSx8dHEHSqq6spKioS73dhYYHe3jXnori4uGseLDbCumrlUxl/ypzB6CIRqfHxIm9fNv904evA2ux1SkqKWJsvvvgiZWVlGI1GRju1/Oj+M25mCyghIjOYY3+xj8DAQJKSkoRUrZ+fHyMjI0RHR7Nt2zZBRlxdXaWqqoq9e/cyOTTNU9/4FU1vt+GlUXP43hv4+F/dSXCE64HUYrHQ39+/ZvwwNcXo6CiNjY3k5ubysY99zMXfXB71a25uZnV1leXlZTIzM0lJSWFwcJDjx4+7/G6z2Sz4KQqFgpycHAICAtBqtdTV1XHrrbfS3t6O2WwWOtmwthYLCwvFYX9wcJCQkBDMZjNzc3OC81BTUyMId11dXbz99tv4+vry4IMPUl9fL4JzX18fdXV1wFqFx2q1kpGRIXrgyev8pWFtv2tra0Oj0ZCVlSXmoH19fTedfOnu7kapVLodgn9f8Iey9jqs/4JTUlIwGAxER0czNDREamoqPj4+VFZWijKfzCYOCQlxK8XKQUB+TltbG1lZWcTExNDS0kJ2djY+Pj7CPFwmR1ksFnp7e1laWqKvr4+ioiKPG2V3d7fHEZv11+J0Orlw4QJarZZHHnkEhUJBeXk5d911Fz09PczMzLiQ2sLCwrjhhhtEn1OSJHp7e1lcXBS/MzMzk5GREfbv379lqdpqtWKxWDwGZtlmcvv27R4zZRlLS0usrq4SEBCwKSnOYrG4+MluBrVafV1l7fb2dpaWligoKECpVNLQ0LBpOSw5OZnk5GQGBwdv9dqeAAAgAElEQVRF1aCmpoaEhAQCAgKEmYJM1jl58iSwtmGvD8xGoxG9Xu928CspKaGmpsaFjT01NcUnPvEJxsbG6Ovrc2PAHzhwgIsXL3L48GGUSiXBwcEsLCx4ZKm3tLSQnJyMTqcThhHXEgq5XkxNTdHc3MynPvUpfH19GR8fZ2RkhOLiYvEag4ODbhK3wcHB4jAxPj5ObW0tsDXjeD2Wzcs8+B8f443vXaWrpg+lSoHkkMg+kMY3Xvq/7z5vedllbSYlJaHT6SgrK+ONf76C0+4hZ3HCTN8CDRVNRCZGiCz06NGjmEwmbDYbPj4+IjDLc9hyHz8pN4GvPf+la16Dt7c3eXl59PT0EB4eTkJCAkVFRcTGxnLx4kWcTqcQ/TEYDBw4cICbb74ZPz8/nn32WUZHR4mPj2d1dRWdTucSzP38/MQ6k9Xw9Ho94+PjhIeHi2xZ3ge2b9/O8vIy4eHhLr3atLQ0zp49S0ZGhgsZcffu3Zw9exa1Wk1xcTEBAQEcP36cwcFBMjMzBdG1oqJCyLsmJycTHh4u2mLr91JZg8Df35/du3djtVp5+umnyc3NdVFU3Ij6+npiY2Pf8+HufxL+kDn/FvLM3fpsUQ7E9fX14oRpMpmora0VpItrZRmySYU8/2gwGAgMDCQxMZHt27ezbds2JicnGRsbEyMUMsN6K1wrIxoZGeHll19mx44dHD58WFxjSkqKKP2Wl5dTVlYmbkhJkujv72dhYYG+vj4mJib43Oc+50JGampqIjo62uWG94SqqipBcpMhl4MTExPdHJ484erVq2g0mk0z64aGBpaWljyyizdCPvRs5iHc2dnJwsIC+fn5ovTa1dX1nvqtcvnbx8cHs9lMXFwcNTU1qNVqfC0BDFSNsWJeZU45yT/857dQKpXYbLZNxRxgracfEhIiCDHr3afk2XF51EyGzWajsrKSG2+80aWCsh5dXV0sLCwIXen3Mw+9Gdra2ujv7+eWW25BpVJRV1dHfHy8SzYkWwpej6SnHESWl5dFJcrTelhYWKCrq0uwlGd0c1RdqubGmw8wOWsgODiYyMhIYcu4vmQ/OTlJTU0Nt956Kw/kPoK+37NUrLe/hnu+/RHitkdhMBgIDQ3FYDBgNBrx8fERB+bp6WkiIiLe8yjb/Py8qBzk5OSIQ1VDQwPp6ekuh3lfX1/q6urEISMxMZHx8XGRCcuEuzvvvHNTQpXNZqOqqoqDBw9y7tw5QkJCGB4epqCggLy8PKqqqlheXubmm292+X/9/f20trZy1113iccMBgODg4MkJydjMBjQarVER0dTVlbGa6+9RkREBIODg/j4+DA6OsqnPvUpl+SgqqqK0tJS1Go1k5OTDA0NERISIg47vb29vPXWW9x3332bjkTKxMb1kwC/r/hDcP4t5OC8XqxidnaWqakpcnJyhB7t+Pg4w8PDGI1Gbr75Zo/ECVhjuXZ0dKDT6VhZWSEhIYGUlBThq3zx4kVGR0dRqVTs37/fTebyWthM2EH2WV5eXiYjI4PZ2VlKS0vp7u4mMDDQJdt1Op08++yz4jCgUChIT08Xi7qrq4v29nbuvvtuYG2DSEhIuCZxZ2ZmhpmZGREw5CCylanHRnR1dREQEMDs7KzbGJKMM2fOcNddd205b7v+WltaWtyqDd3d3czPz5Obmyuue3p6muHh4fctf9nb24vBYFjTN8/L55W/v8hYix7bqhVJAm8/DYk58XzvnUepqa92Y0hvhKxGNTIygo+Pj9uM58zMDD09PUL5CNbUoGRxj40HuZqaGsbHx9m7d+/vNLMwm83U19dTUFDAwMAAAQEBLC4uUlpa6sYYv3LlimD1vhfYbDba2tpwOBwEBweLkqWsqLdxLne90IV82JalOmEt8I+MjDAzM0NLSwu+vr5c/bcmhhvGPb6+t583P6z+e1IKklhcXKS9vZ3BwUGWl5fZtWsXGo0Gh8OBv78/drvdjTWtUChEpihDbqOsrq4SEhLiUobV6XRotVqsVitTU1PceeedLmtFvj6j0Uh/f784yMTExBAUFMQbb7xBQUEBS0tLKJVKbrzxRhITE8XI1qVLlzh06BBarRa1Wk1QUBBjY2OCZCgT0G655RZxoO7q6sLHxweLxUJ8fDySJAlimswLsVqtfOc73+HIkSOoVCq8vb3RarVUV1fzmc98hoWFBRd1MHn0SaPRMD4+7qIxMDU1RU9PD3q9ntOnT286fbCyskJVVRUHDhz4nYhG/XfjD8H5t5AXucPhoKWlxe2G1uv1vPbaaxw/fpyEhASsq1aqaqooLi4W5TbZcamyspKVlRUxK5iQkIAkSfT09AiGYlJSElFRUdhsNlpbW4UZxFZBWpIkprWzLJuWcahsbv3TtrY2rFarmDeOiIigtraW6OhoYTM3NDTE3NyaDKZCoSAqKoqJiYlN9XivXr0qWOE5OTnXNdu93hBAZqFvLL9uBbPZLGQ7NyNy9PX1sbCwIIhn1wO5Rw3vqkrl5OS4kMRkYttmB4Lrgc1m4+rVq4SGhvLrfztHwy873NyxvLy9KLgpi2+88JfXHO2Ynp5mbm6O+fn5LXWTZaEbOfvQ6/XMzMyIvv7S0hIXL17Ez8/PrRf5QTEwMMD8/DzFxcXMz8/zq1/9ilOnTnlcL/X19eTm5m6p1nY9mJ+fp6+vTwSuU6dOuT1n/Xcu257KwUJGUlISU1NT1NfXs7KygveSP7/623NuPWeFAuKz4ni88wdiTTY0NAgJ3fz8fFpaWgQxytvbW7RHZDgcDsbGxoSu/npbzvj4eBISEhgYGBCGMDExMSIoeqqWrb8+GdXV1fj7+1NfX4/D4SAuLo6TJ0/icDi4cOECer1e2IJmZ2cTGBjIwsICBw4cYG5ujoWFBVJSUoTtY3JyMr/85S/Ztm0bU1NTJCcns3fvXiwWC8888wylpaUuwkOSJPHMM8+wsrJCRkYGDocDX19fKisrOXnyJOHh4S7yvk6nk1/96ldCvUy+XrPZTHNzMxEREUxMTHDw4MFN95CZmRlhsvP7RvzaDH/oOQMLM4tMj8xiybXg7euN0/nuTZmfn88zzzxDQUEBR48e5a2fXebCf15lYXoRja+G7MOXOfiZUqJiIpmYmGBhYUH4yUZGRtLe3i6E9rOzs916rF5eXuLmmp6eFj22rKwsl7LMpecr+emXn2JxbhmH3UFidhx/9h8Pkbs7E4PBwMDAABkZGXR0dIghfjkraG9vp7CwUJS1Nx4A1Go1XV1dHkduZHH7xcXFTb2p12NgYID09HRBfvM0o3styOQX2Xh+I6anp0VLobGx8bqDM7wbwLKyslxKwbDWClheXv5AgXlhYYHm5mYOHTqEUqnke+/81KNtpc1io+PtXpSKax9Ytm3bRmNj4zUVjbKysnA4HKJKkZeXh9lsZnV1lV/+8pfExMSQlpa2aWn//cDhcFBVVUVqaippaWnU19djNBr5yEc+4jEwj42NER4e/oEDM6zN0RYVFVFeXs6uXbsEAS0/P1/8fpVKJVo1AG+99RZ/9md/xrZt24QIR1tbG2q1GoVCQVpaGr29vRSdLKDljS7sFhuStGau4uPnw9++9GWxJoeHhxkdHeXUqVMolUqef/55MjIy2LNnD2q1WmgdSJKEr6+v4HHMzs5it9vJzs7mxIkTYj64r6+Pq1evEh8fL/YJ2bRmvVLdtYKPSqWioKAAhUJBWFgYL7/8MvX19cBasL/pppuoqakREx1BQUF0d3dTX1/P9PQ0CoWCyclJxsfHOXXqFAqFgo9//OM8+eSTFBcXExYWxpkzZ4C1iYD1Cm+yFafFYmHXrl1YLBbsdjujo6M89NBDDAwMMDY2JoJsT08PV69e5cSJE2KU0+l0Ul9fj5eXF3v27BHCJJsF5pGRERYWFjwq5f0+40OdOU9rZ/nuA4/RUdGNQqVEgYLbHj5G4Uez2L2njO7uboxGI1arlQMHDvDYF37OucffdjHjVmvUbEsJY98j24mJjSEvL4+5uTmPDOv3gp6eHhYWFvDy8mKhf4V//syPPeryfvrHp9m+d80LeGBggLi4OGZmZoA14pHRaCQyMvKaJdqNzkcyfvazn3Hq1ClCQ0Pp7u7G4XBsWpqWJIm33nqLgIAAEhIS3pc8Xm9vL8HBwQwNDXm82Ww2GzU1NaJ86Slz8IT+/n6uXr26adAYGBjA4XB8IGbnxMQEExMTLp/1zT4f9zjWA2sM4qeHHiMs+trjXRUVFXh5eV23SP/c3BwdHR2YzWbm5+dF4PkgZhgbMTExwfDwsGCoj42NCe1pT+ttdXWVlpaWa7omXS9kf+L1hD2n08n58+eZnJxErVbj5+dHbm4uWVlZzM7OUl5ezvz8PLGxsS6jUBkZGUxNTfHYY4+xfft2Tp06xeXfVPDrx14n0DuIlF0J7DtVQnbB2vpYXFzk9ddf5/DhwzidTkZHR9m9e7cYhfLz83PJJnt6eqiurkapVLJjxw7S0tKEappKpRIe3Z6wsrLC4OAgU1NTzM/Pi/tKHqVar2YGawdEvV5PdnY2VVVVzMzMsHPnThISElhdXeWNN94QtrcZGRlMT09TV1dHRkYGgYGBREdH093dTVpaGlqtFljTqo+NjRWKb7feeive3t7iMCYH3Ntvv51z586xvLzMxz/+cVQqFQ0NDWzbtg1fX1+qX6/nnZ9VoR+Ywi/YjwMfL+Xopw+Qm5cjXmdpaUkIwFy5coWysrJNq0sdHR34+vq+57bg7wM+tMF5ZXmFB7IfYX5yYW328Lfw9tOQvjeJO/76GAUFBYSFhdHW1kblO9W8+pXLHrMglbeSXZ/MYdeJ7aSlpZGfn/87GUWBNSLTvUkPszC15PZvCgUUHs1jz0PbsVqtpKenk5iYSGRkJE6nk8uXL3Po0CHq6uqua1Ovra0lLy9PCO1fuXJFZLByQJ6amqK3t5d9+/a5leuefPJJ8vPz33ev1mKx0NzcTGJiIhaLxaNj1+XLl13s3a4VnNczqcfGxjw+V+6hyaL47wd9fX3Y7Xa36sP9mZ9nYsDg8f/4Bvjw8uwTqL22LmDJyk6yccH16IPL7YSgoCD0ej1vvfUWX/va17Zkx18vZJJZaGgoiYmJ1NXVkZiYKILGZnyIjUInHwROp1Mo3sllYhkpKSlERERgsVioqqqipaWFhIQERkZGKCkpYWJigoKCApfgOTExwauvvkpaWhqhoaFC9e/JJ5/kvvvuAxC9akmSePbZZ9m7dy82mw273e42xie7wC0sLBAdHU1SUhJKpZLR0VFMJhOTk5OkpKSIvvn1fibrS9tOp5NXX33VI29Aq9Vy++23MzQ0xNLSEqOjo9xxxx3o9Xrm5ubIy1uTCx0YGKC6ulqIEnV3d2M2mwULXfYl9/HxYWVlhZycHN555x0x/im3gT7ykY9gsVjo7Oykr6+PgwcPEhoaisViEYfsx7/1NC/+/esue6jaW0V2SQZ/+vP7MUwayMvLE5W2yspKCgsLN+WU1NTUkJyc7NH45X8DPrRl7QtPXcW0YHYJzAAWs5WeK0P03dqPv78/Q0NDZGVlUTFTh8pL7TE4OyxOpMk14QGDwSAWkyRJbj9bPS6PSFitVmw2GzabjVndPMvzZo/XIEnQWdHHn/70Abcsdf1G6Ofnh8lkumYpsaysjEuXLnHgwAGuXLnCnj178PX1ZXT0Xd/ryMhIQkNDhTh9cHAwnZ2dTE9Pk5ub+4E8hOvq6ti/fz9VVVUeWdINDQ0UFRVdlxzl0NCQ8JOWT9VjY2Nuz2trayM0NPS62OOboampiYiICDeFNYCPf+Wj/Ojzj7NqdiUGqb1V3PbHx64ZmAHhyy27D23FIB8YGBCHqaCgIKxWKwaDgV27dvH000/zuc997gORZWS1peLiYoaHh2ltbWX//v0iuKxXBVuPlpaWLZ3Yrheyl/mbb75JUVERzc3NpKSkuBysZN1o2cLTz89vzRtYo8HX15ejR48KjXxYWwMNDQ3cd999dHR0sGPHDpfPXEZYWJjIvvPy8pidnSU6Otpt7fT19TE/Py/UxNrb2zGZTKSlpbndHwsLC6LkLGfw1wulUkl8fLxHT+S5uTlaWlpwOp20trYyOjpKYGAgk5OT3HnnncAa5yQjIwOj0UhJSQlGo5GamhosFguJiYmUl5dTVVVFfHw8R44cEQ5QhYWFYszq8KEj/NOf/4Cf/8UvCAgNIDjbl8TERFZXV6mpqSE1NZXKykr6evp56Ttvue2fdouD3sZB2i52c+dDt4rHa2pqyM/P97iWHA6H0PS+HjLo7ys+tMG56pV6Vk3u+rMAKCVar3ThF+YriFwGgwHbFj1Xg15PT0+PCGayrKS8Gcls6PV/9/S4Wq0WZBJvb28Soq0oFC9t+roKJW7zxtXV1S4zgPn5+R7HaTxh7969/PCHP+Thhx/etMzm5eXFjTfeyOuvv47ZbObo0aPMz89/IF/UoaEhUlJSGB4e9pjBDg4Osm3btmtmfsPDw+j1elJSUq7Zg2psbCQuLu59n7xlb+C8vLxNhfSP3X8jg60jvP7TCzicTpAkVGo1iYUxpB67dq9cPrzJQSI5OZnh4WG3qoJs2rBevtDpdFJRUSFG6S5evMhjjz3G6dOn3xdLu6OjA6fTSV5enuAFbLxuT+NRer0eX1/f9zXaIkkSw8PDIjOWJAmdTsdnP/tZl/Up36eLi4tiZtff35+9e/cyPj6O3W7n1ltvRaFQiN939uxZNBoNZrOZ+++/H6VSKdjW8o+2ZZInetcCz4137+Wll14iNjYWo9FIUVGRqGIsLi7S2dmJ0+nE4XAINnN+fj4HDx6ks7MTg8FAfHy8y2zu+rnuubk5IcwRERHh8T6IiYlxm132BJlf4OfnR0xMDM3NzbS2tvLwww8zODgozGfkg4xKpSIxMRGbzcaDDz7I7Ows3/ve94QQSUNDAwsLC8TExFBYWMj999/P44/9nL+7+d+wmmxYV2woVUqUKgVlp3ay76v7OHr0KG+++Sb9/f3Yp4BNzmW2FRsNr7SJ4NzQ0CCEcTZiaWmJhoaGLclh/1vwoQ3OvgGb94HVKjXRsVFkZ2eLwFlauJuGZztx4p45e/tp+Ozf3EfJzTsYGBhAp9MxNDQkhvMjIyOJj49/31lDcn4CA03Dbo8rVQridm7jm9/8phhxio2NJTU11eVEKY9NXAsOh4OKigruueceIUoB75pGyBnX0tISra2t5OXlCfJGamrq+74+u92OXq9n3759Qk1pPebm5oRP70YEBgayuLgo3IVkJum1IJfy3q87zfUK6SsUCh7+wf1El4YiTamx2+wEJPpw8u4TvPLKKx6vdz06Ojpcyq9xcXFUVFSQnJwsZBC7urqIjY11yag96WUHBQXx8MMPc/bsWeLi4iguLr4uE4DV1VXR8hgcHMRgMGxpZblRS3xwcHBL85f12BiMAZfMuLy8nGPHjgnCoxyQh4eHiYqKwt/fn8OHD7vMbY+OjqJUKsX7SklJITY2lu9+97vExMSQn59Pe3u7mO1ta2sjxC+MT6b/CQtTS1hXavHyVvPE3zxH5J5g7vmrZNFaaW9vZ25uDoPBQHJyMl5eXi7a2DLy8vI27UfLCAsLE4F6PTlULovDmtlFXV3dNYNzXl4eTU1NFBcXExcXx0svvYS/v78gpsno7+/ntttuIyQkhMuXL7O4uMjPfvYzhoaGOHLkCCsrK4yOjmKz2fD19aW2tpaXXnppzR7z1/OY5laElrnT4cTpgNqXm1FHQkpxPJmZmSQkJNA22bNlxUt27JLbWp7m7g0GAyMjIxw6dGjLa//fgg9tcD523yEa3mr1mD3bbXay96Wzc+dOVCrV2glaq6X0ozuofbkFx/qeiUbFtuQwFBF24Ueck5PD8vKyOOFNTU3R2Njo8hoajYbMzMzr2hz/7CcP8eVDf4tlxSpuBKVKSXBEIF/5zy8xPjkqglNjYyOJiYlitEOee/X19WVlZWVTBSibzcaVK1c4dOgQKpUKk8kklNHy8vKEh21dXR0+Pj4um21vby9arZakpKT3VTKtqalhz549dHV1uXgww9rm3t7evulMrJeXFy+//DJHjx69rqAsZ7s7dux43/3X+fl52trarltIv7q6mhN3HBNa63J2dPvtt/Piiy9u2Tf31I4oKiqiqqoKWCuFeipzV1ZWsnv3bjcFJY1Gw7FjxxgYGKC9vR0vLy927Nix6XsfHBxkZmaGxMREenp6KCkp2bSi4nA43Dbg9baBnnCtYLzxd23fvp2xsTGMRiODg4PExMQQGBjIyZMnN1UQ6+np4Z577hF/n5qa4sqVKxw+fBh/f38KCwtdmNU6nY4r329kZnxe3G+yBeVUzQIjLVouOC+g0+lIS0sTynrXareoVCrKyspYXFyksrKShIQEj60QWGPoy/euPDMPaxmxzWbDaDRiNpsZHR11Ub+TD+EKhYLOzk4UCoUwhKioqODs2bOi0iY/Jy8vj5WVFS5fvgys6dafOHGCqakpgoKCOH78ODMzMwwMDKBWqykrK6OzoZva3h6PJiN2i4OF9lXu/cG94rGUuFR+9ejrHq/Vx8+bfXesEQllLfmNGBgYYHV19XdGJvx9wIeWEOZ0OvnrW75NR0W3CwtapVHyyW+exivZydjYGKdPnxanVkmS+PevPs6Vp2qZ0xnxDfBh3x8Vc9df3oZ+UkdnZycZGRli05dHCO644w63Dc1isdDX1+cmUiCXWTdu+qNd4/zoS4/TUzWAxlvD/rvK2HlHNjceXwtazc3NdHR0iHGayclJJEnCbDYLfWuTyeSxtG2xWKioqBDjPzJaW1uJj48nPDyc559/noSEBEpKSlwCcE9PDxEREYSFhVFZWUlWVtamakSeIPezExMTqa6udguwm41RaLVaRkdHSUhIYGpqyi24Lc4uUXm2DvPiCjl7Mskpy6C+vp7l5WXRS38/0Gq1GAyG62KIw1o/MyYmxkWNauO86nPPPedGUIK1ERGNRuOSJcnZ18DAAHfccYdHHkFtbS3Z2dluZcG5uTlmZ2fJyMhAq9WyuLhIQkICra2tJCUlufROnU4n1dXVREZGCueozQLJ+mtdf+Ds6uoiIiLCZT3IwVietYe1Uv1W8/OSJPHiiy8SFBTE9PQ0sbGxQtDmWt+jJEmcOXOGBx54AFjrB/f09JCdnU1mZib19fUUFha6iAk9f+ZXnPnjlzdl2UfkBPOt3/yVm/uRJEnYbDZMJhNms1n8yHaRG+9pg8EgeBFypUuucq0vrcs/drudyclJIeuZlpaG0WgUY1OyXraMjo4OvL29CQ8PJywsjKamJsbHx/nIRz7i8hyNRkNraysnTpzgxRdfZNeuXQQGBpKSkiIkfK1Wq8t3O9Q0xpNfehGLyXOrLzYtiif7f+Ty2L8+/FPOP3UF6zpfa6VKSUhkMH/56z9mW8w2j9yPlpYWQkJC3PS2/7fjQxucYS1DfvUn5zn7wzdYnF0iPCmUB7/9CZqG67jnnnuoqanBbDbj7e1Nfn4+iYmJSJJEVVUVXmovSstKqa2tdem1tra2olarBRtSp9Px2muvkZOTg5+fn7h5JEkS5W45IEqSxMTEBAaDK7vX19cXo9FIUlKSS3+5o6ODuLg4lEolvb29lJaW0t/fz9TUFOnp6YyMjGCxWHA6nTidTuHFqlAoyM3NFT6rsgeypyzwpZdeIiwsDIfD4TayIW/g6zMjORvbOEPsCU6nk6qqKvbv309zczNZWVkuTl5NTU2kpqa69Cp1Oh0jIyPExcWJQ9PGzPP1/7zAjx95AqVKid3mQO2lIik3nvTTMfyfR/7kfROienp6kCTJLbvfDIODgyiVSrf+8MjICH5+fiJoSZLEU089RVlZmcvntl6qU3bIWl1dFZKxlZWVbuXi5uZm4uPjN3WTWn8w6OvrQ6PRkPxbu0utVktRURELCwtC4ctutwuzgmthPUt7dnYWvV5PXl7eew7G8vX29fUxMzPD22+/TUFBAcnJyeTn52+qyucJbW1tLC4usn//furr65mamqKwsFDcR5IkuR0KX3nyDR5/5BeYF1c8/s6gaH92PJwmghe8G3hlJ7j1P5vpP8sYGBjAbDaTm5srnqtWq8WPSqVy+btSqaStrY24uDjBeZB1qtejtrYWq9UqWhBms5nvfve7fOUrX0Gj0dDc3ExPT48ghfX395OQkMCtt96KJEk0NzdjsVg8esvPTMzyqfTPY7O4+1QrFLD7tmK+efYvXR632x18+zP/TMOv29cOIDYH2w/mcsdfHyc6KdIt+EqSRGVlpXC0+rDhQx2cN0I2rY+Pj+fs2bNkZmZyww030N3dLTLElJQUlpaWmJiY4OjRo7S3t5OamuqSwUxPT9PV1eXiDlRVVUVWVpbocUqSxPT0NFqtVoierA/c4eHh4jBw/vx5QkJC3LLvpKQk2trahCyfDFkOcGVlhV27dtHX18fy8jK9vb2iL6ZQKFhdXaWnp4eTJ0+6nVhlOcTY2FjGxsaIiIggIyPDpQxfW1vLzp073TbLiYkJRkdHr6nWU1VVJRix9fX1LiWr4eG1Hrsc2PR6vbCI3HgTrw/OXdW9/N+bvuk2E67yUpJeksyPKv5x0/ezFRobG4mMjLxuVrfBYGBmZmbTmfCN2bPT6eTMmTMcPHiQtLQ05ufnmZycJDs7WwinFBYWuqyz4eFhNBqNIHd1dnYSEhKyJdlr4+u2tLQQFxfHtm3bhLKT0+kkJSWFgoKC92SxKbsODQ4OcvHiRcEivp5gLKO/vx+9Xs/Q0BDx8fHMzs6yb9++a/qBbwZ5tnh5eRm73U5JSYlbP3OjfvnEgJ7PFnwJu8U9c1YooOzkLm75ykEhAfq7gFwR8ff3vy6JW/l7lJUNR0ZGmJqaQpIk0tLScDqdGAwGVldXXb7vM//2NBcfr8SkW0Xj70XpqR14JTnJyMzgxIkTNDQ0oFAosFqt7Ny5c8u229/c9h0aL2U39YAAACAASURBVLS6MbC9/TT84/mvk7fXVTOgpqZmTT5XUjA7MUdAqD+Ts2uJyMYqhM1mo7y8/ANVuX7f8Qc/53Xw8vJiZGREzPydPXuWvXv3Eh0dTWZmJnq9Hr1eL0hQe/fuJTIyUmQrMvz9/UlKShLyeSEhISQkJIjMKzAwEIVCgb+//5oRe2ysy09MTIzIdM+fP09aWprI9iRJIiQkhMzMTGZmZnjnnXdQKpXCgWZxcZHQ0FDxe+Re965du4iJiaGuro7IyEjsdjvd3d3s3r0bf39/ent70el0TE9PMzQ0JDSRw8LCiIyMFBaX8ul8eXmZhYUFj5tmUFAQERERVFRUCJP3jZiYmMDHx4eIiAixqcsVBNmlKTc3l8nJSdra2oTNoCfG73r26o++8HNGO911kSWnxMLkIiceOIRfkLvP9maQe9RZWVnXzepeXl4WjmKbYWJiwiWIKhQKCgoKeOWVVwgNDWV0dJSwsDA6OztJSEhw89eFtX5ze3s7iYmJ9Pf3o9Forin8Mj8/T0BAgPhOoqOjaW1tRalU0tjYKExZZMbxtRjW8mhTRUUFVqsVo9HI+Pg4d911FwkJCcTGxnr0NV+P/v5+2trauHz5Mk6nk23btnHTTTdhNpvJzMx834G5v78fPz8/qqqqCA8PZ//+/R55BuHh4bS0tIiyfVBYIJderGBxell4L8vw9vPmC499lvT8VIaGhj6Q3/V6yGNR3t7e4p7dap59amqKiIgIJicniY2NFYey+Ph4BgYGuHjxImFhYSwtLYn+/VvPvMPjX3ieRZ0J64qNlYVVRprHsRic/OnffY6WlhY6Ojo4fPgwKSkp18z4d95UQPlvarCt2HFKEt4+GpQqJX/8z/ex/07XyQ2tVivud5VaRWBoAPpJnSiXr4fRaBR8nfdSJfnfhj8E5w1YXFzE29ub6OholEol586dE2XEhIQE4UIzPj7O3Nyc0KWNi4tzyRIVCgUJCQkYjUa6u7uJj48XWejy8vKWGYlCoWBmZgar1crtt98u9KPlH4VCwcDAABUVFRQXFzM7O0tgYKAghkxMTKDX6zEYDCJwd3d34+vrS2BgIKmpqdTV1ZGXl0doaCjT09M4nU6WlpaE+Lxckg8ICCAwMJCxjgme/PoLXHyiguGOUWZXpjlw5IZNM2MvLy+Sk5NpampCkiSXjUYu0e7YsYPV1VVmZ2fFBux0OqmrqyMtLY3W1lY0Gg2FhYVbfl7T09OEhYWhUqk48/VfsjS37PF5Ko2KkNQAViQT8/PzWK1WFAqFqCRshMVi4cqVK+zdu/e67AphLQOqrq7eks0Ma8FZ/i5lKJVKsrOzeeaZZ4QzUH5+/pbBLSgoiPLycgIDA69rRjYiIoK2tjaXPvbS0hIvvPACiYmJ7Nu3TxCVZGOHsLAwF+eyoaEhBgcHhcd5TEwMdrudgwcPYjabSUhIuGZQHxgYoKmpiStXriBJErGxsRw9epS0tDSioqLo6ekhICDgmn3urXDp0iVUKpXQ3d5qo/f19UWr1YoMfw4DYw16lAoldqsdtUaN2kvFp/72NEfuuQEfHx8GBgY+0Hy8J/j4+JCYmMjCwgKdnZ0EBQV5zF4jIiJob28HcPkunU4nXV1dnDp1ivj4eNra2jAYDLz15ls888Wz2FZcy9BOh4TJaGZVtcJNd6wRHP8fe28e3dZ9X/t+ABAkSHAW51mc50GiKJKSSFmyZcuxEzu1kjh27AxtEl83bW/6mvbe9N42fVm3bZq32qZddZ2mTdO4joc4nhXbsjVxnueZBAnOMwgCIDHj/YGeXwgCoCjH6Vuv0V7La3mJJHDOAc75Tvu792GveVtHK7/zF19BGSej4lQZtZ84wX///lcprfMUZHE6nfT393sQD+fm5jAYDF6iPZLSXG1t7X8ZjewPi19btrY/FBQUCEWturo6RkZGePfdd7nvvvuQyWRERUVx5swZ1tfXmZubIzc3F6PRyM2bN30yijMyMkhMTKShoYHCwkKKioqYnJz0q2UN7vbkXs3t/YiKikKj0fDII48QFRVFdXW1CNTb29vMzMyIwANuhu7u7i4NDQ0MDAyQlJTEuXPniIyMRKFQsLKywtraGpWVlezu7uJyuYQxwfj4OP/4R//KjR+1uhmrLhhuHUfxj3ISwpM4cZ9/HWqZTEZ1dTXj4+P09fWJVai9rdXu7m6P9uBbb71FZGTkobVyXS4XCoWCN954g5SUFJxK7xmY+F0nnDpfQ2JmPGazGb1ez+LiIkajZzB3uVzo9Xqmp6cpLy9ncHDQa7YICBefiIgIwsPDCQgI4ObNm37tH/ciNzeXiYkJj6rBaDTS29srxCsO83Aym82srKx4jDUOglwuF2MUKfmwWCw8+uijTE1NeXQ5JGvPt956S5iEyGQyoaNttdgYuDnMRMsMFtUu29vbGAwGv0nC1NSUaFtLFpL7eQzgrniDgoI+lPyrhJ///OeoVCpkMhnHjx+/JZM6NjaWiYkJnE4nU1NTJB1N5Pde/CJyXRA332giITWe+79wN3Fpv6iU09LS0Gq1v9Rx+kNaWhppaWkMDg4yMjLiZZuqVCqxWm3s6HYx6IyERbkJZdL3TyaTCTOdnp4eomVxPpnVANZdG5M3Zgn65uFlhjs7O6moqHAH85LkA1nUe13AAKFStn81cnR0FODQZMv/6rgzc/aBvSSv9vZ2Njc3UalUHg/Azs5O4uLiPKQBExISyMzM9GupODQ0hMPhoLS0lPn5edbW1jxMFiRySmZm5oEt1JGREcLDwz3aoktLS8Im0h80Gg2tra2srKwQHh5OaGgog4ODREREkJCQwM7ODiqVivr6eoxGI0ajkc1ZPX//+R95MCwlqEJV/HTlBwQF3/qmlhyBcnJyMBgM5OXlodfrmZubo7i4mI2NDd566y3y8vIOvNEl72spcDkcDkwmE7Ozs5SUlDDRMsO/feMVbGbPIC1XyEnKj+eHA9+75bHOzs6ytrbmU3lpLyRDEL1ez/b2Nr29vWRmZnoQ/w6CtMOsUqmYnp4mNjaWyspK2trayMnJ4f3336eurs7vTuvm5ibT09NUVFTQ2tp6aOH/9vZ2YmNjaWxsJD8/XxC+dnZ26O7uJjEx0YPAJXEqJJORo0eP8sHzDXzvqX8SwhJWi43jHy/mz37yPzwCoUajYXh4mPX1dZKTk8nJyTmQdavRaLDb7V6tzsPC6XRy8+ZN5ufnKS4upry8/ND661arlbfffpuioiJMJhMWi0V8F/eS8/Zif+D5VUAyMwkNDRXz6Hd/dI1//L9+hNloARfkVWZx7ukazn7sDGFhYfT29jI6Oiq6d9HOeP7ic99j12D2+R55J7L5+7Y/97DY9AeNRoNcLicjI4POzk5KS0v9diW0Wi0ul0t85qurq8zNzXm9R2dnJ/Hx8R95J+L/z7hTOftAdnY2ExMT5OTkIJPJuOuuu7hx44aQTpT2OdPS0pifnyc7O5uRkRHUajUmk4mWlhaysrK8VoqKiorQ6XRCei4oKEjc3JKoRU1NzYFtTElgfj/pJzExkZaWFkH42o/FxUX0er1goSsUCrRaLffeey+VlZVixcVgMPD666+j0+ncpuhXVrGafa9LuJxO/v1vX6bkfB4ZGRkHzt9iYmKora3lH/7hH/jc5z4HuINTYWEhzc3NmM1mTp065UEM2d7eFtUMuKvWuLg4jh07xuDgIGazGblcLtjiu7u7nP90HdPds9x8vg2H3YnL6SJIHYgiUMGlb93v9/gkjIyMIJfLb/mAAnf1cuTIEY4cOcLAwAAXL168pdf1XtjtdhwOB8vLyxQWFmI0GnnppZdISkpCq9USGRnJj3/8Y8rKyoiJifEI+CaTiYmJCSE1KclqHj16FLVa7Tc5cDqdTExM0NHRwWOPPSZMRnQ6HeCuxLVarVAV24tTp06xsLDAc3/3Aj/5oze9Erbet4f5yZ+/Ss2jFfT396PT6UhOTqaiouJQimRarRaLxXJoNvx+SHrWSqWSmJiYA/e3fWFlZQVw30vj4+Ne63u+HKGOHDnC+vr6r5RNrFAoqK6uRq/X09TUhKZxgRf/7zew7JGEHWoZQ9OvJeqVSMZnR8nKyuLcuXMsLCy4Nzgsa37v40CVkqr7K8Q5HgSdToder6eiokKsjvkLzHa7nfn5eXF/bm5uMjMz40FQc7lc3Lx5k7Kysg+lIPdfGXcqZz+QqueFhQUAgoKChEFCfn4+y8vL5Obmsrq6KmwiX331VWJiYqioqGBlZUWsNO0PWpJxwJEjR4iLi+Pq1atERkbe0hRAaqX7szT0tdoE7vmOTqejtLSUsbExmpqauHTpEmFhYbhcLrq7u3E4HB6kLHDfiN965K8Yujax/60ACAwO5KvffYIHn7qX6elp4YYVFhbmU8y/s7OTwsJCwT7e3NykuLiY1NRUBgYGUKvVoh3vcrkIDw8nJycHuVyOy+ViaGgIk8kkyFPBwW551c7OTjQaDZ/+9KfZ2tri1Vdf5XR5Pc//Pz8lOCCEivMlKBIcjE6M8tRTT/m9xh0dHSQmJt42AWl6ehqn03lbzjjDw8O0t7fzyU9+0oOktL9Cm5mZoaenh9raWhH4rVYrzc3NopMj7bNfuXKF/Px8TCaT+Pu97fi1tTWuX78uKmMpEZIIRYGBgYSHh6PX6wkICPA7dvn9s39C/81hnz9TBgfwtZef5Hjlsdvad19YWGBzc9OnctZhMDs7y8rKCgqFgtnZWR566CHxs6GhITIzMw9k/S4tLbG2tkZpaSlNTU1CgUxqiUubHL5U6v4zqmcJDruDT8Z+gR2995qXTA6Zp1N48s8/RUBAgLB4XV1dpby8nB9+4wXa3+zzEFGSyUAdqeZfRv6WqLiIA7sMDoeDhoYG8b0bHBwkPT3dLx9DEsJRKBTo9XqGh4c9rpPZbBarlL/OxC9/uFM5+0FgYCAWi4Xk5GSxv5mSksL6+roQZQe3NKfkpZyUlERlZSX9/f3Y7Xaqq6uZnJxkcnLSQypSJpNRVVXF/Pw877zzDqmpqRiNRhwOh1+G5M7OjnCD8ge5XE5ycjKzs7OC1CG54MTFxdHY2Ehubi5PPPEEvb29op15/PhxrFYrra2thIWFUVJSwvT0NKurq4QkBqEIlHsZzwPY7TZM8m06OjpQqVQcO3YMhULB9va2EPOXyWQUFxdjMpkIDg7GbrdjNBp5//33hZLac889x6lTp8jLy/OrlwwIxywJc3NzaLVacR5Op5N3332Xs2fPcvToUT72e+fEg2ZnZ4fp2Wmfu8G/TPa+urqKwWA4tEeypP1dUFDAY489xuDgoEi2tFqtFxknIyMDm81GW1sb1dXVxMTE0NDQ4FHZSsz/2tpatra2PKp+icD12muvsbu7y0MPPUROTg5TU1NegjQWi4Xt7W1sNht9fX1CElN6DwljXZN+z08hV1CeX3FbgXl5eZm1tbXbrnQl9Pf3ExQUhNVqJS0tzavijYqKQqfT+Q3Oq6urLC0tCXZ9WloafX191NfXMzo66qEJ4Au3Ut/7KDE7uoDL4buecjlBN2EkIiICg8HAkSNHxN78c889R8HDGSQkJ/DWs++hDFJitzlIL0jmD3/8O0TFuQmbBxUHjY2NHveOwWDwG5g1Go34LEwmEwMDAx5/u76+ztjYGHfdddevPfHLH+4EZz8oKyujq6vLw/ouMzMTg8GA2Wxmfn5ezAILCwsZGhqirKyMgYEBKioqMJvNNDY2kpSURE1NDePj44IAJO1ZbmxsUFJSIhydbt68SXV1tVdb2+Fw0NraeihN2YyMDBobG0lNTRV2cZKp+t6bw+Hw3E20Wq0olUrW1tb4m7/5G8LDwykqKuJ3/vyrfPXtb2CyejpjyRVyopLCmTdoSbe7VcT6+vrE60rVs8vl4sqVK1y5coXg4GASExPJyMjg85//PMnJyfzLv/wLX/rSlzycvMbHx9na2kImk5Gfn+/V5rRarbS3t5OSkiLOSSaT0dDQQGxsrE+rScmZKDk52YOcZjabaWpq4syZM7edvZtMJiYnJw81611eXkaj0Xhpf0uyi+Cu3nzNNXNycrBarbS1tWG323nwwQd9PtDi4uKYmJhAJpOh1+sB90Owp6eHhx9+2EPgZH5+HrPZ7MEEDgoKErKR2dnZdHd3k56e7qE/PjMzQ5A6yK8ylM1qZ2J6nIXNOdRqNTk5OQeu5KyvrzM/P/+hSEAul4vGxkays7MZHR2lurrap1+0RKD0Nbv31WpNTU3lvffeIywszIMsGBcXx8rKitfooqysTCRPv2oEKBU4/RC7AJw4SU5O9tiO6OzsZG5ujq9//esEfDqA0odzSQhPIiw6lPj0w62C9fX1UVxcLD7Lqakpv50im83G8vIytbW1mM1msRYlQat1yw0fVGjcwZ3g7Bd7Wa17UVZWRmdnJ9nZ2YyPj5Obm0tkZCRDQ0MEBQUJOU6VSsWZM2dYWFigoaGBkpIScnNzGRsbY3R0VNi0xcbGkp+fz+joKBEREfT09FBQUOAhlNDQ0HBbPrhVVVW89NJLKJVK0tPTOXXqlNffKhQK+vr6xPGq1WoCAwMJCQnh4sWLhIWFMT09jSwQvnv1T/njB/8C45YRuUKO0+EkvSiVR/7sPjTzU0xPT7Ozs4NarUalUmGz2VhZWaG9vV3IlJ48eZJHHnmEpaUlLl++TGxsLENDQ3zqU5+it7dXKB+BOxjl5eV5nRe4Z8IGg4Ha2lqPFrykBf7YY4/5/DuAvLw85ufnSU5ORqPREBERwfDw8KE1svfC6XTS1tZ2y4RJWomJj48/MIjrdLoDq/aioiJaW1uJi4tDr9d7iNnsnRnL5XJmZma45557ePXVV9nZ2eGP/uiPvM6vuLiYnp6eA4PisWPHaGhoEO8JbuGbB75yNy99500vkQ6ZXEbJmQLqzrvXyIxGIwMDAx6JYEBAALm5uYSEhKDT6dBoNB/KZnRnZ4fW1lbKy8vp6+ujrq5OMPf3n2twcLBwYdqL7e1txsbGvFrSTqeTnJwc+vr6PF4rMzOTtrY2r+AsmeM4HI5fqVPS9vY285uzBIcHecybJSiDlHzsNy94BOa2tjZWV1c5ffo0SqWS/v5+TlRX+tVH94XZ2VnUarVHkra6uuo3OLe2tnLq1ClsNhvNzc0e94j0nPywXZJfJ9wJzgcgOTmZhYUF4eMqfTlLS0vFOohk31dRUUFvby8JCQksLS0JsY7k5GSSk5MZGBhgZGSEsrIyESAmJydRKpVERkaSn58vGL8DAwOiTd7a2kplZeUtBQH24urVqywtLfHwww97rHmsr6+j0WgAd+W8s7NDSUmJUBDb3zZOSkpicnKSlZ0Vnh36Du+++AGx4fGkF6aQWZqOwWAgfDyMy5cvs7CwgMlk4tSpU4SGhhIZGYlSqcTpdHLy5ElSUlLo6upCq9UK5mZISAjvvfee8LEuLS31azup0+kYGhryWUmvrq7icDiIiIg4sPqVyWRkZGRgt9sZHR0lMDCQ8+fPH/q67sXelRVfsFgsdHV1ER4efmBQjoyMZHNzk/Hx8QMrr7a2Ni5dusTw8DBvvvkmqampYlYtrTZJeO+99/jOd77Dww8/7Je9r1AofCafEmZnZ1leXha6y4888ghyuZzR0VEKLmSS9U462uF5YRyjDAogMCSQu3/7F+caGhrqxY+w2WxMTEywtrbG5OSkSHaPHj16aIewxcVFtFotJSUlojUKbs7AQcIve7Gzs0Nvb6/PtbeFhQXy8vLQarVCLUv6Xsnlcp9BuKKi4pbJzofF2NgYOp2O8PBwqqur+e/fV/DtS38tzDgAAgIDiIqP4JO/+wvSY1NTEyaTifr6euRyOSMjI1it1tsKzAaDgZWVFY8OorSj7wuTk5NkZWWJUdHetnVbWxtpaWleMqN34Bt3REgOQHh4OMPDw5SUlDA0NCQYp0tLS1RWVgqXFqvVypEjR5ienqaoqEiIjuxFfHw8crmcl156SYhLSK3nyclJsS+bnp7OxsYG4+PjTE1NCaGQw2B1dZWf/exnpKWl8Ru/8Rv09vai1+uZnZ1lYWEBhUJBUVERycnJbG1tMTAwwJEjR4TWsK/AFh0dTVpaGgMDA7T0NJFfmYPF5VYjs1qtFBYWUldXh81m45FHHqGxsZG2tjaio6MJDg5mZGSE++67D7VaTVJSEmNjY4SFhdHW1kZcXBzp6enExcVRVVXF6uoq7733Hna7HavVSlRUlCB8SZrS+1v+NpuN3t5eFAoFMTEx4qGxvb2N1Wr1YNEuLi5SUFDAW2+9RXFxMWazmfj4+NtKfMD9kCktLfU5Y5TU49bW1qiqqrolezs6Opre3l6USqXPB57L5eLNN9/E6XRiMpkEOU6lUlFcXCxWt8CdcL322mtC3OFWgWq/Stnc3BxjY2MsLCwQFRVFfn4+KSkp5OXl8cEHH7CwsEBKSgr5Bfnc82Q98RlxLM4uEZ8ax4NfvcCZrxznZF0V7e3tpKWl+UxcFAoFarVaJI+Skt3KyoqHsMni4iI2m42IiAiP1xkeHsZsNhMTE8Pq6qoIGi6Xi9nZWb87x0tLS+L6Wq1WWlpaqK+v93mM0qZGUlISGo1G+BiDu7Xd19fn9VlJ2w8f1SqQ5JI1Pz9PWlqaWEGcmJhAHRPMxccvMD4wya7OTHBYMJUfL+Hbr/5Pwo+ECbtQl8tFRUWFIPtJ++MHBce910nyEdjffh4aGvIpMWqxWNBoNOTl5XH9+nXOnj0rXP1u3LhBWVnZh7Zo/XXEncr5FvDnhaxSqcjLy2NxcZH19XUhGtLZ2YlCofDwPwZ3Rrm7u8tTTz3F6uoqjY2N5OXlCUbs0NAQw8PDFBcXC4JWW1sbqamptyTXWCwWOjs72djYEO3gjo4OAgICMJvNohrV6XTCeq6oqAiLxeKzNeVwOJiYmMBoNIpzDwoK4vz588hkMuRyuRAgkFBWVsaLL77I8ePH+exnP8tPf/pTRkZGqKmp4fLly4JJW1NTw+LiIl//+tc93nNmZgaVSkVhYSFdXV2cPn2aN954g5WVFTES8IWmpiaCg4MpLS1laGhI/LtWq/VZNXZ0dHDq1Ck2NjY4ffo0V69eva229tDQEGlpaT5lIAcGBjAajRw/fvzQ82uZTMb4+LhYL9vfpp6amqK4uJiiol+oLrlcLq5duyZU1sLDw5mYmODq1aucP3+e7Oxs5ufnmZmZOXCnWHICk6rAlJQUny3mubk5Yb4gJRvKQCX3fK6eyPwQESB3d3cZHBzk5MmTXL16lfr6eq/Ex2Kx0NbW5qEZIJPJOHr0qBdXYK/VqqQXn5OTQ3R0NLu7ux6t0f7+fp9M6v2w2+2CUHfQZy61qhMSEoTOO7jX5/byBPZC4p7s/axuF1qtlqWlJYKCgjhx4oQg57lcLjIzM4UU58jICH/57v8SLey2tjbCj4ThdDq5fv06wcHBws5SwuTk5IFjn/2QVkf3YnNz02+x0N7ezqlTp7h+/Tp1dXWCDNbe3s6ZM2duOwn+dcedq3ULlJWV0d/f7/NnsbGxbG9vI5fLmZ2dFbKXRUVF9Pb2iodWd3c3R44cEasrcXFxxMXFMTo6yvj4OFVVVeKGHhgYYHp6msTERL72ta/x+uuvs7S0xIULF8T7ulwusXPZ3NzM5OQkCoWC6OhoIRMqoa+vj6amJgICAoiMjPRoG5eWltLf3090dDRra2sAIvjm5OR4MTEl1vrOzo7QK87MzKSrq4vAwEAuXrzI9vY2arWaM2fO8MYbb9DU1ERKSorwhL5x4wYPPvig17XMyMgQgeT48eN897vfJSEhgfLyciHCICU7R48eFcpHKSkpWK1WryrWYrF4kJ0krfLPfOYzREREYDQa2d7e5tSpUz4Z3L4gWTjurzwmJydZXV2luLj4tj2iJYOCnp4e8W9Sm3piYoKqqiqvoCXt3n/wwQe0tLSg0+kIDAzkC1/4gkgKUlJSaGxsJD093SsIzc/Ps7i4CLgfth/72Mf8HltLSwupqamcP39e6JzvZabvfe3g4GBCQ0PZ3t4W2gAnT54Ulb3NZqOxsfHQyZB0n1gsFpqamnj00Ufp6elhbm6O2NhYOjs7Afcce2tr65Ya3lLgup1kLDc3l5s3b3r8W2pqqsdGhASJw3C7sNvt9Pb2YrfbSUtLo7q6Gq1WS0dHB0FBQV4rjuDuDO0d7wQHB4stiaioKBISErySepVKxe7u7qGkaAcHB8nJyfFKMn3N6KV/z8nJoaGhgdraWpRKJSsrK2g0mkMRWe/AG3f2nA+BtrY2YQgQGhrqtQvY09NDWloaY2NjFBUVMTw8LNalJDLYficcCfvVf/R6PWNjY6hUKoxGI2VlZQwODjI0NMTHzj/I97/xY5pea8dhdxCVGsbD37hIVmU66enpHi1UnU7H+Pg44BaSv/feewG3DvXMzIz4veHhYS5evHio1Ze9loA2m020Ou+++27S09NZX1/ngw8+IDQ0FKPRyIWz97KxqGN1e5mRyWGCg4OJiooiLCwMhUJBSkqKVxtweHgYo9HIiRMnREuxvLyckZERdnbcjPGlpSXsdjtOp5Pd3V0ef/xxZDKZx+ey9/93d3dpbm5GrVZ7zHWl1ZC1tTUWFxcPrLwkVvHeak1y35L0oA+D/ZWxtGYXGRkpqiJwV1Bms9kvMU46x5/97Gfk5uZy6dIlL29naf2uoqKChYUFsbMv8SDA26VKwuLiIhqNhurqao+KZ3p6GofDQXZ2Ng6Hg76+Pq/2uTSPl9qiBQUFREREcP36dS/P8FthdXWV8fFxamtraWlpIT8/36s1OjQ0xNbWlscsVeIXSL/b0dHB9vY2dXV1t7QM3X9/Nzc3ExQU5LGi5k8xTBr3HNSxkLCyssL09DQKhUJ8r3p7e3E6naSnp/tVCVxbW2N7e9uj62U2m/nnf/5n6uvrCQ8P90ocdnZ2mJyc9HKp2o+uri4SEhIwGAxetq+7u7uMrOkx1gAAIABJREFUjY15kbl2dnYYGhrCYrFQUVGBWq1mampKcFru4MPhzsz5EJD2hCcnJ0lKSvJwQQK3olBnZydVVVWiwgsLC+P999/nvvvu8yBZ7YfkRqNUKmltbWVoaIh77rmH+Ph4UlJSGB0dZXNzE7Pewp997K+ZGZgTe45mvZXBD8YoP1NKWU0xLpeLwcFBZmZmcDgcZGZmotPpsFgsdHR0sLu7i1KppLCwUDyg7XY7mZmZ4oGpW9WzPL2KKiQQZeAvHmI6nU4Ig7S3t7O6usqZM2fIysqitbWVhoYGQkJCuOeee2i63kLnD4f5pz/4d95/7ibXf9TKzoqZxKIYKqsqiYiIwGQysbCwwOrqKkajEYVCQVdXFxkZGUKZLTo6GpVKRXt7O8eOHSM1NZXk5GQSEhIYHBzE4XAQHR1NZ2cnRqORxcVFIiIiCAsLE5/R2toag4OD1NXVCQcfCVJ2n5qays7ODjqdjqioKEzbO8yPLeJyuQgOde+wDgwMiIfa5uYmPT09qNVqSkpKDvx8pWCs0WhYXFwUM72srCySkpIwGAzCh1sKmMvLy+h0Or8iIMvLy4Ls8/DDD+N0OllcXPRyAFtdXaWlpUU4lRUUFJCcnOxR3e81DZGOt6OjA4VCQUVFhVcgjYqKEsmRTqcjJibGKymQ3LSSkpJIS0tjaGiIpqYm7r///ttiM4+Pj6PX6zl27Bg3btzgxIkTPp2aNBoNtbW1Xs5uy8vLYo796quvUlRUhEwm85pj78f++zslJYXLly9TXl4u/m51dZXo6GivVm1YWBgjIyN+Z89Se17qwpSUlHh4V1dUVJCamnrgd2pgYMCjeyEx16WExFdi0NvbS0VFBYuLiweqtU1PT7O9ve1T6EiS9tx/7VpaWgAoKSkhLCyMvr4+Mfa7gw+PO23tQyAvL4+2trYDM/4zZ85w9epV7rrrLn7605+ysbHBsWPHbpmlS4iMjMTlclFaWsqNGzcIDQ3F6XTicrlITU3l5g86cNpcXhZ2Noudf/nDn6BKUYhWW0hIiPCcLi8vR6FQ0NHRIXSc96KkpISBgQFS4tL4zpN/z2DjKMrAAOw2Bxc+f5an/vrzBAYpmZycxGq1srm5SV5eHuPj43R2dhIZGcknPvEJZDIZIyMjvH/lfd75diNby9s47U5hxj7dsUAgKs7fex6tVktZWZlY57py5QohISFUVFR4zbOioqKoq6sTpvJHjhyhq6uLBx54gLm5OUpLSzGbzQwPD5OQkMC//uu/kpmZye7uLna7HZVK5XefMjExkaamJjHL62zv5MVvvUHjy+0EBAZgs9gprMnhzFeP8/FLD7K7u0t3dzfR0dF+Gdj7K2PwZlNL8NUa3dzcZGFhwad8qLTvbjAYiI2NFb8THBzM4OAgra2tooMBbrb9E088QXNzs1/Vs+LiYvr7+zl27BgbGxsMDQ1x4sSJAwU1ioqKaG9vx2Qy+TTcCAsLQ6lUivWw7e1t8vLymJmZObSKWkdHBwkJCaSkpAhTGV+BfW5uzue5SQYdmZmZNDY2cvHiRWpraz3m2BL27mNL+/77X6ugoMBD96C8vJyOjg6f2wUxMTGsra15KAPq9XpGRkYA9zgpKCiI3t5e2traSElJ8bulsB92u93jOuj1egYGBgQR7qDPTeLP+JIhBURy/+Uvf9nn+0pz+L0YGRkRZM2wsDCamprIzc39yKw0f51xJzh/RJDJZNTW1vLiiy9SUlJCa2srFouFnZ2dW87CAN544w1iYmLE7GxnZ4fQ0FDKysro7e1l6Oq4X2Ug/do21i07ly5d8rsmUVlZ6XO2GhQUhEFv5Gsf/x9sLm3hdPwioF750XV0K1vc/4f19PT0iBbV8vIyVVVVXjdqQUEBN19pwbhpwmn3XNNx2Bxo+rQY5nc4ffo0fX19zM7OEhUVxZe//GU0Gg0bGxu88sorpKamUl5eLhIJuVxOfX09/f39XLt2jfvvv5/u7m5hyyipk4G7Gs7Pz+d73/sedrudwMBApqamyMnJ8bk6dOLECdrb26murubNP79K+8+7sVsdWP/DOGOgYYT58SWi4qIIDVd7WdndTjDej8XFRdEaleam/mZ6kpuTw+GgrKzMY+5tMpkwGo0sLS2xsrLCww8/7PE9SExM9KoGJUg2o319fQQEBBzKUQvcu/TPPvssp06d8kl+Kykp4ebNmzidTmpra1GpVExNTd2SMGW327l58yaVlZVYrVZ6e3sPnFkuLCwcuILW2trqNkSZcEvQSnPsvTAYDGIfe2ZmhpiYGHp7e8U+NrgVAwMDA4UqlsSa94WcnBxaWlqIjY0VmgbSGtTS0hIDAwMoFArKysoOnbxLkCpgcIsYTUxMkJaWhslk4q677qKtrc2rHa7X60W3JCsrC41G4/P7KSkf+grc3d3dXgmj0Wiku7ubCxcuEBYWxrVr16ipqflPUUr7dcCd4HxISOsBB8k0DgwMkJ+fj8vl4sknn+SZZ55BqVT6fNharVaGhobEzm1ZWZnXaw8MDPDMM89w7tw5AgL838ROl5OxsTGW9AtegQPcD+CIiAhsNhuvv/66V6Xx3r9dY3vDgNPhGbwsu1aa3+wgqlKFyWUgMDDQw71oP2ZnZxlv1WDd8W3baLXYuPF6E0FxAWi1WpKSktDpdExPT5Ofn49cLhcPnJdffpn09HRRLYN7LzotLY1XX32Vixcv+r0eAwMDHD9+XMzZdTodg4ODXL16lZGRESIjI7nrrrsIDw8nMDDQ7c7VNkznu73YrZ7KaU6HC4POiGHSTN1vnsHlcjE5OekRjLOysm5LVxvcPIC9LdqsrCxeeeUVvvjFL3r8nsFgoLe3F5VKhUKh4PTp08jlcpaXl5mdnQUgISGBCxcuCH1oSfFMevBL1aOv4GwwGOju7uYzn/nMbUuXHjt2jJs3bwoW/36YTCaioqJEkpWVlcXCwoJf56PNzU0GBwc5e/YsCwsLbGxsHLgjvr6+fuBqTmdnJzk5OT5b4XsRFhbm0caVEoOJiQl2d3eFLjm4Eyrpu5eTkyPWrvZid3eXiYkJLBYLpaWl5Obm0tfXJwLnYatkX5AkfldWVpibmyMtLU0oDfrD2NiYqPhjYmJ8BufR0VHS0tJYXl72+nuXy+VTWvjll1/m4sWLBAYGCq332+ET3MHBuBOcD4nIyEi3wXnfAJZdi0dryOFwcPPmTY4fP054eDiTk5MsLCxw9uxZ3n33XRGcZ2ZmxE2uVCopLi5mcnKSc+fOecyBNjY2GBkZ4ejRozz99NPubL4gHP26HqeP6jkwJJCQIyohxPHAAw94ZOQ2m43NzU2hCy7t9krHr5s0Yt31HVAVcjnrk3oC0hyCiepwOIRNopQAOBwOFhcXcegD3TaCPooKFy6u3rhKy+J1qqqqcDgcOJ1Orl27xvPPP09KSgpqtRqXy4XT6eTGjRu89NJLBAQEEBcXh8PhIDExEa1Wy9DQENnZ2SJhAMRrFRQUEBwcLK61BJlMhkKhYG5ujm9+85tCNSo5OZnFzg2/ohzWXRtXnr9OfLm75Z6VleXhnvVhIK2ZSdeuq6vLq6KUEiDJ/SokJEQwlOPj472IPYmJiVgsFgIDA0UrWHqgFhUVMTg46LGfOjo6islk4sEHH8RkMt12cJbJZNTV1fn0MpcsLDUaDdvb26JyS05OJjg4mKamJo8uhET+q6urY2xsDOCWKlKTk5N+q2bJyvXD7tUGBgZ6fR5tbW3YbDbeeustUZ0ODg4SFBREamoqWq2W5eVlgoODefzxx/n5z3/OxMQEcrlctLJ/GWg0Go4ePcrCwgJra2ukpaWxuLjocZ1ycnKEcuFeHDRjX11dxW63k5yc7DM472foA7z22mtUVlbicDgYHx/36WV/B78c7gTnQ2JFu8bLf3yZ0eYpcEFc2vP85p8/Rvm9RfT09Ii9PkDoEsfGxuJwOPj2t7/NhQsXyMjI8FDa2W//aLPZaG9vJyoqitOnT6PT6QTR4xv/8Dv8zsk/xmy0eLTTlCol9/1uHeER4Zw9exar1cqzzz6LXq9nd3eXgoICgoKCRAUQEBDA5cuXxc3rcrmwOX3rJAMgA2WQAhcOcYMHBQVRWFhIVFQUcrmc4OBgpqenuffee9EOzfO7td/E4sP/WS6T839+8C3SslPo7OwUzN/Q0FDKy8sxm80kJiZ6ieFrtVqee+45MZ/9sz/7M8BNRElLSyMlJUWQYn7rN38Ll93FyVMnvTJ9f447PT09PDf5Eg6n94NJugZJaYkfmfqT3W4XxyYJRtTX14tZ6OLiIlNTU6SmptLb2ytsCX0F5P3IyMhgYmKCjIwM8boBAQFERUUxOjoqWO6tra3k5eUJRm57e/uhbB33IzAwkLKyMg8mf0dHB7m5uURERFBRUSHY2xKio6OpqKjg+vXr1NfX09vbS2RkpFDZiomJuaWYh8lk8jsuGhwcJDY21oNBL81bfxmTBblczunTp2lqahLfBaVSSVdXFx988AGJiYkcOXKEoaEhRkdHkcvlVFZWfmSSnqurqygUCgwGgxAw2vs8Afe1nZyc9Pib/fNfSWZYMgsZGxsTIyJfkKR5JXR0dIg2//b2ttcx3MFHgzts7UNAt7LFV8r/gMXxZZwON6HCuGWi9e0uzE4zl774STGDGh0dZWZmBpfLRXt7O3fffTc7OztER0aTGJuEUqVEJpOxvr7OysqKyM57e3uZn58XSlkajcZtkh4dzebmJtoFLfEl0eiXDRjX3CtFEclhZD2QSEx+BGtra7zyyivMzMyQm5tLfn4+ZWVlLC0tCfH+jIwM7r33XpRKJQqFgoz/8GCOiA5n4INRn1W5TC6j4rP5ZGSm8+ijj1JWVkZJSQlZWVkkJycLRjS425Jm5w6L00tszuk92uQBQQoK7z9KWkUioaGh5ObmUl5eTnl5OWVlZaLlOjs7y0svvURXVxcGg0G0pL/4xS+iVCoxGAy0traytbXF6dOnWVpaYnBwkKWFJYbfmOaff+8Frv1rKz/767cxG82UnClArnC32vbPXQ0GAz09PTQ1NeFQ2JhvXvNZ8QeFBPHl73yOhIzDOy0dhK6uLo4dO4ZcLqehoYHq6moCAwPZ3NwUeucSu7uyspKysjKSk5MPXdkeOXKEpaUlEhIS6OnpIT09HblcTlJSEq+//jomk4na2loPRvB+tbBbwWazsbGxQUJCAiqVCplMxuzsrFC02qvMplarmZ6e9pj1KpVKkpOT+d73vkdNTQ2pqak0NzeTmZl5KHnH7u5ujh075hVsR0dHUavVXsHdZDKhVCpvWb36m83v/VlUVBSNjY2srq7idDoJDg7m1KlTwrWqvr6erKwsbDYbV69exW63s7i4yNraGhEREbc9Zwb3XvP4+DihoaEkJyczOjrqtz2+tLQkFAl9qXnFxMQwMDBAUlKSlwztXoUwcLfEU1NTRSI0OTkprCIjIyNve5xzB4fHnT3nQ+Cf/vA5fva3b2O3eisDqSNC+MO3v0qA0t0mzs3NFS08p9PJ269d5rW/fJeFnlVcLhfKECUF9x0lKMctcLC2tiaCsE6nE6tVKpVKaFSnpLhdnyIiItzavnYHl9++TNSRKIqKiujv7+f06dOYzWZeffVV1tfXOXHihNeDSKPRMD4+TlRUFGtra3z9618nPDwcl8vF/374L+l4p8fDGjIoJJAv/9UTVH7CTe4xGo1kZGRQV1cnSEB2u522tjbBiJ6fn2dra4uNEQP//n9eZm1ug/TCVB77n7/BifsqaG1txeFwEBIS4rONLH0dV1ZWGB0dFSpNu7u7zM7Ocu7cOUJCQpidnWV1dRWr1UpOTg6vfPNdlsfWBJELICg4kMr7yvnTV/4AcFfOqamp4sGq0+lITEzkzJkzLC4u0v5qLx/8YzN2yy/mzoHBSkLTVZz92gkhulJUVPShSS8ul4vW1lZqampobW2lsLCQ8PBwWltbGRgYwGazERUVxX333Xdo2VZ/6OnpISEhgeHhYerr62lraxNz0L3BE9zBrqSk5NCBY2JigtjYWI+E4c033yQuLs5n0JC8vKWHvF6vp7u7m9OnT9PY2IjBYODuu+8+FHnSbrfT09PjVbFJLWRfAWN9fV18fw/CQX7GW1tbXL9+Xejn33///YyPjwsFLF8qds3NzdTU1AiNbmmOLUFSR/OngyDhhRdeoLKyksTERHp6eg4UzbFarQwODnLs2DG/e+zt7e3C9U0SJXE4HPT393vM3/d6VU9PT9PX1yd4NLc65jv45XAnOB8CT+T8NktTKz5/Jg+UU/t0CUeORqJQKJDL5WLlwGlz8fM/acCkM8OeOKRUBXDhi2c59qkCLBYL4eHhREZG3nIv0GQyMTc3h9FoZGRkhIKCAiYnJzEajdhsNqqqqoiNjWV9fZ3h4WFqa2s9hC32YnV1le9///skJycjl8tRKALYHDTQ//YYuhU9MelRfOUvPs+x8yV0dXWJndfh4WHa29uJjo7m+PHjzMzMCEP11dVVFhYWKCwspKOjg7S0NK9VIfiFlOmtBArm5+e5fPmyYK+XlpYyPz/Pzs6Oh6rStnaH1SsmXD5UFYNCAnnie59kV2FEo9EQGxtLXl4eKSkp4vqtr68TFhZGaGgofdeHeO1v3sGwZCIqPpJP/t4DXHiyXrgRSapHdrudo0ePCmvNg4Kayz4PlivgsjM1n0hcUh1TU1OEhISwsLDAxMSE0EBuaWnhiSee+Mg8btva2lCr1bz//vs8/fTTKJVKn7KMEkHR136rL+wPYkNDQ4SHh7O5uUlCQoKXKItk73jmzBlmZ2eFmcLOzg5tbW2oVCoyMzMPJebS3t7O8ePHPdrFMzMzWCwWv/eQ3W5ncHDwwDm20Whkfn7eS3xja2tLJIoWi4WysjKGh4cZHBzk0UcfFe/vS296e3ub2dlZnz8DdwI/PT3tQTAEhM6BTCZjYGCAqakp7rvvPlpbW32ur+1HW1sbycnJyGQynx2RV155hcrKSg8t8p2dHbRarVAem5ubQyaTkZKSwtzcnEjun3zyydu2V72D28edmfMhcBADUSaTIZPLsNls2Gw2srOzhYhGwwtt2HYcHoEZwGa28/Pvf0Bwvpyi8gICAgLQ6/VcvnwZnU7nVVFK8zKVSkV8fDxqtVrMjXJyckT1eu3aNbF2kpSUxEsvvURERIRP+T+A/Px8IiMj0ev1TE1NMb4+TvInkymPzSIkJARXpJWuri4vScKSkhJWVlZ45plnsFqtzMzMkJSUhFarRa1WMzAwQGFhIWtra16kLAmbm5u0t7dTVlbmMxDZ7XbBup6enmZ5eZmVlRUhZdnf388DDzxAeHg4L337DVbsEz7fx7Jr5YMXb3DikpvQUlxcTFhYGAEBAbz//vsUFBQQFhYmFOAcZxzIoh1eEqM1NTVCLrSmpgaHw8HQ0BDb29u88MILREVFER8fT3BwMAUFBSgUCvdOqeEvYOd53P1yJ+lhMlbmMlha/C2sNveo4Utf+hItLS2EhoZSUFDwkQVmacba39/PF77wBW7evMm5c+fIzs72YhkHBgZis/kmBd4Ke1vJqamptLS0EBIS4iETKZPJyMnJ4Y033qCgoIATJ06wvr7O+Pg4Z8+eFcdpNpv9mldI5+R0Oj0C8/z8PCaT6cAVrYCAAC8P8/2Ynp72qH6lNaiIiAhOnjzJ6OioWJGSKsfd3V1iY2M9fJ/3Ijw8HIPB4Pc9/VX6y8vLdHV1CUeq4uJiXnjhBR5//PEDz0FCaGgoExMTPtfQNjc3UavVXgml2Wz26LbNz88LLfyZmRkGBgZ4+umnP7Lv5x0cjDuV8yHwb996iRf/4jWsFu+HV0RsOC8ufh+FQiHabSMjI7hcLt7/bivLQ+s+X1MZrOTS/7qfkrvdWbpCoSAxMZG4uLhDrSNIIiN7s/zW1lYWFhaoq6sjNjZWtFCnp6c5f/68z6rknXfeIS4ujmPHjmEymZieniYkJITnnnuO1NRUgoODiYiI8FpdcjqdNDU1UVxcTGdnpyCZ3X333X5tCvdjd3eXlpYWTp8+7ZWJS+L5TqeT9vZ2amtrWVxcZGJiQmg3q9VqHA4Hf/3fnuG9f77pc14sD5Bz73+r564na+jv76ewsJC5uTnm5uY4duwYi4uLqNVqwb6V3Mc2NzdF10EKvKGhoYyMjBAQEOB1jvPz8ywtLbG7u8vS0hIZGRnEhDaRHv1D5DJP712HU8mKvo6otO+i0+mYmZmhpqYGhULhZrw7HL+0u9FeQRGVSsX169fFTvddd91Fc3Oz1862vxaoL0iVs0Q+2s9ev3r1qsc6l1Q5GwwGzp8/z+rqqlDE2guJqe2vAu7t7SUvL0+MFZaWllhdXT2U6cVBLWtwcwEKCwvp6+sTx6BUKoWhSn5+PhqNhuLiYnFeUhdiYmKCqKgor3GBdIxms9lLI/1WkLpPU1NT7O7uUllZiUaj8UgylEolubm5XmMWl8vFD3/4Q6/VPIfDQWNjI/X19V6f98LCAgtjS0RHHyE0PgSD0c2y7+zsRK/X8+CDDx5Kl/sOPhrcqZwPgYe+dpHLP/iArRU9DvueeaRKyT2/fUoE04CAAE6cOCFmYWMvzvsNzk6ng22jexUpMDCQzMzM2/rih4WFeWXr1dXVtLS0sLCwIAw1ampqSEtL47333iM/P99jTiftL0pViFqtxmQyUVxczMWLFzlx4gQGg4Ef/OAHrKy42/qFhYUcP36ctrY2scYyNjbGE088gdVqpa+vj6WlJaKjo4Vcoj8EBwdz11130djYSGFhoVh76enpoaysDLlcLmZ24K5CnE4nERERvPzyy2RnZ6PRaIjIUaMMUmIzeydPCoWCS099gtS8ZCwWCxaLhaqqKh566CHeeecd1Gq1SFqcTidqtZpz587R1tYm1NV0Oh1zc3OYTCbATQzq6uryCkjSfDwnJ8dtHHDkJa/ADKCQ20iKaqZzsIfoIwke88OkpCQ6Ojp+qeDc19eHQqHwYEifPXuWq1evUlNTw/Xr16mtraWjo8Pj4bzfi/xWkNj2vgLp2bNnuXbtGufOnROta0mw5Pnnn6eystJnCz0vL4/Z2Vn6+vp8Blyz2SwCkaSJ7mtn+nYxPT3NwMAAAQEBnDx5komJCUHA2iu4Ixm4SO3xvatLra2tPoNzYmIiLS0ttxWcW1payM3NFa3mS5cuERAQ4HXNrFYr4+PjYi0QfuGo5audLenJ70fb21381Zf+AbPRglzh7tR97luP4EqykJ6eTkZGxp3A/J+MO2ztQyAoOIjzj51he2ObubElnA4nOccy+f0fPMWFz57j5s2bXrrGADK53C1sYfNupwUoFZR/Oo9AldvJant728PLVvpvY2OD0NBQnzMeX8zSlJQURkZGOHPmDJ2dneh0OrKzsykuLmZwcFCwdwMDA+no6KC6upr19XXRKpdYuzs7O8jlcsEuvf/++yktLWVpaYmf/vSnTE1NMTk5yZUrV3j66adJTU11e/3m56PT6VhfX2dycpK1tTXhJ+sLMpmM9PR0xsfH2d3dxWg0IpfLSU5OZnZ2lrCwMEJCQrh27Rqtra1ERkayvr4uKoqamhouPHg37e93oVva8lBRCwoJovKBUmLLIrBarXR0dPDxj3+ciIgIBgcHycjIoLKyUrDOpWs1OTmJ0+nkypUrOBwOtre3yczMJCMjg6SkJPLy8oiNjWVra4sTJ04IPeegoCDGx8cZHx/HaDRSnv0+crnv3WmbHZb1tcTEej/0bqV/7A8Skz0vL89r1i+TyUhLS6OxsZHq6mra29sJDQ0Vnzu4XZVGRkYO9d7d3d2EhYV5OCPtf7+kpCTefvttTCaTsAyU1qZCQ0P9Eook4uPg4KCHYM7Y2BhpaWkEBwej0+mYmpq6rTWe/feL3W6nq6tLuFzJZDKcTicLCwukpqaSk5NDXFycR4Ip7clL10itVjM6Okpqaqp4fV8JqdlsFsnfQZA6DCUlJURGRvLcc8/x+OOP++U0KBQK4uLiPHTFExISxArm5OQker2excVFYVIiHYPE6h5uHuN/f+IvMel3cNgc2K127FYHfdeHOH6qnODYwDvrUv8f4E5b+yOA1D4+evSoh3SezWrjd2u/iXZ43oNFrFQpufvLp6l6pBSZTEZRURFLS0tiNhUfHy/mbru7u0xPT2Mymbxueo1Gw8c//nEvvWyTySR8daVVJMloYWpqioaGBlJTU8nKyhLs1YaGBs6cOYPBYGB2dpaCggK6u7upqKjwcB5yuVx88MEHqFQqYTe5u7tLcHAw5eXl5OXlieMcGxtjc3MTk8lEWFiYh22mLwwODtLb28ujjz7K4OAg7e3tVFRUMDY2htPpJC8vj/DwcPEeBoOB69evMz8/T0R4BPK5YF787muYtnY5khTFp/7gE3zsK3fT0tLC2toaarWaixcv0t/fz5EjR7yC0P423/j4OOHh4cTExDAxMYHJZMLlcmGxWFhdXcVms7G4uEhkZCROpxODwSACjkql4mPVf01w4IbPc7U7AuiY/ju29GahhR0SEsKZM2eYn58Xq1aHhSQocqsq0mw2097e7uE9vpccdpjW9vT0NF1dXTzyyCMH/t7w8DB6vZ7AwECOHz9Oc3Mzubm5xMTE0NzcTFVV1YEev9vb23R3d1NfX49MJhNOUAaDgf7+fr+a6f4gtbWXlpbQarUEBARQXl7O7Owsa2trTE9P8+lPf/qWM9W9O92AkBktKytjaGjIy6VLwl7msy9IO+9VVVWEhIRw5coVQkNDD/wbf68jdUWkz3NmZkZ4qkswm81sbm5y7bsdDDaO+nyt8Lgw/m3q726ZVNzBR487wfkjxNDQEAEBAR5tPvOOhX//9k+5/E/vY9LvkpKXyJN/+mnUR92+wDMzM8zMzPCJT3xCrJGsrKwIacbAwECKi4t9Chk0NDQQGRmJxeJunUofpRS44uPjhbPR1NQUS0tLVFZWsrOzw7PPPkt+JUurAAAgAElEQVRxcbFwClpbW2N9fZ2CggLa2to4efIkHR0dxMbGEhoaKtp1P/nJT0TLtby8XOzKGo1GOjs7mZmZQSaTkZWVxbFjxwgJCWF+fp6FhQVBUJLJZJSVlYmKzeVyMdg3xM9++DrJKcm4wm2ow9RkZGQwPT1NWlqah0jC6Ogoer2e0NBQCgsLuXHjhrgOklUnuBm0kvayQqHgZz/7GTs7O5w9e9ZLwtRmszEwMEBxcbGQjgR3i72iosLDNGBpaYm5uTnsdjtGoxG9Xk9JSQlHjx4lIiKC3NxcgoKCcJqeA8NfAbt4IhBUH2N4/nPs7OwInWWTyURDQ4PYiU1JSRHWgVlZWT6rJ6vVKqrlw9pWbm9vMzQ0RElJCe+++64Ha7erq4uysjK/QXNlZYXGxkbuvfdev85JLpdLtHGl7/i1a9f41Kc+JR7yTqeT5ubmW/poW61WGhoayMjIQKVSER0dTXt7+20rUrlcLp5//nmysrJISEggMTGRvr4+XC4XmZmZxMTE0NXVdSihGam7sNfdq7e3l6ysLIaGhg5ULdur170Xkrrd6dOnCQoKorm5GYvFQn19/W1LYg4PD5OamkpYWBhtbW3k5eUxOTnp89yuXbvGdy4+6yVbKyEgUMFP5p4lMvZgCdQ7+OhxJzh/xJCM7A9DrOnq6iI1NRW73c7LL7/MF77wBY8bHsBisTA0NCRIIJLyEhxMcNne3ubnP/85sbGx4jVdLhfDw8PMzc3xjW98g5GREXp6erhw4QJJSUliztrb20tVVRWdnZ3IZDKOHz/OxsYGLS0txMXFoVAoOHr0qF9pRKfTycDAAMPDw5jNZuLj4wVLemxsjICAANbW1lhZWSEmJobRd2f44AdNKAIUgAun00XxJzP52G/eQ0FBAXFxcRiNRgYHB5HJZOTl5Yn9WkmsPzQ0FKvVyo9//GPh0ZyamurB/P3Rj35EVlYWIyMjpKWlieOXyWQMDw+Tk5NDSEgIycnJREdHY7FYRNszPj4erVYLuLWqJY1r6XylikehUDA+Pv4fiYKLjOi/JzyoC7nMhlwOyEJAcRRZ9I+Ryd3BTUoM7HY7ISEhFBUVic92fHycpaUlFhYWcDqdHD16VHRKJA/j06dP3zaDdn19Ha1WS05ODs899xxPPfUUMpkMs9nM+Pi4Tw35jY0NNBoNcrncb4VusVhoamqiurparMC1traSkJCAWq32+Dy0Wi0ul+uWu8dOp5NnnnmGz372s/T09HgpyB0EnU7H2NgYMpl7oyIlJYWVlRWCgoIoLS0Vn+H6+jomk+lAprgEl8tFZ2enV6u3qamJtLQ0MZbx9XfSjvte2Gw2D7nV9vZ2Mcv+MDrce7sfW1tbvP766zz55JMe7zc5OYnJZKKrq4vXv34d266PPUTc47dX1n9ISNgdM4v/bNwJzr8CGAwGOjs7xZztIHR2dpKens6RI0d45plnqKur87v/63K5mJiYQK/XA2525UMPPXTg60usZ+kh1NXVRXBwsAi0arWaxsZGEhMTKSsrQ6vVcvfdd7O8vCwIZ06nk7CwMNbX14mMjCQ2NvbQpCFwJywtLS0MDAyIdbDo6Gji4uK4+UIr17/fjtPmOZsNCArgof91N2Xn3OsxoaGhXgSzwcFBYmJiSEhIwOFwiHm43W4nLCyM3NxcMc8dGxtja2uLS5cuERsby9jYGAaDQSQ3kl7y3te3Wq3Y7XYmJiaoqqry69gjobm5mby8PBH0HQ4HLS0tyB1D5KVPsba2gFx1Dr25GJATFhZGdna2x3fEZDIxNDTE8PAwdXV1HnvqDoeDkZERTCYTAwMDREZGkp6e7nVMoaGhfivtvVhaWmJ9fZ3o6GiuXLnC5z//ecB3a1va9a2urvabFK6urjI+Ps6pU6eQyWRsbGwwOjoqWOE9PT2kpqZ6kKYaGxsFU90f1tbW2Nzc5J133uGxxx7zSbraj5GREfR6vVCx6u3tZXh4mHvvvdfLtQncM/Ty8vJDV6m+rpFWq0Uul7O4uOg3qLa1tXlIeprNZg/TiK6uLtLS0lhbWyM5OfmWph374XQ6hbWl0+nk5Zdfxmg0imTL5XIxPz9PdHQ0arWa7u5uJt5aYPC9MRw27xXOsruK+Kv3/+S2juEOPhrcCc6/IjidTkHsuJXSU0dHB5mZmURERAjryPLycq8qej+uXbuGSqUiICCAgIAAjxUPCTabjdbWVjHLNJvNYu47OzuLVquloqKC7u5uZmZmyMzMFIQus9HCyOgwn3nsM0xNTREbG0tubq5fYZO92N3dZXh4WOxsR0ZGkp2dzcbGBq+//jpzc3M4nU66/3YSi8H3fm1ibhy/9U+fITExEbVazfLysvC4ltrkqampol0+Pz+P0+nk4YcfBtzuVJJsY3JyshBImZiYwGq1imNMTEwkPDyc+vp6DAaD8N2NiIgQIwpfdpu+0NPTI8hFGo2Gmpoauru7qayspLe312MeaTAYmJycxG53Vy1Syz8rK4u5uTkiIiKEEUFaWhoJCQksLi6i0Wiorq7G6XQyPDws9pNVKhWFhYXs7OwwNTUlXleCWq0mOzvb4zui1Woxm83Mz88TEBDgc8XGaDTS19cnZry+grPULZASy7m5OZ+rUk1NTVRUVIjWrt1uF6ty/tDc3Mzu7i5nz56lr6+P+Ph4n5Xpzs4O/f39gHvtyWg0srCwgFKpFNar/ip+f05Z/uBvNt/U1IRKpaKkpMQnCdJms9Hb28uJEycwGo10dXUJ+Uzp3CRC10FWmHvhcrkEgVSykAwKCkKj0VBeXs7i4qJ4TshkMrKzs5mensZsNpOTk8O1927w4u9fxqQz/b/svXd0XPd55v+ZPui990aiEY0ASRAkRVKF6rJkS7ItKYoUl2Sz3o39s51k18k6m005dnaz7nIsyZJsSZYsS6LVaIlmAUD0XgZ9UAcd01Cmz/z+wN6vMZwBRTm25SR4zsEhiRlOuXfmvu15n0e0txVKBdpwDd9u+QfS9wWXM93Dbxd7wfm3jK6uLmJjY9+3ddfW1kZ+fj5hYWG0tLQQFRUlZrO7YWVlhc3NTbKzs3G5XAwMDIgLdV5enqjgJOUum80WcBH0+XxCaSstLY1z584x17NI98vD2IwOvF4fRbUFVD9UQk7pNlM22EcmOTkZo9Eo5t87xTjMZjOjo6PAdgApLS1FLpdjWjbz8bTPBNX0BpDJ4U9++kmsVisxMTHcdtttqFQqlpeXWVxcFNXA7Ows09PTHD58mN7eXqqrq0WFcP78ebGzvL6+TlVVFQUFBX5iC08//TQKhUIIkhQWFgYl32k0mvdlMvt8Pl5++WViY2O5+eabBTmnpqaG7u7uXclCEjweDxMTExiNRkZHRykuLsbn84mAGxkZyc033xy0oro6IYqIiPAj6K2vrwcN2isrK+Tm5qLX63EZPRin1omJj+LmT55CpiRgxnt1cG5rayMlJUVwEUZGRvD5fAFKW9LxuXjxIjfccIOoHicmJtBoNAE8AOk1v/TSSzz66KMiqdDpdKjVapFkTk5OsrS0REhICCUlJfT29uJ2u0lPT/c7X9cKwB80OM/OzqJQKAK2JaxWKxMTE0KxLxiampooKipCp9OJhGdwcJCoqCjS09NZWVnBYrEEJU+urKyI8crO72F6ejrJycm0t7dz8OBBLly4gMViISsri/DwcDY3NykvL6erqwufz0d5eTkhISFMTU3R3NzMnbfexXf+4il0vxxjc2OT0w8e54Ev3UNC+q/n6rWHfz32gvPvABMTE2xsbLyvUIJE7FGpVPT29lJaWkpfXx9FRUVBW3k+n29XEsvExIQgNUVHR3PlyhXOnDmzq6i/3W6no6ODjnd6eeef6v3bzLJtGczvd/8Tafkp4rklQRCPx4PRaCQyMlIEPcnYQ9IbP3TokF/L0OVy8dwzz/HTP30Xjzv4upEmTM1/ffUPBRt8enqaffv2MTY2RkVFhZhth4eHY160sjS9gjwMMgu2L/IWi4WCggLi4+NZXV2loaGB22+/XRyDubk5VCoVk5OT3HbbbfT29lJWVrarwcRuO6ISTCYTvb291NTUsLy8zMbGBhqNRmhQBzOsvxakoL62tkZTUxOxsbGo1Wqmp6fZ2NgQK267dWYkswTpKx4bG0tubm5A4rGxscGbr7/JG393gbVJK+BDJpchQ8bNnzvGn/3jf/L7P1Igc7lcNDY2CqtU2CY9xcbGBpVtleDxeLh8+TKnT58Wv2toaAg6O//ud7/LY489FiCyMTIyQldXFzk5OeTk5OD1eoXLW3l5edCW/m8yOEMga1uCZC2522dlamqKK1eu8NBDD4n3otFoRALf2tpKUVERExMTeDwevyCckJAg5to7sbCwwNTUFOPj4+Tk5OB2u4XM58bGBi+++CKVlZVUVlaKpEhKmKWVwK6uLpxOJwcPHtyT5/w9wF5w/h1hdXWVoaGh9yXvNDc3U1xcjNfrZXx8nJqaGnQ6HZubm1RXVwf83+u5qDQ0NGC325mcnOTAgQNUVVUFmGKsrKwwPDzMNx98BvOiNeAx5Ao5Rz5SxZ1fPi1eQ35+vl8g0+v1Yi1IqqQ8Hg+zs7MsLS0xOTkpKuvFxUVKS0u58r0eOn/R5+dgBaBUK6m6q4SCO9KFdGliYiI//elPefjhh7FarRgMBrJTc/nZ37zD7MA8cqUcj9tL+Q3F3PbFkxQe2OfnhHT58mWmp6cxGo0UFRWRkpLCwsICDodDVFijo6NCanInfD4fGxsbLCwsBBgchIWFMTc3h0ajoba2VsyQFxcXOXfunJjlftAAIFnzKRSKoNrMNpuNt99+m42NDZRKJfn5+cJ9Kti+7erqKpOTk+LfKSkpolr9m4/+Ey1vdQSwdlVaJZ9+4hNkFG8nNHa7HZPJRHV1NWNjY37EuKamJgoKCgIsCoNhc3OT3t5e0clxOp10d3eLWa3P56O+vl54RkuYn59nZmYGpVJJQkICjY2N5Ofnk5yc/L5krp6eHkpLS4PyQH6Twdnr9fLOO+8QH5aIbclJWHQYFadKUKlVLC4uYjAYcDqd1NbWMjAwwNTUFMnJyfh8PtxuN6Ojoxw5coS8vLxdOStXE0VTUlJYWlqirKyMhoYGTp06xcrKChMTE4SHh6NUKklJSRHf14GBAcLCwsjJycFsNrO0tMT4+DiFhYV7TlO/J9gLzr9DOJ1OIQJxLfedpqYmSktLsdvtwkzdZrPR0dFBfn6+Hxnr/S4qi4uLmEwmioqKxI5yQkICTue233JGRgZTU1NER0cTExLHHxX/WVAvZoCw6FBeNz4r/i2xvyXlLGklRbpNIl3BtoZwUVERoaGhLC8vs7Kywv79+2lv7OTv7vkGLrtHVOsqrZLIhHA+9cTHiU6Iwuv1MjIywvnz58nJyWFwcJAzZ87wiY9/gj+p+HOWZ1b9lNsUSjlp+1J4sv+f2dzcRKfT4fP5mJ6e5mMf+xhut5v29nYSExMxmUwB7UeTyUR/fz+VlZUBAiHt7e2UlpaKSm5ra4v6+noyMjLQaDRsbGz4ySu2tbUJZafh4WFxHoBdkzQp2ElzTUkt7Vqw2+309/fj9XpxOp2C0S09h1arZd++fX4V0fz8PAaDgfW1Db7+keDrNDKZjGMfPcxfv/z/AdsXdbvdzsTEhLiIezweOjs7OXToEGVlZddddS0vL4vPN0DzxVbe/uYFOs/14XZ5SC1K4gvf+RNKjxUKK82UlBThHy6Xy8nIyGB8fFyQ0K4FSfv96i6U1+sN4ANcD9rb24MmzA6bg/92z98xeHkUjVYNsu3jePuXTxKWqWbfvn2srq4yOztLcnIyZ86cEclyR0cHFRUVQYPy5OQkq6ur+Hw+NBoNJSUlfvdra2vD7XYTFxeH0WgkISFBtMYlC9vDhw/T1dUVMLdvaWlhYGCAT33qUx/oGOzht4e94Pw7hrROkZ2dfU3G85UrVygrK8NqtWI2m4Wo/9jYGKurqxw+fFiwO3cLzm63m+bmZr8dYanVWV1dLcQkUlNTUalUuDY8/N0d3/QTTNmJ0Cgtryw/7TfbLi4uJjw8HJ/Ph16vx2g0AgTYZ0rYSVDzer2cP3+ehdklljqNDFwYRa6QU3l7KbUfrSIkTCsq7YGBASIiIoTrUUdHBzOdCyyct/jZXEpQh6h46Gv3Un6ymOLiYkG42XlBW1xc5OzZszzwwANBW8NdXV2CZCVhp7uSXq9neXmZw4cPBw0MCwsLuN1uEhISaGpqIiws7JqrMZKcal9fH8vLy2RlZdHU1ERWVhZutxuPxxPwI/1+5/Nvbm4KIll0dDSxsbH4fD5MJpPwNFapVELFy6i38qMvvop9I1BqFCAiMZRHvvcRoqOjqa+vp6KiQlzY7Xa7ELyRyWTMz88jl8sFSVGtVhMVFUVBQUHQoD01NYXT6SQmNI7PVnyRDfMGvp0ObholD33tXu771F1CpjIhIcGPlChptO+cYweD1WplcXExoPMxMzNDSEjIdVX8O2E2m1leXvZ7PI/Hw1c+8vf0nNfhdvjP9lVaJd/r+BpZxRkYDAYuXbokWtsSdhLBJPc5CTk5Obsy1W02G08++STZ2dkcPHgw6PiqtbVVPM7OjhLAD37wA8rKyn6t1a09/HawF5w/JOh0OuRyeVDSjISGhgYqKytZWVnB5XKJi4DL5aKtrY2MjAxWVlZ2Dc719fXU1dUFXLCGhobo7+/n6NGjoq3p8/loamrif3/sX1hf2gp4LLlChjZXTuKJCI4cOUJRUREhISF+5KLc3Nxdd59hm9zz4osvikpJWiNLTEy8pjzgwMCAmDcXFBRgt9vR6/U8/Zcv0vtGcGUjZHDzZ45z46d+pSI1MTFBWlqaqCoNBgMhISGsra1hs9n8VqUk0RGTycTk5CTFxcVotVpkMhmzs7OCrCWtX+2shqW/63Q6Edh9Ph+vvvoqd9xxx66kOrfbzeDgIHl5eSQlJaFUKoXilBTsFAqF35/S33erGg0GAwaDAZfLJSRmNzY2hJzk/Pw8c6PzvPFXl4ImOQAxuRF85olP0tzczNbWlnhPTqcTo9FIRUUFarVatGWdTiculwulUik6RFKisvM4aTQaMjIytlftnulF9954wHgDIDwxlHv+8RT5+fniHFx9/DweD11dXZSVlaHVagPOh1qtRq1Wi8RU+rdGo6Gvry9oBXwtSITDCxcu+CVvmyYbX7vne7gcgXvDcoWcmx4+wSP/8FGWlpYICwsjMjJSBMrx8XEWFhbQaDTIZDLCwsIoLCy8ZtfE6/XS3d1NfX09hw8f3pX17vP5OHv2LHl5eQGrmtPT0wwNDREREfGBVdf28NvDnvHFh4Ti4mIMBoNQ4wqG48ePU19fT3V1NXNzc0xOTpKTk4NKpaKuro7p6Wm6u7spKysLIMAMDg5SWFgYEJj7+/txOp3Ci9hut9PT0wNsK3799Qtf4it3/QOOrR2tbRmERobyv178cy63XBRsUZlMJhyaNBqNUIzyer3o9XpMJpPfBW9mZoZ7772XhIQE6uvreeyxx8RO5m5oamoSsz2LxUJHR4e4LS4pDrlCFpTtrdKoyC/M80tcwsPDSU1NFa1qt9stjr2U8CQmJgadN3d0dBAREUFkZCRbW1tUV1e/rxiGz+fzI+tJfsDZ2dkBSYxki/n444/7PabZbCYjI+PXtulLS0sTVe7Y2JgwMCktLfUbrQz8ZJKJnqmAoKfUKFiPXuWrX/0qX/jCF9BoNNxxxx3Mzs4yMzNDQUEB6+vrbGxs+CVqPp8Pu92OxWLBYrGI6l76ge1k7eLFi7hcLnQXR/Hu4ujosLo4WFpDbMq2TKr0I9lHSj8nTpygs7OTvLw8wsPD/e63tbWF2WwW3AApgXC5XIyOjgq/5p2vH7bPmcViEVwKCTKZjLi4OFZXV0XwlMlkzA8uwy6x1OvxMnBliLm5OfG5OHfunJB8HRwc5GMf+9h1GUw4HA66u7uRyWRCavdagfnSpUvccsst9Pf3+93mdruZm5vj5ptv5oUXXtgLzr9H2AvOHyIkCcCr7fV2QgrQhw4dQq/XMzc3J6rdrKwsysvLaWtrIykpScyXVldX8Xq9fq2rlZUVRkZGKC0tJTo6msXFRZ577jnq6upES9JgMOAM2+IPv3k/F/6lCX3XDMghszqZU39Ui94wLvYzBwcHufnmm4mPj+fcuXPY7Xbeeust0SKXHLCkC560t5uQkEBLSwvl5eWMjIyQk5Mj5pg7IbX/3W43jzzyCHFxcQEXT+PtZup/1IrXE1il+Lw+wnM1fi5LKpVKBBBpN1qClPAsLi4KlyzpoimTyaipqeHcuXOsrq5y//33C3vQ3eaU6+vrAfKWMpmMuro6urq6sNvtpKWl4fV6aW5uJiMjI6iG8r59+xgdHd3VQvGDQEo6fD4fAwMD2Gw2lEolZWVl3P7nN/Ds59ZwbDmwb27LoKq0SqpuP8CdXzzNwsICr732Gk6nk/fee4+kpCSqq6ux2WxBGeDXC2k00PF/xnA4gnMdYDuwKRQKVCoVcrkcmUyGXC73+5F2xLu6uoiLixOkuJ2vLTQ0NGC7QRoNmc3mAEtGmUxGYmLirglSV1cXBw4cEN/dyf5p6r/Vuev7UIUpUalUtLW1IZPJ8Hg8ggAaHh7+voHZYrGIVTJpA+LNN9/clRnudru5fPkyJ06c8LPvlN6LpFimUCgCfOT38OFir639ewBJsKS0tDSoU48kiH/kyBGGh4dJSUkROspzc3MoFAp8Ph/j4+McPHiQjo4OsZcq+SFHR0dTWFgolJOSkpJITU3ltddeE/M7aR9SgkQskclkHDhwgKmpKaxWK1tbW+j1ejo7O9FqtXzlK18hKioKt9tNX18fLpcLm82GSqXCarUyNzfH1tYWdXV1jIyMkJiYSEhIiBDTkHyjJSwtLdHX14dCofBbt5GOhSQuUlFRwU/+/nVe/b9vYd/81bxUE6rmD776IA988W6mpqZYXFwkJiaGkJAQwfoeHBwUO6DBMDg4yPr6OocOHWJ9fV0IWISFhdHa2kp8fDxWq5X9+/cHNQVoa2vzS07An7yn0+kwmUz4fD6OHDlyTSW53VjBvwk4nU5eeOEFMjIyiImMwdC5Qtf5fhxeO0furcQZYhMGF6Ojo3zjG98gLy+PqKgo1Go1CQkJLC4ukpOTI46DWr1NerrakEWCy+Wiu7sbr9cr9s+f+fLLtP28J2hbOzo5kp/M/ss158lXo7+/n4iIiAB9gY6ODoqKihgfHxekyKGhIYqLi4mKiiI3N/cDPY/D4WBoaIjy8nIGBgbY2NjgW598lpXpQMMThVrBJ/72bj7+Xz7qpysvOUjtxl2AX61KRUVF+bXRW1tbsdlswhxkJ+x2O1euXOHUqVOiupc820tLS9Hr9ahUKrGf/uyzz/rJfO7hw8WeZeTvASTbxOHhYex2ewA5Sbq9sbGRqqoqRkdHRaAxDC3x3kuXCFeFc+hENT/+8Y/Jz88nKSmJyclJhoaGqKysZHZ2ltnZWbKysnA4HFgsFqamprDZbJjNZmJiYggNDeXAgQOEhoZiNpvZ2tpCp9MRGhpKT08PBw4cIDc3l6ysLCoqKjh9+jRyuZx//ud/Znp6mtHRUTweD5GRkcjlciYnJ1GpVBiNRm655RZ0Oh1RUVEkJSWxubnJPffcQ3x8vF9G39HRgcfjYXNzM6BtPDAwgF6vF+seKpWKytMHKDiYi3HRDD5IL0nmk39zLx/549uBbUJUeno6MpmM9vZ2lpaWyMvLE2pouyExMZGkpCR+8pOfMD8/z6233oparUYmk5Geno7NZmNpaWl7nSuIwIzBYAgQ1VhYWCA1NRWfz8fU1BRbW1tCfvRa+HUtJK8HXV1dHD58eFufPDIcm2qD/KOZrPjmuenOG1EoFOK5u7u7SU1NpaSkhPj4eMLDw5meniYkJITs7GycTqdQoNLr9czOzmIwGJifn2dhYYHl5WWmpqZYXV2lqqpKyFQ6nU6O33aUt558z491D6BQybn/r+/AJt9kdXU1QGJ1NyQlJWEwGGhpafGzYx0aGiIsLEzYaqalpeF2u6muriYuLu4Dm0zY7Xbee+89XC6X6G7MbUyyPGBBBmLkolArqPvIIT73fz7tl4hJHSu32x10FWxiYkJ83w8cOOBHWhsbGyMmJgaHwxHwWbNarXR0dAhZUAlqtZqpqSkSExMZHR31W9FbWloSBL49fPjYq5x/z6DX61lfXw8qWCKpKx07dowL71ziZ391jsXJZTxeL0qlArlSzud/+GmyyzN44403OHjwoLiQyeVyHA4HU1NTZGVlERoailqtFoInMTExxMXF4fP5iImJIScnB4vFwrlz59i3bx+Dg4OCMS5Bo9EIf92f/OQnpKenU1RUxNzcnLh9fX2d0tJSLl68CGyvboWFhTE1NSXmrtHR0URGRjIyMkJNTQ1tbW3U1dWJi9jQ0JBgrL+fpClsE1zW1tYCWs4rKyuYTCZWVlYYHR3lwQcf3HWlzeFw0NLSIlafxsbG/FrdsN2VOHv2LAkJCX5tRcnI4urn7+zsJDs7m8HBQWpqaggJCRGmFtdyQ+rt7aWwsDBgN/1fCynY7nSz2tzcpLW1lezsbJqamnC73dxyyy2MjIwQGhpKZWUlc3NzuFwuQkNDmZ2dJSUlhUuXLuH1ern77rsxGAw4HA40Go0Q0pEcw6SqVCaTsbS0hNvt5vbbb6enpweNJ5Qnv/w8I80TgI/0fanU/WEVoRlqcnNzKS0tpaenh8jISL+gIqmqSZrz0uOr1Wq0Wi1bW1t+JMSdx9rpdDI8PBzU6ONakFTJwsLC2NraIi4ujkuXLmEwGLj33ntJS8zg7R+cp/61JnwqLx/9L3cRmq4K6qbV0dGBzWYTWxXS2GFzc5Pc3NwAZjVsj67m5+dJSUlhfX3dL9FcW1tjdHR0V6vJnp4eVldXRXItobOzE4/Hc12mPXv47WMvOP8eYortk2cAACAASURBVHV1FZ1Ox/HjxwOqBGlX+aUvvM300By+q8hQmjA1D3/nbhLTE2hra8Pr9QpjDbPZTFZWFkqlErfbjdFoJCwsjPDwcMF03ZnVx8bGsry8zJEjR66rtdrW1kZPTw8PPfQQYWFhDA4OMjk5idfrxeFwcObMGbRaLT/60Y+EGMSBAwdoaGjAaDSSnZ3NwMAAp06dIjs7m9HRUWFj+X765FfDaDQyMDDgJ5JhMpkwGo2YzWYOHDjA0NAQNpuNnJwcvwAlkbOOHDnid/x3trp3XtReeeUVkpKSOHr0KAqFgu7u7qA65y+++CIHDhwIEBSRPLd3E6iRpFmv1qn+1yCYp7XBYGB2dlas8rS3t5Odnc3TTz/N8ePHGRsb47777iMiIoLx8XF8Ph8FBQUMDQ1hMpkoLy/n7bffxmq1UlRUhMvlQq/XU1BQQFxcnJ8s6tLSEgsLC+Tn54sEJzY2dpvIuK+QEG0oKHyCzT0xMUF0dDQ5OTno9Xr0ej1RUVFkZ2cLl7TdlN1WVlYYHx+ntrY2YPVweHiYtLS06yJhud1uenp68Hg8xMXFYTKZABgdHmOia5rkpGQe/tOPCwcng8FAQ0MDDz74IB0dHeTk5AjxnZ1obW3F6/VSU1MjpHRLSkp2fU1ut5umpiZOnDgRoPG9sLDA/Pz8NbUPhoeHmZiY4I477vD7/V5w/v3CXlv79xChoaGkpKRQX19PYmKi336oTCZja8HJq994M8BFBsDr87K0uoSZVVQqFREREUxOThISEkJBQYEQv1er1RQWFlJcXExaWhqVlZVMTExw9OhRoTAVExPD4uIiqamp19VaTUtLo6CggBdeeEH4FEvexidPnmRqaop33nmHgoICUlJSiImJ4ZVXXhGtXaVSSXl5OePj41y4cAHYNp9IS0v7QHNA2Nb2Tk1Npb6+XqwQeTweLBYLW1tbwic5PT2d5eVlRkZG2NzcZGRkhKioqKAOVFKru62tDZvNJir/3NxcVlZWmJmZEezenfKVGxsbNDc3Ex4eHvTCFxISQlJSEvX19WRlZQW0VhUKBXNzc7+x1rZOpyMyMlLMGqXfOZ1OvwRgaGgIq9VKbm4utbW1gksgKb3JZDIxd09PT6evr4+1tTUKCgrQ6/WsrKyQlZXFyZMnUavV9PX1YTAYWF5exmw2U1VVhU6no6ysjPLyclJTU3E6nVTXVDM1PcnFixfp6uoSDOP+/n62tra4++67qaqqIikpieXlZWJjY3eVpYVtBbfo6Giam5tRq9WkpqZuK/B1T9LXMkDhgX2o1Ls7eC0vL9Pb20tLSwsRERHI5XJUKhVlZWV0vTHAU//5JQxdy0w0z/Dy184ik8soPrqPF154gUceeQSFQsH8/DwFBQViVUriWEgSsmtra7S2tnL69GmysrKu2SVpaGgQibvBYBCfi5mZGUwmk+gSBIPUPQsLCws6dlEoFMTHx3/g79sefvPYC86/p5Cqga6uLuRyuV8W3fZON53v9eJxBdk98UJKejKP/+Uj3HzzzRw7dowbb7xRVMvV1dWkpaUJp6ede71RUVGCcCZhfn6e1NRUVlZWiI2Nfd8vrUajoaqqipdeeomVlRXCw8OpqqraZv+qVISEhHDo0CE6OzsZGhqiqKiIsLAwQkNDaWxsZGJigoiICD7ykY8IXWzJg3p+fh6bzUZMTMx1zR0VCgXZ2dl0dnaiUqkIDQ1lZmaGsLAwv1ZhTEyMaO9rtVrcbjdJSUlBn0OhUAhZ0u7ubrGrura2RmFhIevr67S1tVFRUYFMJmN4eJjFxUVqa2tZW1vbNYgolUqysrK4fPkyycnJAVX3b2rufLWOs8/no7m5mZSUFHJycsT95ubm6O/v54477mBiRI9Rb2FqdIZjNx4lIyODxMREFhYW0Ol0DA8Piyqyuroao9FITk4OZ86cweVycfbsWWZmZrjxxhuJiIgQPIbLly+jVqtxOBwYDAaam5tRKBSYTCZSU1O59dZbiYqKEt2Pu+++m97eXn75y1+i0WiEn7VWq2VoaAiv17tr9azRaEhNTeXNN98Eo5Ivnvoqb33/PXp+MchPv/5zHDYnFad+lZD5fD4aGho4f/68+OzX1dWRm5tLWloa8fHxvPfiJb75xz/A4/TidXtxOdx43B6GWsZYNC1y+KZqkaRJ9qO5ubm0tbWRnZ2N0WjkjTfeICEhgSNHjlyXn3RXV5fQGDAYDGK9T3Jau3r0dDWampo4evQodrsdn8/nN9ZZWFjgwIED6HS69+VB7OG3j73g/HuO9PR05ubmWF1dFWSQVYORK2fbcTsDV4hkChnH7jrMHX9wi1/FnZiYSExMDK2trajV6qAts5CQEDY2NtjY2BAXOYnEFB0dzcjIiF/7dzc0NjZy5swZLBYLg4ODJCUlER0dTUdHB3l5eWK3uaqqirS0NGZnZ3nttdcoLi4mJyeHwsJCxsfHmZ2dZWVlhQMHDpCRkUFaWhoymYzBwUEhrqHVaq8phSqTyYREqcViYWBggBtvvNEv8HZ1deHxeKirqyMrK4uYmBi6urqYm5sjLi4u6IpbWFgYmZmZTE1NMTExQWVlJR0dHWi1WqqqqmhtbaW7u1sIp+w8lrtBLpeTnZ1Na2sr4eHhfgx2m80mztGvi4mJCQCxcudwOMQe/c5ZuqTEVV5eznc+/xTP/8Vr1P+she63B3ntG2+RWZROVlE6W1tbKJVKLBYLdrtd8AHKy8tRKpV0d3cTGxvLqVOniI6O5utf/zovv/wyVVVVIrDsrBCVSiWnT58mNTVVuLIlJiaKYGGxWLj11lvRaDSMjo5yyy23EB8fz8rKCl6vl8nJSRoaGoRDVUREhN95VigULI6v8PVPfI8N8xZupxuPy4PH7WG0U4/L6WJLY+Xdd9+lu7ub/Px8br31VoqKikhNTfX7Po2OjvK1R76DzRyoquZ2eTBOWaj7ZLVIqGJiYhgcHCQtLQ2Hw8HPf/5zwsPDSU5OprKyUiSvy8vLu45wpA6YlDxLcrA6nQ6VShWgfHY1RkZGRAs/NjaWgYEBv4RvYWGBjIwMZmZmfmsExD1cP/b2nP8NoKioyE+wpPrWCuTy4JWjUqkg80gSLS0tAXOr0NBQMTtsbm4WEqA7UVBQQEtLC/Hx8YSFhQkxBq32V1Ka14JOpyMzM5OBgQHuvvtuYaH4i1/8gpycHBYWFgTxxWAwMDo6islkQsoRpZUwt9uNTCYjJCSEvr4+PB4PCoWCsrIyQeiRJEP1ev3/e+9KSkpKgspElpaWMj09zfj4uLhgW61Wuru7qays9COaabVaDh8+jM/no7e3F7vdvisxp7i4GLfbTWtrKz6fTyh6hYSEkJ6eLpix17sHLJPJOHbsGJ2dndjtdhHM8/Ly6OjoCLpqdz2QZDKLioqA7Znv2NhYACO+t7eX6OhosrKyeO5vXubSj5txOdxC8cqx5eRvH/jfPP6dB7nhrjry8vI4cuQIOp2OsLAw1Go1L7zwAk6nk4SEBEwmE+fPnyc3N5dTp05x8uRJvvWtb+F0OrnzzjtFpef1ennllVfE/m9ZWZkI3IcPHxbe5TabjerqarRaLc899xyf/OQnxXva+V57enrQ6XR+x0ur1fLLp67gDtJxcmw5eOnrr/M/znw+QAhmJ9xuN+fOnUOn02Fd2Ax6HwCrcQP7uv/3ZWZmBq/XS1paGseOHWNsbIzbbrtN3J6cnExzc3PQLQKz2YzJZAogGfb09BAXF+c3ogiGra0tLBbLb2Rffg+/G+xVzv9GEBkZSXR0NI2NjWRlZ1FSu5+Gn7Ugk8vxerzI5DI0WjX3fP4M+UezOXToEGNjY+j1+m3t4h3ZeFxcnDB0BwJWJ9LS0mhsbCQ7Oxur1SqY3e/XWl1eXhZ7zSdPnhQCECkpKfziF7/AbDZz6tQpQYAKCQnBaDRy++23+7XXJaKSNGteW1sTgg0Su3lpaYmEhATi4+PFfd+vBe5yuTCZTJhMJra2tlheXqa2tnbX+Z5MJhNz6cXFRVFRXh0gJQMGjUbDN77xDaqqqqipqSEuLo74+HhaWlrQarVYrdZrVs47kZqayszMDOvr68TGxgrd6l+nopmbm8NqtYpAODo6itVqDdjDbm5uJisra3v263Dx1Xu/7q8U9//g83qRu1UUHM9icnKS+fl53G43/f39rK+vc+bMGWpqaggNDcXr9YoqLT09HavVyoEDB7jrrrvQ6XT88pe/xGQy4XK5qKioIC8vj+TkZAYHB5mZmWF5eZnExESys7MZGRlhcXFxe23L4sFhcnH5yiX2F+33S8iio6PZt28fPp8Pq9VKQUEBeXl5RERE8C9f/BFue2DHCUChVBCSoWBsepTe3l56e3vp6+sTf/b09PDMM89gsVi46aabaPpJZ9DuFWx7kaccjcHl3laeW11dJTY2lsLCQpKSkoiLi+PixYt+GxWAUC7buX/v9XppbW31Y1/r9Xrm5+fJz8+/rs+U1M6+WnhnaWlJXBukzo7D4cDtdgfd39/D7w57bO1/Y5AES0pKSvA5ZLz5xLuMtI+TkBFPcnUMn/j0A2xsbNDe3s6xY8dQq9XCrlFyR9o5N56amsJgMHD48GE/prbNZqOnp4d9+/axvr5Odnb2NRnbLpeL5uZmXC4XJ0+eFM/R29tLf38/Dz74IMvLy3z729+moqKCBx98kEuXLlFXVxe0bbzbcwwODgrZRZvNJuzwgkmYGo1GUVX7fD7MZjORkZFsbm5iMpm49dZbP/AFSGL+arVaMVeG7ZlwS0sLZWVlQjP80KFD4jgMDw/T3t7Oww8//IHUtPR6PTabjZKSkqDCJu8Hab9YWs1ra2sTdp4SvF4vly5d4tChQyIoTOtm+Vztf8O2bg/6uCFRWn409e2AxK6/v5+YmBhBNvJ4PFy8eJH09HQGBweF8ExdXZ3o2oyMjPDcc89RVlbGfffd53ceHQ6HcNtSq9W0nu+g4YkuzIsWFEoFLqebnBOp/NHffRKZXBagciVpxq+srJCens7bf9XA1mrwDpBCJefRJ+5jX1m+3+8lzofkXS1pU//NQ1+j+ZWuAO6HXCGj6EQB8ae2979vuukmkcDodDpKSkqYmZmhuroag8EQILvZ3NzsF4jr6+s5evSo3/fzySef5KMf/eh1bTHodDoSEhKCGnvslA/eyWS/mgW+h9899oLzv1FI+547W2Aul0t4ucL27LewsFB8KXcqM0nrLfCrzHynxRxsV1wbGxtsbW1RVVXF4OAg2dnZQQPapUuX8Pl81NXVoVarMZvN9Pf3k5aWxtLSEj6fj4SEBAoKCmhsbOStt97ii1/84jWNMt4Per2etbU1XC4XCwsLpKWlCRbt1YHa5/PxxBNPYDAYuOuuu4S9Y15e3jXdwXaDzWajt7dXmD0kJycL0/qBgQGSkpIYGxsjLi5OtBIbGxvxer2UlJR8oPctCWhInYxriafshMQgP3jwoPhs1NTU+I06bDYbTU1N3HDDDcLmc2FhgZH+Md74i8t43cElHUNiNRz+fBH5+fnk5uaKQOvz+RgdHSUmJob4+Hg6Ojq45ZZbcDgcKBQKCgoK6Orqore3l8jISO677z7kcjlNTU3Ex8fz6quvCsWrq8ld8/pFvvsHP8LtuMpzWqMkuy6Vv3j6v5KZmYnZbGZ0dBRAiKLExMTw+uuv895T9Uy8awi66ZCQE8t/O/s5tra2jV8kH+2FhQXOnj1LQUGBYIjPz8+TlpTO9z/1PDazQ5iGKNUK5GoZVX+yj7/8H38uRh0+n4/c3FwmJyc5dOgQjY2NxMXFMTExgdvtJj1927dc2h6Q9MF7e3tFV0g6vhcvXkQul3Py5Mn3/QxsbGwwMjKy62pVe3s7Bw8eDHC42wvOHz722tr/RpGcnIzJZGJqakoEF0nNqb6+npycHLKyspiYmMBqtRIXFyduT09Px2AwMDY2xsbGBgkJCWRkZAgTDMkRKTIyEoPBwNraGrm5ucTGxqLT6QKCWXd3NxaLhdraWjEjtlgsFBQUcPbsWYqLi6msrBQBaWNjg6qqKs6ePUtoaGjQWe71ICYmhrS0NEEWk9qj9fX1WK1WQaKTy+W89tprFBYWUlRUxKFDh4iNjcVisdDV1cXw8DAajea6WeCAYJ4vLCygUqmE0lp+fj6JiYl0d3dTV1eHz+eju7ub0NBQNjc3qa2tRa/XYzAYrjspiIiIEIxkh8NxXa1tqWtQU1PD2toaXV1dnDhxQkhqmkwmmpubuXz5MpmZmSwsLNDW1obP59tuuybGMnJFz8baRsBja0LUPPJXD/DYnz3C+vo64+PjLC0tYTQaUalUpKSksLi4SE9Pj0hW+vr6hE/26uqqGFf84Ac/4Gc/+xnr6+uoVCqKioo4fvw4Op1OqK9Ja1a/fPIKo236gOrY6/FiNWywopnDbDULpbv09HSxOz03N0dNTQ3RGZH0XRjC7fD8Sr1LKUcbpuHhr9+Lk+0VsfLyctLS0vj5z3/O+fPnOXjwIBkZGULw4/Tp08zNz3Hyk0dJy07BatwAtYec42nU/lE5c0vba00KhQK5XI5Go8FkMjE2NsbMzAyZmZkUFhayb98+zGYz5eXlZGRkYLFYMJvNXLhwgfn5ebHxEBMTg8/n48KFCyQkJFBUVHRdojSSdvZuiI2NZWhoiOTkZD/CoiRw8utqpu/hX4+9yvnfONbW1hgcHPQT23A4HDQ1NYm57+zsLAsLC0EzYZPJxMjICDKZTFj/SQ5Mkp3l97//fT71qU+hUCgCWtuzs7O0t7dz8uRJlEolvb29ZGVlYTAYWF1dpba21s+Ddnp6GofDIZilb7zxBpubmzz44IO/sQuBx+NhcHCQzc1NOjs72draIjY2lkcffZS+vr6AKmJ2dlbsNwNCXONaLcPe3l5RWcE2Yae1tZWoqCgSExMJCwvDYrGI9zk0NERzczOPPvooCoUCq9VKT08PZWVlu67/XA2bzcYPf/hDPvvZz15zpU1iyR89epSJiQmGhoYCWPZ2ux2tVktRUREDAwMA4gKtUCi25WS7xvinjz+B0+YSFbRCrSAlP5HP/stDKNW/Uvvy+Xy4XC6Wl5fZ3Nykt7eXkJAQcnJy0Gq13H777buKarz55pvCcjIiIkIoe9ntdtrb25mcnCQ2Npau745hmrMGfQxNmJq7v3IjIakqMe+en59Hq9VSXl6O1+uloaGBiooKhgaHaX29i643BnHaXNTdfYjcU2nccd9tTE5OsrKygkKhoLm5mcTERO655x50Oh2rq6tERkYik8no7+9n3759yOVysRucn59PW1sbERERouskqcc5nU7m5uYwGo28+uqrFBYW4vP5SE5OJi4uju7ubs6cOUNqaipKpZJLly6hVqs5evQoVqsVnU5HZ2cn1dXVQtFs37591xzLSJ2r9yMRXmm4Qrg3muGhYe5+5A5CwrRsbGwwMzPjp+O9h98t9oLzvwO4XC4aGxupqakRM0ObzUZra6sQxF9fX6ejo4Njx44FnfF6vV56enpwOp1kZmaiUqkYHh6moqICnU6H3W4nTpHID//2Bbw2KK7dzy1/dAMNbZe56aabWF1dZX19XVxgCwsL6ezsFGpTsK18NjMzE8A4nZ6e5uzZs9x///2/Vot5N/T09KBWqwkLC+Pdd99Fo9EwOzvLrbfeKtZ9JJjNZnp6ejhx4gQup5uffut1ml/ftqesuv0An/ivHyU0PJSNjQ06OzspLy/3C6o758HSjH94eJiHH35YPI+kBBUTEyMSn76+PmEscj1ob2/HbDZz7NixgLUqqfPR29tLZWUlvb29oq0bEREhmPczMzNilSkkJITQ0FBWVlaIjIwkJycHpVJJTEwMsbGxONZdfO+/P81s1wKaUA21H62i+s5yCvb/avzh8/lwOBxsbGywublJQ0MDmZmZWK1Wzp07x/79+9na2sLpdIqVJLVaTVZWFgqFAp1OJ9j0ZrOZ+Ph4sTctkf0WFhb43uM/wjwTWMkDqENUPP7tB+if7hEdg09/+tOCiNfZ2cnx48dRKpU0NTWh0Wg4ePAgbrdbrM3V1taSkpLC6uoq3/3ud6msrMTj8bC2tsYDDzwgkouuri5BTtu3bx8JCQlERkayf/9+Ojo6qKmp4cknn+Sxxx7jnXfeISwsTCTKbreb559/XhhMzMzMsLCwgMViQaVSERMTg9vtpq2tjbCwMEpKStja2mJoaIhjx46RkZHByMgIFRUVjI2NiRa8dG4zMzNJSkrCYrGg1+vfV1XuF89c5Nufewq5XI7H6wUfPPxXH+XBL3+E9vb2vdb2h4i94PzvCK2traSnp4u259bWFh0dHZw4cQLYDsBNTU3s378/KDlEwvT0NAsLC4SEhOD1ehkeHma5aZ1fPHUJl8MFPlCplfhkPv74e48QmqbG4/GQnJxMeXk5MpmMK1euUFtbK6p5qQqS1qiuhs/n4/nnnycuLs5vveTXwdUBdHBwkMzMTCIiImhoaECpVDI2NiZm7xIZzu12894753n5y++wOrcmnK60YRqikiO57SvH8Mq396FzcnL8Kv1gMzqr1cpLL73EgQMHqKysZGBggIMHDwr7zsLCQhGI+vv7qaysDKgu3W63YJhbrVacTqdw2tJqtX6sXkmdTJKBrKysJDs7W4isbGxs8PzzzyOXyykpKWF+fh6r1UpycvI199eHh4eF0QhsJz3SeZYg+XlLtqSSKlZVVRXt7e3k5OQQFRXF0NAQTqcTu93O7OwsHo9H6LPHx8eTlZVFX18fTqeTgwcPMj09LbyUFzrX+MGXfhyUQR4eG8pfvPWnVFZWiL35zc1NIiIi2NjY4O677xat4GeffZZHHnnEb43Q6XTywx/+kNzcXKxWKykpKQwMDFBcXMzBgwfp6uoSIj2SCtfODpLZbGZsbIzBwUHh1V5UVEROTg719fXI5XJuuOEGenp6kMlklJaW+rWl3W43L7/8MklJSZjNZu688066urrYv38/w8PDHD16lM3NTc6fP09cXFxQxy+5XI7P5xMCOVKHKDIykry8vIBuS9s73fzP+/8p4HhqQzV89v88SmJF1F5w/hCxF5z/nWFoaAhA7H5ubm7S1dXlFxT7+vqEnOe1sLW1RX9/P+/+9AJN3+nD7QhcG1GHqfjqLz9PdU21uFgvLCywubkpyGVer5eLFy9y+vTp921d9/T00NjYyOOPP35NcZHdMDIywvr6up+5wU5G6k7jA6/XK9ZkPB4PKSkpDL0+zbvPXApg4CpUck4/fIwvP/U51tbWmJycBLaTCqmNH6xKGRoaIjY2lvHxcVpaWqiuriY8PByfz8fk5CTr6+uUlJSgUCgYGRlBoVCQkpKCzWZja2sLu92O1WpFJpOh1WqRyWTo9XqhxJWYmEhCQgJut5vOzk6KiooYHR2loqJCVOyLi4usrKwwOzvLjTfeyPr6Okqlkqqqquti+9rtdkZHR4U5xObmJmNjYwEykZ2dnWRmZiKTyZiamgo4BwUFBX4tVrfbzUsvvSRa/1arFa1Wi0ajwe12Mzw8TH5+PseOHdveOe/p41uP/ZCF0SVc0jqUDORKGY98/T7q7josVM42Nzd59tlniYyM5P7776ezs1NsLAwMDHDPPfcAkJOTI7gQzc3NNDc343Q6yc3N5f7772d6epq5uTmUSiXDw8NiVLFbArm4uMjW1hY9PT0YjUZxbre2tvB6tz2pjx07Rnd3d1Czk2effZbKykpsNptInnbaOF6LqCWtGtbX15OSkiISvY2NDebm5vB6vURERJCUlERYWBjf/cMfoe+dDvpYscnR/PV7fyaS2j387rEXnP8dYn5+npmZGdFS3tjYoKenx8856Vpz6KvxpTv+B73ndAT7pIREhPBXL3+BmjO/ulA3Njb6Pdfly5c5evToB1qZeuqpp6isrBRB9f0gmQFIut07f9/b2yuqiKtdiXZCr9fzn4r/UjBvr4Y2TMPT+n9mbW2N5eVlETwvX75MREQESqUSuVwuWOMSpDbk4uIi8fHx2Gw2YmNjSUtLw+PxMDAwQEREBMnJyeh0OpaXlzlw4ABRUVGEhoZSWFi4Yx5uY3LoO2SnrYI8jvG5A8iUeUxPT5OXl8fa2hrV1dV4PB56enpwuVykpqYKFanw8HAqKyuDCrVcC1dzDdrb2/2EQnp7e0lMTESr1TI6Ohr0vLW0tLB//36REHi9XqEWJ52roaEh7Pbt9S2pDTw4OEhcXBzp6ek4HS6aXumg9WfdeBxe8qtzqLhnP50j7VRUVFBQUMChQ4doaWkhNTWVkZERlEqlWO/r7OykpaWFmpoaYmNjkcvlwiRlfHwci8XCZz7zGTIzM2lra2NtbY2MjAxmZ2eJjo4mNTWVhIQE9Ho92dnZQcl5r7/+OsePHycqKkocp7a2NlpaWlCpVNx7770YjcaAtUSJlS8po62srNDf3y86LFlZWX6f5WAwGo0YDIagYxKfz4fFYmFmZgaj0cjf3/zdAOMcCUq1kp/MfZ/RyZHfmpf4Hq6NveD87xSS9Z+067y+vk5fXx91dXXiPu83h5bwx4e/yER78AxbqVVQ+4cVHPvYISIjIxkdHSU1NVW0W6WWsqTAdT0fN6m67ujoYG5ujrvvvptNs433nqin55wOt9NNyr4kbv3TG8g/lM3S0hKLi4uUlZUFKJ5JLdmd9pO7kVxcDjd/feJ/4/Pu/hr/9GcPERcfR0JCAuHh4YSHh6PT6cSuqsPhQKfT4XZvV3bx8fFERESwvLyMzWbj4MGDgsHd09ODRqOhoKAAi8XC0tISN954I8nJyXR0dIg5pgSfexqf8eN4PJsoZHa2Bf4U9IwdYXL5VkEum5iYQC6XU1FRwdLSEq+//jq1tbUBghcfBFcHZ0mT++jRo+h0OqHxrNPprskObmpqoqSkhKioKPr7+8nLy9u1Q+LxeIRz2PDwMMPDw1RXV5OTk4Pb7cbn82Gz2VheXiY+Pp7Ozk6UnxIymQAAIABJREFUSiWdnZ38/d//Penp6bhcLmFXeuLECd568Rzzw8sUHSik4Gg2hsU5mpqasFgsPPzww+Tm5op1LqnV3tfXx9bWFikpKZw8eVKssk1OTrKwsEBhYaFfR+DZZ58V1a5OpxOiI+fOnSMhIUHM/KuqqggNDaW0tFTMvo8ePcp7772HWq3mhhtuYGlpiY2NDSIjI3n77bfJz8+noqJCqPdZrVaMRiMmk0kkO+93nr1eL0tLSzzxiRdxbAaOCGA7OL9ueobe/t691vaHhL3g/O8Yknh/cXEx8fHxfixeCV6vlytXrvjtQ1+Nf/zM/6Xhx2047a6A25QaJX/y1EPsP1jA6uoqExMTQolKr9cL44sPImG5EyaTiae//0Nav6ljfW3DT3pRE6LmI//9Fk49eIy8vLyg/39nSxuuXTn7fD4+mfnHrBqMQW9PzIrn+cnvBfyfaxFn5ufnqa+vZ3BwEJlMxqlTp4iIiCAtLY3k5GQxOpDJZFRWVqLX6zEajRw6dIjV1VVRharVanyrt4NnEvCv7D1eNY0DjzI9v80Mzs/PZ2pqipGREdbW1vjEJz7xr2bCBxNAGR0dZW1tjeTkZBISEujt7fVL/nbDlStXKCsrY2ho6JoXfmns4HA4SE9PJyUlhXfffReDwcD+/fsJDQ1l//79eDwexsfH6e3tpbGxkcrKSgYHB8nNzeWxxx4jNjaWc2+e4yd/+RZrUyZ83m3OhMfjofi+HAqOZ3HLLbfQ3d2N0WgkMjKSm2++mejoaCwWC21tbTgcDsxmM3a7XbD0ZTIZmZmZrK2tYTQaqaysJDQ0lOeee45HHnlEHKvGxkbKysqYm5sjJiaGlZUVHA6H8FTu7u4W64/SqGJ1dZWKigrkcjl9fX2UlZUxMDBASUkJExMT2O12wsPDKS8vJyYmhujoaCEadHUbWhqhrK2tAdvJ7/79+/nmf/4BDS+24rlql12ukHP49ir+59k/39t3/hCxF5z/A2CnYInZbGZ4eNiPRQ3XnkNfOHeJ//vAU9g2/NWilGolhYfy+dov/5q+vj7BiC0sLGR2dhabzUZBQQHz8/MsLS0FPK7P5yMxMZH09PSAincnfvy/XuHHf/vToMIRkfERvLzwg6CrRVtbW0xMTPi1+K4VnAHe+sF7PPH5Z7Fv+atIacM0/Ok3HufWx0/7/V7SEg8PD8dsNjMxMSG6Az6fD5VKRUFBAVqtlmeeeYbjx49jsVgAUKvVlJSUoFQq8Xq9dHd343K5yMvLY3x8nOjoaAoLC7dVvRIspId9CXy2IMcRPMrTWGX/S1RXWq0Wn893zRboB8HS0hJ2u93PNWliYoKOjg7uuusuP+Lh9eDy5csA3HDDDQG37VzvKy8vDyA/+Xw++vr62NzcJDIyEpvNxtzcHDabTQQ0s9nM5cuXaW1tJScnB9NFJ3P9SwFtXKVGyX959nFiMiOEr/fo6CiXL1+msLCQtbU1EhMTRUI7Pz/PyMgIq6ur3HLLLVgsFpaXl4XYiNFoZHNzk5KSEnGsjEYjnZ2d3HTTTchkMjGXHh8fp6ioSEipmkwmZDIZCoVCzNwfeughDAYDcrkci8UilN5gm4Q2MjIiBH7sdrtIjBcWFpibmxP3zcnJESuNVquV3t5eYiJi+cqZf8S94cVh266gVRoloZEhfK/z6ySkx7G6uvqBhG/28JvDXnD+D4LJyUnMZjOVlZWYTKagc8GZmRmWlpYCZkxjY2OYp9f5+iPfxb7lRAZ43B72H8rnq69+iYiYcGZmZvD5fERHR9PW1sb8/Dw33XTTNQUzfD4fKysrGAwGISwhfRxlMhmRkZFkZ2fz2bIvMjsyH/QxtOEa/vKnnyOrNB2Px4PX6xV/9vT0UFxcLBisXq+XwcFBscYkQdrTlZ7/vScaaHi+DYVyO+C7XW5u+IMj3PSZY+K+CwsLmEwm9Ho9eXl5YoXsWonGhQsXKC8vFwQkp9OJXq/H49nuBkRHR5OWlsbU1BTr6+uo1WpsNhtZWVlEh/RQmvUsGlXwNuSWM4t+w/8kJyeH9957j4qKiutez7pe7Gxtz8zMsLm5SVhYGJcuXfKrFK8Hvb29LC8vU1dXJ9rakglKVFRUwDkKBrfbTUdHB1NTUxw5coTMzExGR0fp7+8nJCSE5ORk0tLSeO3Fs5z9iwt43YGXOplMxtF7a/jqK18Cts//5uYmAwMDvPPOO/h8PjEWyc/PF+ORhYUF2tvbyc3NFQFRo9EQFRXFa6+9htlsFprxPp+Pn//853z5y18WVa1er6e7u5vw8HBUKhVRUVGkpqb68SUmJiYYHh4mISGBs2fP8vjjjwftEHm9Xr7//e+j1WrRarXk5eWRmpoa4Nfs8/mEfWpBQQFPP/00H7//EzT+tI23nnwPn8fH6U8eJ+5AOLfccbM4n3vV84eDPVeq/yCQWmaXL1/m+PHjFBQUBHzpMjMziYmJ4eLFi35zaKkl/eLc9xloGMa0ZCa3PJvMwu3A6/P5mJmZ4dixYzgcDjQaDY8++iizs7O0trYC2+zxnc5PgCC+7KYQZrFYGBoaYmsrsFqU4PV6cTpcKBQKVCqVUGSSy+XEx8eTk5Pj9zuPx3PNyhmgpqYG69fW6f5lP06Xi5n1Ccqry/xe99GjR4mPj7+m3vjVkMlkwlVJws4Rw8rKClNTU6LiioiIwGQysby8TGxULkpF8Dza65OjDa+gtraW3t5eamtrmZmZEUIjv2kYDAbhcNTY2PhrVVUOh4ObbrqJ8+fPo9FoxOz9/WwPd0Iul+NwODh69Cizs7O43W4KCwvFjn1WVhZGo5EYbTwyhQyCBGefz0d/s47nnnsO2FbMys3NZWpqisjISD7/+c8jl8txuVz09fUJQ4g77riDO++8k4aGBrq6urjvvvtEZVpXV4fdbsflchEVFYXL5eILX/gCb731lp88rjS2KCwsRCaTBXQ58vLyWFpaoqKiQripSd8nh8MhlMd0Oh3Hjx+npKSEzc1NYamq1WrFa5qdnWV6elrMo5999lkefPBB4hPi+Mh/vo2y27eJejExMWIFc48I9uFiT77zPxBCQkJIS0ujoaGBjIwMIiMjhcesBI1GQ1ZWFs3NzYSFhREaGopGo2FycpL09HSSsxPJLs0kKv5Xgbarq0uIely6dEkILkRFRYm968nJSfR6PYuLiyQkJFxT4UqCVqvd3vtctjDaMYHXE9jWlilkZN2YgH5Sz/j4uGgBer1eoqKihBSpFKCv5am8vLyMTqdjfn4eo3kNdYyC6LQI8vfnixZzamoqqamphIaGMjMzQ2xsrN+u8bWwsLDA/v37mZiYCJqQhIWFCdGN1NRUIUfa09PDz9+op6zQQmSYg6sLc5lMgzz6H2hpGyMjI4P/n733DI/rvq69f1OBwQCD3kH03gGisYAgQZGiKMvqsmQ7dm4kWbHlxLm24xIlbpHtOPcm8esrN8myZMlWoUkVUiJNig1gQQeI3nsbtMGgDaaeeT8gc4ThDChKLtLzZNYXPsSUU+fs/9577bViY2OJj4+ntrYWjUbzR3lAb8bU1BRyuRytVktWVhbV1dVUVlYSERFBS0vLTTtmORjqOp0OX19fVldXKSkpeV8jO6urq1y9epVdu3YRFBREbGwsZrOZtrY2FAoFycnJvP766xv7O6Wl43T/9a16ESnbE/n6f/1v8vLy0Gg0nDp1iuXlZYqKirh8+TKxsbGo1WoxG1Wr1Vy7do3JyUnCwsIoLy/njTfeYGZmBqlUikqlwmw2i1yBM2fOEBERgUruQ3RUNGkZGzoD6+vrNDY2EhMTg1Kp5NKlS1itVpaWlggMDEQqlRITE8M777xDYmIi9fX14kJZo9GIpjaCIBAVFUVwcDBeXl7ExMQQExPD1NQUnZ2dnDt3jtjYWFEp7aWXXuLQoUNOWfrs7Cz+/v54eXmhUChYWVnBZrPh6+vL3NwcgYGBTqI9Hvz54Slr/w+FQ7BEqVQyOjrqNpvc3Ifeqle7srLC4OAg+fn5VFVVsWPHjhuO6ThGm6xWK35+fmRkZLxnOXRxRs8j2V9mdXEVYROTWu4l485/vBV7pJG8vDx27tzJysoKnZ2dXLx4UTSWj46OFgUaenp62L9/P8vLy6ysrDhtJzQ0VJzTvR61tbUuffr3kzXDu64/dXV1NzXOdPLkSSYmJti5cyfr6+s888sf8fXHeokINaNUSECiQCqxI9E8SVW9P0VFRS4BrqGhQSRT/bGoqanBZDJRXl7OxYsX2bdvn1jCb2lpeU85SUevuK2tjbKyMpHf4DBzcEwWvBcmJyeZnJx0qvpotVrGx8eBDcOWxcVFiouLOXfuHAkJCbz0pRMsji+7TAvIvWREHtQQmR1KVlYWgYGBmM1m7rjjDqRSKQ0NDaKUqKNE7eXlRXp6OkqlkoWFBQYHB4GN3nJvby+FhYXEx8djNBpRqVQ0vH2NIz84weK0HrvdTt7ebIo/nUVAlEYUkomKikKlUoniMX19fQwMDGA0Guno6CAsLIyCggJRJtdx3qqrq6moqBB1ux1IS0tjbGyM9fV1cnJy6OjowGQyce3aNW699VYXbklHR4fIVXCgqqqKPXv2YLPZaGtrc1H28+DPC09w/h+Mnp4eBEEgJCSEiYkJtz8+Rx9aKpW6JRc5ZpobGxtJSkq6KVELB5aXl+np6QFw2yPbDO3ILE/93bM0nWlFsNvxC1az75Eycg9mkJ+fT2dnJ83Nzdx6660kJSWJLO2xsTExI4GNUmJ6ero4BnX97R8REUFUVJRL37i+vp6ioiKnv7/fXpwjOAuCQE1NjVtms91u5/XXX2d+fp5bbrmFhIQEfvGLX9DX18fBgwdRq31ITVihvfl3LK3Awup2BgZn+NrXvrYl2769vR1fX19RoOODYGlpiY6ODnEsr6Kiwqn64bBmdHdMjvaERCIhNzeX9vZ2l/PmMHXYs2fPDcf6Ns9BO3r1AOHh4cTExIi+3/X19UxPT7OyskJdXR333f4AP3/4txjXjBjXTEikEhRKOXs/vZP8+9NQqVR0d3dTVVVFYWEhu3dv8Avi4uLo7+93Oi6TyURPTw9m87v9/8DAQLy8vPj973+Pn58fKSkpG8F1ROAPP65yUeFSqOT8qv2/0IT5iv17hz55W1sbRUVFZGVl4ePjQ319PRKJRFTrc/S4Ozo62LlzJykpKU4LypmZGd555x0iIiLQaDSo1WqSk5N588030Wg0BAYGIpPJnIRqWlpayM3Ndbqm6+vrdHR0UFxc7Ok7fwjwBOf/4ZienmZkZIT4+Hi0Wq1blauVlRV+97vf8fDDDzs9OAcHB1GpVCwtLYlkqA+KyclJJiYmsNvtZGRkuPgEO7C6vEpnWxcZuel0dnbi7e3N2toaOTk5rKys8OqrrzI4OEhlZaVob5mSkiI+hE6fPu1k1xgbGyuWmO12O7Ozs04ENdjoFTtGXw4fPoxcLken07GwsPCeKmubsdmSz3HuHCV2QRA4cuQIy8vL3H777YSHh1NfX88f/vAHUlJS2LFjB1NTUyiVSsrKymhsbCQ+Pp6nn36a6OhotFotOTk5hIaG4uXlRWZmplMZcmBgAIvFIirHvR84DETKy8v5+c9/zqOPPuo2gI6MjKBQKMTydn9/PwsLC2g0GnG2/HpRmM0QBIHz5887ZYeCINDX18fKygrt7e1EREQQFxdHWlqa2zJrb28vOp2OoqIi6urqmJmZob+/n8jISO6/9wEuvHSZlvMdBIRpyL8tE6m/nczMTF555RUmJiZ44oknmJqa4uLFi3h5eYlGE0qlUqysuJM6dbiAdXZ2kpyczLlz58AONf+nC6vB5vJ+qVxK+r4E7n3iMENDQ2RnZ6PT6SgrKxNJdrt372Z1dZXFxUWSk5OpqqoSr79DhU+j0YgVA0e7IDQ0lEOHDolVCL1ezzPPPENwcDBZWVkkJiYSEBBAa2urqIw3Nzfn9pr09vYSEBDA6OioJzj/heEJzh5gMBioq6sjMTFR1A2+Ho5Zz4yMDEJCQsTsLzY2lrW1tZti194MHJ7CS0tLyGQy8vLynALBysoKo6OjIjnGx8eH0NBQhoeH2bNnDykpKVy9epWhoSEkEgmf+MQnnD6/OUDCho743Nyc+P/k5OQtXaLOnDlDWFiYqFqVmZkpZiw+Pj4kJibekIB1/bYvXbpEaWkpR44cwWg0ctddd+Ht7U1bWxtGo5Guri7RanN1dVUkKhUWFnLy5EnCwsIoKipiYWGBpqYmRkdHkclk3H///fT394uZZVhYmCgxOjMz877Kkw6Hs4qKCjE43GiW+eLFi/j4+CAIAsnJyU6OZLCRoWVlZW1Zvp6enua1116jqKgImUyGRCIhPj6e1tZWSktLtyybO/TKHfPPly9fBjbG1fbu3cvw8DDV1dXs2rXLaUFlMpk4evQoa2trhIeHI5PJOHjwIEqlktXVVV5//XXMZjNBQUHcfffdjI6OMjs7K37++paBo/1jt9v5wme/yMjvF1z8px0ICPfniVNfpKmpic985jMoFAqqq6spLi7G29ub6upqBEEQ/dmXl5fp6OjAx8eH5eVlp9G1/v5+ZmdnKS0txWKx0NfXh8ViwWq1Ultbi0ql4oEHHiAwMJChoSFRr1ypVBIYGMjFixfJzMwkLy/P5dqc+P3bNB/tpOWdTqRSKbvuLObT37qf8Lit9fk9+OPhCc4eABtB8fLlywQGBmKz2ZzmKeHdwOLoQ+t0OvGB/6eapb0eVquVK1euMDIygre3tzinbbFYqKioYH5+HoVCwcDAAHv27OHy5cvk5OTQ09NDaWkpCwsLHDt2jKioKG6//XYkEolLgLz+HDgkHGEjY05PTxcDQn9/P0FBQQQHB7uU+VZXVxkZGRFLrpuhVCqJj4+nv79f3LbBYOCFF15Aq9Xyla98hbW1NYaHh1Gr1ajVak6fPs2BAwdYX18XXZkMBgNFRUUMDg5y7do17r//fqft9Pb2MjY2Rn9/P/Hx8ezatQt/f39mZmYYGxtDIpGg1+sRBIGDBw/e1PmvqqqisrKSS5cuUVxcTFdXF/n5+S6EvunpabHHGRQUJOpwX4/NojAGg4Genh5sNpu4yAkLCyMqKoqqqir27dvH4uKiiyXq9ftYX19PUFAQ6enpTE1N0dLSQmBgIGVlZdTX14tcgeHhYWZnZ7FarSQkJBAVFcXExARVVVVs27aN8PBw5ufnmZmZ4eDBgyLRTxAEXnnlFfr7+zl06BCFhYXMz8+LLmuOQCeRSFhcXBQXL2///hRXf9yOYHH/iA2ODuSV8aeZn5/nwoULJCYmUlBQIGbNSqWSZ599ljvvvFNc5PT09PDWW2/x93//9yiVSnFmOSUlhYiICKfvt9lsnD17FqlUSmVlJSMjI6LblwNqtVpkeKemprKysoK/vz+hoaEkJiYyOTDN48XfwLC6Ls6IS2VSVH7e/LT+34hO/tO5yHngDE9w9sAJra2t4g90K/EOh1lEXFzc+xKeuBHsdjsjIyOiipED/v7+JCUlYTAY6OrqYmZmhoiICJGIVVtbS2ZmJkNDQ+Tn5/Pb3/6WiooKtm3bJn5Hb28v58+fp7CwEJlM9p6jVA4IgvDfo1wGJBIJcrmclZUViouL6e3tdVnAbAWTycTIyAj19fVER0dz4cIF5HI5+/fvp7a2lpSUFLKzs0lKShIXI7fccoso8Xjp0iXKy8upra3Fx8cHPz8/dDqd20WGzWajoaGB+fl51tfXiYmJYdu2bWLLwW63c+3aNWprayksLESlUonmDNcf+/nz56msrOTq1asUFBSID/LR0VFxftyR5TvKzbBBHCspKXH6TkEQ6OrqoqWlRSyte3t7k5aW5rZEbrVaeeWVV8jMzNwy0+/q6hIFPGQyGd3d3QwMDJCcnCz6VMfFxTmR5Do7OwkMDBQrExMTE9x6661YrVb6+/tFt6+xsTGKi4vF9opEIqGtrQ273c7o6CixsbE89NBDTtKjer2el156CbVaTU9PD3K5nGs/HcKod51NlyvllNyXx3d/+w1gozKVm5tLc3OzKPfqGCubm5sTuRDj4+OcPHmSyspK0WbS3X3ouH6CILB///4tpyMWFhYYGRmhq6uLjIwMZmZm0Ov14hhfw6+66KsZdpG0lUgllH1sO9974+tuv9eDPx6e4OyBC0ZGRuju7iY2NpasrCzGeiY58tPXiYyIpPhQPjOGKfR6PWq1mvLy8ps2tHDA4XK0mVDjIN9cXwa9HoODg5jNZtE72mg0UlJSwuDgIFFRUfT392O1WsnOznbpW1++fJm33nqLRx99dEu5zxvBYrHwyiuvIAgC6enp+Pj4kJmZeVNjYTMzMzz11FNkZGRw33330dPTg8FgIDY2litXrhAfH8/58+fx9fUlKyuLkZERsQ9ZXFwsZr95eXmEh4ffsAIA76pSGQwGEhISMBgMLr3fqqoqMRO32WyY1kx4y3zILMigpm6jlN3Q0EBWVpbTjPrFixdFh6ycnBwXbWybzcbp06cJDQ0VM2KJRMLq6upNG6C0traiUqkYHx93cTNz9JEzMzMJCgrCbrdTW1vL7OysmNUvLCzQ0tLiVoils7OToKAgGhsbiYqKIjAwkH379hEcHIzFYqGmpgaNRkNPTw979uwRe+gOotmOHTuYnJzkrbfeYmZmhoqKCnG0LjAwEB8fH2ZmZrjzzjv56fee5sQPzmMzv1valsqlqDTePPbrT5KalUxSUpJTJWZpaYm2tjbOnTvHt7/9bSQSCZ2dnXh5eYmjgL/4xS/47ne/61aX3OECJ5PJKC0tvalRus33k8lk+u8+/yrf2fNfW2rNy+RSThpfvqG6nwcfHJ7g7IFbLC4ucub0GTqODtJ8qhOrxQp2kCtkRGaG8uPz38fHd6O359Dudoe5uTlGR51NM7y8vEhNTXXys71ZdHV1ER8fLz6Uenp6uHLlCnl5eSwuLhIYGEhRURFXrlxxG6Dr6+vRarXodDo+9rGPvedi4HosLy9z8uRJHnzwQYxGI93d3WJvV61Wk5aW5vSwGh0d5fTp0wQFBREVFYVMJkMQBHJzc53K5UePHuXOO+8kPj6e5uZmdu/ezdLSEnV1dQQGBnL06FEOHz4sfqazs5Py8nJiY2NvOH/a19dHfX09qamppKWl0d3djUwmo7CwEKlUyqVLl0iOT+H5bx7h8ut1SKUSLBYr+YcyST4czaHDt4pViMHBQebn5xkeHuYTn/iEGDAdxhQORjxsZJFFRUVO7P2bYfw62iuZmZkEBgai1Wo5ffq0aA7R1dVFUFCQuE8Wi0VkMxcXF+Pn50dISAhWq1W0frweJpOJb3/72/zt3/4t8fHxCIJAQ0MDCoWCgoICJBIJra2tosTmjh07SE5ORhAE3n77bby9vQkICEAul5OUlMSvfvUr5ubmCAoK4stf/jI6nY7l5WWSkpI4deoU1nk755+poaduAKlCSnRBCPn3ZhAWE0Jvby/f/OY3mZ+fx2AwEB8fL+7n8ePHGR0d5e677yYmJoYXX3wRQRCoqKhgfHwcb29vl1E+B+vd4WZ2s9MTm4Pz0tISg4ODDA4M8vRDR2CLCCGRSDhlellU0vPgTwtPcPZgS7z501P84iu/wWp2JrQovRV8/PFDPPZ/PgNszEN7eXkhkUhYXl52eu+NZoc/CByCJ5uzVYdP8gsvvCA+pLOysqipqSEzM9OJ4OV4CK2srHDixAkUCgW33377TXtHC4LA888/z9/8zd+4vLaysiJqHY+OjtLb20t2djZ79+6ls7OTgYEBPvWpTznt++zsLC+//DJJiUkESyN44+m3iNkWw577dqCXzFNaWsrJkydJS0sTR2gAUTpybGzMaaTIAcfolJeXF4IgcPHiRcbHx7nzzjvx9fWlpaUFq9VKZmYmf1f6T8yNLDhdZ7lSTmpxIo/87EGam5ux2WwkJSWxc+dO3nzzTacgslV5+urVq05uXU1NTURFRaHT6bDb7U5SrQ6Hqa6uLnJzc0W1t8DAQPz8/HjttdfIycmhpKREXPzMzc1RXV3Ntm3bXIK+u7l02Mh+f/Ob31BZWcnAwAD79+93WmS0tLQQEhJCamoqk5OTXLhwgYGBAXFxk5aWRmtrK3l5eXR2dgIb6nuhoaE89dRT+Pj4YDab+fznP4/JZKK6upqYmBgnlrzFYuHKlSvo9XrS09P59a9/zV133UVfXx979uwhISGBkZER1Go1vr6+vP3220xMTBASEsKePXvQ6/VEBETxxIP/ymzXInbBTtHBfD77vU8wNNNPQEAAkZGRN5xt1+v1jIyMYLPZWFlZ4dKlS+I19fX1JTo6mvT0dL6+70kGWobdfkdKYQI/a/z3LbfhwR8HT3D2YEt8OuELzIzOuX1NqVLwrXNfElfNMzMz+Pj4iMzSPxfciaGsra0xNDSEwWBArVbj7+/P9PQ0drudiYkJ9u/fLwbo68vB4+PjvPPOO8TExNywN+dAR0cHBoOBrKwst8zhtrY2amtriYuLIzo6mrq6OtRqNUlJSczNzXH48GGn99bV1fHJBz/FN279V/pbhrGZbEgkoPBWklgQyz3fPYhKrXIJNO9l4LGyssLIyAgm07sGHktLS1RXVxMXF8cDDzyAWq3m6C/f5PmvHMG87uo4pvBW8OC/307K9kTkcjlGo5HR0VEUCgU+Pj5ERUXh5eXlJNAB7wbb2dlZcVSnu7ubgoICIiIixDnbzXAQyq7Xe5+ammJoaIjk5GS6u7tF9bmBgQFaWlooKChwksSEjeDX2trqcn7sdjsvvvgiZWVlpKamYjabqa2tdeJNOFS1xsbGiIyMpLCwkJ6eHgYHB0lMTBQtHwFuu+02p0VnY2Mj+fn5HDlyBIPBwNjYGN/61rdoaWlxK1bT3NxMZ2cneXl5TExMIJVKKSoqYnh4mM7OTrKysrDb7WIZ//DhwywsLKCwefHkHT/GuGYWS84SiQS5l4wvvfgwqYXlnxFSAAAgAElEQVRJG2Yfi4tiAHYc/9TUFMvLy/j5+REZGYlMJkOj0aDX610WOF1dXbScb+d3//gGFpPV6TUvlZIn3/om+fuyXY7Lgz8NPPKdHmyJp7/24pb9JqlMymP/+tckpiQSFRVFamoqwcHBXL16lZiYmJvqw34QuJPfVCqVdHd3o9FoyMnJoa2tjZ07dxITE0NQUJBoRBAQEIBer3f6vL+/PwUFBaytrXH8+HHsdjtRUVFbZvqjo6MUFxfT3NzsNNddX1/PyZMn8fHxITc3F0EQCAwMpLKykuzsbKKjoxkaGkKv1zM1NcXRo0fR6XQ8/PDDPPvN33H1eKNTX9JmtaGfXSYmJoawtCAXacypqaktZUhho3UQHh4uyo1GRUWRmJjIvn37WFtb44UXXtiwu3y9jZFrE26/QxAEfAK9ydyZikQiQaFQEBoaSmBgIFNTU4SGhrK8vCyW1dPS0kQWdFRUFCkpKczNzVFaWorJZBItFa/vUfb29oqOUg6YTCZqa2vx9vYmPz8fX19fwsPDqampYWZmhu7ubvbv3+92tr65uZmCggKX7Rw5coScnByx7+5oMRw/fhyLxcLU1BR+fn7k5+dTWFiIQqFgdHRUZMvX19cDcM899zA7O8u2bduc7pOpqSm0Wi379+/Hbreze/duXn/9dWpqakTy3WZERkbi5eVFXV0dkZGR2Gw29Ho9ZWVlrK+vi7P2g4ODJCcn09fXR1paGi8+cZTJbi3Xp1WCVWCwbZT82zIYHh6mv78fpVIp/halUim5ubmUlZWRnp5OTEyMKPup1WrF+8kxmhcfH4/CT0Z+eTbdtf3YLDZkchmh20L4+m++yPYDN0eI9OCDwSOW6sGWCIoIYG5iwe1rEqmEvqFepKMbD0DHQyozM1MsJ7/ffu7NYKtCz8rKithfzM/PF7OqiIgIHn30UWpqakSRCEfPd3PPOzc3l+zsbKqrq/n1r39NeXn5liYMjmN1yCf29fWRlZVFcXEx6+vrBAQEuBUnCQkJobCwkBdeeIHS0tL/Fhpp4PjP/+AUmB2wmqy8/pO3+eQTz265D+8Xer0eX19fPvaxj3Hy5EmmZxdBgtu+olQqxWa3iipuDtjtdoaGhpycvOx2+4bwBhtl0YCAADIyMggMDOTs2bNbzo43NDQQFRXltPhobW3FbDaza9cup+N0aEkPDw/z1a9+dcsFoM1mc+nDO0rxiYmJNDY2ivsdFBTELbfcgl6vd2ob2Gw2dDodcrmc3t5eEhMT2bNnD6dPn+a5557joYcecjKHcJwLm83G2NgYoaGhxMfH8/DDD4sLt/X1dcrKysjOfjfbTE9PRy6Xc+bMGUpKSpicnOSpp54iJSWFW265hdHRUcrKysRxs0uXLtF+vsclMDswN6DDZDAREBRAcXHxTcmhOmC326mrq8PPz4/y8nJaW1uJjIxk+/btaBJ8SIjc+H2Fbgv5k7WpPNganrK2B1vi2I/f4rl/fgXTdd7GSm8Ftz2yny/+5GGnvwuCwPj4OHNzc/T19eHj4yNmNsHBwcTFxf3RzM6tyrl1dXXY7Xax/NvR0UFkZKSTGlhNTQ1Go5GKigra2towmUyoVCpycnKcHjYGg4Fz585hMBjYvXu3GDiGh4fx9fUlODiYo0eP0t/fzy233CIee15e3g1711euXKGhoYH77rtPPC/n37nAv9/+CxfD+804YzvitH8O67+tytorKysMDw87seEd8Pf338iI/rs//NxPXuCVf3zL7Syu0lvBs10/JiLe1aTDna64IAisrKywuLiIVqsVGenV1dWUlpYSEvLuQ91ms9Hb20tCQoIo3GI0GlldXSU/Px+NRuNUJrdarTQ0NJCbm0t+fj5tbW3s3r3bZb8GBgbEOV3YyMCfffZZUX5WrVaTnp7uch8ODAyIzmYO85TNghyCINDU1IQgCAwNDTE2Nsa+vfsYrJ7k7Z+9g06rxz/Clzv+7iCpe+Kdro3BYGB4eJisrCyxhx0bG8utt94KbFzPqqoqjjx3jMnLC1jn7Mi95JTcmU9wgS/ZeVlMTU1hNBpZWFjg1NdqXHypHZApZBybfRa1/9Ya5+5w/PhxgoKCKCkpQalU0tXVhVqtJi4ujvX1dfr7+7ecXffgzwNPcPZgS9hsNn74qZ9Q+1YTZqMZ7Ha8fLxIKUzkh394Ai/VjdnWm/2hFxYWGB0ddSECOfxnb9ba0F1wXlhYQKfTYTAYSElJEQNkdXW1yxz2c889x1133SWyWA0GA52dnaJh/Wb9aa1Wy6VLl1CpVOzatYvu7m50Op0oldnW1kZBQQEFBQXvWcYfGRnhpz/9KU8++SRWq5Xe3l7q6+ux2Wy89bVLWNfdq0ipArx4Y/4Fp2BiNBpFz2J3oiebyWA3Qnd3N2q1mle+fZwLr1x2UrJSeCu4cxPp73p0dHSQmJh4U0Q6x5iTg6C0srKC2Wzm4MGDSKVS0Z0pICAAPz8/9Hq9yPyWSCRMTk6KjHO1Ws36+joGg4Hx8XHS0tKADYU2jUbD4OAg/v7+4sJkaGgIjUYj3gcKhQKNRoNGo8HPzw+lUonJZKK1tZW+vj6ys7PdKuQ5YDQaaWpqYmRkhNe/d4a1MTPWTf1YhbecOx+/zeW81dfXk5CQwPj4OIIgMDY2RlNTE0qlksLCQs4dq6LrpVHsNt6tYsjAN8SHh3/xALsrdqHRaKirq+O/PvMMi4POpi0OxGZE82znj9/zmjhgMBhoampiZWVF5EP09fUhk8nEccOGhga2b9/uGZn6C8MTnD14T/Q1DXL5tTqsFhultxeSuyfzpstay8vLNDU1OflDb4bBYGBoaMglyEilUhISElxGQdzN9zpUpxxlOUf2vLKyQn9/v5OIRVNTExaLhdTUVIKCgpy+Z3Z2luHhDWZqUlKSWJbv6OgQx2UeeeQRvL290Wg0GI1GkVm8Fex2O0eOHKG3t5f4+HhCQkJYXl5mdXUVQRDIzs6m6+QQr/3n21iMzqQbhbecvQ+XsRq4gEQiobS0lLCwMJaWlrDZbJSXl39gO8i+vj7kcjmJiYkIgsCZ5y/y0g+PMTexQMi2IG5//BZ23l1EbGys289brdabcipaX1+nr68PlUolegXPzc2hVqtFdrtSqeS+++5zu8BpbGykr6+PO+64w8VxS6/Xi6NV09PTaLVaJiYm2LFjB97e3vT09DA5OSlWNxz7vba2xtraGgMDAywvL+Pr60t2djYBAQF0d3eTmJiIWq12aqFcf793XOnh5a8dx2Z2rXjIlTK+cvRzBERoEASBhYUFLl68SFRUFP7+/k5Bbnp6msbGRowXlBh1bsRKvOTs/esyCu7OYGJiYmM8UBrMl/f8C2ajxeW9X3n+MW75xN4bXhMHrl27hiAIFBQU0NzczPbt2xkaGsJisYiLHnj/Bi8e/GngCc4e/NkhCMJ7zkNfD5vN5lZusKuri3379okOROAsCVlbW0tpaan42vXlbUdwr62tdRugHRgYGGBiYoLa2lqCgoIIDQ2lt7cXhUJBeXm5qJ/c3NxMcXExdmEZbKOsrnnRO7BhTSiRSHjnnXdQq9WUlZXR3d1Nbm4uXV1dBAcHc+DAAQRB4OjRY9Q+20rf5WHxc4LdTtqeeJ489gQajQar1crbb7/N/Pw8arWaioqKD2wDOTQ0hNVqddtTt9vtnD17Fp1Oh7e3Nx/72Me2rArcjGXm5qzrN7/5Dbt37yYpKYnR0VEmJibIz89HIpHQ3d0tEqAiIyOJiori+PHjKBQKDh8+7BQcHfrWjtE9m81GbGAiDVcb+NhDtxEQ6k9PTw+NjY18+tOfdtqf5eVlurq6kEgkJCcnExQUJJbiHRl7Y2Oj6E++GQ4Wuk6n48R/nKXn7LDbXr1ELiH+lnCiS0NEX3Or1Uppaako3mI2m+ns7CQ8PByVXc1/PfQrt4x5AN9QFZ/95T3cdddd4t86r/bynYd+xIrWgFQqISw2lPKHi0goimHfvn03XDxPT08zODhIbm6uKC7T1NQkLvw298SXl5eZnJz8QIYpHvxx8ARnD/5iaG1tFe3rPigaGhqIjY0VHay0Wi0ymYzQ0FDUajWRkZGMjY059cc2l7c3Z95bBejFxUXeeecd1tfXiYiIYHZ2Fp1Ox969e0lNTaW2thatVkt2djY93W3sKawiWH0FwS5HKrGCPJ2Osf/FS69WU1RUxMGDB6mvr6empoaQkBBiY2OJjIzEbrfT0dHB/v37iY2N5e3f/wHTpA0kMGYY4kvf+KLbh+yJEyfEudfy8nIXTeUbYWxsjNXVVZGxvBUmJye5ePEiOp2Oxx57zC2x6GaCc11dHSUlJVy5coWgoCBMJhOrq6vExcVtmZX39/fz29/+VpwtDgoKcpJ13ewM1VXTy/fu/w9WFleRyCQIVjsld+QTuS+Ax/72c8DGgqO9vZ319fWb8hC32WwcO3aMxMREbDYbc3NzLC4uipl0UFAQNc9do/71VreflymkHHp8L+WfejfbNBqNjI+Pv2slaTSKBLRrl9o59k+ntzTI8AtR8/P2H9HT00N5eTlSqVSUrW1v7iAkJJTUrGRsNhtVVVX4+PiwY8cOl++xWq3U1dURHh7u8hs8ffo04eHhLiX9+vp6iouLPQSwDwGe4OzBXxSb+9AfBNeXtTdnzaurqwwNDdHU1OQk22g2m5mf1KFt0HH17QYi4yK447GD7Ph4EfX19aSkpBAUFMTs7Cznz5/HYrEQEhJCQEAA+fn5qFQqURf77NmzYna7vLzMrTtOkhA1hkz6btYjCBLW1hU0jfyA8YlFpFKpyH7NysoiOTlZJAGVlJSIfVtH+dBut3PixAm2b9/uMkIF7wqxLC0tUVVVhV6vJzMzU3Ry2gpTU1PMz8/fNLFHEATefPNNtFot5eXlThkVbJScHUpj7uDo56+srLBz5046Ojro6OjgM5/5zJafGR8f57XXXiMlJYXQ0FCRZOZQelOpVGRmZiKVStGOzPJo7lcwrl7XElFIueVTFXzmh/cyMjIC4CIz6pgfdmTh7gwh5ufnKS4uJjo6mrCwMKcAVftWEz/45I9ZX3Xt+XuplPy/2h+QkBPn9PeTJ0+i1+sJDw8XM1aJRIK3l4pv7PiBi+czbIws7v9UOTseziMhIUEcj0pJSRGtThsbG0lISCA4OJiZmRna2tpITU0Vtc5hQ0lvcXHRRfMcNjzOT506xV/91V+5bN9T0v7w4Bml8uAvitjYWAICArhw4cKWfeibxWZyGWwQoXJzc0W9ZYfEY/vlLp787P9DsArYrAKT3VraqjpJ25XEl3/9GJcvX2ZychKVSkVkZCQhISHk5OTQ399PR0cHJpOJ8fFxgoKC2L9/P1qtlsXFRYxr/cSFDyOTOvcdpVI7PioJydHt7N33TaRSKePj41gsFlEG0nH8DtLW6uqqKGrS0dFBZWUlnZ2dboOzIAjIZDLRxtBhdvHiiy8SERFBbm6uywz07OwsWq32fdlFSqVS7r77bt58802Gh4dZWFggNTVVLKenpKTQ399PamoqcxMLyBUygiLe5QhUVVWh0WiIj4+nsbGR7du3k5OTQ1NTk9PizKEM1tHRwdDQEPfddx/Z2dluszWDwUBLSwuCIHDi/57FYnItBQsWgfMvVXPg87uJiori2rVrHD161OV9wcHBREREUFZW5sQkd8BBYnTn31x8Wz5RyRGMdU1gMb/LFVCqlBTckkNMehQdHR2sr69js9no7OxkdnaWz3/+8wQEBDiZhiCxs+9vdvDO05ddRuqU3go++cS9xKRsCLk4NOU3B96ioiJqamrIysoiPDyciIgIOjo6iIqKYnV1lY6ODtLS0tzauur1elGn/HrMz887TTt48JeFJ3P24EOBIAhcuXKFzMzM9/UA2MzW7u7uFkk218Mh32i32/lk3N8yP6FzeY/SR0nOA4nIIgX0ej2BgYGkpKSwtLSExWKhqKgIX19fOjs7ycjIQBAElpaW8Pf3RyKRkBrbjS//iZR19zurLEca9CzT09PMzc1hsVjIzc2lurqaiooKp55mQ0MDRUVFSCQScd8dilPX9z5vpA42ODgoBoWUlBTy8vJYXl5mYGDgA2dAdrudCxcuoFQqsdvtSKVScYb22R++yNmfXWZZt4pdEIhJjeIffvE5FCFSqqurRWGSzYuM+vp6cYEhkUjw8vKir68Pb29vl/7yjfBo7pcZ6Rh3+5pCJWfP40UU3pJDQUGB2+B7MxgfH9/Sr3xt2cBPv/RrLr56Fex27NiJ3xXFZ773ACofb1JTU5mammJmZobS0lLa29sJDg5menoaiURCQkICg4ODyOVyMjIy+NW3XuTCr2uwWCwgQGRiOP/43OOkFW+UoEdHR9FqtRiNRvE3s7maUV290Ubx8fHh/Pnz9Pb2snv3brfmH7CxIGxpaaG8vNwt0dKTNX+48GTOHnwo2FzqXVxc/EB96OXl5S2JKj4+PqytrTHeOcWa3uD2PWaDmZ5zw2T/VTypqanodDrW1tZISkpCpVIxMTHB6uoqjY2NDA0NIZPJnEw32jsGKUkXkLr5FW0seX2Zn59namqK7du3c/XqVS5dusS+fftcyrqOUrlWqxV7yHl5ebS2tr4vv+ykpCSSkpLQ6/V0dHTwzDPPAPDxj3/8pr/jekgkEnJzc0WJ1unpaZqbm+m/MsKx7510knYcbh/jq/u/wx3f3UdYYjC7d+8W7SLX1tYAkMvlLC0tsW/fPoxGIy+++CKlpaViud1sNjMzM8Pc3JxIEnNgbW2N8fFx7HY7a+bVG+73Xfd9nPQSVzGY94Nt27aJPtmxsbHo9XoGBgbEis2+L5Ry4Iu7iQiOJCQqiGd//SxlO0pZWVmhqamJ5ORkSkpKaGlpwWg0otVqRVa0VqsVyYuNjY188d8f5Qs/fJh33jjH9tLthMeFivvhsHIsLS1FEASuXr2Kn58fV65cYefOnUgkEsrLy7l48SLR0dFIpVKCgoK2rEwZjUYaGhr+7HK7HnxweOQ7PfhQERERwcrKCgMDAzeUo3TAId9ps9nQarVuy74AYWFhNDc3Y1kUuHSszm35E0AT6Me9X7qDxMREMjIy0Ov1mM1m9Ho9giDg5+dHdHS0mNWazWa6u7sZGRlBIoskK6EGqdR1nMZqU/Di62G8c76X1NRUBgcHOXXqFPn5+Wi1WmZnZ5mfn2dxcRGdTsfExAS+vr60tbWRkpIiZpbj4+NO3tTw3tKdsGFGERISgtlsJikpiZ6eHoaGhlhaWiIsLOx9z6z6+PiI242Li2NsbIwXvvw6hiXXqoFgE1hbWKfyk+Vi5piUlERoaChWq5X19XXm5+dpamri1VdfpaCgAKVSydTUFFNTUywuLuLv74+Pjw+rq84BOCQkhPDwcPz8/AgIDqCvZgirxZVI5e2nxL9IidFoJDAw8H0pZTmg1Wrp7u7GZDLR3NzMzMwMSqWSrKwsYmJiiI6OJjo6msioCPwCfEVi4jPPPENQUBAhISFMT08zPz9PQUEBAO3t7URGRpKbm0t4eLiYzU9MTLBt2zZkMhnLxiVSMt5drC4tLTEwMCAu0iQSibhQcMzMR0ZGYrVamZqaore3l8OHDxMaGkpDQwNxcXFOx2+xWLh8+bITq/t6WdypqSlRp96DDweezNmDDx1xcXEEBgbeVB/akbG0tbXdkNjkeOgk5MZhNprcvkcml5JSnICvry9DQ0MoFArS09PR6XRkZWUxPz9Pb28vSUlJBAQE8OCDD7qQaQRDGDb9E0glZhxVU5vgxZIxG4M1n4gIBX/4wx+Ii4vjnnvuYfv27djtdgRBwGKxYLFYaGpqIjc3F5PJhNlsZnZ2FovFgtVqZXFxkVOnTonkH9go579XidZisXDt2jVx5CsmJobJyUlaW1t55513iIyMJDQ09H0xvWFDn7qwsBDrmo2VBfdCGNhhsmPW6Vz19PSIbPrk5GSampo4duwY3//+95HJZAwPD6PTbbQezGYz4+PjhIeHs337diQSCYuLi/T19bG4uEhaWhoBAQEUFRXRcPwaw83j4hiSTCFDoZRzxz/tF2epBwcHWV9fR61Wk5WV5XLuHC5ic3POJi/h4eHioqy4uJgrV66IWak7jI+P09vby/T0NAaDgejoaJKSkujq6hKDZE5OjouX+Ga+wfUwmUxcu3aNiooKl9cc92praysvvfQSUVFRHDp0SHQhq6ysJD09nfPnz4uVE8drm9243GFiYsJT0v6Q4QnOHnwkoNFoqKiouOk+tNlsfk8FLKVSyb/95w8IzQxkrlvvpOQEgFRC+sEEZDIZBw4coLOzU9SRbm5upry8nMTERBenpM2YWyljfe1JYoNPYjK0YhM0KAMepbM3mMcfr2RhYYHq6momJiZ49tmN/rMjIDrU0Rwyp/X19Rw+fNgpqOXm5lJXV+dU2rbb7TcsdVutVi5evMhjjz3m9AB2fMYx6zs3N8fa2hoqlYr8/PybIuelpqbS399PTl4OG6LcW0Bqp6enh6SkJKdxNavVylNPPYUgCBw4cIBjx46RnJxMXFyci/eyIAi0trZiMpkICAhwuQ4ymYxP/tuddJzvpefsMMsLK+TtzeLe//0xQmODuXTpEna7ndbWVh588EFMJhM1NTWMj4+j0WjEmXuJREJcXJyTDaY77Ny5kwsXLlBRUeF0jYxGI6+++ioajYbU1FS+853v8Nprr+Ht7c3g4CAZGRki4WpmZgaTyeR073Z1dbmdXnDoA1RWVm65TxaLBalUSkxMDEqlUjTHcJS49+7dy+joqGgGcv78ebdtFQ8+evAEZw8+Mtjch9br9S4ZBmw8SNfX128o99nZ2cmJEyfw8fFh+/bt3Pvkvfz7Xz/F1TcbkMql2Gw2vH28ePD7H0cWsBFEVCoVu3fvdspQLl68SENDg/ggU6lUZGRkiA9mu91Ob28ve/bcBdxFa18t2dnZ/Obll3nkkfuZmZlhcnKSe+65B4CzZ8+KuteVlZX4+PgwMDBAd3c3UqmUzs5OpFIpUqmU+Ph4MaDJZDKsVqsLMcwdHJnRjYQoNBoNZWVlCIJAW1sba2trnDt3jsDAQCIjI7ecPx4ZGWFubk5010rIiWWg2dXrVyKTUHpHAeHh4Zw5c4Zz585hNpsRBIHe3l4OHTrE9u3bSUlJobW1lfz8fKdg57CPdPS6t7rWXV1deKu8ueux2wn7F1f97507d/Lyyy8jl8v50Y9+RHp6OgkJCdx2223odDpmZmZEp6abKXtLJBL27NlDdXU1+/btY3Z2lrNnz7K+vs4DDzyAn5+fmOmOjIxw2223uTC9s7Ky6OjoEMvcju+9XjsdNtjuFRUVbq+jzWajrq6OkJAQ8Z7t7e1lZGSEpaUlSkpKKC0t5fLlyxw6dIiXXnqJ0dFRDh8+/J730fDwsBMb3IMPBx62tgcfSYyNjTE7Oyuyks1GM3UnW2hv6iAiJYS7PnOHy+q/o6ODo0ePiiNGMTExVFdXiwxr7egMpnkbMwtabnvogBho9Xo9165do6yszCkQDAwMMDo6Sm5uLqGhoRgMBiclq56eHu69916RIKbX63n99ddJT09n27Zt6HQ6p9K7gxE7NTVFVVUVKpWKuLg4kpKSmJmZISgoiODgYGw2G6Ojo2KZ12q10t/fT0ZGBmFhYWi1WrclR7vdzvnz59mzZ8/7HlEbGxtjenqa1dVVfHx8kMlkpKamOpGf4uLixPJ6dXU14aoovlr5XUwG07t66TIJCpWMA/+8g4oD5WRmZtLf38/4+Dhnzpzh05/+NIIgYLVaGRsbw2g0sr6+Tl5eHv39/Xh5eVFUVOR2YXY9amtrsdvt7Nixg9XVVfr6+kTvYtionKSmptLR0SFu0263k5OTI/ZSbTYbra2tWCwWAgMDt3Qic8BqtVJbWyu6aR04cICgoCD0ej09PT14eXmRl5eHxWLht7/9LQ8//LDLd2wWb9HpdOh0OidCZGNjIyaTifz8fLfl7r6+PhYWFtzOLC8uLlJbW4tMJmPfvn3iPevofT/yyCNug/1mtvZm7QAPPjx4grMHH1ksLy/T3NyM16ovP/zUTwCwmi0ggYSsWH5w6gn8QzRcu3aN3//+90RGRnLvvfcyNTXFysoKY2NjbNu2jeHhYdHDViqVulW2stvt1NbWEh0dLWaOjlGSxsZG4uLiRKcj2AhmBoMBg8EgBoTW1lYSEhJYWVkhJSXFyYIQXAVURkZGePbZZ9m5cyf+/v7s3Llzy3PhkCWdm5vj9OnTLix1Hx8fJicnKS8vv2kTkevhKAG3tLRgs9nw8vIiOTlZJIE5oNVqGRoaore3lzB1JG/85ym0XQsovZTsvLuI6N0hpOWksL6+TmxsLFqtlra2Nj772c/S1dXF+voGiSw7O5uJiQnefPNNNBoN+fn5GI1GlpaWiIyMdAoiISEhxMXFIZFI0Ol0NDc309fXR2JiIsHBwajValJTU7fMCh1zxtHR0RiNRsxms9jPdkCn09Hf3w8gCtM4MDIywszMDBKJBJPJhEQiwc/Pj9DQUMbGxvD393e5JsePHyc7O9ulXL/5/nM3rvTiiy9y+PBhl9bO0tIS7e3tpKSkuJ293nwdr1y5wszMDBUVFTQ2NuLt7Y2vry8LCwuiG9ZmOO5Nu91OfX29Jzh/BOAJzh58pDHRP8Xn8r7iYgohV8iJzggn+FYvQkJCyMvLY3p6GrlcTlJSEv7+/qSlpSGVSmlvbychYYP4BRvSlBKJxC3jeXBwkMXFRYqKipwenI2NjcTGxhIWFibKIO7atUv83JUrV8jIyODFF19ErVYTEBBAYmIimZmZYrDcapYU4NSpU1RWVlJeXu72PIyNjSGTyYiOjnY753zmzBk0Go1LcJLJZCQmJm7JutXr9fT19QEb5dWUlBRRJKO1tZXBwUFxASKRSEhNTSUmJoaYmBiGh4dRKBSEh4fT1dVFfn6+KNe5srJCa2srtbW1qFQqvvjFL4rbXOcjX+MAABtRSURBVFtbo62tjaGhIUJCQkR9a0dvdXFxkcHBQex2O/Pz88zOzqLRaEQBDn9/fxYWFpBKpdx+++1OZLkbwbGgSElJISoqiubmZpcZbAf6+vqYnp5mZGSElJQUEhMTWV1dFWeWR0ZGaG9vJzAwkL1797rdntls5oUXXuDhhx92WgQ4FLy8vb1dgvO1a9eYm5vjwIED4t/sdjuNjY14eXm9L9vG/v5+jhw5wsGDB9m2bRszMzN0dnayc+dOl/66497s7e0lPDx8S/9tD/5y8ARnDz7S+Nk/PMeJn592Oy4jkcHh7+whPmsbaWlpYjC+Hte7VTkedltJiK6srHDmzBkyMzOdsiFHgO7r62Pnzp3ithwSoFqtFqVSyfz8PFKplIKCArq6ujCZNtjivb293HPPPWIZfHx8HLlczujoqCg60tTURFlZGXl5eS775Sg3Xh+ca2pqyMzMdBuALRYLw8PDLC8vA4h+xCaTiZCQEJKSkkhLS8Nms9Hf3y/OIsO7RCmj0cjExITYl7VYLISFhZGQkMDZP5xjpGqak8+exW6F6OwI/uH/e4yE3Fh++ctfEhERQWRkJCaTCY1Gg8VicWFNC4LA2bNnGRoaQqVSkZSUJBKmoqKiiIiIEMfAANGc4o477gBgbm7OyYZUJpORnJzs4mIFG1n/5cuXKSgoICkpiaGhIaanpykpKUGhUGC3b3AQlpeXUalUpKWlUVNTQ29vryjlajAYxNGwrq4u/P39txzpu3DhAhqNxmlR5nD0ioyMxGKxiJWaoaEh5ubmiIqKEsfnxsbGGB0dpaio6H07kLW0tODj40NLSwuxsbHExsaysLDAlStX+NznPue0kHMEZ4/wyEcHHkKYBx9p9DYMuA3MAEovJQGKIOLi4lAoFMzPz6PRaPDy8nLKVByEG0EQkEqlLgSc6+Hn50dMTIxI3nJ4PBcVFfHaa6+RlJQkBuaWlhbi4+OZmJjA39+f2NhYcSRHLpc7ZTp2u52hoSGxrNvV1cVdd90l7ktRURFFRUVcuHCBp59+mgMHDojbtllttLzdyW8eP8a8VkdhZR4Pfv0u5gxaUlNTt8yMFQoFgYGBYmCTSqUcOHCA8fFxpqenqa+vp76+HplMRkxMDD4+Pvj7+5OYmOj08I6JiWF9fZ22tjZRNrXqfDXPfO4VlmaWsVk2+vC9Vwb50u5/Ju8zSXzjR1/FbDbT3NzM0NAQMTEx5OXlERm5IUW5eSEQFBSExWLh0KFDomSqVColJCQEmUxGSsq7YiKNjY2kpKSwsLAgthTsdjvx8fGEhYVhsVgYHBx0mZFWqVSkpKRw4MABjh8/jkQiIVgTQs3LLTz39/+IQi1j76d2cujBW8jIyBBdx3x9fSksLGR2dha1Wo1KpRIDZWZmJo2Njfj4+LjYmwLs3r2bl156iaysLLGCIpfLsdlsjI+Pi4FwamqK9fV1/P39CQwMxGQyUV9fz7Zt27asptwIHR0dhISEsG3bNlJTUzlz5gxXr16lsLCQnJwcXn75ZRctbU+e9tGCJ3P24CON73/yx1S9etXtg0Ppo+Cxn32K2x46iMFgYHl5maWlJYxGo0vwNZlMDA8Pk5aWhkQiobOz06kn7JCl9PPzQ6PR0NvbS3l5uSiZWFpayvr6usiojomJYW5ujsDAQGZmZoiIiBDL5DMzM4yMjDhlQOBa1q6trWVycpLw8HAxU9xcVj5x4gTT09Pcfdfd/Odnn6bzSg/GtY0sXCqTIlPI+PLzn+OWB/Y6HavVaqWjowOLxcLq6iqrq6tO9pLe3hvSklsxlJeWlhgeHhYJVLCxwFEoFCQlJaFWq+ns7OTtn56l6vk6J4UwBwIiNXzl2KP4+flhtVoxm82i+UJwcDB33nmn2GZwYHV1lYGBAdEZyWaz0d7ejtlsdmJVHz9+nPz8fCdWud1uF0mE4v2hVJKRkSEep8FgYGBgALPZjNls5uhzr9P9u3HsAhua1hJQeMmp/NRuHviXO0SLULVaTUFBgbhYsdvtdHZ2imNoOTk5XL58mZKSErfjfTU1G5KcDmc0eLedUVJSgk6nY3h4mO3bt9PU1IRCocBoNH5gNyiHR7ZjYedAT08P1dXVbN++na6uLlJTU8XeclNTE0qlUvSy9uDDhyc4e/CRRufVXr5+8F8xGVyFRAIj/Xm+/yd0dXWJWXFmZqaT+9BmODSrwVnL2gFBEFhdXWV6epre3l6xVOkIyiaTSZRKPH/+vNjrjI6OdsmaBgYGxNltlUqFRCJxCs6Li4vMzc2h0+mcyu39/f1ilgsbDOlnnnyeS083u5giAASEanhl6mmmp6fp6OhAq9Uil8tJTExEqVSi0WhISkq6oVvVzcJsNjM4OChmvP/3nl+yMKF3+16Ft5zHn/8ssRnRpKamikFrbm6OpqYmUW7y+mtVX19Pfn6+y8LBZrPR1tbGyMgIo6OjfOELX3jP8SeTyURPTw9m87tuTw5VrsnJSf7j3mfQTy+7fE6qkBB9KJBP/t39VFZW3nAmeG1tjc7OTgRBYGxsjPvuu8/l/VarlePHj7Njxw6UeDM3Pk/XcCcFJXmEh4fT3NzM7t27mZ2d5Y033uD+++93m4XfDAYHBxEEwanSsBnLy8u8/PLLxMTE0NJ0jUhLAmefr2J5cYXIlDAe/4+HKah0r8XtwV8WnuDswUcez33rFY79xwksZiuCTcDLR4lcIecfXngE30iV2H91aDgbDBta2tu2bXPKGKenpzGbzcTFxTEzM4PRaHQ7z+kucHd0dDAzM0NcXBxS6cas9OXLl9m5cydpaWlOnxcEgUuXLrG0tERKSoq4P93d3WK5tLOzk5CQEKRSqROhaXOmarfb0el0vPzVE0x0aN2eG7m3nMovl5C9K53s7GxiYmL+Yt67n4z9W+YmFty+pvCWc+AbO0jMiyMmJsbpNcfxa7VasrKynK6RIAi0t7e77bkDXLp0ibi4OAwGA1arVSx5q9VqvLy8UCqVTv96eXkhk8kwmUy0tbUxPz8PgGnexq8+/7KoLHY9ig7lUfJoFl5eXk7XRyqVkpiY6JYwNTg4yJkzZ9i+fTt5eXlOWfSF0xd55VsnGG+bRumtwLRuIrkkntu+WsHBwweor68nKCiI1dXVLU1N3gujo6Osra29p1e33W7n1Vde5dg3T7M8tYZgfTcEePko+dLPP8eBv3JVJPPgLwtPz9mDjzz+1/cepPzuUk7+6iwLU4tk7Urn0N/sQxPkx8rKChcuXKCsrAyVSuXk0jM2NiaWD/38/EhPT6euro64uDjCw8NFScXr4TChcGBxcRFBENi/fz8NDQ309vYSExPDfffdR39/v5NZBWw8wHft2sVbb71FSEiI0wiWI3MWBAFBEMSs2R3sdjsGg4FX7Se3fI+Xl5KKXXspua1gy/f8uVB8WwGnnzuPzeqqLa5QKvjiNz6PfknP4OAgsGHk4ejVFhUVodVqqaqqwmg0OjHfNRoNQUFBTucNNsre3d3d3H333eLfrFaraJ5it9tJTk7GZrOh1+sxmUz09/ezuLiIXC53GkHq7htAIt16ETPUPULmahzDw8O0t7dTVlaGr68vVquVCxcusLq66tRqUSqVxMTEkJmZSVdXFwMDAwiCQHBwMGmpafz68d8zOzqHYLOLOu99NUOs/pMBTZAfZWVlyOVympr+//buPCju+7zj+Pu3N7vLLRDoAklIoANkVkbHBMkgxpKV8fiYpIrl1k4aTcaN7SRO23Hs8XQmGSfOpGrduhnX8dSNU8UeOXGbejx261ZyJJmCLSggiQUsCYHEJY4usBx77/76B7M/sdpFR2xLK/S8/txll4Vl9sPv+32+z9N0vW8DMLNn7Xa7r6maW1EUsoP5TA/7Y4IZwO8J8PMnX+OuP9qKyXL9/cjF50fCWdwSisqX892XvxV3e2pqKlVVVRw/fpxFixbF7ENGK1RhZjmvsbGR8+fP4/f72bp1a8Lvk6gTV2trK9u3b2dwcBCj0agNlAiFQjgcDpqbmwFiAtpgMJCXl0d3d3dcyPh8PlRVveJ55GAwSGNjI2fPnsW+1IzuU4VIOH6RK+gPsvrOFQme4Yv30DMPcOSt/8E76Yu53WI18+gP92A0GcnJySEnJydmfnFWVharVq0iLy+PPXv2cOzYMd58801tH7q4uJi6urq431ttbW3c+VuDwaD9wxMMBmltbWVsbIy+vj6KioqorKzUzitHIhGtEC2nMIvwHIWGOr3C1l0VPPLII0QiEVwuF4cPH8ZoNFJYWBg3iERRFHw+H/39/dhsNrKysvB4PKxYsQK/3897//JfuAZG496/SFhlqGuEgbZhTlhOAGjtY2e72uLm6Ogow8PDlJSU0NTUlPDrVVXFaDRqqwnvvvoBQV/iVQNFUWit7WDj3YlXL8SNIeEsbnmKorBlyxa6urrmnHWclpbGpk2btAEG7e3ttLW1oaoqK1eu1Bo+OJ3OmKvvpqYmHA4HLpeLCxcuMDU1RU1NDUajkZMnTzI8PKwFtKqqMUu0+fn5tLe3x70Wp9NJOByOW7odGBigrq4Oj8eDXq+ntLSU6upqctPz6K57Iy4EzVYTOx7eRkbOzZkclL98IX/30fP87b5XON/Wi96gw2Qx8ugP93Df4/fEfK2iKNrP63K5OH78OAClpaVUVVXR39/PwYMHueuuu1i9ejVFRUWcOXMGcyiF/s5B8gpz6e/vZ/fu3Qlfi6qqtLe3EwwGWbx4Mdu3b+fEiRMcOnRIm8xlMpkoKSnRCtGO1TRy4vfOuIllRrORVTXLaGhoYOPGjeTk5LB3716Gh4c5c+ZMTIex2cLhMC6Xi6GhIW0kZEZGBqc/ORd3Tj8q5A/jHwprf7OKolzziNBgMEhPTw+9vb1s2LBBO7KXaFtDVVV8Ph+Tk5MEAgHcY+64r5ktMEdwixtHwlnMGytWrGDBggUxy9yXi1Ydl5WVEQqF2LhxI+fOndOWXvv7+7Vq4cHBQex2O5FIhLa2NoLBIFVVVVpxVbTxSXTv+eTJkwBaQBcUFFBXV8fU1FRMZXI4HNb2revr6+nu7kZVVRYsWMCuXbtIS0vD4/HQ3NxMeno6ux/Yxaqjq/nJw3/PSK8Lg1FP0B9k159W8+0Xv/FF/kqvauWGQv7xf3/G6OAYvmk/Cwty0BuuXHyWnZ1NdnY2qqrS2tqKx+MhMzOTffv28c4779DW1kZlxXZ+fP9LjPaOYzDoCfiD5BRkc9/OEXKXXbqint2He/369fT29jIxMUFLSwuKorB7924sFgutra2Ew2E6OzspLS1Fr9fz3MGn+NFX9tNWfwa9XoeiU1BQeO6tp6i4p5xgMEhDQwM+n4/ly5czMTGBwWDg4MGDuN1u8vLytCCcfVwvqr+/H7vdTmqmHZ1BRyTB8r+iV3C5/0+74u3o6ABiaw/m4vf76e/vp7q6mtTU1KsOgpnt03vP8173IUL++NWDYCDEui8VJ3iUuJGkIEzMO9GmI5cvc0f5/X7a2tooLCxkbGxM6+OsqiqHDx8mPT0dVVVxOp3s2bOHTz75BIPBQFVVVcIPy1AoRH19PWvXrqW3t1drvAEzFeKKorB582aamppYuHAh+/fv167gHA4Ha9eu1Z43erZWURTKy8vjBiL0fNrP5OgUheuWYs+YP0deRkdHtU5lBr2B57/8Er7xAJHwpUDT6XVkL8rktfYXaWtvIxwO4/P5sFqt2u8pehQtKhwOMzExwfj4OOPj43i9Xq2iWVVVsrKy6Ds9wHDnKGa7ifz1Oej08YMoenp60Ol0FBQUkJGRgcViobu7m0WLFl2xlabT6cSupPHaY7+Nn4oGGEx6DnS+TM6SmZWbRF3kEvF6vTQ0NCQcJXkl0eNsedn5PL39x0y4JmN+xxarmXu/vZPH9j96Xc8rPn8SzmLeOnfuHOPj4wk/7KLHqmYvg89uXfjxxx9TXFzMgQMHtJGKa9euTdh1KsrpdKIoCsFgkIULF5Kfn8/U1BQvvPACxcXFdHV1kZOTw+rVq9m5c2fc47u7uxkYGMDhcFx3N6j5QlVVfvPy7/j1M/9GwBO/tKo361h132I27i7TzpunpaUxNTXF+Pg409PThEIh/H4/Xq9Xa2Zit9tJSUnRjjlFr3RHR0exWq2kpKRQVFSEXq+Pu2q12WzalemZM2cwm804HA4URaGrq4uBgQE2b94857CRo0ePcvr9C7z3i0PaOXUAi81M5Z9U8INXvqfdNte2zGyBQIDa2lp27NhxzZX5TqeTiYkJSkpKtD34oQsjvPitX9Ba247eoEdv0PO1p+/naz94QEZKJgEJZzGvTUxM0NTUxNatW2MKsIaGhvB4PLhcLu3DMNq68MKFC9q0opycHCorK7W2jtEq3fz8/LjCIIDh4WFqa2tpa2sjLS2N7Oxs+vv7+fOnHubM6RMMDOlYuXJNzNQlt9uN0+mksLBwzjaQtyqfz8f4+Dhut1vr2JVoyXb2bf/96kf8/rX6OZ9z7T0ruHPvpboARVGw2Wykp6eTmpqKwWCYWU5OTSU1NTXmyvpKrzM6vcpisbB+/fo5A8rv99Pc3IzJZMLhcGgrNVlZWXHH6uDSGE/LVCpv/827DHYPk5Jt5v7v7qLkS0Xk5eVpe9hXC+dwOMyRI0eoqam56s8U3TaIHq+aq4vc5NgU024PCxZnYTDKTmeykHAW81504tSSJUtiAvX48ePo9fqYcC4vL6ehoYHBwUHy8/PnnBQ1MDBAX18fAGazmYsXLzI0NARAZmYmdrt9ZjzhGjO28POY9L2AgXA4ginzCRTbn6GqKo2NjVitVkpLk6/xQ/Qo1+wl4dnL7zB3wEaZzWYyMjLIyMjAZrNd05Xe7156n39+9s2ERUl6o567H6uk6utbUVX1c22yEuX1enE6naiqSkpKCuvWrUsY1D6fj5aWFsxmM+Xl5YyMjHD69GnKysrigtDn89HY2Ki14mxqamJ6eppt27bF9Hm/0rK2qqp8+OGHVFdXX/HnVVWVlpYW/H4/ZWVl0vHrFiXhLG4bnZ2duN1u7cOvo6ODM6c6yTblElD9FN1ZqLXrXLp06RXPIPf09HD06FFUVSUQCJCbm0t+fj46nY5169aRkpLC2U8/Ypn9CQx6PzGZpKTg8j7A2YFdVFRUXPfs5WsV7XgWDddAIHDVME20pJuenq7ts96IBiejg2M8suKJhOFsshh5/fQ/kLt0ATCz6tDV1aXtIUctXbr0invB18rj8WhV/VarNWZgR5TX66WlpUXb/jh16pR2zO7ykZTRNp2qqvL222+zY8cOuru7rxrOqqpy5MgRKisr5+yMFolEaG5uJhgMUl5e/gePDhXJQcJZ3FbcbjfNzc2Ul5Xz4r5XafigBaPJQCSiYrGaqPjmOqof3BZ3njYcDvPBBx9oHaZyc3PZuXNn3BVMtLLb6/WyJOMNclMPo1PiC4FULOhyP0bRzX1Vc3kxU3TIw7UGbLRXeEZGBunp6Vdtd5lM3v+nQ7zy/V8R9AWJRFQUnYLJYmTfT/+YB7/z5Ss+VlVV+vr6GB4ejglso9HIqlWr5mzvejXT09Pa0Tir1RpTyBe9/+TJk9hsNoqKimhpaYkbSdnX18fk5CRr1qyhubmZyclJrFYrFRUVWk/06GmB2Y4dO8amTZsS1iKEQiGt2tvhcNxS77OYm4SzuO2oqsp37nqWrsYLcUMbTClGXu94idxlOZw/f56jR49qxUM1NTXXtSccGdkJ4fMJ7wtFUuhyPc10oGTOgNXr9dpVa6JZzfPd2eYu/vXF9+jp6GNp8SK+8v17Ka4o+oOfLxAI0NnZqbVTjbZIjU7hup6l8dlBbbPZWLNmjfb+TU1NcerUKex2O3a7PWYkJczMWTaZTCxbtozXX3+dLVu2kJeXp610XD5rub6+ntLS0rhixOjEL51Oh8PhuO3+PuY7CWdx2xm6MMI313wv4bKpzqCjuKaAjQ/N9Hy+++67URQFr9eLy+XC5XIRDF56XKIr1qiS3Gexmi4kfhGKFSXrDRTj+sT3ixtmfHxcWxqPBjbMdJib3Vd7LlNTU1pQ2+12LagnJiZmjlLZ7dpZ7mjB2IkTJ1i8eLHWD9tqtZKRkUFubm7MfnVDQwNFRUVahTVc2us2Go04HA6prJ6nJJzFbafunQb++hsv45nwJLx/ybp8nvzV12PCNiUlhezsbLKysq552TAy/WuY3A/44u/U5aDk1KIo8sGajFRVpbe3l5GRketaGp+cnNQaiUT7uU9MTNDW1kYoFEJRFK1grL6+nrKyMg4ePMgdd2zAoA+yYcNmdPqZK+Dm5maWLFmi/YMwPT3NqVOnsFgs3HHHHTdswIm4OSScxW2ntbaD5+59Ia4dZtSWezfy/LvPfObvo6o+VNceCHUD0fOtCmBGyXwZxbztM38PcWMFAgHOnj2L1+vVblMUhfT0dJYvXx6zNO52uzl9+jQA6enp5Obm0tHRweDgIAUFBTgcDo4c+ZCl2R+yOPM/MBv9KIoZUr5Ke889ZGUvZtGiRbjdbtrb27HZbJSWlkoo3yYknMVtJxKJ8NDixxgbip9FbLGZ+avf/sXnNuVJVb2o0wfA8xtQp8G0EcX+JIrxymP9xK1lbGyM7u7uOZfG3W631gFNVVUmJye5ePEi91U3kaIcQq+7NHM6ohoJqcuZNv2Ss51dpKWlXXUMpJh/JJzFbclZ9ynP7v4JoUCIUGCmKMxiM7P9q1v5y18+Llcn4jOLtv0cGRmJCezoVDLC/Wxe9SMM+vj+1uGImSHv0yxZ+ciNftkiSUg4i9vWcM8I//7z/6T1ow4yF6Zz3+O7uHOX7OWJL5bf76ezsxOb7j0Wpx9Ar5tjApTlfnQZ+2/sixNJQ8JZCCFuAtXzFurETwFv4i+wPIgu42c39DWJ5CGlokIIcTOYq4D4JW1g5qhdypWbrYj5TcJZCCFuAkWfB9a9oFze9csMhjVgkmr+25ksawshxE2iqiqq5yBMvwqRi6CkgXXvTEW/Yr7ZL0/cRBLOQgiRBFQ1Ik1phEbCWQghhEgy8m+aEEIIkWQknIUQQogkI+EshBBCJBkJZyGEECLJSDgLIYQQSUbCWQghhEgyEs5CCCFEkpFwFkIIIZKMhLMQQgiRZCSchRBCiCQj4SyEEEIkGQlnIYQQIslIOAshhBBJRsJZCCGESDISzkIIIUSSkXAWQgghkoyEsxBCCJFkJJyFEEKIJCPhLIQQQiQZCWchhBAiyUg4CyGEEElGwlkIIYRIMhLOQgghRJKRcBZCCCGSjISzEEIIkWQknIUQQogkI+EshBBCJBkJZyGEECLJSDgLIYQQSUbCWQghhEgyEs5CCCFEkpFwFkIIIZKMhLMQQgiRZP4fCDBNv0I8I5AAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "nx.write_adjlist(G,'/home/jet08013/GitHub/Talks/graphE/football.adj')\n", + "\n", + "node_list=range(len(G.nodes))\n", + "edge_list=[]\n", + "for x in G.edges():\n", + " edge_list.append((city_number[x[0]],city_number[x[1]]))\n", + "H=nx.Graph()\n", + "H.add_edges_from(edge_list)\n", + "c=np.zeros(len(H.nodes))\n", + "for i in big_ten:\n", + " c[city_number[i]]=1\n", + " \n", + "nx.draw(H,node_color=c,node_size=50,linewidth=10,line_color='grey',width=0.2)" + ] + }, + { + "cell_type": "code", + "execution_count": 768, + "metadata": {}, + "outputs": [], + "source": [ + "\n", + " \n", + "conf_dict={'0':'Atlantic','1':'Big East','2':'Big Ten','3':'Big Twelve','4':'USA','5':'Independents','6':'Mid-American','7':'Mountain West','8':'Pac Ten','9':'SEC','10':'Sun Belt','11':'Western'}" + ] + }, + { + "cell_type": "code", + "execution_count": 755, + "metadata": {}, + "outputs": [], + "source": [ + "nx.write_adjlist(H,'/home/jet08013/GitHub/Talks/graphE/football.adj')" + ] + }, + { + "cell_type": "code", + "execution_count": 762, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Number of nodes: 115\r\n", + "Number of walks: 1150\r\n", + "Data size (walks*length): 11500\r\n", + "Walking...\r\n", + "Training...\r\n" + ] + } + ], + "source": [ + "!deepwalk --format adjlist --input football.adj --representation-size 20 --walk\\\n", + "-length 10 --output football20.embeddings\n" + ] + }, + { + "cell_type": "code", + "execution_count": 763, + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "from sklearn.manifold import TSNE\n", + "emb=pd.read_table('/home/jet08013/GitHub/Talks/graphE/football20.embeddings',header=None,comment='#',skiprows=1,sep=' ')" + ] + }, + { + "cell_type": "code", + "execution_count": 764, + "metadata": {}, + "outputs": [], + "source": [ + "emb.head()\n", + "confs={x :G.node[city_names[x]]['value'] for x in H.nodes()}\n", + "emb['conf']=emb[0].map(confs)\n", + "X_raw=emb[list(range(1,21))]" + ] + }, + { + "cell_type": "code", + "execution_count": 765, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/jet08013/anaconda3/lib/python3.6/site-packages/sklearn/neighbors/base.py:371: RuntimeWarning: invalid value encountered in sqrt\n", + " result = np.sqrt(dist[sample_range, neigh_ind]), neigh_ind\n" + ] + } + ], + "source": [ + "X_embedded=TSNE(n_components=2).fit_transform(X_raw)" + ] + }, + { + "cell_type": "code", + "execution_count": 766, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(115, 2)" + ] + }, + "execution_count": 766, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "X_embedded.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 799, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "X_by_conferences={}\n", + "for i in range(12):\n", + " X_by_conferences[i]=X_embedded[emb[emb['conf']==i].index]\n", + "\n", + "a=[]\n", + "for i in range(12):\n", + " a.append(plt.scatter(X_by_conferences[i][:,0],X_by_conferences[i][:,1]))\n", + "fig.savefig('football_clusters.png')\n", + "jk=plt.legend(a,conf_dict.values(),bbox_to_anchor=(1.05,1))\n", + "\n", + "plt.savefig('football_clusters.png',additional_artists=[jk],pad_inches=1.0,bbox_inches='tight')\n", + "#plt.legend(bbox_to_anchor=(1.05, 1), loc=2, borderaxespad=0.)" + ] + }, + { + "cell_type": "code", + "execution_count": 797, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 797, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "jk" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.6.5" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/graphE/football.adj b/graphE/football.adj new file mode 100644 index 0000000..10c60fe --- /dev/null +++ b/graphE/football.adj @@ -0,0 +1,118 @@ +#/home/jet08013/anaconda3/lib/python3.6/site-packages/ipykernel_launcher.py -f /run/user/1000/jupyter/kernel-6eca8358-45ff-4a6e-a7e7-d034b589322b.json +# GMT Mon Jul 2 20:00:57 2018 +# +0 1 4 9 16 23 33 35 41 65 90 93 104 +1 25 27 33 37 45 57 89 101 103 105 109 +4 5 9 16 23 28 41 69 93 104 108 +9 8 16 22 23 41 64 93 104 108 +16 17 23 38 41 67 81 93 104 +23 22 41 78 90 93 104 111 +33 19 25 37 45 89 103 105 109 +35 19 29 30 34 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index 0000000..f44e7ae --- /dev/null +++ b/graphE/graphE.tex @@ -0,0 +1,189 @@ +\documentclass{beamer} +\newtheorem{remark}{Remark} +\usepackage{hyperref} +\usepackage{array} +\hypersetup{colorlinks,linkcolor=blue} +\begin{document} +\begin{frame} + \begin{center} + Deep Learning for Graph Embedding \\ + Section 4.2 of Cai, et. al. \\ + \end{center} + + \vskip 1.5in + Jeremy Teitelbaum \\ + July 6, 2018 +\end{frame} + +\begin{frame}{Graph Embedding} + \begin{problem} Given a (finite, but large) graph $G$ that represents some type of relationship among + entities, and an integer $n$, find a map $f:G\to \mathbf{R}^{n}$ that captures interesting features of the graph. + \end{problem} + + +\end{frame} +\begin{frame}{Deep Learning} + \begin{definition} \textbf{Deep Learning} is a buzzword that refers to a class of machine learning algorithms + that exploit a hierarchical, non-linear structure. + \end{definition} +\end{frame} + +\begin{frame}{Random Walk Methods} + Random walk embedding methods combine two ideas: + \begin{enumerate} + \item Random walks allow one to sample the neighborhood structure of a graph in an efficient way. + \item Methods developed for natural language processing, applied to samples obtained from random walks, yield a useful graph embedding. + \end{enumerate} +\end{frame} +\begin{frame}{Random Walks} + \begin{definition} A (standard) random walk on a graph $G$ is a sequence of vertices $v_0,v_1,\ldots$ of $G$ + constructed so that $v_{i+1}$ is chosen uniformly at random from among the neighbors of $v_{i}$. + \end{definition} + + \bigskip\noindent + A random walk is an example of a \textit{Markov Process}, which is a sequence of random variables with the property that the $i^{th}$ random variable depends only on the immediately preceeding one and not the entire history. + + \bigskip\noindent + There is a huge mathematical literature on such processes. +\end{frame} +\begin{frame}{Example} + \begin{tabular}{cc} + \includegraphics[width=1.8in]{karate.png} & \includegraphics[width=1.8in]{karate_walks.png}\\ + Karate club graph & Graph labelled by number of visits \\ + &by a 5000 step random walk \\ + \end{tabular} + \begin{remark} In the limit, the number of visits to each node is proportional to the number of neighbors it has. + \end{remark} +\end{frame} + +\begin{frame}{Short random walks capture local structure} + The following graph shows (American) football games played between Division IA colleges during Fall 2000. Python code for this example is \href{https://networkx.github.io/documentation/stable/auto_examples/graph/plot_football.html}{in the networkx documentation.} + \begin{center} + \includegraphics[width=3in]{football.png} + \end{center} + \begin{block}{} + \tiny{ M. Girvan and M. E. J. Newman, + Community structure in social and biological networks, + Proc. Natl. Acad. Sci. USA 99, 7821-7826 (2002)} + \end{block} +\end{frame} +\begin{frame}[fragile=singleslide]{Example of random walks} + The rows of this table are short random walks from the football graph, showing the team and their conference. + + \bigskip\noindent + Most teams play most of their games against their conference, so the short walks stay mostly, but not entirely, within the conference. The 'Big Ten' conference is in yellow. + + \tiny{ +\begin{verbatim} +Wyoming [ 7] AirForce [ 7] Army [ 4] Tulane [ 4] Memphis [ 4] +Washington [ 8] UCLA [ 8] SouthernCali [ 8] OregonState [ 8] SanDiegoStat [ 7] +UCLA [ 8] Stanford [ 8] NotreDame [ 5] WestVirginia [ 1] MiamiFlorida [ 1] +Rice [11] SanJoseState [11] Tulsa [11] LouisianaTec [11] LouisianaMon [10] +Rice [11] Oklahoma [ 3] TexasElPaso [11] NewMexicoSta [10] SouthCarolin [ 9] +FloridaState [ 0] Maryland [ 0] NorthCarolin [ 0] Duke [ 0] Clemson [ 0] +VirginiaTech [ 1] WestVirginia [ 1] Temple [ 1] Navy [ 5] TexasChristi [ 4] +Oklahoma [ 3] Baylor [ 3] Minnesota [ 2] Ohio [ 6] Buffalo [ 6] +Stanford [ 8] SouthernCali [ 8] Oregon [ 8] SouthernCali [ 8] Stanford [ 8] +TexasA&M [ 3] OklahomaStat [ 3] IowaState [ 3] Nebraska [ 3] Iowa [ 2] +\end{verbatim} + } +\end{frame} +\begin{frame}{Local probabilities} + + We try to capture the local structure of the graph by understanding the probability that a node $y$ appears close to a node $x$ in a random walk. + + \bigskip\noindent + Inspired by work in natural language processing, the authors of DeepWalk suggested considering the probabilities + $P_{w}(y|x)$ the probability that $y$ occurs somewhere in a random walk of length $w$ that has $x$ in the middle of it. + +\end{frame} +\begin{frame} + + Computing these probabilities in a large network is not feasible. We seek a dimension reduction + in the form of two maps $$\begin{matrix}n\mapsto u_n \\ n\mapsto v_n\end{matrix}:V\to \mathbf{R}^{k}$$ + with the property that, if $n$ and $m$ are nodes of $V$, then + $$ + p(n|m)=\frac{\exp(u_m\cdot v_n)}{\sum_{n} \exp(u_m\cdot v_n)} + $$ + is a good approximation to the $P_{w}$. Here $u_m\cdot v_n$ is the 'dot product': + $$ + (u_m^{(1)},u_m^{(2)},\ldots,u_m^{(k)})\cdot (v_n^{(1)},v_n^{(2)},\ldots,u_n^{(k)})=\sum u_{m}^{i}v_{n}^{i} + $$ + + The vectors $u_n$ give the graph embedding. + +\end{frame} +\begin{frame}{word2vec and SkipGrams} + The DeepWalk approach is modelled on the word2vec algorithm and the SkipGram concept introduced for natural language processing by Mikolov and his collaborators. + + They associate to every word $w$ in a large vocabulary two vectors $u_w$ and $v_w$ in such a way + that + $$ + P(w|w')=\frac{\exp(v_{w'}\cdot u_w)}{\sum_{w} \exp (v_{w'}\cdot u_w)} + $$ + estimates accurately the probability that if you look in English text and find an occurrence of the word $w'$, + the chance that $w$ occurs within some fixed distance of $w'$ is $P(w|w')$. + + \begin{block}{} + \tiny{ + Mikolov, et. al. Efficient Estimation of Word Representations in Vector Space. arXiv preprint:1301.3781. + } + \end{block} +\end{frame} +\begin{frame}{DeepWalk and word2vec} + \begin{tabular}{>{\hangindent=1em}p{2in}>{\hangindent=1em}p{2in}} + \textbf{word2vec}& \textbf{DeepWalk} \\ + \hline + Vocabulary & Nodes in a graph \\ + Context of a word & Short random walk centered on a node \\ + Corpus (Text) & Many sampled random walks \\ + Word Vector & Node vector \\ + Probability that a word w occurs near a word v & Probability that a node v is in a short random walk from v' \\ + \end{tabular} + \end{frame} + + \begin{frame}{Maximum Likelihood} + The vectors $u_m,v_n$ associated to nodes in the graph $G$ are selected by the maximum likelihood principle. + + \bigskip\noindent + The Likelihood of an observation given a set of probabilities is just the chance of that observation for the given probabilities. In maximum likelihood estimation, one adjusts the probabilities until the likelihood of the observed data is maximal for all possible choices of probabilities. + + \bigskip\noindent + Suppose that 1000 flips of a coin generate 200 heads and 800 tails. This is most likely to occur if the probability of a head is $.2$. That's the maximum likelihood estimate in this case. + \end{frame} + \begin{frame}{Stochastic Gradient Descent} + In the case of word2vec or deepwalk, it is impractical to directly calculate the maximum likelihood. Instead, one uses an iterative technique to find parameters that are 'good.' The basic iterative technique is called \textbf{stochastic gradient descent.} + + \bigskip\noindent + The principle is to look at each sample outcome and compute its likelihood; then to make a small change in the parameters which makes that particular outcome more likely. Iterating over all the outcomes, the probabilites get moved into the right place. + + \bigskip\noindent + In the coin flipping example, the idea would be: each time you get an H, move the probability of heads up a bit; each time you get a T, move it down. + + \bigskip\noindent + If done carefully this will converge to a good estimate of the maximum likelihood. + \end{frame} + \begin{frame}{The Football Example} + We can still run the deepwalk code against the football example, which has 115 teams, and 613 games. We choose + an embedding into 20 dimensional space so we end up with 2300 numbers. + (For reference the adjacency matrix of the graph has about 6500 numbers). + + Applying TSNE to the result we get the following picture, colored by the conference that the teams belong to. + + \includegraphics[width=4in]{football_clusters.png} + \end{frame} + \begin{frame}{Remarks for further study} + \begin{block}{Optimizing the computation} + Computing the softmax function is very inefficient because the normalization step requires a sum + over all of the nodes of the graph. \textit{Negative Sampling} and \textit{Hierarchical Softmax} are approaches to dealing with this bottleneck. + \end{block} + \begin{block}{Modifying the algorithm and adjusting the hyperparameters} + There are many ways to vary the way the random walk is carried out, and one can vary the lengths of the walks and the number of nodes chosen within each random walk. One can also modify the way the random walk is constructed (for example, by weighting the edges in some way). The program \texttt{node2vec} has many capabilities of this type. + \end{block} +\end{frame} +\end{document} + +%%% Local Variables: +%%% mode: latex +%%% TeX-master: t +%%% End: diff --git a/graphE/karate.png b/graphE/karate.png new file mode 100644 index 0000000..97bb398 Binary files /dev/null and b/graphE/karate.png differ diff --git a/graphE/karate_walks.png b/graphE/karate_walks.png new file mode 100644 index 0000000..143fcd7 Binary files /dev/null and b/graphE/karate_walks.png differ diff --git a/index.html b/index.html new file mode 100644 index 0000000..7dc7c5d --- /dev/null +++ b/index.html @@ -0,0 +1,53 @@ + + + + + + Talks by jet08013 + + + + + + + +
+
+

Talks

+

selected talks by Jeremy Teitelbaum

+ +

View the Project on GitHub jet08013/Talks

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+ + + + + + + + + + + + + + + + + +
DirectoryContents
ctnt2018ECM Method @ Connecticut Number Theory Week, June, 2018
graphERandom Walk methods @ JAX working group on graph embedding, July 2018
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+ + + + diff --git a/javascripts/scale.fix.js b/javascripts/scale.fix.js new file mode 100644 index 0000000..87a40ca --- /dev/null +++ b/javascripts/scale.fix.js @@ -0,0 +1,17 @@ +var metas = document.getElementsByTagName('meta'); +var i; +if (navigator.userAgent.match(/iPhone/i)) { + for (i=0; i