{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# The simple 2-bin demo w/ sigmoid activation\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![](assets/training.gif)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "import time\n",
    "\n",
    "import jax\n",
    "import jax.experimental.optimizers as optimizers\n",
    "import jax.experimental.stax as stax\n",
    "import jax.random\n",
    "from jax.random import PRNGKey\n",
    "import numpy as np\n",
    "from functools import partial\n",
    "\n",
    "import pyhf\n",
    "\n",
    "pyhf.set_backend(\"jax\")\n",
    "pyhf.default_backend = pyhf.tensor.jax_backend(precision=\"64b\")\n",
    "\n",
    "from neos import data, makers\n",
    "from relaxed import infer\n",
    "\n",
    "rng = PRNGKey(22)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Initialise network using `jax.experimental.stax`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "init_random_params, predict = stax.serial(\n",
    "    stax.Dense(1024),\n",
    "    stax.Relu,\n",
    "    stax.Dense(1024),\n",
    "    stax.Relu,\n",
    "    stax.Dense(2),\n",
    "    stax.Softmax,\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "dgen = data.generate_blobs(rng, blobs=3)\n",
    "hmaker = makers.hists_from_nn(dgen, predict, method=\"softmax\", hpar_dict=None)\n",
    "nnm = makers.hepdata_like_from_hists(hmaker)\n",
    "get_cls = infer.make_hypotest(nnm, solver_kwargs=dict(pdf_transform=True))\n",
    "\n",
    "# get_cls returns a list of metrics -- let's just index into the first one (CLs)\n",
    "def loss(params, test_mu):\n",
    "    return get_cls(params, test_mu)[\"CLs\"]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Randomly initialise nn weights and check that we can get the gradient of the loss wrt nn params"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "(DeviceArray(0.07398323, dtype=float64),\n [(DeviceArray([[-0.01394723,  0.00889332, -0.00755367, ..., -0.01692521,\n                  0.00212111, -0.01970101],\n                [-0.00611163,  0.0067339 , -0.00618019, ..., -0.01004537,\n                  0.00136268, -0.01124781]], dtype=float32),\n   DeviceArray([ 0.0052404 ,  0.00297238,  0.00319649, ...,  0.00691849,\n                -0.00113235, -0.00695833], dtype=float32)),\n  (),\n  (DeviceArray([[-5.5783303e-06, -4.1947313e-04, -6.2398164e-04, ...,\n                 -1.7087770e-03,  1.4778219e-05, -5.8028835e-04],\n                [ 1.7306319e-04, -7.9908472e-07,  5.1939214e-04, ...,\n                  4.1677014e-04, -1.1140389e-05,  9.1133501e-05],\n                [ 1.3320147e-06, -1.7716239e-04, -1.8571694e-04, ...,\n                 -7.1186345e-04,  4.9324703e-06, -2.4198412e-04],\n                ...,\n                [-1.0420149e-05, -7.0664223e-04, -1.0708836e-03, ...,\n                 -2.8783218e-03,  2.5193000e-05, -9.7777299e-04],\n                [ 3.6760284e-06, -3.1483595e-04, -3.7518013e-04, ...,\n                 -1.2577748e-03,  9.4429461e-06, -4.2865335e-04],\n                [ 2.1981435e-04,  1.4891838e-06,  5.9667905e-04, ...,\n                  6.1379891e-04, -1.2930058e-05,  8.6282926e-05]],            dtype=float32),\n   DeviceArray([ 2.1595680e-03, -3.3895427e-03,  1.5025048e-03, ...,\n                -7.7358135e-03, -2.3924757e-05, -3.4947770e-03],            dtype=float32)),\n  (),\n  (DeviceArray([[-0.0019205 ,  0.0019205 ],\n                [ 0.01192059, -0.01192059],\n                [-0.00670956,  0.00670956],\n                ...,\n                [ 0.01208128, -0.01208128],\n                [-0.00236412,  0.00236412],\n                [ 0.00288121, -0.00288121]], dtype=float32),\n   DeviceArray([-1.2484001e-05,  1.2484001e-05], dtype=float32)),\n  ()])"
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "_, network = init_random_params(jax.random.PRNGKey(2), (-1, 2))\n",
    "\n",
    "# gradient wrt nn weights\n",
    "jax.value_and_grad(loss)(network, test_mu=1.0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Define training loop!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "opt_init, opt_update, opt_params = optimizers.adam(1e-3)\n",
    "\n",
    "\n",
    "def train_network(N):\n",
    "    cls_vals = []\n",
    "    _, network = init_random_params(jax.random.PRNGKey(1), (-1, 2))\n",
    "    state = opt_init(network)\n",
    "    losses = []\n",
    "\n",
    "    # parameter update function\n",
    "    # @jax.jit\n",
    "    def update_and_value(i, opt_state, mu):\n",
    "        net = opt_params(opt_state)\n",
    "        value, grad = jax.value_and_grad(loss)(net, mu)\n",
    "        return opt_update(i, grad, state), value, net\n",
    "\n",
    "    for i in range(N):\n",
    "        start_time = time.time()\n",
    "        state, value, network = update_and_value(i, state, 1.0)\n",
    "        epoch_time = time.time() - start_time\n",
    "        losses.append(value)\n",
    "        metrics = {\"loss\": losses}\n",
    "        yield network, metrics, epoch_time"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Plotting helper function for awesome animations :)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot(axarr, network, metrics, maxN):\n",
    "    ax = axarr[0]\n",
    "    g = np.mgrid[-5:5:101j, -5:5:101j]\n",
    "    levels = np.linspace(0, 1, 21)\n",
    "    ax.contourf(\n",
    "        g[0],\n",
    "        g[1],\n",
    "        predict(network, np.moveaxis(g, 0, -1)).reshape(101, 101, 2)[:, :, 0],\n",
    "        levels=levels,\n",
    "        cmap=\"BrBG\",\n",
    "    )\n",
    "    ax.contour(\n",
    "        g[0],\n",
    "        g[1],\n",
    "        predict(network, np.moveaxis(g, 0, -1)).reshape(101, 101, 2)[:, :, 0],\n",
    "        colors=\"w\",\n",
    "        levels=levels,\n",
    "    )\n",
    "\n",
    "    sig, bkg1, bkg2 = dgen()\n",
    "\n",
    "    ax.scatter(sig[:, 0], sig[:, 1], alpha=0.25, c=\"C9\", label=\"sig\")\n",
    "    ax.scatter(bkg1[:, 0], bkg1[:, 1], alpha=0.17, c=\"C1\", label=\"bkg1\")\n",
    "    ax.scatter(bkg2[:, 0], bkg2[:, 1], alpha=0.17, c=\"C1\", label=\"bkg2\")\n",
    "    ax.set_xlim(-5, 5)\n",
    "    ax.set_ylim(-5, 5)\n",
    "    ax.set_xlabel(\"x\")\n",
    "    ax.set_ylabel(\"y\")\n",
    "\n",
    "    ax = axarr[1]\n",
    "    ax.axhline(0.05, c=\"slategray\", linestyle=\"--\")\n",
    "    ax.plot(metrics[\"loss\"], c=\"steelblue\", linewidth=2.0)\n",
    "\n",
    "    ax.set_ylim(0, 0.6)\n",
    "    ax.set_xlim(0, maxN)\n",
    "    ax.set_xlabel(\"epoch\")\n",
    "    ax.set_ylabel(r\"$cl_s$\")\n",
    "\n",
    "    ax = axarr[2]\n",
    "    s, b, db = hmaker(network)\n",
    "    ax.bar([0, 1], b, color=\"C1\", label=\"bkg\")\n",
    "    ax.bar([0, 1], s, bottom=b, color=\"C9\", label=\"sig\")\n",
    "    ax.bar([0, 1], db, bottom=b - db / 2.0, alpha=0.4, color=\"black\", label=\"bkg error\")\n",
    "    ax.set_ylim(0, 100)\n",
    "    ax.set_ylabel(\"frequency\")\n",
    "    ax.set_xlabel(\"nn output\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Let's run it!!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "epoch 0: CLs = 0.0728174959879968, took 1.5502469539642334s\n",
      "epoch 1: CLs = 0.6033747613050151, took 1.305609941482544s\n",
      "epoch 2: CLs = 0.4772362510826502, took 1.2987580299377441s\n",
      "epoch 3: CLs = 0.303203522165707, took 1.3123400211334229s\n",
      "epoch 4: CLs = 0.17807919527972027, took 1.3043370246887207s\n",
      "epoch 5: CLs = 0.09792412166611708, took 1.3042569160461426s\n",
      "epoch 6: CLs = 0.05045661928240319, took 1.312431812286377s\n",
      "epoch 7: CLs = 0.024775323853546416, took 1.312417984008789s\n",
      "epoch 8: CLs = 0.012006326372574483, took 1.3048739433288574s\n",
      "epoch 9: CLs = 0.005995956652717016, took 1.3154382705688477s\n",
      "epoch 10: CLs = 0.003201696644957508, took 1.304189920425415s\n",
      "epoch 11: CLs = 0.0018730477806756518, took 1.32132887840271s\n",
      "epoch 12: CLs = 0.0012097872459944092, took 1.3092951774597168s\n",
      "epoch 13: CLs = 0.000855258798814873, took 1.312361240386963s\n",
      "epoch 14: CLs = 0.0006508069683333062, took 1.3200039863586426s\n",
      "epoch 15: CLs = 0.0005240430154678233, took 1.3494877815246582s\n",
      "epoch 16: CLs = 0.0004404998669957916, took 1.377411127090454s\n",
      "epoch 17: CLs = 0.00038245353794441606, took 1.3657469749450684s\n",
      "epoch 18: CLs = 0.00034024091764739417, took 1.3846428394317627s\n",
      "epoch 19: CLs = 0.00030837757126023213, took 1.4826250076293945s\n",
      "epoch 20: CLs = 0.0002835917177304026, took 1.6086061000823975s\n",
      "epoch 21: CLs = 0.00026380282667526345, took 1.5852391719818115s\n",
      "epoch 22: CLs = 0.0002476531490986922, took 1.5814290046691895s\n",
      "epoch 23: CLs = 0.00023425802988708, took 1.6054887771606445s\n",
      "epoch 24: CLs = 0.0002229236297943693, took 1.5866038799285889s\n",
      "epoch 25: CLs = 0.00021321015619446548, took 1.5590381622314453s\n",
      "epoch 26: CLs = 0.00020480094785124692, took 1.5385549068450928s\n",
      "epoch 27: CLs = 0.00019743821334361478, took 1.5394530296325684s\n",
      "epoch 28: CLs = 0.0001909311924312984, took 1.4920289516448975s\n",
      "epoch 29: CLs = 0.00018512781060087136, took 1.459669828414917s\n",
      "epoch 30: CLs = 0.00017990690840319346, took 1.4979851245880127s\n",
      "epoch 31: CLs = 0.00017517614911688462, took 1.5110201835632324s\n",
      "epoch 32: CLs = 0.00017085840239827732, took 1.5598220825195312s\n",
      "epoch 33: CLs = 0.00016689837871886049, took 1.4957211017608643s\n",
      "epoch 34: CLs = 0.0001632393686050726, took 1.5260207653045654s\n",
      "epoch 35: CLs = 0.0001598474709885167, took 1.472264051437378s\n",
      "epoch 36: CLs = 0.00015668811114721848, took 1.475229024887085s\n",
      "epoch 37: CLs = 0.0001537304234133785, took 1.4605090618133545s\n",
      "epoch 38: CLs = 0.00015094518410441182, took 1.44688081741333s\n",
      "epoch 39: CLs = 0.0001483019560855059, took 1.4090900421142578s\n",
      "epoch 40: CLs = 0.00014579038403894629, took 1.4354889392852783s\n",
      "epoch 41: CLs = 0.00014338054588325377, took 1.4165687561035156s\n",
      "epoch 42: CLs = 0.00014105497004068823, took 1.456571102142334s\n",
      "epoch 43: CLs = 0.00013886767077475604, took 1.476653814315796s\n",
      "epoch 44: CLs = 0.00013673005949699224, took 1.4481470584869385s\n",
      "epoch 45: CLs = 0.00013470501189205564, took 1.4955050945281982s\n",
      "epoch 46: CLs = 0.00013274539790075757, took 1.4935669898986816s\n",
      "epoch 47: CLs = 0.00013083557800119827, took 1.554062843322754s\n",
      "epoch 48: CLs = 0.0001289809847608847, took 1.5153779983520508s\n",
      "epoch 49: CLs = 0.00012718516979659533, took 1.516117811203003s\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABgEAAAHJCAYAAACsbJmnAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8rg+JYAAAACXBIWXMAABJ0AAASdAHeZh94AAEAAElEQVR4nOz9d3yk93XY+3/O06ajb+FWdlIiKVKdZrEokiqWZIlWiyw7N5FbXBI7xUl+ye/eOLl5Jbmxk1w7iR3ZcY9tuUTF6pUy1SmSIkVRpMTetqMPpj7le/84zwAD7ACLBbDcdt6v174GwDx1BovFnvM954hzDmOMMcYYY4wxxhhjjDHGnHu8030BxhhjjDHGGGOMMcYYY4w5NSwJYIwxxhhjjDHGGGOMMcacoywJYIwxxhhjjDHGGGOMMcacoywJYIwxxhhjjDHGGGOMMcacoywJYIwxxhhjjDHGGGOMMcacoywJYIwxxhhjjDHGGGOMMcacoywJYIwxxhhjjDHGGGOMMcacoywJYIwxxhhjjDHGGGOMMcacoywJYIwxxhhjjDHGGGOMMcacoywJYIwxxhhjjDHGGGOMMcacoywJYIwxxhhjjDHGGGOMMcacoywJYIwxxpiziogEIvLLIvKgiDRFZEpEPikiP7iJY94sIn8hIgdEpCMiR0XkKyLyy1t57cYYY4zZGBF5mYj8MxH5SxF5SkRc/ufqE+w3ISL/VUSezv+NPyAifyAi+0+w32tE5FP57xnN/PeOXxaRYGvvzBhjjDn1xDl3uq/BGGOMMWZdRCQEPgncDkwBXwTGgdfkm7zPOffHJ3nMfw/8CyABvgE8D2wHrgbqzrlLt+bqjTHGGLNRIvIR4G0DnrrGOffQKvvsAb4O7AEeA74FXAlcC8wCNw/aV0R+AvhdwAF3ob9z3AqMAZ8B3uKcSzZ3R8YYY8wLx5IAxhhjjDlriMi/BP4dcD9wm3NuJv/67cCngBS43Dn37DqP90vArwMPAO90zj3R95wPvMw5d89W3oMxxhhjTp6I/HOgCtwH3At8BdjP2kmAzwKvA34f+GnnXJZ//V8DvwI8BFzb+3r+3IXA99HOCW90zn0h//oocCdwHfDPnXO/uuU3aYwxxpwilgQwxhhjzFkhL78/jK78/wHn3DdWPP9+4O8B/8U590/WcbztwFPoKr8rnXPPb/1VG2OMMeZUEJGnWSMJICLXoYsGZoA9zrlm33MCfBd4EfBW59zH+p77deCXgN92zv3simNej1YWHAMucM6lW3tXxhhjzKlhMwGMMcYYc7a4AU0APL0yAZD78/xxUKuAQf4OUAb+yhIAxhhjzDnnrfnjX/cnAACcrob8y/zTlb839Pb7wMoD5r9/PANsA35g6y7VGGOMObVsoI0xxhhjzhYvzR/vW+X53tcvEZGac65+guO9Ln/8iojUgPegJf4JunLwr5xzjU1crzHGGGNOn/X+3tDbDhEZBi5ax3778/2+sslrNMYYY14QlgQwxhhjzNlif/743KAnnXN1EZkHhvJtB/YH7nN1/jgGPIwODez3H0TkR1apOjDGGGPMmW3N3xuA51ds1//xrHNu4ST2M8YYY85olgTYJBGxoQrGGGO2lHNOTvc1nKGq+eNaq/MX0CRAbR3HG8sf/x3wNHA78E1gL/BvgbcDHxeRq5xzR9Y6UD5fYFvfl06UgDDGGGPWzX432JAT/d7QC/L3/86w3t81Vu43kP1+YIwx5lQ6md8PbCaAMcYYY85X/b8HvdE59wXnXN059zDwTrQl0DjwC+s41s+j/7Hv/THGGGOMsd8PjDHGnBGsEmCrvP7G030FxpjT6C2vvpGP/d//EYD3/Lf/zF/e/TXu+be/yssvuoTHjx0lzTKu2LGTTpJQCALSLMP3NpeHTbpNgqhMliZ0W3WK1VGe/s6X+YN//gZe/daf400/+58B+B//53u55wsf3PQ9mlPvD77RPd2XcKbrrbyrrLFNbwXfieYB9LYZA77onHuy/wnnnBOR3wV+E7hlHcf6LeCv+j5/KD/OcRv+r7se5U++9Nji5///d7yMH3zxBes4hTHGmPONiBUAbMKJfm8Y9DvDVv+use7fD4wxxpj12sjvB1YJYIwxW+BdP/haAFrdDp944Fu8aNceXn7RJQB89YnHuGLHTgAKgeZeN5sAAPCDAgCHH/0GxeooAN/67B8D8Mo3/TQAR557nHu/+OFNn8uYM8Qz+ePeQU/mw32HVmy7lqdXPK72/M4THcg5d9Q5993en7W2jZNs2eeT9faJDm+MMcaYk7fm7w0szQLq/52h9/GIiFQZbNB+A53M7wfGGGPMqWSVAMYYs0lhEPDW67Ua6JMP3E+j0+Y9P3DT4vM7h4YBFlf/O+e2ZFWXeD4A3bYuWEqTmO/f/Qm27XsR2/ZdCcCXP/YHuCxb9RjGnGXuzx9fvsrzva8/6Zxbz+q8bwEvQ1v+DNL7+mqDATckXvF3csqSAMYYY8ypcD9wByf+veGB3hecc3Mi8hRwUf78XevZzxhz5tv5xQdO9yUYA8Dh1153Ws5rlQDGGLNJ77r5tYxUdS7Yh+75OgBvf+X1ADx08AC3XfEiANK87HczCQDnNHiYpQkAx568nwsu/wEAHrv3s7QXZrn6B9+5uP09d35ow+cy5gz0NWAKuFBErh/w/Hvyx4+s83i9MpkfEJHigOdvyx/vW/cVrkOSWhLAGGOMeQF8NH98q4iU+58Q/YX83fmnH1llvx9decD894/9wDH09xJjjDHmrGBJAGOM2aR/9u4fA+DI3CwfvvebvPyiS7hqj1YdTzcbBL6u2I/yR9h4H1AR/bHt+VrIdeypByhUtNLg23f+GQBX3fx2AJ5+5D6OHXgyPzcUfX005mzlnEuA/5J/+psiMtJ7TkRuB34S6AC/0ff13SLyvfzP7hWH/BS6SnAX8J9FxO/b723AjwMZ8D+28j5WtgOyJIAxxhiz9ZxzDwCfQ+f//Ffp/SKt/hXwIrRH/ydW7PrrQBf4SRHpLQhAREbRHv8A/8k5l56aKzfGGGO2nrUDMsaYTXjDK17NtRdfCsB//cwnaMdd/smb3gpAnKZcfcEuAGaaTUbL5cVWQJupBsjSBM8PyJKY6oQmG9qNOR69+5PsuOgatu29AoBvfuGD1EKohEI5BF8gddCMoRE76vFm7tyY0+bXgNcCtwOPi8gX0f/c3wII8FPOuWf7tg+BK/o+XpQP//1R4MvAzwM/JCL3o72DXwk44B875761lTeQpMuTgDYTwBhjjDkxEXkz8H/1femC/PFPRaSVf/wt59zP923zk8DX88eb83/nrwSuBeaA97peqW3OOfe0iPwc8LvAZ/PfNWbQ3z/Ggc+ytCjBGGOMOStYJYAxxmzCz73lDgAW2i3+x+c/w67RMd75Km3Pc/fTTzJW0XlilSgCNtsKSAOHLtNFR4cf+yZ7rtGBxN/98odI4g6v+KGfWNz+8a9+kJ0VYaIkeECS6Q/9iZKwsyKMDWp+YswZzjkXA28C/hlwGHgL2tf/s8Atzrk/OsnjfR94CfCb6F+RHwYuBj4O3Oqc+/Utu/hcvLId0Hx7w9VBxhhjzHlkG/Dqvj9R/vWX9H3txf07OOeeA14K/HegCPwIsB34I+Ba59x3Bp3IOff7wK1oJcHL0d83DgP/FHhzXp1ojDHGnDWsEsAYYzbogrFx3pwH/P/iG19lttngH/3QDy+2/+kF9TpJQiHY/I/bXgLBDwsAxJ0GXj4c+O6P/g+iUpVrb30vAA9/4zPI7DN4AtPt5cHFZuKoRTBeFOLUKgLM2SdPBPxa/udE2z6NVgistc1h4O/nf065lUmATpLR6CRUi+EqexhjjDHGOfeHwB9uYL9jwD/I/5zMfn8D/M3Jns8YY4w5E1klgDHGbND73vBmgrw3/+/c+TlCP+CnX3s7APc/9yyvvvBiAJIsW/UY67WYUFiY0sfmPBdcrnNRn3zgixx5+iGuvfW9FMo6oPiej72fgi/Uu4OPV+9CwRcq4cYrE4wxG7NyMDDA5Ly1BDLGGGOMMcYYc2pYEsAYYzbofa9/EwDffuZp7nnyce54xavYOTIKwHcPHSDKV//3WgFtRC/436sCCEs6BHjmwPeJykMAfP0jv4mI8Kof/nsATB16mufv/wztZO32Iu3EUQ6XhgXb8GBjXhgrKwHAhgMbY4wxxhhjjDl1rB2QMcZswLUXX8qlu/YA8Mdf+RsA3nvDzQDMtprsGxsHlloBpVmG75183rV/hkCWdPECTSjUxnYDMHngMR6751Nccf1b2L7vRQDc9aH347mME+QASB0EHgyFEBRseLAxL5SBlQCWBDDGGGOMMcYYc4pYJYAxxmzAO266ZfHjD37zG4yUK/zQtS8F4HPf+y43XnwpAFE+H2AjCYCexYHA+ePUs9+lMr4LgHs/8T9xznHDj/wiAI35Ge76yP8kdRrQX4svUA1he/n0DQ+OfBiKNBFhFQjmfGGVAMYYY4wxxhhjXkhWCWCMMRvw9pteA8C9Tz7Os1PH+InX3EYU6FBPcUtB//6V/Bu1ciDw/JGnGN93FQAPf/Uj1MZ3sf/qGwH40sf+gPrCApU8sN9coxxgrCiI6KDg2c4LOzy4FsKOsjBaFMqBTm1tJDrE+GjTKhDMuS1OLAlgjDHGGGOMMeaFY5UAxhhzkq7afxFX7b8IgA/fezcA777+BgCO1ue59coXA9oKCJZW8G9Eb98s1WPVjz3L+P6rAXj++/cwd+x5Xnzj2xa3v+/ODwHayqeTaiB/kFoEIpA5XvDhweNFuHxUuGRYGC0ImdPrGC3AJSMel49qBYLNKDDnqiQ9/mfCZL1zGq7EGGOMMcYYY8z5wCoBjDHmJP2Td74HgCzL+Mu7v8ZEbYhbX3wNAA8fOsgtl18JQCEfDLyZaoDevp6vx3ruO3fy4lv/LgAP3vkBAK655W8BcOzg0zz58D0A1GMI247xojBWFNqJW2wRVAyE1GmSYGGVBEBP//Dgbrrh2yDyNetcDmF3VRgpCAuJJit65mOohI4dZaEWCpNtRye1GQXm3DNoJoBVAhhjjDHGGGOMOVUsCWCMMSdh98Q2fuy1rwfgw/d+kyeOHOb/uuNdBHnv/wuGRwBodruUowjn3KZbAvUfo1AZBSCJu3znrr9idOeF7L3yVQDc/bm/WLbfdBvi1FEJNfgeeBpQn2w5kswxWhQGLEhepjc8eKNlY7UQKuHS0OGRgrCzDJ1MaLSPP7kHlAOdE9BKhUbs8EVnFNQiTWxMnwOx0l5SJGNzyRVzdrKZAMYYY4wxxhhjXkiWBDDGmJPwS3e8iyjU3v+/+vEPUwhDfuF1PwTA948c5oodOwHI8jY+m0kAOJch4pF2WwSFMseeeoB9194GwKPf/CTN+Sle8aafWtz+7s/++XHHqMdQj91xQefIh6HC+oYHp073O1njRZ07UPC1EkHQNkTVUPASHUq80Leyv+jrcynQTcD3HBnQSU79jIIXysqkiFU5nJ8GJQFmFjqkWbapIeLGGGOMMcYYY8wg9j9NY4xZpygMed/r3wTAXY98l3uefJx3veoGtg8PA/DczDQAmcuoFgqL+210JoCI/ogOCmUAGtMHCYtVAO7/3P/C8wNe8UM/qed+7EEOPPnwqsfqptBOl1add1MNPheDtbMAxUBoxie/Wr0WagLAEx3220wgziBJdQCwCNRCodjX778UCJGv14WDQJb/I3WqZhS8UMaLsLOiA5s9IMn0/iZKws6KzkEw54dB7YAcML1gcwGMMcYYY4wxxmw9SwIYY8w6/fCrb2Qib/fz23d+FoCfvU1bAx2Zn+fa3XsBmG9rWw+3BdUAcasO6GDgiQuvBWDywGM8ds+nedENb2V42x4A7vzg+0/62OsZHtxJ3bK+/etVCbUCoH/ocOagl0voJFqNUMqTEIHo53EGngACyYAKhP4ZBWeTQUmRTgrNRD/3RKsczPlhUCUAWEsgY4wxxhhjjDGnhiUBjDFmnX7iDW8GYKaxwEfu/SYv2befG/IhwF9+4lG21WoAjJR05f5mZwEAeIFG6KeefYjq+G4Avv6h/4pzjuvf9gsALMxN8fVP/9lJH7sew1TbkTkNUJcDKPjak3+sKGROnz/ZNjWRrzMI2sny5EGcwUIXHG4x4B/5+Yr/fNV/6iD0Hc7ptvGKCoTecOOz7R+vQUmRfr0qB3N+SFYZxjE5b0kAY4wxxhhjjDFbz2YCGGPMOuwcG+cNL9cBvB/42pdpx11+6pbbAciyjNDTpem9nt5bMxA4ww+1rVBY0gTDwuxRHvjCn7L7iley78U/AMDffOR3IWlR9E9+0Oxaw4M32qfeQwP1yYDFzo3YUe/mrW8EXKIJgCxf9V8JAYSZ2NFKjg+UbmZGwemyWlJkpRM9b84NzjmrBDDGGGOMMeYF1vz4B0/3JRijXnvdaTmtJQGMMWYd3vYDN+H7Guj/k69+Cd/zeNerbwDgrscf5Za8IsCx+UBuL4GQdtsEhTLN2SOM7LwEgHs/+Xsk3TY3vfMfA5DEXR765G+zpyobHjS72vDgjcpYWrG/UjOBI01H4MH2EpR9oZ1CmkE1dFRC4WDDcbjpaAy4/mIgTLbcmte3VfexVdZKivRbZXG4Occk2epv9FTdZgIYY4wxxhhzKvynR//T6b4EY3L/9rSc1ZIAxhizDnfc8IMAHJyZ5u4nHuO1L76aHfl8gEMzkwznSYAgrwjYSBVAL/jf27c3EHjyme+wb2QHAN+56y8pVoa54tU6oPjhL/45UeMQGRpk9kUHzdYiCNuO6ZNYWLzRgPnKoHtv6PBESWgOWN0+19HqA0HvM3NaDXC0CZ445ruOuQGx0BPNKKiF2nanHLLhhMipsFZSpJ91Azo/rBwK3KuEAZi0SgBjjDHGGGOMMaeAJQGMMeYEhsoVbr32ZQB89L57cM7xt/IqgDhJuGHf/sWPwyAgcw5vA0mA/sSBy1LE8+m26pSHNQFw9JmHmXzu+7zkte/BD0IAHrnrL5huLw+KNxMd9jteFOL01AXA1wq6N2K9hlrEwD74vgdPzzvqnYwUcBnMJ1AN9brHikI7cYvB82IgdFK36oyC8aLOMSj4ut9mEyJb6URJkZ5iYFmA80G8oiRkYqjE0bkWYO2AjDHGGGOMOVV+5uXR6b4EY06rs222ojHGvOB+/LY3EIUadP/Ifd/E94R3vPLVADz5/ONceMFeAMJA86obSQD0OKcBQskrCp669+NMXHgNAA9/9a8BuOrmdwDQXpjhu/feNfA4vUGzlfDUBJbHi7CzIkyUBA+tQvDQQPfOihD6aw8dLvgapC9HwkhBGCoKYwUhTuFwwzHZcmTojIIMnVFwuDE4kF8L9ZiewHTb0Uygk2rroem2wxNNLNTCU/JSrEsjdnRSTYwM0qtyMOe+lfMAdo6UFj+2SgBjjDHGGGOMMaeCVQIYY8wafM/nl9/5HgCeOHKYzz/0ID/28pcyVhsGIBYN1idpSpDPDNgMkdVzsw9+8QOUhya47BWvB+CRL32ILE1W3b6dOMqhtus52VY/kQ9FDxBop8v3HyvCzrIgHky3Vq9CONzQwP3KocNJpvMHAk9IsuNX7U+1dSbAenv7V0KtAFhZEdFT72qSoBLq7IPToR5rNcKJqhzMuW9lO6AdI2V4ZhqAaZsJYIwxxhhjjDHmFLAkgDHGrOGdN9/CRTt3AfCfP/lRMpfyS2++A4CFdpMrdl8EQLPbZqhU2dS5nMsQ8Ui6LYKoxNzhJ9j7ktsAePo7X2bqwOO8+od/drEV0Lc//6drHi91Gng/mZKvWgjbyxqorgTg0BX1M23HQuwAYW9NGCvATBe8ErSS5UN8+4Puh5tu2dDhct7up5NCvbv5NkaRr8dsr9FmBzaXENkq022dhbAyKTLZcqd9boF54RxfCVBe/LjZTWh2EsoF+/XMGGOMMcYYY8zWsf9lGmPOQY6y5/DFkTqhmQmwsbY4//Rd7wXg6Nwcf/ilL3LLZZfxssuuAuB7zz/FKy7VjzebAIClKoAg0vYgk88+xCWvehsA3/rMHwFw7e0/DsDMoac4+PDX1jxer09/tuZWS8aLcOGQMF7ywDnaiSYBRgvCnip0M2G+o8H8VqKPowUN9gfe8mG+K4PuvcD7SGFrV+17+X0mJ7jJjSREToV6zLKkyImqHMy5J1nR9qm/HRBoS6B9heoLeUnGGGOMMcYYY85x53USQHQK513AzfmXrnHOPXQaL8kYsymOiSBlIkgYCVJ8IAVmE5/JJGAy8TmZZMDLLr2Cl192BQC/+blP0Y67/PRtbwR0CPBYVVsCLbSbVIvlVY9zMtJuGz8qAjC0TQcOtxZmefirH2bvi17N7st0QPG3PvunFIMTD5qdbLl1BZlrIeyuCsMFyQf7Lj2XOEc1EoYi6CaOONMkQDeDdr6yfaSgrX16+w0Kup+KVftZfi7/BG/rySZETjUL/J+/1qoEAB0OvG/CkgDGGGOMMcYYY7bO6V4Uebr9fTQBYI2YjTnrOfZFMVcUO1xY7OLjiB34OC4sdrmi2GFvFHMyf93/zus04J9lGb//pS8wUq5wx6tuAOCBx7/DxTv3AFAIVpn2ugFZpj3+Zw58j20XXQfAvZ/8XeJOixvf8Y8AiLsd/uYj/3Ndg2Yb6+yBXwmFkUhIM5YlAEAHDKcZNGOoRFAIBL/vX49GDJEnlIKlSPygoLvX9/W19IL66/kHqpvqdRWDtbMAxUBoxhZ8N6ffyiTAxFAR31v6/p2ct+HAxhhjjDHGGGO21nmbBBCRi4D/AHwSePY0X44xZpMmgpS9UUzoOZ7thMykAQuZz0wa8GwnJPQ0STARrC8KHAYB733t6wD4/Hcf5MD0ND9+4w9SigoANBpzy7bdKmFRVwCncReAJO7wjb/+LcZ3X8oV178FgK9/+k85cPgwU21H5rR9TjmAgg/lQHv6B5723F9vX/3hgtZIdFcslQ88PW43hTiDzAm+OEorbrmTOooBhPls5EFB91O1ar8Ruy1NiBhzKq0cDFwIfMaqhcXPpxcsCWCMMcYYY4wxZmudl0mAvA3Q76JLgn/uNF+OMWbTHBNBQi1IORoPavkjHI19akHKeJCwnmqAN77i1UwMjwDwx1/+GwB+4hYd0vvs1DEu2XsZoG2BADK3+UYzcbuePzYY26ezBr595wdYmDnMDT/yS3ie/sj+zJ/9BqCDZg83HJMtR4YGu0eLQuhpIL0cCjvLQi0cfL7Ih6IPRU+D/Q5YEZ9cXL3fC+A7B3EKSQqVvuNmfav3Vwu6n6pV+/WYVRMiY0Uhc/q8Dd41Z4J4xQCLwPcYrxUXP5+sWxLAGGOMMcYYY8zWOi+TAMDPALcC/9I5Z1UAxpzlyp5jJEipJx6r9/wX6onHaJBS9k6cBHj7ja8BoNnp8OF77+byC3Zx3f6LAPj897/H3u27gaUqAE9O/sepc8uvIyzWAJh8+kE8T5fU3/+5PyYslHjJre8B4IGvfIJDz3xvcZ96DIebjmbiSDMdkDvTdtS7+gN+oiTsrAhjSzFGaiHsLAt7qsLemnBBVRiOhKLPsjY/sBT87yUDRKCZwExHzzccQSkPuoeezgZYK+h+qlbtr0yIBJ5e+2TLcbjhmD7FcdVeQiXyT+15zNlvZTugMFieBJiydkDGGGOMMcYYY7bYeTcYWET2Ar8KfB34zdN8OcaYLeCLwwdit/YK89gJoej2ax7P8/nh628E4NMP3k+r2+Wdr/yBxed35RUCmXN4Ijjn0AKjk9O/j3MZIh4uy/ACXWI/N3mA5x+5myuufwtRsQLAlz/2h8cdpxZCLRQSBzPN5ffWTDTgPl4U4tQR+bo6vuAL7cSRZBrc9wVqBSHwHa1kaf8kg06qwX6ADMdCDFNtaCWOSigUfKgVhZm241BDA/irrbqvxxC2HeNFYayo19BrEVQMhE7qNrxqvx5DPdZ79NAkwKmeAVALdZ5COVxqY9SMWfM1MOe3le2AQl+YWFYJ0HmhL8kYY4wxxhhjzDnuvEsCAL8DFIGfcm4L+ncYY0671AkpEJ4guB+KI0VIT5AsuP1lr2B8aBiAj37rHgDe8arrAXj0yGFuv/LFgA4M9nx/QwmAnl7wH+dA4LnvfIG912jboYe//CGcc7zohrcC0Gk1+O7dnzvuGBqIF6bbg++/3tXA/46yruT3hOO2Pdx0VCMYioTx1DHVtxi5kzp8T4P9hxZYXKXfTDTJMFaExoLj8IJjah3xy+k2xKmjEkI51FX7qdNV+1sRPH+hhv+OFwcnVCZKQi3SZMeprkAwZ5/+SgABPJHllQA2E8AYY4wxxhhjzBY7r5IAIvJ3gTcC/8Y59/AGj7Ed2LaV12WM2ZxmJswmPhcWu8ykjsEtgRy1IOOpdkQzWzto/49+5N0ANNptPnrfPVy28wJeeuHFABxbqHP5jp0ABP5S75eNVwNo/x3J2/80pw8gee//h778QcJCiSvzgcDf+cZn6XZay/aPfA2kt5O1EyDtxDFaFOIMjjaP37YRw9PzjitHYaSow3/bic4JKAVC5hzzXejk8cuCf/zq/emTWMB8Olbtb6VaqAmAQQmVldUXVhFg+iXp0vdLGHiICBO1vsHA9Q5ppok3Y4wxxhhjjDFmK5w3MwFE5ALg/wUeBv79Jg7188BDfX+MMaedMJkE1BOf7WHK8YN/HdvDlHriM5UErD43AK6+8GLe8IpXA/D7d32B2WaDX3z9mxef7yUA5loajO/19d9IAqC3b5Zo9Lw9f4zdV96gxz/4GO2nv8m1N72VYkWrEr7xmQ8cd4xer/70BC30PU8H5XbX2HCuA0/MOY41HPOxVgx4ov3/H5p03Hck46m5re25302hnZ5dCQBYqr6odwc/X+9CwRcqoQVyzXL9lQBBPoSjvxIgc47ZhrUEMsYYY4wxxhizdc6nSoD3A0PAm5xzq4Rt1uW3gL/q+9wSAcacASYTn1I3ZF8Us68QU0+8fAaAVgDUE59nuyGTydqTW//R2/8WoK1+fv3Tn2C8WuN9r7kVgAeee5br9u4DoFLQlbubaQXU21c8/VE8++Q32XmdJhy+9/nfYySCl73ubwNQnznGt7/6yeOO0Rvc65/gMkLR1EdygiZo9a72+j/SdJpLkZVB+rN39f5WOZnqi3Ko25+Pr5MZrD8JEA5IAgBM1dvHfc0YY4wxxhhjjNmo8ykJ8FagAfyHAUG7nfnjH4hIA/hD59wfDjqIc+4ocLT3+WYCgMaYrSQ81w1pZR7jQcJokBIKpAhPtSOmkiBPAKz+d3b7yCg/9trXAfDhe7/JU8eO8H/e8U7KecC/k+rE3E6SUAi25senSxPEz48V6fDfpNvmO3f+KeHIPna/RBMQ933uA6TJ8X1luqkOop0oCc01gtKRLywkkJ2gYqBXVbDW6vzVvn6+JAd61RcnSqikTismzpuSO7MuyYAkwMTQ8oD/ZL3N5S/oVRljjDHGGGOMOZedT0kAgArwmjWef0X++Den/lKMMVtP2wJNJj5lz+GLI3WSzwA4ccLux297A4UoAuDXP/0xPPH4qVtuB+C7Bw/w8r37AUiylMImf3z2Zggk7TphZZTW9AG2X3ETAI9//UO061O88l3/v8XtH/zcHwODA+2NWHvQ1yIGtqepRbAQOzKn/f3XShYUA2Gy5U4qiF8LtT1OOVxKIjRjtmTI75lovdUXvdfCJtCbfsmydkD6TVSKAsqFgGZHE41TdWsHZIwxxhhjjDFm65w3SQDn3KrhGhF5GtgPXOOcs/Y+xpz15ITDfwf58VtfD8D3Dx3gq49+j9dfcx37JnQO+IMHn+eqXbsBqESFVY9xIr3gf6+KKKyMAtCcOUBpTI//wMf+G8WhCV58+/sAeOpbXyA59BD7akLgDQ60h23HeFEYKwrtxC0GqfsH98Yp7KysnSzopI5GfIJygT7jRR2QW/D1vEmm550oCbVIr2uj8wLOVOutvthIQsWc++Lk+EoAgPFqoS8JcI79pTHGGGOMMcYYc1pZlwJjzkJSKCGlKlIone5LOWdctf8iXnqpNuD4069+CWBxFkCz22XnkA7n7eYtgTK3/kB5v/4WYmmnocdKY4b3XA3Asw98jsmnvs21b/p5wkIZgPs/+GtMlISJouChbWg8NAi9syKMFWG6DYcbjsnW6oN7OxksdB2eaOC+HEDB14HBY0UhczDVXv/q/Vqo+3kC021HM4FOCs1EP/cExotCLdzQS3VGa8SOTqoVGINsJKFizg+DBgMDjPe1BJq0JIAxxhhjjDHGmC103lQCGHMu8IZG8YfG8MpV8DzIMrLmAun8NNn8zOm+vLPae2993eLHf/rVLzNSrnDHy18FwKce/g5vu+Y6AKK8f7+3BfNAvEArCuaefoDRS14JwIOf+h08P+CaN/40AAe+900Wvn8XIjDV0dX8Pc1Eg9DjRUGco5HAdMcx3VneMqgWws7yUrsePx8SXAw0aJ86TRacbPueSqgVANPtwYHueleTBJUQ6iuC4Wf7/ID1Vl+ci+2QzOYMGgwMMNE3CNgqAYwxxhhjjDHGbCVLAhhzlgi27cIf34EUy7h2C5eliOfjT+zEqw6RFkokxw6e7ss8a739Rh0Xcvfjj/LUsSP87ZteQyHUJewL7TaB72/5OXsDgV2mkeJOY47nvv15dl/1gxRr4wA89Mn3U43g2TrLEgA9aQa7KsJIQZjtuOPaBA1q1xOIrlTPHNS7jkPNkw/ERz4MF7QiIvQgXqXxfTtxlEPdvpeQqITCcEGrFZIM5jpn5/yA6TbEqaMSQjnU+9loQsWcP5J0KSEWBn2VAJYEMMYYY4wxxhhzilgSAHDOXXi6r8GYtXhDo/jjOyAISaePLn7dATTri89nnZZVBGzAlXv3c2U+9PfD994NwNtfeT0A040Gr3vRVYC2Aor8YLGv/0Y4lyHikaUJnh8w9cyDjFz4MgCevPujpHGHi69/GwBp3GX6258kiaE1oPf8SAGGIqEYAAJzXfDcUj/+0cRRCJba9ZQD2FEWhiINxBd9YW8NHp/NeHr+5NoA7SgL+6pCmsFCqBUFjVhbAvVLnQbHPTQhsbsqjESCoN+/AuwowWwXnl9YfX7AmVo5UI+1yuFMvT5z5lm1HZAlAYwxxhhjjDHGnCKWBDDmLOAPjSHF8rIEQL9sfgZ/bDv+0JglATbg595yx+LHH7nvbrYVQ96Qt/955PBBbrzkMmCpFdBGEwC6rwb9vPxYR5+4n/H9LwHgwDf+ilLgccmr3wrA8w9+kbg5x0zH0VgRoC8HmgDwPZjtgO9ppYD25Nc2QRdUPTIHBxYcIwWtGNheEqLA4RyIaGC+Fgm1Anxv+sRDfPfVYFfFY7Sg7YWcg0LqSDOY7wpzXU0E9ALivSHG5RAuHBKGC5o46GZaxeB7EHmauAg9XVnfn4xYVjkgkLgzs3LAAv9mvVZLAvS3A1poJ7TjlGK49RVIxhhjjDHGGGPOP5YEMOYMJ4USXrmKa7fW3M61W3jlvmHBng9Ziuusvd/5bqRa4yff+BYAvvidb+FNPsYv3nwbxUgnvu6pVQFoxV1KYbSpKoCeXiunpNNkZJcOI27MHuV73/oiF11zM+WRHQB8+66/ZrLlaCfHH0P78evq/6Kvgfb+jjztVFv+zHc0YbC9JOyoaFVAnAlJptsnKZRC4cKaIC7je9M6W2DQivZ9Nbh42KPow2zXkThhpAAhIAjbSo6RgkczccSZXlPBg0MNx2hBGC95NOIVCY0MWkAlhPGSx/ZORn1Oqx56lQPDkdD/km8v6X2vVTlgzJkqWWUmQH8lAMDUfJvd45UX7LqMMcYYY4wxxpy7LAlgzJnO88HzcNnaS41dluJVhgj3XIL4vg0OXqefeuNbqBQ1cfKxz/05+4M2733DuwGYqc+yf/sFgLatgc1VAfQSCM45BDj0/a+z9yW3AfDtOz/AsWbKa295HwBxp83nPvMhaomukm/2tQMKPSj4upoeoOALMyuGBnvoSnvt3S9MlHS/TqoJAg/wBBJ0gG/Bh0tGPDxxHG4eP1ugFsIFFY+SLxxq9q7FEXqCiA7/LQba5udIE9ptqIYQ+MJQwTESCbjjKxp6GjFUAsdoUYgWHAVPKwdGCkKS6aDdzOk1F3xhW0nbDK2sHDDmTLc8CbD082RiZRJgwZIAxhhjjDHGGGO2hiUBjDnTZSlkGeL5HN8Vfok/MoFXqYHv4xbmT8vgYCmUkFIFHLh244yvQvA9n7//1ncA8PTBp3ngkXu44sU3cdHuC/Vrxw4xWhsBoBhGi/tttBqgt4+3OBBYg4FZlvHNj/8O5aEJrrjhDgDuufODNOZn8EJd0V+LNFgPGgj3RIP8lRC6mTtuZkCGDust+tqSpxDouTOnwflQANEWO5Ifqxg6xktwpLV8tkDYdlRD/Xims3SeVgK+OMZLQjWAKNBrLAZCLdSKgrlmRtHX4cTz3bW+g6GdQDWAogfby8JEUVhINBGxbLt8GO+2ojBfZrFywJizQZwMbgc0Wo3wRP+OAkzOW5mLMcYYY4wxxpitYUkAY85wrtMiay7gT+yEZn3gNl65ij+2TVf9Hz2wtC+8IIODvaFRgp37CcZ3IMUy4HDtJun0UeJDz5yxVQg/fP2N7N+xE4CP3flBjqYh/+GN7wKg0Wlx4fZdANTbTWrF8mLwfyMJgN6+3cY0UWWM7sI0F1z5AwA8du9nmDn8FDe+4x8S5MmGL3309/XcsQbhx4vCWFFoJ05Xw3sa2K/HjtkBMwPiVJMAQ6EgzhHkiYNKqCvok0y/P0qBFo3ECXRTwdeLpZkszRbYWRZtOZQtBSh7FmJNKnQC6HbzIcAO5ruaMGgmkIQQ+rqCnzVSWS7/E/kwWhQcclwCoEcrB4TRIkQLznrym7NG3PeXqL8dkO95jFQKTC90ABsObIwxxhhjjDFm63gn3sQYc7ql89O4dhNvaHTg88H23brd0cEr/bP5GaRYxh8a2/JrC7btonjly4guvhJveAzBAYI3PE540ZUUrnwpwbZdeZVA38yCM8D7Xv8mAOrNBT76tS+wf8ceXv2i6wD45qMPMVodBqBWLAObHQis+4alEQAWjjxOWNR5A9/8+G/jByGv+uGfA+DQM9/n0Qe+srjvdBsONxyTLUeGBsqbKbQS/dpcZ/A5nYO52OH72u6nGGgioJVogqBXTdBNdOBuwdNgveu7zXoXqqEwFOk76614CQJPr2emDTMdDc7PdBxHW5oAAJ0tsNDN2wOt8a9OKZDFfcoBx1U3rNRKHEMhDEeaODDmbJCsMhgYlrcEmrQkgDHGGGOMMcaYLWKVAMacBbL5GdJCCX98B/7Ydly7pe1+fB+vMgx+SDp9jGyVSgFYPjh4s216pFACz8er1Aj2XII3PIprNcgafeevg1eu4W/bjVcZJp05osONz5A5BaO1Gm98xasB+Jt776Le6fC+G25ffD7LW/WkWYbvbU2+NI3b+KEG+SrbLgbgyNMP8cR9n+Pa236Mke17AfjMn/36cfvWY6jHjsjX7O1UXh2wMijf02vd004d+2sexQAiD1qxtgIKfV3VH6NVA6GnrYHiPCkAWjVQCoRq3nonA2IHR5qOVr6Nh7YbSt1SVrke63F64gxmO1pVUA1hdkDSohKC4Jhp66r+vFvRqkoBjERaDbGroq2K+mcYGHOm6m8HFK3Iio3XinBoDrBKAGOMMcYYY4wxW8eSAMacJZJjB8k6LfyhMQ3mex6kKcn0Mfw0IWvMr7m/zgjwdNDwBnlDo4vnx/PwR7cRTFxAFnfIGpPH7yAefqkMlRqu2yZpNk5iToGj7Dl8caROaGYnCgufnHfcdAtRGALw2bvvJPLgrXkS4KFnHufll75Yr8Jtvt/80gwBvf755x9iaM/VAHz9w/8d5xw3vvMfATB77CBf+9SfrHqsXtubdgqwvE1Q6jQgXwx0kO5U2zHdBlzGxcM+O8pQCKCTsBjEL6IJAQHamQ7aBRgp6EDhWihEnqMQQOjrfdQi4VDDMdnS2QO9BEAt0qqEuc7xr9lcx1GLhMiD4ej4Qb+B5zjWdhxpOjoZNBIYLcD8gIB+LYJaKIyVHFMdaOWDjvtnGEyvEj/tJVGyvtfSnH1EJAD+IfB/AJcCLeBu4P9xzn3pJI5zIfDUCTb7AefcNzZ2pcdbsxJgaKkSYKq+SomPMcYYY4wxxhhzkiwJYMxZJJuf0dY++Up8Mo1iesHlJxwcLL3ts41FPoNtu/Dznv+u3QLfx6sOI6UqnufjKsNkjbnF7b1iGb9agzTFdbt6/jQhazdPMKfAMRGkTAQJI0GKD6TAbOIzmQRMJj5bkQx4z2tuA+DgzDRffOS7/MhVV3HB+HYAHnn+Sa7ef6net7/5PjO9VkB+WACgPX+MISCJuzzytb9m58XXsn3fiwD4/F/9JkncXddxp9satK+EUM5b7aQOJltu2Yr4Yy14fC4DPIYi8EOtAvDR/UDb9Uy2tZd/NYKhSHRbgVKo7YfSrlDKBxVfNCQUPMexlr4bOyow0xaOtbLFlj79MoQn5hwF//j2PZlzHGs5nl9YuubptmO06FEJl887KAWaACiF0EiEY03HQv5y9WYYjBeFOF1eEVALYaQgVCJNArRTqxw4W4lICHwSuB2YAj4BjANvAN4gIu9zzv3xSR62AfzvVZ47ttFrHSTuTwKsKOUZqxYWP7ZKAGOMMcYYY4wxW8WSAMachVa28znR4GAAKZZIJw9vqBVQL2BPEJJOH9XjFUq4OMZ1GiB+HvCPNcifn48gJG038cIC+D7IUuQ3m5/BH9uOPzTWlwRw7Iti9kYxtSClnnjETgjFcWGxy3iSUuqGPNcN2UwiYKw2xC0veSkAn7jnqwxLl9te8YMAJGnCi3deACy1AnIuQ2RjLYF6VQBZGuP5Ic2p5xnedx0AT9z/BdqNOa66+e2L29/9ub88qeOvbBM0aIV7BhxuQDXM8MVjuKDzAlKXtwIKNCjeTrWPf8HXCgBfQEQHBs93daDpUCbEmWO0IIyVhMQ5As8x0xam2hmHG8dfYy2CTuqYbjlEYDbUYH4gOotgrnN8MP5o0zFSyBguCIFAN9P5BVqh4GinwkLXMd1envqqd2GsKFRCfV0A9tVgV8WjFmlyIMnvOytqa6K1KgfMGemfogmA+4HbnHMzACJyO/Ap4HdE5G+cc8+exDEnnXN/d8uvdID+JEAYLE8yLq8EaJM5h7eJWSTGGGOMMcYYYwxYEsCYc0I6P41XHcIbGh3YZ98bGsW1m6Tz0xs6vj80hhTLiwkAIK8qSBAnuKQDQaiB/3YTCUIkLOKSWFsQAaQpuOXR6ZVzCiaClL1RTOg5nu0sD/TPpI7tYcq+KKaVeUwmG//x9e7X3Iqfr/B/8IE7GfZTrr3uFgAOPPcIV11yjd53fu0bTQDovnoPnq9L7g989y4u+8Ef03Pf+QEArrrpRwB44qG7mTp8MnHLJWu1tun12AePZ+sOWYBKKIs9/EMPfA8iTwh8Bxl44gh8SDOhmw8hbqeQOk0UdNI8uJ/AI/MOR0bRX2pN5IlWJkS+kDnt8z9clMX5Ac1YjzkfD772egxPzTv2VLV9UCTgB1D29Xpm8tZBjQGr+NuJoxxqtcHOMlw87FH0Ya7rSDO912Kg9zBcADi+csCcmfI2QP84//TnewkAAOfc50Xk94C/B/wS8E9OwyWeUH87oNBfHuAf7xsMnGSO+WaXkUoBY4wxxhhjjDFmMywJYMw5YK3BwVIoaQJg6siGBvFKoYRXrmoLoD4u7pI15nEj2yAINeAfFpEgBPEQT3BZhkRFnMvImnXcijY3y+cUOCaChFqQHpcAyK+Eo7HPvkLMeJBsuC2Q7/n88jt+FIBDk4d55IkH2XXRyxkdngCglf9Y3Mzq/5UWqwGylKim52k35/n+3Z9g58XXMr5bWw/d84UPbsn5BhFAnAbyG7EO6u1VDhR92F7WfvrlDmQeVALB82Ah0RX17TxQ38rnCWTOEacwFzsONzXIXwsd28v5SvwAHNrzP3NCM9HAfZJpi6HhglAMIMMxvUoCo7/d0XABygHgwXxHA/qDEgCgSYbAg6EQLqh4lHzhULOvYiDTBvKVEMiEkYJWEPQqB8wZ7Qa09c/Tq/Tp/3M0CfA2ztAkQLzWTIC+JABoNYAlAYwxxhhjjDHGbJYlAYw5w/T3+z+Z1j2rDQ5OJw+Tzk9vKAEA6LV4Hm7ALIGssUC6MEcwMgpeAbodEA9chsscUiqDAzc/O3Bwcf+cgrLnGMlbAK0e3BfqicdooNvrsOCT87YbbuKSXbsB+PBn/5zDsc8v334HAHGScPEeDcg3O20qxfJJH79fL5GQpV38oMCRx77JnqtvAeCRr/41cafFtbf96OL2937xQ5s632oiX4P9x9qOgi/LBvMGAr4I020d6ps6KHjaBmiuA/PdpQQAaBufgq/zAkIPtgH7azDdciAa9E8yONbSSoKxglDKV92HPjTzWadr9e/v12t3NN2BogcXVLUtUG/uQOj1Eg0Q57HVXrXBcEETGzMDBhWDJkOGI01q9CoHbFjwGe+l+eN9qzzf+/olIlJzzq3eI225ioj8S2A/0Aa+C/y1c+7Ixi91sCRd+n4MVyQBxlckASbrbS7ZObzVl2CMMcYYY4wx5jxjSQBjzhDe0OhiAB/Pgywjay6cVAB/0ODgjcwAWH7QFLJs4ODhrFknPXYQCUL80W0QFfE6HVya4JUr2kLo2EGSowfJmgvHHbp/ToHvO3wgdkuBfYkKS/fR1eixzggAXwYFdh1lz+GLI3WSJwmWJwp+4Ye1//58o86Hv/JZdo3v5HUvvxGA7x14imv2XwawLAHQW8l/snqVBH6gK3k7jdnF4cDf+swfEhZKXHf7jwPwyH1/w/SR5076HOvhoYHxmTYEnqMUaDscPx8kPNNxtBJdpV8M9BXbV5NlFQCgw3VrkRB6uoreOagFwqUjQjakvfan8zY9ABMlIXPC4Wa+mj/vyd8L4A/q37+abqp/yh09LjiG8wRD7/lOqrMFioEw19FzppkmCFY9bqbB/2I+U8Gc8fbnjwP/sjjn6iIyDwzl2z60zuNOAP9uxdd+Q0T+pXPu/93Qla5irUqASiGgEPp0Yv2LN1XvbOWpjTHGGGOMMcacpywJYMwKWxpAX6dg2y788R1IsbzUysfz8Sd24lWHSAslkmMH1328jV73oHt3ndaag4fTuSlt8yMgCC5NAEcydQTxfNL5adK5qeP2WzmnIHVCCoTi8KpD+JVhrSToVRa0mqSNOcLWNClC6vqD8o6JIGUiSBgJUnwgBWYTn8kkWGwd9KJ9F3LrdS8H4FNf/TT1Toeffdvb8D2dD1CKNEDf7LQpF5ZW5G4kAdATt+uExRpJp8X2S14BwIFH7+PZh7/Oda/725RrYwDc+cH3b/gca4l8iPLV8r7o6vdG7Aj7Bgnn8UbK+Yr9ubZjKHKMFHSVPGgFQC0SRPqO5zlmujDdgt1VGIr0fewNGNa++xqB7626r4RCM1mKyvf371/PKvxG7LhkBC4d8RaTPUmWVwE4R+w0AdBKHNVIiDO91tWkGRQCfR2y1Td7QdTC03wBZ4dq/jhgBPWiBTQJUFvH8TrAbwN/CTwCzAOXAj8L/AzwX0Sk6Zz77RMdSES2o8Uxa4qT/pkAy5MAIsJErciBab29yXmbWG2MMcYYY4wxZvMsCWBMbitW4m/4vOM7IAiXDd51AM364vNZp3XKruNE936iwcMEAcnBp0lmjuG6HVyng2s38PNrX8+cgmYmzCY+l2yv0ajuyocFtxdb6nijE0i5wsiC4/Gj9b5WQI59UczeKKaWtxPSagHHhcUu40lKqRvyXDfk595yx+Ilf/CLH2OoWOQdN78RgO888zjX7NdWQFGwdT8a/UCTCVPPPsSOy14JwNc/8t8AeNVb/h4As8cO8sCXPrZl5wQNKFdCoRxq8H8oEoo+HM6H6cYDAu7FQJhsOaY6UG5kFAOPC8rCTMdRDUV78qNBcwccawkLXUfgQTfTvv/lAEYK4OG0LU9fZL2bQcHXFj691j29/v3rXYU/WoSRglYPdBIhy7RyoRZqEqqdOWY7GtDvpHqeoq+JiUF8T4ezNrrutLYCGi9qVYR5YTnnDqEB/37fBn5ORL4D/Cbw70XkD51zJ1qW//PAr5zgfCsGAx//nT9eKywmAabqlgQwxhhjjDHGGLN5lgQwhq1fiX8y/KExbZvTlwDol83P4I9txx8a23ASYK3qhvXe+2qDh73hcW0V1G3jV4eXEgguPck5BcJ0aZwLasNsCxKOzk3Ra+XjANdusL0W0axtY6YeQVuDZBNByt4oJvTccQOFZ1LH9jBlXxQTS8h7X/s6AD7z4P08dPgIP/2aW6mVKwAcnD66mAQI/K350ZilMV6gy7tLIzsAmJ88yMNf+TD7r76J3Ze9DIC7/vr3SNNkS84JSwHlgi+08zY/ncQxWvTYV4ODDe3/368W6ar9Rt6W57k6iMu4oOoxWtDns0xzRL445rqCiCYHIl+rALJMA/rlQOgkGuDvX4Wf9lrvBECqiYhe//71rMKvhbCr4pFm8MSsoxTouT00weCLzgoIRIg8aMbgitDNtDXQoEHCw/nMgNlV5ga8EGqhvl9rVSyYRb2+YpU1tulVC6x3HsBq3g/8a3R1//XAXSfY/reAv+r7/LhWRJlzy9qqBf7xb3r/cOCpBUsCGGOMMcYYY4zZPEsCmPPe6VyJL4USXrmKa6/dvse1WxpEL5ROqtVPb4W/PzwGfghpTDo3vRiA94ZGCXbuhSAim5/Wtj4MvvdBAX2vMoTnB7g0IVuYx+WzA1YmENY7p2CmsoPnoyq76s+x149ZyEJiPEIyql5MvRFzsLaXmUoRZp5E2wAl1IL0uARA/gpzNPbZV4h58zUvY3xIB2z+yVe/xGQaccv1bwBgcn6Gyy7YB0A3iYmCcMNzAGBphkCWxHh+SH3yOYa26fHv/uhvkSYxN7/7n+r5Oi3u/NDxnUaivnY9J7NCvT+gPN1eCjd2UohdxgUVYV9VOOQ56l0NnBcDHRQ81V4+oPfZBZjpZOwoCxcO66tb8IXeonrf0377SabfM+UQfB/iVIcCpxmUQl2FXwq0GiH09TidDNqJ9uJ/tr6+VfgjBaEWCXP5sOJ26ghkaTBw4nTugIi2GJprO2Y6WpkQeMsHInsCowWhlToONrJVBxOvtNH3ZS2VUBM2/e+XWdUz+ePeQU+KSA1tBdS/7YY45zIReRxNAuxax/ZHgcV/RAb9/OhvBQQQBoMqAZaSANYOyBhjjDHGGGPMVrAkgDnvvRAr8Vfl+eB5uGztaKKuzvd0+3UKtu0i2HMJwfA4iKBhS49g226SuSnSmWMEo9vwt+3CNefxSxVNdDTmF4f4rrz3/sHD3vA4YRiRtJvLXpfVkicnSl5oQqTGsy2PhaTGuNdhRGICyUic8HRaYSorMN3y8co1pFCiFDcYyVsAHZ8AWDwy9cTjjptvA6Dd7fLRb93D6OguXnrldQA8+P1vcesr9fkoX7m/kQRAL/jf2zco6HDhucOPU5vQmOW37/wAw9v3ctkrtCrhyx/7Q+ozxxaPsbKNT+p0RXsjdusKVK8VUJ7raID+gopu0/IcqWOxh/7CgOPXY+gsOHwPSj5MFMFD5ze0kqXXqBFrmx+AQiiUU8expiPyYUcZfBGGC5qY6KQahN9d0SB86J84+B35GswHt+ydThz0L63upI7Q07ZDjQRc2wHCaAHaTp8LPU1gTHcchxYynjt+ZvVxNvu+rHVf5VBnI5h1uT9/fPkqz/e+/qRzbrOVAABj+eM6vktOLF7RlmrlYGBYngSwdkDGGGOMMcYYY7aCJQHMWeFUDes91SvxTyhLIV89v1YIUPJ75wTJgh5vaJToohfhDY/i0hS6nXyVvgdRgWjPJbi9l0CW4VoLuMzpyv7hMbxSmXRuZnGY76B7d50WXlQAPyDbquTJYkIkYzIrMJlFlCXFx5EiNJ0O95XefXg+vjh8IHZrB+ydH/KaV98KwKcffIB6q8Uv3P7Gxee7QWn59husAujfJ0sTPD+gvTDN0I5LAHjmu1+jPn2I69/2C4vbffljf7D48aA2Pr7AREmoRRC2HdPt1Vejryeg3EzgUEOD+guxI/R0dX4xEIYKgwPb3VQTCKWK4HlQCBxT7eWvT+IgEN02QPvsLySOou8olj2GQk0otGINwEeetuFJnKPoC2NFRzMevMK+V92wvSQMRUIpgPmuBvxbK7ooZU6D/C5vMTTd1sBrvauvTcHX55oJzLTXF8Bf7/uyER56rGQ9/ZAMwNeAKeBCEbneOfeNFc+/J3/8yGZPJCLXAFfkn9632eMBxOnyb+5BMwH62wHNt2K6SUoUrD8BbIwxxhhjjDHGrGRJAHNGO+XDek/hSvz1cJ0WWXMBf2InNFdftCrFEunk4XUnIIKd+/HGtuFaDbLG0nEdOrCV4XG8cg1XnyNtNXSYL0C7iVep4Q+P4uIOWXNh4L2fkuTJcQkRoemO/xHVnxBJna5ID2XtVdSvvuYV1KraIeR/f/NrALzjVT8AwPePHObmF2tv/jTL8D1vw22AYCmB4OVzBZ799ue5/MZ3A/DwVz4EwNWveRcAxw48xbOPfhtYvY0PQDNx1CLYUxXGChrcHrQafb0B5dTBcKi980UGB7bLXZ0b0AvKN2Jt2VMKlwcti74mH2oRIBpkH4r0uYKvPc99cUy2tBVPN9NA/Wx+3SKwsyxMlIT5jiNxmnDo3VMvAF8JhSSDbuIoRxB6QicVZjvLKxg80SRDM1lKJtRjqMduQ6181vO+jBdFEw0bqAjI8vdjQGt4M4BzLhGR/wL8O+A3ReQ259wsgIjcDvwk0AF+o7ePiOwGvpB/eptz7kDfcz8NfMI5t2zoi4i8EviT/NO/Wvn8RiUrKgEGDgYeKi77fLreYedoeStOb4wxxpy3ROQS4J8DtwF7gBR4GvgE8KvOuWMD9pkA/hXwVuACYBL4LPCvnXObajtojDHGvNAsCWDOWC/IsN5TtBL/ZKTz03jVIbyh0YGJDX9suyY/2s11HU8KJYLxHYAsSwAsPl+s6H1020iphIQFXHdpSmzW0FY+XmWIrLkw+N5PQfJkIwmRJsJs4nNhsctMqm1fBhyZv/UmXRzc7nb5xAP3sX9iGy+/SFfnT88e5YodOwHwvaWA3FZUAwD4eXuhNIl58It/yejOC9l75asAuPtzf7G43Yn6wvsCOyserdhxqDF4NfpCPDigHHpLffPjTAPb1VDoZI7p1vLziTgmSsLemjDf1RX0vaD8TMfRSRylgjAc9a5bB/12Uphpa1IgEE0MbC/pO/J8HabbGXG2/DpGCrC9LIwX9YJLvlYUbC/BXFcrBYq+BuCPNh3FmhCF2t+/mFc9lAPhaMsxm38LjxaE6Y5jZsDruJEe/id6X+rdXpJCEw0nq5tqImeiJDStJdB6/RrwWuB24HER+SLatucW9Fvup5xzz/ZtH7K0oj9ccaxfAN4vIt8BHkfzMpcC1+XH+ibw97bqwuN0eYZuYDugamHZ55P1tiUBjDHGmE0QkRvQ4H0FeBL4OFAAXg38MvBjInKTc+7Jvn32AF9HEwaPAR8GrgT+LnCHiNzsnHvohbwPY4wxZjOO/9+nMWeAlcN6s2Yd126SNevauz8I8cd34A2Nbuo8vcCzFEtrbifFkq6K38pWQLlsfoZ06ggkMf7Ydu13XyzjT+wkuuTF+KPb8IplgrHthHsuOeE9S6mCFMsw4FolCPHCAiQxWbeNIEipevxBuh28QgkJo8H33pc8WfNaPB+ybN3Jk3R+GtdurnqP3tAort0knZ/unYHJJKCe+GwPUzguleO4/pKLefXLXwPAH335i8w1m7zvB1+7uMXlO3cD0OpqPxfn8jqEDc0E0ABfGuuxjj31AHtfcjsAj97zaZrzk1zzmncvbv+Nz/45cOI2PuUgX43uHJneNgCx09Xpnuhq9IKnAeViIIv7bSsJO8pLf7aVhB0VIXMwveJbZKQAu6vCtqKwowQ7S8LOknD5iHDRsOAcPL/gONZy+ALbStrWpxlri51qCOLBfAztVC+zkej2zUQD/51UHyuhnmssTwAk+XPdFDzR67x8xGO0INS7em2lAMTpdSR5smOsBLvKwkQRdpahlWqf/8306e9Zb7/+dqKDiKMNFgo1Ykcn1aoCc2LOuRh4E/DPgMPAW4CXof+5v8U590cncbj/hv6nvowmFX4EHTp8J/AzwE3OuS0bBnPcYOABSYCx2vJKgEmbC2CMMcZs1m+jCYBfBS5zzr3DOfcW4ELg0+gq//9nxT6/jyYAfh+40jn3HufcdcC/AUaAD4iIxVOMMcacNawSwJyRXshhvSdaiX984HnrJccOknVai62P/JFxvMow4hzJ3BRZY37NKoj+mQkaB3crxqf2NvTAQ2cAOHBJjEu6eOUaWd/qe50fIHhD47hW/bh7P1VtjLL5GdJCCX98B/7Y9qUKEN/XlkLtJunUkWXv02TiU+qG7Iti9hVi6olH7IRQHLUg4x1v+dsApFnKr33irymGET+fzwM4cOwgu7ftAiDyNz4QePF+8/8H+KEG8eaPPs22i64D4IHP/wkiwrW3vVfP/fh3mHz2EWDtNj6VEHZVhIkSgDBWguFIV403E2gn0EocBV9XozdiDSbvruow3oIP3QzSTNvk7ClBKRCacXbceXZXhWokZBm0UgGBDE0y7CgL5QDm2nCkCe1UZzVEnq7+9yUfIpxAKXQ4J4xEQuDBfOf4IPp4UZ9vploZ4Bx0Mn0N2qljONL7TjNHJYThgtDN4HDTMRQJ5dDRTTUhUI3A84Tn6o4n59c36Hc9Tqa9UuBtPKtej7WSo1cRYU4sTwT8Wv7nRNs+zSqTw51zvwf83pZe3BqS9MRJgND3GKlEzDa6gA0HNsYYYzZDRMaBq9H2P//a9VbtAM65hoj838Abgev79rkOeB0wA/yD/n3QJMC782O+GfjYqb4HY4wxZitYEsCccV7oYb0bCTyfCtn8jCY3Ji4gLFZIu51lSRAH0KwvVklk+T0fNzMh1mXZUizByvi8yyAD8QSJItKFOunUEfxKDX9olKzbgSzFK1XAD2BuetV7P1XJk5UJEfE8SFPSycOrzIIQnuuGtDKP8SBhNEgJBVKE6WCC197wegA+cu89PHn0CO/7wdcyMTQMwNRCnd3bIEkTAn9rfhymcRs/LOKyjPH9LwFgbvIAj93zaa565euY2HM5AI9+8Y/ZUxWasQ6uHdTGZ6SgwfKJkgbbC74G8tNMW+IEnqOUB/87qa5Gn+5oEL0SepR8YabjyJy24SkFQjt1hL7D94RK6GjkK+bHisJwQWgl0Eq0hZAvIKL7VkJhW1mYbjraqa7ATzMohBr8biYaZR0pQuaETgrlUBiKHILwvRm32JbI92CoIDj0XNXIMd9ZHmxvJXruSiTUuhB5wlxXkwmp0wRI0Yck1dxWveN4fsHx3Oo5qZO23n79vfkMm5ntO90GcdYO6FyXZCvbAQ3+5pqoFReTAFYJYIwxxmxKr++p4/iy4X5TfR+/NX/8a+fcsp6szjknIn8J/ArwNiwJYIwx5ixhSQBz5jkNw3pPPvC8fPX9VrYJ8opl8OSEVRDRvstwSXz8zIThKng+Uiwdv8I/icniDv7oNnAZWX2adOowrtXAq1SRQllb+AQB6dGDdJ95dNXkx6lMnvQSIut/jbUt0GTiU/YcvjhSJ/zM6+6gVNBV+e//wmcA+KU3vBmA6flprtxzIQBJ0t2yJEDP5DPfYdtF1wLwjY/8d7aFMTe//RcAiFt1nv/SH7OtKGRFmO1oIDnwlvrC91a/+54Gx4ue5nkm29qHvhRoYLwR60r9aiiA0xY/TpML9a6jGEA10BY7oN2ZEidsKy0N/A19PRdOg++gwfpioNUE4jkcGnTfVhEEHdjreY5WLMy0tRVQNdIV/cfaepzMh+0lYUdZA/9znfy4PmwrasugUgBJqkOD+2VolUM11EHD7b7n41QTEO3E0fT19Zlp6zVG/sZ6/w+y3n79xUCYbLkNn7cWapKlvLJbvTnnrGwHNGgmAMB4rcjjh+cBHQxsjDHGmI1xzi2IyFeBG4F/IyL/oreyX0Qq6OBfWF4Z+NL88b5VDnvfiu2MMcaYM54lAcyZ5zQN611v4NkbGj1+9X1zYdVkwclYbxUE4uFv20U6c2xgtYAEIV65gtSG8YNgcYU/eYAfEbJ2h3RK982adbJmHQlDqsND+HOHaD37BNn8HKt00QA2ljw5GSefXBGa2dL1/uyb7wDg0UMHufPh73DzFS/mJfsvAuDZZ77LddfcDECxsDVDN53LFlsBBZE+thtzHP7S7/Piyy9n50teB8D37vwT2o35xYG6w4Ve4Fpb+WiQX4g8YSF2bCtCJYL5rgbAQYPstRAKvgbQLygLtUhIsozdFR2m2061Z38p1BkAsx1HN4OS7xgqCklZg9vtRIfy9gexq6Gu4E9EEwElX1f8l3wd2ps4qHhCLFCONLhf72rroSxbaqOz0IViCLuqUI2E2ZYj8mGoADUHx1pwpOkWkw89SaYVEpVIqxLiTBMCpUBbHIF+LfIdRxp6r5tpybOaXnul3vuyUi3SKozGBoYCgyZTxoo6fPhEswfM2S9ekewKg9WTAD1WCWCMMcZs2k+jvf//GfBOEbkfHQx8PRoT+RfOuf/et/3+/PG5VY73/IrtViUi24FtG7loY4wxZitZEsCccU5Vv/mTOf9qgm278Md3HL/6fkCv/g1VCqyzCsIrlpBCkawx+PVJjh7AK1YgjIAMCQv6hOj9JYefJWs3tVoAcFnCtiBhouAY7jwHc9N000lmi/7iCvvVkgEnv2p/M9yylf4a8B98Xa+4/Equ2LsPgP/5xc/hnOMnbrkV0JX/1bIORI6TmDAIcc5tah4AQNJpEBZrdJpzjO6+AoAnvvB77AvrvOjN/3Fxu/s//j+07Q664p9MEB/mu9q6Z0dZqEXgiWMohGpBZzws5AN3e7opjBYgzrS1j0PYUxH2VIUwgG6iwfpmDKnAjpIQO+3BnzqYKEMzEY62XP7qql6VQeA7Ql+ohvoyp3mg3WVwcAH2DWnQ38sH9c7kC5bLIYS+JiCiQM+FEwKgUhBc5liItSIgza9lkCjQ1kLby7rCP/L13e5mmgTxBZwT6oFjtACNRLfJOLlqgChPcAzar79f/1hRA/W9FkHFQBMwU223oUHEtTAf+Cw64Nmc+9YzEwCWJwFsJoAxxhizOc65R0TkBuAv0IqAi/ue/jzwpRW7VPPHxiqH7E2gqq3j9D+Ptg4yxhhjTitLApgz0pkwrBeWB/KlUMQf3wFBuGavfsII8fyNVQqsowpCwgivWMF1OmtWQSSTh5BikWxuFq+c9/hPE9K56cXXTVfwV9gftNhDncr8AnMLDToLC4TiuLDYZTxJKXVDnusGlD1WDcCfusA/gGMiSJkIEkaCFB+d7DWbrJ6keMdNtyx+/IGvf4VSFPH2V+i8r0cevY8XX/EqgMU2QBtJAKxMHIRF/X/A7HPfZccVNwBw4K7fZ2R4jInr84HA93yM5Ohjem7Rlf3VSFfMx5mu1g8E9tQ8ojw+mGXazDTytff+4vl83TdOoZMIpUAD04mDRkeDzNVQA9bdTM+XOliINWgfOdhTRVf8OxgOQTxHwROKPiBCIdDAfy/hkAg40QHA7d7sAG/5dSWptvDxRRMKzUSD6d0UFmJH4EFDR1cQ+Y6Cz3GVADvKWjmQpI6Rog5GTlNNgnQzPW831eqIWgQTZY+jDbeY4GjGuop/reB8fxueXl//QftNt/OqhFATHIGn20623AnPsZZKqBUAlgA4f8TrTAJM1AqLH0/Ot7ckSWmMMcacr0TkFuCDwBF0CPDdQBl4C/CrwN+IyDucc6eiv/9vAX/V9/lDp+AcxhhjzAlZEsCckU73sN5BLX+8yhBSKBIffHrVa472XY4/toOsWT9hpcAg66qCEB8KBbK5aVw8oD9J71hZCu0W8eFnl1oBrViln83PsK0SsKPYBRKebKZoMF37rcykju1hwkvKLfZEPg5ZVwB+azn2RTF7o5hakFJPPGInA5IU4bLreOfNtwDwtUe/x+zsMd71qhuolUoAHJ6f4xpf73EzgbX+fXvvdRp3KNXGAZh86ts0jz7J3tf+OF4QAfD0Z3+LHWVhOF+l76G992sRiGhrHsmTA+3Y0UkhLgrDkVYNhJ5jvqvtfWohVALHsVgIPb39ZgwNp0H4bqqJg0oExUyD8eUgD3ijbX0AhiJtC+QQPDRZEOYr6quR/kNRCTTwLk6TAd1M2+NsKwMZOB9aeTyz4Gug3Ie8DZEmDPz8+jIgwFHOWx6NFyHN9F59T+9rZ0Vf2/luPvg40SSJQ68tyWA+1vOMFATBMdnUr/uiffxrka7in24fv9p/ZRue1fbrqcdQj92aVQMnI/I1oWAtgM4vK5MAvjf4589odSkJEKcZzW5CpWBDI4wxxpiTJSJjaAKgALzROfds/tQs8DsiMotWCPw3EfmUcy5haaV/ZZXD9ioFVi9bzznnjgKLK8gsqW+MMeZ0sSSAOWOd6n7zqxnU8scrlPC374Ikxh8eJ52bOm4/r1xFCgUQj+zIc4sB+pWVAlmntea1n7AKolrDdTonnBvQPzNh9VX6jvF0gWra5dnOUhBdosJi0sB3da4odpjPPB5pFoidd8IA/FaaCFL2RjGh55ZdI/SSFCn7ophW5jGZ6I+0l1x8KZfu2gPAl++7i5dEdX7yJl2Z32wtcNUlLwEgTVN839/UKlvnMkQ8EI2AH3zg0+x95dsAePIbHwFg28vuAKAzf4zkqa+wuwJdBwudPCDuadB+NPKYKDoONByHGo6JfHhuK3aQ9+YPRYh8wGlSYKajQ4DHy7qavh1rEiHNoJLHEQuetgPyRGcQFAOtBgBoJ3q8gwuOycBx6bAwWtBtQx/KeUAf8lX4qZ53LB8iPN/Wnv+gwfE4/3rRhzDU4Hmc6nOhpwkH39Pjg8PL76fg6TsraPUCOA41IMuETgqHGtpeqBjoddUKejzndKejTaGZOjI0YdBMtJf/nqrej2Nptb+HBuA76fFteHr7jReFOD1+lf9WDR32WJqbYM4f/YOBQ99b9efOcDla9nm9GVsSwBhjjNmYNwNjwBf6EgD9PgR00f7+FwOPAs+gQ3/3rnLMPfnjM1t7qcYYY8ypY0kAc0Z7YfvNs9TSZ0XLn8w5XKOOFEv4w6O4uEPWXFi+b2UI/FBX8Hv+wHvxx7bjD42teU/rqoI4dgCCtQNC65mZUPYcI/nqehC86hB+ZRgplUE8RmmxJw5JurM0Frq0nU8r04jwagH4reWYCBJqQXpcAiC/S47GPvsKMeNBsliV8Hdf90OLWzz87TupFou86mpt//P8c49w+eWvBMDfkmoAb9kx0s7SgqAnvv4hKpVxxq7WgcDTD3ycopeSOl1tP1LU1fIJGhSvRdoCpxwKja6jEAjjJV0BH3oaYHfoPlH+LeYB2yt5//9MkwpxCgsJVAsasPc9DXh7mQb0k3wV/1xXhxKLvpTMdxzgEWe6TzXQ1j/tXhueRM/neUsr66c7UMn02puJVgjU8vY6nUwrANopbC9pVQBoID11UO8KIwVNGiykjnpXryUKPBKnAfodZd22kwIBFPLXwHNacdBMNOhf8LVC4Vhz6b3xBS4oC80EDjWWVvtfUBFKofBcfXAEvt7VKoFKqKv/T4UMFmcLmPNHki1PAqymVlqeBJhrddk5ujUDzI0xxpjzTC9gPz/oSedcIiINIAJG8y/fD9wBvHyVY/a+/sDWXKIxxhhz6lkSwJwVTm2/+SX+0BhSLC9LAAAaqM8yXLuFREW8ytCyJICEEV6hBGmMy7JVe/W7dgt/fCeEBbwwXHVmwImqIADCXRduemaCLw4fiJ0QjG3HGx5HCkVcp41zKSN+TGWoynSnQuTN4rX7IqyrBOC30sokxWBCPfEYDVLKnqNYGeZnfuiHAfjWI9/ivqMzvPn6WymEGlTzSsMApGmC7webrALQfdOkix9EzB78Pjuvvh2Ag498jakDj3HlW38WL0/YTH79z3CiQf1ynsMJPO3FP9vW/vbVCPZW9T1pxhqwH/I0WBx4+scTHYIbCoyVdIV8XTQ43s1769e72sJnIq8GSBJ9vpPkQfd8u9RplUHBFxqxziY41oKdFfK5AFpV0IiXAvyegyhvKdTKW+l0UgHRlfqJ0+RA5vRaRwoQ+HqMlSvrG7EG++c6cKypAffxoh6z4Os9pk6P63vQzqDe0tep4MNsV+9pKNIe+8VA2wpVQhguCI6lgcedVKsIOhmEqWM40tX+/fMMetqJoxxqsmOrVv/366baGmmipK2YzPmhfzBwsEYGaGUlwHxz9dZvxhhjjFnTofzxpSIS5O1+FonI5SwF/5/OHz8K/BvgrSJSds41+7YX4N35px85VRdtjDHGbDVLAhiTk0IJr1wd2GbHxV1cp4k/PI7rdvAKJSSMlnryi6/RTj/EdZqr9uqX6pAmGqICWX12zZkBJ6qCSKsjBBMXEGzfQ7Ywt6GZCakTUqBQrdIdHocgIJvTxEFREir+As2uIyhVSCvDGlWuN/rvaFkAXocFb53+JMVadEaAbv8P3vYOKiVdMftbn/gLQPg/Xv92AOabC1y8+1IAsjwJsBUzAfy83//0s9/l4uv1XA9/4Q8B2H/jjwLQOvYMzae+RggUI105DxqUxmk7nGqogXcRHdrbEZiNNfg9FGqyIPJ18G4sGmwXBwuZfvsNF/R4hxtLrX9iwOVBf+c0kL+QaGC/FECSCp3MUQo0cD7XcaTAdFvoJCx+PfBZHLpbCpZ69A8FwmTLMZVljBQ8BMdM1+EhVAKoFXRgcZzCXGf561cO9XqONR2+JwQeCI7hgiwOIy5FUPTya3VLA4SzDCTQhESvusEBoSeAY6wobCsKGbqv6w1Ezhy+6Md6b0tB+DBPsPTuM/C02uFUacTaeqgWadLGnPv62wEFa1QCVAoBngiZ0+/NemuD06eNMcYY8ymgBVwI/EcR+ee9RICITAD/M9/uLufcEQDn3AMi8jngdcB/FZGfcc71/hH/V8CL0AG/n3jhbsMYY4zZHEsCGNPj+eB5OlB3gKyxgFeqapC909TAf49LkUIFl8RkjYWB+3vlmiYAREinj6w5M8B12qu2P1o2tNj3kTDEH91G1m7iGvMnNTOhmQmzic+l1QoLhQLZ3NI+2rPckThhqD3PocpOuuVoRRJAA/BRISJwZSSRLa3a6CUpQll7pXQojhTBDyL+/lvfAcAjT32Pbzz8AC+//GquuvByAJ48coDrLrpC94mKW3KNWRrj+bqsvzS6C4Buc57Hv/Yhtu+/irFLtfXQs1/5c9LUEQUwHOXBf7RdTidvv7OtBL4P9Q7MdDUoDTDZ0hXxzul29S4819DqgOF8RXzXQcmDsYK2GmrG2qs/y8BlupK+m0KW5H33I0eSCs3YUQr04HGmFQYjRd1vrqvB8k4KQ3lrIZwG/yfbjk4qOuw3dRxtwZFmhqCtbraXtFJgsumYKGuZQtFfaoETeuDjONLW85QDxwUVfc8Dz1H0oRELSQrlgt5jkmkSIBQdcByIVgREnh6jFTuKgVYx7CzrsOTE6X69ioTU6QyCZl7ZUPD1NYx8oeAvJQEEaCQ6Y+BUqcc6gHi8KIwVxYYEnwfidOk9DoPVkwAiQq0UMpdXAMxZJYAxxhizIc65IyLyi8BvA/8YeKeIfAsoAa8GRoAjwM+s2PUnga/njzeLyP3AlcC1wBzw3r7EgDHGGHPGsySAMT1ZClmGeD6DQnFZs07aqBCUh/BqY3hz02Se9K2+b+BEyJr1AXuDV6niVaokB58ZWCmQzc8Q7LqQQqlK1pgf2CrouKHF3TaZeEi5gnhC2pgnPvDUSdy0MOVXuaBQZZtrcCSKNAKaxIs9yye8DrNZxGzHIaUKEhVwXV3S7VWHKI8OkxUrBG6MqJMe19poM3pJiguLXWbSfALscRy1IOOpdsQbrn8NE8MjAHzgcx8E4EdvfSsA3SRm1+gEoBUBQ+XqploBLZ496YAfUj/0KBdccT0Aj3/pz6hkTV761l8EIEtTHvzcHzIWayDa5av0W4mukMfTJqSRp0HpOIRCqs9FnrbgqYQafM/yIHwzX83fTWFHGcaK+lzkafC94Ov+nVSTA5Foq59WqomH3qs5XBSiPBY5FAlZ5mgnQrWkx26n4Dq6cSXQtjtJBu1UmG075rqOJ2Yd7WypbU7k63yBbXkgHtEV+p5ocil1QKaVAUcb+ret4Gv7num248AC7K1qNUAjhtkObC/ryvzxom5byhMfEyW9n9DXeQqe5+gkOny4HkMhcCz0tSGqhBB5QhDBbMcxFEHRF0Q0KZDmCZnxItASqqFj+hS0A+qZbmtguBIutYgy567+dkCht3adyXA5Wgz+z7csCWCMMcZslHPud0XkO8A/BG5EhwUnwFPA7wK/5pw7umKf50TkpejK/7cCPwJMAX8E/IpzzoYCG2OMOatYEsCYnOu0yJoL+BM7dbhvH69cw6tUkUIZKRRw3S5edQSCpdX3ydED+EOjA/v0SxjhjW7HNRc0wD+APzyOV64hQ2O4pEvWaS9rFZSN7cArliAI89kC2zUZUSxr/xgRvKFxnHMkB59e933PjO7j4MRe9noNLurWqbuQOO7gtxpUklkiXzgkQ8xIUXvP5EOPwz0XEUzsYrSU8nRao8MofhzjZQne7PLWRiutf9CzMJkEjCcp28OUo7FHyQNPHJkTWhlsDzPqic9UEvDTP6QB/7mFeb76rS8xMTzGbS+7EYBvP/FdXnnFdQBUi9ouaCMJgJWJA79QBZYGAmdpwnc//hts334Bl9z0twA4eO9f0zr2NFlZ8NBWOoIGtUMvz/c4Dd47NMBd9qGVB6TLQT6I11/aN0S3byZaKVANoRBogD3NYKqtx0pxeJGwEMNMG6bausq+HArlUBMR7cwx1c6D60WP2U5GJxFGio5qpivkI1/P20x01f18V7dvJTCfB9h7w4IzYLINGY4dZQ3mx6mjm+ZzDXyYi2Guq9UHBR9G8hZAc12dM1CLNCmROEc31dZEo5Hu64kmOLqp1na3E00WDEcwHApHW/p5OdBZBZ2+1deNGKqBw/M0gRCIEGeOub4Ya8XX16+b6ir9OHXHzTLYSvVYBxD3hj2bc1e8bCbA2kmAWmkpK2QzAYwxxpjNcc7dDfzoSe5zDPgH+R9jjDHmrGZJAHPOW3/AGdL5abzq0LJAvj88jj+sffzxA9zCLMnstPZtSROy/tX3cRd/fAf+2HZdqZ/36feqI5BlpHPTywYK93jlmp5DBNecJ2u1cN3WslZB0e6dZGmCa9QJ912GN7YNCULtESMe4vl4w2N45QqtuLtqAH7xnEOjRPsuI7hgP4dHtxHHswzXDzOS1ClEEUllhMfS7YymdTwignAUF3dIZyfxxncQ7rqYbVHKfKPLlAPnJ3jFolYJjG4DIOu0liVEeq2M/OEx8ENIY9K56QGVA46y5/BF5ww82/V5SbnDDdUOnjicEyRPBByKAx5sFxnato/bXvoKAD7y1c8TpU3ec8u7CQP9MefH2sYoyzK8E6zAXUt/AiBpzROUhki7TYb2XgvA83d/kPbkM7zoR/8NXj4r4OjnfoOxolAMIHbgZXlQ3cuTAflcgCAftgswWsyD6p6+xcVAcz2tvBd/f1FEoW94rUMTAXHiqCc6H6AYOCqhMNfRAHo5EgQ41NCWT73hvCKwrwbVUGjGGWMFj22VvEVOXrHQTqAV50OD0WvcWQbQpIKfD/Jtxtrz/vm6IxBhZ0Vop452Cp2uJlMiT6iV9Rh7qsJMxxGKBuoPLDjSsl5LJz/eSKTXMt/VIH2vj37o6V/HQl5JUY/1RfBFmO+6xTkCPfP5PIDtRUC0lVGUzwMo+EI3c8x2dFjxWFGohBqkP9VOxQBic2ZZVgmwRjsgWD4ceN5mAhhjjDHGGGOM2QRLAphz1rLe+QNa6wySzc+QFkqLgXzEwx+ZQIIAlybQWiCdmyGdm1o8h1cbWUwaJMcOknVai+cVz4M0JZ08jIvbuHZ78LVWqtpmp9PSJeFueTTQtRrIrovw4i5SqeGNbkO8AJemkMQ4z0PEwytVCLbtonD1q8juu2vV2QLBtl0Eey4h2LFbr29+hqnKEJPlAqWkgZ+luGKJhldi18yT7G4fZm/Ypo6js3MnheFRan6H+Zl5nqXGMTyIm6TtplZNAIxM4C/ML77Wi+ccHtdoNhngEWzbTTI3RfL8EyTHDjARpEwECSNBio8GxcuSMuRlIPn0V8iTH2hvHeA9t9y2eH//+65PcXnY5G03vh6Awwe+zxUXXZXvpufdCn6hAsDCgYcZvkgTEM9+7jfpBBUuu13bij7/3a/x4P3fZKIMvi90E+gA20IohZDkK/sdLH4QeLqavzc3IM1bABXzioD5bp4IQFsFjeQ98wuBBsuzDMqRzmuYaWdMtWFHSfdPMn1+pqMDchuJrshv5oHygw3HlSOCV/DA0wG/HlDI2wB1PRgqOFqxMNOBHWWhFAiNGNqJI8k0ETBREmqRVh48PZ+ROp0fMN/VljxDkVYYpE5bDAkazJ8oCXNdDcAn+cDiaqQB8mokFBw8NQf1vB1S7zUYD/IgfqizFZ6ah3rqBrb2SjN9jecTaHT1O9H39FpmOo5WookR0Hsq5wOZLUhvNmt5JcDalUhDpf4kgFUCGGOMMcYYY4zZOEsCmHPScb3zs3RZa521WtX0B/LDvZdo+5/5WV3V3phftpI/m5/BH9uOPzS2GOzO5mfI5meOq0AI91wysNWQhBFSKJN1O0hUIJubPn5mgPiQxnjVGl6hjBcWyOI2OKethvx8mXiWQaFAtPsSXLtFOnX4uAQIoEmO6jCu2yGbn8ErlnC+B55Pu1jDK5bJ2i1IU573hmkFjrHWArW5gxTGJ3DDYzw902ASn0mK9C9Lz5p1/KFRJHOaCCmUkEKR6KIX4Q2PauKi28FlmSZJogLBxA68MGRPNsPuziS1IKWeeMRO2BakXFFq03XCI62I2TTIW84stQPaFyW8+6bXAPDIc0/BsUe49oorGZnYC8CBZ7/Dy3frQGDf35ofe845JG+N1Fvx3zz6FMeeuJeLX/4jFCrDANz1l7/OsbajFnkMBdBx0I2hm0A1AC/Qle+dTD8vBUsDcHt/mgng4IKqtrhJMg1YF3wNkPf6yXuilQatBJJMGClA4Hkca2UkTtsMRZGQOG0HNNdxTLWWEgCgbXZaKZQFuonQdfoPRTfWRIUOjBYW8pXxI5EQiONw0+l8g1wzb+kzXhQON/T58aKwvSxU8vt06Cp70PvJnDASOQJPW/A0YuhmjnYCzVATDu1E8z6h6Ld2NdQkQOa0BVGct1DCCalz+QBhbQmUOX2NhiIhc47JluNYs5eO0sd4RaA/zZMyW5M2Mue7/iRAeFLtgKwSwBhjjDHGGGPMxlkSwJxzvKFR/PEdEISk00vznfpb6/jjO45rVdMvm5/Bddr4w2NkjQWyxtzAYb4Art1aDHb3r7Zf2XpoUKshvWAf8TykWMK1m4NnBuSVAVKsIkGIy8OxXrGgiYY00aC07yHiI7VhoguvpL0we9xsAQlCpFiBNAGnAams3QJ/Ab9aRaJhKFa0Z4tk+CMTTE4mHJltUGxXKLIDifayUKyTNA4Pfv26HSSKkEIRPJ9g5368sW24VoOssZQEcQDtJl6lxvaRChfuGIHnj/FsJ6S3LH67JCxkQscJF4Qp7cxnJl360XU0Fl6xZxvXXnolAN+4/0uMBwn7X/YWvZYspTa2R8+XJx6cyxDZWFh3cV+XgfjMP/5Vhi7VuQOT932Q4RAuv/5tAHSa8zz/rc/gOQ1MNxNd9R55kDjtf5/mBQ1ZBolA5mtAu5vqNi7v8V8JdZW/L1AJHAVfqIYwVoBaQYPi812od3SYb5QPBt5RdlRDj/muYz6GMHV4QIAOBA59dCxarhJqkmCy5dhVE9IsX3Wf5kmAfFDxaEFb7RRDRz0WvAFr7uvdpXY6miRwFH1hVxVACAQWYsicYyQS9g3BQixMOEc5FOY7+Sp90YRH4On2s229P51toK9TK9HXciTfNgyAVL/WzisCeqv9W4ljsunoOD12Jznu0hf12htlq29izLolJ5EEWN4OyCoBjDHGGGOMMcZsnCUBzDnHHxpDiuVlCYB+g1bvD+T5uDTBxd1VEwBAXmXgLQ7MXc3KVkO9CgWvUEIqNUhi0rmZgTMDXNzFJSkShuAFOJfhFQogoj34cxIVtPJABIIIwiJubnoxAeKPbccf3UbWWABPcNlSQCprzAEOKVWhEyBRRNZMcK0G6cwk6dw0zUKJWAr4sc5akCDEJQNWqGYpeEVwIGFIML4DkGUJgGWbN+YZK0aMjI3w+LFRiHW7kueo+RnN1Gcu87ggTBkJUmZSn6XqA+H6V79x8VjffuCLJM7jZS+7HYDHn3uUSy97Vb6p5A+bmQmg+/aqABqHH11MAsw/8GFSv8iO6/R6Dn7r0+wrd/FEKPsaoBc0kF4Itb9+M9EAc6+ffTPvud/K2wSV8uqByNNV7lNtXYm/uwxRoPsIGvifjzVI3s5Xs9dCCH1hyIM405XxQ5FQCvRYYyVhvAhPzjsmW9qOp+BDkmrroLKvVQcLMUSi5wtEkxTjJRguCJ0078nvsTTQoE9/O51OBg5HoyskmWMh781fDQWHVkREHkS+thKaacFkxzHf0aC+QwP/caZth6qhEIq+fuMlTZhE+bDi0NPtyyIsdB3PNzT5UYlgJoHDDZ2TMFESmsnq/f6LgTDZctYKyGyJOFn/YOCh/iSADQY2xhhjjDHGGLMJlgQw5xQplPDKVVx77QHArt3CHx4jrc/h2o3BA4OzFLIM8fyBfcUXz5m3/NHJqWsbNDPAdVqkRw8iheLirIGB15zEZO02wdAI4jIQb3kCIFxqHeG6LcT38MrlZXFZ12njlWt6T0mM+OC67b79OrjWAi6OwTmyxny+en9u8TXRhESMFAo62XYQz0fCUIP+no8Uy7DKUGYplqkWfEbDFs2RXYR7PbLpo6SNObzWDD7a2x6ERiYM+Rklz9HKNKAfBiHveNN7AXjm4NM88txT3Hj5NYyO6HDidrezOAi4f6jvRjjndHhzmiB+QHfuMKOX3gBA5+jjTD15P0PXvYuwNATA41/9MGMFoRiCOM1BdFIgg1oApUjj5p1kaaBvs6OBfoCRIvgOPKcB/k6q7WwCAXGOWkH76s+1odurHsiWWts4dPW8j/bJLwSCJ7q6ves0sL6zIngixFlGO8mP7wmZ0+shbyNU9LVqIMk0CZA5DahHSV7RsMpS+ZXtdCqhvpezXUfR10C+58F0B8qpDkQeLWiCJHb6vI9jrgvPzDl2VmH/kLYFqoZ6j1Ggx++dp5E42ongi+B7eo+t1NFNhU7imGo7HR6MtiyqRUtDhvvVIkidI8mczQQwWyJOl/41OVElQP9MgG6S0Y5TiuHayWZjjDHGGGOMMWYQSwKYF8zKHvmnhOeD5+HWCMh75Sr+6ARSrBD5gbbgGTAw2HVaZM2FgX38+0mxpIN/13lPg2YGSKFIuOvC41sF9a55aJR06hAuS/Br1+KVqrhOC/F9jSx7HjiHyxxCCghZuwHi68yBMMKrDOGPbscfHQfZges0QYR06giu3dCWQC6DLB8v0O0inkfWaS5WQri4q/vhoNtFSmVc3Bl4vdnsFMnUIZ1ngMNxfADeqwzhVYcIvYzANelmAiJ4oxNIuYrMBaTtA4TiwEHihBC3rPXM2177ZraPbwfgLz/953SccMuNb9XXOku5ZPdlALQ6TUqF8rreo9UsJhHyKoDmk99g5KV3AHDky79PlsG+m/82AO35KdoPf4rhAALPkWQasJ9qa1C+EUAJKHraAqiZr4LXfv4ajG/G+l7EwHQLEufwRAh97dY0Ws6H9WaaTBgtwEg+RLeV6Gr+guiq+NRpoLuTtyQSTxMORDBWgv2J8My8o1YAX7R/fiPWFfkjBT1+O9Hgf+jpqn4/X3EfeZoo6Az4a9ffTifKtwVH5EEtEiKfPCCvVRDlRO8nQe+t6MGCg7mOVisUAuGiYejklQWBaBWFI1/9nycxtGJAWwUVfG1DdHDB0Yjd4vnqMYRtnVUwVhTaiSPNWwSNFSVP2jhGi8JQQd+P/v23WmTx3XNekp5MJUC47PP5ZpficOmUXJcxxhhjjDHGmHObJQHMKecNjS6ufF85pHbNdjwbcYLV+/7wOP7wKFIdwXXauDSBNQYGr9rHv+/eXLu5OHD3ZKycHzCoVZD4vs4aaDdJp44QH3waf2wHhT0Xa7JDAHRlOmmKFAINtqcxrjGPOO3p75XKeMPjSBgBnrbxiX28MMLbsYd09hj4Ovsgizv4Q6MQx3kVwPL2RFljARd3cA7otvGGRpcN+pWhUVy7RXLo6cVkh2s38YbHoS+XIsUyXnUIxCNu1UlKHkG3TlafhSRGqkN0h7ez4OpckMwwl3kE4kidkOUJBb9Q4ife/ncAODR1lI994062jW7nhle/AYCnDjzJJXs1CbDZBMDie9U3T0CKNX1N4g6P3fUnyPAedl59q17PN/6CHcUuzkGjK0TBUt/6qY4Gq7eXNNgvveC46Ir7Vp4MCDwN2h9qatucIG/pc3BBA/ULHWG4qvu0Uw2Kh2iroUoAvq/HFYBEg9si0Ei0yqAW6ddKAVw8on3+43z1f4q2DdLhwhr8L3oaoI88aKaaFPBCRycVAl9nOKzU305nKNTZBsMF/Xot0uPGmV5/LybaivU8caZJj3IojJVgoauJhoUuII5qIJQjTXR4ns5AmI+1GsDryzktxDDfdUx3jm/rM93W1dm94cpBPmxY8rZHC/ncBl9goqTXHLYd0222TC3UCokVMV9zDjq5wcDRss/nm122WxLAGGOMMcYYY8wGWBLAnFLBtl344zuQYnkpsL1G0H2zXKeFi2P8iXENVPf18vfKVfzhUfAD6LbJ5qc04AyrDgxerY//yuD8ViQzBrUKIk1JJw8vS5jEj32bIE9kaLhTV8Y7P8DzfbIkJp2fI23WIYzwfB+Jivr6JAnZwixesYJrLZAlERIV8IbGISyAhw7zRdfup3PTZCurIIKAdPooLo7xCkVwbbwgRAoB+CFubprugaeIn/7e4nuSTh/FGx7DK9cWj+cVS0gQkTXrtAtDzHmOPY1nIekCgluYxxseY744xvDcPONBSiSOA92QTnmYcGQ7t77iRvZfsBeA3/rynUyHQ/yD2+4g8PVHWzHQpdXtTotiYXPBs14roLQ1T1AeoTX1HNVLbwLg8L0foT4zydXv+hV934DJr/wxpXw1+mhRg/pH2g7nhGrkCEQW29i086G7caqB5yjfr5NqABt0/21FmO8KSZpRLghxXgVQCLTCIEOD3yMRBL6ujPfynvntVIP9YR7QF32TNQkhUPSEkSJMt/U+dxY1KF4K9boa+XUMF7T1z1xXZwfETkicoxhou6C4L8hei3QlfSN2jBdhW1nb82SZrtT3JU9SRODFes+lQK/JE61k6LVQ99G+/5VAmO04fA+Cgg4CThx08jkKiAbyCwHMdGHUh64TCp6jnK+0X5kIqMdQj7Xlz1AIoadzAla2CGom2j5ovCjE6dZUBIwXteqg4Gslgjm3LRsMHKx/MDDAfOsUlaAYY4wxxhhjjDnnWRLAnDK9oDpBuGxIb29I7aCg+6bPNzSGNzyCVxvBGx4jmzlK1lgga9bxKkMQFSFJcN3O8SvcVxkYvN7g/FYY1CpoZZuhzqMP4l9wEYVLykgQ4bJMV+WnMRlAmuLaC4hzOtxYBFy2GHAXv0ramIMsQyOmIS6OkUKJYGwHyfQx0umj2h7I9/HKteMSH/FT38M5hzc0jl8qkXnajyVt1EmnDh33msSHntEkwPA4fhCQpalWhgh5hYjPZD2lNl9nu9fhaFYABNdpM1cYJqDMi706kZcR7NjD2NhFROUS77nhFgAWOh3e/+QRhrZdzOtuejMAjz73GJfnVQCbmQXQC/73jhGURwBoTB+gNK4JiOfufD9Rucq+234GgKnHvkn9+QfxIg1sCxqonu9oa6CJUBgu5EOCIa8W0GC078FYEaqRfi11Oqw39B2dTEjRgbZRoNvHmW4zXtKkQeRrIL3Xw77o63kbXWikuuq8FGprm8k2jEa6f5InHDwRKtFSa50khVA0oJ84DfI7tKVQK4bDTcdcR4/T6EITDe4XA6GTav990EB35uC5OuypapC/EgH5/RUDXZHve9oiaK4Lsx2h4GkSo5mCl8JwBEVf6GZwpOkIPaHk60yBnnK+qn801NekGsLOqkcrzWinq7f16aYQFHRGwmxncEC+3tV7qYSaONiMWqjH8kSTL+bcFy9rB7T2z6VqMaS/vsaGAxtjjDHGGGOM2ShLAphTxh8aQ4rlZQmAfqsF3TdiZcVBNjeNPzJGsOtCTQI05vHLNYiKuO7c4BXu6MBgr1zVYHdf8H09wfmttNaxtTXRNMmR58APEfIl1XEXlyZ4tSG8oTF93ZM4nzlQxiVdvEIJkphsbhqHrsbXobmiQ5IXZuk8/hDJwacXkyr+8BgSFSBNdPZBliKFEn6vvROQNRukc1Okk4cGXnM2P0P81PcI9lyCPzKmlQlhUWcQJDHp3DSHj03iNYW9vsdev8lCFhI7n8jTthlPdkI62y4k3XEJhUJEFZ+XXXoVAH/16OO0HLzlZa9hpDoMwNHJQ4tJgEJeCbER/QmEtL2AX6ySpQnDe/Tck9//Kq0n7+ayN/wSUWUUgEc/9p9JMpjPY3ZZ3mJnuCCLPfXbCTQ6MFzUFeYiQuDpPvXYMZQPzPUl7/ufav/7SiDUQg2MlwJt7VPyNaheDfQt8dCV8b2V9L7H4oDoXm/+Jhp8B80H+T6M+HpdkQd4ECcQBJBJ3qong3YGCwmUAw1O1mNIcEx1hCQfApw6mGxpBUAngwvKQjUUjjQdWeiY6ej8giQVJvICjYIPC7FWCvjiaKf6uvcSAkne/7+ZwI4yzHUdz8xru6JCnvhIsjxgmmkSoBNB2oXId0isSQyP1dv6RL7ud6IV+e3EUQ7Z9LDgSqgVAJYAOH/EJzETwPeEaimknlcAzLcsCWCMMcYYY4wxZmMsCWBOCSmU8MpVXHvtQPlqQfeTMajiIGvWyRpzOgx3ZAJ/eAIE0rkpspnJgQkAIG9X5C0Ofj3u+VMY+F8vf2gMXEb87BPa3qhU1f79aYI4nYcg1WEN/Gfz4IVIoaD31GmRLtTJ2k28YgmQPAIcaEBe/FXuPe/BP5K3DXLZYmskSPFqw0gYIiKrtnfqr6jwx3cgaGQ8nT5G1pgnay7wHCVazmfc6zAiMZEnpC7j6XbAtL+LxsSrqFSG4NgBfvammwjya/1f37ofEZ+fftl1AEw1FtixYz8A3SQmCsLFFf2b4YUFAOae+w6jF74UgO989DeIooj9r/9Ffe75Rzh038cZL2gA3/e0FU871YB1I1nqV18tamB6rqMry32BhdixEMOsrwNpMwfdxFEKtUd/6vKkAhqsL/r6tVYKDQfVgrbOydDBv+K0Nc5YUfvfF319y6uhrmqP3VL1QOK0pU4lzBME+b6Rp8H+ha5WC3QctNt6Lw6oBcITDcezC448V0DB0yD3roImATIgdUKSOXxxlAKPcqjfWb6nwfRKntxInTAUaUKhFWtLIdDr6804SDIh9LVlT+DlSQqnrY18T6/TOU0czLSFRuyIU60MWK2tj8dS0mUtaZ7sWDuEu7b1JhzMuSVJl97vE80EABgqRUtJAKsEMMYYY4wxxhizQZYEMKeG5+vg2mztZbInCrqvx2oVB1lzQQcQz04SbN+DBMGaCQAAyVf5c4LrPl36kytZs46LO3iVIbxCCfF0kml8+FmIiojfF/zPMly3TTY/qwmAyjB+tQpBBGGE+D6+PwxDIxCGRHsv0XZAvWB/3MWrDBHs2I1LU9LDzy2+jifT3imbn6a4MEUw9RxSn6Y7tnNZ0kDCAlNemaksZjxdoBiO0Z6e5NC8I7xoP4XaCI16nYyIO15yHQCPTk1x94EDXDgyzP/H3p9HW5aeZ53g7/u+PZ7xjjFHplKpWWkNli1P8oQH2jYYl20MNM1YrAIMXbgKWE03qymoXhS9oAqKaigKY2NDGxpsjLHBLlvYICRsyeVJtmQNqZwjM8Y7nnFP3/f2H+8+996IjIiMyIy0ZOX+LceKe+85Z5999jlxlX6e932eL79wHoCffPIp/vA73gFAEmnb6is1AACM02M1jX4+ltNdrv3GT/P2L/4GkrWzAHz63/4dai8sGtgcxJRtbn8e1aROr9d6qvn5PmhJ8LJRcX6cCoe1YVYLQWDZCLGF9dxQeiiDsKggsuZo4j4EnfLfL47F8BDanHyvxz7b1+dKnd7eAFWjsThrGWSxPqbyWla8luobO/dtZJFtBXrR4+7PNRZoNVkvxiBo6W7iYCuDtTZWJ4gc9Ry8bqiT784di+3LALSFxkVQ08KjcUOZgxcawQf9OnWGwgvTxoD+H4XnyAhI2+NOKzVa8kjUAGiEeaMGw4rbxfqoAaHHuBvOtNf+Hj4ziePIGDm5NXCvhkPH5xfNfRQDA4x6MS+0vfNdJ0BHR0dHR0dHR0dHR0fHy6UzATpeHYKHoFPpd5tzvZvofi/RO/eycSB1hd+/gVvfxgxGcDcTIMs18uZzYOL/ttxirqyMDhMnOsUvHqkrTNZrC2oNdrhGmBhcf3S0AeAGg/baCi7vIXWNSIM/nGDTDLt5Bj89oLn0xJHYb4ZrSFVC0+DGG0hd3WSo3D3eSdiKPFtRw1rkcSwJs8eZZwW74yG75JjeGJskbIU5G2HG2KXYxZRlcYW1kWE6iDhoKiQEHl5f593nVfD/V5/QAuJvf8tbjp/O3CyuvZItgNVjg6+xLmZ25VNsPvJOAPZ+9ce5mDdsf+HvAaCpllz6yI8RegMOsh7zLCa1sNdYzsqUQViwUVc60R9UoF+00/TzBvLYcKanGf5N0Nt6J6J+ymCovBA7nWSvg6ESFfTrcFwijFGReV7r31cXrRhtIGmjibyosN6LWiMhqPCeu+NYHdeWBreHJGmF9shoTJC1wqSCwzKQR/DQUCf4t3J90H6hx40sDBJDQMgiQ+r0tTuj8UfBq9Hg2un6xML1ojUdgsFZwQvsl0IT1Bjpx4YsMqze1aLR8xL0/PNIS5T3SsEZLd2tb/k140VYS/W6zWoV6Re1nv/iLhP6WWTYWcpdo4CGsZ5jLz42DU52Edyr4dDx+UV9vyZAflwO3MUBdXR0dHR0dHR0dHR0dLxcOhOg41VByiVhMcNtnblv0f2o4HeVOR+CTvTfroT3PjYOQrEA37SZ+i+eVLejdaRY4Cd79/difwsxcYyJEowBXyyOfi71zeLQylxp9q4TIUcCvu0NNd8/SqCpcWsbiA+EaqlGQLGAVPPzrbG48TpSl7oJkOZQlYRigRutY/uDF21V3D7eSXgoqbmY1Awjz7Sx1GKIFxMe8vucPnOKy+uP8rxd52J5jbPVlGGwTEJKVVUkacrDTKjsAZebPS6ZHt/x2GNHz/kTn/40AN/+VjUBPnNwyLe+8Q0ANCEQWfuKtgBWj7XtFkDx7C8zOKvPtfvLP4xzEZvv0jLia7/+79mNMnb7p6nijFEz53RYcDpq6EUpdYgozQJfLcgjLcZdRfxUQQt4EwsX+rBXGialEICyEZqgRbtVACpwGJJIKL3BGe0ZmNcqrm/kKmgPYo3EKbxO7i9qwaeGzTaW6KDSf2JZpKJ16qAQ6HEsqHtRUX3VZbDRbjGUNRzWhn4kRAYwpu1vgMjoxP7ZHog1DCM9x73KkFk1JCLXTuyrV0UT4MZSzYaNTG+b1dJO9stRoS9oLJGIMCm1KLiJDJlTId8ZPd7QQlnpa1o0wvKEqN+PIY+OI4cwcFCoQD+v1WAZJnoOtzJMNJ5ofpdS4M1MtwxSp+ZDE/S8bu0iuBfDoePzi/vpBIBbTIAuDqijo6Ojo6Ojo6Ojo6PjZdKZAB2vGn6yhx2M7kt0v7XgV+OCHG7rDHYwwqf5zZnz97FxIPMJYT7BDtdwG6eOj++citbFAr977RWXFL8anDRG7GgdOxhjkuwoS/9WVuaK37mCMQYHSJrrFsB4E0Qw/THECVIWGBeB6NaA7Y3aYHWHyQfY/gh/uA/WIEEFrFCVmLSHiZObDIjbxTttRZ6LSU1shefKmFW/QLRxikX/PGfjiPPLK2QcsCkLYme55IeEyS6+qGF4hj3vOFMXnK938f0e3/3lXwbAp3Z2+dj1Gzyytsa7z54B4LnZnDeuaTlwZI9Ftle0DdB+Dv1yQrr1OgAWe5e5+on/zPpbvpp4sAnA7sf+d9xojBWHm+wzR1hEnrMswQuLOKOJR9hQs25rXHuZ6kbLdg0qjq9nGmHTiJBhuDKHgzJQt1n+mTNETkgjQy/iyAQQgdgKiTX0neb4Tyo1AIzR6B1bCaWHg0KogmEUG7JUxXSMxvGARv2ssu8br+e1GruPgUPRvP7Tfeg5y0ElXFsIw0QjdtYyQxbpcWMLh6UaCdbo1kIeQdmoQbGetqJ/pU+eOcM4UQMmaV9XEXRroR+LmmDAKNXHZ16wTqfuFzVkVp9rLYVGDNM6MG8NhK0erMWG2Bl8UIHeyLFAv1sIu4Vwpmc40zMsGzUgnNENgNLr7dM7JLMMYzUArOFFhb+3dhG8lOHQ8flH3ZzcBHjp30ejXnz0dRcH1NHR0dHR0dHR0dHR0fFy6UyAjleNMNnHpzlu8/Q9ie63K/iFu2fO3+/GQf3C0zcJ6sZa8F4F89ttGjwA7iXW6G7caoyE+RST9XCnL2Ane/jDffzh7tH9bzVXVoW8YTYhOvswJutjkgS8R6oCmgoCSLVEjMU4g3EJMhgijW4AhGgCQTDW6vsRPCZOMWkfON5EeHG8k7AVNQwjf5MBYAcj7HgT2x9yfSk8svgMW5GhMTFPyggT55g4hlmDSTNsknN9EXjdaMkffNOjnBuNAPg7H/4IAN/5trcevf7XDwcALKqKXpIcif8vxwA4Ng5UzJ088Z9Z/4JvBuDSR34EkcCF9/0hAEJdcumTH2I9EdxklxsmxhlhI2qYe8eNJuKCrzF5DxcyvK/B65EjB3m7DVB5vUyVF16YC6NEI3UWjYraw+Q4Tqf2gjWG831o2in8eaWCtTX6mKJRwX1eg/eGhQhDK2zmhl6sE/R5pCZBHutzFV7PJbUqkDvXmgyocO8c2FbQT51hsw/OGt6+AaPUEFu9n0eNhNxq1FDcRhJ5r1sPqVOToWp0E6Bptw6sEfLI0IuFaW0wFnoGHh4CWPZLYWcpDGLDZmYYtMbAsobICoU3lEvBo6/bGcNWrsc80zO4dmuiF8P1BRxW+lkdJnBhYKi9RiXlbaSPRi3pc67ifO5EP9YNgFsNgBUnuwiuLoS4EDYzw0ZmupLg1wA3dQJEL92F020CdHR0dHR0dHR0dHR0dDwIOhOg41VlJUDfi+h+p4LfFXfKnL/fjYMw2SdM9l+xOP9S3Fes0d2OcasxsphC8LjxBma0QZTmOqVflXfcaFi9Zj/ZQ5Zz6A2J1jexuQr9R6/fOaSqITEYjF6jrIc0nlAuseMNLIIdbWCiGBCoazUZ5pMXxTv1rLDWRgAdjZEDrj/GjtZYl5K1sOQCM841M64woKHhsMk57G9he33CYo7Je/jDPaazgj/yZV8FwAuzGT/8xFNkWc6f/uL3APD0ZMojYzUIknbM/kFEARmrvypPHunxn/0+kmyD01/0XwDw3C/9OAd1Q40ldoEshKPc9+eajEPvOJ/UDMMS4oh5HSNNTeQgCSpIR0H7AAQV07cyjYrJI0MvErZ6mtGzVx6fRzMTHIYAXF8IjcCsERZ1G3mTqri+bIT9EoaJcDq2GBGuzmEr1+n1KoBrNI4os/paA/rYvC3cLUKbbd/oP521VP/UXsuFTw8MSTvpPxX9eWxhGiCJ1GywgIv1uAPg+lKNCt+WDGet4XBQCT4YyqCGQi+CojEYK8xrFdOnlWAxxNYQRA2MnUI7CoLAOFXBfz01jJM2rsjqhoRuUOh1Hae6qTCI4ZGxJQSd4m/a8l9rVpFNdzcAEqfv493E/NhCEH3OvRL2CjVz+rE+tuPzm+amOKB72QToOgE6Ojo6Ojo6Ojo6Ojo6XjmdCdDxqnMvovu9FPzC7TPn73fj4OhYr2L5733HGt2BOxkj/nBXc/qXM9zWWdxgTQ2Xw338/PCOJkOY7OMPdnBZDsZhIkeYn7gO3uv0f3+An+yDc9gkBfGE+YRo8wxmvKlRRJN9pK4x1mLHG7iNU4TDPaoT8U7OCA6o5YQBsL5NdPYiZ1PhbNrQ84KzfVxTQA1nWbBGzbU64lqcE+wSAoTlnC986It43alzAPz9X/5VGmP5Y+98jNN93Ui4dnjAI6OhdgG4l56yvRurLYBmeUiUj6mnNxi+8SsBuPLr72dx7Uke+uY/i41TAD7zgX9KYSIOa0vURFxrYgbOs9vEXKtTYhOovCPCk6JT8iIatZPG7SR8K7IfFiBiOD+AEIRxBoPY4oxm+Q8TOCxFM/0N7JQaazPKQPxqsl0jcfaWwqQWDkqdvj/ftxiBncKwW2ie/1qi0/aJBdrpfwlQ1Cpse9FzNQKl18n9RHulmdcq6KcOBg4mbS5/1hYI5067DyKrx6xbsX5eayFx1nYi1LV6Zady7Q/YL4VFI1ReMGi0UOp0M2A70+e+uhAWXmgWbQdCosfdX5kkRjidG9ZSQcSw8O25tl0Kk0oQYC01bGTCVmZJrTD1hqotR04slEF7BFYxPncyAiz62k8kvhyhUUa6xZG1GxFFo2bDtIZpLSSv7CPb8duAmzoBTsSV3YlRfuwMLStP1XiSe9gg6Ojo6Ojo6Ojo6Ojo6Og4yWvGBDDGxMDXAN/S/v0GNNr6MvAfgP9RRD752Tq/1wJ3Fd3vo+D31sx5uL+Ng1eb+401upM58lLGSFhMCYspUlVqNmAwcUy0cQrWtu64deAne7j1LWyWc7siBeMi8M2JnoVjAV8QNQV8TaiW7U9U/JSj744jkAIVnoK4DZqPNk7hts6y3o85Xe/iQsw1N2IzsyzqmqXNuFHCBgWnZUJpLLsuRvwSgue7vkYLeA+XS77vgx+gEfgz73g7AM8fHPCuM9oLMCtL1vL8Ht+x27PaAnDpEIDi6qeOTYAP/EPWMsujv+NPADC98hnKz3yIbHyWwqXgoW+EhXcEsQQgc8I1H5HjWKc8urLOHJf3FrVex8KrSHyqB4PI6gS90Wl9i2bhb6SGSQ2X58ILM2lNBMPpniFqhCKokL5s5EQefhuxU6mofn5gGMYqdPec/m1RgwLAWFh4cBX0EjUsGtGPq0HNhsjqtPwg0pig1Ud4nOr5JlZF77qNGcoc+Da6pxadvt8YwEEpbKQak9MENRmaoOJ9P9L89Kot2E0cnO8bLEJkW2MiaERS2m4SgIrstcDS6+uKjN53Vmu577LR+53KDaNEzYedwhwJ+VWAJWoAEAxrbXfB9A6lwKvNj1sHvNdSGLUxTitzIaCxQIk7Lgqu7v7rr+O3OT4I4cRHJ47uwQQ4sQkAMF3WbA47E6Cjo6Ojo6Ojo6Ojo6Pj/njNmADAVwPvb79+HvhZVOv6QuCPA3/QGPP7ROTHP0vn99rmPgp+b86cP3GIyb6W3GZ9MCDL+as67X8n7jXWKD77MOFucUH3aIyQZtjhmh57enDbrQO/Ol7w7TbALqFYYsdaMizFEpOm2hcAhMarAWEMoaww2QC3toFJM5obV8DX7RaAQ0LAH+4S5jPc2ibpo49p14CL8b5iNn+Wi+V1DpsEO94EaxjPd8iZc91uYVOLqwtuuCGJNdgAezWcpWYsBXtxTjjc5fRozHu+4L0A/JMP/hy7z3yKr3rL23nz1hYAv/DkZ/iu93wxwCs2AFb4co5rew+yU28AYHntCW78+s9w5j3fyuDsmwB4/P3fS1VWlEVJOuoxK+B649j1MSPruZBUWAKTELFjMvJmSdbUlEHF9zRSkTyOAA9rGQwjFa0XQct900gFeKyaBZHVeJ0gwmE7+X59qdPk+4Ww1xYCr4itZtw3QQt0cwdJm+hUBBiI9gIEIDEgVs+pDiqsBw9zr+cSGRXc9ysV8Qdt3YNB72/bToJ+pOdgTes3tZFCi1qF+Vl9PBWfRoZpDaHWn0cW1lLL0gsHhb7+kwL7WgqxszTtVsFBKfi2PPhUbjBGv17LDCboNsRqC+HWSf7YCuPUcG3RmiBtDNCKea0Fx8tGI3sSd3vBvvL62rZyjXECPYdRorFEqw2NcWKOeg1OFgXfLWqo47c/J6OAQD+/L8XJTgDQXoDNYfZAz6ujo6Ojo6Ojo6Ojo6Pj85/XkgkQgB8B/raIfGT1Q2OMA/468H8D/okx5lER2b3DMTpeJe634PdWcf9B5O8/CO411sgkGW79FGF6QJgd3lm4v8UYMXFyvDVQV9jeUE0HY/B7144KeldbB9Gp80SnLhCWc6SYI2VBWMwIyznN1WeIfI3NB9j1TayNQAKhLHRSOQRMFEEcEW1sg3P43Rv4vWuExfRF5+LGm9i1bVzex08PwFeAZRbWKadPcc6X3LApyeEOwyynGGxhTcZGVFMMttn3lnVK1v0hu7WwiHJGoSFdHDCdH/D7vunbsG18xg9+8ANIVfJffsX7ACibms02EqhqGpIoOlHqe/8cPbbtAlhe+ST5WS0ffuan/2cSE3jdt/xFfe7pDtc/9ANIgLycMqsHTNIN4nrBSAKCYREM65FwmI25UVZsVxXG65T8MNGYnaI5FpY3UhWb6wAHi+Pp9qJWEbsJsFvoY3NnWUnWIeikuhgVlVfE7fPkUStKZ/rLX4CmzfCft0W+gwiMU8MheC0tLhoQA7vLNu6mPV/Qc64jzfyvmmPxfPVa0qh9bUGf0LcRQpGFQSLMao3lmZQaXTTKDKXXPoNTOdTBkDidoB4kGmnUaw0Rg4r26xkY9H6CIY/0xszp9H4vMrilRu/ILR+JyOqWgbT/cBKnYv0q0ieyx8ZAsoryuctnZ16rsD9M9L1YRQCtDIB+rN0Cy9YkOFkUfKcNg47PD+qXYwLcUhRx2PUCdHR0dHR0dHR0dHR0dLwMXjMmgIj8BzT259afe2PM/x34NuDNaFzQP/2tPbsOuP+C3xUPKn//gXAP0/tuvIEdb2KsxR/saoi7cYgvCbfGBbXGiAVsf4BJexhrkRCQcoFJ+9j+gObys0cGwIr4zEO4zTPY9S3CbEKY7CFVhbUgkwMMhubGZUySEp9+CJ8k0DSYOMEgSLmAJkKqGgmBUCwIh7tIsQC46flsb0B89mHMYIQgSFNrUbG13Ij7ZFtv5CEmXNi9RBgm9CNwLtCXKYs65Xpvk+u9TarmgFPAWTtBEMLkkLXpjHG9yzd+9e8G4OOXnuOjzz7NxmDAd37xlwHw07/5cb7p7V8AHOdsP4hCYNfm/VezXXJ0M2D2K/+Cc295L+PXvRuAyz/7Dzjl5oSx4bCcE6Z7RHlKvL7BelVQNMLU9tnLhfPhkHJ6wLJeMsg1D79qdDJ91pbVpk7F5shAMCrg161hMIh1Ej+LVLRf1DDOYD2BmYcsMuwXgjEqQvugU+mjRMtx13PYTCF2aigUAYq2iLhqy3lLryZE0U7+z2tAYJTon0UDVdsDACruR0Yfj6iJQLtRYND7L2s1AoaJenSr+J7IaOTPsoFBanTrIDKst5n/0xoip5E/xmhckBcV4peNvo6kfS3jDAaRTuAfBEPkhDroeSy99glspHp70xoRcJzjXwctN160UUF5BKlTAd+1mw3OwKIWbpZyb2Zaa7zPZmY41TOMY417ypwerwrCQXkc0QRaJLzaMOj4/OXWTYDoZWwCTBfdukhHR0dHR0dHR0dHR0fH/fOaMQHuhoiIMeY3UBPg/Gf7fF6rvJyC3/vN33+QrHLvTRwjdX0cU3SHWCPbG2D7I6Lt89jxBlJXJI+8BfEVVCUE0fOcTzBZDzfawE/2iM49jNs+h/ENoSrVYLAOt3EaO95CihlhPrnpuaIzDxGdfRiSFFlMMQRIUqLROmCQjdNIWWifgLX4+SFmYbDDdT3vUuN8JDSINNjNbWxZUk8PbhvX5DbOYEZrmNAQlktCMYem1vsWCy6N1qk2TjP2KWcW17BhH6YHvJCfZhKPOKhi8Euu9zaokh79+hlO3XgCv3eN5UFgfOExXnfh9QD80M//JwC+871fRpaoQPb07g5JpL/O7D2Ubd4L4muMi6kOXmBw4R0A3PjY+9mfLTj7ru/Q+4TA4sPfTxIZDkq4sYSq2eNcXTPNxuzGI9IoBl9zsDNnWN9gXE04MBoJ04s0s96gwnsSQWo0lse0wnMeqfC/bKfsM6cT++tpm51vYTky1F4F952lUAV4ZGS4OLT0IkicELcmQqI+FYMEQqXGQ6vz44NOvt9Yqki/uxR8MPrYRM+z12b2r7U5/70YHBxlna/lYAUqgf0Cyqad2l9tHJR63CbA2YGaLaNEz7kRqL2QZ7oJsF9A4Q2Zg0GswvxKsE8d5FajixZR22sQQbPQnP2yMUcGgTFwfamFwpkzxEbYTPXaI2q0mLb4eFJpWfIw0dddeTVHYqtdDHlhGMTC3l1SuvYKfR0bmb7PoO/drR0NK7wcbxx0fP5y6yZAdGt5xG2InKWXRixKXb2ZdJsAHR0dHR0dHR0dHR0dHS+DzgQ45g3t31c/q2fxGud+C35vzd+/NaJmlb/vRhsPzARYRQ+5rdO4/hjiBKlKwnyK372KYLR090SskRtv4sbrkA8wSQpxgjEGt7GtUUizKVLMseMNbN4jVBW2NyAUCwxGJ/NREVYw+ncUa4mvuVk6tL0B8dYZSFLCwQ5EMTbrYzMDxuo1DR6ynnYAJInG/giYKNbb0hxCgy8KTBBsvw+DdTCO+plP3hQHZJzDjdYBEB+QuoDmZpUzLGbsbp9jd/NtPM+QyeHjnGPO08Fh8oCJamhqfPDsRo6rOwvq5y5xqYz5VJHz1973u46O9S8+/PMAfPsXfykAVw4P+Lq3aFRPEwKRtQQR7CvYBAAwTmM4Fk98iLUv+v0AXPqFH+awMmy859sB2PnUh9jbu07eZt8nTvP2Y5lx3pcsOeRKYXBlwbWDkmdL4UzPMIgNV+bCfgmbuWErVZG4Un+H1ICzOvGfOY2Q2VnqlHpwWhhsEhXNGw+nA0xK/XQME0PhdXoeVNgPbanulRmUmZb2ZpF2BHjANiqU92PdMJiWKrRHxmAsFEG4MjeMk2PhfxiraF0FPdcqqKjea+N6ogCHqDi/kajQXawEdWdYy2AUa6xRI4ZJpSbGolFD4vVj2Mpgr9SNgUFyHNnTj3RLwoief9/q8zRBX9NuoddzXsOiETJnyCOd0h8nOnXvxdBvr7FDmDf6uLSd2Dfm5u6AcSpcX2jcz71k+E9rKIOQtd0Os+bmjoaTOPPiHoKOzz/q5uZ3OInubfVjlMdHJsDhojMBOjo6Ojo6Ojo6Ojo6Ou6fzgQAjDFfD7wbKIGf/iyfzmueMNknTPaPJu0J/rYFvyfz921veNu4nDCftbcPNE6ondh/uYXBq+ihaOscJk3B6ZS3GYwxWQ87HBPmU2ycIG2ske0N1ABwETI7xKxvY2in/meH2CzHpgm+mOn9+0NcP0FEcC4mBI+/9CR2tInNe9hehrEOE6UQPKY/Jj73CPXlpwmLGXa0CVn/yISwaYbJMmTeEMqF9hEMRogXpCq0VyDNCAIyP0B8wDgwSQ/nYsRAWM6xowQ3HMOjb0Omh0hTq6GQZLjxBmIsYTkn3K4PoamRosBtbrOc9Hgu2iTDcMoU3CgMwRT6WvIhspyzVe2za3rsNHB6bZ0/9S3fBsAHP/UJntu9wXp/wNe+9TEAfvXSc3zLYzqpv4oCeqUGgEjAGEuoS6LeBgB+sU/85E/z+re/l96GLgzd+KUfxQfIDIRERe4o7+n1jhJ6Fka9iLrIOZ8sKK8ccmmqE+K9yDCvYVkLfmDwQf2ci8M2d9+reBzZtmA3UZPA0f7cgdSwW8ONAkIbqzNOYdNYje6pBRsb+m2Rr6DGQeVVuHdtmW+mHhDzWk2Aea3RPf0YDipYFIZeGy9UBzgodKsgazcXZrXer/F6HQyA6CZD1kaaN0En5JeNPu9mJqSRIfVwWGgEz4qDUg2L8wMV5aP2XGeVTuPXbV9B7FRYr4L+Uwzo9z5oh0DqDM4aEqvn0oshMSrwX58LJYZlKYisOgaE2FrGKRyWOv3vjBoeRWO4sQxcX9x7hn/l9Thb+c0dDbeSRUY3OF6iA7zjtzcvigOy9/Z7atRLuHqgv1enyy4OqKOjo6Ojo6Ojo6Ojo+P+ec2bAMaYLeD722//RxG58hL3PwVsv+on9gB4KRH9c52XPOc2f98MRrish0nSm+NyxpvYfIAIIAGTZEhTvezSYDtaJzpzETtYA+eQpiYcHvcT2N5Qxc8oQhBMnOI2TmH7I0xvpHn/gzFYpxn7s0MAQmtSmKwPxRLxHrd5lmS4SagWGBcj66egqTFZjh2uYaKIUJUYazB5D3vmIcRF+J0r2LwHoUHafBaT9TA2wliL3TiDTTNwkcYLadg6RDEs5/jlApoam/cR3za/RjEmeGR6CNbgBmuwfgq/v4MsZ9i0pyZIUxMOw1FnwElM1ms3DlKirfNMxltcY8KFeoeH/YJZcCpMzw/Ii2s4G/DWci4p+bO/77sY5D0A/u6/+WeA8Hve88XEbfzPxfEQgMY3RO6VFgKr+E9owCXMn/gggzd/LQDTj/4YmZSM3/udet/gmf/6TzBOAKvLDzIcscjGzFyGa0q2Q8GpqGZ3OCDupbwujrnywi77pXBloQJz7gxZLKynhrN9yKxOtwevwryICueRhY0cEP35otbtgOcmwk6p59+PIcKwkRmySEX7QaJ5/Y3o5L604nzRHEfQLGpYeC2ptcB2fpzfv2zgVK6mQWQhavSfnm+F8xA081+Cit6X55AXsJbqFP7MaFTRvFJR3UK7OdHGDEVwozUwTnJQCWlhGKcwKYQy0pLfRtRMyCOgUQOibGOMBg5CDJs9gxfh5Kcgd0I/1t6BsoRlgGlxHM9zbgBrqaEXC/PaYNs+hsgKk8pwbRG42n60T2b4v5Rwf2tR8K0MEzVA5l0p8Oc9L44DurcAqJO9AN0mQEdHR0dHR0dHR0dHR8fL4TVtAhhjMuBHgYeADwJ/7R4e9t3Af/dqntcrZRVXY3sDVfFepuj9W8ErMiqCx6SanU9T4295bb5Y4DbP4oZjpFgQpvtIm9d/v6XBdrRO+uhjuO1z2CiCvE843MVmPY3siWKkrrCDEWY5Q7xHlnNCVeHWto6m5sNiju0vNH7nJE2NjVMYa7yRHQyRpiFipCK8s1A3iDOYIGAt1ljEN5imhjTFjdexcYw0NXiPsQZ6Az0uYAdjTBwDooZCnGDR6WepK7AWl2SIi3RroRXzbRsb5OdTbJQidY2NIqLBmOAc4hvC7BATp2rKZL2bjADbH+l1SXLteGg3Jq7INsVyjY1qj3FYkkpN7Rvq5YQolIwzyygf823fqKL7xz79Ua5/5sNcjHL+zDd8EwAH8ynvuPiIvt8hELlXWgjclgq7VnQrZ0exQNNf+ueYKGf7S/8AAHuf/E/I7DqDTIVoyTJsOmBBTLyY0LOByNWMCEhTcS1aIxqtsV3V2B3tcEicitygor3IqsQWomgV/6QT93VQkd+0U/1FDVcXxwYA6AT/VgY9p5P600oz+VeCPeiUfd4WEC8qnaovvIrZyxrWc53ezyI4rPSYQfR70A2EUaI/W3qdvC+8Hn/ZtHFCqICeOS3ynTUqnHunefoGw9Jr/M4ogcSuXukxywbqIFRByxGiVVxRW6DcBI0OKloRflGreUEN4wCTxlC2PQoWMJGW/C4amFXCQSE3RfRcnnG0MbA4IcgvaphUgcUJk+J+MvxPFgVvZEavg6gBlEWG0gu7xd2jhTo+P7h1GySO7s0EGPeOTYBp1wnQ0dHR0dHR0dHR0dHR8TJ4zZoAxpgI+GHgq4BfBb5VRO5FhvlfgR858f3HX4XTe9ms4mpUiG2LdW8jen+2twRerlFx63kba7H9Ac2V5178HFkPG2mpcNi/gW+n9u+3NDjaPkd05iLu1DlVPl0EvsH2RzAY45oGWYnuLsZsR9S712Axw+9fx2+dweU9zdyP2xx/l+CGI/xUxWAJgk0TbJxg+kMIooXIWJBAmM+x401ckhCWC6RYYNIcsxoLF9Hv4wwp5lpO3BtimgqMIfhGBW5jkWKJSRJtGbC2LQdWYVbiFBMnN30mjLGIeExvgE1zNVPmE0QgzKdgDVLE4Cw2HyLFgrQ4xCGEtEfZH6oB4RxGgCRGfIP4ht14yK7JyeZ7OF8yzhMeixpGhxVlGPN/+spvo98bAPD//el/SWwD3/H2t/OeRx4F4Lmrz7H26NsBSONjoeyVbAOEcoZNB4RyRu+RLwNg+fxvUD79C6x/yR8m6ms80JUPfB+x0wgcZ6COEpZRipsvSI3Qs57UCB5hHHnm1ZSDfJOo32c8nVB5Lbvd7llEVFg+KPWfw1qqInqDHr9BRftYXRsKD89MhetLFa4DKooDlB7SqJ1SDy8Wq8s2luf8QPPzZ0s1AGKrUUKR1WPMa7g2VxG7Hx8XAo8SFeHnjZoWqVPzIHMwO/FE01rNhmklOGNoAsxq4cZSDZtBYtRIaKAfG071DEUtNOh2QeoMi1qYlgHB8LqRRiY5A5Nar0t5YrDatNeqF6n5sayPjQ+LXtfK62vcymHpDWvS3rfdBtgv9VwnpYryQdR8uZX7zfBfFQWvrmNk9fE7S90A6AyA1wa3xgHF97gJMMzjo68nXRxQR0dHR0dHR0dHR0dHx8vgNWkCGGMc8M+A3w18EvidInJ4L48VkevA9RPHelXO8eWwErWJ4qOiXLhZ9I4uPIrbONVmgnx2tgTu1ah40Wu7xTSQuoY0QxYzbH+ogvQJTJZDbwjzA32OONGJ95Z7KQ0+uqZxgsynakAkMdI0mCjCjjcx1uJnh8hyjoktdrxBZB0hScEY3GCESXNkdoh4dGMgSTFZD1xKWEwwUYxJB1rMK42+Nl8jSYoR0fMPHlyMzXLEGH0tkY6GS7nAVAWkOSbJNJt/socdaheBdZEW+RqrzxUnSFNrdNIqvshq0LxxDvE1xhj9WjwCuHyAVEv87BATJRgLYTHVHBgXEWU9NmzBZr+mXy1wTYXkhlnfs+tq9oxBQoNpAN+AaUfdk4ylH0Fd84Uc8gaZMsHjjeHrv/LbALh643muX/o1LMIf/RadxJ+XBRe2zwFwuFwwzntH4v8r2gaIMgCq5z9K9uj7ANj5j3+PZQMX3vcnAVjuXebKr/w71mM4qKGXxURRSmhqQEitp289ifXEwCwYKnGYumKUJ0iWktUVqYV+JETWsNZO169iaAD2SxX5vegEe4RO+Jc1OGfYzI4F6dJrrIyXVhAPgFEjYBhrJNCKotH757Eerx9BEfS+qdPtgcPyeMq+H0Hu9HihnYLPY91GqNsugwh9ntV5DiONNpobQ4EK9rNaODixubCWHovskYX1TN+3pYdJqbn+z00hdcJaqkZC4tBIJNFuBIt2A4AaE4M2pieyQNDbs0ivaewgtVrGvGhF/s1UTYVrC6FoVsaJuamj4FZeTob/tNYOgcTpOa2KoDteO3RxQB0dHR0dHR0dHR0dHR2fLV5zJoBRdfD7ge8CngS+XkR2Prtn9WBwI42SOWkAnMQYS3T6PFIuaa5cuifx/UFzL0bFrdP5dzYNNrG9ITSNTuaP1qEqNfInTrHjTahL/GwGdaUC/i2sSoNNmt92I2J1TcPhHjbr6xR/ANsfYvO+RvVYixutI60AjwGbD2DrDM3WGaQ9P0EF6tCUsDAYZ3U6Pkkh0w0HqUto43mMc8hiqsW7aa4ivniMjQgirRERQ/B6rUS3AqSpaK49hxtvYZIEkgQjKujjIn0N3hOapYbGx4mWKS8XGluU5dpDUDeEegEi2mWAHPUYqGEQ44brelwjXAj7XGj26LPgMIqpo5Ss3+di2GV9vs8ls8/l9DTiYmyWQewwNkIkQN7ngrvOo5Or1MD1ZJ13v+UxtjdOA/DjH/kZkrzHV1x8M+9487sB+OjTn+Qr3qJfD1MV7l+pKSd1gYn1WG6oz91MrrH3Kz9C//VfSnZRn+8T7/9+rkxr7MAwiGHmoTCWodRUJjC0noH1YGDqLYchZhIcJghL6zTqKDXkUVv8G6twb43G/cCxQFx4SIx+H7Xlt4MUTgvsLVXQF4FxAnUwBBGM0Qn3VfFvsxL3vYr5w1QF8Hmlx7er5xMwApUXBMMoUSNimKroXwWd0q88xBGECIyH0Ob9J23Gf2L1MZUAVihKjQayKQjCYalZ+ad6hs1Mc/p3Fyr6OwOx0+Ld/VIn5WvfbhRYo8XGQZ9jZYDU7TmtOg8OK709svraIwtrifYa+PZa5JH2ICBqPsRWjYB5refxamX4d8L/a5eXuwkw6uKAOjo6Ojo6Ojo6Ojo6Ol4hrzkTAPh7wB8BngN+h4i8uqr3bxEmzbG9AVLcPtrH9ga48Tp4j5QlUpdIXd13NM4r5aWMilun8+9mGkhdYscbYCL8ZB+zXGDTXAVqpC26nelUfQjatHoLaijY2xoEJ6+p1BVSLrBZDpHDjtcx1ultSa5RPFkf4yxS6bUl6+EwUJWYNIWzD0O5QIyW8UrwEAI2H2m/QZyoiSCCLBcEXyNlqe9ZFGOiBMEh0mCiBLK2lbUukbpGfI3rDXVLYjFDxlsa8TObYvIBJs/VJyiXWvpbl+04daImRV1CXRKsttxKMddC5dE64gNSTo7Kgm1/dFQ8TFOz0cw4Pz8gTjMu+T5NtYByzrK/wX5j2Jw8z4X+kjLus2uGuj3QeH0tSYKxjq1il95yn6vxJqTwNV/yDQAsigUf+MWfJfS3+UPv+12AxsmI+KOvnb03Me1OrDYIJDQqmh88T3zqjQDsfOgfURYlr//Gv6jPV5f85s/8Y0qvmfXWGJY13GhixjaQmJpR1ADCjSamEcdhE1ELnI48IQhGAplT8f+w0o9rkqswXTSaQ6+Z+iriuzYGKI808mZW6RR8FqlxMKt1An+9jbopAhReSJ0hjfTxQTQKp9cuYJStAL6zhEkliOiEfGyhtIakjR+K2ucVjjcDSg9J1B6jjQhqdCGERo57C2oPpTdMKi3g7ce0E/362RFUoJ+3uT22/ZkPgrMcFfvultp/MEwhNYbE6rkYAeegqKARYTM37JXw7ESI29fQb/sPQAX4otHzS9XPY9ZGC41TfbaP7QhV6DL8Ox48L94EuDfTcnQiDmhWNA/kd15HR0dHR0dHR0dHR0fHa4vXlAlgjPmbaLHvZdQAeHGQ/G9XrNN899sI3aCiLUlGmE8w1r1I9L6XaJxXyksZFStOTuffzTSQuiLsXyc69zrMwa52HcQJGIeJHGyc1gLdvE+YHtz+nNp+gdsZBLde0zCfYcdbmN5Is/q9B2MwzqghYEAwKrTXFdS1vt4k0Yl9HzSHv6mxvZGW9BqH1AVhqUW6JuurOJ8k2BpC3idM98E5wmgTkzqkjXmRqmzHsiuO0smNQYIQyhK7mNDsOGySanxQHAOGUCw0jidJAdF+BV8TiqXGvexc1biiJEaCQWYTQl0DQU2WJNPi4HpBWMxAhI1wQM/PuByNCPM9ZHaoJcjDNTCOGz7hIanY8FP20g29RouZmiYIfRvoLfeZE+N8zSAf84Vv+UIAPvyxD1MbQ5b3eM/bvwKAX3/q47zzdW8FwEvA3VNF620+a7fEB9lU+wf87jNEaxcQ33Dwn7+X9MybGT6mZcRP/Id/QnFwlSDw7ARCEGZNxb7z1OMha2XNQRPRCMyCQ7AUYthwHhslNPM5xbJmva/xNEYgtL6VMypaV6EV4G1b3LuK3amPJ99DG/szSlTcd2YVe2NYLoQqwH6hwnimH2V8UGH+oNSInUWjX8fWEEXCtIKNTM2J0musTtZO9gcBh5oOzrTxQu2U/SBSs6ASGDSrTH5hp9Bzta3WOa9hnOgGBEBsDDcWgqDmgGs3IWaVsFcKldeNgDKoibCoDb1Ir9EoVaNhWmqmfz8xLBvtAtDIIWEYa+lwQM/Ji762aaXxPJHV+KBJpTFBqTNUIXQZ/r8NaHt9vgf4w8AbgCXwi8D/W0Q++AqP/Q3A+9tvf1REvvOVHG9F3by8TYCTxcAA02XNWj99EKfU0dHR0dHR0dHR0dHR8RrhNWMCGGO+FfiL7bdPAf/PO0SH/GcR+b7fshN7ULRT5cY6bg2pMHGCTXOoSo2cudNU/EtE47xiXsKoODqPdjrf5P2XNA3CfEaYz3BrW/iDnePMf0kgTnCnLkC5RLwnOn0RKRf6mIX2B5jBCJlNVHyHm1/3Ldc0LKbgNfNdQqP5+r0BNtEoH2NFp9uzHB10Fp3YDw3hcA/jIi3EbSN7SFKstYiNoK4Q5zB1iVRLQrnERgl2MIKmhrpGipmaG02tmwLFAhsnujHgvXYMGIM0Na4/wO9cQ5Zz3PY55DAQ6gKb5JgoRgxqBHiv70e1xGQ5UpU0Ny5j0wy3vg0iNAc7agrkfb2mSUZo6qNooB41axQskhHSNPj9G2AdtteHKMENhkgcMU+EtSjQTyzzWjcKxAcMBhc83kQcRkPGfsHbXvcW4kinXz/4ax/E9YZ8yVvfSy/rAfDx3V2+8A3vACBxL//X2MnfAeIrjEsIi32ibd0CmD/+AarJDme++b86ut/7/39/l4M2uiaLVORuAjQyZ5qOWcZrjMINcgelCGWA3Hhs1sM3ntl0wVqkYnsewYWhiv5LD1FbbNuLNOWqbqNrvNWNgUmbhZ85FeKjGLI21z8A81In+wuv8Tt1JDx5KIwTFfStUXE/NjBItHg3daYtA9ai3mmlWf2rbYFxoh0B1ur0P+i0/7yNG0paU8BaiAW8UdPgcmW4vggsvQr/47bzwBnhTE/PxRqhFjUmRITIqWGxnkEvtjRB2EgNS6/lwYPYUNS6KeArQ96aFNbC1bmwXwjDWI2DeQ3O6msL0l5fo9dJOI4SGrTbFEV7Dk3766nL8P/cxRgTAz8FfD2wC/wksAn8TuB3GmP+mIj805d57AHwj9CPyQMt/TkZBxTZe+8uGeY3mwCHi6ozATo6Ojo6Ojo6Ojo6Ojrui9eMCQBsnPj6fe2fO/HbzgSQcklYzHBbZ2Bxc0EuRtU/CQGb5fjD3ZsKco+OcZdonAfCXYyKm053NZ0vvKRpEBZT/GQPN9rAbZw+yrSPNk4RrW3p9oO1mOk+Yi1uvInNB4RqXaOGegNCVRCdfQgpFvi969RXniVM9l90TbVYuMbv3YCmwY43MFGqGSigQv2qr6DfFhhjCLNDTJoTijk0beyPsVAuIetBXRBWx3cOXIJNA4jBphlm87SWHrtIo43a8HibZhojJAE33sAkucb3OIvdPAPzicYVlQWmNyBMDpBooeXKSQq+wRhHWM6gLsCURzFBfrqP372KCBgEs3UWk2T62te3waBdBiEQGSGSjNrFhIN9wvQQt3UWOxhj40S3FeKEyhekCC6O9TOwmGn/QBThJeD7Yxa1IS2E3/PFXwvA7uEun7r+HGa8zVe+9T0AzBZTTq2f0fdfNI4nSMCaV7gN4FRoW3z65xi8Wwd/d3/137DwMHjXtwNw9YmPcnDlSZ3YjzUa5pmJZtb3Fwdge1Sbm2zlG5ySKT0LtSRYlxL7imo2ZVzPOT9Q4d4E8LSpTFbF8NrqzxeNGgCrKfbrC90O8AL9/nGJcOVh1m4RrMp8K29YNkLuDKdynVzvRYYs1vez9FAFYZAY1lN9Dmv1n51tRfNeojE51rTxQ63xkLfnEAJEEUi7FRC1hcLzWot2RWCUGCYzYVELmTNs5Ibcru4rVAIH1arcV6OIigYCWno8TAw+CDeWhsMKri91ur8IGsV0w7fZ/g08OwnMa3jjOqynhqztFVgVCDujpsre8jjrf3X9qqAdBcuGF8m+nfD/OclfRA2AXwO+TkT2AYwxXw/878D3GmM+8DK3/f4mcBH4XuBPPqDzBTiKwYJ7LwWGF28CTJbdKkpHR0dHR0dHR0dHR0fH/fGaMQFE5AeBH/wsn8arip/sYQcj7Gj95kgf8RAE2x8iyzlhPrvt4+8ajfMAuJ2ojnEg/iZTwmQ5fueqZtLfg2kgswm+rsEY3Pq2XoMkw88m4Pcgy7Gbp2FyQJgd4jbPkKxtEoKH+RTKAjDY8SZ2vIEdb1A//SmaG5fVYFjfwm2eQYoFxlrC/BATxdjRBhCQsgA5Vg8FwESYyCESNPbHWkxTgwu6aRE8RqTN2DcaCTSfgHW4tQ1MlhOaCvENxkUaq6Oj00hVg7FgLNLUEGeYNEWaGimW+MM9bJzixpuIO0SaBmm8lvuGgFirx0xzPb/ljPrqdTUDqoLq+aeRYn60FWHSHHuwS3z6vPYHoAaAMRZjLd4bvATsZJdmdw+T9bQ0GaHZvYZbU/8ttp56scCPBZP3cGnWno9jScwsW2PNz3n3u76RUxsq8v/ML/wEeRIzigyPnX89AL/8zKf5hjYqaKXXvlwDAG7ZBgieGjXBfF3yxC/8GGw+Rv/82wD4xAf/1R2jYaa1ED/3AqOi5PmtHDtIqLFYBDOfsCYzYl+QjlpB2q/EbP3emWP/rQr6HBqrAzsFzBsYxvpnlSoya1T0X4sBq+J7FkFuYLeAfiQ0Qaf180jLcfW9gLVMDQAvKvoH0bJf115Y3+hEv4iK9iIaX+Ta6XvamJxlDaHN6C+D/omtRvZEOSSRoWracmGnWw6Rhc0MvBgcaoQ0gaNrmTo9LwBrdeL/uleRftkcFynvFcK8VrMADNNaTZlmoN0IqTO6xYO+lv0KDgo1DZw5jjYCcMawaOSo96Djc5M2Bui/bb/97pUBACAiP2uM+X5UvP9zwJ+/z2N/NfCngP8PajA8UBOgOhEHFEf3/jtr1Itv+n666MqBOzo6Ojo6Ojo6Ojo6Ou6P14wJ8FogTPbxaY7bPI3bOKVT4MFjnGtz3B3+cO8oCudWjsT3VyMKqMVP9nDb50gefrOqjNZAEC0knk8ginUif7J32+0GEyeqlIZj48BkObKcgzH4fdHHjNY0lgawWY4bb2P7Q0ySYvMeOIdMD6iff/L45KZge0PseJPowqMQa2GtSXPsaAOTZtg4JZQLFcEzjQHCVxoHFEXgAyEEjPGAw4ho7j8Bk2Y6Nu0sUhXYrIf4djvCqNEhswNkMMLETn/mK0JdQLVEXIRNM6Tx+J3LhKYC43C9IbKYEaolspzre9gfammyddg4RgR9/c5pwbD3WkBcLBEEN97A5j3KT3+UcLij1zXNj661v/48RgLRmYvab1CXhKoCFzGPIvYWJRfK60gAN97UTYPZBClmyMxBktOXA56NTzGbzLBRT1Vl6zDBI77hRh1x1iR817s19//64S6/8IkPExvhHa9/jKjduKiT0VEp5r3GadwJkYAxltBU2Cjh8MmPMHrbNwLwzC//JJ+5ts/7vvG/Obr/z/3UD7M/lTtGw2QWNpa7mKtwLU/JE0toAkNqmgwGiYrRpYf9GvJYRW1rVBhfdX2usvFXk//DRO8XWy20bdpYoBDaxRB73BMQ6UeMrdxQe9jONTPfIxyUhiAGZ2EQCf3IMGsn91estVn7RQON1a+T9ryC6NR+7fU5fNCNAe/hylJLdsexivrGQOIMj2RqZgTURIidivCJNeQxXByqkXB5cXwOqWtz+IO+NmNU0F+2BcLaLaBdBnUQikboxRp5tMrzPyghjPWaNcEwToR5bVhoEhVe9I9tr2npNU7oQUz+dxFCrypfjkb/PCMiH7nN7f8CFe9/D/dhAhhjesD3A5eAvww8kB6Ak5yMA7rXPgCAJHKksaOs9cN0uOxMgI6Ojo6Ojo6Ojo6Ojo77ozMBPs9oblwmlEvcaEPz/a0W2FaXn9FNAAm3fZwdrR+J7w+ak2KyTXNMHGP6A8BoVA2CG63jts8S9m5QPf3Jo02G1XaDO30BYy12ld1fV0i5QKyK+SJg8x5hekDUGxKW85vOIZQLXN7HxKkK6XWt4nuWq9IoAWlqwmKKiyLiMw9rofBiSphNkLrG9kfYM+dx/dPYKML4Nii9ncrXMW6LidtclSAq+kexRuokqfYxiMe4vpYEB31eERV3TG8ACOI9EhrEWqhrmoNd/MENTJTg1raQ5QK/ewU7PoXEMbKcI1V5wuQRbN7DDte0FNpGGO+PIoVMkkJdIssZsphh17eQqsSONrCjvaPPj2bDBMJihp/sUT37uJ7DqXNQFkhVIJVhl4zNfINzQ8du/zTYCD+fEqaHgHCmP2caZ+yWQr13nSTJNNNmNseXBeHwOtddzLd82XtZ62k578985CfI8hTKit/xDjUGDoslX/7wIwDMqopBcnNMxn1/NtsNAttuOCx2L7H2Rn2uT/yHH8Iby8Nf/l0APPEbP8+VF5696/HWUsMwNuwWQs+X2MSQOpiKZoAPExX4mzYGx1idqp+3xb89pwJ7QKN4Fl4F+FVBbdEW3/Zinc4HSI3evqhhI299tbZLAPS+1sKiNhRBo48GDg5Kw1qu94stIO19V48xGu+zbIQQGWjP+VSuz9cEPQdrjst/RVTgH8RQWX2do0SF8KXXY68m8S26VdCP22z+WP/J1EG/7sfaXeAMNE4n+5ugRgPotsTq3H0bp7SSVVd5/iKwnRuenwbOD83RJkXdblo4o6XKRQPXFsK1xd12jl6aYawxUb34uHNgUdOVCT9Y3t3+/St3uH3180eNMUMRub3r/WL+OvAo8E0iMnulBuPtqE92AtyHCQAaCXT9UA36yaL7MHV0dHR0dHR0dHR0dHTcH50J8HlImOwTJvs3ie9SLom2z91+SyDN1QDYvXZzjNArxI7WbxKTTZZjeyNCXVI/8zi2P8CkPc39LwuIIkJdEU5sIoTJPub1byM5+zrMYARlqaW8wYPVzQa/mEGotEDYOsyJHgHbH+MGA2in322eAxpn4zZOQZLAcgYBQl1qBJEx2H6fEBrCtUu6cbCY4vevE6Z7JG/4Atg8S6hrWM51U6AVrnEWE4TQqOJp4gwTULPCex1pXkUc+RoTpYTpPlJV2P4QO1zHxrmqoxWY2CDW4cYbSDGnufYCYTHDZjkkOTbPW/F/96bC47CYEaoKl+YQpxo9RDs1HseEqtD+gCTDSiAc7kKak5x/pN1YCMefEetwW2ewgxF+9xrlkx8naSqIExBw69sc9E9zJRxwnkMeygNzA4teih1m9BdXmDcjns/OsJNEYApCVeDihBA8YbYHGB5lwnc8pjE/z1x/nl9++uMkccq7Tl3k9Wc1Cuij12/w1Q89BPCKDYCjz1hdYOOM4BtGD70TgPn+VZ776L/n4S/8Jobb+ny/9P5/ccdjDGNYzwwPD40W9lpD6WFRC8tGjYBlI1TeULW59wdtse5GrlE9SesjVeF4W+D6HBInOAweFeUHscbqxO1v7yD6vq4lULURQtNKJ/XzNs5nZ2nYSKEOhiBCEwyDRO83imE70xgrQc+NdqOgREX8WoR5cxyts2z7ChJUlPft/Y1RsT9vxfYgbRRPrKXCB4UaA0m7EWBEfz5CBf46wNDARqrnUjaaGIbR41WpAUSfMxwlZB0J7rdanAelaHGwgRdmwulcY4kia3CiRkMIwvWlxgi9EqF+M4ONzJA6Q9FoDJMzupExTCAuhL3i5R+/44iH278v3e5GEZkaYybox+ph4OMvdUBjzJcD/zXwz0Tkp1/uiRljTgHbd7r95W4CAIzy+NgE6DYBOjo6Ojo6Ojo6Ojo6Ou6TzgT4PObWWJ87bQn4nav4yd4DNQBWhoPJekdisuuPcRvbmP0dfLGkuXHlRfE+buMUbrRxdC7JI2/BbZwGA+FgB+MiFchdDMVczQAXYZJM44SC12l76zQGaDAA61Q4T3OQAeKcxshEMTbJNdaGGtsfQppC3Jb9lsXNRkpdIXWtOf1xgklSQgGySqYXwDcaMWPNcbaLMUhdEsoCYyzSVBjADMf6oLZk1w3XsUmGiWNERFXcukKaGpvlxOcewUQxoWgFfOeQqJ3wj5L2BE7ga0KxwFY1Zn2rLVsOarK04fO2NyCIIIf7UCxwW2dxdUX11G8ef44AFlM1dTZPEy4/Q3P1EtGFR0kefhMmSZDGc8lvsLB9toxn7GdkWUazfYFnLzt25g070wm2J5h8gGn7CcJyBkHYMkv+0NvfyDjvAfC9v/YrfNScIk56/MEv/WYAqrrk9bme96wsGKTZg/mwthO/k2d+lbVH3wvAb/zUP0CC512/+88CUMwO+MjP/LPbPnwl/g5jc1Tu6yysRVB6w2Gl0TT7lU6rn++pKZC3sTh5fTx5H0Sn5iVSUVx7AQyVF2JruDAU1lKDO/HcZdst4IMeszCwkWkkT2ZhUmkM0byB2GmJ8UEpRFZF/cRqTv+80fOpGxXTvWjhb5YbqgpmleBFC3sjox0ASaSmRRN0Cj+xKtw3Hhqjr6tqNwD2SzUAIqMGQBB9XFHr90k77V+23QLzCsSC8fqYeaObE8PY0ATBGH3NQXT6fmf54iifaa3i+2ZmiK1hrxBmtWE7F4aJUYOk0ELlxBqG8cszAoaxfgas0Z6CkywaYZjAZmaofbcR8ABoHVfmd7nPDDUBhi91MGNMBvxjYA/4nld4bt8N/Hd3uvHmTYD72zQYnSgHnnSdAB0dHR0dHR0dHR0dHR33SWcCvMa405bAg2QlFhPF+L3rgGb5GxHC/o6W3443kLp6UT+BFEs1KNIck2ZEZ1+HyXLqF57W40SxKoHSZuz7BjtaAx+09LhYIOVCc+mtgyghLNoiZGOOxX/n8NMDdJTdEpYlVCW2N8D2xwiC6Q2Jts5oZE8ImCjWbYY4ISxnuLyHiRLdZACoCt1SQLcRjDFa3NtUunHhNFqHKFYDpqoQaxEMbvMMJh9A1KrBdYMsZkhZEqolNkkxcYrbPIsNHnyDnx7g+iOMs9jhGNk4RbN7jebqc3q9055GGUUJ5D1skmqET/A6Xh1HEDymPyDirHYE2PbaxslNZc2rz87KpKmff5Lo/CO60VDX7WsXdoDd3phhuoFNPGE95dDdoLn+PJG1asTECW64BgIyPyQs56wlS77jnX8QgKvTCf/puacJUY8vWhvxrguPAvD0Z36RN7/tqwAVbB8EEjw2SgFwif5dF3M+/v7vY+t17+DCY18NwC/91A8wnb1Yczwp/u6WQuQMFhXIl2hu/XZmuCHCYQUvzGA9UfG8XQrhsNTp+c0MqlrjbaSdkF9PYacQJhVs50JqDf1Ij1/UbUGw6PejRI+50dPIoEU70T9OVGCfVFB5wziHg1IfM2/a/xHIYVK2PQDSxvA4NYBmFZigJb77pTBotwrySAX4XtQaH+1Ufup0MyGgk/1lo6J+4SFtk7PmjZ67AZI2OWte63k2Xs9vI9MonWUD65kef1rpNc8j3Wg4aIuQS68lzbdj1RGwilRad0IZDGUhHBbCXnlvE/t3y/nvx7oBcKsBsGJa6eekH2tMUcfnFH8NeDPwfxGRnVd4rP8V+JET39+0hVA3r2QT4IQJsOycpI6Ojo6Ojo6Ojo6Ojo77ozMBXqO8muW/brSByXpHBgCgorM1SAhIscCN1rH9wYtNgOBVILeOaPMsdji+aUNBmvqmr+1oHcoCEOxgrBn+8xl2sEY02kDq8vjg1iJNjekPCHWtxzIG4xKdqvceKUvsqT4SBIkOaELQLoO8j1vfhkjvi9cyWzEWI0EFc/HIcqGvIelhTIbMJvj5RI2NvA9LbT8NTY1UJcYaTJxj01QVXK/qYpgeaDFyK8SHqsTlfWwUIS7BlEvNs48TNSXCDLO2RZxmgOD3d45ikUwcq9gfxYivIYBJI1VjfaMj4y7G9vr6PL0BtXHcjpVJY0fr2HyAX0wJBztgLCbvqzFiYG4iMDG4lPjMRY1Lqgr84a4WExcFdjjCjTfIfcXXveEcD22dBeBHH/8k0huy5qf8vre9AwDvG2qv772IkMTpfX8ub3odotn4TTEl7q1Rz/cYXtQooE/83D+hnO3zlX/sb+q1957/8K/+wW2Pc6v4WzSw3kbW5JEhcTCMhTQyJAvIIkEMGAyxgQIVhXsCdWLoOxWZ90uYVkIQQ2QM2z3RYtwAO0sV1ZftxH7mNAooas0DEZ3IP/QQ2pgcY1XoFlHBfdTqiVmkuf4+qOAfO7ACDhXPGy9gNOO+52C/3VSIbBv1E9SsSBI1L/KgkT91UNMhs0IvNiwKPafYqQEA+hpMo+cS2nz+uC0BjqxQB0MjakpMK/17GOtjN3N9nqTdptgt7j5hv+oI2Mggd4YyCHu3/Aq808T+S+X8J27V13B3cf9kefHKROgKhF8WratL/y73WW0L3LUPwBjzRWh58E+LyO1Xfe4DEbkOHP0P3629Ak04/ozcrwkwzOOjr7tNgI6Ojo6Ojo6Ojo6Ojo77pTMBOh4oq3x8KW5R2ETHfU07NR+qEpP2XjRxbtrtBBPHWmRc1xpjcyeqEhvF+GXZFtuuEyb7+Okhbn1LnwMwK/HeWFidWxuHZKxFpTivkUA2Al/hD/eQQkV7ehorZKIYm/WRpiIsF3qevZHG9xiHyY3GBrVRPr5YgK9V5SyX+MVUo4KMdgJIFQCLSRJoGt0kEEGC1wz/1pwAFa5tf4zxNSIJclhCU8NgiM36hHKJ7Y+Its5qUXAI2P5Iy3+TTDcQfK2RR8YgVaWxRwihXGB7/dZYSLF5jq9ebBStTBrTG2KyHpTLNq6oh8t7YCz+cA+b9TB5Xyf/owjyHkY8ZjBCZhPq6T7R5hns+jaJ9fyBr/gGAMqm4See+DRI4JxtePcjjwHwySd+iYuPaF9AWZdkSXYk5N8Pq8esHhf31gBYXHuS8es3APjET/09ts48xJu+8vcB8LEP/RjPXnpxIfDtxN9lI5zuwUZuCG3GfRVUQH54KORtA+9BpVP9IwtxBllkyFpB+6DUktqDCkAYJyqUN0GoGoM42C00+ieyGtlTOhgbjeapvIrez8+EcWLIYzhcaJdA2m4EZK7tIrD69uwtNX4njdronVbkntd6zTIHcaST8lkrYjeiRsRWrufng4rjYuCwgktTYT01nHMwiIAIJrcR6lfPNUjNkRGwU8CyViOlFwn7hb62PDKspWqOHNbCpen9le4mVt/7veW9TezfS87/om7Li2/fuX7EyfLiuxkLHS/J6h/jxdvdaIwZolFAJ+97J34X6nldNMZ84JbbzrR/f/XqNhH5mvs815toXmEx8IquE6Cjo6Ojo6Ojo6Ojo6PjfulMgI4Hi3U6cX+LcC9t4a8db0CxUKHfuqNs+hUmy/E7V1X8NxwVAN8JCQGTRshiTrN3HTda08LfukDmM+gNsFkP8Q1+Mccs5zq1nubY/hCTR1rKm/UgctphUFeEYoZUukVgsxw73NAJ9rokRJEaD4e7KsJvhtbQiLWroGmgqRDvNWImy1XUL5Yav2QiKBcQGoxxSFUgLoI4xroIMUaje6yDptJtgLrSbYIoQpoamR22/QQ1iGDzHjbvAwa3vk2YTTBJikly/OEepiqQstCoI99AuyFhnEPKJcbFSNMKS85hktvn7a9MGnybQxNFmDjF9IcQxUfRS6FYYILHZANsbGExR6IUZI4/3MUf7gEQ94d88xe8my+88AgA/+6px5nWJZlUfO0jbySOdPr1iWvP8dibvwyArD23+zUAbn2MDx5nHb6pcaPTAFz79EdY3HiGL/g9fwHr9Nfjj/3A37ztsSy3F38DIFFMg8U3AeNreg6cU5F7t4DrSyG2MEoN27mhb1RQn1bCs1ONzlkxb1R0roNO0pdexeoQaSRPr03IWgnhhyXMGo3vMeo5sKV92AxTkNbXWtSQZ7odEFs1NQw6iZ9Fghc4rLRD4EzfsBZDPzIYjiODBI3vCW1/QNWWFEdGs/uDCHul4WxPtw6ySA2CxqtZYNvrcVBCVAhrscFaNRmWXqOQQM/RGjVcpjUs68BnDrQg+F6534n9zRRO9QyxPb4OK05uDRjRa/VSEe8rsX8thWFyZ2Oh4yX5tfbv99zh9tXPnxKRu24CnODtd7ltC/jqezzOXbkpDii6/2LgFd0mQEdHR0dHR0dHR0dHR8f90pkAHQ+W4CEEzYq/9ab5RMXq/lCjd9qonRV2tI4UC/xkr+0qKFqBPtOJ+ttgrAUX4+dTmstPE2brR8XHoZ269wc7yHKJVEuijdNHGf62WCfa2NZon+AJyxJblYgcYAzY8To0NTYf4MbrWr67mAKmLf+1el6TQ9wICBkiQeOJjNERawd+/wbGWaT2QCBMD9qS4kCQgN+9RnT6Am7jFCbLtVy4LDAuwkQpLs0R71XUB/06zTHxvI33qXXCPQSNHEozovOP4A93wDmSC49i8h4m62OyHtYYQrXUWCBfqwFRFUhdY4zROKU0v20vwMqkQTwmyXBrW9isj+2PCE2DSeoj80R8gzFCWMwIdYEFbNrDrW9rqfJkn3R+yF95p+pv03LJP/qNj0KU4jC8703vBuBwusepdR3KXU3yv5wtgBWrx9r28Z944qN8wVu+GIBf/+C/5toCvvlL/gsAXnjqEzz3+K/f9jir8tyV+CuAG69xOB5wORlqFA4N/WZKEqbYZcGkVnHcY7g2F5ZNoPaGK6ICeUBLhTkhOFvUaOi1ZcHWwFamWf+DhKOImRBUnB/FahSMEn2sMYDROJ+A/lwECi9cXxryCLwIjRi8VwNCxLBshMNSRWtjDF70uYJo7NEg0XMeRHq6Hi0VbkSvSz8GZ9X4KD30Et1G6LWdBtNKOKwMy7aQuPT6G2MrM4TWTCganY6vw3Fx8jAx7Cy5LwNgdR3vdWJ/mMB6YlnPdVMhi/Rclo1uR8Dx1kDs1FDZyg2LuxgMWaSi/zC5e4Fwx0vyC8Au8DpjzJeKyEduuf33t3//m5c6kIj8VeCv3u42Y8wfBX4A+FER+c6Xea43Ub+CTYCTxcCzoiaIHP0O6+jo6Ojo6Ojo6Ojo6Oh4KToToOOBIuWSsJjhts60gvkxYTHDH+7jxuu49W387g1wkZbeprkaALvXjjoAwmKGDY3G/PSGL+oPADCjdeRwD797RR9zovi4OdghPn0BXKQT6uKPthFkso9YR72YEmZaTosI0eZpTG8I1mLTHmac6+S80zJf0xoYpqoQAbd5BrsS2KMI03jq6QGmqTUWyXtM2kPmhxhjVbQHQrnErW0h84m+LmMwkUOaBiSoMSE6qW+M0xJkY483JJxTQyXttepmpD0PcQJxgkkybJwhzmEHI40FAi05trrxYHxASoB2Q2Ex42h0vI0sOsnKpCGKibbOYATA6CaANbg0JViDWC1otmkPohhpGmyUqOFjBGyEG29iB2v86Xe/iwv9HgA/8NFfJFncwEQjzvb7vO7UQwD85lO/xhe//Sv183VLnM/LYfVYY1SEm5bHLbAf/8//hsHZN3D2DWpA/MoHfuyOx6n8sfg7b4R6+zxhe4PDJKUsaxZNw6GLeKTvKHxMzYyqmCACPauPa7xO4R+WUASd7DeowF8FXbhInYrQBqgaYS0znOnp45xtPw5Gs/kxOqFvDCza81s0Gp6+QI9Xts9ZeMNBIRrPBRjRKXtr22JgC+MUzg/UELg6F071DGupYdTGAiVWzY9pqRE+K3xQwX4Q6dd7hT5vFun9EwMBw2EpXF1AbIXEGgaxivuCPn4t1Qigw0oNiWFy9xLgu3GraXMnNjJYSw2xVdHetwbEeqoxQZHVc4HjrYGDUii9nt/0NkPaq/MWIHuJAuGOuyMijTHmbwN/Hfj7xpivE5EDAGPM1wP/JVACf3f1GGPMeeDn2m+/TkRe+K09a+WkCRDfZ7n5yWLgIGoEnPxZR0dHR0dHR0dHR0dHR8fd6EyAjgeOn+yp8Nzm89902+GuCtp7NwjziU7ye4/fuYqf7N10fz/Zwx6MYH1bde7ROqEqjyKCVJReUr3w9IueR8qlCtYiuPVTRGcuQlmqwJ7kuFM9ZLKPP9zTWB/AxAlkPbCOUBVYRKNy0kxz/TGE5azN0TftpH6kqmnwEJyWvlqDGIOfHmD7Q2wc4+O0ndiPMAlH0UIEj+0N1SAoC0ycYJMMsZrVb5wDAQmCcWAiq4WsixkmSjFJilQlYTnTxzo1EsJkTzsA4phQLBGMxiKFgFBhjUWMAQMmybTQuFrSTPbU8OiNsPkewRo1IlqTRsolNsshiqme+zQJQY0Y025+xCk2TrUvIE4wIUBdEBZTjTgKghRzQlOzvnWW7/mSLwLgN/cP+f4nL3EO4VxxlW940/uO3ss+njhSscva4+nZl9cJEDDG4n2DcxHPP/8473iDFgI/+bEPcXjjeb7uD//Vo/t/5P3/8kXlrSe/n9c6vZ1tbDDbOIuxNXaySyRqppyKalKpKbKcvXSbKBWknGKBWSXkMfQiLaJdNCraTyohtoZUu7QpPewXwiABwZC1HznblvOuhO001il3LdaFvlXPJbZ6HwJMSs3T323059Ya9kvRLoPccGGoWwAW7Qd4/RCsMVxeyNFUP6LntGzUgDjVRg1FRiN84tY80Dgh/XkjcH2p96eNAUqtRh0tajmKwrk8h9IHUmdIrKH0Qh6pcD5oxfaXKgG+EydNmztN7Pdj3URYthsIQdSMAd2c6MdqEDRBNwJWOf+LGkDYzAwbWWsetO9LFunrmFRCPzYvGUfUcU/8LeBrga8HnjDG/EdgA/ga9GP2J0TkuRP3j4E3n/j6s8LJToA4unPM3e04uQkAGgnUmQAdHR0dHR0dHR0dHR0d90pnAnQ8cMJkH5/muM3TuI1TSLHUQtlWTA6zQ+pnH8dP9jX3PnidYr/DcQBY28IE0QJdl2GimHCwS3PlGepnPvWix0bb53CbpyGK8Qc7mCzHZn1Mlms0T1URmhqpK52KXwndixnu1DlIUqgrVXsFLdGNAvhai33TDCpDmE+xIRBkgYlTzdUPgsv7hPmE5tolTD5EioVuDDiLNIJUBUQJJhsQDcaYNNMYHWMhFlVyrUWM03ggH9TAMAabJEgbtmTiWI8F2mtgDDQlJk6OCnwBNQLqEpMPsaHRzP4oItSlDv73BvimVjPAWii1Q+BWk8ZtnsUN1/F715C6or7yHLGL2qLgPkaCxib5mlAutbPB6rYHUUyYT5FGFdzvftfbWc9SAP76L3+UZ+dQjC9wXpZ862NqDlzfucSb3qRdAIuqoHeiEPjldQKoieDavP8b15/lwoU3AfCLP/svMNbyzq/7PwPw9Mc/Ajce58JAxe/UgcEg6NT3qsy1aISyv844cwwW1xELkQipDaQmUHlHOS+h36PMhgyqqRo5ohsAo1gjbsqgU+fzGuogN+X0u7bQditXAX41gW+titCRhdrr9H5swcR6ft7DfqmiO+2GQC/S75eNxvNMKxgnhnFqGCSiwnXboS1BhfwQ9DnHqWGcwLTRn49i7R+ILEQO2n+tJG13Qdlm//di2C+FotE4pMSBdVp6DIb1dNUNoFP2/bgV/9vooH4MRQFX5y/PAFixMm3uNLG/lauBd2MZGCZGo5nCycfrtcojPdYq5z+g2w51axT0Yr0mXmBnKUeRRlrw/PLPv0MRkdoY883A9wB/BC34LYD3A39DRD74WTy9O3JzMfD9bgLc7F1Mlq/gH0JHR0dHR0dHR0dHR0fHa47OBOh4RZg0v62Q39y4rJE3bT7/3Sb+78bRcWYTPU6agUCYT2l2r9z2OHa0fmwA7F0/Ptc40Q2C/hCMJcynGOSmc2NTwD2MyVNksqcT+NRqYtgUk/Whnc431mHzQTvx7lVZrQt8UWKSBAmCP9jFFksIgXo+xQ6G0HhcnukUfwi089GAwViHL+ZIUWL67XWra0Q81BFiLQawoy1oSj2vJMO6tpDZC+I9NsnA6rYCUYRLEkys5gmkYFCR3zgIDVJXSFNhxxs0O1epnvw4UhZH761JM6LNs8QPvxHjHDZOCOUS0ozgPWE5w0YxxLEejza7vyoxcYzbOoufHiDFHICNPOf/+mVfCsCv7h3ybx//DDQVN4Zr/PHH3sk4Uzn5l/cO+eatiwBk7TbAK4kCAo62AADW266B2XzKJz78E7zpnV/LePsCAJ/+jz/EVq6T2/34OA5mVun0/HwVBeQydrI1ygUMvWUzaii8YdpEEEEZILfC0BccZilJGbM8IeBNa2GcGDYzuDSFus3/78e6DTBIwAokRrCoMG1RA0Bav8gHFe1rr5P3cesl1U4jdXYLPW4QwziF9VSn8IO0ZgKGyOprG7fZ/YWH/Voji7JIOwGKRgX5noPS6ke+8noOBn1cLahxht4eu+Pi4FkNTRDyyOCsYRircH5jqRn5q7z9ea0ie9xuXWRRayq8QgF9WkNc3H5if5gYEgs7i8BhpUbGWgS32pOlF7JIX1cWGXaWQuWPjz+t5UXbI6DHu5c4oo57Q0RqdCPgb93DfZ/h+BftvR7/B4EffBmndkeqB9QJAF05cEdHR0fH5x7GmC8TkQ9/ts+jo6Ojo6Oj4/Z0JsAD4lPf98958soLPHH5eZ64/AKPv3CJx5+/xLPXrxLC59/opx0dF/BqLknQzP8TAv/JfH6T91UYLOa3nfq/GyePc7fNgRVutIHJejcZAMBRya0vl7qhsJhS37iswr7RaXgTp5rbP690or2pCCFgi4VGBTmHVBVGPESx3keCZvJXS0JZQqh1G2C8jp9sIMVCI4Imh5DluPEGNBXS1IRijo1TJEqwUaSqblkR5odYX2s/bFNr7FAUY4Jopn8cY5JM1V8rqjTGOTQVNHUbFp/qdkAU6Si3sW3mP0d5/aEo2nMOum3gHNTl8fUGoq0z2OEadrgOVuOGTN4jPvMQttdH6gZZzpC0UFPDq7psnMNYR/Aeawwu6+GTHBOEP/c1X8MoywD4G7/+CTAGKZb065I/+caHAfjo3gEXttUAmBcL+lnvvj43d2JlAly58hSve+QLAPjIh38KO9vly7/9vwagLpd86kP/ir1CDYAsMixdyvXGMnSBLCqZ18JeIWTjiMwZdkvDp8s+5+MSYwKVGAaiAvsywDg0vD5ucAlQw2ZuqDz4IASEMqhQfKYHg1hjf8BQeKH0QhJbxMCyhtzpL+9V2W1Af76qcojanyURpB7WEhX9XWsUDBMYWRXWgxgQofA64R473RJYNhrrMzfgrFAFw7zWjYhhCv1Wk3Ttuawn+qugWm0kAE1bNDyrtKMA9PuiLQFOnW4I7LadAbdSn/hZ1Jofr5Q7TezvFWoIrDYE5rWaFf2YI3MC1NBwVnsbtCj4xfE+1W1ey73EEXV8ftP44/c9vk8TIIsdsbNHvQKTZWcCdHR0dHR8zvHzxphfB/4B8M9EZP7ZPqGOjo6Ojo6OYzoT4AHx5osP8eaLD73o52VV8cSVF/jUpWf55HPP8snnnuETzz3Dpy49S1H99vx/4ldROybrHUf9WIfbOoMdjPBpTnPjMnBvZsG9ci/mgUlzLeQtlkeT/wR/ZAAcHatY4jbPQJzixmu4/hi7fgqb5SpkS93G7BiM1bz+5sYV7Hhdp+A9WBfrcxiQxYxQVRqvYw1+MSMarhFtnKLZuw7FgjA/xK1vgnOYqI/Upeb524g4TQCjJglGzYamUfPAN7pt0NT45RxjI0yvj6lK/blvWuPiUM+9qTDDNWx/pJP5YoBWlZQ2n0XUFDBJgs1zpHaYOCHMJpj+mPiRt2HjGNMfEW2d0Z6B+SH45ui9NEmCaaN/TH+oWwfVQiOMgmj+fhwj00Oq6T5uMMImGW9fH/Hn2i2AX758hZ/59Kf1XAYj/sgbH2EtVXX5h5+7wv/wrrcCUGDp39en5c4kiZoPTdOaQt7z4R//e5x7w7t5w3u+AYCPv/8H2dk7QAA3XqMZD7kej8E4puLZrg+JJzPkxj6zwpNLzSCKuDF39G3EQ0nBlmsYRA0iGt60FkUkptHX08YLjRKd2j8o4al9jXu6MNCp/INKo4aWjU6aOyOMYkPeRgGVrajv/XHZb+pUxPeiAvqsAUFII0ODelteNKN/M9NomsSqyeFq3RaQNst/WsN2Gx8kaIRP2WjRsF31DkSwkR93E/i2U9qh8UCg49f75YtjcGKrxcDT+qWn40/G7jwIbjexDxz3HqCv87DSLY2TRc29SF/bQcl99xO8VBzRsIt4/7zmpk6A+zQBjDGMejG7U22lniy6OKCOjo6Ojs85fgN4J2oC/C1jzA8B/5uIfOyze1odHR0dHR0d0JkAD4wf/T8+whtOn+HR06cZZPnRz9Mk4e0PP8LbH37kpvt773ni8gt8/Nmn+NjTT/Hp55/j2etXefbaVa7u733Obg/cKWpHABbTo9tDucS2vQD3Yha8fISeFZwRvBiW1mL6I83+N1YF/BCQckGYzwiLKQBmMMKNNog2ttWcSDJslmlcUBRDNCDsX8MvC2Q5RUSgqYmsw26dxsapTvP7RmN4kgyXZLjhWjt1r8KpyftEZy9SP/O4bkTYCCkLxDfaM1BXiIvxkwkmy7DGAAFjHCIe6zLtAYhipKkwgk7YNzXiBRtFNHvXaXYuY3pD4q1zmv0eJ5g40jcmBMR7jAOVZz0GAeu0JDfSLgBjDNGpc4DB5n384a4aPttnMGgmvRijZsFijgHCYoqJEu06WM4RY7BxTDPdQeoKN1pHKi0GpipIspx/+Lu+jcQ5Gu/5c//+55Bqic0HxOL4M+94GwCfnsw4lx1nYG+2WwOvlMVyRi8fUJZLzp/XLoBf+chPwtO/wlf/pR8CwDc1P/8jfwcB6u3zhO0NDpMUyhoTPGIdh8NTuHRMTZ/oxvM08znZxphziwm59QQMB8HQF9iKaxICpYtYLBooavJIRXEtnTXMa+H6UqN2JpVm4weOJ+HjdoK/bISNTGOCmtD+aV+bayN5RPQj2KBi/7w29No4nUUNywAjUcNgUsI4Oy4PXugSy9FU/rL9O491qh/UKFgZDr32Laq9TssnrfDfAHWpMUEawnLz5Hs/BoNwYynM7mE6/tbYnQfFrcdbTerXQbBGv9etgeOi5tgZrs6F56f3309wtziiVYFwx+cv9Qkn7H7jgABGeXLCBPjtOUTQ0dHR0fH5i4i8yxjzpcB3A98J/GngTxljfgE1Bv6ViHT/A9bR0dHR0fFZojMBHhC/9385jiU+s7bGm86c0z9nz/Hms+d56/nzvH77NNauiknd0fbAd7zva246Vt00PHf9Gk9fu8LTVy/z9NUrPHXlMk9eeYEnr7zA/nT6W/nSbuJOUTsrwmQft3GK+OzDqgDeg1lwvxsBqyNtRZ6tqGEt8q20DbONU0zHObvpBmE+QXRkHzfexOYD/GHSitMbmCxD5jPdFFjMjgwDl/Ww1mAGazgO8NUCKZbYLMcYbVsN5VJjerI+Nu9hUxXrjQi+LDS3virAtVE8UYyJtNDX71wh7O9opE9/hK2WhLnFRREMRhiXYOyUUJaYJFVBvy4JjdeJ/xCp+J728MsFIXg9l7SH7fUh3tANhVWrcWjaHH0HItpzECeAR4LFWKdbFtbo440j2jyNSRLc5imsbV+DtVqu7CKd3A++jRLykCT6+ldvj/fIfIJk+U2lzH/+y7+Ud5w7B8Df+tVf52NLVZ1DMef3vvUtnO2pgfb3PvMMf/ltbwDgsKoZJzFBpDVJXj55Gyl0fecFLp7X4z/+I/89b3rkUd7y5d8GwBMf+pdUe89RjTapNs5hbIWd7BLJsWgXl4HQG1FunEXKgmy2z8ZwQD3uMVju4ggMXSDGM7INeeKYhgLTLDloYCk6UZ63cTjLBtazdgPAZEzTCOsbhmbJoBWgexE4Z0gijfvxrZAf0CLf3HGUeh6MCvkmoIaDQGIgjcB4vdusghuFbglI0Lz/WTvlb41+dIpG75uIPsco0TifQQy9RDcLlo0aA5HV57FGPxKm7QyIDKTOkFgV1lNniKxwoxCuLVT0fqnp+NLfPnbnwSMMYtN2QRxvOGjsj17LSSVcehkGwIqXKhDu+PylfgWbAHBzL0AXB9TR0dHR8bmIiHwE+Igx5s8Bfxz4k8BXAF8O/M/GmB8A/qGIPPVZPM2Ojo6Ojo7XJJ0J8Cpw9eCAqwcHfPBTn7jp51mc8KazZ3nb+Ys8duEh3n5B/3709Jmb7hdHEY+eO8+j587f9vj70ymfuXyJz7zwPI8/f4nPXH6eT116lsefv8S8uL+8/fvhZNTOXfGe6PQFpCqpLz9z27uszAI32ngZJoDwUFJzMakZRp5pY6nFkA4GPDIyLOtrZDQ8V3hWqqgvFtjeEDfeQCRg+wM1AJzT549izbG3Fj87bGN0BDNYxwpI2MGONjHDNfx8AoAbrWFcOwq9amg1DpdmahJYp5P+5ZIwPaTZuwa+1gn8/hA3GGOcI1QlMjtob7PY0ZpuT8ynhHnAZLmW7y4mmCRVhTV4/I3nsWvbRONNzNqWGgRRjM1zjekxRrNiAGzUBqobjI1UnfUWQyvu9waYKMJkOVLVuM0zmP4IxCO+ISznaqbECSKiVzXtYV1MqAuMSyAVpJgTFjN9j5sas1jg1jaJTp3l4dGI//Y97wTgY7v7/O3Hn8O4mPrwEgB/9O3fBsDVZcHlyYQzuU7/jxO9xq/UABAJmLYTYdQbAHD9M7+EXP0Eb/j2/4eWMANP/Lu/w1Zu2B+uMUt6uMUO1gjVCX3WGYHlIWXvYdxwndHOZ8imFj/eIl4bcCpMMcHhbU6ILVZKhs2CvitxuUbNZE7jfEAnwkeba+zn60zSdQoTs0FBXh/QLw8IswmLBqalEPp6HXptlJCz+ovcAPXRa9Xp8lL0bW9aMTtyGs2TtIK9922dhFGDTkS3E0aJCuCxVZG/sUIZDE1QA8BZnZL3oqYAomK/c9pNUHk1BmYVhFZYr70+ZxDdAHh+diykv9R0/P3G7rwcNjMtB16VHG9mhsgIWWww6PlfWwrPTsMrPpe7FQh3fP7ShJObAPf/+2yUH29HdZsAHR0dHR2fy4jIPvA/Af+TMebr0a2A3w38BeDPG2P+Pbod8G9FpJuC6Ojo6Ojo+C2gMwEeEOc3Nnhhb++u9ynqit947ll+47lnb/p5P8143fY2D29t89DmNq/b2ubh7VM8sn2K122d4tR4fNP914dD3vvmt/HeN7/tRc/x3PVrfOrSs3ziuWf4zWef1j/PPM1k8QB6mazT6Jtwe7XK9obY/gC7to1b2yJM9om2K8J8ciQMn0SKpYrPaX5fZcFbkediUhNb4ZIMII4geMp8i1m8ydbBNS6OPUXvFNcXx6JLWExx69vY3ghZtBE/tUYr0NRIXWD7Y83pn08xLkb8EhPFmKyPiSJkucDv38CmOWZt80R2v9PA8ChqM/8TpJ5pZn9VEK1vtxP5luihN6hojhAmuxqrU5X4qsQf7pE8/BYEodnfwQSPHa1D8Fqu3DSExRS/dx0JAdsbYaOYUFdQFIibI2mGMV7PxRgV7UNA24+tbieI6Jh4E/T2tKfdACvTwFlc3kNECLMJvVASxSliPEtifV3WYXoppk70cd4SyoJQFRhrdfvAWaRaIk3D3/j6ryKP9FfOf/MfP0Q1P8QXC9xgzBtjw5ecVTPsn3/mKX7vxbP6nj2A6X8R0Sij1qd57vlP89CFNwPw1C/8MIc1PPzebwXg8hMf5YnHP8HptYRRP2ZRzyi8ZSNqWCC0gTsk1rM0OZtmSX8952JIGTa7+MUc8X324wFzydkOS6qy5EZd0mtKxgmczmGv1Ez5ZaMROuOtNZp8k9qOWBQwDCXrcUPd2+T5ckzGDfKDq0xruNH+Ux6uTAD0tKq2hLdstBDYo6/XCUwb2F2qSO+MUDQq9qfOsGx0yyBxag4kVife+63e6APU3jCptdh0MzM0ApNCP06x1edZNDAvdJo/tBsBTdDnypywX4rm7JeajX9SSH+p6fhX2wAYxrCRGayBZyfC2b5em1Gq1zeLwEdap1EHi5HAcy/+lXbfdML/a4uTcUBx9Eo3AbpOgI6Ojo6O3x6IyM8aY34N+MvA96D/Qf07gW8EnjLG/CUR+dHP4il2dHR0dHS8JuhMgAfEpf/lH3Ewn/Px55/jyetXefbGDZ7Zuc4z7d/P7+3S+NsrPvOy4Defv8RvPn/ptrf304zXnzrNo6dP8+ipM233wFnedOYsD21t33Tfh06d5qFTp/nG97z35vO7cY3ffPYZnrl2hWevXeW569d45tpVnrl2hSt7u9zTAEbwEILGx9xykxtv4sYbOqkeRSo6S8CON7B5D3+4jz/cvekx2hFg1Vy4Z4StqGE07HE53SbO+xpN4xx2MCKUJdeXgYeiPTb6PXaG53QaPwQVppMME0U0yxkWQYwW4ooIoVhqbn+ag2+AmjCbAIKfHGCSBJkeasZ9FKlR0B9pjJBvNAJHPMY7NUq8R4IgxuLGG7itM0hTq/GRZMh8gt06RyjmsL9LmB9i+0Oaa8+CizWiqD9EljNkuUB2rhGKucYc1RXxxUexozXCYoIslwRf4+IYqSpN74mcbgDgCeVcNxuygW4CoC2rgl4XcVY7CggYZ8EHBGGj3GPTHDJwB8RiCOWcw2jIPgN2zZq+Thfr+fka2x9hXEQoC8xgDRPFSFnwDedO8c0PXwTghz7+m/zS/gTjIlySQz7kv/ridxy9wx986il+9Fu/GdDJ2cS5V2QGmPZxqyiu2XS3/fwFfuVXP8D4zOvZep0+/yc+9OPMa2GvcWxEnllVMAuWnhiG1jMNlryXQTrGxhmDOCWhx74/R6+4zimWlIuCupmQYthIBGdrQoAFKrbbtgh4p9BtAPKcdNBnQ2r6xRW2guXAR2QE9pcx0lvDrm0wZM64ntFPVJhvPEzb6X4r2g9gjRoAxkBmYTNVvydLVOiOHRwWhkWjE/uYNrdfv2QrV6G78roN0I91or8O2g8wr9VQEDRySASKNhKoaGDR/opbT2EjRXs6Gj232MKiDlxd3P59upfp+Fdrcl4z/w17hdCLtLRYRJhWGsV0UGn00rw2bKSQRxYxgUvTV++cOj7/aE50PrysOKD82AQ47DYBOjo6Ojp+G2CM+XLgT6EdASm6uPqvgX8P/AHg64AfNsb8aRH53s/aiXZ0dHR0dLwG6EyAB8hav8/73vxW3vfmt77otsZ7ntvd4anr13j6+jWevH6VJ65d5YlrV3jy2jXmZXHH487Lgo9depaPXXr2RbflScIbTp/lzWfP8ZZz59v+gQu89dx58iQ9ut/F7dNc3D592+NXdc2z16/y1JXLPNV2EDx55QWeuPwCT15+4ShiSMolYTHDbZ2BxXEvwSpmB+vwk33s+jZhOScUC6RYYPtD3HgdqcubNgKMdUfRNvdKzwqbW+sU43VsMtaSXQkYm2IGY1xSga+Zzm4wbF4gyyKKZEjfNjgf8PtXWQ43MBKwQzUtNGdfkLpAqgqTJNj+UL+OU/ANNs2QskTKBQYDdU0o5lhrMXkfaVRRNc4h3iNVAUkKxRJpakzeww3WkKbSsHQB0xuA97g4waQZ/jBHZof4w32krjBRjG8qpKqRYobUx6KPiRPscEPfl6bRDQeAyGGMwUROVVpndIOhcW1BcI3xbRyQoY0MapDFVCORAJP1QOBifYOz82cZRjDP+lRNTexrHmKHjWqf1M15IT3V9gsYpCox+QA3WsMWBX4xwTjHxTjif/td3wTAQVHyV37x1443SuKEN50+zZ94x2MAfODKNb7rbW/FWUsQIXFqEL1cA2C1BRCCx1rHjd3LPPSQbtA8/dxvcr1qeM9XfdfR/T/x8z/OogFTCIPGcC5ueL4QFt6xGVecH/ZYZCOIIlzjMRgmJBzkZxlH0K93SIs5Z5IaH1SIj12b3d/qf6VXQXwY64Q5WY6LDNenFTHCqbjmdFRz3Ufs49gqd0lHA7JBj2Q6w4sW9XpAgsbyJA76SVs/YTVKpwkq1scOBg62czgsYK4pVcROj5M6nXavA5TaaU1sYd4cFwP7toR4UkHlhWFqSNotgCDCXnn8/mxnaiZkMewvtQC49HCqB73Y0osDz07uLJrf7mfDWIX6XqyvbVVifLstgduJ8ncT6gcxrKXgWyO0HxvGCThrEDQ+CY7fvxtLYSuH148siRWElz6njg6A+sQgwMsqBj6xCTDtNgE6Ojo6Oj5HMcYMgD+M9gE8hv7n5WXge9E+gGvtXf+xMeargJ9EY4JedROgPbfvAb4DeBT9z+ArwEeA/0FEPnHL/beAvwJ8K3AW2AHeD/xVEXnx/3Pe0dHR0dHxOUxnAjwg/sK//mHedvYsbz19loc3tzgzHB1NHgNEzvH6U6d5/anbC/Ev7O3y+NUrPH7lBR6/eoVPXX6BT15+nmd3btx1Sn9ZVbc1CKyxPHLqFI9deIjHLlzkbRce4i1nz/HQ5jabw+FN903imDeev8gbz1+87XNc2d3hM5ef59PPP8dndnZ4sqj59M4aTz7zBD5ovr5JUjUA+kNYzvBBsFmOLxaEuRYB2/7oZhMgy/E7V+8rCigejUnGQ2qXEA6P45eC97jZFPI+bjCmqRe4csbG4mmy2LJmPU48IUqZpa9nb7TBXpRg4oRQlxhrNQqoqZC6RuJGr3uvR9jboX7+KWx/iB1tYNIU8Y2aAi5BVtsPWN2EaGrI+zom7Rui3hCTZqrQoqKhxhC1Qrx12KxPODyg3rlKWMwwWQ9jYqhr8PVNBgC0/QxJCsbixptqKNSVlhyHoNPvRkC0GNkmGaEs2hggUXW48UhTEab7hMUMm/fVAAieLUrOlddxVcnz8RndXGCJSTIOrWOz3OOC32NZROwWGeIbjHMYDEbA1wVhNmVtNOZfftPvYLuvhbx/6QMf4trONaLxhm5d2Ij/17vfTtyK/v/g8af5oa/ULZbrRcmZPHtAWwBqJly+cYl3vuVLAPg/fvU/UuRj3vp1f0Rve+KjXH9G/7t/Nl1SzBrSzXWEQ2bBUrgtltk227ZgWBwyDRkH0ZBqNiXeu0G1HpHmPaCm7yuWtYrnzqggnqj3w7JS8XwQQ+NimiihaqAKEWI8Bs961DCOGtasJ2Cpmzk+zVlMY6K6YpgYgqiJsGyn9FfRPE2b/LTK7A9OjYGigiJogfAwUUG/9IJgcAIYofSG4PWYuYU01lz/WS1YdBNgXsMgFryBSAzGGPJItwGGMaxlKrpPSjUSppVhv9TfYef6sJU51tLAjeXtRfNbBfvNTKN6UmfwIojo6+lFRiORCmGvuL1R0FZjv0ior4K+nl57/zM97TvIIxjFgDHElpvOa3U82xos5/oGC1yaCU37Pm/lN59TR8dJ6le8CXCiE2BZHZmcHR0dHR0dnwsYY74Qnfr//UAf/f90Pgj8feBfi8iLRj1E5IPGmJ8Evv234PzeiG4gPAy8APws+p+Jj6BbCT8NfOLE/S8AHwb+/+z9eZhsW17XCX/WnnfMETnnOZlnvmNNtyZmEARBaQbFF19R21ZQabqdWqVttRXnobHlVVuhRRReEQWxQKQKFIvqgpqounWr6g51z71nznPy5BjzsMe1+o8VkRmRGXnGPPeeqtqf58knMmOvvfbaO3ZkZP6G7/ck8DrwPuAp4H8AvlMI8TVKqZce9bozMjIyMjKOiywJcEx89bnzfH7jNh967SKf37jNWqPOQqnESrXG6doMp2qznJ6Z4fTMLOdm56jlCxP7n6jNcKI2w9c/85aJ5wdRyKvrt3j51hqv3FzjpZtrvHTzxl2TA1JJLm9ucHlzg198/rcmthU8T3sPDH0ITs/Oc3punrPzC5yZm6dWmEwSLM3MsjQzy9e+9R0Tz4dJwqWdHV5rtHi1XufVnV0+f3udV69eJgoGiNlFjFwR2e9AFGodfdtBxRFGqYoK+qTtO/soHKJYI3UsrHYd2K+KJImRcYDhumA7ODmXalzHMyW2knRjmxgDt1pkNW0wEw5Yi3qsq0UM19NdC1GIUShjVucBNfQMiFBuF5ErknaaCMdFlKoQDnTnQOIiu22MYhXh+wgMlDAgifCjLkWRICxBF5teHKGSSAfUDQuiQB8ninRkcSiyJBx/2HkQoOIYo1zd67wQtqMTAH4B4fn6muaKWvNeSp1oUCEqdrUJrjCBRG8zTYQwUHEMQiCjAJIUmehIp0piRBKD7VJLWuSDFjftCkKlqGHSQikFScKOVeZksEHNaLIVFRBCYBTKyH6bZHsdOehAq8mPf+s38kytCsCPvfgS//HFF3TyQYGZK/H1CzN8ywntBfAzN27z9ctL2MPkWc3Rr+/DegJIKfcScuXqMgD9fosXrnyO0099BeX5UwA8//5/tbePAES3yVauxi1nFdHZoVM+xcBa4B2919ihTD03R5RAvj/AViZi0MEsGZiOS68dwdCM1zR0IH0+pwPFgbFv6Ns3tJxPJwHHSMkLRSBNdqSgbCXM2TESwW1p01A+bmJiCUE3hvzwt3fO1F4AQQLGMADe0x7TCPRxejH0I+ilertramminUAHtj1L0QqgFSncoYe05Qr6w+cGiQ6QuyYkSiGEQcXRcyv07ZuztAFwyYU4GRoTp9COFJYBRVsQK0XFgZJtsDuQE0HzOD0cxBdoSaLRzzlb7H0fJDqRAoKCrXBNQcEWRKkiVlB1YNYTKCHY6UsaIVQ9OF0U5G2BRK9vkOjXAwU1V1B29Xl1wsn7aHRc19TrUGhfhZFcEkA/URQdbSocp1lHQMYkSTrmCfCQckCpVPTDhLxn32GPjIyMjIyMN5RPDR976Kr+/+seg+RdHnFcQghRQicAVoE/B/yIUkqObV+esoafQCcAfgL4Y6PxQogfAv4a8DNCiLePz5ORkZGRkfE4kyUBjonvfPs7+c637/+cSsl6q8mN+i7X67tcq+/yX199heu7O1yt7xDEMadrs5yZneP83DznZue5MD/PhfkFKn5ubx7fcXnu9FmeO3124nhhHLNW3+Ha9jbXd7a4tr3F1b2vTTaazSPX2g0CXrm1xiu3pnsQVHJ5zs4vcH5hkfMLS5xf1P4DTywtM1ss7Y1zLYtnFxd5dnFxYn8pJRvtFmvNFjd7fW52e6y1O1xvNriS97neatJtN0l3N5Htxj1fY+H6BH6ZZthh1YhppDY6TDg8br+H4frg+Jy0Y7CgHcNNexZMG8P1CIRLK0qYC1qslGxi36LuVTGLNV2Y73pguag4QjU2SQd9hO3gnH0KWd8mbe5oiaPanO5qUEMHVPTffjLsUeve5lyyw8mkTslMEIFFW+RYEyUuixp1MaPHC6FlgSwbkJiVWazlMxANELkS6fY68eYaInAxF05iOC5GsaY7AFwPszaP8Hwd+E+SfXF3qSCJkDLG8AuoJNEJDCFQMkWmsTb1dT2EYSMsB/ZkKhQ5FVGOu3SEpz0FXB+SBBUOEEmCQoJSdOKUkqiTkxB4FZSUyEEfYRqYpSp/9+u/jm8+fw6Aj155lV/86H/irUaHhoppmjU6ls3feu5ZfU/GCf/k4hX+2zd8BQAXOz2eLObv+d6YxqhKNk5jXMPl5s46pxd0t8tHXv44PSfHe75SGwLH4YDPfvDfT+xfHDRo7GzSKZcIFp8mKC2QUwGhW6Bt54jiFLe9jdVvEQF9KUhTRWrZ2LYNaUyS6LnsYSIgN7xlBTpwnyjopyahsDGQ9BRIDFJpD6vRJYk0CC2HIDUQiURZ0Ip0xXwQ6mD+qBJfDn0BbBPyhjYJTtHH7sSA0okAOfQQCBKBlIq8ravstwc68u4Ng/tRqgPdoLsayi6Eqdi71YqODo7nLDARlDz9logTnXgIEoVtgG/pfbqR7hTxLH0d6oEOmp8pCWIJUgmCZL+yfjkvmPGhG0OUCsJUkQ7PseoKIqmlfJQShFIH6T1LSxXlLEEoFWGiKDmCmgd5R5C3dPIglrDeVVhCYBk6UbE9UFRcQd7W1y4c+5fONnQXh2lon4CuzqXpt/8YnUh3LuRt7XGQkQFaNiuV+/fDw8oBgTYHzpIAGRkZGRmPEa+jq/7/tVKqfa87KaW+D/i+R7Yqzf+O7gD4/yml/s8pa1gf/1kI8Q7gm4AG8CcPBPr/OvDdaKmjbwV+6RGtOSMjIyMj41jJkgDHxO1Om6WxALlpGKxUa6xUa3zVuQuHxg/iiGu7O1zZ2ebKzjafuHaFf/upj3Npe4s4Tbkwv8AT8ws8ubDIUwtLPL24xHK5sre/a9s6QL+wNHU9vSDgyvYmlzY3uLK5weubt3nt9m1e21hnvXHn6vtmv8enr13h09euHNpWKxR4cukETy2d4JkTJ3l69TTPnFzldLW6N8YwDJYrVZYrVb7siGNst1tcWb+150Nw5fYtXr91k0vrN7ld352+k2GCYbKTOlSVzbwRsiVdRokAFfSRQY8FV2HlSySWQ8NbxS0UwbC0bn+SIAdddgKLFTWg3FpjOzEx80VEvgzC0Ma/rV2Sxg5q0AMlEbkCRm0BhSLeuoWlFCJXQAXa5VT5BZRMOBFs8Vxyg1PJNkoIulYRECxFOyyqTRbMWT4tIxpWEVNKUtOkb/oI14Yk0fr6wtBrdT3MUhWjUMaaP4lZmUENg/2G5yNsT5v8ComMI4Rtgzk8T6VAmKgoRCUxsrFD2muBZWtvAgGmaYPnYuYKKCFQCi0vJGOMNCR2chhOHmxHS6oMK8sFBioJCIMBVhRCqlCLVQyZYlgWKMn3P/s0P/DedwNwdec2/+BDv0yYJFiWySlvwIKo88z8kzxd1h0xP/L6dX7b4hx5S8v22Mb9B8hGjIL/I5kM19beGOmw40FKyS999pP4tVWee0ZLD7384fcRdJt7cxQdrX2vbt+g2o5oLZwjKM+TKi1bVOhsEfYHWP0WAnCEQimDzcSmbBlYQ9PcWIJKIBZ6zjDVhry9GGIF3SAmcBNkocBgEFE2Fa3EpK8MSgiKQnFTCrBtiv0OaRwiTYEtdBA6SSFOdXC+F2uZHIAZU8vexBKQ0B+a+ZoGiOG/MEGqq9oHSicFbFMHtMNhPiiSkwHuvK0r4G1DEaU6wC3RAXfT0AkOC9iOYK2j53csKDkCIRTbAz1ZqptSGNmBS6Ur9tsxXG+PyaUY+viuqbMmt7uKYKyJPEgVeRsWcuBacLMj6MU6SeA7gooHzUDgGIraUKKoFenzihRYAsquoNfT51N0BGVH0QoVs74O9I8q+X1LJ0TiYcJEKUWi9HNySpw/SBQ5Wx8zMwvOgMkuAHh4OSDQ5sBL1dwRozMyMjIyMt5YlFJPvtlrmIYQwgW+d/jjj9zjbt8+fPxFpVR/fINSSgkhfhbdDfAdZEmAjIyMjIwvELIkwDGxVCwRpSlbnQ6tYECU6hJg33ao5XLMH5DY8W2HpxeXeXpx+dBc/Sji8s4Wr29t8trWJj/9yY9xcXODrU6HszOzPLW4zJmZWVZrtaHc0CxzB3T+857HW1dO8daVU4fm7wUBr22s8+rtdS6u3xz6D9zi4u1bRKPS5SOod7t87PWLfOz1i3vPWQsrlOaWueBZPLO4yNmZWU5WKqxWKqxUqqxUq7jW5K02VyozVyrzZU89M2V9Ay6t3+LizRtcXLvBxZs3eHXtOhe3toilZNfI4aU5Vsw+K2afrrRJ3DxuuUIp55LmigS5WRpWGdsuQRwggwFCGNqboFhGdlu0d65SEhu4PcWgMI+FQpi21tS3Hcx8EYoVHVxHgGlh5vJEcUxy+5qWv/Fy5Czwkh61cp5n2GIpbbBr5GlaJYRpIyyTbXeGatTgQrzDbL/JDVGia+VQbp6WV6FuVNnBxCxWkf026c4GycYNzIWTmDNLCNsmbdURpqm9C6RE9loY+TLCtDBsF5mmYAiE4+kSZdNAhhEq6iM8H9N2wDQxc3ktD6Qkab+DYTsIPwdpqs2IVUiSKCwClMxpXwKldPBfpiBAxhE2kFoWFOcxSxXkYIDstvgb3/D1/Jl3vm14v7T4U7/0H9k1c8iciwoDGnaRRdPgB57VBtq7UcyPX1/nl77yOQA2g4izef+O9+GdGNfI7ocDcq5PGIeszOsugI+++gIfUVX+9lufwxx6BXzqfT+iDXKFriQPU8VuoOjG4Dc3MIMuiV8ktWzE4BY1Ouwkw3J2tHxOADSli5UOqKJ19cNEB9nzDhjDwH+UQk/qZEA/VjhBj8jN4+byREGXvjLoS4NeYlExU/K+TxCH1OIWXVN7C6RK0QnAFIKcNZTKGfo9O0Nj4EGqA/E2+vm8qW8LW+h1pBKM4ToiqeeSQ4mxeCgvVHUFwVDHvODowHmMrurfDQRRqo9tC2hYsKy9rgmHX4kUlPOAEnhD2SLT0B0Lo9i4bwkUglTqroGRtI4xfC3iocqVb+2vZYSBDuTHEjqRIhoaIyugGeiOg7wtsE1tojxItOb/INavnGNCxRXsBgrXBNvQ1yBMoebp5Ikp2Et6REOD4yjVHRRhur/ecdKhb8GDp7IyvtiIDyQBLPP+Zc7KBzoBOoPoiJEZGRkZGRkZY7wLqAI3lVLXhBDvRQfvZ9GGxf9ZKfX8gX2eGz4efJ4Dzz93xPaMjIyMjIzHjiwJcIw4psnJSoWTVA5t2+y0udVustvrE6YJtmFQ8nzmCwVOlieD5DnH4a3LJ3nr8smJOaSUXK3vcHFjg89v3uYDL7/Itd0drjd26QQhK9Uqp2uznJqZ4czMHOdm5zgzo392rf0KwrznTZUYStKUS5sbvHxzjZdv3uDz6ze5tr3FtZ1tNlvNI89b9tr0ckU+MzD59M2bE9sMP49VnWe+VGTFMjjlu6wU8pwuFzldqXJufoHV2dm9YKxen8/bz57n7WfPHzrWtZ1tXt3Z5ZXrV7m1uUa7cZtB1KVlmAxcnzW7SFKc5QR9UtPe1+iXqa6QRyG8nA54ihWcsItjzRAVqghAJQlGXkvoEMe6st3W104ohbRszBNnUUiqrXVmOl1qpTyO3WIlirhgdelhs0sNszIMSCtASAwhqCQ9ZpOAju3QNCo4QrCaNqglHZzA4lo3QaAwHFcb/soUs1RBBQPS5g723Amt7Z+Ew6r/cM9cGNPUOiyOCYlEhaE2KVYCo1RBJTGq3ybttjGLVYTrYoTalwDXxzQsZBLR60W0YsEqPZpSmw+rNEaFge6KcFwwLfJhj+uUCQo1TNPGMwJ+9Hd/G99xTt9XzV6bP/UzP8HtzVtY8ycQju4oEJbN+VNPc642D8D//fo1zroWbx12BQytkx/KEHhEztXJhM36JqsLqwD8k1cvseCYfMMz7wHgxZc+xs2br+MaOni7M1CHzGrtoIvfuE134SzdMCGwDcpmSivV9+2MFXHKDvE8QTnsIdIYIXQQuhfD9gDaocIxFY4hdEeF0CJShbCL3zdp5GbZ9RfphglCJnQsh6t2hVzax+o3cKMeHbTGfnloXDuKI0bpUJBK6pe/F0M91MH8eV9X8VtCB7UROqies8BRkEpBmCh6CZSGhsGxhEGiK+3ztg5oCwSJVFimlvUZVccrFIYFWwP93JyvK+cDnZMiSnWlvj1MAuRsuN3VnQq2OTQ3ThTGAWkdc+iXkAw19x1Tn0Mylgfwh4mPeGiMjNSB95F+vwJyQ7WrUOnnjeE20L7ZrqkTAPVA4QxlfjxTsZgXzPiKzd6ww0BBwdXrkSjakTY1nsbo+PcrEOuYdx+T8YVJnDx8J0DOtTANsScr1O5nSYCMjIyMjMcHf73dIgABAABJREFUIcT3AH8L+B+VUr96xJhvAf4Z8L8qpX7uDVrayHTvlhDiR4A/fWD7Dwkh/iXw/UqpUUXcqJJuun4u3DwwLiMjIyMj47EnSwIcE/04ZhBHKHQyoOC4EwHMhWKJhTG5oBHJUD9/s9uhG4bEMsUyTEqux0KxyFKpvDePYRicm9X+Ab/rLW+bmCdMYm7U61yr73B9d5dr9R0+cvl1ruxuc313l1o+z7nZec7Pz3NhboHzc/M8Mb/Aam1mbw7LNHlq+QRPLZ/gu9775RPzD6KQ6zs7XN3e5Nr2Fle2NrmytcnlrQ0ub24SNHewKrOY5RlUFKDSFLNUxSzr+W/vbHOr3eATpqmNcaOApLlD2tjCMk1Oz85zbmGBC6tnuLC8oj0IZmc5VansmboCnJ6d4/TsHN/y1FOHruXuYMCNfsDtMCJob7LV3OVyGHO7N2DdNOg362BYGKaJdPN4UZtoIEhNE8PLgeMhtCYOpCmGqcuHZbeNsGxEvohhORBHrMwVWPZyeJsbtDd3EKTU8hFVu4PplJgvzdIw7T3d/2IaMJO0SIRJ387j2jbKL9C0fJpKMdNcY3H7Nq2Byw4+Rq6IWZsH2wWZYrge1uwiRq6AShPSKMawteGtShKEKQGBSmMIYlQUoQZ9jEIJo1jS56QU2C6G4yNsC4YdD1qCyBwmEwxUHLKjPCpRQi26wY5ZxMiXUMLUHQNxwly0S98t03SXQCmeThr86Dd/Lc/O6sD+xs4t/tFP/x9stGPAI+21MM0aMgyxLZMfeKeW4elFIf/2tYv84HPvAHTgf9HT8j0PmwAYyQIBuDn93ntpa4P1m6/zvU89hTNM7vzr9/9HGoGN1+8jmS7fIoBca5OwNMdWYYlC/yYLVsSyHVAxE+atmNmcgaMGDIKIQaCD0omCVii52tGB6pqnNe8VcLIgKFhDff5Wi0FPEbgx+AUKliJIBa3dHrWoQS1usZPoYLk0ha7st3V1vpT7kjQKxVpH7Jny6ue07E8wlK5JhxXxo4B4xdVJCqkUM75gMS9oh4purAhTxZwnMA2BUArD0Ia4RVtfp0GidLX+8FjtSCcSap7245BK33YobWCc83Uioj4U2x8F7AV67Li0Tiq1+alrQZAKDCb8s7GMUeX+cN9hjFUy7E4YGjBHse7ECIddC3Jo4yGG48JUdylEqSKW0AgUgxiaob5/nGGHiAK6IRjD69CKpE6qTMGzBDsDdc9SQEV73xQ544uT5EAXi23dfxJACEHRt2n2dPC/NcicpzMyMjIyHiv+AFACPniHMR8EysAfAt6oJEBt+PhO4L3A3wd+DGgB3wL8U7Rc0G20dwBAYfjYO2LO7vCxeMT2PYQQ88Dcfa86IyMjIyPjmMmSAMdEzrbJ2dMjOHGaEiYJCPAtG3MsqG0ZBicrVU5WqlP33e312O526EQhqVL4ls1MPs9isYQ1No9r2VyYX+DC/MLUeTbbLS7vbHN5e4vLO9v8xuXXuLS9xe1mk9XaDE8tat+BpxeWeGpxidO1mYngu++4ewmCqfO3mlza3uZSvc7lZovLnR6XgohLO7v0d26jkmiodR8hBz2MfAmrMouKQ5Jui0ubt7kapXyoEyFev76XSPBcl/MLSzxZKXGhmOepWpW3nDrDE/MLOAckhmZ8nxnf1z2Zy4evQ33QZ73bYb3f41anTW+7zPMbu1xuSgbBADNX0HJAQU9HCC0L2e8iHE+b8Zo2WBazIuBktINdKrHJs0Q3XiMNIoJajnqSYBkWM6pHLHN0RQGQ5JMuroxoWAVy6QDbVBi2hTBMZL/H7WafE3GHGdtiV1nIfkcb/7o+CBPhuog0RcUBSgJpAoMOyrK1OXCiOx1UEuttgDJNsB2EYaDiBOIQMLREkWEikxgVDbsd0gSVSBC6/HonFjiBzYrqcSLZom9JYtPFCnoUoi6dWHHTKrMrBT/49Cx/+su+grzjAfDi2mX+7c/8TdSgzSnh44oiW6qICgaooMcPfMvv4XxVJ4fe9/kXOFnI8z2n9H1VDyNmPZdYygf2BRgF/6VSmELw+u3rXFjSRTq/9cKHWbn6Cb7u278LgLWNNV557XPMxum+Ps0ReM0NlnMe5vwS1swsKmoza3RYdSMSw2ctgmLQRHQD2sMC3aoHFc+gHMqhRI5is6+7DLqxYtYTLOTR5rTdFvP9FlbfJcCkFUiCzoC+CzNFg5yluwjytg5IGwI6w2r/UMKMBxKBGlapVz0toWMIXUmfM8E1tMyPN3zrBKkiSXVnwnYfPEtX/xdd8G1BM1RcbiksQ2mTXk/LDPVinQAQAkoGjGLh/WEHgmPCYk4fq2DrtQgB9QB2Q0V/GLscBeyLttbrH5fWkejjjM65F08mCQx0h8Eg0ZX5o10TqQP+BVuPiYdB/1QOjY5NnRQQCoKhb4Ip9Fco9XFNQ/BaU9GLpTYKdoaST6k+h5ytpnoBwMj7QR3ZJXCQGU8nh1xTJ4gyvjg56AnwIMbAACXf2UsCdLJOgIyMjIyMx4u3Ap9TSh2ZpVZKRUKIzwJvO2rMI2D0oWsDP6GU+otj2/6tEKIPvA/4X4QQf18p1T00w8PxA2j/gIyMjIyMjDeVLAlwjEil9gKP47rktmlim9N1HsIkIUi1a6drmXjWZCJhJp9nJp+fuu9mp81Or0c3Cklkim2YlD2fpVKZkudNjF0olVkolfnKAxI7UkpuNOq8trXJa5sbvP/lz/GPPvhfuF7fpZYvsFqtcWpugdVajVOVKqeqNU7NzFDxJ80IF8oVFsoVvurgNZGSG+02F+sNXq3XtZTPxgafv3mDrrIx8iVkt6XNbyuzYJikrX1j4EEU8GKnxcv5EsiUePsWstvCLlU5d/o8py88w+rsAieLBVYKeVbyeVYKOVZyHt6Ba17zc9T83F4/KLxj77tWGHG5H3C5N+D1ZotLzTYXt7e5nCZEtquD6aYBSjArAoq2wZrMQVFgzi6S9pskwsLIFRg4Pl4aUoi6tF0fT6TkZUBoOFhpilCKWJhIocvAVTQAFIPCAjOGoGRU6Q6DgcK0dCLANFBhD2GUEIZApSDjGII+hm0jbBfiECUlpp8H00YkEcKykP0+stdC9buIfBGQyCAEwxj6HRg6caAUGBLhehh+gZtBmUDYVGWPGgLHNohaIVcDk61Gh+WZlA/93t/BO06d2buOP//yZ/jnH/mvrAoHwy1jA0siIVJ96s0e76hW+J63vQuA13Y2+Hcvfpq/+ju+G1NoqZnZYReA+RBdAKP33ijZ1qvfhqVTSCl5+b/9NKdyHmdOaz+CD332kzjdBlZw97/1Zz2o9q8j6h1afo2WX2DVBFtJ6p0BYXdA2OtQsgVFWweXu5EOhq8UdFB5N9iXGdrsa0+AMIWTBV3V342g0w3pxYp+sl8hv9GTeKZgPif2zH9vdPY16Q3gVg9O5HWQvhFo096Vgg6y92IIhEIg9irvQwlRImjHSksHKegHWhbHNqHs6LlHSYsoBc/U41OlpXhylqDk6lunZ2i5nu2+Dsp7pqDq6kC9lHpdmz1tqLucFzQixe5gKGkkBL0D4vpxCs1QB/NtAxxTr8uQQyPioVRQkEA7ErimYqS4EqaKKBX43rALYuiVDfo8SoAS2rPBEPoaO4agFSk8cz+I34m1F4Bj6ms86hSpeTDjib3OjlQd9pPo3EORdtHWCQBD6Oue8cVLdAzGwAClMV+AVuYJkJGRkZHxeDEPfPgext0GvuIRr2Wcztj3P35wo1LqF4QQ2+hq/feiuxVG/xxM/0d8v1Ogc8T2cf4Zk10PL93DPhkZGRkZGcdOlgQ4RgwhjpQwidIUUNiGOZEgcC3rkGku6O6BThQSJQmGYZCzbQqOOzHmKImh3V6P52/eoN7vE6UJQgh826bm5zlRLjObL+yNNQyD0zOznJ6Z5Xc8/ezEPLfbbV7d2eZKq831dpvnr1zj+s5vcW1jnXTQ4cyM9hw4M6v9B87NznF2do6FUnly/kqF05UK33z2zMT8N1otXtnY4PLN66z1B6yFCVdv3eCGkGx3J4OystfGLM/sJQ3idoOLr73M1URhVbYxXB8hJSJfwMiVEEryVtXkOS/hVM6nWp5nrlhhuVBkuVBkJl+aeK3KrsM7XYd3Vktwcr+LQCrF9d6AS90+Nwchu702Yjdkp+RhBylbnQad8ixBFNKwK5xyW3hCERgOuXSAKyMMy8REkiSKvAyRCHZEgX4sgQRhuxjFCvGggSVTTEth5IuAAtNCuA4qCJBRBE6MYfswqqTud7SUkWljuL4O7JsWMuhrE99YoKIBwjDBy2nTYNPUUkCGlmYSto1KBSqVIGNQIDwfYVnUzRp1e5HNfB7LdYhFi/Nejv/5G1f5w+99716g/Vazzt97/8/ziZ0tDC9H36uxKBtsqALz0Q7ldEB/EPI3vv/PYwhBmCT8sw/+B966eIavmJ8F4NV2h7dU9P38oFJAoy6ANE0wTYsbu1t7Af9XLz5Pu7XDt3zzH9gb/5GP/xq51iZ3O9p4sLazW8cz6tTyLrWKoCMVThxjS2hIaIQK3xJ7geN+DAhBJ5LUg8l5OzF0Wlp6Z8YX2Ma+/nzO2g8qb/UVOVtr6PumoBntB7zH2RpAwRbsDhSvNyThnKDqGdooONFnKZWWvjENXaGfpIKcpXCHRrZS6QD8zkCfc97WgfDtgWI+p1jOa3key1S6CyHV0kQ1SycNUgXrPWijjZXDBOZyQueYhJZA8lz9XMtXdGLF7kCv5yCDRCc6FLA70M+Nqvp3Yp1sCA3YCRS2ISg72uQ4HXoazAidkLndUwxSQcXV27pjxsCOqfaMjD1TdxYcDOIflPWpBxCnumsiN/RMOMpP4k7kbd0BkCUAvvg5rk6Asr9fKNDu3+ONlpGRkZGR8cbQAZbvYdwi0H/Eaxnn2hHfHxwzh14bwHW06e/KEeNPjo27I0qpLWBr9LN4SMnTjIyMjIyMByVLAjwC1LDkdPwD3jmiEwC0LwAwIe9jmya1A9X2I6SUdOOIJJWYhiDvOFhjxrp36h7oRRGv72xR7/cJEh3w9R2H2Vyek+XKhMTOUqnEUqnE10+ZpxOGXNvd5truDtd2d3j+xnV+7tOf4vLOFs0k5fyTb+eJhSUulEucLxV4olrlfLWCO3YdVstlVstlePLJKesMuV5vcLW+y83dbW7Ud7ja6fHKTo7XOg2CfhdkCpE2q8UwUSgtmZMmCMfhc0GeW+0OtWad8s1bmEhSCU3h0y3M40vBaRVzvlblfK3GE/MLXKiWWfL3uygMIThTyHGmMHotTgBPH1rrVrdDo98l6W6SttZp9Zps99qkoclu2CNNJZW0hzIMbtsztMyC1uFXEmwH081h9XdIZUocxci4i1ksQy4PSQpS6iB/NADbxnBcZBRiFMogBCoK98rGVRqCEAjLASREAcpxMbwSwvYQhgG29j2QMsbA1kkEkSATBVFPJx9yZQxLGw57hTK/Z+UEf/DsSd4+sy9dlaQJ//43f4V//vynCIfrQsFuJCnEMRVRZ2D5lGTE7/td382JGZ1g+cmP/QqXugP+8Td/NaBlgFZy+ro/jCHwXheAqe/jW5vXWH1G+w/8xgsfIXSLvPcrvhXQUkA7L3yIYnPjrvOOgrVBopjzBa4JRStizhAMJLSVDij7lqARKoJUYQ019/uJlsIJjtCPB9joa5PZo4LKsRxK6qBlhKYlAEAHuONU4Vjaj6CfCNxhpf+okj2Rev5ZT9CJoOqAbQkdwB/6C4SpXk+Q6OSDY+qERSOUrBRNZm3YHoi9yviCrfdVw2N4w7d5PWAo5aMwhdbwF0pfi7ytDXm3BvqcTDFZWe8Nr2cnVqSh1u5PpZb9MdCSPbuBwjJ0p0Mq1fB10te9HcFGX9GL9XkmSpG3tIdAa6DlfGq+wDIE7UjRDBW3e9xzEP+oLoF7xTH1a51JAH1pEB9TJ0BxrBOgk3UCZGRkZGQ8XnwG+BohxKpS6sa0AUKIVeCrgI++get6Yez7GXQnwkFGRnmjSrQXgO8E3nXEnKPnP/OQa8vIyMjIyHjDyJIAj4A7ZffHzUpHWHfQPk+VxGBSXsgwDEquN3W8VIowSZBKYRnGoS6DvONwYWjeepAoSbher9MMQ0IEtmlQcRxmfJ+SO9mFUHRd3rp8krcun5w6z7VOl8udLpd2tvnQ2ho//rkXudxsUXQcnpqp8WS1yjMLizxZLnAyn6d8QL4o77g8s7jIM4uLh+aXUrJW3+X1jdtc7g24qkyuRJLXGk1uDkKUYYBUCMdnNzHZNWbIyRBTpSRJwsAtgpQk9S1ebe3C1WtgGJjlWYx8kbxMdeJibo5ny3nOFwucyfss+j41zz20nrzjcqbmcqY2C5yeem2DoEu/s81Wv8/VQcyZIGUrDNhst9hsN9hOE8qlPFcjj0FaxPBzGMUKSilkrAM9ZmkGL+5ipgHS9RlUFxC2pU2AkwDD8yDokyYxBANEoYxwHESxggj6OgHgeag4RsXDKGcCOClgIJXUyQM3hyFTnls5yTcuzvKNJ5d419zMRGA+lZJfu3KZn/3AT3Fx7SpBZRkzN4/h5Ul7HZrSxrMrLKoe1bjJ0vx5vuvLvwGAl6+/yi88/xGeecvXcbasu0Z+bX2D7z6zCjy8IfB4EuFkQXt19XptfuuF/4fzF97OytAf4Dff/9MUNy/ftQtgFKx1DEVhmACIpK56l0M9e9A/O6aWxEmU/kJBDh0gv1usdzyo7Jl632CoY++YQ19n486BZnNoRmywL34KWmppnJHJrmvqIL2t9qWHTAMqlg7ADxItSzSaqxXqLgPH1B0CqdJJhVYIvq07DCwhKNi6o6HsCITQRsidWAfYR8kRx9TnIpWWf+pEig4w6+tuBtvQ17kX66SBQs9jiqF0UaiIpO5gqHgC29LHHCQ6yeGYgstNRaokrinwTUEDiRDagNe3tGzSpYFio69ox/cXxB/xIPuMXgNTcGRCJ+OLi4OdAA8sB+SPyQFlngAZGRkZGY8X/xr47cAvCiG+Uyk1USUvhDiF1t63gZ98oxallLophPgk8B7g6zkgxyOEOAecGv74/PDxPwF/Hfh2IUROKdUfGy+A7x7++AuPcOkZGRkZGRnHSpYEeMQcDPrfb4LAFNMDBUopkmGCYNxo2BhK/0wjSVN6cUQidYJAdxDs7+tYFqdqtb2/gMZpBQHr3Q67g4BBmoBhkjcM5j2XlUp1ItngWBZPVCs8Ua3A6mSSoBEEvFZvcLHR4NM7u/z0yy/z0ssvEPgFVisVTuY8Vktl3lLJcb5SYrkyw1xljtxY0sMwDE7NznFqdo5vPLDOQZJyudfn9V7Aa90+F3sBFzt9LjXbpChwBarfId7dJG1sY7geGAYoRdrcBqVotne5/Ppt2rUy10o+ZhoRRxEdt0LXLnOBPm8tGIjqCnNejvl8gYVShblcjoV8kZqfOxTI9rwCnlegBjw15fqmUtIY9LjZD7kexNwKItZ7A2436my0mgy626T9Onbax5YJcQTdqMauU2ZrIDHLM6g4QvZbpJ02wjQxLBthmrpjwjBRSIQwMAyL1NBRZst1WXZtFl2HC6UCb6uUeHu5yLPFHHnrcPfKjU6Hn3rxFX7q+edpIXmm28ExBQOZIkwTFelkhPBy7AhBHDWpGj3+8Hf9GQzDIEpi/uovv49L7jI//C4tBboThjxR0sH6h+kCGL1/4jTFtSyubN3i7Kru2njhAz/O3KWP8G3f/t8DkMQRH/8P//SuCQDQwdqCrQPTKdrAFmCA1qyf8wGhA/eJ1AFuxmLuBQeut7UEzd0o2rrrIGfrAHGqtJzQyCPANIbzH4FjaDmbINVrClNFkLJnrDtCorX65zzth9wMhqa5Um8coPepuoJU6er7UTLkRkchhKLkCDxLJw8iyd61LFqKiifoJTrIXnS08XGY6osySo6APpderM+5A8RSkSpBlEIrUgTJpNZ+O1K0QshbYJuCiiv2TH0F2vA4TEcGvvvSPEV7v8vCFPq5INFJl4MSTW8UI1NkM+sI/5LgYCeA9YAvfCm3//neGWRyQBkZGRkZjxX/Fvge4HcCrwkhPgRcHG57Ah2At4FfBX7qDV7b30EnIP6KEOLDSqnPAgghysCPASbwC0qpWwBKqc8IIf4r8E3APxZC/HGl1OjD/K+iW8NfAn75DT6PjIyMjIyMByZLAhwzDxP0P2qsUroC1jgw1hbTJYYSmZIqhSWMiQSBZZqUTf/Q+FRKulFEmCa62tiyKDvOxL5lzztUrQ8QJDE3W022uh16YUgiJaZlkc+XmM/nWM3nJ6SQqp7Hly0v8WXLS/uTfNvvohtF3Gh3uNHYZau5y6B5kw9ef5HPNzusN+s4ls3JxVVO+h4XCh5L8yvMzp/idG12okvBt0zeUi7ylnLxwDVR3A5Cbvb6rDXqXFvzud4ocb3V4lqzxVqzTmQ5qDjiZFpnRTQp9tsE+VMkbhHHijglO3SSkLqy+dRuiL2zxUY3wazNa2NeQFgWi2mHslfArZxgtlhkwc9TzpU45TuseA7zuRx5Z/JamobBbL7IbL44Zld8mFSm9MKQftAnikP6cUxHClrCIUxTkki/BlIplGVjWzYGYBkC13Ep2BZ5y6RgmpQdi4pt3zXo/kqrw3+5cpX3f/qTfOTWOkZ1DsMrIhyPnpdyMu8xKJxECSCKIImRpolIUuz8LH/2276fWll32P6Dz3yOX3dP8q3nzvNMVXcB/OZWne9c0ffDgyQARu+j0ftnlJBKhh0UaZrwif/0z5nP+bzty7UU0Cc/+PN0Gtv3NL8EXFMHvLcGk9vakaLkDiVoAGtY2T5iztfB/+3B3cu9ZzytwT+SHUqkDhDP+oKiA0Gq6ESCmiu43T/cVpC32dPP78c6EN6NwTIUrikoOzqQ7hg6GD7vQ8nRkj3aeHeYBBjSi7Vh8W4giFJtmDuqXA8TnZiwx6Rw4mFFfNUFDC1zYwm9XtPQ8j1ae19X65vGvvxQkChmfZBKkCot4zNOP9HJhJKjDYBdc/I6KaUTAFJpaaHdYLJCP5QQh9qjIJH3L93zKIhS/TrN+oJ+Jgn0RU+cPJpOgGnFAxkZGRkZGW8GSiklhPjdwD8E/jg6gP5NY0Ni4P8C/rwa6ee+cWv7BSHEPwb+FPAJIcTHgRbaoHgOeBX4Ewd2+17gY8PHrxFCvICu53r7cN/vGUsMZGRkZGRkPPZkSYBj5n7+Gb/XsUKIIyuWp/kPWIZ55AsrlUSqSQki0zCmBvhHRElMlMSgFI7t4Fj7lYieZXNuZpZzM7NT990JAm632rTDiERJbMOg4rqcyOUou/vBjILj8MzsDM/Mzkydp9Hvcqu5y82t26xt3eKlKy/ywksv8uu3W1iWxZOLyzyxep4n5+c5XyrwZCG3pzGvr4lgJeexkvP4irkaPHH+0DFutVqsbW/Q2LnJVnuHi+0+G7bHrTilGUc0Q5fZsE5OhPTcMvlYcqoEPSMlJsFOAwpJhKFS6jIhCALWtgQpgpbhU3f1uZVat1jsb7NUmWGmXKNYO0GlNEvFz3Mi53HC91jyHHJTDKNNw6Tk5ygd4RfxsPTTlJfbfV5sd3ih0eZDG9vcandI6pvEt66BZWPaLsIrYHg+Tf8Esy7Mm4ptUQAMZBSgum1mcnl+9L/7PSxV9Hn/09eu8CM3W+RzeX7oHc8A0Ipi3l3TyYBIShzDuO+g1vjYdhRSclzCJObckpYXeu0j78Pp3uIr/79/GdPW99zn3v8vKNrcs4Hr8EhMlPgDjVAby87nBFVXV3bnbT2y4Ogg/I2OZOMu1mfjxsMHTWJHAXDPFDRDiW8ZLOZ0R0IqdTDdMXQCIFG6Ur4Xq70gc87SUju+paV2So7AMXSVfTpMNDiGfp6hmS/sdw8otETRtMr1eEogPdQWFtQ8QZTqc0pSnSwoOxBLgSm0R0Az1jJKhtDdAHF6OAEwohPByYJO9jRDdeR1KtiCbqTP/06dFW92EgD0OooOFB19fhlfvCTp5P1qWw9oDDzmCRCnkjBO8ZzsT7mMjIyMjMcDpVQE/EkhxN8EvgFYRf8BfQP49aFJ7pu1tj8thPgI8D+hTX9d4Arwo8APK6XaB8avCSGeQ1f+fzvwu4FdtJTRXzsod5SRkZGRkfG4k/3n+AXO3ToNDo4xhHGknIhUCqXURAcAgGPZE4H/caI0IUx0NM21rEMGyLOex+wRCYZ6ELDT6zEIB1qiyLIpei6LuRw5Z1J7v5orUM0VeMvyYbGier/PpXqd19sdXm81+I3r13m912M7TDhXyPGEa3Iu73My53GmWmGlUGC+VMY0Jtd6olzmRLkM5w8bFbeCATdbTW40d2nW13lxIHkpNtjq7uINGli9JonjEkmJR4oTh8SeQ2y4WGnMyXCbWtrjhlnldVXlRhJhdSzAIgj6sHmLtNtCWB4CSdrvUDYEX1lSPCX64M9ScWwKlkWxUKLg5fAdB9e0KJuAm0dZ/lAaRWAODVhTIFWKREpipehEMZ0woI9BRyp2Y8lGFLM+CLnR63Op2ydJEkhilCEQSQKmqeWGEu1wazgeqBRkyg45XKPMiupyUtbpuR5hKpkt+fzwd/5BTlTnAPiXl67zQy9fBgR/711v51xFB/4/vnGbb17VwXpneN89TFVraXjf3KxvcW7+BAAX//P/yUzB55lv+eMArL/2KXqXP8ZiXmAHd5eDMThaVgdgs68lZpJUoAQ4FgQx3OpCPZDcvksCAPaNhw8Gtkd0IljICeqBTirM+QYlRxCnikRpCSCF1ubfDfaNbUdBZkNAP1ZEjqAV6nOpuroTwDZ1MN+zdLLMMhRKCSKpqIeKcBjAD+6xcr3m6Wr+INVmvUGqJXtCqb98C+ZzYk+uB/SxHQPa4Z2LwoTQyYqN3tHXqeZpvwLHVHfsrLiX1/5R04n1Oma8fVPkjC9ODnoCHPycvVeK/uRncXsQZ0mAjIyMjIzHjmGw/9+92es4iFLqZ4GfvY/x28CfHH5lZGRkZGR8QZP95/hFxP1KER0cYwiho2xTSNIUicI2zIl9HNPCMQ/fRlIpOnHMIEkA8IcSQ+PUPI/alARBkibcamyz1evSCQakaYJnmpRcj7lyjdliGWPMK6GWy/HeXI73HpgnTFMuNVu8urXJ5zc3eGntRV5vX0c1rtHc3SJXmqcwc4JqeZ5KdYG56iKrM3PMzixRLk12NpQ9n7Ln8+zCEvAWfv/Yea71elxqNLjZaVOv32KnvctrsUkvTUiEhRIxTVxmZZeTyRaBu8CWmgMUhp3HtF1kHGNYLtgOSiYIwyJRIbvba3xCQJ0uKhogkwhhOwgMZBxg5opU4jbSL/Jq6Sl6WKhBF0xLmwJbNioaRoRtG5XEyH4Hw/bAcfSjKQCBQKAwUOEAlcQIy0EJ9PfCwJpdRMkUFQy0UayCdNDhpsgTOC4zVkol6fHlp87yZ7/ym5jJa0mmf/XaZf7ii5cQtsu3zZX5A0+cA+DjG5u8e16bVDejiMqB++N+kUpiCAOpFCVPy15tvfZbNK5/ltWv+UP4JZ2Q+PDP/gj1oVb9jKcD6dM6AhSQeAWwTZoiwowDvDFZHalG5rqCRqjY6EuiFLqRwjQECm1Oe7KwX30+7Tgjrf2jAsB5W5v0Fh0oO4LbfdgZKNqhQonJAP3BY4wHmZfzWtKoGepj+pbebydQpFLgmLoi3TF1kH2QKCxD3x6WAaR3r1wvOvpXSD/RsjxlR1ByFZ6pEwOGANNQGOiq/77+9YBvCiI59DI4AtvUskVKKTwLSHQXwUEOSgsd1TFwp9f+jaQeQJzuexZkfHEy7glgDBO1D8K4HBBoSaD58mGZv4yMjIyMjIyMjIyMjIyMcbIkwBcRx+E/ADqYKhCTEkPmdP8BOawyFwLsscp6QwjKjnMo8A8QpymdJCFJEkwBvm2Ts/fHWabFiercXhX5OP0w4MbOBp2gzyCO6WBjWTZV32e5UGLW308quKbJszM1np2pwdNPo72oNGEUsFPfpNm4TbO+Tr9xk82XP8dLu7e5XK8TWR6rJ85QnjmJX1uhOnuKk9UZVss15gr7fgOGEJwqFDhVKAyfeXZivTuDAVuDHhvtFpu9LkF3m1cCwSe6BldbTXpy6KgqdBW5YRoIw0blCliRwowhFlq3X9q27l6wHVQ00BJRMiWKJa45wBASEIhcQT8apo7ICpBBD8MsIYSBsB3SbgPD9VG+0ubBhgGmjVAKLAuSCJQEw0QIE2SM4eWQYYhigHB9VDiANAYvx47h4ZWq/OW3nufbTizunf9PXrzEX/jsRYSbYyHn8w/f9RYAGmHEZ3brfPnign6tHrAqFg7f2y/eXuPty7q74MbH/wO9BM5+2bcD0G1s8cqH3wdMVo134v1AsQKCyiL98gJRoYoyTCyjg4h3kO0m1aCJZw017RU0Qh0wd01BKhW2eX/V5wbgmlrXflSVP6LiQtkVOIZADg16TQH20Ci3Eyqa4Z017usBCKWouPpeMA2t/b8z0Dr/OwN91pbQiQSJli7xLcF8Tl+nSEJhmGTYPVC5PpII8ixtIhymim6kA/xxqpBKsJjXyYx+DO0QUIp4eL6eCYNUEck7m+QWLB24N4T2WohSLT00Mk0eoSWZ7i4tNO21f7PoxHodzvRfsxlfBIwnAR5UCggm5YAA2oNMRyojIyMj4/FCCOED7waW0ZI7U1FKvdHmwBkZGRkZGV/SZEmALxHuR2JlvMr+IAcDroYQhySAxkmkxBBiwvDVNk1qpgnu9L8JB1GIlAmGYeHZzsTxcq7H6bnlqfulUrLW6bITDHQHgqENcJc8ZyJwD+A6HicWT3Fi8bC8EECr12aztUu9ucHm7gavXHuF932mw1q3TUUGLMyfxFx9F6ulEk/kPJ4s+pwrlbAPyiH5PrO+zzO16Z4JzSjmen/Ajd7waxByvd/nervLTi8m7RtYSYByPISwkCqEaABKIWwHFUXYIiW1XNI4BtfHQAwr+FNIUlQYoKIIKVuIfBFhWAjHRZgmCgmGhWFZqDQFFMIwUQhUHCKEj7BtlBAgDIRpYOZKqDTW402blUqVP3L+FH/s/CkKlj7/bpzwlz7zMj99eQ0jnwdh8A/fco6qo0ud/8pnXuFvDX0B6mFI7Yh74V4Y3R+j+7Yz6AEgZcrFj/xHTMfj5Nt0AujiJz6AlPvR8iBR5OyhKe7QVLezcI7u/Bliv4g96GCkMS3Dxy+fxPOrXNvZpNK4hcm+Ia6W3FEYJsj03qvPizZUXMGsJ7AM6CUQJBBLhYEOVEugNdT0T6WWI4rlqCJfHNlhME4vgWaoaEV6vRKwh8mJkcRRonRQveyCmRPkLcEgUXQjvZZRImM3UGz09ivXrWEyZGegSKSiOpQD0ucN/a4iSHVXwMi7wATyFsy4gk6s2B4oHEMcKTVUcaHq6a6CVqANgD1LXz/fErQi7YUA9y4tdPC1fxx4XNaRcfyMywHZd8p23YW8Z0+4k7T7WRIgIyMjI+PxQQjxF4H/DSjcbSyQJQEyMjIyMjLeQLIkwDFzv6amjzv3KzF0cLt1RIW3UopEKS2LcGAf33GZVjQilSKMQ2QagzBxHRdrrPvANAxWigVWiof/5kzThGanQSsYEIZ9lIyxTZuy51Mpz+G4k0a75XyJcr4Ey2cA+I6xbfVOkyuNOi+Ggtf7If9mZ5dbt29Qa15kdvYEleoSC77PvOczny+yWCiw4OdZKBRwD0gnVRybimPz9kpp6nXa6v82dtt1rvYDbrVbrLca3GjssrZ1k7ZhI8MO+ajJmjtDLxEIW6Esk7TfgURHhoVhaIkhaQ6r9yUqSVDCREiJEAaMrKcVCNPG8PLIfhuVxgjLRKFApiglIAkRUvLbV5b53qfO8zuWFyekLX5hfZv//bOvcLsfgG2h0oQ/tLrMNy/qRMjP37jFkmNSHRpDl+wH10AZ3XOJlFiGweWtdd6xtALAldc+xXoqePItX4c9fH1f/fj7Sdwc0jQx0pQk6WMbuhofdAdAd/4M0rTJb1/fM+QOBopOP8EoFyjMzUM6gHYdW0DR01X5YQq2oU14p3Gw+nzGY0+zPkrBtSBnwYIvyNkCe9gdsN6F1FQ4xr6R7rT57sTI1NcYBvoBYnRyoewIys6w2n+YlBgkip2BmgiujycyNnqKjb6uXDfY70RwTCi5hyv6dwbak0B7H+hzTaSWImoMPQyK9nSpobytuyF8C9qhli0qDX0OpIKapeWG4lR3BNyLtBDD62GNvfYZGY+SiU6AOyTO74ZpCIq+TXugf7+PHjMyMjIyMt5shBD/E/B3hj++DFwEOm/eijIyMjIyMjLGyZIAx8wXegLgYYL+R41VSqFgohtACIF9xPhUShKZYgqBNRY0N4TAdzzgsI9AP0loRxGx0gazZcfGGwu0mKbFTGWOmSnHa7e2WF9/jTDsEUiFROA4Pm6+ymxphkp+MkBfK1aoFSu8e+LZ9xDEEWvNXa50e2z0e2x2O7zcanK73WKjtUsYx5wWEbOFEvGJt7NYqrKaczmVy7Ga8zjpe3jmZEhyPpdnPpfn6Snr7sUR2+0mt5s7XA0kNyLYlbAbp2y3FfUgoJmkNPt92r0OomgipIUMexBFJGGAZZpa89+0tCRQmiAwwLYxciUM02LWFsyTsFoq8WylzNtLeb5ycZ6yMxm8/63dJn/vtTV+Y7ehkw1SQhLzPedO8cPP6ar/zSDkJy5d5+e+Vjs4dJOEgvXgv4ZG99wo2dS4/iLn3vPNAHz6+f9Cv7LIyS/7TgCSOOLT6zforjzLXsl+0MDp1kk7uyigX14g9osTCYDhkdhNLKJmj8bsPHP5DtVuHTmsgI+klttJ5b1Vn8+4OoBvCN01kLow4wtOlQQ5EwoOuEPZnpoLvURwo7NvpHtwvrtVs0dHmPq2wpEevQ7OlxxBKmGtc1hmB/YTD1VPdyNIJoPtRx0Hhl0BicI2dCJhe6BY6+6PmWaSmyp9vBlPd0gkSuEI8G1BP9aJAMuEWUuQSNgO1D1JC4HeniqdwMjIeNSMJwGsh+gEAO0LsJcEyDoBMjIyMjIeH34ASIHfp5T6j2/2YjIyMjIyMjImyZIAj4hH1RHwqDsN7mfuOwX9DyYHjpp1mkGxaRiYR3QQSJkODWBNjLExOcsid0QwOU4ioiggVQrLtPAcf2LfUnmeUnl+6r7dQZe1rTUGQZuuNIiECZZH0SuwUixSGguEe7bDhbklLhy2MgBgt99jt7XD1U6PVxKLa70eL2xscj2MWR8ESAQLvsepQpFTxQKreY8zOZcLrsGpnMdMbrLDIW875GfmOT0zz1dMP+QeUZrSjhP6SUI/junHCUGSoEyLVAgUAsMw8EwDzzDxTUHRtph17EOdGuP0koSfu7rGv756k5d6IcLxdFLB9lAy5X975jx//tkn9sb+2U98mn/w3LPkLAup1F4CIJXqgY0ypUwxDBMpJbUZ7UfQ73d45bc+gJX3OfvcNwHw+uUXaeRr2GEPkSYo04SZedb9WZrJJl5ri6hQxR50jrhfBZ3UIuwpmvYic/E6ZtDTVfwmlEs+gTBJYokZ9qfOMao+Lzi6AyBMFbO+oOrC+bJgxteB7WBY3GsKqPlQSLUU0LWWNscdVcHfTzX7Uaa+o+D8fF4nBeqBYnswfY68rb+qrqBgTzckvpt5sGfpzoXmFLmegya5+9I++pwHoV5jydFeAlEKYSLwHVgpCQap4mr7ztJC++sQOoGTSfBkvAHEyXgS4OH6T0o5B+pa9izzBMjIyMjIeIw4C/xGlgDIyMjIyMh4PMmSAMeEkqk2Yh1y5wr6oYHrPQTcH1aO583guAyKp52PYZgYHG1SjFITAX4A23KwrcMGxaBlgpJEB1Esy8E8INdT8AsU/OmSloM05fVOj0YYMpAKTyXMWFD181T8HOYBb4WZXJ6ZXJ4nluCbD8wVS8laf8CV7oBrg5CrQcxnWx3ed3ODa9vblAebLJkpTxUclvN5liqzVIszzJZqLOZLLHgONXf6OQI4psmsaXIHb6575mpvwG/VW/zmxja/dOMGnURLCinTRvU7oCSO4/JP3vUs37WyBEA9CPkjH/4Y33HqBM9WywBc6/U5W8gj1YMnAACklBiGydqNVzh79u0AfPRjH6AVpTyxcpLKjPaQ+OxLn8BvrA+D84qymZIEgpZ3ku78WZRhoQwLI72zvIaRJgSmSx8bJx1KCFXm8CoOhiHopgZ2v43f3cVp70wkA0yhg9meBa6pKDra9PdkXgfNY6mr/4d+zqQSmoEOeM/nBG+fhbXufhJAAL1E3VM1+1GV9iNT3zhRNFA0wun7j0yK85YgkXrfca+Akenx3Y4Tptpc+Cgfg3GT3JypzzFn7XsXAKRKGzG7pp63l+jr2Y91IuEoaaERRQfC9HBnRUbGoyJJ9+81+2GTAP5+8rndz+SAMjIyMjIeG5rAxpu9iIyMjIyMjIzpZEmAY2I8ATBCyZHR6uRlFvdhvHtcAfXHheNMEBwcYwiho6dTkDJBSYlhWhPX3zStQ4H/EWESM4gjUCmm6ZBz3ImqeN80uVDMQzF/aN9+FLLRbdHsthlEAYZMwHJw/BJzpRmWfXfCL8E2DM4W8pwtHJ4rlpLr3T6X2x1u9Htc7fb4YKfHy402twebQwkfgWkY1FyXGddl1oSq61A2BWWhqJiComWR8zxyfp6cKfAMEzH0ZDAMbfzblxBISRDHJGGPbr9Jv9eg0ayz1W3x0iDlVuEEdbsMSoKTR4gY0hiiABEFfNvyHH/pPc9xoVIB4GqrxR/9wPs5W5vhjz55AYDXWm2eKJf2X7cHRCmJZemAWDxM5kgp+W8f/Dm60mTlqa/eG3vls7+G49g4SUDOkAykwU7iEDbrxHOnCQo1kAnSnOZRoHCFwhC69D5KY0SajJkIFyhHmyyqPl3Dpz9zkrhQxXd88jtre4kAz9KeAWUX8rY20O0liqIrMAzYGlbgewb6t7MayeDAcg5OlgRbA+0/YBow4wEDQcFW1O+hov1gpf24qe9I0miaUslIl98Qer2pHBkYTzc9vtNx7sXIGPbljVKlTYSjsUzHIIFBova6IBxzmBgZfv+wiYiMjONm0hj44ZIAxdx+wjfrBMjIyMjIeIz4FeBrhRBCjf5Zy8jIyMjIyHhsyJIAx0QaDTAdf+K5aYmBEUopUPLQmEdZRf+4c1znLpVEHOi0MAxrqmaKUhKZRCgEpmVPJAhcy8a1DgeE41TSjGPCVILQyYCybU0E9XOOy9naPNQmZYaiVLI+CPj4ToN6HNFPQQGOZVGyLBY9h7M5j7y1f1/YhsH5UoHzpcMdCYM05fYgYCOIWO8PWO92uR1GrPdDbjYafDII2axvETW2UOEAc/ksolhDWDa6G8UA00SZ9jB/IiBNODm4zXKwST7t0TN8YgVWGjOb9vAI8J0FbtpzQy0awZyCbzk5x/c9fYFnZ2f31vdb27t8769/GN/J8X987dcC0I1jelE4vP76db3f+3U0fhD0yfkFut0Gp0+/BYAXPvNhdnbWUQjOve23AXBz5zbXlYU5t0IUDNjt9wm6PTqpiUBgDzqkjocZBQTVJZxufa9joGSmlIyEnCkxUPTyCrWzSVTIsTN/emgifIPATIjtkFkxoNlvERXmGNROYEcD3PbOXvV5J1bM5ww8Uwf0a472ABiM6e8HEtzhv06+pQPcUaovtyWgIyFvwm4AUaomAvB3Y7zSftzUF7T0zjQZHd/SHQvaSHjSoBimmxTf6Tj3SpTqZINrCwbB4f8lRworviXoxQqp9t/mx5GIyMg4LiY9AR4uCVAeTwJkngAZGRkZGY8Pfwl4HvhHQoi/oJTK/trKyMjIyMh4jMiSAMfEwQSATGPSsIdSKYZpYzr5w3JB4ghZmzQBFMaBiuQ7afCDmghgf6EnCB4m4WHcV6eFgWkfNhoekcgUEJNV+6bBnHm0rE43jgnSdChjYuGPeRU4psHpQo7ThdzUfYNUshaEbLYi2klKJFNsISiaBguuw6m8P2F47JvmWAdBdeqcUim2BwM2+gGbYcTmIGBzELCtDBpS0YxiGmFEK5H0ZYoXNDkx2AAZsW7NYJompmFgKDCo8bacxVcVcxi5PE8vnOBdszVW8pPnsxuE/ONXLvL/f/0ST1cq/POvei81T1/nT25v8/XLy8PrLyYe78bo9RuNzw2lmjZuX+X8hXcC8Gu/9u9RQDR/jidOngPg/3n9Na7IEhgGcTlP7Ef4xga5oTyQkcZI08bt1km9AkF5Aa+1wbwVM2vF+IakLw0GhRncsMtsuE1rtkY3Z9Pb2kAgaKcmjnCYsyLmrYR+f5NueQmzVKEa7RINq8+7e/8O6aC2IXTg+mB8PEHLAZmGlgNKABstJVRGEEmtq98KDwfg74VpAflpev62qY8ZDgPqYcpUGZ2jTIofVnO/GymiYbfBbqCTICM5pETpLoVI6k6Gg0a/x5GIyMg4DsaTALZ1jHJAgyy+kpGRkZHx2PDHgA8AfxL4diHErwNrMFW5Uiml/uYbubiMjIyMjIwvdbIkwDERD9rYfmnvZ8O0MXKVqWOTqE8a9bR+veVhecXJIPYR8jRKSZTU0i9iLEGg971TgoAvuA6CRyWDdL/nbt2hmyORck9OZ5yCbVOwp0nKQJimDNIUicA1jImKfwDPNLiQ97mQ96fuvxGErLd7tOKYKFUIJbEFFB2beddh0fdwzMk5DSFYyOVYyE1PPBwnNztd/s3V6/zr164QNLf4nqef5q99+ZfhDtf0m1v7CYAoTXFM877uufFxaRJhWg5pmuxJOm1v3+LS5c/Rz9U49dw37hlMv/D6yyThMKo9CFD5GoPqElYc4HbrSNNGyIRcYx1DpnTnz2DNL1FOtiG1WBcesVvADnsY9S2a3QHMFFhOdtkyU9qpBQh2EotICYpGQt6UeHGP0C+xKT3CXp9OrAP6YaoIEh24D6QOTPtjb3vb0AmAMNXv7L6EsqslcaIUGqFikKg9jfyjAvD3yzQZHcuA0rCSvhtDK1LEUpshS7XfEXA/JsX3w24IG33Fhar2IxDo9MnosR0rNvsKUwj68XSj3yzwn/Fmk0x0AjzcZ2wp6wTIyMjIyHg8+SH2/0w7DfyRKWPG/4zLkgAZGRkZGRlvIFkS4Jiw3AKD1hZRr46MAxAC0/ZxClW84tzkWCeH5UwPyMo0RsYhoDBsF8Pc/2dfCANhHm3+qmQKQjxUR8DjkAC4G8eVxLifZEKq1KFgv2VMD3dKpYikRMBe8HuEa5qHnhvRihM6SUqiFI5hULFNcgfGLnoui970LoT1/oBPbW1xK4hopNCXCoTANU3KhmDBc1jwHOZdl1nPfSgt/hGbgwHP11u80GjxwuYmn9zeRgqLatzj737NV/O7n3wS0AmTn75yle8+fQrQMkb+8Nwe9J4bJcuef+kjPPfsVwDwuYsv0MvX2Fl4mm9bPQ9AmqZ8ev323n8cAnB6dYLKImG+it2tE/tFCptXsIOu/gq71Oaq+EWPbeGBlOR2b+6Z/ca5Ii1c5uWAopHQTs292dupRTs1cRNFajgkpkMhsnGHAXuJDqZbQuEMzW17MZQ88CUopRMAkdRyN0KBYej/lNY6ikttRXwgqH2cAfh6AKAo2lDzIGcLSo42A/ZNWPAFyoNQ6iTAqDPANkAJvY5DbQ0PST9RxKkYSirp5xT6WgEUbGiGmdFvxuNLfIyeACV//++AIE6JkhTHOjphnZGRkZGR8QbxNxi1umZkZGRkZGQ8dmRJgGNCGAZ+eR6/PD91e9irE7S3ScMeoOWD3HwNr7wwMc4w7UMyQCOUTEnjAUJJhOVhWJMJgTt6EBxDguALgePoCph27gcTAONj5YHthhATkj3jJFISK4VA4B0IBJVti7I9/S3ZjBN6SUKqFJYwKNomRWty7HLOZzk3vYMgTCWbYcjtfsDHOrtsDEJaqWKQSkIEKQIpU1wVcVq1sU0HTIdUKVKlkElMLBNaYUSr3yFqbtIZtPko83S8CsowOe/bfN+Fc3zj8iLvWZjfS5LsDAb8w09/ij/1jnfiWxZSKVIptRfBQ9xno3u5/uIHsd/+dQB87rXPIg0bO+jwnsVFAF67/jpht4HKV3F6jb1EgBn2ifwivblTOIMOudbmXj9NubPJktpCtXzKysJIU8ywv7fdSFOQkr5pkzdD3EQRqvHzEIRKEBo+Ik30+CFRCv0YcpagHSnytmBjoCh5grylq/FjqSVvlNJyPAUHGiFc6xxOAIA2vD0ohfMgFG1tWJyzoepCxRG62j5U5BxB3gHfUvRjvfYghQVX3/OuJdjoKaIcFGKOTXe/aINrCnYCRTOEnAPJ0CxZAWUHQLDZk3RiMumfjMeSJN2PiTx8EmDyb4R2P2a2lCUBMjIyMjLeXJRSP/RmryEjIyMjIyPjaLIkwDHx/C/8MKW5VYpzqxRnT5GrLCDGKsXdfA03Xzu0XxJ06TfWifoN0jgABJbj4+Qq+JUlLG/fDFYYJpZ72BwWIAl7yCQABYbtHhp3VIJASYlSCUKYhz0LjkApCQeMd48e++CV+W8W95tIuFPo5eA5WYZxxzddLBWGOJx0qNgWlSMSBKlUdNOEUCoMIG+Ze1X2I1zTYDXns5rzOco7AHSyoBMNaIcBzThhkCQEScIgjohkyopSmHIGf3kZ27L5/uIs84Uii74/tcPh01ub/NqNG/z5d72bGU8nKLpxTMnRCaz7NQVWMkUYJmkcYNoety9+jIWyPh8pJc0P/RsW4wRzKWV1/gQAr1/8LLnGbfrVJYLyIlbUQ6QpqeOTuHm8zg6Frat4zY294xjowHoSDHCmBd3DPna/TTCzSGHQwRDqUN2Tgr0OAyvoTmwbae+bBmwPdHA7TBVnSgYFGyxLdwNgQM5ShLHgtYZkrTN5DFv7MlNwhgH4sbXebzB8xtPeAq4pMFDkLZ0ASJXAtrTcUCxhsy/wLfBMgSkUliGY9RWDRN+LBtpcuOhoaSHdWXA0d1tn3tZrWu8qcpYin+juiZEvwO2ensM2BYs5bQI8Sor0HyAZkSURMh4Fx2kMPC4HBNAeRMyWjva2ycjIyMjIyMjIyMjIyMjIkgDHRKG2THPjMmsv/jqdrWv0mhsYlkNl8TzVk09SXX6CyvKTVJcvYI8F9i2vQGnpialzxoMOrfXPE/YaqCRCmCa2V8IrzeOVJpMMlpsHNz91niTsIpNIm+A6uYkOAmEYCKZLDCkpQaVgmAc6CO7HePfRaPt/oXC/3Ra2cfT4RCokCltMJmBMQ1A2pnePgA7sd5OESCoQ4BqComVhT5Ezck0D188z60+/l+6Fm90uH11f55X6Lt+0eooffPd79ra1opCyMylndD+JgFGiamTmfOMz/4XT7/pdAGxc/izsXMdzC8yXqzjD41zfvIU1aOMDieOT+EWkqTX8/eZtqmsvUdy8MuGqIdFB5KOkuwXgd3eRxQJBvkYaDia2KyCoLGIf6DAYMU17//UGhIlkOS8o2IJEQTeCZguiVLLR398/Z42C47pLQEo9tji8DUbV/PcSDHdMrfk/nxOkCuqBYs4XCAH1UJ9N3gbHUAwSQdHWwfGaB4YhSCTsDPQZRlLQTxT9oZHvjCeI0+nHHe86OGqdjqmD+kGiMyz9REsDjZIfI0+CxRycLAjaEXQiRSL1nPeTjLiX9WRkPCiPSg4IMl+AjIyMjIzHDyFEBXg3MAdcV0p99M1dUUZGRkZGRkaWBDgmnvza7zn0XBqHdOu36Oys0dm+weWP/Tz1m68S9Vs4+TKVpfNUli5QXjpPeeEshdqJicC+7Rcp+09PPZ6SkqC9QzxoIdMIpRSW4+MWZ7G94sRYyy3AdBl5ZJqg0giEwLDcyWC/YXCUyrhSCpQ81GHwpR70P4r78V9QSpEC1iEPgqMNoMNUywxZ4rDMkGsauEd4SSRSsRPF1OOYfipJFTgqIa9ibNNAGDa2YeCaJo5pIqUEmaJQDCTcDmM2g5DtXpdut8lmEOH7eZ4tl/jBd7+bnKWj0u0ooh6GnC7qezOWciIJcT9dJVGvgZPX1f/rn/8I7/muvwTAtRc/DIATdlmq7Hc7XIyhtfwkyjCHFfwtnPY2YW2Z0s3PH0oAwL5kz6yvg9rTcNo7+Hmba4VV+rMncYMuKk0YGC6xX8IedA51GIxTDyBOdYA9NzTeXevCxYbCNiRRqgPc9VAH3EcJA8dQFGyBZwEIglTRjRWeJXiiqhMQUaoTC3cKho8Hved8Qc0VbA8UrqlwTe1JAHpdUgkGCYSJfq7gaBkex4QN7XHOIFV4lpYvilPoRLqzIG9D54BW/3jXwZ3WudeRcUDnKB77OWdBwRZYhvYFCMeq9+8lGXE/68nIeFCSY0wCFA/KAQ2yLFVGRkZGxuPBMPj/I8DvZz/W8JPAR4fbvw/tHfB7lFIffxOWmJGRkZGR8SVLlgQ4Jjr1TYq1SX1/03YpL5ylvHD20Piw16KxfpHm+mvc/NwHeen2j9HduQlCUJxbpTR/htLCaUrz+qs4s4Jh7f/jLwwDrzSLV5o9NHeaRAStDaJegzQOEYaB5eZxi7OHTIoN0wJz+m0g4wCZhCAMTNtHjI0TQoA4QmJISV2abJgP3BVwJx4X2aD74X6TI3d6Y0qlDpn6uqZxVJ5nz6hYAY5hTEgNWYZg0XNY9I42nB7NMUgiFDrZECpFiMmS73O2kMednyVnT+9GuNhsUnGcvQRAciABcDdG12d0jYLODk6+Snf3Jrab33tfXHvxN/f2mVs6s/f95W6PsDhL4uVJbR8zHmANupQ2Lk2t0h8xkuwpOjqgfZCSA27zNsuDkGphF5UrklgW/TRisLNBUt/Bax49P+iOgE6s7ipBM0oYzOdgpjAMeEe6Qn6QKHqxlg2azwkEcKOj6Cf7+x8MhjvmftDbNRSzvpb4KTiQKu1CvBMoBuh1GQKCBHybPU+CQOqvfrIvx2MZiu2xjoUg0TJCjrl/XtpwWGAI3XUwzsF1hvLOHRmgExmepa/HNE+EOyUj7nc9WUdAxoMSJ+NyQA/3+WWZBnnXojfMyrUHWSdARkZGRsabjxCiAHwYeAuwCXwK+NYDw34J+DHg9wBZEiAjIyMjI+MNJEsCHBM//AfPYLs+lflTVJfOUJlfpTy/QmV+lcrCKWrL58gV9z0B3HyZxQvvZfHCeyfmkUlMe/s6rc0rtDevcOOFX6W1eYXOzk1UmpCvLVOaP0VhZoXi3AqFmRVKC2co1Jb35jAth/zMKvmZ1UPrDLu7DJq3ifst0jRCIDAdHydfJVdbwXL2jWUN28OwD+sMK5mShl1UEiIEGHYOY8yDQAhDi51PQckEJSXCtO7DpFh+URsa3+96DyYAxpl2/ncyKh4RS4mAPTPfacfM2y7YR6UaJgnSlN0wpGhZPFmp7D0vlTryGEcxfj5pHJKr6nv95ksforay3ymz/vqnAeiWFrEL+++127kZEi/FiAJIYwalOYzCDHavSeLmUUzvr5gm2TMKSHuWwDUVCqgEDdxuncjxMSyTE6TEgwH1QFG/x3O8F+35Tgz5GNqRrniXMGESnLeF9hFAB/R7BwLeo2D4Qg79vhX69cg7enyYaDmfogMVVyeIpNLmv1Lpinvfho7Sc3mm9i0YSP1YcSFvCXxzvxo/VbqTYPwVH2n8Hwy4H1xn3oZOX92xI8M2wDX1OQfJdNNkmJ6MeKD1TEkiZByNEOLbgVQp9ctv9lrebCY6AayHN/Et5Zz9JEAmB5SRkZGR8Xjwg+gEwE8CP6CUGgghJmo0lFKbQohXgN/2JqwvIyMjIyPjS5osCXCMxOGA7bVX2V57der2QnWR+dPPML/6NHMrTzG3+hSzK0+SL+9X8xuWPZQJOn9ofyWllhfavkFn+zrtrevceuU36G6vMejWcXJFqksXqJ54ivJwjuLcKYwxyR63MINbmJm+/kGb9u014qCDkjGWaeP4JZzSApZf2hsnDBPLLx95HdKoj0pjMExMJ3dAYsjiKEsBqSQoNbFeeHQeBF8M3K/EklQKMWXc3SrzpVKEaUqsFKlUw9dKIpVCoZBKB0dd06LkuHimyYlcbm//XpLgGsZ9JwBGjAyBm7deYub0uwBYf+U3WX76qwHod+p06rdRQLe4gOkPuw7SFLpNDNsmdfNI08YK+0jDIijPsXvmOaywR+4+JHtSBYNEGziHqdag1wcbkAIteCTV4yN9/E60H2QfaeObgj0JH6UmZXnGCRJF1RPEUicJap7uHOhEeo5Y6nN2DEXegVIsSENFmCoW8oAS9BJAgSUgVEMDY/SjVKMqZ31NRtr68sA5BEdILI2vcxS0v1NHhjZFhiDVHRG2Ce7wFgvl/vlPS0Y86Hoys+D74ofQFX+/DCCEeAfwU4AJ/FOl1D9/01b2BjNhDHwH75d7peQ73G7otptMDigjIyMj4zHh9wK3gD+hlLpThvo14CvemCVlZGRkZGRkjMiSAMfE6bd+Dds3XqXX2j5yTLexQbexwZUXPjjxfK40y8zJ88ycuMDsiQvMnLhAbfkstaVzON5+IFUYBsXZFYqzK/D0Vx2aX8qUzvZ1GrcuUr/xMpc//j7aW1dRaUpldpn86lsoLj9Jaf4MldoJ8mOdCQC2X8IeC/YfJO43ibs7EA9ACEy3gFWcx3RyE+MO/jyOUhKVhPp8DngQGMI4SvJ+b9+DCYEvNQ+Ch0163KmLQCpFqhSmEIfGGULgWxb+EfsexSBJMIC8ZR25pnth5D0R9Dt7z936/G/y7Dd9HwBb118BIHIL9HMVvFEgOIlxOzsE5XmMNMYadDCTkMQtEPslmiefwQr6eJ95PwJIvALStDDSBCvo6gD5FMmemivwLbGfADjAo6geH9fHHzcGHiUBSo6gG2sJHXNKwBvAMPS+2wOFbwkcQ9CKdEKj5EAwDHD3Ey2PU3H097HUhtTBsOrftxjKDek+Ct/SwfFBMpmA8CzBzkDtBc6P0vg/yHjQ/k4dGQVHICWkUm8vuQJ/mEMcpNAKFfVAodRkMmLaNb3X9WTcF+eZbPX/h4CNTgz8sBBiSyn182/Kyt5gjtMYGKCU25dfyzoBMjIyMjIeE84AH7hLAgAgAKZXpWVkZGRkZGQ8Mr7kkgBCCAv4M8B/jw5QDIBPAH9PKfXhB533j/z9XwWg19phe+1Vdm++zu6t19m5+To7N1+juXmNNJlerddv79B/ZYe1VyZlEYUQFGpLzCyfo7J4mtriGS0ttHSW8vwqpZmlifGGYe55EJx+5++c2Natr9Oo32KrvsH6ix+ivXONsLtD3ynhFxeZ9fMsF0uU5k5RnD9NceYk5gHpFztXwc5VDq0/CXuErduk/SYyjZGGhekMPQhK8wfOyUDY00PJaTRAJiFCCAzbx7CcQ/tOQ0mJUrpS/FHIBj1OHQT3s467jT14XsaU4P80pFJIBaC7Cg6GuMfn8a39XzHHcR2DnP5/YXt3nc87s3zX0G9jZ+01QrdAP1cjcguYQ5+AOE2JCzMYCpwx/X+hwDJMhExoL13A674XIw6JClWUYSFkgtNtkGtt4jU3EOxXgL9Z1eMSHYyuuuCYYq/yP5W6I0AfS9CLFe14uj6+LRh2goBnQZjqcxgkCs/UwfxBor9GsuUznmKQ6qC6VLCQ09vbkTYjnvO0RFEn1sH+UQKi6Oj5x2WJRudwN0n0gx0ER3VkbPQUBnCqJLCEQKG7MwRQsnVipORAN4arLXXodXjQ9WTcMwn6H32EEEvA1wHfqJT6kBCiDvwF4IGTAMf1eS6EeAb4fuBdwGl0YCIFrqC7GH5YKbXzoOsESNL994FtHUMSwN//fMw8ATIyMjIyHhMC4OhqsH1OoZtnMzIyMjIyMt5AvqSSAEIIG3g/8I3ALvqf+xngm4FvFkL8EaXUTz3MMfLlWfLlr+b0W7564nmZprS216jfvkx9/QqNjas0Nq7R2LxOc+Mag27j0FxKKTq763R21+HF3zi03bLdoe/AKe09sHia2ZNPMH/qaapLZzHHjHwLtWUKtWVWDsyRJjGt5gZb9Q16t16j/eKv096+Tnv7OmkU4Bdr1OZXKc+tMLN0luLyU+QWn8Ty9j0ALDePNX9Yvggg7NYZtDaI+w1krD0ELLeAW1rAr57QxsRDTMfHdA4nCJSSxFGfNIkRQmA7Pqa1n6AQhoE4okZXyVRLydyXB8EXXwfBNO43STBCB/nhjm0bU+Y4ONfdkgKj7d2gR8HL0+y1qJR1UunWxg22q6fx8hUA1rG5ufouIqdAo3aKvqvlgAzDIHVcnG59YrXKMECl2J1d+nOn2Tn7HvzmOs6gg5HGSNOmu3CWsDRHwc1T3Ly8t/+bVT0eDYPbszmDXqxojcX9IglWoJjLaYPeTjxdH98xBd2hnI8p9qV8glQH8Yu2oGjrJEGY6sBlwYE0hUagiOX+OoIUcqnCNQWp0tX5rqn3rbi6K2E3mJRDilLuqPE/4mAHAUzvyHANfb6uKYgVNIKxSRLdsTDrC0yhOJyuerj1ZNwTLwJfC/w68PuBulLqQ8NtHwf+4oNOfMyf518J/Em0hMFFtJlhBXgP8L8Cf1gI8XVKqdcedL3jngDWsXQCjCUB+pkcUEZGRkbGY8ErwLuEEAWlVHfaACHEPPAO4KNv5MIyMjIyMjIyjiEJIITwlVKD41jMG8BfQAcMXgB+u1KqASCE+EbgA8D/LYT4kFLqxv1O/I/+7LezfOZplk4/yfKZp1lYuUCxMqb1b5pUF09TXTzNued++6H9g36b1tYNmps3aG7doLW9RmtrjcbGNbZvfJ4o6B3aJ4lDdm9dYvfWpUPbTMth5sR5zp57iuozX4lz4lkWqwvMLKziurmxcTa12RVqsyvwxHsOr6tbp7N9g2Zzk3p3m6uv/CbbH/vPDAZdfBmxWJ5hbvYkxYVzFBfOkZs5ObG/W6jhjpm0jiOTiKBxk3TQJk1jhGFhuXmcwiymN2k07LgFOMKTViYxKg1BCAzLR4zpzgvD3JOSmbqvklqGaIwvNV+BoziO8xyfY/za3ek6jrbtbTf0r6nXdzZ41+oFAG5vr6HyMxjD1/pqcZn67Fn83i5WHBBYOplkGiZmFE4mAIDU9nA7u0g3h7QcYq9AtbWFHe3/KnO6dYLyAt35M9hhD3/oG/Aoq8fHA9zTAs4CEGp6sDpIIZGCnDk9PVN0oBvrLo6SI0gVjEuTd2NIpJYJqnmKgYQggZ0QbnYkrqnleDb7as+LQCqwDbUnTVT0BI1AcbunOwCm+SHcSeN/tM6DHQTjjF+XmqsljdrDeQqOIk4FcnhupqF/3r96h+d82PVk3JG/C7xv6AXwjcCPj22b5eGaK47z8/zXgCcPBvmFELnhmn8/8E/QCYYH4tjlgPwxOaCsEyAjIyMj4/HgZ4B/DPwzIcQfVUolU8b8COAD/+aNXFhGRkZGRkbG8XQC3BJC/CTwY0qp6Y64jwFD2YD/ZfjjD4wCBgBKqV8TQvxL4E8Afxr4c/c7/4sf/1Ve/PivTjyXL9VYPPUEiysXmD95jvmT51gYPuaKlYmxXq6Ed/otLJx+y9T5dTLgVbZuvMLW9c+zs3aRnZuvEfbbU8enSURj7RWutq/yyfWrdIWLH+iuy1JlntrcKjNzK9TmV5ifX6E0t0qltoznTXZweoUaXqHG3LRjpAn13Vu0119l5/WPc+XDP0Wwex0DSEsnyc+foTSUJyrNnyJfXZ4I0BuWg1c9CdXp1zTsNekN2qRhHyEEluPj56u4Q9PX/XlssOypcyglUXEASiJsD2FM3vIHEwDjSCURiC+JroB74WETIEKIiQD/6Ps7dV6kUlJwdPbnRj/kPcPX64XEoXH6y/bG1VPoFuZRwsCO+pj9JgCWaZLYDlakk2gKSPwSZhxiBR36s6sImeL06nDQkBrwWpv05k7RLy9MyAIdd/V40dYa/zl7P3nQj5kIpDumjphuB7r6vuwIwlTtBbx1MFwRmNost+zqIL4p9FrCVFfmx6kePzv0BEiU2ks8BKkOnG/2deW/bQo2eoqNPhRtXYV/MFgeS+gnipoHva5io6vYDffXfDCpcSeN//F13s1Q2TH1OQoB9UAhhubInqnnkgraIQgUUuqx9fBwcuW41pNxGKXUrwghfifwPcC/BP7K2ObfhjYGvG+O+/NcKXXtiOf7QogfRCcBvkEIYSilHihxET/SToAsCZCRkZGR8VjwY+jP/D8IvEcI8UvD558WQvx14HcDbwF+gywJkJGRkZGR8YZzHEmAPPof7T8lhPgQ8KPA+47I/L+ZfCVaKuCaUurjU7b/O3TQ4Dt4gCTANHrtOpdf/DiXXzx8uFyxwuzSaeaWTzN34iwzi6sTX7lCeWL8qIvgifd+y8TznfoGOzdfY/fWJerrl9hdv0x9/TL121cwkgAMi0RYmHL/5Wg3t2g3t7j2+qcAcEWCYXvcpMRS6zbz5RkqC6eoLJwif/JpCitPMVubZ64ygz0m12OaFnPzp5ibPwXv2C+QVFLS3b1Ja+Myrc0rXHv+l2ltXKG7ewuFolBbpjR/iuLsKoXZFcpzqxTmVvGK+50TAG6+gjuUexknjgYE7U3CQQcj6WMjMSwP0y9jlxYwnfzeWCEMxBFGxWkckMQhKIlp2ZhO/oBG/tGBmlimCLSu/L2ghtXbX4g+BCMeZj0Hq/sPygSNfpZKYQhBIlMsw+Rmu86pYUdNL9zvKr4cSfyxMvYOJonj0xOz5Lo7iFhHoQ0hGFSWMMMBwjBJbRczDnG6u6RODiUE9qCFIVOEPBytF4A96BAVqiReATvQazjO6vEZT5sIu6YOQCdSB6BnfUHR0QHqerAvQ9QIwDIUvqV1/c2hPn4jVAwShWNow1yl9rXzdwaTlfl2oIP28/7wGiUgDFBS0Y5gc6CTC1G8fw73Giyvh3dPahyl8X9wnXfCAKzhLSDVyJhYX5tR4iGR4Bg6MXAnaabjWE/GdIbyPx+asskC/v0DTvtGfp6PPjwjprWS3OskE50AD/+7fdwToBcmJKk8luRCRkZGRkbGg6KUiofJ/38B/F7gyeGmLxt+Afwn4A8/aFI9IyMjIyMj48E5jiTASeD7gD8OfD26um9LCPHjwL94EGmdR8Rzw8fnj9g+ev6cEKKolOo8ysUk/SZblz/DxuXPTK0U9vMlaosrLK4+wclzb2H5zNMsn36ahdULWGNV78XaIsXaImfe9rWH5mjvrtPdvs5Wu8FWY4vu5lWau+s06+t0mttImZATkpoRgWWi0i7l8DbB9StcufxJeglsnHg79ZkzVBrXWDJDTlbyUF5ldvEM80vnmF86x+yJJ5ipLewdVxgGxblVinOrnHzr10+saZQgaG9fp7N9nfraK1z/9K/Q2b5G1N3FNC1mls4yt/IUpaUncE68hcrCORzH25vDdnzs2dNM9gNoZDwg2L5E0qsjkwiEwHF9rPwsZmkJYe5fO9P2MG1vyiyQJBFREiOUxLQcnIMmyXcI/qfDBIExNuZ+9fe/2CSJDgb/D65/9LOx96iDWa1wX54njvcjsXF7C6uwnzRS0QBpWkhp0c/PIlMdmbcNA2k5hOU5rKCLHXQxY50cEyrFHnbS2IMOZjRd1WzkESDH/CuOq3q8aOsEgDGsZh+nn+hEw4wniFNFKPdliHrDgLo9Vmk/8gBQFgwGiq2+TihMkxYS6IB5J9YJi5yt/QFSQycWKq7uYjh4DvcSLL/XpMY0jf/70dyXwKgRY1zW6KBXg2no8x1di6N42PV8KSGE+BTwSeDT6M/OF5VS95UqUUp9/0Ms4Q35PB/6DvyN4Y8fUOoILa57IE6OWQ4oN9n91h5E1ArTP88yMjIyMjLeKJRSLeC7hRDPAN8CnAVMYA34FaXUp9/M9WVkZGRkZHwp89BJAKXUNvB3hRB/D/idwP84fPzLwF8UQrwf+FGl1Ace9lgPyanh49q0jUqpjhCiDZSGY196FIu4F9kPgEGvza3LL3Pr8ss8/+vv23veNC0WVs5rmaFTT7I0/JpfOU+hNKm9X5pZpjSzzPKUdUiZ0m1u0W+uEzdvcatZZ/3yi6QqINy8RC5JkeTp58q4YQeBoKssmu02ZudF1m+8wkh5fOCVcUyT56yI2vwpnIWnKC2dZ+bEBWZOnMfN7YfrxxME8DWH1pUmEb3dW/TrN4nqa9Q/+R94ZfsW9TRF5GvMzJygNLtKuXqC6swy5dryhOa/Yft4c+eZql8EJEGHpNeAZIBQEiwXwy9j52cmxlmWg2U50ycBkiQmVRLTMLHMybeReYcEgY4hqQmTYvjiNSo+au1BmuANr9uo6j9IUzxTX7tRMiBJdRQ2ShIic//1qMcpC2PSUlJJnEGH2MsjpCIck32qblyBqIs96OxV/NuDDkY0oL38BIZUuL3GkTbH0rQRMsFIJ5ub7hQQ78aKhplH5m2MNMEKulPn11r64lACYEQn0gH1vA2dvjokQzTN/HckQ9Q9IiQ7SjyEKXxuR1FxFDlb4Fq6ot4z9WMn0sH6Q2u6Q7D8fpIao993dwu0HxWUj1JohbqbwTUFQTr9GjqGPp/WFCmgaWSB/3vincOv0UWPhBAvoYPvo6/PPcKOwEfyeS6EWEL7GIDuNHg3sAh8AvifH3SxSikSuX9/HkfFfi0/mZje7YRZEiAjIyMj47FBKfUK2ig4IyMjIyMj4zHhODoBABhWyL0feL8QYgXdiv+9wLcB/50Q4jpaJ/AnhomDN5qR0+xhh919uuigwbQicwCEEPMcGWK+M/daIXsn0jRh/dqrrF87bL+QL1VZOHme+ZXzzJ04w4mVsyytnKO2fJZ8dXFirGGYlGpLlGpLwLtYAfiG4THikNb6a9RvX+GtrTbX19fYuXmRrc0b1FNJzYypmjGhNEkBWwXYUrC5donrr3yS1gF5lEJ1kdryWWpL+qu6dIbq4hmqC6coVBcmxpqWQ2nhDKWFM3vPPTV8TKIB7c0r1G9fYuelD3Jl4wrd7cusOjEnFhZxZk8jamcxZ05j105j11YxxqSBACyviOVNf3njQZuwu0sa9wkxSew8OcejmC9jHkgIWJZ95JsniUOkjBHCxLLdiYC/DoIfbYirlNQSRo+oK+CN7iI4eKxRoH+UAAjTBHf4fSuO8UyTZhhScXWAyx0G+re6LfKefi1TpRhEIeb4dYxDTBkjk4jUcojU/raZncsk7V1Sv4gV9jHiECFTYr+I02uBaWJ361PXr4DYL1LYvIIVdA9tPxgQT4F2cYH+3CJRoYoyLIRMcLoNcq3NPV8B0MHtnA3BHXwFQG/P2Xr8ccgQHUw8NCNoRpNdBUV7dJ8ePc+0YPl9JTXuIpV0LwnTXqxoRTDnQ97WHRKT69GdAI1BZux7zDwBvGvs651j3x+VGPgUumPgOBIDx/J5PoUy8IcPPPfrwPcppTbutvNRfx+M+wHA8XQCzJQmA/67nYALS+UjRmdkZGRkZGRkZGRkZGR8qXNsSYBxlFJrwF8RQvwQ8LeBv4Cuxvs7wA8JIX4G+OtKqeuP4viPmB8A/tr97vQgFbL3S6/d4Morn+TKK5+cSDjYpsKbP0n5zNPk5k7jFeepVuep1BaxaiuUKkuUqwsYw4CrabvUTr2V2qm3cv7AMXbrG+xu3aC5fYPuzhrN7RtstBvc2t4gGkiSKYHJbmODbmODGy9/9NA2281RWThFdfE05bkVKvMrlOdXqcyvUlk4TXFMZshyfGorz1JbeRbe+x0T88TNdeLdK6S7V4mufZLuJ/89Sf0aKuyQuGWs2mnC0gpOdYXS3Ap27RTuzCmsMY8D2y9h+6VDa1RK0uns0hp0GcQRVtTFEgLPdsh5BfzKEsaYzJBlu4B7aB4pJUESEaYptkpwTBvH3fcr0DI507sIpJQkSmIgsMx7kxma5kNwv7JE94NSaixkrACxV9E/YlTpH6YJO4MuJwoVAG62dzlZ0t0YnWhAxXXpBl0qng503ep1yNs6EdONIuyojzsWSxTRQEswyZTE9vY6CACqG5dg4wqD8sJEYL64eYWyukS/vEBYXsBrbU6kZxQQVBaxBx1yB7YdJEr1+M7CObrzZ4j9ou42GEoJdRfOEpbmKLh5ipuX9VrRwe2D8jUHSdW+nv3DyhDdKfEw3lUQiP3Ew71Wxj9IUuOoue9HUuhmV2EZMOcJ8pZgkCht6mwBQrA7kNzsZrr+x4lS6hJwiTFNfyHEOe4tMfCiUuq9b+yK7w2l1KuAEPqX4Am0vOHfBl4UQnyPUuoX7zLF1L8PkgNdKrb18EmAvGvjOyaD4Ztop3OXCoKMjIyMjIxHjBBi9X7GP0aywRkZGRkZGV8SPJIkgBDCB34/8P3oAADALbQ54LcB/wPwe4UQ36qU+o1HsYYpjMp483cYM6ouvJN+8D8Dfm7s53uSGTjOCtm7MS3hkLt5k0ani1G8SClnUzZTNmOH9Y4kbTfIRwMWTj3NwulnWTjzLHOrTzF/6ikqC6cm5p6pLTJTW4SnDsdweq1tGhvXaW5eo7Fxjdb2TZpbN2htr9HavEE4OHxZ47DP9o3Ps33j81PPxS9UmVt9irnVp5lbeZLZlaeYW32Syvzk35h2ZRm7sgznvvrQHGnQJtq5RnfnBkF9jZ0rv0X9c79Kt7Org7T5BfyFC/gnnmGmdoK5yhxerrK3vxAGxeIMxeLMobkB4l6DQWeLJOgQYZA4BWyvSDFfxh0L8huGQc7xmG5TDGk8IE1iEAam40/IChmGgXOkran2ITDuo4MApgf8HyZJIIQYC5RPH7MZBHyu2cBWCV+7eBKAZtDnZq+7lwQoOTrYf33rBueXzgGw1WnhDF+TXpKQmjaMJV5ErANg0jBJDRvC/QLh0qBJ0tzAb26QeAWkae1J9ACYC32682fozZ2aCNyPAvmFrat4zbsWARNUFunOn0GaNvnt6xNXwOnWCcoLdOfPYIc9/OYGkn2N/zsxqoIf5QoexsT2QRIP98pxzX2/CdPR9WjnoOpBztJ3Xz2ERiDZ6mcJgDcCpdRl4DLws6PnhBBnmUwMjL4eluP6PJ/KsLPxJvBvhBCfBF4A/pUQ4pxSqnGHXaf+fZAc6AQ4LgPfmaLHzV39u263nSUBMjIyMjLedK5xpzbSSRSPKBaRkZGRkZGRMZ1j/eAdGgB9P/AH0W31Ah34/6fALyqlUiFEDvhzwA8B/wD4iuNcwx0YdR2sTNsohCiipQPGxx5CKbUFbI3td9cDH2eF7L0wLeHQj4GdJlajSei7lMoGoi8xGyEWkAC3Lj7PrYv7PouuCWLuBM2nvoXa0hlOl8ucWFrlxNIqiwsnKeQnVRby5Tny5TlOPvnuqesadJvsrF1k89rLbF17ia0bn2fr+ufpNbemjtf7NLjxyse48crHJp633Ry15XMsnDzPqdNPMHPyPMWFsxQXzuKWD0gMeSX8k2/DP/m2qcdI4oDm7i1uN7e4euV5Lt9+GWv3EqGVp7n4HObcE8zXFlkqVViozJBzJ8P4dr6Kna8eeQ5h2KfTa9GPQ4RS2I5POV/Gd/2JcabtY9r+EbNAnMSkKsU27UO+A3fzIVBwqCr/USQJxpFKIqVEKkmqUhIFC57PNy0u7Y2JZcoHblzk9114BwCXG5ucG0pEXWvu8OzqMwDsdhqcKehrHEQhse1TCvdjcYGTJ3R8esU5vH6bZMy/M99r0EL/MrKnSPoUNy9jhz36w06BkQdAYfPKIQmfo1BAv7xA7BcPJQAYHttrbdKbO0W/vIDX3CBKOaTxP42Rxv/474QHNbF90MTDvXAvc9umDtInd5j7QRKmnRg6LYXTVXgmoCCQmb7/G4UQ4t3Al6PNcy+PnldKXQGuMBYYF0KcOTzDfXMsn+f3glLqohDi48DXo41s/tMdxk79++CgHNBxJQFmx5IAWSdARkZGRsZjwA2mJwEMYIn92MMXohpARkZGRkbGFzwPnQQQQtjA/wcd/P8qdLyrC/wo/y977x0myXWe9/5O5a7Ok2d3NmMBLMIiB4IECYIgwSwmUSIlKli0ki0H2Zbl6yDL9/rKtmxZV7Z0fSnJIqlASzJzDiARSeS4yIvNYfJM58rn/nGqZ2bzYrGzC5Dn9zzzzE53ddWp6prZme/9vveFP8xDgZaQUnaB/1MIcRPwxld6/JfBY/nnE3Uh9h/fJaV82Z2DJ2M1u2+P5lSCQ5KC6IUElqAiYd6A+ATrMgVkswc5/Ogd7Bjawh1HWZwUBsdZVy6zyTVZX/QZXrORoTWbGB7fSH10Asuyj9hfoVRj3bYbWLfthiMe7zRmmdn/HLP7nmf2wPPMHHiBuQMvsDi9D5kdf3Fx2GVq91Ms7n2KxceWi4+eCcViidLoZvzhjbhDGykNb6QyuonS8DoKQxuw3KNyAmyPobEtDI1tYaUmlYRtGjN7WJjZy/Se7/PQ3DS7W03accQbg/2sr1VxBzcg6hvxBjfiD07gD67DtI+0AnJd/4iJAFAF8qnGHPOteaJeiyxLKIiMslekWB2jXB44prBvWzY2R17TOAroBG2SNEYIA8fxKRWKx+QQHF2XlTIjiCN6aQrCoGQ7OOaRxzu64J9lGe0kJspSQOBbNr514h8hhjAwTlLsWug2ePTQC7xv0+UYQpBlCcHci5CLAAvxcvv2/MIkN02oqZSwu8hA8wDu4CXLa4sCOqVRzCSivrCXcjFces40T/5jTgCFxUm8IyYFYvy4gwlkpyHKJV6JqFTH7rVOKBgIwO61iEp1Eq+EHbRfscf/yy1yvxLh4ZXsu2hDwRJ4FtQdmAthwD02EP2VCqZRqgv/54m/D3wMONbz7SiklLvPwvHO9f/n/RyjM8oDWo1MAFCTAH3mtAig0Wg0mvOMlHLjiZ4TyvP0VuAPgEeklD99rtal0Wg0Go1GcTYmAQ4Cg6ga13OocfhPncYf3gcB7xTbnE2+D8wBG4UQN0op7z/q+Z/MP3/hbB/4bHTfnm7H7+kIDnFerBsoCAxx6kKgc3g39V7vmE7pbPeTzDSmaC1O8tRRrxWGQW1wnIGxdQyNrWdgdB1D4xtZu/kSJi64HL+0HGBYrA5RrL6BjZcdaeWTxCHzh3cxd3An8wd3Mj+5m/nDu1g4vIvG9H6yLCUDMgmGgF6qPlpxG2PxSbLnn6RfS/RMSB2PyeGL2Frx8IbWE49cRHlgnJFyjbHhdQyMbsYvDSwd33JLDE5cxuDEZUdkI0RxRGfqReLJZ+lO7qT94r3svuuTzB/eRRp18aqjFAfXUR+ZIBvcjDlyISNrLmR4zVbsvPvfEAaj1UFGq0daDCVJxOLcfnYefJawNQ3deWQaI5wS9tjFjAyto14fw8iL/LbjUXOO/DaKk4jFxUnC1gxR1KYjLSgNs25gjJqvmmOFMCg4HivnDoIk4lC7yWTQI0gSPNPkwkqNoaJ6jWEYVJwjBY5W1GO602Sm12EmiiinTYbNFMtySQyPWDhIYVEwwCclbBwkXtyD1dqN63jcfO0v49hq/fc+fQfb1l8JwFxrnjF7WZRwnvkSEze+BYDm9F4KUYfyikajKOgwevglhqZfYO3eB6kWP7j0nJQnLyj36U8KLAXSlsQJA2mPJjMtpKHEg5PRF9CyXJh4pR7/Z8LZCBd+OfuuuVB1BY4hMIWkl0CUyOMGop9LwVRzVnk98LSU8tETbSCEeA/wXuC/SSmffIXHO2f/nwshHOCm/MudZ7KPo+2A7FP9MnCaDK0QAfQkgEaj0WhezUgpU+Db+e8DTwgh/rGU8r+e73VpNBqNRvOjxNkQAQaAL6K6/u94Ga/7T8Cfn4XjnxZSykQI8XuokL8/FEK8RUq5CCCEuA34BSAE/p+zfexX0n27VJC0Oa2C5OkKDlEmiRLVoRseR1RYWQg8fqe08lQ/0WFklrEwc5CFmYO89NTR9Rmoj0ywdvMlrN10CWs2b2PNxm2Mb7gIv1xb2sayXUbWb2Nk/bZjXp+mCc2Z/TSm9tCb2Uswu4eZw3tYnNzF3N6niOLwiO1dAyZTm8OijBNG1OcO0FmYIYgjhggYpkvg1ylV6lQGNmCNXkypsoaxoTXURzbhrsgIcGwHZ+JSmLj0mHX1FidpTe6kPb2LxflDTDdmePSlrzHZ/AwmknW+T33jdoYnLmLt8HrWjK1nbIUQYFkOQ6NbGBrdcuT5Rh3m5g6yZ2oP9z9zP+V4gaJMKA1vpjJ2EcMDa7DywrJtOQwPrYeh5dyEJE052JhlYf/jmMECC+4g1cowa4bW4ThqSsGzHDbXhtjcP2aWsb+1wNP7X4Sog2m5jFeH2FAZwMqnFMpOgbJTYMsKN6Ru0ILuJAc6TQ50F2k1DlOafx47bhGYHrFTZ7S0gasufQeOp8Sge1+4n0OLk7zxcjUF8MRLj3LBmHINWZzcycbpp/Arqgk32v8kG6Z2MLLlwqVjDr5wD7WdD1JuKuueMy2xnW4g7dEYaaKEMdM+9skV9AU0I10ONX4lHv9nwmoKD0fv2xCSmiuwDUgySTeBRiRphADH+vuvpl2RZlVZy6kL7vcDnwVS1OTgGXMm/58LIdYC/d9R3iKlPLjiuX8I/O+Vj+WPjwC/D0ygmhzuPZP1xskqTQJU9CSARqPRaF5bSCl3CiEeAP4uoEUAjUaj0WjOIWdDBNgkpdz/cl8kpXwBeOEsHP/l8LsoX9/bgJ1CiO+hRIxbUHXDj0sp963Ggc+k+/ZMCpKnKzhkUjDZVcW/0y0EnshT/UxYmD7AwvQBdtz/rSMer9RHGNt4EePrL2Rk3QWMrdvK6LoLGF67GXtFF7ppWtTHNlEfO9ZeOk1i5vY9zfTOR5je+QitPY8yt/8ZgjijlRo8V9jIJrvFht5hLFJ8YsqEDERzLLQl+8KIhcmD+J151oa5H3xpGH/NJbQGL2fU81k/PEZp/EKKKwrtAIXaGIXaGCMXL081vAOYnT/MC7ueZsf+F3ly7/PM7d2NkCmBU8Jxi1xY8tk+VOPCwUEGRzdTHtqEvyKI2HSKjIxfyMj4cuE7jgP27nmCO566hyem9zPil9lcHWDdwDjrBscYGtqInU8JWKbJhoFRGFBF9vXA4Zk93P/A3zI3t4/BgXWMjG5hbPQCajXl2W8aBhurg2zMRYowTbh/8iCf2/k0JAEX1+psrgywpjZC3V+e7PC9MnhlLhyA5dVCGLax7QLGUTZHL+38PlPPfJmrr3z/0mMzL36PN17+JgAO732c0tByQHVzchcji7tZE8wtPTa08z56zeWveRnZBX1ebiDtSqygjdNeoD26Gac9f1wRQgJxoUxpatdSKHGfM/X4P1NWU3hYue91ZYFnCRYDSZiqn4PdZf3jGH//1bQr0qwqIeCcbAMp5YwQ4gmUr/7Z4OX+f24DF63490r+MfB7QoinUb+XJKjC/9VAATW5+KG8i/Flk2RH3stnMxOgTztICOIUzzZP8gqNRqPRaF4VNDh3uYAajUaj0WhyXrEIcCYCwPlCShkLId4J/CPgZ4F3AwHwLeB3pJR3r9axX2737SspSJ6u4DDZUfs9Vx3IfU5W6GwuTNNcmOaFx+458gnDwN9yBRsv3s6GDZsYHVlLpb6GgYFRBofWUKysKJhbNiObr2Rk85Xwtl8AIAl7TO7ZwYvTh3mkJ5nf9yQvHcwYTeapEmEhaScprUTQcT1MIUjdAlHmAwKRxcg9D7D49L0c2vU8ex1AQGoWGJm4gIG1W7GHt1Ic3YK/5mJKY1spFJcL40MD4wwNjHPTtbcBcGDmEM/teYbHDu3j0clDPNNcpDj9CPN0OUQVOwtZm/VYVxlgZGCMytpt2BNXUBm/GK+gAplt2+OCrTdwwdYb+Ikk5tmDL/DEnh18/ZFvUGnsY1M0iRzYSmPDG1kzsoHNg6OsG16HmwsD48MbGR/eSBwH7Nr1EDufu4v77/oTHK/C0NiF1MYvZXRsK2sH1mCZJq5p8aa1G3jT2g1M9zrcd3A3X3xpB0n7MF1ngCuqJbaUKwxWxxipjFBeMT0B4LqlY+6FZw48y9SDf0q1MsGWdVera3PgaQYHJrDyrvrn9j/HyAXLdcMnIsHU+FVcNa7qeUkcEbYXj7xdVuQAyOz06nZnEkjbRwB+Y4qwMkxQHcVrTB0hBEggqI1h91r4Rz23knNZ1F5N4aEVQ5hJqrnvfyc+cfbI0f7+q2lXpFk1ngOuO43tdgG3n40DnuX/z/8l8HbgWuAtQAloAo8AXwb+h5SyeaZrXa1g4JWZAABzzYC1g8UTbK3RaDQazflHCDGMshFcPM9L0Wg0Go3mR46zMQnwmkJKGaM6CH/3XB/75XTfvpKC5MsVHM5VB/LLtTbqI4HW8CY6fgVzdjczh3bQiAXStIndInbYodad5/KSxdjGS6ltvpqRrdcyuuVKXF8VzC23wMRF1zFxkWodhR8jTVMOzx6iMfkcvcPP0pl8CXN2H2bQoit8Isuha5cQQmIkCV4aUs4CZkc2YfQWGY4XsLMeTD5Fc+opZkNV6GzV1xNX6owR0x3YhrPxBrZdfB0XXLAdN88EmBhew8TwGm5DBe4enHyJhT0Pseelx+jte5py8xCFoEFvT4N9+VWQfonJ8gRzA5dQ2Hw9N15wOZduvgLXK2JbNts3XMr2DZcSv/79HNrzGLtevI+79h9g/84dDD59J4W4gzRsrrd6DF79AbZdeTu1Uh3b9rjoopu56KKbac3vZ99zd/DS8/fxlclJGtb9lEXGyJptXLXlam4cX49tmowUirz/gst4/wWXcaC1wNOTu5g99AQPTT9HnDu1V8i42OhRLI9QqK2n4NeJog5Bd4Fmr8VT3Yzp5gw3+MNce8PHlgJ8H33sy1xxxTsACMIud80u8PO3KovvVrvB9ORuMsOmskaJALMzB0iz9IjCumUvNyVHYe+U9+YrDaQF8BYnKblF2iOb6AxvOCJEO85DtUvTu/EWJ0+5ntXmXHy/G6i8jig9sQAAx/r7n4+cBM0r5svA/ymE+Fkp5adOsl0FcE/y/Mvi5fx/LqXcwwmcwqSUfwn85dla19EcbQfkWGd/EgBULoAWATQajUZzvhBCvPEkT5dQE3m/isoT/LNzsiiNRqPRaDRL/MiJAOeb0+m+PRsFyZdr97HaHchn6rUOqoO6PbKRCSum3jzMbGJh5bUcq9sgKg2x6A/wxKEXmd7zLI1v/i0zPYltGQyuvZB1F1/NxIXXsP7CK1h/0VUUfNWRbpomE6PrmBhdB1e8del43dYcC4dfYHJqN3PPfpv40OPYQYckAyFMksowB7065Z7JaDSLI2AuhF4CsVWg4ZQpxhG9uM1s83F273yBb3zrM0TlEdZdeA3bLrqS7ZsvZduaddimhWEYrFuzlXVrtrL9po+Shh0Wd/6Ayce+wqH7/5Ys7gECJ2hTN2c5UGxw16EZnnrhU4zLNpdtvoTNl9zCxZuvwnN9bMthwwU3sOGCG7gpDnn+pUd58sEv8MS8xACmZ55n+pu/z9cf+BqXbbqEGy+5iYmtN2GYFuWBdVx608+x7caPcen+p7n/+Qdp7/0B03tb/OHMLP/VH+Zd4yO8ecOFbB4YAWCiXGeifA1svYbFboPJmV28NLuX+cln6SwcoNU4RHL4mSPe0x4208YQm8Yu4Oarb8fzlFizZ8+jtFtzrJu4HIDHXniEKafOprWq4L9n1+MUImWls6Y2BMDBuWnalTHKzeXiumUvF8eS6Mh8iONxNgJpBVCeegk77BwTol2a2oXfmMJbnDzjvIKzwZkKcWfCK/H3P9c5CZpXzB8B/wD4IyFEIKX866M3EEJUgetR1jo/UhwdDHy2JgHqJQdDKLENdC6ARqPRaM47d6L6t06GAHYAv7nqq9FoNBqNRnMEWgQ4T5ys6H42CpJw7n3GT8TLsTYKsyPXKoFudRSz4FNvvUiAwcpmTgE47Vl69TX0SkP0pueouiCEwDIk5vzzHLzveV688zOqeJgInBvezdh1t7N1ZJQt67Zw4Zq1DKwIJPbLg/jl17H2wtfBzR8lmN/H7BNfZd8TX+fQ3meoZNPMu2MsFodZa/bIgg4AtgFYBkXHIMos9skyrgioGRHz5XFa5VEemG/y2D3f5M/v+y7jHrxxsML2DRewZfMV1NerwrfpFhm89DYGL72Nre/7N+y/+8/Yf+efkjQPU4qaeEGHujHJovCIhcHiSy/yg90v4ToW24fXsuXSN3HxhddT9Hxc22X7xa9j+8Wv4/JDe/jGQ99kT9KjHDUYiOZZfPFuvrLrARz3T9h22S1s2/42BgYnMAyTLRu2s2XDdubn3sbjT32L5MA+nge+uKfJt3Y9w9pimRsmtnDTxCbW1VRob82vUttwFRdvuIo0ew+91jTd1iTN9izdzhyGYWJZHpFd5orBLWwdXrd03R998WHuuv9veNvV78Aw1F39nRefZHxgDZViBYDdu55U18i0GRxcA8CB+Vna5VFKzeUCu+WsEAGS43jKHMXZCqQ9kxDtc8UrEeLOhChVP8OGPEEsJfEJfvacyN//1fLzS3NqpJSLQogPA18B/koI8TPAJ1BhwG1gG/AfgRrwmfO1zvPFatkBmYZBveQy11JC56wWATQajUZzfrmbE4sAEXAI+B7wv6SUp/4FXaPRaDQazVlFiwCvQs5WQXJl8Sw4j8Wz07E2WlsSeKagk8gjOpQXTZ+oVKMQtDCRJPLYiyIAO+wQ+2UKJY8hEeIY0IyOX+icfeEBnuy2eMRwSHttMExuqJu8ZdMwAxPbsCe2MzixjYGxCwDwBtYz8eZfYeLNv0Jnbj+7H/8mlUe/Q2+hw6SoIHodMglhoUq7NMKB4jpapo8ddhihzQApoe0wks3T60zRwiN0igy3Fpnet4/PPV1ijWxyMR3WXnAtpW1vYfjyt+HV1+CUBtjyzn/Cprf9GlMPf45D9/4ZaTOh1tiHmaVIYYJMSC2XA9UJdk8uYu35S9LvfInLNl3CLRdeztUXXY1j2VyxZiNX/NgvsXv/m/jmQ98g3HkXlXiebtSlm6Y8+tCXeOzBL7BxZIKLr3g76y97K45TYGBwPbfe8nGub8/x8M5H+da+3RyII7qLB/lu4wDfeuYHXOyZXDe+novHNjIyfjGG5WAaJqXqOKXqOCMnuT+iqMdXH/oKXzxwmMtGLuWSS24BYM++HTzRbPOzl128tO0Lzz8IwPoN27AslRmwZ/cOun6NyC3hhmpKoFCuA9DrNMnSU9/8ZzuQ9myGaJ8NXknGyJker+YKhjwY8KDqCuYC6CUqH2Bpu9Pw99eF/9cGUsq7hRC3oGx13oHy2F+JAKaBf39uV3b+OVoEsM+SCAAqF6AvAuhJAI1Go9GcT6SUt5zvNWg0Go1GozkxWgR4FfJKC5Ln0vLjVJyOtVHNhaIFVRcOtiFIlgv3rm3QslPasSRFYAmZ95dIHCGXRI4kjSlaUPMMRAhz4ZGdx91EMurDgGewPp2h0XmeVnUtM/Uq3V7C442QwgvPMrpvBzU+jW2alP0qA9veyvhV72Jgyw0AFAfXcdlbPs5lb/k4zfmDPPv499j5nf/Jgen9tCtrCJ0ijcTBLlcYdTOqhgDDxLMHKHabjBk9usEsDQPKQZNuHFNJ5nAqPiLs0Hzss7Qf/yy7/sJk5Jr3MnrrrzGw9UYMy2H8xp9k/MafZGjv09xx/zd46bFvkmWq6COTENeap1cao1MaQWJy9+FD3HP4EJVHH+Jjl27ntstvxLEdNq27mF9edzGTh97BYw98luSpr1Fr78fOYkyZ4M09yQsvfpfv3XM1V151O5dd/R4KpQFKpUFuufKtvOmKjJ2Tu/jB7h384PBBrCSkMP0czQPfZXe8wD7LJdt4M2L9jQxVhhmtDOJXxzAMc+n9SLOUXtTjyV1P8J0dd7NPusRWkQ/d8G6EMEiSmL+6+/PYmeCGLZcCcODA88zNHQJg85Yrl/b1wguPIQ2LzFj+ceZXlVVQa2H2tO/VH+ZA2leSMfJyWV+GNUWDsqNEBdOAogF1DxYCwXwo6UTa3/+HESnlo0KIy4CPAR8ErgKGgQbwbeBfSSkPn8clnhdW2gEZAkzj7M0FDZU9XqABwGxTiwAajUaj0Wg0Go1Gozk+WgR4lXKmBclzbflxKk5lbeRbar22qTz1+7WSWEI3kPhWyqjoElkluj2DETsCJEUjpWBmSyJAy3HxZUTZSDkYcIz1SM1V3cjjPrQjQbk3RSp6bPDLLFhV9hpF9sUOfjiDRQ+nWKIVzDFz1yd5/q5PY1XGGbnydrZe/U4Gt1wPQGVgLTfc+tPccOtPMzt7kLvv+RxP3PUZutURxu2AiikAm45VYsEbQnoDlINF6t0Z1rQOMpNIXNehRoCf9GiaRRzRwJExNSul+/jneeaRz5OuvY6L3vFrjFzzPgzTYsOGS/k7Gy5l8faP8d07/oJHHvo6WZZRb0/iJCGtQo3p2gYyYWHIBPfA43z9xTt59Ct/wBvf9OPccON7cd0CY2su4h3v/z+YedPP8+h9f8XhJ79GNZjHSwK8JMBqHea+h77Mzvv+guHt7+ayq9/F2PgFCGGwdfwCto5fwE8mEXv2PkG6Y4bmvheRQJaEyJ3fYc+Bp7nbGcGUKWuSBeoFn71GnX34eHETN4toWkUOuyMctof4yYsuZWNtEID//fTDzM/uZfvYhYzUxwB46om7lt7PDRsuA+DQod0s9rqILMHIkqXni1VlT9RcmD7te/WHNZD2bGSMnC7ry7C5auCZ0IgkaQZhBtIGMxP4tkQiSDOp/f1/SJFSpsAn8w8NR04CnC0roD6DK8KB9SSARqPRaDQajUaj0WhOhBYBXqWcSUHyXFt+rKRvPWQZquDf9+8+mbVR0YY1RcFQAQwhGCxAxVHTD91ETQR0wx7lcJFCZYBGx2CdkIy5AQkQZiapFJhCMujCumCOLInoHVXsLNrKbqjkCBIJhgmplLhBk8G0ySZvhq2pYL4nGbFibNdmn1dlwJQ4CDpSEC1MEd79Z0zd/WcY5XGsy9/LBde9m60XbAdgaGgtH3j/r/GWt/4M9zx1F1NPfYm5tIAlJLNWjYZRRIiMZqlMZtqsTeZJiGkWBuiQMo3FQNzCyaaoypgkUwJJxYH5/Q9x7x/8DN3CWjbe9otc/Y5foFQZoFYb4QMf/HVufuOP882v/ylP77iHYrBAbNqMLewmNh38sEW9rbzyO8DXvvoJvvjQd3njG97PW6+8Gd8rMjwwzu3v+SfMv/4jPPbg55h5+G8Zbu6lFi6S2AUWLJ/JJ77NY09+l5GRTVy2/S1cctmbKBQqOJbDhVuugy3XEXcXaex/hMb+R2nuf4wNzcP4acCMVWPBKDIfZLSsiJIMSQ2TjunjypRL6kN8dPOV3LJFZSLsbzb4zNOPc30wz7u3XbX0Pj755J0AWJbNho2XAPDiS08SumUG5nbjhMv2O5WhtQA0509fBIAfzkDas5UxcirKNowXDQqm4HB3xfdgpgS+oi0RqBDTRgiT3dfeRIVGcyYk6fK9fjatgEBNAvTRmQAajUajOZ/kmUBnjJTy02drLRqNRqPRaI5FiwCvYl5uQfJoyw/bUNYDmYQ4O7uWH3361kNDBfXZMdSx2rFktqcmGo5nbVRzlSAxVFCvKdrqdb4FlqFCfQtmvtbeIjWvwWx5EBkfQAAizwaQQOxXKCc9/LhL9zhrHPAEVVfQS6Cb9YUU8EyBMCRmGrPWhloGvgMlO2bcnKNpVwjSFEdm2KYkloJOZuC2DtG57xP8+cPfoGZ5bL3uHdz45o8wPDhGtVTl3a97L8FVt/LIU3fw0NN30xEFECDSDEHMnDtIzy0xHE4iM8GUUSX0KkxGPp4zRdo8gGtCIsEzYboLu9vQnT/IS5/6Le78zO+w5T2/xu3v/3sMDYwwPLyOn/6Zf8ueAy/y+Xu+QOfZ+xloTdL0B7Cy5IhA2o5XY9oo8uc/uINH7vkMb7rmzVx3/fuplKoMDKzhLW//+3Te8FH2/OAvse79BHZvkpf8DRwojuMnXToL07x4z//mrx/8Fles3cx1W7az+aKbsJwCtl9j6KK3MHTRWwAIW1P05vcRNg/Tbs2y0G4y7Q7Qcyokts+o57F9w2UMlAeW1hdEIX/87b/AinqUB9Zy6WVvBuCxZx5gYWEKAWzefCWOUwDgkd3P44YtSq2ppfM0LYeBNVsAmNz7/Mu+p3/YAmnPVsbIqah7atpoITz+z5ZODFVHXUvbfGUTBxrNa4lzNQkw3w7JpMQQ5zuGXKPRaDQ/onySEwcDnw5aBNBoNBqNZhXRIsCrnNMtSK60/PCtviCwLAKEqSrI9y0/SvaRHftnQt96aLigjmUKQZJJXEcV2MsOzPYgSCVhumxtVLSVNY+ZTw2UHYiy/rZQsMAxBJ1YYgioR4tkrf045bV0K8PMhhF1QnxTUnRs7KRLuTuPCHtUHMHaouBgJ6MTq2Jj1RUgVTeyY4KwbRwXDAlGFmMKcAyIbDV9UHOhLAIy6ZA6HmbcwzUkiYSuNGhmBpWCx2i8QLrQZM+DTV565htsvuytvO5NH2F4cC2eV+L11/0Y1135Du7d+QTfePZhFpozGFlGbJq0rBLrRMRCCn5qgDDw0oDYq9AMKtjdJmUb5gJoxEog6ZNGAc9/9nd54s6/5tp3/wrveNfPUS5V2TixlX/8kX/GgZ2PcP8X/jP3NHqkhr30Ogm0vTqhXaDamWFBSu566Js8+Oh3uH7bjVz/+h+nXBulWBrg0rf+Gukb/w7Tj30B89GvES8eoOVUSYWFmSWMNHYTTT7Es/f9IS+6RcYveyvjl76VwS034Pg1ANzyKG55FIDRU9xLWZbxwoEX+MoDX+Xg/Bye6XHj6z6EYaofUd+882+YrU5QCDtsufQNACRpwjPPPEx9bjel5uTyfbn2Asz8dQd3P3NmNzc/PAXqsx16fDwcUwl4aaZ+3pxwLZna1jPPfOJAo3mtEa8Yw7GtszwJUFkWAdJMstgJGSh5J3mFRqPRaDSrxqeBGvBe1J8eTwJ78uc2Atvzf38JWDynK9NoNBqNRqNFgNcKpyrM9S0/ipYq5rmmKrilGZgG1CwoWAL1+5jqvk/lmYcGl20Y8QWVPHw4yjgin6Bog5TqMwjCROJaYmkSoZhbGlVdsAUczgUAUMX6sg2uqbYZ9wUD2QxD7S5GVqLn+KSYuMQM9Wbx4y5xr4dhQtmF9QZYpuBgW3mSF0wlgsSFEkaxgPAcPAOQGbW0ixWHJGFA0YREqIJ70I4J3ZDUsYmdEq00Q8gMw7GQZoFWHFHqzGNGbRJrjFlsnnnyDp45+DS3rV/P5ht+moGxrTi2w63bruONF13N955/lK8/9j06QQeJwDYEI2ZAFUk5XaAYNIgdB1mxcAV0EmgHSsg5umwkgMLcPnZ86l/w9Jf+gJvf9/e5+d1/F7dQYuKCa/jQP/0MV77wMJ+778t0nr1LCQCWT+CWcOMAATRx6bk1Nrf3sveeP+Ol+/6KTdvfxpW3/AzDY5sx3SLjN/4U4zf+FDfsfYzn7/8b9j5zJ0QdCkl3qfM+DTsceOQLHHjkCyAElfFtDF9wI0MbrsQfmMCrT2AXBzgee6f28vALj/DozkdpdVtIIPQG2eJ7XH3J6wHY8+jXMZ76OiPFETqFGpdefB0AO198nMqehyk1J4+YdhjesG3p3wd3nbkI8MPEaoceG4DIv3dOlnmaZuBaSnw804kDjea1xspg4LNtB7RyEgBgrqVFAI1Go9GcN/4p8ABwH/CrUsqnVj4phLgM+COUGHCjlHLm3C9Ro9FoNJofXbQI8CrildiPZIBrQs0VxBIa0ZFP9oDRAlQcg24qaUSQpGcWGly2YWPFYLQIllBF/fkAUlMuFfLDBGoeRD0lSLQiWOhI6h7UXQFCYgo1uZAY0E2OrBxGKdRdiDNB0ZYEiWAtHYpxBwubGDABkcSkQJhPNkSJ6kiuu2p/Mz1V1AzLNYRfx3QElawLWYYhTDKvSMcqULWb+HGXIFHiRZqB6LSppgmR7XFYlEA4lIhxe3N0O13KSY+eadMVGTYZXQQLVo3v79nFczv/Edamm7ny2h/j4vXbsAyTt267jjds2c5dT3yXhfufIcSiQkKZOZw4IMsSIlKwDRzXRoiYmgtTXSXkuPn7vHIqQAAsHOaeP/uXPPLZ3+P1H/xHXP+eX8bxilxw4bX8xoXXsuuFB3jkG3/EzqkDNGVIJ7ORQKcwgJnGtCKJJ128NOGlx77Gjh13Mnrh67npijez/vI3YxgmAxuu4nUbruLaXotDT36N/Y98nvndDx97c0hJ89AzBId2sCAShIBICky3jFMZYcap81T9Euy0h9eZYa8o0zR9DCmxgJZT5fLhMX71tp/Eyrv5H/3if6HWmabamWZ4+9sYrKu5gl13/S/KKyYA+qy7SAU3J3HE4b3PnfqG/hFgtUOPM3KhLVNTQEF6fDHBNMA2BZ3ozCYONJrXIitFAOtkKtkZMHSUCDDbDNg6Xj2rx9BoNBqN5jT5v4Ay8E4pZevoJ6WUO4QQ7wZeAv498IvneH0ajUaj0fxIo0WAVwF9X33fXvblPt3u/JXCgUBQcuBA+9jtPFOF7xYdmG6oYM4+Lyc0eNCDUV8wVhRIKbFMVXyv5BZAsZSkmViy/PBKsJBnFMyH0I0lGYI07xjOEEiUBc/iijXZJpQciFMIE4FrQcFWwsVcJ2a0AFUXGkAQKjsf32apI7zqgG8LJQx4PtVykVQaON0mGAlJZuBbMTKBxPaRjgcyJoliLFPlKUgJZhIg4oBy3CERgqIhydKYgpQUHEGYCWSc4tldmvjUoyaGAZaE7u77+czB3VgTV/ChG97OtjWbKTgub7/uHfS2Xc/zd/4J4pE/wQq7JElGKgRISU+YtBJwJKzxWXLW7Fs7BSl0E/Wxkm5zjm//2b9mx1f+Gzf/5G9w8W2/gGm7bL7wBjZfeAO7nv8+X3/omzy00GXWHMSJe1SCRXoZHDBrFJMuJtAy6ux5cQczd/8FQ6Uq2978s2x7889QqAxjF8psuOEn2HDDT9CZ28fkM3cw/eydzO16iCztK08SW6SYQhJIAxCkYZveTBsf8GLBi7WLGLQrNK06B9wREAbIjA9fsJWPXfeWJTufR7/0e8zufhxQ7+1Vb/oIAFHQ5Yk7/uq49+iGy5Rd0O5nHyYOdVBmn9UMPe5bDkkPokwdo3Oc/VXzzIDFE+QGaDQ/jEQrJwEs86zu23ctfMeiG6n/EHQ4sEaj0WjOI+8G7jyeANBHStkUQnwPeOe5W5ZGo9FoNBrQIsB5p++r75qqOzfJTq87/2jhwBAw4KpO3OMV4AqW2t9iqIqptnFkR/nphAaXbbWNKaAVSSyhRIg4Ux8jBfLzUJ3HqVTTCcM+VByBQJJKgW8psSHMVPGwYIJlg21ImpEgk/n5WZKZWGAbSuToxss2IjL/7AioFyDOC+KpXLY7KbswXBDstcokhofVbSKMDENA1UoomRJBhkkDw7QJLAfDiElSFRzsAjJ3UCrIGAFkibp+JVvQSaARSqIwxDO6VC0IozauK/GNGD/tIlLB84ef4398aTcXr9vKh66/neHhDRRKg1z57n9O9LqfYN+3/jOtx7+AJzOkmVEmIzHBEst5CdOBOjdDQM1R0w6NSH3YxrIQZBtg96Z58JP/lAc//1+56kP/gstv/RimZbP5opv4exfdxDMHXuTTj3yfh2bm6bgV5uIJClGTQtSm2Fuk6xapt6ZJhcVsu8FDn/0dHv3if2HDlW9j6xt+gvXbb8OwbIqD69ly88+z5eafJwk7zOz8AQt7HqGx9zGyg4+SxgFwZNerAEpxC1smtOwKxTTAyyJG6+P8xGXXcMumCwGIk5jvfOa32f/t/7H0Wr8+xoar3wHAjrv/N0F78Zh71PUrjG1WdqMvPH7vce/jH2VWM/S4E0sWQiXoWYag6qgJgyy/b+uuoJdKDnWyVyQ4aDSvNY6YBDhVQvcZMFh26c6p/wTntAig0Wg0mvPHIOpPqFPh5NtqNBqNRqM5h2gR4DzSL6obAuaDIwvvJ+vOP55wULDAtQWGUMHAllguwDkmDHiqmNwIlWXP8RwJ+qHBjnn8wqAKGxY0I0nBAvJOYs9Uhb+qqwr6DVSRvmiDYUCWCbwirCmaHOpI5gNJJRcsokTSECpU2BZqggAJJRdaoVBBwbbKCUjy0OCixdIEgmWoY/UAIVWnfCNWgkEqVQjwPnOISi/lKjPDFSmOyPDNDM/IcIRESuhlJqnpYlsRWaIudpDv38inM/pWQVVX+Z83IzCSmHraxpbgdNssypS54Y14ZpGq7FCNWoyJOSadQQ7tfZIv7/wOF2+9nstf/zHK1VGcwY1c8JH/zpqbf5HJr/07unsfxIoDLCsmTnMP9TzrYS6flAhS9fVIQd1DsDwlULCUELDHHKBrlnju65/iqw9+m1tu/3luuPpWLNPikomt/IeJrTxwcB+ffupRnj24h8S06DlFDg5eiBP3EBIix8eQKcXeIrXONOnDX2H3w1/BKw+y5cYPsOm69zC29XoM08Jyi4xfehvjl94GQJbGdCafpze/n6g5RdicJmrN0LOLbPFHWOtWKTgua9dcxMTYFoqev3SfzbYa/OWn/hXy8S8h3SqGTPCiDpe/7ZeWgoIf+uonjvs9teGyN2CYqtP2hcd+OESA1SjYr4YVT99yCAR1FwIplShlKBug+VByuJ2x/ziTShrNDzPxKmYCAAxWPPbPdQA9CaDRaDSa88o+4M1CiDVSykPH20AIsRZ4S76tRqPRaDSac4gWAc4j/aL60QJAn+N1559IOMgkLAZKOEglBKlEoopvEjUZ0EskUaa2zY5zyFTmRe/jrMUxlYVIkEjiTPl/Fyy1fd1V9j2moYr1RQcGfNWt3g6hGStbn7IDG0zBeFFimYIkXe5u73f5F0z1uoIJmaUK7mEKEdDOt6+byv7HUU4z9GIomipIN0rVsUDZ5Xi2IMRmNhEkNjiGIMSgRIYlIJHQSi0CwwIhEEKdR5goy6SaC5FUEwpSwkBBCQELoRIhCiYMpm0WE485WcSan8KLU2aGxujYFVLLomWXaFhFogSKskHn8Tv5/vc+zztuuJUtb/01vOoI/sR2Nv/i/6ax814Wv/KviXY/QJCqgr9rgl9wWTAdgjjFjrsYAoY8dW1m8ikBx1DTIM3iMGlhHQ27hhN1mW03+dPvfpa/eez7vOfqN/KmK2/GtmxuWLueG9au5+npw/zVk49w375dRLaHY3kML5qYWUJq2EzXN9DyBwmdIiMLuwlaczz97T/m6W//MY5fYeKyN7PuittYe8kbKQ2uBcAwbcprL6O89rKX9T2xY/cz/OfvfBbR6FAevwopTAyZMmabXPLWvwvA3h33cejFR4/7+m03vReAKOzx/BP3EnslMtPCSBOsoM3Z78FdPV6JTRisjnhwKvqWQ61I/bxwTfX90k2ULZieAND8KJKsyMhYDRFgZS6AngTQaDQazXnkU6hcgDuFEP9CSvnZlU8KIT4A/A7g59tqNBqNRqM5h2gR4Dyxsqh+Mo7uzj+RcLBUmM8ABL1E0ogkBqqoHXuqIOiaqphuiGMtgfqFxoxjMfLnk/zJTiypu4KSrbriDUN1yrumygew8wK9Z6kJhHYMkYSKC0IK2nlnv2sqMaHuqn8j1LZJCrYFbl+UyMWNhRAIoGJD0VfnnElVzA9yn/z++h1D0o4kphMT47CQ2szEkrqV4iLpZQa2IUkw6GBTlTEFC3rYSrjIIqa7AtsUeFY+ZRBCkkkyKShYau1G1KOdthF+gahUx4q6WDN78YsFHitfSiRd5nsh0ewkRrofISNEZrDnB59h9xNfZcstf5etN/8sluNTveANVP/R92g9+WV2ff63SOf2sWgXaBerdCkzk9gMRIsMxDPIqKHEHImyVrILUKwQl4Ypk2C0DtCVJoFXwZAZyf4n+WS7yZef+j4f3H4jN2x/E65tc+nIOP/+tnezp7HIN3Y8yD1PPwjCwItU0bwYLNAojjBdXY8bdah1ppfui6jb5KUHv8ijT/+AxeII5sgmNqzfxmUTm1g/uh6/PIhfGcHxK8e9vxfnDvLi3ufYve85du15it3NFgv1LSQDm3BmQgpRm9SwefP7fx3bUYWu73zqt467L8MwufjGdwHwxCN3c3jkAqJSHWlYiCzBaS/gN6bwFidf9WLAmdqEwSsXD14pq2k5pNG8FomPsANahUmA0rIIMNvUIoBGo9Fozhu/C9wM3A78jRAiBPbnz61DWQUJ4Fv5thqNRqPRaM4hWgQ4TxxdVD8RK7vzTyUcdGJJwRL4lsTLPePDFGwJWQYTZUE3kSDB9pX3fpiq13UTKDmChUDiGMcW77J8LX07426i1p5mEKYS3xEU8/UVHUhTJTDYpir8l3NhIEjzvIBcGAgzKFmwoaxe20vUh0TdnAtxbnNjK0ujMN9vI1Jd70EC7USdn0QJDmluj2QagqATUbZaNGrjTLYdymZKM4NObCKloGwmVM0U13MIU4EpSixaLokLiZewfz7AaTUZ9gwkkrlA4hiCotW/1mothAv4YULolUm9AtU0JFnsUDj0AG6cUO0skrZbrK9ElCtFZs0S1IrUzYC993yCgw/8NZvf9HE23vBhDMuhvP09bL/snUw/+nkeuuOPaczN4qcRtmHjVqu4SUbSM6n15gkKVXpOnZZToVOpE3lVasE0CJe4FxM7Bfy4jW0KQhnQbi3wN9/5S/7825/jzTe/n/dc8wbKXoGN1Rq//Pq38XduuJV7X3ySJ77350zveRIBVDvTzFYnWCyOUO1MLxXRJTBd38R0dT09t0Sh3aK14z5eeuZeqnaKH3dxWrOMhA0YWM/B+kZEElEJF4iThMNBSgfladT26izWNigrqd4CftjCiztcedVbuPHymwB45Kn7eXr/LsrHuf83XP4G/IqyF73zuR20Rzdj91oYaUxm2rRHNxNWhim5RcpTL71qhYAztQmDVyYenG104V+jUcTJKosAFT0JoNFoNJrzj5QyFkK8C/gH+cdGYOuKTfYA/w34Ayml/k1Ro9FoNJpzjBYBzhNHF9VPxMru/FMJB90EGpEqUtcdVRgHQdGCsaKg4kApg31NVVg3DahZKrDTNlVHf80RrC8L4gzasWS2t9xB3I1VMbGbKK/vKIO5QGIKVaT3XNX5n2Yshf4K1JRAxVFiRhqowrEQyzZApXxawJNKIJjpqfOsOipvIMrUuZRsWFOCRqCmBqJM7adgqWNFkTregCsp2II4nyaYSBcopj69Qg03mGfAkrRSk0iatDKT6fIQRVswzCJxmnEgdghwwHeZEibMTTM/f0gFA6O8+FNgsiMZ8dUbWDAhDVuUohZmYONYBgc7GWI2pJhnMiQm2IbA6HUpuoJuUmBI9FiXzjHfmOT5v/lN5r77B2x6+68zeM2PIwyT0Ws/xNu3v4tnvvdnPH7HnzIRzDEuA4TrEReqzNs+LbOMY3u4lkevWMUwLGbcDVBOiCNJXcZUoyYWKeXUwc3m2GPW2ZWWee6RB/nE8y/yru3X8RMXXsT6SgXHsrh129Xcuu1qJid38+gj3+Lxx+6gE3boFGoETpFCpPyn+xMCiekw1DiworAukWFEVPCxygP0ki7m3G5SYeEISTfssYhDByffGtqFGqHt4cUdTJkhZMqll93Mhz78GwC02ov8v1/6NEZ5lFLz2G7+K279KABJmnD/049RnNl7xDZOe56gOkp7ZBN22KGwOHnyb77zxJnYhMErEw80Gs3qkaxyJsBKO6BOmBBECZ6jf73TaDQazblHSpkBvw/8vhBiAlibP3VQSnngvC1Mo9FoNBqNFgHOF1F6ZFEdVNd8vwO/72vvWYLZniRK1STAqYSDRgi2kBiGoOIKbKH210kgRmJKwZCv8gOakSqSjxYFrgELkSTLVMKs64Bnqu7h2Z7qIO7EqpA4UFDrc0yVNRBlqshfc6ATqcJ8lAJCBfjK/HxcQ4kFfgZRos61ZEHJASnUBECGeq4vIoz6qoCe5eftm2B6aqKgnajCpyXUREAk1TE8W5AkMJsXQtN2k7ptYReH6JaGCLNFylZMFwvhl3BsSTlu4nQWaWUmc4FNN4vptTJe8tYRlGv4CwmFxSkcE5qhZNgXS3kLnqXeEAO1ThHFzHckc22JQK2xZAvmQsn+FqwtQbdUAuEx325RdjPG7YQgM6Cxm8bf/j069/0Rtdv/FdVtb8NyCmy//Ve58Kaf4Jnv/gnTP/g0zSAgqY4yj0+310NmJoZTwDBNzDTEi1oI28Eu+JiZIDGKiKBJLetimAYlS1J2bWaEAa1Z/uLpp/irHY/zppLDj11xPTdvuQjLMBgb28Q73/VLvP0dH+eFl57k8WcfpHXvLHLyOSSwWByh55aOEgAABE3p4HcDFsuDiEKH8YVduGGbg+V1uMEcXSx1kwCR5RE4JZy4R2QXqLemuPri6/jIT/0rTNMiikL++I9/i97sfoRfI3JLuOFywmyhVOeyN34IgPuefJj48LGd/gLwGlN0hjfQrY6+Km2BztQmDM5cPNBoNKvLkSLA2f+pM7hCBACYa4WsHdS/3mk0Go3m/JIX/XXhX6PRaDSaVwn6r8TzSL+oPupDKpXvfL/zP0jAFJJ2rIrvcALhwFAd9Zlc9vd3LUEvgU4i6eSFv5ItabShYCkv/7Ir8CyJbQo6MUhLEq4onAMUbRXqWbQBBK1IYggYdNV0QcEWhCmEiaToqCKrbaq1FB01sZBk+TRA3u1PHmBrWOBYav9OXkyPJMhMnQ+oyYbZnpoAcFdMGMwFfasiCVIQZHCoraxPyrag1YWFUK01zWC2J/GjeYYHE2K7RK/gUXagKrtU0h42gjTokBkGZJI1ToSUBk8HPr3FeTrDG3FrI7itKSQwG0CGZNATZI46h3YksQwlejRiNZERZ2piYcgTxBLme1C0JXOZg7TLpGFGljjYQrLWDrAtiSENusJmdmaa4K9/g/Laz3DZ2/4htQ1X4pUHufrH/jnBrR9n152f4OEnv0fDrGL1YgK/RoJNJe4RC5tqGjCYzHLQG2HSHsbybMphg4402eeuI0UwIjsQ9Ji3K6SGhR0GPLF3Lw/MzLLuji/ytouv4O2XXMHEyBrlt7/1Ki7eehW895eY3fskLz15J8nsLOGBE1nrCLrYtGOD0B0HpglabRqeICmuPdJWyDBJhUngFNlQcHjvVe/m1te9WwkAccR//6Pf5NnnHsZ0y6SmTWYc+aPrird8BNstAPD1733phMV9Adi9FlGpTuKVsIP2CbY8P7xcmzAvFw4t48zFA41Gs7qszASwrdWdBACYbQWsHSye9eNoNBqNRnO6CCFqwLXAMLBXSvn987sijUaj0Wg0WgQ4D/QDM8MMMimpugYlG9qRKv65prKcaceCRpQdYd3RFw7WlkBKgZtPB/T9/YVQ9jxZXnS2DVVUjFYUFbtJXli381yADAQCIcC3JFFevO/EypKnlwiGC0pM6MSwEEg6pmCNkAz6giRTAkaYquJ8PxhYoAqTqQQhIcsDhMu2EiziFFJb2flAHm6cqbX3cc1lWyGRn1eYSNqJmnowjIyaa5BJyFIITSUAOIZaTyNSeQdCSLrNJhf6TaLIwXOUDVJiFAkzAxtl8ZMiKBgZQkqGrYgJ2yKOpijVHAa6PiLsLYWsTnYkUsJECbz8/QsjkFJZMg2UoepCyRJMdSW+pa6pTGws4VDIIlqZxQuUMcwOI2bIYVHmkFnjsDlEjR61vU/T++/vZ+Ky29l4+69TGLsQrzzIJe/5F2x48y/z3fs+x1MPfonEcPGCRWKjSGg7CCRNUWAh83CzHpHlsb+4jqzXZsaukxkWG1u7CaXLtDWkuuplRuiVsOKAdnOSz917kM/d82Vu8AQ3X3crV13zFurlGgBDG7YztGE7NwBJErN/37Ps2vUEhw/tZGpqD/Nzh8iUHxVmlhAYDgE2fmeWEWc/09X1zFYnKIQdzCzGGljLFZfeyDsuvpIr12/BEKpQFiYJv/H1L7Ij9qgNbsbpLWJmCUaWHPE9ddXbfhaAg1MHefLph/OUgePTzwjIzFffj7/TtQkrO+CaYkkANA2oOmIp3+NErMwY0Wg054bVDgaul5ylnwWgcwE0Go1Gc/7Ii/+/D3yE5VrDp4Dv589/HPh3wAeklPefhyVqNBqNRvMjy6uvCvZDTNlWlh2+rYp8rqlsYsJUshCogr4hlB3OQtgv6AvK9pEe3nUXNpQNfAe6kbL6STOJbUKQqP0dVpbtGLn3fpqp45cdgW2oYqBrQRDDsK+68V0LTJF396cq8DfK1PFsA2KpfPDVxIGkE8NEBmuKAgPopiASZcljO+r8EBAmEKOsfHLnHMIVhcooU7ZErlB5AGG2fL2GCqrg6ZhKJIgkDBYEZggLQcZiDwqGpOaC6wpSqc6xEUrmessF0U4MZUdiGQaeiCECx7WRQpBKSZgZSKEEgLnEoZsajNsRDnBY2HSFQyxMPJZDVucCyc6GmtYYLAhsQ2AKyVBRULbBMQQZ6toOeiCEEgPmgoQktqiaBgW/QOQXCS1BNxEsSI+2cDA9h650GMg6yE7G5ONfJN7xBdzLf4zR2/4JtTUXUizVec/tv8Drr38Xd37vr3ju8W9iRBHDRoOuU2QqKzBr1QCBTKDjFBHWAHYSENk+i/4QRipxRYboNVSoseVRau3HCVsktk9mmOzc/wLPTh/G+tKnuMYzuOrS67nwhney5oIrAbAsm02bt7Np8/al9zSOI+ZmD9DpNGiFIUHQxp3fg5UlCMMkdkpkfo36yEbGRtbhF0rHfL88dugAn7j/Lh6bniIa3ES7PEyht8gFz3wbZ4UV0KYrbmFs0+UAfPu+b5GZJ5MAIDNtRJZgpCeplp8njjftczQ1F8Z9QTeBhSwv7AuoOCqoOpWSRnj8/a/MGNFoNOeGJF3+Xl6NTADTMKiXXOZa6ht/VosAGo1GozkPCCFKwN3AZcAU8DDwrqM2+zLw/wEfAM6bCCCEEMBdwM35Q5dLKXecYNsh4N8A7wXGgVngW8C/lVLuPQfL1Wg0Go3mrKBFgHPEoKc66V1TECTKumbAEwwVYLYniDLJYnistc9KD+9BD9aWBDXPoJ1IFiNBwYKiBVEmmA0kcSrxbWX1003UvrLc0qdgqW7/VqwK8gVLdRCbBnh5XcJEdQlXHYgzQS+RuHlbci+WeBaQqPU1IliTAblXv2NBO14+JihBI81U8dEWeQBspF7byvMEyFTgr7GiNuKa6ppVXWV5IoFmAu38Gg0VoOoaTHWVUNFLIcqkOq5UHdK2qdbaJ81UYVVKwYCniqFRJpSNj5BEEjzAkJLFTDBqSaQd84x0iVOBHWdkybEhq5NdNRkw4sNFdUHZESQZzIfKsqhiCzxbMFJQ52J3Atphg2R0gtgA30gxgh6T2ExLByvp4bGIXa4SmA4N4ZFEYBJjPvYlHrz/24xf/0Gufe+vUxsYZ6A+xgc+8OvMvv597Ljrkzz7/APMOgNMe8N0zQJGluIELQxT4nfnsaIundIQWCZ+3KMkU5KwR2p6pLZLZlhEXpnY8siEoFVdQ7E9S21uNwuzu/je49/ie3/5f1GoDFF540fZcMUtXLFxKxNrtyxda9t2GBvf/LK/T1phyFde2sm3HryDvXPTAPiA15lncWAjieUR+rUj7H5u+sA/BCAMunzna39FXBzEac8f1xJIAnGhTGlqF9arzAqoT3/ap+woH/+VFG0YLyp7qcOdZZErTMHpSsaLUHMFSaZEuqNZmTGi0WjODfEqBwODygXoiwB6EkCj0Wg054nfQAkAnwJ+VUrZE0Ic0XsipZwSQjwD3HIe1reSv48SACScOCYsDzf+ATABvAh8HrgY+DngfUKIm08kHmg0Go1G82pDiwDngLKtivmGYCm0084L27O9ZSuPOD3WyqPv4T3g9b39BWEiaUQAcsnao2Crwns7hqqrhIP5QHXthymMFtV2SxMFQnUPO/kdEEhlASSF6sQPMyUS1D0VGhwmEis364/ySQHPkhQdQZYqH/wBUwkSpqmsfrp50K9rqE7+Xi4IBIkq5FtCTQhUC2rywTXBNpTXvm/DYEE9ZhjK2mi6qwKB+9d0qKBO5FBbYhpK5AC1Td1Uwcb9YqhtqH218+s2UBB0w5iOlRJ7FQppG8fIcM2MNSKkaKaYgMwMLKcAc9OYYXfpfTk6ZLUVw2j+3FRHfR1aDp5jUrJTPDMmA7b4gkFPcDCbZa9YR8sfxFvcQ9HKiKVJV1p0pI0tCgyFPbqiQGyVKEYRBpKCKbGMjL1PfYsXdz3Cuus+wC23fJRSeYCh0c3c8uF/x2WzB/jOfV9i8fmHaZfKWHGAyBIqCwdYu/9RCp055kYvIqsMUGhNE2ZlkgzMuEfgD9D164ReidApU2keZnjyOUqtKZywTVCoYWQJTtim15xl+u6/4b4Xn+bPTZvhuM2aNRtZM76JNWs2MTIygVsepOj5lB0Hr1AEKcmyFJmlpEnCwuRuZvY9x/T+53jIHuTb1JDtWTLLxXR8jCwlM0xSy6HYniL0arSLg2So+3l4/TYuvO52AO776qdJD76Ave4yguooXmPqiN/oJRDUxrB7Lfyjnns10YpVEPegJxjwlGjYtwga8wWmIdjfyo75WdGJJYuhoO4q267OUeG/ZUdN9xz9uEajWV2SVbYDApUL8AINAGabWgTQaDQazXnhQ8BB4JeklNFJtnsBeN25WdKxCCE2Ab8DfA24FNhwks3/J0oA+J/A35VSZvk+/i3wW8BnhBBX9B/XaDQajebVjBYBzgFFW00AzK8I3e0HgKaZsuSpOmq7oy1A+h7eZVtQtFWH+cot+gGiUaiEBMuAZigpu0poiPMOeYGxFLgLyzkBvq32YeZF+n6GQCrV1+N+XrA3odtVAoBpwKgLg65B0VH2JVmiLHcsASUBiVj2+E9z+6F2Ar1Y7a+SWwx1ElWYj1NYDKFgCmygbKlrFGdq/zPBsgAA6hpICWUXNhiCViwxUJ32Qaqer7mCKIXdsVyyRbIMQZrJpRtfBiGOEyFclzgOSVJByUgZtWICadBxy1i9DnZ77pii8cqQVVCCSZwJpu0KQbVG0fdwrYSUmE7axU86OAQMejDfjXCSkEaUEPo1JpOQgkwomwIsj6F4nuGoTWY7eD5YwsTKDFrSQvhl3CSiuriH5779P/nKYw9x203v4u033k6pVGVoaIKf/LFf5fbFab7xwLd47N7P0pMGA3O7qC7uRwDVhb3YdsqsXcJptRHSAAR+dx6vO8/iwHqK7TlGDj+NE3XplEeZGb0IaViILMHvLlJqTVFsTlJ3fBYGN3G4MMT85GGePbiP1Po+oVPGDVvU53YzMLvrpEX3ZnmUHVd9EMdcxIvahG6Z2CkgDQNDpridedywRRC0aVfGaJdHqbSmuPVj/xqALMv41v/6A7zFSUpukfbIJjrDG7B7raUMgLhQxu61KE3vxlucPMlqzj/zAcSppGir71ErDwDvpdAIs+Pa/XQTlYHhmTDiq+8dFTCuJgDCVDIXHGktptFoVp84WX0RYHBFOLCeBNBoNBrNeWIT8PVTCAAAATB4DtZzDLkN0J+g/lz8FZR90Ym2vRJ4K7AA/NpRhf7fBj6Mmnx4F8rmSKPRaDSaVzVaBFhlHFMV8YKjivv9ANB+YT7K+p3wy1ZAoAp4hgDPUtYynilIT9BnEKbKridIJYVMUHXUpEGQW9j4pqDkqJwBKVURva8odCNAqMK7kYsAVVc9ZxswFwgWQ7lk3zPoCaqeei5Fefw3I3UOBUs97luQxhBkap9BooqYlqFsfWQuNHTyNbj9aYF8KjPM1IRAkql1Wf3gw9xaqL9GG2hGgnaiTsc0IEPgm7ChqgSCRqiuYSrVOWSAA5SSHmlg0XbLZE4FLw1pyoSCmeEaBlYSU144TNScPeZ6rwxZdUx1vovFIdrFcVzXppIuYsmMKVwKns9EZpOlDZJuD9+GiXiGatpl3ihwwK4wLLqslU2iYIFS2sOKQ4RbwLBsbGIMIWhnJmm7iRd2KMddNhV6zIdjfOfJu/j6849zzSU38YFr38hYuUK9NsJHbv9p3vuG9/KD+77As1/8rwigYMK4nCfqmaSFNVCvE0ch3USwaBYInQpe0KI2txsBTI9fSuiqgr6ZxqSmzfzgJjqlIeqOT312F07UpV0epevXSE0bkSYMzO2m1Jqi1Jw8Zdd9arlkpo2dRLhBCydokVouUhgImWEmIQJIDYfEckgtl63XvZ1LXv8+AB749l8zfeAlBFCeegk77NCtjhKV6ksZAKWpXfiNKbzFU6/n1UArVlMmJVvd+/37PzlJn1EjBANJyVHf41YuwM321ASAFgA0mnNPnK2+HdDQChFAZwJoNBqN5jwRoJw8T8UGyMfXzj2/CNwK/AMp5T6lCZyQ9+afvyil7K58QkophRB/g5oG+DG0CKDRaDSa1wBaBFhl+h3/Rxfu4lQVxeuuIEglabYc4rsSzxK0IoljqqJ5JlWR+3jJnv3nkhQWQ2UFNOCp4NsgAROJA6RCdRlLlOc/QuCakqItsG0VACyQeJYAJI1IqPWmqhBZdpQ9UTdRhXtLQJxnDUz3AAklW63FMtWUQJy/tmQrK6FeoiYVXENNACRS0ksEtglhDLKYF9gNJSjULHX+UaqEBN+EkqXEgF6qxII4D0mteaog75lKJEhSweGOutkzkYsQMawpghDQ6LZw44TYKWA7Fj1h4mYpZhpgtdpUm12OlQCOClmVkPllZKWOJQW19iS+ldFITUwSZJQSFB2adgnbzojCDE8mNOOAbrvHguVQ93pUrTZmltLNDEwjw5MBIupRiFqQQTkC0Y2JM0gMFYpcDRs8F9rMOFV+8PwB/vj5v+D9F17Ix6+6kjX1IYrFCre97We45ZYPs/+BzzJ195+wuPMBwoUZrHZKtdhBFAr0bAcrkfTmZim1ppEoASA1bWoLe48onBe687TLoywMbsKJupSbk5Sak0RuicywliyD+q+xc7Ek40iRa+laJiFGGpNYDqCMOa3k2Hb3xHIw0hjPELzrV34PgG67wd/8t99c2kYAhcVJvMVJEq9EZloYaYIVtF8Txf8+RweJG3n4b5hIwpN4+ocp9HqS6a7KHslAZwBoNOeR5IhMgNX5KbRyEmC+HZJJiXHywoZGo9FoNGebZ4BrhBAlKeVxw7eEECPAlcD3z+XC8mOvA/4TyuP/D0/jJVflnx85wfOPHLWdRqPRaDSvarQIsMr0O/6P93d/L1F2H8Xczz/NlgN1YdnDux1Jqp7AQBX4ahb0jnOsfge/YwoOd1Tnb99OJM5Ud/y+liRKMxJguABZBkJIXBPGfCVWRGm+DgmtSIkUUsKaoiCVMOAq+6JWpASHoqNeF+eFxkakpgGCeDlzQBiq4D/dUWJBzVXHmeqpba1MiRWH2qqTuRMJBly1viBVtkJeLiKUXXXj+jYkMg9FzScoBHmyU349MVRGQphILEvlBFQctU3FVSKAa0I37iHiHnFiY0g1JSCJaTbUdEXfWmkl/ZBV14CqJ7BLPjU3odSeomRnRHJlx6dAhl0C36UlfKJwHhFG+CWfoaBHK00Jo4ieVGJJ0cgoGjGWKbCTENKYZgxmuiwUxa5Pq1CnG2b4z9xDtbIOSkMkbpFvHHiGr33/Dt6zaYKfuvGNbNxyOZbjsenmn2LTzT/F3J4neeJr/4PWfX+LNbWT2C4w5liMpgmLrR7dBCbXXkHolo8RAMivcak1xWJ9A+3y6FK3vxse+fu+b6kP14TMKZAIizBJibtdeis87UutKcrNSabWXE6peZjj9cpmQFCoMXZ4Bx/+6X9OfWwjAJ/9f/81jblj7X0EYL9Kw39PxfGCxE2hhK26ZxDL41sCwfJ92dZd/xrNq4JzYQc0VFkWAdJMstgJGSh5J3mFRqPRaDRnnc8AfwD8kRDi70gpk+Ns8/tAAfiLc7mwnE8AHvDx0/Tw72cF7D/B8weO2u645MLH8GmtUKPRaDSaVUSLAKtMlCpP+6HCsX7/nRgsQ1JzBYOeCr41RN7FvsLDez5UReihgqATSwqWCqTtHFXkc01BlEkW4mXrj1aspgiaoWTEV0X8IFVd2WECJVvQiJRn/oG2ZD6QS77/wwVVNO+lqlBftHJrotwDv+Io+51UqumBmqsKr0VHPWcZ6pwWAnDtPJzXAoQqvrdzt8heAsOesvRJ0gzfFvQSVdR3LSUaGEBqKSsbIcBETRn0QrWmYu7N37dTaseqkzpOc9slA2whqNhKSHDyznRDQslRgkuSQS+OaaVKfOjk2QJmbpO0kr5A45iSsiOwCh7zVoVSElI2M0pmSpRJEgRhJrBFhidSilnIrFPAdhyysINwi0i/zEjQoGymNDMDKQyGRELNtkmzjE6YEOV2TVZ+DRciqBQKlCzB+mAanALd3m467b0smCUaKAXljpndPPjlT3LzYIW3//gvs+0N78O0bAY3bufWX/0j3vDz/5EX7/ssz373U0w+/wBVG2ILFs0iXb+GG7ZO2D2viv4tun6NyC0dIwBU8/sgLddZcAfpuhUMU1CQESLoYTYaJPMzCPKQ3+kXadTXsVjfQG1h7xHXPAMWBzbiBw3+8dt/nGtvVtO5O5/6AXd+4Y9P+j34WuN4QeJ9JruS9WUYLx4/SFyH/2o0rz6SdPn70bZWPxMAYK6lRQCNRqPRnHP+P+CjwE8D1wkh+hY524QQvw28H+Whfw/nWAQQQvwc8Hbgt6WUz5zmy0r5584Jnu//8VM+xX5+FWUbpNFoNBrNeUWLAOeATiwp54Xm1lExSY0QPFMy01MiwYk8vPv7MA0V/ll1lOd/lKmO97IDlpAshMeGf0YpzKbgW5LxkkHZUa8x8+J5zYOpjtpvv7vYNlTB2TQktlSF9amuxLcFlqm6701j2aM/SdX+7NweKMpU978wJMIQNEK1v+GC6uDvROo8XRNsUxJmghRlSVRw1DRBJ1bd+kOFfL358ZZuWglS5NdUqKJzhnqta6ptJWpNoASQKFXbZ6hiq2cCGYh8oqCbqOdNodbYD/318oOuDFlNpaRsC4QBk4lJmpVxYslwFiKNjJqZUhYJsRRkQlI3MwwhSfBoZgZ+pwNGg06hSNsfpSJnKRMzKx1eMj2sdIFK0qLRXr5p/HyyY7Ri07UdyllAT0AsBSaSUTumkjWYSRxmE4us1yIqDfDccw8R/IePcUd9lEtu+1muf+8vUh2ewCmUufS2n+PS236OhYPPs+f+z7P7/i8yuXsP0rAw05O3k/czAjLjyB8lvqUEgE5tDQfL64icEk7UwUwTOoZPoVLFKFSJLB9nWk0ajBx6im6xzqGJq5gd3YbXW8RKIhLbIfBqFMMm//bNb+Wma94MwOTeF/ij/+MjyOx0GnleOxwvSLxPJ4ZDHcn6kmC8qCZ++pNGOvxXo3l1Eq+wA7KM1c8EAJhtBmwdr67KsTQajUajOR5SylgI8Q7gj4EPARflT92QfwB8CfjZ0+zEPysIIcaB/4qyK/q/z9VxV/BHwN+u+HrHeViDRqPRaDRaBDgXtGKwA8mgJxjwlL3HysJdO5bMtTLa8bJv+tEe3iv3YRuCbixJMkHRAtcTRInkYFdysH38AuCgB64lyCQ0Q1Xclrl3jpSq03+2p4rn/XUFifLUdwxBlIGZd/GnGUvHqDhg5rXKw101DSDzaQNCZQlUMFWXfSeGvYmkYgsMYzkrIcrzAoqWoGyr8zdFnjlgLYsLplDbpnnugcyL9UULuqkqjkeZ+jpOlWd+38anZCsRopR3/COXrZdaeZ5AN1FrTzKYDyHMJCULZkMlEPQFmiCRSGDQMxhwVVf+qJFyOEvZg4+bdVkjMupmimFJuplBKxWEmYEtDVyZUBIZtgnB4jxeOyEtVqEscawUN005tNgislsIehQstSaJujnKrvo8h0kvlfSkJJAGkTRoZwZVM2XYioikYC6NyUwbLAtTQHN+irs+85+456//C1uvv51r3v6zXHTjOzEtm/rai6h/8De56oO/yS1Te7j/mUd4/LnH2L/jXpLk+FXlNA/dNbIjW9J9S00AHCyvIzNtKs1DR0wUyEDiFEu0B8dpBwHl5hQGsPHFu/E7C8yMbKVVGVMZAEnMhtkX+I0f+xmuvOpNAOzf+RT/5R+8k+bC9Ol8C75mOFGQ+EoaIRw2JK4pMA0lYOnwX43m1ctKEWC1JgF818J3LLqR+lmsw4E1Go1Gcz6QUjaADwshLkF13m9GDXHvB74hpXz0PCzrfwAV4J1SyuhUG6+g3+lfPMHz/UmB1sl2IqWcBpb+aDlFGLFGo9FoNKuGFgHOIo554iL+fKDCePse/Sfq+D8ZR+/DTNXrgpbKDZg7gUf4SnuRg21VXLQNZaOTNSV1T1kJeZYqdvfXJZA4wsRx1LFTqexzTKHONc5U0dy0VJd+0Vbd+J6lzm8xgMVIMOKrAvZsoLzNF01J3VOCRJRICragYOUhu3nts+SoQnIzhGYEo746ZpJBEqt1JlJNFhgGkAIq45hekmcnuGodoIrVjgmWBUURY6AEDye/DvOhyixI8oJqL1XBypYhmAsyDrQlBmqfZUdQsgW+qY5lAIMiwk7nCAtDWL2MUBp0pESkECEIUgsM6IgKhbTBhBezEICUkkrQwImbmJGNWQArgIFWRLcgaHp5EHR+bqahxJQYCDIDKUwiGamcAAkgaKQmw1ZC2UiYMS1ElkCSkNrL2RRZlvL8/V/j+fu/RrE2wpVv/SiX3/IhJi66FoCB0Y28c3Qj73zzBwmCLk8//QBPPHkfzz73EAuLs8R2gcww6ZSGGJ58DmeFFZBtqGu74A4SOaVjBAC1SoHoNrHL4/QqI8jm1JIt0Nihpxg59BTt8ihOZYg3vuUneNPbf4NSbQSA3c88zO/943fTaS6c+pvmNcaJgsSPphVBz5BMdZV9lw7/1WheG9irlAkAMFh26c4pEWBOiwAajUajOccIIX4PWJRS/rvccud0bXdWm/eiLH1+5zgF+LH8858JITrAJ6WUn8wf24sK/V13gv1OrNhOo9FoNJpXPVoEOEuM+UIV5vNw3m7MMcX9vkd/yVad74nkZYd3rvT5P5HgcDTHsxeJVxQZp7sw4KkO40YoIc8lsIQglpIwEtiWJE5V4b6TqCK9Zaju+WakOu7rrhICRG6l01jRZzHgKiFhMVSF/l4isQ2oFwRhqrruu5EquluGqmcbQq2zE8N0T13bOBci+hbLXu7tn0lJNxWQWxe5psS3BJHp0nY8hG0zbEX4IkZkBmmaYRFjGmqawTahEajjZJnab5DAbDejf9WKFgwWBAJ1nTxTXQ/TAFNItsgFbCNFFi06UcJC6OAbCTaChcygWrBx0wDZC4jyzIMoy/3uQ0k3DilKg4Kh/PaD3LrIMpYnNLqx+togxoxCForD9LKUTK78hVaQSMGAFTNZcEmnDpB2O3R9cfxsisVp7vvb3+e+v/19NqzbwPi172brTe9j6/abMEwTz/O55po3c01uw3Nw5jCP732RJw/vZ8+h3aStKdqVUUorCvmZU6DrVnCizgkzBTLAjduEhcoRmQKm5bBu61Vc/Lr3cO07P47nV5Ze8/xjd/MH/+yD9DrNk9/0r1FOFiS+kv7PmSDVxX+N5rWEdapv7lfAYMVj/5yyLdaTABqNRqM5D/x9lN3Pq5Ei8KaTPH9t/vnOFY89BrwPuOYEr+k//vgrWJdGo9FoNOcMLQKcJYYKyuYnyb32hwqCsqMsfObzv8XLtirIrxQLSscRC06H0y38rbQXWer+l0eKAAAGkrGiYKgAjikY9lRBP5GCLLfhIS9OBgnsbylrIs+ESKguejMvVrciWIxUl7yVd67XXBjOrxEo8cA31XpKFoSZIEoltimpupBmyoIok+oc0gy1jkxNG8QZ2AJ6qeo873f0m8bytW27JWKvjGkajNPGFzEW0LMcMCRJCmTxEdMHiVRCS1+cCXMroXFfMOIL6p4KZ6676roCmEJgmRIj6FL2BD23SFYoksWSXmbTFOoxL21TjdosdHpMR2rSYK4nCTNlWWQbMOJLKo5QYcN5rShIlGgkUdfBMJQY0Aq7pE5EwxskDLsIoGSklIyUipVAoUQcT5GEh0jsk2dTgHp8dnIvO/76v/O5v/jvFMo1Nr/1p7jy5ndz3eXXUymqide1w+OsHR7nXf17MQqYPLybqb3P0Dn4ImFzBuI2vl2g3Qugs0AcB8RRiBAGhmEgDJOSZWDWxhkqr2XNpdcyVBtk3SU3svbCa7GdI/2t973wBF/789/loe9+9ocuA2AlJwsSX4lnCWZ7UgsAGs1rDNs0V23fK3MB9CSARqPRaM4Dh4ET/wJ7npBSnlCBF0LsATYAl0spj/bq/xLw28B7hRC+lLK74nUC+HD+5RfO6oI1Go1Go1kltAhwljg6xLObqILroCeIU9W5P+CpjvxTiQVnEwNVxHYMZQfUFwHCVBWFu4kq0NdcwWAB2rHAQFkDGUJ1xFccmOqqomQ3Ud3KSaYCfcdzK58gVQX6IFBF+lFffaSZEgIEalIgA1qhoBlKMiBMVLZBmEoMkd+QUtCvk5RsdawgVTZDvq0K/o4J3UiJACKfqrAM9XUrksxZRYadOkUyanET307IsgwpBDJOCQ0bTJcSINMYkb++YKoJBsMQjBQk474gzJS4UXeVkDPkKSGnYKkJgtkOzIcqIDhqd3DTlJZIMR2XgimZjV3mmh2MpIEr20R597YpOKJL3jaUYSaoxz1LfYhcmDBzIcC3lchRDJuEiy7dUolefZyJZJ5ButiWTWSWyOKIwuIk5XieqCiYC1Ro7ImyKY4Ole21FtnxuT/k4e9+lv+y7lLW3PBO3rRlA9dNbGDLhouwbRcAx/FYv2Eb6zdsO+v37wuP38tXP/27PPWDb5z1fb9aOR2xJkyVjZhGo3ltYa/mJMAKEWC2qUUAjUaj0Zxzvg68TwhRkFL2zvdiXilSyseFEN8G3gr8gRDiF1cEGv8bYBsq5Per52uNGo1Go9G8HLQIsIq0IlX4H/FZKsCfSiw426GeNQ/qrlAd+rEqypsG1CwoWKr73jEFRQcyqb7uJRLTEKRSFZyFUAHBIAgzSZSoAriUglgq659ODEgVWluwYCAv3rcjlRsQ5scdykOMEynxEBzuwGKY4dtQcwSdFHpdScESuEUoeao43ghVSHA/t2C+p2yJTKGK9nEG3UgihERKwWCtRNkWjMRNqlaMgUQgSKUgBUgTcCxSKXBQkQJh3mUv80mCog0jBcFCCPNBxkDBoGipa9jLr0HJAlFcznhIAC8O8KOAzLBxHUGxI+k0InomdAuCqqNsj/o2/lGmzrHqAAYshJIwVdMIa0tQtgW2qeyU7DwUecCTRJmg3Zim1IlYW6syUjQwDUE3hVq4yFyjRzzVYAGW7rHJjmS+Jyk5ywLDybIpBOAtTtKpjjLz7L088dCf87RM6WUG69ZfzNqJraxZt5W167YyumYzxWIFwzizTtcsyziw8ylefPL7vPD4vex88gd05g9ioESfH5Wu91MFiR8t1mg0mtcO1ipmAuhJAI1Go9GcZ/41Kgz4r4UQvyKlPHi+F3QW+AXgB/nnm4UQjwEXA1cADeCjK4QBjUaj0Whe1WgRYJVJM8loURCny6G8R9MXC4q28vs/W5RtVUCOMgBBr28vkkEPVeQedQ1SKbGE8rdv5B70mVSiRSMPzM2kEgJSKUgzZVlTd6EZKH//qiewBVRcQECULIcFdxOIYmVpYxgQpZKDHUnFUQV121ACgBAsTUN4piTOBOtQ+QRCqO5nEDRjNRlg5hMGrqmEgUYkGfENCgWbtmtTSEN8I8NBYCBJkWRS4giDgsjIMiV2WNikqaqoSgkVW3Xkl2xldyQlXDJoYIncpz/vyu/E6htIGFAv5OJArM6/7EKjF9OOwYzVOQYpGEIJHBVXMt1Vrf11B0aLKhthdzOjFanJjIqjHrPzmpFvSbqJYKqrroNhqPfBM3uU4hCnY9IKE4YNiZnGpJEkcNV72IpgbUkFGvdSFXKcSlVYb8Unn0JJvBJxqcZEZ5Jy0mEmsQDBnpeeYs9LTy1tF/sVRowIa3aG2CgxtHErxYkN+K6LmUlM28OQGRYJQSqZtSocXGySvfgo4d5naC/OkqbJ0r1btAX1kjhpzsYPK2cjSFyj0bz6WM1g4JUiQCdMCKIEz9G/5mk0Go3mnPEfgaeAdwNvzQvme1F/eh6NlFL+wrlc3JkgpdwvhLgK1fn/XuD9wBzwKeC3pJQ6FFij0Wg0rxn0X4erhG/lRUxXWf4shJKwoArxneMU8IJEKqubV9jxvDIwuB8IPNuTDBVUQX7lscMEfF8FASdpHgqM6uAPU0nZhTAVNHNhIIkltqmscGwT2rHkYBsyJEMFQcVVhf4wVR3uXt7qLlDHjjP1eMUVDOVP1guCkqMsh5qRsizqJZIghcmuxDaE2pelLJSCRCIRyiZIKuufmR6AZKQg8E0IDcFkViTNenimSSYlRVNgG5JQqv1lQiClWlwmVfe/yFNtfVPZIJmG6vh3LfAdVYTuBxI7hnqPEeqcTQG2q3IF5nrKx78fkGwK9Z54Zl8MkEz2IIglSR4s3I4krUTlCySZZLYncQ11nnM98G3JQgBT3Yx2DAVbMjhYZWLIomH5dKVNSIawAzpBl14rQqLEhCRTgssaHzxbMBeo9cUpZA44obp+JxICMtPCMQ3KMqSXGXDcqF+Jm8WkhsSNFjg8vZ+Du59FrNmIMTKOV3Bxow4ySWkKl3m3TrcbUpreQ3nqpSP2OOidH+usVxtnEgKu0Whe3azmJMBg5cgsldlWwMRgadWOp9FoNBrNUfzcin+7wI35x/GQqO7684qUcuNpbDMD/Fr+odFoNBrNaxYtAqwCNRcqjrLgsQ31G04mlS1P0QbLkDTCI1+T5p70Z1oeODp02BBqDWEuOliGpOYKqo6yE8mk6qB3TUGaQieVRJkqbmeorvVCqvz+kwxkCs1YBQgvhhLHgGaiOpN9W6ig3/zYmVSviRIlSgSpKqSTQSNQNkJb66pIXrFVEHGYgFUAmalcgrlAIoHZQHU+VxzBqK/sitqJZKarhIp2XsxeXxbUXOXf34skWQahaavJBUNgiIyCgAzBYmISAL5lYssIsowsgzhR9jixhMVACR2GUGs3UEKJJWDYU9fINtX1Evk5C6mmBpIkD0U2YaSgpis8E0Z9Zbu0tymZ7EqQUHUFjqmslwzUvg0BM11JLCVT3X63vvrcjtX9NFcdx6rV8L0U4ghPpgTCYsEfJbQSsmSOwuIUNUewvqymGoq2ynQIYmV/1LdW6ls9nciOSqQJwjRJ3SJhliKjeEXRXlIyMopGguNYuDKm4iakvmA+kDQP7aHT7dGsjZCWqiSGTZRkOAsHqTem8BYnjxAAyrYSAM6HddarFV3412h+eDhXkwCgRQCNRqPRnHN+/nwvQKPRaDQazYnRIsBZxrdU8d00VPF30BW0cvuaXqLsPfrd2Su78vuWJ2diKHi8zmnfggEXeqYglkp0SDJJIffVN/NifyNSAb9G3mmdZP3gYLmUF1BxJGEqcFK1RuVLriYBYqn2txAqMcAUqgAeZ+DZan0SVRiXLAf81mwwTXWdzLybvptAZqjzqbiC/S3JVFetPcjDlRcCyXykCv997Dy8uJ8HUBYxm+QcnutTSDOKRpYXmiWekWJnArDoCgc/6+EQk0i1NoDZnpqYUN796loZEtqJCir2zPy9yoWUVEKQKZEkSSHKRRBQgpAQfdseZcvTS9T7Y+ed/qD2UbCg5kDdE9Ty3IBuot63KFWvGSkIknKVZKDGoJ2SdprEmUkoBRGSVtoi9uuI6ihWHCLiRUaLAilhIRBK4MnU+vqWUGSCmqvWttKOSgJBbYxOdZRedYxm2cTzZwmCFKfXwOouMmAm1K0Ex8hoOi5Ws4ERRwx4AsfMu/YXp5CLUyReicy0MNIEK2gfd56gP71ytADQZ7WsszQajeZcYFurJwLUii6GEGRS/Wyc0+HAGo1Go1lFhBAp8MkVtj4bgMellF86j8vSaDQajUZzArQIcJZRRUxVXC/a0E0lMlHF4h794rLqsO+sKGJ6lrLtebldvyfqnM6AhUgF11Yd1TndyT3V7RX2Ip6pRAukxDOgLZVvv2NBkgqiTC4V/4u2Ks5OdlRBvmApr/2+P347P2fXVAXycu5lLvJqb5zCsA91V3XRt0LV+S8NdUzbVBZFcd4Vj2RpYiLLVAFYCnUuR17zPDxXKDsew4Cq7CClIDRdhEwwBISZsgQqmRlNYWBmMT4SgRItQBXyw1Rdm1jmnf75cQR5iK+AVqIK9kaeExDkHfrzofocZ+p8hFBZAYfbEtdW9kAVBwqWQS9VtjaWAUVH7dcQ6uuSI0izXIgQAsdUNkiGkEwXygjbxY8mKZgZTQG9xMEU6rrY3UWCyjCBX6XQXcS3YLqjpjIa0bJAYRnqPSm50A45wo5KAq3RLbRHNhEVyqRxRlvaFP0yPcciLpQZtA3qwSFMYMYdQoQxbq/FYqgmRI7u2reD9knvZcdUawiSkxf3z5Z1lkaj0ZxrLPN48ufZwTQEAyWX2TwUeLYVnuIVGo1Go9G8IgRH+oT+W+CTgBYBNBqNRqN5FaJFgLPEgKcCc8uO+k2o6qgC+mIoiVPVZd/35A9TiWepInGcQtlRj3XOoLP5RJ3Tcap83wumwDUlRVvQzYur/S5634KiJcgyEAgsCwYs9booE1QcsHO7oAxVhA5iZR8TJCrktuiwZGUzF0hKjupwr7hKYEhym50MVbSte+q4rVAVpB0TirllUpp30Pftc3xbULIlYaZEkoVAIoS6Xq1I7afqCAY8GPJVl34qVTe+yAIWuxapV6JpF6nSwyIlzEwawqFEjJXEBGmsgozzwn+YkAcpq8d8WwkQicy9/1Gd/kECkalsg4JUnUecqY80UyG+SSqY7KhC/0wgqUl1rc1MUDchzkUJISQDrrIEsvJfpYuWOn5/cmLQE8wGkpZwcPwCpaxNwUjxRUYqBYGREmYGZSOjlRlYUQ9RKOJmDkkWY5tqAiFM1TSIayqxysxFh4IBiZQcyuv0QW2M1sgmwvIQZCmJ47EofIqORcmWLDglTCtEdkNmUgsr6jHUmUR2GksB1C+3a99AracvUpyIV2qdpdFoNOcL2zRXdf+DZW9JBJhr6UkAjUaj0awqXWDkfC9Co9FoNBrN6aFFgLPEbE9S8/IA3QyakTwiBLgRSaqOoOoo33iE6tIXtvLonwtevsf5qTqn+/ZDvsVSPkGc5d79wJqSwDRUIG3RFAj6WQLKB982wRWSVixYCFUIL0IwXFDF6TBVXfSuoaYCgkTSjdXzAmWf04pUMbviqMK+gfo6QRV841T99mgJ1QmfmWq9pgHDNvRSAVJZBc32VG7BoCe4qC6o2ALPljiGYKigXhckIHOxxe61IUuJXZtZ22HYTOhkgkPdjEIc48QhqVTXwzaWpxb6Qb+WgTp2rB73bHWuYX4NM2AuUO+lRE0QpLnVTpIX1Tsx1Dxlx+PZAt9SUxKtGCxT4prKBqhg5aHDue2QlGo6wEnANNX1EAJqBUFqpkSpqpQLIBFQMRMa0qIrBXUroytDDENlRIh8kqMZSSwBZUdgG+p9SCWYUgk7USqouZLDXehUR2mPbgYpSR0fK+rQa7WZ8y2GPMGE2aZWsEhil4GFg5SDBrLToBEeaXP1crr2M/L1nKJR9pVYZ2k0Gs35xF7FSQCAobLL8/m/Z7UIoNFoNJrV5RngNiHEbwG788cuEEL8zOm8WEr56VVbmUaj0Wg0mmPQIsBZYrIraceAqpMfE/zbCCFOVUd+zVGPJRIaefDtmYScnqpzOsogSiU1RzBWFFRsiW0alB1wTEnREcQpTHYkBzoS11QiRclWAgASIgRBAofbuWc/SliwhSo+hyk0QmUJZJmqUO9agrqhCtmukVsSuarQHaW53Y0FmaeK4XEC7dz6puqA76gg4lSqrv9moMSJsqMCg00hqTgGRRskAstU3f8yL5ZLVJFeSuilPaxuD8u2CfLtOnMRh0NlV+SYIIQgNdTXlVykEX0RgDzYOVMiRtWDXqTsfxKWpx3mA1gM1D3g9a2SBFQcJVwkUr3/BU89txBAkArqrrrevUTZGHmGuk4G6lwK5nK4ctUWSCmZSSWuadCObHpIehI8I6NgZkwlNlEGri2oEdCLlQVRkF/PuisQgiPuNyN/H4NUXeNF06czuonEKWLGPbzGcnhvO5IIESFLHqNmFyOJcRpTdHrhEaJXn5fTtR+lSnAZKixPrRyPM7XO0mg0mvONtYrBwACDleVwYD0JoNFoNJpV5neBvwL+zYrHXp9/nA5aBNBoNBqN5hyiRYCzSDuGxVAVMVXp+Ei6CXQTiRCCdiSZ7kmC9Mx9zU/UOV20Vbf8sC+o2MqDv+yAIQwSqdbYitQ0gGvDYEEgkMzk6+klqttdIBgrqjMpOoKqpzrmQRWmZ3qCIJYc7kimFzIGCwLfUhY47Ujtd8hVxWwzn0KIUvVvzwbLUkXu6QAWukow8D3ViS9NVRBO8uL0bE9iGjBREtRdNT0xH6hrnWUwLdU6C9ZyN79jqsdMA2wR0wnUe1A0BaViLjZkcmkCYiFUExAVV63VFGpNGaqQLlHe+RlqlENKyAR0kr64oWyQaq6kYMJiBFIKmlH/vVf72FyFIU/lB/i2ugZBCr5Qnf0lWxXNk/x4piERqK7+uXaMEXVplwYRaYCBgWOkCAlDRkJkCdqZieMZJI2QuWakgplzAcA2OEZwKjsqfPlwR+JZAt8yCIsDZJZNYfHQUQG+gpZ0iVoRbr2Obwn80EL0jl9serld+51YWWr1LZ+O5pVYZ2k0Gs35RKB8+1eTofKyCKAnATQajUazmkgp/1YIsQt4L7AO+DngJeC+87kujUaj0Wg0x0eLAGeZUxUxR/y8e9yCUV/5wHfzwN4TTQM4K4J8VwoGx+ucrrmwtiQY8wWeqTr6q7k/fwpEkep0N8Ty/ko2VGxVZO7EylZHymXboKIN5UQVdPsiAAIGXWgb6jjPLUj2NSUDnsoZmEugF0uMisCzwEpVgR5U17mR++t7FlRtCGw1SWAb6vleCofaeWHeVOfYiCRDrqDmCRZCyYCnJhdCqYKMM6kEDN9WhX/DAA81EdGOlLAhUbkEjqUemw8FI4XcDkioa6RyDSBNlbDTitUkQJwpq54kE0sWTH1rhzhT11PZLym//YKERqCK1n0WQzVVsbakhBBbqPVbfaEE6OTn3MtDkp1UULTUe2MgqcctROZgliwIe8QSPJFhGSlDNrSsGtM9gdXoUUnzsGZDYhtKBPDMZfGobEOQCGZ6Gd0EQFIoOliOTZTGnKhcFWKxkDn4tk1oOHgn2O7ldu2rAGHJoCcY8NR17q/Vs87cOkuj0fxwIYSwgH8E/AxwAdADHgD+g5Ty7pexnw3Au4B3AlehvI07wA7gL4A/llKelbkjyzQQYnVFgMEVIsB8KyTN5KoLDxqNRqP50UVK+QjwCIAQ4ueAe6WUf+e8Lkqj0Wg0Gs1x0SLAWeZkRcxhXxWHwzy0t//4UEFQdtTr5lc07pVtFfzr28sd1UcLBitFh0zCiC8Y9FRLeZiBkdvVdFBFZNNQokKYiiWrmXYMTm5DEyRqXyIPp0VAlKiifYo6PiixoeLm3vW24CJhsKchmQ+Vp7wpVCjxUEHiW4JSfg5S5MG9qKJ5kuVFfh8coaYDFiOY7sJUN59MYHm6wbNVkV8IQclR+0qkKtibrsoYaMdqnzJT/+4k6tzrLhQcda79Tv+JErhCnS9CCSCOoYrzgVBF/76AEKdquwFPYuTb9sN7izZIKUkzQTdWIkLJgplM0kuOvEcWI4kbKCuguZ5EGII1RXVtmqF6T3r5msMMfFNNKJQdiSEEGV1aPYueV8XwigzIHmWRMpsWeN4a5FDgkMxOUZxdoAWsKakpAMuQBKmyKVIZCJJmJJjqZkx21dpSCWYWYUc9pFfLZx6ORSJYsCsMtudZY0SEx9nmTLv254O+dZZ6ry1DrWu2d+bWWRqN5ocHIYQNfA24DZgDvgoMArcDtwshfv5l+Az/Jcq2IAIeBu4GxoGb8sc/LIR4l5Sy90rXba+yFRAcOQmQScliJzxCGNBoNBqNZhX5beCx870IjUaj0Wg0x0eLAKvA8YqYrqmK9I1QMh8ud/aHuUVQ2VFF7jhVRc5BDwY8gWsqISHJji8YrBQdxnIBwDFV0d42VUE7AdJEdcR7eeht2VVrNfMCeDdets/pxDBYUB3x3RjI/fH7xddCXigvWhDb6nxtQzBezIvpgGMKBguqU16iivRYIKQqaEtUiK5ETQDUDRWAO9uDuR7MBZJMLgctd2JloVO01eRBlqlrl0olArRj8CK15l6i9h1lqkCfSXW9UwmeJZGZWArhNY1lgSPJoJi/J0Fetxb5dEFnRSE/SASWUI93E1XoDlJ1nkJKUgTdjsoXcIxjraF6CcSZeo0wBK6hwo2TTAkLSZbvN/fQyTK1jpItiDM43BWkQQsZZfTcAn5BIAywRcpQZ47WbIBsztNf8qG2KvpLIE4k/ZbWbgzNqD8BsHw/pGmK015A+INExQGczvwRQoAEotIA3cRksROzJknPetd+K4ZWLE84BaPRaH6k+WcoAeAx4C1SygUAIcRtwNeBTwgh7pRS7juNfR0A/gHwaSllo/+gEOJi4NvAm4F/CfyrV7po21p9EeDogv9cK9AigEaj0WjOCVLK3z7fa9BoNBqNRnNitAiwShxdxBzxBb4FqRSM+sud/UECvUTSilTRv2gDKKsbQ8B8cGQB+XiCgZoekAwVBKbIC94ZIFUB2cw7qckftwywJAgjD6RFFeZT1LqMXLRIUiUMLIbLBVgnD9AtOctWQr0EwlAV09081LZkS9aUVHivEBBkyhLIywOHJarYHaXqWLatOu1bETQjcM3+9VKTE2EqCVPln28ISZSpgNt+SSXM1GstU3Xgx7kFkCmg5ELPVNZDvUgQpDDZUUJIQUIrVedatPPJiRQiuWxXVLCOFAHiTO1zqivpxnC4K5U9UJ4hMOwvWxMVbcGIr7ITEtT74ZqCbixZ6GXEUrC1LuhlebFbqnNJMjUZYZvKEqidQsVWx3fzSQY36lDLOripTRsYdsCKIjIJaUnQilgK653pShJPCRVzPSWwxMcx6vcsQbvTw5zei10ZQwJBbQwz7GJkCZlhkbo+RtjFThM6k4eYWejSyydWznbXvi78azSaleQ2QL+ef/mrfQEAQEr5HSHEnwK/BPxD4J+can9Syp88wePPCSH+OWpS4KOcBRHAOjrAZxUYqhxZ8J9tBVy46kfVaDQajUaj0Wg0Gs2rHS0CrDJRXkgf9FSRuZB3SKeZKprXXVX4twxVSPZt1VXvmuIYAaDPSsGglVutdGNohpKGrTzrE6m6yg0J/orwYAkglDAQJarYbOb+95mhnutnDRTyIrxjstQtXnag4kGWqqJ1nBeTiza4lmAxVJY1A64SCwqWspMJU1Wgd/KqfX9/hqH20eupbm/LgKqjhIA07+CvOhBnSvSwLegmgk6s7Ijs/DwAmrF6fbkEJVPtTwCNUE0SCJSnfi8VFGxVTLcNJX4UDFVw90xV/JdSTRIgoWCDGSkBxTWgbKmPyBEYBhRjZbvQiZWQUYiUXVK/yG4ZUPfUG9BL1fuUSdjXgiTLGPQM0kxNAiRSXaO+SBTnEw92vq4s/1hpD+WYMbX/v73/jpMtv+p778/aoWKnk2bO5NGMhBBJiSCChGQEAowkbHMBgw2SwcIIuHAJ9mOuQYQLwkQLIx6wCRIPmCB4kAhCBoGESCKMNEgClEaaPCf06dOx0q69f/ePtau7Tp/qdDpUh+/79epXdVXtveu3d/c5Vb3W77dWBWoBZmrGTV3f70zVr8nFVqBTrlgY/Dy3arrbXLhE99JH6U6ehZV5+vVJiijBipza3OMQJ1QXL9NcuMRyBsuatS8iB+Mz8NI/D4YQ3jni+V/DkwAvZRtJgC3cX97etsvjAAdTDqheSWhUE1pdf2O8oubAIiIiIiIigpIAB2Iqhemqz8Je6F0b2O+UZYNmqsZSby1IO2g8u5FBwqASe8C1wAPIWVliZ9AHMC88SD5V8QB0Wfoegu/XLaCKz+C/2ILZViAt+wMUwYiiQBG8AW8omwFb8GNlZdmaxcx/kaYqcPtkRBp5eaJ+4cevx77qIC9r9NtgfGVz4G5ZvgfzZEJezoYf1NvvFj6emxpGKLykkhl0cl8tMJH6iorB990c2gHaWdkvIAxq4MNK5n0ZpstrF0VeIikvG//mhV+LfrlaoZ15YiA1XxXQSHwFQS8AUSDLYTL1YyZRKBMOYbU3Q1bAQjus1davVKg2I+Y7geWsTa/wIH019pn07a4nEhLz8kidHvRDoNmosBxgNoMsz8hzL/M0lcJNdT+XvIC0/P0pe/xyqubNgC+2AssZtLLAZGXrpru1+QtMVpsY0KtPUlu4hIWCYBFFklJZucrEpY9Sm7+w+jupwL+IHIBnlrf3bfD84PF7zWwyhLC0i9d6cnl7YdOttik5gCQAeF+Ah7vLAMwuKgkgIiIiIiIiSgLsmcmUDUuf1BMjjYzlDRqkrmQwXfGZ/Qtdbzqbb54DIC/r5Q9CCr3cg8DN1Gd0R94bmCTyoHI/+Bj7wWe5F6zN4k8M5vow3/GgcNaHR5fgbN1n5DcTmK56ELwAVnp+romVM/YL7yFQBE8ERBhJ7GWKTpuX52mWJXoi89ePy1r//TLg30x9/7mOB6VvrkMr9yB8r0wkTNf8tQO+WiIxT0LUYh9rLfGER7vjr7PQLXsGFIE48iB7NfWkw0RlrczPcKmfXr42RsPH1c09+J9GUEnKmv65N1de7AXa/bVETr/wH1zAjx/lgamq0a81KWpNikqFHilLWZWr1UB/7gpPrFxiphbIg69QaPWgG6CbwVJ1im69ye2TfWaJ+XDSJOm0mewtMtNf5nTNr1cv9/MK+BgLPOHSzz0BBXBpNnCh5UmKrZruGjB58QHS7gqt6ZvpTZwiRAlW9KlcuUpj4SK1+QsjmwaLiOyju8rbR0Y9GUJYMrNFYKrc9n038iJmZsC3l3ffdCPHWO8gVgKA9wV4eNaTAFeWRrVtFxERERERkZNGSYA90kxttTTPsErspVwWu8Fr0m+wfzf3Wv+zbQ/kblU6eFAOZlDW/UzNg7qGeQC7rO3fSPz72LysTaVsaLuSeUmbSgxzbXhwqeDiigfAi3I2eS32QPKjSwXnG8b5pq0GwOPIZ8MXhScIkthL07R6HpAPZU37Xl423K348QrWmgcn5uPo5R7oT8oyOK3MA++TVZ+xn+MrBryHgDdJXu77jPZ+AZ3Mm+zWEy9zM131APpgtUK7770Spqt+/E7urzlVhVoBncE5J347GHMj9X4F3cyTAXHk413pBWY7a0kN//nBTMXoVnzf6dRYzvxnZBNTpM0pkjQiyvss5z1uSYyLN9/MwtQM1aUY610gMm9aXEu8zNNs8yz9qXPM1GC+WCKEwGxRoz9xhjP9RaqdJyhYYKksnTRVgdkOLPR83BNp2V8h8j4EvcJ/W7bbdNeA+vwFavMX6NcmKOKEKO+TdJYV/BeRcZkob1c22WYZTwJM7uJ1vh14LnAF+MHt7GBmNwHnNnr+oJIAZ4caAc+qHJCIiIiIiIigJMCeGS7NMyzCA8/LWcDMZ/uvjFgxUE88eLzQDSSRcbZutDYpCVRLjNl2oJf7DP/TNaObw4cWCm6bMG5peCC6EvuxMa/j38ED3UnZFPhSK/Dh+cBse/3x4XInlD0DfCy9wpiswOlqWa6nXEUQm68qmO96aZpzNU9knKn79VjO/PUnEn/dblGuUiiD7/O9te9P1+BUfVDrfq2nwFIfOj2fLW8EsgCPLAemK/76S32/Fo0EwOj2A5XE+yNUYz/2cs9XE6TlKoRe38dVjf2c8+AJgiL3lQvVsodBkcCppOynEGC+ayz1Cua6cHPduHMCksjL7tzcMOLIy/9cXAksVCaoNc5QMSiW23QDTMY5d1qbW4sFLtVP0a01iecnKbrLWBQwjMZEk9NT03QssDTfZrZIOZ30uN2ucqGzTDLRgIkpsk6XIutQj/26hrKnQB78ekdl0iOEQH/d7+Z2y/cYkHaWt7exiMgRZ2YvBl6N56C/KoSw3XJArwRetdGTB1UO6MxkdfV79QQQERERERERUBJgz8S2VppnWEFZ4z6HoheYrnh9/V5Zfz6OPGgbAsz3AosZVCNfFTBZ2bqBK/gqhOFGwlkeyHLj7sgD14OmvCsZPLHsTWLzAgI+o70IRiO5vj78g4te876ZQlaFW4IH4fvBg+qtzI8/kQI53D7hKxIqqdeyLwqf9d8oS/10C8gyL3XTiIHYEwCLXU86RABWXo/EywHF5aqDTs8D+nHk1zQ1Vq/jTMWopdDO/Nx6eWCy6sH/maqviChyv6Us89MrfJa8RT7OTvk69bL+f2ReSqefe8mhqEwcLPd8lcPZekQSFdQSLy3UTHwlQTVea7q80jNsqsFyWqW9tIT/cwve46DSoxkVFNkcH6jcznLS5ZbWElkBvSLQa07Sjhs8cbXFw70JFvOIj6l2ubfa5smVLpV+G+pN0mrKBB2f3d8pkyeRj3+wwmIlC7TLhIeIyBE3yEg2N9lmsFpgx/0AzOz5wG/gb0kvCyG8eQe7/zTwhqH715QiSrZa4rdHzk5pJYCIiIiIiIhcS0mAPTJcmmdYL/fA7Nm6B+mzPJRBew/U5gXMl7PeL6yUgdsc0o43192qgWsl9iD7cCPhVt9n5T+yFGjnkOKB6TzAE61Ar++lbAbHXs7CpvXhl7JAr4Cb2kY/BJZ7MJUaSRw8MB9guu5B+SLAxRWfbU/uY47NZ+hXyubA1TIY3+779gEPVp+ve9Sll3uTYiJvQhzMmw9Ppr6qIDbvJdAqH6snMFPxsUbmSYnzzbUa+UWANPHVBoNgfjXxBEQv9/FMVz25Uk1YLafUy71fwIVlT1KkcVl/v4CJSuBMLWIlK0sIFRDl3k+hWTGSCG6fSblag07WJSsj8DULTEQ5CYEe0C0S0qzDleo0uS0yFfUISYWHo7NUu8bVfsJi7ks5PtitsVJE3Fnp8JRqG/p9OlGNouhwsZWtJoziMokxiDfF5is5OmrcKyJH30Pl7R2jnjSzSbwU0PC222JmzwF+F6gB3xhC+KWd7B9CuARcGjreNc+nSbyTw92wM0PlgFrdPu1en3pFH/dEREREREROMv1VuEda2cblVVaytZn9nRwWe8GD8oUHkGuJB+5XhnoKzHUoEwabN3AdlBvqD2Ug0shnpLf75RcegI8jn9meldt2+oECmOsG5rqb14evREYnh6zlx7ncCVRjnwFP5L9ISeQJgKsd7wsA5SqEcjxp7LUVljMfQ4EH8bOaXwcrZ+Iv9z2wH0drjXmbqZccaqZeeieJoJEE0ghyAvNdowhWJkUCqYElcLntM/vTxI/ZLdZKDFUjbzxcxH7sIqwlDtJyhcZiXl6TsmcBqysbjFPluDu5HzcP0Ol7gmKq6gmaqgUm6UFU0C4ialFOLepjUSArIjICaSWiX7mJxbTGSr/HdApZ/WZW2m2acYdqP9ANBkQ8ltWY7Se0Q0QcKszENe7pzV/z88+Df0WRJzW6eeBqJ2y7/M9mtuojICKyz95d3j57g+cHj38khLDtlQBm9kzgLfgqgv8UQnjtjQ9xtDQ6oJUAQ0kAgNnFDnecndhgaxERERERETkJTkQSwMwi4NOBLwI+B3gqUMdn7P058BMhhL/ezWusjGgKPLCUwal+4JaJiMmKB/+z8isEuNpdm9m/fr+tGrgOyg0NVxmIbG2VwfBj61cr5GVvgAg2nSVeiX2m/EoWiI3VlQzd3Evv1BKj2vCyPp2+z55vlIH8JFqrQtMqyxDNtb1p72TqQf+AB+EpZ+DXEg/GEzyAn6T+eLds2FuJvQ5EGnn9/W7f6BTec2EihisdY6rqr322DNRXywREEvkYA5BEvgJiOTOWex68j8vzrad+XZLYx9kaaohciwHzn10cQQVPEmS5X8d68GRLowpmfWpxhcwCGYHJuM9UXFCPAoRAvV6n36xTi1O6LbCioENKpV5jsTKN5QXWWy4bErhuiJnNKpyq13goK5jpwKnIr1NWJiMq5eqGTh8ebgUutjb+/dyOydR/7o10rSl1K+OahJSIyAH4S7xZ791m9pwQwjvXPf/l5e0bt3tAM/s44A+BaeB7Qgg/vBcDXe/gegJcmwS4sqQkgIiIiIiIyEl3MH+Rjt89eLD//wPcXX7/RmAR+DLgL83slbt5gc0CoWdqUE2MInigPCsb6k5VDDPIy6atUxUPQK/XK4PLo2ZeD8oN1ZK1LEBRzmofjjdUY6NTBrIH4hGJgfUmU7ilYdzSMM7WjHr5Ou3+2kqGlSyw0i/HWCY2lspSO+0yGQCw1PVtOjlcavmKiNk2LPTAQiCNPTmw2B0E6aETPAAf21qz3mbFr1U9haWueVAeowjeyHi6AgtdH0e93KdX+AqEuXZ524E8GI3EqCfeFyDCkyWDxEi770mHeuJJiHYOBE9cNBJPKtRiXzUQCk8iJJEnEtIE4iLjLF1qcaARZ9ycZpxNMioWyEPEclynX23QiAO3LD/GudZl4l6LZHmexuIlkkqF1uRZOs3T634qxkKRsJROUOsscWG+y9VOoMCTGqercHPTx9YtAq1dBunP1OB805tVR/g1ifASV+ebxunaVkcQEdkbIYQ+8OPl3dea2czgOTN7IfA1QBd4zdDjt5nZ+8uv24aPZ2ZPBt4KnAX+awjhe/dr7GlyMB+5ZppVoqFSROoLICIiIiIiIidiJQAeU34r8F+BPw4hrE6LNrNvAH4KeI2Z/UkI4f17+cKTqdfejwweW/aXTcvGrfUkcHPD+PjTMb1pr9ne6sPVjs/c3u4M6+FyQ0s9TzJ0c5hJvBRQM/Vms+3+tbPBa4kx2964TMyZmo99IjUK/CIOGhl3c2j1A0s9D+JPVYyZqpefScta//3ggehOGdgHL/nTy+FcDTp9729QjY2zDfOGx5mfh+Hn0e5DLfJAfL+AStlDIMNXCZxt+Gz3NPYmxvPdQBIZUTnjP048QTMojZSYJ1p6fb9WtcQbJveCH79WWQv8p2XvgoAnIOY6nvhYDjA59NxgFUFivl8OrPR83GnepxH3iKoJeTejVxgZRlEY3XqdrNqk1c2Jex2mkz79vgduks4ykyuzfHDyXhZWUqaWFlZXVATg0uRtWHuJmeV5Ehs0hTYaDT+n5R5caAXmOn49zje9z8TciFjQZitNhn9/B42nB1p9/707UzOyXCsCROTA/AjwAuCFwIfN7G3AaeD5+NvH14YQHh7aPsVXAA6+H/YbwC14w+HzZva6DV7z20MIs7sZ9EGtBIgj4/RkldlF/w//ipIAIiIiIiIiJ96JSAKEEB4APneD515rZi8tn/9S4Pv28rW9dI5dE0DNCpipwm0TxnTVaCaBK21PAJyqGqerXlP+wcXRQdv1lrLrGwn3i4DhM/jne4H5bmBlKEg7WfFa8RuVMRoO/l5sBfJgnKoa7SzQxmfbVyIP/i50fWb/qVrwYH8wAtDqQZ7AqarXp5+q+mqAShzo50ZWBBZ6cLYe6OUG5eoFw4Pq/cID/VNVn9UfzGf/L3TL0jwGlbLhcCsz0oo3RO7kQF4G+3O42vMGw4OJkUsZLGeBJkYePKFxpR1oxEYz8dfp9sv9C19JMFPW1yfAUt9XE1RjTwx0ck92WOSlkMDH3kyh18mIkhWSSpNWtclKkVMNOXNxg0ptkkreZamd0e90mY4DDeuTm2HdZTpLS6xUCpZvvpek16HSWaKIU7L6JGl7ifalx7k6d4UsNe/BYN7f4YEFaGWB+d7gpzk6WL+dEj+jfn+v+d3r+e9JM/XSVSIi+y2EkJnZFwLfAnw1Xuqvg5f0eXUI4R07ONxgqdVEeayNfA+wqyRAekBJAPC+AIMkgFYCiIiIiIiIyIlIAmzD/XgS4LYtttsRb1LrDXiHNVO4qWFMVIx2H1YyIwRo54GlzJsBn6oa/Qm2PcN6fSPhXgHzvUA79wB6lnvQOjZfAdDNR/chWBvjtcHfdt+PfboGoWzAO5kGqolRaUEtKejmERMVbwwc8KBwXsBk6omNbjn7/mpZqqfdh0BguWe0Kv66eeH7DsoBTaS+7aAXQNb3WfZJuZpi0DugwFcfTJXHqSfeiDiUdf57ZZ3+xGCu64+1y/4DcTmDvwDaZW0kK1+/mfr3aeTbLXY9kTFVCeTmSZKJsmfBIAEwsFIG1BuVDtMUtELO5WiSZhSTRAWtrCDOOjS7y/QiIxA4n2YsFjEPZRUWry7RD49Tm8iAQBGnWNFn4uJHaCxcpDZ/gWU8oVGJjUoEV7rhmpJPA+uD9YNVHl4myssoxeYlfiYrnlRazkb//q7X6XsZokHSBdRAWET2Vwghw1cE/Mg2tn2QtfY065+7e08HtomDTAIM9wW4sqgkgIiIiIiIyEmnJIB7cnl7YS8PGuGB1f66ovv1xJhKjaIsdzMIMA/CAysZJGZMV9jRDOtRjYSrUVid7Z1EPtt7th02beg6KnmxksHpWmCyEtFIfMZ4EXyMZ2oBLKKXB0IwTlV9dvypqp9rLQnMd43HVgIXW4PrsZbsGMzS7/ThSscD+RNlY14zXx1QlEmDq114ZDlwvmHeE6Dns/Arkc/OTyM4XS9L8cS+MiAEr+EfmZ9HbL4qYjkL3DMDldR7HdRiP6964oHrxLz/QIQH+LOc1fJHl9twUz0wVbHyWkG3rJU/SFBc6fjrp53AqW6PbhRo5Tl5bFTIaU9FdC2lmUfU4oKJqCArIh7s1PlQr85inpB2WqStB5h59J+I+12ivE/SWb4mmlWJ/TUXe6MTAAODYP2Z6vZK/ESEkb+/6w03mFYDYRGR0ZJ4ZB5iX5wdSgLMLnUP7HVFRERERETkcDrxSQAzexpeSgDgTXt57AIPgg7/3Z/G19a8Bw8YF+sa9HbzQCOBc3UPbi/vIIA6PPO6l1+fGNhqZvao5EUzhciM5V5goWtUY19ZMBFDwEgNFjKjKMsQpeXjscFs21jJAvPda4/ZzaFRNhruBy/900g8AVCLvfxOtWzamxWw2POgehwZVtbkP1v3a1crewYEykbJVb/21dhnyUdlMqGZBq50YKHn17caRdTKBEGv8GM0ytUBaQx57qsDWn2/bgW+WoEQWM4izjfLpEXiP9dW3wPe7X65yqMPVyszXKg2aNSqPB4mafWNpL1Ird8grdXIig5xEbhiCYv9hPd1GnRD4r0P6pNMXPwI9YWLo6exbvDzGmUQrJ+oeJ+H+a43Y16fOBisGqgn1//+jjII9s9UYbKy+eqC7ZS3EhE5jsa2EkDlgERERERERE68E50EMLMa8Mt4o8BfCSG8axv73ASc287xe7kHpM/WjVY5q34QsA144BS8qe3iUIC8nviM6smKEUceAJ/v7m429U5KsoxKXtQToxIZVzperCeJPEERR17K6HLbVw8sF7baqLfTh0eXyka+wYP50xUPtueFB+6rsb9WUQSqVW8uPLhO1dgb8kZANQWCz8I/VV1bJYDBZNmMd6Js99jJA5c7Rhr5aoUk8hUAnnTxXgRZDqcnjIVeYLEHp+vG5FBpoGbiM+w7fe9BsNL3C5MXnnhoJB7Mudrxn1sUQcWgGsFC8D4K812YnTxP+9StPKXR4XSxzHK3zURaYaFxE/NWpRXVqVZS0uVZZuKci1mFbogJQGfmPGl7icYmCYCNfl6jxGXpolrdr00t8Z4Inb6XexruGdHpe4KgX3jT59YmJYFqiQf9JytqICwispGD7QlQXf1+brlLXgTi6OBWIoiIiIiIiMjhciSSAGb2S8Cn7nC3+0MIX77JMSPgdcCzgPcD37DN474SeNV2B7GSeQB0suIzrAcBW8ODskkC/dxr9INvN5kajcQ3ygoPdu/HbOr1qwOG7w8nL9LYA/aDMYKX3ZmueID/StdL4Vh/7ZwnzMvCFL1AFjx4vtTzWfnV2Gfe9wsPsFeSQC2y1SB2s+LBdCtXSCQxVA2mat60oV0mV1p9aAI982ubhzJwnxvznUAn9z4LZ6pW1vY3zOCOCePuSYjNeLwVKAJMVwOTiY+twFdeTJbXfyXz10wjXyVQ4ONf6vkYujmeoMjgTA26ubGcFTyWniY5fQs3JRmnO1foFkY1LyhCl1uzRZarp7hYTVhIG8ycuonFXoc5S+lWG6vNfycufZTa/OZVqkYlm0a5qeFB+kbqDZ7zws/jVHl9ksibPMPaqoHFLFCN135/1xs0mA5ATQ2ERUQ2lBzkSoCptZUARQjMr3SvWR0gIiIiIiIiJ8uRSAIAdwJP3eE+81s8/1rgy4CHgM8NISxs87g/Dbxh6P77Ntt4KfPA/ZmacbrmM6a7fUgb0Ii9tM5iL9DuD1YAeKA6K4wieMNfD8zu3Wzq9XXbq7EHyAOBbr6WpIjMX7OXlyVfhsrNzFR9OcNy5oF68P0iPLC8XAbE66nR6QQi8z4BC71AGnmwvpzIz82Jl+oBsMjr+4MH4PtlYmAwf7Ge+Kx7C2u9FFYyWOgGqrGx2PNa/lFkdLNAL19bcRFHvn+j7Dew0PPVCb62wQgG82XJoXq5KqCXexKijp9nNfGxPLriqwWqsZ9XUXjQ/EILbm74zzGemGGqZpxemePRokK3SKhGBTULdApjqnOVWmq0ehkLK12eqJxl3urXNf/dztzN9cmm9W5u+DVfKa9JHPmKDPCVE83Uf6b9IpR9E/y6LWZQcO3v72DVwaDB9GLP+07cSANhEZGTIk0OLglwbrJ+zf0L8y0lAURERERERE6wI5EECCE8fy+PZ2Y/CvwH4AnghSGER3cwlkvApaFjbbnPXAeyMtDaSKFXBBYzaASfRT2o91+LIYkDeeFlgBY6gfZQYHUvZlOfqfkxBnXbB815myks94yrXQ8C1xIjjbzsTyPx8jFJWVe/nnoAfq4biMxnl8Na4LgIXuN/JfPyMytZWU+/bNDbTNdWA5yte+35SjnzfyL1GvWt3AP1aeyNfWuxH7+ZQtIHEmh3fSZ+XsBEFaZSn5XfzWGibOhLNWKqXLHQTD0BkgWY63gZo+GSOFnZPHnwI233/fWzngf8B0HzwUqALPef59Wulz6aTI3J1Fc4zExUuHUyYbpY4EoRc7Vf4WoeMxEVNKOcelzQCQXNrM2VUGHxsccI2eOcidORzX+3MirZNBysr8R+XR5b9jJOMwm0h/ZfyWC64j+LlSxQS4zZticM5vJrf3/XN5jOCu+LsJMGwiIiJ81BrgQ4f6pOEnliF+Dh2WU+/o7TB/b6IiIiIiIicrgciSTAXjKz7wO+DZjFVwB8+CBedym7tkHvpVbgtgnjTD3ipnqgn/tM7FoMmcHVXuBi69o67bC72dSTqScABnXbm6nX+u8VcHWZ1fsrWWCu4zPLqzG0skASGadqXmZnsQOh4mNrpoHJqpfAqcXXNjBu9wPVxDhVhYeX/PhTFU8A9Ao/drsfaCZGkngQP8HPP438+aTsn9Due+C9WY6p0/fkQKfvgeUQjH4YauqbQCUykiiw0jdPKERlWaMeTNe8hM5MFOgVxkrmx52slmWOzJMBicGpso8B5qsA+sVagqII0Ov7efeLQD0xpqtQSaEew4VewtUsYrmIAVguYpaLmEoeiCxQiaq0ogpdUtLOdhejjLY+2TQI1i/2Qvm749utZD7OZpmgGejmgVoCp+vQ7XuAf2D97+9wg+lKvLMGwlvkCkREjqWD7AkQRxG3n5ngwctLADx8efnAXltEREREREQOnxOVBDCz7wC+C7iKJwD+4aDHMAicXmh5MPambsGpmnGq4kHuhQyutANXOtcnAGB3s6l9Bv5a3fZBs9+FMkjss8F9u1Y/sNSDtGYsZ4GrnYLzE4bh5W+q5ezyTg7TGHdM+Oz/PMCZutHLIYRAXniJoamK1+A384B+NfZSMnMdXwnxsaeNAPTKBsK1yIP2BdDtAwHiGPK8XFWAz/avJ7Dc85r9BjQbXi6onfnqgqic1r+cQS310kqtHFLzFQ29fjlLvu+rCiKDSuLJhMnEEwGhLAHUK18jwxMBndxfu1X+TDu5l9YZBMMv1BNmQ5O8uD740gsGwciiKmnoExd99qJCzqhgvTdZttWySK2+l2Wartg1jZorZbmklR5c6YwuOTUq8bTdngTDqwtERE6ag0wCANx5bi0J8NCskgAiIiIiIiIn2YlJApjZNwA/DCwCnx9CuH+8IyoDtguBynJgKoFbJm21We5GbnQ2dSX22eGDuu2jmv3C2gz9NPKa/IOVB492odEL3NaMuGPChlYjBKYqg4a8ATOf6T9V8Qa0jywFPny1YLoacXPTEw0FXkKn3feAcDWC5Z6XsiH3RADmAf9u2ZB3ouKliLKyCe9yH2pxIDav5R+bbzvb9pJH5oeiFkOae5khggfslzOYTqHf93GH8hJkhb9WxXwW/yCZEJUrE9JyZUIFuOJD5Gr3+jI4tQQeW+yxmHTh9FnCyujSPgGgWsfmHifqrOxJEmD15zh0sOGZ+mnk59PKBqsG1kozGd7k+YnWzptPb9WTYNBAeEVNgUXkhEq2Wi61x+46O7H6/cNlMkBEREREREROphORBDCzZwD/vbz7EeCVZvbKEZu+P4TwQwc2sFIvh9myAe3ZulGGh0cazKYGD3APl2UZZTAjvFLW1B8ErCOub/YLfj8yVuv8D1YenK1574DJis/Ir8cwU/N+ASt9T1z0cmOi4scIeLPelSyw3PdeB48te0maAp+J30y9VFAj8cbEER7sX8p8nAWekGikZVmgMpCdl2VuljPvVRDwoHa7gKng+yz3fHx5KBsV932lwuD8O7kH9aPCr+NUxR+bSKFR8dnwWeH7tDIP7MflsULw0kpzBdf9rM7VPcnwxEpBEc8zOTnFxYkzVJavXJMICEBv8gynsiXaC1c9ubFPBisYbm0andzPoShXbbT7vuIkDzBdNS6s7DwBAFv3JOjmYcPVBSIiJ8HBrwSYXP3+8mKHlW5Gs5oe6BhERERERETkcDgRSQBgBlZjsM8ov0b5U+DAkwAD25lNHVnwQHVqq6sCWpnvOxxgnUw9yN5IPRAbmdfj7+aBbtsD7IMA+bA48iB+EXzWeD3xBMLpmjGRGmZGP4clYKbqJXbS2IP6V7p+W6tBJ/Ma9SF4s9zYPAHQzX2/4d4Arb6Xn7lz0qgma+OK8dr+EWVN/uBjaeceiK+WyYCKQTUBK4Pdyz24sBIwPCmxksFCz8+lOSh/EyD0oYgD7b4Hxxupn/9Kryx5VK64mEmhMH88LzwhkBUwkQamKkY/9wbKExVPADy8VHChBRPZLPV6ldOnz3P51C2k3RaW9wlxQlZtcC6bh7mLZFdm9+cXqnSmNuj3UDY6zv06NBKjXxhLmTc2Xs52N1N/o54EgwbCSgCIyEl2kI2BAe4cWgkA8MjsCh9728yBjkFEREREREQOhxORBAghvB1GVmQ5VLaaTV2NAwH/vtMP9At/7mzdZ+inHZ/FfabmQftqfO129RhOV42sCCx0PSh/qmp0hkoCVSKfUT9T9SD9TM2oWqCaeAC/X3ggPom83M5ix4PiMzUPoF9oweKKfz+dGmkUSCMPwoeyce9UxYjLxwbmu/BYy4P/g1r/AQgFZOUM/mrqwfduv1xtYEAZaK6WvQFCgMXMZ/Cv9H1sSeRJjX4BFB6gznN/vN035ruBbh64ZzpiJfPjpOUKiqTsYdApvDRQASz1odULdAu/pvXUr+VDi3C57QkA8IRA+sRjTGQd7pqaYbEyTT9JSIouU4uXKBbnWZ69ck0z5b02aAbdzeHh5cDtE8ZNDV9t0ivWfh7LWaCz5OfNLsazWQNhEZGT7KBXAtx2pkkcGXnh7/EPzy4pCSAiIiIiInJCnYgkwFGy0Wzqdj8QlXXvl3rXztZu9X0FwZmaUYkCkxUjMlYbAA88vhK4c8q4tWn0C6/J30x9lvhK5reV2LMl9TJ43s8DUzVjuuqv3cl9jKeqHuRdKcvsxGVSYLnngeBa7Ns0KkYjMeptDzoPeg4srFvpUIm9IfAjS3D7hCctAmX5HYAIljpgkW87VfH9BkmSxGCq6oH+PPhKicWeJ0SKAOfqvjKgWgbt63FgoWsU5ba1ZK2sULdsPDxYudDpQzeUJZSiMjGQwVw3EFvgocXASp+RwfyrHehfvEJzbo7JZh2LY0Ke011pH8js+OFm0I1yBcNKHyqRed+DcpVIv/Brc/uE//7tdlwK/IuIXCtNDjYJkMYRt51u8nDZFPihy2oOLCIiIiIiclIpCXAIjZpNfbpq1BO7LgGwuk/PZ3zX6kbg+gQAeNmdJ1YCd0xGnG/4961+4HTVODXhAXQDcoM8GK1+IMsDExWjXdbF7xc+u7xWNputJB6EX+55cL5a9iloJl5OCFit2z9R8aD01e7a2OqJH+t0zfz7xHsOLJd16qvlLP5B64KK+WtWYl8R0A+eEOgHSDsw31vrf1CEQCc3EvNzAugWkBQeyK+nZbmaTmCxC6FMeAT82O3cr9lADkxXyterGmfrPsM+KwJPrBQbzuhf/Xl2WxvOjr/RmfOb7be+GXQzNULwJszTVfPVEj3fPwLqiTGV+nHef1Wz+UVE9tJBlwMCLwk0SAKoObCIiIiIiMjJpSTAITYIvK4P5m4kD4GztbXGwaMsdCG1gkriJXlaGeRFYLZtzJRNepf7/lrtfsCAO82bFmcFTFZ9LGm01rR3ECjPg68miMug/0rfG+0udgNLfVjuB2Zqxs0Nr6MfGUxWvG9Bu1+WJ6p74LmdeyKgFnvSIeBji6LyupQNgNNyFUKM3w/BVyvc3AgkZvRyD8JnhQfA0wiWCmjHfn+2E3hkMbDQg3bdSOJAswIWjCgKtPprVaTO1eDmCT/GhWVPMvQLuG0CpqsR09WChxY3DpqPemzQu2G66omJfvCf0ahVAsNB+Wp0bc+HQW+IXhFoZb6KIzG/Jp3+2s8rKhsyB+Bq14+bRn7c5Z6vKLlzys+5V7Bp3wkREdm+gy4HBHDnuQl4v3//0KxWAoiIiIiIiJxUSgLskUq8f7OlIzwY2y823y6UAfEtNmMpgyQPXFzxEj2+feBJUz5rfrnvzWPBa8R38sAtqZEVHlyOzGv1FwyCyl6jfyXz+5XI6/JPJh5I7gNnqka779dopgK3TBj9whMLT6xANw+crUKRG1l53CJ4ALtWJhsKoMh9ln4c+aqFIkCv7z0FKpHP1L/chg9chbsnffb+XCcQmZFGnrBIIyDzBEAlgkrsNfIDAbOIeuzn1AvefHm+6/uca3jj40stT1J0+murGm5twtlazEy14HJ7dNB8/cz6MzW4bcKYrhg21LHiprqXS3p02Xs8TKZwqmY0EjDz61GNjTzA1Y4nIiYrcFvTV4sUYa2kUSOBxZ43/Y0Mksivw/C4BoH+Ivjv0LmaN39+eGnjvhMiIrIz40gC3HV2cvX7i/NtOr0+tYo++omIiIiIiJw0+ktwj9w+Yfs2W7pgrfb9Zsw8GL9VmGEQ9O0Ua4mLWuxB4Fa+lgAA/77TL0vsRF52KCoTElEErZ6vDqgmHpxPIg/sNxJWVxpUIyMpA88LXS/pU0ugR+By24PsSQSFGYsZnBDNxB4AAFaYSURBVIn9tSvlioKs8BnyFqCf+3HTyGf8d3NWZ/vnZdPiEPz7uS40k8B8Dy63CuJyxvu5hpEXvj+Jz5A/V/feAINgfCWBCfMA/E11v58aXG5BLw90+sZiL5BEMJkaWQjMVGAqjbjSLq4Jmmf59bP2DTjfhFps9AujmweK4Ne2Ghvn6n5NbqoHpqsRkxU/p3gwk98Cl1Y8SVMBpivGqZoxkXg6Y67jJZ2aSWCmChdWjHpZxml9siqNoF02Q56qenKmk/t1z8qM0nDfib3oGSAictIkW72J74M7z01cc/+RKys85ZbpAx+HiIiIiIiIjJeSAHskYv9mS/dyD6afrXud/o3EZsx3IY58ZvtGaomXDBoOBm+WaGj1/fVridfw7xfQw4PtVpYJ6hZrM8mz8vusDCTXYrjY9vI+/SLQTIxaCr3CZ7d380Be+L69/lA/gLgM9veh6PoZVWOYSLx8ULus25/lHqDvBX8sjvwcwcsAVSIPsHezsmdBOesdPLDeSH37ejJIKAT6hQfN08iTHBOJ9z3oFT6edj+QBzhVzuJf7hkW/BpRNmWerMCTpqy8Hkanvzaz/p5p42wdLndgYV3/hk7ZGPop00YRIpYzuNr1czhd82TCfMeYqgRmqkY1gVpkDCZ3FoWPabYdCMCkGdNVL+00kQau5Gs/5ME5t/th9RrMttcSEsMGfSeaqV8jERHZvnH0BLj9THN1ZR3AQ5eXlAQQERERERE5gQ7+L9JjqtUflJ3x2dKT6d4efyULdHMPLI8yWfFg+uV2sa3tVtYFcQeJhkHwfCAtG/M+uhJY7PmM/wIoylni/b7PGu+U+y/3PJi/1POeANVyBUA399fzbT3IbPiKgYnUqMQekO4WXm7nSgeWuqyWtlnpewA+jfzxKx1PAPT6nhyIIl8FYPiKhErsM+lDeZqDgPYg2TG4H5flgJqJEZsHz690jNkOXGl7qaJHFgJL3UGDXwjmTXRPVyGJA+1BT4RydUS5kIEiwNma0UyNuU6g1adsJAyYEWEkGLXBDkOK4P0SpmtwuRPolOV9AjDf8deZrBi3Txhny2bGZv5zrMRwpu5ll650/LF+4cmCNDamKmu9FoqiTHoEmKn6z7BfXJsoGdbpBxqpv4aIiGzfOMoBVZKYW081V+8/fFl9AURERERERE4iJQH22FLPy7k0071d9r+UwZXO0GzwsoxNI/H7RfDnL7S2t92oci6jEg2R+ddS1xvHXu34bPtu7kHyh5a8RM5yz4PU7TzQywO9InjpmQIWe2uBcvCZ+7Ntr1Wf5T62gM9AX84Cc91yZQAewC6C/6I2y1UHF9ueKIjwYHSzXKEwXfGZ+NWkTAAA2NoxBq/d6fvPCKCeDroBhGsC+s3Uz7uTw5WusZCVvQTwWf9J5HX6I9Z+znHkQfXBAot6YgS89FA69C+tkngQfqFHmfy4/ndloiynlBdeFgnWekMMkjDTVT/WoIFvt0yULGeeiJiq+Mx+T0AEHl/xvg2+oiPQzb1XQF4mAACWemE18TIoBTRssFpE/3GIiOzMOJIAcG1JoIcuL41lDCIiIiIiIjJeKge0D4ZnS+9ls+C5DmRlqZhG6oHuPHjwfLgXwXa3W28p81JGZ2rG6ZqXrznXgLunfPZ4rwwMtzKvi79Qlsf56CJMVAIWjG4RmEi9+exK5mVmloder5n6rP7lLFBLYLFsNrzc83I05+rG2ZoH4BtpWT/fPLnSL7ed66xd1+kyYZEVfty88BnukXmyI5T9B4a1+35tztU9cB7FkCS22guhPiirEwLtvgfo25mPPS17I3RzH8twTKeRwhPLfn3S2F+33Q+riZQBK89pMO5KDIl53wPw41YToyiunY2/uooBT3REAMED/sVQ4+jYfJVEEgWqsY8nK7yJcKcfqEbeILibh9UyEX5NA4mVKy82KPez2kR49K/QhtY3RRYROWnSZExJgLMT/OUHLgLw0KxWAoiIiIiIiJxESgLsgzx4IHc//tz3kjRhy6DqdrdbbzmDiEA9gSdNw82NiOmKB5gXun5ujRQiMxZ6BRdbPru+CN5nYK4bOFMNnGsYNzW8PE+lDJZXyuD5Qs+b5Z6t+0oFMy9tM1Ux0thXLlRin1HfzT1AXokDsx1IzGviA2sz7CNodcvyRKzV/W+mXqapkcDHnIpY7PpKg255HbJytcGg10BWzrrPC8rmuGuR+5UMJvswlcLVTtnzoIBGDK0EJpOyJFTXw+ODWfvG9aV1uoUnB6ZS6OZGRJkkGJQuwveLIi931Csj7v3Cr8epml+TbuErAawM5A+OkUTQyfzYtdj7MPQK326+6wH+qYo3GO7lYbX8TzMxksRYaBW0hlZuDBvVT2Izk+n1TZH3q4G2iMhhNo6eAAB3nZtc/f7C1RbdLKeaqqabiIiIiIjISaIkwD640dnSO7HdIOyNBmtnqnCuHpEVgfddgcnUiCIvBbSUeSD6bD1isVfQzdf6DPRyeKLlM/1DMM43jahs/DtfBn8HAeaFXuBcPaJSluFJIi+/kxWBCG+oa+ZNfwNAgCvdgsmKrxiIIg9qp5EHxRsVmAi+bafv9e+XWoGLLZ/5P1mFemrMdwMfXRiE/40nTRvnGh7UX+x50Hy6asS2VpKnV3h9/UoE5xq+gqARe0me6aonT+ZXAq0ysD2YtT+Zetmf4dI6We4JlanUm+yuZNfP+F993TJIP+BNlI2JaplcKBMW7RyaFb9eWe7jK/CfZS02FnuB2IxWFrjYgla2tlJkUGLoiZVAIw0jewHAxv0kNnKm5iWoqvG1TZH3q4G2iMhhlqzvtn5A7jy7Vg4oAI9eWebe82oOLCIiIiIicpIoCbAPdjpbetxGBWtP14yZauDxZZ9evpQFJlNveJwV3gPgfAPumDA+OB+u6zOwlMGDiwV58GD6Yu/6GvNF8Br0aQxmRiPyYHqnTCpkhc+KnyxLCKWRz87v5IFmYqvBeSOQRF7/flB6p5N7LfxBM9+5jr/OdKUsHbQ6Ez2Q5YHEIqarvt9EAlOVss5+PtQboAPdfqCZGmfrUEvXVkhcantz3VubxtVe4Erb98eMlRHF9ec63nvhfMPICh9bVKytmIDAUs9fc5AoAE/CLPYCUxXjTM2vazv3HgMpvnrgas9XCQxWVCz1ArF5omUQwN9opcjpGteUgxr0AKglXj5oo34S602m/jsUmZ/rsFbfz/1MzchyrQgQkeMvjSPMxpMEuP3sBEOLzXjospIAIiIiIiIiJ42SAHtsp7Olx219sDaNfEa5JzI8qDyZGle7gavdQD2x1cBxKwPMWOoVI2d0L2VwoeU9BiYr1weVixBY6AU6ZYmbduYB7f66mHmrbOw72w4UwFw7kEQFp6oRSQS93MiDz5yvJx5Q7+bmpYMSr4EfMTiGn28z9SA4wJUuPLhU8EnViHunfZzgQfRBCefIPIA+1/XxtnOotDyA7zP+japBrQrnGsZC3RMnV9qBURUgVjJY6AafhR+gYhDitfJBT6yUSRDzEkjTFU945GVJoBACrcy42PLtmomtzuCvxn6NpyqeMOgHT66MCuCvT1TdaD+J9ZqpJ5XWJwBWfzd61/8cRESOqyQeTwIAoJbGnD/V4ImrLQAeVl8AERERERGRE0dJgD3SSHY+W/owGARrO/3AubpRjcvEQHUw69xnk9cTTwR0yuaxkXkNfDMvvbORzYLK/SJwquYrBULw2evrEwDgge+oLFlTlNv1cq9nf6G1NpMdvNxCP3ig/Hwd0sTLCuVl3ftBAH194+b5Dsx3ApXIiMzol6sMQvBVAHlZZqiR+DXq5l7Xv5cHJise3LHg16KZekPeS20vixTbtTPra+X1XMkCF1cKeoUxXfVrM1hZ0Cs8eTFTMyZS/1lUYm8InMbGo8uBfihY6MFKD+pxIImNU1U/9mTFf3aPrwQeWdpZDf4b7ScxUIn9Zz1Ipmxkvxpoi4gcNuPqBzBw19mJtSTA5aWxjkVEREREREQOnpIAe6Rg57Olx20QrK1EgYkyAdArvFxOUdazh7Jhbux19/vBvwjQoGyiu8VE7uGgci32fTtl1H6qupYY2Khc8qA+fgRk1zTZNfpDBewrkR8jL5sCN1NIw9rs+jiCmQRCMNI48PjQZMhmaiz0jEvtgqmKUUtgIoVqbAQCyz2oRLbaD6CXBbp5oBp7kuGR5bXkyCCoXQSIzVjqBZaAs3WYSI008uvsX1auMPDza5ZB/plBT4IyyRIILGf+e7bSC8x3fcXDmZrRTD3B0C5LKNVjD/5fbgWudG88wH6j+w2aIo9K6AzbzwbaIiKHSTrmJMCd5yZ554cuAV4OSERERERERE4WJQH2yKPLR6cHwECEB7onUiPHG9gCtPGGu+fqgHngvl/Oxmco4D9RgYcWvdTMVtY3Hs6DlxPygLHR6cOpqtf7X68SeVPhODJaXe9Z0M29LM9wvfzBSoFmBaZTKMxn+PdyD7hT+Lmdrvo5N1I/xvDM9VZZNz8tZ8HXEl8dUI0hqfj3s73AbMfr8jcTY77nYx4kR2BQPsjPeQnKskFGL/eGyJ3+tU1yr3QCxvW9GUKAWuLndbUbuNIZCs6XPQ0mU9/GypUOVzvjTUYNmiJvVf3iIBpoi4gcBmNPAgw1B3786gq9fk4licc4IhERERERETlISgLskXEmAG60bEuBz3SvJV66ZthiLzBV9eB3BCT58Ax8TxAsZ3C5vXUId1Tj4UEAPLJAEgVC8ED9cFAf/H43B7NAtwzQF/hrJ5HPxJ+ueBmmSgSTlcBtTSOU26RROTN/aJh58H4ElTKrMWrmelZex24O4L0SWn2/ZlnhTZJvbRpx5MmJbtnMuN1fW7lQBE8snK1DEbxvwYXW6Ca5t0/Y6utt1Eh3IjWWe55sWp9UAf/ZL/d89v849XJP8JytG61NlokctQbaIiI3auzlgM6tJQGKAI9dWeFJN0+NcUQiIiIiIiJykJQEOMI2ml2/81ng66b4A1e7UIkDNzW8zvygxI4BUzWvUf/ESsGF1tZjHG48PGwQ3E6jtZJClQjqNS/zk8TQz31G/8q6xratzOvzL/UC9cRL7UxVjEoU6JY9APLCjzdV8fNbzvwceoXPlB/Uo9/OzPWsKMvyBLipYfRyP6d+7kmS6QpkhRGbN/udz1ht7NtMjSy/PgEwsNSDm6b9xR9Y2LqRbiUOI5MqkxVv2hwsjGzUfJBWMv/ZTlZ87OsdtQbaIiK7Me6VAHcMrQQAeGh2WUkAERERERGRE0RJgCNqs9n1kxVIO1sHgiNGl9UZuNiC2AL93AjmgduA0c4Ci71AVhjnG5snHQaNh9cnAAaWeh7Mz/LAY93AVMXHUomg3fNjz7avf41BkDkyaGWBXsVY6AYutuDWJkxVvGlxqw9p7NelmfoKh/mul+MZ1KPvbHPm+umaz+bv5JAXgU7udfu7hX/VE08QzHXWgtu1xM9lsbvxcdPYx2rBEyLZBosr1q8q2Cipcqbm13OcvSmWMv8dPFO7tilybEezgbaIyG4kW9VH22f1SsLN03UuLviyv4fVF0BEREREROREURLgCNrO7PrtBII3KqtTlE16q7FxtRu40CqolrPyMa85PwjobpZ0GK61P0ozhXri+09XjCdagYUuXFgp6ORenmejEkfDQeZbm17SaL7rrwme0FjurzUUbqTe0NebN8N01Wf1JxGQb2/m+iCpsJwFpivGVDVQi221qXEcBSJ81n+r7/vVY6NXeOJgI4P5oVHkSQP6oxMBvhpj61UFgxUDS2OeZT/XgSwPNFO//oMG0EetgbaIyG6lyfhboN95bmItCTC7NObRiIiIiIiIyEFSEuAI2s7s+u0Egge124fL6tSSsqZ92Yi23Q+cqhpFgMUssNTbftIhAqqxB9vTeK3OPsBMFaarRiXy+vwFnlSYrnpA/0onbNlweK4DFgIzVQPzcfcKDzLXYrjYhsQ8QL+U+XNpmbi4qeHXqVfARFlC6comM9fzEOjmgeWeB/izPFAE43zTkxmtDBa7QAhk5fnWYmjngV6xeamhWlJeC/Pgfy/33gArWVhNJgy222pVAXjSZVDqaNz19pcy/x280b4VIiLHwbjLAQHcdW6Sv/3wZQAe0koAERE5IcwsBZ4P/PPy9slACjwO/AnwoyGEf9pg37PAdwMvAW4BZoE/BL4nhPDQfo9dRERkLykJcMRsNbt+YLuB4OGyOrPtQDoUrM3ytRnwRRg9Qx5GJx0mU5ipGmdrRhLBSt9r6icWSCIPerf6sFAmH/LCZ+9nxc5K2qz0Yb4bWOj5eAvWAv2rJY7KSzVdhVpsNBOj3Q8s97wp8GA1w5VO4MLK6Jnr/SJwqiwHBJ4IaC0HOrmvCqhEHriPgWYCZ6rGUha43PYGxBuVGhokQ5qJl1cqggf7J8tVEgs9Xx0B21tVAD7mQamjw0KBfxE5ycbdGBjgzqG+AI/NrdDPi0MxLhERkX322XjgHuBR4K1ADjwL+HfAV5rZl4UQ3jS8k5ndDvwVcDvwIeC3gY8FXgZ8sZk9N4TwvgM5AxERkT2gJMARE+Gzyvsb1I0f2G4geKPa7anBZO3aGfCbGU46DMoVVWOjl0M1gVsacK5u1FMjjTwuf3kFZjuBdn+tkS7srKTNoKlvFDwID5DhyYXpijFdKWf7l0mJdj8w2w7XBNcHqxlubhiXW4G5bmCue+3M9UoMU9XrZ/TPtr0nga/O8HPtF35eV8ua95Pp6FJDzdQTABOpN2Kul42Ye7knXU4nXm4oywNxtL1VBbDWJHqLXxERETkgh2MlwFoSIC8Cj82tcNe5yTGOSERE5EAUwBuAHw8hvHPwoJnFwA8A/wl4vZndG0K4MrTfL+AJgF8A/n0IoSj3+x7gVcCvmtnTB4+LiIgcduP/q1R2ZBD03stA8FwHLqx4cLzAkwcFPgP+cstr6Oebx+JXxzS1rl/BYha4uQFPOWXc3PDnJ1JoxHDXFHz8aS+ps5IF0sjLB6XRtUmFzQxKGtWSay/IQtfHP9/1VQZTFSMv4JElf3yQAAAPxldj47YJ496ZiNsnjNNVT1YMZrBv9DrgqwIutwMXW4HFHjy4GHh4aW0Vw1LmqwyK4Nemkfh5nq4ZZ2peLikP3lwYvMFwNfbbWyeMJ8/4CoGLLW+SPGoMw2qJ0co0+15E5LA4DDPu7xhaCQBqDiwiIidDCOFPQghfOpwAKB/Pgf8MfACYxssFAWBmzwA+F7gKfNO6QP/3Av8EfMLwPiIiIofd+P8qlR3ZLBg9bKeB4KXMm80+uhx4ZMlvL7QCi9nOkg71xFcAFMHL7Dx5xrhj0piqlOMvPOhdBOgBtRRubRr3TBk3N9a+ZsoZ8tv5BV3JfLXCZOXaxwfB+V4ILHQDDy4WXG5fW2d/purjPFU1+rknIKqRP3a+aZyubf06A7XEVy7Mj6jZvz7Rslbf31cOtPvwxIoH+q90vORPu2/0C0gjo9v3xstbjWGyAt3cG++KiMjhcBhWAjSrKWen1t7UHppVEkBERE62EEIA3lPevW3oqZeUt28KIbRG7PMb5d2X7u8IRURE9o7KAR1Bgzr+68vLDOwmELw+aTBIOmxU036glhiLPe8pUI0DkxVv+nu+4bPaF3qeKIgiCGVCYbnrgfBTVXjSKXjPZZ+1H0cwk0I3N6argU5rw5cFNi5pNGjqm/UDVwlc7V6736AcT2RePqgSeW+ETg7d3vW9CbZ6nW7uzYU36mMw3CS3EYPhTZlXexfgyYB2P6yWcprvwWQCZgaEXY9BREQO3mFIAgDcdXaC2cUOAA9fXhrzaERERA6FJ5e3F4Yee2Z5e98G+9y3bruxOP+2+8f58iLXuPCCZ4x7CCKyBSUBjqC9DgRX4mvr36+33aRDKwvcOmE0U2+gm4dAIzV6fVgux1KL8N+64AH/3KAfvGFvbIF24QOpREavCExVjFa29bnMdSDLRzf17RWBmapdt5qhnniiYqHnyY048jEVZa5jVG+CzV5nZRvjZOga58GbCPdG1Gwa9HyIDNp5uXKgbPK8F2MQEZGDk2y1nO6A3Hlukvs+MgvAw1oJICIiJ5yZvRAP5HeBtww9dVd5+8gGuz66bjsREZFDT0mAI2ovAsGTKTRTo5GulfNpZVy3/3aTDssZPCk2arFxqR04W/XSOr2hBQSdAqrl/VoCFvns92oEtdiTBc0UeoWXzqnG22sQPBjnYKb9+qRGJbp2NUMa++t3h5odVKJrGxTDtb0JBsfa7HW2q5dDpw/V1Gh3Nj63amysZN5PYHge6V6MQUREDsZh6AkA1zYHfvTKCnlREEeHY2wiIiIHyczOAj9f3v3REMITQ08P3jBXNth9kEmf3Mbr3AScu6FBioiI7CElAY6w3QSCz9R8lns19qB+v/Cg/tm6MVnxoP9cZ2377SQd1pr4elC7KBsTr5//2Mf7AsQxRMHr8BcBEoPpiq8AmO96Q+IQrg/Cb2U7qxkiysRHGfBvptDNua6EUh5YLc2zndfZieVeoNf3cV3p+PlH5teiH9aSIb0ibNjkWYF/EZHDL00OR6D9zqHmwFle8MTVFrefmdhkDxERkePHzGrAbwF3Au/Am/3ul1cCr9rH44uIiGyLkgDHwE4DwZOpJwAig7l1s9Bb/etr4Q9slXSI8Jn1nb7P3l/sw3IPzjVYPU5altzJ8kGqAG6qexDctw+0+2G1Rv5mQfidWL+aIQ+B2KBZAcxn5S/0AlnhPQyK4CsCBiskRgXgd+tK15sxP+WU0UwMr/rP6u1iFrjYCsTmJZEU8BcROZrSQzLb/s6z105YfOjyspIAIiJyophZgjf2fR7wLuAlIYT16+gHM/2bGxxm8Oa5nQY7Pw28Yej++7Y5VBERkT11OP4qlQPVTH0FwKj6/uAz5b0Mz+gaxr3cm+euD0oXeDmf5SyQF17vfqkHRQGnq17uh+D7dcv96wks9+GjC4HHlkO5smDtmHsZhF/O4GonsNgrEwCpcbbuvQLqMdxcN+6eNG5u+Ne5unGqZmS5/0NZW+mwd1r9QJZDNSkbJpvfDhIkE+mNN3kWEZHD4bCsBJisp5yeqK7ef0jNgUVE5AQxsxj4FeDFwD8BLwohLIzY9KHy9o4NDnX7uu02FEK4FEL4h8HXTscsIiKyV7QS4ISpxF7Op9PfPKg8qhb+Vnq59xRoJMZiL9BMDSMwUTFOVz0psJJ5yRsDGol//9BS4ANXPRi+Xi0xb+67i1nw63sfTKTQSH2lw5U2VBJIE6OeBFqZj72Tw93lvI+07H2wUc+E3YyrGhuzncB8FxoV6Pe9FFAApisAxsWVYrXckur/i4gcPYelJwDAnecmmFvuAmoOLCIiJ4eZGd4D4EuBB4AXhhBmN9j83cAXA8/e4PnB4/fv4RBFRET21eH5q1QOxGot/C0mlg8a/+70F2QlC3TzQBzB5Xbgo4uBdz5R8P6rgQstD/oPXv9i+fwDC4FWf+0YaeQleU7XRs+Cr8S+qmA7M/PP1OB802f8R3jz3+mKMZUa7Ry6RSCNjGoE8x3DDKYqvhLAzIgjqCZGtQzAn60b55vG6drWr73VOAcrMh5f9t4KV1q+wqIIXjLpiRVPmqSxcb5h3D5h3DHpt+cbxmS69Rh2Mh4RkaPCzBIz+3Yze4+Ztczsipm92cyet8PjNM3sK83sv5nZX5jZipkFM/vNvRxvEo9eWTcOdw2VBHr4spIAIiJyYvwU8NXAw8A/CyE8vsm2v1PevsTMGsNPlMmELy3vvnGvBykiIrJftBLghClYC/BvZhCoTyKosf3Z5+tr73f6gcUePLAQmG7DRAW6WWCuBxdWII0Dtdi3jQhUYqOZQDU1ev3AhdZaAmD9jP6tZuafqXoCwFjrfdBMjQA80fImx83U+wNcbHugv5fDqaoH4uc6gYttTxpE5qV7NuuZsJNxrl+R0er78dNorTlwVsD5Btw+YSz2YKm3dQPnUXZ63UREDjMzS4E3Ay8ErgC/D5wBXgS8yMxeHkL4pW0e7inAL+/LQIdUDtlKgIFHriyTF4E4OjxJChERkb1mZj+MN+h9HE8APLzZ9iGE+83sj4DPBX7SzF4RQhhUqP1u4Gl4bf/f38dhi4iI7CklAU6YQcmes3WjtUlJoFM1o9OHmxo7DxzPdSDLPcjeSD2RsJzBpVagVwRa2bVJhck0cNsE3NwwajG0c5hr+7ZJZJxvwk0hEJnPnO/0Nw+GD4Led0x6Tf+VLFCLoVcED/SXH9+6uZcuWs5gvhuYSKGeGBZBM4LFzJipAgRqCaSxNzRe6nlj5WbqjZKHnan5c1uNc7Aio7+u2UE2dL+RwERqJJGPrzuUhNlOMmIn4xEROUK+A08AvBv4nBDCVQAzeyHwB8D/MLO3b/UHfmkJ+AXg74D7gGcCP7PXAz5M5YDuOre2EqDXL7g43+LW0xv1PRQRETnazOwl+GcHgI8A3+WT+a/z5yGEnxu6/zXAX5W3zzWzdwMfCzwdWAC+YigxICIicugpCXACrWQeQJ6sMLI58G0T0Ey9bn+7zw0FjpcyD5Bvt459HuBKN7DS823X+gMEbmrATDVioRu42Lo26L4+GF6JPeg9kRqnqlCNoFYzqnEgDxEEmO0E2vi4+oWXH5qpQj026gnEeF3+GK/LHzCSKHC5tfa6o3omTKb+2pGtrTzYaJzdYusVGc3UqCUw3xvdGHmzZMROx6MVASJyFJhZAnxrefeVgwQAQAjhrWb288DXAd8MfNtWxwshPID/cT84/sft7YjdoUoCnJ245v7Ds8tKAoiIyHF2euj7zyq/NrKaBAghPGJmz8Rn/r8E+Bf4CsTXA68KIWzZFFhEROQwOTx/lcqBWcrgSidQBA8SNxKvwd9I4LYJo5n67PlHl71Wfzf3cjVznUBkHjjebj36Xu517jdLAAxq48+1/bXWNwgOwZhIIQ+jI+ZLPW+we3PDVoPegUA9NSrl7P3Fnj9+ugbnG368QWmkRgJTqRFFsNL3x7p9aBd+rZIImolRH6qlP6pnwuA8RiVWhsfZTG11RUYtGX1Og74I4CsyRjVNhmuTERtd1+2MR0TkiPgMvPTPgyGEd454/tfK25ce3JC2lh6iJMBUo8JMs7J6/6HLS2McjYiIyP4KIbwuhGDb+HrZiH0vhxC+KYRwVwihGkK4NYTwMiUARETkKDo8f5XKgZrrwIWVwGw7UOCB7gLo9D04/dgGvQL3OnC8vjb+wCAIPkhQLPdYLckzSqcfOFXzcRUBJsvxtfvQLbzMzlzHZ8A3K4GpipFG0C8C9TQQx75tESAxXwmQl9Pv86J8fGja/qBE0mCG/kbnMWqcg6D9oInyZOX67SLz/gmdPNDuB9IYJlL/SrdIRtzoeEREjoBnlrf3bfD84PF7zWxyg20O3GFKAgDcObQa4CE1BxYRERERETn2VA7oBFtfsieJvAdAu7/5fqNK4dyo9bXxG8lgBrsHwmODqYrRy8PIYPfqcSLf93I7UE+MyIzFLkxVfCXCQKvvKwJmKuX3eIJgEN6vxL7qAQLg5YF6ObT71/YFqCXGbDusnv9GNf7XGzRbjhjdRHkQ1J+oGEUBeeHPT1XXViK0c1joBuY6gRCuTUZsdF23Mx4RkSPgrvL2kVFPhhCWzGwRmCq3fd9BDWwzh6kcEHhfgPc8NAd4OSARERERERE53pQEkNVAdo2DDxwPSvLE5nX5pyq22rw3L+v1N1IPiodOGFkbHyA1D+Sb+YqBbu4z4Gtlnf9BYqPdX6vDf2vTexu0MojNuLlMgCz2ArXEOFeDxZ4nSno5xOU5T1b8+CtDdfiHz2Mz61cQjGqinAdfpREBd00ZiRkBL5VkwFTq12mq4g2XP7oQrkvG3Oh4REQOucEU9pVNtlnGkwAHuhLAzG4Czo16Lk0OVxJgeCXAw7PLFCEQjW6SKCIiIiIiIseAkgCyahyB40Ft/Dsmjdg80L4wVMO+V0DSCdw1ZSz1jEoURtbHr8TGch8ox58Xvu9SFphMvYdBVniQvR8ghEBWeMC/0zfS2APphq8caOSBamzkwWfnV2NPMMxUjeUscKVzbTPdwXmcrRutTUrwrF9BAKObKFcjSGOv6Z8FuDrciLkP9cRfK7bgJ73Bdb2R8YiIyA15JfCqUU8kW72xHrA7z60lAbpZzqWFNudnGmMckYiIiIiIiOwnJQFk1X4GjocD3Ov3W8kCsRkzVbjQun7fyGC+6zP864ldMwMffGb+cuaNjqcqRh58nyTy11oikObeJLgRBRZ6sND1/gAPLgbO1LxB8sVWII183yJAGoXV0kSTNeNqJ/DEiq8A6BZQi689n5XM6/tPVhjZjHfUCoJhw9fldNWoRMZieZyJSiDLvd9BZBBHft8ZoxIBux2PiMghNKhd09xkm0GE+6A73v408Iah+6uliA5bT4C7z127SOIDj80rCSAiIiIiInKMKQkg19jrwPFk6jX+G+naCoJW5q8zmEnfLfyY3dyYrhjdPKwGu6uxJySWsoJGbNzU8Bn9nbKsTy3x7a90fIVAZHB71ZhMjV6xFtDv5l4//1LL+wbEkTHb9nI6hs/CX3/OWeGJgtM1WFkOXFgO9Ao/n3MbnM9GNf6Hxzm8gmCUSgzTVV95MNcJmPlKhFrsxyoCLHZ93EXh2851r0+u7NV4REQOkYfK2ztGPVk2A55at+2BCCFcAi4NjWX1ucOWBJhpVrntdJPH5ryq0rs+Mstnf/ytYx6ViIiIiIiI7BclAeQaexk4Hsywr8Z+nH7hxzlbNyYr/jpzHV8hsJxBVgSisqZ/XNbGv9oNtPuBlQxOVYP3BghrtfNn2+GahMJNwcv4nKp5UmE586D6qRq0MmO+V1AA/aFExnbP2QzON7c+n1E1/tePczMRkJSxoyIMGhNDEoXV1RT9AiqRJwY268+wF+MRETlE3l3ePnuD5wePfySEcNArATZ02BoDAzz73rOrSYC/e+AyIYRrEhciIiIiIiJyfCgJINfZi8DxZOoJgKiczT6s1ffVBmdqRpZ7aZ08+Oz+Vj+QDpUOGq7/382h3Q5cankAfn1pockUIvOyPkuZcbbmCYWsD7NtI7HATDWi0y94dPna89jqnMETANs5n1E1/ndSOqnA+xaAr2QYWN+wOY68ENDgWmxkt+MRETlE/hK4AtxtZs8JIbxz3fNfXt6+8UBHtYXDthIA4JPvPcfv/K0vlphd6vDQ5WXuvulAeymLiIiIiIjIAVESQEbabeDYa+nbdQHz1eP3PEnQTGGpFa7pRTCq8S+s9SJY3iAJMXjNiy1vlnu1HWikRjXxGfV5gGrkrzXXuX7/zc75fGMH51MmDba6Xhtd217uPQtuqns5pE4++jUrkZ/XwohSQKMo8C8iR10IoW9mPw78APBaM/ucEMI8gJm9EPgaoAu8ZrCPmd0G/HF593NCCI8d7KgPZxLg6XedIY0jstzTyPd95LKSACIiIiIiIseUkgCyqRsJHFdin03f2aS5MPjzjdS3320vglGvOd+D+d61KwtS89tKvPG5rX/8Rs5ns+u2nT4JK5k3MD5Xh2YKK+sSH83UVwJcbauxr4icOD8CvAB4IfBhM3sbcBp4Pr5A6mtDCA8PbZ8CTx36/hpm9tvALeXdc+XtC8xseJXBK0MI77rRAR/GckC1SsLH33GK+x+8AsB9D1zmXz3nnjGPSkRERERERPaDkgCy5yI8uL2+fM16eVirZ7/bXgSbvebwyoJoixr6e3U+G9lun4SlDB5dDiQRnKsZzcRo9wOGlzjCjCvt68saiYgcdyGEzMy+EPgW4KuBLwI6wB8Crw4hvGOHh3wmcNe6x04DnzZ0f4pdSJPDlwQAePa951aTAO99eI5ullNN4zGPSkRERERERPaakgCy5wpYDeBvZjALfhBb300vght9zf08n/V20idhKVu7HosNb2zcSHyK61wXrnYKLrWUABCRkymEkOErAn5kG9s+iP/3udHzd+/ZwDaQbPUGMibPvuccP//H7weg1y9478NzfPK957bYS0RERERERI4aJQFOoP1uENvLuabG/0YGNf6Hx3CjvQh285q7Pfag3NBkxXhiZeNj76hPQlniZymDpYVAZTlQi4EAnUL1/UVEjpLD2BMA4J6bJzk9UWVuuQvA3z1wWUkAERERERGRY0hJgBNkO7Xo98pua/zfSJB7t6+502M3U6gnRi3xa9svYLHn36+/nrvtK9DLFfgXETmqDmNPAAAz41n3nOWt7/Feyfc9cHnMIxIREREREZH9cDj/KpU9d6YG55vG2boR4QHrCJ/dfr5pnK7t7estZXClEyiCz25vJFCNvaTN6ZpRBDat8X/YXnP9sW9pwi1N43zDmKl434GlXqCejL6eg74C+Rb5h0HZIf3DFBE5HuLIiOxwlgMCLwk08PDsMpcW2mMcjYiIiIiIiOwHrQQ4AXZai36v7KbG/2F8zcGxb27A2ZoRRTDfDXRzXynQ6gOMvp772bNAREQOr8NaCmjgWfecxYDBp4P7PnKZL3jmneMckoiIiIiIiOwxJQFOgBupRb9XbrTG/2F9zaUMmhnM92Ch6ysDsnUR+1HXcz97FoiIyOF1WEsBDcw0qzzllmk++MQC4CWBlAQQERERERE5Xg73X6ayazdSi34/9HLoHEBd+0oMtXitpv5ev+bgei73fAXA+gTAwKjruZIFurmvFBhlNz0LRETkcDrsKwEAnj3UDPjdH50lL7QeTURERERE5Dg5/H+Zyq6clFr0kymcbxi3Txh3TPrt+YYxme7t6+zmeo6jT4KIiIxXmhz+d9bhJMByp88HHl8Y42hERERERERkrx3+v0xlV05CLfqDbHo8uJ61MoCfbrByYqPrOdeBCyuB2XagwHsWFHjPggsrgbnO3o1VRETGL9nqDfgQeNptMzQqaxUi/+7Dl8c4GhEREREREdlrJzoJYGa/bGah/PqicY9nPwxq0deSzYMQtcRoZftfrmevrW963OpDN4dW3+9H5k1692pFQDWCZmLcNuEJhpsbnnxorjv+ZtdzKYMLrcCjy4FHlvz2QksrAEREjqMkOvwftZI44hlPOrN6/76PKAkgIiIiIiJynBz+v0z3iZm9GPhK4NgXYD/OtegHTY+XeqOfX+pBNTaa6e5nYg5WHExUwAJMJP4P6FTVEwHTVd9uu9fzoPokiIjI+Lzwk24f9xC2Zbgk0Acfn2exvcEbq4iIiIiIiBw5JzIJYGYzwM8A7wH+cryj2X/HtRb9QTY9nkzhtgnjXN3ICwgG9dS4qQ6RBarxWk+Co3o9RURk733ZZ9477iFsyyffs5YEKAK8+yOzYxyNiIiIiIiI7KUTmQQAfhy4GfgaoD/msRyI41iL/iCbHnv5n4g0gjiCxS4sdgPBYDI1YoMkMtp9juz1FBGRk+v8qQa3n26u3ldJIBERERERkeMj2XqT48XMXgS8HPjxEMLfmR3+hn17ZSmDpSxQiT0gXnC0S9EcVNPj0zW4uWH088DCUHWEXg/mezBdCYQAy1nBSh+6R7G7soiInHjPvvccj86tAHDfA7OEEDhJn5NERERERESOqxO1EsDMJoH/AXwU+K4xD2dsjkst+oNqejyZGrUYljco77PQAzOIzHa94kBERGRcnn3v2dXvZ5c6PHR5eYyjERERERERkb1y0uKVPwLcCbwihNAa92Bk9/a76XElhloC7RyiTXINvQKaiW+jhQAiInIUPf2uM6Tx2kfDv3tAJYFERERERESOgxOTBDCzFwCvAF4fQnjrLo5zk5l9/OBr70YoN2K/mx5HeIPEVgbVTeoO5QVUU6PTP/orLERE5GSqVRI+/o5Tq/fVF0BEREREROR4OBI9Aczsl4BP3eFu94cQvrzcvwH8HHAZ+NZdDueVwKt2eQzZQ3MdyPJAM4VG6k2P8+BNj1eyG08AwFrfgV4RSAtoprAy4niTFej1A8u9G1txICIichg8+95z3P/gFQDe+9AcnSynlsZjHpWIiIiIiIjsxpFIAuAlfJ66w33mh75/NXAP8OUhhLldjuWngTcM3X/fLo8ne2C/mh4P+g40EmO+G5ipGtMVo5v76oPIfIVAYoHHWoEr3d2/poiIyLg8+55z/Pwfvx+ALC9470NX+JQn3zTmUYmIiIiIiMhuHIkkQAjh+bs8xEuBHPh6M/v6dc89o7x9tZl9O/CWEMIPbTKWS8ClwX2zzZvSysHaj1I8K5n3HIjMVxfUE+8TEEdrqwSudgOPLWsVgIiIHG333DzJ6Ykqc8ue1b7vI7NKAoiIiIiIiBxxRyIJsEdi4LM3ef4TytsH938oAtzwrP29nu2/laUM0k7gTM2oxkYrC3RySA0qsXE1C7vqOyAiInJYmBnPvuccf/SeRwG4T82BRUREREREjrwTkQQIIdy90XNm9nY8OfDiEMLvHdSYTrLJFJqp0UghNp9N38rYsn7/je63F9b3HbAA7cKbDh/E64uIiByUZ997djUJ8PDsMpcW2tw0XR/zqERERERERORGnYgkgBweZ2pwupxR3+kH+oUH9M/WjcmKz7if6+zdfntpv/oOiIjI8fVTr/vNTZ+/7fw5/sXnry1UfOzCZX77LX+65XG/8WVfsqPXAfgXn//Z3Hb+3Or9337Ln/LYhetn+ndzgBrgJQ9//76HePk/+1gA/ub+f+Rv7v/HTV/nMJ7TsE99xsfxqc/4uNX7Oienc1qjc3I6J3fYzklERETkRigJIAdmMvVAfmQw17m2fn6r73X3z9SMLL92Zv2N7rdfFPgXEZHteuChx3a0fbvT3fE+232ddufa7vWPXbi84X4TdgvL1gTgjX/zIP/i057ETLPK3PzikT2ngSffffs193VOa6+rc3I6J6dzcoftnERERERuhJIAcmCaqc/kXx/IH1jqebC/mfqM+93uJyIiMm733nXbps8Pz1AFqNeqW+5zI68zOPZmrz3sTNf4s0v+fSfL+Y2/fIBXfO7HcXpm6sie08Dpmanr7uucdE7DdE6jX3sUndPo4+7nOYmIiIjcCAtBQdPdMLMA8PLnVMY9lEOtEsPtE0YEtPobb9dIvMzOpZaX/EkiuKmx/f0eXQ6aqS8iR9YvvrMHQAjBxjwU2aXB54Oj/DnrVb/+d7zzgxcBqCQRr/vGF3BmsjbmUYmInCxm/pFAnw2Oh738fHD+bffv+hgie+XCC54x7iFs7Xumxz0CEfc9C7s+xI18Poh2/aoi2xCx1sx3M7UEztWN2yeNOyb99lzdqG2xZiUPfnz9QouIiOyNr/rsj1n9vtcv+PW/eGCMoxEREREREZEbpZipHIiCtUD9RmaqngCYqhgWoF+ABZiqeCJgurrxvoMEQ7HnIxcRETmZ7j0/xXOfdsvq/Te/62EuLbTHOCIRERERERG5EUoCyIHo5dDKoJaMzgI0U5iuGtXYSwEt9KCbw0LP71djmKl63f9RaonRytS0V0REZC991Wc/hah8687ygl/98w+Pd0AiIiIiIiKyY0oCyIFZyQLdPDA5on1CPTFmKsZ817dbv998F2YqRn1EEmGyAt08XLefiIiI7M6d5yZ5wSesNar83/c/whNXW2MckYiIiIiIiOzUFpXWRfbOUgZpJ3CmZpyuGZ1+IA/eB+CmBrT7gYVeuK4BcKsPC71ALfbtsgI6fS8BVEuMbh640gksZeM5LxERkePsK5/3FN72vscpQiAvAr/yjg/x7S99+riHJSIicqK1fu+3xj0EkTVHoTGwyAmnJIAcqLkOZHkoy/9ANfLlKEs9WO4FFrqj91voQkRgomKEAEnkPQBm274CQAkAERGR/XHb6Saf9/Tbecv9jwDwx+99lC/9zHu58+zEmEcmIiJycv3oB3903EMQGfL94x6AiGxBSQAZrwDBoNiiaTB4j4B2O3CpFegX3gRYPQBERET231c898m89T2P0i8CRYBfeceH+M//8pnjHpaIiMiJ9Ypnj6izKyIisgH1BJADdaYG55vG2bqRF17qp9OHWgznJyKmqxvvO2j+u5xBJ1cCQERE5KDcPNPgC5515+r9t//D43z04uIYRyQiIiIiIiLbpSSAHJjJFE7XjMhgruO1/7u5JwIutLzO8C1NozFifYqa/4qIiIzXl3/mk0njtY+O/78//eAYRyMiIiIiIiLbpSSAHJhmalRjY6l3/XMrGTy+EkiN1URANYZG4omDIqDmvyIiImN0dqrGiz/5rtX7f/GBi3zoiYUxjkhERERERES2Q0kAORCVGBopdPobz+Rf6MITrUAnhzjy5r8F3vz3wkpgrnNw4xUREZHrfdln3ks1jVfv/9LbPzDG0YiIiIiIiMh2KAkgByLCG//mW1TzWerBfDfwxErgkaXAo8uBCy2tABARETkMZppVvvhT7l69/zcfvszb3vfY+AYkIiIiIiIiW1ISQA5EgScAYtt8u0GioJOr+a+IiMhh9CWffg+NyloDnx9+4/380d8/OsYRiYiIiIiIyGaUBJAD0cuhlUEt2TwLUEuMVqbgv4iIyGE11ajw9Z//cav3iwA/9jt/z5vf9fAYRyUiIiIiIiIbURJADsxKFujmgcnK6OcnK9DNAyvZFjWDREREZKw+7+l38H990ScySO0H4DW//17e9LcPjnFUIiIiIiIiMoqSAHJgljK40gkUAU7XjEYC1Rgaid8vgj+v+v8iIiKH3+c/806+46VPJxpa5PfTb/kH3vBXD4xvUCIiIiIiInKdZOtNRPbOXAeyPNBMoZFCEnkPgNm2rwBQAkBEROTo+JxPup00ifmh3343eeEr+X7ure8n6xd8xXOfMubRiYiIiIiICCgJIGOwlMFSFqjEvhSlQD0AREREjqrnfdwtpHHED/zWu8jyAoDXv/2D9PoFX/38j8Fs835AIiIiIiIisr9UDkjGppdDJ1cCQERE5Kj79KfezKu+9NlUkrWPlr/65x/mZ//on+j19UYvIiIiIiIyTkoCiIiIiMiufcqTb+L7v/xTqKbx6mO//dcf5d/+5J/wv/7sQyy2emMcnYiIiIiIyMmlJICIiIgcOWaWmNm3m9l7zKxlZlfM7M1m9rwbPN7TzewNZnbJzDpm9gEz+34za+z12I+zZzzpLK/+yk+lUVmrODm/0uP1b/8g/+Yn/4TXvuV9XLjaGuMIRUREtm+vP2+IiIiMi5IAIiIicqSYWQr8AfAjwK3A7wN/D7wIeJuZfdUOj/d5wN8AXwJ8GHgT0AT+C/AXZja5d6M//j7+jtP88Fc9h3tunrrm8W6W8zt/+xAvf+3b+IHfehcfeHx+PAMUERHZhr3+vCEiIjJOagwsIiIiR813AC8E3g18TgjhKoCZvRD/Y/1/mNnbQwgPb3UgM5sCfgWoAC8LIby+fLwGvBH/Q/+/Aq/ch/M4tp5yyzQ//e8/i3d9dJbf/KuP8K6PzK4+VwR4xz8+wTv+8QmeeusMn3DnKZ566wxPvW2Gm6fraiQsIiKHxZ593hARERk3JQFERETkyDCzBPjW8u4rB3+QA4QQ3mpmPw98HfDNwLdt45D/DjgL/O9BAqA8VsfMvhZ4EPhaM/svIYS5PTqNE8HMePY953j2Ped44MIiv/XOj/D2f3icvAir23zg8flrVgTMNCueECiTAvfcPMlMs0qkxICIiBygffi8ISIiMlZKAoiIiMhR8hnAGeDBEMI7Rzz/a/gf5S9le3+Uv6S8/dX1T4QQHjWzPwc+G/hC4JdvaMTCveen+I9f/Axe9oKn8sa/+Sh/8K5HaPX61203v9Ljrz90ib/+0KXVx+LIODVR5fRElTMTNc5MVjkzWePMZI3pRoV6JaFRTahX4tXva2msFQUiIrIbe/15Q0REZKyUBBAREZGj5Jnl7X0bPD94/F4zmwwhLG1xvGds43ifXb6ukgC7dNN0nVd87sfxFc99Cm9732O87+GrfODxeZ7YpFlwXgRmFzvMLnaAhW29jgG1MimQxhFJHJHGEWly7W0SR8SRjfjyxyMzosiIDCIzzNa+j6K1+2aGUd4a2GB7gNXnuGYbsGseWx37uscGT5VHW/cY1yU7rtt+6Gm7Zju77rHRD6w9dM04t9jn2qdHj3G7ttp+/fF3uv/Wr7/F8bc8wO5e3w+xu4Ps+hrsbvd9f4HdXp9tvcY+v4QBn3jXmf19EdmJvf68ISIiMlZKAoiIiMhRcld5+8ioJ0MIS2a2CEyV275vowOV/QBObXY84NF1ryt7YKKW8uJPvpsXf/LdACy2el4a6LH5skTQAgut3g0fPwDtXk67l+/NgEVE9lkSGb//f3/huIcha/bs84aIiMhhoCTAHvnFd974H6oiIiKybRPl7com2yzjf5RPbvNYmx1vubzd9FhmdhNwbsTjWwxBRETE2X8Z9whkyJ583tDnAzkxvle/0yLbNqZ/L9FYXlVERETkeHklPgtw8CUiIrJnymCyHD36fCAiIoeCVgLsUgjh0Kc7zezj8Q8cnxBC+Idxj+co0jXcHV2/3dM13D1dw2NjMDO/uck2g9l7W9XnXR76vsnogvPbPdZPA28Yun8v8Cb0+3bD9G9293QNd0/XcPd0DXdn6PqdAy5tsbnsnb36vLH+8wHA5RCCfpaHgP5/Opz0czmc9HM5+pQEEBERkaPkofL2jlFPmtkkvjR/eNuRQgiLZnYV7wtwB6OTALdv81iXGArOaJm/iIjIkbYnnzfWfz4QEREZF5UDEhERkaPk3eXtszd4fvD4R0IIW83eB7h/m8e7f4PnRURE5PjZ688bIiIiY6UkgIiIiBwlfwlcAe42s+eMeP7Ly9s3bvN4v1Pe/uv1T5jZ7cBnARnw5p0NU0RERI6wvf68ISIiMlZKApwMl4HvLW/lxuga7o6u3+7pGu6eruExEELoAz9e3n2tmc0MnjOzFwJfA3SB1ww9fpuZvb/8um3dIX8BmAVeZGZfPbRPFfifQAz8XAjhyg6Hqt+33dM13D1dw93TNdw9XcPd0fUbgxv5vCFHkv59HU76uRxO+rkccRZCGPcYRERERLbNzFJ8Zv4L8Vl6bwNOA88HDHh5COH1Q9vfDXy0vPukEMKD6473IuB3gRSf+fco8Bl4P4C/B56rpf4iIiIny04/b4iIiBxmSgKIiIjIkVP+Yf4twFcD9wId4J3Aq0MI71i37d1skgQot3k68F3AZwOTwCPArwM/GEJo7ctJiIiIyKG2k88bIiIih5mSACIiIiIiIiIiIiIix5R6AoiIiIiIiIiIiIiIHFNKAoiIiIiIiIiIiIiIHFNKAggAZvbLZhbKry8a93gOMzOLzOwzzezVZvY3ZrZgZj0ze9TMfs3MPm3cYzwszCwxs283s/eYWcvMrpjZm83seeMe22FnZqmZfa6Z/Tczu9/Mls2sa2YfNbOfN7OnjXuMR425dwz9X/cJ4x6THD/6f29rZvYsM/uPZvYb5f9p2/o3aWZnzewnzezB8v/Dx8zsF83sroMa+2Gwm/cHXcM1ZvZNZvabZvYBM7tqZpmZXTCz39vss7CZ3V1es8fKa/hgeU3PHOT4D5udvMfq99CZ2euGrteor7dssJ+un8gIe/0ZzMyebmZvMLNLZtYp3y++38waez3242yvfi7l++9m/2cGM3vOfp3HcXKjn8W3OKY+Hx0B6gkgmNmLgd8BAmDAi0MIvzfeUR1eZvZk4EPl3cvA3wIrwCcATwMK4JtCCD89nhEeDuZNtN4MvBC4ArwNOIM33QR4eQjhl8Y0vEPPzF4I/FF591HgPiAHngXcDXSBLwshvGksAzyCzOybgJ9k7f+6TwwhvG+8o5LjRP/vbY+ZvRF46YinNvw3aWa3A38F3I6/B78L+Fjg6cA88NyT8u/5Rt8fdA2vZWaPAueA9wKP480+7wGeXW7yEyGEb123z9OBPwWmgb8H3o9f96cADwOfHkJ4/EBO4JDZ7nusfg/XmNnr8GazfwF8eMQm7w0h/Ni6fXT9REbY689gZvZ5wO8CFfzf3CPAZwK3AfcDzwshLO3V+I+rvfy5mNndwEfx2MtvbrDZ94cQHtjNmE+CG/ksvsXx9PnoqAgh6OsEfwEzwGP4P9Q/xz+4f9G4x3WYv4B78T++X0iZSBt67hvKa5gBHzvusY75On1neS3eBZwaevyF5fXpAHeOe5yH9Qv4Z8BvAM9Z93gM/FB5beeBM+Me61H4Ap4ELAO/DzxYXr9PGPe49HW8vvT/3rav038Cvh/4YjyQteW/SeAPy21+HoiGHv+e8vH3Dj9+nL9u9P1B1/C66/iZQGPE459Vvl8E/I/W4ev7j+Xjrxp6PAJ+oXz8zeM+rzFdy22/x+r38Jpr8brynF+2g310/fSlrxFfe/kZDJjCJ/sF4KuHHq8Bbykf/+lxn/NR+Nrjn8vd5bEeHPd5HfUvbuCz+CbH0uejI/Q19gHoa8y/AP6Psg98MvB2lATYi2s6+HD+3eMeyxivQQLMltfhOSOe/5nyuR8b91iP4hc+w+795TX8qnGP57B/ldfrj4El4M7dfMjRl742+tL/e7u6dpv+mwSeUT4/x7qgbfnve/CHx4vHfS7j/tro/UHXcMfX8efWf5Yr/1AO5bVaPwmkUV7bgM+iG/s5HOC12vZ7rH4Pr7ser2MHSQBdP33pa/TXXn8GA76l3P4tI567HY+f9IDT4z73w/y1Dz+Xu1ESYL9+Vpt+Ft9iX30+OkJf6glwgpnZi4CXA68JIfzduMdzjNxf3t42zkGM2Wfgy/weDCG8c8Tzv1bevvTghnR8BH9HfU959yT/nm3XK/CZs98ZQnh43IORY0v/7+2fl5S3bwohtIafKP8//I3y7om/tpu8P+ga7ky/vO0OPTa4hr9eXrNV5TX9nfLuSbuGO3mP1e/h7uj6iYy215/BBv/WfnX9EyGER/EKCinwhTsc50mjz8Yngz4fHSFKApxQZjYJ/A+8ptp3jXk4x82Ty9sLYx3FeD2zvL1vg+cHj99b/i7Kzun3bBvM7A7gh/Fanq8d83DkeNP/e/tnu9f2mRs8f9KMen/QNdwmM3sG8GV4j6c/GHpK13CdG3iP1TUc7QVm9hNm9rNm9r1m9oINttP1Exltrz+DPWObx9O/tc3t12fjppl9Z/l/5mvM7BVmdvOND1N2Se9NR0gy7gHI2PwIvmT3c9fPJJEbZ2ZPA76ovHuSG7beVd4+MurJEMKSmS3i9RbvAtTAbAfKppDPxGcovmXMwzns/gdev/NrQwjFuAcjx5r+39s/m15bvDnu8HYn1ibvD7qGGzCzrwc+Daji5/8cvE7xK0MI7xnaVNfwejt9j9U1HO2r1t3/bjP7a7zB90NDj+v6iYy2Z5/BzGwKOLXZ8dC/te3ar8/GZ4EfWPfYa8zsO0MIP3FDI5Xd0HvTEaKVACdQObvkFcDrQwhvHfd4jgszqwG/jC8N/JUQwrvGPKRxmihvVzbZZrm81YzYHTCzs3gzOIAfDSE8Mc7xHGZm9jLg84FXhxD+cczDkeNP/+/tn62ura4rW74/6Bpu7LOBrwa+HPh0oA18E94XYJiu4ZAbfI/VNbzW/cA3Ak8DmsAdwJcCH8YTU281s4mh7XX9REbby89gw//m9G9td/b6s3EX+Fngc4Bby+M/A+8tUAF+3My+7oZGKruh96YjRCsBjhgz+yXgU3e42/0hhC8v92/gf9RcBr51j4d3JOz2Gm5wzAhv7vUsvCHfN9zwAEU2UCaafgtfxfMO4HvHO6LDy8xuAX4Cb1D0g2MejojIvtL7w40rP999uZk1gacA34wHGb7EzL5YK2avp/fYvRFC+G/rHmoBbzCz/w28Cy/t9fX4Cm4RkROtnNzwH9Y9/PfA15vZe/GydD9oZq8LIXSvO4CIKAlwBN0JPHWH+8wPff9q4B7gy0MIc3s1qCNmt9dwlNfi9WMfwkssLdzAuI6TQba3uck2g4zx0j6P5VgwswRv+PY8/A/Dl4QQsvGO6lD7GXxp6ReGEHrjHoycCPp/b/9sdW1P9HXd5vuDruEWQggr+Mzsl5tZAfw74DtYS6gs4yUidA1v/D1Wv4fbEEJYNLPXAD+JNx4dJAF0/URG28vPYMtD3zeBUX/X69/a9hzkZ+OfAb4HOIeX9fvTXR5Ptk+fj44QJQGOmBDC83d5iJcCOZ4t/fp1zz2jvH21mX078JYQwg/t8vUOnT24htcwsx/FM9JPAC8MITy6xS4nwaB+6R2jniwb/0yt21Y2YGYx8CvAi4F/Al6kRNOWXoIvSXy1ma1/7nx5+4tmtgK8LoTwugMcmxxP+n9v/zyE17kfeW2B24e2O1F28P6ga7gzr8eTAC9lLQnwEP5H7h34zMP1TtI1vNH3WP0ebt8Hyttbhx7T9RMZbc8+g5VJuKus/X8/6j1V/9a258A+G4cQCjP7MJ4EuHWr7WVP6fPREaIkwMkU4/VPN/IJ5e2D+z+Uo83Mvg/4NmAWXwHw4TEP6bB4d3n77A2eHzz+kRCCMsKbMP/r+ufxGrEP4Imm2fGO6shosvn/dZ9c3r59/4ciJ4D+39s/7wa+mK2v7f0HMZjDYofvD7qGO3O5vD039Ni78QkzzwZ+b8Q+J+0a3sh7rH4Pt+90eTs8K1nXT2S0vf4Mdj/wgnK/Uc1q9W9tew76s/Go/zdl/+nz0RGixsAnTAjh7hCCjfpibcnUi8vHXjbGoR56ZvYdwHcBV/EEwD+MeUiHyV8CV4C7zew5I54f9Fd444GN6Oj6Kbxh4cPAPwshPD7m8RwJG/0/V/5fN5iF8InlY98zxqHK8aH/9/bP75S3Lyl7G60qA+FfWt5940EO6hDYyfuDruHOPL+8HZ7cMbiGX2brpr+X1/Ql5d037e/Qxm8X77H6Pdy+/6O8/buhx3T9REbb689gg39r/3r9E2Z2O/BZQAa8eWfDPHEO7LOxmX0iayWf79vt8WRH9PnoCFESQOQGmNk3AD8MLAKfH0K4f7wjOlxCCH3gx8u7rzWzmcFzZvZC4GuALvCagx/d0WFmPwy8EngcD/A8POYhicgG9P/e/infY/8In+H1k2Y2/Pn1u4Gn4TP1fv/gRzceO31/0DW8lpl9ppl9YVlOaf1zLwZ+oLz7c0NP/S5eculp+CSQwfYR8N/xpfB/EEJ4z74N/IjT7+EaM3uGmf3z9b+DZlY3sx8E/iVewvW1g+d0/URGu5HPYGZ2m5m9v/y6bd0hfwFf6f8iM/vqoX2qwP/EKyv8XAjhyn6cz3Gx1z8XM/v3ZnZdqR8z+xTgN8u7b9Ckuf0x9HP51HVP6fPREWIhhHGPQQ4JM3s7vqz3xSGEUct4BP/QjjfeM3xJ06i6ZwDvP449FbbLzFJ8dsQL8RkAb8P/aHk+fu1eHkJ4/dgGeMiZ2UtYy5b/OV7qYZQ/DyH83AbPyQhm9iBwFz5LcdQSX5Ebov/3tsfM/jlDfyTgNa4rwHuAdvnYu0IIrxza5w7gr4DbgA/iS48/Fng6Xq/3uSGE9+7/6MfvRt8fdA3XmNnLgF8E5vDPdJeAGXwW4b3lZv8thPB/rdvvGfjK2Sn8M+AHgGcBTwEeAT49hPDYfo//MNvqPVa/h87Mvhj4bfy94l14CapzeEmFc0AP+Lr1PYt0/URG2+lnMDO7G/hoefdJIYQH1x3vRXhwM8VntD8KfAZe3/zv8X9rKu+4hb38uZjZ/cAnAu/FV+oVwJPx/zcN+Bt8gubV/Tuj4+EGP4sPgscvCCG8fd3xnoE+Hx0JSgLIKiUBtsfMno+/eW3lT/e6CfFRU77pfwteruBeoAO8E3h1COEdYxzaoTcUoNjK61W6a2eUBJD9pP/3trbN/9+uew81s3P4bNeX4M1HrwB/CLwqhHBimo3t5v1B19CZ2ZPwxr/Pw/+dnsWDCY/jwZ7/GUL4s032fRXwecAZ4AKelPk+9ezZ3nusfg/BzO4Bvhn4FOBu/Hcpx8t7vQ347yGEf9xg3xN//URG2clnsK2SAOU2T8cDpZ8NTOLBzF8HfjCE0NqXkziG9urnYmZfA3wB8EnATXhvmnk8KfPreCP6bP/O5Pi4kc/imyUByuf1+egIUBJAREREREREREREROSYUk8AEREREREREREREZFjSkkAEREREREREREREZFjSkkAEREREREREREREZFjSkkAEREREREREREREZFjSkkAEREREREREREREZFjSkkAEREREREREREREZFjSkkAEREREREREREREZFjSkkAEREREREREREREZFjSkkAEREREREREREREZFjSkkAERERERE5FszsdWYWzOxl4x6LiIiIiMhhoSSAiIiIiIiIiIiIHCmHLfl/2MYjMkxJABERERERERERERGRY0pJABERERERERERERGRY0pJABHZF2b2C+UyuN8c8VxiZn9RPv994xifiIiIrDGzCTP7TjN7l5ktmVnLzO43s283s8q6bVeXupvZs8zsd83sipmtmNk7zexLN3mdm8zsx8zsg2bWMbN5M3uHmX2Vmdkm+/1zM/sdM7tgZj0ze9zM3mZm/+cm+3ysmf2Wmc2Wr/UuM/uyG7tCIiIih1v53hzK7/+tmf1d+X4+Z2a/aWb3jtjn+eV+bzezqpl9r5l92My6Zvaomf03M2vewFgqZvYt5RgGnyveY2bfZWYTI7b/nnIc37PB8a4rs1Oe61eXd39xcP7D25nZ3eX9B8s4xHea2QfKzwWPm9nPmtlNBzUekXFSEkBE9ss3Ae8H/pWZfd26574P+Azgz4DvPeiBiYiIyBozuwP4O+AHgFuAdwB/AtwO/Ajwv9cnAkrPAf4SeCrwh+UxPgX4dTP7zhGv8zHAu4FvBerAm4C/Aj4VeD3wy+sTAeb+J/B7wD8HPgr8JvCPwNOA12xwWs8qx/M04K3A3wPPBH7NzL5iy4siIiJyRJnZDwI/D8wDbwZawL8C/szMzmywWwX438D/CbwPf++cAr4Z+P/v8PXr5f4/AXwM/pnizcCteCzgL83s7I5OarTXAw+U3/9FeX/w9eH1wwLeAHw38BH8M4gBrwD+xsxuPeDxiBy4ZNwDEJHjKYSwUs62+2vgJ8zsz0MI/2BmnwP8J2AO+MoQQj7WgYqIiJxgZdD9DXgg/8eA/zuE0C2fmwF+DXgR8F/wP5yHfR3w48B3hBCKcp/PAX4f+H4z+4MQwruHtv8VPADweuAVIYReuc9T8QDBVwB/Dvx/h/b5VuBrgUeAlw4fz8xi4As3OLVvAv5TCOGHh7b/djyp8f8A/2urayMiInJEfS3wrBDC+8BX++FB+U8DvgEPxK/36Xhi/p4QwtVyv3uB+4DPM7PnhRDesc3X/37guXgC/vNCCJfK400BbwReALwW2NXqvBDCy8zsdcC9wM+FEF63yeZ34omOp4cQPlCOpw78OvBi4KeAf3mA4xE5cFoJICL7JoTwHuDb8Nl+v25mdwG/jP/f8+9CCI+Mc3wiIiLCF+BBgT/Fg/ndwRMhhHng5UAPeOWIcj2PAv95kAAo9/lj4Bfx9/pvHDxuZs8DPhmfBPBNgwRAuc8HgP+7vPttQ/ukwH8u7/6bdQkFQgh5COF3Nzivdw4nAEqvAa4CTyo/k4iIiBxH3z1IAACEEJaBHy3vvmCDfQrgawcJgHK/B/C/3zfb7xplYP0/lHe/YZAAKI+3iM+8z4EvMbM7t3PMPfT9gwRAOZ42nhTJgC/WZwM57pQEEJF9FUL4aXz54McD7wHOAz8VQnjTWAcmIiIi4EkAgN8MIYT1T4YQngA+BJwBnrLu6d8cDuYPGQQMnjf02OD73w4hLG2wTwbca2a3lY99cvm6H97B7MOBt6x/IISQ4eWEwFckiIiIHEd/MOKxQfB7o/e/h0MI/3gD+633bKAJPBBC+Iv1T4YQPoyXHYzw1QIH6VdGjOcRfCKEAZ91wOMROVBKAojIQfhavB7hFF7D99vHOhoREREZuKe8/e/rGtitfuGJfIBz6/Z9cINjDh6/feixQWD/o4wQQugDD6/bdjBD8APX77GljVYbDhIQ1Rs4poiIyFEw6j1wq/e/vXrf3PT9vvSRddsehPkQwsIGzz1Y3t6+wfMix4J6AojIQfgCYKb8/jZ8FsFmHwpERETkYMTl7Z+wcQBg4Mo+j2W961Ym7ECx9SYiIiLHz3CZvh047O+bh20S82Ebj8iWlAQQkX1VNhP6GaCPN935SuBXzeyzyll/IiIiMj6DwP//CiH8/A733ah27t3l7WNDjw2+v4cRzCxhbeb/YNvByoCP2eG4REREZDw2fb9f99zw54RBecGJDfa5YzeDAmbMbKrsS7De3WMYj8iBU+ZKRPZN2dDv14BJ4LuArwLehjcg/H/GODQRERFxg9r5X3ID+35J+V6/3leUt8N1/Afff7GZTY7Y5yuBFK8hPPgj/D589cFTzEx1ekVERA6/+4AV4B4z+8z1T5aTBJ+Lrzz4s6GnHi9vnzpinzPAszZ4vUGwfjuTnL9i/QNlH6Ln4asP//yAxyNyoJQEEJH99Gq8qd9bgf9aLkv8N8As8B/N7HPHOTgRERHht4F3A59vZj9hZlPrNzCzu83s34zY9w7gB8zMhrZ9PvDv8D/uXzt4vGzsex9wGvjJ4eSBmT0F+IHy7o8N7ZMBP1Te/RUz+6R144rN7MXbP1URERHZTyGENvCz5d2fMrPVfkLlJICfxQPkvxlCeHho17fjgfgvMLNPW7fPz+H9BUcZTBx42jaG993lZ47BsWv4Z5UK8LshhAcPeDwiB0qZKRHZF2b2+cC3ApeBfxtCCAAhhMfN7OXA7wK/ZGZPDyFcGuNQRURETqwQQmFmXwz8AfAtwMvN7O+BR/El8E8DngL8NfDL63b/WeCbgZea2X3ALfhsugj47hDCfeu2/wp8ReDLgM8xs7/E/4j+Z3jDwV/FSwgO+zHgE4CvBt5tZu8EHsKbFH8icDNgiIiIyGHxX4BPwWf8f9jM3gZkwPOBs8D7gG8Y3iGE8KCZ/TzwtcCfmtk78Fn1n4qvCnwT8NIRr/Um4LuBbzGzT8A/vwTgF0IIfzm03cP4pIf3mtmf4A2Pn4t/dnl4DOMROXBaCSAie87MzgOvL+++LIRwYfj5EMLvAT8JnMcTAfrjXUREZEzKmXifjCcB3gd8EvB/lI9dwUv4vWLEru8EPhN4APgCvNzffcC/DiF8/4jX+SDwTOAngC7wL4DPAv4WTwx85WDSwNA+IYTwMuBfAn+EL8v/EuDjgH8AvvFGz1tERET2Xrka4IX4pMAPl99/EXAReBXw6SGE2RG7fn35/GN4wuCZwBuATwfmN3it+4Evwz9LfAa+GvFruL6fUMA/2/wg8GTgi/FJBP8T+LQQwqMHPB6RA2frPmeLiIiIiIhsyMxeh8/Mf3kI4XXjHY2IiIjIaGZ2N/BR4KEQwt3jHY3IeGklgIiIiIiIiIiIiIjIMaUkgIiIiIiIiIiIiIjIMaUkgIiIiIiIiIiIiIjIMaWeACIiIiIiIiIiIiIix5RWAoiIiIiIiIiIiIiIHFNKAoiIiIiIiIiIiIiIHFNKAoiIiIiIiIiIiIiIHFNKAoiIiIiIiIiIiIiIHFNKAoiIiIiIiIiIiIiIHFNKAoiIiIiIiIiIiIiIHFNKAoiIiIiIiIiIiIiIHFNKAoiIiIiIiIiIiIiIHFNKAoiIiIiIiIiIiIiIHFNKAoiIiIiIiIiIiIiIHFNKAoiIiIiIiIiIiIiIHFP/L7BzPe33XseeAAAAAElFTkSuQmCC\n",
      "text/plain": "<Figure size 1560x480 with 3 Axes>"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# slow\n",
    "import numpy as np\n",
    "from IPython.display import HTML\n",
    "\n",
    "from matplotlib import pyplot as plt\n",
    "\n",
    "plt.rcParams.update(\n",
    "    {\n",
    "        \"axes.labelsize\": 13,\n",
    "        \"axes.linewidth\": 1.2,\n",
    "        \"xtick.labelsize\": 13,\n",
    "        \"ytick.labelsize\": 13,\n",
    "        \"figure.figsize\": [13.0, 4.0],\n",
    "        \"font.size\": 13,\n",
    "        \"xtick.major.size\": 3,\n",
    "        \"ytick.major.size\": 3,\n",
    "        \"legend.fontsize\": 11,\n",
    "    }\n",
    ")\n",
    "\n",
    "\n",
    "fig, axarr = plt.subplots(1, 3, dpi=120)\n",
    "\n",
    "maxN = 50  # make me bigger for better results!\n",
    "\n",
    "animate = True  # animations fail tests...\n",
    "\n",
    "if animate:\n",
    "    from celluloid import Camera\n",
    "\n",
    "    camera = Camera(fig)\n",
    "\n",
    "# Training\n",
    "for i, (network, metrics, epoch_time) in enumerate(train_network(maxN)):\n",
    "    print(f\"epoch {i}:\", f'CLs = {metrics[\"loss\"][-1]}, took {epoch_time}s')\n",
    "    if animate:\n",
    "        plot(axarr, network, metrics, maxN=maxN)\n",
    "        plt.tight_layout()\n",
    "        camera.snap()\n",
    "        if i % 10 == 0:\n",
    "            camera.animate().save(\"softmax_animation.gif\", writer=\"imagemagick\", fps=8)\n",
    "            # HTML(camera.animate().to_html5_video())\n",
    "if animate:\n",
    "    camera.animate().save(\"softmax_animation.gif\", writer=\"imagemagick\", fps=8)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3.8.3  ('venv': venv)",
   "name": "python3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}