{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Sensor Fusion"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "\n",
    "import gpflow as gpf\n",
    "import numpy as np\n",
    "import tensorflow as tf\n",
    "\n",
    "from tsipy.correction import SignalGenerator\n",
    "from tsipy.fusion import SVGPModel, LocalGPModel\n",
    "from tsipy.fusion.kernels import MultiWhiteKernel\n",
    "from tsipy.fusion.utils import (\n",
    "    build_and_concat_label_mask,\n",
    "    build_and_concat_label_mask_output,\n",
    ")\n",
    "from tsipy.utils import (\n",
    "    make_dir,\n",
    "    plot_signals,\n",
    "    plot_signals_and_confidence,\n",
    "    pprint,\n",
    "    pprint_block,\n",
    "    sort_inputs,\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Parameters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "random_seed = 0\n",
    "fusion_model = \"localgp\"\n",
    "normalization = True\n",
    "clipping = True\n",
    "num_inducing_pts = 100\n",
    "max_iter = 1000\n",
    "pred_window_width = 0.2\n",
    "fit_window_width = 0.6"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Generate Dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Signal                                            \n",
      "    - t_a                                         (90002,)\n",
      "    - a                                           (90002,)\n",
      "Signal                                            \n",
      "    - t_b                                         (20127,)\n",
      "    - b                                           (20127,)\n"
     ]
    }
   ],
   "source": [
    "np.random.seed(random_seed)\n",
    "tf.random.set_seed(random_seed)\n",
    "\n",
    "# Generate Brownian motion signal\n",
    "signal_generator = SignalGenerator(add_degradation=False)\n",
    "\n",
    "t_a, a = signal_generator[\"a\"]\n",
    "t_b, b = signal_generator[\"b\"]\n",
    "\n",
    "pprint(\"Signal\", level=0)\n",
    "pprint(\"- t_a\", t_a.shape, level=1)\n",
    "pprint(\"- a\", a.shape, level=1)\n",
    "\n",
    "pprint(\"Signal\", level=0)\n",
    "pprint(\"- t_b\", t_b.shape, level=1)\n",
    "pprint(\"- b\", b.shape, level=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "_ = plot_signals(\n",
    "    [\n",
    "        (t_a, a, \"$a$\", {}),\n",
    "        (t_b, b, \"$b$\", {}),\n",
    "        (signal_generator.x, signal_generator.y, \"$s$\", {}),\n",
    "    ],\n",
    "    legend=\"upper right\",\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Sensor Fusion"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Signals                                           \n",
      "    - t                                           (110129, 2)\n",
      "    - s                                           (110129, 1)\n"
     ]
    }
   ],
   "source": [
    "gpf.config.set_default_float(np.float64)\n",
    "np.random.seed(random_seed)\n",
    "tf.random.set_seed(random_seed)\n",
    "\n",
    "t_a = build_and_concat_label_mask(t_a, label=1)\n",
    "t_b = build_and_concat_label_mask(t_b, label=2)\n",
    "t_out = build_and_concat_label_mask_output(signal_generator.x)\n",
    "\n",
    "# Concatenate signals and sort by x[:, 0]\n",
    "t = np.vstack((t_a, t_b))\n",
    "s = np.reshape(np.hstack((a, b)), newshape=(-1, 1))\n",
    "t, s = sort_inputs(t, s, sort_axis=0)\n",
    "\n",
    "pprint(\"Signals\", level=0)\n",
    "pprint(\"- t\", t.shape, level=1)\n",
    "pprint(\"- s\", s.shape, level=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Covariance Function"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Signal kernel\n",
    "matern_kernel = gpf.kernels.Matern12(active_dims=[0])  # Kernel for time dimension\n",
    "\n",
    "# Noise kernel\n",
    "white_kernel = MultiWhiteKernel(\n",
    "    labels=(1, 2), active_dims=[1]\n",
    ")  # Kernel for sensor dimension\n",
    "\n",
    "# Kernel composite\n",
    "kernel = matern_kernel + white_kernel"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Window\n",
      "    - Prediction:                                 -inf,    0.200\n",
      "    - Training:                                   0.000,    0.400\n",
      "    - Data indices:                               0,    44123\n",
      "    - x, y:                                       (44124, 2), (44124, 1)\n",
      "    - n_ind_pts/time_unit                         167.500\n",
      "    - Step      1/1000:                           -102861.436\n",
      "    - Step    200/1000:                           -60166.646\n",
      "    - Step    400/1000:                           -48834.761\n",
      "    - Step    600/1000:                           -36544.229\n",
      "    - Step    800/1000:                           -25922.179\n",
      "    - Step   1000/1000:                           -17701.639\n",
      "Window\n",
      "    - Prediction:                                 0.200,    0.400\n",
      "    - Training:                                   0.000,    0.600\n",
      "    - Data indices:                               0,    66134\n",
      "    - x, y:                                       (66135, 2), (66135, 1)\n",
      "    - n_ind_pts/time_unit                         168.333\n",
      "    - Step      1/1000:                           -155371.667\n",
      "    - Step    200/1000:                           -91540.790\n",
      "    - Step    400/1000:                           -75088.279\n",
      "    - Step    600/1000:                           -56711.392\n",
      "    - Step    800/1000:                           -42476.368\n",
      "    - Step   1000/1000:                           -33624.210\n",
      "Window\n",
      "    - Prediction:                                 0.400,    0.600\n",
      "    - Training:                                   0.200,    0.800\n",
      "    - Data indices:                               21993,    88103\n",
      "    - x, y:                                       (66111, 2), (66111, 1)\n",
      "    - n_ind_pts/time_unit                         166.667\n",
      "    - Step      1/1000:                           -152013.609\n",
      "    - Step    200/1000:                           -87237.168\n",
      "    - Step    400/1000:                           -66485.130\n",
      "    - Step    600/1000:                           -43178.904\n",
      "    - Step    800/1000:                           -25729.881\n",
      "    - Step   1000/1000:                           -15347.153\n",
      "Window\n",
      "    - Prediction:                                 0.600,    0.800\n",
      "    - Training:                                   0.400,    1.000\n",
      "    - Data indices:                               44123,   110128\n",
      "    - x, y:                                       (66006, 2), (66006, 1)\n",
      "    - n_ind_pts/time_unit                         166.669\n",
      "    - Step      1/1000:                           -159613.258\n",
      "    - Step    200/1000:                           -83517.450\n",
      "    - Step    400/1000:                           -61596.485\n",
      "    - Step    600/1000:                           -35189.403\n",
      "    - Step    800/1000:                           -12179.678\n",
      "    - Step   1000/1000:                           3278.338\n",
      "Window\n",
      "    - Prediction:                                 0.800,      inf\n",
      "    - Training:                                   0.600,    1.000\n",
      "    - Data indices:                               66134,   110128\n",
      "    - x, y:                                       (43995, 2), (43995, 1)\n",
      "    - n_ind_pts/time_unit                         167.504\n",
      "    - Step      1/1000:                           -102437.639\n",
      "    - Step    200/1000:                           -55140.807\n",
      "    - Step    400/1000:                           -39983.163\n",
      "    - Step    600/1000:                           -21784.102\n",
      "    - Step    800/1000:                           -4859.565\n",
      "    - Step   1000/1000:                           7774.274\n",
      "\n",
      "Output Signals                                   \n",
      "    - t_out                                       (100000, 2)\n",
      "    - s_out_mean                                  (100000,)\n",
      "    - s_out_std                                   (100000,)\n"
     ]
    }
   ],
   "source": [
    "if fusion_model == \"localgp\":\n",
    "    local_model = SVGPModel(\n",
    "        kernel=kernel,\n",
    "        num_inducing_pts=num_inducing_pts,\n",
    "    )\n",
    "    model = LocalGPModel(\n",
    "        model=local_model,\n",
    "        pred_window_width=pred_window_width,\n",
    "        fit_window_width=fit_window_width,\n",
    "        normalization=normalization,\n",
    "        clipping=clipping,\n",
    "    )\n",
    "else:\n",
    "    model = SVGPModel(  # type: ignore\n",
    "        kernel=kernel,\n",
    "        num_inducing_pts=num_inducing_pts,\n",
    "        normalization=normalization,\n",
    "        clipping=clipping,\n",
    "    )\n",
    "\n",
    "# Train\n",
    "model.fit(t, s, max_iter=max_iter, x_val=t_out, n_evals=5, verbose=True)\n",
    "\n",
    "# Predict\n",
    "s_out_mean, s_out_std = model(t_out)\n",
    "\n",
    "pprint(\"\\nOutput Signals\", level=0)\n",
    "pprint(\"- t_out\", t_out.shape, level=1)\n",
    "pprint(\"- s_out_mean\", s_out_mean.shape, level=1)\n",
    "pprint(\"- s_out_std\", s_out_std.shape, level=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plot_signals_and_confidence(\n",
    "    [(t_out[:, 0], s_out_mean, s_out_std, fusion_model)],\n",
    ")\n",
    "ax.scatter(\n",
    "    t_a[:, 0],\n",
    "    a,\n",
    "    label=\"$a$\",\n",
    "    s=3,\n",
    ")\n",
    "_ = ax.scatter(\n",
    "    t_b[:, 0],\n",
    "    b,\n",
    "    label=\"$b$\",\n",
    "    s=3,\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plot_signals_and_confidence(\n",
    "    [(t_out[:, 0], s_out_mean, s_out_std, fusion_model)],\n",
    ")\n",
    "_ = ax.plot(signal_generator.x, signal_generator.y, label=\"$s$\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Training"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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z57fjT4SIiIjo1mG12fDqR8cRUrdvUcNpcM5T5BzK9bW4UlKN8znl+O+BLJf23726D/17+KN3uC9uHxnp9n1D/L1QUmGETRBQoZe+p8ZTiVXzRuKf35zHD3Xrg2LCdLhcUIVTWWVinGP8ykfjupGrj7cSiU7JzgvzRqKy2oQVbx0CACjkzZfKe2haP3irPZB6NM+lreHapHFxYfjjb4e7nYbnWPvkp21+w1lqWruPLG3duhXV1dWYO3euS9uBAweQlJQEmdMf+pQpU3D+/HkUFRXBaDQiPT0dkyZJF/FNnjwZaWlpsFqtyM7OxpUrVyQxSqUSSUlJ2LdvHwDg+PHjMBgMmDx5shjj6+uLhIQEMYaIiIiIrl9JeQ3+74NjKLzmWgABsCdHp7LKsOfYFfGcY8QHAP797UXsSa9vEwQBq989glc+zMCprNJG3/dMdhn+eyALP551X40u2N8LVpsAg9GC8gbT8DxVCnipPdA9uL5Aw4i+IQCkI0sOvg2SpT4Rvnh12W3wcxrJ0XgqJQUfWrISS+khR3SY615JDn9ZkCC+lsH9eiUA4say7jappevTrslSdnY2kpOTsXr1aqhU0k5mMBhw9epV9OjRQ3I+MtL+24GsrCzk5ubCYrG4jTEajSgoKEBWVhYAuI3JycmB1WoVYxz3doiIiBDbiIiIiKjlzuWUYdn6fVjzwTGcyy3Hxu3H3cYZa133K7qUXyk5fv/rcwDso0xPbfxBHH3KK9Y3+xy5Tnsq+ThNlwvQ2afFZV6pEO/v4PhFvSP5UCnliHKzwatDw+ltjU3hA4B+UX4AgNC6kbTmKD1c1y45RIRoMXNsNAA0WS598YyB+POCBPQKZ1W7n6tVpuGZzWbk5OQ02h4UFAQfHx88//zzuOeeezBixAicPHlSEqPX2zu/RiMtueg41uv1YoLVVExT97HZbKipqRHv1TBh02g04vVN8ff3hkcTHbk9BQc3/heZyBn7CrUE+wm1BPsJubPqnR/FwgKAfTNYd32lqNJ1TdK+EwUu54KDdThypkiyvsgxvezucTHY1cheR1lF9u9yf5g7HAUl1dj21VkAQLe6zVb/m5bt9r0AYMaE3ijVmzDn9r6orK5/znuTeuOTvRcxeWQkgoN16FElHZnqEebb6N+Lvz02DiUVNege5L5AQ0M+Tomju3suuncI5t8zuNnNYiPC/Vr0fh1BR/43pVWSpaKiIkyfPr3R9ueeew5qtRrZ2dlISUlxG+OoYiJrZDhRLpe3SoxMJoMgCE22N6eszNBsTHsIDtahuJgFKah57CvUEuwn1BLsJ7eO01mlkMtk6NejZVO5dF7Sr5XVRjNyr5RJChPkl1Tjc6dkReulhJdagfTzxZJrPRQyZOeWYdMnJ1zex0utQI/gxhOPrAJ7suEBATJb/fonRd1EuEtXKuCt9kBSfDi+OGh/Fuc+ff+k3oDVClNNfUIUHuCFjf9vPFRKOYqLqyCYpZvWatSKJv9eKBu8R1OqndZT3Qp/1zrKvymNJWytkixFRETg3LlzjbYXFBTgrrvuwpo1a+Dp6QmLxSImNRaLBXK5HFqtvdNXV0vntzqOdToddDrddcUEBQVJYhQKBTQaDXQ6HUwmE8xmM5RKpSTGcT0RERHRrWzthxkA4HbDV3e81NKvlZl5FfjTlh/x0iOJOJdThiqDGa/vqJ9ZFOCjxqp5I/HFwWx8fdhesTi6mw5ZhVWwWAVs++Ycikpdf0HtrVZCrawfVXn47v5Iv1Ai2U9JLpMhIlgrKR7hvOfQL8f3dKlO15DGq/47YqCvp+TzORd4SBwYKq5vag1xvQIxekAobotzrXJH7a9dquGlpaWhuroay5Ytc2kbOHAgli5dit/97ncIDg6WlPcGIB7HxMRAo9FALpe7jfH29kZoaCiMRqN4znndUm5uLqKjowHY1zMJgoC8vDzExMSIMQ2PiYiIiLqSj7/LhI9GhdtHuK8Y59DUxrDVRjPK9SaEB0mXPDjKaju7Wl6D4xdLsH676wjR/ZP7QOetgtYpKbkjIQpnc8rwXUY+Dp6yV00O8FGL+xwBgMbTAyqnPYnUSoVLpbmIYA281B6SzWOH9g7Cw3f3R02tFZOGheOHnwob/YyANPkL8pWuSXIkWv17+GPRjIFN3ud6eSjkWDyzde9JN65dCjw4SnI7/89Rnnv79u2YPXs2ACAxMRF79uyB1Vq/8C81NRWxsbEIDAyEp6cn4uPjkZqaKrn/7t27MWrUKMjlckRHRyMsLEwSYzabsXfvXiQmJgIA4uPjoVarJTEVFRU4fPiwGENERETUlQiCgM/TsvGv1Atuy3M7M1kab//7P9Ox8u1DLiW/qwwmt/HfH893e967bmNXnXf9KI3WS4m+kX6SOOeKcvbrPCQbuCo95GiY2w3qGQgAUDmtMZfLZRgzKAyTh0dAJpOhuZUXzpXmnJMuwL5sY/MzE/GH++Obvgl1eu0ysuTv7w9/f+l816NHjwIABg8eLJ5buHAh7rvvPjzxxBOYNWsWDhw4gM8++wzr168XY5YsWYLFixdj5cqVmDJlCnbt2oWMjAxs27YNgL3zLlq0CKtXr4avry+GDRuGbdu2oaysDPPmzQNgL+Qwd+5crF+/XkywNm3aBK1Wi1mzZrXxT4OIiIio/TknSBfyKtC/bi1STa0FKqUcCnn979CrGxRqcN7jJ+eqvYBCfkk1/HX1VeGqnK5xln6hRHztp1WJBRs0dQmI88iSxssDA2MCUGkw48PdFwC4Tu/zUntA5TQNT6mQi2W5g3w9MWtibwyMtn+2hkmOs5H9QpB+oQSTh0c0GnPnqCgoGimk0JJ17tT5tfumtE3p168fUlJSsHbtWixduhTdu3fHmjVrxA1pAWDChAl4+eWX8frrr2PHjh2IiYnBxo0bER9fn9k/8MADqK2txXvvvYetW7eif//+2Lx5s6RU+PLlyyGXy7FlyxYYDAbEx8fjpZde4polIiIi6pJqnEp2n8kuRf8e/qgymPDEa/sxemAoFtdNJ/tn6nlYrPVDNbVmq5iwOE/Pu1Ksx8CYAPG83mCGj0aFymr3I0wA0D1IIyZL3m6SJW3daFNsZH3J60ExATjitHdSZbVJMmKk9FAgoV8Ijpy9ionDwjGyX/36oYhgLR68oy96R7iW0FYpFVh672CX885mTezdZDt1fTctWZo3b5440uPstttuw2233dbktffccw/uueeeJmMWLFiABQsWNNru4eGB3//+9/j973/fouclIiIi6ojO5ZTBT6tudh+fGlP9mqKcovrRIQA4eKoIi2cMRGmlEalH8iTXmZySpaKyGvF8XnHdtacLcTa7DFabgJ5hPhgzqJtYyGFEXRLj4DzlzlvtmIbnPLJkfx0VqsOUEREYFBOAwT0D0S3AG/tPFGD/TwUo19dCrZJOwxvRLwQvPZKIYN/6Ig4OSfHhTf5ciJrSoUaWiIiIiG51qUdykV9SjQen9Ws2tqS8Bv/3z3TovJVYv8z9L5tPXr6G3CI9BjhtYppTt3Gr87qj/ScKkF3oWsLZaLbCF/bpen9882B9/E/25MWZzluJEf1CcPeYHtj/UyEG95SOCjlPi/NU2xMe55ElR+EEuUyG30yJFc/HRvoh1N8LV0r0uHdCL6g8nKbh1b0O8Wt8Y1iiG8VkiYiIiKgD+Weqfa3O/VP6QOnRdHnr70/YiydUGdyvFwKAdf8+DgB4/Jf1I0/lehPWfpiO01ll4rktX5xxe32tyYqCa9X48zs/NvvsPbv7AADuHd8LS341FAePS0epNJ4eWPvYGBiMFrGAgsazPllqah2Qr1aNlQ+NBCCdDqj0aJd6ZXSLYu8iIiIi6oAqmlj743Apv1J8XVPrWrrb2bUK+xQ6xxQ250SpKQajBdv3ZooV8kb0C0GPUPdrvGMbVLILblBy20vtgQAfT0SE1G8qK5dff6EE56SKyRK1JfYuIiIiog6osto+WmQ0WVDoZnNWAKh22tvoqtN6IgA4lVWKg6fq9xK6Wm5vH9Ir8LqeY+2HGWJFO3+dGotnDEB4sLScd3iQBmqlAt0arJtyXo8EADK4T4zWLB6Nlx+9se1bVEyWqA1xGh4RERFRB2Fzml5WWbdvUcqOU/jp0jWsWTIaof72ZKTWbIXZYkONU7JUVGaA1SbgXG4Z5DIZ/v3tRcm9HcnSwJgAHD5jX0d0W1wYfrp0TaxQt/TewdhzLA+nnEadHM8UE+aDFb8dDrlcBm+nct5/nDsckaFa2GyCyzQ6mUyGR+4ZiE07TzX5uZsrTtEUjixRW2KyRERERNRBOE+l+/T7S0g9kitOl7ucXykmS2/sPIWMiyWSa/emX8HZnPJG711cN/Lk463CrKReAIA7R/eA2WLFkrXfAbDvU6RSul8n9fDd/cUpc46UTq1UuC3L7Syhfyi2/e889DXmJvc9ulEejeyDRNQamCwRERERdRDO0+py6zZ/dbhSV+YbgCRR8tWoUFFtajJRAurLfnupPXDn6B7ieeciEkG+npKy3A4zx0YjLLB+6t3gnoHYfTQPU0Y0vqGrs+fmDsO+EwUYO7hbi+KvBzeHpbbEZImIiIjoJjuTVYpdadm4K7FHozGOst55xdIkKjJEC33dPkct4ekmGXr2gWEoLDXA21MJtZuRJedECQDiegXib4tGiSNdzQkL1GB2K2/w+qf5I1FV03gVQKLWwGSJiIiIqI1ZrDYIQuPra17fcRLVRgtqzdZG73HycimeTjmAkgqj5LzWW4lgP69Gi0A05Kl2/foXG+knVrJzlyzF1JUEd9YwgWpvUY1U5CNqTZzkSURERNTGVm4+jEdf+a7Rdq+6BMa5FLg7DRMlAPBWe7hUoWtMQv8QBPl4Nhnjbs0SN3ylWxVHloiIiIjaWFHdqI/ZYnM7uhTo4+k2EYrvE4RAH0+cyS6TrFlyZrMJ8NOp3bZ5qhQwmqzo0U2HJTMHtiipckzT6xGqQ3iwBknx4c1eQ9RVcWSJiIiIyInRZEFWYdMjPDeqrMqIzPwKlFXVAgDSLxTjte0noDe6X3vjoZDjN7fHIibMdRqc+LxmKzROVebinPZRigi2b/46om9wi0efHNPwfLUqPHz3APQOb7raHVFXxmSJiIiIyMlr20/gL1uPiAUVAKDgWjVOZ5VK4ixWGyqrTTh4qhCC0HhxBee2S/mV+Nt7R/Hndw4DAJI//gkZF0twpdg+aqT0kKN/D3+8MG8EwoM1+MVtMQDsiUtDXuq66XICoPGs3/y1e1D9WqIQf/v0OU9VyycTqZT2r4dtUeabqLPh3wIiIiLq8q4U63E+txwThzVf6tpRgruozIAe3exFBFa8dQgAkPLUBHHk5ZlNaeIIkYdCjhH9QsR7lFXVQq1UwNvTAyaLTTx/qi7hqjS4jiRFhmjx+18PhcZLCblMhtULR4ltzpvA/nlBAiKCNSiuMGLb1+cwa2Jv/HTpmtjup62fkhcqJkvu905yx/H5NGplM5FEXR+TJSIiIuryVm62j+T0jvBDZIhWPL//RAF6dvdB9yANbIIAm1P5bZubUtwlFUaEB2kgCIKYKDnOO5gtNqzachhyuQx/WZgAwek+Jy/Xj06dzy2X3FvrpYTO23UECQBsTqNTjucP8fPC8jlDAUhHllROa6IS+ofifG45BkQHuL2vO47EiiNLREyWiIiI6BZSZTCJrzPzK7DlizNQKxVIeWoCtnx+BgdOFjrF2kd/nBOVlW8fwh/uj0egr7SinNlaP3qUeaUC+rr9f558bT/GDQ4T2yr09e//0gfHJPfQeDU+khNet/ZocM9At+1ar/qvdL3q1hjF9wlCaIA3nvp1fKP3dSc20g+jB4Zi9MDQ67qOqCtiskRERES3DItTUpNTtybJsbeRc6IEAFmFVbBYbWLi4/D3f6W73Le8qhanskpxMa9CMuIEAPt/KmjRs+maSJaG9g7C8tlDxESoIW+nkaXIEC1eeiQR/m7WObWEp8oDi2cMvKFriboaJktERETUpZgtVmQVVqFPhJ9Lm8lcnywVltYAAOQymdv7pJ0qhMbLA6MHdGv2PUsrjdjy+RmXRMnZXYk9oPVS4t/fXnTb7q6Ig7NBjYwqAZBUwwO4LxJRa2E1PCIiIupStu+9hDXbjuHASdcRHUOtRXyde9U+shTs74W8q3q390o9kofSStf9jxo6nnlNkih5KGRQyKVJmM5bhTsSojC8b7Dbe/TqfuMlup3XLBFR62GyRERERF2KozLcodNXXdoMRgsEQcD+EwVi1Tur1YYXthx2e6/wIA1K65KgQTEBmDYqStL+xH1xklLdDjpvFf742+G4fUSkeM6rrnCC0Slhc9aze+N7KTXHUe6biFoX/2YRERFRlxJcNwUtv0SPw2eKYLXVT70z1JqRmV+JLV+cEc+V6xufOuel9kBFtb195tgYJA3tLmn31apw34ReUCsVSBzYDVF1lep0XkrEhPng/il9xFjPuvLf907oBQ+FHM8+MAzLZw+BxtMDQb6e8FLf+OoImUyGe8f3xLw7+93wPYjIFdcsERERUZdiqivYcK2yFpt2nsKD0/qKbQajBdcqpNPqLFbXEuFP3x+Pl/+VjmqjGZV1Fex8tCoE1VXB03h6YOFdAxDdzQfoBrz2xG3wUMjwf/+0F39QKV33Nao12Z8rJswHb/4hSTz/j9+NQxN72rbY3WOif/5NiEiCyRIRERF1GZt3nca5BvsXXblaLb4uKjXA12nT1sbERvkhNMAb1TVmVFTbkyVfbxXkMhmSn7wNHnI51E4bvSrr9jZyVyrijoRIfH04FzGNTLPzUHCiD1FHxb+dRERE1KnYBAHvf30O6ReKYbZYsXP/ZehrzKgymPBDXflvf50aiQPtVewKywzitaeyyvDp95cAAA9O64uBMe43a5XLZNB6eqDaaEG53gRPlUJMjjSeSkmi5MxRWE9A/VDRrIm98doTtyHczdomIurYOLJEREREnUpukR570q9gT/oVhAdrcKW4GvtPFOCaU9W6ymoTFs0YgLM5ZTh1udTtfcYO6oZTl+rb7krsgb5RftDW7Xek8VLCahNwtcwAf13zo1ESTtPq5DKZeE8i6lw4skRERETtThAEnLx0DWaLrfngBqpqTOLrK8X2KXbXGpT3ttrs2UrPMPdT3/x1aig9FJIRIn+dGoNiAu3rkFBfjttksbVo6h4ADIi2j1T1j3Y/YkVEnQuTJSIiImp3h84UYd1Hx7H1y7ONxpy8dA25DfY/yrhYgjynNUiNmT2xNwDgIafqcCP7hYivg+sKNXg6JUueDabWabzqJ+D4apreMNZhemIP/L/ZQ/CLcTEtiieijo3T8IiIiKjd5ZfYE560U4VYNGOAS7vJbMW6j44DALY8OwkAkFVYide2n2j23q88PlacNqf1UkKtVKDWbIXaqUKdo7y4WpIsSb8Whfp7AwAUchkmD49o0eeSy2QY3DOwRbFE1PExWSIiIqJ2J5e5qxtXr7i8RnxdU2vBW/89DR9N0+t+/HVqrH1sDGQN7u2ptidLzoLqkiVPZeMjSxOHhSM20g/+OjXXHBHdopgsERER0c9isdqgkMtckpSGbDYBr318AnG9AlGur193ZDCa4e0pTUaultUnSz9duoaMiyXNPseQXoFun8FL5YEKmGA0WcRzGk/7VyC102hSw5EluUyGyLpNZono1sRkiYiIiG5YZbUJTybvx5QREfjNlNgmY8uqanEi8xpOZF5DbISveD6/xIBzuWXwUMhxR0IUKvS1SP7kJ6f2ptcozZ7YG1fLDPj15D5u273U9q87NbUW+GpUqKg2wV9nX7PkWLsEuI4sERExWSIiIqIbdr5uA9jUI3mNJkslFTWorrFg34n8+uvyKsTXL247Kr6+fWQk3v3qnOT6z37IAgB4KGSICfPBsvvi8OL7R1FwzYDeEb6YNiqqyWf0UtuToBqTFc/OHYb08yUYFhsEAOjptFEskyUiaojJEhEREd2wimpTszFPp6S1+H5/ffcIsgqr3La9vnwC5DIZ5PL6fYsUzUz9A4Be3X1xOqsM4UEahPp7S5Ir55LgDafhERHxXwUiIiK6YYXXDOLrmloLlB5yeChatjOJxtMD1Ub7OqLYSD+czy0XE6UHbo9Fub4Wn6dlA7BXpHO+r2PP1xbkSpg5LhpBfp5I6B/qtv2Xt8XgQl4FPNUcWSIiKe6zRERERDfEYrXhbG6ZePz4P7532TfJJggNLwNgT5T+umi0eDx6gDSRGd43WLJh7V8fHiW9gfvbuqWQy3FbXHdJ6XBnM8bGYPmcoc1W6COiWw+TJSIiIrpuJeU12L43E1eKpcUXDpwslBxX15jdXv+H++Phq1Fh1IBQTBjaHSH+XmLb4pkD4KdVY9zgMPvxjAEIDfCWXC/UZUvNVeAjIvo5OA2PiIiImlVrtuLATwW4e0JvAMDTm+rXIfnr1CirqhWPN+08ie6BGswcF4Mqg2uytHphAsKD7SW5l8wcCMC+Ce2gngEYH9cdI/qFAAAiQrTY/MxE9wnRdYwsERHdKCZLREREhEqDCSXlRrE63MUrFfaERAb0DvfFtv+dww8/FeKa3oQZo3tIru0V7osjZ6+Kx4fP2F8XlBpQU2tfk3T3mB7YdcC+/kjrrXJ5f5VSgeWzh7qcb2zk6HrWLBER3SgmS0RERLcok9kKD4UccrkMb+86jZOXSvHH3w6HyWzF2g8zxLil9w7GDz/Zp9el/piL+F6BkvsIjaxLOnS6SHyt86pPkLReP//rh+MtmSsRUVtiskRERHQL0teYsWz9PowfEobZE/vg5KVSAMC3R/Pg5Sn9erDBaYNYk9kqVqhzKCk3Nvt+Om8l/vrwKFRUm6CQt8aSaUe2xHSJiNoOCzwQERHdgrLrSnR/f7wAS1/9Xjx/LrccuVf1bq+ZPDwCAJBxsURy/pfjYwAAdyRENvp+Om8Vugdp0L+H/896boe5U/si2M8Ts5J6tcr9iIjcaddkqbS0FE8//TQSEhIwYsQIPPLII8jJyZHEHDlyBLNmzcKQIUMwdepUbN++3eU+qampmDFjBuLi4jBz5kzs2bPHJeajjz7C1KlTERcXhzlz5iA9PV3SLggCUlJSkJSUhCFDhmD+/PnIzMxs3Q9MRETUQV0tr3F7vqyqFrlF7pOlgTEBiOsdJDk3K6kX4noFYfMzEzEtIcrtdYC9CERrignzwf89MgZRobpWvS8RkbN2S5bMZjPmz5+PEydOYPXq1XjppZeQm5uLRYsWwWSy7/6dmZmJhx9+GBEREUhOTkZSUhJWrFiBr776SrxPWloali1bhoSEBGzYsAF9+/bF0qVLkZGRIcZ8+umnWLVqFWbOnInk5GTodDosXLgQubm5YszGjRuRkpKCBQsWYN26daiqqsK8efNQVeV+13AiIqLOyCYIOH6xBBarfc+iWpMVr20/ga8P5zR6Ta3Z6vZ8qL8Xpo6yF3cY1DMAbz8zEdNG2RMkmUwGX23jCVGQr+eNfgQiopum3dYs7dixA1lZWfjyyy/RvXt3AEB4eDgWLVqE8+fPY9CgQXjzzTcRHh6OdevWQSaTYfz48SgrK8PGjRsxbdo0APYkZ8yYMVi5ciUAYPz48cjPz8emTZuwadMmCIKA5ORkzJ49G0uXLgUAjBkzBtOmTcO7776L559/Hnq9Hps3b8bSpUvx4IMPAgBGjBiBiRMnYvv27Zg/f357/ViIiIjaVOqRPHy4+wKmjYrC7Im9kX6x2GUaXUsF+3lhcF8fmIxm9O/h73YT1zmTeuPwmSIkDuwGfY0Zn/2QBcBe7Y6IqLNpt5Gl1NRU3HbbbWKiBAD9+/fH/v37MWjQIADAgQMHkJSUJCkTOmXKFJw/fx5FRUUwGo1IT0/HpEmTJPeePHky0tLSYLVakZ2djStXrkhilEolkpKSsG/fPgDA8ePHYTAYMHnyZDHG19cXCQkJYgwREVFHZjBaUHCtfkPYczll2PjJT2Kpbodj54sBAF8dysGprFLkl0g3kXUWFapttO3V342Dh0IOmUyGoX2CoFa5T37uSIjCyodGYsqISAT7ebmNISLqLNotWTp37hx69uyJDRs2YOzYsRg0aBAWL16M/Px8AIDBYMDVq1fRo4d074bISPti0aysLOTm5sJisbiNMRqNKCgoQFZWFgC4jcnJyYHVahVjHPd2iIiIENuIiIg6KkEQ8NTrP2DFW4dQa7JPmfu/f6bj6PliHDpdhPTzxSi4Vg2zxYaiUoN43SsfZuBSfqXbe8b1ChQ3iHXHR+O6N1JzzHVT/4iIOqtWmYZnNptdCjU4CwoKQmlpKT755BOEh4fjb3/7GwwGA9auXYslS5bg008/hV5vX0yq0Wgk1zqO9Xo9VCpVszFN3cdms6Gmpka8l+N+zjGO65vi7+8ND4+OMZ0gOJgLW6ll2FeoJdhPOhZjrQUlFTWICKn/c7lWUYPXt58Qk6Rqiw0+ft5i+3tfnxNf+2hUqKw2Se55ucC+NndATAAG9QrCR6nnAQD3TY5F/17S4g0Osyb3kfSNlvaTSQk98N5X57D4F4PZt25R/HOnlujI/aRVkqWioiJMnz690fbnnnsOFosFZrMZb731Fnx87LuDR0ZG4r777sP//vc/DB8+HEDjO3XL5XJx07ufEyOTySAIQpPtzSkrMzQb0x6Cg3UoLmZBCmoe+wq1BPtJx5JTVIUNn/yEkgojXnokESF1U9rWfZQh7okEAL9/bZ/btUNymUxMlO4e0wO7Dtj3RqqptWDsoG5YePcAZOZXiPFWkwXlZa5T9GaMicadIyPFvnG9/WTLs/Zp8exbtx7+m0It0VH6SWMJW6skSxERETh37lyTMRs2bEBcXJyYKAHA4MGD4ePjg/Pnz2PChAkAgOpq6T/UjmOdTgedTnddMUFBQZIYhUIBjUYDnU4Hk8kEs9kMpVIpiXFcT0REdLPYBAF/eudH8fhahREhfl4QBAGXrlTCX6fG1JGR+Pe3F8X4hjb+v/F4dN13AICkoeGoqbVi99E8AEDPcF8AQA+nsts6b6XLPQBx61cioltSu61ZioqKgtlsdjlvsVggk8mg0WgQHBwsKe8NQDyOiYlBZGQk5HK52xhvb2+EhoaKa5XcxURHRwOwr2cSBAF5eXmSmLy8PMTExPysz0lERPRzGYzSIg2OUt4V1SYYai3oGeYDXzdriBwbtPbs7gO1SoHVD4/C7341GAE+ngj0qS/d3au7/ReXHor6rwGNJUvBLPlNRLewdkuWxo0bh2PHjqGoqEg8d/jwYRgMBsTHxwMAEhMTsWfPHlit9fs7pKamIjY2FoGBgfD09ER8fDxSU1Ml9969ezdGjRoFuVyO6OhohIWFSWLMZjP27t2LxMREAEB8fDzUarUkpqKiAocPHxZjiIiI2pPRZMHB04Ww2QRUGaTrjPQGM/77w2Vs+OQnAEBYkMZtwYU7RkVh4V398cg99kIN4UEaxPcJBgBovOonk0SG1Fe9W7d0LP40fySUdWtxHW1P3BeHeXf2w7i4sFb8lEREnUu77bM0b948fPzxx1i0aBGWLVuGmpoavPzyy4iPj8e4ceMAAAsXLsR9992HJ554ArNmzcKBAwfw2WefYf369eJ9lixZgsWLF2PlypWYMmUKdu3ahYyMDGzbtg2Afc3RokWLsHr1avj6+mLYsGHYtm0bysrKMG/ePAD2Qg5z587F+vXrxQRr06ZN0Gq1mDVrVnv9SIiIiESffn8Z3xzJRVFpDQZE+0vayvS1+HTfZfG4e5C3JFka3DMQ/jo15DIZxg52n9wMjA6Aj7cScyb3kazP9dOq4ee0mewf7o9HdmEVBsYEtNZHIyLqtGSC4GaicxvJycnBSy+9hLS0NCiVSkyaNAl//OMfJeuY9u3bh7Vr1+LSpUvo3r07lixZgnvvvVdyn507d+L1119Hfn4+YmJisHz5ciQlJUlitmzZgvfeew9lZWXo378/nnnmGXEEC7BP/3v11Vfx6aefiqNbK1asQK9evZr9HB1hERrQcRbEUcfHvkItwX7SdgRBQGGpAWGBmkZj/rL1R2QVVsFXo8KDd/RFct0okjt/mj8Sflo1nkzeD6C+iEJ7YD+hlmJfoZboKP2ksQIP7ZosdRUd4Q8U6Didizo+9hVqCfaTtvPRnov46lAO/vDroegfHYBrFUaolHJ4e3pg99ErGB4bjL++fwQVevv0uzmTeovFG9x54/cToJDL8fDLexAepMHqh0e110dhP6EWY1+hlugo/aRNq+ERERGRe4Ig4KtD9r0Iswqr0K+HP/6QcgAeCjlmJfXCh7sv4LuMK2KiBAAX8+wlvR++uz/e3nXG5Z6O9UUbnrxNUqSBiIhaF/+FJSIiakOf/ZAlvrbYBBhq7ZXuLFYbDp+1Fz0quGbfv0+ttCdBF67Yk6UQp81mHUUbnHl7KqFSdoxN0omIuiKOLBEREbUifY0Zb+86DatNQIXehLxivdj26feX8NWhbPE480ql5No+kb44ealU3ExWp6kv5x3fJwjDYoNZnY6IqB0xWSIiImpFx84X40TmNcm5J2cNwav/OQ4AqKm1ursMANA30g8nL5UCAGQAfLxVePV34yCXy6D0UGDpvYPb7LmJiMgVp+ERERE1I6uwEgte+hans0rdttearCjX1wKwT69rqH8Pf5dz7kSGaMXNZrsHaeCl9oCPRgWtl/sNY4mIqG1xZImIiKgZ/61bd/Sv3ReweqG08pzFasOqdw7jalkNvNQKBPt5uVyv9Gj8d5Nhgd7imiWdtwrD+gZjz7Er3OeIiKgD4MgSERHdcs5ml+HwmaIWxzs2cb1SXI3LBfXrjKw2G175MANXy2oA2KfY5RTZ1yjNHBsNAAj282zy3v2cRp18vFWYPbE3Hrg9Fr8c37PFz0dERG2DyRIREd1yXv5XOjbtPIXGthrML6mGyVy/tkjm1Lb63SM4VTcdL7/EgHO55W7vMWl4BOZM6o0//Nq+IbqX2n3Vur6RfuJrH40SaqUCk4dHiJXxiIjo5mGyREREt6xas2uxhbyrejz/9iG88dkpGIwWnMkuk2ZLAI5fKIHFakNJhX1EacqICJf7aL2UuCMhCkF10/JeXJyIvy1y3TzWx1slvnbsn0RERB0D1ywREdEtQxAEcUodABiMFniqpP8pzCuxT6NLv1CC5Rv3w2R2LdiQejQPqUfzxOM+EX7oE+GHmloLtn55FgAgl0kzLF+NCr4aFV5+NBFFpTXQeimRfqEYsVF++N2vBqPW1HiVPCIiujmYLBER0S3jxfePSpKlaqMFAT717YdOF+HNz06Lx+4SJXeCfD0RE+aDWrNVTJYaj/VCkK99tKlHNx0AIL5PcEs/AhERtSMmS0RE1OVZrDZU15iRmS/dBLa6xiw5fuOzUzd0/0BfexEHtVKBRXcPgK9W1cwVRETUGTBZIiKiLu+J1/ajptbicr7aaD8nCAIOn7nq9lqZDHBXB+L+KX3wr9QLAACd0z5IiYO6tcITExFRR8BkiYiIupRPvr+EK8V6LL13MD7ddxnBvp5uEyUAMBjtI0vfHruCD7457zbmrsQe2HUgGwAQ3ycIGi8l9p8owIDoAPxp/kgYTVbJ1D4iIuo6mCwREVGXsutAFgAgr7hafN2Yd748ix37LyPU33UjWYeeYb545jfx8PfxRIifFyxWG355W0/469St+NRERNQRMVkiIqIu4cuD2dAb69cgHTxd2KLryqpqUVZVCwDwVntg9qTeCPT1xCsfZgCwlwDvHeErxnso5EyUiIhuEUyWiIio08i9qkdFdS0GxQQCsBduMJqs0Hop8Z+9mZLYg6eKruvevcN98dzcYZDJZGLyBAAaL/6nkojoVsVNaYmIqNNYteUw1v37OKoMJgDAv3dfxLL1+3A+t9wl1jnhachL7br5a7Cfl7j2yFdTX81O61S8gYiIbi38dRkREXUK5fr65Of4xWsYFxeG3cfsG8O+9MExt9f0DvfF8L7BKCo14NCZIjx4Rz9EhmgR7OeFJWv3SmJDnNYtyeX1BRs0nkyWiIhuVUyWiIiow6k0mKDykMNTVf+fqVOXS8XXR85dhafKdXQo0McTQ3sHiUnUoJ4BuCMhCgDw4LR+klgPhQwWa31N8LhegZL2QTEBKCw1SBInIiK6tTBZIiKiDsVqs+HJ1/YjLNAbf1s0Gj+evYrtey/CZLFBBsBL7YETmddwIvOay7W/mdIH8bHBmDwiAl8fzsGEoeGNvo+PRoXSSvto1RP3xSEmzEfSvnzO0Nb8WERE1AkxWSIionYlCAKOnS/GoJ6BqKg2IcjHE3K5DIIgYNs35+FXt16o4JoBAJCy46R47fC+wYjrGYh3vjwrnnv+wRFQesix73g+BteNDnUL8MZDDUaSGnr8l4ORsuMknpw1BN2DNK39MYmIqAtgskRERO3GJgj44acCvPNFfbJz95ho3BYXhk/3XXKpYHcqq1Ry3CfCD4mDuuGD1PMwmW1Y+9gYBPh4AgB+c3vsdT1LTJgPXn50zA1+EiIiuhUwWSIiojaRU1SF0ABvqJX2tUWZVyrw9w/TYTLbJHHfZVxpdPPYDZ/8JDnuHugND4UcaxYnoqSiRkyUiIiI2gJLhxMRUau7kFeOP73zI979qn4EKaeoyiVRkstkqDKYG14uqjVZMahngHjsmC7nr1OjT4Rf6z40ERFRAxxZIiKiVueoXHfwVBH0NWaMGdQN1UaL2D6oZwB6hOoQGaLFpp2nmrzXr8b3wslL9vv569Rt99BEREQNMFkiIqIbklesh7HWit4RvtDXmOGpUsBDYZ+wcLWsRow7eakUJy+V4o6ESADAyodGiJXn9DXuR5XiegWK1e7CgzV49oFhMFms4qaxRERE7YHT8IiISKSvMbtNYLbvzcTvXv0eRlP96NALmw/jxW1HYbZY8dwbaXj+7UNi++WCSpd7XKsr0+3tWf97Oq2XEmGB3pK43907GD2715fx9lDIERvph0Ex0n2QiIiI2hpHloiISLRs/T4AwJZnJwEADpwswIW8CnyXkQ8AKCw1ILqbD8yW+rVHn6dlo9poQbXRgve+Pode3X1R5DSy5HDk7FUAgMZTKTn/wkMjUWux4snX9tvbvZQu1xIREd0MTJaIiAgAYLUJ4mubTYBcLsPbu85IYqqNFpRU1ODplDTx3Gc/ZImvD54qcin/DQAKuUy8v7da+p8etUoBtUohHms8PWCstYptRERENwuTJSIiAgBcq6gfDaqoNuH4xRKXmMpqEw6ddk2GAGD2xN749lgeSiqMAIBhscGICdNhYEwAvj6cK14nlze97kjjpcTtIyNxJrsMc++4vr2TiIiIWhPXLBEREQCgqNQgvj6TXYr3vj7nEnM5vxJpJwvdXj8g2h8vLUkUj6O76XBXYjSiu/kgIljT4ufQeHrAX6fGqvkj0au773V8AiIiotbFkSUioluETRCw60AWhsUGIyJYK56/Wl6DrIJK/JRVJp47m1MuudYxjW5P+hVYbQIW3tUfATo1/v5hhhgT7OclGTVyLvPt/H6NWXhXf+SXVEPpwal3RETUMTBZIiK6RZy+XIod+y7jvz9k4enfxMNXq0aInxf+74NjKKuqlcSeza5PnKaOjMSkYeF49o2DsNoEhPh7YfTAUCjkcqz47XCYLDbUmqzwarAWyVNVfxwW1PzI0tjBYT/zExIREbUuJktERF2cxWrDJ99fgsrDPvPaahPw0rZjEAD8ZUGCS6IEQFx3FOLnhemJPcRrAWDGmGgo5PbjXuGu0+QG9QzAyUul6OZUEjzY1xOzJvZCdDcfl3giIqKOiskSEVEXJAgC3v/feZgtVgzuGYivDuVI2+v+/4UthyXnU56agC2fn8GPdWW+Vzw4HDpvFQDAV6uCp1KB0QNDm3zvx385GCUVRoQ7jSbJZDLcOarHz/xURERE7YvJEhFRF7Jz/2Vk5ldg/p39sTf9CgAgt0jfomtvGxoOtVKBBXf1x5nsMqiVCmid9jx6bu5wqD3k4qhSY9RKhSRRIiIi6qyYLBERdSFpJwtxtbwGyR+fEM/lXHVNltRKBWrNVvG4b6Qfnv7tCBQXV0GtVODvj46B2WqDTFZfsCHEz6ttH56IiKiDYelwIqIuwmK1iWuNsgqrGo3rFuCNFb8dLjnnXLkOsG8G6zyqREREdCviyBIRUSdWcK0a2/dmYtqoKPh4q2ATBAT5eopJk7OVD41AsJ+XmAQtnzME53LK4aGQY9Kw8PZ+dCIiog6PyRIRUQdWWmkUS3I7/r+i2gQfbyVkMhlefP8oqo0WKOQyjIuzl94ePbAbdh3IAgD4eCtRaTADAMICvSXlvAfFBGJQTGA7fhoiIqLOhckSEVEHlXtVj1V11ep8NCr8Y+lY/DP1AnYfzcOy++LQI1SHaqMFgH3anaOMd0RwfXGFEf1C8O0xe6EH50SJiIiImteua5aOHTuG+++/H/Hx8Zg8eTI2bNgAs9ksiTly5AhmzZqFIUOGYOrUqdi+fbvLfVJTUzFjxgzExcVh5syZ2LNnj0vMRx99hKlTpyIuLg5z5sxBenq6pF0QBKSkpCApKQlDhgzB/PnzkZmZ2bofmIjoOgiCgKvlNeLxqcul4uvKahPO55Zj99E8AMDrn57E/31wTGwvqTDi399eBAD0DvfFy48m4pnfxCMpntPriIiIblS7JUs5OTlYuHAhvL29kZycjHnz5uGtt97CunXrxJjMzEw8/PDDiIiIQHJyMpKSkrBixQp89dVXYkxaWhqWLVuGhIQEbNiwAX379sXSpUuRkZEhxnz66adYtWoVZs6cieTkZOh0OixcuBC5ublizMaNG5GSkoIFCxZg3bp1qKqqwrx581BV1fiiaCKitnLqcinWfpiBZzelYffRPFzIK8dHey5KYj5PyxZfW6w2MbEaNaB+36PIEC0CfDwR5OuFvlH+iAjWYsygbrh7DPc4IiIiul4yQRCE5sN+vjfffBMbNmzAwYMH4e1t39V93bp12LZtG44ePQqZTIZnnnkGJ0+exK5du8RytX/4wx9w9uxZ/Pe//wUAzJ07F56ennj77bfFez/wwAPQ6XTYtGkTBEHA5MmTcdttt+HPf/4zAMBsNmPatGmYOHEinn/+eej1etx222149NFHsXjxYgBARUUFJk6ciN/97neYP39+k5+luLhjJFTBwboO8yzUsbGvdHwLXvr2uq/ReikRoFPjmQeGoaLahP/+kIXb4sLQr4f/DT0D+wm1BPsJtRT7CrVER+knwcE6t+fbbWTJZDLBw8MDnp6e4jk/Pz8YDAaYTCYAwIEDB5CUlCTZ12PKlCk4f/48ioqKYDQakZ6ejkmTJknuPXnyZKSlpcFqtSI7OxtXrlyRxCiVSiQlJWHfvn0AgOPHj8NgMGDy5MlijK+vLxISEsQYIqKOIHFgKN74/QQ4/ln016kxZUQEvNUeeGnJaPxpQQK81B7oFuCNRTMG3HCiRERERK7aLVmaOXMmFAoFXnnlFZSXl+PEiRN49913cfvtt0OtVsNgMODq1avo0UM6VSQyMhIAkJWVhdzcXFgsFrcxRqMRBQUFyMrKAgC3MTk5ObBarWKM494OERERYhsRUWszOW0C61Chr0VOketv1H41oSe2PDsJi2YMhNJDgehuPgCAIb0Ccf/kPnh12Th4e3IfJCIiorbUKqWRzGYzcnJyGm0PCgpCVFQUnn76abzwwgviFLqBAwdizZo1AAC93r7DvEajkVzrONbr9VCpVM3GNHUfm82Gmpoa8V6O+znHOK5vir+/Nzw8FM3GtYfGhgyJGmJfuTnKKo347/5L6Baowcbtx/H/fh2PHmE++PyHy7icX4HzOeUu13y2dqZkhB0Ann5wBD5KPY+FMwfBV6t2uaa1sJ9QS7CfUEuxr1BLdOR+0irJUlFREaZPn95o+3PPPQeNRoPnn38ec+bMwZ133omrV6/itddew+LFi7F161Y4lk41/ILgIJfLWyVGJpNBEIQm25tTVmZoNqY9dJQ5ntTxsa+0H0EQkLLzFI6cvYoeoToIEJBTVP9LmNc+ykD/Hv44kXmt0XuUlLj+0kYtA357eyxMNSYU15ja5NnZT6gl2E+opdhXqCU6Sj9pLGFrlWQpIiIC586dazLm9ttvx4QJE/CXv/xFPDdo0CBMnz4dn332Ge68804AQHV1teQ6x7FOp4NOp7uumKCgIEmMQqGARqOBTqeDyWSC2WyGUqmUxDiuJyJqjk0QUFRqQFigfSRbEAR8fTgXR85eBQBku5leZ7bYcCLzGmQAVjw4Auu3H0eVwewSR0RERDdfu61ZKigowJAhQyTnevXqBT8/P2RmZkKj0SA4OFhS3huAeBwTE4PIyEjI5XK3Md7e3ggNDRXXKrmLiY6OBmBfzyQIAvLy8iQxeXl5iImJ+dmflYg6t+zCKpzKKnU5LwgCbE4FRH84UYAVbx3CnmN52Jt+BVu+OCOW+544rH5/o4hgLSYOC8cDt8eK50YNCEXP7j6Yd2c/8dzkYRF4/JeD2+IjERER0Q1ot+3cY2JiXDaGzc7ORnl5OSIiIgAAiYmJ2LNnD5544gkoFPY1QampqYiNjUVgYCAAID4+HqmpqZgzZ454n927d2PUqFGQy+WIjo5GWFgYUlNTMW7cOAD2NVV79+5FUlKSeA+1Wo3U1FQsWrQIgL10+OHDh7F06dI2/TkQUcf3560/AgDe+P0EKD0UMFtsSP74BE5eLoWHQo77knph6shI7M3IBwC8/7/z4rVaLyV+e0dfjOwXgkAfTxSX1+C3d/SFXCbDuZwyMa5/tL1qXc8we+GGEf1C8MDU+mSKiIiIbr52S5Yee+wxPPnkk1ixYgXuvvtuFBcXY8OGDQgPD8c999wDAFi4cCHuu+8+PPHEE5g1axYOHDiAzz77DOvXrxfvs2TJEixevBgrV67ElClTsGvXLmRkZGDbtm0A7GuOFi1ahNWrV8PX1xfDhg3Dtm3bUFZWhnnz5gGwF3KYO3cu1q9fLyZYmzZtglarxaxZs9rrR0JEN1lJeQ22fnUWv57UBxEhWgCAzVY/cpRTpEevcF98npaFk5ftI00Wqw0f7r4AnbcSxXWbwjoM7R2EB26PRaCvfYuE6aOlVTnDg7Xi6+GxIQAAX60a/1g6FhovVrYjIiLqaNotWbrzzjuhUCiQkpKCnTt3IigoCGPGjMFTTz0Frdb+BaJfv35ISUnB2rVrsXTpUnTv3h1r1qzBtGnTxPtMmDABL7/8Ml5//XXs2LEDMTEx2LhxI+Lj48WYBx54ALW1tXjvvfewdetW9O/fH5s3b5aUCl++fDnkcjm2bNkCg8GA+Ph4vPTSS1yzRHQLSdl5CpcLKvHZgSw89otBAIDiivoE6FJBJf61+wIu5Ve6XPvWf0+7nHv0F/Yy343ReimRODAUwX5e8Pas/+e3LavbERER0Y2TCYLTBHxqkY5QsQPoONVDqONjX7GPCAGAh8K+VNNmE/Dwy3sA2NcPjR4QiugwH5zOKhUToehuOmQV2n9ud46KwqgBoSitqsVr20+I9713fE988v0lAMCWZ6UbZnc27CfUEuwn1FLsK9QSHaWftGk1PCKijm7VlsMouGZAWKA3ls8eCuffEx06XYRDp4tcrnEkSlovJe4ZFwOVUoGIYC1+NaEnPv7OniDdPiISNbUWxNStPSIiIqKug8kSEXV5tWYrCq7Z90cruGbAH1IOYJJTtTp35t3ZD1u/PAsAuHN0FFRK+/Q6uVyGuxKjMap/KGrNVqhVCsya2LttPwARERHdFEyWiKjLy3Gz39G3x65IjofFBkMQBPx0qRS/uC0GPbvXjxT5u1lTFOTn1foPSkRERB0KkyUi6pTOZJfh0Oki/PaOWCjk0i3jjp4rxonMEkwZEYnIEC2yCpqfCz11ZCRiI/3EY7PFKr7217EAAxER0a2IyRIRdRrfHMlFTJgPeof74u//su/bNnZwN/SJ8BNjLhdUImXHSdgEAWdzyjBvWj98eSi70XuumjcSRWUGSaIEQFLVjskSERHRrYnJEhF1WIIgwGS2Qa1SoKyqFv9KvQAA+NP8kWJMZbVZfJ1fUo1/f3sRtrriDcXlRvz9w4xG7++pUqBHNx16dHNfAScqVIucIj2TJSIiolsUkyUi6rC+OZKH/+y5iBcXj4a+pj4p+tM7P4qvr1UaAQAmsxUvbD4sJkrL7ouTlPgeHhuMh+7sB32NGa98mI5rlbXQeTe9Eexzc4ej1mxtcu8kIiIi6rqYLBFRh2S12fD14RxYbQJyr+rR2I5wH+6+gLIqI/am54uJEgAM7R2E+5J6Ie1UIUYPCMXYwWHQeimh9VIiLFCDa5W1bgs3OFMrFVArmSgRERHdqpgsEVG7s1ht+Pi7TIwdFIaIEK2kLaeoClabgHJ9LcqqagEA2YVVSD2aJ4mbldQL/9mbCQD4+nCupG30gFAAwPTRPTB9dA+X958zqTcqd53GvOn9W+0zERERUdfDZImI2t2Rs1fx9eFc7E3PR8pTE8TzVQYTXnz/KEwWmyT+vweyXO4xuFegmCw5S+gfgvnT+zX5/uHBWvxpfsKNPTwRERHdMuTNhxARta6quvVHtWar5PwPPxVKEqWmCit0D9LgVxN6QuslXXfk463iGiMiIiJqFRxZIqI2U1ppxK4DWfjl+J7QeavE89cqjJK4czllOJNdhtQjeVCrFKg12ZOoaaOixAp4DoE+ajx89wDIZTLclRiNaaOiUKE3YW9GPnYdyMKgnoFt/8GIiIjolsBkiYjazH/2ZuLQ6SLkFVdD66XE/VP6INjPC0WlBjHmTHaZuGcSAPx2aiwiQrQ4fOYqkoaGi8nSA7fHIjJE67IfkkIuR4CPJ35xWwwSB4YiLFDTLp+NiIiIuj4mS0TUKmrNVshlgIdCjv0nCjAwJgAVenuBhotXKgAAGRdLMLhnIK6W1SdL/9lzUXz9y/E9kRQfDplMJtloFgBuiwuDqonKdHKZjIkSERERtSomS0R03aw2GxRy6ZLHx9Z9h24B3rh/ch+88+VZBPl6wtRgTRIA/HTpmuQ4q7AKaqUCyU/eBg+F6zLK5x8cgVqztclEiYiIiKgtsMADEV2Xb4/l4dFXvkfBtWrxXE2tBYIAFFwziJvEllQYUWkwN3YbjOgbLL7uG+XnNlECgJ7dfdC/h38rPT0RERFRyzFZIqIWq6m1YNv/zsNiteGnS6UAAEEQcOh0kRjjmHIHAGqVAgsa2ctoakKU+HpAdEAbPTERERHRjWOyRERN2n00D7979Xvs2HcJmU6J0Ie7LyCrsBKpR/Pw3tfnxPPp50vE1/2j/DFqQAi81NIpdOFBGvTq7gNPlf38wGiOHBEREVHHwzVLRNSkjIslqDZa8NkPWS5tf9l6xOWcodYivu4T4QulhwLJT47Hw/+3Rzw/tE8QZDIZ+vfwR3G5Ed2DWJiBiIiIOh4mS0S3GIvVBrlcBrlM1qL4kvKa634PH28lbh8ZidtHRgKA5L3uHBWFuxOjAQCP/3IwbIIAWQufhYiIiKg9cRoe0S2kpKIGT238Adv+d77RmM27TmPBS99i2fp9uJBXLhZscPbi4tHiFDpn94yLQWykH555YBjuSoyWFG2YNioKSg85ZoyNhrruWrlc1mhhByIiIqKbTSYIgnCzH6KzKS6uutmPAAAIDtZ1mGehm8titeFCbjn69fB3O0oTFKTF+n8dw+6jeeK5NYtHIzTAGzZBQMaFEvSL8kNpVS1e2Hy4yfdaNGMAEgd2w+WCSmz54gwemTkQ1yqNyLhQgrlT+0Iu5yhRZ8V/U6gl2E+opdhXqCU6Sj8JDta5Pc9peERdwIe7L+DbY1cwf3o/3BbXXTy/c/9lKOQyjBsWIUmUAGDzF2fwu3sHY/+JAvxnbyZCA7zRkt+dJA7sBgCICfPB6oWjAADhwVrE9QpqxU9EREREdPMxWSLqAo6eLwYAnM8pF5OljAsl2Ln/MgDgk+8vAQDuSuyB2Eg/7D6ahxOZ1/DmZ6dwqcD+25yiUoN4v3GDw9Czuw/KqmrxxcFsPDStH/ak5+G+Cb3a82MRERER3VRMloi6AEXd1LfT2WV4auMPWDxjAL4+nAPAXlzBVjdiNH10D3ipPdAvyh8vbD6EU1llLvcaO6gbFtxVvzfSjLH2tUfj4sLa4ZMQERERdRxMlog6uFqTFYfPFGHM4G5QyN0XQ3BUmyurqgUArP0wA1abgD4Rvvjdr+Lww+kieCpk8FLb/8orPeQYM6gbPt1nH3nyUMhhsdpw7/iemDQsQnJvFmAgIiKiWxWTJaIOLmXnSZzIvAarICBpaDhsNgH7TuTDV6uGzkuJ0ABvMUlysNrsI0kJ/UOh9VJi7rT+LosnEwd1w7HzJbDabFg+ZyiuVRjRK9y33T4XERERUUfHZImoAxMEAScyrwEArlXYS3h/eSgbH393SYzx8VaKyREA3D4iEt8cyQUAjOgb3Oi9g3y9sGr+SPHYT6tu1WcnIiIi6uyYLBF1QB/uvoCrZTWoqbWI58qqamEyW3HgZKEkttJgFl8n9A/Bryb0xIGTBYgJ84EvEyAiIiKiG8ZkiaiDsdkE/O/HXJfzRaUGbP3qLAquGdxcBTzzm3j0jfIHAPzfI2PgoeB+R0REREQ/B5Mlog7mWqXR7fnM/Epk5ldKzg3uGQh9jQlP3DcEPhqVeN7bk3+1iYiIiH4ulrkiukm2fHEGf3vvCMwWGzbvOo0nk/fjUn4lzmRLy3kH+KgxdWSkeDxzbLT4+ra4MKx8aKQkUSIiIiKi1sFfPxO1IbPFCpPFBpWHAvoaM/x1atgEAXuOXcH+EwUAgDc/OyVuKvvFwWwcq3sN2DeH/c3tfeCp8sDMsdH44adCjIsLg8Uq4IuD2egTwep1RERERG2FyRJRK6s0mJBxoQRjB3fD5s/P4PCZqxg9IBQHTxfh978eiqPnirEn/YoYf9QpOXJOlB7/5WAM6R0o7nPk7anE7XUjTL+a0BO/HB/T6L5LRERERPTzMVkiamUf783EvhMFKC6vweEzVwEAB08XAbBvFtsSv5rQE8NigyCTuS/SIJPJoGikjYiIiIhaB38tTdTKHBvEfp6W3eJrQv29xNdxvQJxV2J0o4kSEREREbUPJktErcx5g1hnUSFaJPQPwfI5Q+DjrQQABPp4AgCmjKgv4BCg495IRERERB0Bp+ERXaeCa9XQ15jRJ8JPPHfxSgVsNgGxkX4orRtZclCrFKg1WRHT3QcPTesHAFg1PwE//FSAOxKicLmgEn0ifPHBN+cBAP5MloiIiIg6BCZLRNdpwyc/oeCaQdwEVhAErPt3BowmK+4cFYWyKuk+SU/8Kg6Z+RWYGB8unvPXqXH3mGgAQGyknyTej8kSERERUYfAaXhE16ngmgEAsOmzU6gymGCotcBosgIAvjyUA5PZJokPD9bgrsRoeHsqW3R/jiwRERERdQxMloiug8VanwhV6E1YteUw9jqVAXfQeindvm4JTQuTKiIiIiJqW62eLOn1ekycOBFfffWVS9uRI0cwa9YsDBkyBFOnTsX27dtdYlJTUzFjxgzExcVh5syZ2LNnj0vMRx99hKlTpyIuLg5z5sxBenq6pF0QBKSkpCApKQlDhgzB/PnzkZmZKYkxmUx48cUXMXbsWMTHx2PZsmUoKir6mZ+euhKjySJJjgCgvG49Uligt/1Yb8LH310CAEQEa8Q456l1La1qd19SL4T4eyE8SNN8MBERERG1uVZNlvR6PR577DHk5+e7tGVmZuLhhx9GREQEkpOTkZSUhBUrVkiSqrS0NCxbtgwJCQnYsGED+vbti6VLlyIjI0OM+fTTT7Fq1SrMnDkTycnJ0Ol0WLhwIXJzc8WYjRs3IiUlBQsWLMC6detQVVWFefPmoaqqSoxZtWoVdu7ciaeeegpr1qzB2bNnsXjxYlit1tb8kVAnZbMJeGZTGv6y9YjkvKN4w8CYAJdreoX7Or32ue73nD66B15akgiVUnHd1xIRERFR62u1Ag+HDx/GqlWrcO3aNbftb775JsLDw7Fu3TrIZDKMHz8eZWVl2LhxI6ZNmwbAnuSMGTMGK1euBACMHz8e+fn52LRpEzZt2gRBEJCcnIzZs2dj6dKlAIAxY8Zg2rRpePfdd/H8889Dr9dj8+bNWLp0KR588EEAwIgRIzBx4kRs374d8+fPR05ODnbs2IFXXnkF06dPBwD069cP06ZNw+7duzF16tTW+rFQO/lw9wWcyynHC/NGtMr+RNVGM6oM9v8dPVeMXWlZKK+qRUW1CQAQ6u/tck2v7r74LsP+i4JhscHwUMjRt0HxBiIiIiLqPFptZOnxxx9HbGws3n77bbftBw4cQFJSkuSL7JQpU3D+/HkUFRXBaDQiPT0dkyZNklw3efJkpKWlwWq1Ijs7G1euXJHEKJVKJCUlYd++fQCA48ePw2AwYPLkyWKMr68vEhISxJiDBw8CAJKSksSY6Oho9OnTR4yhzuV/P+Yiu6gKZout+eBGlOtr8XlaFkxmK6oMZvH8pp0nkV1YJSZKgH0vpDsSIiXXR4ZoxddBvp64fUQkokJ1N/w8RERERHRztdrI0gcffIDY2Fjk5eW5tBkMBly9ehU9evSQnI+MtH/ZzMrKQkBAACwWi9sYo9GIgoICZGVlAYDbmJycHFitVjHGcW+HiIgIfPvttwCAy5cvIygoCN7e3i4xjuupc6qptVzXNLbTWaVQKxXo2d0H6/9zAtlFVeIaJAfnTWb7RPiie5AG/Xr4Iz42GGqlAp/9kAUACPH3QlSIFlZBgELO2ilEREREnV2zyZLZbEZOTk6j7UFBQfD19UVsbGyjMXq9HgCg0UgXrjuO9Xo9VCpVszFN3cdms6Gmpka8l+N+zjGO66urq13u4YgpLCxs9HM4+Pt7w8OjY6wrCQ7myIUztbfa5Wfy7ZFc1NRacNfYGMl5q03A2pe+va77Jw2PxMzxvcTjIX1D8dkPWZg4PAJREf7Y+MxkCILQKlMBWxv7CrUE+wm1BPsJtRT7CrVER+4nzSZLRUVF4roed5577jnMmzevyXsIgv038419gZTL5a0SI5PJmvyi6jjfkpimlJUZmo1pD8HBOhQXVzUfeAu5UlABzwaDOv/41zEAQHxPfyidktyCa9XXff8gnUryM48O9sZzc4ehV3ffDv1nwb5CLcF+Qi3BfkItxb5CLdFR+kljCVuzyVJERATOnTv3s95cq7Wv5aiuln45dRzrdDrodLrrigkKCpLEKBQKaDQa6HQ6mEwmmM1mKJVKSYzjeq1W6/I+DWOoc6qptUiOHQk2AGQX6dE73BeCIODtXWdw6LRrqfgXF4+GDMBzbx6UnB83OAzjh3RH7whfyXmZTIY+EX6t9vxERERE1HG0y8IKjUaD4OBgSXlvAOJxTEwMIiMjIZfL3cZ4e3sjNDRUXKvkLiY6OhqAfT2TIAgua6fy8vIQE2OfhhUdHY2SkhIYjcZGY6hzMtTa90b6PC0LldUm1NTWl4K/lF8JACgsNSDtVCFsdYnUU3OGYnjfYAyKCUC3AG+E+Hu53Hdwr0CXRImIiIiIurZ2W4WemJiIPXv2SPYxSk1NRWxsLAIDA+Hp6Yn4+HikpqZKrtu9ezdGjRoFuVyO6OhohIWFSWLMZjP27t2LxMREAEB8fDzUarUkpqKiAocPHxZjEhMTYbVaxYIPgL3IxIULF8QY6jycN441GC348cxVfPzdJfz1vSOoNNRXsPspswRXy2uw4q1DAABPlQLBfp7o2d0Hj/9yMJbPGQpAOhVz7tRYjIsLQ3yf+pFMIiIiIro1tFo1vOYsXLgQ9913H5544gnMmjULBw4cwGeffYb169eLMUuWLMHixYuxcuVKTJkyBbt27UJGRga2bdsGwP4ldtGiRVi9ejV8fX0xbNgwbNu2DWVlZeK6KY1Gg7lz52L9+vVigrVp0yZotVrMmjULABAVFYVp06Zh5cqV0Ov18PHxwbp169C3b19MmTKlvX4k1EpM5voEvKbWAoXCnuyUVBhxIa9cbDudVYZvfqwflVz50AiEBboW+nA2ekA3TBoW0boPTERERESdQrslS/369UNKSgrWrl2LpUuXonv37lizZo24IS0ATJgwAS+//DJef/117NixAzExMdi4cSPi4+PFmAceeAC1tbV47733sHXrVvTv3x+bN2+WlApfvnw55HI5tmzZAoPBgPj4eLz00kuS9Uhr1qzBmjVrsHbtWthsNowZMwYrVqyAQtExqtxRy9WanUaWai1QetQPmL7zxVkAQKCPJ65VGvHjGfs6pVEDQtEtwHVjWYeXloxGcbkR3p7t9leEiIiIiDoYmeC8Ap5apCNU7AA6TvWQm62o1CAWZJgYHw4/rQqf7rssiRneNxhHzxWLxxuevA3enkrcKthXqCXYT6gl2E+opdhXqCU6Sj9prBoed86kTq/WaRre2ZwyGBpUxAMgKdqg8fS4pRIlIiIiIroxTJao0zNZ6qfhFVwzYP+JAkl7nwhfjB0UJh4H+blWuyMiIiIiaojJEnU65fpaSQU8x8hSdLe6fbiM0pGlR+4ZhAAftXgc6qY0OBERERFRQ1y9Tp3KpfxK/PW9I/DRqPDiotHY+tVZHDl7FQDQr4c/sgpd57z6alSQy+vLgffszv2SiIiIiKh5TJaoU6gymPDNkTzUmuyjSJXVJpRU1IiJEgAE+3nBU6WA0WSFXCYTN511TpQA+7Q8IiIiIqLmMFmiDq200ogvD+Yg42IJrlUaJW0Np9uplXKE+nsju6gKnioFfjm+JzxV9aXgo0K1yCnSIzJE2y7PTkRERESdG5Ml6tC2fHEGp7PK3Lb9/V/pkmOVhwIRwRpkF1XBUGvB5OHSzWSfe2A4TBYrPBRcqkdEREREzeO3RuoQSsprcCKzxOV87lW9yzlZg+OIYC0GxQSgd4QvhsUGN/oeapUCOm/Vz31UIiIiIrpFcGSJOoRnNqVBAPDyo4nwVnvglX9nIGloOKoMZpfY24Z0x/fH88XjcYO7YWpCFABgUM8AAEBcr8B2eW4iIiIi6rqYLFG7EQQBVpsgmQYnCAL+tfsChLrjmlorzmSX4XJBFS4XnAUADO4ZiNtHRsBbrcSFvHIE+XpKkiWV07okpYcCG//feCg9OGhKRERERD8PkyVqN9v3ZuLLQzl4+ZFE+OnUeP/rc+gd7ovUI3liTK3ZCkWD6nVxvQIxKMY+UtSzuw9OXS6VtIcFeEuOvdTs1kRERET08/FbJbWbLw/lAADSL5QgM78Ch89cxb4TBZIYg9ECfYOpd4G+npJj5wp3947vib5R/m30xERERER0K2OyRO3uX7svNNpWU2tBRbVJci6oQbKkdkqWBvfk2iQiIiIiahtc2EEdisFNshTo0/jIkrcn830iIiIiahtMluimSOgf4vZ8Ta0FlU7JUpCvp8saJE9V/bGGyRIRERERtRF+06R28e5XZyXHA6IDcCm/EiUVRsl5g9E+suSpUmDtY2Nhsdlc7uU8suTJYg5ERERE1Eb4TZPaXE2tBd9l5EvOBfp4wttNovPFwWwAQHiwptEpds6lx+WyhlvUEhERERG1DiZL1KYOni5EjdHicj7AR93kqND4uO5t+VhERERERM1iskRtptJgwpufnXbbFuDjCa+66XTdAryx4sHh+N2r+wAAfSP9MH5o08nSryf34cazRERERNSmmCxRm7lyVd9om1qpgE2wv1Yp5ZIpeU//Jh6yZqbXTR0Z2SrPSERERETUGCZL1GZyi6vdnp93Zz8AgNliBQCoPBSQyWSYd2c/+GhUzSZKRERERETtgckStZm8YteRpSBfT4wfYp9iV2u2V7pTKe3T6RzniYiIiIg6AiZL1OoEQcBnP2Rh/4kClzarY+4d6keW1EqFSxwRERER0c3GFfLU6gpLDdi5/7LbNptTsjRxWAQAYNzgsHZ5LiIiIiKi68GRJWp1ZVW14uu4XoHoHqhBSaURR85elYwsJQ3tjmGxwfDVqG7GYxIRERERNYkjS9SqjCYLSiqM4rHOW4nZk3rDry4hslhtYptMJmOiREREREQdFkeWqMWyCisRFqCBWlW/xqjSYEJxWQ16hfuirKoWT238QXLNjLExAAAPhT0vd56GR0RERETUkXFkiVqkqMyAv2w9gpf+eUxyfvXWI/jb+0dRVGZA5pUKSduLi0cjxM8LADCkdyAA4Hbuj0REREREnQRHlqhFSivt65CyC6tgswmQy+17IV2rtE+5yy3S41RWqeSaAJ1afN03yh//WDoWPpx2R0RERESdBJMlapHqGrP4+lJ+JXpH+EraX99xUnyt8fTAwJgAqBqUBPfVqkFERERE1FkwWaIWqTKYxNeHzxYhPFgDL7X77rP2sbGSdU1ERERERJ0RkyVqkSpD/chS6pE8HDtfjN/dG+c2lokSEREREXUFTJaoRZyTJcC+humVf2dIzv32jr7o38O/HZ+KiIiIiKjtsBoetUhVjUlyPCDaH/oaaQLVJ9wX3QK82/OxiIiIiIjaDEeWqEUcI0srHhwOY60VxzNLcDqrTBLDSndERERE1JUwWaIWqTKY4aVWoFd3exW8SwWVLjFaL2V7PxYRERERUZvhNDxqVE2tBQXXqmGx2nC1zIBAHy+xzcfbNTFy7L1ERERERNQVcGSJGvX2rtNIv1CCh+/uD5PFhl7hPmKbzptT7oiIiIioa+PIEolsgoAtn5/BkbNXAQDpF0oAAB9/dwkAxCl4AODjlCz17O6D1Q+PascnJSIiIiJqe0yWCABgttjwfUY+9v9UgNd3nAQAeNbtl1RWVQsPhVxSFlznNA2vfw9/hAdp2veBiYiIiIjaGKfhEQDgva/O4oeThZJzXmoPGE1WBPqo8dC0fgj09RTbnKfhqZTchJaIiIiIup5WH1nS6/WYOHEivvrqK5e2PXv2YNasWYiPj8ekSZPw17/+FXq9XhKTmpqKGTNmIC4uDjNnzsSePXtc7vPRRx9h6tSpiIuLw5w5c5Ceni5pFwQBKSkpSEpKwpAhQzB//nxkZmZKYkwmE1588UWMHTsW8fHxWLZsGYqKilrhJ9A5HTwt/eyCIKCy2oRe3X3w98fGYlDPQEm7l1qB8GD7aJIfS4YTERERURfUqsmSXq/HY489hvz8fJe2tLQ0PProo+jduzeSk5Px6KOP4vPPP8fy5cslMcuWLUNCQgI2bNiAvn37YunSpcjIyBBjPv30U6xatQozZ85EcnIydDodFi5ciNzcXDFm48aNSElJwYIFC7Bu3TpUVVVh3rx5qKqqEmNWrVqFnTt34qmnnsKaNWtw9uxZLF68GFartTV/JJ2G1SZIjquNFlhtQqOFHGQyGVbNG4nf/3ooRg/s1h6PSERERETUrlptGt7hw4exatUqXLt2zW37O++8g2HDhmHNmjXiOa1WiyeffBIXL15E7969sXHjRowZMwYrV64EAIwfPx75+fnYtGkTNm3aBEEQkJycjNmzZ2Pp0qUAgDFjxmDatGl499138fzzz0Ov12Pz5s1YunQpHnzwQQDAiBEjMHHiRGzfvh3z589HTk4OduzYgVdeeQXTp08HAPTr1w/Tpk3D7t27MXXq1Nb6sXRaldUmAE1vNOuhkGNAdEB7PRIRERERUbtqtZGlxx9/HLGxsXj77bfdtg8ZMgQPPPCA5FxMTAwAIC8vD0ajEenp6Zg0aZIkZvLkyUhLS4PVakV2djauXLkiiVEqlUhKSsK+ffsAAMePH4fBYMDkyZPFGF9fXyQkJIgxBw8eBAAkJSWJMdHR0ejTp48Yc6v7z56LAJpOloiIiIiIurJWG1n64IMPEBsbi7y8PLftjz/+uMs5x3qknj17Ijc3FxaLBT169JDEREZGwmg0oqCgAFlZWQDgNiYnJwdWq1WMiYyMlMRERETg22+/BQBcvnwZQUFB8Pb2dolxXH+rO55pHyGMCtHe5CchIiIiIro5mk2WzGYzcnJyGm0PCgqCr68vYmNjr+uNz549izfffBNTp05FVFSUWKRBo5GWoHYc6/V6sRiEuxibzYaamhro9XqoVCqoVCqXGMf11dXVLvdwxBQWFrqc74psgoD3vjqLQF8v3DEy0m1MQv8QjOgX0s5PRkRERETUMTSbLBUVFYnretx57rnnMG/evOt607Nnz2LBggUICQnBX/7yFwD26muAvXCAO3K5vNkYmUwGQRCabHe8V3MxTfH394aHR8colx0crLuh6748cBnfHy8AAESH+7qNGTkw7IbvTx0P/yypJdhPqCXYT6il2FeoJTpyP2k2WYqIiMC5c+da7Q0PHTqExx9/HIGBgdi6dSv8/e0bnep09h9SdXW1JN5xrNPpJDFBQUGSGIVCAY1GA51OB5PJBLPZDKVSKYlxXK/Val3ep2FMU8rKDNfzkdtMcLAOxcVVzQe6ceR0/QjaP792/+erVclv+P7UsfycvkK3DvYTagn2E2op9hVqiY7STxpL2Fp9n6Wm7N69Gw8//DAiIiLwz3/+E2FhYWJbZGQk5HK5pAQ4AOTm5sLb2xuhoaHiWiV3MdHR0QDs65kEQXBZO5WXlycWlIiOjkZJSQmMRmOjMV1dlcEMAFDIZSirMiLSzdqksCDXqYpERERERLeKdkuWTpw4gSeffBKDBw/Gtm3bEBgo3eTU09MT8fHxSE1NlZzfvXs3Ro0aBblcjujoaISFhUlizGYz9u7di8TERABAfHw81Gq1JKaiogKHDx8WYxITE2G1WsWCDwCQlZWFCxcuiDFdRcaFEhw87boOy5EsWW0CTGYb/LRqsa1flB/mT+8Hn0b2WCIiIiIiuhW0WjW85jz//PPw8PDAkiVLcPHiRUlbdHQ0/Pz8sGTJEixevBgrV67ElClTsGvXLmRkZGDbtm0A7OuJFi1ahNWrV8PX1xfDhg3Dtm3bUFZWJq6b0mg0mDt3LtavXy8mWJs2bYJWq8WsWbMAAFFRUZg2bRpWrlwJvV4PHx8frFu3Dn379sWUKVPa60fSLl77+AQAYPQA6caxVTUmybGvU4nwxTMHSpInIiIiIqJbUbskS3l5eeK6p8WLF7u0r1+/HtOmTcOECRPw8ssv4/XXX8eOHTsQExODjRs3Ij4+Xox94IEHUFtbi/feew9bt25F//79sXnzZkmp8OXLl0Mul2PLli0wGAyIj4/HSy+9JFmPtGbNGqxZswZr166FzWbDmDFjsGLFCigUHaNwQ1sSBAH6upElB19tfbKkVnb9nwERERERUXNkgqPEHLVYR1iEBrRsQdyCl+xTDbc8W7+Rr8FoxtJXpZvv3j+5D/61+wIA4O2nJ0Iub74qIHUeHWXxJHVs7CfUEuwn1FLsK9QSHaWfNFbgod2m4VHHUdVgVAmwjyz9akJP5F7VM1EiIiIiIgKTpVuGzSaISVBVjWuy5OOtQkL/0PZ+LCIiIiKiDqtdS4fTzWOx2sTXVQZ7cQd/XX0RhyBfz3Z/JiIiIiKijozJ0i3CYrUvTbPabOI0vGCnBCnAh8kSEREREZEzTsPrwmy2+todFpsN53PL8dIHx8RzQX5eOJ9XAQBcp0RERERE1ABHlrow56l3VquAc7nlknYvFXNlIiIiIqLGMFnqwpyTJYvVhmsVNZL27sEaAEBMmPtSiUREREREtzIOLXRhjnVK9tc2FJcbJe2JA0Ph461E/x7+7f1oREREREQdHpOlLqzhNLySBiNLaqUCw/uGtPdjERERERF1CpyG14U5J0tmqw2llbVQKxXiOZmMRR2IiIiIiBrDZKkLc56GV1xeA6tNQGyk3817ICIiIiKiToTT8Low55GlwlIDACAqVAsfjRJRISzqQERERETUFCZLXZjVaZ+lorpkKcjXE7+a0OtmPRIRERERUafBaXhdmNniOrIU5Od1sx6HiIiIiKhTYbLUhVndTMML9vW8WY9DRERERNSpMFnqwixO0/Bqaq2QyYAAHyZLREREREQtwWSpC3Mu8AAAvcJ94aHgHzkRERERUUvwm3MX5lw6HACG9Aq8SU9CRERERNT5MFnqwhqOLEWH+dykJyEiIiIi6nyYLHVhDZMlnZfyJj0JEREREVHnw2SpC2s4DU/jyWSJiIiIiKilmCx1YQ1HlrQcWSIiIiIiajEmS12YtcHIkkrJP24iIiIiopbit+cuxiYIOHS6CLUmq8vIkkwmu0lPRURERETU+Xjc7Aeg1rXveD7e/eoc4vsEIdjP62Y/DhERERFRp8VkqYu5Wl4DAEi/UHKTn4SIiIiIqHPjNLwuxlstzX/VSsVNehIiIiIios6NyVIXY7NJizqMHhgKAAgP0tyMxyEiIiIi6rQ4Da+LMdRaJMc9QnV4/sER6BbgfZOeiIiIiIioc2Ky1MUYjNJkyVOlQM/uPjfpaYiIiIiIOi9Ow+tiGo4seaqYDxMRERER3QgmS11MTYNkSa1igQciIiIiohvBZKmLcTcNj4iIiIiIrh+TpS7GdRoekyUiIiIiohvBZKmLcR1Z4polIiIiIqIbwWSpi2m4ZokjS0REREREN4bJUhditdlgtQnw16nFcyzwQERERER0Y5gsdSEmsw0AJMmSXCa7WY9DRERERNSpcUFLF6GvMeOf35wHAPhqVDf5aYiIiIiIOj8mS13EGztP4lRWGQCuUyIiIiIiag1MlroIR6IEAEoPBR77xSAoPTjLkoiIiIjoRjFZ6gJsNkFyrPSQY0S/kJv0NEREREREXUOrDz3o9XpMnDgRX331VZNxzz33HCZNmuRyPjU1FTNmzEBcXBxmzpyJPXv2uMR89NFHmDp1KuLi4jBnzhykp6dL2gVBQEpKCpKSkjBkyBDMnz8fmZmZkhiTyYQXX3wRY8eORXx8PJYtW4aioqIb+MQ3X8ONaFUcUSIiIiIi+tla9Vu1Xq/HY489hvz8/Cbj9u/fj08++cTlfFpaGpYtW4aEhARs2LABffv2xdKlS5GRkSHGfPrpp1i1ahVmzpyJ5ORk6HQ6LFy4ELm5uWLMxo0bkZKSggULFmDdunWoqqrCvHnzUFVVJcasWrUKO3fuxFNPPYU1a9bg7NmzWLx4MaxW68//QbQzk1n6zJx+R0RERET087Xat+rDhw9j1qxZOHv2bJNx1dXVeOGFFxAaGurStnHjRowZMwYrV67E+PHj8fe//x1Dhw7Fpk2bANhHjJKTkzF79mwsXboUEyZMQEpKCvz9/fHuu+8CsCdsmzdvxtKlS/Hggw9i8uTJ2Lx5M6qrq7F9+3YAQE5ODnbs2IFVq1bh3nvvxbRp0/Dmm2/i3Llz2L17d2v9SNpNbYNkSaVkgQciIiIiop+r1ZKlxx9/HLGxsXj77bebjHvllVcQERGBO+64Q3LeaDQiPT3dZWre5MmTkZaWBqvViuzsbFy5ckUSo1QqkZSUhH379gEAjh8/DoPBgMmTJ4sxvr6+SEhIEGMOHjwIAEhKShJjoqOj0adPHzGmM3Hsr+TAkSUiIiIiop+v1b5Vf/DBB1i/fj0CAgIajTly5Ag++eQTrF692qUtNzcXFosFPXr0kJyPjIyE0WhEQUEBsrKyAMBtTE5ODqxWqxgTGRkpiYmIiBDbLl++jKCgIHh7ezca05mYLUyWiIiIiIhaW7PV8MxmM3JychptDwoKgq+vL2JjY5u8T21tLVasWIHHHnvMJdkB7NPnAECj0UjOO471en2TMTabDTU1NdDr9VCpVFCpVC4xjuurq6td7uGIKSwsbPJzAIC/vzc8PDrGVLfgYB2ulNVIzgX6axAcrLtJT0QdFfsEtQT7CbUE+wm1FPsKtURH7ifNJktFRUWYPn16o+3PPfcc5s2b1+wbJScnw9vbGwsWLHDbLgj28tcymcxtu1wubzZGJpNBEIQm2x3v1VxMU8rKDM3GtIfgYB2Ki6twtUQvOV9bY0JxcVUjV9GtyNFXiJrCfkItwX5CLcW+Qi3RUfpJYwlbs8lSREQEzp0797Pe/OTJk3j33XfxwQcfAAAsFouY+FgsFigUCuh09gesrq6WXOs41ul0kpigoCBJjEKhgEajgU6ng8lkgtlshlKplMQ4rtdqtS7v0zCmM+GaJSIiIiKi1tcum9Lu2bMHJpMJs2bNcmkbOHAg1qxZg+nTp0Mul0tKgAP2tUze3t4IDQ2F0WgUzzlP5cvNzUV0dDQA+3omQRCQl5eHmJgYMcb5ODo6GiUlJTAajfD09JTEDB8+vNU+d3th6XAiIiIiotbXLt+qZ8+eje3bt0v+d/fddyM4OBjbt2/HxIkT4enpifj4eKSmpkqu3b17N0aNGgW5XI7o6GiEhYVJYsxmM/bu3YvExEQAQHx8PNRqtSSmoqIChw8fFmMSExNhtVrx7bffijFZWVm4cOGCGNOZmBoUeFB1kPVURERERESdWbuMLIWGhrrsqxQQEACVSoXBgweL55YsWYLFixdj5cqVmDJlCnbt2oWMjAxs27YNgH090aJFi7B69Wr4+vpi2LBh2LZtG8rKysR1UxqNBnPnzsX69evFBGvTpk3QarXiyFZUVBSmTZuGlStXQq/Xw8fHB+vWrUPfvn0xZcqU9viRtCqThSNLREREREStrV2SpZaaMGECXn75Zbz++uvYsWMHYmJisHHjRsTHx4sxDzzwAGpra/Hee+9h69at6N+/PzZv3iwpFb58+XLI5XJs2bIFBoMB8fHxeOmllyTrkdasWYM1a9Zg7dq1sNlsGDNmDFasWAGFovONyjRcs6RSMlkiIiIiIvq5ZIKj0gK1WEeo2AHUVw/5z56L+PJQfXn3FxePRrcA7yaupFtNR6k0Qx0b+wm1BPsJtRT7CrVER+knjVXD4xBEF9BwZEkhb778ORERERERNa1DTcOj62e2WHHsQjEAYP6d/VBWVYtgP6+b/FRERERERJ0fk6VO7r8HslBWVQsAGNQzEP469U1+IiIiIiKiroHT8Dq5K8X1m+uysAMRERERUevht+tOLL9YD7O1fr0S91ciIiIiImo9nIbXiS15abf4Wq1SwEPBwg5ERERERK2FI0tdxKp5IyGTMVkiIiIiImotTJa6CJUH/yiJiIiIiFoTv2F3EWoV1ysREREREbUmJktdBIs7EBERERG1LiZLXQSLOxARERERtS4mS10EizsQEREREbUuJkudlCAIN/sRiIiIiIi6NCZLnZTVxmSJiIiIiKgtMVnqpKxWJktERERERG2JyVInZbHZbvYjEBERERF1aUyWOimLhckSEREREVFbYrLUSVk4DY+IiIiIqE0xWeqkOA2PiIiIiKhtMVnqpJyn4UWGaG/ikxARERERdU0eN/sB6MY4puHFRvhi2X1DbvLTEBERERF1PRxZ6qQc0/B6hfvC25M5LxERERFRa+O37E7Ksc+SQsF8l4iIiIja1tKli5GRcazR9iVLlmLgwEFYtuwRvP32e+jXb4DbuM2b38A777wlOafRaBAb2w+LFj2KuLihLtccPHgAH330L5w9exq1tUaEhYVj0qQpmDXrfuh0up/1uZrDZKmTMlvtI0seCtlNfhIiIiIiuhUMHjwEjz/+pNu2bt26IScnu0X3UavVWL9+EwDAx0eNnJwCfPbZp1i+fCneffdDhIdHiLGbNm3Atm1bMXHiFDzzzPPQarU4c+YUPvroX/jf/77EK68kS+JbG5OlTsoqJkscWSIiIiKitqfT6TBo0OBG21uaLMnlcvE+wcE6REVVYeTIUbjrrin4+usvsGDBYgDAt9+mYtu2rVi2bDlmz/6NeP3w4SMxZco0PProAvzpTyuwadMWKBSKn/HJmnjWNrkrtTlHgQcmS0RERETU2alUaqhUaghC/V6i77+/Bb169ZYkSg7dunXDokWP4syZU/jxx0Nt9lz8pt1JWTgNj4iIiIjakSAIsFgsbv93vRzXmc1mlJWV4s03X4fZbMa0aXcBAMrKynDhwnmMGjWm0XuMHz8RMpkMaWn7b/gzNYfT8DopC6fhEREREXUqH317ET+evXpTn2FkvxDMntT7hq5NS/sBSUmj3bbt3v1Di+9TU1Pj9j6PP/6kuP6osDAfABAW1r3R+2i1Wvj4+KCwsKDF7329mCx1Uo5peAo5R5aIiIiIqO3FxQ3FsmXL3bapVKoW30etVmPjRntFPF9fL+TkFOK7777Fxo2vwsPDA7Nm/VqcjtfcWiSFom3TGSZLnZSjwIPSgyNLRERERJ3B7Em9b3hUpyPQarWNlgS/HnK5XLxPcLAOYWExGDUqEYWFhXj77RTce+8sdOsWBgAoKips9D41NTWoqChHSEi3n/1MjT5rm92Z2lT9yBL/CImIiIio8+vduzeqq6tRXl6GgIBA9O8/APv27ZUUfXD2ww/fw2q1YsyYsW32TPym3UmxwAMRERERdSVnzpyGVquFr68fAOChhx7GpUuZ2LbtXZfYa9dKsGnTBsTG9sPIke7XUbUGTsPrpFjggYiIiIjaU1VVFU6e/Mltm1arFV9/883XOHEiQ9Ku0/ngzjvvBgDYbDbxPv7+3rh6tRzffPMV0tOPYv78RfDwsKco48aNx/z5i/DGGxtw/vxZTJ06DVqtDhcunMM///k+lEoV/vznF8X4tsBkqZNyjEZyzRIRERERtYeffjqORx6Z77Zt+PAEPPTQAgDAv//9gUt7VFQPMVmqra2V3EelUiMiIgKPPfYEfv3rByTXLVy4BEOGxOOjj/6Fv/99Daqr9QgLC8eMGb/A7Nm/gU6na62P55ZMaGwSIDWquLjqZj8CrpbX4PilUkwcEsbRJWpWcLCuQ/Rb6tjYT6gl2E+opdhXqCU6Sj8JDnafdPFbdicV4ueF39zRj4kSEREREVEb4TdtIiIiIiIiN5gsERERERERucFkiYiIiIiIyA0mS0RERERERG4wWSIiIiIiInKj1ZMlvV6PiRMn4quvvnJpy83NxWOPPYb4+HiMHj0af/jDH3Dt2jVJTGpqKmbMmIG4uDjMnDkTe/bscbnPRx99hKlTpyIuLg5z5sxBenq6pF0QBKSkpCApKQlDhgzB/PnzkZmZKYkxmUx48cUXMXbsWMTHx2PZsmUoKipqhZ8AERERERF1Ba2aLOn1ejz22GPIz893aauoqMBvfvMbXLt2Df/4xz/wxz/+EYcPH8aTTz4pxqSlpWHZsmVISEjAhg0b0LdvXyxduhQZGRlizKeffopVq1Zh5syZSE5Ohk6nw8KFC5GbmyvGbNy4ESkpKViwYAHWrVuHqqoqzJs3D1VV9TXcV61ahZ07d+Kpp57CmjVrcPbsWSxevBhWq7U1fyRERERERNRJebTWjQ4fPoxVq1a5jBQ5vPPOOxAEAZs3b4ZWqwUAaLVa/OUvf0FxcTGCg4OxceNGjBkzBitXrgQAjB8/Hvn5+di0aRM2bdoEQRCQnJyM2bNnY+nSpQCAMWPGYNq0aXj33Xfx/PPPQ6/XY/PmzVi6dCkefPBBAMCIESMwceJEbN++HfPnz0dOTg527NiBV155BdOnTwcA9OvXD9OmTcPu3bsxderU1vqxEBERERFRJ9VqI0uPP/44YmNj8fbbb7ttT01NxV133SUmSgAwadIk7N27F8HBwTAajUhPT8ekSZMk102ePBlpaWmwWq3Izs7GlStXJDFKpRJJSUnYt28fAOD48eMwGAyYPHmyGOPr64uEhAQx5uDBgwCApKQkMSY6Ohp9+vQRY4iIiIiI6NbWasnSBx98gPXr1yMgIMClzWQy4dKlS4iIiMBf//pXjBw5EkOGDMFTTz2FiooKAPb1TBaLBT169JBcGxkZCaPRiIKCAmRlZQGA25icnBxYrVYxJjIyUhITEREhtl2+fBlBQUHw9vZuNIaIiIiIiG5tzU7DM5vNyMnJabQ9KCgIvr6+iI2NbTSmsrISVqsVb7zxBgYNGoR//OMfKCwsxNq1a/HUU0/h7bffhl6vBwBoNBrJtY5jvV7fZIzNZkNNTQ30ej1UKhVUKpVLjOP66upql3s4YgoLCxv9HA7+/t7w8FA0G9cegoN1N/sRqJNgX6GWYD+hlmA/oZZiX6GW6Mj9pNlkqaioSFzX485zzz2HefPmNXkPi8UCwJ6MbNiwAR4e9rfVarV44okncOLECQiCAACQyWRu7yGXy5uNkclkEAShyXYALYppSlmZodmY9hAcrENxcVXzgXTLY1+hlmA/oZZgP6GWYl+hlugo/aSxhK3ZZCkiIgLnzp37WW/umO6WmJgoJkoAMHbsWADAuXPnMHToUAD2UR9njmOdTgedTieeCwoKksQoFApoNBrodDqYTCaYzWYolUpJjON6rVbr8j4NY4iIiIiI6NbWLpvS+vj4wM/PD2azWXLecSyTyRAZGQm5XC4pAQ7Y1zJ5e3sjNDRUXKvkLiY6OhqAfT2TIAjIy8uTxOTl5SEmJgaAvZhDSUkJjEZjozFERERERHRra5dkCQDGjRuH7777DjU1NeK57777DgAQHx8PT09PxMfHIzU1VXLd7t27MWrUKMjlckRHRyMsLEwSYzabsXfvXiQmJor3UqvVkpiKigocPnxYjElMTITVasW3334rxmRlZeHChQtiDBERERER3dpabZ+l5jz22GP49ttvsXjxYjz88MMoKCjA2rVrcdddd6FXr14AgCVLlmDx4sVYuXIlpkyZgl27diEjIwPbtm0DYB+BWrRoEVavXg1fX18MGzYM27ZtQ1lZmbhuSqPRYO7cuVi/fr2YYG3atAlarRazZs0CAERFRWHatGlYuXIl9Ho9fHx8sG7dOvTt2xdTpkxp9rN0pEVoHelZqGNjX6GWYD+hlmA/oZZiX6GW6Mj9RCY4qia0kry8PEyePBnr16/HtGnTJG0nT57E3//+d2RkZECj0WDGjBl46qmnJJXrdu7ciddffx35+fmIiYnB8uXLJfshAcCWLVvw3nvvoaysDP3798czzzyD+Ph4sd1iseDVV1/Fp59+CoPBgPj4eKxYsUJMygDAYDBgzZo1+Prrr2Gz2TBmzBisWLECoaGhrfnjICIiIiKiTqrVkyUiIiIiIqKuoN3WLBEREREREXUmTJaIiIiIiIjcYLJERERERETkBpMlIiIiIiIiN5gsERERERERucFkqZP66KOPMHXqVMTFxWHOnDlIT0+/2Y9E7chqteKdd97BnXfeiaFDh2L69OnYtm0bHMUtBUFASkoKkpKSMGTIEMyfPx+ZmZmSe5hMJrz44osYO3Ys4uPjsWzZMhQVFd2Mj0PtwGQy4c4778Szzz4rnmM/IWdpaWmYNWsW4uLiMHHiRLz22muwWq0A2FfIzmq14q233sLtt9+O+Ph4zJo1C2lpaWI7+wnt3r1bsp0P0Hr9oqKiAs8++yxGjRqFkSNHYsWKFdDr9W3+mSBQp/PJJ58I/fr1E5KTk4W9e/cKCxcuFOLj44WcnJyb/WjUTl577TVh0KBBwuuvvy4cOHBAeO2114T+/fsLb775piAIgpCcnCwMHjxYePfdd4XU1FThV7/6lTBu3DihsrJSvMezzz4rJCQkCB9//LHw5ZdfCrfffrswc+ZMwWKx3KyPRW3olVdeEWJjY4VnnnlGPMd+Qg5HjhwRBg4cKDzzzDPCgQMHhLfeeksYNGiQkJycLAgC+wrZvfHGG0L//v2FlJQU4YcffhCWL18uDBw4UDh16pQgCOwnt7qjR48K8fHxwtChQyXnW6tf/Pa3vxUmTpwofPHFF8Inn3wijB49Wli8eHGbfy4mS52MzWYTJk6cKLzwwgviOZPJJEyaNElYvXr1TXwyai8Wi0WIj48X/vGPf0jO/+lPfxJGjx4tVFVVCUOHDhXeeOMNsa28vFyIj48XtmzZIgiCIGRnZwv9+vUTPv/8czHm8uXLQt++fYWvv/66XT4HtZ9Tp04JQ4cOFUaNGiUmS+wn5Oz+++93+dLx97//XZg7dy77CommTZsm/OEPfxCPLRaLMGHCBOHPf/4z+8ktrLa2VnjzzTeFgQMHCiNHjpQkS63VL9LS0oTY2FghIyNDjDlw4IAQGxsrnDx5sk0/H6fhdTLZ2dm4cuUKJk2aJJ5TKpVISkrCvn37buKTUXvR6/X4xS9+galTp0rOx8TEoLS0FAcPHoTBYMDkyZPFNl9fXyQkJIh95ODBgwCApKQkMSY6Ohp9+vRhP+piLBYL/vjHP2LhwoUIDQ0Vzx8/fpz9hAAApaWlOHbsGGbPni05//vf/x7vv/8++wqJTCYTtFqteKxQKKDT6VBRUcF+cgv7/vvv8eabb+Lpp5/G3LlzJW2t1S/S0tIQGBiIIUOGiDGjRo2CVqtt877DZKmTycrKAgD06NFDcj4yMhI5OTni/HLqunx9ffHCCy9gwIABkvN79uxBt27dxDm+kZGRkvaIiAix/1y+fBlBQUHw9vZuNIa6hrfeegtmsxmLFy+WnHf8ObOf0Llz5yAIAry9vfHII49g8ODBSExMRHJyMmw2G/sKiR544AHs3LkTaWlpqKqqwrvvvosLFy5g+vTp7Ce3sMGDB2P37t148MEHIZPJJG2t1S8uX76MqKgoSbtcLkd4eHib9x2PNr07tTrHQjaNRiM5r9FoYLPZUFNTI/mtD90a/vOf/+DAgQN4/vnnodfroVKpoFKpJDEajUbsP9XV1S59yBFTWFjYLs9MbS8zMxObNm3C1q1bXfoD+wk5lJWVAQCefvpp3H333Zg3bx5+/PFHpKSkQK1WQxAE9hUCANx///04ePAg5s2bJ5578sknMXnyZLzxxhvsJ7co51kLDbXWf2uaimnrIg9MljoZoa7aWcPM3aGx89R1ffbZZ1i1ahXuuOMOzJ07F2+88Uaz/UMQBPahLs5ms2HFihW47777XCoTAS3rA+wntwaz2QwAGDduHJ555hkAwOjRo1FWVoaUlBQsXryYfYUgCAIWLlyIzMxMrFq1Cr169cKBAwf+fzv3E9L0H8dx/Pm14R+cy1Pqya8ZimxRKqITgkURggdPkUiMILoJUQdHiah4aKLIVIKEUMqOkh0UFCTykihY2CnoIqgo/UEFXVLT/Q7D7++39rXT/Mnk9YBd3vscvoMX+37e333e4+nTp7hcLn2niK1k5SIajZKWZn8g7qh6sugYXorJyckBYh32f+3u7nLmzBnbrltOr5GREVpaWvD5fPT29mIYBjk5Ofz69cvaAB3a3d218uN0OhMy9OcaSW2jo6Osr69z//59IpEIkUgEiN1wIpGIciKWw/vGlStX4uq1tbWEw2FcLpeyIiwuLrK4uEhHRwdNTU1UV1fz4MED7ty5Q09PD1lZWcqJJEjWveZva477RJWapRRzOKu0srISV19ZWcE0zRO4IjkpfX19BINBGhoaGBgYsH7iLiwsJBqNsrq6Grd+dXWVoqIiIDY4+f37d/b29o5cI6ltZmaGjY0NqqqqcLvduN1uPn/+zJs3b3C73TgcDuVEAKw5gD83M4cNtrIigHUc6vLly3H1yspKfv78iWEYyokkSNaexDTNhL3vwcEBa2trx54dNUspxjRNCgoKmJmZsWq/f//m3bt3eL3eE7wy+T+9ePGCoaEh/H4/wWAQh+PfE7Xl5eVkZGTEZWR7e5uFhQUrI16vl/39fd6+fWutWV5e5suXL8rRKdHZ2cnY2FjcyzRNrl69ytjYGPX19cqJAHDhwgXy8vKYmpqKq8/OznLu3DllRQCsB7IfPnyIqy8tLeFwOLhx44ZyIgmStSfxer18+/aNT58+WWvm5+fZ2dk59uxoZinFGIbBvXv36Orq4uzZs1RUVPDq1Ss2NzfjBi7l9Pr69Su9vb2UlJRQX1/P0tJS3Psej4fbt2/T399PWloapmny7NkznE4nN2/eBGJPkuvq6mhra2NnZweXy0VfXx+lpaVcv379JD6WJNn58+cTapmZmeTm5nLx4kUA5USA2Hn/hw8fEggEaG9vp66ujvfv3zM+Pk5HRwdOp1NZETweDz6fj87OTra2tiguLmZhYYHnz5/j9/vJz89XTiRBdnZ2UnJRU1PDpUuXaG5upqWlhUgkQnd3Nz6fD4/Hc6yfwYge/mOApJTh4WFevnzJ5uYmZWVlBAIB2yFuOX1ev37No0ePjnx/bm4Ol8tFKBRifHyccDhMeXk5ra2tFBcXW+vC4TBPnjxhenqag4MDamtraW1t/eu/2khqa2hooKysjGAwCMSOWSkncmhiYoKhoSGWl5cpKCjg7t273Lp1C1BWJGZvb49QKMTk5CTb29sUFhbS1NREY2MjhmEoJ8Lg4CDDw8N8/PjRqiUrFz9+/KCrq4vZ2VnS09O5du0ajx8/PvaZJTVLIiIiIiIiNjSzJCIiIiIiYkPNkoiIiIiIiA01SyIiIiIiIjbULImIiIiIiNhQsyQiIiIiImJDzZKIiIiIiIgNNUsiIiIiIiI21CyJiIiIiIjY+AdcvMhkZkCNdwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "if fusion_model == \"localgp\":\n",
    "    for i, window in enumerate(model.windows):\n",
    "        elbo = window.model.iter_elbo\n",
    "        plot_signals(\n",
    "            [(np.arange(elbo.size), elbo, r\"ELBO\", {})],\n",
    "            legend=\"lower right\",\n",
    "        )\n",
    "else:\n",
    "    elbo = model.iter_elbo  # type: ignore\n",
    "    plot_signals(\n",
    "        [(np.arange(elbo.size), elbo, r\"ELBO\", {})],\n",
    "        legend=\"lower right\",\n",
    "    )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
