ixxi-dante/nw2vec

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projects/scratchpads/explore-keras.ipynb

Summary

Maintainability
Test Coverage
{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Exploring Keras"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Imports"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Using TensorFlow backend.\n"
     ]
    }
   ],
   "source": [
    "import itertools\n",
    "import functools\n",
    "from collections import deque\n",
    "\n",
    "import numpy as np\n",
    "import matplotlib.animation\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "#%matplotlib notebook\n",
    "\n",
    "import keras\n",
    "from keras.models import Sequential\n",
    "from keras.layers import Dense, Activation\n",
    "from keras.utils.vis_utils import model_to_dot\n",
    "from IPython.display import SVG, HTML, display"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Utilities"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "int_colors = {\n",
    "    1: (.2, 1, .2),\n",
    "    0: (1, .2, .2)\n",
    "}\n",
    "\n",
    "def int_to_color(alpha=1):\n",
    "    return functools.partial(int_to_color_alpha, alpha=alpha)\n",
    "\n",
    "def int_to_color_alpha(v, alpha):\n",
    "    return int_colors[v] + (alpha,)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Define the data sets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 288x432 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "n = 2 * 12\n",
    "\n",
    "# Sinusoides\n",
    "data_sinusoides = np.zeros((n, 3))\n",
    "x_sinusoides = np.linspace(-1, 1, n // 2)\n",
    "data_sinusoides[:, 0] = np.concatenate([x_sinusoides, x_sinusoides])\n",
    "data_sinusoides[:, 1] = np.concatenate([.4 - np.cos(np.pi * x_sinusoides) / 2,\n",
    "                                        -.4 - np.cos(np.pi * x_sinusoides) / 2])\n",
    "data_sinusoides[:, 2] = np.concatenate([np.ones(n//2), np.zeros(n//2)])\n",
    "\n",
    "# Circles\n",
    "theta = np.linspace(0, 2 * np.pi, n // 2)\n",
    "data_circles = np.zeros((n, 3))\n",
    "data_circles[:, 0] = np.concatenate([np.cos(theta), 1/2 * np.cos(theta)])\n",
    "data_circles[:, 1] = np.concatenate([np.sin(theta), 1/2 * np.sin(theta)])\n",
    "data_circles[:, 2] = np.concatenate([np.ones(n//2), np.zeros(n//2)])\n",
    "\n",
    "# Plot our data sets\n",
    "datasets = {\n",
    "    'sinusoides': data_sinusoides,\n",
    "    'circles': data_circles,\n",
    "}\n",
    "\n",
    "fig, axes = plt.subplots(len(datasets), 1, figsize=(4, 3 * len(datasets)))\n",
    "for i, (name, data) in enumerate(datasets.items()):\n",
    "    axes[i].scatter(data[:, 0], data[:, 1], color=list(map(int_to_color(), data[:, 2])))\n",
    "    axes[i].set_title(name)\n",
    "fig.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Define the model evolution plotting functions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def make_model(dim):\n",
    "    model = Sequential()\n",
    "    model.add(Dense(dim, input_dim=2, activation='tanh',\n",
    "                    #kernel_initializer='identity',\n",
    "                    #bias_initializer='zeros')\n",
    "                   ))\n",
    "    model.add(Dense(2, activation='softmax'))\n",
    "\n",
    "    #sgd = keras.optimizers.SGD(lr=0.01, momentum=0.1, decay=0.001)\n",
    "    model.compile(optimizer='rmsprop',\n",
    "                  loss='binary_crossentropy',\n",
    "                  metrics=['accuracy'])\n",
    "\n",
    "    print('New model with the following architecture and intermediate layer of dimension {}:'.format(dim))\n",
    "    display(SVG(model_to_dot(model, rankdir='LR').create(prog='dot', format='svg')))\n",
    "    return model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "def build_train_animation(data, dim):\n",
    "    assert dim in [2, 3]\n",
    "    model = make_model(dim)\n",
    "    \n",
    "    # Create the training data\n",
    "    T = np.zeros((n, 4))\n",
    "    T[:, :2] = data[:, :2]\n",
    "    T[:, 2] = 1 - data[:, 2]\n",
    "    T[:, 3] = data[:, 2]\n",
    "\n",
    "    # A few parameters\n",
    "    grid_density = 50\n",
    "    stop_patience = 3\n",
    "    dloss_tol = 1e-5\n",
    "\n",
    "    # Prepare the grid, loss tracking, and other utils\n",
    "    grid = np.array(list(itertools.product(np.linspace(data[:,0].min(), data[:,0].max(), grid_density),\n",
    "                                           np.linspace(data[:,1].min(), data[:,1].max(), grid_density))))\n",
    "    losses = list(range(stop_patience + 1, 0, -1))\n",
    "    \n",
    "    def dlosses(losses):\n",
    "        last_losses = np.array(losses[-(stop_patience + 1):])\n",
    "        return np.abs(last_losses[1:] - last_losses[:-1])\n",
    "\n",
    "    def dlosses_text(losses):\n",
    "        return r'$\\Delta losses =$ ' + ', '.join(['{:.2e}'.format(dl) for dl in dlosses(losses)])\n",
    "\n",
    "    def layer_transform(layer, data):\n",
    "        return layer\\\n",
    "            .activation(data[:, :2].dot(layer.get_weights()[0]) + layer.get_weights()[1])\\\n",
    "            .eval(session=keras.backend.get_session())\n",
    "\n",
    "    # Prepare the figure\n",
    "    fig, axes = plt.subplots(1, 2 + 2 * (dim - 2), figsize=(8 + 8 * (dim - 2), 3))\n",
    "    ax1 = axes[0]\n",
    "    ax2 = axes[1]\n",
    "    if dim == 3:\n",
    "        ax3, ax4 = axes[2:]\n",
    "    prediction_collection = ax1.scatter(grid[:, 0], grid[:, 1], color=(.1, .1, .1, .1))\n",
    "    prediction_dlosses = ax1.text(.5, 1, dlosses_text(losses),\n",
    "                                  ha='center', va='top', transform=ax1.transAxes,\n",
    "                                  bbox=dict(facecolor='white', alpha=0.8))\n",
    "    tr_grid = layer_transform(model.layers[0], grid)\n",
    "    tr_data = layer_transform(model.layers[0], data)\n",
    "    tr_prediction_collection01 = ax2.scatter(tr_grid[:, 0], tr_grid[:, 1],\n",
    "                                             color=(.1, .1, .1, .1))\n",
    "    tr_data_collection01 = ax2.scatter(tr_data[:, 0], tr_data[:, 1],\n",
    "                                       color=list(map(int_to_color(), data[:, 2])))\n",
    "    if dim == 3:\n",
    "        tr_prediction_collection02 = ax3.scatter(tr_grid[:, 0], tr_grid[:, 2],\n",
    "                                                 color=(.1, .1, .1, .1))\n",
    "        tr_data_collection02 = ax3.scatter(tr_data[:, 0], tr_data[:, 2],\n",
    "                                           color=list(map(int_to_color(), data[:, 2])))\n",
    "        tr_prediction_collection12 = ax4.scatter(tr_grid[:, 1], tr_grid[:, 2],\n",
    "                                                 color=(.1, .1, .1, .1))\n",
    "        tr_data_collection12 = ax4.scatter(tr_data[:, 1], tr_data[:, 2],\n",
    "                                           color=list(map(int_to_color(), data[:, 2])))\n",
    "\n",
    "    # Create the animation\n",
    "    def init_plot():\n",
    "        ax1.scatter(data[:, 0], data[:, 1], color=list(map(int_to_color(), data[:, 2])))\n",
    "        ax2.set_xlim(-1, 1)\n",
    "        ax2.set_ylim(-1, 1)\n",
    "        rets = (prediction_collection, prediction_dlosses, tr_data_collection01, tr_prediction_collection01)\n",
    "        if dim == 3:\n",
    "            ax3.set_xlim(-1, 1)\n",
    "            ax3.set_ylim(-1, 1)\n",
    "            ax4.set_xlim(-1, 1)\n",
    "            ax4.set_ylim(-1, 1)\n",
    "            rets += (tr_data_collection02, tr_prediction_collection02,\n",
    "                     tr_data_collection12, tr_prediction_collection12)\n",
    "        \n",
    "        return rets\n",
    "\n",
    "    def update_predictions(frame):\n",
    "        history = model.fit(T[:,:2], T[:, 2:4], epochs=10, batch_size=n, verbose=0)\n",
    "        losses.append(history.history['loss'][-1])\n",
    "\n",
    "        grid_predictions = model.predict(grid) / 2\n",
    "        colors = list(map(int_to_color(.1),\n",
    "                          1 + np.floor(grid_predictions[:, 1] - grid_predictions[:, 0]).astype(np.int)))\n",
    "\n",
    "        prediction_collection.set_color(colors)\n",
    "        prediction_dlosses.set_text(dlosses_text(losses))\n",
    "\n",
    "        tr_grid = layer_transform(model.layers[0], grid)\n",
    "        tr_prediction_collection01.set_offsets(tr_grid[:, :2])\n",
    "        tr_prediction_collection01.set_color(colors)\n",
    "        tr_data = layer_transform(model.layers[0], data)\n",
    "        tr_data_collection01.set_offsets(tr_data[:, :2])\n",
    "        rets = (prediction_collection, prediction_dlosses, tr_data_collection01, tr_prediction_collection01)\n",
    "        if dim == 3:\n",
    "            tr_prediction_collection02.set_offsets(tr_grid[:, [0, 2]])\n",
    "            tr_prediction_collection02.set_color(colors)\n",
    "            tr_data_collection02.set_offsets(tr_data[:, [0, 2]])\n",
    "            tr_prediction_collection12.set_offsets(tr_grid[:, [1, 2]])\n",
    "            tr_prediction_collection12.set_color(colors)\n",
    "            tr_data_collection12.set_offsets(tr_data[:, [1, 2]])\n",
    "            \n",
    "            rets += (tr_data_collection02, tr_prediction_collection02,\n",
    "                     tr_data_collection12, tr_prediction_collection12)\n",
    "\n",
    "        return rets\n",
    "\n",
    "    def model_frames():\n",
    "        counter = 0\n",
    "        while True:\n",
    "            if np.all(dlosses(losses) < dloss_tol):\n",
    "                return\n",
    "            else:\n",
    "                yield counter\n",
    "                counter += 1\n",
    "\n",
    "    return matplotlib.animation.FuncAnimation(fig, update_predictions, blit=True,\n",
    "                                              init_func=init_plot,\n",
    "                                              interval=20,\n",
    "                                              save_count=1000,\n",
    "                                              frames=model_frames(),\n",
    "                                              repeat=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Generate the videos for each dataset and intermediate dimension"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Dataset 'sinusoides'\n",
      "New model with the following architecture and intermediate layer of dimension 2:\n"
     ]
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 576x216 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x216 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x216 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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jTJk8+Qby7uNTpYqHRy+9qyayx2uMbmUrp3EabbTRQQcJErTRho2Nj8800xQp8jJeRjfdODi4uFSomHG8wAJzzCGRbGFLQ391VRMaTMQBRhghRYqAwMisTJkSJbJk6aSTLFmSJHFqH318dOFEa1ajpuKa/E4wQZEiKVKMMIKNTYUKOXIUKVKhQgst2NhUqZInT5p0w2KNJskWltIM56o4L7XIbHUhCPDsEFs42F7IX9kh4+Ek0+EUp/lbSZyTRZwtsQPwrRAOHcYRDqFrE87PYs/Mg5QE7a0IIbAPj+InbOjswCl5hKkEYcLFchOIpCIXwrKxLRdfqAUAx3IJpI+UIbaltMmhDLCEfeTYlBIsi4yUagnh8CEsNwGWRTg+huUrU+cQiR1IwnIJWShgh5IglYRcBstJEDqW+i+UOaUllYbGsmrnFDVz52oV9u5FZLPYbW1kp8bIJpIwMgKJJFTKyPFRhJtSmtm2VoL2NhgdhXQGa+tW0sKBMCRjWcj5OfzpScKpCWQYQqUCxSJMTEI2i/OyM3AcF2/0EN7EGBQXCOcXYGwCb2SM0KsQvLCH0W546fCxjpA6jscY1YSxAgRb+5BtBejvx05lkNUKVnsHYXcHIvBxArDaOwkFCDdBynUJ8lmyoUU1pfpcKrAJWwsEU+OEk7PYoaB62haQAYXxGUQ2h9/TgZ+wcYpVnGKFfFcnLVmHwBWkPRcxNYN47jmqhQzhS06l1UlhL5RhcpL2ZJJcyiYMPBKZAtZCCTyPbCJBOp2i6oRY07Mk0i0wNwfJJF1CUEhaeAlw58ok3Cy0tUG1SsH3yaVcKhkbISySVYEVAr6PPTdHm+eRT7v4uTS2k8D1hep/8/OIyUkKjkMu4eAJH/uXO3DtFIQhjIzghCGdySSFpI1nB9jTC5zd0cMlJHh+5DHcQHBqsAX5cpdKUtm2J6aL2L0DYFkQBNh+hTbhkc26kEiQ8RwSnnpOJaXPHHOkEgEdCZeLRNpYfAgEs8wyzbR5ntnYdNGFQDDNtLEg0gtt88zTTTeTTKpFrNpiIdRdYfrpN1pXbSWjn5v6PQpqDpMhwzzzTDNtnp/6GakXfCWSBRZIkqSddkNY9UdrbStUjOZ3nnkclIbcxaVAgYDAvCcnmOAAB8iRo5VWBIIyZWaZpUKFaaYZYYSneIop1hbY+4QksjMzM9auXbv43ve+x1ve8pYGIqsJw3/8x39w0003MTExQV9fHzt37qSzs5PPfe5z3HXXXXieR6FQ4F//9V8X3QawZ88ePvCBD3Dw4EEsy+K+++5j27ZtS+6/GvzkJz/hVa96FZmMmrRddNFFfP3rX+fmm28+5v36+voAyOfzbN++nYMHDxry93d/93fcddddVKtVLrzwQj71qU9h243rko8++iinn346L3nJSwC4+uqruf/++xkcHOThhx/ms5/9LKDMuY/ml3ys7fF9n1KphOu6FItF+vv76evrOynbovHQQw/x0pe+lFNOOcVse81rXsPevXuP2He929LZ2bmMYZWClPKao5RL4L1LlN0L3Hu0cywGTQS1OYw2/U2SJCRklFFaaaWNNipUKFMmS9YcnyPHHHO00GImxM0ICEydUTg4lCmvmmzqF8cEE1SpkiFjJuf6gb8RiBLIVloNme+hBxcXr6b92Gg/2WmmSZHCxiZLlgUWEAjmmKONNkqUaKf9qNrylUC/gC0sMmQoUmQBZWwwyywFCvTQs+I6Z5gx2r0SJfOyzpOnm+4j2jDHHAss0EknZcrMMEORIl100UorPr651llm6aefJEl8fJ5m5dYXsPljdDvb2cXy5v96krJUX9eTDz3+ChSOuV+mSDHJJK21j7bE2MIW2mlf8/iSSMYZN320hx4mmSRLFguLPvooUaKTTnLkSJE6pr6cJav85GqPG3OVCbVpgAIDnHbEcY7ngZ2ATAYLsGwXqiGUyzjVAAoFGBzEaW2FZBKSSSzHaaCizhLfo5ISHFukTisIsCwX0llFRrv7YHwcPA9LSujuxE4kFKFIJnEi7yir6X/z9wZ0dSlSOzWFUw3BEdDdB/PzYLvQ5UBrK5x6KmRrz/4l1q/FmI07Ng6tXTA9DZkUdPXDKcC550ImA5OTuL6P2zOgzlEswuHD8Mo82Dbyn77D2MRTfP982P7iMQgqguPxHo2aD+f+n4ugpwf0An8iAQsLiriVy9DRoWTt+9DbC9RYdl8faa2VLxaxKxXcrj51bDpNwrbhwAHo7IK+PhzXVf0rAxSLiN7a8Y4Dtg0dXXD66Y3Lf51Afz+USmp7Og2uqxYbhodVHxMWqXIAhU7Vr0DdMyBR+yOt+j4tLeB5MDuLPV8iU3HVGMlGfIZrdWjz8Qbk86rvVavYgJ1MqmvXSKXUgkoQ4FZDXAl09kF7OwL4udI5aiEmkUCAMgKWElJC1W1ZlCkzwkzkTpVxkh0kkjlzXW200sbiyJOnhx5jMaI1o7psnHGKKKWLhcVWtlKggIVlNLf1fqK0qCt1Oeqgg0EG8fGNhU2ZMpNMmrgYnXSuyAJMa2r1O3etWMsc44SMWvz5z3++9VWvehXnnHMO2WyWJ554AqhrZCuVCldccQUf//jH+fGPf8zFF1/MnXfeydzcHH/xF3/BI488wo9+9CO+9a1vLboNwPM8brzxRu644w527drFrbfeym233bbk/hqvfvWrOe+88474e/DBBxdty9lnn83DDz/MxMQExWKRBx54gP37969qv7179/Lkk09y4YUXAoqIfelLX+L73/8+u3fvxrZtPv/5zx9R98GDB9mype7SMTg4yMGDB3nxxRfp6uriXe96F+effz433ngjCwvLW68ey3UODAzwB3/wB2zdupW+vj4KhQJveMMbTsq2RLFz506uuWbZd9yGtOWWW25JzM7OnpBj1cfnMIcZZpgiRQ5zmCGGjA+bi0uWrJkIV6kuOnnVJodLQftraBNCjbWYvIaEjDDCJJMkSTLBBCOMmKA+Wnuz3tDa5RQpHBxy5MiQoUyZKaYoUTqqhno9oP1ftPySJOmkE4FghhkqVGildd1lEF34EAg6ax8Hh3baGWCgwZf1aPDxTQCmKlWzEq41fi/lpUe8aD08ypTpo8+YU/XQQ4YMXXRhYdFFlzEJy5Gjp/aJ+oj+NCC64r8YUqToppt++umgY0WTlhZaaKWVEnV/sW1so4uuDVkkypI140Zr1k/ndLroMmbIG4YgUBP6SkV9B0UKurshl1MT91wOtmyB9nZF6JwNXKiam4NDh2ByUhGYUkmRop4ede7eXujrU8Qkk2kkAKvB1JQ6V7WqyNPsrKq3o0Odc9u2OoldCtWquu50WslryxZFgF0XXvISVV+NqNHWpuTXpYgZ7e2KBKXTiC1bEUJx6KETPG5wSMQH1hJKXm1tiuBpotbXB6efru5ftapIbWen6mfT04rMe57ablmqn3V0qOMGB9Vxvq/k096u5KlRI5IcPKjI6IED6vdScF1FQFta6vUkkzAwoO5VKqWuradHbXccde4oqlV1L31fLUAUi6qu6O9jheOouhbrw4mEuq6eHnVN/f2q/Rr5vGp/NJBaqaTkZymt5CijJEmSqX1SpJhgYtn5yhGXiEOKFEmSDc8gC4tuuhlggB56GGCAAgVAPTs9PGO26+NTpkwrrccumwhsbGP5Auq53kcfAwwwyKCJB3Gs0G4cmx2UcjGsy+RYCHGvEGJUCLHoMrVQuEsI8bwQ4kdCiFcsV9+Xv/zl9ksvVem33vrWt/LFL34Rz/OYnZ2lq6uLb3zjG/zSL/0S559/PgBnnHkGI6MjWLZFqVTi9//b7/PorkdpbW1F2MJse2zXY7S0thAS8vVvfJ0f//jHXHHFFZx33nncfPPNJFPJhv0f3fUohdaCMfELCXn4Xx/mid1P8MTuJ3hy95M8uftJntj9BL/y+l9p2E+bP23bvo2b/+hmLr74Yi699FLOPeccteoppTJ9qK2gbd+2jT/6wz9ccr/52VmuuOIK7vjYHeRackgkDz70II8//jgXXHAB5513Hg899BAvvPiCOXdAwAQTTEq16hK9LgRU/SpPPPEE737Pu3n8ycfJZDN85LaPmDYAi7bnD/+ofp3nnHsOtmM3tH1yapL777+fF/a8wMFDB1lYWOBv/+5vTT2z86otd37sTvIteULCJdsSPX9ISCCDI5zUo2357ff8dkNbmu9J9PsZ289Ysi3N+5arZb75zW9y5VuuXLROqDvjL3dforKVzVEo1VjB932eeOIJ3vOe9/Dkk0+STqe55ZZbelc7PjcKAQHP8iz72Mcss4akOjhMM2320w9uH9+Y8DVjOY2QRBp/2L3s5SAHmWKKKlVCwlVrY7WviiY82jTmEIcoUqSV1iPMjdcDUZ89wJAmrTUsUGCAgSO0z+sNbUYZfSHr1d5TOZVBBo1J0HpAIplkksMcpkKFfexjhBFjJtpGG730rvjFOMccISHddJsgTyEhM8zQQ8+ipFj7WmqCmiVLhgy99BpT15CQNtrop5+tbGWBBcqU6WK9gp/+9EMgaKONLWwxE6aoNcZ61J8jZ/ydQfm5t9LKGZxBBx1LWnmsKxYWFAEYH1eT8D17lPYM1Hs+m4XTTlMExd2E65mfV9fiuoqwhqEiKnNzimi3tCiSk0pForCuAdUqzMyoevv763WOjyuyNTh4bKR9YUFdc0+P+l8qKXLiuookgWpLEChi0t6uyh1HtbO/H7q7CU4ZxJbQfwjsDVy7WG9Y+bxqhyaEpZIil46jiOnpp6s+1N2tykZGFJENArVosRgBTKUUGR4chFNOUUS3WvNp9H1l4u26irxlMmr/ycl6/z1WOI66/x0dhggiasS8WlXXWy6re5zLqcWKmRm1Tyql9k8k1PapqSOjdK8WlqXqzGZV/c2yaW9X11YsqmvLZo0WWM+bo3MTTfa0+e56QMd2iL77kiTpow8bmyJFJJJuutf9+amVDicz1otKfxb4JPC3S5T/KvCy2t+FwF/V/h+B4eFh+6mnnsp+7GMfA+Cqq67ioosu4m1vexvba5HdnnnmGV7+8pcb1fZT//4U287chpWxeOzpx/jHb/0j777p3bzjxnfw27/z2zz+9ON8+1vf5rdu+i2uv/F6bvqdm3j8qce59cO38q4b3mWIhbYff/TpR/nOt75j6nj377zblL3u1a9jfm4eaAzd/5GPfoTXvv61pkNofxuB4O3vehvvfPu12NLiT265hcH+fvUy0T4mYQi2zQ3XXccN114LlsV//9M/ZXBgAMplvCDgiiuu4Oqr3sKv/5fLzODypMe177iWD33kQw3n+9jdH+Pee+7Fw+OvH/hrcoM5nt//PM/zPIMMsvfAXnr6e+gZ7GFgcIDzLzwfD4/Lr7ycj972UWNqEK0zKqO33/B2rr3hWmxsbvnvt9A/2E+ZspHRAw8+wNbTttLa1UpAwGVvvozv/9v3eevb3krFq3DlFVdy1bVX8atv/lUqVBAIPOnxm+/4TT78kQ83nPsTd3+Ce++5F4nk/gfup3ewl6H9Q+a4fQf20dXfZdpyzoXnUKXKm658Ex+97aPmupZqz3U3XMd1N1xHQMCt//1WBgcHzQMqetw//OM/cN4rzqPQUziiTg9Pkd3acb70ufYd1/LnH/nzhvN97O6P8dl7PgvANx/4JgODAw0a4AMHDtDf38/g4CCDg4NGW/2GN7zB/+xnP7v+jGqN8PCYZ54UKVxc4/fo4JjAAdHAPdEgBDpKr/afy5FbND0KKMI5zbQhHHPMMc44EskpnLLqiWqJknlxWFiGzC6wcESE2/WE1oA1k9kECVppNSuyG4kyZRZYwMc3Zt0JEoYEbkSQKW2imq19cuQYY4xDHGKQQeObuZp6dQCwTjqNSXA0gE8zdIAniTR+QoDxE7KxGWXU+FzOMUeevPEpjbEyaF+vjUCBAlWqxiweMH1sU+B5MDamJsuWpcjAxITSLHV3K61Ub+/Gal+bMT2trse21V9/v9pWLitCk82uXQMbhefViUsyqUiy5yli0N2tCMOxIAxVPY6jiGpYs34ol9V2UP8tS82dsln1F4YwNKTOnc+r/0CmrP5OFiQdt36f0mklzyCoE632dtXWqSm1SJBOKzkVCmr7+Li6v9YSYy2RUH2RPE8aAAAgAElEQVRxelrVZ9t1MqdhWYrYzs8f+31bDqmU0ooWi4o4p9P1BZRq9ciFHdtW8+PavHjD0dKi+pDv19t+giBJkl56G7hGjCOxLm8WKeXDwHJO7W8C/lYq/ABoFUL0Lbbjfffd1/bLv/zLM9q/8bTTTqO3t5dvfOMbnHfeeYAyXX3mmWfw8XnhxRf4wn1f4G3XvY3/fO4/SWfTXHX1VVx62aWUy2Wee+45ctkcV1x9hdkmkfT09fDdf/ouMlRash/9+49AwnPPPUcmm+EtV7+FX73sVymXy8aROiTk//zr/+GHu3/Io7sf5ZHdj/Bvu/+Nx3Y/xmtf/9q6thOM9k1IwfihYUJC9h7Yx9fuv59rrrxSDdJaqHy98jQ6MgJSMrSvvp8MAm5497vZtn0bv/dffxfLV3WGhLzmda/h61/9OiOjSqsxPjnO0L4hbnrvTXxl91f42u6v0d3fzdkXnM3Qc0Ps3bOXA9UDfGXnV/j1y3+d7t5uBrYM8OyzzyIQfO+h73HGmWcgEFz6uks5ePCgGUDRCGX6fPuG9nH/1+7nymuuNGUSyeDWQR79waOUiiUCGfDPD/0zZ2w/g0AGvOeG97Bt+zbe//vvN1pjgeCi113EN776DUZGRwCYmJxgz749vOe97+GR3Y/wyO5H6OvvY8cFO3j+ued5cc+LeFWPL+/8Mm+8/I309vYyuGWQZ599lpCQf3noX9h25jZCQi593aUcOHigfk8i7RkdHUUiGRoa4v6v3c9V11zV0FZ9T7/8xS8fUdag4aauvf6V1/1Kw32Zmpxi77693PTem3hs92Ps2r2Lvv4+zr/gfJ577jn27NlDtVpl586dXH755fT29rJlyxaeffZZAH7wgx/Y27ZtO+Fexzqo0wQTzDJr0mdo3w4tP51KxsVlmmmjkR1nnP3sx8WlnfYlzzPLrElN00IL/fRzKqcaM5/VIhqBVcPBMcGGNgoCYcwtdXqbtWqXV4I55hhm2PiROjjMMGMIYR99Sy4qrPW8OoKijlZ9GqfRUfusVuaagGvo4D3NkXCjcHBoocWQ+YDABAxKkTLXmiVr+nkrrfTXPjFOHDg49NY+nXSa/5uWB7pcrpt0Qt3ss6urbhaa3FjrigZojWWUBLiuIivaJHS9CUIzcbIs4wO8IgKfydS1hboeKetaV1DyLRQUMdJEV2u9fR/Gx7H3DJEpQnkTxb4WONT8M21bEX9NYvN5RUxzOUVeLUtpq9va6qbhra1qX23B5y2WrCeCZFLVccopqo7FtPJCHGkOvKYG1rS17e31tkHd5DmKIKgvVmwWbFvJpYnEJkiYwEcaes6wUQvdiyEmsctjs5YIB4Co8+GB2rYGDA8Pd37pS1/a8txzz1k//OEPcWudamJigrPOOgttbvz2t7+dBx54gPNffj7pdJpP3/tpCh0F/vC//SGPPvIomWyG7Wdt51P3fIr3/fb7eOyRx8y2m++5mYCAd17/Th7+54c5Z/s5pNIpzjz7TP733/1vbvvwbQ37333P3QBGU6FX5KMJ2HWZzj/ZkJxd+lx11W8yMTmF6zrcffvttOlVNd/njb/xG3zmU5+iv7eXK66+mompKVzH4e477qCttZX/+8gj3PeFL3D22Wfx8ztUKpkPfuhWLv61Szhz+5n82Qdv4bI3XIYMJY7rcOfdd9J1SlfDBN1xHP7kk3/CTZfcRBiEXH/99bzsrJcREHDHJ+7gXde+i2q1ymkvOY2/+pu/ohJWeOH5F+ho7zARyzQ8PK654hqmJqZwXIfb776d9jYVOvzX3/jrfPIzn+TCCy/kTVe+iZ9/xc/jOA7nnn8u77zpnXz/+9/ni/d9kbNefhYXnHcBALf+z1u59I2Xsu3Mbfzph/6Uy95wGWEY4roud9x9B6ecckqjbB3B7Z+8ncsvuZwwCHn79W/nrLPOwsfnLz/xl9xw7Q0NbZGh5IXnX6ClvcU8kPSkVyC46oqrmJyYJOEmuP3u28m35ZFI3vzGN3P3Z+6mt7+XSrHCQ999iLv+113mOK2Fvf6a63n4Xx5mYnyCnxv8Of7kz/+Ed9zwDm750C286Q1vamjL1lO24uObyJyWY/GJT36CSy65hCAIuP766znrrLMA+MQnPsG1115LtVqlvb3d+spXvnJ47cNwfWFj0047k0yadCUODmnSeHgMM0ySJF10mUBPs8zSQovROmp/yeVSrTSb9kTTpKxlpTJPnjnmjGZUovKX6nym6w1N6nXk1wwZ4wOjfTM32gwyIGCSyYacte20m0iJ0Ryy643F7tV6vKBz5Jhl1pDykJAiRTroWLJ+/UypUGGccbJk6aWXAgU8PBN0CpTGT/ePNOlYI3sCQqfkOS6QcnHzXE0uNhuaRHrekb6QmQ0y7NFBdmqBc4C6tm0lJD6VUuRtfr5OzKRUxCsq40ym7tepiW0+rxYVJiYgn6dtGka7YGHjHmnrAgvqT/2Ojrp5bypVN6eGRi1lKqXa2rxIsFRfXAqOo+5P9L6B6ivtSy8urxv0vdbn19rnjo7GdkhZX5xZD1P4Y4T2YdUuMPp9omM6xDgxIBbz01tVRUKcCnxbSnn2ImX/AHxESvl/a78fAm7u6en5++Hh4UXzGDzzzDOvXC4tSzQUtNbs6VUTrWnRHS9qSrrZZW5gY3shIlQJhxPVeq43bLseFEKvPmlNbS3sN4C0LKquxArUQyp0LQIZqKTitkWIJBSS0BYIy6JEiQkmlpRdH30NaQx0eg0tv2effpb77r2PD93xoeMuv2hZ9Jp1WTQCKmC0pbo9zzz9DF+49wt8+I4PL9rW5eSw2rLm9kTLtJZIb292/l8MTz/9dPHss8/+yWJlvb29ncPDw6cuW8EG4awdZ8m/3/X3JrR7hQo99ODg0EqrWfTRgXT0fs1k6WimvFNMMcdcw3E6Xc5aAyIVKTLJpLk/OXIblrt1iilmmDFRC6tUTSCdzVpxrVBhmOEjTG4rVMiQWVYzvlbMM88YYyYvnj6vi7viKMXNiEZgtLAoUFg2N/E448wz35CH1Maml14qVBhltEFGo4xSpEgnnexhDzdTj2z+uHj8cSnljjU1YIOwY8cOuWvX8lGLY6wR1aryT8xk6pPsIFBkYGBgczVLGuVy3bfSceoBbfr6Ns500vOUaWul5q+cSilCspLz+b4iqLOz6ntrq/qLErYgUL6hmqj7vjJhllLte/gwPP88fPSjSCmpuJD+wQk8RrNZuavmNseOHXD11YqYa79fUG32fdWfhFBtP3SovoAASu62re7xShCJOIxlqfOkUkozrK0Gtdn4RqBSUdpmff2trUoDDeqezs0pU2itmW9rO3rQsHWGTiujXVFiErv+EEKseoxu1t04AGyJ/B4EDq210ijBAYxvpw4oowmPg2NW0aNlAtHg89RcprWAukybAWoyorWvuo7FyixhY/k+gSWxhK2i0unocratHhp6gEKdyOpIb1IiHAdLhkhChJQI4ULoI6XExiGwlEmrFYAlbByx9G3VOaei7QFFzLT8zj77bD50x4dOCPlFy2xsow1drEz3Ca2x8/E54+wzuO2O29ABdnSktej5ogGYonUuJ6PFyqLHRftf9Dgtl6iJ8skKvZiUJGn8ZPO1T1SzqNOraCuFZujFi6WQJ2/yxTo4RoO6Fl9SD48SJUJCE4n1aNFb1wIfnxlmTD5dUONqgQUqVDZNm6QXYJoREm74yzlL1vjmAmasrGUxQmtfdU67FlrIkl22P2nf7qgPZYoURYomoXwztNa6SJEpppbsyzF+BpFIKO3V5GTjZL+n5/iQWFBEpL9fkQAdIVaTo/VGGNYD5TiO0rKlUis/l+cpEqqD/2iCmss11lUsNmqXdVCo2VnVRh2113EQnkfqKJa2JxwSCbUQUai934JA/e7srPcv11Vm6+Pjda11Mqn2WSl0xGHtw6q1weWyIpjad1Rrvdeb0Gof8sW0yXNzalxp//MgUMGpdKCyTYKNvaHWSjHWhs0ist8E3ieE2IkK8jQjpTzc27u2QKzNSXuhnsYjqrmLmpJGy0LCJcu0llej+Xs0Um3U1KwhKi2SAB9sVHLnMKAhYGvUNyCIFjT9DgIcP8RzJKEQCN9HoL7jB0hHgpCIEGTgY1mQF3nmxFxDlToiqpbJscjoeMtvkklKlABFaKIT/uY0LA3ii/yOEs7ob4EwhDPa1ubv+vdidTbvezT5RfupJhUnK5l1cUmTNv6WPfQwxhjaB1S3y8U1+TqhMWVOlarxS10K2geuRMkk8U6TXjXpLFI01ylQScnz5Dc03U3U5SAKG9toZjcDLi4ZMpQomZya2kR7IyI0RyFQqXby5M19T5JctfZbonKI6gBNAQFjjOHjL5uiYLGo2VBfcNK+10WKZvLi4zPIIBJJjhxJkusatTLGSY6WFjXZ1kEcV+obul7w/TrRSyaV9mojybSUikwtLKjzafKp/XFXgtnZOokFtbjveUobF50rVipHytZ11ZxJCEUEUym17Wj+oicaNJFsbVXtKBbrKYaatZCZjPKf9bx6YK1Dh5TcCgVF5o+VdGofVo1yWRHGVEpdRxgqk21Y+X09VjRfq5SqT+iIxqDalkioaMebSGRjnNhYlyetEOKLwGuBTiHEAeDPqJn9Syn/GngAeCPwPFAE3rUe59WIkoYoYdGTxqW0QNGy5uOW+91cT7QsSkwEojHFSnMVzWbd0RWphuMkQoLrQWiBtCWOr/YL7RAHsAOQAgIktoS8yJKwE8wJ5QPo4jZosKIyW04Ox1q2nEyW2i+6b/Qcuu4xxhr8c3XuTd2Oxc6x3HUttd9icmi+ruhxUbLefNzR5Kc/mxaIZAMhkSywYExDCxQ4zGFmmTV51/R+2n9Wk12dLsPFpYuuYyLzGTJrjkQaEjLOuIlMq6E1dBsZqXixPhkQbLqZUgcdTDPNPCr6uou7qrQ3K4FEGquEBIl1SS1UoWICiWm4uMwwQ47cku1ZantAYBZUOuk0KZ8Ak5JniCFjfRAT2RgNcN3jG/G0WlUmoqAm/PPzigj09Gycr26loshWrj4GcV2lyctkVkbmS6Uj5ee69aBOUTITho37pVJqWxgqc+bxRT3WTg6cemo9INfcnCKoc3P1KM1RwqeDIk1M1POpBoH6LeXqSefcnJK97jc6hc3MzMZoZReD9ott9rHWCxwxYtSwLjMXKeU1RymXwHvX41waUT9KHTwn6ocYzf/k4FChgjYl1RoIC8uURY/TZVpboo/TiYltbBOZVU/SdR3a/NVcm3CxgwqBDZZlKzKrH8KuW/cn0Q8MbXYcLXMcCEOE72OHtd+yClJiOQmkDJEEWBKwHDwRYoWSnMiStJPGhDVBwshBm8bqsmgbovLTuSaXktFy8tNl2tR3MflB3dw5aj48y2wDidUoUzaT1Ga5A8bsuPmao9pjfS1aDtrsOLpv1ER4MRkdi/w08W0+7qfFtNjGNpFuNVHLkWOaaRZYIEPG+JZobWeKFIMMmqjGOortUvDwmGaaIkUEKtJtgcKqFwL0fW/W5lpYlClvGJFNkDhCE1qhgk6Uvpmwsemgg1ZazbNtI+HhMcaYuecODl10rTkyss5bHIXuSzqo2mJwcMiTN9Gw9b1I1j5QD2TWhsonuMAChzls8iPHZsUxTjhMTdU1VqD+l0qK0BY2KKVXuXwkSdYkx/dXRmS1v2u0Ph3gJ6pVzuUU0dI+slIqEn/qqep7NHXN8dCKrwaanHd11b9PT6t2plKqXWNjak7Y0WQ5ND9fz8Gq60qn1fE6n+tK4XlH3tfNToujg5YtFohqo4KWxTgpcZKM8iOhyZKOQqv9H/XKv55ohIRGEwCYMm0aGy1rNpuNau6azUObI/kuZn4K4EsvYlrsY6xhdZh0rXltDkEeXXFqXn2K7ut5OAI8B0IBQeAh9DPG9wBldiyt+iQ+ak6oZbmYjJYra5ZfVO7RstXKbzltR5EiefINxzVHEo36pEavv3nf5rKl+gOsXH66vLlME/mT3bTYx8fGNmaYOhhOlar5LRB00dVA1gTimDRyAQEjqHRMGTJIJLPMEhAYM+WVYikCvBla8mZNaJo07bQfN+38ZiRBDwkZYQSBMNp0D48RRhhgYE1t1wtCzTiWe9lOOwkSzDFHSEiePC20HHGcdhXQkY11gCidEzlGjBMCYagIXPMEP5FQGr2NIrK1RfYjIOXKCVShoHxkde7bqG9oFK6rAhFNTqq26ajFhUI9bYw279am3icyhKjHTEkklBZ9eFi1o7u7vl8up8ry+UZip4MkRaHTFkU12StBOl2PHK2hFw42MxJ3W5uSRRjWg5bp+x0jRg0nLZGNQvueNZuFRss1mnNCRcuav0c1q1EzUR11drHz6+8m6FH0ISoECOomxM1lUCe2QtS/64fSEmVCStxqiKxFLbZ8H0uCdIR6jgEhICzriABZ0Si/0bYuJb9mc9mlZHus8ovKLPp9OXK32D7NEY2jbdCpMxYr08dF5RAl3VE0y2gp+TX3MV12LG07maDzumptVpkyJUpkyTLAABkyi+byjEZ3Xg4lSgQExkRZIMiQYZ55ChRWlarGxSVBgipVoxHUY3WjfUS1JlRr+TabwAYEZlHlWKJlrweqVPHxG0zCdb7hCpU1BdDQhFLfS4k0gbOOpu3V2v08+UXLQ0JKlEx6JH3defIc4hAJEkv62saIsenQ84lm4rLR2jMdhEdrzaRUxEr7Vq4EqZQyg9YRbC1L+dpGzZaj+/b31wMRRdvsuooAazK9Tpk5NhS6DYlEPSXOxIRqf1SrrKMKR2WbSimCGzXL1rlYV3vvdVqcUqme69X3G32VNwPJpLrPs7OKxObz6u9k0bTH2BQc194QBMFQb2/v1sXKbNum7yhhxPUEQxOmqOnoUpF1o2VaK7aasmZT5qXKXOliVX1CIbGFjR1QD+QUDUagHzg6YIGOaKzL9OraUcqkYxNIHyFB2A6eXTNhlQLLtvEi7Ymaty4lo+MlP02KFoNOq+Himom5JkVaMx+9Zk1kF2vrcmVHk9Fq5Rf1lzwW88p9+/Y5tm0vqoIMgmAo+lsIcSnwccAGPiOlvK2p/E7gl2s/M0C3lLK1VhYA/14rG5JSXr7cdQUEFCmaIEwCwRRTnMZpFCgcQZQ8PCaZNNr2LFlaaV3SBNTHX5Ts6b6zGiKrNcRjjFGk2LBts3xVj4cGVge40lgv896jYTnz+cW0qSuBjU0PPUwwYe5ljtyygZ6OBT4+o4wa0+VZZilSJEWKFlrwax+BWBUR38wxGuNnBEIof8jp6XoaoDBUBLNnbamtloVtq/qj2tFsVmnSVoNMRpHjY035shih8Tx48UV1/FIa46Ng08eoZan5YCKhZNnSUrfaa25js4ZVm1qXy/VcrJWKMlNerTbacVRkYF1vOn2kJniz4LpHmlPHiBHBcSWyY2Njr1mq7Gj573x89rGPGWaYY44ppihRQvuCRs1AbewGTUTU7DSqPU2SpELFkDCoT7a0f6kmWpo8h4SkSFGm3KBx036XncUMnQcqFGYk2QWLvlFR166mUiqQgX4wWZZ66OqyUqmeAFo/jHVUvnK5nverqWzeLjHRIfCTDgd7AgIHMvNQbnUZz1bxUmBbjpmMQd1vVPvERs1hjyY/XY+We7McFpMfYAhks/y0RvOrfJW97G2476/jdbyCVyCRxqRVk1Gt+dRluj9ENbL6OsuUzbVEJ9sJEua4ZkKqNUlaJvq4qJ/0UvLTZsqavOk8l6dwylEJlBDi348lv5YQwgbuBi5Gpbx6TAjxTSnlM3ofKeV/jez/u8D5kSpKUsrzjnYejZDQRJ2tUjUkYjGzX21iChjNZ4kSPj499CxKdpIkjU+iuX7qKaFWCx0FWZuAa7/ln1b4+Iwx1hDgqkqVMcbop39DNbNaUxo1oV/JIs7RoANVHauW/1gwwwwBgdEiOzjMMccMM7TTjo1NhgxFike4JhwNmz1GY/wMoVBQJGZ+vr6tvV2RkI1EIqE0ddqkd60a4NXW4XkqGNGePfUoyqswLd70Marbq+d61Wqd2GrtNqjvyeSRwY806ZyZUXNGnX92rffdcVa/IBEjxibipJ69RU0Cs2QNicmSxcExk9QWWgyhypHDxTVlefKmrIWWhjyrukwiyZPHxjZRRvX5dJ2a2CRJkiVriFVetJAqCwIhkdm0eigFQT2inPYFyeXqTv2Wpcq0v0cmU4/KJ4RaGQP1O5tVDzZtSpLNklsQDByQ9Mxn6Z1Osv2ZgMFRm45qnpY5SWFakg9UFE4dECtP3kw4tYy0HLT8omVR+YGanGr56eifefLmHi0nP10WEpqgOBLJm3kzv8fvcS7nsoMd/AF/wC/yi4vWmSNHipSRewsqWl9ISIaMaas2KdT9R0cj1dq/LFmjMdVlOsdms4y0eaGNTY7cMckvS9YEQdoA08SfB56XUr4opawCO4E3LbP/NcAX13JCgSBFCp26ZKkUNmXK+PgNvrEpUlSomMWBZqRqnyJFYxZbpEgLLWvWnuoFjbWkf1kJ9P0/Hogu6GgkSODjLyn79YKDQzvtJkdrmTJFiqs2DV8KK/VZ1WbIOvhdFPPMN/RTB4duupliiiJFZpk1weZWQZw3fYzG+BmBEEpzNTCgiM3g4MalSlkMjrO5/pOep0ifDvZ06JDSSOs5lA72tHIz1M0do9GgVJ6n5nKep/xjCwVFTkslNQ9cSsvqOOreDw6uD4mNEeMkwklLZG3shvyiLbSYFX89SdKRc1toMdFwCxTMd00y9HE62Iee5GoT1uhxoDRKOuWDQDQclybdQGSzVp7cvKCahDCfqecCs6w6IdXmOKlU3ddFhzi3bUVydRQ+TXL1cbmcIrL6wV1zgndCQc5poWPepZq2SQQWmUQrlZRK49NXbjURY7WM9IS+QMGYwEblZ2EZOWjNoyaMWn5aXlp+zXLX8ov6puXJG/npRQktvzM4g0u4hIu4iE46jZbEwmqoI0vWmPlpsqo16zlyJjpplOQKhCHA+vwFCkZ7lCdPgkRDGzRaaZRfNJLuYvLT9Wu/PG0+vc4BYwaA/ZHfB2rbjoAQ4hTgNOB7kc0pIcQuIcQPhBD/ZYnjbqrts2tmbAYPjxIlIwOtvRpmmHHGjRlxQLAkYVzKxFSb/LbRho6g3UXXmk1HNxNaG7q/9plias0mtSvFUgQ66je+kWihhT76yJEjS5Zeeo2f8PFAlSqHOMRw7XOAAw3B5RYLIpUhQz/9dNU+EpX/ehURpzd1jI6NjS22S4yfZjiO0pJuJqncTHieCgp18GD9/+ho3bdUaxJdd7XkenPHqOfV/VmLxbqVXl+fIrNbtqi/jo4T555KqZQsJ4P/cYyfepy0HtM+vkmhcIhDTDFlSNQ+9pmJ7wIL7Ge/MQHdz35jCjvHnImsCrCPfcbHUpss6+OGGMLDw8VliikmmWyos0KFBAkmmQTq5qQHg/1Uuny6pmyckTEYra0WBgEMDdU1qTr/m3bmHxqqB2rQUdt0+PN9++qrjocPq+NsW61K7t9f3/fgQVoJCLpsFpJV5ib2ks8KHA+qs0PY3ZJU0qGcKrO/9twWCPay1xDJxeSnNYlLyc/CMvIDlpSf1nw2y08ijYZW3y8bm3HGzX0NCMy1WFgMM9wg9yGGjLZ5mGGjVS1TZogh077DHDZlFSrsZ7/5fYhDRuNapco+9pm26jr0cUPUXVWHGDLHaflp2R7kIEWKtNFGjpzRUK8TFrOhWupNczXwVSllVC28VUp5SAjxEuB7NZPmFxoqk/LTwKcBzttxnuyjD4mkSpUUKUYZpULFmFrPM28ixDaTA02kltPM2di01D4nG7Q5tbYKWI+oy6tBkmSDiTzUFxY22kc2eg3rkTt2rQgJGWUUC8uYuGuf2AEGsLEpUGCSyYYAVSVKdNJJmrQJLtVCy5J+/MtgU8fojh074plmjJMDvq9InO+rhXu9sB+FlIq0Ql0p4Puwdy+ccooir1oxsFg6n2PD5o7RlpZIZE0B27erSM267auJOryRmJ1t1Hy3tS0ekCtGjE3CCTZCjh0WFhUq+Pi00koHHcbnsp12YxKaIkU77ca0r512Y/apy7RWoosuU5YhQxttZgKofaOqVMmQMccJBB10GP/JHDkKFPDwlFmd1UG+aFOxAvz2XN2PxXHUw0qbFhcKSgurH7xdXXVSWyioB0UQqJVWbV4SBNDaqh76OjR6R0fdb7a1FTuZoXskZGDMpa/awdYhOP1FSU/QQbaaoGXGo7CQoJNOI78OOpaUXxttJtBRipSRu0TSSafxidMyWkp+HXQYU98OOox/rfYh9fCwsOigw5gPZ8lSoGBIYiedhtS20EKevAnQ0kWXCTal/VF9fBKotmrf6FZayZI1ZR10mDpbaSVDxpgIa7PZaB+rUsXBMfLTMtLkIdrHtBwKFPDxTYCkdcQBYEvk9yBwaIl9r6bJHEpKeaj2/0XgX2j0+zkCuv/rfLra9zhDxkQHTpNmiilcXHLkWGDBRILVJqabFWRps6Gj3mqtXTTq8kp9K9eCJElaaWWBBUq1T4WKGT8/S9BRlKOLJ9oNRed61lYTCyxQpMgCC7TQQo6c8XXXJHgVfXdTx2iMGCcFKhWlWZ2eVmR2eFgR1uZATdXqkVF7tflwsajmTm1t9XmU666GCB6fMRqGytpuLUGaNIKgbpIcrKML0/y8CkaVTCpTZ9dV+W1LK17QixFj3XDSzmI0SdHmvFGz0hw5MzlxcEiTbjBd1eaceqINmMmJNkdNkCBL1pijJknyQ37IF/gCO9lpNK8CYfwqtUmtrgeUn1+mJPATAjLpuomwlPWcb0Ko1ceoibD2cdDf9YNb/47up3N76ZVI/RDMZIzvhRtatHlZLCB0BCknh3ASVF2LwqwgF9ZTj0TlZ2M3mOVmyRpT2wSJBtM6La+oHDRR08dpWUbvV/S4JMkG+elzR++zrrO5TAezaY4mmiZtNE+6rPk4fe1i2RkAACAASURBVP+iWhhNyHR/y5EzcsiTNz5yFlbD+ZaSX3MblorKuwY8BrxMCHGaECKBesl+s3knIcQ2oA14JLKtTQiRrH3vBH4ReKb52Cgk0gTb6qHHLN5Eodvn49NBB510YmPj4tJDz6abCQcElClvCpHUOYOXuo7NRBttDDBAK63m+0anG9poeHjMMss004aEHg3LmVJHU4d10MEgg/TQwyCDdNBhnjsVKgQEzDO/GtPsTR2jMWJsGHxfpYg5cEARz7WQmYkJNY9Jp9U8KJdT9RWLjftF0xBG0dJSJ206arKUav7jrtgXf/PHqL7O1nV4HxaL6p6MjKi/gwdVcND1wMyMmqvqxQHbVvdrZmZ96o8RYxU4aVUhOjdhSMgBDjREN93DHmOyqFMnaAwxZPIXTjPNPPPGbHYPe4xmbpJJZpgxvox/xB8ZP6oRRriDO3g1r+YCLmAve6lSJUmSCSaMBi8k5EC4n3JHld5JF+fwMHIMRDKpVhb37lUvA8dRJsJSqodCtaoi72nNrS7T+dH27q2bDx86pPZLJlXZiy+qhtq2epiFoTquWMR9fh89ScF4p2B+Yg+WkLRbCexykTn20JIWFHOwx6nLb445Yz4nkexjH1WqK5KfPs7DI0GCCSaYZBIHFTl5OfkNMUSVKi4uhzlsSLKHxz724ePj4HCYw0QjT+9lr9Hc6jKtNd/HPmNarM2H9XF72GPI6gEOmGspUjT9SiDM9wQJihTZy15jKq3LtL+olp9AsJ/9FCjQS++6mxZLKX0hxPuAf0KlDbhXSvljIcQHgV1SSv0yvgbYKWXDjGA78L+EECFqgeu2aJTGxZAg8f+z964xknRpfefvRGRk5LUyK7MuWZVVWVUNL4jBoBnvyIuFvCNZDMtKNqwEAtbGAgSMtRZrydgfbK00C+yXZVfyF2zJl2WkFZIXm7WlmREDyLssCAshM7t4xx5mYGbevtX9klWV94zrfjj1nIisru63q7u6uqrf+KdanZlPnIjIEyeiznOe//N/WGONHj0OOaRPn4CAJZZmfpM49LLIJPnlt40ePU45Nc6HMANuOE/ZwMXllNOZ725CdflVkb94vQsYMOCYY7MAdcYZNWofmHsree2SogAJxf1yvmvu4pXGOecMGSKibtddELntezRDhjeCIEjSmqTky8GBZpldl2YaBJpRVrq0sJbPa6csvT+hDqfr5cq8aXFRbz+9WNQqFvV773qCdrd+j0rgQalnFYlB/9bRSP8Ox9H99Dy6dBDoCKnrzpZ0PDzUQlCvQ1OWckCXS/BIWluGDG8J99aRtbBM+Y5FFilSNHmLLVqcccaYsaH67qEfui1anHDChAlVqpQpc4jOuVhhhWOOmTKlRo0CBY444nf53RkxEMHv8/v8ef4866yzyy4enhEBkknWsrVCdbDLyPHJtRqoSOmC346j1eXEEV1Y0P+fnSVy9js7+rvFRf1APjvTq2GLi/qPSBBoMYDxWFM+xLazox86rZb+fjjUD/WFBQrb27RHMN1Ywe73qByPiIolTuYbbPu71E6hMN/iJDfbf7sXzJo11kwfValSoWLKqqT7b445ihQ54kj3A8sccoiPT40aefIcckiOHCussMee6b8cOU44wcJihRV22DERPQuLLl0cHGOTnMOIiFNOcXFp0WKHHSIiFljAw+OMMwoUWGLJOLBLLDFhQo8eLi6LLLLDDjExyywzvHgVKbLAgmm3wopZJClSpEnT9NHzxl9ExBprVKjg4Rk12ZtEHMdfAL5w6btPX/r881e0+wPgO657vFNOGTKkQAEHhyc8YZ99U9ZF+uBt04cnTOjSnWEJjBlzxtlzlZZfFwUKFCkyYoSLS0zMhMkLa+dm+GCEhJxwYpg2oJ3RM84oU36hs54jR5MmRxyZxZWAwKScvAgeHgMGLLOMqKb36F37/G/7Hs2Q4cYxHOo5hjDHLEv/Oz2dZYW9DGTbOJ5tF8fPOmy2rdOnjo9nHbW5OV1qaH5eO359rc/BZKJzOq+JW71Hw1A7gikGnUEQaCfU87QtDHX0s9W6Wo1ZnPh0v9m27pPp9PXUjIUB6Hmzzqyce4YMbwn3llosOY4SFcuRM/TNAgUTZZEIXvq9TGSF5io2Wa2XCJLYvsbXnnseX+bL5MiZSZHQJs3xYodCYBFZCvJOQnORerCWlVBg0qtl+XxCQRbqsNCHpa6YUokNdHtpd1l6XuqSWTqCUYgc5vs2o6JCKYu8lcd3FFakqI8v9V+cn6Fcy+Txct9K/4GeMF4utSLtbOyZ/YjCr/Tf5X2KzcExDoCoBUsUVN6b7ktdZxkfco1cXDNWZP/p35e2yfFEpTl97PQ1T++zQGFmPF7ep+QRi7DYfUVMTJ++oYLnyLHGGj7+jCPfoPG2T5U+/ZnxCXpMDhi8MRVhhWKJJaO6LJ/vk+ryXYREQdP3u7AoXoZiXKFiaNZzzLHK6owi+fOQrpddpco5GZ0uw4cUk8mzjpTofVw3J1MqM6Tpr1Gko3/l8rPbVyqwuqo1Rcpl7dQ1Lv7GpGvQnp/rKPFlevJdQxxrZ/v4WDuFh4eaau152iEPgqTMYqmkt39bVF7JP55M9P/jcVJKMkOGt4R7GxaQ2qE9emyzbVSLY2JDK3VxDRVMVHDFlifPKaemJmBIyCMeERBQpEiXLiecGAflebCwTLsCBaOsW5sUyQ88xr2H5GOfZr+EtX9AfByj3EJCLfY87ZjuXmgJFAqz1GLH0RHWKNIPsvFY04eFWry9nVBrhsNZ2vFVNinh8+QJ9SiE5SJ9d8DgaMRiQZHzYHr2iNx8RDvKM73ov7prMajEPHIemXqgokz8Qf3n4/M+75s+OuHELEAItfhy/4k66EMe4uNTpMgBB4YCOGVqaM4FCiYaWqCAh2f26eCwzbahHY8Z85CHhtKbtg0Z8ohHRrU4bRswMBFUC8soJhcpMmDAkKGZWMs+0uNPnPEnPKFGjWWWqVCZoTjeR1w+9zx5U2olXZLoVRFdvF43gnlV+R+5r99kCRop93QfVZdfFyKgJPT8m6wb+7xr9rILQ9elWQcEDBlyxJEpDzZleq/v3QwZXhn5vGZ7pfNPhe77KvTVel3Pd4bDJCrbaCSL9lcd/zLFNY041hUc7kt5GCln8yd/At/zPTp62u9rZ75and1W5nONxrORb6Emp6nXYZgETl4X+bxeRBgM9DlWq/rf9Wv1ZshwY7i3f4VtbEaMCAhYYYUOHROh3WCDKlVDY11jzdjWWadIER+feeaNDWCTTZP3JO0CAj7CR557Ht/Ot7PJptlngwYPJm3qRx6FwGbF3WTp3MUZTlGLi6jWSqIw3OnoB4/v61XFxcUkD2JjI8k9WF7WdJog0A/2jY0kT2RlRa+Syeql2MJQP3Dm5pL8k81N/cCMIlhbQ83VmD/yWOuW2Iw6rOxGdJ7GtO0OK6MKrac+y8M5Wvk1VBBRP43ZDNYpUTI04HTfPq//LCw6dGb6vU3bOBebbFKiZPqvTduoD2+wYRSNF1lkhRVTxqdDxzjKLVossWTyaTt0jEryCisssGCcZbEJRXieeZNzvcGGifavsGIUqMuU2WTTKDuvsUaNmlFh3mDDKDt36Bj68BxzrLNuHLI11lhhxaj23ueJcEzMKacccjgT2RS15tf5bbLvpzxlhx122b2S3v+yKFN+JlonedlvKkf2w4yAgD322GefI47YYceU1npduLgm310gz/BXqOv6gQgI2GefESPy5DnmmFNOadD4UC5QZMhApaLnEZIbGYY68lmvv5oja9s6Tard1nOhtbXXi/Lt7d2sWu9tII51AMNx9DyvUNCR2svKzeKcX0XfzuX0XHEySWrSTqd6bnlTNWgdR885Wy39f+bEZnjLuNcjUIR3JBKbzpcCjKiHQKVeceoltvR2aXyCT/CEJxxzPPP99/K9ZhKcnqDNncccOhbkFLYXE1ng5SIa/Xj2oSQKfPJPKMFCKU6/T0O+j6LZWmOXH3BXrUZKu5TNQlHtx/SxmLoRbhAzN4LDhmJhFBOVwXfB9hSlocKqAhYz/XeZ5ncV5Hvpf2mX3o/05eVomWyTvp7xpZfsT/b/stc6vd3l87s88ZYxdXlcyfgTZ/byfi4f67LtPkIWFKSsy4ABVaoULl6vA2FLSE6rj88BB6yy+kqRvTJlhgwZMDDloxSKRRZf6zwzXA0RbRMVcKmhm1aYf1XIdTviyAj5SR7+m8g97tM3JdlE4VxSDe7zQlSGDK8Mx9GL6KenSdmbZvPZ6OGr7Pemzu++RGPTmE51n87P6z4tlXT0tVZL5nXjcUKlvgqVinaCp9MkEps5mxneYdzb0S11RQMCdtk11GKAxzw2USFRjRWH6QlPDDX2jDNDLU7TjgsUOLt4Cf31J/gJvsJX+Bpfw8Xlu/gu6tQJCIwir9BmS1OoxAVyp1OGoyc4gUfDK1I8O0oeLJ4HT57oKKvr6lwOSB5Ajx8n+bEHB4mwQlq1OJfTlOQo0rbhMGknasdCSR6NdDvL0jZRNC4WYTQi9+gpK3mLs7rN6PAJ5WnEhusShn2OrTFrtoXtx0wKTyhMffLFAt3KGX3Vf4a2fVX/Sb8XKXLMsck1S9tEtRgSivBTnhqV5EMOTV7zlOlMOxGcEtrxE54YSqMIfRUpMmFixkeOHLvsGirzkCGPeWxqoopAk4s7o0ycI2eEpEqUGDHiCU+wsLCxzbElBzM9/kS1eJllo7p9XyfDFhaLLFKmzIABffossMAii6+V+xsSmtxb2Y+DY0qefJAy7fPOdZllJhcvKcuViS7dPAICxoxnSllJfviAwWs7sqCpwausmqjsm3Qqx4wNDdnGpkaNJZb4Gl+7t/duhgyvjXxes8UuizTdBbyCwNOdgFJ6Hlcu6/4tFrVjOhxqexwndN4XIa2PkiHDO457+1dYqMUhIWusGWpxRMQWW4YSOsccG2xcSX9t0DA2hZqhuDZpGpvQX7+D7+Cv8Ff4YX6Yb+VbjW2DDUNxXWKJtlpjcT/AjRzWc5ssn7sU+xcU4VYrcV63thKndnVVU2t8P7HlcnrbtTVNDfF97eg+eJAo2LXbWvFYBAE2N/XD0Pd1O0nOL5f1PuNYt9vY0Kt6QaBX/TodnGnI4mFEx9liZTRH+6lP53yOB/EGzeOIlf2Y9dwmhVyVwsBnrT9v+v1F/Wdjs8WWoSQvssg661f2n9gCAmxsNtnExcXDo3Xx8vFxcdliy9COV1k1tUxdXDbZNOV91llnkUWz2CC2kJA2bUM7FvqwUJLXWJuhHW+xZUSaNtigQQMfnxIlttgykdottphjDg+PKtVnaMdrrOHhzeTV3kdIZLlMmWWW6dAhT/61qbrSV5edYQvrteq/Sh3feeapUs2c2HsOEW6TKOlNI7h4ySKKIEeOPHlCwlupR5whw53GXXNiIVHvvW+oVHQkdjzW/6pVPb9LU66bzbvZ5xkyvCXc25lcmjrq4RlFSdClNmTiERHh4ZltRXxEyi54eGYS5OMbuqfY5Fge3oxNJjAxsWkXE+upT6ywrBjbj1F+qr5WGCZ0F5FDF6qx78/aPS+hAHuedjjFNploWxTpNmmb5yVU5SBI8kQkn0Vsnpfkt4hze/FwVOPJTLtK16MPTApg+VOIIyZFi4V+gJ8PsFwLFDOTunT/RUSm36WPLvef2EJC09dybdP9Lk6SXFeh+Kb3ARibXLuAwNjkXCIiM1m9qp3sM308uc7exUtsPr6hC181/tLjSMbcu0AvloUKwETAX7St9OGLclNFETq9b9DXP8tJfHkEBPTpM2FilHZvo45sjpxhRqSVy2Xx8K5jypQTTszfDRubKVPsi1dEpJk3lLLFkAwZ7hpEUbdS0aJE9wVKwTd/sxZ5yueTckKQRVgzZHgB7u2dIXTQgIBjjunSNc6qqNvmyTNhwj77xnHYZ5+AgDx5BgwYMTKTkz32jK1HzyjyRkTssjuj1ptWO95n30QCzzjjkJhaxaF5EBL39rTD6rpaUh30e8/TlGFRJj45SWjAnpfQgh1HF7gW9eHpFPb3E9vhoX5fKOgVvL29pCzP4aHefz6vH+57e4kQw8HBrBLyzo5eCYzjhMp80S63s8+KY3FeU5x396lEAavTPH405JgxC3mbs2rEbmHXKEJf7j/p2wIFehev5/WfUHtDQlNfVmjHQkn28dlnn5AQB8fk5En0dp99YmIcHI44AjDR2wMOjNN1xJGhAY8Zs8++oUEecWR+z5gxe+whqsWHHBrbhAk77GBjExO/cPwdcGCi0iVK99qRnTJll11cXFOCp8TV9eQmTEy/yIKT9MFlKBQNGhxyaMo0iYjX8/afYRY+vhmvDg4jRgwY0KI141y+KSywwAEHDBmavPI55t6IGNNNIiDggANy5Aw1WtTKAwKmTBkxQoQD7/P9myHDO4co0vOjOIY/9+fgj/84WbC/y1BKM/bW17Xz+k3fdDMqwxkyfAhwb3mNOXIMGRIQsMoqHTqAdnA32TT5sxUqZsIREbHBhil7Uqdu6K+Aob+GhDRo0KFjonVbbJm8zQUWDDVWKLVpauwqbapnAadLFmrjQpk4CPSDanVVv7dtTQN2HP15ZSWhHTuOpgHbtv6cpg+7rm4n1GKhmvi+zqd48EB3kNjq9SQXNq1avLmpBQSEWvzgQRLl3dzUVGShJHc65LyI5nHEhtpgaVihfhKxPK2xXNjAt0Lmz+BbggfP9J9QurfYokiRKVOaNA19+Kr+S6sdC+04IKBFi1VWTaRugw0cHKNc3aJlqICbbGJhERDQps0ii2aRYoMNE/Fr06ZJc4Z2DBjKutQALVFik00zKe/QoUaNkJASJR7wwER50+OvTJkOHSIiQkLWWWeVVXx8BgzutWKu1NEdMuSYY5o0r4xQhYQccICLS5myEc054oiA4Mp9lymzwoopfzXPPMss3+v+uk306CE1jW1sU9v4lNNbOX6OHCussMwyCyyY++yu100eMzYLYIIiRZMP3qZtxuIZZ3TpvsWzzZAhg8F4rLU/ZOG/VIJv/dZkTnRX4Tjw3nvagfU8PW/LnNgMGV4a9zoimyOHh8eYsVklj4kZMDBOZkjImDGgqZ1SskdonkN0Er1CmZxboSDLRF2hGDM2NFOhnAnk2BEREyZM44BcXpEfx+BPEvqwqMjFsY6MDoeJ8rAUlgb9/2iUUItHo4Q+HEX6s9CQRV49DLVNqDRxrKOwvp/QidPHG420DfR3w2Gy3WCQUI3leBf7tAcj5sOAk2qk46LekLige1f1R1AJUY7uP3FqLCzGjM2CwfP6DxJauNBu0/0+ZWq+t7AYMTI0cZmAil1ssn+55hERQ4aGPjxmzJSpsYkKqlCEhQor7eQ3jBkbSrnYrhp/ss/075FJskSr76tzJs4K6Ajg8/IFpQ/Tv1Pep8fJZdyE+vGHFWmBIkGevLnXbsOhtLBuRNjpNnFVvWFIFMhz5HBxWWCBr/G1mRJAGTJkeEvo9aDb1Y6gVHUYj7WTWLrjLB7b1udrWfpcX1f5OUOGDxnutSMr6rVdupxxZmifp5wSEJAjZxwO0BOrLl1DU5wwmcnVPOYYHx8bWzukF85sSMgRR/j45MkzvHhJuZVjjmfoymfKolLI0TwOiAYnicJwr5c8sMIwoRPbdqKyZ9vadnxR6sey4Pxcv8/ltPN5fJzs5/Q0oR37fkJftm39Po71e7HJQz59bM9Ljmfbep9BoI83mcz+ceh2mfN98pMc/cIE1Q14MAY7gkH9iLlpQJi3OatNmNpTI7h0xBEenumjIUNDxZV+F5soAwcEhjKcI0efvrmOIaGx2dj06M3YpFSShUWPntmHj28oyjJWJALj43PMsZmwnnBiHDA5F1nYSJ+XhzdzvDPO8PHJkTPOMOjJ8CmnREQ0aeLi3ntqojikmfDN3YIwFdLOrDAZ7npU9DYgC02XnVZRXE9DFsRkAapEiSlTU4YnQ4YMt4g4ThbvJXf09FQ7gbmcXoiv1/XnyeTmSvq8SeTz+ndVKq9WhzdDhg8x7u0dkyPHgAEREasXL9CTjnXWTWmTMuUZarHYQkKqVGnTNpG0Dh0KFIiJmWOONdZmlHULFPDxmWeeNm1AOy4dOkbZskmTFi2q5wHdJRtrfV0/SH1fqxIvLSUOZKeTOLWtlqYIS8kdscWxph03Gkm+a6eTREtXV/VDW2jHYgNNSa7VdDvX1UrFEhHudDRtWPJr5XhRNGu7UDQ20eC1NSiVKIwiFqdVNsJVSuOY+TNYcTdQbgHLj1npzz1DEZac5gYN03+A6feAwPSf0I7XWTdO5iKLLLNsnMt11o3j2qLFIosm97VDxyw0tGjRpElIiIvLBhsmWrrKqlEmzpM37WJi2rQNfViUkMUJWGPNjLECBTp0TNRGxlhMTImSob3HxGashoTGmb9JKKW+Tyn1p0qpryul/v4V9p9QSh0ppf7Dxb+fTtl+XCn1tYt/P36d40r+M+jobFrwKk/esCME8v428jVvGxERAwYcc8wpp2/Fwa9Rw8Mz/RwSMmFCnfqtn8tdgtQj3mabpzzlhJOZceniUqHCkCEeHlOmjBkzz7y5VwMCdtihSPGV+vNt3aMZMtx7BIHOgd3f14vve3uJpoeUNrwoKQjouc0r0HRv/R5NO+UZMmS4Fu7tXSPOhY9Pnz4DBoZy2qNnFGd9fM45N3S6c86Nwqy0FUjkTmjHYouJOefc5PMJ3VVqgMr+hY46JMApQqkfgd/XD1+h81pW4oT2egmdeDhM6MJhqKOwQknu9xOacRQlEVqxCX04DOHsLFEc7vf1yqUoGJ+lIg3n5wldOQiS40kE2Pf1Z9/Xn+UPRa+XnKfvU97rM3RgVIJ42sPyI6ZORL03pe/2sfMQ2c/2n5RKUih69Ewu7YSJ2S5tE+q3REAiIvr0TUQzTfsNCc21BOjTN9c1JJyJuPTpz1CERWwqJqZHz9BiAwKTXyj1YCWyHxCYMSDjwcc3Ucpzzs1vlYiz1MOVerY3AaWUDfxj4JPANvBHSqnPxXH8J5c2/ZdxHP/spbYN4H8APg7EwP9z0fa5SZVplWlRqj3k0NCzJbd1jjkWWTSiW4IFFt451deIiEMOmTDBwSEiokePZZZvlSZdoMASS5xyaqKHDRpUqNzaOdw1RESm3rQIrY0Y4ePTogXoMdukSZGied6UKZtrFxNzyCExMQssvFCl+yrc9j2aIcO9gcyFXlRaRuYt5aRGNWdnmjVWLuu2jYaexwgT7Zp4K/eo6KG8idzYMNTzy8lEH6dazXJwM7xTuNezyBw5LCyGDI2DkM5RFLEfsQEmiguYiIVQXMVpEpVUcXgB4zSlbRLxSzvR2pFVVByL8iAiGvaSnNjRKHkfx9rRFOqvFLwWDAaJbTxOoriS6yo2yaW17SSfVZzl4TARlgrDZJ+gjy15sGKTiKzkyFqWbi82OS9xzD0PO4pYiixGRejlejS9kLmehZ/3mNgBTduiNxfTLyW04HQJmrRDKv0n24lNFgwkv0+usyw0iPBXOvdP2tnYJn9WrrPkyEotYnmfzpG1sY1zLPTyAQO+ylf5LX7LOM0FCvwIP2JUiWU8vGj8OTjMMfcmcmP/AvD1OI7fB1BK/RrwA8DlP8BX4b8E/m0cx92Ltv8W+D7gf39eg7QabYUK55wzYWLUXqVMSZ48JUq0aRuadZ78O+fEgl5QmTI1fQAYWvoqq7dK6xVhrYxSrCGLZHJtRAxrxGimVJDURk5fQ4GU51pmmW22XyXafqv3aIYMdx6yAC9zoGoV5ub0vCUNmZsUL+XdVyo6P3Y00jbL0o5aPq8jstfH7d6jUmUCbj4iG4Y6Yu37+hjTqZ77LS3d/dzhDBleEveWWix5kRERSyyxyqqJirZpGzpjgcIMjXWVVWMrUzbUYtB00Rw5YmKqVA1dOW0DTdtr0TITxDZt41zVqbPEEpVexOmijbW6ph9OUaSVh4VarJSm/spK3NJSUujasjRlWGjHS0ta0U4ipu124mS2WvqhH8f6OKsX5xxFertqNSnV024nq50XFGFA047X15Ooa7utvwP9h6B90X9Cc5bVvHIZVlexQ6j2Y1bsNeqjHIUp1OM55ourTN2IWi9my18zk+kaNVZYMQ5kuv9q1FhmecYmka0mTZZYMtFNaRcQsMQSCywA2glu0zYO6BJL1Kkbh1hsooQ8x5zJixVnIyJihRXmmDN05Rw5foPfmKEiTpjwq/yqET2S85IITnr8xcS0aLHEEiGhKf10g2gDT1Ofty++u4wfVEp9SSn1fyil1q/TVin1KaXUF5VSXzw9OmWVVerUTbQ5HXW0sMiTn1lwKF283kUnFpgR8xJIbnZ63NwWFIocuQ+9EwuYNIerIIubHwSpK7vGGh6eWfi6Bm71Hj06OrpszpDh7iCOdZnA0UjPNQoFzfoS5eGXRb2uHdrxOFnMF6cwuFoZ/wW43Xv0sg7JixAEetvo5Z5XDIfaiS2V9BxQ+rjbvV7/Zshwh3FvHdmQkDJlFIozzmZon126hroq4j5CFxUhqIgID48TtDiSCPhIuzHjmdIKXbpmH0OGhp4aERnBIKG/9jhnVILKeQSn3VmK8GCQfD5NsU16vcQWRXqFUh40vV4SzZV24tSenSUR2yhKHlCWpQWdplPdJm0TsSehDwdBIhIl2wntWESixPk+O0ts02nSzrKwjk5YOAyZ5HX/TUen2KHCDhTh+Sn2JCaOI9N/Qk1N99+YsaHpSt+KAzC4eMmkM33NhV6evs6yzx69GWVkoQ+LMJNQxWXsSNT3lFMTIY6I+DV+7cqxGBHxeT5vzkXyImNifHwj8CS0YxEmE2rxDeKqv4KX/1p9HtiM4/g7gf8T+N+u0ZY4jv9ZHMcfj+P444uLi6kN45mIeHJC6q04cG8LEtlPQ/olcybfLvLkzTNAIOP2ZSnCsqA1RT9XX0Hs6a3doxky3DlMp/pfoZA4cqWS/u5y/VfL0s7qceo49gAAIABJREFUZDL7/WSiF/ObTb0gv7am6cWC6zuyt3uPlkr6d73IiY1jPdfa2dF5wU+fJgKhL4IoN6chwZPww/N3OcO7jRtxZF8nMf51IHROH9+UULGwmDI1k2fJd5WJ5JSpieillVZjYmMTWqvkagrlNW0TajFg2kkupY9PbFk4oSKaXjx0JYLq+wmF1/MSp9PzknyOOE5W6MQmD2NxIOWhJ6tzIuIk7SS/VWxyPKXg61+Hf/gP4Zd+Cf7JP4EvfSlxeC0rUQS86njT6ew+0yV8plNKg4j2nkW9G1E59fmWP4Otx4pSd0z9NKTRtSBI+k+hmDAxE0zpP4neiiOpUDO2iGhmMjllaq6lLFJI9MTDM9dSSiSJMJNQBSUKK9RXuf7ihAhN9nnYZ3+GHi05v5L3K8eT85Rzu2FsA+upz2vAbnqDOI5P4ji+uNj8c+A/e9m2L4LkyF4uR+LhXUnRvG2kr+ebRIUKAcHM82fMmAqVe1tm6a4hIKBPnx498wx4Gbi4FCkyYICPbyKqNWovzRCQ6/qn/ClSX/qaeGv3aIYMdw6S3vQ822XUatoxG430v+FQs84qF7n/khuby+n5Thi+Cr349u9Ry9K/6zKdWnB+rgMhxaJ29CWqOh6/eL+53LP9KMGMTB05wzuC1x7JqcT4/wr4CPDfKKU+csWm/zKO449e/PtfX/e4khcZEbHIohHrAGjRwsU1Ua80RXiFFbP6XqBAi5aZ3K6yioNjaMdLLAEYmqk4UFWqLLBgIi8rrBindo45mjQpDyNOGwqrtZo4mfV6okxsWbC8nDzEm01tt6xZWxzD4qJecZQVy+Vl3SaKtE1W82xbU42l3fKyfvBJDsbqKnz5y/DZz+rVPMmp/c3fhP/0n5LObbU0tVhyTdopZszKSrLCVyjobeX3XNicUDEXllkNl7BitKpxYQW/kEOFEav9pP8UilVWDbVY+k/6tk3bOIF16jRpGocxfc0bNKhTN0JKyywbB3SRRWrUkHIby+j+i4lZZJEKFeNYtmiZ4y2xRIGCoWe+x3vPHY8f5aNmkWOFFVxcbGzy5Gdox8ssG3XlIcObptj+EfCeUmpLKZUHfhT4XHoDpdRK6uP3A1+5eP/bwPcqpeaVUvPA915890KIYI6ULZKazhMmDBhQpPhWHVlZgHjKU3bYYY89szjyJuDissgiPj4jRsaJnWf+jR3zw4QJE3bY4ZRTzjlnj70Z5syLoFAssMAii0iJL0k7eBmIWJTQxOeZN+kM18Ct36MZMtxZPM9xk1Spy8jl9JxjeVmnaq2u6v8vO8PS3ve1A3g9vJ171HX13Go41E6qaJXEsZ6vyVwOEsf3g6Ky1areRzowMRrp+WTmyGZ4R3ATs+jXSYx/ZQQElCjRp2/KXEjU9YADozY7ZcoBB4bWt8++icxMmHDIobEdcGCoxQMGJsprY3PEkYmy9enPKLNKO9AiQ91YUSor6t2YeLivT1gpvaomQk9K6dwQoRl3LyZjEu0USXlIqL2gH0iHh/q91IqVh5Qk9osQ1OFhomgssvW/8ztXd+jnPw8/93P6/cFBEun1PN1OHqD7+8k+JxO9rdgOD/U5XIgylB9NGVdihhUbf3hEzgkIcuB0+/RyI/J5RejqfpeIaZ++uY4KxR575hqcc26cRRubQw5nqMSQUAUPODALFEItBx1ROUT3n41Nl64ZDyGhUTWVay4U4ZCQv8Rf4t/z75+J6hUosMkmY8ZYWOyzbyK9Hp4Zf6Jo6+GZXFGpd3wTiOM4UEr9LPoPpw18Jo7jLyulfhH4YhzHnwP+tlLq+4EA6AI/cdG2q5T6H9F/xAF+UQQrXoQTTujTJ0/e9LF78SpcvN4mpfaUU+NQS1T/gAOzaPUmICJLUkLqXc0Hvm1ERBxxZBaJIEkrKFF6KVVoC4vKxeu6EIVjF5cqVXoXr+vgbdyjGTLcWbhuUi5HdDkmE704/zxlXaU+OMoqi/kidHkN3Po9allJucPxWOcH53LaAbdtrZEiwYI0Xua35fO6fber+1UpHdWu1a7VJxky3GXcxAzrquT2//yK7X5QKfVfAH8G/J04jp9e3kAp9SngUwCdTuelT8DGNpFUcXpEBChdtF6ibrKd2MQxEVVbeS82KZEinyWyJ86JbCsRRkvZxHFMqBTKyUM8THJaIRFxks+XH1IiVCDOq9BAZJVRVjHTasVRNFuHTI4ndtnP5bwTwQU1mHxet5E/BLIPiQbb9uz5i5Jy+jc8eQJf+ALWcMiiUkSbHU7/zk8STSyqvRCvpAhKFjkUw3KEPTfbf3Id0rlrIaF5L7Vj01RNuSaihpwjN5OrKNcud/GS6yzXUcaDOB2iOiyCUTExZcr8OD/OZ/msWThZZZUf4oeeGUfpfcpn+W1y3i8rMHMdxHH8BeALl777dOr9PwD+wXPafgb4zEsfC60QnnYK8uSZMGGRxbdOpRWlaXFiQTM5REn6TUZJFeqNOcofVkhJtavu+zHjN17eKCAw9/Iqq+yxdy1qs+A279EMGe40lNIR1cFAO25SPqdyQ2XCcrlXEjW61XtUyioKDThdWmgy0VHXQkHP3dLOvee9nENaKunFApmzZZHYDO8YbmJEv05i/Gyja4hUpMuqzF+8RCBIJtHi4C6wMEMzFWclT54FFoxz2qRpJioFCjRoGAdknnkzGRaqoNhk/6J2XKdOZWTRn0dThuXBUa3qB484fQsLia1e13QP0A/zZjNxIOfn9cNNtl1I0dkaDf2gEmc3TbNZWNCrnErph+TS0osFBcR5XlxM8jUcJzleGGpbLpfQjuV48gfp+Bh+/deNlL6KY+yHj2n+4i9THluo+CJi5c4zKUJlqGh5Sf9VqBiKMGD6FqBKlRq1mesl29WpU6UKaOdUbApFg8YMvbVJ0xxvnnkjGibXUtotsICLi4WFg8MSSzRo8JP8JL/ML/NpPs1f469RocISSzPjz8HBxiZHztAPRXlZxuqEyb2O1l12KiARv3mFsiQ3DlkouBwRloWQDPcLz4vsy+Llm0aevFnUlPv2TedcZ8jwzsOy9Nyn3dZU4ZugvYahnqeIyu9dhvzWfl/Pm6apxTHX1d/V6/o3jcf694xG+ve9rMMvc8DMic3wDuImZtEvlRif+vjPgV963YOGhJQo0aPHIYeGWmphsceeoXZOmBh6qlBVp0wRIaE99siRIyRkjz0zwR0yNCI9CsUuu2Yf55yb2qARETvsmAjeGWccoqhUFfXjiGi4nQgaiEqxRFd3dxOblEm4ynZ4mKwqRpG2ScR1fz+hl/i+VrUTR1lowEoltgcP4BvfeLZDV1eT6OreXkItnkz0Z9nn3p5+0Aq1eG8vidDu7cFv/daV10sdn7D4/25z+LEW06DHpD+k4CrcScz0ZIfCXESkbCL/nBEKx1V4bsi22p5RGJYoJ8Auu4SEKBTHHJvrHxOzy66J8B5yaNpFRKadhTVDCw8J2WHHHG+ffSPM5OOzy+7MeEgrE++ya46dHn9Tpmb8yfEmTKhSvXFq8W1DFgMuI32N3iaERXE5eh8QUCOjVt03OBcvD488OjIhqSBFih/Q+vXh4hpthi5dHJxXishmyJDhDUPENR3n7jtvwrSTud/hoQ46uG6Shua6eo42Gum5nOvqAMZd/20ZMtwCbuIueJ3E+NeCOCDFi5fQUYsUzUQ6R27GVqJkJrU2NkWKhoIsFMSIyKiwSrsyZUMzzpM3pVMiIsqUDQU1T54SRXJ+TJAHq1RKHETJBxGnVGzyvlBIaMASgY0i3SafT6ghEoGNIt3GdZMVSCkWHsfals/rB7pt63Z/9a8mYlGCRgN+6qf0/uI4KSoOyT6FvlwsJuecy+ljBEFyXifPV/Z1v/6I9uOQ5fM8i/0C3/JnEZtPoDku09q3eO+rIYvnDs1JkdpZTLWnKFEyDmievLmWwMy1lBw5icJJOxkPksNpYVGmPGOTa6lQM2NAcj0l17FEyYyBIkUcHBMNkmPHxBQoGPqyg0ORItHFq0jRjKs3QS2+TYgjK/nNoMV4ChSMo/GqkP2+TuRUovFjxkYtesTo4h7NisG/CYi+QJfuTKmsm4BCsYhm6owuXlOmhgHxphATc845O+wYpWNZ2EwLzmXIkOGOQOZKYZhUVrirkLSuSiVJFxMRp/E4oQ/nckmZoUolc2IzZLjAa98JcRwHgCTGfwX4V5IYf5EMDzox/stKqf8P+NtcJMa/DoRaDBg6r6BOnTx5I7QiNoVijjnj/OTJM8eccWrq1A212MU1NoWasRUpGhVcG5saNZNvW6RIJS5TmEYM5iyo1RPqbbmsnT3QD6F6XToxscm2QkFWSj+8ZPVNqaSdbFcozNKQJWe1Xk/Uhy1L23I5+LEfg1/4BfjBH4Sf/mn4W39rVkG5XtcOsNBR6vXZ85Jj5XLaCRaHu1bT9OnnYWUF66L/FqdzBI4uUTRn1yhNFdOSoj4t4TplvEJEaaRY8OrmGohAkkT8JMdRFhpKlEzEND0eJPopNrl2Mh4KFEye8zzzJpI7zzx58oamXqducvJkjMl1Fxo6wDzzJhqYbqdQVKkyx5yhFr/tPNLXRZ48J5wYUSUX91WUXGcgTIkddthme0as67ooU2aVVbO41aDBEkt3ImL8riEgYI89jjlmyJBjjo243k3BwWGVVVq0WGaZNdbeuCr2GWd06RqRpxIls5h1G5HgDBkyXBNS6/55qsh3CRKUGI30XC4MtTColBaSlLMMGTJciRvhNL5OYvyrIiBgjjl69Nhn34jvADzlqXFGRozYZtvYdtk1gkADBowZm8iSrLgrFD16DBiYiOxTnhrbKad06ZrJ8FOeMmWKg8MJJ1SUTaVq0TgIiYZPk4jo4WEimBQEWhQpCLRDKPRhUaJ78kSv0n3xi1oI4du+Dba2tO3x44RavLub0H6DQBfKBn2c7e3EGfY8vU9RRe73Nc0Y9AP0cjuhK4/H+rM4ubu7CV15ONR2se3swCc+Af/6Xz97wVwXRMDr9JTy2Sl+XdGrxqiDp5R9HzWXwz49YWxblF2LwihiGj7Fqfmogs2Rc2QWDwICHvPYUHOFPiwlkp7wxERgDzgw+ZwBgbGlKeMiDvb0QrdModhm20R/PTye8MTQy5/wxDinY8Y84Qmgqc0y/qQczTbbZrFkn33GjKlTp0zZ5NzdR0h93ho1JkwoUTIlq14VPj4HHJioqQhKgc5tfhVIZD3Dm8U554ahIhgz5pzzV752V0EWGm8DISE9eiaPXo6/wALnnL906Z8MGTLcIoRBptTNCUe9STiOnlf5vg442LamEl9VgihDhgwzuLdhCYViytTUdZUIXERkCtyHhLi4RiBI6pSKrUCBOnXjdEiUTVbba9RmonNCJS1SZJ55E2moU8fBwcenTJlqXCE3DpiULaz5C7En308Kd/u+/q7ZTJTqxBYE+uG7twf/6B/BH/6hrvH6678Ov/Ir+sc3GglduV5PFOnS0VOxCV3ZtvUDEvTnRiM5dj6fRHLDUK8AivCT4yTR4TjWNnG2C4XZCHCtBu+9B3/5L8+uhM7Nwd/7e8k5F4uoWp3544D2rmLJq7N2mOMj/9Fn9bxMa1Tlm/8soLNrsRQ3qY5s5roBDa9KlaqhgjdpmmtZpUqFirkmItok40NsNjbzzBtbjZqJsEj0XqjFdeqGMpyO7MfENGjg4Bg15Tp1Q4eV8SfUYhlHMv6qVAkJTf7tfYWFZUrs1KkbCu/rQHLPxbkXBsSAwY1G9jLcPIYMn3EwCxQYMnxLZ/T6uEowzMZmjTWmTLMxmSHDXYTn6fmG7xvhyTsL0SIplfT8bzTSObKZE5shw0vh3jqyNrYR2xFaKejJdZWqoQHb2MwxZyYiFSrkyCHlMYRyKu3kfZ78TFmRChWzDxfX5GAqFBUq5n2BAkVVoujbTMoKyim6cKEwSx9Oy6yXSklyP8Cv/uqzP/rkBH7v97TDK5FWaZdWRoZk/46T0IAlr8KykjptYpNzsW29j1wusVWryf4rlcTmOEk7y9Lb2TZ89KPw6U/Dz/+8pi3/zM/o1UXZh+uaHOBcpCg4FZxQ95+rCiyNyviujR0pXKtE4CoiW7EwKJgcVoWaifxIrqtEV9NU4hKlmZzNChWzXZmyoQgDRvlY2klZpxy5Gap5hYqxOThmrNjYVKnOUNurVM3+S5TMeYtDfl9xlRrw6zqyIsJ11XEyhdi7DVkcSuMqZev7hLRgmEAWO+X+z5Ahwx2DlPK5D7mkwqY7PU1SwD6oTm6GDBkM7u2ST0BAhQp9+uywM0PxeshDYmLy5OnTN+rDAI95bCYhoj4MepL8Pu8bwaYuXc45NzVNH/HIqGWecMIZZ0bgSSiuNjbHHFMEarUcjcOQqPf4WfpwPq9XCh89Smw7O/rkXVdHYKPn5AR+6UsJtdi2dTuJnE4mep+gH4hPn+rjOY5e5Xv8OHGAZR9ie/QooQg/eqRt+bz+gzCZ6O+V0jZR2ev1NO0Z9Hfvv5+0OztLBKbiWB9vOtW/7+QksQtVWujXx8eUTxRh3ea0EjA+fkzJD7BVDnt4iBfFVEt5BgWfR9YjAgIcHHYvhLJdXHx8c52FPgxJDdHHPDYUYVEpdnAYM+Yxj/VPTVGLHRxGjHjEI+MAy3Y2trFdNcZk/Mk+n/CEBg0WWbz31OLLuAm14gIFBgxmFh7EuX1X+uldxRxznHBiaLhCrb9JWvFtQ9g4xxybklpjxmaMZmWcMmS4Y/D9JDXK8+5+jqk43MKqm39z9c0zZHgXcceXqp4PC4sJE3x8mjRZYskow7ZoUaBAQECJEk2ahlqctpUpmzqyYnNx8fCoUWOBBRNhWGKJPHlDHW3SNBE1Uc1MbAu4w4BhzcZaWtYPJ9/XVN+FheSBtbyc1DprNjXd1/P05+chijTtRJzAZlNHQn1fr+ItXeQoBoGu+VouP2uLIn1ssRWL0GoleSXLy3p739eOaLOZFO1utbQzGgTatrCQUItXVrQT63n6nBqNxCFfWkoUjms1vU9RO15a0g51GBrb3GnA2oHNarhE+zDHe1/1WZ7WacYLFHo+tfMcyyyTI2fGQJMmHp6p+Sr5sg0aVKni4xubRI+aNI2tSNGoooaELLBAmTI+PgUKplZsSMgyy0bxukiRFi0z/hZZnBl/MsYiIpZZpkkTH39mgeU+Ih19E5r064rflCjh4jJihI/PlCkTJjNiWhleDB/flH+6TYiQ2YgRQ4aMGBkq/X3ClCknnHDIIQMGlCjRooWDQ0TEHHOccmru7wwZMtwhjEbQ7eo5SRDcD2rxdKrndFGk51cZMmR4adzbEIdCmbIoLu5MyZ0iRfr0mTI1JXaElujiPlN+R/bn4hrqqIX1DFVV6MwODgUS6keZMifosjMODi55VACjMmAVEipxPp/QXCwroY9InTCpG/vt3w6//dtX//CtraTEjrQTh1Coxmkq82SS2C4fT2jGkCgfS/kdicTadlIySPYh+a+W9ey5iKKxbettRYgqXdLHcWYf1sViktebstmRohoWGUwVk6KioPLYtoXnKEoTRWVaQLmaPizldcTZkeuTLqkj1zZNT5bFibQystgKFEzNYfks+xc14/TxJHpfosSAgVEllnI7MsZcXIYMzfi9zxBmgovLMsvPpZFOmDBgQEhoUgGuit5aWCyzbBwhF5cKlUys6SUQEHDCiRGwkzzy23K2FIomTWrUjAjbfYuiDxlyyCEODhYWxxybRSwRMhtfvGzszJHNkOEuwfe1EytzoUpFKwDfB8hCfoYMGa6F+zXLSEEmxAMGPOUpp5wap/MbfMPU8+zTZ8DACPM85KGpSXp+8RJhnoc8NCJQokws9LFv8A0CAlxcjjkGMPt8n/cJIo/GsIAaHjI+hoLj0tzxiIYPYeJpZ21/P3H4plNN05VoqSgDFwo6ovld36WFntJwHC2k9OiRfujZdkIfdl3teD58mCgaC104n3+WPvz++/r/YlGvWD58qD9bFnzjG/q9UIsHgyRi+vCh/t91NbW419NR5TS12HV1vke3m9S/ff997XC7LhwfJ79H9ul5+rcfHmqb64Lnod5/yFLk0V0tMurt43UVS8rFHk+ZTh9RqnoEJZedwo5xNj08Q/d2cIwSsYvLlOkMFVzowy4uEyZmfNjYPOaxyYEdMpyhDz/koTnekCEP0f0n4w8w1Pb0+HvMY+rUWWaZChWjrHxfIRTSGrXnOps9enTpmpxCTb8vssTSlY685Kvft0je20aXLh6eycEOCTnkkFVWX7uu73VwHx1Y0AyDE04oUjQLMg6OUbeXfh0yZIUVunTvtZBVhgzvFOJYO61KacbXdJqIV95lWFYyF5LPGTJkeGnc2ztGhGWOOOI3+A0+z+f5El/Cw6NDhznm8PCoUqVNm4CAiIh11ilRMuV71lgztM8OHUqU8PGpUaNN2+RArbNu6KINGqyyaiJqHTqsdAuUzwPm7SZLVovmgU/s5LDW141TxtKSpvt6nn5wra8nVNzlZW3zfW37638dfviHNV232YS/+Bfhb/5NTddttxMaSqulKctCEV5fT2jAq6ua4ut5enVybU1/H4Z6u7k5/bAvl/U+QTubnU5CVxZbEOi26+uJuvLcnN6nHG9zM1Heq9V0O3k4Sz8EgT7f1dUkAt3pJLTjZlP/Zt/XDvL6Ojkrz9KOx9p0ifXpMu0nPmtHDi1nnUKUp3zqsz5ZZpFFfHzy5Fln3ZTbadGiQcNQhNu0De24RYs6dUMtXmcd0E7AKquGdlymzDrrRESEhKyzTpUqU6aUKbPGGoAZY+l26fG3xhorrBAQMGZ8406sUur7lFJ/qpT6ulLq719h/zml1J8opb6klPq/lFIbKVuolPoPF/8+90HHsrCoUaNMmWOO8fCe2SYk5JRTihTJk8fBoUyZESOTO5zh9REQMGI0wxSR+seZs/VyCAhMCa808uSfGasbbLyyuNlt3qMZMnwoMJnoSg9Pn+rFcEl9gufrjbwAt3qPRpE+3zRjL0OGDC+N+7dsfgGF4vf4PX6FXzHffZWv8gf8Ab/AL5jobHpiIirGl/cjlFShlwoNWdqn6cYC2UahcD2FGil6ZUU5srBiC99VOCG4gUqioELPVZe+E+Gm9IpcHMPGhnb42m1dr/XsLNlW2tp2QhGW/cu+5Hs5lrwXuq9KRcPSlGChGMt5pqnEYku3k3pt8k/s0i69HykvJOcv53HVP4Avfxn+zb+B4RB7Y4Pmj/wA+w2wfEUugsCOiVTEUs/iIB+hLGWuoVzb9DVPR0BlbMi1lTaiUmpdvNL7k/fyfXocyWdRxZaXRKcsLGxsc6ybzmFUStnAPwY+CWwDf6SU+lwcx3+S2uyPgY/HcTxSSv23wP8M/MiFbRzH8Ueve1xxmEaMnon8SXmSyw67iGu9bk5tBo00rT4NuQcyfDDkvryMy4JsJUqGTXFdJe23dY9myPDOIgjg4EAHAObntZjkaKRt9fq1qcVv5R6VeVX+9pgzGTK8K7i3juyUKZ/hM898P2LEZ/gMn+STJld2xMhMpB/xyNCHzzmnR+8Z2rGLy9nFy8U1lFCxdekaVeSAgO3wMY3QZ+G0QDQ9ZnIaUQ4LzHU9rOMnOupZKGhKbRTpyOl4DE+e6Gip68Lurnbe0jah8D59qh0+19U2URV2nES1uFicVSYWJeQo0scWm5TUefo0qQU7HOr9ymqgUJclV3Y0mrUFgbadn2tqcZoiLMc7O9P/8nn9nagku66mHIO2BUGyz0JB/xGS7X7/92fp1V/5CsVf+CrL/93PcLZaYHj8hNrIoxy4BMEeEYr5fJGT6pin9lNDBX/KU1NSacJkRlVYVIuLFBkxMorGOXLGVqBgFI3FMX3KUzOOJJ9TnNtHPDLtLo8/oRa3aFGmfNPU4r8AfD2O4/cBlFK/BvwAYP4Ax3H8f6e2/0Pgx27iwAp1pYLr85wDqc2b4WYgOZ0h4czCjQihZfhg5MhRocKQocmjlyhtutRXgYLRRHiFe/et3aMZMrwTkHr3slAv8xPHSbQ5xmM9d/G8V3EOb/celQCB/KYMGTJcC/f2rvl3/LvnroZ/g2/MUIs7dIyi7AYbVKgYZeIOHRM12mTTUIsbNNhgw6ixbrJpqMXzzLPOuhE0Wbc2aJ8UKQx9lqwF1mjTOPbJWY6OqgptdnFRR1glLzZta7c19Thtcxz9IO50tDqwOJBbW0l0c21N03GFWry5qZ3VMNQ2oR2XSnqfaWpx2tbp6O+jSG83N6ePXalomygadzqJbW4uaQcJtdjzNAW600kUmDc3k9/aaOjjS56vCFj5vv6dnY52/i/nCAPEMaV/9TlWuwU6aoPVswIr2wFrqk3DXkJ5Hq2zAp24g4NjqOYLLBAQUKDABhuGdtymzQILhloslMGQkDZt5pnHx6dEiQ02jGrxOuvUqRvl0g02ZsbYVZRkoR23aePhMWR409TiNlwkBGtsX3z3PPwU8JupzwWl1BeVUn+olPqvr3Pg5ym4Sq3mMWNzv0r950wo5+agUCyyyJQpY8ZMmTJkSJXqDN04g46wPi9K3aBBhQpjxgwZEhMbdXRBTMwBBwQEr5J7/Nbu0QwZ7j2EQry9rf+dn+v5Rpp1trCgU5tyOf25dO2/M7d7j4q6siz6Z8iQ4Vq4tyGRF9Xvk3I6QrVLbysOhVBEn2cLCfHwjKMh2wmdTJRu9fuQ0I5RIeBHqCBMKLZh6jzTn8WhDMPke3kvdnECpS6a2Hw/2Z/krpqOSR37sk1EoKJI70M+X7YFwSy1WM45/ZvkD4ecl7QVmrEcQ/af/t2X9yHHE/t0qiPSz8PhIUQRxWGIOw0ZFWMKUUgUhXguFIfgjiPiQgiWdpzk+kmURcZJePEy3XfpvUx4hQosVE0ff4bOKZFVyaFN09NlH9JWjv8GFIuv2uGVqz1KqR8DPg58IvV1J47jXaXUA+B3lFL/MY7jb1xq9yngUwDtTpsJE0JCKlSMwySj7O/UAAAgAElEQVT1e+XeadLkjDMGDAyToUXrnYrIRkRML145cjOCQbeFAgVWWWXEyCwspJW2P+yYMKFL1yxOVqlSpz7TP6L0XKc+k3qQxoABu+wSEb2KINmt3qOdTue655chw93EdKqd2EJBa3dEkWZ3FYuJkCQkFSFqNb1dr3fdI93uPVqtJilauXfnb2KGDLeFe3vXfIJPzOSzpvGABwwY4OIyYGConTEx22wTEpInT48effpGtfgpT59RNBbV4h12zAr8OeeccWbqCu5HO4RVn+VTl8JRl+goxsq72pHb2dH/5/OaWiwKw56n6cQSgT08nLXt7CQUYVHyzef1iuTubmI7OJhVLd7eTnJn9/cT22iUKCPnctqWpiSLzbb1/qNIH28wSKg7cay3kz8avZ6m74hqsdCVXVevlAq1OAx1uzDUn8XmOPo40keidhxFWmzqebAsCALUzi5LXkBvwaUXHaIKMd80dQkjj76/S60Y4ZVtDsoHSKmdCRP22DP04QMOZlSLd9gxE9h99nW3k2fMmG22AU1B3Gd/hpK8zbbJwRZKcp68GX9SmmeXXerUWWKJEqWbphZvw4ValcYasHt5I6XU9wD/PfCJOI6NWk0cx7sX/7+vlPpd4GPAzB/gOI7/GfDPAD728Y/FUkrHxSUgoEvXCONUqFCnjo094xy8Sw4saMf9iCNTbknyst+Gs+7gUCMr4XAZPj4HHBiGQEzMOTp3bp75Z7Z/3iJESMgxx1SomEWca+JW79GPf/zj10vizZDhrkKqJ4izJ9HW8VjPHYbDJKo5mehtT09nNT1eDrd7j66sxDKneSlHdjrV86fpVP/eej0prZghw4cQ95Za7OLyN/gbz3xfoMCn+BRVqoSEVKka2ido+nCZMiEhNWpssWWirA94QJGiUSbeYsuI/myxRZGiyTnr0DGRp469RevUZZj3mW4sYbXXtGNm25pSm8/rz62WVuQNQ/2Q3djQD2Df19TiVit5mG1u6v+FIiz04ULhWfpwszlLO4ZEfbjR0NuVy9om4lIbG/oBOJ1q+nDatrmpHckw1P8LJTmOZ221mm4ntgcP9HGCQIsubG0leR/f9E0JfbjZ1PuUqOzWVtIPi4v6Ny0s6D66Ch/5iO7TjQ0sJ0/9xKcTtdnwVqh1A1rdHG1nA5XLUe5HvDdep0nTqBZvsGGi7musGVuRIlvo/gsI6NBhnnlT6mmTTUBH3zbZpE4dD48KFbbYMlHbTTafGX8S3e3QYY01AgIGDG46avdHwHtKqS2lVB74UWBGNVEp9THgnwLfH8fxYer7eaWUe/F+AfhuUjlBV8HGpkGDAgUiIg44MDTsIkWGDE0uoWz/rjmxoMuxiHp1gYKhTJ9y+pbPLINgwAALCwf9TJGa0T1613JGfTQbZpNNKlRQnn/dU7nVezRDhncGMqdKQxhfzaaeM+Ryep7Raum5xXj8Ko7s7d+jjpNUfHgRJCotmiJRpD9PsgoAGT68uLezypiYT/JJvoVv4bN8li5d2rT5GB+boZJGRCZCFBExYmQcV/kskd0xY0MX9fFNO7HJPn18xowN5WwajZnmI5wgRoUe8SRECW12PE4cPc+bpd/KQzaO9YMoTeEdjRJa8His2wpGo8TpnE4TWxTpVUnZ/2SSHDMMk3ZyPN9PHOLxOKEED4cJ3TcMk4dkHOt9yHnKPoVyPB4nzqnvz7YbDpN2ktMi7eS8QP8eOf8f/VH4F/9ilp69tKRr6UbRbN9OJszvh+yXFDGK0B8RFyI8B5yzMeQCLuaw5jrL2PDwDO1XSpUolLEJBVnyPGU8yKRWbOl9iEhMQDBTumPM2OTV5cg9o6r8OojjOFBK/Szw24ANfCaO4y8rpX4R+GIcx58D/hegAvz6xRh9Esfx9wPfBvxTpVSEXuD6ny6pNL4Qcn+IE6dQFCkyYICPbxyIdxHC/kjDxTXPmvtcJ/hdgY//zHWQ5/d1lYdtbLaiDSYHjygcfMDE8xLe5j2aIcO9hghMpqOWQaCdQMfRi9uViv5e5jfVqo7kXgNv5R4tXqj3f1BEVsQ1RcBKFvu7Xa2/kiHDhxD31pEVBeEWLX6IH+KMM5P7dMIJAYEp8SG5rjHxjG3IkAkT48gecmjUbMUmk58jjsyEvEdvpizLUXwI5YCFkxxOv0d8FqNyjn7IHh0lD9vz84QS7PuJLZfTVBHQK45ik89Cj8nltKN3fKxtjqMfYBLh9Txtk5I2JydJO7EJ7fj4eLbd0VFCLU7vU/4gCLX45ESfs21rR3I6TRzSg4NETXk41G3FYT0+ThQE+31tl3ZHR0nd2H5f/7ZcTkdn/+7fhT/+Y9133/zNeqU13UdhaPrPBVYKFv2Cx7h7TKsP5YnNOH+KrWDRyXEyN+XQOUShcHA45dRccw9vRo30hBNDM/bwOObYUGOPOZ5pd4S+XjY2p5yaMTZlyjHHZtLcpUtERJMmLu61J9EfhDiOvwB84dJ3n069/57ntPsD4Dte9biSM34ZIpz1Ljuykgd9ucxTuiRThreLIsWZRSTAsG2us5Dk4mr69mHAR75sEY6uv0jxtu7RDBnuNcplPT8Yj5NKCcJ0U5ees6IRIovd18St3qOWpedRlqUd8SDQDqtQh6vVxHGdTp9lqjlOEgy43A8ZMnwIcG9DBTlyDBkaddk11kzkrEPH1PkrUzaqxTEx66xTomSoxWusGdrxFlsm169OnTZtE4HbYIMCBUJCmjSNDWA1t8FyN8+oEDJda2K1VvXDyLI0vddxEtrs8nLi2IoycRjqh3GzmThmm5uJgNLKSmJzXd1OIqntdkIfLhb18SSyuramlYWFdryxkTik6+sJRVhUktPKxOVyQkkW1WJpVyrp93Nz+rNEUB880OcXBJq23G4nEeCNDX0OYajPt91O/sBsbCSleJpNvbIolOTNTfjYx+C7vxu+8zt1P6Wp2Zf6Lz8OafYcOtYG8wOL+lnEirVC1W0QxSGL53m24k3jYK2ySoOGKaWzzrpZoFhjjRo1AoIZRWNRHxb6sNCVAWMT+rqMPxlHbdqsskpAwJDhrQsCvSlImao05P54F+nEaVSpmsi9YMKEKtXMkb0jKFEyC5sBAR4eY8Y0aFzrGikUi/ECua8/ZmU7pnV0b/+EZshwv5DL6b/ztQsNgGJRzxWKV9Qityw950ozyO4yXFc7sb6vNUpkoX800tTh6TTZ7jL9WOaTmROb4UOKezvDTEfD+vQZMjQOaY+eoX36+PRIVOvEFhHh4TFgMGOTfch+ZXLap28m6lOmxjEBGId9hm5I3gc7mPL/s/emMZJ1aX3n79w19siI3Jfa+gVjg40xerslvCAbD27LRvRYsg0W1jQ2CCzNCH8ZjPGMBtlSSwPIGmyDFwwzNGastgfTTasbCy8jG7CgcX9AtNmGl64tq3LPyIw94i5nPpx87rmRlbVkVb25VN1/KlUR8dxz7rlPxb15nvP8z//Ro9hMjZQytBah63760+YB+xVfYYLAXs8+ZIUSnA2ma4PHfn9W9Tevwie10sA80Ho9289pW74weL9vHppCH8732e1aZeQoOtuWJObhKrQdrWfHPJ3a7KrYROF4MrFU4nw7xzFZ3Lxqcp4qLbVu5YGd998p+lB40KMWp3RrGj/qk0wT4hAq/ZS010VVNHiGFjrF+Cghyf7PNZoePSaYPyAxMV26mRp2j15WRibfTr5Hokws3z9pJ3v1JCP8OqnFl4nSyc+QIQEBGp2VuHrTA9kKFZo0s+eMRlOjVoguvQ8Qyr6Hd64A1MVlmeWs5nNIyDzz5y9NlCQEvRFLX3hM0u3jlIsSUgUKXBg8zwSyzec8W0UBWJIIVx21mmWr5cWbXNfMpY6OTBKk0TCBLVjtlcnEBPgFCryluNYzTB8fB4c+fY45zqiNEnRKqZVjjrMsW59+RimbMs3oyKJimQ9WJ0wySrLYXFxGJz9i6+kuflkzP/VwuwPonxS41to8gP7Tf4LPf94O/Jd+Cd59Fz78YUv97fct7TdJTDvJPIpNMrTHxzbwk8BV5Nu7XRvo5QPEJDHthM4rgaXUoz0+ttlaCRCVsjZpJ4G50KOPjuz5jo9tu8nE0mVkLJJtHo+tTc4n1yAKyeK/Tse2k2A1fz3is4HZ25pdT6dDe5JSHnv0an2qoWat55ColE50THuYMio79Bs9EpVmarMSjChUtrAh2dsjjrL/c7FJPVr5/kkAfPr7J7Y+fTw8GjTw8V87tfgyIMH8AguMGGUiVsssU+aM1fILGpPUUgUyIab3AwpFixZ16sTEuLhvNJX6MiCK2KJp4OKywMK5/k9dXBonPy+FJDHbJ8Zj5jZ77DUjgqLuY4ECVxOyrel5AkqXDccxi/SDgZlP3bgxaw8CSx0OQ8PQOzoyn8n7QrW4wFuMa8uLcnHp0yclZZll1k/qVQslVCY4QhcVrLOeCbNUqWaUZIVigw0CAhSKBo3MJn2KOE+TJqusZsHKsrvO8qHHMEyYrrVRS8uzdVLzQazg85+3e1Lj2Ky2LSzYPaY3bph/49istrVaNtjb2LCB3uqqWcETesnGhj3v+rotYxMEhiIsVN+NDUsRDsMnbfJgLJXMWCSDur5u+tLatN/YsLaNDWNzHHNesQnNWcrtNJtm3DIJXF83gWocG9qx0IeVsu2SxFCzl5ZsAH7jhg38l5cNLTnnP+W4VHoxy84Kq9M2wSSlOfRYKm0wLTlUh5o7o1XmmMsy/EItlu+K1IkMCGYowhtsZGU8QsInviv5799NbC3HFVZYZpmU9P1QLb5wDBiwySaPTn5i4uwaLyuIBaMYvM12tui0zfYMM+P9gIdHiVIRxL4P2Gc/U4auUMHFZYedjPlwIRgMMuX4ammehVGFkTN5frsCBQpcLIRanK8ve1UhQpmiR7K1Ncswk4V8mdeFoZnv3Lpl5kpFEFvgLce1zcjK3sQBA7p0OeIoE1gRAZ+UlJiYDp2MMixCPCkpEyYccphlZA85zNrllW1dXA45fEKxNssAp0e4dU041HijIbo7NqGQ1oZO/DR86lM2K9vt2qAvn3V13VnKbt6mtXkdx3Zf7OGhtR0dzdKHD05KoShlMp2nbULhPToyfSZJlt3MqL6djvksTQ3lpdOx2VoRiRKlYxlvXkBKHtoyZulT+h8O7X4QuT6x9fv2XHJ9cq3iP/nNZ2u7Xdr9lO2GZhimTCZdXA8iV+N0jklVjOODF6cM9QGOmxIHZAJiknEUISiFymwpKQlJJuIktpiYhISIaMbWpYtC4eFRpkxCcm2ptyKQVqac1cmV7PNl0mqnTOnSpUIlW5QICOjQoULl2vr7bYUoyFepZp95eEREDBm+fIb1vBgOM6GV5PYNevu/hZpcA9pigQJvG2RBWxbIrzJE+yQMzSK/45j5WKlkt1QtLl72KAsUuLK41jM6yWYJDVgm02PGGWU4XxpFSqpIBjYhyfZHOjhZ8CqCPlKW5XRpHgl25biRHlL3wdEKNY5gqiyldjh8+gUIjRas+q/QbfNlbSQozJf0EarxeGwDUCnHIwHcZGIzm/ngUkrzSPmdODbHSo220cgqFUtpHhnn6fPJHtz8WIQCnVc0ljHLWGT8oiwokFVUaTcY2HZyLslGiyCCqP5JYCx7knP+84HVAQxrcFgacuMgpTp2mNTGDHXKRkcxqCWocELL0UzKLtPGhETZ/3PZGy3fFVHqjYmz7x/AkGG20CGLIrLoMWZMiRIe3rXPxiYkBATZdUjJnWOOadC4NKGjCZMnFIPldURUBLLXDPLcPQ25Ly8Mvm+eVUHA0c0mcSelelRQiwsUuHKQOYqoF191yByoXDZB6/a2WZyvVAxTT8oKFShQ4AlcW2qxqBYDLLLIMstZxnSVVUJCFIoSJVZZzdqtspoJhZQps8rqjKKs2CpUWGIpa7fGWjYBrlNnmeWMWrzkrTN/AOMyRMtN1MKiDb7+1J96+kV83dfZ14uLhiIMpt3qqn0QLy8bmwRqq6s2yFxaMjRe2Wubty0vmwchGMrv+roNlFdXZ6nFq6s2gyp7LpQytrU1Sx9eWbEKeaWSbae1OU4oMJWKOb8E32IDM96lJVvGZ33dHtds2tVHoRaLbX7e/EqgvrZmbQsLhn4N5hrztqUlmJvD0w6NgWJNrVKOHMqDhJa/xOKkAUpTG3ss+2tMyw6lYcKtkaXH+visspoFp2usUaacUYvleyS2EiUUioCANdayvbBLLLHI4sx+2esKKU2Uh+wFFgbEZUAWtE5DFrAKXC8IVfv0dyohuVj6+klpDJ0mDNSQMHIgKQLZAgWuHFzX1rF/Xm3Wy4YE252OYZKVy2butLFhfmV7WIECBc7EFb/Dn46YmCpVunQ54IBjjCKvg8Mee0yZZllVqfGpUFk9WBGD2WU3m+DusZdlW4cMs2ytRmd1Q2Vv4wibRTxIdnCbEAw0Xq+P7gxQEhTeuGGCL6H1Cubnzb5UUfY9PLQ2qa0qWUuh5coq4+6utQnVF8wxUn9WKVtnVR6UOzvWtrNj2+Xr1jqO6X86Ne2iyLyXdvv7VlV4MrE2sOdLU5NRlj6knYyl3zcrkBJoSv1ZsYmwgdjEJyIsJb6VMYPxQx7iP6Us3frEf8HmLm0Fhy0Hd9ih1Evoz0FtmDDu7RLUQCmF3t9Dz8eoUJN4ycz3aJfd7PsREWU2B4dddrPvWEzMLrtZu0MOs3I+FSrExNc2mBXBtHwwEREREl5qtlnOL3WfwdCNffxsf3yB6wMHh3nm2WcfFzf73tWpX+z/ZxiaRbH9Pbh/3zwHq4VqcYECVw6iGZLXKrnKEF2RwcAEs5WK+b0OYy9Q4JJxPWfQpyA0QsmsChVNPpNjzrIJVVShshX/fNZG7M87f6o0DjyZ71EKvvVb4Vd/Fb7wBfPZH/pD8MEPnpxA24BLxI/k4ZXf8ynZ2Dwk+JPf0+fNLkLPfi795dvJv9Kn0IPlc8nk5seYb3/W+E9fi/x7+jqe9bA+3T5/7vx48+d/2nXnztPsasojzXhO40w1aw80cQiHCoJ9KI0V4zkYBIpyX9Nrgi7pme8U2Fqp+X/zmb/8d+z09++6w8HBxWXIEB8/W+hZ4XJLAYhi8j77DBmi0ZQoscDCG+H3qwjZKy7fideNGjV8fAYM0GjatDPWw/sO2d5xsk1Eteep7g4Z6DFlv6D8FShw5SDaHJ43u3XpKkK2TcmcazSC27eLILZAgRfEtacWy6SmTRswgcMyy1mWKyScoQivsJLZSpRYYmmG9im0xDLlrJ1CscAC7slPjRrzzGcBbttZonWsmISKpN1Atdp27+bysvn3gx+E7/ke+N7vhQ99yDxkFxftw6rVMjXCwHwmNqVM9lb2SChlsgLyen7ertzl26WpeV0qmfN7nhmLBKNic12zcrm0ZAO/5WW7X1YU8iRoXVmxVJ1SyY5Fa/Na9q+Wy7ZPGZfrmrFUq2bcEpAuLdnxNxrGF/JebGBsQr92HNOn7N2dm5ulZudtT/FfMIVGME9NVQliRWXisKQXcRNlFI7DRdywTOw7tLsuq+lyFowuspjtdfXxs+/R6e9fQMAKK5ltkUXatLO929c1GwvmvlhkkQYNPDxq1Fhj7ZWyZFKv94ADhgxfmqIcELDKKmusscHGzH1f4PWiT59HPOIxj9lkkw6d96WsVEhImzbzzFOmfHGLEoeHWdkdRiPY3mZud0KQeAxr1/ZPaIECbzb6fTN/CYLLHsnzIfVuWy0zd/EL5fsCBV4U13ZmFxNToUKPHnvs0aGTBZbbbGfUzjFjHvM4y6RtsUVMnNm22Z6xiXjIkCFjxll9UbFJDdE+fUtJTh6j25raEbidDnpfWdXiR48MvUVowI5jA7jHj2fpwnmxosePbfC4u2uzjWKTFce8LUlsO7FJMfA4NjYJsLe3Z+nD29s28NvasorG47G5Blkt3Nqy7cZj814Cze1tMwYw2YvxeLad2Lpdq0Ccv1awKsiCs/yX90Mcm8/29p70n2RrxUcSxD/Df8G9x8z7msN5l3SwC4MY31eE/YShu4VXAUKHLWcr+47Jd06+f1tsMWWafcce8SjLyO6yO1NG5DpTi2NitjDF2StUqFN/pWuZMMnuRweHHr1ssel5rIizoFBFKZz3GWPG7LNPiVK2CCj1li9Tufq1YTIxz6qqVUwmSXDDMsuTEpOdCxSbKlCgwIthOjVBbL7O/VWGaJz0esWe2AIFzolrvZyckqLRBASUKGXlckLCbOLr4maiPCLMIzYHhxKlzCa1P0XERmwOTpYBSEnx8AgJsyAmVCX8CLRK0SXP1lkFk5mULGUYzu7bKJdtUCsrhxLYik0p87n06Tg2A5ums+0cx9YUSxLbTvosleweVhkLmHZhaPeRhqENuF3XjEUCwTA0D1wZS6lkA26p1yaBdKlkxyXXk6amvZwvP2Z5mIeh/eNTLltas4w576Nf/VX4uZ8ze0ukT7HJNeT9J0JUop582relEo0ebDxMWewGLB75fMVvJKzvKuaGIc3jlMaRppzaeqEODiHhzPdP6JX5MjvbbPMpPsUv8AuXLoj0OpCSUjn5GTNmj71XysQdcICPT5kyISFVqowZM+QZyt8FLhVduvj4M8rVFSocc/y+ZGUvHKKGnseJCJ1yPUr9ovxOgQJXDlFkmWNXXbVY5h4yzylfXv31AgWuI15LIKuU+rNKqd9RSr2nlPrbZ9hDpdS/OrF/Til1+1XP6eIyxqjSNWkyx1wWoLZoZUGGj0+LVjapatHCxUWhCAlp0cr2LLZpZ7YSJZo0syC3RSvbS1uhQpNmRm1rOC0aPcU0VCTNGqqeq2soasNaG3prrWYDrHZ7llIrq/5KWQVerY2Sr6gIK2X6dF3zutk0gZg8CNvtEwe5po/TNumj1TJBoeOYY8UG5rUEub5vjpWsZatljndd03eeBtxuW9XiUsmMTa691bLXXalYm/Qpr2s1Y5PAOe+/atWsVjoO/MZvwN/5O/Bf/gv81m/BP/7H8MM/POs/6aPZtIGt45g+86/zPpqfB8BLHep+i/l+wDRwKEUO9bDNtKwIIsXaaA4fH4XCxaVNO/s+tGnj4+PgZN+/f8I/4af4KX6NX+OTfJLv5Dv5HJ977fsJX+VeVEp978nnv6OU+vDzzpXPkpYoMWXKhMlLjTsmnhFnEgQEmTr524I+fe5xL3u+XWXExFdSufq1QSaXeQSBeQ5JObNz4iLv0QIF3koMBoZJUam8FLX4wu/R/HznJZ4pBQq8zXhlTqNSygV+BPh6YBP4r0qpT2utfzN32LcBHa31lyilvhn4fuCbXuW8CQl16hxzzDbbHHGUCelsspnVkR0z5iEPsyBjk01iYhQqUx+WrOtDHmb1P485pkcvK7ciNoXiiCO6dHFwTKYt2SRqJ7S7Lv7BIXrPQbmueThtbtoyM0J/lfI4m5s2KykKvNJOKLWua/ZnyaqdtJOs7tbWbE3WR49sn/IazArl5qb8p1mb1IJ9+NDaNjdtjdnRyNiE0ivXo5T5YyGTOccxx4nt+NjQZCQL+/ChrU17dGToxWKT6xGFZgkq8zbXNcrHYD7/t//2yS9Fp2Oys9/wDeb6JDN8lv8kcyv+U8qMXXx0QgtvqZR4AYalmP7RJtUquAlMB49RCwl+qJmGUzYx7c76/v0gPzijci34B/wD/gp/5bVRi1/lXlRKfTnwzcBXAGvAf1BK/T6t9bm4ky8bvOTFsfJ7HyXD/TYgJuYH+AE+w2fw8EhJ+Sgf5dv59isrUiXZ1wpWvXfK9NKVq18bhEkSRXZxbzo1v7Kv7Ry4CvdogQJvNKLI/J0PQzMPcc6Xr7nwe1TmQbKd66qXCypQ4IrhdWRkPwS8p7X+otZ6CnwC+MipYz4CfPzk9U8Df1qpV9+4MGVKQkKNGnXqGfW3SZOAgJQUH58mzYz22aSJh0dMTEhIg0aWPZBsrdQnlHYKRYtWNrksUaJGjRhDWWmoJrWxS0xCUq+YzKEEdJI9jWPzebVqg9Bm0wagtZqZNAkNRmxpatoIvddxrE2yvEKpdV2TKRDabL1u6b1iExpwvW5pumIDY2s0LCXZ922GNE3Na88z4wwCK1CVpjZbm6ZmvNIOjB88z7wvlcy4Zc9ssznbTvznOLZP8V+tBr/wC0//Uvz2b1u/ix/O6780Ne1qNVy/xMpWyuquw9Kozs17mi/9Xc3SuEZzHNA8TKmMXOoY/2k0DRrZ98/D4wEPnjrcn+FnXvr7fwZe5V78CPAJrfVEa30XeO+kvxeCMBdedk+qiKjlA/6UNCuz9TbgH/GP+CyfZco026P/cT7Oz/Kzlz20p6JGDQ8vK1c2ZkxMTIvWZQ/t9cB1jcAdmH3/g4H5rN83z5Dzi7Jc2j1aoMBbgenULpqfxah4Pi72Hs1v2boO+3kLFLhieB2B7DrwMPd+8+SzM4/RWsfAMTB/uiOl1HcopT6vlPr8Xr5G6BlwcZkyRaGonfyAobXJ5EpKQTRoZLTgGrVMfdjHp049s9Wpz9COpU8wEzbn5KdEiSrVTJSm7NaojBRxAHEtRFWrlm5bq83u98zvfxAlXdn3mqcPC4VW+pB9pFJvTB7OEqxKxrHRsHThet0+HF13ls7baJhJmNjyisnSTtSOJfCTsYhNKHbSZ37MYWivPX89YANZyU7nfRSGJvCUfvJ0a/Ffvubu05CncOf9J2MRPMt/jUbmvyB2mE+aOCfjrARNtO8zDR1axy7NtJ5lE0X0SKGem219j/eefy0vjle5F1+k7RP3aETElCkDBtSpv5K4UosWVaoMGDBkyIQJCyxke9ffZMTE/Bv+zRPU7DFjfoKfeG57KX100fDwWGEl287xOpSrLxVpaoLUw0Pzr+yjX12FtTXY2DCB7c6OYYicLvn1fFz4PVqgwFuDJDH3pdybYfgygezF3qPDoQm+pVxQgQIFzoXXcdectYR0+snxIsegtf5R4EcB3n333Wc+fWJiatTo0uURjzjiKEgQ5toAACAASURBVFMffsADEpKsRI9kxBSKhzzMbF26DBlm9OF73CMhwcWlQyejDwPc416mMHvAQRYkp6Q8iu8TtxMWOi7l3X3SXY3jnGQf79832UTPs8rEQnG9d8/SZh8/toFjFMHdu9Ym9FfPM1Tee/dsBlEUeD3PCJPcu2epskIflnb379us5IMHto/x2LyXvahynOeZDMT9+yf/i8pQhGVcvZ6xS+b47l3bZ6dj6cNgxiX0vIMDY/c809f9+7bPgwNzvHfKf6IwDPA1X2POdRZKJXN83rfiP9e1Psr7/bSPBHn/TSb4791nyU85WHKZHj7AcVManks4HNPnAdWqw7iseeDNfv+EAXAW/ip/9Vlf8/PiVe7Fc9+jX/3uV2sJ1lu0KHO2SIWUGkpICE9+zqLKOjgssMAccyQk2T7jtwFjxkScTVM95OkLNxERBxxkAXCNGnPMXSitVxYLGzSef/BVRhxbpXd5vklG1vNs9lVqyspC2flwoffo8/6OFijwRkG2M7Va5m9+HL9MIHux9+jqqs6qQFyHUkEFClwxvI5Z4iZwI/d+A3j8tGOUUh7QhGfMzl4ADg4TJiQktGgxz3xWHmeBBUJCYmLKlFlgIaMPL7CAj09ERIUK88wTE2e1QX38LEhu086UkcUWEVGnntkAFtQijYHHxImZSB1Zoc0uLVkq7tycyW4miZkUSY3ZKDJCSY2GWZkLAlvLNY7NQ7leN6/D0NZrTRIjTiR0ZakHC5bqWy7bPqW2qtawsGBsspdkacm8FlsYmvOVy+a9UJIXFsx58jb5Y7G0ZG21mrkmETGQ2mhRZK6l3bY06sVF66NGw1yT2MR/SWJ812oZ3zxN2e8jHzHXKj7K+y9/rbKY0GpZ/4mP8gJVp/xXGTusP0hZncyzdlzm9/1OwsZhyIJeojxMqR9pFpN5QkISEkqU+Ba+5cyhLrDA+pOLta+CV7kXX6TtDGLijBUhwlenERGxxRYHHNClyzbb7LL7zOyhqIK/LUEsQJUqCyycaftyvvzMz0UJOyGhQoUyZQYMOODg/Rzqm4vjY/O8qFTMc6JSMc+B4+PZ47pd8wwS0bjz4ULv0QIF3hZMmDAaHhIFysxLJClw/iznhd6jKZq4lKvIUKBAgXPhdcwU/yvwpUqpO0qpALPR/dOnjvk08NGT138R+H+1fjVpNoXK6sGWKVOhkk18K1QyaqdQgcGW4hEqsbzPKMInryXLJAImolQs7QKCrKSPQlF2qoSRIvEVVEJUqWwzrxJw5cvAyCp+qWT3cZRK5kEmpXrKZZtZLZdtNuB0aR7ft+VjXNeWlsm3c90nx1Iu2we8qAzLpKxSsZTkfHkc6cM9yfZIaR55nx+X55l+BNWqVVoOAmsT+nC+1JBQrKV/gZTfUQq+67vgy77M2kol+M7vhPX1F/NfngJ92n/54/L+O/GDg6LiVpkbeIzK4KaKklciKin8BNqjSkYpdnD4ar6av8BfyGi3CsVX8VX8ID/4uoO1V7kXPw1884ka4x3gS4FffdbJ5L6YMGGHnawGcx6STaxQySj5I0ZvnRLx86BQfDffPUPJFfX0v8nfPLPNiBEpKQFBdnyZMkOGT83uFngGpIRXHmFoKMZ5aA0f+IBdtDsfLvQeLVDgTYcs6G2zzb5zyHa6xSEddLVqFszPn+W80HtUK03fnzCsFntkCxR4GbwytVhrHSul/ifg5wEX+D+11r+hlPp7wOe11p8Gfhz4F0qp9zCrVt/8qudNSKhSRaN5yEM6dLIg9C53s2xYnz4DBhnt+D73iYgICenSpUcvowhLu5CQQw7p0MkytHlq8T77ZtI4cQkHmmH3Lj4Rc/0S3vYO6b7C8QOzGnjvns3obW3ZYO20TdRyw9B89sUvmiyh51kF3jA09BOh8HqepcYGgaG7ffGLsyrCWpsJl9gkIysUZGl3964N7oS6LJO4wcBmKYUiXC6bzESvZ9vdvWsmdqWSoQ53Onayl7+e/X1DIZag/e5d02cYWvr1WT7K+286NdnXvHqo0K+Fmi2U7rxvhZotYxH/heHz/Xf3rg24796lhYaVgH4wpL97l3bZIYhh2r2H206plkN6FbPf8x3e4bv4Ljw8mjRZYYUatYyC/DrwKvfiyXH/GvhNIAb+x+epoUoGNiRkyJARo5l95QkJY8YzirZyvOypLWDxJ/mT/DA/zI/xYzzgAX+AP8B38B18CV9y5vEx8ZkLIQqVUbMLnANSHzsP2YqRh5QPS5JzB7IXfY8WKPCm44gjpkzN35n6Is7eAX2vS0lFVIRefA5c/N9RBy91GKsxXuhRkIsLFDgfXssMWmv9c8DPnfrsf8u9HgN/6XWcS+DgMGJERMQKK1So8IAHaDTrrNOhw5AhVarMMcdjHqPR3OQme+wxZkz95GeLLRSKDTbYZZcJE5o0qVBhl10cHNZYY4cdpkyZY476NIS9PVJXsRJs0Og+QkUTonYbxwlMOR3PMxlCKVmzuGgGf3hogqP1dbM3NY4N3TVNTfAXhkZYRPajLi6agK3TMUHi0pIJ6qTdaGQCynLZHPv4sWm3smICsLxtc9NM1tbWTCDa7xtbu23aaW3GdXRkAthq1VDoxHbzprm28djQdet1W97mxg0TiE4mti7u9raZCK6vm+OmU9NfGNpyRBsbJlgXirXvm2DXdZ/vv7yPxH9BYK5P9gEvLZnzHh29mv8WFuy+2bU1nG6X+e0+c5UStbl5+o8fUx5pprc3GHFE1OtT0lWCqv3+rbNOjRpTpowYvXb67Kvci1rrjwEfe5nzOjhPZAGfVlJHyl0VeBJ/hD/Cj/AjL3RsSEiHzsxnUi/7dS2OvFWo181zRxgiWptnw/wpXcJKxTxn4KUyKJd1jxYo8KZBoxkwsIKA1Qo6iigdRkyHR1RGk1lxxxft9yLvUQWp5+GohFGZIpAtUOCcuLazHSm1o9GZCrFMlmW/nrwXmrHQiaW97O2T99KHTLQDgmwS7uJmk28Hh3bPZ9eD1Fd4IweNw6SkaI1cm2kE81r2s+bVdoU663kmyJI9ojIxkiynZARF8AisEp9kIPPHSlZB6L3Sn5zvdP9CH84fm6fhgrXJsfJajpWshfQvGc18aQqh58q587a8TL7rWqqvjFn8lxdXOW0T/53uM47NuaS9ZLbz/hO/iq+f5r+n+MFVLs2BRx9F5IOHi3Y0k9Ch3QUCF+Wr7Lsj37OzqLjXFcJkyEMUxAcMMiEojWbKlGWWL2OYbxRKlDIqsZR7mjKlTbsIZF8GtZp5XnS79rNG4+yJ8MGBfV4VKFDg0iCLd9n7uSZp6JK2GpBERPrc9P8LReootO+SlEt4utgjW6DAeXFtZztCLU5J2WSTI44AM3kW9eEyZXr0MmViMOrDUgv2mGN69PDwSEi4y93M1qHDEUf4+CQkWZ8lShxwQGl0QCUN8ToRw9E9/CRmbliicrRnJjilkglQ792D996Dz3zGBlqeB9/wDSYAnE5NYPXokd2zOZkY9Vyh2+apsaORob8KtfjRIxOklcsme3jvng26NjdnKcLjsQ3CHj60dVt7PdNWbEK9zdskCBWFYaEW9/tWjEkoz2FoMhZHRzaIlD5LJTMJPDgwxwl9WCjJe2f4L4rMe8n8lstWYfhp/nvwwFKSHz60NqFmS4B72n9CHz7tv8HAjEUC2FP+8wYDVksOh/MO/YP7hKQ0dQnGPTrpkLmyQ7+meBA8YI45llmmRo2U9NpmJzWahIQJE0LCM8vkiAKx7IlVKJo0n6pwfN0gInKyf/4ioVAsscTg5MfHp037jfHta0WSmGenPFPzmgACUTsVYbinlcNIEvN86XRs2bICBQpcOKSk4pDhzN+fsRNTCWo8ujnk2L/aC8bTEO5/WcBcR7EcX9speYECl4brOYPGCDcNGTJlyjrr3OAG6cnPbW7TpMmUKXXqM7ab3MwEauaYY4ONLDN2hztUqBAR0aLFBhvExCgUt7lNmTIREW3arLPO4uOIcuyy4d9hpVem2o8N/XRtze7PXFiAT31qNlsYx+az+Xm733N93dBa49h8duuW3Se6tmaOlb2pt25ZRd7VVUPHjSKTUbh920zI4thQdufmzMSrVjPttDYB2M2bxhZFhkp386b5PE1NH82mGVe9bijDYrt50xw/mZhjbt60Cs23bxvanSgF37xps8y3b5uxC314fd2Wubhzx9ji2Fzn+rr13+3bNuBdWjK+kAD11i27p3h1ddZ/N29a5eX19Vn/3bx5fv9Vq8aW91+rZf136xbBOGXlccotdZu1QYP1e1PW+3VWgxuoNGWuk3I7vsEaa0yZziywXFekpMwxxxJGLXvIkC5dRowytsQSS6yxxgorrLNOi9Ylj/r1YMCAxzxmk00e8Yg+/ec3es1wcKhTZ4UVllgqgtizEMdmi8PBgVl429sz75OnTHA9zzw7zgpi09QsqElAXGRkCxS4VDRp4uIyYMCIEUOGVNwq3QWXB80j9uqjyx7iM6EVdMOIw5aGqnl+R0Tsscd97l/a35YCBa4Lru3yj9BJHJyZrIi8TkmzDImU+shTUITamS8Dkref1YfYFYpUpShHoTQ4cYJKUiudnhcM+fRpsTtmbX/8j5vAKUlse6GzCsVVgkih7crnp/dn5c+vte0zPx7pIz+Jk3MI9fb0+U5fl5w3TWcD9Px40tRM9iTrcXoccg35cZ7lPxmnXFP+2vP+yrfJX0fef/m+5Zjz+E/OK7b853IupfDHMc1BSqemKKMhTolL4Maa8gBUXeM4zhOUqOsGH5811gAjPLTDDhERDg4xMSVKLLGEi5sp674pGDNml13KlAkISEgyEbgq1cseXoE8jo/N/ZlXUR8ODaOkdc5FlcnE/K6tmcA4KtShCxS4THh4rLLKmDExMT4+nuPwi7emdA8m+PHVVgLWjoPvlhgshhy2YZGYLbZwcKhQyf62pKTXv1Z3gQLvA65tIJuSUqZMQsIWWxm12MXlPvcze48eAwZ4eKSkPODBjKJxn36WFbvP/Wyv3/HJj0xSH/KQhISAgAMOKGtFs+GztJ2guw9hEllqLJjXUWRpwWdhc9NSY3d2bDuhFkt2cXvb2IQ2K7RW17UiTHm6LVhFXjB9DAbGJrRZES0qlYxtNLL7Tu/ft3tJ+30z6fM8c7yIU5XLxtbvz6oPCxX3+Nj8BoEJ+kSUKQjsXuG8TejDsvcs77/TisZCO5Z2Z/nv4cNn+0+og+K/Usn4QPzn+9Z/eWqx+CivJJ333wltu4nGbYd0wz6jwyE3lYeKU+LSQ9zhHPPlZVSjSupcX2pxHsccZ/VMBUOG9Ogxx9wljuz9wRFHhITZnnsXlxIljjgqAtmrBhG0y0Oee+cNZOW5e+uW6Xd0tbM9BQq8DZDSY4KxM+bxQozrVjmKh5c4sucj9mD3AxWU79OtJpRPsq+iOSFlIo84okbtjZgvFCjwOnFt7wihksTE3OAGt7mdZWPf4R2aNImIaNDgNrezmrMf4APUqRMRMcdc1g5mqcVt2lk7heId3smoxYsssqFu0OwkHCw6OHc+YAOv5WVDxRVq7Fd+5dMv4iu/0paOWVszNNc4NsHRnTtW5OnGDUOblWDvzh0TMCWJsQltVmyS4b1921Bj49jQZsUWx+Z1nnZ8547NNL7zjtn7Fcfm39u3zWupn9homPM1m6adZDI/8AFDs41jQ9eVdkoZm1CLFxbMuEWA6c4d67+lJUPblULmd+5YavHqqvFTFBnfiI9O+8/3zbnFfxsb1n9haGx5/y0s2OD8Ax8w1xLH5jihD+f99zTf5vyn6g3qRzHr/QZfkt5m7iBmZRc2/Nus+jco9SKco/4b8UdJlCNPiz2FhG8sJWrKNAtiBS4uEdG1z7S/cTjN2AArSHdeSB1reeam6fPbFChQ4EKh0RzXp2y2RhzWp5c9nGci9RQH5TG/uXDAvnfENttPHJNnGxYoUGAW13YWLfvvACZMGDHKPh8yJCHJ6MMTJtmDYMQoC05j4hnbhElGIY6JmTLNVIxHjLI+IyImekzsQTCFdDy2dNQ4NtlCwdd+7dl7rTzP2KSdUNZkwiV9pqlZ9Z9OLXV3PD5xwkk7CTK1Njahw47HJrCS4HUymbUJ5TZNjU0wHFpKb5KYY4WKOxza4FQEVMQm/QutWMb8tLEI5LrFf5OJpeuORnayKH2C+Szv92f5bzy27ZSa9d94POu/0WjWl3Ktp/03mVgfif/k3IPBjP8qh2Mc7TAKU5LJiCiZMCorWn0PJ7n+QU++zM5pvAmB+lmoUn2i3NCUKWXKFy76VOA5mJubzZzKff4SZTkIArNw9eCBef8S5XcKFCjw/sLBIXISdpo99uevdvAXeZp7yz3GJbNNKyXlMY9n/r7INrc39e9pgQKvgmtPLY6J2WOPI46ym3yPvYwiLLVmRVV0l10iIkJCBgwYM85sW2yRkODj06fPkCEuLhrNNtvZ/osePQ6ARt1hcStBDbZtlvDoyJZ1iWNDlf1rfw0++1lTuxRM5vDP/3lTs1BKx0g7EXgSMRLfN30IJXg6Nf3kbULZnUxMO6G/7u+bIMv3TbudHbvPc3fXKh+Px6ZPyVDs7tqxiNKnqPXu7tqs8XBog1ylzLmFzjsYGJvQjrdPfBQEZm+a0HCTxLY77b8ksefzfaMSKuOaTmd9JHUdxX87O7M+AuuH/DgPD63/xmPrP8ex/hO/521n+U+EX6Tdif+87YgV16FXUwzdPbwoYiVcpOyXnswUXVM0aHDM8Qy1eMSIBRYucVTvHxo06NNnzBgfn5iYhOSNvd5rjXrdPBN6PRt4NpsmIH3Z/vb3zTMhX0asQIECVwKSuQwImHpXOyMbqwRP+dnfzjZt+vQ54IBllklIGDNmnvkikC1Q4Axc27vCw2PAgISEDTa4wY2MenGLW9SoERFRp84GGzOqxTVqxMQ0aXKDGyQkaDTv8E62ub5JM1Mt1mhuc5uQkJiYFi3W1AbNw5SDZRdu3bb018VFQ3OVYEzUbb/pm+BjH4Pv/37zem7OUmOTBFZWLP1VKLVSI1VUdyU4yts2NoxNStvcvm0cJO2EIlypWNVirc24Gg1zXKViqbGiWlytmrGcVi2+dcvWW2w0rE1r04eoFjeb5vwiinT7thmf0I43NqzA1O3bNgBdXDTtxH959Wbx7WlqsagP5/13+7YNhtfXLX1YaMd5m/i2XLb+S1Njazat//I+unnT2M7y361bxn851WcvSmkdpqy7N1j2Nyh3IxPsvyGqpw0aVKkyYMCQIQMGNGhQ4yWDhVeA1KqNef/qB4rQVYVKtqi2yuoT9OoCrwHjsVmM2t+3jInzQKjAGxtm68f6unkGnTebqrVZMHv0yGRku90ikC1Q4IpCn/xch3rtQ4Z06GRMQxFRHDNGo1liqRB6KlDgKbi2GdmEBA+PiCjLnsqDq0uXiCijDw8YZLTHPv2MsjFlSp/+jE0eehERAwYZTVD6l3YjrQhCTTgEHQ/sfs98FlKosbIfazo1gZbQbQcDS5sdjSz1Vmx5qmoc23P0+zYg7fVMn/ljBcOhtcWxaScYDCz1V2wy5m7XjnM6tTYwr0WpM4rOHqfW1pYfixyXpxw7jvWD+E/GnKaW5ixjeZr/hieCDmIbDm2A3e/Pqh/nr7XXM2OWfk6PWSjJcWyOlXO8iP/k/zzvv+HQfD8cxwpoXeNgNibO7qmQkBVWALPQ5F3C42XAgEMOsy0CNWq0ab8vK9k+PvPMv/Z+C+RwfGxYE7I3td83i0PzL+F3zzt7m8eLot83jJFSyYxHth8UKFDgSsHFzZIXV31xUYLtlJRDDrMtbUsssczyZQ+vQIErj2sbyGo0AQFjxnTpcsxxtofgmGNiYlzcTJJdAtIjjpgyxcNjzDijHQPss58FyCNGTJhkD8QDDrJjx4w5Zkit7LFwoNH9Q0sRHgws/TRNLfXX8yy1TWjHnY4N4Ho9m4WMIkujVcraROVX6LdKmaBJAsI4NjYwNjnOdc15jo4stVjOLfVUOx07NgnExHa6T7Gd3rsrVGnfN7bJxJ5bSlVIsCpKyFqbiaqIY0kgKf772Z+Fz33OZnk//GFbnzZ/DRIsCg348ND6RWySvT0+tjbx7Vn+Oz626sbi9xf1XxzP9ik+kv+TVstOhq8pNJpHPEKhsrrOHh7LLF9KEDtlyh57lChl++dlMaoIOK8h5N6pVu39EwTmnq3VDAvmItHtGtZGkhhmyNbW7MJXgQIFrgRk/ieaJlcdCkWFChrNIYfUqBV/swoUeEFca2rxIYf8AD/A3+Jv8TE+xj/kH/Lr/Do3uUmVKhpNlSo3uQmYifcGG5Qpk5JSp84669l+ipvcJCQkJc2oxXlbQIBG06DBKms0OykHC+Bu3LBBZrttaMISHN24YQOoxUXzK4HtxoaluC4vW/qr2CSzu7pq+pXgaGPDBlRra4amLHthxaa1eV2v2yD4xg3jPKHGViq2XM7Ghs0o3rhhJo9S1ufmzdk+SyVzXJ52LHTlMDTvm01LH1bK2ILAHNdomHFLFlR8JP5bXTW2z34WfvEXTWCapiZY/MQnDK3vWf4TP0gQvbJi/ee6hlooAlV5/0mfcq1CzX6a/2q1p/uvUrFlfW6a7192Prn210gtVkq1lVL/Xin1uyf/PlFXRCn1VUqpX1ZK/YZS6teVUt+Us/2EUuquUurXTn6/6nnnjInx8LJaqkLL79F7Ldd0XvTo4Z78CMqUZ5gWBa4RhJlxmgIsTIeLhjx/Xdc8o0Rg7gVxGfdogQJvI4SRI4KfL4rLuEdljMIcHDFiiSVKlF543AUKvM24toFsQsLf5e/yu/xu9llExL/j3/Er/EpWBiMiooMRAlKorN4lmAxOl25mO+Io2y87YUKXbhbIHnGUPRxHjOjSZVhOqXVT0u6x3Qs6HM5SeI+PbTA3GNgV/CSxGT/JGgpVVmubNZSsq6huig0sjTWvwiuZXDCvp1NLLZYsotYm05Ek5n2SWLEksFlXUR/O245z1zqdWls+gymqvt3u7Pnk9WhksioSyIqP8v6bTOB3fufs//yf//lZ/wnlUGjOef9J1vW0//K+zdMD85nwvP/ymXDxs1CSxbfi92f5r9ezYlelkqU8vzr+NvAftdZfCvzHk/enMQT+B631VwB/FvghpVS+yOt3a62/6uT31553QmFF5BEQZAriF42UJ2vyPktRucAVh4jInYawTC4atZplmci9fj5GxYXfowUKvI1wcRkxIiV94m/Uc3Ap96iHR0JCjRrLLM+IJhYoUODZuLaB7F3unllvC+AzfGam/I5MrBWKIcNMyjwmZsQIDy+rhSmreBERI0ZZdkf20jo4RESM1YQ0dPAi0P2T4FT2cQ6HZ+91nUxMQCXZ1Py+TtmPKZOk/L5RoelKFlFK0ohNlIOlHI5AMgZC05Vxua49n7Qbj+24pOyMUGOlT8exe0/FNh7bfWdyrUqZAE72g4IN7iWbImOWzKTYJhPT7tGjp//nC1VX9t3m/Sc+epb/8teQ919+T3O+pE/ef2Bp1XlbXr15NLL+kz7z/hNfv97J+EeAj5+8/jjw358+QGv9/2mtf/fk9WNgF1h8lZOermuXkDxRX/WiIHWezxrPZY2pwCsgCKyauEDu8YumFYNhmcii2dbWy9zDl3KPFijwtiEmpkSJlPS8on8Xfo/KfLRKlQMOmGOuKOFWoMA5cG0D2f/Gf3uqrU8/W4UTARoRglplNbOJ0qhkWjfYyCa8NWossZRlb9dZz0rxNGmyxBL1I83RgoO7vm4zB3NzsLRkM60bGzaAarcN/VUytKur1ra4aOySRVxdtdTYpSXTr2QiVldnKbXNpjm35xk6rATRKysmiyD7Q9fWbH3W9XVDf1XKTBbX100f0q50Qmsplcz5JLhbXTXHO46hHQtNVmizMrGr1czYJOOYp/OKj+Ra82MWW+MZCn0i/CI+epr/JJAU/0nwurZm9ymLDSztWPpcWbHUbN83feZpx6f9J7bVVeu/IDDvxbfLy/ba+/1XE5+ZxbLWesucRm8BS886WCn1ISAAfi/38cdOqFL/h1LquZGC7IuVbGdKSkREk+ZLX8SroEKFEiX69JkyZcyYCRMWWCgmBu8DpN726cWM1walzH0t5bwGA3P/Li9fbEZWFrH6ffNcajZNea8oMlswXhwXfo8WKPA2Qv4WyTPqHLiUe1RKQZZPfgoUKPDiuLZiT3+QP/hUm5TXkYfYAaaOqEJxwEFGH54yZZ/9LNO6z37Wbsw4C2JlA74EvD16dNIR5ZqmdpySjvdtoNfv28ydiBxJRrZraMxZwCP1TcHSVsFSVwXHx5aqqpRpJ0JDnY4JFiVwlvMpZcSXREU4Ta0AEsDenu0zjs17CQL392fVjvf37bhFvCpJTEYy3+7gwJ5vPJ5VCj48tFRiofrKuPZz/hsMjG1+3gSK4ss83n3X9ikQsaU89VfeHx3ZceXH4rrWJhRl8e1p/yXJrP92d5/0nwTKZ/lPayaBQzzp4IxSQifEKZftnugXgFLqP8CJLPAs/pcX6sD2swr8C+CjWmuJQr4X2Mb8Uf5R4HuAv3dG2+8AvgPg5k1TyqpPP6vFPM/8S+/tmTBhyDATvjgnJQwHhyWWGDFizBgXlypVfIoSKa8bY8aZwqaDQ5MmDRqvf8HA80zgGsf2/UUiSWzQKuwVUSoH84zK4SreowUKvG1ISJgwwcN74pl01e7Rxs1Gps1SoVLUii1Q4Jy4toHsHe6wwsqZ9OI/w5/JKMJARjOW1/I+v1onEujq5EeCWJmgS/ArSJQhhLjagTixwaMEa0LTlT2WElQJlLL7SeVXAigJgORzeQ32vWQ3JWDKvwc76ZI+ksSWroHZkjOnzycBaP5YGZcEsXJ9cW61M99O9oc6zqxNIEGf+EGuPe+/j34UfvInZ5VBf//vh6/5GntuGbOcQ/wg1ydjzvtPxpU/TsaZ91++//z1SJ/P8p/4ot7moAAAIABJREFURyl0ktCZUwxrKU4tIW0lOCXF4sQ9V4iltf7vnmZTSu0opVa11lsnf2B3n3JcA/gs8L9qrX8l1/fWycuJUur/Av7np4zhRzF/oPnD7/5hLXT8gIAFFl46aOzQ4ZjjjBFxxBHzzFOnfq5+HByqJz8F3h9MmLDFFiVKVKlmZSOA9y8bf9EBrEAUyPMBa6djGBeu+4TY01W7R999991ic3iBtw4RERUqHHDwRCB71e7R5XeXdX6eeRmK/wUKXGdc26UfD4/v4/t4h3dmPvt6vp4/wZ/Ax0ej8fFZZTWjFi+zjI+PQlGiNFOna4mlbCJdpcoyy1m7RRazoLZOnQUWaAwUR3MaZ3nZBkLNpqG4SiCTp6M2GsYmWFy0x7Valj7sOIZ+KvtVlTJUXbA2Ca6Wlgy9TdQ0l5dtcLi8bCZcjjNLjRUl3zC0tpUVew1LS7Y0jOcZKq4EacvLltobhvZ80k4mnJWKVW8WiqD0X68birUgTxUU/4G5rr//9+Gv/3X4xm+E7/s++LZvs+3ER0oZ3532n5xvYcHSr/P+E0pyrWb6ENpi3n/l8qz/wPhvedlcv+vO+k98JH7wPMa3VxhUNOURhM1FytUFVJJyGA5e5wT908BHT15/FPjZ0wcopQLgk8BPaq3/n1O21ZN/FWZf0NO5+zlUqWYMCAlmzospU445zqjBJUqUKXPI4XlpYQUuAH36+PjZhMvBoUKFY47fP5rxZaHff3I/bhiaZ4poDbw4LuUeLVDgbUOPHkOG+PjnfSZdyj0qOi4Fe6hAgfPj2i79xMTMMcf38D0MGbLPPmPGaDQ77GSiLxMmWa1LgG22iYhISRkyJCLKbDvsZNRi2bMgwesOO9mm/B499hlQrWlaB4p0sGUzjkdHNoACI1okwZzUKJUgdHvbZu/2923Am6bwe78HP/7js3VN/9gfgz/6R007we7ubOZWREgcx9Jfxfb4saXUbm9bWxTN9rmzY8tbTKfmGmRs0k5EjHZ2zHFyPZKZHAxmBaTEJnVx88JQW2f4T4LjR49MYNtqmf7GY+sjaSeU4Dy1eGvLBrW7u9aHcg1ynPhPgte8/4R+/TT/JQmxShl7U5LeNkEIoJj2t3GdKZ6nib0pu8kWjq+YaM1ksIvnTgm9CqP5SlbC5jXgfwf+tVLq24AHwF8yl6zeBf6G1vrbgb8MfC0wr5T61pN233qirPh/K6UWAQX8GvA3nndCuW9kUWjAgCnTc1OCJ0wyJoTAwclUx4sV6quFiOgJ8SwHh/Tk542ixuUVigWOYxbNHj60rIwXw4XfowUKvG3Ii3i+RCB7KX9HA4Izn6sFChR4Pq71DFGypT4+ZcqMGGXvY2ISEhwcAgImGApYQJDtn3BxCQgYY1QxfXymTImJCU5+pkwz6uSYcTZR87UPyZjEU1AOQA1tBtN1be3TUsnuB/VPVtuEohqGVs03CKwN4J/+01lKrdbwS79kgroPfcgq9gaBaRNF5rxBYFVyfd+MQSi2QWDbiU3ouGE4O07ZN+o4pt1kYgI8qfcqir15VVEZiwR7QWD9EIamjfTp+6Zdmto+ksS08zwbSIv/5HpO+098FIaz1OowtOrElYq5HlGFLpVsIB0ExnaW/zxv1n9+brU0CJikE/YaMY7vQSnk0fyI1NG004CkFrPXTGj1HYbtkK3KmCByaCkf2j5JqKk6ry97pbU+AP70GZ9/Hvj2k9c/BfzUU9p/3auOQaFeKiP3rD/ehUjT1UOZMscczywwxMT4+G/eRKxeN4uM1ersVov8lpEXxFW4RwsUeNMxYJCpFQ8Znmsh9DLuUfmbeXoxt0CBAi+Ga7t0LnXCREW4ha1bPc88Lq4JOPGZZx4wgW+LVpZlDQgymwjVODi4uJQpM8dcZmvTztpVqdJ0mtRGDr2mgzPXtiv31aqhsUpWsd22GdpazUyMBO22pdQ2Gpbiur09G8Tm8Z//8yx1udWy6rmOY0SSZHLVbltanOcZG5hxttuWIuy6s5Tn+XlzvASu+Xbz8/bagsDalLI2MJRcUQOWsUi7atXYhA4t16O18UHef62WpexWq8Z/+esT/9Xr1n/idxlXo2Hp12D7BDOOcnnWf4JWa9Z/QofWGj3fprMc4CWKMHbRS21Q5oZKltoMGh7loWJc8wlrLaIAUpWi51sE5SaJozNBojcBsn/8ZahRIWFWDkswZYqHR0ghzHrVUKWKg8OIETExEyaMGdOmff0nYmlqFtxkQaxWM8+P4dD8DgbmWZKvN12gQIErgSlTttmmQ4eAICuXeNUhonlvFJulQIELwrXNyErx6GOO2WGHDkbl18HhMY+zTOqIEZtsZhPtLbaYMkWhGDPmIQ8z4adNNpkwwcGhf/IjE7NNNomIcHDo0mWXPtWmw9x+Sjp4ZLOEUuMUTIZxc3NWbVgCR60NbVYylLu7Nnh7/PjpFz4YWLqy4xgqbF4oSeivStn+wYxvc3OWsitU38nE2KTPR48spXY0sjYw/U+npt1oZOh10ufmprX1++Y3bxMfdbvmV8rjyFjEf3mBKLkGpYxqsASc4r84Nv7M+0/ayUQzTx+WdpI93962Yk8n/tNaMy4rJv0tHBLckibxItLuJn5ZgYLR6BG7CwmtiWLsTTiIHqFCjaMdtuNHxNWIRgT9YASjTcou9JrQK23TZESTJlWq11rcISHJShxMmWYLSKcRn/wIO+I0XFyWWGKffaaYTLyHxxJL1z8weh8QEdGlm9G4GzQudG+Vh8cKKwwYMGRImTKLLF7/RYfBwKq+a22YGwsLZnGr2bQK47KNIopmF+sKFChwqTjkkDJlKlRQKELCjHF3VSF/F/Pb3AoUKPDiuJ4z6BOIknCFClOmDBhkqqUpaTbRq1Fjj73MJhNvDy8TlVEoGjQ44oiIiJCQEiU6dDKBJ5mQlyhR0SX8yTHTELSqwXFk1S193wZqjYahpqWpyfyBDfAaDRNExrGZKKWpmUzdufP0i261TPZRaLn1ugkeBwOTPaxWTZ9pal8PhyZ7KjQ5MDbZc+r79r1kRft90zYIzPu9PZtNFQXfIDDXJKWCGg1TKmgyMWMplWzwWa+b64xj83kY2nJE9brpL45Nf0FgbNJuOjXB6Wn/1euWrtxoWP+J30cj66M4Nn7wPOu/JDF+n04zH+lalU5lQr+UElSrTJMJe40hc8OQqlvn0cI+iQstVaW7OObx+phW12c6X+VxZQSkrEY1jlWf+zcm1KYhdV1jx98n8WCZChUqmXr2dccee9Sps8zyE0rBGk2HDl262WJRhcqZAW+JEuusZ4tMIshWYBZTpmyxlbFNhgzp05+pj30R8PBonvy8EZhOzTNO1IjBPCP2942Qm+dZYbbDQ/P8UspmbgsUKHCpSEmZMKFChUUWmZz8XHVIhQ0Pb6YyRoECBV4M15bHINRigDr1mRqGTZr4+Dg4eHg0aODiolA0aWavfXwaNDI6h7wW2nGdevZe2gFUqFBVNcpjGNYUTqNhs4Hlsgn2JLuZp8JWKsYG1gY2QCyVLEV3ff3sC//wh02QJu1qNaueq5QJzCT72GiYINV1rUCJYG7OUos9z9J5wbz2PPPe80w/0kfe5vt2LGBeS9bzc5+Df/bP4Gd+xmQvmk07QaxUZinW9br1n/hI/Cd95m2n/Qfmcwl0JcgV6nKtNksfPu0/UXZWislSk2FZUx0rvGqdYTug3ncZlxXTxSYO4CWQtubQvo8fKcZ1D7/RJPUcUk8RlJukJeOjpOQRlBtozype16lnjIDrTC12cFhmGReXHr0n/ggPGWZqxBUqVKkyZswRR2f2JyvoAUERxD4Fsje1RAkXlxIlPDyOOb7soV1vDAbmWeHm7sdSyQSz8Snl7PEYbt0yz7/jwu8FClwFyB5T0Ulp0coSF1cdIphYUIsLFDg/rm1GNiamTp0uXR7zOMucKhQPeJAJPQ0YzNCHH/IwowiLRDuYB8l97me1ZI85pkcPMCtmD3hARISPT4cOW/qQelOxsKtJ+w9t9vLwpASJ65ps4MOHlv4qmVmp8frggaUWi2qw1C/9lm+BT34S3nvPBHWVCvy5P2fKxdy/P0stlvNNp+Z8eYqwCChNp3Dvng2qHzwwx0ktxIcPrXPv37eCTYOBpQ9rbV4LXbnXM5lM6fP+fdPXP//ns2Up7t+Hu3eN4rLvmwyuZGrB9Jn3n4zref6TseT957rm+AcP0DplVHUZjrZx4xSv4ZGkY+LeA7yaxsFhOtnCSzROwyVNJ+xHD5lUUmLfYzR6zN5CwlzFZRROOU7v41YVXqI5Th6gRxodemzPTVA8yC5Xvn8ubvb9k+/YIx4xZEiLFjVq15parFC4uFSo0KfPmDFlypm9Ry/b/yooUaJPP9urXuB8ECpvHpKZLfAKkO0Yp5GvbS2Q8ju//dtP1scuUKDApUAWirt08fAyEaXTz8urBhcXH5+E5PpvzyhQ4BJwPWfQmGzQhElWhsfBycrszDNPjx4TJpQo0aDB7kld6zZtOnSYMqVEiTp19tgDYJFFDjhgwoQqVcqU2Wc/E3uSPXw1arQI8UaHDOoO7dI8DPZMsCjZy8NDK5S0s2MmPJIlPDoytoUFW5am1TITpuNjk/FcXoaPfMS0a7cNha3fN+0WF23pmfl5EwT2+1Z8SfZ9zs8beu1oZNq1Wma/qNSf7XYtDbjVssFgu22C1MnEZCUaDVvCptUy459OrW1vzwSfCwvwiU+cXVvxl38ZPvhBc27Jgu7vW4GlvRP/1evm+jsdK1B1lv9EfEn8IDVkT/ynFxc5nGwxCGOCapuxjtmt9amNAuaCBbamW4yClOW4zSiasFPrMzcKcFrzbDa2caKERebptkc8ujmiHPnMpy0eerskSrMWtempPr1gTEBAmzY77GSCYs/6/jVoZCI5b0rm0cMjIpqZNGj0E8Hqm3K9lwWZ8OQXPxKSov7gq6JSMc+8fM1YWQT0T/m2WjXHFihQ4EqhSZOUlEMOs/nhVQ9kJWMcEBTP8QIFXgLXNiXi4BATo1CUT34kI1ujlu03kH2wQhGuUMmoxQHBzEOuQiVTLQ4IqFJFobK9taKEHBJSUhXCCCYlhVOpzir5ViqWpit0YaEdC8VVsqxg3su+0TxFWSD7RvPv830KfVgoytkFVey+LsextsND+LEfgx/6IfiX/9IIOMlYwASanmczo3labrVqzxUEZtwiBFWtwm/91tP/077wBVs253Sfct1haFWYz7pWeX+WLee/yVyZYQWqQ/CDMoOFgHpPEwWK0XwZ7SgqYxjPl+m3Q5pdl0mooGZ85CUwnqugAvOHJfUdgrBG6oJyHMKwDoGfKQ2WKWd/kPLfP1HAlu9m/rsqAkhvAlLSJzLLVapP7FEaM87uswLnxxxzjBln+6sTEsaMM4X1AmdAa7MoJ/viz0KpZJ57g4E5djQy/y4sPJmpdV3DBhmNCtXiAgWuEBwc5plnlVXmmKNKNWPWXVXIgm+JElOmTJhcCzp0gQJXBa+UkVVKtYF/BdwG7gF/WWvdOeO4BPjCydsHWutvfJXzgqEWi6jTJpsz++7ucjfbJ9GlO0O7e8CDLFN2xBE9ehnt+C53sxqyhxxyzHFWG/M+94mICAg44ICyPqTZ9Jjfi0l692A8NYHUwYHJOkqd1ocPTabR923GMwwt1VeUMLe2zIRLbHfvmklX3ub7ZnJ1757dB/v4sTlOarF+8Ys2QBTFZN83WdL7983vT/+0deRoBB//uMm4fvmXnzjwrj1fr2frqmpt2ks29ujI2CUwv3v32RM7UQo+ODDBtOeZ6793z/R5lv8ePCCNpwybPsN4CzdVOPMBaRwRD+/jV2IIPeLpFm6qceYDkmjK8fQeg3rCJHSZRlvseJp6y2fqTjmK7qPnNGHkME0fMw0S6vMBE2dCZ3wX31V0Ww7bpU1S/n/23ixGli07z/t2RM5TZc2ZNZ/b7Ja6IU7oS1qQSUluUoJNmiBFkEZTMtCA2GgSEvQkQCRAgQ+GLbSlB/FBhm3ChtkULNGCDbMpSyRANt02JIsWb8OkSLbUat57pjo1D1k5x7j9sHPtjMwaTtU5VXVO3Rt/olCZuWNH7FgZkbnXXv/6V2ypm495DJgfy8c8JiYmT54+fZ7wBAfHXkeyiNKhY3O5FYrnPGeGGRo0Hjy1WOo4e3hkyZIhQw9TNipPngoVBgzo0cPFtZHDZKmshwYfnzPOGDAgT54ZZihQuLfji5BJi5athb3IIiVKL+/8UUQQmO+2ZJ7rwsLkgh+MtQkqlbEoXHIhUKC1YZKIMFSlcvfnkCJFihshR84Kfr7tv68SODnllGOO2WMPF5cFFu71tyVFioeK1w2L/CzwFa31x4GvjF5fhIHW+jtGf6/txAITdQwXWaRJEzCT6wYNihQJCKhQYZllYmLbVqZsc2wXWbSrX02aFCkSEjLDDAss2NWyZZbJkcPHH7XNU+z6dGdcnGbTOF6+b0SNlpbGJWOaTeNkhqGh7M7Pm8lVNjtWw4wiM7kSCnEuBysrZuVf2kThuFAw/SR3S9qCwLQ1m+b9MDTjqFTGasCNBvyzf3axQb/ylXHZiUbDbB8Epv/ystlnHJv9l8tmn9WqOYZEZJtN+I7vuPxD+/SnzT5nZsy4fd843GIjsd/i4oT9WgtZTishzM/jrSzweD3kYCULjSaHqxk+WI/wmwt4jXneXw85Wc2TWWyyt+ry/laMtzqP16zx7z7usbeZx2k2eLGh+Oa3RAQrCwyaM3zjWwL2N/M4jQYHjZhuKWSJJSpULD1JrrGQ0DqiQqdt0py4xuQ6kutPo4mIaNBgkUV8fAYMHjTVVqNthLVChV12ORo9JBd4iSUaNJhhhiWWaNJ86ycWl0EUgyUtISRkj717L+9QocIqq6yxxiqrVEidqQuh9TglolQyf/m8cUSnBZxgzIyZmzPfqdNOLIzTOIQN4vt3ew4pUqS4MWJi+vRtObe3GRpto8Z58pY1eMDBh6KyQYoUd43XdWR/GPjS6PmXgB95zf1dGwply+/kyJEhY+mbougp20lZCnkutEahCUtbsuSHizuReC+iNUI9zqo8mdghyI6ijEK3TeZUKWWeJ2nHybZcbhzNlH0Ikm1CHZZjFAqT+5f3HWfcT9SIk9TibHYcXZ2G7xsnU/YvY5FxOs54/0KblrbkWP7snzXO+jQ++9nxtq6Lzo/3o7OZsY2kbbTPYSVLr+pQGipcN0t7LkO1Azqj6NUzBFmHmbamN5ehM5+hfgZBBsKSUb7N+TCo5yCTwcVFuwonmwdH2THrjKEHa1ehsjm0o6wcvjhdUu4ETK26X+VX+QpfYcDAXivJ6y95PYoKr1xjOXLWsX3IjmyOHOusU6fOKaf2R7hEiQIFjjgiIrJ5wg+dUiyKwfJ55kYPqWF9nxChrYd8/dw5fN84rMm0DPleuyiP/zoYDs136uam2ffh4euPM0WKFLeKmJiIiJiYLt03PZwrERHRpm3ZTYBNTXoI5YNSpHjTeN3QyLLWehdAa72rlFq6ZLuCUuo9IAS+qLX+1Ys2Ukp9AfgCwMbGxpUHjoioUKFNm222rWqxUDuF9nnGGV26VsXuCU+IiOwE9IwzK6DyhCc2+nbCCccckydPQMATnuDjU6Ro3teauZkcC3shuv0EBuFYwEhqxgpFOAjM670945gWCmNqsdB0d3ZGlipMUouzWUMRFtrxYGDow6IqLPThQsHkdz15Mtkm/aTtKojTK9TiXM6IJ0ltVq3HdOh83rR1OmaMQhEOQ/j8502u7Ne/biK63/VdUKsR93t0F4r03WOcgYalHDoO0f0nZMoh0XwBHRzh9mP0chEd+fSGjzmtBpQqRfRwn11XU2wWCLVHxn/KsO5TqhXw4h0iFwrNAqH2cYdPIBvSmc2yXTCqwXnyDBjwmMeW0ruNoQ8XKFiKcEyMi8s222g0efJ06TJgwD/ln/JNvmlN9q/4V3wP38N38V3WSRNqcfL6E6fjGc+YYYZllqlQISZ+0M6dQuHj23xggeSkDxhQpXrFHh4OhEKdhNDOpRZgircIwjCZhnyXvQqk9Nj8/NhRTpEixVsF+e2RChVvM2RR1MPjjDN69GxN9jQimyLFy/HSO1wp9VtKqT+84O+Hb3CcDa31u8BfBn5BKfWxizbSWv+i1vpdrfW7i4uLV+5Q6siGhDRpssGGjdBusUWVKgEBNWqss27b1lm3tONZZm0bwBZbli46wwxrrFlBng02KFGy/VZZpdKOaM07qM0t40gGgaGlra6aSY7rwtbWOO91cdHQaIVavLFh2oLA0HkXF8f5tJub47I5jYaZOIUjZ3lzc0wtbjbHlORyedwWRYaeLLTjUsmMpdm82KALC/IhmH1UKqZfrQZra+ZYWsP6utmX0IDX1sy4tDb7l37f+Z3wUz8Fn/mM2cfGBq2VEu1ygFubJV5bZacRcbzs4K5v0WqU2G4GBI05wo1VXjR8TpZccs1Njps5njZ9vLVFaDR5shGwt5HFXd3gaC3PB5sB4VqDsLnI402f/c0s2dVNThsZ2iWfFVZYYIGQkAIFNtiwOZtNmswxZ3OuN9m0edFNmswwQ0BAmTItWhNOrOBf8C+YZdZSizfZpEIFH58aNTbYIB491lijSdNSi9/2H9nr4CoH7sPk3GXJEjLpuISEE0yOFG8RhD2SFHjS2rwuvGLuWbFovgvTSGyKFG81IiI8vHtP/bgpYmJbwUDKO4aEaHSaI5sixTXw0lm01vr7tdZ/6oK/LwP7SqkmwOj/wSX72Bn9/wD4KvCdtzH4mNhSNiWXVZ4DE8/ldXJ7eUhbcrtz55CIuCgUWmliBagLtpY6rkINhrEjmKxJKBED+RNKsPRLPk8i+b7QfJNRhsv6aQ0/9mOTCsVgnOm/8TfG+0juR8aR3K/YX0GktD1+pECPbBI7EI2GphUM89CpKkp9096qa4p9AId2TTPMa+qn0KlBq66pdBWRA8MiODHkfM1ZXRO5sR1L5Gq0Mp9h5GpDG8bYPXRjtOLSzzr5/KLrZno7gN/kN6c/6Yk2EXu6zvUnzvJtQSk1p5T6TaXUN0f/L1RUUkpFSqnfG/39WuL9R0qp/3fU/39RSuUu6n8RxJFLrh7L8/v8Ifbw6NFjyPBOVB/r1PHxCQgA48SmisF3hDg25cF2dgyTpde7eRTVccwCnagQDwaGUjwzM1lm57qIIlMWbDgc15CtX/+zf5P3aIoUHyVI2k5EZL+vr4M3cY/Kb5Wwvjw8W2s9LceTIsXL8brU4l8DPgd8cfT/y9MbjL4I+lprTym1APyHwN99zeMSEVnRph12LLUY4ClPbW6efDmIk/GMZ4SE5MnTojVRPFtox6Jo3KJFjhwhIc95biN6RxxR0IrZWo7F3ZC4/RSGI7Gl42MzwELBTKCePTPRy2LRrOJLXqnvmzah6e7vT/Z7+nScH7u/b54Xi2YSJfThTAZevBhTmXu9cT9RO45js39RLc7n4a//dXj/ffN6c9P8nZ2ZiZ/rmnFJv27XTADFyX32jDgMOFssMHRaOMM24UoGdIzTe4JTjAgXCziDFs6gRbiaQ0UhnveMw9mIs2oBt3fMgQa1noMoJOs9oz8bkq/nicNjIgXuegEd++SGz4jyPoPZIqfFA5vX7OFNfJb7GPsVKNg2URzeZRcwhdGHDHnKU1suZocdYmKKFOnRs205crZNlIlFkfcinHACGKaAHDtJSZbrT1SLl1m2qtu3FJUV4bUvKqV+dvT6Zy7YbqC1vkiR678G/r7W+leUUv8d8JPAf/uyg55yamvmHnNMjZrND15g4V6EnTSaY47p0rWLB3nyLLJ4q8fPk6dJkxYt+vTJkmWZ5VQx+LYhIk1S4zqOzet63dSxvglKJcOQGQzGaRav4sSCcWL7fTMOxzFid9M1Zq/GG7lHU6T4qEHKM77C9/+936NSls/DIyKy4pGpiF+KFNfD686gvwj8BaXUN4G/MHqNUupdpdT/MNrmk8B7SqnfB/5PTI7s11/zuLi49OkTEbHGmqUWx8Q84pGlhFapssnmBO1Y6MNzzNk2hWKLLUsfnmfetjk4bLFl63wtssiaWqd2GnGy5KC2NsfU4sXFMd02m52kFi8vG5qwOK+PHo3bVlaMAnAQjNukPM3amoksiDLxO++M1Y5XV01bGBpq8daWcZaDwPSbnR23PXo0ptZ97/fCD/2Qea9UMjTnKDKTxkePxpTkatU4uhJR3tqitV6lVwjIVmfRm5scz0WczCucR1t0GiX25gO8xjz60SZHcxEnCy659Ud0GkV2lnwG6wu4q+vsNCN21xzc9U1azTzbKwHD9QUyK+vsroTsr7lk17c4W87TKfo0Ro+AgDx5HvHIKkmvsMIyy7Ztiy0yZAgJWWedBRYICChQsG0REausWtpxmTKPeISLi4/PGmvMMmvbvofvufR6/AF+wNKHH/GIGrWJ609oxxtssMYaPj49erdJLX5l4TWllAI+A0hdpmv1Dwlp0yZPnllmWWSRmJh55lljzeb53DW6dOnQoUyZEiXKlAkIOOPs1o9VoECDBhtssMJK6sTeBaTma6k0Fs8rl81i26vkpGYy5nusVnt1JzYMzUJhsWie1+vm9e7uTfZy7/doihQfRQjbyRs9boB7v0cjIlq07GL3PPOpE5sixQ3wWrNorfWx1vr7tNYfH/0/Gb3/ntb686Pn/4/W+lu11t8++v8/3sbAheorYjMhoY3IDhlaaqPUEpNtPTxLSQ4JJ8QAAgJL8wgJrXS7RltBG2kLdUDoKtxAo4JwTBmOIuMACkU3WZ4hisb5WnFsJmzyOgzHuaZg+onzGARmO2kbDsflcKLofD85dhhOHi/Z5vt2bKHSBERoR6EVBNGQUEejtpggDtAYivBAebQrMUXPIYpDWuWQvOeQCaFV9OkVNfUWdMohx2WfwtAcu5v1ccKY3FBzWgvwnMBGz3wVWEcvUjGeGtvaU779XEMr3bIHAAAgAElEQVTCc5+r/GAFBDavBLBt8tnJQgZgrwF5JPtJm0YTENj9x8R8L997oXDRO7xDg4Y9n+nrT6hNMha55qapx6+JCeE14ErhNaXU7yil5Ed2HmhprcVL2AZWL+qslPrCqP97R4dHE0rEhdFjWvjprtGle47CLGyM26RvJ5HmxN4hRF8gCUlpeJPiSvIdm8mYBcJe76bqx/d+jx6mubwpPoKQ+dsrRGTv/R71Dj1bgz1D5kHXWU+R4k3gYRZ0BEsHDQk54ogTTqyzus++LcszZMgee9Zx2GOPkJAcObp06dPHxSUmZpdd29amTYeOpR3vsGOpxWeccUCbejXD/H6E7u6OI6mt1pgSHEVmxV4ockI7lijs/v5YmfjoaKwU7PtjWnA2a2h1QovzPJMzlmwT1eLBwPSTUjgHB2b/uZxxfnd3xzm1BwfEOqI1n2OYHaC8FwSrLtrRZP19VEUzbOTI9Ye4/i7eusk91dEee7Mhh/Uc+U6flh4w3HJx4phssMtgNiIzn0P5baBDuJXB0TEFf4dhNsSfL9AtdGBk24iIPfZsJLVFy1J7IyJ22cXDI0+eY46twl9AwB57RERkyXLMsf3MfXz22LPU4kPMZE7a9tm3bfK8QIEBA/bYs6ILhxxahesBA/bZ5/N8nt/ld/kj/ggHhz/Nn+YTfIIXvDDlfdDnrr9ddu31t8++jeqXKN3IkVVK/RbQuKDp525w62xorXeUUu8Av62U+gOgfcF2Fw5Ma/2LwC8CfNu733ZuGxf3RjlJd43U4XyAELbJRXDekDiaaAWE4ViETxgsCbxt9+i77757+8niKVK85ZDvfQliTLS9ZffowrsLOiKyJfxSgacUKW6GB+vIygpWSMgKK1So8AEfWGrnAQf06VOhwhxzPOe5pRbvs29FWmaZ5SlPUSge8YgXvGDIkDnmqFLlGc9QKN7hHZ7zHA+PBRZYVSWc1jbHS4qF+S0YPB1Ti7NZI1LiuoayK7mwy8vmvf39saLx48emrdk0E6PDwzElWdpWV40jenpqnNn1dZMnK9Tift840MWiaXv/fdO2vj4ukVMsGvqylNbZ2qIVHdOPOxRUiWityVnnMSjNQuURg84BrWyfeqlMqbRAu/sUHJibecSguo+nh8yWa2Qacxypp9ZGx7zAw2NmZL99TOmbj/EOfbYZMmSeeUqUeM5zS9t+ylMCAhZZJEuWHXZwcdlkk6c8JSSkQQMXl332bZuUTGrSJCLikEOyZNlii8c8JiRklVV8fI45trVPpQTPKqv06dOiRYEC66zzAR8QEbHOul3QKFFihRUe85jv5rv5cX6cE05sNLBJ05bdSV5/ZcossMBTngKwxRY1avTp27I814XW+vsva1NK7SulmqMyWNcSXlNKfRUjvPa/AXWlVGa0mrwG7FxnTAEBLu4Eq2GGmWufk0Ai1cmavNdFhQpHHE3QsYYMqVBJHdnbRBia75Lh0CyOVSqvTtW9CoWC+Q4cDs1zrc0iXak0WRP2PhCGcHJivmM9zywOViqmtFk2e+7838Z7NEWKjxoGDKwA6LRq8dt2j2o0MTFDhuTI3SubKUWKDwMebO0PEesB86UltRw1mi7dCdU6+VLTaPr0LZVU8hTBrOBJzq2Dg4dHn76N8g4YWJqij89QDwizUBhA3O+PFYmHQzPpEsVfoQHDWD1TVvd7PdOmlHnfG+VyaG0mTkIt7vfHtOA4Nq+Faiz9oohQxXhel0hBrDReOMQfRccCR+P5PSIVEzvQj/qcVgMKniJ0Yk4yPZxYkw00J7kurUpE/UzRKcYcFftkYnBDaGf6OEFIzos5qQd0lbGf2Fbs7uExYAAY4YUBA0u3ldIzguRnNxw9hHabtLvsU6KYffqWJi5qf8mxSL8+fatkGxPTo2fpw9JPaMZ9+nYfQ4aWUp7sJ9ecUNGl7aLrT/aZPB85d4n23xJEeA2uEF5TSuVHz0V47etaa43JX/+xq/pPIybmMY95ylOOOaZHjzz5G+WNilDTDjscccQee5YZcV1UqFClSo8e/dEjS/aVHOoUlyAMDaOj0xl/X+3smO+324bjmEW/QsF81w2HxnmUEmH3iaMj8/1aLpsyZ8vLYwXk+Xnz+vq493s0RYqPIoYM8fBs+cQb4I3co87ocR/iiClSfNjwYO8aUYX18DjhhBYtwFAbTzklIrK1ZgMC65CecIKPT5YsQ4YT+YtHHBEQkCFjRQKk3ughhwQE5MjRo8cpPaolh4UjDd2jsYBTt2smYiLUdHw8Vhhut80kUGobSpvrmjYwz6PITKDkdbs9ViIOAtMm+zk9JVaa1nKegRvgxMd4q5oo71LsH6NLml7TpdALyEbHDNcUsavIRsccVGMO6i7Frk/XOeJ0CzK4lIan9Oshe/MZssGQTOTTe8fBjaHsndDPBngzGfqFIZmEw3HIISEhLq79IRHBpUMO8fEtpbtHz1JxjzjCx7cqv/KFHhJyzLFdtGjTtuVyYmLb5uLSHrF65PM6wtjPwaFN2+4jILAUZQeHU04tDTgg4IgjNHqCruzi2rHIdZQcl49vj+fi0qJlryNxhmUsp5xaQaQ8+dvMkf0i8E+UUj8JPAN+HIzwGvDTo5z1TwL/vVIqxixiJYXXfgb4FaXUfwn8f8BLc9ldXDbYoDN6FCiwxNKNJg49erRpn4umnnLKIlfXkhaIQnKNmp243DSqm+Il6HTGyulgvpdc10QrV1Zu/3iZjGG3yEKfegOfpe8bJzZZrqxYNN/zCwvwR39003qy936PpkjxUUNMzAEHZMka3Q0uSVO4GG/kHhU2UhqNTZHi5niwjmyGjBVzEfXQxzwmJmaTTQ44YMCAMmWWWLK0zy222GOPAQOqVC21GGCDDV6MqLE1aswwwzOe4eCwyaalFs8xR1OVcFs7HC8q5mc3oDeiFs/Pm4mOUIvX102ZG1EtVmpMLd7YGNOAm03T/+TEUNY2NgwNOIrMRNHzTFsuN26LY1hdpZXp0Q/PKOo8wcYag7PHRA4U5lcJBh366gyVLZCrrdBvfYB2NIXaBmH1kB59yBfILDfoOab0zCxbtNhnwIAiJZZYYpfHANTZxBtRs5P2Uyg22eQFL/DxX2q/EiV2RqybDTZ4znN8fOvg7bCDQrHOOk95io/PMss4OJZanKQBT1OLN9iw9OEVVuyCR548G2xYGnqSWpykHUtbhw5nnFGgwCqrvM/7AKyxxjHH9OlbJdsnPCEmnqCvl0b2e8ITNJoVVphhxpbzua0fLq31MfB9F7z/HmCF14BvvaT/B8B33+SYks9ToMACCxPR8uuiS5c8k/TMAgUb3b+JfXKjR4o7gNCJk8hkxuyQaXGm28KbyomFc/mvFrmc+Q4X7YJr4k3coylSfNQwYECWrE1TucnC6pv6Hc2Tt+yyFClS3AwP1pGV5PiAgA4dunRtTkSbtlWclTIconJ8xpmN0EpfgUTuhHYsUT6N5owzS3ccMKBHTLYQUxg6DKIzMkqbKfRwOFbWjGMTyYgi48D2+2ZippRpk0grGJrxiC7sOxGRf0bGiXE0BH4HopgcmsCNib0zMqOA7DDscDwbMLOn8QsRZ7QInZispzmpd/Adj5l9TXc2ZJBtGR0oH07dMxw/JK81R7MhWefM1jQVG11kvzZtqwB8mf1EUVjaLrJfNHrI5yX7HDK02yWPJ9Rv+VGKienQsY5Tj55deY2I7FgAOnTGqsgjqXvp16EzQREWsSk5H6EWh4SccmrPp0PHUtRDQmujpP2kGPsZZ/ZHSiLOEjWMiD4UdCL5Ab4pVTr94b4+5DrNkr1/u+Vyhk6bdFjj2HwJvUln8zbh+2OqtOTpwvg8BVrDN75xIyc2RYoU94OAwNZov2E09o1BFm3T38MUKW6OBz2DzpDBwaFHzzoIyRxFKYotbcBESQ4pyyJt4jRJHVFxeAHrNDk4xklTAfGyQ9aLybS7+LMx+dBlpj3E9UZepjirMhGSXFrHMf+Frue60OsRKzhZgGEWXKfLsKkZllyq3T4qjmk1XUoDTUH3GGxovLxLedjnqBazO+tS6sX4uT5HjxTgUPF6DN2QF4suuSCiEHc5e6RRCipeh6EbMSgrglxEZmSjmPil9pNSR1LiZtp+kmMsZWbE8QOs/Xx8qxadtK0IM8hYxAl1cGwu7fQ+RfhLnG35vIT6K3mvQmWWbaUWsdCTkzmycl3J9SB2kGN06EzkYffo2ZzYl9kvS5YatQdPI4qIbLRanKukUy4LCh06ODjUqFGlOvFjXaFiaWACiWQ/dPvcFoSa7+FZSvwii/erblmpmO8y1zWRWMnVn59/M7Tf20a7bRgv4rDGscmJnZ0172cy5jxFq+BNlgFKkSLFpZCUnTJlu/j8tkPmssnfwRQpUlwPD3YpXfIiY2KWWGKFFRtlW2V1Qsp8dVTKS6idOXIoFGXKtg0MXTRDBo2mSpUVVs61AcwwQ63UwIkihlWXwtIqxdDFd2O6a3VYWhrnvq6ujid+CwvjNqVMm+uaSdHSEu3Neby8ohg6uCurDCsOoRsSryzjN+bQmZhhxUGvrzIsmjbVaKCqNQYlzaCWIddYoVeFbjWmsLBKPFulV4npzWYpzK/Srym6VSgurBHMFgly5ot/nXXrpIn9gHP2a9K09M0yZWsjjZ6wUY0aK6zYSOgaa3bFcYYZmjStg7rKqnVOZ5hhmWXrXK6ySpaszStdYslGN9dYs87iEkssYMRgZJ/igC6zTJ26Pd4KK7atQYMaNTSaDBlWWLEOaZMmNWpIOaBVVq1o0xprlCkDY/sJVlm1Tsa0/Ro0WGKJiMiWfnqokEj0C16wzz5zzE1EzA84oEOHPHkyZDjmmBNOJvZRokSNmi2FldbSm4RG2zJQZcqUKNmyUTcRxHpt5PMm/SEpPjc/D9XzdZUfHMLQKMIXi5N/JycmP7bRGOfGLi+bc8486DXgFCk+tChQsKX2MmQexG+sLFCmpXdSpLg5HuyvsUzsunRp0eKMM8BMoE84ISS01FgR5lEoTjm1bVKSBbBCUBERMTEDBhMTRRHpkYje86pPaQD5XswwOiWf0WRCxWm2T7Y1NGVkidHDFsqNcTWEQQdwyDgxUdZBD1ooB9wMBH6bg3lNtRvjZ6ATtRhmNcW+4mSmTZiNqZ1p+jNw4p7iZ2JKQ4djp0U8DMiomNN6TNc9sVHLY46t0JDYRZzVY46tHUTIaNp+Qh8W+zk4tGjZNg/P9nNwztlPIpZiv6TCr1B2Ndq2JdWHZVsR7gJsZFPGMk31FVqzQln6sNCT5bMDLNVXzkdo1BptbST7FzGwi+wnEWmpZZy8VoQGGhDYa8fFtRTkHLkHTy3OkKFAYYIqLRCxNHH2wURfO3SoUbMrzwrFPPNUqaZCTRcgIMDHn1CClgUhyfO/NxQKJl8/isYpEh8G+OY7coI+LOfn+8aZLSQmmMfH8Cf+BHz96ym9OEWKtwwKZcv4PRRqMYwZYylSpLgZHuYMegQHx+a6ivPj4tpyKoDNdxW1WWkTSmhStXjI0Do44qDIcf6AP+DLfJkBAxSKd9x3+KHl/5TqwCHb8uiuxLQrmrIfkh0qTpsOBR9KeoDXhF7FodYNcWPTVhzGFF0Pb03TKznUej4nNXi+AJWeRpc89psKrRQlzydyNM+WIB9qKqHHyZxCaU3Z8wkymn5BEWXN2UpEURw0eZ20Q0BgHYeY2JauEVqw/ACIwyqORdJ+cgwwjt60/aRNJt1Ct5U2+fykNA5gacuyiipUY4WaaJPjJccskPORVU5xmpPjTNpk2kaynTj60/aTfU7bL0mPTtovWU5IKNd58g9ipfgquLgssQSMSxyJgyoqjNOQ+26aQvW2CzVJfnXy2rwPJBdgkhA7vhHclbDTXcD3jYie45iI6kX5vFIqbRpSJm0ahYKJTj99aqLTKVKkeKvg4pIhY6tTvO2QuajMhdKF3BQpro8HSy2WvMiYmEUWadCwzkKDhqUP58lPUISbNO0kWtRmZaK4worN9RO1Y4BttvkVfsXW/9Ro3ud9vuT8Mv0yuI0mg5JDmAVVqxE251E6xs8rWFlhWFaoWBMuzuI35lFovJIDjWWGJQUa4qV5stU6Yd5hWHbILpm2QVGTry/i1Gp4RUWvqijMLuMVoVeKyc0uoqoVwqyZYCftsMwyRYooFFmyljYbEdGgQRFTSiNHjiZNa6MGDav2J5Tal9nPwbFtCmXVesVeTZq2bmqVKgss2MWGFVYstbhGjXnmbZvQeQHq1Jln3h6vQcOOa4456tRtdHCZZeuALrLIDDPWCV1m2Y5rkUWbtzltvyWWrP2StOOQkCbNc/YTp7ZJc8J+YluFYpllFlm0kemHGo2dhtCMt9lmjz0r5jUNWWx6SOjRY5ttXvCCbbYtg+A+IN9j07aMiFIa2lXQ2lCDd3ZMiZz9fVMHNwjOb5vPj1M8BGFonN5ppWYR8Ds4MGkiW1t3ehopUqR4NYSEEyKQbytEMNLDo0WLQw7TyGyKFDfAg51Fh4SUKNGhwxFHlmaqUOyzb6NwHh777FtnaI89S40dMuSAA9u2z76lxvbo2SjbV/jKhWM45ZQjjqi6VeLFmIVDCOmwl1FUUHgZzT57REUodxQnbosw41CLNV5eccABYTGm0oFD9wR/AHkn5qSuaLv79stMqL1gJrAHHABm1THZFhOzz751Fg44sBTXkJA99qwTuMfeBP11n/1z9pMo5B5717LfAQcT9pPPwMW1NWbBCDH16U/YPdkmUWMHh112ARN1PePMOotyfhKxStKMNdqez8vsl6RRR0S2n4xZbBQRsceeHctl9pO2pP3k+pO8UaGKligREj54Z9bD44gjllmmQMFSwoViLu8NGVKh8qAELeQaL1K01K8WLRSKOvU7P76DwwILHHJoFwAiIqpUz5UtSpHAcGgEnEqlcVTV9w0tuNGY3NZxjFN6eDimGbuuyYedjj73++MI78zMuP53ihQp3hpoNAMGEyyrtxUyT5Xc3j59+zpFihQvx8OeQY/g4tpIoDhOIgIkETowk0LJLxOHTiKBsh95nmy7SvnuMY/5Fr6FXkmxvaqpDRUOLs+ammysWAxy7C/0CDMx9aFCK3jedMhEEYuBw/4ixK5mZugQOdDOAxmHwih6CWMhABEkknHKuUo+qdBpAEvxdXHtiqQ4iKLmK/L0Eo1M2i9pI3k9vV3SRvJakGyT4zk4ll4stGIZtziocgzpJ0XNZR+yb+knSFJ+HRwyZCZWYpP2k3OXPsnzkWPIOMV+cv5JuyftN30dXWU/GfdNS9W8bRCV5x495pm3+bDyeYr6sCxazDFHhcobHvXN0KFDjpz9zIRt0KZto/x3jTJlsmStwnaJUppH/DL0eqZ8TpIanMsZRzQMz4s15fNGfE8c2VzuYlrxcGi2LZXggw/SHNkUKd5ChIQMGNjKFG8zZE7h4dGmjYNjF4BTpEjxcjxYarGLy4ABGs3s6CEOzyKL1mHIkmWBBUvPW2SRDBkUihw5q3QrojPidBQoMMecpRlfhiZNu/8wo3EqVXKVOlHOYViAfHWesDiiHVdrZCozBFmNX3DIVxcICw5BFjLVOtlyjShzfiyzzFKmbB1FOR4YSq3QXxVqom2BBUtxzZCxir/SliNn2xZZBLD2k4LiYj9gwn5Cm5XjybFlzEWKzDNv24T2C0apVlRpk2PWaCpUJrZNnk+NGjPMWIdxnnm7XZ26Fb5xcCbsN8ccZcp2P9JPrh1pk7GIc5u0n+SDyrEXWZywn7RN2y9DxtpPlJflWh0yfNDR2CxZllm2UdYkHUpsX6fOBhuss06N2sRix21A7NimbVfgbxMh4TkqdHKB5r6QI0edOnPMUaDw4XViwxBaLdjbM9FT/5ajKVc5nkoZJzWfv9iJjSITgd3dBc+Dbtf8T5EixVuHIUOrBfI2Q3RcQkKrNfGQ5wUpUtw3HuzdEhHZyMgBBzZvTeioQu0cMmSXXSSBfpddKwwkbRLh22XXrt716FmRnj/Pn+dX+dVzYyhSZI01XvDC1hsV2qFEG7fZtlE7iezKRHiHHdt2yOGlbQccWCchJmaHnQmKsIw5JOQFL87Rh0Xc6QUv7AR4h50JauwOO/b4l9lP2oRynbRfRMQuu/ZHo0fPCmNpNLvs2ihom7atu6rRvOCFjbCecWbtFxGxzbbtl7SfnIPYSFSDr7KffCbS5uBYOrlcUzKWi+y3w44d20X2k2Mn7efhTdhvn32GDKlS/VBQi485pkWLPn1KlJhjjjz5iYj3XSEi4pBDhgxt5DxHjiWWbs2mJUqccWbzocEIWclCRYpbRBgaBzaOTTR1MDD5qI3GpGrwdVCpmL7JqKznmf28aumcw8Nx3e/hEOp18z9FihRvFUQ8KSn0+LZCUpcAG5xJ/t6kSJHiajzYiCxgb/4CBXvjy5eATKAzZChStPSNEiU7AXVxKVK0To1ENoXGWqCARvMxPsYP8oMTk/I55vgcn0NjCm9LXdIcOXs8wB5Po8mTv7BNnksuIWAjsHI+OXLWMZNSHDExBQq2jIucj9hBci4kqlSiZO1QpGijaC6uPfZl9pPSNpIrKAJIBQqWwl2iNGG/5LlKVFucjYvOVdRspZ+cq9jhJvZL9hP7iXOVtG3SfhJJFtvmR4/k+cmPzlX2K1Cw9YjlfJL2k+vqoVOLxcmXyLWUcQoIGDCYiKzfBbp0bYmfAgXKlImIbCmu24Dc2336VlUyIGCe+Vs7RooROh3jxBaLxtmU6OjJycv7TqNQMI5mv2/+ej3j0C4svNrYPM/81WowNzfOwT0+frX9pUiR4s4gubGiD/K2Q5zuPn0rjJkiRYrr4cE6sklqcY3ahPBKnbpV+8yQmWirUbPOT46cpTtqNHXq1knLk6dGzUbgfpAf5G/xt/gCX+Dn+Xn+Nn/bUlJnmLF5n0WKlClbp6lO3e6jTNk6oQ7OxLikTbZNUmhr1Kxjluwn2xUoTNCQxVmtU7fUWAeHWWYtbbZOnSxZS5udZdZGay+yX3JcYr8MGeaYsxFtaRP7JZWCxakRZzFpW9lOHNdp+0k/EUiS6KbQk2UxIWm/pG0rVGybgzNxvKT9ZJ/iRM8ya+nDcg7J80m2CQ0dYJZZS792cSfsV6VKjZqNaN9WVE8pNaeU+k2l1DdH/2cv2OY/Ukr9XuJvqJT6kVHbLymlHifavuNlx0zmAC+xRIECPXr06dvasNeBOIg3nXB06Z4TPMqTp0fv1lbhM2Ro0LCfaYUKK6x8dISWtDaR0XbbOITxHS6+DIfnVYIzGSOuFL1CntvsrMl7XVw0Ud2VlZtHY5N04lbLOLPFonmv3b5RjuybuEdTpPgoQkoIylzounhTv6Oit1GgcL+1wVOk+BBA6bdUrOLdd9/V77333qXtAQHPeU6bNi1anHJq64WJmA9go4MySc6Rs4JAQmeVSJq0JYV6pC1P3tYmTQpCST8Pzx4nKVaUJ4+PbyO24ghFROTJ23yIpIiQRCZlnBLllLG6uDYaNj1W6TctQASc6yeOlxxPbJR8Lv2S9pN9CAVXxj5t22QuodghCRn7tP0kiif9km3XsZ985hfZL2nbq+yXFIEC82OTIfNS+ymUPY44xMnXJUrMMGNzejfZfOnqq1Lqa1rrd1+yzd8FTrTWX1RK/Swwq7X+mSu2nwP+GFjTWveVUr8E/B9a6//1ysEk8Ml3P6n/0Xv/yDroVar06bPI4pV55YKYmBNO6NK1thbbXCcHVOjcycUAoXOvs36tfaS4AlFkyswMh8YBjCLjaC4tvTo99yqIanDSmY1j897a2sV5q3eJKDJUZ3Gid3YMVblWg7/yV6xTr772tZfen/Bm7tGX/Y6mSPFhxPu8z8/xc3TpEhHxG+o33tp7dObdGf1n3vszxMT8Jf4SP81PX7drihQfGlxnnnsZHmxEVqHw8JC6pDPMANjIoKjW5sjZ6KZEb8UpKlCgTt06q3Xqtl+RIjPM2MjgLLOWSipiReLcSb+AgDJlKlSsQybCQgEBVarn2uR4yTYRKBLnqkZtop+0yZiFHp0la50AaRPKq0QGxUZzzJEla20kkciIiBo1smStYzdtP3HMChSYZdbaL2l3sZ9QdmeZtQ5+kSJ16vZcp+1XpTphI3HAxVl6mf0AK9o0bT+JPiejyCVK5+wnbWK/DBl7jWn0OfvVqVsa0wwz9loR+4mNatSoUiUiss70LeGHgS+Nnn8J+JGXbP9jwK9rrfuvc1Chr5+NHmAWO66DM87o0bPR9BIlWrTo0btW/ypVW9tZIPnHqRN7C+h0jBNZqRiqbrlsnLqz26NuT6BWm4y+xrGJAs/M3L8TC4aOHIYmAlssGkpxHBu14leLTL+RezRFio8aZPFbUnpugDd2jyarJqRIkeL6eLCOrDg3QiuVCJCDQ5XqRB6n0FjB0EyF9pklO0E5rVK1VNEcuYlSIRUqdh958hNUX2lTGLVjyd0UOux0W5JqLJCSGhIdTO5TcjyT55DMIRX6MGBpKbJ/KUuUITNxfqI0K23J0ilVqlbZWfpN20+hyJK19Gqxn3wRZ8lO2C+pupwnb18rFBUq9rnkOl5mv6RCc9J+RYoT9kv2E/slP0vZrkx5wrZX2U8o5DLmZJucq9gvSc0Wu8vnLONORp9vActa612A0f+ll2z/WeAfT733Xyml/o1S6u8rpS7kziqlvqCUek8p9d7ZoXFehalwxJF14sFEqvv06dA5F43XaDp0JkoMyGfcoXOtE65QoUbN0pl79OwCykOH1GI+4ogTTt5MLcRu1+SoJpHPGwfvLpg8+byJ9kaROYbnwfw8VO+Yaqe1OdedHdjehtNT48D2+yYCK6jXDU35stI8L8e936OHh4evMs4UKR40ROdDyvDcAPd+j3qHnp0LpCV3UqS4OR48tbhDhyOOOOWUgMC2x8SWsirRMXFeQkKyZAkIbJQQzERaImwennWmhFbq4Vn6rORURkQTlGKJCKzuumMAACAASURBVEqkUI4jEUeh0gYEdl/SBsbJk+3ly01WFGW76bEnKbESSU3SoqUtSbkWGyUpsYIkVVhWNuV9iVYmx3eR/cRG0s/FxcOboFpfZj+h4+6zzz/nn3PMMQrFFlv8AD9AidKE/eT8kvYTGyXpwUn7Jc85ab+kqJbYYdp+yc8kOeYkZJ/yOYkdsmSZZZZFFqlSZZ31a1OLlVK/BTQu2OTngC9preuJPqda63P5PaO2JvBvgBWtdZB4bw/IAb8IvK+1/i+uGten3v2U/qX3fomQ0OZcP+KRpXXvs2/tJNFoycXWaJ7xzC5MCCIiYmJWWLnSJklIiQUX99rR4LcZGs0hh/ToWZEyKX11Hcr2rWFnBxzHqPQK4tg4mBsbd3dcrY0z6zjm765xemryX4tF46B6nqFO53LjurHJse3uwt/8m6YPk9Tit+0eTanFKT6KOOCAz/JZ2rQB+Jp6e+/R8rtl/cn3PkmRIn+Nv8ZP8BM3Pd0UKR48PpLUYgdnQkF0kUVLI1lm2arpligxz7x1SpJtZcossGDbGjSsozXDDPPM24m41A0NCalRY55568hJ3VChlS6wYCfWyyxbB6pOnQUWrPMmbSGhrS8qDtMyy5bCO8ccVarWeVtiybaJqE5AQIECS6MFxJCQRRat05dsEzuUKRMQUKRIg4a1X4MGBQoEBJQoWRuJbUWhNtkm9hPnskqVOeas/UQMSGyUtN8SS5amK20tWvxD/iFHHNljf8AH/DK/bB39pG3nRw9xbMVGQqOetp84o9P2k3q6ERELLJyzn9Cvl1mmSJGQ8Jz9kudapMgii/YcllhijjkrcHQTCqzW+vu11n/qgr8vA/ujH1H5MT24Ylf/GfC/y4/vaN+72sAD/ifgu69zD9ZGjwEDG4UWR0yUsuXRpm1LX0nEW14LRIX4JhBl6Nt2YjXj+n73iQED+vSpULEK3wUKnHByU5rc66FaNUJPSQyHhgJ8l1DKOJKv48RqbcY6GJjo6mUIQyPaVC4bh91xjEPr++Z5GI77az2ORlerF+YJv233aIoUH0V8ja9dyux5W+/RAQMe8/i6m6dIkWKEB+vIKpSNhElZlqRysAgASUkaicrlydsIWbJcjexHqKNC80hSeCUCKpNLgdBrwUyqkxPqAgVLcc2Rs7RL2X+SNiuOQJJiItRYURiW19KWI2ep0hdRcZNtyX0m1YxlnBIlvcx+sg+xn2yb3KdEsaUkjfRLlvTJkp1QfZUxS8QyT56v8lX7mSXRps1Tnp6zn9hBPodp+4nCsLye7neV/ZKvk/3kXKftV6I0Yb+kHfLk7euLIrmvgV8DPjd6/jngy1ds+xNM0aESP94Kkxf0hy87YExMSEhExDHHtGmzzTbPeEaPnr3WAUuzTua/iiK11GyWCGSSkv6m0KfPNtvssss22xxwYMt93TUGDCZsB9hFmXt1qisV47T2euMSNuXy3Tuyr4swNNHkvT0jVrW9fXler+TjTlOFxUltNMa5uoOBydcNQ+Mku66xx/Vx7/doihQfRfwGv3Hh/OEaeKP36O/z+6867hQpPrJ4sJnlERFlynTp8pznnHIKmAnz+7yP1PPs0KFL10b8HvPY0o5FoEacjsc8tmq4p5xywomlmr7P+4SE5MlzxBGA3ecHfICPT4ECB6MFPInsPuYxPj5FiuyxZ50ZD48nPLH9nvPcOkvSFhKSIcNzntt9SpvUjd1mG1FVHjK05+fg8IQn1unq07evAT7gA8DkkvTo2ZVAB4f3eR8woj0X2U9s1B49xH4f8IFVGp623wd8cCP77bJ76Wf/mMdssGHtlyfPC15Y+/n4POWppZBP20/arrKfi8tTniK5wEn7ybUin+VN7PeUp9Sps8wyFSr2s7oFfBH4J0qpnwSeAT8OoJR6F/hprfXnR6+3gHXg/5rq/z8rpRYBBfwevFw6URY0pH6ylDnq0+eII5t/LBBnXpAhQ5MmAwYEBNbJv65zL1FuWYS4LQQEHHAwsWgzZMgxx5bVcJeQtIRpSGrEvUEpk6NaqxmHz3Unc0ZvG2FonMbXjcYeme8X62RqbejD+bwRrUrCdS/O9xWF5kLBlO0RqrOUIZL9Tkesr8a936MpUnwU8RrMlTd6jwpTSwIEKVKkeDkebETWwcHDJMk3abLGmo1ybbBBjZqluK6ySkhITMw665QoWYqw9NNoNtiwbTPMsMqqnVCus27ponPMscKKpcZusGHb5pmnQcPSX9dZt07tEksssGDzNNdZt1TcZZZZZNHSXzfYsPThBg1LRy1SZJVVG6Fp0KBO3bats24n+CusUKWKj0+JEmus2Xy7ddapUbNUzlVWAaz9hG5boXLOfhUqVt1Y7BcTs8XWtexXp84KKzYXddp+TZpX1lITBWmxX0Bwzn7rrNv81aT9ChReaj8wCyViP6FYr7Nu6cPrrFvblimzxhrARJuoMCftt8YaTZpWhOK2HBOt9bHW+vu01h8f/T8Zvf+e/PiOXj/RWq9qreOp/p/RWn/riGL1n2utuy87poiiHXHEgMFEiSFZzLD7H1Gyp2nDIrgl6tvXdUj79Nlhh+3Ro0371laye/RwRw9BgQJ9+vcSEZVayUlndsCAMuU3o2qZzRqH7q6c2Cgyzuf2tsk/ffHCRH9fBRItTZbwEaryRfvMZAxNuNs14xBKsusaivF0/z/+43FJIN+/kXrxm7hHU6T4KOL7+f5X6vem79FVVm8qTpUixUceD9aRFWqxRCnEIZAJqLwv9E7pk5ycynuyejddO1T6C5006XQkJ80q8ZCxyIRc3pc+yfflPYkAJtuSwkrTdTKnRZTkmMm6pXL+Hh6HHFqnOznOpNOQpARLf2lPUomlTc5fHMKkDZJtSRuI/abtcdHjz/HnLvzcXVy+jW87Z79pmydrwybHkYyAXmY/ee4kHtNjnbZfsi1JR5bXSfsl6+s+ZPj47LGHj88ccxMleJZYIiS0asIDBswxN0EpB7Nw4uPfyBZDhhxwYGncWbKccHJtteOXQRZYppH8rrhLZMmyzDIhoVVkLlFijrk7P7aF7xuH7qr80tvC6amJcpbLUCoZh1lqyt4UWt9cUXhuzkSeg8BEWEslQyl2XePc9vtmjPv7xrmtVu9GtTlFihS3gk/z6XPpGQ8BRYrn5qgpUqS4Gg+aWlyhQocO22zTomUdB6HeFinSoUOfvnUepK1AgTPOaNM+RzvOk6c1euTJW0qotJ1wYnNlQ0Ke8tRG+444Iia2FNdnPMPDm2grUmTAgGc8s9TYHXaQ/E1pk+M957mNfg0Y8IQnVhX3BS/sPvv0ecpT6yT9Hf4OJ5xYm30r38pf5C/i4vKc59YO4miIg3eZ/aRNRIwus1+BwkvtB1j7yT4LFDjmmJiYDTb4DJ/hq3zVOg958vwoP0qe/Dn77bI7Yb/nPLdU5qT9hgx5ylOrKH2Z/TJkbFuBAgMGlmp8kf3ERnL9Sb9p+wm1uEGDMuXbpBbfO2QBQxz1EiW6dG15o002bX51luxENDEi4pRTunTtwsAcc9cSeurQmdif5CG3ad9KDVkRpko63RER91nnT5gDkkd9b5HYKILjY+O8KWUctloNZmfvppZrGJpIZ6k0fs91zV+nYxzMmyCbNX++P47Kam2Oc1k+q1LmHGu1SUfY943zGkVmLN2uyRvu9ca5tSlSpHjrEBDcm6bBbeJf8i8pUXr5hilSpLB4rRm0UurHlVJ/pJSKRzkEl233HyulvqGU+mOl1M++zjEFLi59+vj4rLE2QfvcYmuCWrzBBlKKZpNNKlSsMvEGG5YuuJWgxs4xxyabtoTLFluW/jrLLOus2xxWmbAHBCywwCqrlj68yabtt8giK6xYpzfZtsoqSyxNtEkZkw02rNpxkSKPeGRps2usMc+8pcZusYVC8cv88oQTC/AH/AG/w+9YarFQakuU2GDDlj7ZZNPar0LF2k8cTGmrUbP9kvaTCN20bUUJeY451lm3eb6PeDRhP+n3aT7NL/ALfI7P8Vf5q/w8P8+38+3Xst8GG7ZsjthPnOVNNq39Vlm1dO8iRTbZRMoCrbLKLLPWRptsWsqn2C8ism1io002J6jF05TkVVbx8enRe7BOLJgIpaiCH3HEGWdERHTp2oj2ZXTcU07p06dM2UZVDzi4Vr3UZEkjgdDwb4NeLLWMu3Tx8RmOHvPM3+nnFRJyyikHHFhbTi8A3DlaLROVlOhoqWSEkiQv9LZxWWTTcV496rmwYCi/IlLV7xsndbomrmA4NA7rzo45/zA0xz48HAs6FYvmLwgMzfpVosUpUqS4FwwZPkjGk4fH1/jamx5GihQPCq87K/tD4EeB//uyDZRSLvDfAP8J8CngJ5RSn3rN415K/01SW4GJ6MxFdN/p18n3pymryWMlhVem6cPJ95JjumgSnKTpJinFyVqlybqmQm+U4yUjerJNn/5EfmIS/5p/bY+bHJ+c37RdkmO+jDJ9mW2Tx5i230X9pI84xhL9bNBghpkb20/eT1JFk2OQxY1kW3Is08+nxzk99ouuhyRlfJq6/rqRwzeNiIg2bXr0qFO36sMVKjg41lk94YRddm2tZKHMJgUtXFwyZK5FD5ZawUnIwtHrOpoxMR4eVaq2jJLkid/lSrmPzwte0KFDSMgZZ+yye78qxVJeppgQGlHKOICd26Ftn0MmM6bwJuH754WZboJ6fRxJXlkx9OGLIsrdrlE3DkPjPHc65vVwaJxWyQsuFIxz7LrGMb4PynWKFCleCU948qaH8Mr4bX77TQ8hRYoHhdda6tda/1sAdTXl7LuBP9ZafzDa9leAHwa+/jrHjompUKFKlQ4dPDxWWAGMMEqJEoss0qfPgAGrrBITM2Ro23r08PBYY42IiCFDqlRp0JjYZ7JtmWV69GwkOCBgwMD269EjJGSddYYM6dOnTt1GeCIiNtmkP3rMMmspmQpl23r0WGDBisxIVLhLlwEDW9e2Tx8Xlw02GIweV61EShR3yJA8eeaYsw5IkyYabYVlLrJf0rbT9hswoELF2ugq+3l4rLN+I/t16CCiXHKuV9lvnvlz9hMa9bT9pJ+0ZcnaMiibbFq7S+1aD+9C+wE2p3GBBXs8sZ+HR4WKrVf7kKnF4qRHRDznORkyfIyPWSXwGWbstj4+J5ywzPKlUdPk4sNVqFGzEUuJyIuo1+tgyJBDDu3Ch0JZZ/au0aJFhoxVec6SZciQM86Y54b02leF1hfnmDrOjUSNbnzMatVEP3M54ygGwTgafNN9nZwYZWGhRedyl+9H1IwLBXNcME78YHA+Ap3PG8d4Zwf+/b9Pc2RTpHiLIeKLDxEivJkiRYrr4T44a6swqn9isA38BxdtqJT6AvAFgI2NjSt3KqJEWbKUKFGhYqOQ4txmyVKmTIWKpTvWqNm8TikX0qNHTEydOi1atpSIlKaJiZllllNOyZKlRs3maUZEzDJrJ6J16ri4Vs1W2lxc6tQBbI6pHC9DhnnmLbW3QGFin0ss4eMjJYXq1DnjDAeHRRbx8BD11xlmrpRur40eTZrWiStRsnYR+3XpkiFj7SeRsqRtk+VWIqIJ+1WpXmk/cTCn7TfDjKVUV6jYfbq4zDCDwoh8ybnexH7AhfaTtuRn4uCwzDJDhlZUqEqVNm0cHCpUrLrtTexXp25Vny+iyD4kODi0abPDDgEBH+fjrLDCDjtoNFWq1kmXRYOYmAwZe4+IAJZCERBMOL8XQSK8Gk2bNn36LLLIEksTpX5uipiYAw7IkrWOa0TEPvussXann5MsHk1HfMVm9+bISumbwWAyKut5JrJ52+j3TT6uOMnDoYmkzs4a5/KmJXgGA+PEVhJ1iD3PHGN5+fz2UTSOsiaRyZi2fN7sU8YRxyZiO3L0+wVo1W82xBQpUtw97lUY75bxWT77poeQIsWDwktnCkqp31JK/eEFfz98zWNcFK69cDlba/2LWut3tdbvLi4uXrlTB4dZZhkyxMcnS5aQ0OY6lijRokWZss2/lBzJIkVOObX5eR6edYCKFCf6DRkCxgESESNxcgcMUJjapVmynHFGafTo0MHBoUDBUiZLlChTto50iRIuLh06FClSpswZZ+TJU6SIg0OXrs3ZEydRHNUePcqjxxln5MhRoECePN/Ot19ot8/yWTy8CRuVKNnIlthP7FCiRJGijXpNt5Uo2XyUq+wnNUKlTQSUxLZiP/lMJMIqbR061imU2rXT9hOH8Sb2k3MQcR9xYiRyX6LEGWcUKFCiZKOq8voq+51yap+L/aTc0pAhs8w+aHrxgAGnnOLgUKNmr3uh/kqOqYiPSZRTGAPPeMYTnrDNNqecWpteBh+fAw7IkKFGzQpmiZDX60C+A5L5qOK8enivte+roNF4eAQE5/KDJUf2zhGGcHBgyt8Mh+b50ZF53usZpzLpHN4GgsBEYbNZEzGdmTHOcxyb169SR7bbnSy7A8YZvUx9WfJwh0PjsEreaxSZceXzhmb87Bl84xsmElurwdoa/QIcLIGbMoxTpHjr0OeOcvrvGKLfkSJFiuvjpRFZrfWrFeQaYxtGxTkN1oCd19wnABUqZMjQpk1IyDu8g0bj41OnbiNxEREf42PExFaIaJll2/YJPkFEhI/PAgu2LSbmE3zC9ltggQYNOzn/OB+3x2vQYIUV2/ZJPmn7NWlagR9pk35S03TIEIXiU3zK9ltllQwZhgzJkbNtAYGNEkkd2E/ySessbbLJ3+Pv8Q/4B/w6v24jXT/FT/EZPoNC4eFRo2aFjsR+YCbudeoss4yH90bs9yf5k7bfRba9zH7JftP2k89k2n5ZshP222ADB8fme84zb53ULbZs27T9HvHI2vYq+0kE+T4oq3cJ+QyGDMmQISLigANmmWWPPbvwkSFDkSILLKBQHHNshddEsE2jmWPuSpp1l64thwQmx7hIkS5dy4R4FUhOqkTb8+QnxnFb9Wmn4eNzyKF1YvfZtzWU5VpZ5oJI4m3j+Ng4caLqWyyayGapZN7L529fsbjXM05kMhpaKJj3k7mpN4HnmXFns+YcXjbuODZ9Dg/H9ON83pxzJmPssrFhnODdXePMDwagNa0ZWN6Hwt2tcaRIkeIVca/aAreI5O9bihQprof7oBb/LvBxpdQj4AXwWeAv39bOJVKa4jx+fvRIkeIuIDTvI47w8Cz9ukXLMhEUykblK1QICCw1XdSgZ5hhwMAuOFyEkJBjjjnllBw5ypSpUrXO63S95evCx2eXXZvjLarXCywAxomdrn17GxDasqQElCiRI8c++8TE5Mgxx9yVaQKvjSAwUcyjIyOGJJAoaSbzeoJLF0FrQ899/txQiysVQyeWSKpSr5aPe3ZmnOBOxzixnY6JnhYK5nXmgp+601PjuC4vjx3rfh+aTePYK2WitXE8zhM+OED/u39LtWuc2IfLp0iR4sOLh8p0knSbFClSXB+v5cj+/+2dS4yb13XHf4ecGc4jHM2Mxy9JSW0jQZougjQwjCQFskhTJNAijtsEyCZ1ABeBUWTVTQ14U3TTupuij6Cp4wRwN3FSA0aVRIGRJ7JKYqlRYjuCLEV24fFo9BprNBxyhq/Txf3OR0r+OMN5kd8dnZ9AkPx4eb9zP/Iv6c977zki8gjwb8CdwPdF5LSqfkpEDgPPqOoxVW2KyFeAF4Ei8E1VfXXXkTuOM1RsFlHRNPnSfUn5p0kmGWGENm3mmadAIZ3VvsSldNZTUWaYSWsKZ9GmzVu8RYUKEJapr7GWlnKyjMfbwRKXvcEbCJLOoC+zzAor6RjmmNvT8jcNGiyzzA1ucJWrzDOf7ve3/eHTTDPDzP78h0Y1LJ2tVEKpmUYjzGJubISarTYzWSjsfWZeW8JcqQST2Wik5pC77w7nLBS2Pxtbq8Ebb3SWAzcaoZ/Ll+Ho0ZtNencsly6Fe9sna4a60Qi3paVwvFAIbVdXoV5HWm2m1tzEOk5eiXVGdj+3sTjOQWW3WYtfAF7IOL4IHOt6fgI4sZtzOY6TL5o0eZ3X0yy/hznMNNNpUjXb0/w2b1OmTJ06ZznLEkvp3u5pprnOdcqU35HUyGrSvsmbXOYyZcqssMIGGxziULpX+ihHt/wF3so61alTo8YSSyia7qFeYol55rmXe9MlzEc4sqs9qk2aaQKyKlUqVNJrMcEEJUpUqNCkmc4AFynuzfKy7qy69Xowa81mMK22D/aOO4KhrFaDWVteDkawWAxtt5s1uJt2O8TQbgejubISznvlSqcO6/h4ONZqhWW85TLcdVd/+2NtWfD162EPa6USxgMdU1ouh8RRWbOxb70F586FvblTU+E9y8vB9JZK4fosLoZrUCyGGdvFxTCO1193E+s4OWaNtWGHsCP6KT/nOM7NDGJpseM4+4yIfB74O+ADwEOqerJHu08D/0JYHfGMqv5jcvx+4DlgDvhf4IuqWs/qw6hQ4VU6iyvOcOam18uUGWOMGjWaNClRokyZQxyiSJEpphhjLE3WNMNMmhCqSZM6dTbYYISRNFP0JJPp3ltBmGOOs5ylSTOtKdxds7lBA0GoU0+XOVstXzOSs8xSoMBrvMYcc7RoUaKUZq82A2x92TmKFG+qedxd29ZKN40yyhJLaezLLFNow3tW76R0dYWpqrAx2qatdzHSaCLFBhOj90B9oVM+ptUKRsqWuJpBbLc7e0CtDmqrFW6FQphVrFaDYRQJs4qzs2Gp7fJyMHMzM6GtZQ++di30NTUVzmn1XUdGgnE04wmd2V0rddNIxl+rhfaWRKlU6pjlVissJ67Xwwyq7YsdHQ0m9uLF0EerFd5z8iScPh36++AH4b77wnut77W1TkKnUin0fe4cXLgQ+vnQh+C97+0sO67VgvldXg59Fgqdsj/tdifBlV2PdptWu0GtXqHQhtEGSJsd7cYehkYd53Zkp0Z22Br1GVnH2T5uZB3nYPAK8OfAf/ZqICJF4KvAnxGSsL0kIsdV9XfAU8A/q+pzIvI14DHgP3YT0K2/Lteps8oqi0muN0EYZZQCBQRJE0bZrKQg6bJbCEuKrd044yiaLkk2s2rvMyNbpJjuOa1TT40wkNZ2tkzWlknaav1aFmaL1Wo0K5qew2aCLeOxZWS2xy1aTDCRltiZaI9zz5Vxahd/zZGVdzFyBaYXblBsj9GanWW2CqXq6TBTKBJmUMOHF2YdzThCp+arGUTbX2qmTLVTSqbVCqbx/Plg1mwf7PXrYVZ2cjKYt0Khs0fUyuE0GsEE2ixv92MztbaH1M5vy4YnJsIsZqkUDOO1a6FPM76Tk+Hearna/thaLRjYSqVz7Ny5YMTn58MxK58zMtLJOGzZli2+hYXQd7kc2jQanSXT3T8IWA3dW2gW4eoc3HkDREOaf2XHy4pzp1HHOYhc4tJO3+oadZzI8F3ljnMAUNUzqnp2i2YPAedV9ULyK/FzwMMiIsAngOeTds8Cn92/aDvYTGo3ZgCtVI+ZwwaN1EhWqaJoamKbNFPT2qZNk2Z6b5mkLbu1na9ChTJlmjRZYy3NgG6Jl6xMlpXHMaNty5Ttj43BZmetRrCNz5YYAxQ2GpRWa7yrBo3JEdYnoTg6zmShzEylyJRMdJb22pLg9fWO2TPzZrOhzWa4dc+IqnZMm5nYRiMcM/MLYcZTJJyvWg2m89ChYCIhGMTV1U7/VsamWOz0a+ez5+12OJdqMLfVasdMr68H01yphDbFYuh/fDz022qFYzduBMPbbWLtPG+/HWaGLRmTnVMkHEuyCt/0nlotvMeOm+G3991aR7aLlWmYXoWCdv6x3Omy4lg16jix8T2+t6P3uUYdJz7cyDrO7cMR4M2u5wvJsTuA66ravOX4vmIzm3ZvhtWemxk18widfae23LhBIzWT3Qa2+3G3+bRz1KmnJtNmgMuU0xliW0q8wUa6JNlMtJVbslJO1k8j+WNLj63U0jrraZmn4oZSbVeQQoGmNlhvr1MamWSyMMFYNTFoIyPBfHWbQDOmqsH0mUltt8NrZjbNAJtZtXa2/NaW9I6Ohv4hmDyrF2tLghuNTuKjarUzA2qG0Ax0vd6Jz4ytxWlx2QztxkYneVKr1TG7NhNr47IEUL2yF1cqnaXTxWJnBnZ9vfeXzUw83Dz7arOyPVibGnh24lxp1HFi5CxbedFd4Rp1nByR26XFp06duioi/7dFs3ng6iDi2QNiihXiijemWGH78f4BgIj8CLgn4/UnVfV/+ugn6//jvVZKZhZPFZEvA19Onm6cklOv9HHePBPbd+dWYo8f8jyGU321er89yKNGRcQ1Olxijx/iH0OuNdr972ikpYNi/37EHj/EP4b3b90km9waWVW9c6s2InJSVR8cRDy7JaZYIa54Y4oVdh6vqn5yl6deAN7d9fwosEj4y29GREaSX5PteFYMTwNPQ3zXPYvYxxB7/BD/GEQkTQjjGt17Yh9D7PFD/GNwje4vsY8h9vgh/jF0a3S7+NJix7l9eAl4n4jcLyJjwBeA46qqwE+BzyXtHgX6+WXacZy9xTXqOPnGNeo4OcKNrOMcAETkERFZAD4KfF9EXkyOHxaREwDJr8RfAV4EzgDfUVWrn/O3wN+IyHnCXp9vDHoMjnOQcY06Tr5xjTpOfOR2aXGfPD3sALZBTLFCXPHGFCvsQ7yq+gLwQsbxReBY1/MTwImMdhcI2Ri3Q2zXPYvYxxB7/BD/GPqK3zW6Y2IfQ+zxQ/xjcI3uL7GPIfb4If4x7Dh+0YzaeY7jOI7jOI7jOI6TV3xpseM4juM4juM4jhMVURlZEfm8iLwqIm0R6ZmdS0Q+LSJnReS8iDwxyBi7YpgTkR+KyLnkfrZHu5aInE5uxwcc46bXSURKIvLt5PVfish9g4wvI56t4v2SiFzpup5/NYw4k1i+KSKXe5W+kMC/JmP5rYh8eNAxbpeY9NeLGHTZI56otJpFTPrNIgZNu0aHh2t0+LhGB4NrdDi4PnugqtHcgA8Qag39DHiwR5si26YIiwAAA/hJREFU8HvgAWAM+A3wR0OI9Z+AJ5LHTwBP9WhXGdK13PI6AX8NfC15/AXg20P87PuJ90vAvw8rxlti+TjwYeCVHq8fA35AqD33EeCXw465jzFFo79NxpBrXe70muZJq7sYQ27022MMude0a3RoMbtGc3BzjQ5sDK7RfMZ/W+ozqhlZVT2jqme3aPYQcF5VL6hqHXgOeHj/o3sHDwPPJo+fBT47hBg2o5/r1D2G54E/FZFhVevOy+faF6r6c2B5kyYPA/+lgV8Q6s/dO5jodkZk+utF3nWZRWxazSLv34stiUHTrtGh4RrNAa7RgeEaHTx5/05syX7pMyoj2ydHgDe7ni8kxwbN3ap6ESC5v6tHu3EROSkivxCRQf5l0M91SttoSDm/QkgpPwz6/Vz/IlmS8LyIvDvj9byQl+/pXpP3ceVdl1nEptUsDpp+s8j7d9/Ie5yu0eHgGs0PeY/TNTp4XJ89yF35HRH5EXBPxktPqmo/xaWzfj3Zl9TMm8W6jW7eo6qLIvIA8BMReVlVf783EW5KP9dpYNeyD/qJ5bvAt1R1Q0QeJ/yy9ol9j2xn5OnapsSkv54BxK3LLGLTahYHTb9ZDOQzcI2muEb3FtfoXp3ENWq4RvcO12cPcmdkVfWTu+xiAej+FeIosLjLPjPZLFYRuSQi96rqxWRq/HKPPhaT+wsi8jPgjwnr4Pebfq6TtVkQkRHgEJsvC9hPtoxXVa91Pf068NQA4topA/ueboeY9NeLyHWZRWxazeKg6TeLgXz3XaNpH67RvcU1uke4RtM+XKN7h+uzBwdxafFLwPtE5H4RGSNs2B5GtrTjwKPJ40eBd/wKJyKzIlJKHs8DfwL8bkDx9XOdusfwOeAnmuzIHgJbxnvLWvrPAGcGGN92OQ78ZZKl7SPAii3ViZy86K8XeddlFrFpNYuDpt8sYtG0a3TvcY3GgWt0b3CNDh7XZy+2ygaVpxvwCMGxbwCXgBeT44eBE13tjgGvEX75eXJIsd4B/Bg4l9zPJccfBJ5JHn8MeJmQfexl4LEBx/iO6wT8PfCZ5PE48N/AeeBXwAND/vy3ivcfgFeT6/lT4A+HGOu3gItAI/nOPgY8DjyevC7AV5OxvEyP7IV5usWkv03GkHtd9og7Kq3ucAy50W+P+HOvaddorr/frtH9j981OpgxuEbzGf9tqU9J3uw4juM4juM4juM4UXAQlxY7juM4juM4juM4Bxg3so7jOI7jOI7jOE5UuJF1HMdxHMdxHMdxosKNrOM4juM4juM4jhMVbmQdx3Ecx3Ecx3GcqHAj6ziO4ziO4ziO40SFG1nHcRzHcRzHcRwnKtzIOo7jOI7jOI7jOFHx/6hHWffiywIbAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1152x216 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for name, data in datasets.items():\n",
    "    for dim in [2, 3]:\n",
    "        print()\n",
    "        print(\"Dataset '{}'\".format(name))\n",
    "        video = build_train_animation(data, dim).to_html5_video()\n",
    "        display(HTML(video))"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}