ch17/ch17_optional_DCGAN.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "*Python Machine Learning 3rd Edition* by [Sebastian Raschka](https://sebastianraschka.com) & [Vahid Mirjalili](http://vahidmirjalili.com), Packt Publishing Ltd. 2019\n",
    "\n",
    "Code Repository: https://github.com/rasbt/python-machine-learning-book-3rd-edition\n",
    "\n",
    "Code License: [MIT License](https://github.com/rasbt/python-machine-learning-book-3rd-edition/blob/master/LICENSE.txt)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Chapter 17: Generative Adversarial Networks (Optional, DCGAN)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Note that the optional watermark extension is a small IPython notebook plugin that I developed to make the code reproducible. You can just skip the following line(s)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Sebastian Raschka & Vahid Mirjalili \n",
      "last updated: 2019-11-04 \n",
      "\n",
      "numpy 1.17.3\n",
      "scipy 1.3.1\n",
      "matplotlib 3.1.1\n",
      "tensorflow 2.0.0\n",
      "tensorflow_datasets 1.2.0\n"
     ]
    }
   ],
   "source": [
    "%load_ext watermark\n",
    "%watermark -a \"Sebastian Raschka & Vahid Mirjalili\" -u -d -p numpy,scipy,matplotlib,tensorflow,tensorflow_datasets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "from IPython.display import Image\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 68
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 47887,
     "status": "ok",
     "timestamp": 1566680661076,
     "user": {
      "displayName": "Vahid Mirjalili",
      "photoUrl": "",
      "userId": "03695229825133505307"
     },
     "user_tz": 240
    },
    "id": "TDcU1S783G6q",
    "outputId": "d1daae87-bf9f-450e-9091-96f0830034a9"
   },
   "outputs": [],
   "source": [
    "## For running on Google-Colab\n",
    "# ! pip install -q tensorflow-gpu==2.0.0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 122
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 127152,
     "status": "ok",
     "timestamp": 1566680740382,
     "user": {
      "displayName": "Vahid Mirjalili",
      "photoUrl": "",
      "userId": "03695229825133505307"
     },
     "user_tz": 240
    },
    "id": "XnOWggQN3RbT",
    "outputId": "0bc1af02-7ee7-4d48-d44a-9c20d222ad5a"
   },
   "outputs": [],
   "source": [
    "# from google.colab import drive\n",
    "# drive.mount('/content/drive/')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 34
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 4890,
     "status": "ok",
     "timestamp": 1566680741639,
     "user": {
      "displayName": "Vahid Mirjalili",
      "photoUrl": "",
      "userId": "03695229825133505307"
     },
     "user_tz": 240
    },
    "id": "VXasfQIW3XeR",
    "outputId": "88dae23d-b0b8-4361-94dc-bc01a3ebd317"
   },
   "outputs": [],
   "source": [
    "import tensorflow as tf\n",
    "import tensorflow_datasets as tfds\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 51
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 2926,
     "status": "ok",
     "timestamp": 1566680742201,
     "user": {
      "displayName": "Vahid Mirjalili",
      "photoUrl": "",
      "userId": "03695229825133505307"
     },
     "user_tz": 240
    },
    "id": "O9XN3qSZ6Kbr",
    "outputId": "efa0b1af-0050-4664-c0f1-f375a5ab546a"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2.0.0\n",
      "GPU Available: False\n",
      "cpu:0\n"
     ]
    }
   ],
   "source": [
    "print(tf.__version__)\n",
    "\n",
    "print(\"GPU Available:\", tf.test.is_gpu_available())\n",
    "\n",
    "if tf.test.is_gpu_available():\n",
    "    device_name = tf.test.gpu_device_name()\n",
    "\n",
    "else:\n",
    "    device_name = 'cpu:0'\n",
    "    \n",
    "print(device_name)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " * **Defining the generator and discriminator networks**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 15,
     "metadata": {
      "image/png": {
       "width": 700
      }
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Image(filename='images/17_12.png', width=700)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "def make_dcgan_generator(\n",
    "        z_size=20, \n",
    "        output_size=(28, 28, 1),\n",
    "        n_filters=128, \n",
    "        n_blocks=2):\n",
    "    size_factor = 2**n_blocks\n",
    "    hidden_size = (\n",
    "        output_size[0]//size_factor, \n",
    "        output_size[1]//size_factor\n",
    "    )\n",
    "    \n",
    "    model = tf.keras.Sequential([\n",
    "        tf.keras.layers.Input(shape=(z_size,)),\n",
    "        \n",
    "        tf.keras.layers.Dense(\n",
    "            units=n_filters*np.prod(hidden_size), \n",
    "            use_bias=False),\n",
    "        \n",
    "        tf.keras.layers.BatchNormalization(),\n",
    "        tf.keras.layers.LeakyReLU(),\n",
    "        tf.keras.layers.Reshape(\n",
    "                (hidden_size[0], hidden_size[1], n_filters)),\n",
    "    \n",
    "        tf.keras.layers.Conv2DTranspose(\n",
    "            filters=n_filters, kernel_size=(5, 5), strides=(1, 1),\n",
    "            padding='same', use_bias=False),\n",
    "        tf.keras.layers.BatchNormalization(),\n",
    "        tf.keras.layers.LeakyReLU()\n",
    "    ])\n",
    "        \n",
    "    nf = n_filters\n",
    "    for i in range(n_blocks):\n",
    "        nf = nf // 2\n",
    "        model.add(\n",
    "            tf.keras.layers.Conv2DTranspose(\n",
    "                filters=nf, kernel_size=(5, 5), strides=(2, 2),\n",
    "                padding='same', use_bias=False))\n",
    "        \n",
    "        model.add(tf.keras.layers.BatchNormalization())\n",
    "        \n",
    "        model.add(tf.keras.layers.LeakyReLU())\n",
    "                \n",
    "    model.add(\n",
    "        tf.keras.layers.Conv2DTranspose(\n",
    "            filters=output_size[2], kernel_size=(5, 5), \n",
    "            strides=(1, 1), padding='same', use_bias=False, \n",
    "            activation='tanh'))\n",
    "        \n",
    "    return model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Model: \"sequential_4\"\n",
      "_________________________________________________________________\n",
      "Layer (type)                 Output Shape              Param #   \n",
      "=================================================================\n",
      "dense_2 (Dense)              (None, 6272)              125440    \n",
      "_________________________________________________________________\n",
      "batch_normalization_14 (Batc (None, 6272)              25088     \n",
      "_________________________________________________________________\n",
      "leaky_re_lu_14 (LeakyReLU)   (None, 6272)              0         \n",
      "_________________________________________________________________\n",
      "reshape_4 (Reshape)          (None, 7, 7, 128)         0         \n",
      "_________________________________________________________________\n",
      "conv2d_transpose_8 (Conv2DTr (None, 7, 7, 128)         409600    \n",
      "_________________________________________________________________\n",
      "batch_normalization_15 (Batc (None, 7, 7, 128)         512       \n",
      "_________________________________________________________________\n",
      "leaky_re_lu_15 (LeakyReLU)   (None, 7, 7, 128)         0         \n",
      "_________________________________________________________________\n",
      "conv2d_transpose_9 (Conv2DTr (None, 14, 14, 64)        204800    \n",
      "_________________________________________________________________\n",
      "batch_normalization_16 (Batc (None, 14, 14, 64)        256       \n",
      "_________________________________________________________________\n",
      "leaky_re_lu_16 (LeakyReLU)   (None, 14, 14, 64)        0         \n",
      "_________________________________________________________________\n",
      "conv2d_transpose_10 (Conv2DT (None, 28, 28, 32)        51200     \n",
      "_________________________________________________________________\n",
      "batch_normalization_17 (Batc (None, 28, 28, 32)        128       \n",
      "_________________________________________________________________\n",
      "leaky_re_lu_17 (LeakyReLU)   (None, 28, 28, 32)        0         \n",
      "_________________________________________________________________\n",
      "conv2d_transpose_11 (Conv2DT (None, 28, 28, 1)         800       \n",
      "=================================================================\n",
      "Total params: 817,824\n",
      "Trainable params: 804,832\n",
      "Non-trainable params: 12,992\n",
      "_________________________________________________________________\n"
     ]
    }
   ],
   "source": [
    "gen_model = make_dcgan_generator()\n",
    "gen_model.summary()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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ZPHmy3HPPPTJ9+vRdy6Pf6DzJ2gu1UqVK0rNnz+hVRu8//vhjOe6442TTpk3FtqtcubLcdtttctZZZzlzoxfLYC/Q+d61l7zO2axzvUcn/fzggw/KwoULZcKECaLB9UJNuXROaBtxXoTvTH3rrbdkwIABzvXkVTseWvGSYTkCCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAgggEH6BguiZrnNLx5szvGHDhk6vcp0DPVF64IEHnKHXvXq2ly1bVn744QfRfZqmr776Srp06SJ//PFHsU1PO+00JxBeu3btYuvcFnz66adOUH/FihVuq+Xcc891hrovUaKE6/p8X5gr54S2A+dFuM7GRYsWOUF0HekiURo6dKjccsstibKxHgEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAIIQCJUNYp6xWSYdLf+edd8RPIF0rduWVV8pjjz3mWUcd9nnw4MGe671WaAC+e/furoF0DXy/+uqr4jeQrmV06NDB6c2svdnd0jPPPCNjx451W1Xwy8JyTmhDcF6E53TUYdxvvvlmadasmTNlhJ+alSpVyk828iCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCIRQoKCD6TrP+WuvvSb777+/UdPovOidOnXy3OaFF16QtWvXeq53W6FzpK9bt67YqipVqshdd91VbLmfBdo7/uGHH/bMqsPWe/Ww99woz1eE6ZxQas6LcJxw48ePlwMPPFCGDx8uW7du9V2pkiUL+hbr24mMCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggEAYBQo60qO9zDt37pxUu+jc5V5p586d8u6773qtLrZ85syZ8vbbbxdbrgs0eLfXXnu5rvOzsFevXnLQQQe5Zp0/f77ovM+k/wmE5ZzQGnFe/K9dgnqn14iOGHHqqafK0qVLi1SjdOnSRT67faBnupsKyxBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQACB3BAo2GC6BsL69++fdCsddthhUrNmTc/tP/zwQ891sSs0YO6WNBDXp08ft1VGy8455xzP/M8++6znungrduzYIZ9//nm8LFlZp3PDpyuF6ZzQY8q18yKfzolNmzbJoEGDpEWLFs40EJFzTK/Jnj17yieffCKaR69z7bHuleiZ7iXDcgQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAg/AIFG0w/7bTTpH79+km3kAbJjjnmGM/tV61a5bkueoUGICdNmhS9aNd7HaZdhx1PNfXo0cNzFwsXLvRc57VC63z++efLEUccIa+88opXtowv19EBOnbsKMOGDUtLWWE5J/Rgcu28yKdzQkcEaNKkiYwaNUq2bdu269zq1q2bzJ07V3Qahw4dOjjXpk73cO655+7KE/uGYHqsCJ8RQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAgdwRSDxOce4ci2dNa9euLWPGjCmyvmvXrkU+J/OhQYMGnpv5nTN92bJlRQJ20Ts0ncs9etvo9xqU1x61GvCMTUuWLIldFPdzJGj63HPPOfnOPvts52+8gH3cHSa5cuTIkTJ48GBn66FDhzrHduutt/reW5jPCT2IXDov8uWciJw8++67r2zevDnyUerVqycPPPCAnHLKKbuWRb/RwDoJAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAg/wQKIphevXp16du3b9pbL94w734L+/HHHz2zpiuYrr1jdd71lStXFivrl19+cYarrlChQrF1sQtig6a6fvv27aIBdcuy5IwzzojdJCOfowPpkQJ0SHStg9fQ6JF8kb9hPie0jrlyXuTTORE5N6pVqyb6gMaAAQPk8ssvd3qoV6pUKbK62F/NT0IAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEMg/gYIIpmeq2XSOba9Up04dr1VFli9fvrzI5+gPVapUif6Y0nsN/LsF00uUKCHxjiO60J9//tmZKzp6mb7XgHpkXvZMB9RHjBghQ4YMia2C6HE0tHvgB53iWfo9J/QYcuW8yNdzQoPobdu2lfbt2wd9SlE+AggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIBAQAIFO2d6OrzjDZFet25dX0Xsvffenvni7d9zI48VGzZscF2jAd6yZcu6rotdWKtWLfnwww9ln332iV21K6D+0ksvFVuXrgXa69wrkP7II49I796901VU0vuJ12Z+zwktPFfOi3w9J/ShCALpSV8GbIgAAggggAACCCCAAAIIIIAAAggggAACCCCAAAII5IUAwfQUmnHx4sWeW8ebTz16I7fAdGR9vMBsJI/fv2vWrHHNqvNDmyQ9rmnTponbdtpDvVevXpKJgLoG0m+++WbXqj744IPSp08f13XZXpiOc0LrnEvnBedEts8yykMAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEMiGAMH0FJTnz5/vurUOOX7KKae4rotdGG9o8nQF09etW+fMix5btn5OZl72+vXrOz3UGzVqVGyXkSHf//WvfxVbl+yCW2+91TOQft9990nfvn2T3XXat0vHOaGVyrXzgnMi7acSO0QAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEAhYgGB6kg3w9ddfy3fffee6defOneP2LI7eqHz58nLggQdGL9r1fsWKFZKOgPrbb7+9a5+xby6++OLYRb4+65Dl2kPdLRi/Y8cOp4d6OgLqGki/5ZZbXOt09913y4ABA1zXBbEwXeeE1j0XzwvOiSDOOspEAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBDIlEDpTO043/c7duxYz0O84IILPNe5rbjqqqtchynfuXOn3HbbbRKvLLf9xS6bOHFi7CLnswb927Vr57rOz0Kdb10D6kcffbT88MMPRTaJBNQty5KePXsWWef3w7Bhw2To0KGu2UeNGiUDBw50XRfUwnjtZHpO6DHk4nnBORHU2Ue5YRdYu3atzJkzR/QhqfXr1zsvHcmjSpUqzqtWrVrSpk0b8TtFSCaOd9WqVaJTVaxevdp56We9l9eoUUOqV6/u/NX3zZs3lwoVKmSiCgW3z7CfF5wT4T8lN23aJPPmzXO+hy1cuND57lCpUqVAKz579mzZvHlzkTrovU0fuiMhgAACCCCAAAIIIIAAAggggAACCCCQawIl7GCnlWuVDrq++gOhBj7++OOPYlU5+OCD5csvv5TSpf0/p7B161YngPLzzz8X299uu+0mOnR4vGG/i20UtUB7Sx9yyCGiQZvYNGnSJOnevXvsYuPPGnjp0qWLa0/9UqVKybPPPmscUNcgugbT3ZLOnz548GC3VYEtS/c5oQeSy+dFIZ0T3377rbRs2dL13NPRE8L20IdrRVmYdoFFixaJPsg0depU0cDSTz/95KsMDVqfcMIJoqOGHHHEEb62SSWTnr/jx493XrNmzfK1qzJlykjHjh2lW7duzr8hXue/r50VWKZcOC84J8J9Uur3jVdffVVefPFF+eabb5wHdKJrfPbZZ8vzzz8fvSir7yMPWcb+78XIkSPlxhtvzGpdKAwBBBBAAAEEEEAAAQQQQAABBBBAAIG0CGgwnWQmcM899+gDCMVedgDdmjlzptnO/pv73nvvLba/SBk9evSwtm3bZrxfO4ButW3b1nW/Q4YMMd5fvA3WrFlj2b0VXcuyA+qW/cNuvM2LrLOHdXfdj3roujCmTJwTepy5fF4UyjlhBzM8z1c7mB7G05U6ZUjAHqHDGjRokNWsWTPPcyJyX/fzV+/fdmAzI7W1g/xWixYt0lLPrl27WnPnzs1IPfNhp7lyXnBOhPdss0cqsuwgtXXhhRdadq/zhNetPb1PIAdj95K39t13X9f62cH0QOpEoQgggAACCCCAAAIIIIAAAggggAACCKQqIKnuoNC2X7lypVW5cmXXHwpvuOGGlDj69evnul8NutjDsVv2/Om+9//rr79adq9z1/1dffXVvvdjktHuWW/ZPRRdy9SA+nPPPZdwdzfffLPr9mpw0003Jdw+iAyZPCf0eHL5vCiEc4JgehBXXXjK1IeW7J7d1rHHHmuVKFHC8/4VCZ5XrFjRatKkibXHHnskzKvb2L3ALXsKibQd8NKlSy19QCtSH7e/WrfDDz/cCdz17t3b+bekUaNGcbfRh8n69+9vaTCNZFm5dF5wToT7jNXAeOPGjeNef7HX8TPPPBPIQV155ZWe9SSYHkiTUCgCCCCAAAIIIIAAAggggAACCCCAQBoECKYbIp5++umuPxS2atXK2rJli+HeimbXnkfnnXee6/71h9Jq1apZ9rCecXupayDj6aefdv3hVYMd2msyk+mXX36x7KHuXY8hUUBde8vH/iAc+Xz99ddnstop7TuT54RWLNfPi3w/Jwimp3T55PTGy5Yts+rXr+9534rcv4466ihr8uTJlj1fepHj3bBhg/Xyyy9bhx12WNx9lCxZ0nrhhReKbJvMh48++siy5zp3LUsfEhszZoxlz+HtuWt7uHonYK7/lkSOLfbv8ccfb/3111+e+yiEFbl0XnBOhPeM1PtFogdf7KmArDZt2linnHKKc23eeeedzvdEe677rB+YnkvxHigimJ71JqFABBBAAAEEEEAAAQQQQAABBBBAAIE0CRBMN4DU3oGxgQP9vNdee1n643k6kvZmu/322y3tvehWli6rUqWKpQHca665xho1apR12223WX379rVOPvlkz17z2mvyu+++S0cVE+5j3bp1VuvWrV3rrwF1ew71YvuIF0jX4wxrysY5ocee6+dFPp8TBNPDenVmvl7x2l7v1Q0bNrTefPNNXxW5//774waiypYtay1evNjXvtwyffnll57/Ppx22mmWPae722auyz755BOrbt26rvd4Pe5zzz3XeQjIdeMCWJgr5wXnRDhPRv33Xqd4iTece9OmTa3Ro0dbOvpLGJI9j7uVaPQKgulhaCnqgAACCCCAAAIIIIAAAggggAACCCCQjADBdJ9qOh9s+fLliwUPNMDx2Wef+dyL/2w6dLgGJOL18vEKtscuf+WVV/wXnKac69evtw455JBiXlq32ID64MGDXfNpXh0yNKwp2+eEOuTyeZGv50S8wBlzpof16k1PveK1vQ6VPm/ePKOCvB7OidzTe/XqZbS/SObvv//eql69uut9Vv+dSSZpYN9ryhOt76OPPprMbvNim1w4Lzgnwnmqbdy40TrmmGNcr1W9rvR6nT59eugqr9MHRe5TXn8Jpoeu2agQAggggAACCCCAAAIIIIAAAggggIBPgZL2j16kBAL2/ONiD6Epds+bYjnt4IfYQ/QWW57qglq1asn//d//iR08SXVXzn7sH85T3o/JDuwh6eW9996TQw89tNhmO3bskPPPP1/sHupi90iXESNGFMujC6644gqxe2u6rgt6YRDnhB5zLp8X+X5OBH1OUn54BOx5zuW1116T/fff36hSl1xyiXTq1MlzG3uod7GHYfdc77Vi4MCBYo8OUWy1PcqJ3HXXXcWW+1lg97qXhx9+2DPrPffcow/rea4vxBVhOi84J8J3BtoPnEmXLl2c706xtdN/P8ePH+98n2vfvn3s6kA/2w+Uhva7WqAwFI4AAggggAACCCCAAAIIIIAAAgggkDcCBNMTNKUGfs8880z58ccfi+UcNmyY2HOcF1uejgVTp051AtEacI5Nds9uOeigg6Rr165OsP2EE06QZs2aid1zPjar83nixInSokUL6dOnj9jzaLrmycRCDdS8++67rg8bqKvaeQXSL730UrHn781EtVLeZ1DnhFY818+LfD0nUj6p2EFeCdgjakjnzp2TOiZ72g7P7Xbu3OncUz0zuKyYOXOmvP322y5rRIYPHy72NCWu6/ws1Ie99N8itzR//nx566233FYV7LKwnBecE+E7Be1RZ5wHaWbMmFGscu3atZPZs2eLPZVPsXVBL9i6datcdNFFovcmEgIIIIAAAggggAACCCCAAAIIIIAAAvkqQDA9QcvaQ1f+P3tnAj/VvP//t4Rv2m6S9o1K0o1scaNcWbpJhfIrkihbpFx/eyqRLYqKqKukUhEtRIs1Ozc3upXSLlqI9k01/3mfe+d7Z+Z8znxnn3POPD+Px5hz3p/9+XnPfDOv83l/jLuEgmeUS9++fYuonXh2MMSndO3aVYJhPiV4nmlEA7orecyYMbJx40ZZsGCBzJ4929rdHTyTV/79739bOw9Hjx4twfPKI+rpjQrAuos+eM6mfPPNN7b8TBmCYYCtcTZt2tTWhdOuRf1hNhgiWIIh7m113GDItk/onP3kF370CTf4JWNwB4HixYtLz549kx6MRjqpUKGCY/2PPvrIMc+UoYK5KelDWfqAVarpyiuvdGzC9DCYY+H/Zujfqi+++KKoYhnP//TTT9Pah5v8wms+oQvhV7/Qua1cuVLOPvtsCR4do7cRSSP0fPzxx1KzZs0Iu1tuNLpQ8DiLwuEEz02Xe++9t/CeCwhAAAIQgAAEIAABCEAAAhCAAAQgAAEI+IEAYnqMVRwyZIgMGzbMVqJjx44ydOhQmz1VQ/AMWmncuLGMHTvW1pSG/tSdSSq0B8++teWroaCgQK699lrRXWe6a94kRm/ZssXa0b5w4UJjG5kwli5dWmbNmiXnnHNOkc3rbvVRo0YZx15k5SwUyLZP6JT86Bd+8oksuB1deIjAZZddJjVq1Eh6xMWKFbMepnJqIJHoIipAvvPOO8amNEy7hh1PNbVv396xiRUrVjjmmTJ0vHoEiP6tmDJliqlIVmwaHUDFTf07mq7kFr/wmk8ofz/7he7s1mOE9O98dLrkkkusCD2HHXZYdJYr7vWhFz3OITzpg5AkCEAAAhCAAAQgAAEIQAACEIAABCAAAQj4jUBxv00oXfN59dVXRc8UjU6tWrWyzqxUwSOdacOGDXLBBReISXzQXT4aDj2RPnXXvO4QMp25rmfnal+ffPKJVSad83Bqq1SpUpaoo2cIazhTUzr99NOtnfeJzNPUTqZs2fYJnYef/cIPPpEpX6NdbxCoUqWK7TgKPX4j1RRrF2oiZ6avXbtW9u3bZxxOoue5GxsJGlWU113uKnhGp9WrV0ebHO9DgumECROsMp06dbLeY4n1jo2lkDFw4EDp06eP1UL//v2teQ0YMCChFt3sF17yCYXuJ78wOZH+O9P0cGPdunVl3Lhxrn2wcO/evbbw7vowpD74qWe7kyAAAQhAAAIQgAAEIAABCEAAAhCAAAQg4CcCiOmG1Zw3b551nnd0GPLQbrl07xLSflQwMAnpjRo1Ev1x37TL3DD0CJOG3/3www+tnd4RGcEbDRV/zz33ZHX3n4YDdRLSdXwa1n7EiBGiIfTdlrLtEzr/fPALL/uE23yU8WSfgEYJycT3Vaww74nM8ocffnAsni4xXR9+0nPXTd/tv/76q+zcuVNKlizpOA7NiBZM1bZ//35RQV2/Bzt06KCmjKdwIT3UmYZE1zE4hUYPlQt/d7NfeMUnlKff/CLcR/R6+vTp8txzz0Wbrc/LG2+8IWXLlrXlucXQr18/WbJkSeFwjj76aHnqqaes+127dhXauYAABCAAAQhAAAIQgAAEIAABCEAAAhCAgB8IpHd7tQ+ILF68WNq2bSu66yY86TnkejZ5iRIlws1pudbdR07ns6rYmIyQHhrYoEGDRM9aN6WpU6fKsmXLTFlpt+k54xoivaikZw27LUxoLnxCOfndL7zsE0X5MfkQSIWAnq/tlKpWreqUZbP/+OOPNlvIkE6hzkn8179dseYSGsumTZusSCmh+9C7Cur6UNhrr70WMmXsXaO/hHakh3eic6gV3H3vhhSLZbx+4RWfUN5+9ot169ZZO7tNfqVH3TRs2NCU5QqbPvj45JNPRoxF71VQ16Sh60kQgAAEIAABCEAAAhCAAAQgAAEIQAACEPATAcT0sNXU3doaxl3PFQ9Pxx9/vHXmd5kyZcLNabnWHW+mH/C18RNPPFEuv/zylPpRwUTPUTelgwcPiortmU4qmj799NNxdaM8evToISNHjoyrfKYL5cIndE5+9wsv+0SmfY72IRArPHq1atXiBlSpUiXHsrH6cKzkkLF9+3Zjjgq8RxxxhDEv3KgPfH300UdSu3btcLN1HRLU9ZiNTCXdda4PrkUnFdI1Wkq3bt2is3JyH2vN4vULr/iEAvazX3Tv3l1+++03mx+deeaZVkQGW4ZLDHpshP6bUqMGhNJ5550n11xzTegWMb2QBBcQgAAEIAABCEAAAhCAAAQgAAEIQAACfiGAmP7fldy9e7e0adNG1qxZE7G2KgbMnj1bnHbeRRRO4ubzzz8Xp51iKqTrj/mppliC/CuvvGIJt6n24VS/d+/ejkK6hkfWs9ujkwrJN910k7z44ovRWVm9z5VP6CT97Bde9omsOiCd5S2BVatWOc491nnq0ZVM4nSoTCxhNlQm3nd96MiUjj32WJPZaNN56bEkpjoqqF911VWSCUFdhfS+ffsaxzRs2DC58cYbjXm5MKbDL7zkE8rYj37x1VdfWf+uNPnQfffdZzK7xvbggw/KokWLCsdTUFBgiybEzvRCPFxAAAIQgAAEIAABCEAAAhCAAAQgAAEI+IQAYnpwIVW87dKli+gPnOGpXLly1o70RMSL8PrxXGuodaeUrn41RL3TrjU923L9+vVOQ0jJrqLpM888Y2xDdyYPHz7cOjNUdzVFJ12TG264QcaMGROdlZX7XPqETtCvfuFln8iK49EJBIIEnI7f0Ier2rVrFzejWOHJ0yWmb9682ToX3TSoRM9lr1GjhrVDvU6dOrbmQjvUJ0+ebMtL1jBgwABHIV2jqegDX25K6fALr/mE8vebXzz++ONGt2rUqJG0bt3amOcG4/z58+WJJ56IGIpGVqpbt26E7Y8//oi45wYCEIAABCAAAQhAAAIQgAAEIAABCEAAAl4ngJgeXEHdCTRlypSItdSz0d98882Mn1u5cOHCiH7Db9Ilpmubxx13XHjTEdcrV66MuE/HTa9evRyF9LvuuksGDx5sdRPi3KxZM1u3GoZeQ6G+/PLLtrxMG3LpEzo3P/qF130i0z5H+xBQAt9++60sXrzYCKN58+bGUOjGwkHjkUceKSeccIIxW89sToeg/vbbbxvbV6N+fyea9MEv3aFuEuI1tLTuUE+HoK5Cer9+/YzD0/Of9fvKTSldfuFFn9B18ItfLF26VKZNm2Z0rXvvvTct0YiMjadoDIV314daQkmPItJ/z0UnLUuCAAQgAAEIQAACEIAABCAAAQhAAAIQgICfCOS9mK47nx977LGINdXdf2PHjpWmTZtG2DNxs2HDBsdm0ymmxzonNVboWMfBxchQEWLo0KHGEvfff79E78rSH/dnzpxp5K2Cup7POX78eGN7mTDm2id0Tn7zC6/7RCb8jDYhYCIwcuRIk9myde3a1THPKUOjQZiSfrc+8sgjpqyEbDNmzDCWV+G/SZMmxryijHq8igrq9evXtxUNCeqTJk2y5cVr0FDVTkK6/nvgjjvuiLeprJVLp1940ScUtB/8YtCgQaKfveik0Rg6dOgQbXbN/cCBAyMe8tN/J7/wwgty2GGH2cbIznQbEgwQgAAEIAABCEAAAhCAAAQgAAEIQAACHieQ12K6hqzUs7mjU//+/bP2o+amTZuiuy+8V5E5XalixYqOTW3dutUxL9GM2267zVFIV64PP/ywsclSpUqJ7nA0iS/6w7OKSBMnTjTWTafRDT6h8/GTX3jdJ9LpX7QFgVgE9NgNpweHTj75ZGtXdqz6pjw9wuSYY44xZclLL72U0u503S3ttMv2nnvuMfYZr7Fy5crywQcfSIMGDWxVVFDv3LmzJCOo698hfZmSnp9+9913m7Jyaku3X3jVJ3QRvOwX+pDcuHHjjL50xRVXyKGHHmrMy7VxwYIFtgdv9BgepwdOEdNzvWL0DwEIQAACEIAABCAAAQhAAAIQgAAEIJBuAnkrpm/fvl06duwo0eEo1da3b990c3Zsr3Tp0o55a9eudcxLNCPWj5vp2gGvoumwYcOMQ9NdTU47AUMVypQpI7Nnz5bTTjstZCp8V/Hk6quvTkt438JGoy7c4hM6LL/4hdd9IspFuIVARgnoTs9t27bZ+ihevLi8+OKLou+JpoKCAtHw0aakfxfuvPNOifX3wVRPbfqdfP3110t42OdQ2QceeEBatmwZuk36XSOqqKDesGFDWxshQT2Rh6xURNdd6aakf5/0/Gc3pnT7hZd9QtfHq36hEXii/80Z8rfzzz8/dOn4rp+1jRs3yqJFi2T58uWyd+9ex7LpytDvBn2YMfxzrg80REcYCu/PtPM+PJ9rCEAAAhCAAAQgAAEIQAACEIAABCAAAQh4jkAgT1OnTp0CwcWKeJ100kmB3bt3Z5XIRRddFDGG8DEFRYK0jeWyyy5z7Cd4PnfK/dx6662O7T/xxBMJtf/bb78FGjdubGwvKCYFXn311YTai7ewW3xCx+sHv/CDT8TjO999953RV/WzHDx7OZ4mKAOBwM8//xwIPlBk9KXgbumUCcX6PAYjggSC56fH3cfvv/8eCIrlxrHefvvtcbcTb8FgpI5Ao0aNjP0Fd/MGJkyYUGRTwYfkjPX1cxo8fqTI+rkqkEm/8LJP6Hp4zS9M/8ZQ/wtGIQrs2bPH5mLff/99IPiAYqB9+/aBYHQhm/8GQ61bdv386r+zNm/ebGsjVUPw4RNbv0X9G8zp32/BhypTHQ71IQABCEAAAhCAAAQgAAEIQAACEIAABCCQEwKSk15z3Glwh5/tx8HgTuDA0qVLUx6Z/ijftm1b6/X6668X2V4wzLxtLCFBPXh2a5H14y0QDMfp2E9wR3a8zRjLxfpBfsiQIcY6RRl//fVXR/FEBfV42BbVR3i+m3xCx+V1v/CDT4T7R6xrxPRYdMiLl8Dll19u/I5WYSodD3kFd4sGguG9jX3o35xy5coFgmHTA8Gds45D3rlzZ2Ds2LGBunXr2trR7+XgDnjHuqlm6N+EYKh7W7869qIE9eBOeWM9rXvXXXelOrSM1s+kX3jdJxS8l/zCJIirD+rDc6Gka/Lmm28GWrRo4eizWsf0KlGiROC6666zHswJtZfKe/AYh0DwTPSIvi6++OIim9QHU03jQ0wvEh0FIAABCEAAAhCAAAQgAAEIQAACEIAABFxKIO/E9GBoTGsXUPQPfa+88krKS6Q/6ob/8Pjss88W2eagQYOMPzrq+PRH0XQk3fEUPJPc2E/wPNqUurjllluM7eqOKd1RlUrSXWcnnniisX3lPHXq1FSaL6zrNp/QgXnZL/zgE4XOEcdF8DxZo4/qZ1jXkQSBogiMHDnS6EMqvgWP+yiqetz5wVDNgUcffdTx74H6bNmyZQMq4P79738P6ANdjzzySEA/0/qQmNPO+QsuuCCwePHiuMeRbEHdeXvKKacYWamgHjxv3tZ0LCFd5+jmlA2/8LpP6Pp5wS80AlD0vztD96G/E/PmzXP8N0+obDzv1apVC+jfpVRSMLy77bNWsmTJuCJYOEWRQExPZUWoCwEIQAACEIAABCAAAQhAAAIQgAAEIJBLAnknprdq1cr2g2bwPMi0rEG0AGr6YT+6Iw2tqyKA6QdSFcBVoE816S4nU/tqGzFiRNLNxxJNn3/++aTbDa+4YcOGQP369Y3jV0F9+vTp4cWTunabT+gkvOoXfvGJRBzp008/Nfqnfr4eeuihRJqibB4SCJ5/bHzA64gjjgh89tlnGSGiocOvvvrqgD705PS3IV77lClTMjJGp0b1GJDTTjvNOO5oQT14BrqxnM7ttttuc+rCFfZs+4WXfUIXzO1+8fTTTzv64qxZswLdunUzfh4PP/zwwLHHHhs499xzA5deemmgTp06ju2Ef2b134/abrLp4YcftvXz1FNPxdUcYnpcmCgEAQhAAAIQgAAEIAABCEAAAhCAAAQg4CECeSWmT5s2zfbjYKVKlawfYVNdMz3bUkPFh/+YqSJ2POmKK66IqBfehooBqaarrrrK2L6G9dWwvYkmDUPao0cPY5vFihUL/OMf/0i0yZjl9Ud+U1hh5aQ/NMfL2dSJW31Cx+olv/CTT5j8JJbtnXfeMX4W1D/vvPPOWFXJy3MCKgA6fbdpOPVMp86dOzv6bvjfoVjXbdq0ycqu9HAWW7ZsCZxxxhnGsaugPm7cuEAsIV3/frk55dIvvOoTup5u9gsVwmN9jsLzNDrEDTfcYD1Mo39bo5PuxFehXAX28HrR1/pvPH0gMdGku+j131bh7WlECI1iEE9CTI+HEmUgAAEIQAACEIAABCAAAQhAAAIQgAAEvEQgb8T0Xbt2BWrWrBnx46D+UPjGG28kvV76I+f69esDTz75ZKBq1aq2tjVkZzzpyy+/tNUN/YipP6rqD8TJpo8//ti420nbv++++xJutijRNFMC0I8//mjtzgpxCX/XHZwzZ85MeC5u9gmdjFf8wk8+kbATBSs8/vjjjp9fDY1NgoCJgApT559/vtF3HnzwQVOVtNnefffdwOmnn27sW8VoPfP4wgsvDOiDWHpGsh63ceSRRxrL63ex1lHxTx98ylbaunVr4KyzzjKOKdaOex2nSaDM1riL6idXfuEHn1C2bvWLU0891eir0f+WeeKJJwK7d+8uyk2s/H379gW6d+8es91OnTrF1VaokPpfdOQH/Xz/85//DBUp8h0xvUhEFIAABCAAAQhAAAIQgAAEIAABCEAAAhDwGIG8EdMHDBhg+8FRf3DXkJmJvo477rhAhQoVHMOzh34c/fbbb+N2h2uuucY2vlA7uqNp+/btcbcVKrht27bA8ccfb2y3WbNmAT1LPZGkAsTNN99sbE9/bJ0wYUIizSVcds2aNYFatWoZ+1dBPdGQpm73CQXkdr/wm08k6pQa2aFBgwZGn9TPrx5FoH5LgkA0gZ49exr9Ro9KyFTSvyNO3ymVK1cOjBkzxvFoERX4Ro8ebTtHOfR3St//9Kc/BebPn5+p4dva1b9xTZs2NXIMH1fo+rrrrnO1kK4TzLZf+M0nlKEb/aJGjRox/VTFdg3tn0wyhWQP+by+64MS8aZHH33UNs7bb7893upWOcT0hHBRGAIQgAAEIAABCEAAAhCAAAQgAAEIQMADBPJCTN+xY0fgqKOOsv1AGP5jYyauV61aFbcL6A4j3QnoNI4TTjghoVC6y5YtC2gdU3t6BrmGkU00LV68OFCiRAlbm8WLFw9Mnjw50eaSKr9y5cpA9erVbWPQeXbo0CHuNr3gEzoZt/uFn3wibuf5b0F9kKBLly5GXwz/3OnO3l9++SXR5invYwKDBw82+k3Hjh0DBw4cyMjM9bvT6bzlFi1aJBQOWnfOO+3+Ll++fOC7777LyBxMjaoYfM455xh5hn8O9bOaKbamcSVjy7Zf+NUnlL3b/ML0b6eQf1500UWBP/74IxmXseqoXzsdF6F9xLs7Xf+e64OJoXHpuz4EoCwTSYmK6cuXLw+0bt3aeumDASQIQAACEIAABCAAAQhAAAIQgAAEIAABCLiNQF6I6U899VTEj4PhPxRm8jpRwVp3UzVu3NhxrKVKlQo899xzAT0v0ymtWLHCCt+uOwRNc6tdu3ZAf0BPNs2dOzdQUFBQ2LbuvH399deTbS6pevrDa3RYff0hdu/evXG35xWf0Am53S/84hPxOI+GENZwtyp6/fnPfy78HJg+a+E2FRj79esX0PPVEdbjIe3fMvrgkUmIbtWqlfXwTCZmrseRaESVcJ8MXd97771JicwaiSTURvR7xYoVAz/88EMmpmJsUx+OqlKliuN4NKS924X0bPuF331CHcUtfqERTKI/I+H3iYRQN34AgsYXXnjBsQ89LkgfzIuVNLx7kyZNbG28+eabsaoZ8xIV0/XhnBCPzp07G9vECAEIQAACEIAABCAAAQhAAAIQgAAEIACBXBLwvZiuAmusH9lDP+Bl4l1/nEw06Y+/d955Z0B3ezuNSfP+8pe/BHQX42233WaFXr/kkksC+gOmSaTRdrTOXXfdFdAfdVNNs2fPtgT1ww8/PDB9+vRUm0uq/tKlSwMalljnlqiQ7jWfUEBu9wuv+4TJCefMmRO44IILrLOl69WrZ4WwdvpMJmrXYyL0HOqzzz47oLsS9Zxckv8JfPTRR7adn+q1ALkWAABAAElEQVQ7urN6165dGQGgERScQqHr3wzNTzZdf/31jn+nLr/88mSbTbiehqEu6jM4fPjwhNvNVoVs+0U++ISunVv8YvXq1Y7+qVGTUvkMhnxUj+3Rh1icPgf60FuspH+Douu2b98+VhXHvETE9N9//z1w9NFHF/adyWMuHAdMBgQgAAEIQAACEIAABCAAAQhAAAIQgAAEiiDgezH9vffeK/yRLvqHwkze6y7yVNLChQvjCl0bzxyaN28eSOT89njGrTtsZ86cGU/RjJXRkKTXXnttQjvSdTBe9Qkdu5v9wss+oWyj06hRo7L23ZGsaBE9Zu7dS0DPQzZFDDnllFMCGvEgU2ns2LGOfvzaa6+l1O2WLVsKH2qK/ltUrFixgD70lOnUu3dvx/mFj0kfNBsxYkSmh5Nw+7nwC7/7hC6Cm/zi66+/dvRRFZ7TlXr16uXYT58+fRy7+f777yMiDunnpmTJkoGff/7ZsU6sjHjF9Pnz5wf0QbXwz+l9990Xq2nyIAABCEAAAhCAAAQgAAEIQAACEIAABCCQEwLFgz9i+ToFd4fnZH7BsJop9duwYUOZN2+eBH9olxkzZkhwB7h89dVX+vBDke0eeuih0qxZM7n00kulXbt2EjxjvMg6iRZo2bJlolXSXj54JryMHj064Xa96hM6UTf7hZd9ImEnogIEEiCwceNGCYZxl6D4HFHr+OOPl1mzZkmZMmUi7Om60b8XQRHN2FwwMoIEd48b8+I16t+54ANN8sgjj9iqBHfbyqBBgyT4UIotL12G4M5jefrpp+NqTln06NFDgiK/3HDDDXHVyXShXPiF331C18xtfhHr321HHnlk2twseIyPY1vBsP7GPP2c6mc4uLM9Il/H3L179whbvDerVq0yFg0+xGH9uzYYIUl++uknMZVL9d/Oxo4xQgACEIAABCAAAQhAAAIQgAAEIAABCEAgRQKHBH8wK1qdTbETqqeHgP7wvmzZMtH30Gv79u0SDJEpwfCeUqlSJeu9Tp06Uq5cufR0SiuuJ4BfuH6JGGAeE9i9e7ece+651sNQ4RiqVq0qn376qdSsWTPcnNbrzz77TIIh3o1t9u3bV4JnFRvzEjF+8803cuqppxqrqFAYPKJCgrvCjfmpGIM7j+WZZ54xNhEMFW39rQyGtrbl61hU4O/WrZstL5uGXPmFn31C18+NfqH/btMHZ0wpeNSHfPzxx6ashG1Tp06Vyy67zFgveByOBM8/t+UFo91IcCe5zZ4rw/PPPy833nhjrrqnXwhAAAIQgAAEIAABCEAAAhCAAAQgAAEIGAn4fme6cdYeNapgri8SBMIJ4BfhNLiGgHsI6LNqXbp0sQnp+rCT7kjPpJCuFFRcc0rp6jsYpl6qVasm69ats3UVPAdedEdslSpVbHmpGGIJprorefDgwaJitQqI77//fkRXuia6M113qOuO3FykXPqFX31C19GtfhEr8oTuDE9XihWFaNOmTcZu3PY8LTvTjcuEEQIQgAAEIAABCEAAAhCAAAQgAAEIQCDHBBDTc7wAdA8BCEAAAv4kEDz/V6ZMmRIxuRIlSlg7RPXIhkwn3XXqlNIlpmv7xx13nFFM17yVK1emVUwPngstQ4cO1aZt6a677pLHH3/csoc4/+1vf7NCS4cXVgFTQ1jrkSj6sEO2Uy79wo8+oevnZr+IJaZryPN0pRo1ajg2pVGMTKmgoEDq169vykrapuHb9+7da6tfoUIFKV++vM0ebqhcuXL4LdcQgAAEIAABCEAAAhCAAAQgAAEIQAACEHAFAcR0VywDg4AABCAAAT8RGDNmjDz22GMRU9IQ43pusFPo9YjCabjZsGGDYyvpFNP1iBGnpMKahrJOR4olmN5///3y8MMPR3SjYeZnzpwpLVu2tELqh2eGzorWHeqdO3cOz8roda79wm8+oYvldr9QP9SHOzRaQnTSYxDSlY444gjHpo455hhjXr169WTJkiXGvGSNJ510knz33Xe26ho5QB8kIUEAAhCAAAQgAAEIQAACEIAABCAAAQhAwGsEinltwIwXAhCAAAQg4GYC8+fPl5tuusk2xP79+0uHDh1s9kwZnEI7a38q8KUrxTp+ZOvWrWnp5rbbbnPcka5co4X0UKelSpWSt99+W5o0aRIyFb6roN61a1eZOHFioS2TF27wCz/5hK6VV/ziz3/+s9G10vX50MZ//vlnYx9qrFq1qmMeGRCAAAQgAAEIQAACEIAABCAAAQhAAAIQgEBsAojpsfmQCwEIQAACEIibgIZT7tixo+zbty+ijtr69u0bYcv0TenSpR27WLt2rWNeohl//PGHY5V07IBXwXTYsGHGPgYOHCj9+vUz5oWMGmZ79uzZctppp4VMhe8HDhyQq6++WiZPnlxoy8SFW/zCLz6ha+Qlv2jcuLHRrX799VfZsmWLMS9R4/r16x2rVKlSxTGPDAhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQCA2AcT02HzIhQAEIAABCMRN4MYbb5Tly5dHlNewxxreO9updu3ajl2uXr3aMS/RjI0bNzpWiTUGx0phGT179nQU0p944om4w0aXLVtW5syZIyZRUwV1DfX+2muvhfWc3ku3+EWs9fCKT+jKeM0vTjnlFEeHWrp0qWNeIhnsTE+EFmUhAAEIQAACEIAABCAAAQhAAAIQgAAEIBA/AcT0+FlREgIQgAAEIOBIYPTo0baQ4boT+NVXX5WCggLHevFk9OnTR9q1a2e93njjjXiqSCzhdM2aNXG1EU+hWGJ6rVq14mnCWEYF0+HDhxvzhgwZInfeeacxz8lYrlw5mTt3rjRq1MhWZP/+/XLllVdKvGxtDcQwuMkvvO4TitmLfnHmmWc6esiCBQsc8xLJiCWmt2jRIpGmKAsBCEAAAhCAAAQgAAEIQAACEIAABCAAAQiEEUBMD4PBJQQgAAEIQCAZAitWrLBEvui6L7zwgtSrVy/anND95s2bRXdhT58+3Xpt2LAhrvrHHXecY7lly5Y55iWSsXfvXvn222+NVRo0aCB6Znky6dZbbzUK6Ycccoi1U713797JNCvly5eXd999V0488URbfRXUNRz/tGnTbHnJGtzmF172CV0Dr/qFPsDhdG7622+/nax7RdRTvzYl9XWnvk3lsUEAAhCAAAQgAAEIQAACEIAABCAAAQhAAAKRBBDTI3lwBwEIQAACEEiYgJ7fvGvXroh6Xbt2lU6dOkXYkrnREPHh55JryPJ4UocOHeTQQw81FtXd8irSp5p0p/eOHTuMzegO4mSSCqbPPvusraoK6SNGjLAEVVtmAoYKFSrIe++9J/Xr17fVUs5XXHGFzJgxw5aXjMFtfuFVn1D2XveLa6+91uhCKoLv3r3bmBevUUPFO4npGnEhm0kfSjElJ7upLDYIQAACEIAABCAAAQhAAAIQgAAEIAABCLiJAGK6m1aDsUAAAhCAgOcI6I7x6N2llSpVksGDB6c8FxXJBgwYENFOvGJ6zZo15fLLL4+oG7pRAfzpp58O3Sb9PmnSJGNdDanepUsXY56TMRAIyC233GIU0osVKyajRo0SPXs8HalixYry/vvvS926dW3NqaCuovNbb71ly0vE4Ea/8JpPKG+/+EXnzp3l8MMPt7mQPoSjESxSSfrwiXKKTvowTToe6IluN9a9RqswpfAHgkz52CAAAQhAAAIQgAAEIAABCEAAAhCAAAQg4FYCiOluXRnGBQEIQAACriegO0p79eplG+dzzz0nKignk1QU01DuTz31lOhZx9u3b49oJl4xXSvdcccdEXXDb4YNGyZbt24NNyV0/cknn8grr7xirHPzzTfLkUceacwzGXXOuvNYuUUnFdJ1d363bt2is1K6r1y5siWoH3vssbZ29u3bJ+3bt7c9JGEr6GBws194xScUrZ/8QiMi3HPPPUaPefzxx22RLYwFDUb9fhg7dqwhR+S+++6T2rVrG/MyZYz+vgr142QP5fMOAQhAAAIQgAAEIAABCEAAAhCAAAQgAAG3Ejgk+EOlfSuLW0fLuCAAAQhAAAIuIvDQQw9J3759I0ak4chjnU0dUTjsRv8cb9u2TX777Tc5cOBAWE7kpZ5Rrmcwx5s03LyT2HbppZfKyy+/nPDZ5iqMnX766aI756NTs2bNZM6cOXLEEUdEZxnvdd66I11DuEcn3Vmr48tkqOq1a9dK8+bNZfXq1dHdW3PQHeYXXXSRLS+Wwe1+4XafULZ+9At9SOPkk0+WJUuW2NxHjxfQSA/6/RFv+vXXX6Vt27by2Wef2aqceeaZ8vHHH0vx4sVteZky6PwKCgqMu+TbtWsnU6dOzVTXtAsBCEAAAhCAAAQgAAEIQAACEIAABCAAgYwRQEzPGFoahgAEIAABPxPYuXOn1KhRwxK/sznPVatWSa1ateLuUsMrt27d2hK4TZVOOOEEef3110Xf40k//PCDJeCZBEE9h1yFvUR25Ws7p556qu3caBUBJ0yYYJ1hHs+4UimjTFVQ//HHH23NaMh3PWM+3uQFv3C7Tyhrv/lFyH8+//xzOe+882TPnj0hU+F7z549rYgUhx12WKHN6UI/h61atZLly5fbipQuXVoWLFggpqgLtsJpNOiDL9dcc42xRR2Tiv+mUPfGChghAAEIQAACEIAABCAAAQhAAAIQgAAEIOASAoR5d8lCMAwIQAACEPAWAT3nWHeRZzslEuZdx6bC3JQpU6Rx48bGoapoecYZZ1g7w2PNZ+XKlXL//fdbZU1CuoaT1rPjExHSdUAq4s+YMcPa0RoaoI558uTJWRHStU8d+wcffCBVq1YNDcF614cQxo8fH2Er6sYLfuF2n1DGfvOLkN+cddZZ8tZbb0nJkiVDpsJ3PXpBd5TPnj3bMTqFRq946aWXRNsxCekaFUN9OdtC+v79+2XgwIGFc4m+0GgWjz32WLSZewhAAAIQgAAEIAABCEAAAhCAAAQgAAEIuJ4AO9Ndv0QMEAIQgAAE3EZAwxmrAPvzzz9nfWgqWmn480ST7ph+8MEHZciQIaJtmJLuBldhXXfcH3PMMaI7mNetWydr1qyRhQsXGsM3a52///3v0q9fv4TOSY/uX0PDa8jqgwcPymuvvSZt2rSJLpLx+2XLlsm5554r69evt3bz6479RHbSes0v3O4TuuB+8AuT42oEB/XxzZs3m7KlYsWK1lEKVapUsYT3jRs3yk8//SRffPGF7N2711hHQ8WPGjVKypQpY8zPhHH37t3yzjvvWN8t3333XZFd6BEDvXv3lpNOOqnIshSAAAQgAAEIQAACEIAABCAAAQhAAAIQgIAbCCCmu2EVGAMEIAABCHiKwPvvvy8tWrTI+phLlSolusMzlfTvf/9bevToYZ2nnEo7WldDow8dOjShM9xj9Tlr1ixLTNfw1blKuut+0KBB8vzzzyckpOt4veoXbvYJ5ep1v9A5mNKWLVvkoYcekuHDh4s+iJFsatSokSVQX3vttck2kVS9X375xXqoSB/KSDTpgwTTp09PtBrlIQABCEAAAhCAAAQgAAEIQAACEIAABCCQdQKI6VlHTocQgAAEIOB1Arpb9qKLLsr6NDQMue4UT0datGiRFV5dBa2vvvrKuOs8uh/dEd+sWTO59NJLpV27dlK9evXoInl973W/wCdy4756hIKGbtcd3vPnz4/rs1ipUiW58sorpUuXLjnb5a2ROaKPRoiX4Nlnn52WB3ri7Y9yEIAABCAAAQhAAAIQgAAEIAABCEAAAhBIlgBierLkqAcBCEAAAhDwCQENIa0hzvU99NId8EcffbQVblqFOw07XadOnYTPRPcJorybBj6RmyXftGmT9XCLvuvOb33pGfca7j30qly5svUgSzLHPeRmVvQKAQhAAAIQgAAEIAABCEAAAhCAAAQgAAHvEkBM9+7aMXIIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEMgQgWIZapdmIQABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAp4lgJju2aVj4BCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgkCkCiOmZIku7EIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCDgWQKI6Z5dOgYOAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAKZIoCYnimytAsBCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAp4lgJju2aVj4BCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgkCkCiOmZIku7EIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCDgWQKI6Z5dOgYOAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAKZIoCYnimytAsBCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAp4lgJju2aVj4BCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgkCkCiOmZIku7EIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCDgWQLFPTtyBg4BCEAAAhCAAAQgAAEIQMAnBPbt2ycjRoyQ1atXS+PGjaVLly6unNm//vUv2bVrV8TYatasKdWqVYuwcZM6Aa/4hM4Uv0h9veNtwS1+8csvv8iCBQtk3bp18ttvv1mv/fv3S9myZa1X5cqV5dRTTxX9fshVWr9+vaxatUo2bNhgvfT+wIEDcvTRR0v58uWtd71u2LChlCxZMlfDpF8IQAACEIAABCAAAQhAwOUEENNdvkAMDwIQgAAEIAABCEAAAhDwN4E5c+ZIz549ZdmyZdZEVUh3o5j+4YcfynnnnSeBQCBiQQYOHCj33XdfhI2b1Ah4xSd0lvhFamudSO1c+sXKlStlxowZ8t5771kPT/z0009xDV1F64svvli6d+8u55xzTlx1Uim0cOFCmTZtmvX65ptv4mrq8MMPl7PPPlsuuugiadmypTRq1CiuehSCAAQgAAEIQAACEIAABPKDAGJ6fqwzs4QABCAAAQhAAAIQgAAEXEZgzZo1cvvtt8vUqVMjRnbkkUdG3LvhRnejd+vWzSaku2FsfhqDl3xCueMX2fG+XPnF0qVLZezYsZaIvmjRoqQmu3nzZnn55Zet1+mnny6jR4+2doIn1ViMSu+//7707t1bVExPNOluf62vr7vvvlsuvPBCGTJkiDRo0CDRpigPAQhAAAIQgAAEIAABCPiQAGK6DxeVKUEAAhCAAAQgAAEIQAAC7iWwd+9eeeKJJ+TRRx+V3bt32wbqRjH93nvvFd2ZSsoMAS/6hJLALzLjD6FWc+EXGgb9rbfekmeffVbefffdIh+gKVWqlHXMw6ZNm6xQ76Gxm96//vprK/T78OHD5frrrzcVSdi2du1aueOOO2TKlCmOdY866iipX7++HH/88VKsWDHRXfXLly+3XqZKGgHgpJNOkptvvlkee+wxceN3smnc2CAAAQhAAAIQgAAEIACBzBBATM8MV1qFAAQgAAEIQAACEIAABCBgIzBz5kzp1auXrFixwpYXMrhNuPn4449l2LBhoeHxnmYCXvQJRYBfpNkRoprLhV/8+OOPVrhzFahjpb/+9a/WDm49a7xq1aqFRXfs2CGzZs2SwYMHy+eff15oD7/QXeA33XSTlC5dWjp27BielfC1+uDf/vY32blzp61umTJl5JFHHpH/+7//s85GtxUIGvTMd90pP2LECNHz3sOT3uv3nn5XT58+XYoX5+ezcD5cQwACEIAABCAAAQhAIJ8IFMunyTJXCEAAAhCAAAQgAAEIQAACuSCgu7ovueQSad26dUwhXcfmJtFGd85fd911Re5OzQVTr/fpVZ9Q7vhF5rwvl36xZcsWiSWk16pVy9q1ruHQ9XzxcCFdiegu9fbt28tnn30mzzzzjBxyyCFGUAcPHpSuXbvK6tWrjfnxGP/5z39a36cmIf2yyy6TJUuWyC233OIopGsfJ598sgwdOlQ+/PBDa3e9qd+3336b70ATGGwQgAAEIAABCEAAAhDIIwKI6Xm02EwVAhCAAAQgAAEIQAACEMguARUd+/btKyeeeKIlQsXT+6GHHhpPsayUuf/++x1DIWdlAD7sxOs+oUuCX6TfMd3uFxoqffbs2XLxxRfHNfnbbrtNXnjhBceyGsK+T58+jvmxMr7//ntp2bKlbNu2zVbs6quvltdff12qVKliy3MyNG3a1Iq0oLvZTWncuHEycuRIUxY2CEAAAhCAAAQgAAEIQCAPCBCnKg8WmSlmj8Ck6V/L2ClfZK/DYE8lCg6TN0bdlNU+6QwCEMgPAkNHvy/vfLAoPybLLCHgUwLHHF1axg7p6tPZuX9a06ZNk969e8uaNWsSGqye6euGFNpd6oax+GUMXvcJXQf8Iv3e6Ha/OPzww+WNN96QevXqJTR5PRd9/PjxMm/ePGO9iRMnypAhQ6RChQrGfCejnpG+efNmW3bZsmVl0KBBNns8Bt11/9xzz0nnzp2NxTV0/Q033OC4295YCSMEIAABCEAAAhCAAAQg4AsCiOm+WEYm4QYCE6Z+KSMnfJL1oQQCgaz3SYcQgID/CTz5/Fx5893v/D9RZggBnxPYvXufz2fozuktW7ZMdFem7uKMThrCPfps3ugybtiZvmfPHiu0sYZjJqVOwA8+oRTwi9R9IbwFr/iFfp81b948fOhxX+u55WeffbaxvH6/zJ07V6688kpjvsk4f/580dDrpvTQQw9JxYoVTVlx2a666ipLjP/2229t5XWt9Bx7PaqDBAEIQAACEIAABCAAAQjkFwHE9Pxab2abIQITpn5VKKSfc/afg2evHZehnkS2btkpk1/7UPbu/SNjfdAwBCCQ3wSGjHq3UEi/uFUTOfbYyvkNhNlDwEMEfv1lq0x5fZ78sf+Ah0btn6Hq2b0PP/yw6A7Gffv+9yCDiuMdOnSQW2+9VU4//XT54osv5KabbrLO9DXN3g070x944AFZunRp4fDq1KljzeHRRx8ttGXy4sCBA/L111/LmWeemcluimz7008/FQ0BnWzyk08og1z6hV98Qjl6yS/0AaCePXvqsJNKZ511lrXz/JdffjHW/+ijjxIS01UwNyX9nr3xxhtNWQnZVNg3ienaiO6yR0xPCCeFIQABCEAAAhCAAAQg4AsCiOm+WEYmkUsCE4Oh3UdO+NgawrnNT5K/nntyxobz++/bZcabn1lCekEwvPuePQjqGYNNwxDIUwJPjZwrM+b8Z0d6u7ZNpfHJdfKUBNOGgPcIbNr0u8x463NLSOffCdlfP90t2a5dO1m3bl1E5xdddJE888wzcvzxxxfamzVrJnqu73333VdoC7/ItZiuYr8+EBCenn/+eXnvvffCTRm7VtH0mmuukcmTJ4uGgW7fvn3G+orVsO6o1bPB+/fvL/369YtV1JjnJ5/QCebSL/ziE8rRa35x2WWXSY0aNXToSSX9Pjv//POtz7KpgfXr15vMRpv6wTvvvGPM0zDtGo4+1aTfN3fffbexmRUrVhjtGCEAAQhAAAIQgAAEIAABfxNATPf3+jK7DBOY/OY/5flx/zn/rdk5jTIqpG/ZskNeGjtbtmzdKWXKlJDmZ58gb779TYZnSPMQgEA+ERjyj/cKhfS2bf6CkJ5Pi89cPU/gl1+2yNiX5wR3O+6Ro44qJWecdpzMmmMPU+v5ibp4Ascee6zs2rWrcITVq1eXoUOHWgJ7oTHsIpXdzmHNpP1y7969tvDuXbp0kRYtWoie65zpFBJNJ0yYYHXVqVMn6z3bgvrAgQOlT58+Vt8qpuu4BgwYkND0/eITOulc+oWffEJZutkvqlSpIsOHD9dhFqYLL7yw8DrZi5o1azpWddqxbqqwdu3aiKgf4WUSPc89vG74tYryustd/S46rV69OtrEPQQgAAEIQAACEIAABCCQBwSK5cEcmSIEMkJAhfTnxn5kta1CeovzGmekH21UhfQxL80qFNLbXHyKlCx5RMb6o2EIQCD/CKiQPm3WAmviKqSf0rhu/kFgxhDwKAEV0scEH7jb8V8h/ZJWp4juTCdll0C5cuWsHcyHHHKI9OjRQxYtWuQopOvItLwbk+7AXrJkSeHQjj76aHnqqaes+/CHBQoLpPEiWjTVpvV8eRXUX3vttTT2FLupcCE9VFJDS2uI80SSX3xC55wrv/CbTyhLN/tF+fLl5ZZbbol41a2b+r8JK1SooFNPOf3www+ObaRLTNed9E7nrv/6669WiH7HQZABAQhAAAIQgAAEIAABCPiSADvTfbmsTCrTBHIvpBfI1q3/2/mU6fnSPgQg4G8CCOn+Xl9m528CISE9tCM9JKRv3ebvebt1djfffLN1Jnquz/lOlo+eUf7kk09GVNd7FdQ17dmzJyIv3TebNm2STz75xNasCup6jrEmPXs+k0nPvDeJ5vqQRK3gjtVEk9d9QuebS7/wo08oUz/4hc4j3qTnrjulqlWrOmXZ7D/++KPNFjKULVs2dJnyu4r/P//8s60d/R6INRdbBQwQgAAEIAABCEAAAhCAgC8IsDPdF8vIJLJJwA1CejbnS18QgIC/CSCk+3t9mZ2/CTgJ6f6etbtnpyKLV4X0ffv2ybXXXhsR2vi8886zzi4PUc+0mF65cmX56KOPpHbt2qEuC99Dgvqrr75aaEv3hdPucxXQRowYId26dUu4Sy/7hE42137hR59Qrl73C51DIilWePRq1arF3VSlSpUcy8bqw7GSQ8b27duNOSr8H3EEEeKMcDBCAAIQgAAEIAABCEDAxwQQ0328uEwt/QQQ0tPPlBYhAIHcEUBIzx17eoZAqgQQ0lMlSP1oAg8++KAVmj5kLygokOeffz50a71nWkzXTvRs5Q8//NA6Vzqi8+CNCupXXXWVZEJQVyG9b9++0V1a98OGDZMbb7zRmOd3oxv8Ap/wvpetWrXKcRKxzlOPrmR60CZUJp1i+saNG0PNRrzrefckCEAAAhCAAAQgAAEIQCD/CCCm59+aM+MkCSCkJwmOahCAgCsJIKS7clkYFATiIoCQHhcmCiVAYP78+fLEE09E1OjTp49En5X8xx9/RJTJ1E2NGjWsHep16tSxdRHaoT558mRbXrKGAQMGOArpTz/9tHV+dLJte7mem/wCn/CyJ4ksW7bMOAGN+tCuXTtjnskY66iFdInpmzdvdjwXPV3nspvmhg0CEIAABCAAAQhAAAIQcC8BxHT3rg0jcxEBhHQXLQZDgQAEUiaAkJ4yQhqAQM4IIKTnDL1vOw6F8VaROpROPPFEueuuu0K3he9aNltJQz/rDnWTeHXgwAFrh3o6BHUV0vv162eclp4X36tXL2Oe341u9At8wpte9+2338rixYuNg2/evLnxWAdj4aDxyCOPlBNOOMGYvW7dOkmHoP72228b21dj9+7dHfPIgAAEIAABCEAAAhCAAAT8SwAx3b9ry8zSRGDSjH/Kc2M/slprdk4jaXFe4zS1bG9my5YdMualWbJl604pU6aEtLn4FClZssBeEAsEIACBJAkgpCcJjmoQcAEBhHQXLIIPhzBw4EBZuHBh4cx0p+gLL7wghx12WKEtdJGtnemh/vR8YhXU69evHzIVvocE9UmTJhXaEr3QEOZOQvpjjz0md9xxR6JN+qa8W/0Cn/Cei40cOdJx0F27dnXMc8ro3bu3MevgwYPyyCOPGPMSMc6YMcNYXIX/Jk2aGPMwQgACEIAABCAAAQhAAAL+JoCY7u/1ZXYpElAhfcTLCOkpYqQ6BCDgEgII6S5ZCIYBgSQIIKQnAY0qRRJYsGCBTXy64YYbpGnTpsa62RbTdRCVK1eWDz74QBo0aGAbkwrqnTt3lmQE9f79+4u+TEnPT7/77rtNWXlhc7tf4BPeccNdu3bJ+PHjjQM++eSTrQgTxswYxi5dusgxxxxjLPHSSy+ltDtdd9FPmzbN2PY999xjtGOEAAQgAAEIQAACEIAABPxPADHd/2vMDJMkgJCeJDiqQQACriSAkO7KZWFQEIiLAEJ6XJgolCABFcZ1V2h4eHcVKR9//HHHlnTnZy5SpUqVLEG9YcOGtu5DgvrEiRNteU4GFdF1V7op6U51PS8+X5NX/AKf8IaHapSLbdu22QZbvHhxefHFF0XfE00FBQVy7733Gqup/955552SzIM/+l1y/fXXR3wnhjp54IEHpGXLlqFb3iEAAQhAAAIQgAAEIACBPCOAmJ5nC8504yOAkB4fJ0pBAALeIICQ7o11YpQQMBFASDdRwZYOAo8++qjoLszw9Mwzz0jZsmXDTRHXuRLTdRC6E/X999+XRo0aRYxJb1QEu/rqq+WVV16x5UUbVCx3EtLvv/9+UaE9n5OX/AKfcLenrl+/3vHzpEconHLKKUlPQEO933rrrcb6U6ZMkXPOOUfWrFljzDcZt2zZIq1bt5avv/7aln377bfLgAEDbHYMEIAABCAAAQhAAAIQgED+EEBMz5+1ZqZxEkBIjxMUxSAAAU8QQEj3xDIxSAgYCSCkG7FgTAOB7777Th5++OGIli6++GLp0KFDhC36Jpdiuo6lQoUKlqCu4aGjkwrqGv45lqDet29fR1HsrrvusjGJ7sPv9170C3zCvV7Zs2dP4670xo0bO4rsicxm6NCh1mfeVOfLL78U7Wfy5Mkxd6lrGPqXX35ZzjjjDJk1a1ZEU7prXnfADx48OMLODQQgAAEIQAACEIAABCCQfwQSj6mVf4yYcR4RCBfSmzdrJOf9tXHGZr9lyw4Z89Is2bJ1p5QpU0LaXHyKlCxZkLH+aBgCEMg/Agjp+bfmzNg/BBDS/bOWbpuJhnW/9tprIwSmkiVLyrPPPlvkUAOBQJFlMl2gfPny8t5778kFF1wg33zzTUR3IUFdx3nVVVdF5KmQrmehm9Lf//73mOHtTXX8ZvOyX+AT7vPGUaNGyeuvv24bWMWKFWX69OmiodpTTYcccoiMHj1aTjjhBBk4cKDs2LEjosnff/9dOnbsaEXbOP/886VmzZpWhAt9KOinn36SdevWWcdHmMLQ6/eLRurQtkkQgAAEIAABCEAAAhCAAAQQ0/EBCPyXAEI6rgABCPiJAEK6n1aTueQbAYT0fFvx7M5Xz0SPFqE1hLEKTV5JRx11lLz77rty4YUXyj//+c+IYaugfs0111i2kKCu5x1H78QPVbrtttvkqaeeCt3m7bvX/QKfcI/rLl68WDQMe3Q64ogjZOrUqVK9evXorKTvDz30ULnnnnusz/zdd98t48ePl+iHfrZu3WoU9p061TDxl19+uVM2dghAAAIQgAAEIAABCEAgDwkgpufhojNlOwGEdDsTLBCAgHcJIKR7d+0YOQQQ0vGBTBL497//bQtzrucW9+rVK5PdZqTtcuXKFQrqX331VUQfIUFdRbWlS5c6Cuk9evSwdp9GVM7DG7/4BT6Re+fV3eDt2rUTDZ8enUaOHClnnXVWtDkt95UrV7bCtetnXgX1VJKGfW/QoAG70lOBSF0IQAACEIAABCAAAQj4jABius8WlOkkTgAhPXFm1IAABNxLACHdvWvDyCBQFAGE9KIIkZ8KARWYNbz7vn37CpvRXZ0qcOm7F1PZsmVl7ty50rJlS/n8888jphAe8j0i4783N9xwgwwfPtyUlVc2v/kFPpE791VfuuKKK+SHH36wDeLBBx90PN/cVjgJgx79oOebf/3117ba+v3WsGFD0RDzFSpUkC1btsjq1atl1apVRtF/xowZMnPmTOnWrZt1trsK9SQIQAACEIAABCAAAQhAIL8JFMvv6TP7fCeAkJ7vHsD8IeAvAgjp/lpPZpNfBBDS82u9czHbQYMG2UKia4jzU089NRfDSVufZcqUkdmzZ0vTpk1tbUaHew4VuO666+T5558XPXM535Mf/QKfyI1X33777Va0iOjeb7nlFunbt2+0OS33ek56165dRc9EjxbSVQQfM2aMbNy4URYsWGB9T+iu9bfeeks0GsPmzZutM9c1Okd00gcD9EEj3aEefSxGdFnuIQABCEAAAhCAAAQgAAH/E0BM9/8aM0MHAgjpDmAwQwACniSAkO7JZWPQELAIIKTjCJkmsGTJEmuHZXg/NWrUsIV8D89Px/WKFSvkkksusV4DBw5MR5PGNkqXLi2zZs2Sc845x5gfbuzSpYuMGjUKIT0Ixc9+gU+Ee33mr4cMGSLDhg2zddSxY0cZOnSozZ4Og+4sb9y4sYwdO9bWXIsWLeRf//qXJbSXL1/elq+GgoICK1rH/PnzRXfOmx6u0V3sF154oSxcuNDYBkYIQAACEIAABCAAAQhAID8IIKbnxzozyygCCOlRQLiFAAQ8TWDIqHdl2qwF1hzatvmLnNK4rqfnw+AhkE8EENLzabVzM9dQGO+9e/dGDODZZ5+VUqVKRdjSfTNhwgRrF6juBP3+++/T3XxEezqXd955R6pUqRJhD785/fTTrZ2qxYrxv8H54Bf4RLj3Z+761VdflTvuuMPWQatWraxzzDPxeduwYYNccMEFsnz5clu/Gu59zpw5Vlh3W6aDQXfOO521rjvYnfpyaA4zBCAAAQhAAAIQgAAEIOAzAvyK4LMFZTpFE0BIL5oRJSAAAe8QsIT02d9aA0ZI9866MVIIKAGEdPwgGwQGDx4sX375ZURX7du3l9atW0fY0n2jOzrDd6rqWdaZTg888ID8/PPPjt1oGOgRI0Y45udTRr74BT6RWa+eN2+edRZ69JEKGiViypQpcthhh6V9ANqXfodp5Ivo1KhRI9EoGMkI+FdeeaVcf/310U1a9xoq/p577jHmYYQABCAAAQhAAAIQgAAE/E8AMd3/a8wMwwggpIfB4BICEPA8AYR0zy8hE8hjAgjpebz4WZz60qVLbWcVlyxZMmNhl0NT0zOGmzRpIr/++mvIJJkW0/W8Zg01XVTq2bOndV56UeX8nJ8vfoFPZNaLFy9eLG3btpXoqBd6BrlGoyhRokRGBjBu3Dj59NNPjW3rwxOmcO3GwgbjoEGDRM9aN6WpU6fKsmXLTFnYIAABCEAAAhCAAAQgAAGfEyju8/kxPQgUEkBIL0TBBQQg4AMCCOk+WESmkLcEENLzdumzOvGDBw9a5wHv2bMnol/d1dm9e/cIW7w3ekaxKemZxbpDdefOnfLTTz+JqVwmxXQVTZ9++mnT0Gw2nX+PHj2snas33HCDLd/vhnzxC3wis56sO7U1jLtGoAhPxx9/vMyaNUvKlCkTbk7btX5++/TpY2zvxBNPlMsvv9yYF69Rv6euvfZaeeSRR2xV9LOjYvuoUaNseRggAAEIQAACEIAABCAAAX8TQEz39/oyu/8SQEjHFSAAAT8RQEj302oyl3wjgJCebyueu/kuWrRIPv/8c9sAdu3aJW+//bbNnopBd2sWtWMzU2J679695ZlnnjEO/5ZbbrHGNXfu3Ih8FeRuuukmOfTQQ6Vbt24ReX6/yQe/wCcy68W7d++WNm3ayJo1ayI6qlq1qsyePVsqVKgQYU/njX6n/fjjj8YmVUhPZVd6qFFtxySma/4rr7wiI0eOTEs/of54hwAEIAABCEAAAhCAAATcT4Aw7+5fI0aYIoFsC+mjX5olW7buDD6NX0LaXHyKlCxZkOIMqA4BCEDgfwQQ0v/HgisIeI0AQrrXVszb41XB2E0pE2J6LNFUdyYPHz5cpk+fLuedd54NhfLRneljxoyx5fnZ4He/wCcy673qP126dJGvvvoqoqNy5cpZO9Jr1qwZYU/3jYZad0rp6lvD1FerVs3YjT6MtH79emMeRghAAAIQgAAEIAABCEDAvwTYme7ftWVmQQK5ENK3IqTjexCAQIYIIKRnCCzNQiALBBDSswCZLiIIFBQUSP369SNsqd5o+Pbo85G1Td2JWr58+ZjNO51DHLNSjMxevXo5nv1+1113yeOPP27V1nOb33zzTfnb3/5mhaIPb1LDNmvIe92hrgJhPiQ/+wU+kXkPvu+++2TKlCkRHYU+Yw0bNoywZ+Jm4cKFjs2mS0zXDo477jhZt26dsa+VK1dKlSpVjHkYIQABCEAAAhCAAAQgAAF/EkBM9+e6MqsgAYR03AACEPATAYR0P60mc8k3Agjp+bbi7phvvXr1ZMmSJWkdzEknnSTfffedrU3dDawiW7ZSLNH0/vvvl4cffjhiKEceeaTMnDlTWrZsKZ9++mlEXugM8WLFiknnzp0j8vx441e/wCcy760axeGxxx6L6EjDqo8dO1aaNm0aYc/UzYYNGxybTqeYXqlSJcd+9KGis88+2zGfDAhAAAIQgAAEIAABCEDAfwQI8+6/NWVGQQII6bgBBCDgJwII6X5aTeaSbwQQ0vNtxZlvpgncdtttjjvS+/fvbxPSQ+MpVaqUdVZ8kyZNQqbCdxXUu3btKhMnTiy0ceEdAvhE5tdq/vz5ctNNN9k60s9chw4dbPZMGTZt2uTYtD40k65UsWJFx6a2bt3qmEcGBCAAAQhAAAIQgAAEIOBPAojp/lzXvJ4VQnpeLz+Th4DvCCCk+25JmVAeEUBIz6PFZqpZIaCi6bBhw4x9DRw4UPr162fMCxnLlCkjs2fPltNOOy1kKnw/cOCAXH311TJ58uRCGxfuJ4BPZH6Ntm/fLh07dpR9+/ZFdKa2vn37RtgyfVO6dGnHLtauXeuYl2jGH3/84VglnTvgHTshAwIQgAAEIAABCEAAAhBwFQHEdFctB4NJlQBCeqoEqQ8BCLiJQEhID0bQlLZt/iKnNK7rpuExFghAIAYBhPQYcMiCQBIEevbs6SikP/HEE3GHmS9btqzMmTNHGjdubBuFCuoa6v21116z5WFwHwF8IjtrcuONN8ry5csjOtMjHzTse7ZT7dq1HbtcvXq1Y16iGRs3bnSsEmsMjpXIgAAEIAABCEAAAhCAAAQ8TQAx3dPLx+DDCWRTSP99yw4Z/dIs2bp1p5QpU0LaXHyKlCxZED4criEAAQikRCBcSG9zCUJ6SjCpDIEsE0BIzzJwuvM9ARVNhw8fbpznkCFD5M477zTmORnLlSsnc+fOlUaNGtmK7N+/X6688kp54403bHkY3EMAn8jOWowePdp2/IHuDn/11VeloCC1///t06ePtGvXznrF+3mLJWSvWbMmbVBiiem1atVKWz80BAEIQAACEIAABCAAAQh4gwBiujfWiVEWQSDbQvoYhPQiVoRsCEAgFQII6anQoy4EcksAIT23/L3Uu57T7ZQCgYBTVt7Zb731VqOQfkgwbIuGfO/du3dSTMqXLy/vvvuunHjiibb6KqhrCOtp06bZ8jJpwCfio5tPPqFEcuUXK1asEH1oITq98MILUq9evWhzQvebN28WjSgxffp067Vhw4a46h933HGO5ZYtW+aYl0jG3r175dtvvzVWadCggZQqVcqYhxECEIAABCAAAQhAAAIQ8C8BxHT/rm3ezAwhPW+WmolCIC8IIKTnxTIzSZ8SQEj36cJmaFo7d+50bHnPnj2OebnMUJHZlJzsprKJ2FQ0ffbZZ21VVEgfMWKEaH4qqUKFCvLee+9J/fr1bc3omclXXHGFzJgxw5aXKYMXfUJZOK2/kz0VfvnmE8oqV36h59Hv2rUrYrm6du0qnTp1irAlc6Mh4sPPJdfjF+JJHTp0kEMPPdRYVHfLq0ifatKoFTt27DA2Y3q4wFgQIwQgAAEIQAACEIAABCDgKwKI6b5azvybDEJ6/q05M4aAnwkgpPt5dZmb3wkgpPt9hdM/v23btjk2GivPsVIWMnTHpimFi2Km/ERtujP/lltuMQrpxYoVk1GjRome45yOVLFiRXn//felbt26tuZ0XirevfXWW7a8TBhirXusvEyMJZE2s+EX+eoTug6x1j5WXiJrGF1Wd4y//fbbEeZKlSrJ4MGDI2zJ3CxdulQGDBgQUTVeMb1mzZpy+eWXR9QN3agA/vTTT4duk36fNGmSsa4eD9GlSxdjHkYIQAACEIAABCAAAQhAwN8EENP9vb6+nh1Cuq+Xl8lBIO8IIKTn3ZIzYR8RQEj30WJmcSrfffedY2/pClfs2EGSGdu3bzfWdLIbCxdhVNFUdx8/99xztpIqpOuO1m7dutnyUjFUrlzZEtSPPfZYWzP79u2T9u3b24RFW8E0GLzoEzptp/V3sieKKp99Qlll2y92794tvXr1si2TfiZVUE4m6RpqKPennnpKWrRoYfOZeMV07fuOO+5wHIIe/bB161bH/KIyPvnkE3nllVeMxW6++WY58sgjjXkYIQABCEAAAhCAAAQgAAF/E0BM9/f6+nZ2COm+XVomBoG8JICQnpfLzqR9QgAh3ScLmeVpaOjksWPHOvaqO0LXrl3rmJ+LDBWVf/nlF2PXa9asMdoTNYZ2H5uEdA3tPG7cuIztDK1WrZp88MEHUqtWLduwdef1ZZddJrNnz7blpcvgRZ/QuWfaL/LZJ5RvLvziySeflOjPtB6tcNddd1kRHDSKQ7yvOnXqyDHHHCOHHXaY6EMr/+///T/56aefdGoRKREx/YwzzpBrrrkmon7oRoX0a6+91jFMe6ic6V0f/ujevbuoz0WnZs2aSd++faPN3EMAAhCAAAQgAAEIQAACeUIAMT1PFtpP00RI99NqMhcIQAAhHR+AgHcJIKR7d+1yOXIVanSH4+LFix2HoeHFe/ToIb/++qtjmWxnaOhjk8ik49Bzx1VUTTV9//338tJLL9maKV68uLVb9Morr7TlpdNQo0YNa4d69erVbc2qoP7iiy/a7OkweNUndO6Z9ot89Qllmwu/0PPZTaHSdSzLly9P+LVixQrrIZwDBw7olBxTmTJlHPNMGXrUw4UXXmjKkqlTp4oK7kuWLDHmm4w//PCDNGnSRDQEfXSqX7++TJs2TY444ojoLO4hAAEIQAACEIAABCAAgTwhgJieJwvtl2nmVkg/VUqWLPALSuYBAQi4gABCugsWgSFAIEkCCOlJgsvTanqu8fz582XIkCFy0kknycsvv1wkiZkzZ4qKOP3795dZs2blVFjfv3+/DBw40HHMuqPzsccec8yPN+OEE06QGTNmSEHB//7NrTtaJ0+eLFdccUW8zaRUrnbt2tYO9apVq0a007p1axk/fnyELZUbr/uEzj0bfpFPPqFMc+0XL7zwgvz22286lKymRHam68D0e2HKlCnSuHFj4zhVSFdBfcSIETHns3LlSrn//vsdxXf9PtBIIcmGtzcODiMEIAABCEAAAhCAAAQg4DkChwSfMLbHsPLcNBhwPhDIvZDurifRt27dJZNe+1xKFBwms8bflg8uwBwh4CsCCOm+Wk4mk2cEvCCkb9y0VabN+KdUPLq0vPr8DXm2Qrmd7ty5c2XQoEGyZcsW6+zeTZs2WdfpGFWFChWskMkq7JQsWdI6e/jOO+9MR9PGNvTs5HfeeUcefPDBmOc2hyp37dpVevfubT0wELIl8z5nzhxp27atHDx4UF577TVp06ZNMs2kVEfPrT/33HNl/fr1okL666+/LocffnhSbfrJJxRALvzCbz6hHN3mFxpdQsXjn3/+WYeX1aQPZuhRDokm3Umv30/6oJK2YUoa2UKFdY08oSHnNfLHunXrrFD2CxcuNEbc0Dp///vfpV+/fpyTboKKDQIQgAAEIAABCEAAAnlGoHiezZfpepQAQrpHF45hQwACRgII6UYsGCHgCQJeENI9AdLHg9SzhlUky0TSM8vDzy0vXbp0Jrqx2tR+VFhTsSrepCHa9aXi9/Tp0+OtZiun4Zs1VLOK6a1atbLlZ8NQr149K3y9Phjx/PPPJy2k61j94hM6l1z5hd98wo1+8cknn+RESC9VqlRSQroy1IeKnnjiCenSpYt1NMbHH3+s5oikIvtnn31mvSIyHG6aN28uQ4cOlUaNGjmUwAwBCEAAAhCAAAQgAAEI5BsBxPR8W3EPzhch3YOLxpAhAAFHAgjpjmjIgIDrCSCku36JGGAaCejuzUSE9PCu0xEmumXLluFN5uRaQ4yPHj06J327tdNc+gU+kVmvcNrZndleRRIN8W4aT8OGDWXevHmyaNEi66gIfZjnq6++Mu46j66vO+KbNWsml156qbRr106qV68eXYR7CEAAAhCAAAQgAAEIQCDPCRDmPc8dwO3TnzT9axkxbp41zObNGsl5fzWfiZaOefy+ZYeMeWlWMBznTilTpoS0uVjPSHdXaPfweRLmPZwG1xDwBgGEdG+sE6OEgImA14R0wrybVhEbBCAAAQjkC4GNGzeKHteg76HX9u3b5eijj5aKFStKpUqVrPc6depwJnq+OAXzhAAEIAABCEAAAhCAQJIE2JmeJDiqZZ4AQnrmGdMDBCCQPQII6dljTU8QSDcBrwnp6Z4/7UEAAhCAAAS8RkAFc32RIAABCEAAAhCAAAQgAAEIpEqgWKoNUB8CmSCAkJ4JqrQJAQjkigBCeq7I0y8EUieAkJ46Q1qAAAQgAAEIQAACEIAABCAAAQhAAAIQgIBXCSCme3XlfDxuhHQfLy5Tg0AeEkBIz8NFZ8q+IYCQ7pulZCIQgAAEIAABCEAAAhCAAAQgAAEIQAACEEiKAGJ6UtiolCkCCOmZIku7EIBALgggpOeCOn1CID0EENLTw5FWIAABCEAAAhCAAAQgAAEIQAACEIAABCDgZQKI6V5ePZ+NHSHdZwvKdCCQ5wQQ0vPcAZi+pwkgpHt6+Rg8BCAAAQhAAAIQgAAEIAABCEAAAhCAAATSRgAxPW0oaSgVAgjpqdCjLgQg4DYCCOluWxHGA4H4CSCkx8+KkhCAAAQgAAEIQAACEIAABCAAAQhAAAIQ8DsBxHS/r7AH5oeQ7oFFYogQgEDcBBDS40ZFQQi4jgBCuuuWhAFBAAIQgAAEIAABCEAAAhCAAAQgAAEIQCCnBBDTc4qfzhHS8QEIQMBPBBDS/bSazCXfCCCk59uKM18IQAACEIAABCAAAQhAAAIQgAAEIAABCBRNADG9aEaUyBABhPQMgaVZCEAgJwQQ0nOCnU4hkBYCCOlpwUgjEIAABCAAAQhAAAIQgAAEIAABCEAAAhDwHYHivpsRE/IEAYR0TywTg4QABOIgEAgE5Ol/vCfTZn8rhxwi0uaSv8gpjevGUZMiEICAGwggpLthFRgDBCAAAQhAAAIQgAAEIAABCEAAAhCAAATcSYCd6e5cF1+PCiHd18vL5CCQVwQQ0vNquZmsDwkgpPtwUZkSBCAAAQhAAAIQgAAEIAABCEAAAhCAAATSSAAxPY0waapoAgjpRTOiBAQg4A0CCOneWCdGCQEnAgjpTmSwQwACEIAABCAAAQhAAAIQgAAEIAABCEAAAiEChHkPkeA94wQQ0jOOmA4gAIEsEUBIzxJouoFAhghs+mWLvDR2tuzcuUeOOqqUXNLqFCkoOCxDvdEsBCAAAQhAAAIQgAAEIAABCEAAAhCAAAQg4FUCiOleXTmPjRsh3WMLxnAhAAFHAiqkDxn1nkyf858z0tu2aSqNT67jWJ4MCEDAXQQQ0t21HowGAhCAAAQgAAEIQAACEIAABCAAAQhAAAJuJoCY7ubV8cnYENJ9spBMAwIQEIR0nAAC3iYQLqSXD+5Ib82OdG8vKKOHAAQgAAEIQAACEIAABCAAAQhAAAIQgECGCXBmeoYB53vzCOn57gHMHwL+IYCQ7p+1ZCb5SQAhPT/XnVlDAAIQgAAEIAABCEAAAhCAAAQgAAEIQCAVAojpqdCjbkwCCOkx8ZAJAQh4iABCuocWi6FCwEAAId0ABRMEIAABCEAAAhCAjnvg3QAAQABJREFUAAQgAAEIQAACEIAABCBQJAHE9CIRUSAZAgjpyVCjDgQg4EYCCOluXBXGBIH4CSCkx8+KkhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgEAkAcT0SB7cpYEAQnoaINIEBCDgCgII6a5YBgYBgaQJIKQnjY6KEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAQJBAcShAIJ0EENLTSZO2IACBXBJASM8lffqGQOoEENJTZ0gLEIBAJIGpsxbI3I+XRBq5gwAEkiZwSLDmswM7JV2fihCAAAQgAAGvEJgxY4Zs2rTJGm6HDh2kbNmyXhk644QABCAAgSABxHTcIG0EENLThpKGIACBHBNASM/xAtA9BFIkgJCeIkCqQwACNgJTZn4jw8Z8YLNjgAAEIAABCEAAAhCAQCwCK1eulMsuu0wOHDhgFfvb3/6GmB4LGHkQgAAEXEgAMd2Fi+LFISGke3HVGDMEIGAigJBuooINAt4hgJDunbVipBDwCoFwIb3JGfWldq1KEvDK4BknBFxE4I8/Dsis2V/Jrl17XTQqhgIBCEAAAm4g8Msvv8iCBQtk3bp18ttvv1mv/fv3W6Kz7uKuXLmynHrqqVKzZk03DDeuMezYsUN++OEH6dGjR6GQrhX/9Kc/xVU/04V27twpS5cule+//15WrFghvXv3ltKlS2e6W9qHAAQg4EkCiOmeXDZ3DRoh3V3rwWggAIHkCSCkJ8+OmhBwAwGEdDesAmOAgL8IvPHOvwp3pDf9y4ly4QWn+WuCzAYCWSKw74/98srE9ywhvVixQ+TgQR5JyRJ6unExgbp168ratWtzMkIV94YMGZKTvnPZKcxzST+yb92traHP33vvPfnXv/4lP/30U2QBh7vy5cvLxRdfLN27d5dzzjnHoVTi5jfffFPat2+feEWHGvr70h9//GHLPeyww6RkyZI2ezYMu3btktdff10mTZok3333nfXgQni/S5YskVdeeSXcxDUEIAABCPyXAGI6rpASAYT0lPBRGQIQcBEBhHQXLQZDgUASBBDSk4BGFQhAICYBFdKfefF9qwxCekxUZEIgJoE//iukr1q1QYoXP1TObXaCvPv+v2PWIRMC+UBAd+Lu27cvH6bqmjnCPLdLobugx44da4noixYtSmowmzdvlpdfftl6nX766TJ69Ghp2LBhUm2FVzp48GBWPo/Z3pWuv3XNmzfP4j5lyhTZvn17+LQjridOnChXX321aBh6EgQgAAEIRBJATI/kwV0CBBDSE4BFUQhAwNUEENJdvTwMDgJFEkBILxIRBSAAgQQJIKQnCIziEHAgoEL6hOCO9JCQ3qrlyVKmTAmH0pghkD8EVLjbtm1bzibctm3bnPWdq45hnhvyek74W2+9Jc8++6y8++67or+/xEqlSpWSatWqyaZNm6xQ77HKfv3111bo9+HDh8v1118fq6hr8sqVK5e1sbzzzjvSq1cvK9R8vJ3qwwokCEAAAhCwE0BMtzPBEgcBhPQ4IFEEAhDwBAGEdE8sE4OEgCMBhHRHNGRAAAJJEkBITxIc1SAQRcAkpFeu9CfZyZnpUaS4zUcCKqQXJSpmikvjxo3l3HPPzVTzrm0X5tlfmh9//FHOPvvsIo8z+Otf/yp33323tcO8atWqhQPVM8dnzZolgwcPls8//7zQHn6h0R1uuukm66zvjh07hme58jobO9M1ZL6ef6470Z2Shptv1KiRVK9evfBVo0YNad68uVMV7BCAAATymgBiel4vf3KTR0hPjhu1IAAB9xFASHffmjAiCCRCACE9EVqUhQAE4iGAkB4PJcpAoGgCTkJ60TUpAYH8ILB169acTVR3quZjgnn2V33Lli0xhfRatWqJ7irXM9BNSXep6znm+ho6dKglEJseQtGoA127dpUzzzxTtE03p0zuTNcoAMOGDZO+ffs6hnNv0KCBdOvWzQrnXqFCBTejYmwQgAAEXEUAMd1Vy+H+wSCku3+NGCEEIBAfAYT0+DhRCgJuJYCQ7taVYVwQ8C4BhHTvrh0jdxcBhHR3rQejcScBFRlzkSpVqiSdOnXKRdc57xPmOV+CiAEcddRRMnv2bKlXr16E3enmtttukxIlSsgNN9xgLLJ3717p06ePjB8/3pjvFmOmdqbv3LlT2rVrZ4XSN81Vz0Lv0aOH9cCBKR8bBCAAAQjEJoCYHpsPuWEEENLDYHAJAQh4mgBCuqeXj8FDQBDScQIIQCDdBBDS002U9vKVAEJ6vq48806UgJOw27RpU2vXaM2aNaVKlSqioZiTTTNnzrTOSw6vf/PNN8vhhx8ebsqba5i7Z6nVB9944424hfTQyPVcdBXL582bFzJFvE+cOFGGDBki6dpxrf09+OCDEX2keqMPBKQ7/fbbb9KqVSv58ssvbU3rTvgxY8ZI27ZtbXkYIAABCEAgfgKI6fGzyuuSCOl5vfxMHgK+IoCQ7qvlZDJ5SAAhPQ8XnSlDIMMEENIzDJjm84YAQnreLDUTTQMBk7D7yCOPyL333puG1v/TxLvvvhvRVkFBgaiYnq8J5u5Zed1lnuzZ3Po50XPYTUnDvc+dO1euvPJKU3bCtpIlS0rlypUTrpfNCj///LNceOGFsmjRIlu3TZo0kcmTJ4s+nEOCAAQgAIHUCBRLrTq184EAQno+rDJzhEB+EEBIz491Zpb+JYCQ7t+1ZWYQyBUBhPRckadfvxFASPfbijKfTBOIPr/7vPPOk3vuuSdt3S5cuFDeeuutiPZUYExlx66ex/zFF19EtJmLm08//TSpbmGeFDarUrLMTT0WL15cevbsacqKy3bWWWfF9OOPPvoornb8UGjlypXWgwUmIV1Dun/88ccI6X5YaOYAAQi4ggBiuiuWwb2DQEh379owMghAIDECCOmJ8aI0BNxGACHdbSvCeCDgfQII6d5fQ2bgDgII6e5YB0bhLQLRu6R1p+4hhxyStkk8/vjjov8PHJ569+4dfpvQtQrp11xzjZxzzjkyZcqUhOqms3BoV3IyobdhntxKpMLc1ONll10mNWrUMGXFZStWrJicf/75jmXXr1/vmOenjD179lhnpK9atco2rUsuuUSGDx+e0jERtkYxQAACEMhzAoR5z3MHiDX9idO/lufH/ecMmubNGsl5f20cq3hKeb9v2SFjXpolW7fulDJlSkibi0+VkiWPSKlNKkMAAhAIEUBID5HgHQLeJICQ7s11Y9QQcDMBhHQ3rw5j8xIBhHQvrRZjdROBcGFXQ0m3bNkybcNTcW3SpEkR7bVo0UL+/Oc/R9jivQkJ6RMmTLCqdOrUyXpv3759vE2kpdzAgQOlT58+Vlv9+/cXHdeAAQPibhvmcaMqLJgq8ypVqliibmGDwQsNSZ5qihW2/Jdffkm1eU/Uv+OOO0QjUESnunXryrhx49L6cE50H9xDAAIQyEcCiOn5uOpxzDlXQnrZoJB+CUJ6HCtEEQhAIF4CCOnxkqIcBNxJACHdnevCqCDgZQII6V5ePcbuJgII6W5aDcbiNQK6C7169erWsFXoPuKI9G0oGTRokCU0hzO5/fbbw2/jvo4W0rXi/v37RQV1/X/tDh06xN1WKgXDRd1QOw899JA1Bn2PJ8E8Hkr/K5MO5uXLl5dbbrnlf42m6SqV4wrSNIScNjN9+nR57rnnbGPQB3PeeOMNKVu2rC0PAwQgAAEIpEYAMT01fr6sjZDuy2VlUhDISwII6Xm57EzaRwQQ0n20mEwFAi4hgJDukoVgGJ4ngJDu+SVkAjkm8MADD4i+0p02btwoY8aMiWj2+OOPl1atWkXY4r3ZtGmTfPLJJ7biKqjrGeyaMi2oP/zww0ZWKo7XqlXLGkM8/4F5PJT+UyZdzOPvMbGSeu66U6patapTli/s69atk+uuu844l1GjRknDhg2NeRghAAEIQCA1ApyZnho/39VGSPfdkjIhCOQtAYT0vF16Ju4TAgjpPllIpgEBFxFASHfRYjAUTxNASPf08jF4nxMYMmSI6FnK4SmV89grV64sH330kdSuXTu8Ses6JKi/+uqrtrx0GXTXuemhAxXSR4wYId26dUtXV0m3A/Ok0SVdcfXq1Y51q1Wr5pjnh4zu3bvLb7/9ZpvKmWeeaUWMsGVggAAEIACBtBBATE8LRn80Ei6kn9v8pKydkU5od3/4D7OAgJsIIKS7aTUYCwQSJ4CQnjgzakAAArEJIKTH5kMuBOIlgJAeLynKQSD7BLZu3WoJzOE9lytXTq655ppwU8LXej71hx9+KMcee6ytrgrqV111lWRCUFchvW/fvrY+1TBs2DC58cYbjXnZNMI8m7T/19eqVav+dxN1Fes89aiinrv96quvZPbs2cZx33fffUY7RghAAAIQSA8BxPT0cPR8K9FC+l/PPTljc/p9yw4Z89Is2bp1pyCkZwwzDUMgbwkgpOft0jNxnxCwhPSXZsvOnXuk/FGlpHWrU6Sg4DCfzI5pQAACuSCAkJ4L6vTpRwII6X5cVebkJwLPPvusbNu2LWJK119/veg5yqmmGjVqWDvU69SpY2sqtEN98uTJtrxkDQMGDHAU0p9++umMnMOdzFhhngy11OssW7bM2IhGLGjXrp0xzw/Gxx9/3DiNRo0aSevWrY15GCEAAQhAID0EENPTw9HTrSCke3r5GDwEIBBGACE9DAaXEPAggUIhfRdCugeXjyFDwJUEENJduSwMyoMEENI9uGgMOa8I7N69W5555pmIOeu50rfeemuELZUbDZ+tO9Tr1atna+bAgQPWDvV0COoqpPfr18/WhxqefPJJ6dWrlzEv20aYZ5v4f/r79ttvZfHixcbOmzdvbjySwFjYY8alS5fKtGnTjKO+9957RR8kIEEAAhCAQOYIIKZnjq0nWkZI98QyMUgIQCAOAgjpcUCiCARcTAAh3cWLw9Ag4FECCOkeXTiG7ToCCOmuWxIGBAEbgdGjR8umTZsi7JdffrlUr149wpbqTdWqVS1BvX79+ramQoL6pEmTbHnxGh588EFHIf2xxx6TO+64I96mMl4O5hlHbOxg5MiRRrsau3bt6pjn9YxBgwbJwYMHbdPQaBEdOnSw2TFAAAIQgEB6CSCmp5enp1pDSPfUcjFYCEAgBgGE9BhwyIKABwggpHtgkRgiBDxGACHdYwvGcF1LACHdtUvDwCBQSEDDrKvQFp169+4dbUrLfeXKleWDDz6QBg0a2NpTQb1z586SjKDev39/0Zcp6fnpd999tykrJzaY5wS77Nq1S8aPH2/s/OSTT7aiIxgzPW7csGGDjBs3zjiLK664Qg499FBjHkYIQAACEEgfAcT09LH0VEsI6Z5aLgYLAQjEIICQHgMOWRDwAAGEdA8sEkOEgMcIIKR7bMEYrmsJIKS7dmkYGAQiCEycOFHWrFkTYTvrrLPkzDPPjLCl86ZSpUqWoN6wYUNbsyFBXccVb1IRXXelm5KGfO/Tp48pK2c2mOcG/QsvvCDbtm2zda5HGrz44oui735MM2fOlH379hmndv755xvt4UZ9+GPjxo2yaNEiWb78/7N3J/B2jff++J9MEhmlGoRQVFVbsw4qtOaphmrRiiS4emmpoe2V+2uV0nLRVo0tpcSsKGoKQQylf73auK5Li9JSUwUliSRNIsk/z9YTZ5+99zl777OHNbzX63Ve2Wt6hvd3RSKfvdZ6JsyfP7/zbp8JECBAoAqBbP4JU8XE83yIID3P1Td3AtkSEKRnq55mkz8BQXr+am7GBJotIEhvtrD28yIgSM9Lpc0z7QLx/4nj48+7Lq14r/hKK60U7rnnnhDDvMcee6xoCDFQnzBhQojjGzduXNG+risxLI/vSS+3HHvssSEG7UlamLenGq+88krFayE+/n/TTTdt+sA6QukYTHf8LFy4MMTXH8SfMWPGhBVXXLHh45g2bVrZNgcPHhy22GKLkn3x/ep33XVXuP/++8MDDzxQGGvng+L71ePv3zXXXDPE10EcfPDB4X3ve1/nQ3wmQIAAgS4CwvQuIFlfFaRnvcLmRyA/AoL0/NTaTLMpIEjPZl3NikA7BQTp7dTXd5YEBOlZqqa5ZF3g5ptvDn/84x+LprnGGmsUArKijU1aGTVq1LJA/dFHHy3qJQbqEydOLGyrFKgff/zxIT7CvdwyadKkcNJJJ5Xb1dZtzNvDf8QRR5S9K32TTTapGLI3YqQvv/xymDJlSuEnBtRvv/12t82uuuqqhcfNx2u/3JMbuj25ws74pZVyy1ZbbRUGDhxY2BX/jSzewX7mmWeGSuF7Rxvx2I4vA/z3f/93iF9o2W+//Qq/3+JrHCwECBAgUCrgMe+lJpndIkjPbGlNjEDuBATpuSu5CWdMQJCesYKaDoEECAjSE1AEQ8iEgCA9E2U0iRwJnHLKKSWzPfzww1v6uOt4J24M78rdGdwRqF955ZUl4+wuSP/mN78ZTjvttJJzkrCBeeurcOGFF4brr7++pOOVV1453HTTTWHQoEEl+xqx4Re/+EXhjvN///d/DzfeeGOPQXrsM4bvP/rRj8IGG2wQNttss/Dggw/2aiiPP/54yZ3lHQ12POI93n0e+9t99917DNI7zu3867x588LFF18cPvnJT4b//d//7bzLZwIECBD4l4AwPSeXgiA9J4U2TQI5EBCk56DIpphpAUF6pstrcgTaIiBIbwu7TjMoIEjPYFFNKdMC9957b4h3lXZehgwZEmLw1+olPiL67rvvDh//+MdLuo6B+gEHHBA6B+rHHXdcxTvSjzzyyHD66aeXtJOEDcxbX4X45IWjjz66pON4R3YMuFdfffWSfY3a0NNd6D3188gjj4Stt966cOd8/H1Qz9LdXeYxQP/KV74SPvvZzxbeh965/eWWWy6svfbahf732muvsM4663TeXfbziy++GLbccsswderUsvttJECAQJ4FPOY9B9UXpOegyKZIICcCgvScFNo0MysgSM9saU2MQNsEBOlto9dxxgQE6RkrqOnkQqDcHdIxtB45cmRb5h/7jYH6jjvuGB5++OGiMXQE6vH/6eP7nCs9vv2www4LZ511VtG5SVph3tpqvPnmm+Hzn/98mDt3bknHF1xwQfj0pz9dsr3eDTGQ/upXvxriXfBdg+/46oR4F3x8CkP84ki81mfPnl24C/2vf/1rePbZZyt2G9s68cQTC3eM33777WHo0KEVjy23I773vNKy8847F+0aMWJE+NKXvhQOPPDAsPnmm4f4bvTOyz/+8Y/w+9//Ppx66qnhvvvu67xr2ef4BYL4yPc//elPhTkv2+EDAQIEci7QZ+lfYpbk3CDT0xekZ7e8M2fODb+87qGw/KAB4Y4rjszuRM2MwL8EBOkuBQLpFhCkt7Z+r86YGX598x/Cyu8fFq49/5DWdq43Ai0SEKS3CFo3mRdodZA+Z+78cMVV7z729v5ffSvzviZIoBkCf/jDH8InPvGJoqZjcPbkk0+Gddddt2h7q1dmzZoVYsj30EMPlXQdx1jpn6IPOeSQcP7555cEgCWNtGkD89bCxxA6XkfxCxpdlxhOx9cENGN59NFHw3e/+91CkLzNNtsU7uweM2ZMt1393//9X7jqqqvCueee2+2j4GNIHY+rZYlPe5g+fXq3p8S79H/wgx+E+F75ah55v3DhwhC/uBIfY19pqWesldqynQABAlkQ8Jj3LFSxwhwE6RVgbCZAIHUCgvTUlcyACRQJCNKLOKwQINAAAUF6AxA1QWCpQNcg/XM7bxxGr7ICGwIEEi4Q7yztuuy6665tD9LjmIYPH154TPTYsWO7DrFikP5v//ZviQ7S40SYl5SzqRu+8Y1vlA3SDz/88KYF6XFCG2+8cbj11lvDRRddFMaPHx96CtLjOfFx6/GpBfGx7vH8SsvVV18dzjvvvEq7y25/7bXXym7v2Bjfyx77PeaYY6oK0uN5AwYMKNyBX+kJEfGYONbuHjEfj7EQIEAgTwLC9IxWu+VB+uQ7wsyZc8KI4cuH3T+3WRgyZGBGZU2LAIFWC8Qg/ScX3h1uuvN/l35DPYQ99xgbNtm453c9tXqc+iNAoLyAIL28i60ECNQvIEiv386ZBDoLlAvSVxGkdybymUAiBeJj0uO7orsuMXxMyjJs2LBwxx13hK222qrHIU2cOLEQ7HV9JHWPJ7bwAOYtxF7a1RlnnBHOOeeckk6//OUvh7PPPrtke1I2fOhDHwq/+93vQrybvNISf5/+5S9/qbS7ZHt3YfpOO+1U6O+jH/1oyXnVbPj2t78d4pgrLfELBRYCBAgQeFdAmJ7BK6GlQfqbs8PkGKTPEqRn8FIyJQJtF+gI0m++8zFBeturYQAEahcQpNdu5gwCBLoXEKR372MvgWoFBOnVSjmOQPIETjvttLB48eKigW244YZhu+22K9rW7pX4buj4juhVV1214lDio+onT54c+vZN9j9RM69YwobvuPbaa8O3vlX6CpD45IXLLrss8ddKfOT6FVdcEQYPHlzWZv78+d0+Xr3zSfFd8fPmzeu8qejzySefHPr371+0rZaV+PvuP/7jPyqeMmXKlKVPsFlYcb8dBAgQyJNAsv+mkqdKNGiuLQ/SL5kqSG9Q7TRDgECxgCC92MMagbQJCNLTVjHjJZB8AUF68mtkhOkQEKSno05GSaCcwAsvvFAI6rruO+qoo7puSsT6cccdF15++eWKY/n9739f82OvKzbWpB3MmwRbptnf/OY3IT6pIP57UOclPuHgV7/6VeHx5J23J/Xzhz/84XDsscdWHN6ll14a4jvhe1q6uyv9fe97X9h00017aqLH/QcccEDh/fDlDpw5c2a4//77y+2yjQABArkTEKZnqOSC9AwV01QI5FxAkJ7zC8D0Uy8gSE99CU2AQOIEBOmJK4kBpVSgEKRfNS389a9/X3o3W78Q35Hu0e4pLaZh51Lg9NNPL7lTdKWVVgrjxo1LnEd8nHV8XHdPyxFHHFF4X3pPx7VrP/PWyP/xj38Me+65Z4h3bndeYmAc32G+/PLLd96c+M8TJkxY+oTFpe8qLLPEL5jEpzb0tHQXpo8ZM6Zi+z2123l/vJM+Pj6/0iJMryRjOwECeRMQpmek4oL0jBTSNAgQKHwDOb4j3aPdXQwE0ikgSE9n3YyaQJIFrp/ySDjronsKQxy7xcfCjjtUfg9lkudhbATaLbAsSH9OkN7uWuifQD0Cr7/+euHd4l3P/epXvxoGDRrUdXNb12OQfuaZZ1Y1hvhl+sMOOyxccMEFVR3fyoOYt0b71VdfDfEx7m+99VZRh/EO7zvuuCMMHz68aHsaVlZfffWwxRZbVBzqgw8+WHFfx46ud+h3bI+/VnqMfOdjqv281lprVTz0lVdeqbjPDgIECORJQJiegWoL0jNQRFMgQKAg4I50FwKBdAsI0tNdP6MnkESBGKSfffG9haEJ0pNYIWNKi4AgPS2VMk4ClQXOPvvsEN+h3HmJd5V+7Wtf67yp7Z+PPvroikH64YcfHnbYYYeSMcZ/C4hfCrjoootK9rVzA/Pm68d3gu+xxx7h+eefL+pstdVWC1OnTg2jRo0q2p6mlR133LHicOPrA3paRowYUfGQ3rwrvWuja6yxRtdNy9bjFx0sBAgQIBCCMD3lV4EgPeUFNHwCBJYJCNKXUfhAIJUCgvRUls2gCSRaQJCe6PIYXIoEBOkpKpahEqgg8Pbbb4dzzz23ZG98PPMqq6xSsr1dG2KQftZZZ5XtPt6tHudw0003hW233bbkmPhvAoccckiYPHlyyb52bGDefPVY8/iO9Icffrios5EjRxbuSP/ABz5QtD1tK6uuumrFIb/44osV93Xs6O6O/MWLF3cc1utf4130lZYZM2ZU2mU7AQIEciUgTE9xuQXpKS6eoRMgUCQgSC/isEIgdQKC9NSVzIAJJF5AkJ74EhlgSgQE6SkplGES6EHg5z//eXjzzTdLjorhdVKWo446qmKQPmnSpPCTn/ykMNT47utbbrklfOYznykZegwIv/KVr4TLLrusZF+rNzBvvvh3vvOd8Ktf/aqoo47rY/311y/ansaV7r7oUs2d6d2F6XPmzGkYSXd3ps+ePbth/WiIAAECaRYQpqe0eoL0lBbOsAkQKBEQpJeQ2EAgVQKC9FSVy2AJpEJAkJ6KMhlkCgQE6SkokiESqEJg/vz5y4LozodvvfXWYeONN+68qW2fY5AeH4lebjn22GPDaaedVrQrvu/5tttuC2PHji3aHldioH7QQQeFK664omRfqzYwb750fALBqaeeWtRRnz59wqWXXlr2uig6MCUrK620Uq9GGn+fxC8XlFvikxMatcTXRVRaejuHSu3aToAAgbQJCNPTVrGl4xWkp7BohkyAQFkBQXpZFhsJpEZAkJ6aUhkogdQICNJTUyoDTbiAID3hBTI8AjUIxLu0X3755ZIzknJX+pFHHlkxSD/hhBPCSSedVDL2uGHo0KFhypQp4VOf+lTJ/hioH3jggeHqq68u2deKDcybqzx9+vTw1a9+taSTeL3ss88+JdvTuqG7u7q7e7R65/lusMEGnVeXfZ45c+ayz739UO6/Lx1txnfXWwgQIEDAO9NTdw0I0lNXMgMmQKCCgCC9AozNBFIiIEhPSaEMk0CKBATpKSqWoSZaQJCe6PIYHIGaBBYtWhR++MMflpyzzjrrhN13371ke6s3xCD9nHPOKdvtySefHL73ve+V3dexMT7GeurUqeHjH/94x6Zlv8a5T5gwIVxzzTXLtrXiA/PmmseA+ctf/nJYsGBBUTnjtuOPP75oW9pXnnvuuYpTqDZM32STTcq28frrr4e33nqr7L5aN77yyisVT+nuve8VT7KDAAECGRRwZ3qKiipIT1GxDJUAgW4FBOnd8thJIPECgvTEl8gACaROQJCeupIZcEIFBOkJLYxhEahTIL5P+plnnik5+4gjjgh9+7b3n3XjGCoF6fELAPF92NUsI0aMCHfeeWcoFxrGYHv8+PHhuuuuq6aphhzDvLnmhx56aMk1vdFGG4X42PesLc8//3zFKVUbpm+66aYV23jqqacq7qtlhzvTa9FyLAECeRVo79+68qpex7wF6XWgOYUAgUQKCNITWRaDIlC1gCC9aioHEiBQpYAgvUoohxHoQUCQ3gOQ3QRSKND1ndJxCjF8ju8Ub+cSg/Rzzz237BDOOOOMcMwxx5TdV2njyJEjw1133RU23HDDkkPeeeedMG7cuHDDDTeU7GvGBuYhNMv84osvLnl0/7Bhw8K1114bBg0a1Ktyfve73w2f//znCz+tulZ6GnB3YXp8ukQ1y+abb17xsEcffbTivlp2dBemb7fddrU05VgCBAhkVkCYnoLSCtJTUCRDJECgKgFBelVMDiKQWAFBemJLY2AEUisgSE9t6Qw8YQKC9IQVxHAINEDg9ttvD+XCsoMPPjjEALJdy9e//vWyQXqfPn0Kd6rX+y73FVdcMdx9993hYx/7WMnUYrgbHwP+61//umRfIzcwf0+z0ebPPvtsiF/C6Lr8/Oc/D+uuu27XzTWtv/HGG4XXIdx0000h/vz973+v+vxf/OIXYYsttlj2s+WWW4bYXiOWSo95j18c+MIXvlBVF/ELJpXemz5lypSq2ujpoPj7rtwSfy9W6rvc8bYRIEAgywLC9IRXV5Ce8AIZHgECVQsI0qumciCBRAoI0hNZFoMikGoBQXqqy2fwCRIQpCeoGIZCoIECp5xySklr/fr1KxtIlhzYpA0xSP/pT39a0noM0s8777wQ9/dmGTVqVJg2bVpYb731SppZuHBh2HfffcPNN99csq9RG5gXSzbS/Mgjjwxz584t6uDAAw8M++23X9G2elbiI+LjWDuW+PSGapcXXnghPPTQQ8t+fvvb34YYsPd2+etf/1pos1w7++yzT4hPY6h2qfQkihiCz5s3r9pmyh4XHxVfKUyPT4SwECBAgMC7AsL0BF8JgvQEF8fQCBCoSUCQXhOXgwkkTkCQnriSGBCB1AsI0lNfQhNIiIAgPSGFMAwCDRaIgd4DDzxQ0mp8jPWaa65Zsr3ZG+L/0x9++OFlg/T47vYLL7wwxHdhN2JZeeWVwz333BM+9KEPlTQXA9MYRN56660l+3q7gXnzzOPd4l3vol5llVXCT37yk96WLcQw+Pvf/35RO7WE6UUn/mslfjFk0aJF5XZVvS2OqXPA3/nEQw45pPNqj5/Hjx8flltuuZLj4pcT4p39vVnil2Pi7++uS/ziTiO+6NC1XesECBBIq4AwPaGVu+rXD4fzL/9NYXRbf3ajsM3WGzdtpG++OTtMvmRqmDlrThgxfPmw++c2C0OGDGxafxomQCBfAoL0fNXbbLMnUBSkrzg07LbrpkvfZzcgexM1IwIEWiYgSG8ZtY4yLiBIz3iBTS/XAuXukI4g3/jGN1ruEv+fPt5x/rOf/ayk7xikx7uC46PnG7mMHj26EKivvfbaJc0uWLAg7L333iXhbMmBNW5g3hzzeOf0UUcdVVKNeD3Vcnd25wbiNRkf5X766aeH+E7v2bNnd94dehumx3edX3bZZUVt1rLy9NNPh8svv7zsKfEx8vGnliU+seH//b//V/aU0047reSO/7IHltkY3S699NIye0L4zne+E9Zaa62y+2wkQIBAHgX653HSSZ9zDNJ/fsW73z4VpCe9WsZHgEB3AoL07nTsI5B8gZIgfRdBevKrZoQEki0gSE92fYwuPQKC9PTUykgJ1Crw2GOPhdtuu63ktE984hNh7NixJdubuSH+P328Iz3eqdt1iXeuxsCxWY+CHjNmTLj33nvDZz/72dD13dPz588vvHM63vG80047dR1azevM3yVrhvmPf/zjEMPpzkt8LcCkSZMKP5239/Q5Xo+zZs0K//jHP7q9c7y3YXocx2GHHVZ43cCnP/3pnoZVtP+f//xn+OY3v1l2fKuttlq47rrrio6vduXYY48tnPunP/2p6JT4pYL4GPhf/vKXIbpWu7z++uthzz33LHh2PWfzzTcPxx9/fNfN1gkQIJBrAWF6wsovSE9YQQyHAIG6BQTpddM5kUAiBGbMeDNccumdYc7cf4YV4x3pgvRE1MUgCKRZQJCe5uoZe5IEBOlJqoaxEGi8wKmnnlq20aOPPrrs9mZufPLJJ8Mll1xS0kX//v3DlVdeWXiHecnOBm5YY401Cneox0A9vtu68xID9YsuuqghYTrz92QbaT5nzpxw5plnvtf4vz7Ffy965plnSrY3asPw4cN73VQMxWPYPG3atLDBBhtU1V78Ukb8cskTTzxRcvygQYPCjTfeGOLj7etZ4mPe4/W+7bbbhji2zsu1114b4usR4p36Awb0/BS5P//5z2HXXXctW4Nhw4YVfm/H3+MWAgQIEHhPwGPe37No+6e2Bum7ebR72y8AAyCQIQFBeoaKaSq5FBCk57LsJk2gqQKC9KbyajxHAoL0HBXbVHMp8Oyzz4YYjHVd4h2t8V3hrV4+8pGPhJtvvnnpa54GLes6hnXXXHNN04P0jg7jo6bjHerRoPOy2267hSuuuKLzpro+My9la5R5fJ93vIu81Usj7kyPY37ttdfCJptsEg488MDw17/+tew04r9/xX3xDvxPfvKTZYP0oUOHFh77Hp8u0Zsl3iV/6623Ln0965CSZs4555wQ7yifOnVq2bvi4wnxrv745ZjYTrkvM3zwgx8s/F4r93qFkg5tIECAQM4EfMUoIQVve5A+2DvSE3IpGAaB1AsI0lNfQhPIuYAgPecXgOkTaIJA5yB9y7Hrhx2236wJvWiSQPYFBOnZr7EZEvjRj35UNgiLj1qv5o7TZghuv/32IT5OPd6lu3jx4sKjpvfYY49mdFWxzRjy3XPPPWHrrbcOr7zySohB+vXXXx/i3bq9XZiXF+yteXy3fbxTuh1LI+5M7xj3okWLCu8Vj1/c+MAHPhCiS/yJ83v88ccL4Xm8A7/SssMOO4QLL7ywcG6lY2rZHt8Rf+edd4b4e/CNN94oOvWRRx4JO++8c+Eu9Rjcr7rqqoXg/dVXXw0vvfRS+N3vfhfiEx3KLfvuu29hnI20K9ePbQQIEEirQJ+loceStA4+K+MWpGelkq2dx8yZc8Mvr3soLD9oQLjjiiNb27neCFQQEKRXgLGZQEoEBOkpKVQVw3x1xszw65v/EFZ+/7Bw7fmHVHGGQwg0R0CQ3hxXreZPIEtB+py588MVVz1YKOL9v/pW/oppxgQqCMSQK95R2zXsGjx4cPjb3/629NVLK1Y4szWb77jjjkKYHh8P3a4lvi86ht/nn39+Q4J05j1Xsl7z+OWHGPy2eol3gc+ePbvqbuM1cP/994cpU6aE22+/PTz99NNVn9vdgfFJCieeeGI4+OCDuzus7n1vvfVW+MEPfhDOPffcQrBfb0MbbrhhiK+QiO9dtxAgQIBAZQF3ple2ackeQXpLmHVCgEALBATpLUDWBYEmCgjSm4iraQI5FRCk57Twpt1wgSwF6Q3H0SCBDAksXLiwJEiP05swYULbg/Q4jnjHa7uX+Nj5iy++uGHDYN4zZb3m77zzTs+NN+GIWh/xPnDgwLDjjjsWfuL73eNj/zuC9QceeCC8/fbbVY8yPh7/i1/8YuHnU5/6VOjTp0/V59Z64AorrFC48z8+tSI+uj1+EWD69Omhmvsm43vb47vdJ06cGDbaaKNau3Y8AQIEcingzvQ2ll2Q3kb8DHTtzvQMFDFDUxCkZ6iYppJLAUF69sruzvTs1TRtMxKkp61ixptUgSwG6e5MT+rVZlztFoiPk/7Nb35TMoz1118/jBo1qmS7Db0XYN57w6y3MHPmzMKrBV5++eUQf+JrBv7+97+H5ZdfPsRQOv6svPLKhUeqx8e/t3OZMWNGePjhh0P8Nb7vPf7E10PEx713/IwePTqsvvrqoV+/fu0cqr4JECCQOgF3prepZIL0NsHrlgCBhgsI0htOqkECLRUQpLeUW2cEciEgSM9FmU2yBQJZDNJbwKYLAqkViOHWNttsk9rxp3HgzNNYtdaOOd7pHn/WW2+91nZcR28rrbRS2G233eo40ykECBAg0JNA354OsL/xAoL0xptqkQCB9ggI0tvjrlcCjRIQpDdKUjsECHQICNI7JPxKoHcCgvTe+TmbAAECBAgQIECAAAECjRIQpjdKssp2BOlVQjmMAIHECwjSE18iAyTQrYAgvVseOwkQqENAkF4HmlMIlBEQpJdBsYkAAQIECBAgQIAAAQJtEhCmtxBekN5CbF0RINBUAUF6U3k1TqDpAoL0phPrgEDuBATpuSu5CTdJQJDeJFjNEiBAgAABAgQIECBAoE4B70yvE67W0wTptYo5ngCBpAoI0pNaGeMiUJ2AIL06J0cRIFC9gCC9eitHEuhOoHOQPmBAv7DrThuHVVZZobtT7CNAgAABAgQIECBAgACBJgsI05sMHJsXpLcAWRcECLREQJDeEmadEGiagCC9abQaJpBbAUF6bktv4g0WWLDwnXDVVdPCX5/7exCkNxhXcwQIECBAgAABAgQIEOiFgMe89wKvmlMF6dUoOYYAgTQICNLTUCVjJFBZQJBe2cYeAgTqExCk1+fmLAJdBQTpXUWsEyBAgAABAgQIECBAIDkCwvQm1kKQ3kRcTRMg0FIBQXpLuXVGoOECgvSGk2qQQO4FBOm5vwQANEhAkN4gSM0QIECAAAECBAgQIECgSQLC9CbBCtKbBKtZAgRaLiBIbzm5Dgk0VECQ3lBOjREgsFRAkO4yINAYAUF6Yxy1QoAAAQIECBAgQIAAgWYKCNOboCtIbwKqJgkQaIuAIL0t7Dol0DABQXrDKDVEgMC/BATpLgUCjREQpDfGUSsECBAgQIAAAQIECBBotoAwvcHCgvQGg2qOAIG2CQjS20avYwINERCkN4RRIwQIdBIQpHfC8JFALwQE6b3AcyoBAgQIECBAgAABAgRaLNC/xf1lujtBeqbLa3IEciUQg/TTL7g73HLXY6FPnxD23GNs2GTjdXJlYLIE0iwgSE9z9YydQDIFBOnJrItRpU9AkJ6+mhkxAQIECBAgQIAAAQL5FnBneoPqL0hvEKRmCBBou4Agve0lMAACvRIQpPeKz8kECJQREKSXQbGJQB0CgvQ60JxCgAABAgQIECBAgACBNgsI0xtQAEF6AxA1QYBAIgQE6Ykog0EQqFtAkF43nRMJEKggIEivAGMzgRoFBOk1gjmcAAECBAgQIECAAAECCRHwmPdeFkKQ3ktApxMgkBgBQXpiSmEgBOoSEKTXxeYkAgS6EfjVbY+EcybfWzhiy7Hrhx2236ybo+0iQKCSgCC9koztBAgQIECAAAECBAgQSL6AML0XNRKk9wLPqQQIJEqga5D++T3Hho038o70RBXJYAh0IyBI7wbHLgIE6hIQpNfF5iQCJQKC9BISGwgQIECAAAECBAgQIJAqAY95r7NcgvQ64ZxGgEDiBATpiSuJARGoSUCQXhOXgwkQqEJAkF4FkkMIVCEgSK8CySEECBAgQIAAAQIECBBIuIAwvY4CCdLrQHMKAQKJFBCkJ7IsBkWgagFBetVUDiRAoEoBQXqVUA4j0IOAIL0HILsJECBAgAABAgQIECCQEgGPea+xUG0L0kcMDrt/btMwZPDAGkfscAIECJQXEKSXd7GVQFoEBOlpqZRxEkiPgCA9PbUy0mQLCNKTXR+jI0CAAAECBAgQIECAQC0C7kyvQUuQXgOWQwkQSLSAID3R5TE4Aj0KCNJ7JHIAAQI1CgjSawRzOIEKAoL0CjA2EyBAgAABAgQIECBAIKUCwvQqCydIrxLKYQQIJF5AkJ74EhkggW4FBOnd8thJgEAdAoL0OtCcQqCMgCC9DIpNBAgQIECAAAECBAgQSLmAML2KAgrSq0ByCAECqRAQpKeiTAZJoKKAIL0ijR0ECNQpIEivE85pBLoICNK7gFglQIAAAQIECBAgQIBARgSE6T0UUpDeA5DdBAikRkCQnppSGSiBsgKC9LIsNhIg0AsBQXov8JxKoJOAIL0Tho8ECBAgQIAAAQIECBDImED/jM2nodMRpDeUU2MECLRRQJDeRnxdE2iAgCC9AYiaIECgSECQXsRhhUDdAiVB+s4bh1VWXqHu9pxIgAABAgQIECBAgAABAskSEKZXqIcgvQKMzQQIpE5AkJ66khkwgSIBQXoRhxUCBBogIEhvAKImCCwViEH6lVdNC8899/cwYEC/sKsg3XVBgAABAgQIECBAgACBzAkI08uU9MobHw4XXPlAYc/Wn90obLP1xmWOasymN9+cHSZfMjXMnDUnjBgxOOz+uU3DkMEDG9O4VggQyL2AID33lwCAlAsI0lNeQMMnkEABQXoCi2JIqRQQpKeybAZNgAABAgQIECBAgACBmgW8M70LmSC9C4hVAgRSKyBIT23pDJxAQUCQ7kIgQKDRAoL0RotqL68CgvS8Vt68CRAgQIAAAQIECBDIo4A70ztVvXOQHu9Gj3elN2txR3qzZLVLgEAUEKS7DgikW0CQnu76GT2BJAoI0pNYFWNKo4AgPY1VM2YCBAgQIECAAAECBAjUL+DO9H/ZCdLrv4icSYBAsgQE6cmqh9EQqFVAkF6rmOMJEOhJQJDek5D9BKoTEKRX5+QoAgQIECBAgAABAgQIZEnAnelLqylIz9IlbS4E8i0gSM93/c0+/QKC9PTX0AwIJE1AkJ60ihhPWgUE6WmtnHETqF5g7rwF4Za7HwuLFi2u/iRHEiBAgEBDBLb+9Lph1ZVXaEhbGiFAgECjBXIfpgvSG31JaY8AgXYJCNLbJa9fAo0REKQ3xlErBAi8JyBIf8/CJwK9ERCk90bPuQTSIRCD9GNOuj48/tTL6RiwURIgQCBjAmut8X5hesZqajoEsiSQ6zBdkJ6lS9lcCORbQJCe7/qbffoFBOnpr6EZEEiagCA9aRUxnrQKCNLTWjnjJlC9QOcgfeDAAWG9D69R/cmOJECAAIG6BF599R/h76++Wde5TiJAgECrBXIbpgvSW32p6Y8AgWYJCNKbJatdAq0REKS3xlkvBPIkIEjPU7XNtZkCgvRm6mqbQDIEYpD+n/91Q+GO9BikT5ywQxiz2qhkDM4oCBAgkFGBF198LVx2xV0ZnZ1pESCQRYG+WZxUT3MSpPckZD8BAmkREKSnpVLGSaC8gCC9vIutBAjULyBIr9/OmQQ6CwjSO2v4TCCbAjFIn3TyDeGxP70UBOnZrLFZESCQPIGOIH3+/IVh9CorhBVGDE7eII2IAAECXQRyF6YL0rtcAVYJEEitgCA9taUzcAIFAUG6C4EAgUYLCNIbLaq9vAoI0vNaefPOk0BHkP5/TwrS81R3cyVAoL0CXYP0XXbaOPTv36+9g9I7AQIEqhDIVZguSK/iinAIAQKpEBCkp6JMBkmgooAgvSKNHQQI1CkgSK8TzmkEuggI0ruAWCWQQQFBegaLakoECCReoFyQPmCAID3xhTNAAgQKArkJ0wXprngCBLIiIEjPSiXNI68CgvS8Vt68CTRPQJDePFst50tAkJ6vepttPgUE6fmsu1kTINBeAUF6e/31ToBA7wVyEaYL0nt/oWiBAIFkCAjSk1EHoyBQr4AgvV455xEgUElAkF5JxnYCtQkI0mvzcjSBNAoI0tNYNWMmQCDtAoL0tFfQ+AkQiAKZD9MF6S50AgSyIiBIz0olzSOvAoL0vFbevAk0T0CQ3jxbLedLQJCer3qbbT4FBOn5rLtZEyDQXgFBenv99U6AQOME+jeuqeS11Mog/R9vzg6XXDI1zJw1J4wYMTjs/rlNw5DBA5OHYkQECKRSQJCeyrIZNIFlAoL0ZRQ+ECDQIAFBeoMgNZN7AUF67i8BADkQEKTnoMimSIBA4gQE6YkriQERINALgczemS5I78VV4VQCBBIlIEhPVDkMhkDNAoL0msmcQIBADwKC9B6A7CZQpYAgvUoohxFIsYAgPcXFM3QCBFIrIEhPbekMnACBCgKZvDNdkF6h2jYTIJA6AUF66kpmwASKBGKQPvnSqWHu3PlhxRWHht122TQMGjSg6BgrBAgQqEVAkF6LlmMJVBYQpFe2sYdAVgQE6VmppHkQIJAmAUF6mqplrAQIVCuQuTC91UH65EvuCLNmzfVo92qvOMcRIFC1gCC9aioHEkikgCA9kWUxKAKpFhCkp7p8Bp8gAUF6gophKASaJCBIbxKsZgkQINCNgCC9Gxy7CBBItUCmwnRBeqqvRYMnQKCTgCC9E4aPBFIo0DVI333XTcPAge5IT2EpDZlAYgQE6YkphYGkXECQnvICGj6BKgQE6VUgOYQAAQINFhCkNxhUcwQIJEogM2G6ID1R15XBECDQCwFBei/wnEogAQKdg/T3rzgs7LbrJoL0BNTFEAikWUCQnubqGXuSBATpSaqGsRBojoAgvTmuWiVAgEB3AoL07nTsI0AgCwJ9szAJQXoWqmgOBAhEAUG664BAugUE6emun9ETSKKAID2JVTGmNAoI0tNYNWMmUJuAIL02L0cTIECgEQKC9EYoaoMAgaQLpD5MF6Qn/RIzPgIEqhUQpFcr5TgCyRQQpCezLkZFIM0CgvQ0V8/YkyQgSE9SNYyFQHMEBOnNcdUqAQIEuhMQpHenYx8BAlkSSPVj3gXpWboUzYVAvgUKQfrP7w633P1Y6NMnhM/vOTZsvNE6+UYxewIpEhCkp6hYhkogJQKC9JQUyjATLyBIT3yJDJBArwW6BukHTNgxrLba+3vdrgYIECBAoLKAIL2yTbv3LFiwIJx33nnhueeeC5tsskmYOHFiu4eU+f6Zt77ErTZPbZguSG/9xalHAgSaI9A5SI89bLvNJmHttUaHWbPmNKdDrRIg0FCBmbPmhquunhbmzp0fvCO9obQaI5Bbgetumx7OnXxfYf5bjl0/7LD9Zrm1MHECvREQpPdGz7kE0iEgSE9HnYySAIFsCbzw4mvh8ivuCvPnLwyjV1kh7LLTxmHAgH7ZmmRKZ3PnnXeGI444Ijz99NOFGcQgXZje3GIyb65vudbbYZ7KMF2QXu7ysY0AgbQKXH7DfxfuSO8Y/7R7/ifEHwsBAukSEKSnq15GSyCpAoL0pFbGuNImIEhPW8WMl0DtAoL02s2cQYAAgd4KCNJ7K9ic859//vnwjW98I9x4441FHQwePLho3UrjBJg3zrLaltppnrowXZBe7WXlOAIE0iLwyqszlw21T3zGu4UAgVQJxKdLxOVzu2wSBg4ckKqxGywBAskSEKQnqx5Gk14BQXp6a2fkBKoVEKRXK+U4AgQINE5AkN44y0a1NH/+/PDDH/4wnHLKKWHevHklzQrTS0h6vYF5rwlrbiAJ5qkK0wXpNV9jTiBAIEUCY8duGDb/9PopGrGhEiAwZ868cP55737rd9AgQborggCB+gUE6fXbOZNAZwFBemcNnwlkU0CQns26mhUBAskWEKQnrz633XZbOOqoo8Kzzz5bcXDC9Io0de1gXhdbr05KinlqwnRBeq+uNycTIECAAAECBAgQIJBQAUF6QgtjWKkTEKSnrmQGTKBmAUF6zWROIECAQK8FBOm9JmxoA3/5y18KIfqtt97aY7v9+6cmAuxxLu08gHnr9ZNm3rf1BLX3KEiv3cwZBAgQIECAAAECBAgkX0CQnvwaGWE6BATp6aiTURLojYAgvTd6ziVAgEB9AoL0+tyacVZ8jPvxxx8fPvaxj4VqgvQ4hn79+jVjKLlpk3nrS51U88R/LUWQ3vqLVY8ECBAgQIAAAQIECDRfQJDefGM95ENAkJ6POptlvgUE6fmuv9kTINAeAUF6e9zL9frrX/86HH300eH5558vt7vitr59U3E/bcXxt3MH89brJ9k80b+TBOmtv1j1SIAAAQIECBAgQIBA8wUE6c031kM+BATp+aizWeZbQJCe7/qbPQEC7REQpLfHvWuvTz/9dNh5553DXnvtVRKkV/MId3emdxXteZ15z0aNPiIN5okN0wXpjb4ctUeAAAECBAgQIECAQBIEBOlJqIIxZEFAkJ6FKpoDge4FBOnd+9hLgACBZggI0puhWlubc+bMCd/+9rfDBhtsEKZOnbrs5BiOf/nLXw4PPvhgiMfcf//94SMf+ciy/V0/NPvO9EWLFoXf/e53Xbtt+fpvf/vbXvfJvDbCPJlHmUSG6YL02i5aRxMgQIAAAQIECBAgkA4BQXo66mSUyRcQpCe/RkZIoLcCgvTeCjqfAAECtQsI0ms3a/QZ06dPD+utt1449dRTw4IFC5Y1v9NOO4UnnngiXH311WHs2LFhueWWC5/5zGfChAkTlh3T9UMzw/QYpB9wwAFhq622Cr/61a+6dt2y9f/6r/8KW265ZTjxxBPr7pN5bXR5Mu+QSdw706+88b/DBVc+WBjfNltvHLb+7EYdY234r/94c3aYfMkdYdasuWHEiMFh989tGoYMHtjwfjRIgAABAgQIECBAgAABQbprgEBjBATpjXHUCoEkCwjSk1wdYyNAIKsCgvRkVHbttdcOc+fOXTaY1VdfPZx99tnh85///LJtnT/EYL3VS0eQfuWVVxa63m+//Qq/7r333i0dysknnxy++93vFvo84YQTQhzX97///ZrHwLx6sjyZd1ZJ1J3pgvTOpfGZAAECBAgQIECAAIGsCAjSs1JJ82i3gCC93RXQP4HmCwjSm2+sBwIECHQVEKR3FWnf+siRI0MMhvv06RMOO+ywwt3olYL0OMp4fCuXrkF67Pudd94JMVC/7rrrWjaUzqFuR6c/+MEPwnHHHdexWvWvzKujypN5V5HE3JkuSO9aGusECBAgQIAAAQIECGRBQJCehSqaQxIEBOlJqIIxEGiugCC9ub5aJ0CAQDkBQXo5lfZu+9rXvhY+8YlPhM0337y9AynT+4wZMwrvbO+6K496J0oAAEAASURBVAbq48aNK2zeZ599uu5u6PpJJ51UNjSPX0BYc8016+qLefdseTPvqpGIO9MF6V3LYp0AAQIECBAgQIAAgSwIdA7St9pyg7DD9ptlYVrmQKDlAoL0lpPrkEDLBQTpLSfXIQECBIIgPZkXQf/+/RMZpEet0aNHh/vvvz+stdZaJXgdgfq1115bsq9RGyrdfR6D9PPOOy8cfPDBdXXFvDJbHs27arQ9TBekdy2JdQIECBAgQIAAAQIEsiDQNUjffrtNszAtcyDQcgFBesvJdUig5QKC9JaT65AAAQKCdNdA3QIf+MAHwn333Rfiu8a7LjFQ33///UMzAvUY6h5//PFduyysn3POOeHQQw8tuy8LG5m3t4ptDdMF6e0tvt4JECBAgAABAgQIEGiOgCC9Oa5azZ+AID1/NTfj/AkI0vNXczMmQKD9Au5Ib38N0j6CNdZYo3CH+jrrrFMylY471K+55pqSffVu+P73v18xSD/zzDPD4YcfXm/TqTmPeftK1bYwXZDevqLrmQABAgQIECBAgACB5gkI0ptnq+V8CQjS81Vvs82ngCA9n3U3awIE2isgSG+vf5Z6HzNmTOEO9XXXXbdkWosWLSrcod6IQD0G6d/73vdK+ogbfvzjH4ejjjqq7L4sbmTenqq2JUwXpLen2HolQIAAAQIECBAgQKC5AoL05vpqPT8CgvT81NpM8ysgSM9v7c2cAIH2CQjS22ef1Z5XW221QqC+3nrrlUyxI1D/5S9/WbKv2g0nnnhixSD91FNPDd/61reqbSozxzFvfSlbHqYL0ltfZD0SIECAAAECBAgQINB8AUF68431kA8BQXo+6myW+RYQpOe7/mZPgEB7BATp7XHPQ6+jR48O9957b/joRz9aMt0YqI8fPz7UE6ifcMIJIf6UW+L70//zP/+z3K5cbGPe2jL3b2V37QzS9/jcpmHw4IGtnK6+CBAgQIAAAQIECBDIiUDnIH2LT38sbLP1xmHRosU5mb1pEmicwMJ33glXX31PeO75V8OAAf3CrjtvHFZZeYXGdaAlAgTaLiBIb3sJDIAAgRwKCNJzWPQWT3mVVVYpBOrbbbddePzxx4t67wjUlyxZEvbbb7+ifZVWYoge70ovt8RHvn/3u98ttytX25i3rtwtC9MF6a0rqp4IECBAgAABAgQIEGidwF0P/CmcO/m+ZR3+fw89EeKPhQCB+gXeDdI3WRqkj6i/EWcSIJA4AUF64kpiQAQI5EBAkJ6DIidkiiuttFK45557wvbbbx8ee+yxolHFQH3ChAkhBurjxo0r2td1JYbl8T3p5ZZjjz224t3q5Y7P+jbmralwS8L0zkH6wIEDwowZb4Zrr7uvaTP8299mhNlvzwsjRgwO7khvGrOGCRAgQIAAAQIECBBYKvCX51/nQIBAgwW2+exHBekNNtUcgXYLCNLbXQH9EyCQRwFBeh6r3t45jxo1almg/uijjxYNJgbqEydOLGyrFKgff/zxIT7CvdwyadKkcNJJJ5XblettzJtf/paE6dfcPH3ZTObPXxie+OPzy9ab9WH4sOUF6c3C1S4BAgQIECBAgAABAssE+vR59+OGG64Tttxqo2XbfSBAoHaByy6dEt5e+uX4IV7TVjueMwgkWECQnuDiGBoBApkVEKRntrSJn9iKK64Ypk2bFnbYYYfwyCOPFI23I1CPd6jvv//+Rfu6C9K/+c1vhtNOO63oeCvvCTB/z6IZn1oSpncM/JOf/GgYMnT5jtWm/Pr8838Pf3n2pbDKKiO8I70pwholQIAAAQIECBAgQKCcQL/+fcPyyw8st8s2AgSqFOjT8e2UKo93GAECyRcQpCe/RkZIgED2BATp2atp2mb0vve9L9x9991hxx13DH/4wx+Khh8D9QMOOKCwrSNQP+644yredX7kkUeG008/vagNK6UCzEtNGrWlpWH6Rz6yZnj/qBUaNfay7byzcFEhTC+700YCBAgQIECAAAECBAgQIECAAAECBFoiIEhvCbNOCBAgUCQgSC/isNJGgZEjRy4L1B9++OGikXQE6vEO9aeeeqpikH7YYYeFs846q+hcK5UFmFe26c2elobpvRmocwkQIECAAAECBAgQIECAAAECBAgQSIdA5yB90MABYeKEHcNqq70/HYM3SgIECKRUQJCe0sJleNgjRowId911V9h5553DQw89VDTTzo98L9rxr5VDDjkknHvuueV22daNAPNucOrc1bfO85xGgAABAgQIECBAgAABAgQIECBAgACBEgFBegmJDQQIEGi6gCC96cQ6qFNg+PDhYerUqWHs2LElLcQ708st//Zv/xbOP//84DVQ5XR63sa8Z6NajhCm16LlWAIECBAgQIAAAQIECBAgQIAAAQIEKgoI0ivS2EGAAIGmCQjSm0ar4QYJDBs2LNxxxx1hq6226rHFiRMnhgsvvFCQ3qNU9wcw796nlr3C9Fq0HEuAAAECBAgQIECAAAECBAgQIECAQFkBQXpZFhsJECDQVAFBelN5Nd5AgaFDh4bbb789rLrqqhVb/cQnPhEmT54c+vYVX1ZEqmEH8xqwujnU1dgNjl0ECBAgQIAAAQIECBAgQIAAAQIECPQsIEjv2cgRBAgQaLSAIL3RotprtsBxxx0XXn755Yrd/P73vw/nnXdexf121C7AvHazrmcI07uKWCdAgAABAgQIECBAgAABAgQIECBAoGoBQXrVVA4kQIBAwwQE6Q2j1FCLBL7xjW+EM844o8fejjjiiML70ns80AE9CjDvkaiqA4TpVTE5iAABAgQIECBAgAABAgQIECBAgACBrgKC9K4i1gkQINB8AUF684310FiBGOqeeeaZVTW6ZMmScNhhh4ULLrigquMdVF6AeXmXerYK0+tRcw4BAgQIECBAgAABAgQIECBAgACBnAsI0nN+AZg+AQJtERCkt4Vdp70QOProoysG6YcffnjYYYcdSlqPgfpXv/rVcNFFF5Xss6FnAeY9G9VyhDC9Fi3HEiBAgAABAgQIECBAgAABAgQIECAQYpB+zEnXh/978qUwaOCAMHHCjmG11d5PhgABAgSaKCBIbyKuppsiEEPds846q2zb8c7pc889N9x0001h2223LTkmBuqHHHJImDx5csk+GyoLMK9sU+8eYXq9cs4jQIAAAQIECBAgQIAAAQIECBAgkEOBjiD98adeFqTnsP6mTIBAewQE6e1x12v9AkcddVTFIH3SpEnhJz/5SaHx5ZdfPtxyyy3hM5/5TElnixcvDl/5ylfCZZddVrLPhlIB5qUmjdgiTG+EojYIECBAgAABAgQIECBAgAABAgQI5EBAkJ6DIpsiAQKJExCkJ64kBtSDQAx1zz777LJHHXvsseG0004r2jd48OBw2223hbFjxxZtjysxUD/ooIPCFVdcUbLPhvcEmL9n0ehPwvRGi2qPAAECBAgQIECAAAECBAgQIECAQAYFBOkZLKopESCQeAFBeuJLZIBdBI488siKQfoJJ5wQTjrppC5nvLs6dOjQMGXKlPCpT32qZH8M1A888MBw9dVXl+yzIQTmzb0KhOnN9dU6AQIECBAgQIAAAQIECBAgQIAAgdQLCNJTX0ITIEAghQKC9BQWLedDjqHuOeecU1bh5JNPDt/73vfK7uvYOHz48DB16tTw8Y9/vGPTsl8XLVoUJkyYEK655ppl23x4N0hn3twrQZjeXF+tEyBAgAABAgQIECBAgAABAgQIEEi1gCA91eUzeAIEUiogSE9p4XI87COOOKJikP7DH/4wfOc736lKZ8SIEeHOO+8Mm2yyScnxMVAfP358uO6660r25XED89ZUXZjeGme9ECBAgAABAgQIECBAgAABAgQIEEidgCA9dSUzYAIEMiAgSM9AEXM2hRjqnnvuuWVnfcYZZ4Rjjjmm7L5KG0eOHBnuuuuusOGGG5Yc8s4774Rx48aFG264oWRfnjYwb121hemts9YTAQIECBAgQIAAAQIECBAgQIAAgdQICNJTUyoDJUAgQwKC9AwVswVTie8Sr7QsWbKk0q6Gbv/6179eNkjv06dP4U71o48+uq7+VlxxxXD33XeHj33sYyXnx0D9y1/+cvj1r39dsq/ZG5jnz1yY3uzfVdonQIAAAQIECBAgQIAAAQIECBAgkDIBQXrKCma4BAhkQkCQnokytnQSc+bMqdjfP//5z4r7GrUjBuk//elPS5qLQfp5550X4v7eLKNGjQrTpk0L6623XkkzCxcuDPvuu2+4+eabS/Y1cwPz/JkL05v5O0rbBAgQIECAAAECBAgQIECAAAECBFImIEhPWcEMlwCBTAgI0jNRxpZPYtasWRX77G5fxZOq3BHvej/88MPLBul9+/YNF154YTj00EOrbK37w1ZeeeVwzz33hA996EMlB8ZAfZ999gm33npryb5mbejOtbt9vR0P8/KCzTTv6FGY3iHhVwIECBAgQIAAAQIECBAgQIAAAQI5FxCk5/wCMH0CBNoiIEhvC3smOn3ssccqzuPpp5+uuK83O2KoG+84/9nPflbSTAzSJ0+eHA4++OCSfb3ZMHr06EKgvvbaa5c0s2DBgrD33nuHKVOmlOxrxgbmIeTBvPO1I0zvrOEzAQIECBAgQIAAAQIECBAgQIAAgZwKCNJzWnjTJkCgrQKC9Lbyp7rzuXPnhksvvbTiHGK4/Le//a3i/np2dNwdXS5I79evX7j88svDxIkT62m6x3PGjBkT7r333rDmmmuWHDt//vzwhS98IUydOrVkXyM3MH9PM8vm783y3U/C9K4i1gkQIECAAAECBAgQIECAAAECBAjkTECQnrOCmy4BAokQEKQnogypHEQMtb/2ta+FP/7xjxXHHx+Bfthhh4XXX3+94jG17njyySfDJZdcUnJa//79w1VXXRXGjRtXsq+RG9ZYY43CHeqrr756SbMx3L3oootKtjdqA/P8mHe9ZoTpXUWsEyBAgAABAgQIECBAgAABAgQIEMiRgCA9R8U2VQIEEiMgSE9MKVIzkPhu6OnTp4czzjgjbLTRRuGyyy7rcey33XZbWG+99cIJJ5wQ7rjjjl4H6x/5yEfCzTffHAYNGrSs7wEDBoRrrrkm7Lvvvsu2NfPDWmutVbhDfbXVVivqZrfddgtXXHFF0bberjB/VzBv5l2vm/5dN1gnQIAAAQIECBAgQIAAAQIECBAgQCAfAoL0fNTZLAkQSJaAID1Z9UjiaO66667wox/9KLz11lth5syZYcaMGYXP9Yz1jTfeCCeeeOKyU0eNGhVWWmmlMHLkyDBkyJCw3XbbhWOOOWbZ/p4+bL/99uGmm24Ke+65Z1i8eHG47rrrwh577NHTaQ3d/8EPfrBwh/rWW28dXnnllRCD9Ouvvz4st9xydffDvHu6vJl31hCmd9bwmQABAgQIECBAgAABAgQIECBAgEBOBATpOSm0aRIgkCiBF16YES6/8u4wf/7CMHqVFcIuO20cBgzol6gxGkz7BZ5//vkQw91mLK+99lqIPx3LsGHDOj5W/euOO+4YbrzxxkKYvuuuu1Z9XiMPXHfddcO0adMKXzo4//zzexWkx3Ex77k6eTPvEBGmd0j4lQABAgQIECBAgAABAgQIECBAgEBOBEqC9Ik7htVWfX9OZm+aBAgQaI+AIL097nptjsDOO+/cnIZraDU+dv7iiy+u4Yx0H8q8PfUTprfHXa8ECBAgQIAAAQIECBAgQIAAAQIE2iIgSG8Lu04JEMi5gCA95xdAjdP/yle+EuKPpXUCzFtn3dFTWsyF6R0V8ysBAgQIECBAgAABAgQIECBAgACBjAsI0jNeYNMjQCCRAiVB+s5LH+3e36PdE1ksgyJAgEAXgb5d1q0SIECAAAECBAgQIECAAAECBAgQIJBBAUF6BotqSgQIJF5AkJ74EhkgAQIEuhVwZ3q3PHYSIECAAAECBAgQIECAAAECBAgQSL+AID39NTQDAgTSJ1AUpI9eIeyykzvS01dFIyZAIO8C7kzP+xVg/gQIECBAgAABAgQIECBAgAABApkWEKRnurwmR4BAQgUE6QktjGERIECgRgFheo1gDidAgAABAgQIECBAgAABAgQIECCQFgFBeloqZZwECGRJQJCepWqaCwECeRfwmPe8XwHmT4AAAQIECBAgQIAAAQIECBAgkEmBzkF6nOCYMaPCn/70t8JPJidsUgQIEEiAwJIlS8Lv//BUmD9/YRjt0e4JqIghECBAoHcCwvTe+TmbAAECBAgQIECAAAECBAgQIECAQCIF7n7gT+Hxp15eNrZnnn05xB8LAQIECDRfYPQq3pHefGU9ECBAoPkCwvTmG+uBAAECBAgQIECAAAECBAgQIECAQMsFlt4cWVhGjBga1l571Zb3r0MCBAjkUeDpp18Ic+bMCx/76JgwoH+/PBKYMwECBDIlIEzPVDlNhgABAgQIECBAgAABAgQIECBAgECxwKhRK4Rtt/t48UZrBAgQINAUgRkz3iyE6U1pXKMECBAg0HKBvi3vUYcECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQCDhAsL0hBfI8AgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECg9QLC9Nab65EAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIEEi4gTE94gQyPAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBFovIExvvbkeCRAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQCDhAsL0hBfI8AgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECg9QLC9Nab65EAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIEEi4gTE94gQyPAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBFovIExvvbkeCRAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQCDhAsL0hBfI8AgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECg9QLC9Nab65EAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIEEi4gTE94gQyPAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBFovIExvvbkeCRAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQCDhAsL0hBfI8AgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECg9QLC9Nab65EAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIEEi4gTE94gQyPAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBFovIExvvbkeCRAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQCDhAsL0hBfI8AgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECg9QLC9Nab65EAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIEEi4gTE94gQyPAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBFovIExvvbkeCRAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQCDhAsL0hBfI8AgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECg9QLC9Nab65EAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIEEi4gTE94gQyPAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBFovIExvvbkeCRAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQCDhAsL0hBfI8AgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECg9QLC9Nab65EAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIEEi4gTE94gQyPAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBFovIExvvbkeCRAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQCDhAsL0hBfI8AgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECg9QLC9Nab65EAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIEEi4gTE94gQyPAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBFov0L/1XeqRAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAIE8CPzP4y+EWW/Py8NUa5rjeh9cJaw8anhN5zi49QLC9Nab65EAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIBA5gWuvWV6+Oml92V+nvVM8DtH7BJ2+uxH6znVOS0UEKa3EFtXBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBPIg0DlIH7PaiqF//355mHbFOc6Z88/w2uuzKu63I5kCwvRk1sWoCBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECKRSoHOQvv02G4VddtwslfNo1KBnzZobfnbhlEY1p50WCvRtYV+6IkCAAAECBAgQIECAAAECBAgQIECAAAECBAgQIEAgwwKC9OLidgTp8a704cMGhfevOLT4AGuJFhCmJ7o8BkeAAAECBAgQIECAAAECBAgQIECAAAECBAgQIEAgHQKC9OI6dQ3S99tnizB0yKDig6wlWkCYnujyGBwBAgQIECBAgAABAgQIECBAgAABAgQIECBAgACB5AsI0otrVC5IX2HE4OKDrCVeQJie+BIZIAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAIHkCgjSi2sjSC/2SPOaMD3N1TN2AgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAm0UEKQX4wvSiz3SviZMT3sFjZ8AAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIBAGwQE6cXogvRijyysCdOzUEVzIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQINBCAUF6MbYgvdgjK2vC9KxU0jwIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQItEBAkF6MLEgv9sjSmjA9S9U0FwIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQJNFBCkF+MK0os9srYmTM9aRc2HAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAQBMEBOnFqIL0Yo8srgnTs1hVcyJAgAABAgQIECBAgAABAgQIECBAgAABAgQIECDQQAFBejGmIL3YI6trwvSsVta8CBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECDRAQJBejChIL/bI8powPcvVNTcCBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECvRAQpBfjCdKLPbK+JkzPeoXNjwABAgQIECBAgAABAgQIECBAgAABAgQIECBAgEAdAoL0YjRBerFHHtaE6XmosjkSIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQqEFAkF6MJUgv9sjLmjA9L5U2TwIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQJVCAjSi5EE6cUeeVoTpuep2uZKgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAoBsBQXoxjiC92CNva8L0vFXcfAkQIECAAAECBAgQIECAAAECBAgQIECAAAECBAiUERCkF6MI0os98rgmTM9j1c2ZAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAQCcBQXonjKUfBenFHnld65/XiZs3AQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIhXHPLH8LPLr2/QLHCiCGhb98+Yerdj+Sa5n/+9y/htddnheHDBoX99tkirDBicK498jp5YXpeK2/eBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECuReYO2/BsiA9Yrw1c064c9qjuXeJAIJ0l4Ew3TVAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAIKcCS5YsWTbzTTf5UOGu9GUbcvrhby/MCDNmvBU+8uHV3JGe02ugY9rC9A4JvxIgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBDIscCuO38yDBggPrx96sOFMD3Hl4Kp/0ugLwkCBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECgWECYXuxhjQABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIBGG6i4AAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECHQREKZ3AbFKgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgSE6a4BAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECDQRUCY3gXEKgECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQEKa7BggQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAQBcBYXoXEKsECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQECY7hogQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQJdBITpXUCsEiBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABYbprgACBVArMnDkzleM2aAIECBAgQKB7AX/Gd+9jLwECBAg0X8CfRc031gMBAgQIEMiawOLFi8Pbb7+dtWmZDwECSwWE6S4DAgRSKXDJJZeESZMmhSeeeCKV4zdoAgQIECBAoLzAQQcdFC644ILw1ltvlT/AVgIECBAg0GSB4447Lpx22mnhpZdeanJPmidAgAABAgSyIrBw4cIwbty4cOmllwrVs1JU8yDwLwFhukuBAIFUCixZsiRMnz49HHnkkUL1VFbQoAkQIECAQHmBefPmhWuuuSbsv//+QvXyRLYSIECAQJMFFi1aFO68885w4IEHFkL1F198sck9ap4AAQIECBDIgsCcOXPCZZddJlTPQjHNgUAnAWF6JwwfCRBIp4BQPZ11M2oCBAgQINCdwD//+U+hendA9hEgQIBA0wXi41pjqB6fmhLvVBeqN51cBwQIECBAIBMCQvVMlNEkCCwTEKYvo/CBAIG0CwjV015B4ydAgAABAqUCQvVSE1sIECBAoLUCQvXWeuuNAAECBAhkRUConpVKmkfeBYTpeb8CzJ9ABgWE6hksqikRIECAQO4FOofqP//5z71TPfdXBAACBAi0XqBzqH7qqae6U731JdAjAQIECBBIpYBQPZVlM2gCywSE6csofCBAIGsCQvWsVdR8CBAgQIBACDFUv/baawvvVBequyIIECBAoB0CMVS/6667Co9/F6q3owL6JECAAAEC6RQQqqezbkZNQJjuGiBAIPMCQvXMl9gECRAgQCCHAkL1HBbdlAkQIJAwAaF6wgpiOAQIECBAICUCQvWUFMowCfxLQJjuUiBAIDcCQvXclNpECRAgQCBHAkL1HBXbVAkQIJBQAaF6QgtjWAQIECBAIOECQvWEF8jwCPxLQJjuUiBAIHcCnUP1xx9/PHfzN2ECBAgQIJBFAaF6FqtqTgQIEEiXgFA9XfUyWgIECBAgkBSBzqH6JZdcEt5+++2kDM04CBBYKiBMdxkQIJBbgRiqH3XUUWHSpElBqJ7by8DECRAgQCBjAh2h+rhx44J3qmesuKZDgACBlAgI1VNSKMMkQIAAAQIJE4ih+uWXXx7i/88K1RNWHMPJtUD/XM/e5Ak0QODPj/8+PDH9gQa0VFsTixYtDv1mzQkLZ/cJhx76RG0nZ+DoGTNmNGwWMVSPP5tuumk44IADwvrrr9+wtjVEgAABAvkVmDf37TD1ugvaArDwnUVL/54wN7w1t+/SvydMb8sY6u10wYIF9Z5adN78+fPDtddeG2666aaw5557hn333TeMHDmy6BgrBAgQyLLAnNlvhbtuuDhxU1y0+N3/l40DO/TQpxM3vjigF154oSHj6gjVp02bFrbddtswYcKEMGbMmIa0rRECBAgQINAugQXz54UpvzyvId3PfmtO6Lf037l/esb/hUsGD2xIm+1qJP6536ilI1S/4YYbwhe+8IWw9957h6FDhzaqee0QIFCjgDC9RjCHE+gqMG/O7PDGjJe6bm7Jep9/9fLMMzNb0l/WO3nkkUdC/Nlss83CxIkThepZL7j5ESBAoMkCixcvatvfEeLU4t8TFi0K4Zln3mryTJPdvFA92fUxOgIEmiew6J132vrnUHcze+//ZWd1d1hm9sV/XL/77rvDPffcE7bbbrswfvx4oXpmqmsiBAgQyJ/AksVLGvp3jPj3gldezsffCWq9WoTqtYo5nkBzBDzmvTmuWiVAIMUCHY9/P+aYYzz+PcV1NHQCBAgQINBZoCNU33///cP5558f3nzzzc67fSZAgAABAk0X6LhT/aCDDgqnnHJKePHFF5vepw4IECBAgACB9At0hOoe/57+WppBOgWE6emsm1ETINACgXiXenynulC9Bdi6IECAAAECLRKIofp1110XhOotAtcNAQIECJQIdNypLlQvobGBAAECBAgQ6EZAqN4Njl0EmiggTG8irqYJEMiGgFA9G3U0CwIECBAg0FlAqN5Zw2cCBAgQaIeAUL0d6vokQIAAAQLpFxCqp7+GZpAuAWF6uupltAQItFEghurf+ta3wn333dfGUeiaAAECBAgQaKRAR6ge/4x/4403Gtm0tggQIECAQFUCHaH6EUccEf785z9XdY6DCBAgQIAAAQIdofqkSZPC7NmzgRAg0CSB/k1qV7MECBDIlED//v3DLrvsEuJ7aVZaaaVMzc1kCBAgQIBAngXin+vxke8777xziH/eWwgQIECAQKsFhg4dGvbee+/whS98IQwZMqTV3euPAAECBAgQSKnAmDFjwvjx48O2224b+vXrl9JZGDaB5Av416Lk18gICRBoo4AQvY34uiZAgAABAk0UEKI3EVfTBAgQIFCVgBC9KiYHESBAgAABAl0EhOhdQKwSaLKAML3JwJonQCCdAkL0dNbNqAkQIECAQE8CQvSehOwnQIAAgWYLCNGbLax9AgQIECCQTQEhejbralbJFxCmJ79GRkiAQAsFOkL0+LjXUaNGtbBnXREgQIAAAQLNFBCiN1NX2wQIECBQjYAQvRolxxAgQIAAAQJdBYToXUWsE2itgDC9td56y6DAiBVXCmt9eOOWz2zhwnfC3154Y+m7UPqEz26+bsv7b3eHTz31VHjllVcaNowYou+6666Fd6IL0RvGqiECBAjkWqB//wFt+TtCRP/n/AXhpZfeDIMG9g9bfPyDqarDb37zm7B48eKGjVmI3jBKDREgkDKBAcsNbNufQ91RLVq0KDz3/OuFQ7Yd++HuDm3bvunTp4fZs2c3rP8You+zzz5hr7328k70hqlqiAABAgTaJdB36bu5G/Xv4S++9EaYP/+dsNFHVwsrjhzarik1pN/4d5wHHnigIW11NCJE75DwK4H2CgjT2+uv9wwIfGCd9UP8afUyc+bc8Nx1D4WBgwaE4447stXdt72/M888M9xyyy29Hoc70XtNqAECBAgQqCAwcNDgsO0eEyrsbe7mV2fMDC/c/Icw7P3Dlv494ZDmdtbg1nfZZZewYMGCXrcqRO81oQYIEEi5wPJDhrXtz6Hu6ObMnR/+ctWDhUOOO+5b3R3atn2HH354ePLJJ3vdvzvRe02oAQIECBBIoED8wl6j/l/3+hsfDvPemB2+NH6v8OlN107gbKsf0vz58xsWpgvRq3d3JIFWCAjTW6GsDwIEEicgRE9cSQyIAAECBAg0RECI3hBGjRAgQIBALwSE6L3AcyoBAgQIEMixgBA9x8U39UQLCNMTXR6DI0Cg0QIe595oUe0RIECAAIFkCMQQffz48WGnnXYK8c97CwECBAgQaLWAx7m3Wlx/BAgQIEAgGwJC9GzU0SyyK+BfmbJbWzMjQKCTwIABA0J8bOy4ceOCd6J3gvGRAAECBAikXECInvICGj4BAgQyICBEz0ARTYEAAQIECLRBQIjeBnRdEqhDQJheB5pTCBBIj4AQPT21MlICBAgQIFCLwMorrxz2339/d6LXguZYAgQIEGiogBC9oZwaI0CAAAECuREQouem1CaaEQFhekYKaRoECBQLCNGLPawRIECAAIGsCAjRs1JJ8yBAgEB6BYTo6a2dkRMgQIAAgXYKCNHbqa9vAvULCNPrt3MmAQIJFBCiJ7AohkSAAAECBBogIERvAKImCBAgQKBXAkL0XvE5mQABAgQI5FYghugTJkwI22yzTejXr19uHUycQFoFhOlprZxxEyBQJCBEL+KwQoAAAQIEMiMgRM9MKU2EAAECqRUQoqe2dAZOgAABAgTaKtARom+77bahb9++bR2LzgkQqF9AmF6/nTMJEEiAgBA9AUUwBAIECBAg0AQBIXoTUDVJgAABAjUJDBs2LOy9995hr732CkOGDKnpXAcTIECAAAEC+RUQoue39maeTQFhejbralYEMi+w3HLLhT322COMGzcujBo1KvPzNUECBAgQIJAXgdGjR4cvfvGLYaeddgr9+/vflbzU3TwJECCQJIHhw4eHgw46SIiepKIYCwECBAgQSIGAED0FRTJEAnUI+NepOtCcQoBA+wUOPfRQ75dpfxmMgAABAgQINFzgwgsv9Gd8w1U1SIAAAQK1CJx00kn+LKoFzLEECBAgQIBAiDd/TZ482ePcXQtVCbyzaHFVxzkoGQLC9GTUwSgIEKhRoF+/fjWe4XACBAgQIEAgDQL+jE9DlYyRAAEC2RbwZ1G262t2BAgQIECgGQJ9+vQJ8cdCoCeB3/3+mfDiS/8oHDZsyMCeDrc/AQJ9EzAGQyBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgEBmBWKQfv+DTxbmd9CXtghbfPyDmZ1rliYmTM9SNc2FAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAIFECXQN0g/c59OJGp/BVBYQple2sYcAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQJ1CwjS66ZLxInC9ESUwSAIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIEMiSgCA9/dUUpqe/hmZAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgECCBATpCSpGL4YiTO8FnlMJECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECDQWUCQ3lkj3Z+F6emun9ETIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIJAQAUF6QgrRoGEI0xsEqRkCBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBPIrIEjPXu2F6dmrqRkRIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQINBCAUF6C7Fb2JUwvYXYuiJAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAIFsCgvRs1bPzbITpnTV8JkCAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAQJUCgvQqoVJ6mDA9pYUzbAIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIE2icgSG+ffat6Fqa3Slo/BAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAhkQkCQnoky9jgJYXqPRA4gQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIDAuwKC9PxcCcL0/NTaTAkQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQ6IWAIL0XeCk8VZiewqIZMgECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECrRUQpLfWOwm9CdOTUAVjIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIEAgsQKC9MSWpqkDE6Y3lVfjBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAikWUCQnubq9W7swvTe+TmbAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAIGMCgjSM1rYKqfVv8rjHEaAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAIHcCPzpqZfDrNnzCvM96EtbhAP3+XRu5m6i7woI010JBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAiERYsXh76LFudeYsmSJQUDQXruL4UgTHcNECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECAQTjntagpdBNyR3gUkZ6vemZ6zgpsuAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQI9CwjSezbK+hHuTM96hc2PAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAQAWBwcsvF26ZfFiFvfnd3KdPnzBs6KD8Aph5QUCY7kIgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgkFOBGBoPH7Z8Tmdv2gS6F/CY9+597CVAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgACBHAoI03NYdFMmQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAge4FhOnd+9hLgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAjkUEKbnsOimTIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQLdCwjTu/exlwABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgRyKCBMz2HRTZkAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIEuhcQpnfvYy8BAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQI5FBAmJ7DopsyAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECHQvIEzv3sdeAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIEMihgDA9h0U3ZQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBDoXkCY3r2PvQQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECCQQwFheg6LbsoECBAgQIAAAQIECBAgQIAAAQL/P3v39mRXltcHfuVV15JUKkmlS6byQj54DG13F0GMiZmHgaaNuZhL9+CYB17GDAF+GGxioCcGP80AEcbvPPE3wAuYYSJojMfEmPaLG7ohHN1JplJK3UpS6X7LVGZObalLykytdXTuZ6+9PieiuzLX2Ze1Pr9Ttdbe33NOEiBAgAABAgQIECBAgEBrAWF6ax/PEiBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgECBAsL0AotuyAQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECDQWkCY3trHswQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBQoIAwvcCiGzIBAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQItBYQprf28SwBAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIFCggTC+w6IZMgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAq0FhOmtfTxLgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgUKCNMLLLohEyBAgAABAgQIECBAgAABAgQIECBAgAABAgRGJfDt71wPdz55+PL0k+OiqlHVwXkJEHi3wOS7N7EFAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAgd4FvrN8I/z7//C3Lw/0kz/yufD9/2Cu94M6AgECBAYkIEwfEKzDEiBAgAABAgQIECBAgAABAgQIECBAgAABAgQIvBF4FaT/zcuGH//h7wu/9ktfCmNjY2828BMBAgRqJuC7M2pWEN0hQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECDRN4LMgfWcnhCpI/+q/+MeC9KYV2XgINFBAmN7AohoSAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQKAuAoL0ulRCPwgQ6FRAmN6pmO0JECBAgAABAgQIECBAgAABAgQIECBAgAABAgTaEhCkt8VkIwIEaiogTK9pYXSLAAECBAgQIECAAAECBAgQIECAAAECBAgQIJCzgCA95+rpOwEClYAw3euAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECgrwKC9L5yOhgBAiMSEKaPCN5pCRAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQJNFBCkN7GqxkSgTAFhepl1N2oCBAgQIECAAAECBAgQIECAAAECBAgQIECAQN8FBOl9J3VAAgRGKCBMHyG+UxMgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIEmiIgSG9KJY2DAIHPBITpn0n4JwECBAgQIECAAAECBAgQIECAAAECBAgQIECAQFcCgvSu2OxEgEDNBYTpNS+Q7hEgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIE6iwgSK9zdfSNAIFeBITpvejZlwABAgQIECBAgAABAgQIECBAgAABAgQIECBQsIAgveDiGzqBAgSE6QUU2RAJECBAgAABAgQIECBAgAABAgQIECBAgAABAv0WEKT3W9TxCBCom4AwvW4V0R8CBAgQIECAAAECBAgQIECAAAECBAgQIECAQM0FBOk1L5DuESDQFwFhel8YHYQAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgUIaAIL2MOhslAQIhCNO9CggQIECAAAECBAgQIECAAAECBAgQIECAAAECBNoSEKS3xWQjAgQaIjDZkHEYBgECBAgQIECAAAECBAgQIECAAAECBAgQIECAwAAFdgfpP/HFz4Vf/+UvhbGxsQGe0aEJECAwWgGfTB+tv7MTIECAAAECBAgQIECAAAECBAgQIECAAAECBGovIEivfYl0kACBAQgI0weA6pAECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAgaYICNKbUknjIECgUwFheqditidAgAABAgQIECBAgAABAgQIECBAgAABAgQIFCIgSC+k0IZJgEBUQJgeZdFIgAABAgQIECBAgAABAgQIECBAgAABAgQIEChbQJBedv2NngCBEITpXgUECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQJ7BATpezj8QoBAoQLC9EILb9gECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAgZiAID2moo0AgRIFhOklVt2YCRAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIRAUF6BEUTAQLFCgjTiy29gRMgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIE3ggI0t9Y+IkAAQKVgDDd64AAAQIECBAgQIAAAQI9COzs9LCzXQkQIFCagP9ollZx4yVAgACBjAQE6RkVS1cJEBiagDB9aNRORIAAAQIECBAgQIAAAQIECBAoV2B7ezv8xf/37ZcAU5MT5UIYOQECBAgQqKGAIL2GRdElAgRqISBMr0UZdIIAAQIECBAgQIAAgVwFxsZy7bl+EyBAYHgCVZD+p3/2rXBp7VaYnBgP/9ev/dPhndyZCBAgQIAAgZYCgvSWPJ4kQKBwgcnCx2/4BAgQIECAAAECBAgQIECAAAECAxT4LEhfvfQqSP+tr/50+MHvXxzgGR2aAAECBAgQaFdAkN6ulO0IEChVwCfTS628cRMgQIAAAQIECBAgQIAAAQIEBiwgSB8wsMMTIECAAIEeBATpPeDZlQCBYgSE6cWU2kAJECBAgAABAgQIECBAgAABAsMTEKQPz9qZCBAgQIBApwKC9E7FbE+AQKkCwvRSK2/cBAgQIECAAAECBAgQIECAAIEBCQjSBwTrsAQIECBAoA8CgvQ+IDoEAQLFCAjTiym1gRIgQIAAAQIECBAgQIAAAQIEBi8gSB+8sTMQIECAAIFuBQTp3crZjwCBUgWE6aVW3rgJECBAgAABAgQIECBAgAABAn0WEKT3GdThCBAgQIBAHwUE6X3EdCgCBIoREKYXU2oDJUCAAAECBAgQIECAAAECBAgMTkCQPjhbRyZAgAABAr0KCNJ7FbQ/AQKlCkyWOnDjJkCAAAECBAgQIECAAAECBAgQ6I+AIL0/jo5CgAABAgQGIVAF6X/253/z8tA/8cXPhV//5S+FsbGxQZzKMQkQINA4AZ9Mb1xJDYgAAQIECBAgQIAAAQIECBAgMDwBQfrwrJ2JAAECBAh0KiBI71TM9gQIENgrIEzf6+E3AgQIECBAgAABAgQIECBAgACBNgUE6W1C2YwAAQIECIxAQJA+AnSnJECgcQLC9MaV1IAIECBAgAABAgQIECBAgAABAoMXEKQP3tgZCBAgQIBAtwKC9G7l7EeAAIG9AsL0vR5+I0CAAAECBAgQIECAAAECBAgQeIeAIP0dQJ4mQIAAAQIjFBCkjxDfqQkQaJyAML1xJTUgAgQIECBAgAABAgQIECBAgMDgBATpg7N1ZAIECBAg0KuAIL1XQfsTIEBgr4Awfa+H3wgQIECAAAECBAgQIECAAAECBBICgvQEjGYCBAgQIFADAUF6DYqgCwQINE5AmN64khoQAQIECBAgQIAAAQIECBAgQKD/AoL0/ps6IgECBAgQ6JeAIL1fko5DgACBvQKTe3/1GwECBAgQIECAAAECBAgQIECAAIG9AoL0vR5+I0CAAAECdRL49neuh3//H/72ZZd+4oufC7/+y18KY2NjdeqivhAgQCBbAZ9Mz7Z0Ok6AAAECBAgQIECAAAECBAgQGLyAIH3wxs5AgAABAgS6FRCkdytnPwIECLQnIExvz8lWBAgQIECAAAECBAgQIECAAIHiBATpxZXcgAkQIEAgIwFBekbF0lUCBLIVEKZnWzodJ0CAAAECBAgQIECAAAECBAgMTkCQPjhbRyZAgAABAr0KCNJ7FbQ/AQIE2hMQprfnZCsCBAgQIECAAAECBAgQIECAQDECgvRiSm2gBAgQIJChgCA9w6LpMgEC2QoI07MtnY4TIECAAAECBAgQIECAAAECBPovIEjvv6kjEiBAgACBfgkI0vsl6TgECBBoT0CY3p6TrQgQIECAAAECBAgQIECAAAECjRcQpDe+xAZIgAABAhkLCNIzLp6uEyCQrYAwPdvS6TgBAgQIECBAgAABAgQIECBAoH8CgvT+WToSAQIECBDot4Agvd+ijkeAAIH2BCbb28xWBAgQIECAAAECBAgQIECAAAECTRUQpDe1ssZFgAABAk0Q2B2k/+SPfC782i99KYyNjTVhaMZAgACB2gv4ZHrtS6SDBAgQIECAAAECBAgQIECAAIHBCQjSB2fryAQIECBAoFcBQXqvgvYnQIBAbwI+md6bn70JENgn8Ad/8Afh9u3bYWlpKXzP93xPmJmZCRMTE/u28isBAgQIECBA4JXAN7/5zfC1r33t5bqhWjssLCyEQ4cO4SFAgACBIQk0OUj/oz/6o3D16tXXc8zs7GyYnHQrbEgvLachQIAAgT4ICNL7gOgQBAgQ6FHAFUSPgHYnQGCvwO///u+Hb3zjG68bp6amXt4U//mf//nwla985XW7HwgQIECAAAEClcDXv/718Hu/93t7MC5cuBB+4Ad+IPz2b//2nna/ECBAgEB/BZocpFdSf/iHfxj+4i/+4jVadX06NzcXfu7nfi5U16geBAgQIECgzgKC9M6q8yu/8ivh1KlTr99EV71Z+/Tp050dxNYECBCICAjTIyiaCBDoXmBlZWXPzpubm+Hb3/52ePr06Z52vxAgQIAAAQIEKoH9a4eqrfoUYfXtNh4ECBAgMDiBpgfpldzf/d3f7QGsrk+Xl5fDo0eP9rT7hQABAgQI1E1AkN5ZRR48ePDyG8/273Xs2LHwu7/wf6YXAABAAElEQVT7u+Gjjz7a/5TfCRAg0LaAv5neNpUNCRB4l8CtW7dCtXCJPaqvffcgQIAAAQIECOwXqEKN2MPaIaaijQABAv0RKCFIf/LkSbh+/XoUrPqkmgcBAgQIEKirgCC988rsfwPdZ0eo7lX7dPpnGv5JgEC3Aj6Z3q2c/QgQeEsgtWipNnSz4i0uDQQIECBAgMCnAqurq1EHa4coi0YCBAj0LLA7SJ+anAi/+es/FX7w+xd7Pm7dDhD75pPP+miO+UzCPwkQIECgbgKC9O4qkrovPT09Hao/I+ZBgACBXgR8Mr0XPfsSILBHIPXJsqNHj3oH4B4pvxAgQIAAAQKVwLVr10L1ycHYQ9ARU9FGgACB3gRKCdIrpdRN9cnJyTA7O9sbpL0JECBAgMAABATp3aOm5v3FxcUwPi4G617WngQIVAL+K+J1QIBA3wRSixZf09o3YgciQIAAAQKNEkitHapBVjc9PAgQIECgfwIlBemVWmqOmZubC1NTU/2DdSQCBAgQINAHAUF6b4iped996d5c7U2AwCsBX/PulUCAQN8EUosWnyzrG7EDESBAgACBRgmkvtXm/fffDydPnmzUWA2GAAECoxR4K0j/6qdf7f5Rs9+0lJpj3FQf5SvRuQkQIEAgJiBIj6l01ua+dGdetiZAoDMBn0zvzMvWBAi0EEj9TTphegs0TxEgQIAAgYIF3PAouPiGToDA0ARKDNIrXHPM0F5iTkSAAAECPQgI0nvA++6ujx8/Djdu3IgeyH3pKItGAgQ6FBCmdwhmcwIE4gKffPJJuHv3bvRJi5Yoi0YCBAgQIFC8gKCj+JcAAAIEBixQapD+/PnzcPXq1aiu69Moi0YCBAgQGIGAIL0/6Knryuro5v3+GDsKgdIFhOmlvwKMn0CfBCxa+gTpMAQIECBAoCCB1Lfa+Aregl4EhkqAwMAESg3SK9BqftnZ2YnauqkeZdFIgAABAkMWEKT3Dzx1X3pqairMzMz070SORIBAsQLC9GJLb+AE+iuQ+nt0hw8fDmfPnu3vyRyNAAECBAgQyF7g5s2b4dGjR9FxCDqiLBoJECDQtkDJQXqFlLo+HR8fD3Nzc2072pAAAQIECAxCQJDeX9VUmD4/Px8mJyf7ezJHI0CgSAFhepFlN2gC/RdILVqqm+FjY2P9P6EjEiBAgAABAlkLpNYO1aCE6VmXVucJEBixQOlBesWfmmMuXrwYpqenR1whpydAgACBkgUE6f2vfupNdK4r+2/tiARKFRCml1p54ybQZ4HUzQqLlj5DOxwBAgQIEGiIQGrtcOzYsXDq1KmGjNIwCBAgMFwBQfor79Qc4/p0uK9HZyNAgACBvQKC9L0e/frNvN8vScchQCAlIExPyWgnQKAjAYuWjrhsTIAAAQIEihdIrR38vfTiXxoACBDoUkCQ/gbOHPPGwk8ECBAgUA8BQfpg6vD06dNw7dq16MG9iS7KopEAgS4EhOldoNmFAIG9Avfv3w937tzZ2/jd3yxaoiwaCRAgQIBA8QKpoMPaofiXBgACBLoQEKS/QdvY2Ajr6+tvGnb9ZI7ZheFHAgQIEBiagCB9cNQrKyvJg5v3kzSeIECgQwFheodgNidA4G2B1N+lqba0aHnbSwsBAgQIECCQ/nu21g5eHQQIEOhMQJC+1+vSpUtha2trb+N3fzPHRFk0EiBAgMAABQTpA8T99NCpN2lPTEyEubm5wZ7c0QkQKEZgspiRGigBAgMTSC1aDhw4EM6fPz+w8zowAQIECBAgkKfA7du3Q/XNNrGHoCOmoo0AAQJxAUH62y6p69OxsbEwPz//9g5aCBAgQIDAgAT+buVmWL106+XRf/JHPhd+7Ze+FKr5yKN/Aql5vwrSp6am+nciRyJAoGgBn0wvuvwGT6A/AqlFS3UzfHzcf2b6o+woBAgQIECgOQKptUM1QmF6c+psJAQIDFZAkB73Tc0xs7Oz4eDBg/GdtBIgQIAAgQEICNIHgLrvkKl533XlPii/EiDQk4BPpvfEZ2cCBCoBixavAwIECBAgQKATgdSfiDly5Ej48MMPOzmUbQkQIFCkgCA9XXbXp3Gba9duhz/4gz+PP6mVAAECBPoqcOfOm2/h8on0vtK+dbDUvL+0tPTWthoIECDQrYAwvVs5+xEg8FogtWjxDsDXRH4gQIAAAQIEdglYO+zC8CMBAgQ6FBCktwYzx8R9njx5FlZXrsWf1EqAAAECAxEQpA+E9fVBNzY2wvr6+uvfd//gvvRuDT8TINCrgDC9V0H7Eyhc4NGjR+Hjjz+OKli0RFk0EiBAgACB4gUEHcW/BAAQINClgCC9NdyLFy/C2tpadKNSr08//30z4av/4h9HTTQSIECAwOAEDkxPhi/+93/P30gfHHFYWVkJ1doo9ih13o9ZaCNAoHcBYXrvho5AoGiB1M3wCsWipeiXhsETIECAAIGkQGr9YO2QJPMEAQIEXt4s/tM/+1ao/v7q1ORE+M2v/lT4wY8WyewSqIL0KlCPPUqdY+YufBCq/3kQIECAAIGmCaSuK8fHx8P8/HzThms8BAiMUGB8hOd2agIEGiCQWrRMTU2FmZmZBozQEAgQIECAAIF+Cty7dy/cvXs3ekh/1y7KopEAAQKC9DZfA8vLy8ktFxYWks95ggABAgQIEMhPIHVfenZ2NkxPT+c3ID0mQKC2AsL02pZGxwjkIZBatCwuLoaJiYk8BqGXBAgQIECAwNAEWgUdpX5qcGj4TkSAQJYCvtq9/bKlrk/Pnz8fDh8+3P6BbEmAAAECBAjUXiA177uurH3pdJBAdgLC9OxKpsME6iWQuiFu0VKvOukNAQIECBCoi0DqhsehQ4fCuXPn6tJN/SBAgEAtBATpnZUhNce4Pu3M0dYECBAgQCAHAfN+DlXSRwLNEBCmN6OORkFgZAIWLSOjd2ICBAgQIJClQKu1w9jYWJZj0mkCBAgMQkCQ3rlqqzmm86PZgwABAgQIEKirwObmZrh8+XK0e95EF2XRSIBADwKTPexrVwIEChd48uRJuH79elTBoiXKopEAAQIECBQv4Fttin8JACBAoA2Bre3t8LU/+1ZYvXQrTE1OhN/86k+FH/xosY09y91ka2srXLp0KQrg+jTKopEAAQIECGQrsLa2Fqq5P/ZYWlqKNWsjQIBA1wI+md41nR0JEEi967+ScbPC64MAAQIECBCICaTWD9YOMS1tBAiUKCBI767qV65cCdWn1GIPN9VjKtoIECBAgEC+Aqk3aVcjmp+fz3dgek6AQC0FhOm1LItOEchDIHUzfHJyMly8eDGPQeglAQIECBAgMDSBhw8fhtu3b0fPJ0yPsmgkQKAwAUF69wVPXZ9WR1xc9Kn+7mXtSYAAAQIE6ieQmvdnZmbCoUOH6tdhPSJAIGsBYXrW5dN5AqMVSC1a5ubmQhWoexAgQIAAAQIEdgu0+vSAMH23lJ8JEChRQJDeW9VT16dnz54NR48e7e3g9iZAgAABAgRqJZCa911X1qpMOkOgMQLC9MaU0kAIDF8gtWjxFXrDr4UzEiBAgACBHARSa4fp6elw4cKFHIagjwQIEBiIgCC9d9bUHOOmeu+2jkCAAAECBOomkHqjtnm/bpXSHwLNEBCmN6OORkFgJAJuVoyE3UkJECBAgEC2Aqm1Q/X1u+PjLk2yLayOEyDQk4AgvSe+1zu7qf6awg8ECBAgQKDRAltbW+Hy5cvRMQrToywaCRDoUcAdqx4B7U6gVIHnz5+Hq1evRodv0RJl0UiAAAECBIoXSIXpvtWm+JcGAALFCgjS+1P6nZ2dcOnSpejBXJ9GWTQSIECAAIFsBdbW1sLm5ma0/+b9KItGAgR6FBCm9whodwKlCqysrITqhkXs4YZ4TEUbAQIECBAgkArT3fDw2iBAoEQBQXr/qr6+vh6ePXsWPaA5JsqikQABAgQIZCuQuq6sBlR965kHAQIE+i0gTO+3qOMRKEQg9RV61Ve0Xrx4sRAFwyRAgAABAgTaFXj8+HG4ceNGdHNBR5RFIwECDRYQpPe3uG6q99fT0QgQIECAQJ0FUvP+uXPnwpEjR+rcdX0jQCBTAWF6poXTbQKjFkgtWubm5sL09PSou+f8BAgQIECAQM0EUmuHqpvC9JoVS3cIEBiogCC9/7ypOebUqVPh+PHj/T+hIxIgQIAAAQIjE0jN+64rR1YSJybQeAFheuNLbIAEBiNg0TIYV0clQIAAAQJNFUh9q83U1FSYmZlp6rCNiwABAnsEBOl7OPr2i+vTvlE6EAECBAgQqL1Aat73p0drXzodJJCtgDA929LpOIHRCqQWLd4BONq6ODsBAgQIEKirQGrtMD8/HyYnJ+vabf0iQIBA3wQE6X2jfOtAqTnGTfW3qDQQIECAAIGsBba3t8Pq6mp0DO5LR1k0EiDQBwFheh8QHYJAaQIbGxvhypUr0WFbtERZNBIgQIAAgeIFUkGHtUPxLw0ABIoQEKQPtswrKyvRE5hjoiwaCRAgQIBAtgLVPenq3nTsYd6PqWgjQKAfAsL0fig6BoHCBC5duhSqdwHGHhYtMRVtBAgQIECAgDDda4AAgVIFBOmDrfy1a9fCkydPoidxfRpl0UiAAAECBLIVSF1XVgNaXFzMdlw6ToBAvQV8n2K966N3BGopkFq0jI2NheqrWj0IECBAgAABArsFnj59GqqwI/YQdMRUtBEg0BSBKkj/0699K1xauxWmJifCb371p8IPfuRGbz/rm7o+rc7hpno/pR2LAAECBAiMXiA17585cya89957o++gHhAg0EgBn0xvZFkNisBgBVKLltnZ2XDw4MHBntzRCRAgQIAAgewEUl+/Ww3E37PNrpw6TIBAmwKC9DahetxseXk5eoT3338/nDx5MvqcRgIECBAgQCBPgdR9aW/SzrOeek0gFwFhei6V0k8CNRJI3aywaKlRkXSFAAECBAjUSCB1w2NiYiJcvHixRj3VFQIECPRHQJDeH8d2jpKaY1yftqNnGwIECBAgkJeAeT+veuktgaYICNObUknjIDBEAYuWIWI7FQECBAgQaIBAau1Q/XmYqampBozQEAgQIPBGQJD+xmIYP6XmGGH6MPSdgwABAgQIDE9gZ2cnrK6uRk9o3o+yaCRAoE8CwvQ+QToMgVIEXrx4ES5fvhwdrkVLlEUjAQIECBAoXkDQUfxLAACBYgQE6cMvdepPibg+HX4tnJEAAQIECAxS4OrVq+Hp06fRU5j3oywaCRDok4AwvU+QDkOgFIFLly6FKlCPPSxaYiraCBAgQIAAAWG61wABAiUICNKHX+WbN2+GR48eRU+8tLQUbddIgAABAgQI5CmQuq6sRuO+dJ411WsCuQgI03OplH4SqIlAq0XLwsJCTXqpGwQIECBAgEBdBDY2NsL6+nq0O254RFk0EiCQoYAgfTRFa3V9ao4ZTU2clQABAgQIDEogNe9/8MEH4cSJE4M6reMSIEAgCNO9CAgQ6EggtWg5f/58OHz4cEfHsjEBAgQIECDQfIHq63e3t7ejAxV0RFk0EiCQmYAgfXQFS12fHjt2LJw6dWp0HXNmAgQIECBAoO8CqXnfdWXfqR2QAIF9AsL0fSB+JUCgtYBFS2sfzxIgQIAAAQJ7BVJrh/Hx8TA/P793Y78RIEAgMwFB+mgLlppjfMX7aOvi7AQIECBAYBACqXlfmD4IbcckQGC3wOTuX/xMgACBdwmkFi1uVrxLzvMECBAgQKBMgdTaYXZ2NkxPT5eJYtQECDRCYH+Q/ltf/enwjz7yp6+GWdzUHOOm+jCr4FwECBAgQGA4AtW3nsUe5v2YijYCBPop4JPp/dR0LAINF9ja2gqXLl2KjtKiJcqikQABAgQIFC+wvLwcNbB2iLJoJEAgEwFBej0KJUyvRx30ggABAgQIDFrg+vXr4fHjx9HT+JBXlEUjAQJ9FBCm9xHToQg0XeDKlSthc3MzOkw3xKMsGgkQIECAQPECgo7iXwIACDROQJBej5Levn073L9/P9oZ16dRFo0ECBAgQCBbgdR1ZTUg8362ZdVxAtkICNOzKZWOEhi9QKtFy+Li4ug7qAcECBAgQIBArQSqN+FVb8aLPdzwiKloI0Cg7gKC9PpUqNX1qTmmPnXSEwIECBAg0A+B1Lx//PjxcPLkyX6cwjEIECCQFBCmJ2k8QYDAfoHUouXs2bPh6NGj+zf3OwECBAgQIFC4QPXnYao/ExN7+Cq+mIo2AgTqLCBIr1d1UtenR44cCR9++GG9Oqs3BAgQIECAQE8CqXnfdWVPrHYmQKBNAWF6m1A2I0AghNSixbv+vToIECBAgACBmEBq7VBtOz8/H9tFGwECBGopIEivX1mWl5ejnXJ9GmXRSIAAAQIEshZIXVua97Muq84TyEZAmJ5NqXSUwOgF3KwYfQ30gAABAgQI5CSQuuExMzMTDh06lNNQ9JUAgYIFBOn1LH5qjnFTvZ710isCBAgQINCLwMrKSnR3836URSMBAn0WEKb3GdThCDRVYHt7O1Rf1Rp7WLTEVLQRIECAAAECgg6vAQIEchcQpNe3guaY+tZGzwgQIECAQD8Fbt26FR48eBA9pK95j7JoJECgzwLC9D6DOhyBpgpcvXo1PHv2LDo8YXqURSMBAgQIECheIPWtNm54FP/SAEAgCwFBen3LdO/evXD37t1oB80xURaNBAgQIEAgW4HUG+iqAbkvnW1ZdZxAVgLC9KzKpbME3gj87X+9+uaXIfyUuhlenXpxcXEIPXAKAgQIECBAICeBFy9ehMuXL0e77IZHlEUjAQI1EhCk16gYka60uj41x0TANBEgQIAAgYwFUvP+0aNHw+nTpzMema4TIJCLgDA9l0rpJ4FdAn/59e+Ev/7mq5vTv/A//Xe7nhncj6l3AJ46dSocP358cCd2ZAIECBAgQCBLgSpI39zcjPZd0BFl0UiAQE0EBOk1KUSLbqSuTw8dOhTOnTvXYk9PESBAgAABArkJpOZ930aTWyX1l0C+ApP5dl3PCZQp8PX/vBz+6rtB+v/6P/9Q+B9/4qOhQKQWLW6GD4XfSQgQIECAQHYCqbVDNZCFhYXsxqPDBAiUISBIz6POqTmm+ta0sbGxPAahlwQIECBAgEBbAqlPprsv3RafjQgQ6IOAT6b3AdEhCAxLoArSv/HXay9PN8wgvTph6maFdwAOq/rOQ4AAAQIE8hJIrR2qTwweOXIkr8HoLQECRQgI0vMpc+qmuuvTfGqopwQIECBAoF2BlZWV6KbC9CiLRgIEBiAgTB8AqkMSGITAKIP0nZ2dsLq6Gh2WRUuURSMBAgQIECheIBWmWzsU/9IAQKCWAoL0WpYl2SlzTJLGEwQIECBAoFECd+7cCffu3YuOybVllEUjAQIDEBCmDwDVIQn0W2CUQXo1luvXr4cnT55Eh2XREmXRSIAAAQIEihdIBR0+NVj8SwMAgdoJCNJrV5KWHXrw4EG4fft2dBvXp1EWjQQIECBAIFuB1HVlNSDzfrZl1XEC2QkI07MrmQ6XJjDqIL3ytmgp7VVnvAQIECBAoDeB7e1t32rTG6G9CRAYkoAgfUjQfTyN69M+YjoUAQIECBCouUBq3j98+HCo/oSYBwECBIYhIEwfhrJzEOhSoA5BetX11N+jO3nyZHj//fe7HJ3dCBAgQIAAgaYKXLlyJWxsbESH59MDURaNBAiMQECQPgL0PpwydVN9eno6XLhwoQ9ncAgCBAgQIECgLgKped91ZV0qpB8EyhAQppdRZ6PMUKAuQXpFZ9GS4QtIlwkQIECAwAgFUmuHqkuLi4sj7JlTEyBA4JWAID3fV0Jqjqnml/Fxt7nyrayeEyBAgACBtwVS874/H/a2lRYCBAYn4CpjcLaOTKBrgToF6dUgUosW7wDsusR2JECAAAECjRZIfavNmTNnwnvvvdfosRscAQL1FxCk179GrXqYuj51U72VmucIECBAgECeAql5333pPOup1wRyFRCm51o5/W6sQN2C9Ap6ZWUl6m3REmXRSIAAAQIEihdww6P4lwAAArUVEKTXtjRtd8wc0zaVDQkQIECAQNYC9+/fD3fu3ImOwX3pKItGAgQGJCBMHxCswxLoRqCOQfrNmzfDo0ePosOxaImyaCRAgAABAsULCDqKfwkAIFBLAUF6LcvSUaceP34cbty4Ed3H9WmURSMBAgQIEMhWIPWNZ9WAzPvZllXHCWQpIEzPsmw63USBOgbplXPqZnj1nEVLpeBBgAABAgQI7BbY2dkJly5d2t30+mdrh9cUfiBAYMgCgvQhgw/odK5PBwTrsAQIECBAoIYCqXn/4MGD4fz58zXssS4RINBUAWF6UytrXFkJ1DVIrxBTi5Zjx46FU6dOZeWsswQIECBAgMDgBa5evRqePn0aPZEwPcqikQCBAQsI0gcMPMTDpz6hNjU1FWZnZ4fYE6ciQIAAAQIEBi2Qui+9uLgYxsbGBn16xydAgMBrgcnXP/mBAIGRCOwO0n/ln/9Q+MqPfzSSfqROmlq0LC0tpXbRToAAAQIECBQskFo7VCTC9IJfGIZOYEQCgvQRwQ/otKk5Zn5+PkxMTAzorA5LgAABAgQIjEIgNe+7rhxFNZyTQNkCPpledv2NfsQCdQ/SKx6LlhG/SJyeAAECBAhkJpBaO1TfaHPixInMRqO7BAjkLCBIz7l68b6n5hg31eNeWgkQIECAQM4C5v2cq6fvBJolIExvVj2NJiOBHIL0itOiJaMXla4SIECAAIEaCFg71KAIukCAQBCkN/NFYI5pZl2NigABAgQI7Bd49OhR+Pjjj/c3v/zdm+iiLBoJEBiggDB9gLgOTSAlkEuQfuvWrXD//v3oMCxaoiwaCRAgQIBA8QKCjuJfAgAIjFxAkD7yEgykA0+fPg3Xrl2LHtv1aZRFIwECBAgQyFZgeXk52XfzfpLGEwQIDEhAmD4gWIclkBLIJUiv+p+6GV49Z9FSKXgQIECAAAEC+wVS6wdrh/1SfidAYBACgvRBqNbjmCsrK8mOmGOSNJ4gQIAAAQJZCqSuK6empsLMzEyWY9JpAgTyFRCm51s7Pc9QIKcgveJNLVqOHDkSPvzwwwwroMsECBAgQIDAIAWuX78enjx5Ej2FoCPKopEAgT4KCNL7iFnDQ6WuTycmJsLc3FwNe6xLBAgQIECAQLcCqXl/cXExVHO/BwECBIYpIEwfprZzFS2QW5BeFSu1aHEzvOiXssETIECAQAYCjx8/H0kvU2uHqjPWDyMpiZMSKEZAkN78UqfmmPn5+VB9Ss2DAAECBAgQaI5Aat53XdmcGhsJgZwEhOk5VUtfsxXIMUivsC1asn3J6TgBAgQIFCxw4+a98Of/79++FJif/WCoEqm1w/Hjx8PJkyeH2hcnI0CgHAFBehm1Ts0xbqqXUX+jJECAAIGyBMz7ZdXbaAnUXUCYXvcK6V/2ArkG6RW8RUv2Lz8DIECAAIHCBG5+fD/88Z98I2xuboV/8N9cCP/n//ZTQxVIrR2WlpaG2g8nI0CgHAFBejm1Ts0xwvRyXgNGSoAAAQJlCFR/Oqz6E2Kxh3k/pqKNAIFBCwjTBy3s+EUL5Byk37t3L9y9ezdaPzfEoywaCRAgQIDASAWqIP3f/d//5XWQ/m//9VfCoYPD/dpbQcdIXwJOTqA4AUF6OSV//vx5WF9fjw7YTfUoi0YCBAgQIJCtQOq6shqQeT/bsuo4gawFhOlZl0/n6yyQc5BeuS4vLyd5LVqSNJ4gQIAAAQIjEahDkF4NPHXTw9phJC8LJyXQaAFBeqPL+9bgVldXw/b29lvtVYM5JsqikQABAgQIZCuQuq6cnJwMFy9ezHZcOk6AQL4CwvR8a6fnNRbIPUivaFOLlkOHDoVz587VWF/XCBAgQIBAWQJ1CdI//vjj8PDhwyi+b7WJsmgkQKBLAUF6l3AZ75a6Ph0fHw/z8/MZj0zXCRAgQIAAgf0CqXm/mvOrQN2DAAECwxYQpg9b3PkaL9CEIL0qUmrRUr3rf2xsrPF1NEACBAgQIJCDQF2C9MoqtXaonvOpwUrBgwCBfggI0vuhmN8xUnPM7OxsmJ6ezm9AekyAAAECBAgkBVLzvuvKJJknCBAYsIAwfcDADl+WQFOC9Kpqqa95t2gp6zVttAQIECBQX4E6BemVUuqGx3vvvRdOnz5dX0g9I0AgGwFBejal6ntHU3OM69O+UzsgAQIECBAYuYB5f+Ql0AECBPYJCNP3gfiVQLcCTQrSKwOLlm5fCfYjQIAAAQKDF6hbkF6N2Nph8HV3BgIlCwjSS66+N3uXXX2jJ0CAAIGSBJ49exauXr0aHbI/HxZl0UiAwBAEhOlDQHaK5gs0LUh/8OBBuH37drRw3vkfZdFIgAABAgSGJlDHIL0avG+1GdpLwIkIFCcgSC+u5HsGvLm5Ga5cubKn7bNfXJ9+JuGfBAgQIECgGQKrq6thZ2cnOhjzfpRFIwECQxAQpg8B2SmaLdC0IL2qVuqTZdVzFi2VggcBAgQIEBiNQF2D9EpjZWUlimLtEGXRSIBAmwKC9DahGrzZpUuXwtbWVnSEPqEWZdFIgAABAgSyFUi9SXtiYiJcvHgx23HpOAECeQsI0/Oun96PWKCJQXpFmgrTDxw4EC5cuDBidacnQIAAAQJlCtQ5SL9z5064d+9etDCCjiiLRgIE2hAQpLeBVMAmqevTsbGxMD8/X4CAIRIgQIAAgXIEUvN+FaRPT0+XA2GkBAjUSkCYXqty6ExOAk0N0qsapN4BuLCwEMbH/Wcjp9epvhIgQIBAMwTqHKRXwqkbHtVzPpleKXgQINCpwNb2TvjTr30rXFq7FaYmJ8JvffWnwz/6aKHTw9i+AQKpOaZ6o/ehQ4caMEJDIECAAAECBD4TSM37ris/E/JPAgRGITA5ipM6J4HcBf7yPy+Hv/rrtZfD+JV//kPhKz/+Ue5D2tP/1KLFJ8v2MPmFAAECBAgMRaDuQXqFkFo7HD58OJw9e3YoTk5CgECzBP7jX/zXcPfe45dB+m//7z8d/tsvCNKbVeH2R5OaY9xUb9/QlgQIECBAIBeB1Ie8zPu5VFA/CTRTwEdMm1lXoxqgQNOD9IrOzYoBvoAcmgABAgQIdCCQQ5BeDcfaoYOi2pQAgbYEBOltMRWxkZvqRZTZIAkQIECAQNjY2Ajr6+tRCWF6lEUjAQJDEvDJ9CFBO00zBEoI0h8/fhxu3rwZLZhFS5RFIwECBAgQGIhALkF6NfhUmF7Kt9rs7Lx6CfzVN5bD33xrdSCvBwclUIrAxsbmy6FWX+3uE+mlVD09zhcvXoTLly9HNyhljokOXiMBAgQIEGigwOrqatje3o6OzH3pKItGAgSGJCBMHxK00+QvUEKQXlUpdTO8es6ipVLwIECAAAECgxfIKUivNFLrh1LWDmNjr14T1Y2fjY34zZ/Bv2qcgUBzBATpzallryOpgvTNzVdvsNh/rFLmmP3j9jsBAgQIEGiqQOq6cuzTC66FBX/yp6l1Ny4COQgI03Ookj6OXKCUIL2CTn2F3tTUVJidnR15LXSAAAECBAg0XSC3IP3evXvhzp070bKUEnT8s3/6/eGf/A/fGzXQSIBA5wKHD02HUyePdr6jPRonkLqpXg3UTfXGlduACBAgQKBwgdS8X92TPnDgQOE6hk+AwCgFhOmj1HfuLARKCtKrgqQWLfPz82FiYiKLmukkAQIECBDIVSC3IL1yTq0dqudKCdNPHDscqv95ECBAgEB/BVJzzLlz58KRI0f6ezJHI0CAAAECBEYqkJr3S7muHCm+kxMg0FJgvOWzniRQuEBpQXpV7tSixd+jK/xfBsMnQIAAgYEL5BikVyiptcPBgwfD+fPnB+7mBAQIECDQXIHUHOOmenNrbmQECBAgUK6Aeb/c2hs5gboLCNPrXiH9G5lAiUF6hW3RMrKXnBMTIECAQMECuQbpVclSfyJmcXExVH/bzoMAAQIECHQrkLo+9WbvbkXtR4AAAQIE6imwubkZLl++HO2ceT/KopEAgSEKCNOHiO1U+QiUGqQ/ffo0XLt2LVoo7/yPsmgkQIAAAQI9C+QcpFeDTwUd1g49vzQcgAABAkULbG9vh9XV1aiBOSbKopEAAQIECGQrsLa2Fl68eBHtv3k/yqKRAIEhCgjTh4jtVHkIlBqkV9VZWVlJFsmiJUnjCQIECBAg0LVA7kF6NXBhetfltyMBAgQItBC4cuVK2NjYiG7h+jTKopEAAQIECGQrkLqurAY0Pz+f7bh0nACBZggI05tRR6Pok0DJQXpFmFq0TE5OhosXL/ZJ2WEIECBAgACBSqAJQfrDhw/DrVu3ogUVdERZNBIgQIBAmwKp69Nq9+pPiXgQIECAAAECzRFIzfsXLlwIhw8fbs5AjYQAgSwFhOlZlk2nByFQepBemaYWLXNzc2FqamoQ7I5JgAABAgSKFGhCkF4VLrV2qJ4TplcKHgQIECDQrcDy8nJ01zNnzoT33nsv+pxGAgQIECBAIE+B1LWl68o866nXBJomIExvWkWNpysBQforNouWrl4+diJAgAABAh0JNCVIrwadWjtMT0+HmZmZjlxsTIAAAQIEdguk5hg31Xcr+ZkAAQIECDRDwLzfjDoaBYGmCgjTm1pZ42pbQJD+hsqi5Y2FnwgQIECAwCAEmhSkVz6ptcPCwkKYmJgYBKFjEiBAgEAhAqk5RpheyAvAMAkQIECgGIGtra1w6dKl6HjN+1EWjQQIDFlAmD5kcKerl4Ag/U09nj9/Hq5cufKmYddPFi27MPxIgAABAgS6FGhakF4xpIKOpaWlLpXsRoAAAQIEQtjZ2XFT3QuBAAECBAgUIlDdk97c3IyO1n3pKItGAgSGLDA55PM5HYHaCAjS95ZiZWXl5Q2Lva2vfrNoialoI0CAAAEC7QvsDtL/4d+fCb/zG18Ohw5OtX+Amm6ZCtOtHWpaMN0iQIBAJgJXr14NT58+jfbWHBNl0UiAAAECBLIVSF1XVgMy72dbVh0n0CgBn0xvVDkNpl0BQfrbUqlFy/j4eJifn397By0ECBAgQIBAWwJNDdIfP34crl+/HjVwwyPKopEAAQIE2hRIXZ9Wu5tj2kS0GQECBAgQyERgeXk52tOzZ8+GI0eORJ/TSIAAgWEK+GT6MLWdqxYCu4P0f/kLPxy+/GNfqEW/Rt2J1M2K2dnZMD09PeruOT8BAgQIEMhSoKlBelWM6lttUg9BR0pGOwECBAi0I5C6Pv3ggw/CiRMn2jmEbQgQIECAAIFMBFLzvuvKTAqomwQKEPDJ9AKKbIhvBATpbyz2/2TRsl/E7wQIECBAoDeBJgfplUxq7TA1NRWqN+N5ECBAgACBbgVSc8zS0lK3h7QfAQIECBAgUFOB1LwvTK9pwXSLQIECwvQCi17qkAXprStv0dLax7MECBAgQKATgaYH6ZVFau0wNzcXJid9AVYnrxfbEiBAgMBegdQc46b6Xie/ESBAgACB3AW2t7fD6upqdBjm/SiLRgIERiAgTB8BulMOX0CQ3tp8Y2MjXLlyJbqRRUuURSMBAgQIEEgKlBCkV4MXdCRfAp4gQIAAgR4FzDE9AtqdAAECBAhkIrC+vh6eP38e7a370lEWjQQIjEBAmD4CdKccroAg/d3ea2trYWtrK7qhr9GLsmgkQIAAAQJRgVKC9Grwgo7oS0AjAQIECPQocP369fDkyZPoUdxUj7JoJECAAAEC2QqkriurAZn3sy2rjhNonIAwvXElNaDdAoL03Rrpn1OLlrGxsbCwsJDe0TMECBAgQIDAa4GSgvRnz56Fq1evvh777h+8EW+3hp8JECBAoFOB1PVpdRw31TvVtD0BAgQIEKi3QGreP3XqVDh27Fi9O693BAgUIyBML6bU5Q1UkN5+zVOLlpmZmXDw4MH2D2RLAgQIECBQqEBJQXpV4pWVlbCzsxOttqAjyqKRAAECBNoUSF2fHj9+PJw8ebLNo9iMAAECBAgQyEEgNe97k3YO1dNHAuUICNPLqXVRIxWkd1bu1KLFzfDOHG1NgAABAmUKlBakV1VOrR0mJibCxYsXy3whGDUBAgQI9EUgNce4qd4XXgchQIAAAQK1EkjN++5L16pMOkOgeAFhevEvgeYBCNI7r+ny8nJ0J4uWKItGAgQIECDwWqDEIL0afOqGRxWkT09Pv/bxAwECBAgQ6FQgNce4Pu1U0vYECBAgQKDeAtW3na2urkY7ad6PsmgkQGBEAsL0EcE77WAEBOmdu7548SJcvnw5uqNFS5RFIwECBAgQeClQapBeDd4b8fxLQIAAAQKDEhCmD0rWcQkQIECAQL0Erl+/Hp48eRLtlG+kibJoJEBgRALC9BHBO23/BQTp3ZlWQfrm5mZ0Z2F6lEUjAQIECBAIJQfpVfkFHf4lIECAAIFBCHz88cfh4cOH0UO7qR5l0UiAAAECBLIVSF1XVgNaXFzMdlw6ToBA8wSE6c2raZEjEqR3X/ZWi5aFhYXuD2xPAgQIECDQUIHSg/SNjY2wvr4era434kVZNBIgQIBAmwKtrk/NMW0i2owAAQIECGQikPrGs5MnT4b3338/k1HoJgECJQgI00uocsPHKEjvrcCpmxXnzp0LR44c6e3g9iZAgAABAg0TKD1Ir8pZ/U277e3taGUFHVEWjQQIECDQpkDq+vS9994Lp0+fbvMoNiNAgAABAgRyEEjN+64rc6iePhIoS0CYXla9GzdaQXrvJbVo6d3QEQgQIECgDAFB+qs6p9YOY2NjwbfalPHvglESIEBgUAKpOcZN9UGJOy4BAgQIEBidgHl/dPbOTIBAZwLC9M68bF0jAUF6f4qR+jodf4+uP76OQoAAAQLNEBCkv6lj6obH7OxsOHDgwJsN/USAAAECBDoUSF2fCtM7hLQ5AQIECBDIQGBlZSXaS/N+lEUjAQIjFBCmjxDfqbsXEKR3b7d7z+orWi9durS76fXPFi2vKfxAgAABAoULCNL3vgBSYbq1w14nvxEgQIBA5wJuqnduZg8CBAgQIJCjwI0bN8KjR4+iXXdtGWXRSIDACAWE6SPEd+ruBATp3bnF9rpy5UrY2NiIPRUsWqIsGgkQIECgMAFB+tsFT4XpvtXmbSstBAgQINC+wJ07d8K9e/eiO7g+jbJoJECAAAEC2QqkriurAZn3sy2rjhNorMBkY0dmYI0U+Muvfyf81Tcvvxzbv/yFHw5f/rEvNHKcwxpUq0XL4uLisLrhPAQIECBAoJYCgvS3y7K5uRkuX361Ftv/rBse+0X8ToAAAQKdCLS6PvWGrU4kbUuAAAECBOovkJr3jx8/Hk6dOlX/AeghAQJFCfhkelHlznuwgvT+1y/19+jOnDkT3nvvvf6f0BEJECBAgEAmAoL0eKHW1tbCixcvok8K06MsGgkQIECgTYHUTfXDhw+Hs2fPtnkUmxEgQIAAAQI5CKTmfdeVOVRPHwmUJyBML6/mWY5YkD6Yslm0DMbVUQkQIEAgbwFBerp+qbVDtcfCwkJ6R88QIECAAIF3CKTmGDfV3wHnaQIECBAgkKGAeT/DoukygYIFhOkFFz+XoQvSB1cpi5bB2ToyAQIECOQpIEhvXbfU2uHChQvh0KFDrXf2LAECBAgQaCGQmmN8xXsLNE8RIECAAIFMBVZWVqI99ya6KItGAgRGLCBMH3EBnL61gCC9tU8vz+7s7ITV1dXoIdysiLJoJECAAIGGCwjS313gVNDhhse77WxBgAABAq0FzDGtfTxLgAABAgSaInDr1q1w//796HBcW0ZZNBIgMGIBYfqIC+D0aQFBetqmH89cvXo1PHv2LHooi5Yoi0YCBAgQaLCAIL294i4vL0c3tHaIsmgkQIAAgTYF7t27F+7cuRPd2hwTZdFIgAABAgSyFUi9ga4akA95ZVtWHSfQaAFheqPLm+/gBOmDr12rRcvi4uLgO+AMBAgQIECgJgKC9PYKsbW1FdbW1qIbCzqiLBoJECBAoE2BVten5pg2EW1GgAABAgQyEUjN+0ePHg1nzpzJZBS6SYBASQLC9JKqnclYBenDKVRq0XLq1Klw4sSJ4XTCWQgQIECAwIgFBOntF+Dy5cthc3MzuoOgI8qikQABAgTaFEhdnx48eDCcP3++zaPYjAABAgQIEMhBIDXvu67MoXr6SKBMAWF6mXWv7agF6cMrjUXL8KydiQABAgTqKSBI76wuqbVDdRQ3PTqztDUBAgQI7BVIzTHVt6aNjY3t3dhvBAgQIECAQNYCqXnfdWXWZdV5Ao0WEKY3urx5DU6QPtx6WbQM19vZCBAgQKBeAoL0zuuRWjucPXs2HDlypPMD2oMAAQIECHxXYHl5OWrhpnqURSMBAgQIEMhaIHVtad7Puqw6T6DRAsL0Rpc3n8EJ0odfK4uW4Zs7IwECBAjUQ0CQ3l0drB26c7MXAQIECLxbwBzzbiNbECBAgACBJgjcvXs3VP+LPYTpMRVtBAjUQUCYXocqFN4HQfrwXwDXr18PT548iZ7YoiXKopEAAQIEGiIgSO++kIKO7u3sSYAAAQJpgYcPH4Zbt25FN3B9GmXRSIAAAQIEshVIXVdWAzLvZ1tWHSfQeAFheuNLXO8BCtJHUx+LltG4OysBAgQIjFZAkN69//b2dlhdXY0eYGlpKdqukQABAgQItCPg+rQdJdsQIECAAIFmCKTm/cOHD4dz5841Y5BGQYBA4wSE6Y0raT4DEqSPrlapv0d34sSJcPLkydF1zJkJECBAgMCABATpvcGur6+H58+fRw/i0wNRFo0ECBAg0KZA6qb69PR0mJ2dbfMoNiNAgAABAgRyEEjN+4uLi2FsbCyHIegjAQIFCgjTCyx6HYYsSB9tFVKLFjfDR1sXZydAgACBwQgI0nt3Ta0dqiNXNz08CBAgQIBAtwKpOWZhYSGMj7tt1a2r/QgQIECAQB0FUh/ycl+6jtXSJwIEPhNwVfKZhH8OTUCQPjTq5IlSNyssWpJkniBAgACBTAUE6f0pXGrtcPr06XDs2LH+nMRRCBAgQKBIgdQc4/q0yJeDQRMgQIBAwwXM+w0vsOERaKiAML2hha3rsATp9ajMyspKtCNuVkRZNBIgQIBApgKC9P4Vzg2P/lk6EgECBAjsFUjNMUtLS3s39BsBAgQIECCQtcCDBw/C7du3o2NwXzrKopEAgZoICNNrUogSuiFIr0eVP/744/Dw4cNoZ9ysiLJoJECAAIEMBQTp/S1aKuhww6O/zo5GgACB0gQeP34crl+/Hh22OSbKopEAAQIECGQrkPqK92pA5v1sy6rjBIoQmCxilAY5coHdQfq/+oUfDj/7Y18YeZ9K7UDqZnjlYdFS6qvCuAkQINAsAUF6f+u5s7MTfKtNf00djQABAgReCaTml+pZ16deJQQIECBAoFkCqfvSBw4cCBcuXGjWYI2GAIFGCfhkeqPKWc/BCNLrVZfUouW9994L1d899SBAgAABAjkLCNL7X73qE4NPnz6NHti32kRZNBIgQIBAmwKp69OpqakwOzvb5lFsRoAAAQIECOQgkJr3FxYWwvi4qCqHGuojgVIF/Beq1MoPadyC9CFBd3Ca1KLFzfAOEG1KgAABArUUEKQPpiyptUN1tsXFxcGc1FEJECBAoAiB1BwzNzcXJid9mWIRLwKDJECAAIFiBFLzvvvSxbwEDJRAtgKuTLItXf07LkivZ41Sf5vGV+jVs156RYAAAQLtCewP0v/tv/5yOHhgqr2dbdVSILV2OHnyZHj//fdb7utJAgQIECDQSiB1U931aSs1zxEgQIAAgTwFzPt51k2vCRAIQZjuVTAQAUH6QFj7clCLlr4wOggBAgQI1Ejgxs374Y//5L+Ezc2t8A///kwQpPe3ONYO/fV0NAIECBB4I2COeWPhJwIECBAg0GSBx48fh5s3b0aH6JPpURaNBAjUSMDXvNeoGE3piiC9vpW8c+dOuH//frSD3vkfZdFIgAABAjUXEKQPvkCpT6ZbOwze3hkIECDQZIFnz56Fq1evRofopnqURSMBAgQIEMhWIPUGumpAri2zLauOEyhGQJheTKmHM1BB+nCcuz2LRUu3cvYjQIAAgToKCNKHU5WVlZXoidzwiLJoJECAAIE2BVZXV8POzk50a3NMlEUjAQIECBDIViD1Ju2pqakwMzOT7bh0nACBMgSE6WXUeSijFKQPhbmnk6TC9MOHD4ezZ8/2dGw7EyBAgACBYQoI0oejfePGjVB9HV/sIeiIqWgjQIAAgXYFUjfVJyYmwsWLF9s9jO0IECBAgACBDARS96UXFhZCNfd7ECBAoM4CwvQ6VyejvgnS8yhWatHiZnge9dNLAgQIEHglsDtI//z3+hvpg3xdpNYO1TmtHwYp79gECBBovkBqjqmC9Onp6eYDGCEBAgQIEChIIDXvu64s6EVgqAQyFhCmZ1y8unRdkF6XSry7H6lFi79H9247WxAgQIBAPQT2B+m/8xtfDgcPTNWjcw3sRWrtcPz48XDq1KkGjtiQCBAgQGBYAqlPprupPqwKOA8BAgQIEBieQOra0rw/vBo4EwEC3QsI07u3s+enAoL0vF4GFi151UtvCRAgQGCvgCB9r8cwfrN2GIaycxAgQKBMAXNMmXU3agIECBAoT+DJkyfh2rVr0YEL06MsGgkQqJmAML1mBcmpO4L0nKoVwr1798KdO3einbZoibJoJECAAIEaCQjSR1OMVNDhW21GUw9nJUCAQFMENjY2wvr6enQ4rk+jLBoJECBAgEC2Aqurq8m+m/eTNJ4gQKBGAsL0GhUjp64I0nOq1qu+pm6GV89atORXTz0mQIBASQKC9NFVO7V+sHYYXU2cmQABAk0QqG6qb29vR4dijomyaCRAgAABAtkKpP60y+TkZLh48WK249JxAgTKERCml1Prvo1UkN43yqEeKLVoOXjwYDh//vxQ++JkBAgQIECgXQFBertS/d/u1q1b4cGDB9EDCzqiLBoJECBAoE2B1Ju1xsbGwsLCQptHsRkBAgQIECCQg0Bq3p+bmwtTU1M5DEEfCRAoXECYXvgLoNPhC9I7FavP9qlFy+LiYqhuWHgQIECAAIG6CQjSR1uR1Nqh6pUwfbS1cXYCBAjkLpCaY2ZnZ8OBAwdyH57+EyBAgAABArsEUvO+68pdSH4kQKDWAsL0WpenXp0TpNerHp32xqKlUzHbEyBAgMAoBQTpo9R/de7U2uHo0aPhzJkzo++gHhAgQIBAtgKpOcZN9WxLquMECBAgQCApYN5P0niCAIFMBCYz6adujljgP339O+Gvv3n5ZS/+1S/8cPjZH/vCiHvk9J0KWLR0KmZ7AgQIEBiVgCB9VPJ7z2vtsNfDbwQIECDQP4HUHLO0tNS/kzgSAQIECBAgMHKB58+fh/X19Wg/vIkuyqKRAIEaCvhkeg2LUrcuCdLrVpHO+/Pw4cNQ/d3T2MOiJaaijQABAgRGJSBIH5X82+dNBR3WDm9baSFAgACB9gU2NzfD5cuv3qy/fy9zzH4RvxMgQIAAgbwFVlZWws7OTnQQ5v0oi0YCBGooIEyvYVHq1CVBep2q0X1fUjfDqyN653/3rvYkQIAAgf4KCNL769nr0VLrBzc8epW1PwECBMoWWFtbCy9evIgimGOiLBoJECBAgEC2AqnryvHx8TA/P5/tuHScAIGyBITpZdW7o9EK0jviqvXGqUXL9PR0mJmZqXXfdY4AAQIEyhAQpNerzp988km4e/dutFOCjiiLRgIECBBoUyB1fVrtvrCw0OZRbEaAAAECBAjkIJCa9y9evBiqe9MeBAgQyEFAmJ5DlUbQR0H6CNAHeMrUomVxcTFU7wL0IECAAAECoxQQpI9SP37u1Nqh2lqYHjfTSoAAAQLtCaTmmAsXLoRDhw61dxBbESBAgAABAlkIpOZ915VZlE8nCRD4roAUzUvhLQFB+lsk2TdYtGRfQgMgQIBAYwUE6fUsbWrtcPjw4XDu3Ll6dlqvCBAgQCALgdQc46Z6FuXTSQIECBAg0JGAeb8jLhsTIFBTAWF6TQszqm4J0kclP9jzWrQM1tfRCRAgQKA7AUF6d27D2Cu1dqi+1WZsbGwYXXAOAgQIEGioQGqOEaY3tOCGRYAAAQLFCmxsbIQrV65Ex2/ej7JoJECgpgLC9JoWZhTdEqSPQn3w53z8+HG4fv169EQWLVEWjQQIECAwBAFB+hCQeziFoKMHPLsSIECAQFJga2srXLp0Kfq869Moi0YCBAgQIJCtwNraWqjm/tjDvB9T0UaAQF0FhOl1rcyQ+yVIHzL4EE+3srKSPJtFS5LGEwQIECAwQAFB+gBx+3RoYXqfIB2GAAECBPYIXL58OWxubu5p++wX16efSfgnAQIECBBohkDqurL6trOFhYVmDNIoCBAoQkCYXkSZWw9SkN7aJ/dnU4uWqampMDs7m/vw9J8AAQIEMhMQpNe/YPfv3w+3b9+OdlTQEWXRSIAAAQJtCqSuT6vdzTFtItqMAAECBAhkIpCa92dmZsLBgwczGYVuEiBAIARheuGvAkF6818AqUXL3NxcmJycbD6AERIgQIBAbQQE6bUpRcuOpNYO1U5LS0st9/UkAQIECBBoJZCaY86ePRuOHDnSalfPESBAgAABApkJpOZ9b6DLrJC6S4CAML3k14AgvYzqLy8vRwdq0RJl0UiAAAECAxIQpA8IdgCHTd3wOHDgQDh//vwAzuiQBAgQIFCKQGqOcX1ayivAOAkQIECgJAH3pUuqtrESaLaAT6Y3u77J0QnSkzSNe8LNisaV1IAIECCQnYAgPa+SpdYOi4uLYXzc5UNe1dRbAgQI1EsgNccI0+tVJ70hQIAAAQK9Crx48SKsra1FD2Pej7JoJECgxgLuhtW4OIPqmiB9ULL1O+6zZ8/CtWvXoh3zNa1RFo0ECBAg0GcBQXqfQYdwOEHHEJCdggABAgUKbG9vh9XV1ejI3VSPsmgkQIAAAQLZClRBehWoxx7m/ZiKNgIE6iwgTK9zdQbQN0H6AFBrfMiVlZWws7MT7aFFS5RFIwECBAj0UUCQ3kfMIR5KmD5EbKciQIBAQQLr6+vh+fPn0RF7s3eURSMBAgQIEMhWIHVdWQ2o+tYzDwIECOQkIEzPqVo99lWQ3iNghrunFi0TExPh4sWLGY5IlwkQIEAgFwFBei6V2tvPR48ehZs3b+5t/O5vgo4oi0YCBAgQaFMgdX1a7e6mepuINiNAgAABApkIpOb9c+fOhcOHD2cyCt0kQIDAKwFheiGvBEF6IYXeN8zUoqUK0qenp/dt7VcCBAgQINAfAUF6fxxHcZTqW21SD99qk5LRToAAAQLtCKSuT0+fPh2OHTvWziFsQ4AAAQIECGQikJr3XVdmUkDdJEBgj4AwfQ9HM38RpDezru2Manl5ObqZRUuURSMBAgQI9EFAkN4HxBEeIrV2mJqaCjMzMyPsmVMTIECAQO4CbqrnXkH9J0CAAAEC7Quk5n3feNa+oS0JEKiPgDC9PrUYSE8E6QNhzeagFi3ZlEpHCRAg0AgBQXr+ZUytHRYWFkL1Z2I8CBAgQIBAtwKpOcabvbsVtR8BAgQIEKinwNbWVrh06VK0c+b9KItGAgRqLjBZ8/7pXg8Ce4L0/+WL4Wf/yed7OJpdcxPY2NgI6+vr0W5btERZNBIgQIBADwKC9B7warRr6pPp1g41KpKuECBAIEOBnZ2dkPpTIuaYDAuqywQIECBAoIVAdU+6ujcde/hkekxFGwECdRfwyfS6V6jL/gnSu4Rr0G6rq6the3s7OiI3K6IsGgkQIECgSwFBepdwNdzNpwZrWBRdIkCAQAMErl+/Hp4+fRodiZvqURaNBAgQIEAgW4HUdWU1oMXFxWzHpeMECJQrIExvYO0F6Q0sahdDSi1axsbGwvz8fBdHDeTHOAAAQABJREFUtAsBAgQIEHhbQJD+tkmuLU+ePAlV2BF7eCNeTEUbAQIECLQrkLo+rfY3x7SraDsCBAgQIJCHQOobzz788MNw9OjRPAahlwQIENglIEzfhdGEHwXpTahif8aQulkxOzsbDhw40J+TOAoBAgQIFC0gSG9W+VNfv1uNUtDRrFobDQECBIYtkLqpfvLkyXDixIlhd8f5CBAgQIAAgQEKpO5Lu64cILpDEyAwUAFh+kB5h3twQfpwvet+NouWuldI/wgQIJC3gCA97/rFep9aO0xOToaLFy/GdtFGgAABAgTaEkjNMW6qt8VnIwIECBAgkJWAeT+rcuksAQJtCAjT20DKYRNBeg5VGm4fU4sWf49uuHVwNgIECDRRQJDexKqGkFo7zM3NhampqWYO2qgIECBAYCgCqU+mC9OHwu8kBAgQIEBgaAI7OzthdXU1ej7zfpRFIwECGQgI0zMo0ru6KEh/l1B5z29uboa1tbXowC1aoiwaCRAgQKBNAUF6m1AZbpYK060dMiymLhMgQKBmAqk/JWKOqVmhdIcAAQIECPQocPXq1fDs2bPoUcz7URaNBAhkICBMz6BIrbooSG+lU+5zVZC+tbUVBbBoibJoJECAAIE2BATpbSBlvEkqTPetNhkXVdcJECBQA4EbN26Ex48fR3vi+jTKopEAAQIECGQrkLqurAa0uLiY7bh0nACBsgWE6RnXX5CecfEG3PVWi5aFhYUBn93hCRAgQKCJAoL0Jlb1zZieP38e1tfX3zTs+knQsQvDjwQIECDQsUCr61NzTMecdiBAgAABArUWSM37p06dCidOnKh133WOAAECKQFhekqm5u2C9JoXaMTdS/09ugsXLoRDhw6NuHdOT4AAAQK5CQjSc6tY5/2tvn63+tt2sYegI6aijQABAgTaFUjdVD9+/Hiobqx7ECBAgAABAs0RSN2Xdl3ZnBobCYESBYTpGVZdkJ5h0Ybc5dTNCouWIRfC6QgQINAAAUF6A4rYxhBSa4fx8fEwNzfXxhFsQoAAAQIE4gKpOcb1adxLKwECBAgQyFnAvJ9z9fSdAIGUgDA9JVPTdkF6TQtTs25ZtNSsILpDgACBTAUE6ZkWrotup9YOFy9eDNPT010c0S4ECBAgQOCVQGqOWVpaQkSAAAECBAg0TKD61rPYw5voYiraCBDIRUCYnkulPu2nID2jYo2wq1tbW2FtbS3aA4uWKItGAgQIEIgICNIjKA1uSgUd1g4NLrqhESBAYEgC5pghQTsNAQIECBAYscC1a9fCkydPor1wbRll0UiAQCYCwvRMCiVIz6RQNejm5cuXw+bmZrQnFi1RFo0ECBAgsE9AkL4PpIBfBR0FFNkQCRAgMAKBW7duhQcPHkTP7Po0yqKRAAECBAhkK5C6rqwGZN7Ptqw6ToDApwLC9AxeBoL0DIpUoy5atNSoGLpCgACBDAUE6RkWrccub2xshCtXrkSP4oZHlEUjAQIECLQp4Pq0TSibESBAgACBBgik5v0TJ06EkydPNmCEhkCAQKkCwvSaV16QXvMC1bB7qUXLuXPnwpEjR2rYY10iQIAAgboICNLrUonh9qP68zDVn4mJPYTpMRVtBAgQINCuQOr69OjRo+HMmTPtHsZ2BAgQIECAQAYCqXnfdWUGxdNFAgRaCky2fNaTIxUQpI+UP9uTW7RkWzodJ0CAwEgFbty8F/74T77x6Z8K2Qqf/96Z8Du/8eVw8MDUSPvk5MMRWF5ejp5obGwsLCwsRJ/TSIAAAQIE2hFwfdqOkm0IECBAgEAzBFLz/tLSUjMGaBQECBQr4JPpNS29IL2mhcmgW6lFi3cAZlA8XSRAgMCIBHYH6V/43llB+ojqMKrTptYOMzMz4eDBg6PqlvMSIECAQAMEUnOM69MGFNcQCBAgQIDAPoGVlZV9La9+Ne9HWTQSIJCRgDC9hsUSpNewKJl0aXt7O6yurkZ7a9ESZdFIgACB4gX2B+n/5jd+1ifSC3tVCDoKK7jhEiBAYIgC5pghYjsVAQIECBAYocDHH38cHj58GO2B+9JRFo0ECGQkIEyvWbEE6TUrSGbdWV9fD8+fP4/22qIlyqKRAAECRQsI0osu/+vBCzpeU/iBAAECBPoocPfu3VD9L/ZwfRpT0UaAAAECBPIVSF1XViMy7+dbVz0nQOCVgDC9Rq8EQXqNipFpV1otWhYXFzMdlW4TIECAwCAEBOmDUM3vmC9evAhra2vRjrvhEWXRSIAAAQJtCiwvLye3NMckaTxBgAABAgSyFEjdlz527Fg4ffp0lmPSaQIECHwmIEz/TGLE/xSkj7gADTl9atFSLViqhYsHAQIECBCoBATpXgefCVRBehWoxx6CjpiKNgIECBBoVyB1fXr48OFw7ty5dg9jOwIECBAgQCADgdS877oyg+LpIgEC7xQQpr+TaPAbCNIHb1zKGSxaSqm0cRIgQKB7AUF693ZN3DO1dqjG6lttmlhxYyJAgMDwBFJzTDW/jI2NDa8jzkSAAAECBAgMXCD1jTTC9IHTOwEBAkMQEKYPAbnVKQTprXQ816lA6maFRUunkrYnQIBAMwUE6c2say+jSq0dzp8/H6pPDnoQIECAAIFuBVJzjOvTbkXtR4AAAQIE6itg3q9vbfSMAIHeBYTpvRt2fQRBetd0dowI7OzshJWVlcgzIbhZEWXRSIAAgaIEBOlFlbvtwbrh0TaVDQkQIECgQwFzTIdgNidAgAABApkK3LlzJ9y/fz/ae/eloywaCRDITECYPqKCCdJHBN/g0167di08ffo0OsKlpaVou0YCBAgQKENAkF5GnbsZpaCjGzX7ECBAgMC7BKob6rdv345u5qZ6lEUjAQIECBDIViD1Fe/VgMz72ZZVxwkQ2CUgTN+FMawfBenDki7rPKmb4ZWCRUtZrwWjJUCAwG4BQfpuDT/vFtja2gqrq6u7m17/bO3wmsIPBAgQINCFgOvTLtDsQoAAAQIEMhVIzftHjhwJZ8+ezXRUuk2AAIE3AsL0NxZD+UmQPhTmIk+SWrScPHkynDhxokgTgyZAgEDpAoL00l8Brce/vr4eNjc3oxv5Vpsoi0YCBAgQaFMgdX164MCBcOHChTaPYjMCBAgQIEAgB4HUvL+4uJhD9/WRAAEC7xQQpr+TqH8bCNL7Z+lIbwukFi0+Wfa2lRYCBAiUICBIL6HKvY0xtXaojuqmR2+29iZAgEDpAqk5pppfxsfdiir99WH8BAgQINAsgdS8703azaqz0RAoWcAVzJCqL0gfEnTBp0n9bRphesEvCkMnQKBYAUF6saXvaOCptcOHH34Yjh492tGxbEyAAAECBHYLpG6quz7dreRnAgQIECDQDAHzfjPqaBQECKQFhOlpm749I0jvG6UDtRBYWVmJPutmRZRFIwECBBorIEhvbGn7PjA3PPpO6oAECBAg8F0Bc4yXAgECBAgQKEPg3r174ZNPPokO1n3pKItGAgQyFBCmD7hogvQBAzv8S4EbN26Ex48fRzV8nU6URSMBAgQaKSBIb2RZBzYoQcfAaB2YAAECRQs8evQo3Lx5M2rg+jTKopEAAQIECGQrkLqurAYkTM+2rDpOgMA+AWH6PpB+/ipI76emY7USsGhppeM5AgQIlCEgSC+jzv0a5c7OTlhdXY0ezg2PKItGAgQIEGhTIPWtadXu5pg2EW1GgAABAgQyEUj9+bBDhw6F8+fPZzIK3SRAgEBrAWF6a5+unxWkd01nxy4EUmH68ePHwwcffNDFEe1CgAABAjkJCNJzqlY9+rq+vh6ePXsW7YygI8qikQABAgTaFEjdVJ+amgozMzNtHsVmBAgQIECAQA4CqfvSi4uLYWxsLIch6CMBAgTeKSBMfydR5xsI0js3s0dvAqlFi5vhvbnamwABAjkICNJzqFL9+phaO1Q9tX6oX730iAABAjkJpOaYhYWFMDExkdNQ9JUAAQIECBB4h0Bq3ndd+Q44TxMgkJWAML3P5RKk9xnU4doSSC1a/D26tvhsRIAAgWwFBOnZlm7kHU+tHU6dOhWqb7bxIECAAAEC3Qqk5hg31bsVtR8BAgQIEKivgHm/vrXRMwIE+icw2b9DOdLuIP1Xf/GL4Wd+9PNQCAxFwKJlKMxOQoAAgVoJCNJrVY7sOmPtkF3JdJgAAQLZCKS+5l2Ynk0JdZQAAQIECLQl8PDhw3Dr1q3otub9KItGAgQyFfDJ9D4VTpDeJ0iH6VigWrA8ePAgup9FS5RFIwECBLIXEKRnX8KRD0CYPvIS6AABAgQaKfDkyZNw/fr16Nhcn0ZZNBIgQIAAgWwFUteV1YDM+9mWVccJEIgICNMjKJ02CdI7FbN9PwUsWvqp6VgECBCov4Agvf41qnsPd3Z2wsrKSrSbbnhEWTQSIECAQJsCqfml2t0c0yaizQgQIECAQCYCqfvS09PTYWZmJpNR6CYBAgTeLSBMf7dRyy0E6S15PDkEgdSi5ejRo+HMmTND6IFTECBAgMCwBATpw5Ju9nmqTwxWnxyMPZaWlmLN2ggQIECAQFsCqevTycnJMDc319YxbESAAAECBAjkIZCa9xcXF8P4uOgpjyrqJQEC7Qj4L1o7SoltBOkJGM1DFfD36IbK7WQECBAYmYAgfWT0jTtx6oZHNdDqpocHAQIECBDoViA1x1RBehWoexAgQIAAAQLNEUjN+76Npjk1NhICBF4JCNO7fCUI0ruEs1vfBSxa+k7qgAQIEKidgCC9diXJukOptcP7778fTp48mfXYdJ4AAQIERiuQmmPcVB9tXZydAAECBAgMQsCHvAah6pgECNRRQJjeRVUE6V2g2WVgAqm/SedmxcDIHZgAAQJDFRCkD5W7iJMJOooos0ESIEBgJALmmJGwOykBAgQIEBi6wOPHj8ONGzei53VfOsqikQCBjAWE6R0WT5DeIZjNByrwySefhLt370bPYdESZdFIgACBrAQE6VmVK5vOCjqyKZWOEiBAICuB58+fh/X19Wifl5aWou0aCRAgQIAAgTwFUteV1Wjcl86zpnpNgEBaQJietnnrGUH6WyQaRixg0TLiAjg9AQIEBiggSB8gbuGHTq0f3PAo/IVh+AQIEOhRoPrWtJ2dnehRzDFRFo0ECBAgQCBbgdR15dTUVJidnc12XDpOgACBmIAwPaYSaROkR1A0jVwgtWg5fPhwOHfu3Mj7pwMECBAg0J2AIL07N3u9W+Djjz8Ojx49im4o6IiyaCRAgACBNgVS16fj4+Nhbm6uzaPYjAABAgQIEMhBIDXvV3P+5ORkDkPQRwIECLQtIExvg0qQ3gaSTUYikFq0LC4uhrGxsZH0yUkJECBAoDcBQXpvfvZuLZBaO1R7CdNb23mWAAECBFoLpOaYixcvhunp6dY7e5YAAQIECBDISiA177uuzKqMOkuAQJsCwvR3QAnS3wHk6ZEKpBYt/h7dSMvi5AQIEOhaQJDeNZ0d2xRIrR2OHTsWTp8+3eZRbEaAAAECBN4WSM0xbqq/baWFAAECBAjkLmDez72C+k+AQCcCwvQWWoL0FjieqoWARUstyqATBAgQ6IuAIL0vjA7yDoHl5eXoFoKOKItGAgQIEOhAwPVpB1g2JUCAAAECGQs8ffo0XL16NToCH/KKsmgkQCBzAX+8IlHA//SX3w5//a0rL5/91V/8YviZH/18YkvNBEYjcP/+/XD79u3oyd0Qj7JoJECAQG0FBOm1LU3jOiboaFxJDYgAAQK1ENjY2AhXrry6h7K/Q65P94v4nQABAgQI5C2wurqaHIB5P0njCQIEMhbwyfRI8QTpERRNtRNI3QyvOmrRUrty6RABAgSSAoL0JI0nBiCQWj9YOwwA2yEJECBQkMDa2lrY2tqKjtgcE2XRSIAAAQIEshVIXVdOTEyEubm5bMel4wQIEEgJCNP3yQjS94H4tbYCqUXLwYMHw4ULF2rbbx0jQIAAgTcCgvQ3Fn4avED1jTbVN9vEHoKOmIo2AgQIEGhXIHV9OjY2FhYWFto9jO0IECBAgACBDARS834VpE9NTWUwAl0kQIBAZwLC9F1egvRdGH6svUBq0VLdqKhuWHgQIECAQL0FBOn1rk8Te5daO1RjFaY3seLGRIAAgeEJLC8vR082MzMTqjd8exAgQIAAAQLNEUjN+64rm1NjIyFAYK+AMP27HoL0vS8Mv9VfIHVD3KKl/rXTQwIECAjSvQZGIZBaOxw5ciScPXt2FF1yTgIECBBoiEBqjnF92pACGwYBAgQIENglYN7fheFHAgSKEBCmf1pmQXoRr/XGDdKipXElNSACBAoREKQXUugaDjO1dlhcXKxhb3WJAAECBHISSM0xwvScqqivBAgQIEDg3QIbGxthfX09uqF5P8qikQCBBggUH6YL0hvwKi5wCI8ePQo3b96MjnxpaSnarpEAAQIERi8gSB99DUruQSrosHYo+VVh7AQIEOhd4MWLF2FtbS16IDfVoywaCRAgQIBAtgKrq6the3s72n/zfpRFIwECDRAoOkwXpDfgFVzoEFI3wysOi5ZCXxSGTYBA7QUE6bUvUeM7mFo/WDs0vvQGSIAAgYEKVEF6FajHHuaYmIo2AgQIECCQr0DqunJ8fDwsLCzkOzA9J0CAQAuBYsN0QXqLV4Wnai+QWrRMTU2FmZmZ2vdfBwkQIFCagCC9tIrXb7z37t0Ln3zySbRjPpkeZdFIgAABAm0KpK5Pq939KZE2EW1GgAABAgQyEVheXo72tLonPT09HX1OIwECBHIXKDJMF6Tn/rLV/9TNiurdfxMTE4AIECBAoEYCgvQaFaPgrqTWDhWJTw0W/MIwdAIECPRBIDXHnDt3Lhw+fLgPZ3AIAgQIECBAoC4CqXnfdWVdKqQfBAgMQqC4MF2QPoiXkWMOWyD1DkCLlmFXwvkIECDQWkCQ3trHs8MTSK0dDh06FKqww4MAAQIECHQrkLqp7ptPuhW1HwECBAgQqK+Aeb++tdEzAgQGJ1BUmC5IH9wLyZGHK5BatAjTh1sHZyNAgEArAUF6Kx3PDVsgtXaovn53bGxs2N1xPgIECBBokEBqjnF92qAiGwoBAgQIEPhUYHNzM1y+fDlqYd6PsmgkQKAhAsWE6YL0hrxiDSM8efIkXL9+PSph0RJl0UiAAIGhCwjSh07uhO8QEHS8A8jTBAgQINCVwNbWVlhdXY3u6/o0yqKRAAECBAhkK7C2thaquT/2MO/HVLQRINAUgcmmDKTVOATprXQ8l5vAyspKsssWLUkaTxAgQGBoAnuC9O+bDf/m//jZcPDA1NDO70QEYgLC9JiKNgIECBDoVWB9ff3lp9Rix/E17zEVbQQIECBAIF+B1HVlNaKFhYV8B6bnBAgQeIdA48N0Qfo7XgGezk4gtWiZnJwMc3Nz2Y1HhwkQINAkgRs37oU//n++8elN5a3wBUF6k0qb9VgePHgQbt26FR2DN+JFWTQSIECAQJsCqevTavfqT4l4ECBAgAABAs0RWF5ejg7mwoUL4dChQ9HnNBIgQKAJAo3+mndBehNeosawXyB1s6IK0qtA3YMAAQIERiMgSB+Nu7O+WyC1dqj2FKa/288WBAgQIJAWSN1U//DDD8PRo0fTO3qGAAECBAgQyE4gdW3p22iyK6UOEyDQoUBjk7fVS7defiqs8vjVX/xi+Jkf/XyHNDYnUE8Bi5Z61kWvCBAg8O/+5BvhxQufSPdKqJ9Aau1w4MCBMDMzU78O6xEBAgQIZCOQmmO8WSubEuooAQIECBBoW8C83zaVDQkQaJjAUMP023fuh62t7YESPnr05OXxq69XrR6C9JcM/q9BAhYtDSrmvqE8evQ03Lzxyb5WvxIgUGeBp8+ev+7eC0H6aws/1EsgtXao/qbd+Pj/3959QFtR3A8cH0CagAg8pFcrscWCXTEarBhUsKHRYD1BTY5Bj7El/i0nMdGgMWqiRolGVCRWUKNYsMQSUbCLj0d9SJUiXWD/87vk8u7end27t+zeLd89B+7d2d3Zmc/svpm7szub6IGqolUQpAYBBBBIoIBbHUNnegILmywhgAACCKRaYMOGDWrWrFlGA+p9IwuBCCCQIIFQO9MnjH87VDo60kPlZmchCKxdu1bNnTvXuCcaLUaWWAVOnfq1kn9MCCAQTwHekR7PcktDqunoSEMpk0cEEEAgfAHLstSMGTOMO+b3qZGFQAQQQAABBGIrMGfOHD0S8PfG9FPvG1kIRACBBAmE0pneoX0r1bRpk1DZfjpkf4Z2D1WcnYUhIBcq5IKFaaLRYlKJR1ib1i1UTXveJxiP0iKVCJgFdujdUf3fyBNUi+ZNzSsQikAVBehMryI+u0YAAQQSLCA3essN36aJ36cmFcIQQAABBBCIr4Db70rJUd++feObMVKOAAII+BAIpTP9wdvO8ZEUVkEAgUICbo0WGaK1V69ehTZneUQFRpw9QMk/JgQQQAABBCotsGrVKjV//nxjtHR0GFkIRAABBBDwKeD2+1Q2p47xichqCCCAAAIIxETArd7v0qWLatWqVUxyQTIRQACB0gR4SWJpbmyFQFUE3BotPXv2VM2aNatKmtgpAggggAACCERXwK3tICmmoyO65UbKEEAAgTgIuNUxNTU1qm3btnHIAmlEAAEEEEAAAZ8CbvU+vyt9ArIaAgjEWoDO9FgXH4lPmwCNlrSVOPlFAAEEEECgPAG3tkPTpk2V3IzHhAACCCCAQKkCbnUMF9VLFWU7BBBAAAEEoitAvR/dsiFlCCAQvACd6cEbswcEKiZQW1trjIuLFUYWAhFAAAEEEEi9gNsFj969e6smTZqk3gcABBBAAIHSBdzqGH6flm7KlggggAACCERRYNOmTaqurs6YNOp9IwuBCCCQMAE60xNWoGQnuQLr169Xc+bMMWaQRouRhUAEEEAAAQRSL0BHR+oPAQAQQACBQAQsy+KieiCyRIoAAggggED0BOSatFybNk1clzapEIYAAkkToDM9aSVKfhIrMHPmTCV3AZomGi0mFcIQQAABBBBAgM50jgEEEEAAgSAEvvnmG7V69Wpj1Pw+NbIQiAACCCCAQGwF3H5XSoao92NbrCQcAQSKEKAzvQgsVkWgmgJujZZGjRqpvn37VjNp7BsBBBBAAAEEIiiwZs0aVV9fb0wZFzyMLAQigAACCPgUcPt9KptTx/hEZDUEEEAAAQRiIuBW73fs2FG1adMmJrkgmQgggEDpAnSml27HlgiEKuDWaOnevbtq3rx5qGlhZwgggAACCCAQfYEZM2a4JpKODlcaFiCAAAII+BBw+33arl071b59ex8xsAoCCCCAAAIIxEXArd7nd2VcSpB0IoBAuQJ0ppcryPYIhCRAoyUkaHaDAAIIIIBAQgTc2g5NmjRRvXr1SkguyQYCCCCAQDUE3OoYLqpXozTYJwIIIIAAAsEKUO8H60vsCCAQfQE606NfRqQQgYwAjRYOBAQQQAABBBAoRsCt7SAd6U2bNi0mKtZFAAEEEEDAJuBWx9CZbmNiBgEEEEAAgdgLWJal3EY9o96PffGSAQQQ8ClAZ7pPKFZDoJoCGzZsULNmzTImYYcddjCGE4gAAggggAAC6Raora01AnDBw8hCIAIIIIBAEQJ0pheBxaoIIIAAAgjEWGDevHlqzZo1xhxwXdrIQiACCCRQgM70BBYqWUqegHSkS4e6aeKCuEmFMAQQQAABBBCgo4NjAAEEEEAgCIGFCxeqlStXGqPm96mRhUAEEEAAAQRiK+D2u1IyRL0f22Il4QggUKQAnelFgrE6AtUQ8Gq09OnTpxpJYp8IIIAAAgggEGGBdevWqblz5xpTyAUPIwuBCCCAAAI+Bbx+n1LH+ERkNQQQQAABBGIi4Fbvd+jQQW277bYxyQXJRAABBMoToDO9PD+2RiAUAbdGS9euXdXWW28dShrYCQIIIIAAAgjER0Deabdp0yZjgunoMLIQiAACCCDgU8Dt9+k222yjOnbs6DMWVkMAAQQQQACBOAi41fv8roxD6ZFGBBColACd6ZWSJB4EAhSg0RIgLlEjgAACCCCQQAG3tkPjxo0Vo9oksMDJEgIIIBCigFsdw0X1EAuBXSGAAAIIIBCSQG1trXFP1PtGFgIRQCChAnSmJ7RgyVayBLhYkazyJDcIIIAAAggELeDWdujevbtq1qxZ0LsnfgQQQACBBAtwUT3BhUvWEEAAAQQQyBOoq6vLC9k8S2e6kYVABBBIqACd6QktWLKVHIGNGzcqGarVNNFoMakQhgACCCCAAAJunem0HTg2EEAAAQTKFaCOKVeQ7RFAAAEEEIiHwPz589WqVauMieW3pZGFQAQQSKgAnekJLViylRyBuXPnqu+//96YoR122MEYTiACCCCAAAIIpFvAraODtkO6jwtyjwACCJQrsHjxYrV8+XJjNFxUN7IQiAACCCCAQGwF3H5XSoao92NbrCQcAQRKEKAzvQQ0NkEgTAGvRkvfvn3DTAr7QgABBBBAAIEYCKxfv17Nnj3bmFIueBhZCEQAAQQQ8Cng9fuUOsYnIqshgAACCCAQEwG3er9t27aqQ4cOMckFyUQAAQTKF6AzvXxDYkAgUIFZs2YZ4+/UqZNq3bq1cRmBCCCAAAIIIJBegXnz5qlNmzYZAXgy3chCIAIIIICAT4E5c+YY12zVqpXq3LmzcRmBCCCAAAIIIBBPAbfOdG6gi2d5kmoEEChdYKvSN2VLBBAIQ2D48OHqxBNPVNJ4yf6rra1VHTt2DGP37AMBBBBAAAEEYibQu3dv9cEHH6gZM2YoaTNk2w91dXWqT58+McsNyUUAAQQQiJLA0KFD1cCBA7fULdk6pkWLFlFKJmlBAAEEEEAAgQoIbNy4UUkdv3btWlts3KRt42AGAQRSINDI0lMK8kkWEUAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEfApI91F9fb3tRrrDDjtMHX300T5jYDUEEEAg/gJ0pse/DMkBAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggECFBXhneoVBiQ4BBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAIP4CdKbHvwzJAQIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIBAhQXoTK8wKNEhgAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCMRfgM70+JchOUAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQqLAAnekVBiU6BBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAIH4C9CZHv8yJAcIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAhUWoDO9wqBEhwACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCAQfwE60+NfhuQAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQKDCAnSmVxiU6BBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEE4i9AZ3r8y5AcIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAghUWIDO9AqDEh0CCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAQPwF6EyPfxmSAwQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQACBCgvQmV5hUKJDAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEIi/AJ3p8S9DcoAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAgggUGEBOtMrDEp0CCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAALxF6AzPf5lSA4QQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBCosQGd6hUGJDgEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAg/gJ0pse/DMkBAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggECFBehMrzAo0SGAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIxF+AzvT4lyE5QAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBCosACd6RUGJToEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAgfgLbBX/LJADBBBAAAEEEEAAAQQQ8BLYtGmTeuqpp1Rtba3asGGDqqmpUYMHD1adO3f22oxlCCCAAAIIlCxA3VMyHRsigAACCCCQGAHaA4kpSjKCQKoF6ExPdfGTeQQQQAABBBBAAIE0CEyYMEENHTrUltWJEyeqJ554whbGDAIIIIAAApUSoO6plCTxIIAAAgggEF8B2gPxLTtSjgACDQJ0pjdY8A0BBBBAAAEEEEAAgUQKrFu3zpGvNWvWOMLSFPD++++ryZMnq9WrV6uePXuqE044QbVo0SJNBOQVAQQQCFSAusfJS93jNCEEAQQQQCDZArQHnOVLe8BpQggCURegMz3qJUT6Ei3AMDeJLl4yhwACCJQkIENwv/7662r8+PFq+vTpav78+Zl/3333nerYsaPq0qWL6tatmzrkkEPUwIED1U477VTSftgIgTQLjBo1Sv3qV7+yEey9997qv//9r2rcuLEtnBkE0iBA3ZOGUiaP1Rag7ql2CbB/BBAoJEB7oJAQyxEoX4D2QPmGxIBANQToTK+GOvtE4H8CDHPDoYAAAgggkBX4+uuv1U033aSeffZZtWzZsmyw7XP58uWZd15L4GOPPZZZ1rdvX3XJJZeoCy64QLVu3dq2PjMIIGAWGD16tGPBhx9+qL744gu16667OpYRgEBSBah7klqy5CuKAtQ9USwV0oQAAiJAe4DjAIHwBGgPhGfNnhCopACPXVRSk7gQKFKAYW6cYDLMzT333KNuu+22zHtc165d61yJEAQQQCBBAitWrFBXXHGF2m233dRDDz3k2pHuluW6urrME7YyTLX8/WRCAIHCAjLig2lauHChKZgwBBInQN2TuCIlQzEQoO6JQSGRRARSJkB7IGUFTnYjIUB7IBLFQCIQKFqAJ9N9kjHMjU8oVkOgDAGGuSkDj00RQCCWAp9++qk65phjVH19fdnpX7p0qRoxYoSaNGmSGjNmDENVly1KBFETePXVV9V7772n5F3vbdu2Vccff7zaZZddSkpmhw4dlKnjfLvttispPjZCIE4C1D1xKi3SWm0B6p5qlwD7RwCBoARoDwQlS7xJFKA9kMRSJU8IFCdAZ3oBL4a5KQDEYgQqKMAwNxXEJCoEEIi8gIzEceyxx6pvv/3WNa1t2rRRO++8c+Yd6a1atVLyFLq0TZYsWeK6zeOPP67OPfdcddRRR7muwwIE4iYwd+5cdeSRR9qSLSMx1NbW2sL8zgwZMiTzWoXc9XfffXfVr1+/3CC+I5A4AeqexBUpGQpQgLonQFyiRgCBqgrQHqgqPzuPmQDtgZgVGMlFICABOtNdYGWYmxtvvFH9+c9/VuvXr3dZyz04O+SqxHHzzTern//85+4rswQBBDICXsPc8P5SDhIEEEiSgFy8kI7BlStXGrN13HHHqfPPP1/JZ/PmzR3ryFPo8n7nu+66Sz3zzDNq06ZNtnW+/PJLOtNtIszEXaDSr8a54YYb1P7776+mTJmiJO7evXur0047jREd4n6gkH5PAeoeTx4WIuAQoO5xkBCAAAIJEKA9kIBCJAuhCtAeCJWbnSEQWQE60w1FwzA3BhSCEHARYJgbFxiCEUAAAReB1atXqzPPPNPYkd6pU6dMB7k8Nes1tWvXLtMZLx3y06dPzzxhmzu6R37nuldcLEMgjQKNGjVSgwYNyvxLY/7Jc/oEqHvSV+bkOHoC1D3RKxNShEDaBGgPpK3EyW8UBWgPRLFUSBMChQUaF14lXWvI3XkDBgzwfHepDLm67777qsGDB6thw4apAw44QMl7F70mGXJ14sSJXquwDIHYCWSHubn66qszIzlcfvnlZV2UNnUeMeRq7A4LEowAAgUErrjiCuPQ1N26dVPvvvuuMv0t9Ipy++23Vw8++KB68cUXVa9evTKrShgTAggggAACWQHqnqwEnwgggAACCKRXgPZAesuenCOAAAIIlCfAk+k5fgxzk4PBVwR8CDDMjQ8kVkEAAQRyBN588011991354Rs/ipPmr/88suZoaYdC30GHH300WratGnq+eefV8cff7zPrVgNAQQQQCDpAtQ9SS9h8ocAAggggEBhAdoDhY1YAwEEEEAAATcBOtP/J8MwN26HCOEIhCfAMDfhWbMnBBCojsCtt95q3PEtt9yi+vXrZ1xWTGCzZs3UiSeeWMwmrIsAAgggkHAB6p6EFzDZQwABBBBAwIcA7QEfSKyCAAIIIICAiwCd6f+D8Rrm5q233ir6SbHskKunn366uuiii9SsWbMUQ666HIUEI4AAAgggkAKBGTNmqPHjxzty2r9/f3Xeeec5wqsV8N133yl5akFe5bFw4UK1aNEi1aJFC9WxY0dVU1Oj9tprL7XHHnsouQGqnGnlypVq3rx5mXi6d++uWrZsaYxu6dKlmVfl1NXVZdaXp/jl3fLiJq/d8Ttt2LBBzZ49W8moKs2bN1cyrL58ljt98803asWKFZl8SJytWrUqKsqwvItKVN7Kksb58+cry7LUdtttp7bddtu8NfzP1tfXK4lPbvzo2bOn2mor958jGzdu3BKxlJ9pyl0nf3mTJk3yg2zzcixIeiRuObbbt29vW17KTJjlGfY5VIoH21RfgLrHXgZhnzfUPXb/Yuaoe/xrUff4t2JNBNIqQHvAXvK0BzZ7hFl/2EvA/xztgeKswriWIykK+xzyr8CaCAQooC+KpX564403LE3s+Kcv1lqff/552T76Qp311FNPWfpiX9lxEUGyBJ544gnHcaeH5o1NJmtrax3p79q1a2zST0IRQACBMAVGjhzp+Jsp7Y+nn346zGQY96Uv9lsPPPCANXDgQEt3chrTmdtW6ty5szV8+HDryy+/NMZXKPC9996zmjZtumU/rVu3tvSNh7bNpk6dag0bNszSHflb1stNg3zv06ePNWbMGNt2bjP6yX9bPLrz3po0aZLb6r7CjzrqKEecc+bMKbht2N6SoFLbHI8//rjVuHHjLfnUN1FYd955Z8E8mlY47rjjtsQj5dehQwdL31BhWtU67bTTbOvml72f+bPPPtsYtwR+8MEHlhwDufFceeWVrut7LahGeVbjHPIyYFl0Bah7GsqmGucNdU9pv3epexqOW7dv1D1uMoQjgIBJgPZAgwrtgXB/+4s8v0Ubjj/5xm/Rzf1wxVzPsQsyh0B1BOQJk9RPP/nJT2wX0rIX1e69997U2wAQrECpjYlgU+U/djrT/VuxJgIIINCjRw9He0M/7W2tX7++qjj6Xe3W7rvv7khbtj3k9amfKrYuuOACa/ny5UXlwVT/vfvuu5k4vv/+e+uGG26wdbZ7pUGWSSdooZsW9RP1jjyefPLJRaU7d+VPPvnEEZ90NC9evDh3Ncf3anhLIkzmfm7gu+mmmxz5HDFihCNffgLkx3J+WU6ePNm4aZs2bRzr5m9baF4/RW+MWwJL9ciPMErlGfQ5lJ935uMhQN3TUE6m8z7o84a6p7TOdOqehuPW9I26x6RCGAIIeAnQHmjQoT0Q7m9/kTeZ81vU/mCnH4+Go3jzN9oD+SLMIxCsgPu4ivrqVBomhrmxl3LYQ3Tou6kjOeSqqER9qBuGubEfu15zYZZl2OeQV75ZhgAC0RHQTysr+Zc/yetg9BPa+cGhzd92221KXnWjm5sl7VPq8fvuu0/pu/vVCy+8oPToJCXFk91I/l4PGjRI6VGDskG+PuWd859++qnST7K5DrM+dOhQ9dFHH9nie/755zP1ve64tYX7mRk7dqxjtYMOOkjpp60d4dmAqHln0xXFTxmCX46HciZ5PUGQUxTLM8hzKEhL4g5GgLrHn2uQ5w11j78yiMpa1D2llUSQ51BpKWIrBBDIFaA9kKvh/j3Iv2W0B9zdo7iE9kBppRLkOVRaitgKgQoLBNtXH/3YGeamoYzSPsyNSIQ9VFqpd+Yx7F3Dcev2LeyylHRU4xxyyz/hCCAQLYFHH33U+JTtuHHjqpbQa665xpgm3dTMhMvQ3rvuuqulO/wtGZ57zz33tA33nV0v+ylPHX/77be+8mOq/1588UVr//33N6ZJv6Pb0u9p9xzyXdKhO9Vd9z9z5kxLnhzPpjf7+fDDD7tu47Vgp512csR1zz33uG5STW9JlMncz93v1Xo6UEYNyJZRqZ9nnXWWa3mU6pGNMIrlGfQ5lM07n/ERoO6xl5XpvA/6vKHuideT6dQ99nMmf64a51B+GphHAIHiBWgP2M2q8beM9gDtgdyj0HQM+vltno2D36JZCT4RCFcg9cO8M8xNwwFn+kOelmHvRKEaQ6OYzP1UntW6sM2Qqw3ni+mbqTyDPodM6SAMAQSiJ3DJJZcYOwb1CDlVSeyzzz5rTI90Wp577rmZd4nru4odadNPNVjXXnutsVNatpWOdz+T6e+lDMmd32mq7+C39BPnW6KUIfHl/WL5797ObqefjLfWrVu3Zf38L4ceeqhjH37q3fx4pkyZ4ohH3jW/ZMmS/FUz89X2lkSYzP3kvVptDhnu/7PPPtvyT4984DCXYyZ3ndzvn3/+eeYmSWOBlOEh8UW1PMM4h9w8CY+mAHWPvVxMfwfDOG+oe4ofxpS6x37syhx1j9OEEAQQ8CdAe8DuRHugoV4O47e/6JvM+S3aUA5yPcOPh1jSHhAFJgSqI5DqzvTZs2c7LsrJH69LL720OqXxv73eeuutrhepsxeL/XzKE1z19fW+82Kq2KQjcMWKFdZhhx1mtCqUDqkI9LDXrmm4+eabHfHqITkz+3TdyGPBdddd54jv4IMP9thi86IomfupPKt1caGmpsbhW+gYyF/es2dP1/IwHYN+PHIjrFZZShpM6Q/6HMrNO98RQCC6Aocffrjj76ceDrwqCV60aJHVqVMnR3rkSfTbb7/dV5rGjBnj+k7zZ555pmAcpr+XufVF27ZtLXla0G2S0UcuvPBCRx4kjtGjR7ttZv31r391bKOH2ff9RH024quuusoRz+DBg7OLbZ9R8JYEmcz91LHVanPYEPVMbW2tw1xunih1KtUjyuUZxjlUqjfbVUeAusfubjrvwzhvqHuKv1hM3WM/dql77B7MIYBAcQK0B+xetAdUZsS5sH77i77JnN+ixbePaA/Yz2XmEAhboLH+8Zja6e233zbmfcCAAcbwMAL1017q8ssvd313qb7QrfSQq0resaqfylJ6yFUlYabp448/VocccohaunSpabGvsGXLlqmBAwca312qh1xVusNeeb2PcsKECequu+5y3deZZ56p9JCrtuVr165V+kK8LczvjLwrNX/SQ3zmB9nmo2ZuS1zEZvRNFWWnqBJxuCUiimUZ9DnkZkE4AghES0APf+5IkB4dxxEWRsCoUaPUggULbLuStsTTTz+tfvnLX9rC3WbOOOOMTF1tagP86U9/ctvMV7i+6UpJG+3oo492Xb9Jkybq7rvvVr169XKs49XuOOWUU5R+gty2jX4CWj355JO2sEIzpvelu7U3ou5dKK8stwvEoTyDPIfsGsxFXYC6x38JBXneUPf4LwfWNAtQ95hdCEUAAX8CtAf8OclatAecVkH+9nfujRAvAdoDXjosQyB4AXMvbPD7jcQe3DrT99lnn6qk77nnnlP6SW3jvvWwK2rSpElq+fLlSg93qvT7bpR0VOthRtWsWbOUdCLmd0pLRHr4WDVixAhjnH4Czz77bKXfA21bVQ+5mkmDdNJPnTpV6SfXlR5yNdO5b1vxfzN33HGH0sOymhZlLoJLh3/+9Nhjj+UHFZyXtEybNs22nlwwP/XUU21huTNRNM9NX9S+y80KegjVLf/0kKuOJOqhErcsz11XvushV5V+YtCxTSUColqWQZ9DlbAjDgQQCF7AdGObfvo6+B3n7UHq4/vvvz8vVKkTTjgh88+xwCPg2GOPVcOGDXOsIe0V+XtfyqSf1lcvvfRS5sbBQttLh/rFF1/sWE1uJty4caMjXALat29vbK8U0+6YPHmymj59ui1+KctBgwbZwmQm6t6OBBPgKRCH8gz6HPIEYmHkBKh7/BVJ0OcNdY+/cmAtswB1j9mFUAQQ8C9Ae8CfFe0Bd6cgfvu7740lJgHaAyYVwhAIVyDVnenSKZ0/ScXZu3fv/ODA5xcvXqwuuOACx37kSTE97Ir6+9//ruSJ3tatWzvW6d69u7rxxhvVI488ovRQpY7lcoFYv0/DEe4nYOHChVtWkwvFeshVpYdmsV3kln3KDQiyDz3k6pb1s1/mzZuX6fzPzud/ytPp+ZNcSDc19vLXy503PZUulb1cvDBNUTU3pTUqYVtttZX6wQ9+sOXfjjvu6Eha/jq56/fr109J50elpyiXZRjnUKU9iQ8BBCovYKrTqtGZLiO/5P5dyuZ05MiR2a9FfZ5//vnG9eUp92Knli1bZtoSO++8s+9Nhw8f7lhXvzNd1dXVOcKzAaZ2x2uvvWZ0yW6T+2lqb8iNhqan9KPsnZsnvvsTiHp5hnUO+dNirSgIUPcULoWwzhvqnsJlwRpmAeoeswuhCCDgX4D2QGEr2gOFjSr527/w3lgjX4D2QL4I8wiEL5DqznSGufF/wCVtmBvJeRyGRvFfQuleMw5lGeQ5lO7SJ/cIRF9Av99brVy50pHQVq1aOcKCDpBO4/ypf//+6tBDD80P9jV/4IEHZm6wyl85f1Sb/OWm+SOOOEIddNBBpkWuYTU1NUq/N9uxXL9LzBGWDZAnyPNvZJAn2ceNG5ddxfNTbirMn9yGeI+yd34emC8sEPXyDOscKizFGlEQoO7xVwphnTfUPf7Kg7WcAtQ9ThNCEEDAvwDtAX9WtAcKO1Xyt3/hvbFGvgDtgXwR5hEIXyDVnelRuTMv6sN0JG2YGznNom4e/p+C+O4xDmUZ9DkU39Ij5QikQ0BG5DCNyrFq1arQAd555x3HPgcPHuwIKyZgyJAhjtVL6Ux3ROIzQEboyZ9MNy9k15EnyE1pNj1xnt0m+yn5mjlzZnY289mjRw81YMAAW1h2Jone2byl8TOp5VnsOZTGso9jnql7gi21Ys8b6p5gyyPJsVP3JLl0yRsCwQvQHgjWmPaAcrweNljx9MZOeyC9ZU/OoyNAZ3peWeQ/qZS3OJDZKA/TkcRhbqQQo2weyEGW4EijXpZhnUMJLmKyhkDsBRo1auR4EloytXz58lDzJjcfffLJJ459ysgZ5UzSmZw/LViwQK1evTo/OJB50xP+hfZtepL8zTffVPX19Z5pHDt2rGO5vDdeyjh/Sqp3fj7TMp/k8izlHEpLucc5n9Q9wZZeKecNdU+wZZLE2Kl7kliq5AmBcAVoDwTrTXtAqTB/+wdbmtGNnfZAdMuGlKVLILWd6Qxz4+9AT+IwN5LzqA+N4q90WCsOZRnWOcTRgAAC0RZo166dI4Fhd6YvXrxYyXDm+VO5neldunTJjzIzv2zZMmN4pQObN2/uiHLTpk2OsNwAeZI8/ykCy7KUqbM8u50sL2aI96R6Zz3S9pnk8izlHEpb+cc1v9Q9wZVcKecNdU9w5ZHUmKl7klqy5AuBcAVoDwTnTXtgs21Yv/2DK8lox0x7INrlQ+rSI5DaznSGuQn2IM+/QC17i8qQq5KWpA6NInlL25TUsiz2HEpbuZNfBOImsO222zqSPGvWLEdYkAGm19vI/uLemW4yMz0pnrte48aN1RlnnJEblPnuNdS71Ddz5syxbbPnnnuq3XbbzRaWnUmTdzbPSf5MW3kWOoeSXNZJyht1T7ilWei8oe4JtzySsDfqniSUInlAoPoCtAfCLQPaA+F6p2FvtAfSUMrkMQ4Cqe1Ml4rNNKR72E+JJXWYjqgOcyMnZVLN4/AHp9JpTHJZlnIOVdqX+BBAoHIC3bp1c0QmP4hmzJjhCA8qwO1u8ZqamrJ26ba9/I2O8mQablfeie5WJqaOdlMc2TzjnZVIxiflmYxyTFsuqHuiV+KmeoO6J3rlFJUUUfdEpSRIBwLxFqA9EL3yoz0QvTKJcopoD0S5dEhbmgRS25kuhcwwN8Ed6lEd5kZynOShUYIr0WjGnOSyLOUcimYpkSoEEBCBAw44wAjx4YcfGsODCDT9XZH9yN/ScqZFixYZNze1s4wrVilwjz32MD5Vbuo0l2Hjx40bZ0up2xOG2ZXwzkok45PyTEY5pi0X1D3RK3HqnuiVSZRTRN0T5dIhbQjER4D2QPTKivZA9MokyimiPRDl0iFtaRJIdWc6w9yEe6hHYZgbyXHahkYJt5TD3VvayrLQORSuPntDAIFiBA488EDj6hMnTjSGBxFoavfIfr755puydpc/9Hk2svbt22e/RvbT9ESAqTP9rbfeUvPmzbPl4/DDD1empzyyK+GdlUjGJ+WZjHJMWy6oe6JZ4tQ90SyXKKaKuieKpUKaEIifAO2BaJYZ7YFolksUU0V7IIqlQprSKJDqznTTBVCGXK3uaWBqSFRy2DvJHUOjVLeMK7l3yrKSmsSFAAJBCvTv3181adLEsQvpuF23bp0jPIiAoH6AzZ0715FceVVFmzZtHOFRCxg2bJjKv1FpypQp6quvvrIl1dTBbmqz5G6UFG95Aj9/CuuYzd9vNeeTUp7VNGTf4QtQ94Rv7meP1D2Flah7NhtR9xQ+VlgDAQQKC9AeKGxUjTVoDxRWpz2w2Yj2QOFjhTUQCEPAeXUsjL1GZB8McxORgshJRtDD3MiuGBolBzzmXynLmBcgyUcgRQLSuXzIIYc4ciw38T399NOO8CACOnTooLbZZhtH1G5PljtWdAkwbS8XbOIw9ejRQx122GGOpOZ2nm/cuFH961//sq3TsmVLNWTIEFtY/kxSvLfeeuv8rKlVq1Y5wpIekJTyTHo5kT+7AHWP3SMqc9Q9hUuCumezEXVP4WOFNRBAoLAA7YHCRtVYg/ZAYXXaA5uNaA8UPlZYA4EwBFLdmc4wN2EcYsXvw/SkV+5F7WyMpQy5KtsGdTeXqTNB9heHYW4lnXGcKMs4lhppRiC9AhdffLEx89dee20oT6fLE9j77ruvIw1PPPGEI8xvgGVZ6tlnn3Ws7tbGcqwYgQBTu+Oxxx7bkrJJkyapBQsWbJmXLyeccILxxoTclZLi3bp169xsZb7X19c7wqoRIO+yD2tKSnmG5cV+oiNA3ROdsshNCXVProbzO3XPZhPqHuexQQgCCJQmQHugNLegt6I94C1Me2CzD+0B7+OEpQiEJZDqznSGuQnrMCtuP0EOcyMpCaoDNsxhbhnmZvMxlYSyLO7sYG0EEIizwEknnaS6du3qyEJtba363e9+5wgPImC//fZzRPuf//xHffbZZ45wPwETJkxwDIku2x155JF+No/EOkOHDnWMWvPFF1+ojz/+OJO+sWPHOtJpuujhWEkHJMG7Y8eOjqx9/vnnqtiO7EcffVTNnDnTEZffgBYtWjhWXbJkiSMsyIAklGeQPsQdTQHqnmiWC3WPd7lQ9zT4UPc0WPANAQRKF6A9ULpdkFvSHvDWpT3Q4EN7oMGCbwhUSyDVnekMc1Otw857v0EOcyN7TsLQKAxzs/kYSkJZep8NLEUAgSQJbLXVVuqSSy4xZummm25SplFYjCt7BL7yyiuZjmy3p81PPPFE49b33XefMbxQ4G233eZYZccdd1RHHHGEIzyqAXJj1vHHH+9InpTHhg0bHEO8S3ga3coAABCkSURBVN1zzDHHONY3BSTBu1+/fo6sSSf2c8895wh3C5g4caI655xzlIxkUOrUuXNn1aRJE9vm33//vVq2bJktLMiZJJRnkD7EHU0B6p5olgt1j3e5UPc0+FD3NFjwDQEEShegPVC6XZBb0h7w1qU90OBDe6DBgm8IVEsg1Z3pgs4wN9U69Lz3a3riqxJDrspekzA0CsPcbD5+klCW3mcCSxFAIGkCI0eOVD/84Q8d2ZL3ckvdN3r0aMcyPwGLFy9WP/3pT9WPf/xj9eqrr6o33njDuNn++++v9tprL8cy6Ux/6aWXHOFeAQ899JB6/fXXHauMGDEiU9c6FkQ4wNTukM50sRTb3Om0005TTZs2zQ1y/Z4E7759+xpH9bnjjjtc8527QDrSTz75ZCUd3+VM0pHeqVMnRxQyskJYUxLKMywr9hMtAeqeaJVHNjXUPVkJ5yd1T4MJdU+DBd8QQKA8AdoD5fkFtTXtAXdZ2gMNNrQHGiz4hkC1BFLfmc4wN9U69Lz3G+QwN7LnuA+NwjA3DcdP3MuyISd8QwCBNAg0a9ZMPfzww45hxSXv8hT08OHD1VFHHaVkGG0/09dff61+8YtfqD59+qh//vOfWzZZu3btlu/5Xy677LL8ILV69Wo1aNAgJUNxF5rk6WJ5z7s8aZw/7bTTTuqiiy7KD478/HHHHefoMJ4+fbq65pprHGk3XexwrJQTEHdv6cQ2lelrr72mbrnllpycOr/ee++96thjj1Xfffedc2EJId26dXNsJTd1hDnFvTzDtGJf0RGg7olOWeSmhLonV8P+nbrH7kHdY/dgDgEEShOgPVCaW9Bb0R5wF6Y9YLehPWD3YA6BsAVS35nOMDdhH3L+9hfkMDeSgrgPjcIwNw3HUdzLsiEnfEMAgbQI7Lbbbuovf/mL69PbL7/8stp1110zT7Bff/31SoZsf/PNNzPv8B4/fry6/fbbM8PFH3744WrnnXdWd955p1q5cqWNr127drb53Bl5gl06OPMneXL4zDPPVL/+9a9VXV1d/mI1f/78zNDeciPizTff7FguP3SlY7Nly5aOZVEPaN68uTrllFMcyfzggw9sYdtvv7068MADbWGFZpLgLTdsyMW3/EmOlQsvvDBz80d2CHf5fOedd9SPfvSjTCe83CSSnWpqarJfS/o0jaogIwhcffXVmRtCspHKaAJ333135jzLhlXqMwnlWSkL4omXAHVP9MqLuse7TKh7Gnyoexos+IYAAuUJ0B4ozy+IrWkPeKvSHmjwoT3QYME3BKoioC94pX5at26dpYdclZc4Ov7pznbrwQcfLMlo0aJFln56aUuc+j2prvHoi4Nb1sumQ78X2/r3v//tuo1pwT/+8Q9HPBLfqFGjTKvbwvTFese2+h2itnX8zuh3iTrievLJJ/1unllP1s9aZD/1ReyMSXY++6mHlC0qblk5zub6wrSlbzhw+OgL174cdEeN1aZNG8f2Wc/Jkyf7ikdW6tq1qyOeCRMm+N4+d8VSj8EolKXko9T05xpkv1fiHMrGxScCCERTYMyYMZYeLtzxNzT7t7jUT/1j3Prwww89Mz1v3jyrS5cunvvW7z63BgwYYElboEePHp7r6tduWPfcc4/nPnMXRvHv5aRJkzzzKOXxm9/8Jjcbvr9X21sSWq75z372M0+ftm3bWnvvvbdr+0KPOmT97W9/c8RRTJtj2rRplr5pwxGHlI2E77LLLpYeCtBq3LhxZh1po7hN5XgkoTxzXWhz5Gok/zt1j/03fzV/78rRRt3jfc5R9zT4UPc0WPANAQTKF6A9QHsg93pDkL/95Wgt57eXbE97QBQ2T7QHshJ8IhC+gAp/l9Hc4yeffGLJxefciiT3+8CBA63PPvvMV+LlQt+ll15q6fda2+I7//zzXbfXT3LZ1s3uWy6ySwOn0LRp0yZLD0VqjEMPuWrp4VsLRVF2xZa7g0pclNND1Bo7jPfdd19HPvX7MnN37+t73M2vvPJKh4McN7///e898y8XsuUmkewxZvos5sJ2//79HXHp98l6psFtYamNqyiUpeSp1PSbPCpxDpniJQwBBKIlIDfNde7c2fF31PS32U+YflLd0k9T+8rkjBkzLFnfT7xe6/htq+QmKop/L6Ut1bNnT0+Pr776KjcbRX2vprcktFzz+vp6442IXsdGdtnZZ59tyY2ADzzwgMO3mDaH5EOPnuCII7uf/M8OHTrIJsapXI+4l2cuCm2OXI10fKfuabiAXu3OdOoe73OOusfuQ91j92AOAQTKE6A9QHsg//dToflSfvvLUVruby/aA/ZznfaA3YM5BMISSP0w77qSyEwMc5OViM5nkMPcSC7jPjQKw9w0HKtxL8uGnPANAQTSJiDvR6+trVW//e1vVatWrUrOvrwz/f7771effvqp2meffXzF07t3b/X2229n3n2un+T1tU3+SvrJdfXee++pM844I39R7Ob10/Vq2LBhruneb7/9lLwTvtQp7t76KW/11ltvqVNPPdU3gby2Z/To0UqPnKTkNQCVmPRNg+rggw/2FVX37t19rVfKSnEvz1LyzDbJEaDuiU5ZUvd4lwV1j92HusfuwRwCCJQnQHugPL9Kbk17wFuT9oDdh/aA3YM5BEITCKvXPi77YZibhrvy9EGYGdq1lLKr1BMuQQ57J/mq9tAo5d6ZxzA3DUdntctSUlJueTbkxrIqdQ7lxsl3BBCItoB+J7ml36Vu6feZWy1atCj49K3uQLf0jVXWxIkTLf2+87IypzvhrXPOOcfq1KlTwf3Ka0KGDBliPfPMMyXv8/3333eMCDRy5MiS4rvssstsaRa7Yp92zu547ty5xqf19Y0O1nPPPZddrezPsL0lwZU0l1FwvI6Vdu3aWfJ6I/HMnV555RXbMO3bbLONNWfOnNxVfH3fuHGj9Yc//MHzPJHXGLzwwguu8VXSI+7lWclzyBWcBZEVoO6h7pHf/fn/KlHXy0Ffyb+11D32PyPUPXYP5hBAoDwB2gO0B/LbAjJPe8B5XvFbtLLtO36LOo8xQqIr0EiSpv84MuUIvPTSS5mntHRDIie09K96CFX1yCOP+HpSbObMmUp3oik9jGjpO9Rb6mFXMk8BFfOk2Lhx49Qpp5xi268e9k6NHz/eFuZnRncEqBdffNG2qn4HujrppJNsYYVm5PCUu61mz57tuqpYlfOkWJzNdQeyGjRokProo49cfdwW6CFXlR5uVekh0tW5555rW013Qij93lNbmNfMWWedlTnGvdbJLtNDrqrFixdnZ22f5R6D1SxLyUi56c/FqNQ5lBsn3xFAID4Ca9asUfr1MmrBggVq4cKFmb+b+oes0h2ESu7K7tatW+az0jmSenfq1KlKv/5GLVq0KLPf9evXq+222y7zr1evXpmngps1a1b2riWPuiNV6eG/VU1NTSb+UiPNGunXmCj9fnfVsmXLUqPKbCfuS5cuVfqHciYuPfy7krgrPYXpLWmvpLkemjjzpHr2OF21alXGfocddlBHHHGE0jc1GLlWrFih9DB9mSfV5XiSkYhKneTYqaurU19++WWm7axvKlH6tQlq9913z7S7C424UEkPyUOcy7PS51CpZcp21RWg7inOv9LnDXVPYX/qHqcRdY/ThBAEEChPgPZAcX60B/x5VfK3F+0BpzntAacJIQhUWoDOdBdRuSD4xz/+Ud16661KvpcyyZCr+j3mmY75Yi7ALlmyROmns9TDDz+spHIodpIhV0eNGqX22muvojaNakfgVVddpWRIT9MkQ67K8LLlTnE2X716tRo+fLgaO3asLwYZcvX222/PHJeywYMPPlh2Z7p+8kydfvrpmeGCCyVizz33VFOmTDGuVoljsFplKRmqRPqzMHSmZyX4RAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQSqI1DaCzKrk9ZQ9yrvLb3++uvV9OnTlR5yVUnHltsTNrkJkw50eZe1HnJVTZs2TZ133nlFP8kkT+7K+yU//vjjTIenHkYzdxfG7/K0mh5yVekhV9Xrr79edEe6RGp6OmiXXXYx7q9QYL9+/WyriJ3EX8qkhwlV8nR//iRldN111+UHlzQfZ/Ott95aPf7445kbDryOFT3kqhJLPRzclo50wZJyyX2PqR5yteinA+WdpG+88YbSQ656nifyRKXbjRHZtOQ/oVbsMVitsqxU+iUemSp5Dm2Okf8RQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQSKEeDJ9CK0GOamCCy9alyHuZFchjk0CsPc2I+rSnqEXZayv0qmv9LnkF2aOQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAS8BOtO9dFiGAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIJBKAYZ5T2Wxk2kEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAS8BOtO9dFiGAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIJBKATrTU1nsZBoBBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAwEuAznQvHZYhgAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCKRSgM70VBY7mUYAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQ8BKgM91Lh2UIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAqkUoDM9lcVOphFAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEvAToTPfSYRkCCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAQCoF6ExPZbGTaQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABLwE60710WIYAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAgggkEoBOtNTWexkGgEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEDAS4DOdC8dliGAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIpFKAzvRUFjuZRgABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBDwEqAz3UuHZQgggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACqRSgMz2VxU6mEUAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQS8BOhM99JhGQIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIBAKgXoTE9lsZNpBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEvATrTvXRYhgACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCQSgE601NZ7GQaAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQMBLgM50Lx2WIYAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAgikUoDO9FQWO5lGAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEPASoDPdS4dlCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAKpFPh/gi1J76sVvKsAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 18,
     "metadata": {
      "image/png": {
       "width": 700
      }
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Image(filename='images/17_13.png', width=700)\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "O9QIFmPZ3jjg"
   },
   "outputs": [],
   "source": [
    "\n",
    "\n",
    "def make_dcgan_discriminator(\n",
    "        input_size=(28, 28, 1),\n",
    "        n_filters=64, \n",
    "        n_blocks=2):\n",
    "    model = tf.keras.Sequential([\n",
    "        tf.keras.layers.Input(shape=input_size),\n",
    "        tf.keras.layers.Conv2D(\n",
    "            filters=n_filters, kernel_size=5, \n",
    "            strides=(1, 1), padding='same'),\n",
    "        tf.keras.layers.BatchNormalization(),\n",
    "        tf.keras.layers.LeakyReLU()\n",
    "    ])\n",
    "    \n",
    "    nf = n_filters\n",
    "    for i in range(n_blocks):\n",
    "        nf = nf*2\n",
    "        model.add(\n",
    "            tf.keras.layers.Conv2D(\n",
    "                filters=nf, kernel_size=(5, 5), \n",
    "                strides=(2, 2),padding='same'))\n",
    "        model.add(tf.keras.layers.BatchNormalization())\n",
    "        model.add(tf.keras.layers.LeakyReLU())\n",
    "        model.add(tf.keras.layers.Dropout(0.3))\n",
    "        \n",
    "    model.add(tf.keras.layers.Conv2D(\n",
    "            filters=1, kernel_size=(7, 7), padding='valid'))\n",
    "    \n",
    "    model.add(tf.keras.layers.Reshape((1,)))\n",
    "    \n",
    "    return model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 1000
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 1813,
     "status": "ok",
     "timestamp": 1566680750136,
     "user": {
      "displayName": "Vahid Mirjalili",
      "photoUrl": "",
      "userId": "03695229825133505307"
     },
     "user_tz": 240
    },
    "id": "DX4INL735ARw",
    "outputId": "dec87b5a-3c59-4cef-9ae6-0c1aaf3e3c0c"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Model: \"sequential_5\"\n",
      "_________________________________________________________________\n",
      "Layer (type)                 Output Shape              Param #   \n",
      "=================================================================\n",
      "conv2d_8 (Conv2D)            (None, 28, 28, 64)        1664      \n",
      "_________________________________________________________________\n",
      "batch_normalization_18 (Batc (None, 28, 28, 64)        256       \n",
      "_________________________________________________________________\n",
      "leaky_re_lu_18 (LeakyReLU)   (None, 28, 28, 64)        0         \n",
      "_________________________________________________________________\n",
      "conv2d_9 (Conv2D)            (None, 14, 14, 128)       204928    \n",
      "_________________________________________________________________\n",
      "batch_normalization_19 (Batc (None, 14, 14, 128)       512       \n",
      "_________________________________________________________________\n",
      "leaky_re_lu_19 (LeakyReLU)   (None, 14, 14, 128)       0         \n",
      "_________________________________________________________________\n",
      "dropout_4 (Dropout)          (None, 14, 14, 128)       0         \n",
      "_________________________________________________________________\n",
      "conv2d_10 (Conv2D)           (None, 7, 7, 256)         819456    \n",
      "_________________________________________________________________\n",
      "batch_normalization_20 (Batc (None, 7, 7, 256)         1024      \n",
      "_________________________________________________________________\n",
      "leaky_re_lu_20 (LeakyReLU)   (None, 7, 7, 256)         0         \n",
      "_________________________________________________________________\n",
      "dropout_5 (Dropout)          (None, 7, 7, 256)         0         \n",
      "_________________________________________________________________\n",
      "conv2d_11 (Conv2D)           (None, 1, 1, 1)           12545     \n",
      "_________________________________________________________________\n",
      "reshape_5 (Reshape)          (None, 1)                 0         \n",
      "=================================================================\n",
      "Total params: 1,040,385\n",
      "Trainable params: 1,039,489\n",
      "Non-trainable params: 896\n",
      "_________________________________________________________________\n"
     ]
    }
   ],
   "source": [
    "\n",
    "\n",
    "disc_model = make_dcgan_discriminator()\n",
    "disc_model.summary()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* **Loading and preprocessing the data**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 1000,
     "resources": {
      "http://localhost:8080/nbextensions/google.colab/colabwidgets/controls.css": {
       "data": "/* Copyright (c) Jupyter Development Team.
 * Distributed under the terms of the Modified BSD License.
 */

 /* We import all of these together in a single css file because the Webpack
loader sees only one file at a time. This allows postcss to see the variable
definitions when they are used. */

 /*-----------------------------------------------------------------------------
| Copyright (c) Jupyter Development Team.
| Distributed under the terms of the Modified BSD License.
|----------------------------------------------------------------------------*/

 /*
This file is copied from the JupyterLab project to define default styling for
when the widget styling is compiled down to eliminate CSS variables. We make one
change - we comment out the font import below.
*/

 /**
 * The material design colors are adapted from google-material-color v1.2.6
 * https://github.com/danlevan/google-material-color
 * https://github.com/danlevan/google-material-color/blob/f67ca5f4028b2f1b34862f64b0ca67323f91b088/dist/palette.var.css
 *
 * The license for the material design color CSS variables is as follows (see
 * https://github.com/danlevan/google-material-color/blob/f67ca5f4028b2f1b34862f64b0ca67323f91b088/LICENSE)
 *
 * The MIT License (MIT)
 *
 * Copyright (c) 2014 Dan Le Van
 *
 * Permission is hereby granted, free of charge, to any person obtaining a copy
 * of this software and associated documentation files (the "Software"), to deal
 * in the Software without restriction, including without limitation the rights
 * to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
 * copies of the Software, and to permit persons to whom the Software is
 * furnished to do so, subject to the following conditions:
 *
 * The above copyright notice and this permission notice shall be included in
 * all copies or substantial portions of the Software.
 *
 * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
 * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
 * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
 * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
 * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
 * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
 * SOFTWARE.
 */

 /*
The following CSS variables define the main, public API for styling JupyterLab.
These variables should be used by all plugins wherever possible. In other
words, plugins should not define custom colors, sizes, etc unless absolutely
necessary. This enables users to change the visual theme of JupyterLab
by changing these variables.

Many variables appear in an ordered sequence (0,1,2,3). These sequences
are designed to work well together, so for example, `--jp-border-color1` should
be used with `--jp-layout-color1`. The numbers have the following meanings:

* 0: super-primary, reserved for special emphasis
* 1: primary, most important under normal situations
* 2: secondary, next most important under normal situations
* 3: tertiary, next most important under normal situations

Throughout JupyterLab, we are mostly following principles from Google's
Material Design when selecting colors. We are not, however, following
all of MD as it is not optimized for dense, information rich UIs.
*/

 /*
 * Optional monospace font for input/output prompt.
 */

 /* Commented out in ipywidgets since we don't need it. */

 /* @import url('https://fonts.googleapis.com/css?family=Roboto+Mono'); */

 /*
 * Added for compabitility with output area
 */

 :root {

  /* Borders

  The following variables, specify the visual styling of borders in JupyterLab.
   */

  /* UI Fonts

  The UI font CSS variables are used for the typography all of the JupyterLab
  user interface elements that are not directly user generated content.
  */ /* Base font size */ /* Ensures px perfect FontAwesome icons */

  /* Use these font colors against the corresponding main layout colors.
     In a light theme, these go from dark to light.
  */

  /* Use these against the brand/accent/warn/error colors.
     These will typically go from light to darker, in both a dark and light theme
   */

  /* Content Fonts

  Content font variables are used for typography of user generated content.
  */ /* Base font size */


  /* Layout

  The following are the main layout colors use in JupyterLab. In a light
  theme these would go from light to dark.
  */

  /* Brand/accent */

  /* State colors (warn, error, success, info) */

  /* Cell specific styles */
  /* A custom blend of MD grey and blue 600
   * See https://meyerweb.com/eric/tools/color-blend/#546E7A:1E88E5:5:hex */
  /* A custom blend of MD grey and orange 600
   * https://meyerweb.com/eric/tools/color-blend/#546E7A:F4511E:5:hex */

  /* Notebook specific styles */

  /* Console specific styles */

  /* Toolbar specific styles */
}

 /* Copyright (c) Jupyter Development Team.
 * Distributed under the terms of the Modified BSD License.
 */

 /*
 * We assume that the CSS variables in
 * https://github.com/jupyterlab/jupyterlab/blob/master/src/default-theme/variables.css
 * have been defined.
 */

 /* This file has code derived from PhosphorJS CSS files, as noted below. The license for this PhosphorJS code is:

Copyright (c) 2014-2017, PhosphorJS Contributors
All rights reserved.

Redistribution and use in source and binary forms, with or without
modification, are permitted provided that the following conditions are met:

* Redistributions of source code must retain the above copyright notice, this
  list of conditions and the following disclaimer.

* Redistributions in binary form must reproduce the above copyright notice,
  this list of conditions and the following disclaimer in the documentation
  and/or other materials provided with the distribution.

* Neither the name of the copyright holder nor the names of its
  contributors may be used to endorse or promote products derived from
  this software without specific prior written permission.

THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS"
AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE
IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE
DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLE
FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL
DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR
SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER
CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY,
OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE
OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.

*/

 /*
 * The following section is derived from https://github.com/phosphorjs/phosphor/blob/23b9d075ebc5b73ab148b6ebfc20af97f85714c4/packages/widgets/style/tabbar.css 
 * We've scoped the rules so that they are consistent with exactly our code.
 */

 .jupyter-widgets.widget-tab > .p-TabBar {
  display: -webkit-box;
  display: -ms-flexbox;
  display: flex;
  -webkit-user-select: none;
  -moz-user-select: none;
  -ms-user-select: none;
  user-select: none;
}

 .jupyter-widgets.widget-tab > .p-TabBar[data-orientation='horizontal'] {
  -webkit-box-orient: horizontal;
  -webkit-box-direction: normal;
      -ms-flex-direction: row;
          flex-direction: row;
}

 .jupyter-widgets.widget-tab > .p-TabBar[data-orientation='vertical'] {
  -webkit-box-orient: vertical;
  -webkit-box-direction: normal;
      -ms-flex-direction: column;
          flex-direction: column;
}

 .jupyter-widgets.widget-tab > .p-TabBar > .p-TabBar-content {
  margin: 0;
  padding: 0;
  display: -webkit-box;
  display: -ms-flexbox;
  display: flex;
  -webkit-box-flex: 1;
      -ms-flex: 1 1 auto;
          flex: 1 1 auto;
  list-style-type: none;
}

 .jupyter-widgets.widget-tab > .p-TabBar[data-orientation='horizontal'] > .p-TabBar-content {
  -webkit-box-orient: horizontal;
  -webkit-box-direction: normal;
      -ms-flex-direction: row;
          flex-direction: row;
}

 .jupyter-widgets.widget-tab > .p-TabBar[data-orientation='vertical'] > .p-TabBar-content {
  -webkit-box-orient: vertical;
  -webkit-box-direction: normal;
      -ms-flex-direction: column;
          flex-direction: column;
}

 .jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tab {
  display: -webkit-box;
  display: -ms-flexbox;
  display: flex;
  -webkit-box-orient: horizontal;
  -webkit-box-direction: normal;
      -ms-flex-direction: row;
          flex-direction: row;
  -webkit-box-sizing: border-box;
          box-sizing: border-box;
  overflow: hidden;
}

 .jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tabIcon,
.jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tabCloseIcon {
  -webkit-box-flex: 0;
      -ms-flex: 0 0 auto;
          flex: 0 0 auto;
}

 .jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tabLabel {
  -webkit-box-flex: 1;
      -ms-flex: 1 1 auto;
          flex: 1 1 auto;
  overflow: hidden;
  white-space: nowrap;
}

 .jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tab.p-mod-hidden {
  display: none !important;
}

 .jupyter-widgets.widget-tab > .p-TabBar.p-mod-dragging .p-TabBar-tab {
  position: relative;
}

 .jupyter-widgets.widget-tab > .p-TabBar.p-mod-dragging[data-orientation='horizontal'] .p-TabBar-tab {
  left: 0;
  -webkit-transition: left 150ms ease;
  transition: left 150ms ease;
}

 .jupyter-widgets.widget-tab > .p-TabBar.p-mod-dragging[data-orientation='vertical'] .p-TabBar-tab {
  top: 0;
  -webkit-transition: top 150ms ease;
  transition: top 150ms ease;
}

 .jupyter-widgets.widget-tab > .p-TabBar.p-mod-dragging .p-TabBar-tab.p-mod-dragging {
  -webkit-transition: none;
  transition: none;
}

 /* End tabbar.css */

 :root { /* margin between inline elements */

    /* From Material Design Lite */
}

 .jupyter-widgets {
    margin: 2px;
    -webkit-box-sizing: border-box;
            box-sizing: border-box;
    color: black;
    overflow: visible;
}

 .jupyter-widgets.jupyter-widgets-disconnected::before {
    line-height: 28px;
    height: 28px;
}

 .jp-Output-result > .jupyter-widgets {
    margin-left: 0;
    margin-right: 0;
}

 /* vbox and hbox */

 .widget-inline-hbox {
    /* Horizontal widgets */
    -webkit-box-sizing: border-box;
            box-sizing: border-box;
    display: -webkit-box;
    display: -ms-flexbox;
    display: flex;
    -webkit-box-orient: horizontal;
    -webkit-box-direction: normal;
        -ms-flex-direction: row;
            flex-direction: row;
    -webkit-box-align: baseline;
        -ms-flex-align: baseline;
            align-items: baseline;
}

 .widget-inline-vbox {
    /* Vertical Widgets */
    -webkit-box-sizing: border-box;
            box-sizing: border-box;
    display: -webkit-box;
    display: -ms-flexbox;
    display: flex;
    -webkit-box-orient: vertical;
    -webkit-box-direction: normal;
        -ms-flex-direction: column;
            flex-direction: column;
    -webkit-box-align: center;
        -ms-flex-align: center;
            align-items: center;
}

 .widget-box {
    -webkit-box-sizing: border-box;
            box-sizing: border-box;
    display: -webkit-box;
    display: -ms-flexbox;
    display: flex;
    margin: 0;
    overflow: auto;
}

 .widget-gridbox {
    -webkit-box-sizing: border-box;
            box-sizing: border-box;
    display: grid;
    margin: 0;
    overflow: auto;
}

 .widget-hbox {
    -webkit-box-orient: horizontal;
    -webkit-box-direction: normal;
        -ms-flex-direction: row;
            flex-direction: row;
}

 .widget-vbox {
    -webkit-box-orient: vertical;
    -webkit-box-direction: normal;
        -ms-flex-direction: column;
            flex-direction: column;
}

 /* General Button Styling */

 .jupyter-button {
    padding-left: 10px;
    padding-right: 10px;
    padding-top: 0px;
    padding-bottom: 0px;
    display: inline-block;
    white-space: nowrap;
    overflow: hidden;
    text-overflow: ellipsis;
    text-align: center;
    font-size: 13px;
    cursor: pointer;

    height: 28px;
    border: 0px solid;
    line-height: 28px;
    -webkit-box-shadow: none;
            box-shadow: none;

    color: rgba(0, 0, 0, .8);
    background-color: #EEEEEE;
    border-color: #E0E0E0;
    border: none;
}

 .jupyter-button i.fa {
    margin-right: 4px;
    pointer-events: none;
}

 .jupyter-button:empty:before {
    content: "\200b"; /* zero-width space */
}

 .jupyter-widgets.jupyter-button:disabled {
    opacity: 0.6;
}

 .jupyter-button i.fa.center {
    margin-right: 0;
}

 .jupyter-button:hover:enabled, .jupyter-button:focus:enabled {
    /* MD Lite 2dp shadow */
    -webkit-box-shadow: 0 2px 2px 0 rgba(0, 0, 0, .14),
                0 3px 1px -2px rgba(0, 0, 0, .2),
                0 1px 5px 0 rgba(0, 0, 0, .12);
            box-shadow: 0 2px 2px 0 rgba(0, 0, 0, .14),
                0 3px 1px -2px rgba(0, 0, 0, .2),
                0 1px 5px 0 rgba(0, 0, 0, .12);
}

 .jupyter-button:active, .jupyter-button.mod-active {
    /* MD Lite 4dp shadow */
    -webkit-box-shadow: 0 4px 5px 0 rgba(0, 0, 0, .14),
                0 1px 10px 0 rgba(0, 0, 0, .12),
                0 2px 4px -1px rgba(0, 0, 0, .2);
            box-shadow: 0 4px 5px 0 rgba(0, 0, 0, .14),
                0 1px 10px 0 rgba(0, 0, 0, .12),
                0 2px 4px -1px rgba(0, 0, 0, .2);
    color: rgba(0, 0, 0, .8);
    background-color: #BDBDBD;
}

 .jupyter-button:focus:enabled {
    outline: 1px solid #64B5F6;
}

 /* Button "Primary" Styling */

 .jupyter-button.mod-primary {
    color: rgba(255, 255, 255, 1.0);
    background-color: #2196F3;
}

 .jupyter-button.mod-primary.mod-active {
    color: rgba(255, 255, 255, 1);
    background-color: #1976D2;
}

 .jupyter-button.mod-primary:active {
    color: rgba(255, 255, 255, 1);
    background-color: #1976D2;
}

 /* Button "Success" Styling */

 .jupyter-button.mod-success {
    color: rgba(255, 255, 255, 1.0);
    background-color: #4CAF50;
}

 .jupyter-button.mod-success.mod-active {
    color: rgba(255, 255, 255, 1);
    background-color: #388E3C;
 }

 .jupyter-button.mod-success:active {
    color: rgba(255, 255, 255, 1);
    background-color: #388E3C;
 }

 /* Button "Info" Styling */

 .jupyter-button.mod-info {
    color: rgba(255, 255, 255, 1.0);
    background-color: #00BCD4;
}

 .jupyter-button.mod-info.mod-active {
    color: rgba(255, 255, 255, 1);
    background-color: #0097A7;
}

 .jupyter-button.mod-info:active {
    color: rgba(255, 255, 255, 1);
    background-color: #0097A7;
}

 /* Button "Warning" Styling */

 .jupyter-button.mod-warning {
    color: rgba(255, 255, 255, 1.0);
    background-color: #FF9800;
}

 .jupyter-button.mod-warning.mod-active {
    color: rgba(255, 255, 255, 1);
    background-color: #F57C00;
}

 .jupyter-button.mod-warning:active {
    color: rgba(255, 255, 255, 1);
    background-color: #F57C00;
}

 /* Button "Danger" Styling */

 .jupyter-button.mod-danger {
    color: rgba(255, 255, 255, 1.0);
    background-color: #F44336;
}

 .jupyter-button.mod-danger.mod-active {
    color: rgba(255, 255, 255, 1);
    background-color: #D32F2F;
}

 .jupyter-button.mod-danger:active {
    color: rgba(255, 255, 255, 1);
    background-color: #D32F2F;
}

 /* Widget Button*/

 .widget-button, .widget-toggle-button {
    width: 148px;
}

 /* Widget Label Styling */

 /* Override Bootstrap label css */

 .jupyter-widgets label {
    margin-bottom: 0;
    margin-bottom: initial;
}

 .widget-label-basic {
    /* Basic Label */
    color: black;
    font-size: 13px;
    overflow: hidden;
    text-overflow: ellipsis;
    white-space: nowrap;
    line-height: 28px;
}

 .widget-label {
    /* Label */
    color: black;
    font-size: 13px;
    overflow: hidden;
    text-overflow: ellipsis;
    white-space: nowrap;
    line-height: 28px;
}

 .widget-inline-hbox .widget-label {
    /* Horizontal Widget Label */
    color: black;
    text-align: right;
    margin-right: 8px;
    width: 80px;
    -ms-flex-negative: 0;
        flex-shrink: 0;
}

 .widget-inline-vbox .widget-label {
    /* Vertical Widget Label */
    color: black;
    text-align: center;
    line-height: 28px;
}

 /* Widget Readout Styling */

 .widget-readout {
    color: black;
    font-size: 13px;
    height: 28px;
    line-height: 28px;
    overflow: hidden;
    white-space: nowrap;
    text-align: center;
}

 .widget-readout.overflow {
    /* Overflowing Readout */

    /* From Material Design Lite
        shadow-key-umbra-opacity: 0.2;
        shadow-key-penumbra-opacity: 0.14;
        shadow-ambient-shadow-opacity: 0.12;
     */
    -webkit-box-shadow: 0 2px 2px 0 rgba(0, 0, 0, .2),
                        0 3px 1px -2px rgba(0, 0, 0, .14),
                        0 1px 5px 0 rgba(0, 0, 0, .12);

    box-shadow: 0 2px 2px 0 rgba(0, 0, 0, .2),
                0 3px 1px -2px rgba(0, 0, 0, .14),
                0 1px 5px 0 rgba(0, 0, 0, .12);
}

 .widget-inline-hbox .widget-readout {
    /* Horizontal Readout */
    text-align: center;
    max-width: 148px;
    min-width: 72px;
    margin-left: 4px;
}

 .widget-inline-vbox .widget-readout {
    /* Vertical Readout */
    margin-top: 4px;
    /* as wide as the widget */
    width: inherit;
}

 /* Widget Checkbox Styling */

 .widget-checkbox {
    width: 300px;
    height: 28px;
    line-height: 28px;
}

 .widget-checkbox input[type="checkbox"] {
    margin: 0px 8px 0px 0px;
    line-height: 28px;
    font-size: large;
    -webkit-box-flex: 1;
        -ms-flex-positive: 1;
            flex-grow: 1;
    -ms-flex-negative: 0;
        flex-shrink: 0;
    -ms-flex-item-align: center;
        align-self: center;
}

 /* Widget Valid Styling */

 .widget-valid {
    height: 28px;
    line-height: 28px;
    width: 148px;
    font-size: 13px;
}

 .widget-valid i:before {
    line-height: 28px;
    margin-right: 4px;
    margin-left: 4px;

    /* from the fa class in FontAwesome: https://github.com/FortAwesome/Font-Awesome/blob/49100c7c3a7b58d50baa71efef11af41a66b03d3/css/font-awesome.css#L14 */
    display: inline-block;
    font: normal normal normal 14px/1 FontAwesome;
    font-size: inherit;
    text-rendering: auto;
    -webkit-font-smoothing: antialiased;
    -moz-osx-font-smoothing: grayscale;
}

 .widget-valid.mod-valid i:before {
    content: "\f00c";
    color: green;
}

 .widget-valid.mod-invalid i:before {
    content: "\f00d";
    color: red;
}

 .widget-valid.mod-valid .widget-valid-readout {
    display: none;
}

 /* Widget Text and TextArea Stying */

 .widget-textarea, .widget-text {
    width: 300px;
}

 .widget-text input[type="text"], .widget-text input[type="number"]{
    height: 28px;
    line-height: 28px;
}

 .widget-text input[type="text"]:disabled, .widget-text input[type="number"]:disabled, .widget-textarea textarea:disabled {
    opacity: 0.6;
}

 .widget-text input[type="text"], .widget-text input[type="number"], .widget-textarea textarea {
    -webkit-box-sizing: border-box;
            box-sizing: border-box;
    border: 1px solid #9E9E9E;
    background-color: white;
    color: rgba(0, 0, 0, .8);
    font-size: 13px;
    padding: 4px 8px;
    -webkit-box-flex: 1;
        -ms-flex-positive: 1;
            flex-grow: 1;
    min-width: 0; /* This makes it possible for the flexbox to shrink this input */
    -ms-flex-negative: 1;
        flex-shrink: 1;
    outline: none !important;
}

 .widget-textarea textarea {
    height: inherit;
    width: inherit;
}

 .widget-text input:focus, .widget-textarea textarea:focus {
    border-color: #64B5F6;
}

 /* Widget Slider */

 .widget-slider .ui-slider {
    /* Slider Track */
    border: 1px solid #BDBDBD;
    background: #BDBDBD;
    -webkit-box-sizing: border-box;
            box-sizing: border-box;
    position: relative;
    border-radius: 0px;
}

 .widget-slider .ui-slider .ui-slider-handle {
    /* Slider Handle */
    outline: none !important; /* focused slider handles are colored - see below */
    position: absolute;
    background-color: white;
    border: 1px solid #9E9E9E;
    -webkit-box-sizing: border-box;
            box-sizing: border-box;
    z-index: 1;
    background-image: none; /* Override jquery-ui */
}

 /* Override jquery-ui */

 .widget-slider .ui-slider .ui-slider-handle:hover, .widget-slider .ui-slider .ui-slider-handle:focus {
    background-color: #2196F3;
    border: 1px solid #2196F3;
}

 .widget-slider .ui-slider .ui-slider-handle:active {
    background-color: #2196F3;
    border-color: #2196F3;
    z-index: 2;
    -webkit-transform: scale(1.2);
            transform: scale(1.2);
}

 .widget-slider  .ui-slider .ui-slider-range {
    /* Interval between the two specified value of a double slider */
    position: absolute;
    background: #2196F3;
    z-index: 0;
}

 /* Shapes of Slider Handles */

 .widget-hslider .ui-slider .ui-slider-handle {
    width: 16px;
    height: 16px;
    margin-top: -7px;
    margin-left: -7px;
    border-radius: 50%;
    top: 0;
}

 .widget-vslider .ui-slider .ui-slider-handle {
    width: 16px;
    height: 16px;
    margin-bottom: -7px;
    margin-left: -7px;
    border-radius: 50%;
    left: 0;
}

 .widget-hslider .ui-slider .ui-slider-range {
    height: 8px;
    margin-top: -3px;
}

 .widget-vslider .ui-slider .ui-slider-range {
    width: 8px;
    margin-left: -3px;
}

 /* Horizontal Slider */

 .widget-hslider {
    width: 300px;
    height: 28px;
    line-height: 28px;

    /* Override the align-items baseline. This way, the description and readout
    still seem to align their baseline properly, and we don't have to have
    align-self: stretch in the .slider-container. */
    -webkit-box-align: center;
        -ms-flex-align: center;
            align-items: center;
}

 .widgets-slider .slider-container {
    overflow: visible;
}

 .widget-hslider .slider-container {
    height: 28px;
    margin-left: 6px;
    margin-right: 6px;
    -webkit-box-flex: 1;
        -ms-flex: 1 1 148px;
            flex: 1 1 148px;
}

 .widget-hslider .ui-slider {
    /* Inner, invisible slide div */
    height: 4px;
    margin-top: 12px;
    width: 100%;
}

 /* Vertical Slider */

 .widget-vbox .widget-label {
    height: 28px;
    line-height: 28px;
}

 .widget-vslider {
    /* Vertical Slider */
    height: 200px;
    width: 72px;
}

 .widget-vslider .slider-container {
    -webkit-box-flex: 1;
        -ms-flex: 1 1 148px;
            flex: 1 1 148px;
    margin-left: auto;
    margin-right: auto;
    margin-bottom: 6px;
    margin-top: 6px;
    display: -webkit-box;
    display: -ms-flexbox;
    display: flex;
    -webkit-box-orient: vertical;
    -webkit-box-direction: normal;
        -ms-flex-direction: column;
            flex-direction: column;
}

 .widget-vslider .ui-slider-vertical {
    /* Inner, invisible slide div */
    width: 4px;
    -webkit-box-flex: 1;
        -ms-flex-positive: 1;
            flex-grow: 1;
    margin-left: auto;
    margin-right: auto;
}

 /* Widget Progress Styling */

 .progress-bar {
    -webkit-transition: none;
    transition: none;
}

 .progress-bar {
    height: 28px;
}

 .progress-bar {
    background-color: #2196F3;
}

 .progress-bar-success {
    background-color: #4CAF50;
}

 .progress-bar-info {
    background-color: #00BCD4;
}

 .progress-bar-warning {
    background-color: #FF9800;
}

 .progress-bar-danger {
    background-color: #F44336;
}

 .progress {
    background-color: #EEEEEE;
    border: none;
    -webkit-box-shadow: none;
            box-shadow: none;
}

 /* Horisontal Progress */

 .widget-hprogress {
    /* Progress Bar */
    height: 28px;
    line-height: 28px;
    width: 300px;
    -webkit-box-align: center;
        -ms-flex-align: center;
            align-items: center;

}

 .widget-hprogress .progress {
    -webkit-box-flex: 1;
        -ms-flex-positive: 1;
            flex-grow: 1;
    margin-top: 4px;
    margin-bottom: 4px;
    -ms-flex-item-align: stretch;
        align-self: stretch;
    /* Override bootstrap style */
    height: auto;
    height: initial;
}

 /* Vertical Progress */

 .widget-vprogress {
    height: 200px;
    width: 72px;
}

 .widget-vprogress .progress {
    -webkit-box-flex: 1;
        -ms-flex-positive: 1;
            flex-grow: 1;
    width: 20px;
    margin-left: auto;
    margin-right: auto;
    margin-bottom: 0;
}

 /* Select Widget Styling */

 .widget-dropdown {
    height: 28px;
    width: 300px;
    line-height: 28px;
}

 .widget-dropdown > select {
    padding-right: 20px;
    border: 1px solid #9E9E9E;
    border-radius: 0;
    height: inherit;
    -webkit-box-flex: 1;
        -ms-flex: 1 1 148px;
            flex: 1 1 148px;
    min-width: 0; /* This makes it possible for the flexbox to shrink this input */
    -webkit-box-sizing: border-box;
            box-sizing: border-box;
    outline: none !important;
    -webkit-box-shadow: none;
            box-shadow: none;
    background-color: white;
    color: rgba(0, 0, 0, .8);
    font-size: 13px;
    vertical-align: top;
    padding-left: 8px;
	appearance: none;
	-webkit-appearance: none;
	-moz-appearance: none;
    background-repeat: no-repeat;
	background-size: 20px;
	background-position: right center;
    background-image: url("data:image/svg+xml;base64,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");
}

 .widget-dropdown > select:focus {
    border-color: #64B5F6;
}

 .widget-dropdown > select:disabled {
    opacity: 0.6;
}

 /* To disable the dotted border in Firefox around select controls.
   See http://stackoverflow.com/a/18853002 */

 .widget-dropdown > select:-moz-focusring {
    color: transparent;
    text-shadow: 0 0 0 #000;
}

 /* Select and SelectMultiple */

 .widget-select {
    width: 300px;
    line-height: 28px;

    /* Because Firefox defines the baseline of a select as the bottom of the
    control, we align the entire control to the top and add padding to the
    select to get an approximate first line baseline alignment. */
    -webkit-box-align: start;
        -ms-flex-align: start;
            align-items: flex-start;
}

 .widget-select > select {
    border: 1px solid #9E9E9E;
    background-color: white;
    color: rgba(0, 0, 0, .8);
    font-size: 13px;
    -webkit-box-flex: 1;
        -ms-flex: 1 1 148px;
            flex: 1 1 148px;
    outline: none !important;
    overflow: auto;
    height: inherit;

    /* Because Firefox defines the baseline of a select as the bottom of the
    control, we align the entire control to the top and add padding to the
    select to get an approximate first line baseline alignment. */
    padding-top: 5px;
}

 .widget-select > select:focus {
    border-color: #64B5F6;
}

 .wiget-select > select > option {
    padding-left: 4px;
    line-height: 28px;
    /* line-height doesn't work on some browsers for select options */
    padding-top: calc(28px - var(--jp-widgets-font-size) / 2);
    padding-bottom: calc(28px - var(--jp-widgets-font-size) / 2);
}

 /* Toggle Buttons Styling */

 .widget-toggle-buttons {
    line-height: 28px;
}

 .widget-toggle-buttons .widget-toggle-button {
    margin-left: 2px;
    margin-right: 2px;
}

 .widget-toggle-buttons .jupyter-button:disabled {
    opacity: 0.6;
}

 /* Radio Buttons Styling */

 .widget-radio {
    width: 300px;
    line-height: 28px;
}

 .widget-radio-box {
    display: -webkit-box;
    display: -ms-flexbox;
    display: flex;
    -webkit-box-orient: vertical;
    -webkit-box-direction: normal;
        -ms-flex-direction: column;
            flex-direction: column;
    -webkit-box-align: stretch;
        -ms-flex-align: stretch;
            align-items: stretch;
    -webkit-box-sizing: border-box;
            box-sizing: border-box;
    -webkit-box-flex: 1;
        -ms-flex-positive: 1;
            flex-grow: 1;
    margin-bottom: 8px;
}

 .widget-radio-box label {
    height: 20px;
    line-height: 20px;
    font-size: 13px;
}

 .widget-radio-box input {
    height: 20px;
    line-height: 20px;
    margin: 0 8px 0 1px;
    float: left;
}

 /* Color Picker Styling */

 .widget-colorpicker {
    width: 300px;
    height: 28px;
    line-height: 28px;
}

 .widget-colorpicker > .widget-colorpicker-input {
    -webkit-box-flex: 1;
        -ms-flex-positive: 1;
            flex-grow: 1;
    -ms-flex-negative: 1;
        flex-shrink: 1;
    min-width: 72px;
}

 .widget-colorpicker input[type="color"] {
    width: 28px;
    height: 28px;
    padding: 0 2px; /* make the color square actually square on Chrome on OS X */
    background: white;
    color: rgba(0, 0, 0, .8);
    border: 1px solid #9E9E9E;
    border-left: none;
    -webkit-box-flex: 0;
        -ms-flex-positive: 0;
            flex-grow: 0;
    -ms-flex-negative: 0;
        flex-shrink: 0;
    -webkit-box-sizing: border-box;
            box-sizing: border-box;
    -ms-flex-item-align: stretch;
        align-self: stretch;
    outline: none !important;
}

 .widget-colorpicker.concise input[type="color"] {
    border-left: 1px solid #9E9E9E;
}

 .widget-colorpicker input[type="color"]:focus, .widget-colorpicker input[type="text"]:focus {
    border-color: #64B5F6;
}

 .widget-colorpicker input[type="text"] {
    -webkit-box-flex: 1;
        -ms-flex-positive: 1;
            flex-grow: 1;
    outline: none !important;
    height: 28px;
    line-height: 28px;
    background: white;
    color: rgba(0, 0, 0, .8);
    border: 1px solid #9E9E9E;
    font-size: 13px;
    padding: 4px 8px;
    min-width: 0; /* This makes it possible for the flexbox to shrink this input */
    -ms-flex-negative: 1;
        flex-shrink: 1;
    -webkit-box-sizing: border-box;
            box-sizing: border-box;
}

 .widget-colorpicker input[type="text"]:disabled {
    opacity: 0.6;
}

 /* Date Picker Styling */

 .widget-datepicker {
    width: 300px;
    height: 28px;
    line-height: 28px;
}

 .widget-datepicker input[type="date"] {
    -webkit-box-flex: 1;
        -ms-flex-positive: 1;
            flex-grow: 1;
    -ms-flex-negative: 1;
        flex-shrink: 1;
    min-width: 0; /* This makes it possible for the flexbox to shrink this input */
    outline: none !important;
    height: 28px;
    border: 1px solid #9E9E9E;
    background-color: white;
    color: rgba(0, 0, 0, .8);
    font-size: 13px;
    padding: 4px 8px;
    -webkit-box-sizing: border-box;
            box-sizing: border-box;
}

 .widget-datepicker input[type="date"]:focus {
    border-color: #64B5F6;
}

 .widget-datepicker input[type="date"]:invalid {
    border-color: #FF9800;
}

 .widget-datepicker input[type="date"]:disabled {
    opacity: 0.6;
}

 /* Play Widget */

 .widget-play {
    width: 148px;
    display: -webkit-box;
    display: -ms-flexbox;
    display: flex;
    -webkit-box-align: stretch;
        -ms-flex-align: stretch;
            align-items: stretch;
}

 .widget-play .jupyter-button {
    -webkit-box-flex: 1;
        -ms-flex-positive: 1;
            flex-grow: 1;
    height: auto;
}

 .widget-play .jupyter-button:disabled {
    opacity: 0.6;
}

 /* Tab Widget */

 .jupyter-widgets.widget-tab {
    display: -webkit-box;
    display: -ms-flexbox;
    display: flex;
    -webkit-box-orient: vertical;
    -webkit-box-direction: normal;
        -ms-flex-direction: column;
            flex-direction: column;
}

 .jupyter-widgets.widget-tab > .p-TabBar {
    /* Necessary so that a tab can be shifted down to overlay the border of the box below. */
    overflow-x: visible;
    overflow-y: visible;
}

 .jupyter-widgets.widget-tab > .p-TabBar > .p-TabBar-content {
    /* Make sure that the tab grows from bottom up */
    -webkit-box-align: end;
        -ms-flex-align: end;
            align-items: flex-end;
    min-width: 0;
    min-height: 0;
}

 .jupyter-widgets.widget-tab > .widget-tab-contents {
    width: 100%;
    -webkit-box-sizing: border-box;
            box-sizing: border-box;
    margin: 0;
    background: white;
    color: rgba(0, 0, 0, .8);
    border: 1px solid #9E9E9E;
    padding: 15px;
    -webkit-box-flex: 1;
        -ms-flex-positive: 1;
            flex-grow: 1;
    overflow: auto;
}

 .jupyter-widgets.widget-tab > .p-TabBar {
    font: 13px Helvetica, Arial, sans-serif;
    min-height: 25px;
}

 .jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tab {
    -webkit-box-flex: 0;
        -ms-flex: 0 1 144px;
            flex: 0 1 144px;
    min-width: 35px;
    min-height: 25px;
    line-height: 24px;
    margin-left: -1px;
    padding: 0px 10px;
    background: #EEEEEE;
    color: rgba(0, 0, 0, .5);
    border: 1px solid #9E9E9E;
    border-bottom: none;
    position: relative;
}

 .jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tab.p-mod-current {
    color: rgba(0, 0, 0, 1.0);
    /* We want the background to match the tab content background */
    background: white;
    min-height: 26px;
    -webkit-transform: translateY(1px);
            transform: translateY(1px);
    overflow: visible;
}

 .jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tab.p-mod-current:before {
    position: absolute;
    top: -1px;
    left: -1px;
    content: '';
    height: 2px;
    width: calc(100% + 2px);
    background: #2196F3;
}

 .jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tab:first-child {
    margin-left: 0;
}

 .jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tab:hover:not(.p-mod-current) {
    background: white;
    color: rgba(0, 0, 0, .8);
}

 .jupyter-widgets.widget-tab > .p-TabBar .p-mod-closable > .p-TabBar-tabCloseIcon {
    margin-left: 4px;
}

 .jupyter-widgets.widget-tab > .p-TabBar .p-mod-closable > .p-TabBar-tabCloseIcon:before {
    font-family: FontAwesome;
    content: '\f00d'; /* close */
}

 .jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tabIcon,
.jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tabLabel,
.jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tabCloseIcon {
    line-height: 24px;
}

 /* Accordion Widget */

 .p-Collapse {
    display: -webkit-box;
    display: -ms-flexbox;
    display: flex;
    -webkit-box-orient: vertical;
    -webkit-box-direction: normal;
        -ms-flex-direction: column;
            flex-direction: column;
    -webkit-box-align: stretch;
        -ms-flex-align: stretch;
            align-items: stretch;
}

 .p-Collapse-header {
    padding: 4px;
    cursor: pointer;
    color: rgba(0, 0, 0, .5);
    background-color: #EEEEEE;
    border: 1px solid #9E9E9E;
    padding: 10px 15px;
    font-weight: bold;
}

 .p-Collapse-header:hover {
    background-color: white;
    color: rgba(0, 0, 0, .8);
}

 .p-Collapse-open > .p-Collapse-header {
    background-color: white;
    color: rgba(0, 0, 0, 1.0);
    cursor: default;
    border-bottom: none;
}

 .p-Collapse .p-Collapse-header::before {
    content: '\f0da\00A0';  /* caret-right, non-breaking space */
    display: inline-block;
    font: normal normal normal 14px/1 FontAwesome;
    font-size: inherit;
    text-rendering: auto;
    -webkit-font-smoothing: antialiased;
    -moz-osx-font-smoothing: grayscale;
}

 .p-Collapse-open > .p-Collapse-header::before {
    content: '\f0d7\00A0'; /* caret-down, non-breaking space */
}

 .p-Collapse-contents {
    padding: 15px;
    background-color: white;
    color: rgba(0, 0, 0, .8);
    border-left: 1px solid #9E9E9E;
    border-right: 1px solid #9E9E9E;
    border-bottom: 1px solid #9E9E9E;
    overflow: auto;
}

 .p-Accordion {
    display: -webkit-box;
    display: -ms-flexbox;
    display: flex;
    -webkit-box-orient: vertical;
    -webkit-box-direction: normal;
        -ms-flex-direction: column;
            flex-direction: column;
    -webkit-box-align: stretch;
        -ms-flex-align: stretch;
            align-items: stretch;
}

 .p-Accordion .p-Collapse {
    margin-bottom: 0;
}

 .p-Accordion .p-Collapse + .p-Collapse {
    margin-top: 4px;
}

 /* HTML widget */

 .widget-html, .widget-htmlmath {
    font-size: 13px;
}

 .widget-html > .widget-html-content, .widget-htmlmath > .widget-html-content {
    /* Fill out the area in the HTML widget */
    -ms-flex-item-align: stretch;
        align-self: stretch;
    -webkit-box-flex: 1;
        -ms-flex-positive: 1;
            flex-grow: 1;
    -ms-flex-negative: 1;
        flex-shrink: 1;
    /* Makes sure the baseline is still aligned with other elements */
    line-height: 28px;
    /* Make it possible to have absolutely-positioned elements in the html */
    position: relative;
}

/*# 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 */",
       "headers": [
        [
         "content-type",
         "text/css"
        ]
       ],
       "ok": true,
       "status": 200,
       "status_text": ""
      }
     }
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 35533,
     "status": "ok",
     "timestamp": 1566680786783,
     "user": {
      "displayName": "Vahid Mirjalili",
      "photoUrl": "",
      "userId": "03695229825133505307"
     },
     "user_tz": 240
    },
    "id": "-iAGk1Ta6xmQ",
    "outputId": "5d982155-11dd-47ca-b4a8-ca7fac6be686"
   },
   "outputs": [],
   "source": [
    "mnist_bldr = tfds.builder('mnist')\n",
    "mnist_bldr.download_and_prepare()\n",
    "mnist = mnist_bldr.as_dataset(shuffle_files=False)\n",
    "\n",
    "def preprocess(ex, mode='uniform'):\n",
    "    image = ex['image']\n",
    "    image = tf.image.convert_image_dtype(image, tf.float32)\n",
    "\n",
    "    image = image*2 - 1.0\n",
    "    if mode == 'uniform':\n",
    "        input_z = tf.random.uniform(shape=(z_size,),\n",
    "                                    minval=-1.0, maxval=1.0)\n",
    "    elif mode == 'normal':\n",
    "        input_z = tf.random.normal(shape=(z_size,))\n",
    "    return input_z, image"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 001 | ET 0.03 min | Avg Losses >> G/D 2.2613/0.8966 [D-Real: 0.1994 D-Fake: 0.6972]\n",
      "Epoch 002 | ET 0.06 min | Avg Losses >> G/D 1.9363/0.4797 [D-Real: 0.0318 D-Fake: 0.4479]\n",
      "Epoch 003 | ET 0.08 min | Avg Losses >> G/D 3.9752/1.9344 [D-Real: 0.6505 D-Fake: 1.2839]\n",
      "Epoch 004 | ET 0.11 min | Avg Losses >> G/D 3.2894/0.4507 [D-Real: 0.0255 D-Fake: 0.4252]\n",
      "Epoch 005 | ET 0.13 min | Avg Losses >> G/D 1.8579/1.8667 [D-Real: 0.0856 D-Fake: 1.7810]\n",
      "Epoch 006 | ET 0.16 min | Avg Losses >> G/D 1.3772/1.0385 [D-Real: 0.6723 D-Fake: 0.3662]\n",
      "Epoch 007 | ET 0.19 min | Avg Losses >> G/D 1.6337/1.3313 [D-Real: 0.2112 D-Fake: 1.1201]\n",
      "Epoch 008 | ET 0.22 min | Avg Losses >> G/D 4.8479/0.7182 [D-Real: 0.6769 D-Fake: 0.0413]\n",
      "Epoch 009 | ET 0.24 min | Avg Losses >> G/D 3.6744/0.4603 [D-Real: 0.3754 D-Fake: 0.0849]\n",
      "Epoch 010 | ET 0.27 min | Avg Losses >> G/D 5.0499/0.0592 [D-Real: 0.0006 D-Fake: 0.0586]\n",
      "Epoch 011 | ET 0.30 min | Avg Losses >> G/D 5.0973/0.0413 [D-Real: 0.0055 D-Fake: 0.0359]\n",
      "Epoch 012 | ET 0.33 min | Avg Losses >> G/D 4.1169/0.0598 [D-Real: 0.0003 D-Fake: 0.0595]\n",
      "Epoch 013 | ET 0.36 min | Avg Losses >> G/D 2.8190/0.0483 [D-Real: 0.0027 D-Fake: 0.0456]\n",
      "Epoch 014 | ET 0.39 min | Avg Losses >> G/D 2.9575/0.0685 [D-Real: 0.0000 D-Fake: 0.0685]\n",
      "Epoch 015 | ET 0.42 min | Avg Losses >> G/D 4.0035/0.0405 [D-Real: 0.0010 D-Fake: 0.0395]\n",
      "Epoch 016 | ET 0.44 min | Avg Losses >> G/D 2.3430/0.2858 [D-Real: 0.0203 D-Fake: 0.2655]\n",
      "Epoch 017 | ET 0.47 min | Avg Losses >> G/D 1.4409/1.0822 [D-Real: 0.4779 D-Fake: 0.6043]\n",
      "Epoch 018 | ET 0.50 min | Avg Losses >> G/D 2.8352/0.5021 [D-Real: 0.0017 D-Fake: 0.5004]\n",
      "Epoch 019 | ET 0.53 min | Avg Losses >> G/D 6.3125/0.4347 [D-Real: 0.2254 D-Fake: 0.2093]\n",
      "Epoch 020 | ET 0.56 min | Avg Losses >> G/D 15.7531/0.4007 [D-Real: 0.4007 D-Fake: 0.0000]\n",
      "Epoch 021 | ET 0.59 min | Avg Losses >> G/D 21.8677/0.3910 [D-Real: 0.3910 D-Fake: 0.0000]\n",
      "Epoch 022 | ET 0.62 min | Avg Losses >> G/D 26.1800/0.1177 [D-Real: 0.1177 D-Fake: 0.0000]\n",
      "Epoch 023 | ET 0.65 min | Avg Losses >> G/D 27.8351/0.0009 [D-Real: 0.0009 D-Fake: 0.0000]\n",
      "Epoch 024 | ET 0.67 min | Avg Losses >> G/D 29.7924/0.1276 [D-Real: 0.1276 D-Fake: 0.0000]\n",
      "Epoch 025 | ET 0.71 min | Avg Losses >> G/D 30.5686/0.0067 [D-Real: 0.0067 D-Fake: 0.0000]\n",
      "Epoch 026 | ET 0.73 min | Avg Losses >> G/D 30.6600/0.0008 [D-Real: 0.0008 D-Fake: 0.0000]\n",
      "Epoch 027 | ET 0.76 min | Avg Losses >> G/D 31.0723/0.0000 [D-Real: 0.0000 D-Fake: 0.0000]\n",
      "Epoch 028 | ET 0.79 min | Avg Losses >> G/D 31.5568/0.0000 [D-Real: 0.0000 D-Fake: 0.0000]\n",
      "Epoch 029 | ET 0.82 min | Avg Losses >> G/D 31.1269/0.0000 [D-Real: 0.0000 D-Fake: 0.0000]\n",
      "Epoch 030 | ET 0.84 min | Avg Losses >> G/D 31.9102/0.0000 [D-Real: 0.0000 D-Fake: 0.0000]\n",
      "Epoch 031 | ET 0.88 min | Avg Losses >> G/D 31.9654/0.0000 [D-Real: 0.0000 D-Fake: 0.0000]\n",
      "Epoch 032 | ET 0.90 min | Avg Losses >> G/D 31.9477/0.0000 [D-Real: 0.0000 D-Fake: 0.0000]\n",
      "Epoch 033 | ET 0.93 min | Avg Losses >> G/D 32.0382/0.0000 [D-Real: 0.0000 D-Fake: 0.0000]\n",
      "Epoch 034 | ET 0.96 min | Avg Losses >> G/D 31.7938/0.0000 [D-Real: 0.0000 D-Fake: 0.0000]\n",
      "Epoch 035 | ET 0.99 min | Avg Losses >> G/D 32.0762/0.0000 [D-Real: 0.0000 D-Fake: 0.0000]\n",
      "Epoch 036 | ET 1.01 min | Avg Losses >> G/D 31.7730/0.0001 [D-Real: 0.0001 D-Fake: 0.0000]\n",
      "Epoch 037 | ET 1.05 min | Avg Losses >> G/D 31.7715/0.0002 [D-Real: 0.0002 D-Fake: 0.0000]\n",
      "Epoch 038 | ET 1.08 min | Avg Losses >> G/D 32.2221/0.0000 [D-Real: 0.0000 D-Fake: 0.0000]\n",
      "Epoch 039 | ET 1.11 min | Avg Losses >> G/D 31.6058/0.0000 [D-Real: 0.0000 D-Fake: 0.0000]\n",
      "Epoch 040 | ET 1.13 min | Avg Losses >> G/D 31.8976/0.0000 [D-Real: 0.0000 D-Fake: 0.0000]\n",
      "Epoch 041 | ET 1.17 min | Avg Losses >> G/D 31.8639/0.0000 [D-Real: 0.0000 D-Fake: 0.0000]\n",
      "Epoch 042 | ET 1.20 min | Avg Losses >> G/D 32.0039/0.0000 [D-Real: 0.0000 D-Fake: 0.0000]\n",
      "Epoch 043 | ET 1.23 min | Avg Losses >> G/D 31.7224/0.0000 [D-Real: 0.0000 D-Fake: 0.0000]\n",
      "Epoch 044 | ET 1.26 min | Avg Losses >> G/D 32.1655/0.0000 [D-Real: 0.0000 D-Fake: 0.0000]\n",
      "Epoch 045 | ET 1.29 min | Avg Losses >> G/D 31.8841/0.0000 [D-Real: 0.0000 D-Fake: 0.0000]\n",
      "Epoch 046 | ET 1.31 min | Avg Losses >> G/D 31.7143/0.0000 [D-Real: 0.0000 D-Fake: 0.0000]\n",
      "Epoch 047 | ET 1.34 min | Avg Losses >> G/D 32.1758/0.0607 [D-Real: 0.0607 D-Fake: 0.0000]\n",
      "Epoch 048 | ET 1.37 min | Avg Losses >> G/D 31.7719/0.0000 [D-Real: 0.0000 D-Fake: 0.0000]\n",
      "Epoch 049 | ET 1.40 min | Avg Losses >> G/D 31.5191/0.0000 [D-Real: 0.0000 D-Fake: 0.0000]\n",
      "Epoch 050 | ET 1.43 min | Avg Losses >> G/D 31.0560/0.0000 [D-Real: 0.0000 D-Fake: 0.0000]\n",
      "Epoch 051 | ET 1.46 min | Avg Losses >> G/D 30.9129/0.0000 [D-Real: 0.0000 D-Fake: 0.0000]\n",
      "Epoch 052 | ET 1.49 min | Avg Losses >> G/D 30.7507/0.0000 [D-Real: 0.0000 D-Fake: 0.0000]\n",
      "Epoch 053 | ET 1.52 min | Avg Losses >> G/D 30.8114/0.0000 [D-Real: 0.0000 D-Fake: 0.0000]\n",
      "Epoch 054 | ET 1.54 min | Avg Losses >> G/D 30.3698/0.0000 [D-Real: 0.0000 D-Fake: 0.0000]\n",
      "Epoch 055 | ET 1.57 min | Avg Losses >> G/D 30.5370/0.0000 [D-Real: 0.0000 D-Fake: 0.0000]\n",
      "Epoch 056 | ET 1.60 min | Avg Losses >> G/D 30.4119/0.0000 [D-Real: 0.0000 D-Fake: 0.0000]\n",
      "Epoch 057 | ET 1.63 min | Avg Losses >> G/D 29.9065/0.0000 [D-Real: 0.0000 D-Fake: 0.0000]\n",
      "Epoch 058 | ET 1.65 min | Avg Losses >> G/D 30.4976/0.0000 [D-Real: 0.0000 D-Fake: 0.0000]\n",
      "Epoch 059 | ET 1.68 min | Avg Losses >> G/D 30.3410/0.0000 [D-Real: 0.0000 D-Fake: 0.0000]\n",
      "Epoch 060 | ET 1.71 min | Avg Losses >> G/D 29.9369/0.0000 [D-Real: 0.0000 D-Fake: 0.0000]\n",
      "Epoch 061 | ET 1.74 min | Avg Losses >> G/D 30.3997/0.0000 [D-Real: 0.0000 D-Fake: 0.0000]\n",
      "Epoch 062 | ET 1.77 min | Avg Losses >> G/D 29.7516/0.0000 [D-Real: 0.0000 D-Fake: 0.0000]\n",
      "Epoch 063 | ET 1.80 min | Avg Losses >> G/D 30.0634/0.0000 [D-Real: 0.0000 D-Fake: 0.0000]\n",
      "Epoch 064 | ET 1.83 min | Avg Losses >> G/D 30.2397/0.0000 [D-Real: 0.0000 D-Fake: 0.0000]\n",
      "Epoch 065 | ET 1.85 min | Avg Losses >> G/D 29.8083/0.0000 [D-Real: 0.0000 D-Fake: 0.0000]\n",
      "Epoch 066 | ET 1.88 min | Avg Losses >> G/D 30.3954/0.0000 [D-Real: 0.0000 D-Fake: 0.0000]\n",
      "Epoch 067 | ET 1.91 min | Avg Losses >> G/D 29.8729/0.0000 [D-Real: 0.0000 D-Fake: 0.0000]\n",
      "Epoch 068 | ET 1.94 min | Avg Losses >> G/D 29.9262/0.0000 [D-Real: 0.0000 D-Fake: 0.0000]\n",
      "Epoch 069 | ET 1.97 min | Avg Losses >> G/D 30.0000/0.0000 [D-Real: 0.0000 D-Fake: 0.0000]\n",
      "Epoch 070 | ET 2.00 min | Avg Losses >> G/D 29.6316/0.0000 [D-Real: 0.0000 D-Fake: 0.0000]\n",
      "Epoch 071 | ET 2.03 min | Avg Losses >> G/D 29.9359/0.0000 [D-Real: 0.0000 D-Fake: 0.0000]\n",
      "Epoch 072 | ET 2.06 min | Avg Losses >> G/D 30.3725/0.0000 [D-Real: 0.0000 D-Fake: 0.0000]\n",
      "Epoch 073 | ET 2.09 min | Avg Losses >> G/D 30.0077/0.0000 [D-Real: 0.0000 D-Fake: 0.0000]\n",
      "Epoch 074 | ET 2.12 min | Avg Losses >> G/D 29.6474/0.0000 [D-Real: 0.0000 D-Fake: 0.0000]\n",
      "Epoch 075 | ET 2.15 min | Avg Losses >> G/D 29.6082/0.0000 [D-Real: 0.0000 D-Fake: 0.0000]\n",
      "Epoch 076 | ET 2.18 min | Avg Losses >> G/D 29.6953/0.0000 [D-Real: 0.0000 D-Fake: 0.0000]\n",
      "Epoch 077 | ET 2.21 min | Avg Losses >> G/D 30.0369/0.0000 [D-Real: 0.0000 D-Fake: 0.0000]\n",
      "Epoch 078 | ET 2.23 min | Avg Losses >> G/D 30.0192/0.0000 [D-Real: 0.0000 D-Fake: 0.0000]\n",
      "Epoch 079 | ET 2.26 min | Avg Losses >> G/D 30.0944/0.0000 [D-Real: 0.0000 D-Fake: 0.0000]\n",
      "Epoch 080 | ET 2.29 min | Avg Losses >> G/D 30.1043/0.0000 [D-Real: 0.0000 D-Fake: 0.0000]\n",
      "Epoch 081 | ET 2.32 min | Avg Losses >> G/D 30.0657/0.0000 [D-Real: 0.0000 D-Fake: 0.0000]\n",
      "Epoch 082 | ET 2.35 min | Avg Losses >> G/D 29.8710/0.0000 [D-Real: 0.0000 D-Fake: 0.0000]\n",
      "Epoch 083 | ET 2.37 min | Avg Losses >> G/D 30.4019/0.0000 [D-Real: 0.0000 D-Fake: 0.0000]\n",
      "Epoch 084 | ET 2.40 min | Avg Losses >> G/D 30.1541/0.0000 [D-Real: 0.0000 D-Fake: 0.0000]\n",
      "Epoch 085 | ET 2.43 min | Avg Losses >> G/D 29.7631/0.0000 [D-Real: 0.0000 D-Fake: 0.0000]\n",
      "Epoch 086 | ET 2.46 min | Avg Losses >> G/D 29.5366/0.0000 [D-Real: 0.0000 D-Fake: 0.0000]\n",
      "Epoch 087 | ET 2.49 min | Avg Losses >> G/D 30.2478/0.0000 [D-Real: 0.0000 D-Fake: 0.0000]\n",
      "Epoch 088 | ET 2.52 min | Avg Losses >> G/D 29.5221/0.0000 [D-Real: 0.0000 D-Fake: 0.0000]\n",
      "Epoch 089 | ET 2.54 min | Avg Losses >> G/D 30.0123/0.0000 [D-Real: 0.0000 D-Fake: 0.0000]\n",
      "Epoch 090 | ET 2.57 min | Avg Losses >> G/D 30.4193/0.0002 [D-Real: 0.0002 D-Fake: 0.0000]\n",
      "Epoch 091 | ET 2.60 min | Avg Losses >> G/D 30.1156/0.0000 [D-Real: 0.0000 D-Fake: 0.0000]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 092 | ET 2.63 min | Avg Losses >> G/D 29.9301/0.0000 [D-Real: 0.0000 D-Fake: 0.0000]\n",
      "Epoch 093 | ET 2.66 min | Avg Losses >> G/D 29.2652/0.0000 [D-Real: 0.0000 D-Fake: 0.0000]\n",
      "Epoch 094 | ET 2.68 min | Avg Losses >> G/D 30.3017/0.0000 [D-Real: 0.0000 D-Fake: 0.0000]\n",
      "Epoch 095 | ET 2.71 min | Avg Losses >> G/D 29.9664/0.0000 [D-Real: 0.0000 D-Fake: 0.0000]\n",
      "Epoch 096 | ET 2.74 min | Avg Losses >> G/D 29.5736/0.0000 [D-Real: 0.0000 D-Fake: 0.0000]\n",
      "Epoch 097 | ET 2.77 min | Avg Losses >> G/D 30.3093/0.0010 [D-Real: 0.0010 D-Fake: 0.0000]\n",
      "Epoch 098 | ET 2.80 min | Avg Losses >> G/D 29.7172/0.0000 [D-Real: 0.0000 D-Fake: 0.0000]\n",
      "Epoch 099 | ET 2.83 min | Avg Losses >> G/D 30.3079/0.0000 [D-Real: 0.0000 D-Fake: 0.0000]\n",
      "Epoch 100 | ET 2.85 min | Avg Losses >> G/D 30.1384/0.0000 [D-Real: 0.0000 D-Fake: 0.0000]\n"
     ]
    }
   ],
   "source": [
    "\n",
    "num_epochs = 100\n",
    "batch_size = 64\n",
    "image_size = (28, 28)\n",
    "z_size = 20\n",
    "mode_z = 'uniform'\n",
    "gen_hidden_layers = 1\n",
    "gen_hidden_size = 100\n",
    "disc_hidden_layers = 1\n",
    "disc_hidden_size = 100\n",
    "\n",
    "tf.random.set_seed(1)\n",
    "np.random.seed(1)\n",
    "\n",
    "\n",
    "if mode_z == 'uniform':\n",
    "    fixed_z = tf.random.uniform(\n",
    "        shape=(batch_size, z_size),\n",
    "        minval=-1, maxval=1)\n",
    "elif mode_z == 'normal':\n",
    "    fixed_z = tf.random.normal(\n",
    "        shape=(batch_size, z_size))\n",
    "\n",
    "\n",
    "def create_samples(g_model, input_z):\n",
    "    g_output = g_model(input_z, training=False)\n",
    "    images = tf.reshape(g_output, (batch_size, *image_size))    \n",
    "    return (images+1)/2.0\n",
    "\n",
    "## Set-up the dataset\n",
    "mnist_trainset = mnist['train']\n",
    "mnist_trainset = mnist_trainset.map(\n",
    "    lambda ex: preprocess(ex, mode=mode_z))\n",
    "\n",
    "mnist_trainset = mnist_trainset.shuffle(10000)\n",
    "mnist_trainset = mnist_trainset.batch(\n",
    "    batch_size, drop_remainder=True)\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* **Final Training**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "import time\n",
    "\n",
    "## Set-up the model\n",
    "with tf.device(device_name):\n",
    "    gen_model = make_dcgan_generator()\n",
    "    gen_model.build(input_shape=(None, z_size))\n",
    "\n",
    "    disc_model = make_dcgan_discriminator()\n",
    "    disc_model.build(input_shape=(None, np.prod(image_size)))\n",
    "\n",
    "\n",
    "## Loss function and optimizers:\n",
    "loss_fn = tf.keras.losses.BinaryCrossentropy(from_logits=True)\n",
    "g_optimizer = tf.keras.optimizers.Adam()\n",
    "d_optimizer = tf.keras.optimizers.Adam()\n",
    "\n",
    "all_losses = []\n",
    "all_d_vals = []\n",
    "epoch_samples = []\n",
    "\n",
    "start_time = time.time()\n",
    "for epoch in range(1, num_epochs+1):\n",
    "    epoch_losses, epoch_d_vals = [], []\n",
    "    for i,(input_z,input_real) in enumerate(mnist_trainset):\n",
    "        \n",
    "        ## Compute generator's loss\n",
    "        with tf.GradientTape() as g_tape:\n",
    "            g_output = gen_model(input_z)\n",
    "            d_logits_fake = disc_model(g_output, training=True)\n",
    "            labels_real = tf.ones_like(d_logits_fake)\n",
    "            g_loss = loss_fn(y_true=labels_real, y_pred=d_logits_fake)\n",
    "            \n",
    "        g_grads = g_tape.gradient(g_loss, gen_model.trainable_variables)\n",
    "        g_optimizer.apply_gradients(\n",
    "            grads_and_vars=zip(g_grads, gen_model.trainable_variables))\n",
    "\n",
    "        ## Compute discriminator's loss\n",
    "        with tf.GradientTape() as d_tape:\n",
    "            d_logits_real = disc_model(input_real, training=True)\n",
    "\n",
    "            d_labels_real = tf.ones_like(d_logits_real)\n",
    "            \n",
    "            d_loss_real = loss_fn(\n",
    "                y_true=d_labels_real, y_pred=d_logits_real)\n",
    "\n",
    "            d_logits_fake = disc_model(g_output, training=True)\n",
    "            d_labels_fake = tf.zeros_like(d_logits_fake)\n",
    "\n",
    "            d_loss_fake = loss_fn(\n",
    "                y_true=d_labels_fake, y_pred=d_logits_fake)\n",
    "\n",
    "            d_loss = d_loss_real + d_loss_fake\n",
    "\n",
    "        ## Compute the gradients of d_loss\n",
    "        d_grads = d_tape.gradient(d_loss, disc_model.trainable_variables)\n",
    "        \n",
    "        ## Optimization: Apply the gradients\n",
    "        d_optimizer.apply_gradients(\n",
    "            grads_and_vars=zip(d_grads, disc_model.trainable_variables))\n",
    "                           \n",
    "        epoch_losses.append(\n",
    "            (g_loss.numpy(), d_loss.numpy(), \n",
    "             d_loss_real.numpy(), d_loss_fake.numpy()))\n",
    "        \n",
    "        d_probs_real = tf.reduce_mean(tf.sigmoid(d_logits_real))\n",
    "        d_probs_fake = tf.reduce_mean(tf.sigmoid(d_logits_fake))\n",
    "        epoch_d_vals.append((d_probs_real.numpy(), d_probs_fake.numpy()))        \n",
    "    all_losses.append(epoch_losses)\n",
    "    all_d_vals.append(epoch_d_vals)\n",
    "    print(\n",
    "        'Epoch {:03d} | ET {:.2f} min | Avg Losses >>'\n",
    "        ' G/D {:.4f}/{:.4f} [D-Real: {:.4f} D-Fake: {:.4f}]'\n",
    "        .format(\n",
    "            epoch, (time.time() - start_time)/60, \n",
    "            *list(np.mean(all_losses[-1], axis=0))))\n",
    "    epoch_samples.append(\n",
    "        create_samples(gen_model, fixed_z).numpy())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 1000
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 9205302,
     "status": "ok",
     "timestamp": 1566060346354,
     "user": {
      "displayName": "Vahid Mirjalili",
      "photoUrl": "",
      "userId": "03695229825133505307"
     },
     "user_tz": 240
    },
    "id": "XLQueWrb497K",
    "outputId": "ad33b239-237e-4516-e997-00c9a8ef2062"
   },
   "outputs": [],
   "source": [
    "#import pickle\n",
    "#pickle.dump({'all_losses':all_losses, \n",
    "#             'all_d_vals':all_d_vals,\n",
    "#             'samples':epoch_samples}, \n",
    "#             open('/content/drive/My Drive/Colab Notebooks/PyML-3rd-edition/ch17-dcgan-learning.pkl', 'wb'))\n",
    "\n",
    "#gen_model.save('/content/drive/My Drive/Colab Notebooks/PyML-3rd-edition/ch17-dcgangan_gen.h5')\n",
    "#disc_model.save('/content/drive/My Drive/Colab Notebooks/PyML-3rd-edition/ch17-dcgan_disc.h5')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "nToA2xUQ6C3h"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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MfvjUdu5+aQ9VkzK5dH4Z9766D4DTpxfyzuEWHnjTDpLL87089+5RTp6Sjz9kcdXiMgCuXFTGHc/uwB8yue36RXzrkS38/e3D/O2tQ5w+vZDLFpTFvgenVRXysbOr+MPqA7y1/xi3nDWN06oKmV2S3efuRSGEGEuiSUunoSjKTp7BjZblZnoc5ESG/gCxstFwit7VulY/2V4n2Z7kb48C0QznMAaAhVnu2BTecKoMrjNaonx8PbjdgX9cBjeSjQ5EMrgKJQHuIERLkqOzQCSDK0T6ySuYGDOi/aybq1sI9rhqfeiYPeypJ3tkvyshwHM6DOaV5bLxYAt3Pb+L3Ud9fGXFHG6/fhGTst1cNK8kduzHzq6iPN/LbSt3UNPSxVOba7lwXgmXLyzDH7JQCsryvCiluHZpOZurW3lsYw1up8G1J1dQkushZGquXVrBB0+fisuhmFOazaRsD6dPLwTsgPu26xbhD5n8ZNVOyvK8nDylALD3HX79srncfv0i3rOknCVT8rj7pT00+YJ88eLZvQLXr106l99+ZBlZHge3P72D63+1hjtX7UIIIcaL+AxulttBhsvRa1JyNGuZ4XKQ43HGykWjmdxUGdz/Xrmdh9dXp/za3T2qw5fBdTsMNBrT0rGWnJ5DpqIBb/R70ZdoibLPH6YzUqacsCbIGZfBDZm4nYZcFB2E6FCpmuYuvC5HbOK1ECJ95P86MSaETIvX9zRSnOPBH7ISpiBrrWPTjAdqfnku79a28YfVB1gxv5TLFpRSnONh5ZfO4ysr5sSO87oc/OdV89nf4OPyn71KS2eI606u4NL5pQCU5npjvVBXLy7HUHbf7YLyXLwuBxfMKcFQ8J4l5RTnePjeexbw5Uvsxz99eiGzSrL5+mVzOXVaAVMKM+kKmly5aDKG0f3m4kNnTOPyhZMBeP+yKWgN588pTrmfcPmMIh753Nk8+5XzuPbkcv645kBsgqgQQox18UOmlFKU5Hh7Z3BD3YFcboYrlrkN+lq4wvcoZjj55OV2fzhh6F9PsSnDwziEqXuAlCYUGzLVswfXPqbnxd5kOiLBfkcgHPs4cU1QfAbXkgFTgxTN4Na0dMkOXCFGiLyKiTFhw8Fm2v1hPnfBTADWHTgWu6/BF8AfsphSMPAA94OnT+UT507noc+eyc9uWhq7Wp3hduAwEq9cnz+nmKe+eC43LKvk/DnFnDmjiGVVhRRlu5lSkBE7rjjHw7mz7eFRSyrt4POLF8/i/o+fEesTe+/SCs6LDJjK8bp47PNnc96cYpRSXHdyOQBXL56c8rwvW1DGB06bwr9fPrff51iRn8GtV81nblkO//nolliG40BjB3c8syPWgyyEEGNJ/JogsF97e/bgdsYFcjleJ10hk7Bpkd26g2X+N3C09p6QD/bQpkAfQWMgDT248QOkoqvkega4SilcDuO4SpQ7guHYJOXEIVORDG7ItHf8yoqgQYkGtc2dQZmgLMQIkQBXjGpdQZN3Drfw1JZa3E6DqxeXM31SVmzisGVpDh+z+1ymHkcGd/qkLL58yRzmleUO6PgphZl895oF3P2hU3A6DByG4s4bl/BvlyUGmteeXAHAqdO6S4xTZVp7+uhZ0/nrJ89gTmlOymO8Lge3Xj2faUVZA3pMr8vBHTcspqUzxCMb7J7hP6zez/1vHOT997zBNx/ZPKDHEUKI0cKM9aXaFyNLcu0AN363baxE2e2I9UC2x5XoWkmmD0d3zvaVFfWnoQe3e8et1T1F2dG7ZNhpqAGVKHcFuzPSDT77QmeWJz6D212iLBncwYvP2kr/rRAjQy4tiVHLHzL5wL1vsLfBniZ57uxJZLgdnDqtgJVba/nFC7v5/er9sX6X4wlwh8KyqsJet11yUgm//cgyTk9yX3/cToPFlQMLho/HzOJsFlfm8cL2o3zy3Bm8tLOB8+cWU5Dp4rGNR/jKijmxwVg9tXaG+Otbh/jY2VXD2nMmhBADFc3gRls5irI8BMMmnUEzFrjFMrguRyyL1uYP4Q/apcpmksAw+rh97ZZNZwY3ZFqxANZp9A5wXQ5jQCXK0e8FQH2bnenOSujB7S5RDgzjjt+JIjsua5ubIW+zhRgJcplOjFr3vbqPvQ0dfOOKedx2/SK+HZmMvKyqgI6AyT2v7uPsWZOYU5rDsqoCyvOTB2nppJRi+YyihB7a0eDik0rZXtvOs9vqONYR5KpFk7n59GkArN1nl3v/ee1B1uxtTPi8hzdUc/dLe7jr+d1pP2chhEgmtgc38jobzW7GD46KDlbK9DhiGbW6Vj9WJMtrWb37bKPB4kAC3OHMckb7a0Ph7inKPUuUAVzOgZcoZ0SC1mgpd2ZcBtcw7HLn7gyuBLiD4TBUbAq3ZHCFGBlyaUmMSjvr2vnt6/u5Zkk5H14+LeG+s2ZOYl5ZDteeXMGHzpgq0x4H4OJ5JfzsuV3c8cwOnA7FubMnkeV2kp/p4o29jZxWVcAdK3cwb3IOZ82cFPu86HCqB9YeZMX80ljptRBCjBRTdw+ZAnBEfgdYVmKJsqEUboeRMPRHYR9jJglio4HtgEqUhzEIdDm7e3BDZvI9uGCXMvcVjEd1BsOU5Hg5eKyDo212iXJGj/P3uhz4Ixnc/EwJygYrx+vCFwjLDlwhRohkcMWo09IZ5Cv/t4m8DBf/kWSYUmGWm4c+exYfXj5NgtsBqpqUxcziLBp9QU6rKiTH68Iw7Gzz2n3HeGRDDRrYXtvOoaZOwC5P3niomQ8tn8rkfC/ffmxrLHMihBAjJTp4KZrBdSTN4Jpkuh0opWIZ3Jrm7gDXSlKiHIwGuAMqUU5PD27PgVrxXA4V+170pTNoUpJr7wuubw/gdfUepuhxGvhDksEdKtHANtpCJYRILwlwxYjSWvPW/mNsqW7FFwhz+FgnX/z7Jmpbu7jrA0vJz3SP9CmOGxefZK82it/zu3xGEQ3tAf605gBzy+zhVs9uqwNg9d5GLA1XLpzMZy+YyaFjnexr8CU8Zn27P5bRGK38ITNh+MxYEQxbA3rzOtE1+QLsqff1f6AYN8JWigxu/JCpkBlbhZMdn8GNHBM2e79uRct9R3rIlCthyFTyPbjR44L9lChHH6Mkxw5w2/2hhAnKUV6Xg0DYwh8yh/W5TRTR0mTJ4AoxMuRVTIyoe1/dx7/+8W0+eN9alt/2Alf8/DU2HGzmR9ct4pSpUg47lK4/pYJzZ0/i8gVlsdvOmlkE2Ff4P3nuDJZOyeeZSID78s56CrJcLKzIY+kU+2exubo19rkHmzq4+n9f5wP3rqXRl3ynJMCb+5r45+YjvW4/2uYf9oxwTUsX5/z4RV4eY3uAtdZ8/E9v8x8Pbzmhz/eHzIRyzeMVMi0e2VA9oPLHkXbnc7v46B/ekuqCCcSydGwHLnQHuj17cKOBXLQn8kirPy6D2zvAHWgPrtvpGNbqoVgPrmn13YM7gBLl6ICp4hwPCvtx43fgRnmcBoGQiT9sSYA7BKLDpaQHV4iRkdZXMaXUDUqpNUqpJqWUXym1Uyl1q1LKHXeMUkp9Syl1WCnVpZR6VSm1NJ3nKdLj6S21/OLFPVyxsIyf3bSUL18ym++/dwF//9RyrlyUehesODGVBZn8+sOnUpDVnRUvz89gamEm+ZkuLpxXzGULy9hZ187TW2p5fXcj584uxmEophVmkut1sqXGDnD9IZOvPfgODkNR3dzJR//wFoePdSZ8PdPS/PLF3XziT+v4xsNbuPulPbFM6oHGDi6761X+9tahpOfaEQjT5g8N+jk/sr4af8hiSyQw39fg45uPbGbDoeZBP3ZX0By2DOvLuxrYeKiF9QeP9X9wD5alufoXr3Pr41tP+Ouv3FrHdx7fFsvmJ6O15vtPvssT7/S+eNGfls4gV/z8Nd4+MPDn5w+Z/Pz53TT1uJiyq66dls4Q7x5pQ2vNJ/60jj+vPXjc5yTGjrClccSV7EYD3PiLOh2BxGnAOV4XwbAJsR7cZBnc/ntwAyET7zAHgLE9uGHdncFNOkVZDSDAje69dZLlcUQ+Tp7B7QqZBMPmsPYXTxS5sQyuBLhCjIR0X6YrAl4EPgFcAfwe+E/gp3HHfAP4NvBj4BrABzyvlCpDjBvbjrRy62NbOXVaAT+8biEr5pfyiXNncP0plSysyBvp05tQvnPNfH78vsV4nA4unV+KUvDvD22mzR9mRaSs2TAUCyvyeKe6BYC7nt/Njrp2br9+Eff8yzIa2gNce/dq7nllb+xN5t/eOsRvXtnHe5aWc+3J5fz65b386uW9APx+9X7Cpu6V2W33h7hz1U4u+J+X+fgf3x7wc0gWaJqW5tFN9u7fg5G+4pVb63jynVpu+d1b3PrYiWVHtdY8urGaC//nZW75/Vu0dg0+EO/5+L96aQ8Ajb5gr4CuPweaOqhr9fPEpiM8szV1gNqXl3fWR/5Onflef7CZB9cd5luPbOGeV/YeVxn4u7VtHD7WyW8i/z0MxO9e3899r+3jd6/vj91mWpr9jfYasdV7G9le287afU08vrFmwI8rxp6waSUEfMkyuP6QGQvogNigKbfDzvzqZD24sQxu6v+WA2Fr2APAaIAbtuL34A4ug5vlccQm+ybL4HpdBu3+cORjCXAHqzTXi9vpkIFdQoyQtDYHaK3v6XHTS0qpXODzSqn/B3iwA9zbtda/BFBKvQEcAL4A3JrG0xXDpKUzyJf/vonCLDd33bR0WPcJiv4tn1EU+7g018tfP7GczmCYsjwv04qyYvctmZLPb17ZS21rF/9Yd5jrTq7ggrl2P+9jnz+b/165g1+8uIcZxdmsmF/K+oPNVBZk8KPrFmFZGq3h1y/vpTjHwxPvHCEvw8XWmjaOtHRRnp8BwA/++S4rt9ZRkZ/Bjtp2/KHkOxktS2MYitauEN94eDO76308+YVzyIjLTKze00h9W4AMt4NDx+wgaG+9j8l5Xk6fXshjG4/wb5fOPa4+79rWLr77+DbW7G1ifnku22vb+Pgf3+a+W5YlZMYH4+WdDWyvbefqxZP55+Zadh5t51Svky/8dSMfO7sqYcp1MtGLEBX5Gfzgn+9ysKkDt9PgxmVTYm9w+xIMW7y+214X9druBoJhC3eSjNVjm2rIdDs4f04xv3hxD2/tP8ZXL53DgvL+L1BFLzi8uf8YO+ramFeW2+fx9e1+/rB6P4aCRzbU8IWLZpHpdnKkpSs29OeNvU10BOw36Dvq2mnuCA7Zz0SMLqYmYUhS9GOzx5CpKXGBXDTAzXQZKMBMUqIcDRbDlhV7jekpPRnc7hLl6HNKNkXZ3oPb94WlrkiAm+FyxnYEZyXL4DodtHQGIx9LifJgnTenmCVT8uVigRAjZDS8ijUB0XchZwG5wIPRO7XWHcCT2BlfMQ5874ltNPoC3HXTUnkDOgotqszjjBlFCcEtwKKKPLSG257eQSBs8aHlU2P3Tc7L4Cc3LMHtNNh02C7/ffdIG/PL7cDFMBTfvno+c8ty+P6T72JZmp/cuBiA5949Ctjlwyu31PGxs6fztUvnooHdR31orfn0n9dx/xsHAFizp5FTf/gc1969mht/s4bVexqpa/Xz2KbErN3DG6opyHLxniXlHGjqRGvN3sYO5kRWTEFiT7FlaX66amesnLmn13c38t5frmbDoRa+deVJ/P2Ty/nlzaewt8HHz184/j3Bda1+PvPn9Ww7kvj17nttH5UFGXz10jkQ+R5sPNTCG3ubuO3p7YRNi2DYYuOh5li2vLUrRENkv+U7h1vJ8Tr59YdPwWEofvHiHu5ctYtP/3ldLADsy7qDx+gMmrzvlAo6AibrkpRJdwbDPLP1KJcvLOPH71vMN6+cx466dj5wz9peZefrDx7rtV/5YFMnXpeB1+Xg/jf6Lyf+5Yt7CFua265fhC8Q5vFNduZ/b2To2anTCth0uIWnttRSGpkW++b+4y/vFmODafXI4CYZMtUZDPcqUQbI8hgoBVYfQ6Yg9SRlf9jCM4w7cCFuTVBCiXLyKcoDzeBmuh2xYVuZSS50eVwGXWlYgTRROAxFoby/EWLEjEiAq5RyKKUylVLnAF8Efq3t+rZ5gAn0fLe4PXKfGOM6AmFe2tnAh86YJqXIY8yiyM/rpR31LK7M65V1czsN5pXlsKCOhmgAACAASURBVKWmjdauEDUtXcyf3H2M1+XgzhuXkOl28J6l5bF9xqvetctof/PKXjwuBx89q4p5kYnOO4+2U9PSxeo9Tfzk2Z2s3FLLNx/dQlleBpOyPeR6XfzhY6ezsCKX+984GAv49jd28NKOeq5dWsHM4my6giZ1bX4ONnUwszibheV5KAWbI9lOgIc2VPP71Qf4+9t2gOYPmTzw5sHYwKb/fmY7pbleHvv8Wdx8xlQMQ3H2rEm8d2kFT75zhOaO4HF9P3/+wm5e39PI1/+xOZZl2Xiomc3VrdxyZhUlOV6KczzsqLPLbgEONHby0PpqvvLgJv7ld29x82/X8r8v7GbFT1/hA/e+Qci02HS4hcWVecwozubFr53Pxu+s4Gc3LWVLdSuf+cv6fqdev7KzAY/T4MuXzMHrMhLKlJ/eUsvtT2/nT2vs78t7l1ZgGIoPnTGNZ758LufNLeZHT22PlRFHe7VvfXRrQgnzwaYOphVlcf0pFTy9pZZV2+pi9/csda5u7uTRjTV88PSpXLVoMgvKc3ngTftnva/Bzsx/ePk0TEtT3xbg8xfOIsPt4M39Tcf18xBjR7hHdrVnBldrTVfITMhUdmdwnSiSrwmKDxZTBbiBkDnsVUfuJFOUU2Vww0meR7yOaA+ux0FOrEQ5eQ9u7GPJ4AohxriRehXriPx5DXgF+Hrk9gLAp7Xu+Q6sGciMH0YlxqZ1B5sxLc3Zs/ousxSjT0GWmymFmQDcdNqUpMcsqsjj3SOtsaxkfIAL9j7eVV85j+9dswCASxeU8s7hVr75yGZWbqnj5jOmUpjlpiI/gwy3g511bWw4ZAehBZluvv7QZtr9YX7+gaX89iPLeOizZ3HqtAI+cmYVh4918vIuu3f0Z8/twhsJlqcV2ef8+u5GwqZmZnEWGW4Hc0tz2HTYPs8mX4C7ntsFdGd1n9pcy+1P7+DeV/fx2p5GDjR28tkLZlJZkJnwnD68fCqBsMU/1h8e8Pdye20b/3znCGfOLOLwsU7+Z9VOAO5/4yC5XifXRTLMc0qz2X20nTV7mzh5aj6LK/P40VPbeWVnAzcuq6Su1c+9r+5jRnEWR9sCPLHpCHvrfSyZkg/YfXsuh8GK+aXcccMSNh5q4Qf/fLdXEKm15jN/Xs8n71/Hs9vqOGNGIQVZbpbPKOKlHfWx4+97bR8PvHmIu1/aQ2VBBqdMzY89Ro7XxV03LbWHxj23i1d2NfDEO0do9AWpbw+wO26Vz8GmTqYVZfLxc6ZTVZTFVx98hyt+/hpn3f4C77/njYRS0wfXVaOAj5xZhVKKDy2fxoHGTtYdbGZvg49J2W7OmzMJr8vA7TS4dEEZp1UVsHafZHDHK9PUuPoIcIOR0t74loXosJ9Ml92Da/axBxcglGLQVCBs4R3uDG6PPbhOw0g6tXkgJcqdgWgG1xnXg9s7wI2fnCwZXCHEWDdSAe5ZwLnA14D3Ar8czIMppT6llFqnlFoXDvdfgidGztp9TXicBifHvTEWY8ep0/LJy3Bx2YLkM98WVebhD1k8+U4tAPMm9+6tzM90xwamXLOknKmFmbx9oJmTJufysbOqALukeU5pNruO+th4qJlsj5P7bllGcY6Hb1w+jzmlOQmPuWJ+KZPzvNzxzE5++9o+XtxRz8fPmU5RtoepkaD8pcjgpJnF2QAsrsxnS02LXZr83C46QyZXLZrM/sYOWrtCvBUpcf396v3c9fwuSnM9rJhf2uv5zCrJ4cyZRfz9rcN9Tl+N0lpz56pd5Ga4uPP9S7jlrGn839uH+egf3uL57Ue5cdmU2BvzuaU57Gnwsf1IG8tnFPG1S+fgdhp8dcUcvnvNAp7+0rms/NK5PPCJ5ZTne7lz1U40sHRK7/+/Ll9YxmcvmMnjm47wl7UHCYS7ryMeOtbJ63sa2VrTSqMvGPv5XjC3hNpWP3sbfPgCYfYc9fHB06fwuQtn8u2r5/d60+1yGPzwuoXMKsnmv57Yxu9f3x/7/q/eY5cph02LmpYuphVmUZrr5aHPnMm3rz6JGcVZLKsqZHttOy/usH9W/pDJIxuquWheCWV5XvtnfVIpXpfByq217GuwM/Iep4Nrl1Zww6mVZHucLJ9hXziobe3q9+chxp5UU5SjAW58UBcVy+C6HShAJ+vBDfefwfWnIYPrMBSGUpE1QVbSHbhwnFOUXY5YD27yIVNxGdxhDuCFEGK4jcirmNZ6g9b6da31T7FLlD+rlJqJnanNVkr1/O1RAHRqrZPWAGqt79VaL9NaL3M6Zan2aLZ2n52JksELY9O/Xz6PBz9zZsqf3+IKO7B6dlsdpbmefnuQJudl8PSXzuX5r57Pg585M6Ene05pDruOtrPhYDNLp+QztyyHF792Pu9Pkj12Ogx+dN0iwJ7wXJLj4SORYHlynhenQ8UyetMn2b3FS6bk0REweXprLY9vOsIty6fFenO3VLfy9sFjnDG9kAyXg91Hfdx8xrSkuygBbjlzGvXtgViP7I66Nh5cd5j6dn+vY+9+aQ9r9zXx+Qtnket18eVL5vBvl87hQGMHbofBzWd09zbPLcslbGo09s7iU6cVsvobF/Gv50wH7DeqUwozcRiK9y+bQps/jMIO3pP5zPkzOXtWET9+ZifLb3uBO57ZAdgTkQH+/PEzePHfzuc9S8qB7j3Ja/cdY3N1Cxq4cG4Jn7tgVsoqDI/TwY+uW0ijL0B1cxdfvmQ2s0qyYwHukRZ7/3E0s+50GNx02lR+9aFT+dlNS6nIz4j1W6969ygtnSFuOq37e5LhdnDh3BJWbTvK3gYfM4rtn+etV8/nW1eeBMAZ06PnLWXK45FpaeL/VzRU4hTlzlB332lUrAfXpSI9uMlKlLuzoaEUmdF0ZHAhkp01NSFTJ10RFD2mvxLlrsigPsNQsSA/2ZCphAyuDH4UQoxxoyEa3BD5ezqwA3AAs4CdccfMi9wnxrBGX4DdR31cdcnskT4VcYJyva4+9/pNKcwg1+ukzR/mpCTZ2+MxtzSHf6yrpt0f5qrF9l7kZGV6UadPL+TJ/3cOK7fWUVWUGQvCnQ6DyoIMDjR2UpbnjWUxokHg9554l7wMF588bwZKKRTw5DtHqG8L8OnzZnDtyRX8+uW93HBqZcqvfc6sSfzrOdP5/ev7eXP/sdhO4B/+E5ZOLaAs10NJjpegafHXNw9x/SkVfPB0O1B3OQw+evZ0PnD6VFq7QpTmemOPO6fUzjZnuh2xnvVUFxfed0olv3p5L1MLM1NOS3YYiv/94Mm8uquRh9dX85e1B/nkuTNYf7CZvAwXM4uzEr7H5fkZVBZksHZfE77IgKqFlf33zi8oz+Prl8/jjb2NXHxSKZurW3ngzYN0BsMcaLL7ZqcWZfb6PIeh+PCZ0/jxyh38/a1D3P/GQaomZbJ8RmHCcVcumszKyAqkGZGMfLzZJdlctWgypTneXveJsa9nBjcaAEaHTMUmByeUKDsjt9nlvlaSDG4wbvDUSGZwIbICKGwRtqyUF9ZcDgPT0pGAP/lrY2fQjAX60de+jGQBrmRwhRDjyGgIcM+O/L0fqAHagBuBHwIopTKx9+HeOyJnJ4ZMtOQzfi2NGF+UsvflrtnbNOgAd05ZdxnyKVMLBvQ5LocRyz7Gm1aYxYHGTmZMyoq7LTMWjH/pktmxDM/MkmxWbrVLrE+fXsT0SVlck+Qx4yml+OqKOUwpyOCeV/fxmfNncNG8Up7ZVseGg828c7iVRl89gbDFhfNKkpb3el2OXsFr1aQsXA7F6dMLU77JjSrIcvONy+eRm9H33kWP08GK+aVU5Gfw+p5GXtxRz/qDzZwyrSDpBYTlM4pYubWWQNhiZnFWnxc44v3L8mn8y/JpAJw9axJ/XHOAt/Yf43CzXTZc1WNKd9T1J1dw94t7+OFT2ynKdnPbdYt6nddZs4rI8Tpp94cTfqZRhqH48Q2LB3SeYuyxtE6+BzeSgY2V5cYFclMKMzl5agFT8jNogqQBbnzWNlm7gdba3oObhiFMbqfq7sFNFeA6u3t1HUbyoLszECbDZb/Vm5RtTxgvyvL0Os7rdCT9WAghxqK0BrhKqWeA54Ft2NOSz8buw/0/rfXeyDH/DXxbKdWMnbX9KnYp9S/Sea5i6K3d10SO1znowEeMbosr7QC354Cp4xXts3U61KAnbkezhTNLurN9hqFYVlXI7nof71/WnZ1dUpnHnnofxTkeqpJkGfty47Ip3Lisu4Q6uiYJ7DfHHUF7smtfmeh4LofB7dcvZmZx8mCwp2Tl26mcNDmHivwM/v72Iaqbu/hAis9dPqOQh9ZXs3ZvE9edUjHgx493yrR8vC6DZ7cdJdvjINvjpCAzeaCc5XHyg2sXUtPcyU2nTU2ebXI6uOSkUh7dWJPwMxUTgx3Q9Q5woxnc2GocV/dbHK/LwX9cPg+2beeYIjZxPV7CkKkkGdywpbG0TkuLjcthxAJcV4rsrDtuX26qc+oMmmR57PvmleXwkxuWxIYFxovP2koLkRBirEt3Bvdt4KNAFRAG9gHfBH4Td8x/Ywe03wSKgHXACq310XSeqBh60SxRqlIqMT5cNK+UF3fUD3qQWLbHSWVBBoVZ7kG/4ZoWeUM3s0c5623XL8I0dULJ4eLKfB7eUMNpVckzmidKKZWydLgvly9MPtBrsJRSXDK/hD+tsffQnjqtMOlx0X5WTere3v54nA7ev2wK979xkOIcD1OLMvv83iYb5tXT5y6cyclT82NZKTFxmJaOrdKB3kOmkpUox2iNQqFPYE1QdMVWOjK40R5cy9J9DJmyzyNspp6k3BE0yYtUdSilkga3kBjUpuP5CSHEcErrq5jW+tta64Va62ytdb7W+hSt9S+01qG4Y7TW+kda60qtdYbW+lyt9cZ0nqcYes0dQQ42dXJykumuYnyZX57LI587m/zMwW/1+uG1C7n1qvmDfpyFFfbe28U9+kezPU7yemQST5lWgIIJscpqxXw7ePa6DOZNzkl6TEGWO7aXeOmUE8+kf/Hi2cwozqKhPRC74DAYk/MyuP6U1H3RYvwyLY3D0TuDa/bM4CYNcC17yFSyEuX4ADdJiXIgcpsnLUOmFOH+SpTj1gml0hUMJ/8+9BANal0OI2HHsBBCjEWjoQdXTACbqu1dprIeSByPZVXJs4rHa2FFHmu+cVGsz7Yv0ydl8ejnz07a2zneLK7IoyzPy/RJWX32+F50UgktXSFmTDrxcmCvy8Ht1y/i5vveZG5Z8mBaiIEwrR49uJFqALNHD25GisoPRfIANxi2MJTC0rrPDG46elSjJcqWJmWJcjSzm2ogFiQOmepLNIMrE5SFEOOBBLgiLTYdasHpUCwoH1wvpRAnaiDBbdSsCdLXaRiK+25Z1u/U1E+fN5N/PXv6oDM7C8rzeOqL50hZsRiUkJk4RdnokcGNX43Ti9YolbxEOWhqsjxO2v2hhJ24UenN4BqETI3WqTO47lgGN3mJstaazqCZvFS7h2gGVyYoCyHGAwlwRVpsOtzCSWW5MrxCiFFm+gAy1Q5DpZzSerwqCwZfniwmtlRTlF2+Wjh8mM5gYR9ZSx0pUU7eg5sdDXCTBI2BUCTATVMGtytkd29luE+sRLk9ECZsWRQMoF1EMrhCiPFELtWJYRcMW2ytaWWplCcLIYQYpHCPva/RYLekZhWsvsvOWrpSXL/XFgrQSdcEWbHAOH4nbpQ/HClRTkOW0+1Q9h5c00oI5uPFSpSTZJsBGtsDAAOqmJAMrhBiPJEMrhh2O+vaCYQtlsqAKSGEEINkWolrgozoRG4zBJaJP2SmzHpGS5QtnaxE2V63o1DJh0ylOYMbMu2e4FRTlN39ZHAbfUEAinP6D3CdDgOnYUiVlRBiXJBLdWLYbTrcDCATlIUQQgxa2EwsUXYm7MHVhEyrj6FpOpLBTV6i7HYauJz2ip6eohnctKwJcto9uCFLp3wusTVBSXb6AjTEMrgDm2jvdRmyIkgIMS7IK5kYdtvr2inO8VCS6x3pUxFCCDHG9ZyiHE3gassCbWH2ERR2rwlKksEN2/t13Q6j7wxuGrKc9h5cu0TZlWoPbiQYTTYQC6DRF8DjdAx4/7bH5ZAMrhBiXJASZTHs9jX4mFk8/leuCCGEGH49e3CVUjgNAx0pOw6Zmkx3ionf2s7gkmIPrttpZzGTlf3G1gSlqwfXtNBaJUyMjhddH5RqTVCjL8CkbA9KDWz6+S3Lp1EkE86FEOOAZHDFsNJas7+xY0CTWoUQQoj+mJbuFfQZhorL4KbOetpTlFUsGI4XimRLXZEBTz3tPNrOpGxPrPd1OEV7cMOWxp0qgxstUU6xJqjRFxhQ/23UGTOKJsyKNCHE+CYBrhhWDb4AHQGT6ZPkl6YQQojB0Vr3KlEGcNiNtaA1YTMxw9vjAfpcE+RyGLidRq+saFfQZEt1K2dMLxxwRnQwXA4D09IEw1bKPbixEuUUGdyG9sCA+2+FEGI8kQBXDKv9DR0AVE2S3ZdCCCEGx9Kg6R3AOgyFZWnQdtazrx5cAIVlHx8naNqf50rSg7vxcDNhy+K06YVD92T6EA1ee+78TTjGkbpE2R8y8QXCx5XBFUKI8UICXDGs9jfaAe7MYsngCiGEGJxwJPPac3WOw1CgTUBHSpj7LlFWaEJxWVytNaFwZIqyo3cG9639x8jLcDGnJGcon05K8WXJKacoG9EMbu8S5Ybj2IErhBDjjQS4Yljta+wgw+2gRK4iCyGEGKRoTJosg6u13YMbMq2UWU+0xgBUZNpylGlpNPYUZY8zMYMbDFtsPNTCaVWFGCkD56EVH9Sm2oNrGPZwrXCSDG6jzw5wJYMrhJiIJMAVw2pfgz1gKh09S0IIIca3WAa3V4BrRIZMJe/RjYmsCTLQCZnPaMY2WqIc39e67UgrgbDJaVXpKU+OnkeUM8UUZbCD32Q9uJLBFUJMZBLgimF1oKmDGTJBWQghxBCITgzuOUXZoewyY4isEepj0nG0RDm+BzcUtj92ORRup5EQ/B5s6gRgTml6ypPt8zDiPk59gdgup+5dotzoC+IwFPkZrmE5PyGEGM0kwBXDpjMYpq7VzwzZgSuEEGIImJEgNmkGNzJAyjSt2I7YXuKGTMX34MYyuM7eQ6ZqWroozHKT4XYM2fPoj9vZfw8ugNuRfGdvoy9AUZYnbSXVQggxmjhH+gTE+HOkpYvPPbCBpVPyAWRFkBBCiCER7Zvt3YMLaAuNxrTMPoZMgREpUY7vwY0Gie4ka4JqWrqoLEjvJoDEEuW+MrjJd/Y2+gJSniyEmLAkgyuG3ObqVvbU+3hofTUA06VEWQghxBAIpwxwFVprtAaFTjmYyc7gKpS2YuXO0B3guhwGboeKZXC11tQ0d1Ge5x36J9OHxCFTffXg9s7gaq050tJFWZ4EuEKIiUkyuGLIHesIAvCj6xZy+Fin9OAKIYQYEqaZvETZUAosE40d4Pbs0Y3RGqXsY8JxGVzj0BrmBfbjcsyLlShrrWnqCBIIm1SMYAb3eHtwmzqC+AJhqorkd68QYmKSDK4Yco2+AIaCaxaX84WLZksPkBBCjDJKqflKqReUUp1KqSNKqe8rpfptMlVKLVNKrVJKHYv8eV4pdUY6zhlS78F1RtYE2RncvntwFfYxZlwPbubepzjD/7qdwXUakVJnO3sLUFmQMSzPJxXXAPbggr0vt+eaoOj+eameEkJMVBLgiiHX5AtQlC3DLYQQYjRSShUAzwMaeC/wfeBrwH/183lTIp/nBP4l8scJPKeUmjac5xwV7Zs1eqyeMwxllx/r5CXM3XRkijIJGVzLsgCNx2kHuAAhU1PTYge45fnpDnC735711U+crER5f2MHCsXUovRmnYUQYrSQEmUx5Bp9QYqy3CN9GkIIIZL7DJABXK+1bsMOUHOB7yml7ojclsxVQA5wnda6FUAptQZoBK4Efj3cJx4NSnvuhnVGenDtDtu+enDtEmWjRw+uZZkYWsf24II9WbmmuYtsj4u8NK/bSSxRTp2LcDkMOoNmwm0HGjsoz8/A40zf1GchhBhNJIMrhlyjL0BRtgS4QggxSl0BPNsjkP07dtB7fh+f5wLCQEfcbb7IbWkp2Uk1RTk+g6u07hUAx8SVKCdkcE07g+uKy+AGw1ZkgnJ6s7dgT3OO6qsHN1mJ8oGmDlnPJ4SY0CTAFUOuqSNIkawnEEKI0WoesCP+Bq31IaAzcl8qD0eOuVMpVaKUKgF+BjQD/ximc00Qy+Am6cG11wRFMrh9lijbx8T34FrawkDjcqhYcBk0Laqbu6hIc3kygCtuD25fU5RdPUqUW7tCHOsIyoApIcSEJgGuGFJaa5pk/54QQoxmBUBLktubI/clpbU+AlwIvA84GvlzPXCZ1rphGM6zl2hQ2mtNkOq5JqiPKcooDBJLlHUkg+uOK1Fu8gXwBUJUjEAGN6FEua89uE6DUNzzOBAZMFU1SfpvhRATlwS4Yki1+cOETM0kKVEWQohxRSk1GTtTux67zPmKyMdPKaWmJjn+U0qpdUqpdeFweEjOIZqs7LUmyFBgWWh0ZE1Q/xncnkOmDDTuuBLlHXXtAEwtTH+wGP/8+svgBuMyuAeaIgGuZHCFEBOYBLhiSDX6AgCSwRVCiNGrGchLcntB5L5Uvo7dh3uD1voZrfUz2NlcE/i3ngdrre/VWi/TWi9zOodmpmW4rwwucRncftcEJQa4WptAdMiU/bmbDrfgNAxml2YPybkfD6VULIubcmAWvXtwDzR2UpLjJcsjM0SFEBOXBLhiSDX5ggAUyhRlIYQYrXbQo9c2sgIokx69uT3MA7ZprUPRG7TWQWAbMHMYzrOXaFlxzyFSDocCbcYC3JQZXG0Hj0r36MG1LAwsnIbCE8ng7mvwMaske8SmEUd7gV2pBmYRXRPUHai3doXk968QYsKTAFcMKcngCiHEqLcSuEwplRN3201AF/BKH593EFiolIpFUEopD7AQODAM59mLmWLPrUMp0DpWopx6tU5kTVDPHlzLxEFi5hRgfnnuUD+FAYueR19TlF0Og7BlYUWy0Z3BMFkeWQ8khJjYJMAVQ6qpw87gSg+uEEKMWr8BAsAjSqlLlFKfAr4H/DR+dZBSao9S6ndxn/dboBx4VCl1lVLqauAxYDJwbzpO3IxlcHsEuNEpyhqU7iuDa6FQSUqUNdE4MtqDC7CwPFkld3pES5NT9xN3B7+hSDa6I2iS6ZbyZCHExCYBrhhSje0BnA5Frtc10qcihBAiCa11M3Ax4ACeBP4Le93Pd3sc6owcE/289cDlQA7wZ+B+7LLmFVrrd4b/zLvXBBlJA1wdWxOUMutp1zD32oOrLQuHYf+7O3M6Mv23UW6HgdMwUKrvDC4QK1PuDITJdEsGVwgxscllPjGkGn0BirLcvd58CCGEGD201u8CF/VzTFWS214AXhim0+qXaUWD0BR7cHU/U5QjQ6aMnntwLSuWwY0GjXNKc/oodR5+8QOvUont7A1baLemM2iSJRlcIcQEl9ZXbqXUjUqpJ5RSNUopn1JqvVLqgz2OeVkppZP88abzXMWJafIFKcqS/lshhBBDL9UUZSOawdUAutcQqnhKgdJWwnAmuwfX/neGy4Hb6WDJlPwhP//j4XKqPlcEAbFpyR2BMP6QvSYpU3pwhRATXLov830V2A98BWgErgT+qpSapLX+RdxxLwHf6vG5gfScohiMpo4AxTkS4AohhBh60QyuQ/UeMqXjSpRTrtaJ9OA6FLHBTABaWxiRoNjtNPifGxZTNMLDEgeSwc3x2m/j2v1hMiKlyZLBFUJMdOl+FbxGa90Y9+8XlVLl2IFvfIB7TGu9Nr2nJoZCky/IvLKRmzophBBi/Ir2zSbL4BqYdomy6mMPbiRLaygI9RwyRfe/S3JHvmgs2oPbl+xIBtcXCJMdsD/OkB5cIcQEl9YS5R7BbdRG7KmMYoyzLE2jLyArgoQQQgwLy7L7a3sOXrIDWo2loxncFG9vtF3i7FQWphnXg2uGGcF226RcDiN1JjoiO5bBDdERDAOSwRVCiNHwKngmsKvHbZcqpTojH78GfF1rvTm9pyWOV2tXCEtDkawIEkIIMQxClsaRJKvpMBSG1lha22uCUk0ejuzRNeLWBGmtCYRMCr2jazjipQtKae0K9XlMfAa3MxLgSg+uEGKiG9HrlUqpi4FrgTvjbn4F+BJwGfApYCrwmlKqqo/H+ZRSap1Sal04HB6+ExZ9qmvzA1AiPbhCCDGklFLfibT0JLtvslLqO+k+p5FgmlbS8mNHJIOrdT89uER7eLvLndv8YSzLxOscXQHu4sp8zp1d3OcxHqeBy2HgC4TpCJiAZHCFEGLEAtxIwPpX4HGt9R+jt2utv6u1/oPW+jWt9V+AC7F/I3051WNpre/VWi/TWi9zOuWFfaTUtnYBUJ6fMcJnIoQQ4853gcoU95XTe4ftuGTq3v23YA+ZMohkcOmjBzdSouzAig2sqm/zY6DxjLIAdyCUUmR7nLT7JYMrhBBRIxLgKqUKgZXAQeBDfR2rta4DVgOnpOHUxCDUttoZ3Ml5Iz+cQwghxhk7RZlcJdCcxnMZMaaVOoOrsLA0OAx69ejG6LghU5EeXLv6SON1jrIm3AHK9jjpCITpDNoZ3EyXBLhCiIkt7elOpVQm8E/ADVytte7s51PA/qWe6he7GCWOtHThcRoUZkkPrhBCDJZS6iPARyL/1MCvlVJtPQ7zAouAVek8t5ESMnXyDG7kNq01zlTBbfzxSsfWBNW1+pmDxVhNfGZ77QxuR9DE7XT0uztXCCHGu7QGuEopJ/APYDZwlta6fgCfUwacA/x+mE9PDFJtq5+yPG/qK+dCCCGORyfQFPlYAa3AsR7HBLEron6VxvMaMZaVvPzYXhNkZ3CdRh/Xw+OGTEXXBB1t87PAoUi5WWiUy/E4qWnx0xkIkyUrgoQQIu0Z3F8BV2IPkSpSShXF5ULhwwAAIABJREFU3bcRmAvcjh0EH8QeMPVNwALuSu+piuN1pKWLyXnSfyuEEENBa/0P7N+HKKX+APxAa71vZM9qZIVTTVFWCqV1JIPbxwNEe3CVjvXgHm0L4HWo2H1jTY7XhS/QTkfQJFMGTAkhRNoD3Esjf/88yX3Tsa9UK+wgtwhoB14GrtVaH0rHCYoTV9vq5/w5OSN9GkIIMe5orT820ucwGpiWTrqv1hnrwdX03YIatybIjJQot/ntAVN6bHZCZXuddARMO4M7VuushRBiCKU1wNVaVw3gsCuH+zzE0POHTJp8QcngCiHEMFBKPdjfMVrr96fjXEZS2NJJe0wNQ6HAHjLVV5tMbMiURdiy6AyGafeHcI/hDG6Wx0nYsjjWEaQkV4Y8CiGE1LKIIXE0sgO3PF9+uQohxDBIthC1AJiHXf20M72nMzJSTVGOz+D2OQw5EsQa2MHy0bYA6MiKoDEa4OZ47bdy9e0Bpk/KGuGzEUKIkScBrhgSR1qiK4IkgyuEEENNa31hstuVUlOAR4GfpfeMRkbY0hhJMrT2kCmN1vTdgxspUXZgYZqaulY/Co3bYTBWlzXkeOy3cmHLItMjb+uEEEJmyYshUdvaBUgGVwgh0klrfRh7bsUdI30u6WCmmKLsNOweWjuD29cU5UgGV+lIBtcOcF1OY8xmcLO93UGtTFEWQggJcMUQqW31o4CSHAlwhRAizUygcqRPIh1MS+NwJMngKjuDa68J6n/fj6HsjGdNSxeFmU67b3esDpmKy9pKBlcIIaREWQyRIy1dFOd6cPfZ/CSEEOJEKKXmJ7nZDZwE/AB4O71nNDLCZvIMrsNQWFiREuUBZHC1RdjS7D7azqziLKiL3q9hjO1yz/G4Yh9n9j1CWgghJgQJcMWQqGv1MzlPsrdCCDFMtpK8SVQB64BPpPd0RkaqPbhOBcHIx8nWCMXEpihr2rpChEyLFbNLugPcMSh+NVCmrAkSQggJcMXQqGnpYlFF3kifhhBCjFfJhkz5gWqtdU26T2ak2D22yYZMdX/cZ4lybIqyJmTaH88uyU68X42tINHpMMhwOegKmWS55W2dEELIK6EYNK019e0BSmX/nhBCDAut9SsjfQ6jgZ3BTTJkKq4suc8S5UgS3MAObp2GQVVh3O8ubQFjK8AFyPa67ABXMrhCCCEBrhg8f8giGLYoyHKP9KkIIcS4ppS6FDgdmAzUAm9prVeN7FmlT9hMvgfXiKve7nsPbvR42/RJWSQMHh6rk5Q9ThraIVMyuEIIIQGuGLyWLrvzKT/D1c+RQgghToRSqhx73+1pQH3kTwlQopRaB1w3EUqVzVQZ3PgS5b5mREUCWKXsv+eUZicGtWN0knJOZFVQpqwJEkIIWRMkBq+1KwRAngS4QggxXO7Fztqeo7Uu01ov1lqXAecCZcA9I3p2aZJqD64jLoObZItQnGiJsv337NKcxKB2jGZwczzRAFfyFkIIIQGuGLTWzkiAmykBrhBCDJOLgH/XWq+Jv1FrvRr4BsmHUI07qXpw44dMOYz+1wRFA+K5PQPcpIOqR78crxOXw5BVfUIIgZQoiyHQIhlcIYQYbkeBrhT3dQGNaTyXEWNaGmeSPUCOhB7c/vfYFmQ6uXXFfHt2hC++RHlsZnAvW1jGSZNzR/o0hBBiVJAAVwyalCgLIcSwuw34vlJqXXyvrVKqEvge8KOROrF00VoTtqykGdz4mNfR1xTlSADrVJqF0dV246AHd3JeBpPzMkb6NIQQYlSQAFcMWpsEuEIIMdwuBYqAfUqpDXQPmToFaAAuUUpdEjlWa61vGpnTHF43nDqFeWU5vW5P7MHtaw+uTvwbegS4YzODK4QQopsEuGLQWrtCeJwGXpdMbxRCiGEyCdgd+QOQC/iBaE9u8UicVDoppbjh1Mqk98UPlnIOoAfX/liDUhLgCiHEOCMBrhi01q6QZG+FEGIYaa0nxBCpExVfljyQKcr2hxYoB2N1sJQQQojkZNyeGLTWrhC5EuAKIcSwUUp9J7ILN9l9k5VS30n3OY0mTvX/2TvzOBvL9oF/79kXs2b3MiOEFIWEsRNRoSikjOQV2ZO1ZFrRIiHFr4wtSyq8ekP2EIVos8eYt7LEWMaY9cz1++MszjbLme3MjPv7+TyfOefenus5zNznuq/NOslUNgNtXJPN7sragqvRaDSlCa3gavKNtuBqNBpNoTMFcO6fC5VN/bcs1kbbbC24NsqswUmbtuZqNBpNSUcruJp8oxVcjUajKXQUWfvS/gu4XISyFD/EgDIll8q+SpCT5FLagqvRaDSlCh2Dq8k3V5PTubuKVnA1Go2mIFFKRQPRprcCfKSUumY3zA+4G/i2KGUrdlhZXr2yLRPkzEXZery24Go0Gk1JRyu4mnxz9Ya24Go0Gk0hcAO4ZHqtgKtAgt2YNGA9MLcI5Sp+SKYxIbLklGTKeo4zF2VtwdVoNJqSjlZwNfkiJd1AakamVnA1Go2mgBGRVcAqAKVULPC6iJxyr1TFFbHE4Xpma8F1Em/rzKqr0Wg0mhKLVnA1+eJqcjqAzqKs0Wg0hYiIPONuGYo1kokyhSlnn2QqpxhcQ2FIp9FoNJoiRCu4mnxhVnC1BVej0WgKD6XU5zmNEZEnikKWYonJRRnAM9v0mQIenpBpyELB1RZcjUajKeloBVeTL7SCq9FoNEVCOSdtYUAdjHG6x4pWnGKGWLsoZ2PClUxQnoBB18HVaDSaUopWcDX54uoNreBqNBpNYSMibZ21K6WqAquB94tWomKGZFqK4XqqbJRUEfDwAkOacwuuzqKs0Wg0JR5dB1eTL8wW3NAAreBqNBpNUSMi/wOmAm+7Wxa3ImKKwc0hi7JkGl2Uza+NL2zW0Wg0Gk3JRiu4mnyhXZQ1Go3G7RiAf7lbCLdiHYObU5kg5WGZY/MTtIKr0Wg0pQDtoqzJF1eT0/HyVPh7e7pbFI1Goym1KKXudNLsA9QFXgf2Fa1ExY2biqmHqxZcHYOr0Wg0pQqt4GryxdXkdEL8vVHZJfXQaDQaTX75DecBogrYDwwsWnGKGTYW3OyssKYYXNMc40+x7ddoNBpNiUYruJp8cTU5nVDtnqzRaDSFjbMkUynAnyLyV1ELU+yw1MHNQcGVzJsKLjqLskaj0ZRGilTBVUo9DjwNNAJCMJY1eFdEltuN+zcwDqgK/A6ME5EtRSmrJndcTU4nWCu4Go1GU6iIyA53y1CsyXWZIDGVCcJYC9fcZunXCq5Go9GUdIragvsCcBoYDVwEugDLlFJlRWQ2gFKqD/AxEAPsAp4BvlZK3ScivxWxvJocuJqcTsUQP3eLodFoNKUepZQX0ANoAYQDCcBO4CsRyXCnbG7HykXZIyc3Yw/7JFMGq3W0i7JGo9GUdIo6i/IjIvKkiHwuIltF5EVgOUbF10wMsEhEXheRbUB/4CQwoYhl1eSChKQ0bgv0cbcYGo1GU6pRSpXHGGu7HHgIuN30cwWwTylVzsX17lRKbVFK3VBK/a2Uek0platsgUqpx5RS+5RSyUqpS0qpDUqpQBcfqWCxsrx6eGShpJqVV/vH1BZcjUajKVUUqQVXRC46aT6I8UQapdTtwB3ASKs5mUqpVdZtmuJBZqaQkJRGuFZwNRqNprCZAdwGNBWRH82NSqn7gC9N/U/nZiGlVBiwGTgMdANqAO9hPPR+OYe5A4E5GOvujgXCgHa4O6eHlQU3S0HMiqyHvYuytVKrLbiagiM1NZWEhAQSExMxGAw5T9BoblE8PT0JCgoiPDwcX1/ffK9XHJJMNQOOm17XMf08ajfmCBCulConIv8UmWSabElMycCQKdqCq9FoNIVPF2CYtXILICL7lFITgdkurDUY8AceE5FrwCalVDAQo5R629TmgFKqLPA+MFxE/s+qa7UrD1I4iCXJVNZlguwtuDrJlKbwSE1NJT4+nrCwMCIjI/H21hUnNBpniAjp6elcu3aN+Ph4qlWrlm8l160KrlKqPdAdGGBqCjP9vGI39LJVv4OCq5QaBAwC8PHRylZRcTEpFYDbyuT/pKU4oU9cNZrSS0GfEhchvkBiFn2JGGvi5pbOwEY7RXYFMB1oDazLYt4Tpp+LXLhX0SCCOcuUR1ZZlO0tuBZlVhzHaDT5JCEhgbCwMMqWLetuUTSaYo1SCh8fH8vvSkJCApUqVcrXmm5TcJVSkcAyYK2ILMzPWiIyH5gPEBgYqHenIiIhKQ2AsIDSc6igT1w1mtJLYZwSFyF7gfFKqa0ikmRuNMW+jjf155Y6wFbrBhGJV0rdMPVlpeDej7H6wbNKqZeACsBPwGgR+d6F+xc8kmnJopxlchGzQmtfBzdTJ5nSFDyJiYlERka6WwyNpkQRHBxMXFxcyVRwlVLhwHrgDNDXqstsqQ3B1oobZtevKQZcum5UcG8rU3oUXH3iqtGUXgrjlLgIGQNsA/6nlPoWOA+UBzphtF22cWGtMBw9pcC4x4Y5aTdTEaiNMU53HHDJ9HODUqqWiJy3Hlyk3lUiKKWMB5JZuhmbXZTtsijbxN1qBVdTMBgMBry9dRlFjcYVvL29C8R7sqizKKOUCgC+xuhO9bCI3LDqNsfe1rGbVgdI0PG3xQuzBbc0xeAmJiYSHBzsbjE0Gk0hExwcTGJiVh6/xQ8ROQTUwuitVA54AKOC+zFQS0R+LgIxFFAGeFZEPhORDRjDjAzAMCcyzxeRxiLS2MurkM/TTRZcoxXXRRdla6ttpg5L0RQc2gNMo3GNgvqdKVILrqmG3yqMm3RzEblg3S8ip5RSx4HHgY2mOR6m9+uLUlZNziQkpaKA0FLkoqxPXDWaW4OCOiUuSkyVCAqiZN5ljJ5S9oSRvafUZYza43Yrma4ppQ4AdxaAXPlA8PBQeHpkY8E1tyt7BVdnUdZoNJrSRFG7KM/FmAlyJHCbUuo2q76DIpKKsQ7uUqVUHLAbiMaoED9ZtKJqcuJSUhqhgd7GLxSlCH3iqtGUfm7x3/Oj2HlKKaWqAgE4VjGw5ghYGUqtpgPuTT+caaBsGV/CAryziaM1W3DtYnB1HVyNRqMpVRS1i3JH088PgD12VyUAEVmOsYRBf2ADUB+jK/NvRSyrJgcSktK4LbDEJGjRaDQajZH1QCelVJBVWy8gGdiRzbyvTT/bmhuUUiFAI6AoXKSzQfDyUPh6eZK1i7I5yZTZgmsuE6STTGk0Gk1pokgVXBGJFBGVxRVnNe7/RKSmiPiKSEMR2VKUcmpyx6XraaUq/laj0WhuET4GUoGvlFIdTMmgYoAZ1qWDlFInlVKfmt+LyH5gLfCpUipaKfUQ8B8gHfiwKB/AAVdq2WYXg6stuBqNRlPiKfIkU5rSw6WkNMK1gqvRuJ2YmBiUUmzfvt3domhKACJyGWgPeGIsCfQq8D4wxW6ol2mMNU8Ba4AZwBcYldt2pjXdh+Silq1DDK7YthvfFLhoGo2m+BEXF4dSiv79+7tbFAvR0dGUL1+epKSknAdnw4EDB1BK8cknnxSQZCUPreBq8kxCUirhpahEkMaR48eP88ILL9CwYUPCw8Px9vYmPDyc+++/nxdffJEDBw64W0S3sXDhQpRSLFy40N2iaEo5SilfpdRLSqkGBbWmiBwWkXYi4i8ilURksogY7MZEikh/u7brIjJERG4zze0gIr8WlFx5JjcWXIcsyobcz9VoNHnGXMLLfHl6ehIeHk6bNm1YuHAhUkpCAzp27GjznB4eHgQFBVGrVi169+7N2rVrs3zWffv2sWTJEiZMmEBgYGC+5GjUqBHdu3dn8uTJXL9+PV9rlVTcUgdXU/JJSTeQlGrQLsqlFBHhtdde47XXXiMzM5OGDRvSq1cvwsPDSUxM5JdffmH27Nm89957zJkzh6FDh7pbZI2m1CIiqUqpl4Bd7pal2JKbL8hZZVEmF9ZfjUaTb6ZMMTqJpKenc/LkSVavXs2OHTvYv38/c+bMcbN0+cdsOZ08eTJKKUSEa9eucfToUdasWcPKlStp164da9asISgoyGbuSy+9RHBwMEOGDCkQWSZOnMj999/PrFmzmDRpUoGsWZLQCq4mT1y+YayBG66TTJVKXnvtNWJiYqhatSrLly8nKirKYcyFCxeYOXMmV69edYOEGs0txw9AQ7JPAnUL40IcrX2SKevat9qCq9EUGjExMTbvd+/eTatWrZg7dy5jxoyhevXq7hGsADh16hQJCQnUrl2bV1991aH/3Llz9OnTh61bt/Lss8/y+eefW/qOHz/O5s2bGThwIP7+/gUiT5MmTahTpw7z5s1jwoQJeHjcWk67t9bTagqMS9eNCq624JY+Tp06xRtvvIGPjw/r1693qtwClC9fnrfeeotx48Y59N24cYOpU6dyzz33EBgYSJkyZWjWrBnLly93GLt9+3aUUsTExHDo0CEeeughQkNDCQgIoHXr1nz//fdO75+RkcHcuXNp2rQpwcHBBAQEcO+99zJnzhwyM22/pFrH2hw/fpxevXpRvnx5PDw8LHGrBw4cYOTIkTRo0IDw8HD8/PyoVasWY8aM4fJl2/DCNm3a8MwzzwDwzDPP2LgkxcXFWcZdvXqViRMnUrt2bfz8/AgLC6NTp05s3rw528/hxx9/5KGHHiI8PNxhTVfZsmULDz74IOHh4fj6+nLHHXcwYcIEpwcTp06dYtCgQdSsWRN/f3/Cw8O5++67GTx4MJcuXbKMS0tLY9asWTRs2JCwsDACAgKIjIykW7duTp9NUyCMA55XSg1TSt2ulApUSgVYX+4W0K1k5qKmsVmhVaavPuJkjrbgajRFRlRUFHXq1EFEnIY8/fDDD/Ts2ZOKFSvi4+ND1apVee655/j777+drrdw4UJ69OjB7bffjr+/P8HBwURFRbF06dLCfhT2798PGN2DnVGxYkU+//xzAgICWLVqFadPn7b0LViwABGhV69eNnN+//13AgICLN8vxo4da9Pft29fS1/ZsmX5888/bfp79+5NfHw8mzZtKohHLFFoBVeTJxKSTAqujsEtdcTGxpKRkUHPnj2pV69ejuO9vGwdQa5cuUKLFi2YNGkSnp6eDBgwgOjoaP755x+efPJJXn75Zafr7N+/n+bNm5OSksLAgQN5+OGH2bVrF+3bt+fYsWM2Y9PT03n44YcZOnQoV65c4cknn2TQoEFkZmYyfPhwoqOjnd7jjz/+4P777ycuLo6+ffsyaNAggoODAfi///s/VqxYQe3atXnmmWcYMmQIlSpVYsaMGURFRZGYmGhZp3///nTr1g2Abt26MWXKFMsVGhpq+RyaN2/OtGnTCAkJYdSoUfTo0YM9e/bQsWNH5s2b51TGPXv20LJlS1JSUiyfnY9P3n7P5s2bxwMPPMDu3bvp3r07o0ePJjw8nOnTp9O8eXOuXLliGXv27Fnuu+8+YmNjqVevHiNGjODpp5+mevXqLFmyhLNnz9o8/8iRI0lPT6dfv36MGDGCVq1a8euvv7Jhw4Y8yarJkR+AGsAs4ARwDUi0u25hcmHBzbJMkE4ypdG4G29vb5v3CxYsICoqivXr19O2bVtGjRpF48aN+eSTT2jcuDHx8fEOawwZMoQzZ87QqlUrRo0aRe/evTlz5gxPP/00kydPzrUs/fv3dznHhlnBbdy4cZZjypUrR7NmzQDYu3evpX3z5s14enrStGlTm/H16tVj5syZlvczZsxg1y5jpMrnn3/OsmXLLH2xsbH861//splvNlDcigqudlHW5IlLSakAOotyKWT37t0AtGvXLk/zR40axcGDB5k+fbqNdTclJYXu3bvz1ltv0bNnT+655x6bef/973+JjY21yWg4b948Bg8ezAcffMDcuXMt7W+++SYbN25k2LBhzJw5E09P4xdWg8HAoEGDWLBgAT179rQooWZ27drFxIkTeeuttxzknjhxIh9++KFlLTOffvopAwcOZO7cuYwfPx7AIuPatWvp3r270yyM48eP5/DhwwwaNIiPP/4YpZSlvXHjxowYMYJOnToRGRlpM+/bb7/l448/5rnnnnPy6eaeM2fOMGLECMqUKcOPP/5InTp1LH3PP/88H330EePGjWP+/PkAfPHFFyQkJDBz5kxGjhxps1ZSUpLFvenq1ausWLGCRo0a8cMPPzh8XtaWXk2BMgCtfWWNTaKorD4mc5IpL9s5OsmUpohZ9H0ccZfylym3sIm8LZDo5pGFeo/vvvuOo0eP4uPjQ5MmTSztx48fZ/DgwURGRrJjxw6qVKli6duyZQsdO3Zk5MiRrF692ma93377jRo1ati0paWl0blzZ6ZNm8bgwYNt1ipIcrLgmrntttsALAfMSUlJHDp0iLp16zpNLjVo0CC2bNnC559/TmZmJtHR0axfv94mVnfUqFE88sgjDnPvu+8+wPg532poBVeTJ266KN86MbhT1x/h2LnibSSpXTGIiZ3r5muNc+fOATjdBOLi4hxONENDQxk1ahRgVG6WLl1K48aNHVyX/fz8mD59Ohs3bmTZsmUOCm5UVJSDojhgwACGDRvGjz/+aGnLzMxk9uzZVKxYkffff99GwfL09OS9994jNjaWzz77zEHBrVChgiXJhT0RERFO2wcMGMALL7zAxo0bLQpuTqSlpbF06VLKlCnD1KlTLcotQK1atRgxYgRvvPEGixcv5pVXXrGZe8899+RbuQVYunQpaWlpjBkzxka5BeMBwdKlS1myZAmzZ8/G1/fm77Gz+B/rTdecOMPX19dpTI9589YULCKy0N0yFGtyU8vW4qKcjQVXuyhrNIWGOQbXOsmUiPDuu+9SqVIly7iPPvqI9PR0PvjgA4fvIu3bt6dr166sW7eOxMREm2RN9sotgI+PD0OHDmXr1q1s2bKFfv365Sjn1KlTmTBhgo1M2SEi/PTTTyiluPfee7Mdaw4PMu+Vf/31FwaDIdt7zZ8/n3379nH69GlOnTpFo0aNLNmRGzVqxPTp053OCwkJwc/Pz6m1u7SjFVxNnkhISsPP2xN/H/sSiZrSTFxcnEPyhIiICIuCu2/fPgwGgyWW1J709HQAjhw54tDnzK3H29ubChUq2MTAHj9+nISEBGrVqsUbb7zhVE5/f3+n92jQoIGNMmcv27x581ixYgWHDx/m6tWrNrG8f/31l9N5zjh27Bg3btwgKiqK8PBwh/527drxxhtvcPDgQYc+61Ps/PDTTz9Z7mVPWFgY9957r+X0vEGDBnTt2pVJkyYxdOhQNm7cSKdOnYiKiuLOO++0UdCDg4N55JFHWLduHffccw89evSgZcuW3H///QQE3NphoEWBUqoy0AwIBxKAPSLiPCCttCECGydBjfZQq4Ndn7X7cU4WXLssytqCqyliCtsyWlyx//6glOLTTz+15LQws2fPHgB27NjBvn37HNa5cOECBoOB48eP21hM4+PjmT59Olu2bCE+Pp7k5GSbebndxytVqpRr5RbgxIkTXL16ldq1aztkR7bn+PHjANSuXRu46fUUFhaW5ZyQkBCWL19Oy5YtSU9Ptyi3QUFBrFy5MtswpvDwcM6fP5/rZyktaAVXkycuXU+75RJM5dcyWlKoWLEiR44ccZrEoU2bNpYabhkZGQ4xM+Y/1Pv27XO6KZlxVpfNHLtqj5eXFwbDzWQw5nucOHHCaabC7O5RsWLFLMf36tWL1atXc/vtt9OtWzcqVqxoUYZnzpxJampqlnPtMZ/QZrVBmtutY2BzI6MruCpDREQEP/74IzExMWzYsIGvvvoKgKpVq/Liiy8yYsQIy9yVK1cyffp0li1bZrGI+/n50bNnT959910qVKhQIM+guYlSyhOYDfwbsD5ZNCil5gPDRUq5dqYUnPsVKjjJDWBdAijHGFx7F2VrhVhbcDWawsL8/SEpKYk9e/bw7LPPMnjwYCIiImwOY837/DvvvJPtetb7/KlTp2jSpAmXL1+mZcuWdOzYkZCQEDw9PYmLi2PRokUu7eOukJv4WzAqt6dPn6Zy5co0aGAsa272mkpJScl27v3330/Tpk3ZuXOnpe3hhx92arW2Jjk5ucAyM5ckdJIpTZ5ITE0n2F+fj5RGzEkJtmzZ4vLckJAQAEaPHo2IZHlt27Ytz/KZ7/Hoo49mew/rDIVmrC2R1uzfv5/Vq1fToUMHjh07RmxsLFOnTiUmJoZXXnmFtLS0PMlodve2x5ywyTwuNzK6Sl5kqFu3LitXruTSpUvs37+fadOmkZmZyciRI/n0008t4/z9/YmJieH48ePEx8ezdOlSWrRowdKlS+nZs2eByK9x4FWMcbiTgEjA3/Rzkqk9xk1yFS0enpCZ4aTDyjqblZuxQxZlbcHVaNxBYGAgHTp0YN26dRgMBqKjo7lx44al37wvXb16Ndt9vnXr1pY5M2bM4NKlS3z66ads376dWbNm8frrrxMTE0OnTp0K9XlyG39rdiUeOnSopa18+fJAzvkr5s2bZ6PcAqxYsYJvvvkmyzmZmZlcuXLFco9bCZcUXKVUeaVUdav3Sik1SCk1UynlGN2sKbXcSDMQ4KMV3NJI//798fLy4osvvnDq5psdTZo0wcPDw+GPcEFSp04dQkND2bt3r8XlOb+cPHkSgK5duzpkhf7xxx8d3JwAm8RW9tSuXZuAgAB+/vlnp1Zas4LfsGHDfMueFeY4IHMZJGuuXLnCoUOH8PPzo25dR88ELy8vGjVqxPjx4y2lndasWeP0PlWrVqVv375s3LiRmjVrsmvXLp1oqnDoB7wsIu+ISLyIpJp+vgNMBvq7V7wiQnk6LwlkbcHVLsoaTYmgfv36/Pvf/+bPP//k/ffft7Sbswm78l3CvI/36NHDoW/HjsItH54bBXfp0qUsWLCAyMhIhg8fbmmvVKkS5cqVc6gWYc1vv/3G6NGjLe/vvPNOwGgRj46OzrJs0rFjxxARh5wntwKuWnAXAqOt3r8GzAUeBFYrpfoXjFia4o5RwdXxt6WRGjVq8PLLL1t/oPTZAAAgAElEQVQyD2ZVh9aZ4la+fHn69u3L/v37ef31150qf3/88YdT62pu8fLyYvjw4Zw9e5YRI0Y4VT7Pnj3L4cOHc72mOZOxvTJ44cIFm5NWa8wJIpwlb/Dx8aFv374kJiY6lCb4448/mDVrFt7e3jz99NO5ltFVnnrqKby9vZk9e7Zl4zczefJkrl27xlNPPWVxwz5w4IDT2rjm2B1zfO0///zDr7/+6jAuKSmJ69ev4+XlleeyRppsKQ/8kkXfL6b+0o9HVgqutQU3BxdlpRVcjaa48PLLL+Pr68u7775rybcxbNgwvL29GT16tCVm1Zq0tDQH5TerfXzjxo188sknLsl09uxZjh496nRPtCczM5ODBw/i4eHh9ND60qVLjB07ln79+hEWFsbatWtt4nSVUrRq1YqLFy867NVgdDHu1auX5btOu3bt2Ldvn+Vw+uLFi/Tt29cmZ4gZcymitm3b5u7BSxGumuAaAvMBlFIewGBgkoi8rZR6FRiFUQnWlHKS0wz4h2kFt7TyyiuvICK8/vrrREVF0ahRI5o0aUJ4eDhXrlwhLi6OzZs3A9CqVSubuXPmzOHEiRO88sorLFmyhBYtWlChQgX+/vtvjhw5wr59+1i+fDnVq1d3dutcMXnyZH7++Wc+/vhj1q1bR7t27ahSpQoXLlzgxIkT7N69mzfffNNyypkT9913H1FRUXz11Vc0b96cFi1acP78edavX0/t2rWpXLmyw5xmzZoREBDAzJkzuXTpkiV2dvjw4YSEhDBt2jR27tzJnDlz2LdvH23btuXixYt8/vnnJCYmMmfOnHx9BjkRGRnJzJkzGTp0KA0bNuSJJ56gXLly7Nixgz179lCnTh2bzItLlixh3rx5tGjRgho1ahAWFsYff/zBunXr8PX1tSQS++uvv7j33nu5++67qV+/PlWrVuXatWt8/fXXnDt3jhEjRuSYZEOTJ44DvYFvnfT1BrI+/i9NeHiBZGPBzY2LcrZlgnQMrkZTlFSpUsVSDvDtt99m6tSp1KlThwULFjBgwADq1avHgw8+yB133EF6ejrx8fHs3LmTcuXKcfToUcs6zz//PLGxsTz++OP07NmTypUr89tvv7FhwwaeeOIJVq5cmWuZJk6cyKJFixxKFzrj6NGjXL9+naCgIN59913AqPRevnyZ33//nT179pCSkkJUVBRLlixxuu/36NGDL7/80uIJZc2IESMsB/ahoaEsXLiQgIAAPvvsM5o2bUpaWhrbt2/njTfecKjK8O233+Lp6elQUeKWIDvfdvsLSAZaml7fBxiAKqb3rYHrrqxXGFdAQIBoCp/2722Xl1b/4m4xCpzDhw+7W4RixdGjR2XUqFHSoEEDCQkJES8vLwkLC5PGjRvLqFGj5MCBA07npaamyuzZs6VZs2YSHBwsPj4+UrVqVWnXrp28//77cvHiRcvYbdu2CSBTpkxxulZERIREREQ4tGdmZsrixYulXbt2EhYWJt7e3lK5cmWJioqSN998U+Lj4y1jT58+LYBER0dn+ayXLl2SIUOGSEREhPj6+srtt98uEydOlKSkpCxlWL9+vTRt2lQCAwMFo/+jnD592tJ/+fJlGTdunNSsWVN8fHwkJCREOnToIBs3bnRYK6fPITumTJkigGzbts2hb+PGjfLAAw9IaGio+Pj4SI0aNWTs2LFy+fJlm3F79+6VwYMHS/369SUsLEz8/PykRo0a0r9/f/n1119tnunVV1+Vtm3bSuXKlcXHx0cqVqworVu3lmXLlklmZqbL8ruL3P6+A0ni5r0NeALIBDZjPFx+FHjO9N4APO5uGbO7CmxvXv6kyO5Zju2HVojEPiTyeX+R7W87n3vplHHM8W+NP3/7yti+d57IwoeNbb+sKhg5Nbc8+vvETcz7Y1acO3dOAgICJCAgQM6dO2dp/+WXXyQ6OlqqVasmPj4+EhYWJvXq1ZNBgwbJli1bHNbZvXu3tG3bVkJDQ6VMmTISFRUlq1evdrq/Zve9IDo6WgCJjY3N8dkWLVpkeT7z5e/vL5UqVZLmzZvL6NGjZffu3dmukZqaKuXLl5cmTZrYtK9cudJm3WXLltn0T58+3dLn6ekp3333naXvypUr4ufnJ926dcvxGYobBbE3K2N/7lBKnQDeFZF5SqkY04Zaz9TXFVggImVd0K8LnMDAQElKKt7Fs0sDzadu4aH6lXjpodxZyEoKR44ccRqTqNFoSh+5/X1XSt0QkcAcBxYySqmOGJNNNQS8gXTgADBFRDa5U7acKLC9+fN+ULkhtBhl235oORz6DMpUgHK1ofU4x7kJp+E/w6HFaNj1PjTqD3f3hB/mwfENYEi/2abR5BP9fULjClOnTmXSpEn89NNPOdbSzQ2zZ89mxIgR7Ny5kxYtWhSAhEVHQezNrsbgLgDeVkqtAsZhclc20RRwLSONpsRyI10nmdJoNJqiRES+FZFmGDMoVwT8RaR5cVduC5R8uShb18rl5jjJdIzL1Wg0miJk9OjRVKtWzcHNOC8kJyczdepUevToUeKU24LCJQVXRKYCw4Fzpp+zrLrDAdeiuDUlkrSMTDIMgr9OMqXRaDRFglJqgbmKgYhkisgFMdW9VUpFKKUWuFfCIkJ5gpNkKpYMydlmUbZaw3qOZFrF5eoYXI1GU/T4+fmxZMkSGjduTH69XeLi4hg0aJAlJvhWxGUTnIgsBhY7aR9cIBJpij3J6cbT80Ct4Go0Gk1R0R/4GHCWgrwsEI2xHm7pJjsLrlLGK6csymZl1pyNWTIdSwdpNBpNEdOqVSuHxJ15oW7dusTExORfoBKMq3Vw6yqlmlq9D1BKvaWUWqOUGp7dXE3pITnN+KXAX7soazQaTVGSlXnxLuCfohTEbXh4QGaGY7tkgvIwKbg5ZVF2YsFVHjdfazQajaZE46qGMhf4Hthrev828AywE5iulPITY9F5TSnmRprxy4Wug6vRaDSFh1JqJDDS9FaANUqpVLthfkAFbpUSfSqrOrhmJTUbC67FjdlOmRW52ZaTe7NGo9Foij2uKrh3Ae8BKKW8gaeBUSLyf0qpURhLFmgFt5RjdlHWMbgajUZTqBwGvgQU8AKwDThrNyYNOAp8XrSiuQkPzywsuAKYXJTtldSLJyC4yk2F1t6V2cb6qy24Go1GU9JxVcENBK6ZXjc1vf/K9P4nIKKA5NIUY26YXZS9tYKr0Wg0hYUpO/ImAKVUIvCJiPzlXqncjIeXcyXUxoJrpeAaMuCbsdAoGsrWNjUq41gHBddDJ5nSaDSaUoCrZYJOY1RswVhk/qCIXDK9LwskFpRgmuKLWcEN1DG4Go1GUySIyKu3vHILJhflLCy4yk5xBWNCqswMSE+2s+B62LkoO5mr0Wg0mhKJqxrKDOAjpdTjwL0Y42/NtAF+KSC5NMWYZFMMrr+Pq+cjGo1Go8krSqlmwLPAHRhjb20QkSZFLlRR4+EJGfZhyABiVH7tXZStMyWbsY/Vtbb+6hhcjUajKfG4Wgf3U6ADsALoJCJLrLoTgJkFKJummGK24AZoC65Go9EUCUqpB4DvgH8BLTBmTb4ONABuA35zn3RFiIdnDmWC7C24pteZBqt2ZVrHrMyKlYuytuBqNBpNSScvdXC/w7jJ2rfHFIRAmuKPJcmUjsHVaDSaouI14ANgPJAOTBaRn5RSEcBGYLsbZSs6ssyiLM5jcC1WWgM2WZStldlMQ84lhjQajUZTYnDZx1QpFaqUGq+UWqeU2m36OU4pFVoYAmqKHzdSdRZljUajKWLuBNYDmRg1tUAAETkDxAAvuU2yosTDKwsF19RmnyjKqQUXbMsJWcfgagVXo9FoSjouKbhKqRoY3aBew7i5xpt+vgb8YurXlHKS0w14KPD10jG4Go1GU0SkAB4iIhhLBVnvt9cwui6XfrJ0UZabVlibdqtEUmJlwbV2Uc5VDV2NRqPRlBRc1VDeBy4Dt4tIOxHpIyLtMG60lzEmodKUcpLSMvD38UTZf5HQaIA2bdoUm/8bMTExKKXYvn17od1j4cKFKKVYuHBhod2jJBAZGUlkZKS7xSjN/AyY69xsASYqpR5QSrXGeMj8q9skK0qydFHOQkm1JJmydlFWVm2mufalgzQajUZTYnFVwW0DvGJfqsD0/jWgbQHJpSnGJKcZdImgUo5Syuby9fWlXLlyNGzYkIEDB7J+/XoMBidfMjVFSnE6TNAUOjO5meJ3EpCEMfZ2G1AeGOomuYoWDw/nZYKs3YxxFoObaWvBdSgTZLb+ahdljUajKem4quAKkFXgpd2uoimtJKcZ8NMJpm4JpkyZwpQpUxg3bhy9e/cmNDSUJUuW0KVLF5o2bcrx48cd5ixevJgjR464QVpHhg0bxpEjR2jSpPCqpzz66KMcOXKERx99tNDuodGIyDci8qHp9V9AI4wW3XuAmiJywJ3yFRkeXtlkUTYnisoqi7L5K4pdvK0YHJVejUZT7ImLi0MpRf/+/d0tSqEQHR1N+fLlSUpKKnZrHzhwAKUUn3zySZ76CxtXFdxtwOumrI0WTO9fw+g2lS1KqZpKqXlKqV+UUgal1HYnY+KUUmJ3nXNRVk0hcSPNQKCvVnBvBWJiYoiJieH1119n9uzZbN26lfj4eB5//HH2799Phw4duHDhgs2catWqUadOHTdJbEvZsmWpU6cOAQEBhXaPkJAQ6tSpQ0hISKHdQ6OxR4ycEJFfRCTN3fIUGTm5KNtnQra24Fq7KCsPKxdlcT5Xo9EUCPZeYfZXaQzx6dixo80zenh4EBQURK1atejduzdr165Fsvl7s2/fPpYsWcKECRMIDAx0OiY+Pp7JkyfTtGlTwsPD8fb2Jjw8nKZNmzJ+/Hh+/dV55Epu1s6JRo0a0b17dyZPnsz169dd7i9sXFVwRwG+wAml1F6l1Fql1B7gBOADvJCLNeoBXYBjgKP55ybLgGZWVxcXZdUUEsnp2oJ7K1OhQgVWrFhBmzZt+N///sdbb71l0+/MbVZEWLRoEc2bN6dcuXL4+flRtWpVOnXqxMqVKx3u8eeffzJixAhq1aqFv78/4eHhNGnShNdff91mnDnu89q1a7zwwgtERkbi7e1NTEwMkHUMrlKKNm3acP78eQYMGECFChUIDAykefPm7Ny5E4CkpCTGjh1LREQEvr6+1KtXj1WrVjnImlUMrlk28zrVqlXD19eXmjVrMn36dKcb28KFC+nRowe33347/v7+BAcHExUVxdKlS23GmU+td+zYYXke89WmTRubsQcOHKBHjx6UL18eX19fIiIieP755zl79qzD/fv3749SilOnTjF79mzq16+Pv7+/w5qukJqayrRp07j77rsJCAggODiYli1b8vnnnzsd/5///If27dtTqVIlfH19qVy5Mq1bt2bu3Lk2406dOsWgQYOoWbOm5f/I3XffzeDBg7l06VKe5S3OKKUqK6UGKaVeU0q9bXdNd7d8RYJHVgouzmNwxSoG18FF2WzB1XVwNZqiwOwVZn/dc8897hatwDFbMF955RWmTJnC5MmTGThwIDVr1mTNmjV0796dDh06kJiY6HT+Sy+9RHBwMEOGDHHaP2PGDGrXrs0bb7xBcnIyTzzxBGPHjqV3794YDAbeeecd6tevz2effeby2rll4sSJnDt3jlmzZuWpvzBxKZBSROKUUnWAAcB9QCXgMBALrAHqAHE5LLNORNYCKKW+AMpmMe6siOx1RT5N0ZCUmkFogLe7xdC4EQ8PD15++WW2b9/O8uXLef/997ONBX3ppZeYOnUq1atX54knniAkJISzZ8+yb98+Vq1aRa9evSxj9+/fT6dOnUhISKBVq1Y89thj3Lhxg8OHDxMTE8PkyZNt1k5LS6Ndu3YkJCTQsWNHgoODqV69eo7PcOXKFaKioggKCqJPnz4kJCSwYsUKOnXqxJ49e3juuedISEjg4YcfJj09neXLl9OrVy+qVq1K06ZNc/U5paen06lTJ/7++286d+6Ml5cXa9asYcKECaSkpDBlyhSb8UOGDKFevXq0atWKSpUqcenSJb755huefvppjh07ZlHwQ0NDmTJlCgsXLuTMmTM261gnevr666/p0aMHIkLPnj2JiIjgwIEDfPTRR6xdu5Zdu3Y5/axGjhzJzp07eeihh+jSpQuennk70EpLS6NTp07s2LGDOnXqMHToUG7cuMEXX3xBr169OHTokM0Byfz583nuueeoWLEijzzyCGXLluXChQv88ssvxMbG8vzzzwNw9uxZ7rvvPq5du0aXLl3o0aMHKSkpnD59miVLljBs2DBuu+22PMlcXFFKPQosxxgmdAGwt9oKxhq5pZssXZQNGF2P7eJozcpwZqat8mqj4Gaa5ukYXI2mMDEfPpd2Tp06RUJCArVr1+bVV1916D937hx9+vRh69atPPvssw4HvsePH2fz5s0MHDgQf39/h/njxo3jnXfeoXbt2nz66adERUU5jDly5AgvvPAC//qXbYL9nNZ2hSZNmlCnTh3mzZvHhAkT8PDwcKm/UBGRArmAHoDBxTlfANudtMcB7+ZFjoCAANEULl1n75TRKw66W4xC4fDhw+4WoViA8VtetmNSUlLEy8tLADl16pSlvXXr1g5zw8PDpUqVKpKUlOSwzj///GN5nZqaKpGRkQLIZ5995jD2f//7n837iIgIAaR9+/Zy/fp1h/FTpkwRQLZt2+b0+Z577jkxGAyW9sWLFwsgYWFh8vDDD0tycrKl77vvvhNAunfvbrNWbGysABIbG+tUts6dO8uNGzcs7efPn5eQkBAJCQmRtLQ0mzknT550eIbU1FRp166deHl5yZ9//mnT5+yzNpOYmCjh4eHi4eEh3333nU3ftGnTBJAHHnjApj06OloAqVy5ss2/aW6IiIiQiIgIm7a33nrL8hmkp6db2s+fP2/5fHbv3m1pb9iwofj4+Mj58+cd1rf+fzJr1iwBZObMmQ7jrl+/bvN5Z0duf9+BJCmgvTKvF3AE+A8Q7m5Z8nIV2N784yciix91bN/6lshXg0W+fUXkPyNvtl88KRL7kMi2aSJxu42vL50S+XKQsU1E5JtxIusniKwaIPLduwUjp+aWR3+fuEluvlOYiY2Nlccee0yqV68ufn5+EhQUJM2bN5clS5Y4jD19+rQAEh0dbdNuMBhkxIgRAsijjz7qsCfs3btXevToIRUqVBBvb2/517/+JYMGDZK//vorz89ozcqVKwWQJ598MssxFy5ckICAAIfvUCIi48ePF0A2b97sMG/BggUCyJ133ikXLlzIVo7MzEybvTentc37cnaX/WcdExMjgGzYsMGpDDn1O6Mg9ubinAr3WaXUCCAZ2ASMEWNBe42bSUoz4OdzC7oob3oFzh92txTZU+FOeOC1IrmVr68vt912G+fPn+eff/7J0Wrq7e3t1BJYtuxNJ45169YRFxdH165defLJJx3G2p9EmnnvvfdcjiMJCAjgnXfesTlRfPLJJxkwYACXL1/mgw8+wM/Pz9LXsmVLIiMjOXTokEv3mTVrls0pafny5enWrRuLFy/m2LFj3HXXXZa+GjUcS4n7+PgwdOhQtm7dypYtW+jXr1+u7rt27VoSEhLo06cPLVu2tOkbM2YMH3/8MZs2bSI+Pp5q1arZ9I8bNy5XVvCcWLBgAUopZsyYgZfXze2mfPnyFnetTz75hObNm1v6vLy88PZ29BCx/n9ixtnpc17jiUoAVYHhIpLgbkHcioeX8yzKlhhcOzdjsUokZX4NtuMyDeDl5ZigSqPRFDm59WTKipSUFPr27ctXX33F0KFDmTVrls0+v2DBAgYNGoSvry9du3alatWqnDhxgk8++YR169axd+9emz2xf//+LFq0iNjY2Fwns9q/fz8AjRs3znJMuXLlaNasGVu2bGHv3r02e+7mzZvx9PR08Ba7ePEiY8aMwdPTk2XLllGuXLls5VBK2ey92a2dV8zW402bNtGpUyeX+wuL4qrgrgX2An8CdYEpwE6l1N0ictV+sFJqEDAIjF8GNYWLsUzQLajgahwQ0xfGnErV9O3bl9mzZ3PnnXfyxBNP0Lp1a5o1a+aQmGnvXmNUQufOnXMtg5+fH/Xr13dRcrjjjjsICgqyafP09KRChQokJSVx++23O8ypUqUKP/zwQ67vERISQs2aNR3aq1atCsDly5dt2uPj45k+fTpbtmwhPj6e5ORkm/6//rKp0JYtP/30EwDt2rVz6PPy8qJVq1bExcVx8OBBBwW3ILJOJyYmcvLkSapUqeI06ZhZroMHD1ra+vbty5gxY7jzzjvp3bs3rVu3JioqymET79q1K5MmTWLo0KFs3LiRTp06ERUVxZ133lmayyZ9jzFr8mZ3C+JWPDxvlvyx+bcWo4exvYuyTZkg02sHRdiqxJD2UNYUBT/Mh4RT7pYie8Jvh/sHFeiSzlyUIyMjbRTH3377zeGwNy0tjc6dOzNt2jQGDx5MlSpVnK6fkJBA165d+f7775k2bRrjx9tGbRw/fpzBgwcTGRnJjh07bNbZsmULHTt2ZOTIkaxevTrvD8lNBbdRo0bZjjOH0ly5csXSlpSUxKFDh6hbt67Dge3ixYu5fPkyjz/+OA0aNHBZruzWBmM42dWrtmrWihUrOHDgZpL+u+++26b/vvvuA+C7775zes+c+guLYqngishIq7c7lVLfA4eAZzDWArQfPx+YDxAYGKi3p0ImOd2A/62YZKqILKMlhZSUFBISjMaknE4R33//fW6//XZiY2OZNm0a06ZNw8vLiy5duvDee+9ZlEDzH/msNi9nlC9fPk9KTVZZj728vLLty8hwVoPTOaGhoVmuA9jUEj516hRNmjTh8uXLtGzZko4dOxISEoKnpydxcXEsWrSI1NTUXN/bvElVqlTJab+53XpjNVOxYsVc36cg7//CCy9QtmxZ5s6dy6xZs5g5cyZKKVq3bs0777xjOQ2PiIjgxx9/JCYmhg0bNvDVV18BxoODF198kREjRuRb/mLIC8BnSqnrGL2aHP7hRORGkUtV1CjT3iOZN19b3juz4JpjcA3YZlHGVvl1lqBKo9EUKM7iUVu3bm2j4ObVk+nMmTM8+OCD/PHHHyxZsoS+ffs6jPnoo49IT0/ngw8+cPie0b59e7p27cq6detITEy0HIBPnTqVCRMmZLmX2SMi/PTTTyiluPfee7Mda94nrXNG/PXXXxgMBqf3W758OQB9+vRx6Dt69CgrVqywaQsLC2PkyJsqVXZrA/z73/+2ef/ZZ59ZDssBBg8ezJgxY2zGhISE4OfnR3x8vNM1c+ovLIqlgmuPiPymlDoGNHS3LLc6GYZM0jIy8fcpEf91NIXIrl27yMjIoEKFCjaJjZzh6enJqFGjGDVqFBcuXGDXrl2sWLGCVatW8fvvv/P777/j6+trUQhdsVSWFovdjBkzuHTpklM3qOXLl7No0SKX1jMr6efOOa+wZs6i7EyZL4jPNK/379evH/369ePKlSt8//33rF69mgULFtCpUyeOHj1qOUypW7cuK1euJCMjg59//pnNmzcze/ZsRo4cSWBgIM8++2y+n6GY8YvpZyxZ2xlL/8mjh+kRMw03X4Odkmo13pxkysGC62lXQshkwdUmXE1RUMCW0ZKCSM6/X3nxZDp27BjNmjUjKSmJ9evX0759e6dr79mzB4AdO3awb98+h/4LFy5gMBg4fvy4xfpaqVKlXCu3ACdOnODq1avUrl3bwUvMnuPHjcVkateubWkzVwEICwtzGH/4sDFMrlmzZg59a9eudThA6Ny5s42Cm93a9qxbt47+/ftb/s369OnDhx9+6HRseHg458+fz3KtnPoLgxy1FKXUP+TuL75v/sXJFnOAs8aNJKcbvywEaBflW5rMzEzefPNNAKexstlRvnx5HnvsMR577DHat2/P1q1b+e2332jUqJElJmT9+vUMHjy4wOUuzpw8eRKAHj16OPSZywHZY45pNhgMDvHN5pPj7du3Oyh7GRkZlnJIDRsWzrlhUFAQNWrU4NSpU5w4cYJatWrZ9G/bti3b+4eGhtKlSxe6dOlCZmYmCxYs4LvvvnP4fLy8vGjUqBGNGjWiefPmtGrVijVr1pRGBXcAeg+8qdTaZ1IW61q21hbcTCfjla2lV8S4ri4TpNG4lbx6Mh0/fpyEhATuueeebPc0s4L3zjvvZCtHfuq25ib+Fowynz59msqVK9u4G5tzS6SkpNiMv3LlCjduGJ10ypcv77De+PHjLS7ZH374IcOGDbO4B+e0tj3bt2/niSeesHisdenShUWLFmWZBTk5OTnbjMw59RcGuTHDfYibN1Wl1F0YSxDNd6ccGriRZvyS4K8V3FuWCxcuMGzYMLZv3061atWYNGlStuNTU1PZv3+/Qxr79PR0i4tzQEAAAI888giRkZH85z//Yfny5Q5uOH/++WeWiaZKOmYr+Pbt23nkkUcs7Rs3buSTTz5xOsfs1hQfH++QFKp79+6Eh4ezfPlyhg4dapNQYubMmZw+fZoOHTo4xN8WJAMGDOCll15i7NixfPnllxYl/OLFi5ZEIQMGDLCM37Ztm9M6yhcuXABu/j85cOAANWvWdLD+mk+IzeNKEyKy0N0yFAvMbsn2iaZsrLD27diWCVLKVhG2lBjCNhGVRqMpUvLqyfTII49Qu3ZtJk2aRPv27dm0aZPTUnHmPePq1asEBwcXuPyQ+/jb6dONpcuHDh1q025WXu3ruVsriElJSdlah83WaXsFN6u17ed27drVogS3bNmSL774wmnyRzAaPK5cuZJlYsqc+guLHBVcEYkpyBsqpQKALqa3VYBgpVRP0/tvgLbAU8DXwN8YFduXgXhgYUHKonEds4KrLbi3BuaEEOY/UL///ju7du0iLS2NJk2a8NlnnznNbmtNcnIyLVq0oGbNmjRq1IiIiAhSUlLYtGkTR44coWvXrtStWxcwxtmsWspw8uQAACAASURBVLWKjh078uSTTzJv3jyaNm1KSkoKR44cYcuWLS7FwJYknn/+eWJjY3n88cfp2bMnlStX5rfffmPDhg088cQTrFy50mFO+/btWbVqFY899hhdunTB39+fiIgInn76acqUKcOCBQt4/PHHad26NY8//jjVqlXjwIEDfPvtt1SsWJF58+YV6jO9+OKLrF+/nrVr19KgQQO6dOnCjRs3WLVqFRcuXGDcuHG0aNHCMv7RRx+lTJkyNG3alMjISESEnTt3sm/fPho1akSHDh0AWLJkCfPmzaNFixbUqFGDsLAw/vjjD9atW4evry+jRo0q1OfSuBFrF2VrsoqjtVZizcqr2UXZfHYv5rZiasHd+zEEloW7e+Y8VqMpweTFk8nMxIkT8ff3Z/To0bRp04bNmzdToUIFmzFNmzblwIEDljrvhUFuFNylS5eyYMECIiMjGT58uE1fpUqVKFeuHMeOHbNp9/X1pX79+vzyyy9s2rSJxx57LMv1f/zxR8AxYWRWa5s5fPgwnTt3JjExETB6gn399dfZWl+PHTuGiHDPPffkqb+wcEcgZXlglV2b+X114H+mMTOBUOASsAGYJCLXikpIjXOStYJ7S2GO5/Dx8SEoKIiIiAj69etHjx496NixY66KdgcGBjJ9+nS2bdvG999/z5o1ayzuqx999JGNBQ+Mbj2HDh1i2rRprF+/nu+//56goCBq1qzJa6+V3kRf9evXZ9u2bbz88sv897//JSMjgwYNGvDVV18RGhrqVMEdOHAgZ86cYcWKFbz99ttkZGTQunVrnn76aQC6devG7t27eeutt9i4cSNXr16lYsWKDB48mMmTJ1O5cuVCfSYfHx82bdrEjBkzWLZsGbNnz8bLy4sGDRowc+ZMBwv9tGnT2LhxIz/99BPffPMNfn5+REREMH36dIYMGWI5Qe7Tpw+pqal8//33HDhwgOTkZKpUqULv3r0ZM2aMTemlkoxS6kegv4gcVkrtIwdvKhHJf/rr4o6H6WuLvSJqcVG2i6O1yaJsbjdZcDOdJJkqjl7gf/8EZSpoBVdT6smLJ5M1o0aNws/Pj+eff57WrVuzdetWm31u2LBhzJ8/n9GjR1OrVi3uuOMOm/lpaWn88MMPNqX1zp49y9WrV6lUqVKWCSjNZGZmcvDgQTw8PJy6Sl+6dIlp06bx3nvvERYWxtq1ax0ssUopWrVqxZdffsnJkydtKjGMGDGCgQMHMmbMGOrXr++0SsPBgwc5duwY1apVc3Blzm7ta9eu8cADD1isu0opHnjgAebPt3Weveuuu3jwwQct783VL9q2bev0M8mpv9DIqkBuSb0KrJi8xin7Tl+Seq9skO9PXnS3KIWCLsyu0dw6FEQx+cK8MCaUqm56vdD0PsvLHTLm9iqwvfnYRpHYh0QSL9i2r58g8s04kR1vi3zx7M32M3uN49eNFjn+rWnueePYb8Ybx3w5SGTbVJH/jBT59pWCkbMgWdlP5Osx7pZC4yL6+8RNMOXRyYmff/5ZfHx8xNfXV/r27Stjx46Vzp07i1JKevXqJYBMmTLFMv706dMCSHR0tM06sbGx4uHhITVq1JAzZ87Y9C1ZskS8vb3Fy8tLHn74YXnhhRdk+PDh0q1bNwkPD5fatWvbjI+OjhZAYmNjc5T/999/F0CCgoJkypQpMmXKFJk8ebIMGzZM2rZtK35+fgJIVFSUnDp1Kst1li1bJoDMmTPHoW/IkCECiLe3tzz00EMyduxYGTdunDz11FNSr149AcTT01MmTZrk0trmzzKny/6z7t27t3h6ekp8fLzT++XU74yC2Jt1KlyNS+gkUxqNRlM0iMgzVq/7u1GU4oNHNjG4Fjfj3FhwPWz7lKdjDd3iQkYqpCfnPE6jKeHkxZPJGf3798fX15d+/frRqlUrtm7daqlt/9RTT9GgQQPee+89tm3bxrfffktgYCCVK1emZ8+e9OrVK8/ym92TExMTLR5w/v7+hIaGUr16dYYMGULPnj1p3rx5tuv06NGD8uXLs3jxYocY3blz5/LII48wf/589u7dy8aNG/Hx8aFChQrcddddDBw4kJ49e2aZryS7tV3l6tWrrFmzhocffpiqVau63F+YaAVX4xJJqVrB1Wg0Go2bsM+inJkJHh62dXGzjMG1LhPkAYb0m2MUxTcG15AK6aW/xLGm9CKS+4Oj5s2bs3Xr1lytY87V4Iw+ffo4rRcLcPfdd7Nw4cJcybNw4cJcjzWXucsvPj4+jBo1ikmTJnHw4EGHerqdO3emc+fOBbp2dp9lVixevJiUlBRefPHFPPUXJjkH0Gk0VqSk6yzKGo1G4w6UUvcppaYqpRYrpT63v9wtX5FgnUU54RQsfRSuXzCV+skhBtfcbs6ibBknzq2/xQERoyKuLbgazS3F6NGjqVatGq+88kqxXDs5OZmpU6fSo0cPm2SRue0vbLSCq3GJm1mUtfFfo9Foigql1GjgB6A/UAMo5+RyZb07lVJblFI3lFJ/K6VeU0rl+uRSKeWhlNqvlBKl1MOu3DtfWGdRTjxn/Jl08WaZIJSdi7KVpde63cFFuZgquBmmmp/pN4qfbBqNptDw8/NjyZIlNG7cmKSkpGK3dlxcHIMGDeLdd9/NU39ho7UUjUvcSDPGPWkXZY1GoylSxgAfAC+Iq35kdiilwoDNwGGgG0aF+T2Mh94v53KZgUDRF6U2Z1HONNx0Mc5Mt1NSrdyMzeWExMBNC66Ho4JrVo6LWwxuhrEWJZIJhjTw8nWvPBqNpsho1aoVrVq1KpZr161b11JKMi/9hY224GpcIjnNgAJ8vfR/HY1GoylCfIH/5le5NTEY8AceE5FNIvIx8CrwglIqOKfJJgX5TeClApDFNZRVDG6mScE1ZFgpuHZKqvnjkkyrGFwnSaY8PItnDK5ZiQftpqzRaDS5RGspGpdISjPg5+OJUsrdomg0Gs2txELgsQJaqzOwUWxry6/AqPS2zsX814HdwJYCkif3WLsoG0yZlDMzMMbRKkc3Y7PCmmm42e5gwRUstXGLmxuw2YILOtGURqPR5BLtoqxxiZR0Q6l3TxYRrcBrNKWcgjGEFinjgTlKqc3AVuCKXb+IyEe5XKuOaQ3ryfFKqRumvnVZTVRK1QcGAPVzK3iBYp1F2ZBmfG1Iu2nBdYjBdZJkCmzHWVt/i50FN+3ma23B1Wg0mlyhFVyNS9xIy8Dfu/QquJ6enqSnp+Pj4+NuUTQaTSGSnp6Op2eJ+lvWDugLBJle2yNAbhXcMBwVZIDLpr7smA3MEZGTSqnI7AYqpQYBg4CC+5uqrCy4ZhflzAxbKyxOkkzZlwny8LS14FqU42Km4GoLrkaj0biMdlHWuERyemapLhEUFBTEtWvXch6o0WhKNNeuXSMoKMjdYrjCXIxZlOsBviLiYXcV+h9mpVRvoDbwRm7Gi8h8EWksIo29vAroPN0myZSVi7KIVRytlYJrSTIlVu1OYnCVkxJDxQFzFmXQFtwSSAn0FNFo3EpB/c5oBVfjEslphlJtwQ0PD+fy5ctcvHiRtLQ0vTlpNKUIESEtLY2LFy9y+fJlwsPD3S2SK1QG3haRIyKSnuPo7LkMhDhpDzP1OaCU8gbeAaYDHkqpUMCckCpQKVU0pwUezpJMpduVCbKywtrE4FpZcK3HSaZj4qnigo2Cqy24JQmzR5hGo8k9BeVdpV2UNS5R2mNwfX19qVatGgkJCcTFxWEwGNwtkkajKUA8PT0JCgqiWrVq+PqWqJIrm4EGpp/55SjGWFsLSqmqQICpzxmBGMsCzTBd1qwA/gBqFoBs2aNM5/KZGTfjUy1JppxlUTYrsVZ/y5UCDytLr0XBLYZJpgzagltSMXuElS1b1t2iaDQlhoLyrtIKrsYlktMNhAZ4u1uMQsXX15dKlSpRqVIld4ui0Wg0ZmYBHyul/HGeZAoROZzLtdYDY5VSQSKSaGrrBSQDO7KYcx1oa9dWEVgOTMIuaVWh4SyLsiHN+F7hmCjKWRZli6XXcHOMsxq6xQFrC25akvvk0LhMeHg48fHxAAQHB+Pt7a0TWGo0ThAR0tPTuXbtGpcvX6ZatWr5XlMruBqXuFHKXZQ1Go2mmGK23L6GsWatNWazZW7/OH8MjAC+UkpNB24HYoAZ1qWDlFIngR0i8qyIZADbbW56M8nUryLyQ24fJF9YYnAzrJJMGbBYcHOTRdlBmbWaW5xjcK0TTmmKPdojTKPJPQXtXaUVXI1LlHYXZY1Goymm2FtP84yIXFZKtQfmYCwJdAV4H6OSa83/s3fn8Y1d5f3HP48k77N59syafZksJBAgoUCAsCUsAQpNgNJS2lLKj5ZCf1DWAoFSoBToj6UsLQVKWcMSlqSBAAkJhCUbE7JnkpnJTGYfz2LLtmTp/P4490pX15Ise2zda8/3/Xr5JevqSnN8Rtbxc59znpOj9aC5PcIqyq7s196CD3SjW/1Qr8hUdA1ubL/cmgxuSgPcTBYKWoM722hGmEgyFODKpOQLY3QrwBURaSvnXKOpw1N9vbuov91Q9JxjJ3h8Mz7t2T41VZSjRabCbYIy9acoN62iHFm/m7YpyuEa3K4FKjIlItIiVVGWljnnGC6U6O3QdREREUlAJvizxcX3wS03n6IcPgdqM7iu0bTllBgbgVwXdPapyJSISIsUqUjLCqUyZQc9nbouIiIy08xsN/As59xtZraHCRaIOueWt6dlCbJokak6AW6jDG54HtRuCVR5PCw8lbYpygXIdUNHjzK4IiItUoArLRsp+D8Eejr1thERaYNPArsi36cs+kpAvSJTYaBbWYMbEd0eKAxww3NdOZbBTeEU5bERyHZCR68yuCIiLVKkIi3LF/0fB6qiLCIy85xz7wEwswzwOeCgc24w2VYlLBMtMhUErOVisE1QkIWFYF2tVYtMQeQcqsFsZdpykP1N2zWEUpjB7YXhcTtDiYhIHZprKi0bLvg/BBTgioi0VQbYDDwx4XYkrzJFucE2QRb7syY65bg8Vn18XAa3ToGqNBgbgVwndHRrirKISIsU4ErLhotBgKs1uCIibRPsQbsF6E26LYnL1FmDW4pvE0Rs/9tAeYxKhreSwQ23DgqnKKcsg1tZg6siUyIirVKkIi0LM7jdyuCKiLTbB4G3m9nSpBuSKLNg6vFYbB/cyFpaqN3jNlSTwc3GAtwUZ3CzndUiU2kLwEVEUkhrcKVlYQa3V0WmRETa7ZnAMcAWM7sFX3wqGu0459ylibSs3Sxbu01QNINLPIMbXYMbCV4rwWwYGGf9c9MW4JZGIbfEr8F15WBNblfSrRIRSTVFKtKyvNbgiogkZSlwb+z+0SmTa7JNUFhFeaIMbnBeObY3btqMjQZrcHv8/eKwAlwRkQkowJWWjVQyuApwRUTayTn31KTbkBqZYHpxuO1PeYxKkalQGNjWVFEuRqooZ2vPS+02QaPVfXDBT1PuWZRsm0REUi6FlyslrfJagysiIkmzbLAGt+DvV6Yo2wRrcEtNMrhBBea0rXEdG4Vsl5+iDCo0JSLSAgW40rKwyJQyuCIi7WVmnzezrzV47Ktm9rl2tykxmWydKcquwRTl2DZBlSrKmcgx/PE0FpkqjfopyZ1hgKutgkREJqIAV1oWFplSBldEpO2eAXyrwWPfAp7VxrYkKxNkcMPgNAx0o/vg1i0yVYpMUQ4D3GL1Nf0TZqzZk1Ya823OdUEusgZXRESaUoArLRsulOjKZchmbOKTRURkOi0D9jd4bABY3sa2JMuy1enJ4LOc/gGqVZQnKDKV7QieW6w+N20Z3PBnVAZXRGRSFOBKy4aLJWVvRUSSsQV4coPHngxsa2NbkpXJ1mYym2Vwa4pMjVW/zwaViMPXCffXTdMa3LERf6s1uCIik6IAV1qWL5To0fpbEZEkfAH4BzP7P2Y2D8DM5pnZa4E3A/+RZOPaKpPzxZdC4fdhkAo03iYoeDzM4IZBZKXIVEozuLlu/31hKLn2iIjMEm0PcM3sRDP7jJltNLOSmV1X5xwzs7eZ2cNmNmxmPzezs9vdVqk1UiypwJSISDI+CHwZ+Dhw0MwOAQeBTwBfDB4/OlgGxoJMZq67GghahuZTlEvVx3N1MrikbJugSgY3tg+uiIg0lcQ+uKcDFwO/AjoanPMW4J3Am4B7gDcC15rZGc65nW1ppYyTL4xpirKISAKcc2XgL8zsX4CnAkuAfcBPnXP3Jdq4dsvkqsFfR08kCxvZJijkYlOUK2twgwC3kv3Npi+DOxZmcLv9z5brrv6sIiLSUBIB7vedc1cCmNkVwNLog2bWjQ9w/9k594ng2E3AZuB1wDva2lqpGC6WlcEVEUmQc+5e4N6k25Go6Brcjl4YHvDfR7cJqlRRjm0TFD6e6/S3Y7E1uGkSBrNhW3NdtVOzRUSkrrZPUQ6uQjfzBGAB8I3Ic4aA7wMXzWDTZALDhTF6lMEVEWk7M3uSmV0Sub/EzL5iZreb2b+aWaMZUXOPZauBXjh1F2JFpoLANro1UHQf3EqRqega3Gztc5NWimRww1tlcEVEJpTGIlOnAiXg/tjxu4PHJCHDRRWZEhFJyIeAMyL3/x9wIX65zyuB9yTQpmRkctXMa1hdGKjdJqhcvc10VL8PA+BKBjca4MbW7yYtDOKzyuCKiExGGgPcfmDQuejCGcDv89drZp3xJ5jZq83sZjO7eWxsLP6wTJPhQkkZXBGRZJwC3AJgZr3AC4HXO+deg6+ifGmCbWuvTKa6/c+4DG6dKsqZYDVWqRipohyuwY1VUQ6fkwaVKcphBrcrsueviIg0ksYAd9Kcc591zp3rnDs3l0tiWfHRYbigKsoiIgnpBML5qX+Ar6Hxw+D+fcAxSTQqERYZh2oC3Mga2koGt1TdEqimyFRwrbxSRTlSgZmUZHCj2wSBD8qVwRURmVAaA9wBYJ6ZxSOpfiDvnCsk0CYhmKKsDK6ISBLuAZ4dfP9y4Cbn3OHg/ipgfyKtSkImGuBGpiiHlZChdpugMMCNTgzLxTK4RIpMpS6D21W9VYArIjKhNKY77wGywInUVoo8NXhMEjBWKlMsObqVwRURScLlwDfN7M+BhcAlkceeDdyWSKuSkIn86RLP4ManKJdL1TW45VJkDW58inIaA9zgen44nTrXDWO7k2uPiMgskcYA95fAIeAlwPugst7oecBnE2zXUW246K989yqDKyLSds6575nZacA5wB2xvW9vAjYm07IERCd4dfZFjtdZR+tcbUBcqaIcTlGutwY3JVOUx0Z8m7JB+3OdqqIsItKCtge4QbB6cXB3NbDAzF4c3L/KOZc3sw8A7zSzAXzW9o346dQfb3d7xQsDXFVRFhFJhnPuQeDBOseProu/0SnKYQEmoLaKcp0pylANYs1qqzFH1+CmJYNbKlQzzeB/1pJWaYmITCSJDO5y4JuxY+H944DNwAfwAe1bgSXAzcAznHO72tRGiRkp+AG/pzONSX8RkbnHzC4GbnTOHQq+b8o5d1UbmpW8hmtwrU4GtwSZ6DTmyOvkuupncNNSZGpsJBbgdimDKyLSgrZHK865zdQOMfXOccA/BV+SAvmi335JRaZERNrmB8B5wG+C7x2Nx0+Hr18x99VMUY4GuA22CYpmcKPdl+2szeCmbpug0er6WwjW4I767PTwAPzs/fC0t0NPf3JtFBFJIaXjpCXDhWANrqYoi4i0y3HAjsj3ArVraqNTlK3OFOVyqf4UZfAZ0cJQ9bkWe26SymXY/xB0L6geC4PdUgH2bYI998CBrQpwRURiFOBKS8I1uN3K4IqItIVzbku97496DacoZ2oDWPDZ2Ew0wI1mcLtgbN/456Yhg/vAtXBgC1zw5uqxSuXnUSgGgXl5rP1tExFJOQW40pIwg6spyiIi7WVmBjwDP115RXB4F7568rXBsp6jRzwLGz0e3+rHletXUQZflbhUjLxm09VT7VPIw61fhGWnwrFPqh6vCXCDqdUlBbgiInEKcKUllW2CNEVZRKRtzOwc4GvAScAYsBcfiS3Bj+H3mdllzrnbk2tlm4UZ3Gzn+OnH8a1+XLm6JRCMz+DWe265NP1tnoz7r4GRg3DhP9a2N7p3bzHvv1cGV0RknMzEp4hAvqApyiIi7WRmK4BrgBHgImC+c26Vc+4YYD7wHKAAXGNmy5NraZuFGdlsR53sbJ0MbjZyTk32Nxb4xgtUJWVwt9/fd9kptcfD9calQjWDWy62t20iIrOAAlxpyYj2wRURabe/AYaBJznnrnHOjYYPOOdGnXNXA08OznldQm1sv7CKciYXW1+bicwyjhSZyjSqotxVezw+vTkphSHo6Bl/PMxEj434acygDK6ISB0KcKUlea3BFRFpt2cCn3LOHWp0gnPuAPDvwLPb1qqkRTO447KzsUrI8W2CLLZNUOU1s+OnNyelOAwdfeOPhxncsdHIFOWEp1OLiKSQAlxpyXChRDZjdOb0lhERaZMTgVtbOO+W4NyjQ3QNbrxCcrwSsivXVl1uNEWZOs9NSjFfP4NbswY3nKKsDK6ISJyiFWnJcLGk7K2ISHstBA62cN5hYMGEZ80VYSCa6RifnY2vo3Wl6pRmf1L125o9dKNVlJPO4Oahs3f88ZoMbrBNUElrcEVE4hTgSkuGCyVVUBYRaS+j9WgrJXvctEFlinKutshUvb1swwxumMWNZnAbVmBOOoM7XLu/b6jeNkHK4IqIjKNtgqQlw8WSKiiLiLTfNWY2URRzdI3lYbCa6ahOS3bl8Wtww69K8Bpbr1qzTVC0yFTCGdzCUPMAtzSqIlMiIk0cXYPiNPvnq+9m/2CBf3nJo5JuyoxTBldEpO3ek3QDUimcchxmYLMdPqsZr4QcBqqWDZ5TrL+vbOWcNGVw663BjUxRHlMGV0SkEQW4R2DT7kE278sn3Yy2GC6WtEWQiEgbOecU4NaTiWwTBEGhqdHaacZQDVSjxxtVUbY6e+gmoVz2RaTqZXDDn1fbBImINKU1uEegUHLsOTxKuZzwdKY2yBfGNEVZRESSl4llcGvW10anKJeqx+utwa3J4MaC46SEmdl6RabMfBY3uk2QikyJiIyTgk/z2aswVqJUduzPF5JuyowbLpY1RVlERJJnkW2CoBroRrcJwlUzsZlo8Nokg5uGKcphZrZeBhd8UD5yoHpf++CKiIyjAPcIFEs+c7v70GjCLZl5w4UxbRMkIiLJq0xNjk5RJsjCRqYZlyMZ3HpTlKMZXFJSZKo4UYDbDcPRAFcZXBGROAW4R6Aw5q/y7jo8knBLZp7W4IqISCqMm6IclhOJZmEjGVxrtE1QJIObydYGx0mZMMDtguGB6n2twRURGUcB7hEIA9zdh46CALdQUgZXRGQOMLMNZvYTM8ub2SNmdrmZNf2AN7PHmtl/mdkDwfPuNbN3mVl3u9pdEc/cxtfiQlBFOVpkKnyswRRlIkWmWt56eAYUm6zBBQW4IiItUBXlI1AshQHu3J6iXC47RrQGV0Rk1jOzfuBa4C7gEuAE4F/xF7zf0eSplwbnfhC4HzgLeG9w+4cz2OTxwizsuAwukSnIrkEV5WiRqUhsHj0nFRncOtsEgd+7d/Rw9b7W4IqIjKMA9wiMHiVTlMOfU1WURURmvdcAPcCLnHOHgB+b2QLg3Wb2oeBYPR9wzu2N3L/OzEaAz5jZeufclhlud1V8inI2sgY3FJ2inMnWZndD4fPC56ZiinKQwe3oq/94zbphVEVZRKQOTVE+AoUgg7trjmdw8wU/Baq3U9dDRERmuYuAa2KB7NfwQe8FjZ4UC25DtwW3q6aveS0IpxtnYhnceBZ2wgxudJugtFRRHvK3HQ1mfkezzp3zNEVZRKQOBbhHYCyconx4bge4w0U/BaqnU28XEZFZ7lTgnugB59xWIB88NhnnA2Vg0/Q0rUWNikyZ1U5RnqiKcjYa4Gap2UM3KZUMbqM1uJF1w90LFOCKiNShlNwUOeci2wTN7SnKw4UgwNUUZRGR2a4fOFDn+EDwWEvMbCV+ze5/O+d2T1PbWhMGtJUpykHQVzNFuZUMbmwf3DBwTnSK8pD/eepNqYbaDG6XAlwRkXqUkpuicHpyX1eWwyNjlSBwLqpmcHU9RETkaGdmncA3gEHgDU3Oe7WZ3WxmN4+NTWMgFgap8SnK0UrIzoGLZHAz9aooRzO4mchjCWdwG1VQhuq06kzWF6JSgCsiMo4C3CkKs7dr+/1AtGsOZ3HzyuCKiMwVA8DCOsf7g8eaMjMDvgScDlzsnGv4HOfcZ51z5zrnzs3lpvEC6bgMbrhtUGwv22iRqXDdbiS+rS0yFdtDNymFfOPpyVDN4Hb0+n5QkSkRkXEU4E5RuAfu6n5fyn8uB7hhBlfbBImIzHr3EFtra2ZrgV5ia3Mb+Bh+e6FLnHOtnD/9winJlWxmGKja+GnKUJvBjT5u5l8rDIotDWtwJwhww6xzGOBqmyARkXEU4E5RGOCuCQLcuVxoKpx+rW2CRERmvauBZ5nZ/MixS4Fh4PpmTzSztwKvA/7YOXfjzDVxAvNXwhPfAGvP8/ejVZSjU5TLYYCbjQS20RQuQYAbW5+b9DZBTTO4YYDb4zPQZWVwRUTiFOBOUTFYg7t60dyfohwGuMrgiojMep8GRoFvm9nTzezVwLuBj0S3DjKzB8zsPyP3Xwa8Hz89ebuZnRf5WtbWn8AMTrywupVOZR/caAbXNSgyFQtwc12MC3qTLjLVdA1u8DN39vmstNbgioiMo6pBUzQaZHAX9XbQ25md0xnckTGtwRURmQuccwNmdiHwCeD7+IrKH8UHuVE5IPqh/8zg9pXBV9SfAV+Y3pZOQk0GNwhOXbm2yFSjDG6uq06F5YSLTHX0NH48rPzc0eOnZmsNrojIOApwpyjM4HZmMyyd18X+ocKM/Vu/336QkWKJc49dPGP/RjOVbYKUwRURmfWcc3cBT5vgnGNj91/J+MA2Hrb+lgAAIABJREFUHaIZXBetohwWmWqwTVD43Hh2N8kM7mSLTCXZVhGRlNIU5SmqBLi5DL2d2Uohpplw+ffv4s/+67d85ddbZ+zfaGa4UMKArpzeLiIikjI1RabqVFGuKTIVX4NbJ4ObVJEp51ooMhXN4KqKsohIPYpYpigsMtWRzdDdkWV0hgJc5xwP7RuiqyPD+6+6m2/c/PCM/DvN5IslujuzWPwPAxERkaRFKyRbZC/bsMKwRbYJamWKclJZ0VLB/9utZnCzOa3BFRGpI5UBrpm90sxcna/XJN22UCGSwe3umLkM7t7BAsOFEq+/8CROWjGPq+/YMSP/TjPDhZIKTImISDotXAM9i4K1q3WmKDfaJghqqygTCY6TUMz726ZFpuLbBCmDKyISl/Y1uE/Db10QejCphsSFGdyuXIbujgz7h2YmwN26fwiA45fN49z1/Xz39kcolR3ZTPuyqcOFEt05BbgiIpJC687zX1CbhW21inJlH9yEM7jF4M+dpkWmwirKvX69brgdUiaV+QoRkUSk/RPxt865X0W+difdoFB0inJPR5bh4swMiFv2+Su66xb3cuaaRQwXSmzaMzgj/1Yjw8WSCkyJiEj6RacoV4pMZZsUmeqMBLiR7G8SKgFuX+Nzuhf6oHzB6mr1aE1TFhGpkfYAN7WKJT8AdmSNns4jW4O78+AIz/l/N/D77QfHPbZ5X55c1jhmYTePWrMQgI3bxp83k/KFkrYIEhGRWaBBkal4YBtaejIsO616HiQX4Bb8jK2mGdyueXDZV2D1Y6rTrhXgiojUSHuAu8nMxszsXjP7q6QbE1Uo+YB2Otbg/mDjI2zZl+dHd+0a99jWfUOs6e8hl82wbnEvC3s62LjtAABjpfZMoxopag2uiIjMAtEgtRzZB7fRGtwNz4envT18cvDcpKcoN1mDC9Vp1crgiojUldYAdwfwTuAVwPOAXwGfNrM31DvZzF5tZjeb2c1jY+35oC+O+Su8nUEV5ZEjCHCvCgpH3bx5/7jHtuzPs36xn65kZpyxegEbtx3kli0DnPfPP6kEuzNpOKiiLCIikmr1pig3y+DWPDfpNbgtZHCjwv1/FeCKiNRIZYDrnLvGOfc+59yPnHNXO+f+FPgG8A6z8aOUc+6zzrlznXPn5nLtqZsVraLc05GlWHJTyqg+sPsw9+0aZNn8Ln6//SD5QnWgKpcdD+/Ps25J9WruWWsWsWn3IG//zh2MFMvc+cihI/9hJpAvlOjVFGUREUm7aAbXRTK41iCDW/PcpKsoBxncZlWUo5TBFRGpK5UBbgNXAIuBYxNuB1AtMuUDXN+NI2OTD3CvumMnZvCGZ5xM2cHtW6sZ2d2HRxkpllm/OBrgLsQB2waGMYPtA8N1XnV6jajIlIiIzAp1tgnKZCNTlJvsQJB0BrcQbBM00RTlUBjglrRVkIhI1GwKcF3sNlFhBrcjmKIMfjudyXDOcdUdO3j8cUt4+mnLyWaM30SmKW/e56crrV9Srah41upFdOYyvOTcNaxf0ssjB2Y+wM0XxlRkSkRE0q+SoW00RblZgJt0FeW8b2e2s7XzwwDXzcw2hSIis9VsCnBfDOwFtiTdEIDiWBkDchmrZDcnuw5331CBbQPDXHDyUno7c5yxegG/jQS4W4Mtgo5dWr2au7C3g++97g94x3M2sGphD9smkcHdfmCYp3/keh7Y3fo2Q845hgvK4IqIyCziyn5/WPDTkxttExSVdAa3OOyzt82yzFHK4IqI1JXKANfMvmVm/2BmF5nZc83sv4FLgcudS2rkqVUolenMZTCzagZ3kgFumH1dE0xBfuyxi/n99kOVTPCW/UN05TKsmN9d87w1/b1kM8bq/h62TyKD+4sH9rLz4Ai3bh1o+TmFUpmyQxlcERFJv5o1uJEMbitTlEl6De5Q6+tvIVJkShlcEZGoVAa4wL3Aq4BvAd8ENgB/4pz7eKKtiiiMlcll/WAYBn+TzeCG2dc1i3zFxHPW9VMqO+7a4QtHbd6bZ+3iXjKZ+gPy6kU9HBwuMjTaWoGJsOJymBluxUjB/4GgbYJERCT1aqool6rHWpqinIYMbosVlCGyD64yuCIiUakMcJ1zb3POneKc63XO9TjnHuOc+++k2xUVZnCBKa/BDQtEre73A9qJy+cB8OAeP4V4055Bjl/WV//J+AAXaDmLe8e2g4DfeqhV+aIPnruVwRURkbSzyF620SJTlSnKrazBbRDglsZgaN/0tLOeQh46Go/542S0TZCISD2pDHBng2KpTGfWd18lgzvJKsrbDwzT39dBb6dfR3PMgm66OzJs2jPESLHE9gPDnLBsXsPnr+nvrbzORA6PFHlwjy9atTUoXtWKMGgP2ygiIpJ68SnKLW0TFJneXM+9V8F3XwNjhelrZ1QxP8kMbrgGVwGuiEiUAtwpKoyV6QgD3E5/O1yY3CCzbWC4koUFyGSM45b28eCeQR7en8c5OG5p46u5qxb5tbmtVFK+Y/tBHHDKyvk8PDBMudzaGqNwXXH4M4qIiKSaZYIiU+EU5cg2QS1NUW4wPg7t9tOIh/ZMW1NrFPOtbxEE2gdXRKQBRS1TVCw5umJTlEeKk8vgbhvIV7KwoeOXzuPBvUNsCrKtzQLcxX2ddHdkWqqkvDGYnnzxmcdQGCuz89BIS2289q7dACzsaXHbAhERkSSZ0XCboCMpMhXuUzu4axoaWUcxP7kiU5U1uApwRUSiFOBOUWGszhrcYoly2fEfNzzIweHmRR9KZcfOQyOsWlQ7Hen4ZX3sPDjCXY8cxGge4JoZqxf1tJbB3XaQ45f1cfqqBQBsaaHQ1Kev38TnbniQ5z1qFeesXTTh+SIiIsmz2jW4NQHuEWwTVAwD3N3T08y4wiSnKFeqKKvIlIhIlALcKRqNTlGOVFF+YM8gH7v2fq67t/kAuPvwCGMlV6mgHArX3F57926OWdQ9YXGnVS0EuM45frftAGeuXsj6Jf7q8Nb9zdfh7j48wid++gAXnbGS973gjIaVnEVERFIlHqhmWp2iHBaZapTBDfaQn4kMbrkMpcIki0xpirKISD0KcKeoWKoGuNEMbpi5PTzSfMCpbBHUPz6DC7B1f75p9ja0pr9nwinKD+8f5kC+yKPWLGLF/G66cpkJM7jhVkIvfPRqsgpuRURktrBmGdwjqKI8k1OUw+zwpIpMBRlcFZkSEamhALeJctnx79dtYt/g6LjHokWmshmjM5dhpFDiYL61ADe+RVBo7eLeSkB5fJMKyqFVi3o4PDLGoZHaKUqDo2Pkg6JXtz08AMA56xaRyRhrF/dOuFVQWJl5zaJJrAcSERFJmmV8FrYc3Qd3MlvdNcjgFmcywA0uVHdOJoOrNbgiIvUowG3iwb2DfPJnD/Dju8YPZsVSuVJkCqA7l6nJ4A6ONl8Ts/3AMAasXNhdc7wjm+HYYBrx8S1kcI8Nzrlz+6HKsZFiics+exN/97XbAbh1ywDzu3OV6c/rl/RWMrSNbBuo3z4REZF0s+o2QfG1t83W4IaPlxvsaV8IlvbMSIAbvPZUtglSgCsiUkMBbhO7D/vM7b6h8XveFUvVIlMA3Z1ZRorlaoDbwhTl5Qu66MqNv6ocZm7D6crNnH/8Ero7MjVB+Kev38TmvXluenAf+4cK3PbwAc5eu6iyjnbd4l62DeQpNdkqaNtAnhULu2t+RhERkdSzDL6Kcqka0IbZzqZVlKlWYK4nDHCHD8DY+JldRyTM4E6pyJQCXBGRKEUvTewd9IHtQJ0A1xeZqg6UPR1ZRmoyuA2uAAe2HxhmdX/96b8nLg8C3KUTT1Hu7sjylFOW8+O7dzJWKnPvzsP81y82c866RTgH3751Gw/uGeLR6/orz1m3uJdiyTXdKmjbwPC49cEiIiKzQrgGtxLYtprBzdZfg1sa80WgFqzy96d7L9xwfa/2wRUROWIKcJvYE8vg3rRpH5d88heMFEvjMrg9HVnyNUWmmk9RfuTAMKsX1Z/++7LHreMTLzuH/r7W9p591ukrGRgqcsP9e/mHb21kQU+Oj7/0HNb09/AfNzwE+PW3ofVLfGZ4y77GlZS3K8AVEZHZKFyD69z4DG6zKsoQFKiqk8EN19/2H+dvDx/hNOXSWO2/U5xCgBv+bApwRURqKMBtIh7g3rp1gE27B9l9aJRCqUxntjq9uLsjy2ixxKFKBrf5gHMgX2BJX1fdx/r7OnnKKctbbueTTlpKd0eWN13xOzbtHuSDLzqLRb2dPP20FQyOjpHLGmesXlg5P9wqqFEl5ZFiid2HR1mtAlMiIjLbhNOMXblaXKqVKsrhefUyuGEAuvh4f3uk63C/+9dwxzfHv/6kAlzzgXtJ++CKiEQpwG0irJ68f8jf7gqm9B4YLvgqyrnqQNndka0pMjXUJMAdKZYYKZZZ1NsxLe3s7sjy1FOWMVIs89qnnsgTTlwKwDM2rABgwzELavbTXT6/i+6OxlsFhfvqrl2sDK6IiMwy4TZB5cga3Hig2/jJ9Q+H628XrfVB5UQB7qEdcP2H6q/VHR2Ewztgzz3VY2GA2znJC8uZDmVwRURickk3IM32BAHuvmAt7u5D/v6BfJFiydGZjUxR7swykPeBL8DhJgHuQN6/Xn9va1OQW/H6p5/EWWsX8fLHrascO3P1QjYcs4Cnn7ai5lwzY93iXrburz9FOdxXd/UiBbgiIjLbhNOMS9WMbSWwnWIGNwxwO/ugbzkM7m7+Ott+Cw/9HDa8AJadXPvYUPDcQzuqx8IiU7lJjruZXOOqzyIiRykFuE2EU5QPj4xRGCuz+3CYwS1SGCvXBLjduQzDBb82N3xOIwNDPsvb3zc9GVyANf29vOK89TXHMhnjG685v+7565f0cf/uw3UfCwPcNQ2KYImIiKRWJUi16trbyVRRbrYGt3MezFsOgzubv06Y4R3cNT7ADYPjw49AuQyZjA+gc93++8nI5qCsKcoiIlGaotzEnsOjdHf4LhrIF9gVZHD3BoFvR642gxutojxcKDXchudAkMFdNI0Z3Mlau7iXbQPDjJXGX6neNpCnuyPD0nnJtU9ERGRKatbgxqsnH2EGt6MX5q+cuMhUGMTWm8p8OAiOy6VqNebi8OS2CAplcpqiLCISowC3geFCiXyhxEnL5wOw4+BIJXgNpy7XZHA7shwaGSNfKLGg2yfGhwr1B52BfJDBTTDAXb+4l7GSY8fB8VsFbT8wzOpFPdhEV7pFRERSJ8jC1i0y1cKfPU2nKPf6rYJGD8Fo/VlQQCSDW2cqc/TYoe3+tpifXIGpUKbDV2QWEZEKBbgNhNOTTz3GB7h37zhUeSzM4Ma3CRop+nUwq4PtdQYbTFPeX1mDO31TlCcrrKS8df/4QlPbBoYrP4OIiMisYhnA+em/8W2CJrpwm+2onfI7uNsHy5Uqx32wYLX/PrqGNi7MzA7VC3B3QZf/24LDwWsU85MvMAXK4IqI1KEAt4EwS3vKCj8I3buzeqV29+H6GdxQWJyp0TrcA0MFzGBBd3IB7roGWwWNFEts2ZdnrdbfiojIbBRWUXalyU9R7umH/H7//cHtcMWr4JHbfAY32+nXvC5Y5R8/tK3+axSHq9nduhncXbD0ZMh1waFH/LHCVDO4WQW4IiIxCnAbCDO4p6z0Ae5dQQa3ryvL0MF9HMf2WAa3+n0lg9ugkvJAvsii3g4ymeSmAC+b10VPZ5Yt+2orKV937x5GiiUuOHlZQi0TERE5ApYBhw9yK5nbFjO4vUshv89/f/BhfzvwUG2Gdf4x/jYMTuPCoLZ7YTUDvPlG2PjN6uPzV/rXqUxRHp5agJvVNkEiInEKcBvYG2Rw1y/poyuX4f5d/mrsySvm85xDX+cz/BMdmdp9cEOrF/WygEGW/+p9/qpszIF8IdH1t+C3Clq/uHfcFOXv/W47yxd08fjjlyTUMhERkSMRZnDL47cJmjDAXVINcCvVjnf6DG5Hn7+f7YB5KxoHuOH05JVnwtgIFAbh99+C278Mg3t8sDxvuZ/qHL5GcUhFpkREpokC3Ab2HB4lmzEW9XTQ39dJseTo7siwpr+X1eVHWMAQPeXqtOWezkiA29/D+Wxk5f1fhS2/ACBfGGPHQb/9zkC+kGgF5dC6Jb01U5T3Do5y4/17ee5Zq8gmmF0WERGZspoqyvFtgib4s6dvqQ9miyOQ3+uPHd7hj0XXyC5YBQcbTFEOC0ytOMPfHngY9m3yVZPv/5E/Nm+Ff43DO/3x4ojfY3eyMsrgiojEKcBtYM/gKEvndZLJGIv7fDC6bH43i3o7WIm/ujt/tFr+P74GdxXBwLjr9wC868o7efnnfo1zjoF8MdECU6ETls3j4YE8P7/PX23+4cYdlB1ccvaqhFsmIiIyVUEGt1xvDe4Eehf72/w+GArG8UM7ginKkQB04Rof+NbbM3dwlw+ol53i72/5RbUy833/62/nrfQBriv7TPGUM7gZKGkfXBGRqFzSDUirPYdHWTqvC6CyH+yKBV0s6s5xTBC89hWqAW5PEOAacMzCblay1497u+7ikQPD/O+dO3EO9g8VOJAvcPbaRW39eer5k/PXc929u3nD12/nuWcdww/v2MkZqxdwwrJ5STdNRERkaiwTbBNUJ8CdKNDtXepv83urU5SHdvvnhY+BD06LwzA8AHvv9wHvwqC68uAe6Fvms7QAD13vb1eeCTvv8N/PWw4lvxSKgYd8e6e6TZAyuCIiNZTBbWDv4CjL5vsAN8zgLp/fxbLOYXrwg1Lv8PgM7oKeDno7s6yyvTiAXXfy1d9srVzkfWj7TsaGDrAoBRnc+d0dfPYV57Kmv4fv3LadC09dzodf8qikmyUiIjJ1Bn6KsqtOTZ63HJacAP3HNn9ub1B/YmivD3IzWf86h3eMn6IM8PBv4KfvhZs/X31scJcPbrvmQ64bhg/4APiEp/nHc93+sYVr/P37rvG3Uwpwcz5TLSIiFcrgNrB3cLSSZV3c5wPdFQu6WVGuFpXoGd5Z+b63sxrgmhmrbD84hzuwhatuvo+z1ixj47aDLL3273ivO8jW3shgmKD+vk6+8pfnMVQYY/n87qSbIyIicmQsEykyFVzH7+yD5/3bxM/tC7K0Q3v8NOXlG2DXnf5YNAAN98K9+T/97Y7b/VThbIfP+K4+168FnrccDmyF5afB6sf4c+et8I91L4QzXwJ3BNWVpzJFOb5vr4iIKINbT6nsGCu5yhTlJWEGd0E3i0t+vaoDuvLVALc72CZoYU8OymVWsJfdXesZKzuOGX2Iv3/mKfTlHIv338YGHmRRT3quLfR15RTciojIHGHBFOVIkalW5bqgcx7svc+/xsozq491Rpbv9C332d3isF9rOzbqpx+PFXzGNpye3Bdsubd8g1/fu/w0WHxs9XXOfjksPs5/r31wRUSmhQLcOrIZ46a3XshfX3ACAEvmVaco9xf9tORNrKUzv6PynHCK8sKeDsjvpZMiv+t9POWy46yO7Tx63SIuWLSHbGmEPkZYmdnf5p9KRETkKGDRIlNT2BGgdwnsudd/v/QUyAa7HkSnKGcyMH+Vzww/9e0+k7rttzAYXPietzy4DQLd5Rv87TPeC094ffV1sjl48pv844uPn3xbMzkVmRIRiUlPGjGFMsFWOccvnYeZrzo876GdjNLJvazn9KEHK+fWBLgHH8Yw7smczGNtAef2PIKZcX7XQ5W1uMtHtgBntftHEhERmdssg1+DW2q9enJU3xI4sMV/P28ZzF/ppxl3xLbxeeyfA+YzsyvP8utxDz3is6rLT/PnrD/fV0gO1+x21JkttWgdXPyhybcTgiJTWoMrIhKlALee4jDc/j9+wFr7ODasWsAv3/I05nd3UBreyWaWsoOlZId+VVlzE67B9QHuZjDYPLaYu0trOBk/UG4o38ch+ljAEP35hxL8AUVEROaqyBTlzCSnKEO10BT4KcZhgNsZm0K85tzq92sfB9tv8QWmzvvrakC76hz/NVMyOa3BFRGJ0RTleiwLN3wUbv1i5dD8bl/1OHt4O7ttCbtYguH8Ju1AVy5LVy7jKy8f3I4Bvxno5R63juWjW6AwxOr8XfyaM9jHQvoObUriJ6vvru/Bz/+l/n5+IiIis0klg1ueWgY33A6oo8dPQZ5/jL/f2df4OWse52/X/wGccvHk/82pyqqKsohInALcenKdcOpz4L4f+Wxu1MHtDHSsYCfBZvCHtgN+3e6X/+LxvOzx6+HgNkZzC8i7bn7GY8lSgitfR+/wLjZyEpttNbn99/nn3/ldP6UpKcUR+NE74MZ/g1+0UGFSREQkzewIikxBNYMbFogKA9z4FOWoect8leYn/f3U1v1OlTK4IiLjpDbANbMNZvYTM8ub2SNmdrnZVEaqKdpwiQ9u7/9x9VghD8MDHO5awU6CK7wHt/nbcpnT7v8M8/b9Hg4+zGD3SgA2dZyEPe7VcP+PMTPutJN4pGM9tvd+eOQ2uPJ18L2/SS57es8PIL8fjnkU/PzDcPN/+WqQIiIyZ011jDWzhWb2X2Y2YGYHzex/zGzJRM9rK8v4MbU8xQxuuFVQeLv28XDcBbBobfPnLTnBXyBvp0xH9WcVEREgpQGumfUD1+J347kEuBz4e+A9bWvEuvN8FcS7v+dL/3/3tbDppwAM9axiN4sBq2RweeDHPgv63dfC/gcZ7vFXfE9aPp/MBW+GpSdinb2MLj6Vvd3rfeb02vf4K71bfw0bv9G2H63COfjtf8LSk+CPr4B1j4cfvRM+cS7c8gVNWRYRmYOOcIz9BvAU4C+AVwKPBb47E+08Iq489SJT8QzuvGVwwZv8FkJpE64x1lZBIiIVaS0y9RqgB3iRc+4Q8GMzWwC828w+FBybWZksnPZcuPW/4cHrfTb37u8DUOg7hnK2C+td7KcXOwc3fgx6FvlCFEAhWI9z2jELfNXES/8HDm3nhVuX0T9wDmwEtt0M5/6ZD6B/cjnc9t+w+25fUXHNY+Fpb/cbwc+UB37i/+1nv9+vNXrZN2HLjXDTp+Cad/j2LVoPu34PpQIU8/7ntSyc9Uew6my/lcLwgH+9DZfAitNnrr0iIjIdpjTGmtn5wDOBC5xzPw+ObQd+bWZPd85d26b2N2eZIMAt++18JivM3IZb/KRZJvgzrjwGtDl7LCKSUmkNcC8CrokNsl8DPghcAHy/La04/YXw28/7Tdyf+U9w1d/D3gcoLVhLR3YUFq6BHRvhjm/6QPHiD8HmX8BdV1Ja4KcynXrMfP9aC1fDwtW8ci0wssQHuGbw2L+AsRH4yqU+qD77pX7a8x3fgK03wQs+BctOCwpJlP1zout7Rg5Bfq9fI9TR4zeZLxf9hvFjI7D/IR9gL1jjp04V8nDXlT6Y3rHRV4c848X+tTIZOO7JsP6J8IuPwY0f9f/W0pN9cY1sF6x/AgzugRs+Um1DtsNfKb/lC/DCz0B+HzxwLZz2PF9sI9reHRvh2nf7K+MX/qPvF5m6g9th4CFY9ejxFT5FROqb6hh7EbArDG4BnHO/MbOHgsfSEeBiMLgbCoNTy+B2zYenvweWnTz9TZtuYYBbzGsMEBEJpDXAPRX4afSAc26rmeWDx9oT4K46B17xHVixwQd4f3Il7Pgdl/SezcknHIb9T4KbPgk/eKPfEuCMF8MJT4PBnXQc9wfY7Qd49LpF41+3ewEsOd5v7N6/3h97/e2152z9NXz7L+DzF/nAN9vps8iZrH++ZX1WdSTy90lnrw9gwQfEpdiUpVyXD0RLY37gfublcMYfjh8UMxl40hvh7Jf5gb5e5ciBzb6C9LJToKfff//1P4avv6Lalrt/AP3H+sw2+KvpO+/wewbu3OinfC85wa/5NfN/iFg2uM2MD+al1sgh2BdU4851wrJTp7Ylhshcde6fw+kvSLoVaTTVMfZU4J46x+8OHkuHbA6G9vhM7PFPmdprrHnMdLZo5oSzvL7159B/nMYAEUm/DS+A4540o/+EuRSuszSzIvAm59zHYse3AV9yzr0tdvzVwKsBOjs7HzM62sYiSfsf9FOX1zzWZzcjBoYK9Pc1mDI0tM8HgR09jV/78E4/jfjgNp+N7Zrn990dOVTd32/Bap8NPbTdTxXu6ffB8MgB/9qLT/CB8IEt1YrQJz3Tt3e6g8eRg36q9rrzfKB/53d8EavoFgbLToU/eH1w7kd8gatwXVO55ANwVw6+T997M1WyHbDufFh6Ijx0A+y9P+kWiaTLOS/3FfGPkJnlnXNNSujOLpMdYyOP/xgYcs69IHb8y8DxzrknxI4nMzbv2+SX06w73we7c5lzfhnRw7/2F55FRNLulOfA+vOP+GWajc1zIsCN6uvrc0NDQzPdRBEROUoowK08PqkAN0pjs4iITKdmY3MqqygDA0C96kr9wWMiIiIyNVMdYzU2i4hI6qU1wL2H2HoeM1sL9FJ//Y+IiIi0Zqpj7LjnBRqtzRUREWm7tAa4VwPPMrP5kWOXAsPA9ck0SUREZE6Y6hh7NbDSzJ4YHjCzc4Hjg8dEREQSl9YA99PAKPBtM3t6UKji3cBH2rIHroiIyNzV0hhrZg+Y2X+G951zNwE/Ar5kZi8ysxcA/wPcmJo9cEVE5KiXygDXOTcAXAhk8dsVvAf4KPCuJNslIiIy201ijM0F50Rdis/yfh74EnAL8MKZbK+IiMhkpLKK8pFQpUYREZlOc62KchI0NouIyHSajVWURURERERERCZFAa6IiIiIiIjMCQpwRUREREREZE5QgCsiIiIiIiJzggJcERERERERmRMU4IqIiIiIiMicoABXRERERERE5oQ5tw+umRWAjdP0ckuBvdP0Wu2kdrffbG37bG03zN62q93td6RtP8s51zldjTkaaWwG1O4kzNa2q93tN1vbPlvbDTM4Ns+5AHc6mdnNzrlzk27HZKnd7Tdb2z5b2w2zt+1qd/vN5rbLeLP1/1Ptbr/Z2na1u/1ma9v+rQ7vAAAZY0lEQVRna7thZtuuKcoiIiIiIiIyJyjAFRERERERkTlBAW5zn026AVOkdrffbG37bG03zN62q93tN5vbLuPN1v9Ptbv9Zmvb1e72m61tn63thhlsu9bgioiIiIiIyJygDK6IiIiIiIjMCQpwY8xsg5n9xMzyZvaImV1uZtmk2xVlZi8xs++Z2XYzGzSzW8zspbFzrjMzV+erO8F2v7JBm14TOcfM7G1m9rCZDZvZz83s7KTaHGlXo/50ZnZ+cM7mOo/tbHM7TzSzz5jZRjMrmdl1dc5pqY/b+bswUbvN7Bgz+xcz+13wnn/YzL5oZqti5z2lwf/RB5Jod3BOS++Ldn/2tNDnjfrSmdk1kfMm/L2exjZP+NkXnPeXZna/mY0E51xY55zVZvYdMztsZnvN7BNm1jvdbZbp0e7fj6lo5f3ZZCzR2DwFTfpTY3Mb2m0am9ve9iZ9qbE5IjfVH2YuMrN+4FrgLuAS4ATgX/EXAt6RYNPi3gg8BLwBv3/UxcBXzGypc+7jkfN+Brwt9tzR9jSxqacBw5H7D0a+fwvwTuBNwD34n/VaMzvDOdfWASnmtcCC2LHLgXOA30aOfQWI/h8UZrhdcafj3w+/AjoanDNhHyfwuzBRux8DvBD4D+DXwArg3cAvg3YPxs5/ObXvq+3T3eBAK/0NE7wvEvrsmajttwLnx46tA74OXF3n/Ga/19Nlws++YFD9NP79cSPwZ8APzOyxzrnfB+d0ANfg/x8uAxYBHwlu/3gG2i1HQGNz22hsnjkamz2NzRPT2DwdY7NzTl/BF/BWYABYEDn2ZiAfPZb0F7C0zrGvAA9F7l8HXJF0W2NtfCXggHkNHu8GDgL/GDnWB+wB3pd0+2Nt7QT2A/8eObYZ+HDC7cpEvr8CuG4qfdzu34UW2r0IyMWOnRy8n/40cuwpwbEz0tDfrb4vkvjsaaXtdZ7zJqAErIoca/p7Pc1tbuWz717g89GfE7gD+HLk2EuDn+O4yLE/AsrASe147+hrUv/vGptntt0am2e+XRqbNTZPW9vrPEdjc+xLU5RrXQRc45w7FDn2NaAHuCCZJo3nnNtb5/BtwKo6x2eTJ+CvxH4jPOCcGwK+j/+/SZNnA/3AV5NuSJRzrjzBKa32cVt/FyZqt3PugHNuLHbsPvwgk9j7voX+blXbP3um2PaXAtc75x6Z7va0YqLPPjM7Hv/HVfT9XQa+yfj392+dcw9Fjn0Xf9X42dPcbDlyGpuTpbH5CGlsbi+Nze2VxrFZAW6tU/HTQiqcc1vxv6inJtKi1p0P3Bc79sxgzUDezK4xs7OSaFgdm8xszMzuNbO/ihw/FX/l5v7Y+XeTvv6/DNgG3BA7/udmVjCzg2Z2hZmtT6BtzbTax6n/XQjez72Mf98D/DRYu7LZzN4xk+tlWjTR+2I29PfJ+Gl/jf5wbPR7PdOin31hX90TO+duYLGZLYucF+/vArCJlPS31Ej970cTGpvbS2NzwjQ2t5fG5vq0BrdWP3CgzvGB4LFUChZpvwB4VeTw9cAXgQeA9cDbgRvM7FHOuc1tb6S3A7++5DdAFj8QfdrMep1zH8X38aBzrhR73gDQa2adwRs9UcFi9+cDn3HB/InAlfg1E9uA04B34fv8TOfcwfa3tK5W+zjVvwtmlgH+Df/HwPciDx0EPoD/46YAPBd4D7AMeH2bmxlq5X2R6v4OXAYUgW/Fjk/0ez1j6nz2hX0V78uByON7mB39LVWz8v9LY3N7aWxO/ndBY3MiNDbXoQB3ljOzY/Hz3K90zn0hPO6ce1fktBvM7Fr8VZG/C77azjl3DX7xeOhq85Uj32Fm/5ZEm6boefi1MTVXy5xz0Q/pG8zsl8Dt+IX0H2tf844K/4y/OniBc64YHnTO3YafFhO61sxGgTea2XsbTKOZUXPofXEZ8CPn3P7owYl+r6dxqliNRp99ImmgsTkRGpuTp7G5/TQ216EpyrUGgIV1jvdTvcqQGma2GF8xbQu+Ml1Dzlfg+wXw6DY0bTKuABYDx+L7eF6dKSv9QD4NV4gDlwEPOOdubnaS81Xh7iVdfd5qH6f2d8HMXosvqPCnzrlft/CUK/AX81IxDbDB+yK1/Q1gZo/CX+FudV1b9Pd6JtrT6LMv7Kt4X/bHHk91f8s4s+r/S2NzYjQ2J0hjc/tpbG5MAW6te4jN8Taztfi1BPF544kKpuL8AF8x8LnOuXwLT3PBV5q4yO09+GkUJ8bOGTcnPylmthC/CL7VD5O09XmrfZzK3wUz+0N8Sf83O+e+3uLTXOw2DeLvi1T2d8Rl+G0Grmzx/Bnr8wk++8K+iq/VORXY75zbEzkv3t+dwPGko7+lVtp/Pyo0NidDY7PG5mmisXmK0jY2K8CtdTXwLDObHzl2Kf7Nc30yTRrPzHL4ymMnAc92zu1u4TkrgScCt8xw8ybrxfg9s7YAvwQOAS8JHwx+YZ5H/b29kvBCoIsWBlEzOwP/i5qmPm+1j1P3u2BmTwH+B/i4c+7Dk3jqi4ExYONMtGuyGrwvUtffMZcB33fj9zRsJPp7PW0m+uxzzj2IL2oRfX9ngvvx9/djYwVFno//3f7f6WyzTIu0/34AGpsTprFZY/MR0dg8dWkcm7UGt9angb8Fvm1mH8RfMXg38JFYifCkfQq/ifLrgSVmtiTy2G3AKfh1EN/Ev4nX4ffyKpPgugIz+xZ+sftG/JXKS4Ovvw3WAoyY2QeAd5rZANWNzjPUbsSdpMuA3znn7o4eNLPn4Deh/gHwCP5D8h3AVuAL7WpcMCBeHNxdDSwwsxcH969yzuVb7OO2/i5M1G58MZbvBu39upmdF3n6HufcpuB1/h1fqOC3+EIWFwOvAz7mnNuXQLufSmvvi7Z/9rTyXgnOOw8/nekNDV5not/r6dT0s885N4rvty+b2Wb81M8/xQ+6L4ucewW+uM+3zeyd+ClRHwW+4pyLVzGV5GlsnkEam2eexmaNzdPVdo3NLXJt2HB5Nn0BG4Cf4q/O7ADeC2STblesjZupTqOIfx2L/4W4Kmh/AdiHr652asLtfj9+fUM+6N9bgFfEzrHgzb0tOOcG4Jyk+zxo21J8pbq31HnsLOAn+A/wIrAT/yG5qs1tPLbZe2MyfdzO34WJ2k11w/J6X1+IvM7f4j/MDwOjwJ34wi2WULtbfl+0+7OnlfdKcN7H8FUNuxq8zoS/19PY5s0ttvkv8VVqR4FbgQvrvNYa/B9mg/jPyE8CvTPV3/o64v97jc0z126NzTPfxgk/b1vt43b+LkzUbjQ2J/JeCc7T2Nzky4IXExEREREREZnVtAZXRERERERE5gQFuCIiIiIiIjInKMAVERERERGROUEBroiIiIiIiMwJCnBFRERERERkTlCAKyIiIiIiInOCAlyRhJnZu81sb/D9ycH9RQm044/M7JV1jl9nZle0uz0iIiJJ0dgsMnspwBVJl5OBdwFtH0SBP8Jv2h73WuCt7W2KiIhIamhsFplFckk3QERmjpn1OOeGj+Q1nHN3TVd7REREjnYam0VmljK4IilhZk8Bvh/cfcjMnJltjjy+zsy+Zmb7zSxvZteY2SmRx48NnvNyM/uSmR0IX8/M/sTMbgyeO2BmPzOzcyPP/QLwh8AFwWs4M3t38Ni4aVBm9jQz+7WZjZjZLjP7lJnNi/4swWs8xcy+aWaDZvagmb12mrtNRERkxmhsFpl9lMEVSY9bgf8LfBh4EbADGAUws8XAjcA+4DVAHngLcK2ZnRy7Evxh4NvAS4BScOxY4EvAJqATeClwg5md7px7EHgvsA4//Soc6LbVa6SZnQ78L/Bj/MC7FvgAcDzw7NjpnwO+CHw2+Dc/aWY3O+d+M4l+ERERSYrGZpFZRgGuSEo45w6Z2b3B3ducc5sjD78B6APOds7tBzCzXwCbgVcBn4yc+yvn3P+Jvfbl4fdmlsEPgI8D/hi43Dm3ycz2Axnn3K8maOo7gS3A851zpeA19wNfN7PznXM3Rc79qnPufcE51wHPw/+BoEFURERST2OzyOyjKcois8PT8QPfITPLmVkOOAzcApwbO/eH8Seb2Wlm9h0z24W/clwETsEXzpisxwHfCQfQwLeAMeCJsXN/FH7jnCsC9wNrpvBvioiIpI3GZpEUUgZXZHZYCpwHXFrnsZ/E7u+K3jGz+fjBbBfwRvwV3hHgP4DuKbTlmPi/4Zwrmdk+YHHs3AOx+4Up/psiIiJpo7FZJIUU4IrMDvuB7+HX48Qdjt13sfvn46/MPsM5d0940MwWTrEtO4Dl0QNmlgWWBO0UERE5GmhsFkkhBbgi6VIIbuNXUn+C3wvvzilsLdAT3I6GB8zsCfjiFrfE/u1WruD+Gnihmb0tMhXqRfjPkxsn2TYREZG009gsMotoDa5IuoSFLP7KzB5vZmcG9z+Cr7D4UzN7mZldYGZ/ZGafNLOXTvCavwIGgc+Z2TPN7FXA14DtsfPuAc40sxeY2blmtqrB670PPwB/18wuNrNX4ysxXhMrYiEiIjIXaGwWmUUU4IqkiHNuC347ghcBvyDYK885txe/zuce4KP4dTsfAhYCGyd4zV34bQlWAlcCf4ffzuCB2KmfCl7388BvgVc3eL07gYvwU6G+jR9Uvwq8eDI/q4iIyGygsVlkdjHn4ksCRERERERERGYfZXBFRERERERkTlCAKyIiIiIiInOCAlwRERERERGZExTgioiIiIiIyJygAFdERERERETmBAW4IiIiIiIiMicowBUREREREZE5QQGuiIiIiIiIzAkKcEVERERERGROUIArIiIiIiIic4ICXBEREREREZkTFOCKiIiIiIjInKAAV0REREREROYEBbgiIiIiIiIyJyjAFRERERERkTlBAa6IiIiIiIjMCQpwRUREREREZE5QgCsiIiIiIiJzggJcERERERERmRMU4IqIiIiIiMicoABXRERERERE5oRc0g2Ybmb2v8DSGXjppcDeGXjduUB90xr1U2vUT61RP7XuSPtqr3Pu2dPVmKORxuZEqG9ao35qjfqpNeqn1s3Y2GzOuSN43aOHmd3snDs36XakkfqmNeqn1qifWqN+ap36au7S/21j6pvWqJ9ao35qjfqpdTPZV5qiLCIiIiIiInOCAlwRERERERGZExTgtu6zSTcgxdQ3rVE/tUb91Br1U+vUV3OX/m8bU9+0Rv3UGvVTa9RPrZuxvtIaXBEREREREZkTlMEVERERERGROUEBbhNmdqKZfcbMNppZycyuS7pN7WZmLzGz75nZdjMbNLNbzOyldc77SzO738xGgnMuTKK9aWFmq4P+cmY2L3LczOxtZvawmQ2b2c/N7Owk25oEM8uZ2VuC98yomW0zs4/Gzjnq+8rMLjOzW4P30nYz+5KZrYqdc1T1Uyufy632iZltMLOfmFnezB4xs8vNLNuWH0SmTGOzxuap0tjcnMbm1mhsHi9tY7MC3OZOBy4G7gXuS7gtSXkjMAi8AXg+8DPgK2b2N+EJwaD6aeBLwEXAncAPzOyM9jc3Nf4F329xbwHeCXwQeF5wzrVmtrKNbUuDLwB/C3wYeCa+X4Zj5xzVfWVmzwe+CvwSuAT4B+DJwA/NLPrZfbT1UyufyxP2iZn1A9cCDt+/lwN/D7xnxlou00Vjs8bmqdLY3NwX0NjclMbmhtI1Njvn9NXgC8hEvr8CuC7pNiXQB0vrHPsK8FDk/r3A56P9BtwBfDnp9ifUZ08G9gP/N/gFnRcc7wYOAv8YObcP2AO8L+l2t7F/ng0UgQ1Nzjnq+wr4GnBL7Njzg/fUaUdrP030udxqnwBvBQaABZFjbwby0WP6St+XxmaNzVPsM43NzftHY3Nr/aSxuX6/pGpsVga3CedcOek2JM05t7fO4duAVQBmdjxwMvCNyHPKwDfxV4yPKsEUio/jrzjF++4JwAJq+2oI+D5HV1+9Cvipc+6uJueor6ADPxhEHQhuLbg96vqphc/lVvvkIuAa59yhyLGvAT3ABdPTWpkJGps1Nk+WxuaWaGxujcbmOtI2NivAlak4n+r0g1OD23ti59wNLDazZW1rVTq8BugCPlnnsVOBEnB/7PjdVPvxaPB44D4z+4SZHQrWWHw7tn5FfQWfB55kZn9iZgvM7GTgfdT+AaJ+Gq/VPjmV2OeWc24r/irx0dp3MrtpbG5MY/PENDa3RmPz1LR1bFaAK5MSFKh4AfCvwaH+4PZA7NSB2ONznpktAd4LvNE5V6xzSj8w6JwrxY4PAL1m1jnTbUyJlcArgbOBy4A/Ax4DfMfMwqufR31fOed+iO+nz+KvFt8LZIE/jJx21PdTHa32ST/jP7fC846azy2ZGzQ2N6axuWUam1ugsXnK2jo256bURDkqmdmx+DU+VzrnvpBoY9Lpn4BfOeeuSrohKWfB1yXOuX0AZrYDuB54GvCTBNuWGmb2VHyBmH8DrgZWAO/G/7Hx9DqDhIgchTQ2T0hjc2s0NrdAY/PsoABXWmJmi/G/yFuAl0ceCq8GL6T2ikt/7PE5zcxOx69febKZLQoO9wa3C82shO+LeWaWjX0A9gN551yhfS1O1ADwYDiABm4ECsAG/CCqvvKZmO855/4hPGBmt+On7lwCfBv1Uz2t9skA/nMrrp+j5HNLZj+Nzc1pbJ4Ujc2t0dg8NW0dmzVFWSZkZr3AD4BO4LnOuXzk4XCefHxe/KnAfufcnjY0MQ1OwhceuAn/CzhAda3PNnxxi3vw01hOjD133HqDOe5uqoUYogwIixSor/zPenv0gHPuXvyWDScEh9RP47XaJ/cQ+9wys7X4P36P1r6TWURjc0s0NrdOY3NrNDZPTVvHZgW40pSZ5fBVF08Cnu2c2x193Dn3IL6oxUsiz8kE969uY1OTdiPw1NjXB4PHLsbvvfdL4BC1fdWL3wvsaOqrHwBnmtnSyLEn4/8I+V1wX33lMzKPjh4ws9PwlQQ3B4fUT+O12idXA88ys/mRY5fi/0i5vg3tFJkyjc0t09jcOo3NrdHYPDVtHZs1RbmJoOMvDu6uBhaY2YuD+1fFrpbOVZ/C98HrgSVBsYbQbc65Ufzagy+b2WbgF8Cf4gfdl7W3qckJtmy4LnosWBcFcINzbjA49gHgnWY2gL8S9Ub8haaPt6utKfBZ/Eby3zez9wPz8X9wXOucuxHAOTeivuLTwEfN7BGq63z+ET+AXgVHZz+18rncYp98Gv8+/LaZfRA4Hv9Z9pHY9gSSMhqbAY3NLdHYPCkam1ujsbmO1I3NR7Kp71z/Ao7Fb9xc7+vYpNvXpj7Y3EofAH8JPACMArcCF/7/9u4vRKoyjOP494cLFURRglQkmEgEgmBRRMReeBEVdWFFF+FdFxEFBUEEEdof7N9tKtJNVFBelF54UUoSGJgQGEGREPS/RcvIIpJYfbo4Z2UaZ3FhdWfm7PcDh5n3zHNm3vdldx+enfecM+y+D3ujucre6ZvJt/sCPE2zNOofYD+wdth9HcLcrKJJBH/TLBl7A7isL2ZRz1U7/oeBL9p5+hnYAaxczPM0l7/Lc50TmvPK9rUxUzRXWl0y7DG6zf9noOubuXlec2dunn1uzM1nnyNz8+B5GancnPaNJEmSJEkaa56DK0mSJEnqBAtcSZIkSVInWOBKkiRJkjrBAleSJEmS1AkWuJIkSZKkTrDAlSRJkiR1ggWuNAaSbEpSs2wbhtCfSvLoQn+uJEmjwtwsjaaJYXdA0pwdB24fsP+bhe6IJEkCzM3SyLHAlcbHdFV9OuxOSJKk08zN0ohxibLUAUlWtEuTHkjyVpK/khxNsnFA7LokB5OcSHIkydYkF/fFLE2yPclUG3c4yeN9b7UkyeYkv7aftSXJBed1oJIkjQlzszQcfoMrjZEkZ/zOVtV0T/NVYDdwHzAJbEzyW1VtaY9fDXwA7AXuBZYDLwEraZdYJbkI+BhYBjwLfA2sardeTwD7gA3AGuBF4HvglfmPVJKk8WBulkZLqmrYfZB0Fkk2AWf8x7d1Tfv4LbC3qm7rOe514E5geVWdSvIucANwXVWdbGPuB3YAt1TVgSQPAduA66vq81n6U8D+qprs2bcLuKKqbp7HUCVJGgvmZmk0uURZGh/HgRsHbL/0xOzsO+Z94Crg6rZ9E7BzJoG23gOmgVvb9jrg0GwJtMeevvZXPZ8jSdJiYG6WRoxLlKXxMV1Vnw16IcnM06N9L820rwR+aB+P9AZU1ckkx4DL211Lgak59OePvva/wIVzOE6SpK4wN0sjxm9wpW5ZNkt7qufxfzFJltAkzt/bXcdokq0kSZo/c7O0gCxwpW5Z39e+hyZx/tS2DwLr28TZGzMBfNK2PwLWJllzPjsqSdIiYW6WFpBLlKXxMZFk0EUifux5vjrJdppzdyaBB4HHqupU+/oLwCFgV5JtNOflvAx8WFUH2pg3gUeAPe0FNA7TXCzj2qp66hyPSZKkcWZulkaMBa40Pi4FDgzY/wzwdvv8SeAumiR6AngeeG0msKq+THIHsJnmIhd/Au+0x83EnEiyjuYWBc8BlwDfAVvP7XAkSRp75mZpxHibIKkDkqyguRXB3VW1e7i9kSRJ5mZpODwHV5IkSZLUCRa4kiRJkqROcImyJEmSJKkT/AZXkiRJktQJFriSJEmSpE6wwJUkSZIkdYIFriRJkiSpEyxwJUmSJEmdYIErSZIkSeqE/wBda9IF4Ie9MAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1152x432 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import itertools\n",
    "\n",
    "\n",
    "fig = plt.figure(figsize=(16, 6))\n",
    "\n",
    "## Plotting the losses\n",
    "ax = fig.add_subplot(1, 2, 1)\n",
    "g_losses = [item[0] for item in itertools.chain(*all_losses)]\n",
    "d_losses = [item[1]/2.0 for item in itertools.chain(*all_losses)]\n",
    "plt.plot(g_losses, label='Generator loss', alpha=0.95)\n",
    "plt.plot(d_losses, label='Discriminator loss', alpha=0.95)\n",
    "plt.legend(fontsize=20)\n",
    "ax.set_xlabel('Iteration', size=15)\n",
    "ax.set_ylabel('Loss', size=15)\n",
    "\n",
    "epochs = np.arange(1, 101)\n",
    "epoch2iter = lambda e: e*len(all_losses[-1])\n",
    "epoch_ticks = [1, 20, 40, 60, 80, 100]\n",
    "newpos = [epoch2iter(e) for e in epoch_ticks]\n",
    "ax2 = ax.twiny()\n",
    "ax2.set_xticks(newpos)\n",
    "ax2.set_xticklabels(epoch_ticks)\n",
    "ax2.xaxis.set_ticks_position('bottom')\n",
    "ax2.xaxis.set_label_position('bottom')\n",
    "ax2.spines['bottom'].set_position(('outward', 60))\n",
    "ax2.set_xlabel('Epoch', size=15)\n",
    "ax2.set_xlim(ax.get_xlim())\n",
    "ax.tick_params(axis='both', which='major', labelsize=15)\n",
    "ax2.tick_params(axis='both', which='major', labelsize=15)\n",
    "\n",
    "## Plotting the outputs of the discriminator\n",
    "ax = fig.add_subplot(1, 2, 2)\n",
    "d_vals_real = [item[0] for item in itertools.chain(*all_d_vals)]\n",
    "d_vals_fake = [item[1] for item in itertools.chain(*all_d_vals)]\n",
    "plt.plot(d_vals_real, alpha=0.75, label=r'Real: $D(\\mathbf{x})$')\n",
    "plt.plot(d_vals_fake, alpha=0.75, label=r'Fake: $D(G(\\mathbf{z}))$')\n",
    "plt.legend(fontsize=20)\n",
    "ax.set_xlabel('Iteration', size=15)\n",
    "ax.set_ylabel('Discriminator output', size=15)\n",
    "\n",
    "ax2 = ax.twiny()\n",
    "ax2.set_xticks(newpos)\n",
    "ax2.set_xticklabels(epoch_ticks)\n",
    "ax2.xaxis.set_ticks_position('bottom')\n",
    "ax2.xaxis.set_label_position('bottom')\n",
    "ax2.spines['bottom'].set_position(('outward', 60))\n",
    "ax2.set_xlabel('Epoch', size=15)\n",
    "ax2.set_xlim(ax.get_xlim())\n",
    "ax.tick_params(axis='both', which='major', labelsize=15)\n",
    "ax2.tick_params(axis='both', which='major', labelsize=15)\n",
    "\n",
    "\n",
    "#plt.savefig('images/ch17-dcgan-learning-curve.pdf')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x1008 with 30 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "selected_epochs = [1, 2, 4, 10, 50, 100]\n",
    "fig = plt.figure(figsize=(10, 14))\n",
    "for i,e in enumerate(selected_epochs):\n",
    "    for j in range(5):\n",
    "        ax = fig.add_subplot(6, 5, i*5+j+1)\n",
    "        ax.set_xticks([])\n",
    "        ax.set_yticks([])\n",
    "        if j == 0:\n",
    "            ax.text(\n",
    "                -0.06, 0.5, 'Epoch {}'.format(e),\n",
    "                rotation=90, size=18, color='red',\n",
    "                horizontalalignment='right',\n",
    "                verticalalignment='center', \n",
    "                transform=ax.transAxes)\n",
    "        \n",
    "        image = epoch_samples[e-1][j]\n",
    "        ax.imshow(image, cmap='gray_r')\n",
    "    \n",
    "#plt.savefig('images/ch17-dcgan-samples.pdf')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "accelerator": "GPU",
  "colab": {
   "collapsed_sections": [],
   "name": "ch17-DCGAN.ipynb",
   "provenance": [],
   "version": "0.3.2"
  },
  "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": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}