diff --git a/demos/System_Dynamics/Compartment_Models/lab_notebook.ipynb b/demos/System_Dynamics/Compartment_Models/lab_notebook.ipynb
index dfa41bc..1fab435 100644
--- a/demos/System_Dynamics/Compartment_Models/lab_notebook.ipynb
+++ b/demos/System_Dynamics/Compartment_Models/lab_notebook.ipynb
@@ -129,7 +129,6 @@
},
{
"cell_type": "markdown",
- "metadata": {},
"source": [
"# SIR model\n",
"\n",
@@ -169,19 +168,13 @@
"In the first model built, the definition of parameters is up to the user and they are not time dependent, i.e., we have a deterministic and time-invariant system. This means that if we make a simulation with the same initial populations and parameters 100 times, we will get 100 equal results.\n",
"\n",
"Evidently, this is not how real world works and it will not allow us to reach our goal of creating multiple spread scenarios, so it's quite important that stochasticity is added to the model."
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "## SIR model stock and flow diagram\n",
- "Before properly building the model, it's essential to graphically represent it so that our problem is conceptually understood.\n",
- "\n",
- "The following stock and flow diagram shows how the information flows through the SIR model stocks of populations.\n",
- "\n",
- "![SIR model mechanism](images/sir_model_stock_flow.png)"
- ]
+ ],
+ "metadata": {
+ "collapsed": false,
+ "pycharm": {
+ "name": "#%% md\n"
+ }
+ }
},
{
"cell_type": "markdown",
@@ -813,4 +806,4 @@
},
"nbformat": 4,
"nbformat_minor": 4
-}
+}
\ No newline at end of file
diff --git a/demos/System_Dynamics/prey_predator_sd/Predator_Prey_SD_model.ipynb b/demos/System_Dynamics/prey_predator_sd/Predator_Prey_SD_model.ipynb
index 52fdf48..40255e2 100644
--- a/demos/System_Dynamics/prey_predator_sd/Predator_Prey_SD_model.ipynb
+++ b/demos/System_Dynamics/prey_predator_sd/Predator_Prey_SD_model.ipynb
@@ -2,7 +2,11 @@
"cells": [
{
"cell_type": "markdown",
- "metadata": {},
+ "metadata": {
+ "pycharm": {
+ "name": "#%% md\n"
+ }
+ },
"source": [
"## Predator Prey Systems Dynamics modelling\n",
"\n",
@@ -22,7 +26,11 @@
{
"cell_type": "code",
"execution_count": 1,
- "metadata": {},
+ "metadata": {
+ "pycharm": {
+ "name": "#%%\n"
+ }
+ },
"outputs": [
{
"name": "stdout",
@@ -36,16 +44,14 @@
"\\___/\\__,_/\\__,_/\\____/_/ |_/_____/\n",
"by cadCAD\n",
"\n",
+ "cadCAD Version: 0.4.28\n",
"Execution Mode: local_proc\n",
- "Configuration Count: 1\n",
- "Dimensions of the first simulation: (Timesteps, Params, Runs, Vars) = (1000, 6, 1, 2)\n",
+ "Simulation Dimensions:\n",
+ "Entire Simulation: (Models, Unique Timesteps, Params, Total Runs, Sub-States) = (1, 1000, 6, 1, 2)\n",
+ " Simulation 0: (Timesteps, Params, Runs, Sub-States) = (1000, 6, 1, 2)\n",
"Execution Method: local_simulations\n",
- "SimIDs : [0]\n",
- "SubsetIDs: [0]\n",
- "Ns : [0]\n",
- "ExpIDs : [0]\n",
"Execution Mode: single_threaded\n",
- "Total execution time: 0.28s\n"
+ "Total execution time: 0.04s\n"
]
}
],
@@ -66,8 +72,12 @@
},
{
"cell_type": "code",
- "execution_count": null,
- "metadata": {},
+ "execution_count": 2,
+ "metadata": {
+ "pycharm": {
+ "name": "#%%\n"
+ }
+ },
"outputs": [],
"source": [
"# observe the dataset"
@@ -75,111 +85,19 @@
},
{
"cell_type": "code",
- "execution_count": 2,
- "metadata": {},
+ "execution_count": 3,
+ "metadata": {
+ "pycharm": {
+ "name": "#%%\n"
+ }
+ },
"outputs": [
{
"data": {
- "text/html": [
- "
\n",
- "\n",
- "
\n",
- " \n",
- " \n",
- " | \n",
- " prey_population | \n",
- " predator_population | \n",
- " simulation | \n",
- " subset | \n",
- " run | \n",
- " substep | \n",
- " timestep | \n",
- "
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- " \n",
- " \n",
- " \n",
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- "
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- " 3 | \n",
- "
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- " \n",
- " 4 | \n",
- " 112.00 | \n",
- " 42.00 | \n",
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- " 1 | \n",
- " 4 | \n",
- "
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- " \n",
- " 5 | \n",
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- " 1 | \n",
- " 1 | \n",
- " 5 | \n",
- "
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- " \n",
- "
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- "
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- ],
- "text/plain": [
- " prey_population predator_population simulation subset run substep \\\n",
- "1 103.00 48.00 0 0 1 1 \n",
- "2 106.00 46.00 0 0 1 1 \n",
- "3 109.00 44.00 0 0 1 1 \n",
- "4 112.00 42.00 0 0 1 1 \n",
- "5 115.00 40.00 0 0 1 1 \n",
- "\n",
- " timestep \n",
- "1 1 \n",
- "2 2 \n",
- "3 3 \n",
- "4 4 \n",
- "5 5 "
- ]
+ "text/plain": " prey_population predator_population simulation subset run substep \\\n1 103.00 48.00 0 0 1 1 \n2 106.00 46.00 0 0 1 1 \n3 109.00 44.00 0 0 1 1 \n4 112.00 42.00 0 0 1 1 \n5 115.00 40.00 0 0 1 1 \n\n timestep \n1 1 \n2 2 \n3 3 \n4 4 \n5 5 ",
+ "text/html": "\n\n
\n \n \n | \n prey_population | \n predator_population | \n simulation | \n subset | \n run | \n substep | \n timestep | \n
\n \n \n \n 1 | \n 103.00 | \n 48.00 | \n 0 | \n 0 | \n 1 | \n 1 | \n 1 | \n
\n \n 2 | \n 106.00 | \n 46.00 | \n 0 | \n 0 | \n 1 | \n 1 | \n 2 | \n
\n \n 3 | \n 109.00 | \n 44.00 | \n 0 | \n 0 | \n 1 | \n 1 | \n 3 | \n
\n \n 4 | \n 112.00 | \n 42.00 | \n 0 | \n 0 | \n 1 | \n 1 | \n 4 | \n
\n \n 5 | \n 115.00 | \n 40.00 | \n 0 | \n 0 | \n 1 | \n 1 | \n 5 | \n
\n \n
\n
"
},
- "execution_count": 2,
+ "execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
@@ -190,8 +108,12 @@
},
{
"cell_type": "code",
- "execution_count": null,
- "metadata": {},
+ "execution_count": 4,
+ "metadata": {
+ "pycharm": {
+ "name": "#%%\n"
+ }
+ },
"outputs": [],
"source": [
"# plot the data"
@@ -199,25 +121,25 @@
},
{
"cell_type": "code",
- "execution_count": 3,
- "metadata": {},
+ "execution_count": 5,
+ "metadata": {
+ "pycharm": {
+ "name": "#%%\n"
+ }
+ },
"outputs": [
{
"data": {
- "text/plain": [
- ""
- ]
+ "text/plain": ""
},
- "execution_count": 3,
+ "execution_count": 5,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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zzjmHBx98EICtW7eyZ88ejjvuuEnv6UijoCciIiIiIgCccMIJrFmzhuXLl9PV1cV111130ON1dXWsXr2ayy+/nOXLl7Nq1Spef/310cc//OEP09DQwLJlyyZ9nZKSEl599VVOP/10/vKXv/CVr3wFgDVr1nDjjTeyfPlympqaRo8DVFVV8Za3vIVrr72We+65B4D3v//9dHV1sWLFCn7wgx+wdOnSw17rwx/+MOvWrWPlypU8+OCDHH/88QDU1NRw1llncdJJJ3HjjTcedM4//dM/MTIywsknn8xll13G6tWrD6rkHQ3MZGXJI9nKlSvtunXrMj0MEREREZEZe+211zjhhBMyOobm5ubRrpOJuv766zn11FP5+Mc/PunzSktL6evri/u65513Ht/97ndZuXJlwmM72o33M2KMWW+tHfeLojV6IiIiIiIyY6effjolJSX8+7//e6aHIijoiYiIiIgI0NjYOKNq3vr16w87duaZZxKJRA469sADD0yrmgfw1FNPJTyuXKWgJyIiIiIiKfHCCy9kegg5a8pmLMaYe40xHcaYw+K9MeYGY4w1xtSOOXaTMWa7MWaLMeaCMcdPN8Zsch+7w7j9UY0xhcaYR9zjLxhjGpNzayIiIiIiIrkpnq6bq4ELDz1ojGkAzgf2jDm2DPggcKJ7zl3GGI/78A+Aa4Al7j+xa34c6LbWHgv8B/CtRG5E5Gg3ErV89mdNvPv7a9nU0pPp4YiIiIjIUWzKoGetfRroGueh/wA+D4xt23kx8FNrbcRauwvYDpxhjJkDlFtrn7NOm8/7gfeOOWeN+/HPgXeYeHZMFMkyP3l+N7/c0Mqm1h6++MuNRKNHZ0dcEREREcm8hPbRM8a8B2i11r58yEPzgL1jPm9xj81zPz70+EHnWGuHgR6gZoLXvcYYs84Ys87v9ycydJEjkrWWNc82s3JhFd9+/3JebeulqSWQ6WGJiIiIyFFq2kHPGFMMfBn4yngPj3PMTnJ8snMOP2jt3dbaldbalXV1dfEMV+So8Pr+IDsP9PO+0+Zx/rJZGANPb9UfM0REROTo9NRTT3HRRRdN+pympiZ+97vfpWlEM7d69Wquv/76SZ/z1FNP8eyzz45+/sMf/pD7778/1UMbVyIVvcXAIuBlY0wzMB/YYIyZjVOpaxjz3PlAm3t8/jjHGXuOMSYfqGD8qaIiWevPr7UDcMGJs6kq8bJ8XoWCnoiIiBxxRkZGknatRILe8PBw0l4/FQ4Netdeey1XXnllRsYy7e0VrLWbgPrY527YW2mtPWCM+Q3wkDHmdmAuTtOVF621I8aYoDFmFfACcCXwffcSvwGuAp4DPgD8xV3HJ5Iz/re5m+NmlVFbWgjAGYuqWfPcboZHouR7EpphLSIiIker338R9m9K7jVnnwx/981Jn9Lc3MyFF17ImWeeyUsvvcTSpUu5//77WbZsGVdffTV/+tOfuP7666murubmm28mEomwePFi7rvvPkpLS/nDH/7AZz7zGWpraznttNNGr/viiy/ymc98hlAoRFFREffddx+LFi3iK1/5CqFQiLVr13LTTTdx/vnnc/XVV7Nz506Ki4u5++67Wb58ObfccgttbW00NzdTW1vLQw89dNjYV69ezaOPPkokEmHXrl186EMf4uabbwbg9ttv59577wXgE5/4BJ/5zGcmvNfi4mIaGxtZt24dtbW1rFu3jhtuuOGwffwee+wxbr31VgYHB6mpqeHBBx8kFArxwx/+EI/Hw09+8hO+//3v8+c//5nS0lJuuOEGmpqauPbaaxkYGGDx4sXce++9VFVVcd5553HmmWfy5JNPEggEuOeee3jrW986w294fNsrPIwTwo4zxrQYYz4+0XOtta8CPwM2A38APmWtjcX+64D/wmnQsgP4vXv8HqDGGLMd+CzwxQTvReSoNBK1bNjdzcrGqtFjx80uZ3A4SnPnQAZHJiIiIrlmy5YtXHPNNWzcuJHy8nLuuusuAHw+H2vXruWd73wnt956K0888QQbNmxg5cqV3H777YTDYT75yU/y2GOP8cwzz7B///7Rax5//PE8/fTTvPTSS3zta1/jS1/6El6vl6997WtcdtllNDU1cdlll3HzzTdz6qmnsnHjRr7+9a8fVAlbv349v/71r8cNeTEvvvgiDz74IE1NTfz3f/8369atY/369dx333288MILPP/88/z4xz/mpZdemvRe43H22Wfz/PPP89JLL/HBD36Qb3/72zQ2NnLttdfyr//6rzQ1NR0W1q688kq+9a1vsXHjRk4++WS++tWvjj42PDzMiy++yPe+972Djs/ElBU9a+3lUzzeeMjntwG3jfO8dcBJ4xwPA5dONQ6RbLW1PUgwMnxQ0Dt+dhkAW/YHOba+NFNDExERkUyYovKWSg0NDZx11lkAXHHFFdxxxx0AXHbZZQA8//zzbN68efQ5g4ODvPnNb+b1119n0aJFLFmyZPTcu+++G4Cenh6uuuoqtm3bhjGGoaGhcV977dq1/OIXvwDg7W9/O52dnfT0OFtOvec976GoqGjSsZ9//vnU1Dg9HS+55BLWrl2LMYb3ve99lJSUjB5/5plneM973jPuvd5www1xfZ1aWlq47LLL2LdvH4ODgyxatGjS5/f09BAIBDj33HMBuOqqq7j00jci0CWXXALA6aefTnNzc1xjmIrmhIlk2KttvQCcPK9y9Nix9aV48gxb9vdmalgiIiKSgw7d5Sz2eSwoWWs5//zzaWpqoqmpic2bN3PPPfeMe27Mv/3bv/G2t72NV155hccee4xwODzu88ZbvXXo60937JOtCJvoXvPz84lGowATjvXTn/40119/PZs2beJHP/rRhM+LV2Ghs3zH4/EkbR2igp5Ihr22rxdfQR6Lat/4BeYr8LCwupjt/r4MjkxERERyzZ49e3juuecAePjhhzn77LMPenzVqlX87W9/Y/v27QAMDAywdetWjj/+eHbt2sWOHTtGz43p6elh3jxnZ7XVq1ePHi8rKyMYDI5+fs455/Dggw8CTlOT2tpaysvL4x77448/TldXF6FQiF/96lecddZZnHPOOfzqV79iYGCA/v5+Hn300dEplRPda2NjI+vXrwcYrTAeauw9rVmzZvT4ofcUU1FRQVVVFc888wwADzzwwGh1L1UU9EQybHNbL8fNLseTd/BflRqqi9nbFcrQqERERCQXnXDCCaxZs4bly5fT1dXFddddd9DjdXV1rF69mssvv5zly5ezatUqXn/9dXw+H3fffTfvete7OPvss1m4cOHoOZ///Oe56aabOOussw7q2vm2t72NzZs3s2LFCh555BFuueUW1q1bx/Lly/niF794UICKx9lnn81HPvIRVqxYwfvf/35WrlzJaaedxkc/+lHOOOMMzjzzTD7xiU9w6qmnTnqvN998M//yL//CW9/6Vjwez7ivdcstt3DppZfy1re+ldra2tHj7373u3n00UdZsWLFaKiLWbNmDTfeeCPLly+nqamJr3xlvN3qksccrQ0uV65cadetW5fpYYjMiLWWU//v4/zdSbP5xiXLD3rsy49u4n827aPpK/9fhkYnIiIi6fLaa69xwgknZHQMzc3NXHTRRbzyyisZHUciVq9ezbp167jzzjvjev7ReK/j/YwYY9Zba1eO93xV9EQyqKt/kMDAEMfWlx32WEN1MYGBIYLh8Rcsi4iIiIhMZNr76IlI8jR39gNwTO3hC4wbqooB2NsVYtncgrSOS0RERHJPY2PjEV/h+uMf/8gXvvCFg44tWrSIRx99lI9+9KNxX+douNeZUtATyaCdfifoNY4X9KqdFsJ7uwdYNjf+hcgiIiJydLLWTti5UhwXXHABF1xwQaaHkXaJLLfT1E2RDGru7Cc/zzC/6vB9YeZVOsfaAmrIIiIiku18Ph+dnZ0JvaGX7GatpbOzE5/PN63zVNETyaBdB/ppqC6mwHP431yqS7wUeAwdwUgGRiYiIiLpNH/+fFpaWvD7/ZkeihyBfD4f8+fPn9Y5CnoiGbTT33/Q/nljGWOoL/PR3juzDThFRETkyFdQUMCiRYsyPQzJIpq6KZIh0ahld+cAjTXjBz2AurJC/KroiYiIiMg0KeiJZEh7MExoaIRFdRMHvVnlharoiYiIiMi0KeiJZMiuAxNvrRDjTN1URU9EREREpkdBTyRDYkFvvK0VYmaVF9ITGiI8NJKuYYmIiIhIFlDQE8mQPV0DeD15zCmfuFVufZnzmNbpiYiIiMh0KOiJZEhrd4g5lT7y8ibeGLW2zAvAgT4FPRERERGJn4KeSIa0BkKjm6JPpKrYCXpd/YPpGJKIiIiIZAkFPZEMae2eOujVlBQC0KmgJyIiIiLToKAnkgGR4RE6ghHmVU0e9KpLVdETERERkelT0BPJgP09zt54U1X0SrwevPl5CnoiIiIiMi0KeiIZ0NodAqYOesYYakq8CnoiIiIiMi0KeiIZ0BJwg94UUzcBqhX0RERERGSaFPREMqAtEMIYmFMRX9BTMxYRERERmQ4FPZEMaO0OUV9WiDd/6v8Enamb2kdPREREROKnoCeSAfHsoRdTVeKlu38oxSMSERERkWyioCeSAa2BEHPjDHqVRV76IsMMj0RTPCoRERERyRYKeiJpFo1a9gXCcTViAagoygegNzycymGJiIiISBZR0BNJs66BQQZHosyNoxELQGWxs2l6YEANWUREREQkPgp6ImkW2yx9VrkvrudXFBcAEAhpnZ6IiIiIxEdBTyTNYkFvTkWcQa/ICXo9CnoiIiIiEicFPZE029/rBL3ZcQa9yljQG1DQExEREZH4KOiJpNn+njCePENtaWFcz9caPRERERGZLgU9kTTb3xumrrQQT56J6/nlPqfrZk9IXTdFREREJD4KeiJp1t4bjnvaJkC+J4+ywnwCIVX0RERERCQ+CnoiabavJ8zsODtuxlQUF2iNnoiIiIjETUFPJM3ae6ZX0QMo9xWo66aIiIiIxE1BTySN+iLDBCPD0w56Zb58+iJaoyciIiIi8VHQE0mj2B560526WebLJxhW0BMRERGR+CjoiaRRu7uH3qxpB70CVfREREREJG4KeiJpNFrRm+bUzdLCfIJhrdETERERkfgo6Imk0f7exKZulrpr9Ky1qRiWiIiIiGQZBT2RNOroDVPmy6fI65nWeWW+fIZGLJHhaIpGJiIiIiLZREFPJI38fRHqywqnfV5ZYT6AGrKIiIiISFwU9ETSyB+MUJdA0Cv1OUFPDVlEREREJB4KeiJp5AS96a3PAygrLACgTxU9EREREYmDgp5IGvmDEepKE6/oqfOmiIiIiMRDQU8kTfojw/QPjiQ2dTO2Rk9TN0VEREQkDgp6ImlyoC8CkFDQK/dp6qaIiIiIxE9BTyRN/EEn6CXSdVNTN0VERERkOhT0RNIkFvRmMnVTXTdFREREJB4KeiJp4p/B1E1vfh6F+XlaoyciIiIicVHQE0kTfzCCJ89QVexN6PwyX742TBcRERGRuCjoiaSJPxihpsSLJ88kdH5pYb6asYiIiIhIXBT0RNLE2Sx9+tM2Y8p8BVqjJyIiIiJxUdATSRN/38yCXmlhvrpuioiIiEhcFPRE0qSjN0Jd6QyCntboiYiIiEicFPRE0iAatRyYYUWvzJevqZsiIiIiEhcFPZE0CISGGI7amQW9QlX0RERERCQ+CnoiaTCTzdJjYs1YrLXJGpaIiIiIZCkFPZE0GA16M1yjNxK1hIeiyRqWiIiIiGQpBT2RNPD3hYGZVfRKC/MB1HlTRERERKY0ZdAzxtxrjOkwxrwy5th3jDGvG2M2GmMeNcZUjnnsJmPMdmPMFmPMBWOOn26M2eQ+docxxrjHC40xj7jHXzDGNCb3FkUyLzlTN92gp4YsIiIiIjKFeCp6q4ELDzn2OHCStXY5sBW4CcAYswz4IHCie85dxhiPe84PgGuAJe4/sWt+HOi21h4L/AfwrURvRuRI5Q9G8BXkjVblEjEa9NSQRURERESmMGXQs9Y+DXQdcuxP1trYu83ngfnuxxcDP7XWRqy1u4DtwBnGmDlAubX2Oet0krgfeO+Yc9a4H/8ceEes2ieSLfxBZ2uFmfxoF3udoDcwqKAnIlDIlzkAACAASURBVCIiIpNLxhq9q4Hfux/PA/aOeazFPTbP/fjQ4wed44bHHqBmvBcyxlxjjFlnjFnn9/uTMHSR9PD3zWyzdIBir1McH4iMJGNIIiIiIpLFZhT0jDFfBoaBB2OHxnmaneT4ZOccftDau621K621K+vq6qY7XJGMiVX0ZmK0ojekoCciIiIik0s46BljrgIuAj5s39jYqwVoGPO0+UCbe3z+OMcPOscYkw9UcMhUUZGjXTKCXklhrKKnqZsiIiIiMrmEgp4x5kLgC8B7rLUDYx76DfBBt5PmIpymKy9aa/cBQWPMKnf93ZXAr8ecc5X78QeAv1jtCC1ZZHA4SvfAEHWlvhldJ1bR6x9URU9EREREJjdlC0BjzMPAeUCtMaYFuBmny2Yh8LjbXOJ5a+211tpXjTE/AzbjTOn8lLU29q70OpwOnkU4a/pi6/ruAR4wxmzHqeR9MDm3JnJk6Oyf+dYKMHaNnip6kpgXdnbyg7/uYPm8Cv7lnUvx5KnvlYiISLaaMuhZay8f5/A9kzz/NuC2cY6vA04a53gYuHSqcYgcrWJ76NXPMOgVePLwevK0Rk8S0tI9wCfuX0cwPMxTW/x48/O4/u1LMj0sERERSZFkdN0UkUkkY7P0mOJCjyp6kpAfPLWDyFCUZz7/Nt5xfD3/tXYX/fpZEhERyVoKeiIplsygV+LN1xo9mbae0BC/2NDC+06dR0N1MZ885xgCA0P85fWOTA9NREREUkRBTyTFYkGvptQ742sVeT3aMF2m7YnN7YSHolx+5gIA3tRYTXWJlydea8/wyERERCRVFPREUszfF6GyuIDCfM+Mr1Xi9TCgip5M0+9f2ce8yiJOmV8BgCfP8Lbj6nny9Q6iUTU5FhERyUYKeiIp5g9GqCud+bRNcLZYGIgo6En8IsMjrN1+gPOXzcLtkgzAmxfX0BseZoe/L4OjExERkVRR0BNJsWRslh5TUuihX1M3ZRpe2hMgPBTlrGNrDzq+oqFy9HERERHJPgp6Iinm70te0Cvy5mvqpkzLszs6yTNwxqLqg44fU1tCuS+fl/Z2Z2hkIiIikkoKeiIpZK2lozd5UzdL1IxFpmnD7m5OmFNORVHBQcfz8gzL51fySmtvhkYmIiIiqaSgJ5JC/YMjhIZGklbR0xo9mQ5rLRtbAiyfXznu40tmlbK9o08NWURERLKQgp5ICiVzDz14Y42etXpjLlPb3TlAb3h4tNvmoZbOKiM0NEJrIJTmkYmIiEiqKeiJpFCyg16R10PUQmQ4mpTrSXbb2NoDwMkTBr1SALa2B9M2JhEREUkPBT2RFEp6Rc+bD6CGLBKXjXsDFObnsXRW2biPH1vvHN/ari0WREREso2CnkgK+YNhgCTuo+dsut4fUUMWmdrG1h6WzS2nwDP+r/qKogJqSrzs7uxP88hEREQk1RT0RFLI3xfBk2eoKvYm5XolharoSXxGopZXWntYPm/8aZsxC2qK2d05kKZRiYiISLoo6ImkkD8YobbUS16eScr1Rit62mJBprDrQD8DgyOcNEXQW1hdzJ4uBT0REZFso6AnkkL+YPI2SwdnewWAkCp6MoVtboOV42eXT/q8BTUl7OsJMagGPyIiIllFQU8khfx9ydssHbRGT+K3raMPY+DY+tJJn7ewupiohZZuVfVERESyiYKeSAolu6KnNXoSr63tQeZXFVHk/nFgIgtqigE0fVNERCTLKOiJpEg0ajnQN5jcoKc1ehKn7R19LKkff1uFseZWFgGwryec6iGJiIhIGinoiaRI98AgI1Gb1KmbseqM1ujJZIZHouz097Nk1uTTNgFmlRWSZ2BfIJSGkYmIiEi6KOiJpIi/z9ksvb7cl7Rrxpqx9EcU9GRiu7sGGByJxlXRy/fkMavcR2tAFT0REZFsoqAnkiL+oBP0kjl105Nn8BXkMaCpmzKJbe19ACyZohFLzJwKH/t6VNETERHJJgp6IikyGvSSOHUToMSbrzV6MqnY1gpTddyMmVNZRJumboqIiGQVBT2RFElFRQ+cdXrquimT2dbRx7zKotEurVOZV1lEW08Ya22KRyYiIiLpoqAnkiL+YIRiryfuN9vxKvHmM6A1ejKJXQf6OaauJO7nzyr3MTgcpSc0lMJRiYiISDop6ImkiL8vuXvoxRQXejR1UyZkraX5QD+LauMPerGf01gVWkRERI5+CnoiKeIPRpK+Pg+gqMBDeEgVPRlfZ/8gwcgwjTXTCHruz2msU6yIiIgc/RT0RFLEH0xNRa+owENIQU8m0HygH0AVPRERkRynoCeSIqmaulnk9WjDdJnQLjfoNU4n6JUq6ImIiGQbBT2RFIgMjxAYGErZ1E0FPZlIc2c/njzD/KqiuM8pL8rH68nT1E0REZEsoqAnkgIH+gaB5G+tAG5FT1M3ZQLNBwZoqCqiwBP/r3djDHVlharoiYiIZBEFPZEUSNUeeqA1ejK5XQf6pzVtM6ZWQU9ERCSrKOiJpEAqg56vwEN4KEo0qs2t5WDWWpo7+6fVcTOmrrRwtBItIiIiRz8FPZEUSGlFz+sBIDIcTfq15ejmD0YYGByZVsfNGE3dFBERyS4KeiIpEHvDXFOSmqmbgKZvymF2dw0AsLCmeNrn1pUV0tUfYUSVYhERkaygoCeSAv6+MFXFBXjzk/+fWKyip6Anh9rT6QS9BdWJBb2ohc5+VfVERESygYKeSAqkarN0GFPRGxxOyfXl6LW3ewBjYN40tlaI0V56IiIi2SU/0wMQyUbpCXpaoycH29M1wOxyH4X5nmmfW1fmBRT0ZGK94SF+8vxuPMZwxaqFlBTqLYSIyJFMv6VFUsDfF+H0BVUpubambspEWrpCNFRNf9omQF2pD1DQk/ENDke58p4XadobAODZHZ3c+9E34ckzGR6ZiIhMRFM3RZLMWpvSip5PzVhkAnu7B2hIYH0eQK1b0dMWCzKee9buomlvgP/80Gn834tP5K9b/fzx1f2ZHpaIiExCQU8kyfoiw4SHommYuqmgJ2+IDI+wvzdMQ/X01+cBFHvzKfF6ONCnip4cLDQ4wo+f2cm5S+t41/I5fOjMhTTWFPOjp3dmemgiIjIJBT2RJItNfasv86Xk+rGpm2FV9GSM1u4Q1pLw1E2AymIv3QOq6MnB/vDqPrr6B/nHc48BwJPnrNF7eW+A3Z39GR6diIhMREFPJMlSuVk6QLEb9AZU0ZMx9naHAFiQwB56MdUlXrr7FfTkYL/c0Mr8qiJWLaoZPXbBibMBNH1TROQIpqAnkmT+vtQGPa3Rk/HscTdLn1lFr4DugaFkDUmyQM/AEM/u6OQ9p8wlb0zjlYbqYk6YU86Tr/szODoREZmMgp5Iko1W9EpTu0ZPUzdlrJauAbz5edTP4A8MVcVeApq6KWM8tbWDkajlnctmHfbYqmOqeWlvN4PD2upFRORIpKAnkmT+YIQCj6GiqCAl1y/wGDx5Rs1Y5CB7uweYX1l0UNVluqqKC+jS1E0Z4y+vd1BT4mXF/MrDHjujsZrwUJRX2noyMDIREZmKgp5IkvmDEWpLC2f0hnsyxhiKCjyauikH2dOV+NYKMZXFXnrDwwyPqEIjzlYxL+zs4s2La8b9ffamRdUArGvuSvfQREQkDgp6Iknm70vdHnoxPgU9OcTerlDCWyvEVJc4e+n1hLROT5yfqf29Yc50A92haksLmVvh49W23jSPTERE4qGgJ5Jk/mAkZevzYoq8eZq6KaN6QkP0hIZm1IgFnGYsgBqyCAAvupW6M8Z02zzUifMqeKVVUzdFRI5ECnoiSeYPpr6iV1yQr6Ano/a6HTcXzHDqZlWxU9HTXnoC8OKuTiqLC1hSXzrhc06cW87OA/0MDA6ncWQiIhIPBT2RJBqJWjr7B1M/ddOrqZvyhpZud2uFZAU9NWQR4MVdXaxcWD3peuMT51ZgLby2L5jGkYmISDwU9ESSqHtgkJGoTXnQKyrIU9CTUXu7nM3SZzp1s6rEmboZ0NTNnNfRG6a5c2DC9XkxsWrfjo6+dAxLRESmQUFPJIlSvYdeTFGBR/voyajWQIiywnwqime2pYembkpM094AAKctrJr0eQ3VxXjz89juV9ATETnSKOiJJFFHLOiluqLn9WiNnoxq6Q4xt3JmHTcBir0evJ48uhT0ct4rrT3kGVg2p3zS53nyDMfUlrCtXVM3RUSONAp6IknkT1PQ8xV4GFDQE1dbIMS8qpkHPWMMlcUFBPo1dTPXbWrtYUl9GUVez5TPPba+VBU9EZEjkIKeSBLFgl6tpm5KGrUGQsyt9CXlWtUlXk3dzHHWWja19nLivMmreTGL60pp6Q4RGdbvJBGRI4mCnkgS+YMRSrweSgrzU/o6xeq6Ka6+yDA9oSHmVc6sEUtMZXGBgl6Oa++NcKAvwsnzKuJ6fkN1MdZCWyCc4pGJiMh0KOiJJJG/L/V76IFT0QsNjWCtTflryZGtLeB03ExWRa+q2KsN03PcJncD9LiDnjttOLafo4iIHBkU9ESSyB8MpyXo+bwerIXIcDTlryVHtlY36M1Pwho9gMpiLwFV9HLaaCOWufFN3Yzt37i3W0FPRORIoqAnkkT+YPoqeoDW6Qmt3bGKXnKCXnVJAd0DQ6oW57BX23o4pq6UYm98U9Bnlfso8JjR/RxFROTIoKAnkkT+YCTle+jBG0FP6/SkLRAiP89QX5a8qZsjUUtveDgp15Ojz+v7g5wwxbYKY3nyDPMqi1TRExE5wijoiSRJeGiE3vAw9eXJecM9mVjLc22xIK2BELMrfHjyTFKuV17kbLreG9I6vVzUHxmmpTvE0vrSaZ3XUF1Mi9boiYgcUaYMesaYe40xHcaYV8YcqzbGPG6M2eb+u2rMYzcZY7YbY7YYYy4Yc/x0Y8wm97E7jDHGPV5ojHnEPf6CMaYxubcokh6je+iloaLni1X0FPRyXlsgxLwkTdsEKPc5Qa9HQS8nbetw9sNbOrtsWufNrypmb7embsrBguEhXt/fy/CI1pOLZEI8Fb3VwIWHHPsi8Gdr7RLgz+7nGGOWAR8ETnTPucsYE9tt9QfANcAS95/YNT8OdFtrjwX+A/hWojcjkkkdsaBXnvqgV+zVGj1xtHYnN+hVxCp6YQW9XLS1PQjA0lnTC3oN1UV09Q/SH9GUX3E8t6OTc7/zFBd+7xku/s+/0RHU9hsi6TZl0LPWPg10HXL4YmCN+/Ea4L1jjv/UWhux1u4CtgNnGGPmAOXW2uess8L//kPOiV3r58A7YtU+kaNJOit6WqMnAMMjUfb3hpmXpI6bAOVFTgMOTd3MTVv3BynMz2NB9fT2ZWyoUudNecP+njDXPbiequICvvz3J7C9o48v/mKTmjyJpFmiuzrPstbuA7DW7jPG1LvH5wHPj3lei3tsyP340OOxc/a61xo2xvQANcCBQ1/UGHMNTlWQBQsWJDh0kdTwu3+trE9DRU9TNwVgf2+YqE1ex00YU9ELqTKTi7a0Bzm2vnTaaz5Ht1joCnH87PgbuUh2uv3xLQxERnj0n97EotoSAG773Wu8sKuLVcfUZHh0Irkj2c1Yxvs/g53k+GTnHH7Q2ruttSuttSvr6uoSHKJIanQEI+QZqClJQ0XPq4qeQFvA+eNCKqZuao1ebtrW3sdx05y2Cdo0Xd7QGgjx8/UtXLFq4WjIu2LVQqqKC/ivZ3ZleHQiuSXRoNfuTsfE/XeHe7wFaBjzvPlAm3t8/jjHDzrHGJMPVHD4VFGRI54/GKGmtDBp3Q8nU6SKngCtAedNdTIreiXefPKMgl4u6gkNsb83PO1GLADVJV58BXns61FDllz38At7sMDVZzeOHivyeviHlQ08taWDwMBgxsYmkmsSDXq/Aa5yP74K+PWY4x90O2kuwmm68qI7zTNojFnlrr+78pBzYtf6APAXq0ncchTqCEaoT8Nm6aA1euJIRUUvL89QXlSgZiw5aNtoI5bpba0AYIxhVrmP/b2RZA9LjiLWWn65oYVzl9Yxv+rgdZ7vWj6H4ajlT6+2Z2h0Irknnu0VHgaeA44zxrQYYz4OfBM43xizDTjf/Rxr7avAz4DNwB+AT1lrY+9ErwP+C6dByw7g9+7xe4AaY8x24LO4HTxFjjb+YIS6dAU9Td0UoKU7RHWJd/TnIVnKfQWq6OWgLQl23IyZVe6jvVedFXPZptYe2nrCvOvkOYc9dvK8CuZVFvHEawp6IukyZTMWa+3lEzz0jgmefxtw2zjH1wEnjXM8DFw61ThEjnQdwTAnzEnsDdJ0FebnYQyENXUzpyV7D72YiqICdd3MQdva+yjxehL+mZpV7mNjSyDJo5KjyR9f3Y8nz/DOE2Yd9pgxhrOPreX3r+xjJGrTssxBJNcluxmLSE6KRi0H+gbTVtEzxlBU4FFFL8e1BkLMrfQl/brlRfmq6OWgLfuDLJlVRqI7HM0uL6S9N6wW+jnsD6/sZ9Ux1VSVeMd9/KwltfSGh3mltSfNIxPJTQp6IknQNTDISNRSX5b8N90TUdDLbdZat6I3vf3O4lFRpKmbuWhbRzCh9Xkxs8p9hIei2pojR23vCLLD38+FJ86e8DmrjqkG4H+b1XNPJB0U9ESSYHSz9DRV9MDZS29AUzdzVmBgiIHBkZRU9CqKCugN6816LunuH+RA3yBL6hOffj6r3PlZbA9qnV4uemabs/3x28eZthlTX+ZjXmURL+3VFF+RdFDQE0mCDjfopavrJjgNWcKq6OWs1oDTxn5+VfLX6KkZS+7ZeaAfgGPqShK+Rizo7e9R0MtFz+/spKG6aMo1nisWVNK0R0FPJB0U9ESSoMPtNJfOil5RgUf76OWwWNBL5h56MeVFBQwOR/WHhByy098HwDF1iU/dnB2r6KnzZs6JRi0v7Opi1aKaKZ97akMlrYHQ6EwYEUkdBT2RJPD3xSp6WqMn6dHmBr1UdN0sLyoAUOfNHLLzQD/5eYaGGVSI68udP3Qp6OWeLe1BAgNDrDpm6qC3bE65c87+YKqHJZLzFPREkqCjN0JZYX7S9zObTJHXQ2gomrbXkyNLa3cIX0Ee1RN0t5uJCjfoafpm7tjp72NBTTH5nsTfFvgKPFQWF9CuTdNzzvM7OwE40222Mpmls511oLF9G0UkdRT0RJLA35e+zdJjigo82kcvh7X1hJhbWZRwK/zJlPucLVZ7wwp6uWLXgX6OqU182mbMrDIf+1XRyznP7+xkflUR86um7gJcW1pITYmXbQp6IimnoCeSBP7eDAQ9r4eBIXVGzFWt3anZLB1U0cs1I1FLc+cAi2fQiCWm3t1LT3KHtZb1u7s5o3Hqal7MklmlquiJpIGCnkgSZKKi5yvwEBrU1M1c1RoIpyzovbFGT39IyAWt3SEGh6Mz6rgZM7vcp6CXY1oDIQ70DbJiQWXc5xw3q4xt7X1Ya1M4MhFR0BNJgo7ecFobsYA7dVPNWHJSeGiEA32RlHTcBFX0cs2OAzPvuBkzq9yHPxhhJKo38Lni5b09AKxoiD/oLZ1dRl9kmDZtxSHA+t1drP7bLrZ39GV6KFknP9MDEDna9UeG6R8cycDUzTxCQyNYa1OyTkuOXPvcN0cpq+j5FPRyyS6/s4feotqZV/TqygqJWujqH0z770TJjKa93Xjz8zh+dnnc5xw3y2nIsnV/MGW/x+TocOdftvHdP20FwJNn+P7lp/L3J8/J8Kiyhyp6IjPkz8Bm6eBU9EailsERTd/MNa3dqdtDD8Cbn0dRgUfbK+SInQf6KPflU5OEDq41pc41OvvVeTNXvLy3hxPnluPNj/8t5ZJZ6rwp8MTmdr77p628d8Vc/vy5c1nRUMlnf9Y0uk+szJyCnsgMdbhBLxNr9ADC2mIh58T20Js/gz3PplJelK+umzlip7+fY+pKkzIzoLbU+T3Y2Tc442vJkW94JMqm1h5OmR//tE1wpofPKi9kq4JezooMj/DV377K0lmlfPsDp7C4rpT/98EVWAvf/eOWTA8vayjoiczQaEWvPP1dNwGt08tBLYEQxjjroVKlzFdAMKxmLLnACXozn7YJUOtW9A70qaKXC7a29xEaGuHUaTRiiVlUW8KezoEUjEqOBr96qZW9XSG+/K5lo9Xg+VXFfOjMBTz2chsdauqUFAp6IjPUEXR+GdWVpn/qJkBIe+nlnLZAiFllvmlNlZqu0sJ8Bb0c0B8ZZn9vmGOSsD4P3qjoHVBFLydsag0AsHyaFT2ABdXF7OlS0MtF1lp+/MwuTppXzjlLag967Mo3NzIctfz3+pYMjS67KOiJzJA/GCE/z1BVPPP1LdMRC3rhYQW9XNPaHWJuZWq7vJb58glGFPSy3a4DTiOWZHTcBKeRT36eUUUvR2xu66XE62Fh9dQbpR9qQXUxHcGI/liZgza29LC9o48rzlx42JTxRbUlnLqgkt+/si9Do8suCnoiM9QRdPbQy8tLb+dLnyp6OautJ8S8qum/sZqOcl8BQa3Ry3qxoJeMjpsAeXmG6hIvnQp6OeG1fUGOn1Oe0P//FtQ4P3N7u1XVyzW/amrF68nj7yborvl3J83mldZe9qriO2MKeiIz5A+mf7N0GBP0tEYvp0Sjln2BcHoqepq6mfViU+cW1iTvDwe1pYVqxpIDrLW8tq+XE+aUJXT+ArcKuFvr9HLK8EiUx17ex9uPrx/ds/VQ7zxhFgBPb/Onc2hZSUFPZIY6gpG0b60AasaSqw70RRgciTI/xXtPOUFPFb1s13ygn/qyQoq9ydtWt6bUq6mbOaClO0QwMsyyORUJnR8Lelqnl1ue3dHJgb4I7z117oTPWVRbwtwKH2u3HUjjyLKTgp7IDGWqovdGMxZtr5BLWgKp3UMvprSwgPBQlCHt05jVdncO0FiTnGmbMXWlhWrGkgNebesFYNnc+DdKH6uquICywnxNz8sxT7zWTlGBh/OOq5/wOcYYzjq2lmd3dBKN2jSOLvso6InMwPBIlM7+CHVlqZ1GN54iTd3MSbE99OalcA89cCp6AH2avpnVmjv7kzptE96o6FmrN2jZ7LV9veQZOG5WYlM3jTE0VBezu7M/ySOTI9lft/p5y+Ka0eUnE3lTYzU9oSF26edjRhT0RGagq38Qa9O/WTqAz+v856upm7mltTs9Fb1Y0NM6vew1MDhMRzBCY5IascTUlhYSGY7Sr0ZRWW3zvl4W1ZaMLiNIxMIabbGQS5oP9LO7c4Bzj6ub8rmnNDhbdry8N5DqYWU1BT2RGeiIbZaewWYsCnq5pS0QosyXT7lv/EXsyVLmXr9X6/SyVioasQDUuHvpqfNmdnMasSQ2bTNmQXUxe7tDmp6XI/661Wmucs6SqYPesfWlFHs9bGzpSfWwspqCnsgMjG6WntE1egp6uaQ1EGJeiqt5oIpeLmg+4Aa96uRW9GpKnT1F1ZAle/WEhmjpDiW8Pi+mobqYweEo+3vDSRqZHMme3upnYU1xXLMIPHmGk+ZV0KSK3owo6InMgD+DFb0CTx75eUZr9HJMayCc1qDXp03Ts1ZsbdSCJFf06tyKnhqyZK/X9rmNWGZY0ZvvrjWOrT2W7DU0EuW5nZ1xVfNiTplfweZ9vQwOqylYohT0RGago9cJepmo6IFT1VPQyy2t3QMpb8QCb0zd1BYL2au5c4DqEu+Ee1klShW97JesoBdba9zWo4petnultYeBwRFWHVMT9zmnNFQyOBxly/5gCkeW3RT0RGbA3xehoqiAwvzEF6PPhM/r0Rq9HBIMD9EbHk55IxbQ1M1csDsFHTcBakpia/RU0ctWr+3rpabEO+M/cs6ucDpW7+9RRS/b/W9zFwBvWlQV9zmnzHcasjS1aPpmohT0RGagozczm6XHFBV4CA9pSkOuaAs4f/VO7xo9VfSyVSr20APw5udR5stXM5YstqW9j+Nml2GMmdF1yn0FlBbmj/5uk+z14q5uGmuKqZ/GdlTzq4oo9+XzultBlulT0BOZgY5gOGPTNsGduqlmLDmjLU2bpQMU5nvwevIIao1eVooMj9DWE2JBdfIregDVJV66B/RHgmxkrWV7e5ClCe6fd6g5FT72qaKX1aJRy7rdXZyxqHpa5xljWDKrjG0dfSkaWfZT0BOZgfbeCLPL079ZeoyvIE9r9HJIixv05qdhjR44VT1N3cxOe7tCWAuNtakJepXFXroHNHUzG7UGQvQPjrBkVmlSrje7wsd+rdHLats6+ggMDPGmxukFPYAl9aVsV9BLmIKeSIKiUUtHMMysikwGPTVjySVtgRAFHjPa1TDVFPSyV6zj5sIUTN0EqC4uUNDLUlvbncYYxyWpoje3okjNWLLci+76vOlW9MDZT6+rf1BTwROkoCeSoO6BQYZGLLMyOXVTzVhySmt3iDkVReTlzWxdTLzKfAVao5elmjudPfRSsUYPoKrES3e/fnay0dZ2p7qyJFlTNyt9HOiLqIV+FmvaE6C21JvQVPHYz5mqeolR0BNJULu7tcKsDE7d1Bq93NIWCDG3Mn0/b6WF+fSpopeV9nT2U+bLp6o4uVsrxFRp6mbW2toeZFZ5YdK25ZhT4cNaaNem6Vnr5ZYAp8yvTKh5z5J6Z4qw1uklRkFPJEHtQed/SvUZDnrhYQW9XNEaCDGvMjVrqsajqZvZq9ntuDnTrokTqS7xMjA4ohkHWWhrEhuxAMypcNYc79P0zawUDA+xw9/HKQ2VCZ0/p8JHidejil6CFPREEtTu/k9pVnnmpm76vB5Cg5rukguGRqK094aZl8aKnqZuZq/dnf0sSMEeejGVbqUwoM6bWSUatWzv6Etq0IvNUlDnzey0qbUHa2H5/IqEzjfGcOysMrZ1aNP0RCjoiSQoNnVzOnvCJJsvX2v0ckV7b5iohXlp6rgJquhlq6GRKC3dIRpTGPSqi70AdPVr+mY22ds9QHgoytIkddwEmK2KXlZ7eW8P8Mbm54k4tq6Ube2q6CVCQU8kQe3BMDUlXrz5TnidtgAAIABJREFUmfvPqMjrbK9grc3YGCQ9WrvTt4deTJkvn77BYaJR/Xxlk7ZAiOGoTVnHTXC2VwAIaJ1eVtmy36mqJKsRCzhrgct8+ewLqKKXjV7eG2BhTTFVJd6Er3FsfSkdwQi9mmEybQp6Ignq6A1ndH0eOGv0RqKWoRG9Ec92rWncLD2mzJePtdA/qKpeNkl1x01w1ugBdCnoZZVYQ4xYg4xk0RYL2SvWiGUmFrqzD/a4v7skfgp6Igna3xvO6Po8cPbRA7SXXg6IVfTmpTXoOeusNH0zu+xx99BL5dTNqhLnZ6dba/Syytb2IPMqi0Z/NyRLfXkhHUHtk5ZtOnrD7OsJJ9yIJSa2LcPeLgW96VLQE0lQe2+E2Zmu6HmdoBdR0Mt6bT0haku9o+E+Hcp8+YCCXrZp7hygqMBDXQr3AK0scip63Vqjl1W27A+yJInr82Lqygrxa3uFrPNyS2x9XmKNWGJijaN2K+hNm4KeSAKGR6Ic6IscEVM3QRW9XNDSHUprNQ/GVvRUlckmuzv7WVhTnLKtFQC8+XmUFeZrL70sMhK17DzQn/Rpm+A0NfP3RbTePMu8vDeAJ89w4tyZBb1yXwFVxQXs1tTNaVPQE0nAgb5BrM3s1gqgqZu5pDUQSmvHTXCaJAAEI6roZZPmzoHRNS+pVFlSoIpeFmntDjE4HOXYlAS9QoZGrKb6ZpmXWwIsnVU2OvtoJhbUlGjqZgIU9EQSsN+dYjIrg1srwJiK3qCCXjaz1tIWSH9Fr1xTN7NONGrZ0zWQ0kYsMdXFXrr0xj1r7PA7jVgW16Ug6Ll/NO0IavpmtrDW8mpbLyfPK0/K9RZWF7O7qz8p18olCnoiCWh3g97siswGPVX0ckNn/yDhoaimbsqM7e8NMzgcTenWCjGVxV5tr5BFtnekMOi5fzTt6FVDlmzR3huhq39wxtM2YxZUF9MWCDM0Ek3K9XKFgp5IAjrcoFef4ambsekQ2jQ9u2ViDz1QM5Zs1Ox23EzH1M3qEq82TM8iO/x91JR4Z7Qf2kTqy2IVPQW9bLF5n9OIZdnc5FT0FtQUMxJ1ZrdI/BT0RBLQ3hvBk2eoKclw0CuIBT39hSubxfbQS/cavWKvhzwDfQp6WSPWzCAta/SKCwho6mbW2OHvS0k1DzR1MxttbusF+P/Zu7MYydLzTMzvH8uJfcmM3DNr37uL3WR3c5dIWdTC0WgswbYMXgxEGGMQEATb8I0hXc0VAV/4wtaFBAhjeCjYsCCNDYiSJY0oatgU2M3url5rzczKzMo99n3ffl+cc7Kis7Nyjzjb+wCNqorKrDogT0X83/k23J6JnMufd0lbscCBLCfDQI/oFJLlJibDPrhdw5tadxzs0XMGPaO3EB/+4XyQEAJhn4elmzbyLFeD4nZhNjb8hwbjQQXVVhftLh9E2cFKpoZrU8Mp+Q0qHoR9HpZu2sjDnTIuJ4LntnORKxZOh4Ee0Smkyk1MG9yfBwB+r/pPmD169rZdbCDs8yAa8Iz87474vSzdtJH1bB0XxgMjeUill/ixT8/68rU28rX20DJ6gJrVy7B00zYe7ZbPrWwTUIffKR4XJ2+eEAM9olNIl1uYHuKy4ePys0fPEba1iZvD3Hv2IhG/B2UGeraxPqKJmwAwFlQDvTwDPcvbm7g5hNUKuqmIj6WbNlFpdrCeq5/bIBYAcLkE5uOBvVYGOh4GekSnkKo0MW3wsnSApZtOsV0Y/Q49XcTP0k27kFJqy9JHFOiF1JKtQo33j9WtaBM3rw8zoxfxcxiLTTzerQAAXpo9v4weAMzF/RzGckIM9IhOqNnpoVjvGL4sHQC8bhc8LsHSTZvbLjYwFzfmwULE70WVC9NtIVNtod7ujWQQC/A8o1dgRs/yVjJV+DyuoU7+nYr4kC63IKUc2t9Bo/Fo53wnburm4wEGeifEQI/ohPRmcTNk9AA1q8epm/ZVbXVRanQwP+JBLDo1o8dAzw5GOXETUNcrAOCKBRtYydRwdTI81N7OqagPjU6PD5Zs4NFuGRNhZW9txnmZiweQrrQ44OkEGOgRnVBK6yEwS6DnV9zM6NmYPnHTyNJNHrzs4VlW3aE3qh69eFAt3eQwFut7mq7i2uRw75u9peks37S8R7tl3JmNnntf+Vw8ACmBZIm9nMfFQI/ohFJlkwV6XheHsdjYdlHNwsyPeFm6LuzzotLssJzKBjbydbhdYmQPDXweN0KKG3n26Flas9PDZqE+1ImbADCpZX84edPaOr0+lpLVcy/bBJ5/DnIgy/Ex0CM6If1Jkhl69AC1dJPDWOxru6jebwsGZvQ6PYkWS2Us71mujoWxALzu0X30j4UUZvQs7lmuBimHO3ETACbC6mdqtspAz8rWsjW0e/1zH8QCYK9HlH16x8dAj+iE0pUWfB4XYoHzWQJ6VgEvSzftbLvQgOJ2YTJszIOFiF/d3cfyTetbz9VwcXy0vZ5jQYXrFSxuJa2W/A67dDMRVns6c1XeL1b2JKlO3Lw5HTn3P3tW21/MQO/4GOgRnVCqrK5WMGKn2UH8DPRsbbvYwGzcD9cIFlwfJOxTAz0OZLE2KSXWsrWR9efpxkIKChzGYmkrmSqEAK5ODDejNxZU4BLM6FndUrICj0sMpdTX73VjIqxgp8RA77gY6BGdULLUPPdJUmcRUNxoMdCzre1CHXMxY8o2geeBXpWBnqUV6x1Umt2RTdzUjQW9KDbYo2dlT9NVzMcDCCjuof49bpfAeEhBlhk9S3uSrODKRAiKZzghxlw8sNfSQEdjoEd0QqlyE7MGDcY4CEs37W27aNyydEDdowcAlRYP61a2nleH+ow6oxcPeJnRs7iVTHXog1h0E2EfM3oWt5Sq4NbM+Zdt6uZi3KV3Egz0iE5ASondUnOvTtwMWLppX+1uH+lKy7CJm8DzHj2Wblrbek7tsxp1Ri8eVFBudtHrc2qrFfX7EquZ2sgCvURYQY6BnmXVWl1s5Ou4NYT+PN2ctjSdk6CP50yBnhDifxRCPBRCPBBC/N9CCL8QYlwI8SMhxLL249jA1/+hEOKpEGJRCPHrA6+/LoS4r/3eHwmzND8R7VOod9Dq9jFjktUKgBbotTkR0Y52Sw1IadwOPWBgGAsDPUt7lq1DCODCiIex6Lv0yizftKTdchONTg/XhzxxU6dm9JgBtqrldBUAhpvRi/tRb/dQ4nvKsZw60BNCzAP47wG8IaW8C8AN4DsA/gDAj6WUNwD8WPs1hBAvab//MoBvA/hjIYRe8P0nAL4H4Ib237dPe11Ew7SrNQCbKaMX8Lq5R8+m9GXpCwZm9PZ69Dh109LWczXMRv3we4fbZ7WfHugVOHnTkla0g/uwJ27qJsI+ZvQsbDFZBjDcQG9GO38ly+zTO46zlm56AASEEB4AQQA7AH4LwA+03/8BgN/Wfv5bAP5cStmSUq4BeArgS0KIWQBRKeXbUs3D/tnA9xCZir5Dz1Q9eooLjU6PZQw2pC+FNTKjF94r3eTTUyt7lqvh0oj78wC1dBMAB7JY1FM90BtRRi8RVlBr97gb1qKeJCsIeN24MDa8ygG9oko/j9HhTh3oSSm3AfwvADYA7AIoSSn/AcC0lHJX+5pdAFPat8wD2Bz4I7a01+a1n+9//TOEEN8TQtwTQtzLZDKnvXSiU9vRAz2TZfR6fYlOj4Ge3WwXGxDi+RNMI/g8bigeFyrM6Fnaeq6OyxOjLdsE1GEsALg03aJWMlXEAl4kQspI/j4uTbe2pVQFN6fDQ10HNK0Feilm9I7lLKWbY1CzdFcAzAEICSH+9WHfcsBr8pDXP/uilH8qpXxDSvnG5OTkSS+Z6MySpQbcLrH3YWQGeilWs8snoHazXWhgMuyDzzPacrv9Ij4Pe/QsrNLsIFdrG5vRqzOjZ0UrmSquT4VHtjd2QluazkDPmhaTw524CQBTUfX8lSrzHjmOs5Ru/gqANSllRkrZAfD/AvgagJRWjgntx7T29VsALgx8/wLUUs8t7ef7Xycynd1SE9MRH9wGLa8+yF6gx1IX2zF6tYIu7Pdw6qaFref01Qqjz+iNBfWMHgM9K1rJ1EbWnwcMZvSYAbaabLWFbLWNm0OcuAmoVSbjIYU9esd0lkBvA8BXhBBBbUrmtwA8BvBDAN/Vvua7AP5K+/kPAXxHCOETQlyBOnTlXa28syKE+Ir25/zuwPcQmUqyZK4deoBaugmAKxZsaLvYMHS1gi7i93AYi4XpgZ4RGb2I3wshWLppRaVGB5lKa2SrFQAgoQV6HMhiPUvJCgDg9kx06H/XdNSPFHv0jsVz2m+UUr4jhPgPAD4A0AXwIYA/BRAG8BdCiH8DNRj8He3rHwoh/gLAI+3rf19KqZ9Mfw/AvwcQAPB32n9EprNbauKlueG/iZ1EQGGgZ0f9vsRusYlv350x+lIQZummpT0zaIceALhdArGAl8NYLGglo0/cHGGgF2LpplUtptRA7+bM8O+XmaiPGb1jOnWgBwBSyn8L4N/ue7kFNbt30Nd/H8D3D3j9HoC7Z7kWomFTl6U38K3bU0d/8QjtZfRYumkrmWoL7V7f0NUKurDPi61C3ejLoFNaz9UwGfEhqJzpI//U4gEvSzctaGXEEzcBtRUh4vOwdNOCFpMVjIcUTI5ghsF01I/72+Wh/z12cNb1CkSOUWp00Oz0DZ2AeBA/SzdtSQ+sFoY4pvq4oizdtLRnuboh/Xm6WFDhHj0LWsnUoLhduDDiPuGJiI8ZPQt6klQnbo5icM901I9crYVOrz/0v8vqGOgRHdNOUS0TmDNBhmWQXrrZ6vANz062tGXpF8aNv9/CDPQsbd2gHXq6saAXJZZuWs5KporLE0F43KM9KiZCCnLM6FlKvy+xnKqMpD8PUFcOSQmkK3wgcBQGekTHlCyrB2/zZfTUf8bM6NnLZl7N6M3Hjc/ohX3q1E0puavRaurtLlLllqEZvXjAy4yeBa1kqiPtz9NNhJnRs5rtYgO1dm/oEzd1XJp+fAz0iI5p14TL0gH26NnVZr6BibBvL2NrpIjfi15fosmsseVs5I2buKmLBxX26FlMp9fHRq6OqyNcraBLhBXkanwwYCWL2sTNYe/Q03Fp+vEx0CM6pmSpCZfASBqNT4LrFexps1A3RdkmoJZuAuribbKW5zv0jAz0vKg0u+iyn8Yy1nN1dPvSsIxeod7m/WIhexM3p0dzv0zvLU1noHcUBnpEx7RTbGI66h95v8JR/FrGp8lAz1Y2C3VcMMEgFkAdxgIAFfbpWc66tlrhosGlmwDYp2chRqxW0E2EFUgJ5JnVs4zFZAXz8QAifu9I/r7xkALF7eKKhWMw14mVyMSS5Ybp+vMAlm7aUbfXx06xaZ6Mnk8N9LhLz3qe5eoYDymIBUZzADvImLYbjbv0rGM1oz4gMKJ0c0KrmuGKBetYTFZwe0RlmwAghMBU1Mel6cfAQI/omHZLTdP15wGA1+2CxyXQ7DLQs4tkuYleX5pitQLwPNCrMNCznPVcDRfHjb2P9CCTfXrWsZKpYjrqG1mGZlBiL9DjQBYraHf7WMlUcXOEgR6gDmRhRu9oDPSIjkFKiWSpiZmoOTIs+/m9bjTa7Gewi828tlrBJIGeftirtnhQt5pnWWN36AHqMBYAKHLypmUYNXETUEs3ASBXY6BnBWvZGrp9OdKMHgBMx/xIl3mPHIWBHtExlBtd1Ns9zMXNl9EDtECPPXq2saktSzdL6WbEz4yeFbW6PeyUGoZO3ATUPXoAM3pWIaXEStq4QG8vo1fhgwEreJIsA8DIVivopiNqRo9rfw7HQI/oGHZNukNPF1BcHMZiI1v5OlwCmIubI9Bj6aY1beYbkBK4PGFwRi+gZmi4S88astU2ys0urhnQnweow58UtwtZZvQsYSlVgcclRv5gYCbmQ73d45CwIzDQIzoGs+7Q0wW8bg5jsZHNQgOzsQC8Jpnwqq9XqPID1VL0iZtGZ/Qifg9cglM3rWJv4uaUMRk9IQTGQwryHMZiCYvJCq5MhKB4Rvt5tbdLjwNZDmWOUwSRySW1N5KZmDkyLPsFWLppK1uFOubHzHOved0u+L0uBnoWY4YdegDgcgnEAl6WblqEkasVdFyabh2LqcrIFqUPmtlbms7M72EY6BEdw26xAZcApiLmWpau83vdLN20kc18wzSDWHRhn5cL0y1mPVdDxO/Z65EzUjyosHTTIlbSNQS87r2DtBHGQwpynLppetVWF5v5Bm6NuD8PeJ7R4+TNwzHQIzqG3VITkxGfaUrp9mOgZx+tbg+pinl26Omifg979CzmWa6OS4kghBBGXwriQS9LNy1iJVPF1ckQXC7j7puJsI8ZPQtYSlUAwJCM3lRUffCeqfCBwGHMeWolMplkuWnask2ApZt2sl1QB2iYLqPn97B002LWczXD+/N0cZZuWoaRqxV0iZCCHHv0TG8paVygF1Q8CPs8SFeY0TsMAz2iY9gpNjBrYBnLUQIKAz272CxoO/QMXnK9X4QZPUvp9PrYKjQM36GnY+mmNTQ7PWwXG4YHeuNhBY1OD/U233PM7EmygoDXbdiDycmIjxm9IzDQIzqClBLbxYaphmPsx4Xp9rGl7dBbMNn9FvZ5UGWgZxk7xQa6fWmejF7QixIzeqa3lq1BSuDalLH3zURILctjVs/cllIV3JwOG1bmOxn2Ic1A71AM9IiOkK+10ez0MW+SnWYHCbBHzzY28w143WKv0dwswj4vSzct5JlJJm7q4gEFlVYXnR4fSJmZGSZuAuowFkD9/CXzWkwaM3FTNxn1IctA71AM9IiOsF1US+nMnNHjwnT72CzUMR8PwG3gIISDRPwelDl10zL0HXpmKd0cC6mTPzmQxdxW0jUIAVyZMPYBQSKsBno5Lk03rWy1hVytjZsGTNzUMaN3NAZ6REfY1nqmzJ7R6/Yln5bbwFa+brr+PEAN9KqtLqSURl8KHcN6ro6A141Jk6yEiQXUQI8DWcxtJVPFwlgAfq/b0OtIaKWbWZZumtaiNojl9kzUsGuYivpQbXXZy3kIBnpER9jL6Jk40NM/lDmQxfo2Cw0smGziJqD26EkJ1Nu8x6xAnbhpjtUKgDqMBQCKHMhiamaYuAk8z+ixdNO89EDv5oxx98tkmCsWjsJAj+gI28UGgoobcRMsHX4RPdBr8hBuabVWF/la23SDWAAg4lfvf07etAZ9h55Z6EvbmdEzr35fYjVTM0WgF1Tc8HtdXJpuYkupCsZDyl6wZYQprZedgd6LMdAjOsJ2oYH5eMA0T8YPEmBGzxa2TLpaAVD36AFAtcWDutn1+hIbubppBrEA6jAWACiyR8+0dstNNDo9UwR6QggkQlyabmZPkurETSPPRszoHY2BHtERzL5aAVD36AEM9KxuM69OSrxgwvst4lMDvTIzeqa3U2yg3esbPlBjUGwvo8eDu1mtpNWJm1cnzXHfJMJcmm5W/b7EcqqCWwYOYgHUHj0AHMhyCAZ6REfYKTZM3Z8HPM/oNTscxmJlm9oOPTNm9CJ6Ro+BnumtZtWJm2YK9KJ+D9wuwdJNEzPLagXdeEhhj55JbRcbqLV7uGXgIBYAGA8qcLsEM3qHYKBHdIh6u4tCvYM5kwd6e8NY2KNnaZv5BgJeNxLaDikzeV66yUDP7Na0A/sVk2RmALUULxbwosCMnmmtZKqI+j2YCJvj/ScR8rFHz6SWUuogllsGDmIBAJdLYCKsIF1pGnodZsZAj+gQ+moFMw7HGOT3qv+UuUvP2rYKdSyMmbMfNKyVbla4S8/01rI1hH0eQ4ckHCQe9LJHz8RW0jVcmzK252rQRFhBttbmShcTeqJN3LxhcOkmAExGfMzoHYKBHtEhtiywWgFgj55dbBYapizbBDh100pWszVcmQiZ5sCuiwe8KLF007RWs+ZYraAbDylod/uosVLFdJZSFczHA4j6jZ9GPhXxs0fvEAz0iA6xtyzd5Bm9AEs3LU9KqS5LN+m9pmf0WLppfmtaoGc28aDC0k2TqjQ7SJVbpgr0ElpGmuWb5rOoTdw0g8kwM3qHYaBHdIidYgMel8BUxG/0pRyK6xWsr1DvoNLq4qKJRuIPcrsEQoqbGT2Ta3Z62C42TBroeTmMxaRWM+oAn2sm6uvUe5W5YsFcOr0+VjJV3JwxvmwTUCdvZqst9Pos8T0IAz2iQ2wXG5iJ+eF2masEaj+/ok/dZKBnVc9y6kHrkklLNwF1IAunbprbRr4OKc0zIn9QPKBwvYJJ7U3cnDJHlgZQ1ysA4IoFk3mWraHTk7htkkBvMuJDX4ITWl+AgR7RIfRl6Wb3fL0CAz2r2sipqxUuJUwc6Pk8LN00OT0zY9aMXq3dQ7vLNTBms5KpwuMSuGiiB0166Wa+xrI8M1nUJm7eNMEgFgCYiui79Dh58yAM9IgOYYVl6QDgdbvgdgmWblrYes68O/R0Eb8XZU7dNLU1bYfeZRMGemPa0vQSJ2+azkq6hkuJILxu8xwL9dLNLDN6prKYrMDtEqbp55zUAj326R3MPP+iiUym0+sjVW5iwQIZPUDN6jXafFJuVev5GmZj/r2diGYU8TOjZ3Zr2Somwj5TTMPbLxZUD+4s3zSfp5kqrprk4K7ze90IKW6WbprMYrKCy4mgaT6r9BkKnLx5MAZ6RC+QLDXRl+afuKnze93M6FnYeq5uqrKpg4R97NEzu7VsDVdNmM0Dnmf0uEvPXDq9Pp5la7hhov483XhYYemmySylKrhlkv48gBm9ozDQI3qBbW2H3pxVMnqKiz16Fraeq5u6Pw9QM3qcumluZl2tAKjDWABw8qbJrOdq6PYlbphkXP6gRMjHqZsmUm93sZ6vm6Y/D1Afckf8HgZ6L8BAj+gF9nboWSXQ87oZ6FlUrdVFttrCJZOuVtCFfV6WbppYqdFBttrGFRNO3ATUYSwAuEvPZJZT6sTNG1PmObzrEiGFpZsm8jRdhZQwzcRN3WSEu/RehIEe0QtYLqPH0k3LWrfAxE1AW6/Q6qLPfUWm9Cxr3ombwPNAr8SMnqksp6sQAqYZrjEoEVaQY+mmaSwmzTVxUzcV8XHq5gsw0CN6gZ1iAxNhn2kajo/i87rRaDPQs6KNvL5Dz5wHdF3U7wEAVNvM6pmRPnHTrD16YZ8HbpdgRs9kltNVLIwFEFDM91mXCPuQr7UhJR8umcFisgKfx2W66pPJiJ8ZvRdgoEf0AlZZraBj6aZ16Rm9i2bP6Pm0QI99eqa0mq1BCPPeR0IIxANeDmMxmeVUxZRlm4BautnpSZT5nmMKi6kKbkyH4XYJoy/lU9SMHgO9gzDQI3oBdVm63+jLOLaA1406M3qW9CxXx1jQi1jAfCPxB0W0kf3s0zOntWwNC2MB+Dzmy8zo4kEvSzdNpNvrY9WkEzcBtXQTAHJVHuLNYClVMV3ZJqD26NXbPdT42fQZDPSIDtDvS2wVGrgwZs4n4wcJKgz0rGojX8NFk5XCHCSslW5WuDTdlNayVVyZMOeBXRcPKizdNJHNQgPtbh/XTRrojYfU0fl5Tt40XLHeRqrcwi0TBnpT2ooFZvU+i4Ee0QFSlSbavT4umHyv2aCAwmEsVrWeq+OSBe41vXSTKxbMR0qJtYx5d+jpxoJerlcwkeWUOlzjhgkP74BaugkAWU7eNJw+iMVMO/R03KX3Ygz0iA6wmVcnbpp9gfUgNaPHA7jVtLt97BQbuGzSvqpBe8NYWB5jOplKC7V2z7QTN3WxgIISe/RMYzmtrlYwa0ZvIsyMnlkspcwb6E1F1DYbTt78LAZ6RAfYyKvDMayV0fOg2elz9L3FbBXq6EtYrHSTgZ7ZrJp8tYIuHvSydNNEnqarmIv597L1ZjMWUvuC2aNnvMVUBRG/BzNR880uYEbvxRjoER1gM1+HENZZlg6oGT0ALN+0mPW8NXboAZy6aWZrFgn0xoJe1Ns9tLp8nzKD5XQF101atgkAPo8bEb8HOWb0DLeYrOD2TARCmGviJgDEA1543YI9egdgoEd0gM18HbNRPxSPdf6JhLRAjwNZrGVDX5ZugexxSPFACA5jMaO1bA2Kx4U5kz+cigXVnitO3jRevy/xNF017cRNXSKkMNAzmJQSi0lzTtwEAJdLYCLsY0bvANY5xRKN0GahbqmyTUAt3QTApekW8yxXQ8Dr3is9MTOXSyCseFBhj57prGZquJwImm6/1X5xbYUId+kZb7vYQLPTN3+gF/axdNNgqXIL5WbXlP15Ou7SOxgDPaIDbOStF+jppZv1Dg/hVrKRq+NSImjKcpiDhP0elm6a0Gq2avqyTQAY0zJ6nLxpvKfaIJYb0yYP9EIKh7EY7EmyDACmXK2gm4wwo3cQBnpE+zQ7PaTKLUtN3ATU9QoAUGsxo2cl6/m6pe61iN/DYSwm0+72sZ6rm3Zy4qB4UM3ocSCL8ZbT6hTF65PmPbwD6tJ0rlcwlj5x06ylmwAwGfEjw6mbn8FAj2ifrYL1VisAQNCrDWNh6aZl9PsSG/m6JQax6MI+D9crmMx6roZeX1oq0GOPnvGWU1VMRXyIaf+fmFUi5EOh3uZEaQM93q1gJurHmLbX0IwmIz7kam10e32jL8VUGOgR7bO5t1rB3EMN9gtqPXrcpWcdO6UG2t0+rkyY/4CuC/u97NEzmZWMWoJ3bdL891FcL91sMENjtOV01fRlmwAwHlLQ60vuXzTQ490y7syaN5sHqD16UnLn4n4M9Ij22SxYb4ce8Lx0k+sVrMMqI/EHqaWbPHCZid5rZYVAL6S44XEJFJjRM5SU+sRNcx/eAbV0EwByNfZfGaHd7eNpuoo7s1GjL+VQ+kAzDmT5NAZ6RPts5Orwe12YDJt/CuKgINcrWI4e6F2dtFCg5+MwFrPRl16HTLr0epAQAvGgwmEsBkuWm6i2upYo902E1M/iHPv0DPE0XUW3L3Hb5IHe1F6gxz69QQz0iPbZLNRxYcw6UxAo32PhAAAgAElEQVR1ob3STQZ6VrGaqSGouPc+oKwg4mePntmsZGq4ZoEDuy4e9KLIYSyGWk5pEzctcN88z+jxnjHC41114uZLZi/djPoBAOkyM3qDGOgR7bORb1iubBMYKN1kj55lrGVruDIRstRDhbDPi3q7x4Z3k+j3JVYyVUuUberiAS8zegZb3lutYO7DO8BAz2iPd8vweVy4nDB35cmEdp+wdPPTGOgRDZBSYsti4+51iscFj0swo2cha9karlrogA6oe/QArvEwi91yE/V2zxIleLp4UOHCdIMtpyoYDykYN/EURZ2+e5FL043xJFnBrZkIPG5zhww+jxvxoJelm/uY+/81ohEr1juotLqWzOgBalaPgZ41tLo9bBXqlhrEAqilmwBQafGgbgYrWmbGWoEeSzeNtpiq4KYFJm4CgNftQjzo5TRFA0gp8Xi3jNsz5s/8AmqfHks3P42BHtGADX21wpi1Vivogoqb6xUsYjNfR18CV60W6GkDP7g03RysNHFTNxZk6aaRpJRYSlZwe8bcwzUGjYcUDmMxQKbSQq7WNv3ETd1UxM/SzX0Y6BEN0FcrXLTQAutBQcXDjJ5FrGSst1oBeF66yYEs5vA0U0Us4N3rT7GCeFBBo9NDk6tgDLFVaKDW7uGmBfrzdBMhH7Is3Ry5R9ogFusEej5kGOh9CgM9ogHPM3rWDPQCXjcaDPQsQV+tcNligV7E7wUArlgwiZV0FdenwpYa6BMLqPcQF2AbYzFZAQDcskg5HqAOZGHp5ug90e6VOxbJ/k5G1UBPSmn0pZjGmQI9IURcCPEfhBBPhBCPhRBfFUKMCyF+JIRY1n4cG/j6PxRCPBVCLAohfn3g9deFEPe13/sjYaVPLLKVzXwDiZBiiX1UBwmyR88y1jI1TISVvUOvVYS1fxtlLk03BXXiprUeFujDNVi+aYzFlHp4t0qPHqCVbjLQG7nHu2XMxfyIBa3xOTUV8aPd6/Mh0oCzZvT+NwB/L6W8DeBVAI8B/AGAH0spbwD4sfZrCCFeAvAdAC8D+DaAPxZCuLU/508AfA/ADe2/b5/xuohOZTNfx4JFB7EA2jAWlkNZgr5awWoiLN00jWK9jWy1balBLIA6jAUAChzIYojFZAXz8cBedt4KEmEfCvU2en1makbp8W7ZMmWbwODSdJZv6k4d6AkhogC+AeB/BwApZVtKWQTwWwB+oH3ZDwD8tvbz3wLw51LKlpRyDcBTAF8SQswCiEop35ZqrvXPBr6HaKTUZenWHMQCqEvTuUfPGlYtGuhFtcNhucH7zGgrGetN3ASel24yo2eMpVTFUmWbAJAIKZCSDwdGqdnpYSVTs2agx8mbe86S0bsKIAPg/xBCfCiE+HdCiBCAaSnlLgBoP05pXz8PYHPg+7e01+a1n+9//TOEEN8TQtwTQtzLZDJnuHSiz+r0+tgqNEy/FPQwLN20hnKzg2y1ZbkdegDg97rgdQuWbpqAFSduAsCYtrut1OChfdQ6vT5WMlXrBXrasCH26Y3O03QVvb60VKA3uZfR4y493VkCPQ+A1wD8iZTyCwBq0Mo0X+Cgvjt5yOuffVHKP5VSviGlfGNycvKk10t0qK1CA72+tNxwjEEBhcNYrOBZ1poTNwFACIGo34syeyAM9zRdheJxYcFiw6PiAb10k/fQqK1la+j0JG5ZaOImgL3F7py8OTqPtYmbt2etc69MRf0AWLo56CyB3haALSnlO9qv/wPUwC+llWNC+zE98PUXBr5/AcCO9vrCAa8TjdTzw7e1Dk2DmNGzBn3iptV26OliAS/KnLppuJVMDVcnQnC7rDW/LKi4obhdLN00wBMLTtwEgImwmqnhLr3Rebxbgd/rslSVU9jnQVBxs3RzwKkDPSllEsCmEOKW9tK3ADwC8EMA39Ve+y6Av9J+/kMA3xFC+IQQV6AOXXlXK++sCCG+ok3b/N2B7yEaGf3wfclCb2r7BRQPGp0e+mxYN7XVTA1CWHdfYyTg5VQzE1hOVyzXnweoWeFY0MvSTQMsJstwuwSuWmxSayLE0s1Re7xbxq2ZqOUeJE1FfCzdHHDWGfL/HYD/SwihAFgF8N9ADR7/QgjxbwBsAPgdAJBSPhRC/AXUYLAL4PellHrq4fcA/HsAAQB/p/1HNFLruRoiPs/eB4oVBRV1kG2j07PsiggnWMvWsDAWgM/jPvqLTSjq97B002C1Vheb+Qb+69cvHP3FJhQPeFGo8R4atcVkFVcnQpZ774kHFQgB5Fi6ORJSSjxJlvHtuzNGX8qJTUX8XJo+4EwnQSnlRwDeOOC3vvWCr/8+gO8f8Po9AHfPci1EZ7WWq+PyRMhSi4f30wO9epuBnpmpqxWsl4nRxQJebBcbRl+Go+mDWG5YrNdKNxZUUGRGb+QWU2W8uhA3+jJOzO0SGA9yl96opMotFOodSw1i0U1GfXi8Uzb6MkzjrHv0iGzjWbZm6UEsABDwahk99umZlpQSa9maZfvzACAa4DAWo+lLr63Wa6WLBb3s0RsxPQtstUEsuvGQwh69EdkbxDJjvUBPLd1kRk/HQI8IQLvbx1ahjssW7ZnSBRU1i1fvcFCGWaUrLVRbXcv1yAxSp252oa4+JSMsJSvweVy4OG7N96x4gIHeqC1Z/OFAIqywR29EHmyXAAAvzVkx0POj2uqizp3CABjoEQFQF6X3JSw1XeogQd/z0k0yJ73k7rrFdp8NigW8aPf6aHb6Rl+KYy2lq7gxHbbcoATdWIilm6Nm/UDPh2yNmZpReLBTwtWJEMIWbAHh0vRPY6BHBHUQCwDLl24GWbppenuBngWnJeqiAfXDn0vTjbOUrODmlDUP7ID6sKDZ6aPZ4XvVqDxJVhDwunHBYnsXdQmWbo7Mg+0yXp6PGX0Zp/J8aToDPYCBHhEAYC1bB2DNBdaD9ko3GeiZ1nK6gojfs/dhZEVRv7rwmn16xig1OkiWm7hp0cwMoA5jAcDyzRF6slvBzZkIXBbNAidCPpQaHXR6rCQYpkKtje1iA3ctWLYJAFNRPdDjigWAgR4RAHUQS8TvwVjQa/SlnElgb+oma9PN6mm6iutTYUtPd40F1H8n3KVnjGW9BM+iQzUAIK6917J8czSklHi0W8ZLFpyiqBsPqw8HCuzTG6qH2sTKl+esmdGbivgBsHRTx0CPCMCzXA1XLL5aAcBePX2txYyeWT1N13DDwmWbgDp1E2DpplH0iZs3pq17H8W1e4i79EZjt9REqdHBS7PWfTgwoe245YqF4Xqwow5iedmiGb2xoBdet2DppoaBHhHUQM/qg1iA58NYai1m9MyoWG8jW21Zuj8PUBemA0C5wfvMCEvJCkKKG/PxgNGXcmpxrXSzxIzeSDzSsjRWnKKoS4TVkjz26Q3Xg+0S5uMBjGmBtdUIITAZ9nFpuoaBHjleu9vHdqFh+UEsABDSevSqDPRMyQ6DWACWbhptMaX2Wlm5AkEv3SywR28kHml70W5ZcC+abnwvo8cD/DA92inj7rx17xMAmIz62aOnYaBHjreR11crWHMS2SC3SyDgdbNHz6Ser1awbvkUAEQ4jMVQy6mqpSduAgM9egz0RuLxbhmXE0FLjsvXTWg9eszoDU+l2cFqtoa7Fu3P001FmNHTMdAjx3uWtcdqBV3I50aVPXqm9DRdhc/jwvyYdUvuAEDxuBDwutmjZ4BstYVcrW3piZsAEPC6oXhcHMYyIo92y5Yu2wTUab9ul2BGb4ge76r9v3ctulpBNxXxsUdPw0CPHO+ZtkPvig169AAg5POwR8+knmaquDZp3SXXg2IBL0s3DbCUtP7ETUDto4kHvChyGMvQVZodrOfquGPhsk0AcLkExkMK8hzGMjQPtrVBLFYv3Yz4kK+10e5yFQcDPXK8Z7kaYgGvZRuP9wspHpZumtRyqmr5/jxdNODhMBYDLGkTN2/OWP8+GgsqzOiNwKL2cMDqGT1AXZqeZenm0DzYKWEy4ttbUWBV+vVnq8zqMdAjx3uWrduiP0+nlm7yAG429XYX28WGbQI9ZvSMsZiqIh70YlKbQGhlsaCXPXojoA9iuWPhHXq6RJgZvWF6uF227KL0QVMRfWk6Az0GeuR4a9mabfrzALV0s95mj57ZrGbUEmG7BHpRv5c9egZYSlVwc9raEzd18QADvVF4tFNGPOjFbMzaWRoASIR8yDFLMxSNdg/L6Yrl+/MAYEa715MlTt5koEeO1uz0sFNq2GKHni6keJjRMyG7rFbQRQMM9EZNSonFZMXy/Xk6lm6OxuPdMu7MRG3xcGA8pHDq5pA8SZbRl8DLFp+4CQDTUTXQS5UZ6DHQI0dby9YgpX0O34BauslhLOaznK7A7RK2eagQC3hRYjZmpLYKDVRbXVuU4AHqioVCvQMppdGXYlvdXh9PkhVb9OcB6oqFSquLVpdVK+ftvjaIxeo79AC1l9PrFkgy0GOgR862klGzLNcm7RToeVDnegXTeZqu4lIiCMVjj7fdqN+DSquLfp+H9FF53mtlj4xeLOhFu9tHs8PJeMPyLFdDq9vHSzZ5ODAeUnuv2Kd3/j7ZKiERUjAft/b6H0Cd0DoV8SPF0k0GeuRset/UFTv16Cke1NpdPiU3mafpKq7b6IFCNOCFlECVE15H5vFuGUIAtyy+Q083FlQnHbN8c3ge7thnEAugDmMBuDR9GD7ZKuKVhZgtSnwBYDrqY0YPDPTI4VYyVczHAwgobqMv5dyEfB70JdDoMKtnFu1uH+u5uq1KhKMBLwCwfHOEHu+WcSURQlDxGH0p5yKu3UMF7tIbmke7ZXjdwjbvPRN6oMeM3rmqtbp4mq7ilYW40ZdybmZifg5jAQM9criVTBXXbPIBqAv71KC1xvJN03iWq6Hbl7gxbZ97LepXD+kcyDI6j3crtsnMAECcGb2he7RTxvWpiG1KxhNa6WaWY/PP1YPtEvoSePWC9Qex6GaiASTLTcdXN9njXz7RKfT7EivpGq5N2qdsE8De034OZDGPJ9rC4lvT9jmkRwPqfcal6aNRaXawka/bpj8PUIexAMwKD4uUEg+2S/icDYZr6Ca1/WgZrlg4V59sqYNYPjdvp4yeD/V2DxWHn4UY6JFjJctNNDo9Ww1iAdTSTQBcsWAii8ky3C6Ba1P2eagQ00s3uTR9JBa1hwX2yuhppZsM9IZiu9hAod7B52ywF00X8nkQUtxIlxnonaePt4qYi/n3Amk72Fux4PDyTQZ65Fj6IJarNsvohbVAj0vTzWMxWcHViRB8Hvv0grJ0c7QeaxM3b9so0NOHseRrPLQPw4O9cfn2CfQAYCrqR7ri7MP7ebu/XbJVfx4AzGiBntMHsjDQI8fSVyvYaRIiAAT3evSY0TOLxVTFNpMSdfowljIzeiPxOFlB1O/BXMxv9KWcG7/XjbDPw8EaQ3J/uwS3S9gqCwyo5Ztp9uidm2K9jfVcHa/YqD8PUIexAHD8QBYGeuRYK5kqIj6PrUoVgOcZPZZumkO11cVmvoFb0/YK9CI+D4RgoDcqj3fLuDMbtc3oc10irHBU/pDc3y7jxlQYfq99KgkAYCriQ4aB3rnR+/NetVlGb690kxk9ImdayVRxdSpsu4NTaK90k4GeGSyltEEsNsvouVwCEZ8H5Sbvs2Hr9yUWk/aauKmbCPuQY+nmuXs+iMVeWRoAmIr4kXb44f08fbJVBGC/El+/14140MvSTaMvgMgoqxn7TdwEgJC2E7DK9QqmoA/RuD1jv0N6LOjlMJYRWM/XUW/38JINA71ESEG2wozeedspNZGvtfG5BXsd3gFgKupDrd1je8I5+XirhCsTob0BW3YyE+UuPQZ65EjVVhe7pabtJm4Cz9cr1PkhaAqLyQqCihsLYwGjL+XcRf0M9EZBH8Rix4xeghm9obi/Zc9BLIBaugmAfXrn5P5WCa/Y8IEAoJZvMqNH5EBr+sTNCftl9BSPC4rbhSpLN01hMVnBzekIXC57lQgD6ooFBnrD93hXXc9xY9p+D6YmwgrytTZ6fWcvNT5vD7RBLHbMAut99SzfPLt0uYlkuWm7iZu62ZgfyZKzHwgw0CNH0vumbthsQIYu5HOzrMUEpJRYTFVw22b9ebqxoIJCnWV3w/Z4t4yrEyHbDdUA1NLNvlQn/9H5ub9dsuUgFkDt0QOY0TsPH+8NYrFvRi9Xa6HT6xt9KYZhoEeOtJSuQHG7cDkRNPpShiLk86DOHj3DZaot5Gtt2w1i0cWDXhS57HroHu9WbLU/b9CElp3JcvLmudEHsdixbBNg6eZ5+nCjAI9L4OU5e94rMzE/pHT2vcJAjxxpOVXF1ckQPG57/hMIKR6uVzABfRCL3VYr6MaCCor1NvosuxuaQq2N7WIDd+fsGeglQuqhPVd17kHsvO2WmsjV2racuAmoD5gUt4tL08/BBxsF3JmNIqDYL/MLDCxNd/BAFnuecomOsJSq2LZsE9BKN9mjZ7i9QM/GGb2+BCp8qDA097fV0iq7HtonwgoAIMul6edm756xaTmeEAKTER8yZT4cOItur4+PN0t47aI9+/MA7tIDGOiRA9VaXWwVGrg5Zb/BBrqQz4MaSzcNt5isYCLsQyLsM/pShiIeVA/p7K8aHv3Q/rJNAz393wYzeufHzoNYdJMRn6PL8c7Dk2QFjU4Pr10aM/pShmYmpgZ6u8zoETnH03QVgH0HsQBq6SaHsRjPzoNYAGAsqO5dKrBPb2gebJdwKRG05Y4rAIgHvHC7BHLs0Ts3dh7EopuK+Fi6eUYfbhQAAK9dtG+gNxb0wudxYbfYMPpSDMNAjxxHn7h504ajynVhP3v0jNbrSyylKrYt2wSeZ/Q4eXN47tt4qAYAuFwC4yEFWWb0zoWUEh9vFm27F003FWVG76w+2ChiIuyz5Y5XnRAC8/EAM3pETrKcrkLxuHApYb8derqwz4Nqk4GekTbydTQ7fVsHenpGr8SM3lAUam1sFRq4a9OJeLpESOHUzXOynqujUO/gCzbO0gDqioVivYNWly0Kp/XBRgGvXYxDCPvteB00Fw9gmxk9IudYTFZwbTIMtw0XWOuifg+q7S6nIRro4Y7aW2XnPhlm9IbrwY69B7HoJsI+5GrMzpyHDzfVcrwv2HjABvB8xUKGWb1TyVZbWM/Vbd2fp5uL+xnoETnJcqpi67JNAIj4vZASqHLypmEebJfhdQvctHEvaCzghRDs0RuWB9tlAMDdefs+LACARFhhj945+WijiJDixo0p+77vAGrpJuDs/Whn8eFGEYC9+/N08/EgMpWWY7O/DPTIUSrNDnZKTVsfvgEg4vcAACos3zTMw50Sbk5HoHjs+zbrdglE/V5O3RySB9slXBgP7GVO7SoR8rFH75x8uFnEKwtxW1esAGrpJgCkuWLhVD7QFqXbvZcTUDN6gHN36dn3BEJ0gGVt4qb9Az21d6rSZKbFCFJKPNwp42WbLrkeNBb0MqM3JPe3S7Yv2wSAiYiCeruHOisQzqTZ6eHRThmft3nZJjBYuunMw/tZfbBewEtzUVtPZtXNx9VhM9sFZ5ZvMtAjR1l2wMRN4HlGjwNZjJEsN5GvtW09LVEXDyrM6A1Bqd7BRr7uiHtoIqTv0uN9dBYPd0ro9iW+cMH+gV4i7INLsHTzNLq9Pj7ZKjmibBMA5rWpok7t02OgR46ymKzC73VhYSxo9KUMVZilm4bSe6uckNGLB70oMqN37vRF6U7I6CXCamlqrsZA7yz0visnZPTcLoFE2MfSzVPQF6XbfWCPTl+avlN0ZvaXgR45yuPdMm7NRG3fvxDVAr0ySzcN8XCnBCGAOzaeuKkbCyqcujkEH2nTE19ZsP9hLBHWM3o8tJ/Fh5tFzMcDe/1rdjcT9SPF0s0T+8ABi9IH+TxuTEZ82C7Wjb4UQzDQI8eQUuJJsow7Nt5rpnveo8eMnhEebJdxdSKEoOIx+lKGjhm94fhos4SrkyHEAl6jL2XoEiE1o8eBLGfz0UbREdk83UzM79gBG2fx7loeszG/rRel7zcfDzCjR2R3qXILhXrHEVkWTt001qOdEl62+ZJr3VhQQbXVRbvbN/pSbENKiY82i/i8A7J5gLpHDwCXpp9ButLEdrHhiP483WzMj10GeicipcS7a3l86cq47RelD1IDPfboEdna4121b8oJgV7A64bbJTh10wD5Whs7pabtd5/p4kE141Rq8F47L7ulJrLVlmOyMwHFjZDi5jCWM/hI689zSt8VoGb0So0Op7WewHqujnSlhS9dGTf6UkZKX5oupTT6UkaOgR45xiMt0Ls9a//STSEEIn4PM3oGeLijDtFwSkZP3/HGyZvn56NN9dD+qkMyeoDap5ersXTztD7cLMLrFo553wHUjB4AZvVO4J21HADgyw4L9ObjAbS6fUcOfGKgR47xJFnBfDyAqN/+PS+AWr5ZbTHQGzUnTdwE1D16ALhL7xx9vFmE4nY54qGULhFWkOGo/FP7aKOIO7PO2Iumm4mqPWbs0zu+d9bySIQUXJu094qp/ea0XXpOLN9koEeO8Xi37IiyTV3E52XppgEe7pQwHw/sZbrsblwbpJFnNubcfLRZxJ25KHwe5xzapyI+Bnqn1On18dFm0TFTFHXM6J2cE/vzAAZ6RLbX7PSwmqniJQc9IQ/7PSizdHPkHu2UHZPNA4CEvuzagSUxw9DrS9zfLjlqqAYATEf9SJV5YD+NB9slNDo9x/Vd6fvRkiXnHd5PY7vYwFah4bj7BMDehNGtgvPuFQZ65AhLqQr60hmDWHRR9uiNXLXVxWq2hrsOWHKt0zN6HKRxPpbTFdTbPbx6wTn3EKBm9MrNLpqdntGXYjn3nql70d647KyMnt/rxljQy4zeMb23lgcARwZ6sYAXQcXtyBULDPTIEZw0cVMX8bN0c9QebquDWJwycRMAFI8LEb8HeWb0zsXHDhzEAmBvyTfLN0/u3Wd5XE4EHbMofdBMLMAevWN6Zy2PiN+D2zPO+XzSCSEw59AVCwz0yBEe71YQVNy4OB40+lJGhlM3R+/jLfWQ/orDDukTYR+XXZ+T99cLiAe9uJwIGX0pIzUVVUuAWb55Mv2+xL1neXzxsvOyNAB36Z3Eu2s5fPHyONwuZ/Xn6ebjAWwV60Zfxsgx0CNHeLxbxq2ZCFwOeoPTp246cW+MUT7eLGFhLLC3ANopxkMKM3rn5P31Al6/OOao9yrgeUYvzYzeiaxkqijUO44N9GZifiT5cOBI2WoLK5maI8s2dRfHg1jP1R13JmKgR7bX70vHDcgA1NLNXl+iwZ6Xkfl4q4hXHTZEA1ADPfbonV2h1sZKpobXLjmr1woAprWMXpqH9hN5T+vP+6JDD/CzUT/ytTZ7O4/g5P483aVEEJVmF0WHrQJioEe29yxXQ6XVxeccNCADUDN6AFi+OSLZagtbhQY+77CyTQCYCCucunkO3l/Xhmo4MNAbCyrwuARSzOidyHvP8pgI+3A54Zy2hEHPJ2/yAcFh3l7NIai4cXfOWeegQXrrznreWeWbDPTI9u5rAzI+N++sA3hEWwzPgSyj8YnWn+fUjF6h3ka/76ySmPN2b70Ar1s48h5yuQQmIz6kywz0TuLdtTy+eHnMcXvRdPMO3o92Ej97msWXroxD8Tj32H9J63tez9UMvpLRcu7/4+QYD7ZLUDwu3JgOG30pI6Vn9LhLbzQ+2izBJZw1cVOXCPnQ60uUGnyocBYfrBfw8lwMfq9zFqUPmor6ka4wM3NcO8UGtosNx/bnAcC8vh+Ngd4LJUtNrGRq+Pq1CaMvxVB6Rm8jx4weka18slXCndkovG5n3e4RH0s3R+njzSJuTkcQVDxGX8rIJcLaLj2Wb55au9vHx1tFR5Zt6qaY0TuR956x72o2FoAQzlyEfVw/e5oFAHztesLgKzFWQHFjKuJj6SaRnfT7Eg93yvicA7MsLN0cHSklPt4q4vMOLLkDBpem85B+Wg92Smh1+3jd6YEeM3rH9t6zPEKKG7dnIkZfimEUjwvTET+2Gei90M9WshgPKbjjwP15+11KBJnROykhhFsI8aEQ4m+0X48LIX4khFjWfhwb+No/FEI8FUIsCiF+feD114UQ97Xf+yPh1GJzOnfPcjVUW1284rD+PACIBpjRG5WNfB3FeseRvVWAWroJgCsWzuB9bXri65edG+hNR/0o1DtodTlB8TjeWyvgtUtj8DisWmW/+bEAth24H+04pJR462kOX72acNzKloNcHA9hPc8evZP6HwA8Hvj1HwD4sZTyBoAfa7+GEOIlAN8B8DKAbwP4YyGE3ojwJwC+B+CG9t+3z+G6iPYGsdx12MRNAIgF1Iwe+6aG76NNbRCLAyduAizdPA/vrxdwcTy4t0/OiaYi6gODDCdvHilbbWExVcFXrjq7HA9QB7Jss0fvQKvZGpLlJr5+3dn9ebpLiSBS5Zaj1nGcKdATQiwA+JcA/t3Ay78F4Afaz38A4LcHXv9zKWVLSrkG4CmALwkhZgFEpZRvS3WL4Z8NfA/RmdzfcuYgFgAIeN1Q3C7H7YwxwocbRQS8btx04H0GqKPxAXCX3ilJKXFvveDo/jxAzegBQIp9ekf6+WoOAPC1awz0FsYC2C020ePU3894S+vP+7rD+/N0l7Q1JBsO6tM7a0bvfwXwPwHoD7w2LaXcBQDtxynt9XkAmwNft6W9Nq/9fP/rnyGE+J4Q4p4Q4l4mkznjpZMT3N8u4SUHDmIBACEEYkEvSg0evoft/fUCPn8h7tgSKsXjQtTvQb7GA/ppbOTryFZbji7bBAYDPfbpHeXtlRzCPo/j9sMeZH4sgG5fsr/zAD97msN8PLA3cdLp9nbpOahP79SnEiHEbwJISynfP+63HPCaPOT1z74o5Z9KKd+QUr4xOTl5zL+WnOr5IBbnfhDGA15m9Ias1uri0W7Z0UM0ACAR9iHL0s1Tuaf35zn8HpqLq4Eed6Id7U9wjxIAACAASURBVO2VHL50ZdyxD5cG6bv0OJDl03p9ibdWsvj69YRj9yzu58Rdemd5h/g6gP9cCPEMwJ8D+GUhxP8JIKWVY0L7Ma19/RaACwPfvwBgR3t94YDXic5kTRvE4uRALxbwskdvyD7eKqLXl47PxiRCCqduntK99Tyifg9uTjl3eiKgvl8FvG7slpiZOcxuqYHVbI1lm5oFfZceA71PebhTQrnZZX/egLGgFxGfh6WbxyGl/EMp5YKU8jLUISv/JKX81wB+COC72pd9F8BfaT//IYDvCCF8QogrUIeuvKuVd1aEEF/Rpm3+7sD3EJ3aAwcPYtHFg8zoDZs+LfG1i84O9CbCPmTZo3cqanaGU/GEEJiN+7Fb4oH9MG+vqP15X2WgBwCYj6vleBzI8mk/e8r7ZD8hBC4mgizdPKP/GcCvCiGWAfyq9mtIKR8C+AsAjwD8PYDfl1LqY29+D+pAl6cAVgD83RCuixzm/lYJPocOYtHFAgozekN2b72Am9PhvSmnTjUV9SHN3qoT2y018CxXx1euOnfp9aDZmB87Rd5Hh3lrJYd40Mu9aJqA4kYipDCjt8+bS2ncmY06epLvQS4lgo7K6HnO4w+RUv4EwE+0n+cAfOsFX/d9AN8/4PV7AO6ex7UQ6T7ZLuGOQwex6NSMHrMsw9LvS3ywUcBvvjJn9KUYbiriQ7nZRbPTg9/rPvobCADwzmoeAJ+662ZjAfzzMoetvYiUEm+v5PAVZoA/ZWEsgK2Ccw7vR6k0O7j3rID/9hevGn0ppnNxPIQfPUqh15dwO+DfkHNPwGRrvb7Eg+0SXllwbtkmoA5jqbV7aHf7R38xndhyuopKs+v4sfgA9p4acwfayfx8NYdYgNkZ3VzMj3SlhU6P71kH2cw3sF1s4Gscl/8pFxMhR5XjHeVnT3Po9iV+6RYHF+53ZSKITk86ZngPAz2ypcVkBfV2z/F9U7Egl6YP0/vrnJaom9SWXacZ6J3I26vq9ERmZ1Sz8QCk5H30Im+tqHvROIjl0y6NB7FdbPABgebNpQzCPg8/mw5wbVJt51nJVg2+ktFgoEe29OGmegD/wsW4wVdiLL1vjIHecNxbz2MirOwtYXUyPdDLcJfVse0UG1jP1fGVqzy062ZjamZ4l4M1DvTWSg6TEd/eYZVUFxNB9PqSqzmglve+uZjG168nHN268iJ7gV6agR6RZX24UUQipDh+SWg8qAAAl6YPyfvrBbx2cYw7iqAOYwGYiTmJd9bUqXgcxPLcnLYTbYcrFj6j35d4ayWHr17lXrT9LjlwEfaLLKer2Ck18Uu3poy+FFMaCykYDylYyThjlx4DPbKlDzcK+MLFuOM/DONaRo8rFs5fptLCeq6ONxy+P0+XCPngEkC6zEDvuH6+kmd/3j7M6L3Yo90ystUWvnGTfVf7XZ5w3iLsF3lzUR1m9E3eJy90bTKElQwzekSWVKp3sJKp4QsO788D1KmbAAO9YXjen8dsDAC4XQITYR/SLN08trdXc/gy+/M+JeJXFxpzafpnvbmkHuC/cZMLsPebivjg97qY0QPwk6U0bk6H97Lj9FnXJsNYZaBHZE0fbRUBAF+44Oz+PACIB9TSzSJ79M7dvWd5KB4X7s4zG6ObivpYunlM28UGNvLszzvIbNzPXqsDvLmYwctz3It2ECEELo4Hse6g/WgHKTU6eGc1j1++PW30pZjatckwstW2I9ZPMdAj2/lwowCXAF5hoIeI3wMhOIxlGN5ezeG1i3H4PNwZp5uK+Fm6eUzvrOr9eQz09puLB7BTYqA3qNzs4P2NAsflH+LieAgbDs/o/WQxjW5f4tdeZqB3mGtTaqmvE/r0GOiR7Xy4UcTN6QjCPo/Rl2I4l0sg6vei5ICnVqNUrLfxaLeMr15lCdWgqYgPmSoDveN4ayWHeNCL2zMRoy/FdBbGAtjMM9Ab9LPlLHp9iW/e5ICNF7mUCGI9X4OU0uhLMcw/PExhMuLD5xf4oPswe5M3HVC+yUCPbKXfl9ogFvbn6eJBL0s3z9k7a3lICXyVu6w+ZTLiQ67aQq/v3IPWcUgp8c/LGXz9+gT78w5wYSyIUqODcpPvW7o3lzKI+D14zeErgw5zKRFEs9N3bPl4q9vDTxbT+JU703xfOcLCWBCK2+WIFQsM9MhWVrNVlJtdx+/PGxQPeDmM5Zy9vZKD3+vCqxdiRl+KqUxFfOhLIMes3qGW01Wkyi184wYzwge5oI3K33R4v5VOSomfLGbwC9cn4OFetBe6lFDL8day9i/HO8hbKznU2j382kss2zyK2yVwdTKExVTF6EsZOr5jkK28u6ZOQvziZU5C1MWCCjN65+znqzm8cWmc/Xn7TGpDIpz6RP24fqpNT/yFG+y3OsiFMT3QY/kmACylqkiWm+zPO8K1STXQW3VA39VB/uFhCiHFzUqTY7o9E8FikoEekaW89yyPibAPlxPOXpQ+KBZgj955ylVbeJKs8MP0APrS9FSZo/EP88/LWVybDGGe488PdGFc/d9lq8CMHqAO2ADA/XlHmIsF4Pe6HNF3tV+/L/GPj1P45q1J+L18AHkct2ai2C01UbJ5xRMDPbKVd9fy+OLlMccvSh8UD3hRsPkb2Si9s5YHwGmJB9lbds0daC/U7PTwzloOv8hs3gvFAuouPZZuqt5cyuD2TASzMT4YOIzLJXB1IuzIQO+jrSIylRZ+lWWbx6YPwrJ7+SYDPbKNnWID28UGyzb3SYQVlBoddHp9oy/FFt5eySGouPHKAvvz9puK+OF2CexyNP4Lvb9eQLPT59LrQwghsDAexGaB91G52cF7z/L4JrN5x3JtypmB3o8epeB2CfzyLQZ6x3VLD/SSZYOvZLgY6JFtvPdMzbR86QoDvUGJsFpOV6ixfPM8vL2awxcvj8PLoQif4XYJTEd82C0yo/ciP13OwOsW+PIVZoQPc2EswIwe1CXpnZ5kpuaYrk2GsFVooNnpGX0pIyOlxH98mMSXr4wjFvQafTmWMRvzI+L34InN+/R4UiHbeO9ZHmGfB3dmo0ZfiqlMhBQAQI6B3pmlK008TVfZn3eIWS67PtQ/L2Xx2sUxhLjn81AXxoPYKjQcvRMNUDM1iZDClUHHdH0qDCmdNXnz8W4Fq5kafuNzs0ZfiqUIIRwxkIWBHtnGe2sFvHZpDG7uj/mUcT3QqzLQO6ufr6pZ46+yP++F5uIB9ui9wG6pgUe7Zfxnt7n0+igXxgJodHrIOvh9q9Pr4z8tpvGtO1P8XDsmJy3C1v31JztwuwT+xd0Zoy/Fcm7NRLCYqtj6gRIDPbKFYr2NxVQFX7zEp5776aWbuRpH3p/VW0+ziPg8eHmOWeMXmYv5sVtq2vqD87T+6Yk6PfFbDPSOtLdLz8GTN99ZzaPS7OJX7rBs87iuTIQgBLCSdkZGT0qJv/54B1+/PrH3WU/Hd3smikqzi+2ifatQGOiRLdx7pu3PY3/eZ0yEmdE7D1JK/HQpg69dT3Bp8SFmY360u32WCh/gx4/TuDgexPWpsNGXYnqXtBU56zlnHNgP8qNHSfi9Lk5oPQG/142FsQCeOiSj9/FWCVuFBn7zFZZtnsbdeXWo2oPtksFXMjw8rZAt/Hw1B8XjwucvxI2+FNOJ+r3wuAQzeme0kqlip9TEN28yG3OYWW03HAeyfFqj3cPPnmbxy7enuP7lGC6MB+ESwFrWmRk9KSX+8XEav3B9EgGFe9FO4vpkGMs2H5mv++uPd+B1C/z6yyzbPI3bMxF4XAL3GegRmdtbKzm8fnGMi0IP4HIJjIUUZvTO6M2lLABwLP4R5rRdXxzI8mk/e5pFq9vHt+7wQcFx+DxuLIwFseqQzMx+D3fK2C428Guctnlit2ejWMlU0e7ae6VQvy/x/32yi2/enEIswGmbp+H3unFzOoJPthjoEZlWodbGo90yvsZJiC+UCCmOHmpwHt5cyuDaZAgLY0GjL8XUZuPa0nQb9zycxo+fpBFS3FyrcAJXJ0OOmp446G/v78LtEvgVBnondnsmgk5PYjVr74cE99YLSJab+FevsmzzLD43H8OD7ZJt+8oZ6JHl/Xw1BwD42nUeoF5kIuxDnqWbp9bs9PDOag7f4NLiIyVCChSPi5M3B0gp8U9PUvjGzUkoHn7sHteVCTXQs+sB7EWklPibT3bx9esTe1OT6fj0FUtPdu1dvvnXH+/A73VxWM8Z3V2IoVDv2HYgCz9xyPLeWskhqLjxygL7815kPKRwOMYZvLOWR6vbxzcZ6B1JCIHZmB87DPT2PNwpI1Vu4Vs8kJ3I1YkQ6u0e0hVnPaR6sF3GRr6O3+RetFO5MhGC1y3wOFk2+lKGptPr42/v7+KXb09xJ+cZvaINZLlv0/JNBnpkeW+tZPGlK+PwchLiCyXC7NE7i58uZaB4XCy7O6bZmJ+lmwP+8XEKQgC/dIsPCk7iyoTzdqIBwN/c34HHJfBrL/PBwGl43S5cn4rYOqP3T0/SyNXa+C9fWzD6UizvljaQ5RObDmThyZgsLVVuYiVTY3/eESbCPlRbXTQ7PaMvxZLeXMrgy1fGOf3umObjQWwVGOjpfvw4jS9ciGOCe65O5OpkCAAc1acnpTpg4xdvTCAeZNnmad2ZieCJjTN6f3lvC5MRH6tMzoHf68ad2Sg+3iwafSlDwUCPLO3tFa0/7xonIR4mofV55Fm+eWLbxQaepqv8QD2BS4kgkuUmHywA2CrUcX+7xKEapzAT9cPvdWEt45xAT9+L9i9fmTP6Uizt9mwEqXLLlp95mUoL/2kxjf/iC/Pc6XpOXr80ho82i+j27DeplXcIWdpbK1nEAt695ms6mN7Qz/LNk/vpUgYAGOidwMVxdTLpVsGZO9AG/f2DJADgN+6y3+qkXC6By4kQVh2U0fsbbS/ar/LBwJncntEHstgvq/dXH22j15f4r15n2eZ5ee3SGOrtHh7bsNyXgR5ZlpQS/7ycxVevJuB2cQHxYRJayRiXpp/cTxbTmIv5cX0qbPSlWMYFLdDbyDPQ+7sHSdyZjeLyRMjoS7Gka5Nhx/To9fsSf3t/F9+4Mcm9aGd0VxuwYbe+Kykl/vLeFl69EMeN6YjRl2Mbb1waAwDcW88bfCXnj4EeWdZyuordUhPf5ICDI02EmdE7jWanh58uZfGtO9MQgg8TjutSQg301nPODvSSpSbeXy/gN+7OGH0plnVzOoKNfB31dtfoSxm6DzcL2Ck18Zvci3Zm4yEFC2MBfLJlr76r+9slLKYq+B1m887VXDyAuZgf99YLRl/KuWOgR5b15qJaUsfdZkfTh0BkqszoncTPnmbR6PRYRnVCiZCCoOJ2fEbvPz5Uyzb/Bcfkn9qtmTCkBJ6m7Z/V+38+2EbA68avvsQHA+fh1YU4Pt60V0bvL+9twedx4V+9yh7O8/b65XF8wECPyDx+upzBjakw5uMBoy/F9EI+D8I+D1Jl7jY7iX98nELY58GXr44bfSmWIoTAxfEgNh0e6P3dg13cmAqz7PcMbum9Vkn79c4ManZ6+JuPd/DtuzMIcy/auXhlIYbtYgM5mzzgbLR7+KuPtvHrL8+wtHcIXr8Yx26pabvecgZ6ZEn1dhfvrOY5IOMEpqI+Bnon0O9L/OPjNL55axI+D9cqnNTF8aCjSzczlRbeXcszm3dGF/9/9u47POoqa+D496b3kJ6QBAgt9N4VkaJiA1ws2Ht31d11i9vULe+6rrp2XXuXRcQuSJEivXcIBAikkUJ6T2bu+8cdJLKAkMzkNzM5n+fJk8kkmTnozcw9v3vvOdEhBPr5sMfLE71FuwqpqGuSvmhONCClA+A95/S+2JJLRV0T14zsZHUoXmmUo03XSkc1d28hiZ7wSGv2l9Bgs8u2zTOQGBHE4XJJ9E7X5pwyiirrOa+3bNtsiU7RIRwqqUFrbXUolvh6ax52DZcMkESvNXx9FD0Swsgo8O5E75ONOSRGBDFaesI6Tb/kCJSCrV6wfVNrzburDtIzIYyRabLDxBXSE8KJDQtgZWax1aE4lSR6wiMt3VNEkL8PI+QF77QlRgRRUOEdW1jawoKdBfj6KManx1sdikfqHBNCfZOdosr2OeY+3ZxHn6QIekplvFZLT4ggw4tX9Ioq61m6p4jLhiRLBWknCg/yp2tsqFcUZNl4qIwdeRVcP7qLFAZzEaUUY7rFsmLfEa+6QCmJnvBIy/YUMaprDEH+sqXudCVEBlFQUYfd7j0vYK60cGcBI7pEExkiZyFa4miLhYPt8JzegeJqtmSXcdngZKtD8QrpiWEUVtZT6oXNr+FYXzTZtul8gztFsfFQqce/7723KouwQD95TXGxs7rHUFRZz14vKv4kiZ7wOAeKq9lfXM25sm3zjCRGBNFk1xzx0smSM2UVV7O3sEqqbbZC5xjTNy6rHTW7PuqzTbkohVTGc5KjBVn2eOH2Ta01H609xOBOHaRojwuMSIumtKbRo3sxFlfV8822w0wfkiyFelzsrO6xgKm47S0k0RMeZ9GuAgAmytmpM5IQYVosSEGWn7Zgpxljkui1XGpUMAG+PmR68ASrJbTWfLY5lzHdYkiMDLI6HK/QO9Fsf92RV2FxJM639kAJ+4qquWaEFNhwhRFdzPGONQc8txH2uyuzaLTbuWFMF6tD8XopUSF0iQnh+72S6AlhmQU7C+iVGP7D1jBxehIizKRTEr2fNm/HYRljreTn60OX2BD2edEWmNOxKbuMg0dqmDZItlg5S3xEEAkRgWzzkuqJzX249hDhQX5cMkBWf12hc0wIceGBrMvyzESvur6Jd1Yd5LzeCXSLkxXftjC+VzwrMoupaWiyOhSnkERPeJTS6gbWHyxlkqzmnbGjqwuHJdE7pdyyWjYcLJVqiU7QPT6sXTS6bu7zTbkE+vkwuZ80vXam/skdvKKoRnMl1Q3M3XaY6UNSCA6Q8+auoJRiRJdo1nnoit6s9dmU1zZy57huVofSbpzXO4H6JrvXrOpJoic8ypI9hdjsmkmype6MxYUFohQUSIuFU/p6ax6AXGF3gm5xYRwqqaG+yWZ1KG2i0Wbny635TOqTQHiQFPFxpgEpkewvrqayrtHqUJzmkw05NNjsXC3bNl1qeJco8jywEXajzc7r3x9geJcohnaOsjqcdmN4WjThQX4sdBzh8HSS6AmPsnBnIXHhgQxIjrQ6FI/j5+tDbFigrOj9hK+25tM/OZIusaFWh+LxuseHYdeQVexZE6yWWpJRREl1g2zbdIH+KZFo7T3n9Ox2zYdrDzG0cxTpidKCw5VGpJnehKs8rBH2N9vyyS2r5c5zZDWvLfn7+jA+PZ7vdpuFBU8niZ7wGPVNNpbuKWJir3h8pNdQiyRGBHFYeumd1MEj1WzNKZdtm05y9ExJe9m+OXPtIeLCAzk3XSoCO1t/x8W9bTnecU5vyZ5CDhRXc6MU2HC5XonhxIYFetRWPK01ryzdT/f4MCb0kl6ube28PgkcqW5gvYee7WxOEj3hMVbvL6GqvkmqbbZCQkQQhbKid1Jfbc0H4GJJ9JyiW1wYSrWPRC+/vJbFGYVcMTQFf195a3W22LBAkjsEs9VLCrK8uTyLxIggLpSznC7n46M4p0csyzOLPaaf3pKMInblV3DHOV3lwrYFJvSKJ9jfl8+35FkdSqvJu5HwGPO25xMa4MvYHrFWh+KxEiMDyZczeif15ZY8hnTqQEqUVNt0huAAX5I7BLeLFgsfr8/BruGq4alWh+K1+idHsiXb8wuyZByuZHlmMTeM6SwXBdrI2J6xlFQ3sD3P/S8UaK15esEeUqODZRu4RUID/TivTwLfbMunocludTitIq8wwiM02ezM31HA+F7xBPlLdbKW6tghmPLaRqrqvaNssDNlFlay+3ClFGFxsvZQedNu1/x3XTZnd4/9oVG8cL6hnaM4VFLj8bsS3lpxgCB/H64eLkVY2srYHmY79bI9RRZH8tPm7yxgW24590/oQYCfTNOtMm1wR8pqGj1izJyKjCDhEdZmlXCkuoGL+suWutZIdaxUZZe0j+IYZ+LLLfkoJds2nS09IZx9hVUef1X0VL7PLCa3rJYZI2Q1z5WGp5nm12s9+NzMkap6Pt2Uy2WDU4gKDbA6nHYjNiyQvh0jWOrmk3a7XfP0/D10jQ3lssGymmelsT3iiArx59PNuVaH0iqS6AmPMHfbYYL8faTIQSsdbQAuid6Paa35fHMuI9Oif2gsL5yjT8cIGmx2r17Ve2/VQaJDAzhP2r64VN+OEQT7+3psTzSAN5YfoMFm59az06wOpd2Z2CueDQdLKa5y34JkX23LJ6Ogkgcm9cBPtvVayt/Xh2mDk5m/4zBFle47Zn6KjCLh9ux2zbwdhxmfHk9IgJ/V4Xi01KhgALJLay2OxL2sP1hK1pEapg9JsToUr9O3o6mWuMMDzsa0RHZJDYt2F3D1iFQC/WRbuSv5+/owpHMH1maVWh1Ki5TXNPLuqoNc1D+J7vFhVofT7kzul4Rdw/wd7tkfra7RxhPzdtMrMZxL5QiBW7huVGcabZpZ67OtDqXFJNETbm/DoVKKKuu5ULZttlp0aAAhAb6yonec2etzCAnwla3BLpAWG0qwv6/X9D873nurD+KjFNeN6mx1KO3C8C7R7D5cQXmt5zVOf3tlFlX1Tdw3vrvVobRLvZPC6RwTwtzt+VaHckJvrcgip7SWP13SRyptuolucWGc1T2GD1YfpMnmmccPJNETbu/rrfkE+PlILxknUEqRGhVCTqkkekfVNDTx9bZ8LuqfRGigrBg7m6+PoldSODvzvS/Rq22w8d912VzQN4GkyGCrw2kXRnSJRmvYeNCzVvWq6pt4c8UBzuuTQO+kCKvDaZeUUlzYL4lV+45QXuNeFwqKKut5cXEmk3rHc1Z3qSzuTq4f1YW88jq+ddOV4J8iiZ5wa002O19tzWNir3jCZBLuFKnRIWSXyNbNo+ZtP0xVfROXD5Vtm67St2MEu/IqPKaH1en6bHMu5bWN3Di6i9WhtBuDO0UR4OfD8kzPaX4N8P7qg5TXNspqnsUu7JdIk10zb4d7reo9vSCDukYbv7+ot9WhiOOc1yeBrrGhvLA4E6097z1MEj3h1pZnFlNc1cA0qT7lNKnRwWSX1njkC5YrzN6QQ6foEEZ0ibY6FK/Vt2MklfVNZHvRSrLWmrdXZNErMZwRaTJ22kpwgC8j06JZklFodSinrbbBxuvf7+ecnnEMTO1gdTjt2oCUSLrGhTJ7Q47VofxgfVYJH63N5sYxXegaJ2c33Y2vj+Ke8d3ZlV/Bd7s953XnKEn0hFv7bFMuHUL8GZ8u2zadJTUqhJoGGyXVDVaHYrms4mpW7jvC9CEpcibChfp2NFvVvOmc3uKMQjIKKrl9bFeUkrHTlsb1jGNfUbXHnDV+a+UBiqsauH+CrOZZTSnFlcNSWZdVyv4i6ysBNzTZeXjONpI7BPPL83paHY44iamDOpIaHczz33neqp4kesJtVdc38e2OAi7unyRNQ53ohxYLUnmTj9YewtdHcdVw6X/mSumJ4QT4+rA5u8zqUJzm5SX76BgZxJRBUh2vrZ3ruPC3bK9790QDKK1u4OUl+5jUO4FhsmvALfxscDK+PoqP3WBV75Wl+9hbWMXfpvWTM+JuzN/Xh0cv7ctD56dbHcoZk9mzcFvzdx6mttEmTUOdLDXa0WLBQ66Gu0pdo41Z67M5r3cCiZHSO8+VAv186Z8SyQYPK6BxMhsOlrAuq5TbxnbFX3pdtblucaEkdwhmaYb7J3ovLcmkur6J30z2vAmit4qPCGJ8ehwfr8+hvslmWRwZhyt54btMLhmQxHgpNuf2JvZO4OwesR63g0PeoYTbmrMxl5SoYIZ2jrI6FK+SGmVW9A6180Rv7vZ8SmsapSx+GxnaOYptOeWWTqyc5eUl++kQ4s+MEbISbAWlFOemx7E8s5i6RvcdTzmlNbyz8iCXD02hZ0K41eGIZm4ak0ZxVT2fb8qz5PnrGm08MHMTEcF+PDqlryUxiPZBEj3hlgor6liRWcxlg5M97uqJuwsN9CMhIpB9bnA+wUrvrz5EWmwoY7rFWB1KuzCkUxQNNjvbcz37nN6u/AoW7irghtFdCAmQrVZWubBfEjUNNpa48are43N3oxQ8OEnOXrmbs7rH0Dspgle/329JNeAn5mWw+3Al/7piILFhgW3+/KL9kERPuKUvtuRh1zB1kGzbdIXu8WHsK2y/id7OvAo2HCzl2pGdpAhLGxnS2VQb9LT+Z8f794I9hAf5cetZaVaH0q6N6hpNdGgAX29zrzL5R63ILOarrfncc253OnaQHovuRinFHeekkVlY1eaVFBfvLuTNFQe4aUwXKTQnXE4SPeF2tNZ8vD6HgSmRdI+XUsOu0D0ujH1F1R5XPcpZ3lh+gJAAX+md14biw4PoFB3i0ef0tuaUMX9nAbed3ZXIEH+rw2nX/Hx9uKBvIot2Fbjd9s2GJjt//nw7naJDuHNcV6vDESdxyYCOdI4J4cn5GdjaaFUvq7ia+2duondSBL+7sFebPKdo31qc6CmlUpVSi5VSu5RSO5RSDzjuj1ZKLVBK7XV8jmr2Ow8rpTKVUhlKqQua3T9UKbXN8b3nlOzVa9c2ZZeRUVDJjBGdrA7Fa3WPD6OqvonDFXVWh9LmCirq+GJLLlcOS6VDSIDV4bQrQztHsf5gicdeYHh6wR46hPhzy9ldrA5FAJcMMNs3F7tZb6s3VxxgX1E1j07pQ5C/r9XhiJPw9/XhofPT2X24ks825br8+arqm7jjvfX4+ihevX6ojA3RJlqzotcE/Epr3RsYBdyrlOoD/A5YpLXuASxyfI3jezOAvsBk4CWl1NFR/jJwB9DD8TG5FXEJDzdz7SFCAny5dKCULXeVbo6V0sx2uH3z7ZVZ2OyaW2TrXZsb3S2G4qoGdh+utDqUM7Y+q4QlGUXceU43woNklKP25gAAIABJREFUNc8djEyLJiEi0C3K5B91oLiaZxbuYVLvBCb0SrA6HPETLu6fRP/kSJ6cn0FlXaPLnqfRZufBmZvILKzihauH/NDmSAhXa3Gip7XO11pvdNyuBHYBycBU4B3Hj70DTHPcngrM1FrXa60PAJnACKVUEhChtV6lzWXed5v9jmhnKusa+XJLPlMGdiRMesq4TPd2muhV1TfxweqDTO6XSKcYeaNta+f0iAPgew/of9ac1pq/f7OL+PBAbhwjVVrdhZ+vD1cMTWVJRiF5Zdb3BbXbNb+dvRV/Xx/+Nq2f1eGI0+Djo3h0Sl8OV9Tx+NzdLnkOu13zm9lbWbirkEen9OXsHrEueR4hTsQpZ/SUUl2AwcAaIEFrnQ8mGQSOnjRNBrKb/VqO475kx+3j7z/R89yhlFqvlFpfVORZEwVxej7fnEdto022bbpYXFggEUF+7S7Rm7Uum4q6Jm4fK+dmrJAYGUTPhDC+31tsdShn5Ott+Ww6VMZD56dLpU03c9XwVOwaZq3P/ukfdrF3V2WxNquEP13SR3pzepChnaO47ew0PlhziKV7nDu31FrzyBc7+HRTLg+d35MbRndx6uML8VNanegppcKAT4AHtdanqpt9onN3+hT3/++dWr+qtR6mtR4WFxd35sEKt6a1Zua6Q/RKDGdgSqTV4Xg1pRTd48PaVaLXZLPz5ooDDOscxeBO0pvRKmN7xLH2QInbFdA4mfomG/+ct5teieFMl+I9bic1OoSxPWKZtS6bRpvdsjgyC6v457wMzukZxxUyTjzOr85Pp2dCGPd/tImDR6qd8phNNju/mb2V91Yf5M5zunLv+O5OeVwhzkSrEj2llD8myftAaz3HcXeBYzsmjs9HT0nnAM27y6YAeY77U05wv2hnNhwsZXtuBdeO6iy989pA9/iwdtVL7+tt+eSU1nKbrOZZamyPWOqb7Kw9UGJ1KKflnZVZZJfU8seL++ArrTjc0k1jupBXXseXW6xrfn3fhxsJDvDliekD5P3LAwX5+/LaDcMAuO2d9ZRUN7Tq8UqrG7j57XV8vCGHByf14HcX9pJxISzRmqqbCngD2KW1frrZt74AbnTcvhH4vNn9M5RSgUqpNEzRlbWO7Z2VSqlRjse8odnviHbkrRVZRAT5MX2I9M5rCz0TwimuaqCost7qUFzOZtc8/10mPeLDOL+PFEiw0si0GIL8fVi0q8DqUH5Sfnktzy7cy8Re8XKuxo1N6BVPr8RwXl6yz5Lm1499uZPdhyt5+sqBsmXTg3WOCeWV64ZyqKSGa15bTXFVy94bt+WUc+kLy1mzv4R/Tu/Pg5N6SpInLNOaFb2zgOuBCUqpzY6Pi4DHgfOUUnuB8xxfo7XeAcwCdgLzgHu11kf37twNvI4p0LIPmNuKuIQHyiurZd6Ow8wY0UnOwLSR/slme+z23HKLI3G9b7blk1lYxQOTekiDdIsFB/hybs945m4/bMmk/Ez85cud2LTm0Sl9rQ5FnIJSirvP7cbewirm72zbCwizN+Tw0dpD3DWuG+dK82uPN7pbDG/eNJysI9Vc8txyNhw8/Z0HFXWNPPblDqa9tAKbXTPrrtFcNVzqDQhrtabq5nKttdJaD9BaD3J8fKO1PqK1nqi17uH4XNLsd/6ute6mtU7XWs9tdv96rXU/x/fu057aZEm02LurDqK15obRUtGurfRNjkQp2ObliZ7drnlu0V56xIdxUb8kq8MRwIX9EymsrGfDIfdtnv7d7gLmbj/Mzyf0kFLoHuDi/kl0jQvliXm7aWhqm7N6q/cf4eE5WxnTLYZfnd+zTZ5TuN5Z3WOZfdcY/P0Ul7+yit/M3nLKc3t5ZbU8NT+D8f9awtsrs5gxPJW5D4xlUGqHNoxaiBOTpRNhudoGGx+tPcQFfRNJiZIJVVsJC/QjLTbU6xO9b7bns7ewiuevHiyreW5iYu8EAvx8+GZbPsO7RFsdzv+oqm/iz5/voHt8mFRo9RB+vj786ZI+3PzWOt5dleXys7gHiqu56/0NdIoO4eVrh+Lv65Qi5sJN9EuO5Ov7x/Lcwr28syqLWetzGJTagYEpkSREBuGrFPnldWzKLmNbThkamJAezwOTejAgRRI84T4k0ROW+3RTLuW1jdwsDazb3IDkSNZ4SFGMlmi02Xlq/h6zmtdfVvPcRVigH+N6xjF322G3LHLyt692kldWy6w7RxPgJxN4TzE+PZ5z0+N4duFeLuyfRHKHYJc8T3ZJDde9vgYfpXjrphFEhvi75HmEtSKC/PnjJX24dWwaczbmsmhXAR9vyKGmwZw6Cg3wpXdSBD+f0IPLh6bIyr9wS5LoCUvZ7Zq3Vx6gb8cIhneRkvdtrV9yJJ9tzqOosp648ECrw3G6meuyOVBczRs3DnO7ZKK9mzYomQU7C1i2t4jxbnS2adGuAmauy+buc7sxzA1XG8WpPTalLxc9+z2//O9mPrx9lNP/7vPKarnm9dVU1jXy4e2j6BQjk3tvlxQZzL3ju3Pv+O5oralvstNk14QG+EqRFeH25FKlsNR3uwvZU1DFbWPT5AXTAt5ckKWqvolnF+5hZFo0E3q5TyIhjPP6JBATGsDMtYesDuUHxVX1/PaTbfRKDOfBST2sDke0QOeYUB6Z0pc1B0p4btFepz72/qIqrnp1FWU1jbx/20j6JUu/1/ZGKUWQvy9hgX4yZxEeQRI9YRmtNS8sziQlKphLB3S0Opx26WhBlq053pfovbpsP8VVDTx8UW95Q3ZDAX4+TB+awqJdhRRW1lkdDja75oGZm6isa+SZGYMI9PO1OiTRQlcMTWH6kBSeXbSXj9dnO+UxV+4rZvrLK6mpt/H+rSPlHJYQwiNIoicss2r/ETZnl3HnuG74yUF2S4QF+pGeEM66LO86p1dYUcdry/Zz8YAkqXzmxmYMT6XJrpm51jmT8db494I9rMg8wl+n9qNXYoTV4YhWUErxj5/15+zusfxuzrZWJXs2u+bfC/Zw7etriAoN4JO7xzBQXlOEEB5CZtfCMi8t3kdsWCBXDE2xOpR2bVTXGDYcLG2zkuRt4an5e2iy2/nNBelWhyJOoWtcGOPT43hrxQFqGposi2PhzgJeWJzJlcNSuHJ4qmVxCOcJ8PPhleuHMrprDL+evZV/fbubRtuZvcZtzy3n8ldW8uyivfxscApf3nc2XWJDXRSxEEI4nyR6whKbDpWyPLOY28amEeQvW6SsNKprNLWNNrblllkdilNsOFjCf9dnc9OYLnSOkUmZu7tvQndKaxr5cI01Z/W255Zz/8xN9EuO4C9T+1kSg3CNsEA/3rxpOFcOS+HFxfuY9uIKVmQW81Oterdkl3HPBxu49IXlHDpSwzNXDeKpKwcSGij164QQnkVetYQlnpq/h+jQAK4bJQ3SrTYiLQaA1ftLGNrZs6sMNtrs/OHT7SRFBvHgJGlg7AmGdo5mVNdoXl22n2tHdiY4oO0u/OSX13LrO+voEOzPmzcOl4tOXijAz4cnLh/IhF7xPPblTq59fQ29EsM5v08CfTpG/lBt+HB5HRsPlbJ0TxGZhVWEB/lx97hu3DmuG5HB0j5BCOGZJNETbW7VviMszyzmjxf3JkyukFouOjSA9IRwVu8/wr3ju1sdTqu8vSKL3Ycr+c/1Q+Xquwd56Px0Ln9lFS8v3ccvz2ubBP1IVT03vrmW6nobs+8eTXxEUJs8r7DG5H5JnJsez8cbcvh8Uy7PL87k+IW9AD8fRqZFc93ITlw+LFXen4QQHk9exUSb0lrz5PwMEiOCZDXPjYzsGs3sDTk0NNk9tkH0wSPVPL1gDxN7xXN+nwSrwxFnYFiXaKYM7Mh/lu7jijZoPFxa3cC1r6/h4JEa3rp5uBRfaSeC/H25flRnrh/Vmer6JvYVVVFa04hdaxIjgugSE9qmK8pCCOFqnjmjEx5rcUYhGw6W8vOJ3WWblBsZ2yOOmgabx1bftNs1v/54K36+ir9d1k/aKXighy/qhY9SPDxnG3b7qc9QtUZxVT3XvbGG/cXVvH7jMMZ0i3XZcwn3FRrox4CUDozrGcf49Hh6J0VIkieE8DqS6Ik2Y7drnvx2D52iQ7hymFS2cydnd48l0M+HBTsLrA6lRd5ccYC1WSU8cmlfkiKDrQ5HtEBSZDB/vrQPyzOLeX35fpc8x/6iKn720kr2FVXx6vVDGdsjziXPI4QQQrgDSfREm/lyax478yt4cFIP/KVvnlsJDvBlbI9YFuws+MmKdO4ms7CSf32bwaTe8Uwfkmx1OKIVZgxPZXLfRJ6Yl8H3e4uc+thHG15X1Tfx0e2jODc93qmPL4QQQrgbmW2LNlHbYOPxubvplxzB1EEyGXdHk3onkFtWy678SqtDOW11jTbu/WATYYF+/N9l/WXLpodTSvHEFQPoHh/GXe9tYEt261t+HN/wes7dYxjcKcoJ0QohhBDuTRI90SZeWbqP/PI6/nxJX3x9ZDLujib2TkApmL/zsNWhnLa/fLWTjIJKnrpyoFRN9BIRQf68c8sIokIDuOa11Szd0/KVve255Ux/WRpeCyGEaJ8k0RMul1dWy3+W7ePiAUmMSPPsPm3eLC48kBFdovlsU65HbN/8ems+H645xJ3juso2PC+TEBHE7LvGkBodws1vreUf3+yitsF22r+fXVLDw3O2cekLy8kpreHZGdLwWgghRPsj73rC5R6fuxut4eELe1kdivgJlw9N4dezt7L+YCnDu7hvUp5VXM3vPtnKoNQOPHR+utXhCBdIjAxi9t1j+PvXO/nPsv18sjGXG0d3Ztrg5BO2X6isa2TVviN8sSWPudsP46PgxtFd+MV5PaXhtRBCiHZJEj3hUmsPlPDFljzun9CdlCjX9sYSrXdR/yQe+WIHH6/PdttEr6KukdveXY+vr+L5qwdLYR8vFhboxz9+NoCfDUnhhe8yeWrBHp5asIeUqGDSYkPx9/XBZtccKK7mUEkNAOFBftx6dhq3nJVGYqRs5xVCCNF+SaInXKa+ycbvP91Gcodg7jq3m9XhiNMQGujHxf2T+HprPn++tC9hbrbVzWbX3P/RJrKKq3nv1pEub6wt3MPwLtG8c8sIDh2pYf7Ow2zJKedQSQ12u0Yp6J8cyZXDUhjSKYrhadGS/AshhBBIoidc6JUl+8ksrOKtm4cTEiBDzVNcO6ozH2/IYebaQ9w2tqvV4fxAa81jX+5gSUYR/3dZf0Z3i7E6JNHGOsWEuNWYFEIIIdyZXPYULpFZWMmLizOZMrAj46VQhkcZlNqB0V1jeO37/dQ3nX4BDFd7esEe3l11kDvO6co1IztZHY4QQgghhFuTRE84XZPNzq9nbyU4wJc/XdLH6nBEC9x9bjcKKur5bFOu1aEA8J+l+3j+u0xmDE+Voj5CCCGEEKdBEj3hdC8u3semQ2X8bVo/4sIDrQ5HtMDYHrEMTInk3wv2UtPQZGksLy/Zxz/m7uaSAUn8XZqiCyGEEEKcFkn0hFNtOlTKc9/t5bLByVw6sKPV4YgWUkrxp0v6cLiijpcW77MkBq01zy7cyz/n7WbKwI48c9UgfH0kyRNCCCGEOB1SIUM4TXV9E7/472YSI4J4bGpfq8Npn2xNsG0W7JkH9VWQ2A+G3gzRaWf8UMO6RDN1UEde/X4/0wYn0z0+zAUBn1hDk51HvtjOR2uzmT4khScuHyBJnhBCCCHEGZAVPeE0j325g4MlNTx15UAigqRBcZsry4bXJ8Jnd0PuRqgphlUvwQvDYd7voanhjB/yDxf1JizQj/s/2tRmhVlKqxu4/o01fLQ2m/vGd+dfkuQJIYQQQpwxSfSEU8xan82s9Tncc243RnWVsvdtriIf3roISvbDFW/Dg9vgzmXm86BrYPWL8M6lUFV0Rg8bHxHEE9MHsDO/gr99tQuttWvid9icXcbUF1ewKbuMZ2cM4qEL0vGRJE8IIYQQ4oxJoidabUdeOX/6bDtjusXwy/PSrQ6n/bHbYM7tUHMEbvgc+l4GRwuWRCTBlOfg8rcgf4tJ9qqLz+jhJ/VJ4I5zuvLe6oP8Z9l+F/wDzFbNp+ZnMP3llTTZ7My8YxRTByW75LmEEEIIIdoDOaMnWqW0uoG7399IhxB/nrt6sGyxs8LK5yHre5j6EiQPOfHP9PsZhMTAh1fCe9Pgpm8gKOK0n+J3k3uRX17H43N3Y9eau8d1c1r1y3VZJTzy+Q525lcwfUgKj0zpI1t/hRBCCCFaSRI90WKNNjt3f7CBw+V1zLxzFLFh0kqhzZUcgMV/h95TzBbNU+k6DmZ8AB9eBR/fBNfMAt/Tewnw8VE8dcVAFPDEvAwOFFXz6JS+hAa2/CUks7CSx+dmsHBXAQkRgbx6/VDO75vY4scTQgghhBDHSKInWkRrzSNf7GD1/hKevnIgQzpFWR1S+7ToL+DjBxf+89h2zVPpPgku+Td88XP45iFz+zRX5gL8fHjmqkF0jgnhhcWZrDlQwu8u7MXkvomnfY7Obtes3HeEd1dlsXBXASEBfvz6gnRuOSuN4ADf03oMIYQQQgjx0yTREy3y6rL9fLjmEHeN68bPhqRYHU77lLMedsyBcb+FiDPoWTjkBrMSuPxpiO0Jo+857V/18VH86vx0xvaI4+E5W7nng410jQtl+pAUzu4eS6+kcAL9jiVsWmtySmvZmV/Bsj1FLNxVQEFFPTGhAdw1rhu3np1GjKwEex5bExxYCodWQ3URhMZB0kBzIcE/yOrohBBCCAEoV1fRc5Vhw4bp9evXWx1GuzR7Qw4PfbyFSwYk8dyMwVIV0SrvXw55m+CBzRAYfma/a7fDrOshYy5c9wl0G3/GT2+za77amscHqw+xNqvkh/s7hPgTEeRPXaONyromahtNW4aQAF/O6RHHhf0Tmdwv8UcJofAg2+fAt7+HynxQPhAcBbWloO0QFAnDb4ezHzzzMSmEEEKIM6aU2qC1HnbC70miJ87Ed7sLuP3dDYzuGsMbNw2TybpV8rfCf8bChD/BOQ+17DHqK+GN86EiD+5YDNFdWxxOQUUd67JK2F9UTVFlPRV1jYQE+BIS4EfXuFB6J0XQJymCIH8ZLx7L1gjf/gHW/gc6DoGxv4Tu55kVvMY6OLQSNrwNOz+HsAS49DlIn2x11EIIIYRXk0RPOMXq/Ue46a219IgP56M7RhHWikIcopVm3wJ75sMvtkNwh5Y/TskBeG08hCXCbQtkFUacmK0JPrkVdn4Go++DSY+dvJBPzgb48n4o2A4j7oQL/g6+UkVVnERjHdSVm9Xh0NjTPjMshBDCOFWiJzN1cVqW7y3mtnfXkRoVwls3D5ckz0pH9sGOT2HMz1uX5AFEp5kG6+/9DD69C658D3ykvaZoRmv46gGT5J3/NzPuTiVlKNz+HSx8FFa/BEW7zRgLiW6LaIUnqD4CG96CXV/C4W2gzfZu/EOh0yjofSkMuAoCQqyNUwghPJzM6MRPWry7kFveWUeXmFBm3iFtFCy38nnw8YdRp19E5ZS6nmtWXXZ/BcuecM5jCu+x9jXY9D6c8+ufTvKO8guEyf8wvR0PrYLXJkBRhmvjFO7PboPVL8Mz/eG7v4J/MJz9C7j4KZj8T9MipjQLvnoQ/t0XljxutpgLIYRoEVmWEaf05ZY8fjlrM+mJ4bx3y0iiQgOsDql9qzwMmz+AQddCuBN7zo28y1xZX/IPSOhrrqgLcWgNfPsw9LwQzv39mf/+4Gshpjv89zp4/TyY8T6kneP8OIX7qykx/TsPLDVnO8//K8T3PvHPHlwFK541r0cb3jYryf2my7bO9kxr8x61+yso2GHOlqPNsYPE/pAy3BQVk23iQvyInNETJ6S15pWl+/nnvN0M7xLF6zcOJzJYXkAtN/9PsOoF+PmGVhVPOaHGOnj7YijcZc7rJfR17uMLz1JdDK+cDX5BcMeS1m0TLjsEH1xhth1PeR4GXe2sKIUnqMiDty8x4+Dip0yLl9NJ2nLWw9e/gvzN0ON8s0IcFuf6eIX70BoyvoFlT0LeRnOWM6YHRKaY2+XZULzHVP0NiYUBV8Kou6FDJ6sjF+7A1mjOAAeEmh0EXkqKsYgz0mSz88gXO/hgzSEuGZDEk1cMlGqJ7qC2FP7dD3pOhsvfcM1zVOTDq+earXe3LZJJVXultVmF2zvfnLdL7N/6x6wtMy09Diwzq4PjfiMrNO1BbSm8dRGUZcO1s6DzmDP7fbvNbB9e8GfTvuOyV6D7RNfEKtxLRT58/UuT6EWlweh7oe9lpmhPc421sH8JbP7QtAwCsw143G9MQijaj6YGs+qbuQiyV8ORzGPfC4wwdQlSR0GXs8zFIy9J/iTRE6etoq6RB2du5rvdhdw1rhu/uSBd+uS5i6X/gsV/g7tWQGI/1z1Pznpz9T2+F9z4FQSGue65hHva9D58fu/pFV85E00N8OUDsOVDs/34kmfAT7aDe62GGnjvMrMSc+1s6Dqu5Y91eLup/Fq024zJCX+WsePNMubCnDvBVg8T/ggj7z55pd/mynNg+b9h47ugfM0Z0DE/l8I+3q6uwux2Wv8WVBea/q6poyBpoCkE1lAFlQVQuBNyN0BjjUn8+l5mVoBPto3cQ0iiJ07L9txy7vlgI3lltTw2tS/XjuxsdUjiqIYaeKYfJA+Faz92/fNlzIOZ15hCLVfPlAlVe1KaBS+fBUmD4MYvnV+FVWtY+gQs+T9IGwdXvtv66rHC/dia4L/Xwp5vTdXVvtNa/5gNNTD/D7D+TTM+L38TYrq1/nGF+9DanM9c+KiZpLf0/3HpQbMKvPMziEw1xaHk7Ln30Rq2zTZnyauLzI6n4bdBt4knf++yNcLBFbBlpun72lhjxsY5vzZjzgNJoidOSWvNR2uzefTLHUSHBPDitYMZ2llKobuVNf+Bub+Bm+dB59Ft85wb34Uvfg59psH0N07vaqrwbHabWc09vA3uWenacy6bP4Iv7jPnba6dJWdqvInW8Pl9sPl9cyZv+G3OffxdX5rHtzfBxU/DwKuc+/jCGnY7fPMrk8j3mQbTXm79SlzWcpj7W9PXs9clcNGTEJHknHiFtWpKzNbeHZ9C8jC46F+QPOTMH2P1y2aOVV9uxt2kR80WTw8iiZ44qfKaRh75Yjufbc5jbI9YnrlqEDHSPsG92BrhucHmrMEt89r2uVe+YK6g97scfvYq+MhZTa+24llzFXzay+aMi6vtXwr/vR78g+Ca/0LHwa5/TuF6Cx6BFc/AuN/B+Idd8xxl2TDndtO+Y+DVZpIXGO6a5xKuZ2uCz+6GbbPgrAdh4iPO201gazTb+pY8Dr4BcN5jMOQm6RnryXI3mnPkVQUw/vdmzLRmflJbZhK+lc+ZC0gj74SxD3nMbhNJ9MQJfbe7gIfnbKO4qoEHJvbg3vHd8ZXzeO5n84fmDfCaj6Hn+W3//Mv/bbbR9LvcFEKQ8tXeqWCHKcTT43y46v22K5RSuMtU5Kw5Ape/BemT2+Z5hWusehG+/T0Mu9Ws5rlyHNmaYNm/TP/PqC5mm59cLPA8TfUw+xZTRGPCn+Cch1zzPEf2mR6NB5ZBpzFw6bMQ19M1zyVcZ+sss9soNA6ues+5f/MV+fDd30wbq+AoOPdhGHaz2897JNETP1Je28hfvtzJJxtzSE8I58krBtI/JdLqsMSJNNbBC8PNVaU7l1lXpfD7p2HRY9DjAnPeRg62e5emenhtork6es+q/61q52qVBfDhlXB4K1z4BIy4vW2fXzjHlv/Cp3dAn6kmaW+rHQBZy2HOHVBVaLZdjbpHVms8RUONOcu57zuY/E8YdZdrn09rM4n/9g/mbNY5vzarQXIO3f3Zbeai88rnoPNZ5ny3q96r8rea3UwHlpnjBef9BdIvdNtK0ZLoCQBsds3sDdn869sMSmsauefcbtw3oTuBfrIdz22teA4W/Alu+NwURrHSujdMT6vUkTDjQwiNsTYe4Tzf/sFsbbr6v9atqDVUw+xbYc9cGH0fTHpMzoV6kr0L4KMZpn3CtbNNi5a2VFNizu1lfG0ask97WdrDuLu6cvhwhtl+O+V5GHJ92z13VaE5u7djDsT1hinPQeqItnt+cWZqy0zV3cyFZrfA5Mddn5xrDXvmmf7FR/ZCl7Fwwd/dsmCLJHqCdVklPPblDrbnVjCscxSPTulLv2RZxXNrNSXw3CBIGQHXzbY6GmP7HPj0LnOY/eqZHl+SWGCqjs26AYbfDhc/aW0sdhvMexjW/seM++mvmS15wr1lrYD3p5ttcDd+BUER1sShNax73Vy4CAyD8/8OA2e47VX4dq2qCN7/mSl3/7NXod90a+LImGcKelTkmZ0EE/5k3fgVJ1a0x1xEKjtozuIOu6Vtn9/WCBvehsX/B+FJcPcKt3tNkUSvHTt4pJqn5u/hiy15JEUG8bsLezFlYEeUmw1ScQLzHoY1r5i+eQl9rI7mmJz18NHVpknt1BecUzZdWKM405zLi0uHm79p+1WYk9k2G776hbl98VPQ/wq3e2MVDrkb4J2p5uLPzXPbftvviRTsNP0ac9ZC2jmmX6O0YXAfZdnw3jQozzVnrHqcZ2089ZWw6K+w9lUzfsf/AYbcIMXH3MGeb+GT20wRnaveMzsGrFJbBpWHTY9hNyOJXjuUVVzNC4sz+XRTLn4+ijvHdeOucV0JCZCtUB4hbzO8NsFsZbn0Wauj+V/lOWYVKHeDKZ1+/t9N5UThOWpL4Y0LTO+hO5dBh1SrI/qx0oPm3FX2anM29OInpQWDuynYCW9fZBoP3zIPIjpaHdExdjtseAsWPgZNdabAx5j75XXKavlbzepMfZVpq9JplNURHZO70RQSOrQK4vuac1ndJ8pFJivYmkyv1e+fgsQB5riIu71HuRFJ9NqRbTnlvPb9fr7elo+fj+LakZ25a1xX4iPkzc1j2Brh1fFQXQj3rjGVn9xRU4Mp0LLqBYjrBVNfgpShVkclTkdjHbyCt85CAAAWgElEQVR3GeSuh+vmQNpYqyM6MVuT2cb53d8BbSqgjbxLCie4g7zNZrumr79ZyXPXvlOVh83uiB1zICIFJvwBBlwlqzVW2Pm52fof1MEkeYn9rY7of2lt4lzwZ7NVsNMYmPgna1eS2pvKAnMeL+t7GHy92a7pH2x1VG5NEj0v12izs3BnAe+symL1/hLCAv24ekQqt4+VBM8jLXzUtDSY8SH0utjqaH5a5kL44n6ozDfV7sb9Vs44uDNbE3xyi5nMTH8D+l9udUQ/rewQfPMbU6ilQ2dzjqbfdKmsaJWs5aaIRnAHuP4ziO1udUQ/bf9SWPgI5G2C+D5mDLlxFT2vYrfD0n/C0schZThc9QGEJ1gd1ak1NcDGd2DZk1B1GDqfDaPvgZ6T5SKBK+36yrTAqK8y2/YHX2t1RB5BEj0vdehIDR+tO8TH63MorqqnY2QQN5+VxlUjUokIcu+eH+Ikdn8DM6+GITeaKmCeoq7cVKba+A6ExsOkR2DgNTIRdzdN9eZK6a4vzXbbMfdZHdHp0xoyF5kLIQXbzGrAxEeg+ySZrLelTR+Y85NRnU2SF5lsdUSnT2vY+Rks+guU7IfYdBh1tynYIisGrlGaBZ/dAwdXmPeES/7tWdtnG2pg/ZvmvHx5NkSlmTEz6FpT8Ec4R1URzP8jbJ1pXtsve9W9ahO4OUn0vMiRqnq+2ZbP55vzWH+wFB8FE3olcM3IVMb1jJeG554sbzO8c6nZAnXLfM96Mzwqd4MpWZ2zzuyrH/cbSL9YEj53UF9lzlXuW2RKU4+62+qIWsZuh+2z4bu/mpW+uF7m3zLgKpmsu1JTvdkCuf4NU+Dk8rc9t8WKrRG2f2Kaux/eCsHRppLf8Fvd65yhJ9MaNr5rzryhYPI/YPB1nntRxtYEu76A1S+bIj+BEWZXweDrIXmI5/67rNbUYF5TFv8DGqvh7F+a3oayPf+MSKLn4fLLa1m4q5CFOwtYnlmMza7pmRDG1EHJTB+SQmKkByYE4scKdsI7l4B/iClqEJlidUQtpzVs+xiW/MNcNY/vYxrS9pnqmcmrNyjcbZK8I3vh0ufatl+VqzQ1mMn66hfh8DYIiTGT9SE3SNEWZ8tea3rUFWeYgiYTH/GOHodam5WmVS9Bxjdmst59kklIel4ok82WOvC9OeOWt9H0Hpv2knf9Teash7Wvme3vTbVmZbj3pdDrIkgaLBc2T0dTA2z5EJY9BeWHoNsEmPxP06JFnDFJ9DxMQ5OdbbllLM0oYuGuQnbmVwDQOSaEi/onMXVQR3olyhkor3Hge5h5rVmNuPkb7ykDbmsyBRCWPWkmiMFRMGAGDL1R+u+1FVuTKZaz5B8QGG7O5HUdZ3VUzqW1OTO2+mUzWUdD6ihz9rDPNGma3RrlubDsX6aHVEQyXPqM9aXwXaVkv9mWuvlDqMwzKzbdJ5lz0t0num9RLHeSvc6Ml73fmvEy/g8w8GrvTXzqKmDHp7B1FhxaCdpu+qz1nGzGTZexcnHzeNXF5m9s7WsmwUseaopsyRb8VpFEz8012uxszSln9f4jrN5/hPVZpdQ22vBRMLRzFBN7JzCpdzzd4sKk/503sdvNJHzRYxDdzTRF96arnkfZ7XBgqZks7v4a7I2mGXa/6ZA+WRpiu4LWsH+JKT6RvwV6XWIOtocnWh2Za5VmmR582z8xjZiVr6ko2nW8SXATB0ghhdNRuBvWvWa23mlttjRO+KO5WODt7DbYt9ic5dszz7QfUb6m6mLPyWY8JfSTcXRUXYV5XV//ptnSGBRptt+NvLN9baWuKYG9881/i8xFZhuifyh0GmnGTuezIGkQBIRYHWnbq6uA/YvN6/Lub8wcoNNoGPuQtK9wEkn03EiTzU5mURXbcsrZnlvO1txyduVXUNdoByA9IZxRXaMZ3S2GkWkxRIXK1hGvVLADvn7IXAXsPQWmPG8q2Hm76mLY8hFseh+Kdpv74nqb6nc9L4COQ2S7VGvYbWaysfJ5syUtIhku+LtZ2Wpvb6YFO81Zvl1fmRVlMJPQLmPNGbOU4ZDQ132axFutttQ0J97wjnld8vE3RUrO+bUpvNIe2e3m3PGeuZAx11w8AAiMNBP45KHQcbD5CIu3Nta2VJ5rSt/v/tq83jTVmQt2o+6RIiVg2tdkfW/+ng6uODZulI95v+s4GDoOMueL49IhNM67Xp9tjWaOc3ClWd3NWmGSu+Aos8I75Ea3bDruySTRs4Ddrskrr2VfUTX7CqvYX1zFzrwKdjZL6kIDfOnbMZJ+yZEM6xLFiLRoYsNk0uHVctab1gm7vzYveuc9Zg5ze9OL/Ok6ss9MnvbMM28I2mbOKKYMN1dAOw6GpIHevwrVWnabmYxmzIWt/4WKXLN96Oxfmm2yksiYXmpZy83K8oFlZuUPTDKT0NdMuuL7mElXbLoZc97+N9lYZ1Z7s1fDnvmmSbS2maqCw242E/bQWKujdC/luea16uAKOLTaXEDQ5v2csEQzfuJ6mXNGcb1M8hOe5Nmrf00NULIPDm+Hg8vNUYOSfeZ7oXHQ9zLodzmkjvD+v5mWqikx4yVvk+NjI9QcOfb94CgzXqK7QmSqaQzeoZO5HZHsvhc/tTb/jqIMKNpldgIU7DD/xqZa8zOx6eYibs/JkDrSO872uiFJ9NrI7A05LM4oZH9RNQeKq35I6AAigvxITwynf3IH+qdE0D+5A2mxoVIl09tpDcV7TGK37WNzZS+oA4y43Vz9DIm2OkL3UFtqJuBHJ1GHtwOO16bQeMcEvKf5iOlu3ggjU9vnNpj6KijcZZK7nHVmi2ZNsdle1vVcGHqTWSH1lRYrJ1WWbf77HZ145W82LUKOCow0Z2WPjrOjk64OnUxVxqAOnnPuqKHaJCjl2WYVvXCnmYwd3m6usgPE9zXbqHteaFapPOXfZrX6KlO1M2+TKQhUlGE+GquP/YyPnxkzkY6xFJFkCgeFxJrPoTHHvg4IbdtkSWszPmpLoSLPXCSqyDXjpSIHivfCkUywN5mfD4wwF+GOroon9JOx0hJam//exRnHxkxRhrkAVZnPD+99ACiTUIccHSfRjnHjGD/B0Wbc+AeBX/CJP/uHgK8jWdR2c3FQ23582253fN1otlrWV5jXxLryZrcroLoQynMcryk5xxI6gIBws1KXPAxShpnErkNqG/6Hbb8k0Wsjf/58O0v3FNEtLoyusaF0iz/2OSY0QM7XtQdVRVC4w2wby11vVhGqCsz3UkfBgCtMQZL2vrXlp9RXmolo/mYzgSreA0V7oL78xz8XEntsMh6Z8uM3wOYfwVGecVXdbjNvqrWljslWnplwHX1TLdoNZQeP/Xx4RzPxSr9QCka0htbm7/SHSdduKD1gEsLybLM1rTnlYyZYP4y16GNjLSDMnE3yD3ZMtIJP8HWzyZe2/8SH/t/7GmuPm4RV/PhzTYljwp4DdWU/jj00zqxeJg8xq+fJw9y/ebUn0dr8ty/abdp/lOc4xlGOGUuV+ccSp+P5Bpox9MN4Cfrx5+a3fQMAfWyCru3HTd6Pjh2b+bqx5sQTd2373zgCwsxKUkx3c5EtvrdZcYrvIysyrtbUYF7zj772lGWbhu01R8zfdc2RYx/a/tOP50w+fmZ8Rqaa/plH33djepgELyJZVnUt4hGJnlJqMvAs4Au8rrV+/FQ/746Jnl77Oip3g3nTD+5gJgIh0ebqb/M3f/+QY599/eUPwx1pbSZT9ZWOjwpoqGr2dSXUljW7AppjPuorjj1GWKI5uN9lLHQb752FVtqS1lBVaLYNlWWbil3N3wwr8n58Jf1H1HF/g8f/LR73d+nnmIj7B5nfRR+bODW//cPXjvtOedtuJmX1jsl4faVjYl55bJJ+sviDoyAiBWJ7mCay8X3MwX5PalbtqbQ2BTmOjrmKfKh1TLiqi08w+TrBxLlNKLPiEhRh3n8iUhwrScnmdmSy2UYlVUitpbX5e/9h7BQ3G0vFUFNqkrKmOvMedMLPdWCrNxcclI9ZzVfK3PbxPe5+H/O9gFBzRjUwwnwOijj2dXAHc9EoMtlM1oMiZV7i7ux2cxGnpqTZeKkxY6Op9sefG2tMH8wfxocyY+OHsdLsto+fKboU1OHHYyQowrwnyrhwS6dK9Nzi0oxSyhd4ETgPyAHWKaW+0FrvtDayM6PKDprtZ7Wlp5hwHv9LviefbB69TzXfGtEsMf9Rkn5cwn6yBP60f+dkz9PSGJz9eKe6vwWPp+1mC8vRSXd95elN2EJizBWtqDST0EV1OTYRb0+H89uCUmblITwBTlYborH2fyfeRydRDVXH3ggba8zPHv35xlrHm6Ljo6G6FRN25XgzVMcmWcrHfO3ja95EA8PNm2dguJlcBUYcezM9+iYb0dGMrYiOZpImrKGU+VsOi4eUoaf+Wa3NhKr5RP3oR/PxdfRrW+OPx8gpP5qNI/8Qx1iJOPY5IEy20XkCpRyJVqT3tNIRbc/Hx7GTQI5/iFNzi0QPGAFkaq33AyilZgJTAY9K9Dj/r+YDzGTy6NWWujJoqGk2uTz+8/H3OW7XFJvPxycyP7qion76/lP+zvH/iNY+3vEPaMXjqWPf+59fP8njHZ3M/TAJD//fCfmJ7pNCF+7FP9ixpcQJK122RvP3hz42wW4+2T46+f5RQidXO9s1pRzbMqV3lhBCCOu5S6KXDGQ3+zoHGHn8Dyml7gDuAOjUyc23wfkHgX+iVAwUwlP5+ktBEyGEEEJ4LHfZ53Giy+D/s09Pa/2q1nqY1npYXJycMxBCCCGEEEKIE3GXRC8HaF6DNQXIsygWIYQQQgghhPBo7pLorQN6KKXSlFIBwAzgC4tjEkIIIYQQQgiP5BZn9LTWTUqp+4BvMe0V3tRa77A4LCGEEEIIIYTwSG6R6AForb8BvrE6DiGEEEIIIYTwdO6ydVMIIYQQQgghhJNIoieEEEIIIYQQXkYSPSGEEEIIIYTwMpLoCSGEEEIIIYSXkURPCCGEEEIIIbyMJHpCCCGEEEII4WUk0RNCCCGEEEIILyOJnhBCCCGEEEJ4GUn0hBBCCCGEEMLLSKInhBBCCCGEEF5GEj0hhBBCCCGE8DKS6AkhhBBCCCGEl5FETwghhBBCCCG8jCR6QgghhBBCCOFlJNETQgghhBBCCC8jiZ4QQgghhBBCeBlJ9IQQQgghhBDCy0iiJ4QQQgghhBBeRmmtrY6hRZRSRcBBq+M4TixQbHUQwqvJGBOuJONLuJKML+FqMsaEK7nr+OqstY470Tc8NtFzR0qp9VrrYVbHIbyXjDHhSjK+hCvJ+BKuJmNMuJInji/ZuimEEEIIIYQQXkYSPSGEEEIIIYTwMpLoOderVgcgvJ6MMeFKMr6EK8n4Eq4mY0y4kseNLzmjJ4QQQgghhBBeRlb0hBBCCCGEEMLLSKInhBBCCCGEEF5GEj0nUUpNVkplKKUylVK/szoe4XmUUqlKqcVKqV1KqR1KqQcc90crpRYopfY6Pkc1+52HHWMuQyl1gXXRC0+hlPJVSm1SSn3l+FrGl3AapVQHpdRspdRux2vZaBljwlmUUr9wvD9uV0p9pJQKkvElWkop9aZSqlAptb3ZfWc8npRSQ5VS2xzfe04ppdr633Iykug5gVLKF3gRuBDoA1ytlOpjbVTCAzUBv9Ja9wZGAfc6xtHvgEVa6x7AIsfXOL43A+gLTAZecoxFIU7lAWBXs69lfAlnehaYp7XuBQzEjDUZY6LVlFLJwP3AMK11P8AXM35kfImWehszNppryXh6GbgD6OH4OP4xLSOJnnOMADK11vu11g3ATGCqxTEJD6O1ztdab3TcrsRMkJIxY+kdx4+9A0xz3J4KzNRa12utDwCZmLEoxAkppVKAi4HXm90t40s4hVIqAjgHeANAa92gtS5DxphwHj8gWCnlB4QAecj4Ei2ktV4GlBx39xmNJ6VUEhChtV6lTYXLd5v9juUk0XOOZCC72dc5jvuEaBGlVBdgMLAGSNBa54NJBoF4x4/JuBNn6hngN4C92X0yvoSzdAWKgLcc24NfV0qFImNMOIHWOhd4EjgE5APlWuv5yPgSznWm4ynZcfv4+92CJHrOcaK9uNK3QrSIUioM+AR4UGtdcaofPcF9Mu7ECSmlLgEKtdYbTvdXTnCfjC9xKn7AEOBlrfVgoBrHtqeTkDEmTpvjrNRUIA3oCIQqpa471a+c4D4ZX6KlTjae3HqcSaLnHDlAarOvUzDbCYQ4I0opf0yS94HWeo7j7gLH1gAcnwsd98u4E2fiLGCKUioLs718glLqfWR8CefJAXK01mscX8/GJH4yxoQzTAIOaK2LtNaNwBxgDDK+hHOd6XjKcdw+/n63IImec6wDeiil0pRSAZjDml9YHJPwMI4qTW8Au7TWTzf71hfAjY7bNwKfN7t/hlIqUCmVhjkAvLat4hWeRWv9sNY6RWvdBfMa9Z3W+jpkfAkn0VofBrKVUumOuyYCO5ExJpzjEDBKKRXieL+ciDnLLuNLONMZjSfH9s5KpdQox7i8odnvWM7P6gC8gda6SSl1H/AtpgrUm1rrHRaHJTzPWcD1wDal1GbHfb8HHgdmKaVuxbzRXQGgtd6hlJqFmUg1AfdqrW1tH7bwcDK+hDP9HPjAcdFzP3Az5qKyjDHRKlrrNUqp2cBGzHjZBLwKhCHjS7SAUuoj4FwgVimVAzxCy94T78ZU8AwG5jo+3IIyBWKEEEIIIYQQQngL2bophBBCCCGEEF5GEj0hhBBCCCGE8DKS6AkhhBBCCCGEl5FETwghhBBCCCG8jCR6QgghhBBCCOFlJNETQgjh9ZRSHZRS9zhud3SUaXfVcw1SSl3kqscXQgghTockekIIIdqDDsA9AFrrPK315S58rkGAJHpCCCEsJX30hBBCeD2l1ExgKpAB7AV6a637KaVuAqYBvkA/4CkgALgeqAcu0lqXKKW6AS8CcUANcLvWerdS6gpMk10bUA5MAjIxjXNzgX8AXwHPA/0BP+BRrfXnjue+DAgE0oAPtdaPufg/hRBCiHbCz+oAhBBCiDbwO6Cf1nqQUqoLJvk6qh8wGAjCJGm/1VoPVkr9G7gBeAZ4FbhLa71XKTUSeAmYAPwZuEBrnauU6qC1blBK/RkYprW+D0Ap9X/Ad1rrW5RSHYC1SqmFjuce4Xj+GmCdUuprrfV6V/6HEEII0T5IoieEEKK9W6y1rgQqlVLlwJeO+7cBA5RSYcAY4GOl1NHfCXR8XgG8rZSaBcw5yeOfD0xRSj3k+DoI6OS4vUBrfQRAKTUHOBuQRE8IIUSrSaInhBCivatvdtve7Gs75n3SByjTWg86/he11nc5VvguBjYrpf7nZwAFTNdaZ/zoTvN7x5+fkPMUQgghnEKKsQghhGgPKoHwlvyi1roCOOA4j4cyBjpud9Nar9Fa/xkoBlJP8Fz/384d4yQABFEA/b+wsPUYdB6CM1BYWnsKSo5h7QGsSIj0oHIfCzaGWBISk8177W4m2/7MzrwneeloB7Z9vDhbtn1oe5/zrOD+mjcCwF+CHgDTG98j922/k2yuKPGU5LntMckp58UuSbJp+zXq7pIck2yTLNoe2q6SrJPcJfkc99YXdT+SvCY5JHkznwfArdi6CQD/YGzd/F3aAgC3pKMHAAAwGR09AACAyejoAQAATEbQAwAAmIygBwAAMBlBDwAAYDKCHgAAwGR+ANsZPoxaXkbDAAAAAElFTkSuQmCC\n",
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