machine_translation_demo.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from matplotlib import pyplot as plt\n",
    "import numpy as np\n",
    "import tensorflow as tf\n",
    "import tensorflow_datasets as tfds"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'2.0.0-beta1'"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tf.__version__"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "model = tf.keras.models.load_model(\"runs/machine_translation/2\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "https://www.tensorflow.org/beta/tutorials/text/transformer#evaluate"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "tokenizer_pt = tfds.features.text.SubwordTextEncoder.load_from_file(\n",
    "        \"subwords/ted_hrlr_translate/pt_to_en/subwords_pt\")\n",
    "tokenizer_en = tfds.features.text.SubwordTextEncoder.load_from_file(\n",
    "        \"subwords/ted_hrlr_translate/pt_to_en/subwords_en\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "inp_sentence = \"este é um problema que temos que resolver.\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "real translation: \"this is a problem we have to solve .\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "inp = tf.expand_dims([tokenizer_pt.vocab_size] + tokenizer_pt.encode(inp_sentence) + [tokenizer_pt.vocab_size + 1], 0)\n",
    "tar = tf.expand_dims([tokenizer_en.vocab_size], 0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<tf.Tensor: id=18201, shape=(1, 1), dtype=int32, numpy=array([[16]], dtype=int32)>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "preds, enc_enc_attention, dec_dec_attention, enc_dec_attention = model([inp, tar])\n",
    "preds = tf.argmax(preds[:, -1:, :], axis=-1, output_type=tf.int32)\n",
    "preds"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'this '"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tar = tf.concat([tar, preds], axis=-1)\n",
    "tokenizer_en.decode(tar[0].numpy()[1:])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<tf.Tensor: id=18430, shape=(1, 1), dtype=int32, numpy=array([[13]], dtype=int32)>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "preds, enc_enc_attention, dec_dec_attention, enc_dec_attention = model([inp, tar])\n",
    "preds = tf.argmax(preds[:, -1:, :], axis=-1, output_type=tf.int32)\n",
    "preds"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'this is '"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tar = tf.concat([tar, preds], axis=-1)\n",
    "tokenizer_en.decode(tar[0].numpy()[1:])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<tf.Tensor: id=18659, shape=(1, 1), dtype=int32, numpy=array([[7]], dtype=int32)>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "preds, enc_enc_attention, dec_dec_attention, enc_dec_attention = model([inp, tar])\n",
    "preds = tf.argmax(preds[:, -1:, :], axis=-1, output_type=tf.int32)\n",
    "preds"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'this is a '"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tar = tf.concat([tar, preds], axis=-1)\n",
    "tokenizer_en.decode(tar[0].numpy()[1:])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<tf.Tensor: id=18888, shape=(1, 1), dtype=int32, numpy=array([[328]], dtype=int32)>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "preds, enc_enc_attention, dec_dec_attention, enc_dec_attention = model([inp, tar])\n",
    "preds = tf.argmax(preds[:, -1:, :], axis=-1, output_type=tf.int32)\n",
    "preds"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'this is a problem '"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tar = tf.concat([tar, preds], axis=-1)\n",
    "tokenizer_en.decode(tar[0].numpy()[1:])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<tf.Tensor: id=19117, shape=(1, 1), dtype=int32, numpy=array([[10]], dtype=int32)>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "preds, enc_enc_attention, dec_dec_attention, enc_dec_attention = model([inp, tar])\n",
    "preds = tf.argmax(preds[:, -1:, :], axis=-1, output_type=tf.int32)\n",
    "preds"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'this is a problem that '"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tar = tf.concat([tar, preds], axis=-1)\n",
    "tokenizer_en.decode(tar[0].numpy()[1:])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<tf.Tensor: id=19346, shape=(1, 1), dtype=int32, numpy=array([[14]], dtype=int32)>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "preds, enc_enc_attention, dec_dec_attention, enc_dec_attention = model([inp, tar])\n",
    "preds = tf.argmax(preds[:, -1:, :], axis=-1, output_type=tf.int32)\n",
    "preds"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'this is a problem that we '"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tar = tf.concat([tar, preds], axis=-1)\n",
    "tokenizer_en.decode(tar[0].numpy()[1:])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<tf.Tensor: id=19575, shape=(1, 1), dtype=int32, numpy=array([[132]], dtype=int32)>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "preds, enc_enc_attention, dec_dec_attention, enc_dec_attention = model([inp, tar])\n",
    "preds = tf.argmax(preds[:, -1:, :], axis=-1, output_type=tf.int32)\n",
    "preds"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'this is a problem that we need '"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tar = tf.concat([tar, preds], axis=-1)\n",
    "tokenizer_en.decode(tar[0].numpy()[1:])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<tf.Tensor: id=19804, shape=(1, 1), dtype=int32, numpy=array([[5]], dtype=int32)>"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "preds, enc_enc_attention, dec_dec_attention, enc_dec_attention = model([inp, tar])\n",
    "preds = tf.argmax(preds[:, -1:, :], axis=-1, output_type=tf.int32)\n",
    "preds"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'this is a problem that we need to '"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tar = tf.concat([tar, preds], axis=-1)\n",
    "tokenizer_en.decode(tar[0].numpy()[1:])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<tf.Tensor: id=20033, shape=(1, 1), dtype=int32, numpy=array([[34]], dtype=int32)>"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "preds, enc_enc_attention, dec_dec_attention, enc_dec_attention = model([inp, tar])\n",
    "preds = tf.argmax(preds[:, -1:, :], axis=-1, output_type=tf.int32)\n",
    "preds"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'this is a problem that we need to be '"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tar = tf.concat([tar, preds], axis=-1)\n",
    "tokenizer_en.decode(tar[0].numpy()[1:])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<tf.Tensor: id=20262, shape=(1, 1), dtype=int32, numpy=array([[6551]], dtype=int32)>"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "preds, enc_enc_attention, dec_dec_attention, enc_dec_attention = model([inp, tar])\n",
    "preds = tf.argmax(preds[:, -1:, :], axis=-1, output_type=tf.int32)\n",
    "preds"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'this is a problem that we need to be solve'"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tar = tf.concat([tar, preds], axis=-1)\n",
    "tokenizer_en.decode(tar[0].numpy()[1:])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<tf.Tensor: id=20491, shape=(1, 1), dtype=int32, numpy=array([[7931]], dtype=int32)>"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "preds, enc_enc_attention, dec_dec_attention, enc_dec_attention = model([inp, tar])\n",
    "preds = tf.argmax(preds[:, -1:, :], axis=-1, output_type=tf.int32)\n",
    "preds"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'this is a problem that we need to be solved'"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tar = tf.concat([tar, preds], axis=-1)\n",
    "tokenizer_en.decode(tar[0].numpy()[1:])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<tf.Tensor: id=20720, shape=(1, 1), dtype=int32, numpy=array([[2]], dtype=int32)>"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "preds, enc_enc_attention, dec_dec_attention, enc_dec_attention = model([inp, tar])\n",
    "preds = tf.argmax(preds[:, -1:, :], axis=-1, output_type=tf.int32)\n",
    "preds"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'this is a problem that we need to be solved .'"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tar = tf.concat([tar, preds], axis=-1)\n",
    "tokenizer_en.decode(tar[0].numpy()[1:])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<tf.Tensor: id=20949, shape=(1, 1), dtype=int32, numpy=array([[8088]], dtype=int32)>"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "preds, enc_enc_attention, dec_dec_attention, enc_dec_attention = model([inp, tar])\n",
    "preds = tf.argmax(preds[:, -1:, :], axis=-1, output_type=tf.int32)\n",
    "preds"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "`8088` is the end token"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Visualizing only encoder-decoder attention heads for the final prediction"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "enc_dec_attention_0, enc_dec_attention_1, enc_dec_attention_2, enc_dec_attention_3 = \\\n",
    "    enc_dec_attention[\"layer_0\"][0], enc_dec_attention[\"layer_1\"][0], enc_dec_attention[\"layer_2\"][0], enc_dec_attention[\"layer_3\"][0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "xticklabels = [\"##START##\"] + [tokenizer_pt.decode([v]) for v in inp.numpy()[0][1:-1]] + [\"##END##\"]\n",
    "yticklabels = [\"##START##\"] + [tokenizer_en.decode([v]) for v in tar.numpy()[0][1:]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x864 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x864 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x864 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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wRj8/dQDr4HenDmCNrpk6gHmTHAMAsLvOLCvHeo4BAGAgOQYAgIG2CgAAxmmrAACA+VI5BgBgnMoxAADMl+QYAAAG2ioAABinrQIAAOZL5RgAgHEqxwAAMF+SYwAAGGirAABgdx1tFQAAMGcqxwAAjFM5BgCA+ZIcAwDAQFsFAADjtFUAAMB8bankuKqOrKpnLayfWlV/uoexr6qqEw9cdAAAbHRbKjlOcmSSZ604Kkl3P6O7r9jP8QAAbF494WsiWy05/tUk966qnVX1kmHb4VX1pqr626r6/aqqJKmqC6pqW1UdVFWvqaoPVtVlVfWT04UPAMCUttoNec9NclJ3n5wstVUkeUCS+yW5Osl7kjwsybsXjjk5yT26+6ThmCMPZMAAABuWG/K2pL/p7qu6+7YkO5Mcv2z/R5N8Q1X9dlWdluQLK01YVWdV1Y6q2nHNl9c/YAAApjGH5PjmheVbs6xa3t3XJ/nWJBck+fEkr1ppwu7e3t3bunvb0QevY6QAAExqq7VVfDHJEftyQFUdleSW7n5zVX0kyWv2R2AAAJvKxDfGTWVLJcfdfV1VvaeqPpjkbUn+bBWH3SPJ/66qXVX05+23AAEA2NC2VHKcJN391GWbLljYd/bC8qkLY75t/0YFALAJzbByPIeeYwAAWBXJMQAADLZcWwUAAOtEWwUAAMyXyjEAAONUjgEAYL4kxwAAMNBWAQDAOG0VAAAwXyrHAADsrqNyDAAAcyY5BgCAgbYKAADGaasAAID5khwDAMBAWwUAAOO0VQAAwHypHAMAMG6GlWPJ8Vp9Jcm1UwexRp+fOgC2xN9wrpo6gHXwP6cOYI1+deoA1sHRUwewDr4wdQBr9GtTB7AOjpg6gDWaYUK6kWyFX8kAALAuVI4BABg3wyq2yjEAAAxUjgEA2F1H5RgAAOZMcgwAAANtFQAAjNNWAQAA86VyDADAOJVjAACYL8kxAAAMtFUAADBOWwUAAGwOVXVaVX24qq6squeO7D+zqq6pqp3D6xkrzalyDADAuA1cOa6qg5K8LMm/SXJVkour6tzuvmLZ0HO6++zVzqtyDADAZvTgJFd290e7+5Ykb0jy+LVOKjkGAGAjOqqqdiy8zlq2/x5JPrWwftWwbbnvr6pLq+pNVXXsSifVVgEAwO46U7dVXNvd2/ayv0a2LY/4T5L8YXffXFXPTPLaJN+1t5OqHAMAsBldlWSxEnxMkqsXB3T3dd1987D6yiQPXGlSyTEAAON6wtfKLk5yQlXdq6oOSXJ6knMXB1TV3RZWH5fkQytNqq0CAIBNp7u/UlVnJzk/yUFJXt3dl1fVi5Ps6O5zkzy7qh6X5CtJ/jHJmSvNKzkGAGBT6u7zkpy3bNsLFpafl+R5+zLnbNsqquqvpo4BAGBD29htFfvFbJPj7v6OqWMAAGBjmW1yXFU3DF/vVlUXDh8p+MGqOmXq2AAAmIae4+SpSc7v7l8aPobwsJUOGB5CfVaSHOc7CABsVRv446P3F6nd0mNAXl1VByd5a3fvXOmA7t6eZHuSbLtjzfDHBgBga5ptW8Uu3X1hkkck+Yckv1dVPzRxSAAAG4Mb8uanqu6Z5HPd/cok/yvJt00cEgAAE9FWkZya5DlV9eUkNyRROQYAmKnZJsfdffjw9bVJXjtxOAAAG8vE7Q1TmX1bBQAA7DLbyjEAACtQOQYAgPmSHAMAwEBbBQAA47RVAADAfKkcAwAwTuUYAADmS3IMAAADbRUAAIzTVgEAAPOlcgwAwO46KscAADBnkmMAABhoqwAAYJy2CgAAmC+VYwAAxqkcAwDAfKkcr9XXJ/mZqYNYo2dOHcAa1dQBrIODpw6AJMlPTR3AGt04dQDr4JqpA1gHN00dwBo9euoA1sFmv4bfmjqAeZMcAwAwTlsFAADMl+QYAAAG2ioAABinrQIAAOZL5RgAgN11VI4BAGDOJMcAADDQVgEAwDhtFQAAMF8qxwAAjFM5BgCA+ZIcAwDAQFsFAADjtFUAAMB8qRwDADBO5RgAAOZLcgwAAANtFQAA7K6jrQIAAOZM5RgAgHEqxwAAMF+SYwAAGMw+Oa6qt1bVJVV1eVWdNXU8AAAbRk/4moie4+Q/dPc/VtWhSS6uqjd393V7O2BIos9KkuPuciBCBADgQJh95TjJs6vqA0kuSnJskhNWOqC7t3f3tu7edvQR+z0+AAAOkFlXjqvq1CSPTvLQ7v5SVV2Q5I6TBgUAsFF4WsXs3CnJ9UNifN8kD5k6IAAApjPrynGStyd5ZlVdmuTDWWqtAAAgmWXleNbJcXffnOSxU8cBAMDGMPe2CgAA+GezrhwDALAHEz9veCoqxwAAMFA5BgBgnMoxAADMl+QYAAAG2ioAABinrQIAAOZL5RgAgHEqxwAAMF+SYwAAGGirAABgnLYKAACYL5VjAAB211E5BgCAOZMcAwDAQFsFAADjtFUAAMB8qRyv1a1Jvjh1EGtUUwewRlvh/2pvmTqAdfCAqQNYB++bOoA1OmjqANbBl6YOYB18/dQBrNHOqQNYB0+eOoA12kj/LW+F37H7SOUYAAAGkmMAABhoqwAAYJy2CgAAmC/JMQAADLRVAAAwTlsFAADMl8oxAAC766gcAwDAnEmOAQBgoK0CAIBx2ioAAGC+VI4BABincgwAAPMlOQYAgIG2CgAAxmmrAACA+VI5BgBgnMoxAADMl+QYAAAGmzI5rqoLqmrbyPYzq+p3pogJAGBL6Ylfq1BVp1XVh6vqyqp67l7GPbGqeix/XG7DJsdVddDUMQAAsDENueLLkjw2yYlJzqiqE0fGHZHk2Un+ejXzHvDkuKqOr6q/rarXVtWlVfWmqjps2PfxqnpBVb07yZOq6uSqumgY98dVdeeFqX6gqv6qqj5YVQ8eOc/RVfXmqrp4eD1s2P6i4dzvGM73fVX161V1WVW9vaoOPjDfCQCADW5jV44fnOTK7v5od9+S5A1JHj8y7heT/HqSm1Yz6VSV4/sk2d7d35LkC0metbDvpu5+eHe/IcnrkvzsMO6yJC9cGPc13f0dw7GvHjnHbyV5aXc/KMn3J3nVwr57J/m3WfoGvj7JX3b3/ZPcOGwHAGBaR1XVjoXXWcv23yPJpxbWrxq2/bOqekCSY7v7T1d70qke5fap7n7PsPz6LJW6f2NYPydJqupOSY7s7ncO21+b5I0Lc/xhknT3hVX1tVV15LJzPDrJiVW1a/1rh7J6krytu79cVZclOSjJ24ftlyU5fqXghzfnrCQ57s4rDAYA4Pa4trv31iNcI9v+ueZcVXdI8tIkZ+7LSadKjpcXyxfX/986zJEsVcUf2t03Lm4ckuWbk6S7b6uqL3f3rmNvyyq+J929Pcn2JNl2bM3wCYAAwCxs7CznqiTHLqwfk+TqhfUjkpyU5IIh//v6JOdW1eO6e8eeJp2qreK4qnrosHxGkncvH9Dd/5Tk+qo6Zdj0g0neuTDkKUlSVQ9P8k/D+EXvSHL2rpWqOnmdYgcAYHoXJzmhqu5VVYckOT3Jubt2dvc/dfdR3X18dx+f5KIke02Mk+kqxx9K8vSqekWSv0/yP/cw7ulJXj7csPfRJD+8sO/6qvqrJF+b5D+MHPvsJC+rqkuzdJ0XJnnmOsUPALD1beDKcXd/parOTnJ+ltpkX93dl1fVi5Ps6O5z9z7DuKmS49u6e7dEdcjqF9d3JnnIyLhTxybt7tckec2wfG2G6vKyMS9atn74nvYBALBxdfd5Sc5btu0Fexh76mrm3LDPOQYAgAPtgFeOu/vjWWqOBgBgI9vAbRX7i8oxAAAMJMcAADCY6oY8AAA2stV/jPOWonIMAAADlWMAAMapHAMAwHxJjgEAYKCtAgCAcdoqAABgvlSOAQAYp3IMAADzJTkGAICBtgoAAHbnE/IAAGDeVI4BABincgwAAPMlOQYAgIG2irW6Kslzpg5ijb566gDW6MapAyBJsnPqANbBz08dwBr9t6kDWAe3TR3AOjhi6gDW6IapA1gHZ00dwBrdOnUAC7RVAADAfKkcAwAwTuUYAADmS3IMAAADbRUAAIzTVgEAAPMlOQYAgIG2CgAAdtfRVgEAAHOmcgwAwDiVYwAAmC/JMQAADLRVAAAwTlsFAADMl8oxAADjVI4BAGC+JMcAADDQVgEAwDhtFQAAMF8qxwAA7K6jcrxZVdWRVfWshfVTq+pP93GOM6vq7usfHQAAm8WWSI6THJnkWSuO2rszk0iOAQBmbKskx7+a5N5VtbOqXjJsO7yq3lRVf1tVv19VlSRV9YKquriqPlhV22vJE5NsS/L7wxyHTnUhAAAbRk/4mshWSY6fm+Qj3X1ydz9n2PaAJP85yYlJviHJw4btv9PdD+ruk5IcmuTfdfebkuxI8rRhjhsPcPwAAGwAWyU5HvM33X1Vd9+WZGeS44ftj6yqv66qy5J8V5L77evEVXVWVe2oqh3XrF+8AAAbi8rxlnLzwvKtSb6qqu6Y5HeTPLG775/klUnuuK8Td/f27t7W3duOXp9YAQDYALZKcvzFJEesYtyuRPjaqjo8yRNvxxwAAGxRW+I5x919XVW9p6o+mORtSf5sD+M+X1WvTHJZko8nuXhh92uSvLyqbkzyUH3HAMDszfA5x1siOU6S7n7qsk0XLOw7e2H5+UmeP3L8m5O8eX/FBwDAxrdlkmMAANbZDCvHW6XnGAAA1kxyDAAAA20VAADsbuLnDU9F5RgAAAaSYwAAGGirAABgnLYKAACYL5VjAADGqRwDAMB8SY4BAGCgrQIAgHHaKgAAYL5UjgEAGKdyDAAA8yU5BgCAgbYKAAB219FWAQAAc6ZyDADAuBlWjiXHa3WXJI+dOog1+tupA1ijI6cOYB1cPHUA6+CmqQNYB6+eOoA1OmTqANbBMVMHsA42ezJxn6kDWAfHTR3AGl00dQDzpq0CAAAGKscAAIzb7H8JuR1UjgEAYKByDADAOJVjAACYL8kxAAAMtFUAADBOWwUAAMyXyjEAALvrqBwDAMCcSY4BAGCgrQIAgHHaKgAAYL4kxwAAMNBWAQDAOG0VAAAwXyrHAACMUzkGAID5khwDAMBAWwUAAOO0VQAAwHypHAMAsLuOyvFWU1U/U1XPHpZfWlV/MSw/qqpePyx/d1W9t6reV1VvrKrDp4wZAIDpbOnkOMmFSU4ZlrclObyqDk7y8CTvqqqjkjw/yaO7+9uS7EjyUytNWlVnVdWOqtpxzU37KXIAAA64rd5WcUmSB1bVEUluTvK+LCXJpyR5dpKHJDkxyXuqKkkOSfLelSbt7u1JtifJtrvWDP/gAADMwgyznC2dHHf3l6vq40l+OMlfJbk0ySOT3DvJh4av/6e7z5gsSAAANoyt3laRLLVW/PTw9V1JnplkZ3d3kouSPKyqvjFJquqwqvqmySIFANhIesLXROaQHL8ryd2SvLe7P5vkpmFbuvuaJGcm+cOqujRLyfJ9J4oTAICJbem2iiTp7j9PcvDC+jct2/8XSR50oOMCAGBtquq0JL+V5KAkr+ruX122/5lJfjzJrUluSHJWd1+xtznnUDkGAOD22MBtFVV1UJKXJXlslh6wcEZVnbhs2B909/27++Qkv57kf6w0r+QYAIDN6MFJruzuj3b3LUnekOTxiwO6+wsLq1+TVaTdW76tAgCA22naR7kdVVU7Fta3D4/T3eUeST61sH5Vkm9fPklV/XiWPsfikCTftdJJJccAAGxE13b3tr3sr5Ftu6Xz3f2yJC+rqqdm6cPfnr63k2qrAABgM7oqybEL68ckuXov49+Q5AkrTSo5BgBgd1PejLe6do6Lk5xQVfeqqkOSnJ7k3MUBVXXCwuq/TfL3K02qrQIAgE2nu79SVWcnOT9Lj3J7dXdfXlUvTrKju89NcnZVPTrJl5NcnxVaKhLJMQAAm1R3n5fkvGXbXrCw/BP7OqfkGACAcdM+rWISeo4BAGCgcgwAwDiVYwAAmC/JMQAADLRVAAAwTlsFAADMl8oxAADjVI4BAGC+JMcAADDQVrFWX0zyl1MHsUafnTqANbp16gDWwQOnDmAdvH/qANbBbVMHsEZvmTqAdXD61AGsg6OnDmCN7jh1AOvgiqkDWKObpg5g0NFWAQAAc6ZyDADAOIBiDiwAABxKSURBVJVjAACYL8kxAAAMtFUAADBOWwUAAMyXyjEAAONUjgEAYL4kxwAAMNBWAQDAOG0VAAAwXyrHAADsrqNyDAAAcyY5BgCAgbYKAADGaasAAID5khwDAMBAWwUAAOO0VQAAwHypHAMAME7lmKr6eFUdNXUcAAAceJJjAAAYbMrkuKqOr6oPVdUrq+ryqnpHVR067Lt3Vb29qi6pqndV1X2H7UdX1Zur6uLh9bBh+12H499fVa9IUhNeGgDAxtETviayKZPjwQlJXtbd90vy+STfP2zfnuQ/dfcDk/x0kt8dtv9Wkpd294OGsa8atr8wybu7+wFJzk1y3AGKHwCADWYz35D3se7eOSxfkuT4qjo8yXckeWPVPxeAv3r4+ugkJy5s/9qqOiLJI5J8X5J0959V1fUrnbiqzkpyVpIcd9A6XAkAwEYzcQV3Kps5Ob55YfnWJIdmqRL++e4+eWT8HZI8tLtvXNw4JMv79NZ39/YsVaiz7ZCa4Y8NAMDWtJnbKnbT3V9I8rGqelKS1JJvHXa/I8nZu8ZW1a4E+sIkTxu2PTbJnQ9cxAAAbCRbKjkePC3Jj1TVB5JcnuTxw/ZnJ9lWVZdW1RVJnjls/4Ukj6iq9yX57iSfPNABAwBsSDO8IW9TtlV098eTnLSw/hsLyx9LctrIMdcmecrI9uuylBTv8pPrGSsAAJvHpkyOAQA4AGZ4Z9VWbKsAAIDbRXIMAAADbRUAAIzTVgEAAPOlcgwAwDiVYwAAmC/JMQAADLRVAACwu4k/qW4qKscAADBQOQYAYJzKMQAAzJfkGAAABtoqAAAYp60CAADmS3IMAAADbRUAAIzTVgEAAPOlcgwAwLgZVo4lx2t1lyRnTB3EGr106gDWqKYOYB28f+oA1sEjpg5gHVwwdQBr9D1TB0CS5MapA1ij06cOYB1cN3UAa/THUwcwb9oqAABgoHIMAMDuOrNsq1A5BgCAgcoxAADjVI4BAGC+JMcAADDQVgEAwDhtFQAAMF8qxwAAjFM5BgCA+ZIcAwDAQFsFAADjtFUAAMB8qRwDALC7jsoxAADMmeQYAAAG2ioAABinrQIAAOZL5RgAgHEqxwAAMF+zS46r6siqetbUcQAAsPHMLjlOcmQSyTEAwEp6wtdE5pgc/2qSe1fVzqp6SS15SVV9sKouq6qnTB0gAADTmOMNec9NclJ3n5wkVfX9SU5O8q1JjkpycVVd2N2fnjBGAAAmMMfK8XIPT/KH3X1rd382yTuTPGhvB1TVWVW1o6p2XPOlAxIjAMCBp61ilmpfD+ju7d29rbu3HX3Y/ggJAIApzDE5/mKSIxbWL0zylKo6qKqOTvKIJH8zSWQAABvFlFXjCSvHs+s57u7rquo9VfXBJG9L8jNJHprkA1l6K36muz8zZYwAAExjdslxknT3U5dtes7wAgBgxmaZHAMAsAo+PhoAAOZL5RgAgHEqxwAAMF+SYwAAGGirAABgnLYKAACYL5VjAADGqRwDAMDmUFWnVdWHq+rKqnruyP6fqqorqurSqvrzqrrnSnNKjgEA2HSq6qAkL0vy2CQnJjmjqk5cNuz9SbZ197ckeVOSX19pXskxAAC764lfK3twkiu7+6PdfUuSNyR5/L+6hO6/7O4vDasXJTlmpUklxwAAbERHVdWOhddZy/bfI8mnFtavGrbtyY8kedtKJ3VDHgAA46a9Ie/a7t62l/01sm004qr6gSTbknznSieVHAMAsBldleTYhfVjkly9fFBVPTrJzyX5zu6+eaVJtVUAALAZXZzkhKq6V1UdkuT0JOcuDqiqByR5RZLHdffnVjOpyjEAAOM28HOOu/srVXV2kvOTHJTk1d19eVW9OMmO7j43yUuSHJ7kjVWVJJ/s7sftbV7JMQAAm1J3n5fkvGXbXrCw/Oh9nVNbBQAADFSOAQAYt4HbKvYXyfFafT7Jn0wdxBp999QBrNGK951uApdNHcA6uHbqANbB0VMHsEZfM3UAJElWdcvPBnbuykM2vC+tPGRD+8LUAcyb5BgAgN2t/pPqthQ9xwAAMJAcAwDAQFsFAADjtFUAAMB8qRwDADBO5RgAAOZLcgwAAANtFQAAjNNWAQAA86VyDADAOJVjAACYL8kxAAAMtFUAALC7jrYKAACYM5VjAADGqRwDAMB8SY4BAGCgrQIAgHHaKgAAYL5mkRxX1fFV9cGp4wAA2FR6wtdEZpEcAwDAaswpOf6qqnptVV1aVW+qqsOSpKoeWFXvrKpLqur8qrrb1IECADCNOSXH90myvbu/JckXkjyrqg5O8ttJntjdD0zy6iS/tNJEVXVWVe2oqh3X3LpfYwYAmM4M2yrm9LSKT3X3e4bl1yd5dpK3Jzkpyf+pqiQ5KMmnV5qou7cn2Z4k2+5YM7yPEwBga5pTcrw8ie0kleTy7n7oBPEAALDBzKmt4riq2pUEn5Hk3Uk+nOToXdur6uCqut9UAQIAbBhTtlR4WsUB8aEkT6+qS5PcJcn/7O5bkjwxya9V1QeS7EzyHRPGCADAhGbRVtHdH09y4h727UzyiAMaEADAZjDDO6vmVDkGAIC9khwDAMBgFm0VAADcDtoqAABgvlSOAQAYp3IMAADzJTkGAICBtgoAAMZpqwAAgPlSOQYAYHcdlWMAAJgzyTEAAAy0VQAAME5bBQAAzJfKMQAA41SOAQBgviTHAAAw0FYBAMA4bRUAADBfKsdrdXOSv586iDX6h6kDWKODpg5gHdx96gDWwUemDmAd/N7UAazRk6YOYB38r6kDWAc/OnUAa3TF1AGsg5o6gDXaSNXajRTLAaJyDAAAA8kxAAAMtFUAALC7jrYKAACYM8kxAAAMtFUAADBOWwUAAMyXyjEAAONUjgEAYL4kxwAAMNBWAQDAOG0VAAAwXyrHAACMUzkGAID5khwDAMBAWwUAALvraKsAAIA5UzkGAGCcyjEAAMyX5BgAAAazSY6r6oKq2jZ1HAAAm0ZP+JrIbJJjAABYyaZOjqvqa6rqz6rqA1X1wap6SlU9qqreX1WXVdWrq+qrlx3zY1X16wvrZ1bVbw/LP1BVf1NVO6vqFVV10IG+JgCADUPleNM5LcnV3f2t3X1SkrcneU2Sp3T3/bP0NI4fW3bMm5J838L6U5KcU1XfPCw/rLtPTnJrkqeNnbSqzqqqHVW145p1vRwAAKa02ZPjy5I8uqp+rapOSXJ8ko91998N+1+b5BGLB3T3NUk+WlUPqaq7JrlPkvckeVSSBya5uKp2DuvfMHbS7t7e3du6e9vR++OqAACYxKZ+znF3/11VPTDJ9yT5lSTvWOWh5yR5cpK/TfLH3d1VVUle293P2z/RAgBsMp5zvLlU1d2TfKm7X5/kN5J8R5Ljq+obhyE/mOSdI4e+JckTkpyRpUQ5Sf48yROr6uuGue9SVffcn/EDALCxbOrKcZL7J3lJVd2W5MtZ6i++U5I3VtVXJbk4ycuXH9Td11fVFUlO7O6/GbZdUVXPT/KOqrrDMN+PJ/nEgbkUAACmtqmT4+4+P8n5I7seMDL21GXr/25kzDn5l0oyAMB8TfzUiKls6rYKAABYT5u6cgwAwH6kcgwAAPMlOQYAgIG2CgAAxmmrAACA+VI5BgBgnMoxAADMl+QYAAAG2ioAABinrQIAAOZL5RgAgN11VI4BAGDOJMcAADDQVgEAwDhtFQAAMF+SYwAAxvWEr1WoqtOq6sNVdWVVPXdk/yOq6n1V9ZWqeuJq5pQcAwCw6VTVQUleluSxSU5MckZVnbhs2CeTnJnkD1Y7r57jtbpbkrOmDmKNfnnqANbo66YOYB0cNXUA6+CTUwewDp48dQBs+n9Pk6SmDmCNHjl1AOvghKkDWKO3TB3ApvHgJFd290eTpKrekOTxSa7YNaC7Pz7su221k0qOAQAYN+0NeUdV1Y6F9e3dvX1h/R5JPrWwflWSb1/rSSXHAABsRNd297a97B/7O82a03nJMQAA4zb2o9yuSnLswvoxSa5e66RuyAMAYDO6OMkJVXWvqjokyelJzl3rpJJjAAA2ne7+SpKzk5yf5ENJ/qi7L6+qF1fV45Kkqh5UVVcleVKSV1TV5SvNq60CAIDd7cPzhqfS3eclOW/ZthcsLF+cpXaLVVM5BgCAgeQYAAAG2ioAABi3wdsq9geVYwAAGKgcAwAwTuUYAADmS3IMAAADbRUAAIzTVgEAAPOlcgwAwDiVYwAAmC/JMQAADLRVAACwu462CgAAmDOV472oqhcluaG7f2PqWAAADjiVYwAAmC/J8TJV9XNV9eGq+r9J7jN1PAAAHDjaKhZU1QOTnJ7kAVn63rwvySWTBgUAMJUZtlVIjv+1U5L8cXd/KUmq6tyxQVV1VpKzkuS4Ox244AAA2L+0Vexuxf9H6u7t3b2tu7cdfdiBCAkAYAI94WsikuN/7cIk31tVh1bVEUn+/dQBAQBw4GirWNDd76uqc5LsTPKJJO+aOCQAAA4gyfEy3f1LSX5p6jgAACY3wxvytFUAAMBA5RgAgN1NfGPcVFSOAQBgIDkGAICBtgoAAMZpqwAAgPmSHAMAwEBbBQAA47RVAADAfKkcAwAwTuUYAADmS3IMAAADbRUAAIzTVgEAAPOlcgwAwO46KscAADBnkmMAABhoqwAAYJy2CgAAmC+V47U6OMnXTx3EGm32/yv89NQBrIOtcA2b/ecoSWrqANZoK/yLftvUAayDW6cOYI2OnDqAdfCQqQNYo/OnDmDBVvi3fR+pHAMAwEByDAAAg63wRzgAAPYHbRUAADBfKscAAIxTOQYAgPmSHAMAwEBbBQAAu+toqwAAgDmTHAMAwEBbBQAA47RVAADAfKkcAwAwTuUYAADmS3IMAAADbRUAAIzTVgEAAPOlcgwAwDiVYwAAmC/JMQAADLRVAACwu462CgAAmDOVYwAAxqkcsxpVdVZV7aiqHdfcMHU0AACsF8nx7dDd27t7W3dvO/rwqaMBAGC9aKsAAGCctgoAAJgvyfEeVNWrqmrb1HEAAEymJ3xNRFvFHnT3M6aOAQCAA0vlGAAABirHAACMc0MeAADMl8oxAAC7m/jGuKmoHAMAwEByDAAAA20VAACM01YBAADzJTkGAICBtgoAAMZpqwAAgPlSOQYAYJzKMQAAzJfkGAAABtoqAAAYp60CAADmS+UYAIDddVSOAQBgziTHAAAwqO4Z1svXUVVdk+QT+/EURyW5dj/OfyBs9mvY7PEnrmGj2OzXsNnjT1zDRrDZ40/2/zXcs7uP3o/zr8q2qt5x0HTnr1tzSXdvO9Dn1XO8Rvv7h7eqdkzxg7GeNvs1bPb4E9ewUWz2a9js8SeuYSPY7PEnW+Ma2DPJMQAA42bYYKDnGAAABpLjjW/71AGsg81+DZs9/sQ1bBSb/Ro2e/yJa9gINnv8yda4BvbADXkAAOxmW1XvqOnOXz3NDXkqx7AXVfWwqjpl6jgAgANDcrwPqupXqurUqnpCVT132b77VNVraslfLWw/rKp+v6ouq6oPVtW7q+qeVbVzeH2mqv5hYf2Q4bjvraquqvsuzHV8Vd04jLuiql5XVQdX1WMWjr+hqj48LL9uWYwXVNUdq+o3q+ohI9f3o1V1ZlWdXFUvX6fv2ZlVdff1mOtAq6oHJPnhJBdNHcscDD+fu1UIhp+h35kipq2kqo6sqmdNHQfro6peVFU/PXUcG9Xt/H19alX908Lv051V9ehhX1fVf18Y+9NV9aJh+UULv8f/vqreUlUnjsT0mGHsnavqvD3E/d7h61ur6m7r8s1Yq57wNRHJ8b759iR/neQ7k7xr2b5Thm3fkuTyhe0/keSz3X3/7j4pyY8k+Ux3n9zdJyd5eZKX7lrv7luG485I8u4kpy87z0eG4+6f5JgkT+7u8xfm25HkacP6D+06qKoOTXJrd9+U5EFJLhm5vl3XMHZ9t9eZSTZlctzd7+/uZ3T3l6eOZauoqgmfmDl7RyaRHE9sSMg2zO/eqtqqT626Pb+vk+RdC7+PT+7u/ztsvznJ91XVUXs4367f4yckOSfJX1TV8ke97jrvI5K8Z/kEVfWNSa6sqkry9d396VVdKetuq/5Hsa6q6iVJHpPkXknem+Te+f/bO/MYr6orjn++KqLIVhAaY0XEYt1FIVhkcQ2NVLEtpJSigtRYjdVqo7ZWqlPTRCxosFqXuFetHRU0gBtGFJSRCuLAoLhRUayNW6lKXarO6R/nPHnz881vBuYHMxPvJ/ll7nvvvrsv555z7xs4UtI9wGPAlUAf4C2gC1Cf+wbiTuT+SYiZvdiM+DoDQ4HDgdlAVakfM/tC0tPAzs0I7zFgF6CLpDpgV2CJpN+a2QOSzgYmAv2BfYG+wJuShpvZqQXhHQ+cCWyLDz7ZhHsjMAhf790ErI3rOyR9DAwB9gYuBzrjH1Cf1BYHgKI8mtkXrZuqYiT1BebG4ovQJnU2sypJjwPPAgOBXsCJwPn44qrazKZUMA0P4WV1IPAScKKZfSRpDd4eRgJXSXoBXxR2AlYDk81sXQR1vKQ/AV3j/tMl8fSKd/vErbPMbFFocHbD+9sewK+A7wJHA/8EjjWzzyRdCBwLbA/UAD+3Chy8kHQBXrZrgXeAZ8xsepT/OWa2NCbVpWbWNxYJU4HDgI7An83supamowmmArtLqgUeMbNzJZ0L/DjScK+ZXZSryyfxMlwO3Az8HuiNL76fltQDr9d+wEfAKWa2QtKhwBURpwEjzOzDzZy3Nl0HUaYP4vPFEGCGpFMj3tXASWa2XtJUYDTwOTDPzM6RtCtezr0iXyeZ2eu5sPcCbjWzwbm4ZpvZ/pIGUjDeRpnU4PPMbOBLjWh7p4XzdTk+xw/hnQ1cUM6jmVVL+j7wU+AKSePwcbcfcBzwTeADSQeb2ehQXj0F9AAErAJ6R1+dZGa1G1sOleIZeFj+D09ai9b5ZzFmln7N+AGD8U7VAVhU8Hwx3qhvAfbJ3R8AvI03/D8A/Uveq8IH7vy944Ebw10DHBTuvsDKcG+Hd/T9S959HBhUkL7zgDH4RDCt4HkvfEAFWFKmHPYC5gAd4vpqfEIaiE+4mb/upemJsqsBesX1OOCm1q7b5uaxtdNVJr1ftou4PgeoypX/peH+JfAmLkB2BN4AelYwDQYMjeubsnYNrAHOy/ldARwa7ouBGbm0Xh/uEbm2Pgm4Ktx/BYaFuw+wKtxVuDDXATgAF9aOjmf3Aj8Id49cOm7DheaW5n0gUIcL+12BV3J5z7f/HYE14T4FmBLujrjFZ7ct3E5G4pO9cCvi3Cj3vrggsF/cfybqU/jEfl+8fyVwUbiPAGrDPSfXDjoD22yBPtCm6yDKtB5fbOwILAR2iGe/Bi7EBaMX2XBQPhtD5wATwz05V/5VuTzWAv1y4U2hzHgbZXL15q6X1vqx6fP1YcD7UZ7Zb/d4tj7a1hqgGw3H2S/rIhfWWcA1ueutgJpwzwe6FKTr6mjLk4DTW7scv86/pDluPgfiHWVP4Pn8A0mdgE/MzCT1xwc4AMysVlI/fCI6CtfYDjGzVWXiGg/MCPff4npZXGean/7APWa2YiPSPxMYFfko5SBguaQuwLqC5xlH4p13iVt+2B4X/ucA/SRdCdwPzCt49zu4ZvqReHdroM1pjWk8j+2V2fG3DnjOQlMv6R+4ReG9CsWz1swyU+HtuOZ9elxXR5zd8El/Qdy/Fbg7F8adAGa2UFJXSd1L4jgK2DvqBaBrtFmAB821w3V423oo7tfhwgnA4ZLOw4WoHrhJdc4m5jdjOK51/SjyOLsJ/+Djwf6SxsZ1N7xPv9rCtGwMI+P3bFx3jjS8DrxqZnUAkp4DHo3xLV+Ww/AFN2Y2X1LPqN9FwOWS7gBmmdkbWyAv7aEOXjOzxZKOwS1oi6Idb4srTz4APgFukHQ/vlgB1zT/KNy3AX8sCPsu3AIwFReCx9H0eFtdsZy1PTZpvg6eMLNjigI1sw/kZ3nOBD5uIg2l33joj1sJADpZsTVlP2AlrnGe1UT4ic1IEo6bQNIAfHX5LVy938lvqxYftKrxDthd0gp84lgq6RIzqwYws/V4Q58lqR4XUAuFY0k9cS3MvpIMH9AsJnSIPcexUf9xSaPNrNGJQNLJwC+Ab+Ma0T7AW5JGmdkESb1xQbY3PjCPx7df1AJjzGx1aZC4Ce/8grgOwM1Zp+MD9eSCd58zsyGNpbeN0Gge2yif0/D8wHYlzz+Nv/U5d3ZdyTGgdHtC/vq/FQgDPJ9DzKzBxBST/6cAZlYv6TMzy96tB7aRtB2umRlkZmtjK0ZpWW0qjW3NyNdNPi4BZ5jZwxWKf1MQcImVbCUIs3xpO8m3oazNFH3gycxsagh3o4DFko4ysxcqmfBGaOt1kPUB4Va28aUeJA3GF+c/wcftIwrCKcpnNXC3pFl4HbwsaT/Kj7fN7ZPthkrM181gBq6surkJfwfi1ggkLcUtBttIeh7YKdJ0hpk9Edu9xuBbQP6Ob78YKekhMzu3melKVJA2cyigrWJmteYH3V7CV/vzge+Zb7z/2MxGA9cDp+GryWvjWaYpGyrpG+HeNsJ4rSiuYCzwFzPb1cz6mtkuuCZjWEm6/gX8Bt/HVC79N+AakvmRj1fMbC8zmxDP3477y3BT1O34nrYBBYIxwKPA2BCqkdRD/vWNHYGtzGwm8DtcEw3wIb6vC3yF3kvSkHi3g6R9yqW/lSjMYyunqRxv4fvTekrqCBRqPbYAfbK6ZcOB0gaY2fvAOm34PN4JwIKcl3EAkoYB74f/PPNwoYHwN2Aj0pcJRu/K9/WPLed5I1gI/FDS9qHFPjb3bA1uhaAkvoeB0yR1AJC0h6QdKpSexsj3xSwNk6MskLRz1uabyUJgQrx7GPBuaNZ2N7M6M7sUFw72LBNGpWgvdQBu0h8qP3yVfdFoj6iHbmb2AG6Sz9p2DRsOZk+guF+tBr7Ax95MyGsv423FaOl83cw4/o1r6n/WmB9JY/B5N7OEDcItqsfhmv8LIt4n4vnFwMm4wH0wsNz8EH8SjFuJJBw3A/khoHVmVg/saWbPl3gZgQ9Yw2k40YOvBBeEOfJZfLKYWSa68fgeyTwzcTNLKfcBndT0d3hHAE9K2oUCwVx+MKWnmb0LHELB4JsReZ8CzIuV9yP4HtadcU12Lb5yz4T2W4Br4/7W+OR0qaTluNnrkCbSvsUpk8c2ifnXNC7GNQ5zgS2hpStiFTAxyqwHcE0j/iYC08LfADztGevkn1a6luLJ50xgkKQVoYH5yoHRxjCz/+ATYx3ed5Y0990mwl2GCyS1eF/Nn4yfjgtgNTQ81HIDbu5dJmklcB2b2ZJnZu/hpvyVkqaZ2Tx8D/dTMT7dQ0PhuSmqiLrAzfkT4/5ZEcdy3PT8YMUy0QjtpQ4ire/ge0rvjLJbjC8gugBz494C/OAXeJs/Ke6fgJ8dKKIaP69yV8TzP9roeCvpAW2mT3y2cL4GGK6Gn3IrWkRfxlcPqZ0d/l/G6+GIqOuMg/A6aCze7Ksag0mfD2110n/ISyQSLUYlX8z4OhPbNdab2fSm/CY2D6kOEolES0ia40QikUgkEolEIkia40QikUgkEolEIkia40QikUgkEolEIkjCcSKRSCQSiUQiESThOJFIJBKJRCKRCJJwnEgkEolEIpFIBEk4TiQSiUQikUgkgiQcJxKJRCKRSCQSwf8BDsdizXiJG9QAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 864x864 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x864 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x864 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x864 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x864 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# https://matplotlib.org/users/colormaps.html\n",
    "for i, cmap in enumerate([\"Reds\", \"spring\", \"summer\", \"autumn\", \"winter\", \"cool\", \"Wistia\", \"Oranges\"]):\n",
    "    fig = plt.figure()\n",
    "    fig, ax = plt.subplots(1,1, figsize=(12,12))\n",
    "    heatplot = ax.imshow(enc_dec_attention_0[i].numpy(), cmap=cmap)\n",
    "    ax.set_xticks(np.arange(11))\n",
    "    ax.set_yticks(np.arange(13))\n",
    "    ax.set_xticklabels(xticklabels)\n",
    "    ax.set_yticklabels(yticklabels)\n",
    "    plt.colorbar(heatplot)\n",
    "    plt.title(\"Layer 0, Attention Head %d\" % (i + 1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x864 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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X7WLsk5P83J5cVFsFAADr0dYkJ1bV3avqtpklwOeuHFRV905ypyTv2pNJVY4BAFhsDb/nuLtvqqozk5yfZFOSV3T3pVX14iTbuntHovyUJOd0965aLv4FyTEAAOtSd5+X5LwV+164YvtFezOn5BgAgMXWcOV4f9FzDAAAA8kxAAAMtFUAALCzjrYKAACYMpVjAAAWUzkGAIDpkhwDAMBAWwUAAAuUtgoAAJiyDZUcV9URVfWcue1Tq+ovdjH2D6rqpAMXHQAAa92GSo6THJHkOauOStLdP9Xdl+3neAAA1q+u8ZaRbLTk+NeT3KOqtlfVS4d9h1XVG6rqw1X1x1VVSVJVF1TV5qraVFWvrKpLquriqvr58cIHAGBMG+2BvLOSnNzdpySztook909ynyRXJbkoycOTXDh3zilJju7uk4dzjjiQAQMArFkeyNuQ3tvdV3b3LUm2JzlhxfGPJvmWqvqtqjotyRdXm7CqzqiqbVW17eovf3XfRwwAwCimkBzfMLd+c1ZUy7v7uiT3S3JBkp9L8gerTdjdW7p7c3dvPuqwQ/dhqAAAjGmjtVV8Kcnhe3NCVR2Z5Ovd/caq+sckr9wfgQEArCudSbZVbKjkuLuvraqLquqSJG9O8pd7cNrRSf5XVe2ooj9/vwUIAMCatqGS4yTp7qeu2HXB3LEz59ZPnRvzgP0bFQDAOjTByvEUeo4BAGCPSI4BAGCw4doqAADYF8b9pLqxqBwDAMBA5RgAgMVUjgEAYLokxwAAMNBWAQDAYtoqAABgulSOAQDYWUflGAAApkxyDAAAA20VAAAspq0CAACmS3IMAAADbRUAACxQ2ioAAGDKVI4BAFhsgpVjyfGyPnV08oL/MnYUyznxH8aOYDlvOH3sCJb3sL8dOwKS5E7XjR3Bcj5357EjIElu8q11dK95+tgRLOdrvzt2BJOmrQIAAAZ+vAUAYLEJtlWoHAMAwEDlGACAnXVUjgEAYMokxwAAMNBWAQDAYtoqAABgulSOAQBYoFSOAQBgyiTHAAAw0FYBAMBi2ioAAGC6VI4BAFhM5RgAAKZLcgwAAANtFQAA7KyjrQIAAKZM5RgAgMVUjgEAYLokxwAAMJhsclxVfzt2DAAAa1fN2irGWkYy2eS4ux82dgwAAKwtk02Oq+rLw593rap3VNX2qrqkqh45dmwAAIzD2yqSpyY5v7tfUlWbkhy62glVdUaSM5LkuBy7n8MDABiJt1VM0tYkP15VL0py3+7+0mondPeW7t7c3ZuPqqP2e4AAABwYk0+Ou/sdSR6V5FNJ/qiqfmzkkAAA1gYP5E1PVR2f5J+6+/eT/GGSB4wcEgAAI9FznJya5HlVdWOSLydROQYAmKjJJsfdfdjw56uSvGrkcAAA1paOB/IAAGDKJls5BgBgFSrHAAAwXZJjAAAYaKsAAGCBcd83PBaVYwAAGKgcAwCwmMoxAACsD1V1WlV9pKour6qzdjHmR6vqsqq6tKr+ZLU5VY4BAFh3qmpTkrOTfHeSK5Nsrapzu/uyuTEnJnl+kod393VV9c2rzSs5BgBgsbXdVvHgJJd390eTpKrOSfL4JJfNjfnpJGd393VJ0t3/tNqk2ioAAFiPjk7yybntK4d98+6V5F5VdVFVvbuqTlttUpVjAAB21hm7cnxkVW2b297S3VvmthcF1yu2b5PkxCSnJjkmyTur6uTu/vyuLio5BgBgLbqmuzfv5viVSY6d2z4myVULxry7u29M8rGq+khmyfLWXU2qrQIAgPVoa5ITq+ruVXXbJE9Ocu6KMX+e5DuTpKqOzKzN4qO7m1TlGACAxdbwA3ndfVNVnZnk/CSbkryiuy+tqhcn2dbd5w7HvqeqLktyc5Lndfe1u5tXcgwAwLrU3eclOW/FvhfOrXeSXxiWPSI5BgBggVrTleP9Rc8xAAAMVI6XdcyVyfOeN3YUy/n3/3PsCJbz4PeOHcHyvnzY2BGQJJ+789gRsBH8q8+OHcFyPn782BEs7xf/x9gRLOcP1/m/oXVOcgwAwGLaKgAAYLokxwAAMNBWAQDAYtoqAABgulSOAQDYWUflGAAApkxyDAAAA20VAAAspq0CAACmS+UYAIAFSuUYAACmTHIMAAADbRUAACymrQIAAKZL5RgAgMVUjgEAYLokxwAAMNBWAQDAzjraKgAAYMpUjgEAWEzlGAAApktyDAAAg8m3VVTVnyc5Nsntk/xmd28ZOSQAgDWgJtlWMfnkOMlPdPfnquqQJFur6o3dfe3uTqiqM5KckSTH3enwAxEjAAAHgLaK5LlV9YEk786sgnziaid095bu3tzdm4867JD9HiAAAAfGpCvHVXVqksckeWh3f7WqLsisvQIAgAm2VUy9cnzHJNcNifG3JnnI2AEBADCeSVeOk7wlybOr6oNJPpJZawUAAMkkK8eTTo67+4Ykjx07DgAA1oapt1UAAMA3TLpyDADALnQm2VahcgwAAAOVYwAAFlM5BgCA6ZIcAwDAQFsFAAALlLYKAACYMpVjAAAWUzkGAIDpkhwDAMBAWwUAAItpqwAAgOlSOQYAYGcdlWMAAJgyyTEAAAy0VQAAsJi2CgAAmC6V42V9+q7Jr/7nsaNYzi3r/GekLx0+dgTLu81NY0ewvPX+7yhJnv6asSNYzqueOXYEy3vTD40dwfJ+6E1jR7Cc290wdgTL+53njB3Bcr7whrEjGJTKMQAATJnkGAAABtoqAABYTFsFAABMl+QYAAAG2ioAAFhMWwUAAEyXyjEAADvrqBwDAMCUSY4BAGCgrQIAgAV8fDQAAEyayjEAAIupHAMAwHRJjgEAYKCtAgCAxbRVAADAdKkcAwCwmMoxAABMl+QYAAAG6zI5rqoLqmrzgv3PqqrfHiMmAIANpTNrqxhrGcmaTY6ratPYMQAAMC0HPDmuqhOq6sNV9aqq+mBVvaGqDh2OXVFVL6yqC5M8sapOqap3D+PeVFV3mpvq6VX1t1V1SVU9eMF1jqqqN1bV1mF5+LD/RcO13zpc74er6jeq6uKqektVHXxgvhIAAGvZiFXjCVaO751kS3f/myRfTPKcuWNf6+5HdPc5SV6d5D8M4y5O8itz4+7Q3Q8bzn3Fgmv8ZpKXdfeDkvxIkj+YO3aPJN+f5PFJXpPkb7r7vkmuH/YDADBBYyXHn+zui4b11yR5xNyx1yVJVd0xyRHd/fZh/6uSPGpu3GuTpLvfkeSbquqIFdd4TJLfrqrtSc4dxhw+HHtzd9+YWcK9Kclbhv0XJzlhteCr6oyq2lZV266+5dpVbxYAgH2vqk6rqo9U1eVVddaC48+qqquravuw/NRqc471nuPezfZX9sEcySzxf2h3Xz+/s6qS5IYk6e5bqurG7t5x7i3Zg69Jd29JsiVJNh98ysrrAgBsDGv4PcfD82lnJ/nuJFcm2VpV53b3ZSuGvq67z9zTeceqHB9XVQ8d1p+S5MKVA7r7C0muq6pHDruekeTtc0OelCRV9YgkXxjGz3trkm98IarqlH0UOwAA43twksu7+6Pd/fUk52TWMruUsZLjDyV5ZlV9MMmdk/zuLsY9M8lLh3GnJHnx3LHrqupvk7w8yU8uOPe5STYPD/NdluTZ+yx6AIApGPeBvCN3tLEOyxkrojs6ySfntq8c9q30I3MvgTh2tVseq63ilu7eKVnt7hNWbG9P8pAF405dNGl3vzLJK4f1azJUl1eMedGK7cN2dQwAgNFc0907fa7FnEU9HyvbXf9Pktd29w1V9ezMnmF79O4uumbfcwwAALtxZZL5SvAxSa6aH9Dd13b3DcPm7yd54GqTHvDKcXdfkeTkA31dAAD20hp+IC/J1iQnVtXdk3wqyZOTPHV+QFXdtbs/PWw+LrPW3t0aq60CAABute6+qarOTHJ+Zq/mfUV3X1pVL06yrbvPTfLcqnpckpuSfC7Js1abV3IMAMC61N3nJTlvxb4Xzq0/P8nz92ZOyTEAADvrrPW2iv3CA3kAADBQOQYAYIFSOQYAgCmTHAMAwEBbBQAAi2mrAACA6VI5BgBgMZVjAACYLskxAAAMtFUAALAzn5AHAADTpnIMAMBiKscAADBdkmMAABhoq1jWLQclX7nD2FEs54SPjR3Bcv71Z8eOYHm3u2HsCJb3nm8fO4Llffz4sSNYzv0+MHYEy/uJV4wdwfIOuX7sCJZz0wZIDb5+27EjWE6vldplaasAAIAp2wA/HgIAsF+oHAMAwHRJjgEAYKCtAgCAxbRVAADAdEmOAQBgoK0CAICddbRVAADAlKkcAwCwmMoxAABMl+QYAAAG2ioAAFigtFUAAMCUqRwDALCYyjEAAEyX5BgAAAbaKgAAWExbBQAATJfKMQAAO+uoHK9XVXVEVT1nbvvUqvqLvZzjWVV1t30fHQAA68WGSI6THJHkOauO2r1nJZEcAwBM2EZJjn89yT2qantVvXTYd1hVvaGqPlxVf1xVlSRV9cKq2lpVl1TVlpo5PcnmJH88zHHIWDcCALBmdI23jGSjJMdnJfnH7j6lu5837Lt/kn+f5KQk35Lk4cP+3+7uB3X3yUkOSfID3f2GJNuSPG2Y4/oDHD8AAGvARkmOF3lvd1/Z3bck2Z7khGH/d1bVe6rq4iSPTnKfvZ24qs6oqm1Vte3qvmbfRQwAsGaMWDVWOd4vbphbvznJbarq9kl+J8np3X3fJL+f5PZ7O3F3b+nuzd29+ag6ct9ECwDA6DZKcvylJIfvwbgdifA1VXVYktNvxRwAAGxQG+I9x919bVVdVFWXJHlzkr/cxbjPV9XvJ7k4yRVJts4dfmWSl1fV9Ukequ8YAJi8Cb7neEMkx0nS3U9dseuCuWNnzq2/IMkLFpz/xiRv3F/xAQCw9m2Y5BgAgH1sgpXjjdJzDAAAS5McAwDAQFsFAAA762irAACAKZMcAwDAQFsFAACLaasAAIDpUjkGAGCBUjkGAIApkxwDAMBAWwUAAItpqwAAgOlSOQYAYDGVYwAAmC7JMQAADLRVAACws462CgAAmDKVYwAAFptg5VhyvKxbDkquP2TsKJZz/aFjR7Ccdz9k7AiWd8LHxo5geTfcbuwIlnfBqWNHsJyN8E3soFvGjmB56/0eNt08dgTL+8odxo5gOe0X+2Py1QcAgIHKMQAAC9TG+I3UXlI5BgCAgcoxAACLqRwDAMB0SY4BAGCgrQIAgMW0VQAAwHSpHAMAsLOOyjEAAEyZ5BgAgHWpqk6rqo9U1eVVddZuxp1eVV1Vm1ebU1sFAACLreG2iqralOTsJN+d5MokW6vq3O6+bMW4w5M8N8l79mRelWMAANajBye5vLs/2t1fT3JOkscvGPerSX4jydf2ZFLJMQAAa9GRVbVtbjljxfGjk3xybvvKYd83VNX9kxzb3X+xpxfVVgEAwAI1dlvFNd29ux7hRcH1Nw5WHZTkZUmetTcXVTkGAGA9ujLJsXPbxyS5am778CQnJ7mgqq5I8pAk5672UJ7KMQAAi63hB/KSbE1yYlXdPcmnkjw5yVN3HOzuLyQ5csd2VV2Q5Je6e9vuJlU5BgBg3enum5KcmeT8JB9K8vruvrSqXlxVj7u186ocAwCwLnX3eUnOW7HvhbsYe+qezCk5BgBgsbXdVrFfaKsAAICByjEAADvrqBxvNFX1y1X13GH9ZVX1tmH9u6rqNcP691TVu6rq/VX1p1V12JgxAwAwng2dHCd5R5JHDuubkxxWVQcneUSSd1bVkUlekOQx3f2AJNuS/MJqk1bVGTs+reXqXL2fQgcA4EDb6G0V70vywKo6PMkNSd6fWZL8yCTPzexl0CcluaiqkuS2Sd612qTdvSXJliTZXJt7leEAAOvTBNsqNnRy3N03Dp+I8uNJ/jbJB5N8Z5J7ZPY+vHsk+b/d/ZTRggQAYM3Y6G0Vyay14peGP9+Z5NlJtnd3J3l3kodX1T2TpKoOrap7jRYpAMCaUbPK8VjLSKaQHL8zyV2TvKu7P5vka8O+dPfVSZ6V5LVV9cHMkuVvHSlOAABGtqHbKpKku/86ycFz2/dacfxtSR50oOMCAGDt2fDJMQAAt9IEH8ibQlsFAADsEZVjAAAWUzkGAIDpkhwDAMBAWwUAADvraKsAAIApkxwDAMBAWwUAAAnt7hMAAB4MSURBVItpqwAAgOlSOQYAYIFSOQYAgCmTHAMAwEBbBQAAi2mrAACA6VI5BgBgMZVjAACYLskxAAAMtFUsa9NNyR2vGzuK5Rx59dgRLOcrdxg7guU97v+MHcHyfu9nxo5gedVjR7CcY64cO4Llrfe/gyR59NvGjmA5F5w6dgTLO2qdf1/73E1jRzDT0VYBAABTpnIMAMBiKscAADBdkmMAABhoqwAAYIHSVgEAAFOmcgwAwGIqxwAAMF2SYwAAGGirAABgMW0VAAAwXSrHAADsrKNyDAAAUyY5BgCAgbYKAAAW01YBAADTJTkGAICBtgoAABYobRUAADBlKscAACymckxVXVFVR44dBwAAB57kGAAABuuyraKqTkjy5iQXJnlYkk8leXx3X19V90hydpKjknw1yU9394er6qgkL09y3DDNv+/ui6rqLkleO4x/b5Lp/f4AAGARbRXryolJzu7u+yT5fJIfGfZvSfJvu/uBSX4pye8M+38zycu6+0HD2D8Y9v9Kkgu7+/5Jzs0/J88AAEzMuqwcDz7W3duH9fclOaGqDsuskvynVd/4Sed2w5+PSXLS3P5vqqrDkzwqyQ8nSXf/ZVVdt9qFq+qMJGckyXEHHbMPbgUAYI3pTLJyvJ6T4xvm1m9OckhmlfDPd/cpC8YflOSh3X39/M4hWe69uXB3b8msQp3Ntzllr84FAGDtWs9tFTvp7i8m+VhVPTFJauZ+w+G3Jjlzx9iq2pFAvyPJ04Z9j01ypwMXMQAAa8mGSo4HT0vyk1X1gSSXJnn8sP+5STZX1Qer6rIkzx72/z9JHlVV70/yPUk+caADBgBYk7rGW0ayLtsquvuKJCfPbf/3ufWPJTltwTnXJHnSgv3XZpYU7/Dz+zJWAADWj3WZHAMAsL+NW8Edy0ZsqwAAgFtFcgwAAANtFQAALKatAgAApkvlGACAxVSOAQBguiTHAAAw0FYBAMDOOtoqAABgylSOAQBYTOUYAACmS3IMAAADbRUAACxQ2ioAAGDKJMcAADDQVgEAwGLaKgAAYH2oqtOq6iNVdXlVnbXg+LOr6uKq2l5VF1bVSavNKTkGAGCxrvGWVVTVpiRnJ3lskpOSPGVB8vsn3X3f7j4lyW8k+X9Xm1dbxbIOuT6578VjR7Gcdz107AiWsxF+5XPuD44dwfKqx45geTcePHYEy7nhdmNHsLyDbxw7guUd94mxI1jO4V8aO4LlfeuHx45gOe//2tgRrBcPTnJ5d380SarqnCSPT3LZjgHd/cW58XfI7EOxd0tyDADAWnRkVW2b297S3Vvmto9O8sm57SuTfPvKSarq55L8QpLbJnn0aheVHAMAsLPO2L+dvaa7N+/m+KLgdqoMd/fZSc6uqqcmeUGSZ+7uonqOAQBYj65Mcuzc9jFJrtrN+HOSPGG1SSXHAAAstoYfyEuyNcmJVXX3qrptkicnOXd+QFWdOLf5/Un+YbVJtVUAALDudPdNVXVmkvOTbEryiu6+tKpenGRbd5+b5MyqekySG5Ncl1VaKhLJMQAA61R3n5fkvBX7Xji3/u/2dk7JMQAAC+xxe8OGoucYAAAGKscAACymcgwAANMlOQYAgIG2CgAAFtNWAQAA06VyDADAzjoqxwAAMGWSYwAAGGirAABgAZ+QBwAAk6ZyDADAYirHAAAwXZNLjqvqiKp6zthxAACw9kwuOU5yRBLJMQDAarrGW0YyxeT415Pco6q2V9VLa+alVXVJVV1cVU8aO0AAAMYxxQfyzkpycnefkiRV9SNJTklyvyRHJtlaVe/o7k+PGCMAACOYYuV4pUckeW1339zdn03y9iQP2t0JVXVGVW2rqm1X3/iFAxIkAMABp61ikvb6q9/dW7p7c3dvPurgO+6PmAAAGMEUk+MvJTl8bvsdSZ5UVZuq6qgkj0ry3lEiAwBYKzqTrBxPrue4u6+tqouq6pIkb07yy0kemuQDmf0z+OXu/syYMQIAMI7JJcdJ0t1PXbHrecMCAMCETTI5BgBgNeO2N4xlij3HAACwkMoxAACLqRwDAMB0SY4BAGCgrQIAgMW0VQAAwHSpHAMAsJjKMQAATJfkGAAABtoqAADYWUdbBQAATJnKMQAAC5TKMQAATJnkGAAABtoqAABYTFsFAABMl+QYAAAG2ioAAFhsgm0VkuNl3XJQcv0hY0exnFvW+S8QDv/S2BEs7yuHjR3B8m7aAP87efTbxo5gOX/1mLEjWN4D3j92BMtb738P6/17QpJ8/bZjR7CcCSaka8kG+G4GAMA+5xPyAABg2iTHAAAw0FYBAMBi2ioAAGC6VI4BAFigVI4BAGDKJMcAADDQVgEAwGLaKgAAYLpUjgEAWEzlGAAApktyDAAAA20VAADsrKOtAgAApkzlGACAxVSOAQBguiTHAAAw0FYBAMACpa0CAACmbBLJcVWdUFWXjB0HAMC60jXeMpJJJMcAALAnppQc36aqXlVVH6yqN1TVoUlSVQ+sqrdX1fuq6vyquuvYgQIAMI4pJcf3TrKlu/9Nki8meU5VHZzkt5Kc3t0PTPKKJC9ZbaKqOqOqtlXVtqtv+vx+DRoAYDQTbKuY0tsqPtndFw3rr0ny3CRvSXJykv9bVUmyKcmnV5uou7ck2ZIkm+/wbb1fogUA4ICbUnK8MontJJXk0u5+6AjxAACwxkypreK4qtqRBD8lyYVJPpLkqB37q+rgqrrPWAECAKwZnUm2VUwpOf5QkmdW1QeT3DnJ73b315OcnuS/VdUHkmxP8rARYwQAYESTaKvo7iuSnLSLY9uTPOqABgQAsB74hDwAAJguyTEAAAwm0VYBAMDeGvfBuLGoHAMAsC5V1WlV9ZGquryqzlpw/Beq6rLhE5L/uqqOX21OyTEAAIut4Ve5VdWmJGcneWxmL154SlWtfAHD3yXZPHxC8huS/MZq80qOAQBYjx6c5PLu/ujwet5zkjx+fkB3/013f3XYfHeSY1abVHIMAMBadGRVbZtbzlhx/Ogkn5zbvnLYtys/meTNq13UA3kAACw27gN513T35t0cXxRcLxxY9fQkm5N8x2oXlRwDALAeXZnk2LntY5JctXJQVT0myX9K8h3dfcNqk0qOAQDYWWfsyvFqtiY5sarunuRTSZ6c5KnzA6rq/kl+L8lp3f1PezKpnmMAANad7r4pyZlJzk/yoSSv7+5Lq+rFVfW4YdhLkxyW5E+rantVnbvavCrHAACsS919XpLzVux74dz6Y/Z2TskxAACLre22iv1CWwUAAAxUjgEAWGDPPqluo1E5BgCAgeQYAAAG2ioAAFhMWwUAAEyXyvGy7viF5LFvHjuK5Wx90NgRLOeL3zR2BMvbdPPYESzvlg3ws/aFjxg7guVshArPFzbAf8+fP2LsCHjQ1rEjWM5HvzJ2BP9sI/x/ZS9tgO9mAACwb0iOAQBgoK0CAICddbRVAADAlEmOAQBgoK0CAIDFtFUAAMB0qRwDALBAqRwDAMCUSY4BAGCgrQIAgMW0VQAAwHSpHAMAsJjKMQAATJfkGAAABtoqAADYWUdbBQAATJnKMQAAi6kcAwDAdEmOAQBgMJnkuKouqKrNY8cBALA+1KytYqxlJJNJjgEAYDXrOjmuqjtU1V9W1Qeq6pKqelJVfVdV/V1VXVxVr6iq260452er6jfmtp9VVb81rD+9qt5bVdur6veqatOBvicAgDVD5XjdOS3JVd19v+4+OclbkrwyyZO6+76ZvY3jZ1ec84YkPzy3/aQkr6uqbxvWH97dpyS5OcnTFl20qs6oqm1Vte3qr351n94QAADjWe/J8cVJHlNV/62qHpnkhCQf6+6/H46/Ksmj5k/o7quTfLSqHlJVd0ly7yQXJfmuJA9MsrWqtg/b37Loot29pbs3d/fmow49dH/cFwAAI1jX7znu7r+vqgcm+b4kv5bkrXt46uuS/GiSDyd5U3d3VVWSV3X38/dPtAAA64z3HK8vVXW3JF/t7tck+e9JHpbkhKq65zDkGUnevuDUP0vyhCRPySxRTpK/TnJ6VX3zMPedq+r4/Rk/AABry7quHCe5b5KXVtUtSW7MrL/4jkn+tKpuk2RrkpevPKm7r6uqy5Kc1N3vHfZdVlUvSPLWqjpomO/nknz8wNwKAABjW9fJcXefn+T8BYfuv2DsqSu2f2DBmNflnyvJAADT1dFWAQAAU7auK8cAAOxHKscAADBdkmMAABhoqwAAYIFxP8Z5LCrHAAAwUDkGAGAxlWMAAJguyTEAAAy0VQAAsJi2CgAAmC6VYwAAdtZROQYAgCmTHAMAwEBbBQAAi2mrAACA6VI5BgBggVI5BgCAKVM5XtYX75i85bSxo5i2g28cO4LlHXnN2BEs79N3HTuC5d3nkrEjWM77No8dwfK++6/GjmB5r//RsSNYzuePGDuC5b3zkWNHsJwv/e7YEUya5BgAgMW0VQAAwHSpHAMAsJjKMQAATJfkGAAABtoqAADYWUdbBQAATJnkGAAABtoqAABYTFsFAABMl8oxAAALlMoxAABMmeQYAAAG2ioAAFhMWwUAAEyXyjEAAIupHAMAwHRJjgEAYKCtAgCAnXW0VQAAwHpRVadV1Ueq6vKqOmvB8UdV1fur6qaqOn1P5pQc70ZVvaiqfmnsOAAARtE13rKKqtqU5Owkj01yUpKnVNVJK4Z9IsmzkvzJnt6ytgoAANajBye5vLs/miRVdU6Sxye5bMeA7r5iOHbLnk6qcrxCVf2noTz/V0nuPXY8AAATdWRVbZtbzlhx/Ogkn5zbvnLYtxSV4zlV9cAkT05y/8y+Nu9P8r5RgwIAGMWetTfsR9d09+bdHF8UXC97Ucnxv/TIJG/q7q8mSVWdu2jQ8JPLGUly3G3/9YGLDgCAHa5Mcuzc9jFJrlp2Um0VO1v1J47u3tLdm7t781EHH3EgYgIAOPDW8AN5SbYmObGq7l5Vt83st/8LC5t7Q3L8L70jyQ9V1SFVdXiSHxw7IAAAdtbdNyU5M8n5ST6U5PXdfWlVvbiqHpckVfWgqroyyROT/F5VXbravNoq5nT3+6vqdUm2J/l4kneOHBIAALvQ3eclOW/FvhfOrW/NrN1ij0mOV+julyR5ydhxAACMzifkAQDAdKkcAwCws47KMQAATJnkGAAABtoqAABYTFsFAABMl+QYAAAG2ioAAFhgjz/GeUNROQYAgIHKMQAAi6kcAwDAdEmOAQBgoK0CAIDFtFUAAMB0qRwDALCzjsoxAABMmeQYAAAG2ioAAFhMWwUAAEyXyvGy7vCV5NvfM3YUy7n4vmNHsJyN8FPtRriH29w0dgTL237/sSPg935m7AiW9x1vHzuC5bz9O8aOYHn3+vuxI1jOx28YO4JBbYzvT3tJ5RgAAAaSYwAAGGirAABgMW0VAAAwXSrHAAAspnIMAADTJTkGAICBtgoAAHbW0VYBAABTJjkGAICBtgoAABbTVgEAANOlcgwAwAKlcgwAAFMmOQYAgIG2CgAAFtNWAQAA06VyDADAYirHAAAwXZJjAAAYaKsAAGBnHW0VAAAwZSrHAAAs4BPy2ENVdUZVbauqbVdf/+WxwwEAYB+RHN8K3b2luzd39+ajDjls7HAAANhHtFUAALCYtgoAAJguyfEuVNUfVNXmseMAABhN13jLSLRV7EJ3/9TYMQAAcGCpHAMAwEDlGACAxTyQBwAA06VyDADAzjoqxwAAMGWSYwAAGGirAABggXHfNzwWlWMAABhIjgEAYKCtAgCAxbRVAADAdKkcAwCwmMoxAABMl+QYAAAG2ioAAFhMWwUAAEyXyjEAADvrqBwDAMCUSY4BAGBQ3T12DOtaVV2d5OP78RJHJrlmP85/IKz3e1jv8SfuYa1Y7/ew3uNP3MNasN7jT/b/PRzf3Uftx/n3yOba3Ns2vWe069fNt3lfd28+0NfVc7yk/f2Pt6q2jfEPY19a7/ew3uNP3MNasd7vYb3Hn7iHtWC9x59sjHtg1yTHwP/f3rlHe1VUcfzzVfFBoARimYqIYWpiVyUNEURz6crSHroywgTN1TvTFtpDq5urtcS0ojSjMjPL6paSC8wHFqkIkoJeuKiZUpS9LIs08pHK7o+9jx5+nvuA++P+fhf2Z63funPmzJnZ8zgze/bMnJskSZIk1eSBvCRJkiRJkiTZfEnluPn5VqMFqAP9PQ/9XX7IPDQL/T0P/V1+yDw0A/1dftg08pB0Qh7IS5IkSZIkSV7CWI21Jbq7YenLtmjIgby0HCdJF0gaL2lCo+VIkiRJkqRvSOV4PZB0gaRJkt4m6ZM1914j6Uo5i0r+AyVdLalD0gpJd0jaXVJ7/P4m6c+l663jubdLMkl7l+IaKempCHe/pKskDZB0TOn5NZIeDPdVNTLeKmlbSTMlvaEif++XNE1Si6RZdSqzaZJeVY+4+hpJBwCnAosbLcvmQLTPl1gIog1d2giZNiUkDZH0oUbLkdQHSa2SpjdajmZlA8frSZIeL42n7ZKOinsm6UulsNMltYa7tTSOPyRptqR9K2Q6JsK+XNINnch9Z/y9TtLOdSmM3mJq3K9BpHK8fhwC/Bo4HFhQc29C+O0P3Ffy/xjwqJmNMbP9gPcCfzOzFjNrAWYBXymuzex/8dxk4A7gXTXprIznxgC7Au80s5tL8S0BpsT1KcVDkrYDnjezp4HXA0sr8lfkoSp/G8o0oF8qx2Z2r5mdbmbPNlqWTQVJWzZahs2YIUAqxw0mFLKmGXslbapfrdqQ8RpgQWk8bjGzX4T/M8A7JO3YSXrFOD4aaAPmS6r91GuR7kRgYW0Ekl4NPCxJwCvN7K89ymlSdzbVl6KuSLoIOAbYA7gT2BN4o6RrgF8BlwAjgEeBwcDa0jcQd6b0T0LM7MEepDcIGA8cAcwBWmvDmNnzku4CdulBfL8CdgMGS+oAdgfulvRpM7tB0lnAVGA0sB8wEviLpAlm9oGK+E4GzgC2xjufYsD9DjAW/2/sVwCPxPXVkp4CxgH7Al8GBuEfUJ/WjB1AVR7N7PnGSlWNpJHA9TH5IqxJg8ysVdKtwL3AQcBw4BTgU/jkqs3MzqujDDfhZXUA8FvgFDN7UtIqvD0cDVwq6Tf4pHAgsBI4zcxWR1QnS/oasH3431WTzvB4dkR4nWlmC8OCswf+vu0FfBx4A/Am4M/AcWb2rKTPAscB2wGLgPdbHQ5eSDoXL9tHgH8AS83s4ij/6Wa2JAbVJWY2MiYJM4BJwDbA183sm72VoxtmAHtKagduMbOzJZ0NvDNk+JmZfa5Ul3fgZbgM+C7weWAnfPJ9l6SheL2OAp4E3mdmyyUdDnw10jRgopn9ZyPnranrIMr0Rny8GAfMlPSBSHclcKqZrZE0AzgeeA6YZ2bTJe2Ol/PwyNepZvbHUtz7AN8zs4NLac0xs/0lHURFfxtlsggfZ+YAL1hE+zu9HK+74jn8EN5ZwLldBTSzNklvBt4NfFXSSXi/Owp4K/AK4AlJh5jZ8WG8uhMYCgh4ANgp3tVpZta+vuVQL5ay9GbR6YSgL2jMP4sxs/z14AccjL9UA4CFFfcX4436SuC1Jf8W4O94w/8CMLrmuVa84y77nQx8J9yLgAPDPRJYEe5t8Rd9/5pnbwXGVsh3DnACPhBcVHF/ON6hAtzdRTnsA8wFBsT1ZfiAdBA+4BbhhtTKE2W3CBge1ycBVzS6bnuax0bL1YW8L7SLuJ4OtJbK/8Jwfwz4C65AbgP8CRhWRxkMGB/XVxTtGlgFnFMKuxw4PNznAzNLsn473BNLbX0acGm4fwgcFu4RwAPhbsWVuQHA63Bl7U1x72fA28I9tCTH93Glubd5PwjowJX97YGHS3kvt/8dgVXhfh9wXri3wVd89ujjdnI0PtgLX0W8Psp9JK4IjAn/pVGfwgf26+L5S4DPhftIoD3cc0vtYBCwVR+8A01dB1Gma/HJxo7A7cDL4t4ngM/iitGDvHhQvuhD5wJTw31aqfxbS3lsB0aV4juPLvrbKJPLNna9NOrHho/Xk4DHozyL355xb020rVXADqzbz75QF6W4zgS+UbreAlgU7vnA4Aq5Lou2PA34cKPLcXP+peW45xyAvyh7A/eXb0gaCDxtZiZpNN7BAWBm7ZJG4QPRUbjFdpyZPdBFWpOBmeH+cVzfE9eF5Wc0cI2ZLV8P+a8Fjo181HIgsEzSYGB1xf2CN+Iv792+8sN2uPI/Fxgl6RLg58C8imdfg1umb4lntwSazmpM53nsr8yJvx3AfRaWekm/w1cU/lmndB4xs2Kp8Ae45f3iuG6LNHfAB/3bwv97wE9LcfwIwMxul7S9pCE1aRwF7Bv1ArB9tFmAG82twx1427op/Dtw5QTgCEnn4ErUUHxJde4G5rdgAm51fTLyOKeb8OD9wf6STozrHfB3+ve9lGV9ODp+98b1oJDhj8DvzawDQNJ9wC+jfyuX5WH4hBszmy9pWNTvQuDLkq4GZpvZn/ogL/2hDv5gZoslvQVfQVsY7Xhr3HjyBPA0cLmkn+OTFXBL8zvC/X3gixVx/wRfAZiBK8En0X1/21a3nDUfGzReBwvM7C1VkZrZE/KzPGcAT3UjQ+2G2dH4KgHAQKteTRkDrMAtzrO7iT/ZiKRy3A2SWvDZ5a64eX+ge6sd77Ta8BdwiKTl+MCxRNIFZtYGYGZr8IY+W9JaXEGtVI4lDcOtMPtJMrxDsxjQIfYcx0b9WyUdb2adDgSSTgc+Arwat4iOAB6VdKyZTZG0E67I7oR3zJPx7RftwAlmtrI2SnwJ71MVab0OX876MN5Rn1bx7H1mNq4zeZuETvPYpDzHuucHtq25/0z8XVtyF9f17ANqtyeUr/9bhzjA8znOzNYZmGLwfwbAzNZKetbMimfXAltJ2ha3zIw1s0diK0ZtWW0onW3NKNdNOS0BHzWzm+uU/oYg4AKr2UoQy/K17aTchoo2U3VaxsxsRih3xwKLJR1lZr+pp+Cd0Ox1ULwDwlfZJtcGkHQwPjl/F95vH1kRT1U+24CfSpqN18FDksbQdX/b03ey31CP8boHzMSNVd/tJtwB+GoEkpbgKwZbSbof2Dlk+qiZLYjtXifgW0B+jW+/OFrSTWZ2dg/lSupI0xwKaFbMrN38oNtv8dn+fOAY8433T5nZ8cC3gQ/is8lZca+wlI2X9PJwbx1x/KEqreBE4Coz293MRprZbrgl47Aauf4KfBLfx9SV/JfjFpL5kY+HzWwfM5sS9/8e/vfgS1E/wPe0tVQoxgC/BE4MpRpJQ+Vf39gR2MLMrgU+g1uiAf6D7+sCn6EPlzQunh0g6bVdyd8gKvPYYJm64lF8f9owSdsAlVaPPmBEUbe8eKB0HczscWC1Xvw83nuA20pBTgKQdBjweIQvMw9XGohwLeshX6EYPSbf139iV4HXg9uBt0vaLqzYx5XurcJXIahJ72bgg5IGAEjaS9LL6iRPZ5TfxUKG06IskLRL0eZ7yO3AlHh2EvBYWNb2NLMOM7sQVw727iKOetFf6gB8SX+8/PBV8UWjvaIedjCzG/Al+aJtL+LFg9lTqH6vVgLP431voeT1l/62bvR2vO5hGv/CLfXv7SyMpBPwcbdYCRuLr6i+Fbf8nxvpLoj75wOn4wr3IcAy80P8qRg3iFSOe4D8ENBqM1sL7G1m99cEmYh3WBNYd6AHnwneFsuR9+KDxbVdJDcZ3yNZ5lp8maWW64CB6v47vBOBOyTtRoViLj+YMszMHgMOpaLzLYi8nwfMi5n3Lfge1l1wS3Y7PnMvlPYrgVnhvyU+OF0oaRm+7HVoN7L3OV3ksSkx/5rG+bjF4XqgL6x0VTwATI0yGwp8o5NwU4GLIlwLLnvBavmnlWZRPficAYyVtDwsMC85MNoZZvZvfGDswN+dunzZ3szuwRWSdvxdLZ+MvxhXwBbhlqOCy/Hl3nskrQC+yUZeyTOzf+JL+SskXWRm8/A93HdG/3QN6yrP3dFK1AW+nD81/M+MNJbhS8831i0TndBf6iBk/Qe+p/RHUXaL8QnEYOD68LsNP/gF3uZPDf/34GcHqmjDz6v8JNL5H03a30q6QRvpE5+9HK8BJmjdT7lVTaK/xLptCeCsCP8QXg9HRl0XHIjXQWfpFl/VOJj8fGjDyf+QlyRJr1HNFzM2Z2K7xhozu7i7sMnGIesgSZLekJbjJEmSJEmSJAnScpwkSZIkSZIkQVqOkyRJkiRJkiRI5ThJkiRJkiRJglSOkyRJkiRJkiRI5ThJkiRJkiRJglSOkyRJkiRJkiRI5ThJkiRJkiRJgv8DfIDYsO/ZuekAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 864x864 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x864 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x864 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x864 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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vOgAA1roN1RwnOTTJ81Y9Kkl3/3R3X7OH6wEAWLe6xruNZaM1x7+R5PiquqKqXj5sO6iq3lhVH66q11VVJUlVXVRVm6tqU1WdX1VXV9VVVfXz45UPAMCYNtoL8l6U5KTuPiWZxSqSnJrkEUk+k+TSJI9PcsmS55yS5KjuPml4zqF7s2AAgLXKC/I2pvd19w3dvTXJFUmOW7b/Y0m+pap+t6rOSPKl1RasqrOraktVbclNN+3+igEAGMUUmuM7l9y/J8um5d19a5LvSHJRkp9L8oerLdjd53X35u7enCOO2I2lAgAwpo0Wq/hykoN35QlVdXiSr3f3m6rqo0nO3xOFAQCsJ51pxio2VHPc3bdU1aVVdXWStyT5y5142lFJ/ndVbZui/8oeKxAAgDVtQzXHSdLdz1q26aIl+56/5P7pS475zj1bFQDA+jPFyfEUMscAALBTNMcAADDYcLEKAAB2g5E/qW4sJscAADAwOQYAYC6TYwAAmDDNMQAADMQqAACYS6wCAAAmzOQYAIAVOibHAAAwaZpjAAAYiFUAADCXWAUAAEyY5hgAAAZiFQAArFRiFQAAMGkmxwAAzDXFybHmeEHVyX53jV3FYva9e+wKFvOgz49dweIOvW3sCha3z9axK1jcHfcdu4LF/D8vGLuCxT3v98euYHFH3zB2BYv5/IPGrmBx92wau4LF3N1jVzBtYhUAADAwOQYAYK4pxipMjgEAYGByDADACh2TYwAAWDeq6oyquraqrquqF83Zf2xVvaOqPlBVV1bVD6y2puYYAIB1p6o2JXllku9PcmKSM6vqxGWHvTjJn3T3qUmemWTV98QRqwAAYK41Hqt4dJLruvtjSVJVr0/y1CTXLDmmk9x/uH9Iks+stqjmGACA9eioJJ9a8viGJN+17Jhzkry9qv5NkvsledJqi4pVAACwUs0mx2PdkhxeVVuW3M5eWeEKyz9C5cwk53f30Ul+IMkfVdUO+1+TYwAA1qKbu3vzDvbfkOSYJY+PzsrYxE8lOSNJuvs9VXVAksOTbPfzdU2OAQBYjy5LckJVPaSq7pPZC+4uWHbMJ5M8MUmq6uFJDkhy044WNTkGAGCutfyCvO6+u6qen+RtSTYleVV3f7Cqfj3Jlu6+IMkvJvmDqvr5zCIXZ3X38ujFP6I5BgBgXeruC5NcuGzbS5bcvybJ43dlTc0xAABzreXJ8Z4icwwAAAPNMQAADMQqAABYoSNWAQAAk2ZyDADAXCbHAAAwYZpjAAAYTLY5rqp3j10DAMCaVbNYxVi3sUy2Oe7ux41dAwAAa8tkm+Oq+srw55FVdXFVXVFVV1fVaWPXBgDAOLxbRfKsJG/r7pdW1aYkB672hKo6O8nZSZJjj92z1QEAjMS7VUzTZUl+oqrOSXJyd395tSd093ndvbm7N9fhR+zxAgEA2Dsm3xx398VJnpDk00n+qKp+fOSSAADWBC/Im6CqenCSz3f3HyT5X0m+c+SSAAAYicxxcnqSX6qqu5J8JYnJMQDARE22Oe7ug4Y/X53k1SOXAwCwpnS8IA8AACZtspNjAAB2zOQYAAAmTHMMAAADsQoAAFYa+f2Gx2JyDAAAA5NjAADmMjkGAIAJ0xwDAMBArAIAgLnEKgAAYMJMjgEAWKFjcgwAAJOmOQYAgIFYBQAAc4lVAADAhJkcAwCwUpkcAwDApJkcL2jfu5J/8rmxq1jMp48au4LF7H/n2BUs7s79x65gcfe9Y+wKFne/r45dwWJe9BtjV7C4w74wdgWLu/UBY1ewmKe/cewKFveu08auYDGfvWvsCqZNcwwAwFxiFQAAMGGaYwAAGIhVAAAwl1gFAABMmMkxAAArdEyOAQBg0jTHAAAwEKsAAGAusQoAAJgwk2MAAFYqk2MAAJg0zTEAAAzEKgAAmEusAgAAJszkGACAuUyOAQBgwjTHAAAwEKsAAGCFjlgFAABMmskxAABzmRwDAMCEaY4BAGAw+VhFVf1FkmOSHJDkd7r7vJFLAgAYX00zVjH55jjJT3b3F6rqvkkuq6o3dfctO3pCVZ2d5Owk2XTUsXujRgAA9gKxiuQFVfV3Sd6b2QT5hNWe0N3ndffm7t68z2FH7PECAQDYOyY9Oa6q05M8Kclju/v2qroos3gFAMDkTTFWMfXJ8SFJbh0a429L8pixCwIAYDyTnhwneWuS51bVlUmuzSxaAQBApjk5nnRz3N13Jvn+sesAAGBtmHqsAgAAvmHSk2MAAObrTDNWYXIMAAADk2MAAOYyOQYAgAnTHAMAwECsAgCAlUqsAgAAJs3kGACAuUyOAQBgwjTHAAAwEKsAAGAusQoAAJgwk2MAAFbomBwDAMCkaY4BAGAgVgEAwFxiFQAAMGEmxwuqJPtsHbuKxUzxp8K1Zr+7xq5gcV85aOwKFve4d49dwWKuPmnsChZ3wNfGrmBxX7/P2BUs5n2PHruCxfm+tpvUNL+WJscAADDQHAMAwECsAgCAucQqAABgwjTHAAAwEKsAAGAusQoAAJgwk2MAAFbomBwDAMCkaY4BAGAgVgEAwEo+PhoAAKbN5BgAgLlMjgEAYMI0xwAAMBCrAABgLrEKAACYMJNjAADmMjkGAIAJ0xwDAMBgXTbHVXVRVW2es/2sqvq9MWoCANhIOrNYxVi3sazZ5riqNo1dAwAA07LXm+OqOq6qPlxVr66qK6vqjVV14LDv+qp6SVVdkuSHq+qUqnrvcNyfV9UDliz1o1X17qq6uqoePec8R1TVm6rqsuH2+GH7OcO53z6c7wer6jer6qqqemtV7bd3vhIAAGvYiFPjKU6OH5bkvO7+9iRfSvK8Jfu+1t3f3d2vT/KaJP9+OO6qJL+25Lj7dffjhue+as45fifJK7r7UUl+KMkfLtl3fJJ/nuSpSV6b5B3dfXKSO4btAABM0FjN8ae6+9Lh/muTfPeSfW9Ikqo6JMmh3f3OYfurkzxhyXF/nCTdfXGS+1fVocvO8aQkv1dVVyS5YDjm4GHfW7r7rswa7k1J3jpsvyrJcasVX1VnV9WWqtpyzxduWvViAQBYH8Z6n+PeweOv7oY1klnj/9juvmPpxqpKkjuTpLu3VtVd3b3tuVuzE1+T7j4vyXlJsv+3b15+XgCADcH7HO89x1bVY4f7Zya5ZPkB3f3FJLdW1WnDph9L8s4lhzwjSarqu5N8cTh+qbcnef62B1V1ym6qHQCADWqsyfGHkjynqv5nko8k+R/bOe45Sc4dXrD3sSQ/sWTfrVX17iT3T/KTc577giSvrKorM7vOi5M8dzfVDwCw4U1xcjxWc7y1u1c0qt193LLHVyR5zJzjTp+3aHefn+T84f7NGabLy445Z9njg7a3DwCAaVmz73MMAAB7216fHHf39UlO2tvnBQBg10wxVmFyDAAAA80xAAAMxnpBHgAAa1hHrAIAACbN5BgAgJXK5BgAACZNcwwAAAOxCgAA5hKrAACACTM5BgBgLpNjAABYJ6rqjKq6tqquq6oXbeeYH6mqa6rqg1X1f1Zb0+QYAIB1p6o2JXllkn+W5IYkl1XVBd19zZJjTkjyK0ke3923VtWDVltXcwwAwArr4BPyHp3kuu7+WJJU1euTPDXJNUuO+Zkkr+zuW5Okuz+/2qJiFQAArEWHV9WWJbezl+0/Ksmnljy+Ydi21Lcm+daqurSq3ltVZ6x2UpNjAADmGnlyfHN3b97B/nnV9bLH+yY5IcnpSY5O8q6qOqm7b9veoibHAACsRzckOWbJ46OTfGbOMf9vd9/V3R9Pcm1mzfJ2aY4BAFiPLktyQlU9pKruk+SZSS5YdsxfJPneJKmqwzOLWXxsR4uKVSzo7n2TLxw2dhWLOf6jY1ewmIO+PHYFi7tuhz/Drg/73TV2BYu7+AljV7CYk68au4LFXX3S2BUs7qEfGbuCxXzx0LErWNztB45dwWLu2TR2BYMaPVaxQ919d1U9P8nbkmxK8qru/mBV/XqSLd19wbDv+6rqmiT3JPml7r5lR+tqjgEAWJe6+8IkFy7b9pIl9zvJLwy3naI5BgBgrrU8Od5TZI4BAGCgOQYAgIFYBQAAc4lVAADAhGmOAQBgIFYBAMAKHbEKAACYNJNjAADmMjkGAIAJ0xwDAMBArAIAgJVKrAIAACbN5BgAgLlMjgEAYMI0xwAAMBCrAABgLrEKAACYMJNjAABW6Jgcr1tVdWhVPW/J49Or6s27uMZZVfXNu786AADWiw3RHCc5NMnzVj1qx85KojkGAJiwjdIc/0aS46vqiqp6+bDtoKp6Y1V9uKpeV1WVJFX1kqq6rKqurqrzaubpSTYned2wxn3HuhAAgLWia7zbWDZKc/yiJB/t7lO6+5eGbacm+XdJTkzyLUkeP2z/ve5+VHeflOS+Sf5Fd78xyZYkzx7WuGMv1w8AwBqwUZrjed7X3Td099YkVyQ5btj+vVX1t1V1VZJ/muQRu7pwVZ1dVVuqakvffNPuqxgAYK0YcWpscrxn3Lnk/j1J9q2qA5L8fpKnd/fJSf4gyQG7unB3n9fdm7t7cx1+xO6pFgCA0W2U5vjLSQ7eieO2NcI3V9VBSZ5+L9YAAGCD2hDvc9zdt1TVpVV1dZK3JPnL7Rx3W1X9QZKrklyf5LIlu89Pcm5V3ZHksXLHAMDUTfF9jjdEc5wk3f2sZZsuWrLv+UvuvzjJi+c8/01J3rSn6gMAYO3bMM0xAAC71xQnxxslcwwAAAvTHAMAwECsAgCAFTpiFQAAMGmaYwAAGIhVAAAwl1gFAABMmMkxAAArlckxAABMmuYYAAAGYhUAAMwlVgEAABNmcgwAwFwmxwAAMGGaYwAAGIhVAACwQkesAgAAJs3kGACAuaY4OdYcL2jfu5Ijbhq7isV86f5jV7CYjz9k7ApIkk33jF3B4g754tgVLOajx49dweIO+srYFSzu/l8eu4LFHHjH2BUs7qv3G7uCxVx/19gVTJtYBQAADEyOAQBYqaYZqzA5BgCAgckxAABzmRwDAMCEaY4BAGAgVgEAwFxiFQAAMGEmxwAArNAxOQYAgEnTHAMAwECsAgCAucQqAABgwjTHAAAwEKsAAGClEqsAAIBJMzkGAGAuk2MAAJgwzTEAAAzEKgAAmEusAgAAJszkGACAFTomxxtOVf1yVb1guP+Kqvqb4f4Tq+q1w/3vq6r3VNX7q+pPq+qgMWsGAGA8G7o5TnJxktOG+5uTHFRV+yX57iTvqqrDk7w4yZO6+zuTbEnyC6stWlVnV9WWqtqy9Qs37aHSAQDY2zZ6rOLyJI+sqoOT3Jnk/Zk1yacleUGSxyQ5McmlVZUk90nyntUW7e7zkpyXJPufvLn3SOUAACObYqxiQzfH3X1XVV2f5CeSvDvJlUm+N8nxST40/PlX3X3maEUCALBmbPRYRTKLVrxw+PNdSZ6b5Iru7iTvTfL4qnpoklTVgVX1raNVCgCwVtRscjzWbSxTaI7fleTIJO/p7s8l+dqwLd19U5KzkvxxVV2ZWbP8bSPVCQDAyDZ0rCJJuvuvk+y35PG3Ltv/N0ketbfrAgBg7dnwzTEAAPfOFF+QN4VYBQAA7BSTYwAA5jI5BgCACdMcAwDAQKwCAIAVOmIVAAAwaZpjAAAYiFUAADCXWAUAAEyYyTEAACuVyTEAAEya5hgAAAZiFQAAzCVWAQAAE2ZyDADAXCbHAAAwYZpjAAAYiFUs6Ov7Jx/7lrGrgPFt3QA/an/hsLErWMxG+PVn9dgVLO59jx67gsXse/fYFSzu7vXe3RwwdgEznY3x78qu2gDfzgAAYPdY7z9bAQCwh5gcAwDAhGmOAQBgIFYBAMBKJVYBAACTZnIMAMBcJscAADBhmmMAABiIVQAAMJdYBQAATJjJMQAAK3RMjgEAYNI0xwAAMBCrAABgLrEKAACYMM0xAAAMxCoAAFipxCoAAGDSTI4BAJjL5JhU1fVVdfjYdQAAsPdpjgEAYLAuYxVVdVyStyS5JMnjknw6yVO7+46qOj7JK5MckeT2JD/T3R+uqiOSnJvk2GGZf9fdl1bVA5P88XD8+5JM8BcIAAAriVWsLyckeWV3PyLJbUl+aNh+XpJ/092PTPLCJL8/bP+dJK/o7kcNx/7hsP3XklzS3acmuSD/0AJ2xE0AABvdSURBVDwDADAx63JyPPh4d18x3L88yXFVdVBmk+Q/rfrGjzr7D38+KcmJS7bfv6oOTvKEJD+YJN39l1V162onrqqzk5ydJDlWLw0AbDydaU6O13NzfOeS+/ckuW9mk/DbuvuUOcfvk+Sx3X3H0o1Ds9y7cuLuPi+zCXVq8+Zdei4AAGvXeo5VrNDdX0ry8ar64SSpme8Ydr89yfO3HVtV2xroi5M8e9j2/UkesPcqBgBgLdlQzfHg2Ul+qqr+LskHkzx12P6CJJur6sqquibJc4ft/ynJE6rq/Um+L8kn93bBAABrUdd4t7Gsy1hFd1+f5KQlj39ryf2PJzljznNuTvKMOdtvyawp3ubnd2etAACsHxtxcgwAwKJGnBrv7OS4qs6oqmur6rqqetEOjnt6VXVVbV5tTc0xAADrTlVtyuyzLb4/yYlJzqyqE+ccd3Bm8dq/3Zl1NccAAKxHj05yXXd/rLu/nuT1+YfXmi31n5P8ZpKv7cyimmMAAOZa47GKo5J8asnjG4Zt31BVpyY5prvfvLPXvC5fkAcAwIZ3eFVtWfL4vOGzJraZ10J/4/MnqmqfJK9IctaunFRzDADAXCN/Qt7N3b2jF9DdkOSYJY+PTvKZJY8PzuzdzS4aPvTtm5JcUFVP6e6lTfc/IlYBAMB6dFmSE6rqIVV1nyTPTHLBtp3d/cXuPry7j+vu45K8N8kOG+NEcwwAwDrU3Xdn9unHb0vyoSR/0t0frKpfr6qn3Nt1xSoAAFihM3qsYlXdfWGSC5dte8l2jj19Z9Y0OQYAgIHJMQAAc631yfGeYHIMAAADzTEAAAzEKgAAWGnnP6luQzE5BgCAgeYYAAAGYhUAAMwlVgEAABNmcgwAwFxTnBxrjhd0wB3JQ68au4rFfPjhY1ewmHs2jV3B4qrHrmBxG+Ef0AO+NnYFiznsC2NXsLhDbxu7gsWt9/8XfvDPxq5gcVedPHYFi7nm9rErmDaxCgAAGJgcAwCwQmf9/ybk3jA5BgCAgckxAABzmRwDAMCEaY4BAGAgVgEAwEolVgEAAJNmcgwAwFwmxwAAMGGaYwAAGIhVAAAwl1gFAABMmMkxAAArdEyOAQBg0jTHAAAwEKsAAGAln5AHAADTZnIMAMBcJscAADBhk2uOq+rQqnre2HUAALD2TK45TnJoEs0xAMAqusa7jWWKzfFvJDm+qq6oqpfXzMur6uqquqqqnjF2gQAAjGOKL8h7UZKTuvuUJKmqH0pySpLvSHJ4ksuq6uLu/uyINQIAMIIpTo6X++4kf9zd93T355K8M8mjdvSEqjq7qrZU1ZZ7br1prxQJALC3iVVM0y5/+bv7vO7e3N2bNz3giD1REwAAI5hic/zlJAcveXxxkmdU1aaqOiLJE5K8b5TKAADWiM40J8eTyxx39y1VdWlVXZ3kLUl+Ocljk/xdZn8Pfrm7bxyzRgAAxjG55jhJuvtZyzb90nADAGDCJtkcAwCwipHjDWOZYuYYAADmMjkGAGAuk2MAAJgwzTEAAAzEKgAAmEusAgAAJszkGACAuUyOAQBgwjTHAAAwEKsAAGCFjlgFAABMmskxAAArlckxAABMmuYYAAAGYhUAAMwlVgEAABOmOQYAgIFYBQAAc00xVqE5XtDd+yWf/ydjV7GY6rEr4MDbx65gcRvh79GRnx27gsV88ZCxK1jc/neOXcHiHv2+sStYzP951tgVLO6wL4xdwWLu2m/sCqZNcwwAwAo+IQ8AACZOcwwAAAOxCgAA5hKrAACACTM5BgBgpTI5BgCASdMcAwDAQKwCAIC5xCoAAGDCTI4BAJjL5BgAACZMcwwAAAOxCgAAVuiIVQAAwKSZHAMAMJfJMQAATJjmGAAABmIVAACsVGIVAAAwaZNojqvquKq6euw6AADWk67xbmOZRHMMAAA7Y0rN8b5V9eqqurKq3lhVByZJVT2yqt5ZVZdX1duq6sixCwUAYBxTao4fluS87v72JF9K8ryq2i/J7yZ5enc/Msmrkrx0tYWq6uyq2lJVW7bectMeLRoAYCxTjFVM6d0qPtXdlw73X5vkBUnemuSkJH9VVUmyKclnV1uou89Lcl6S7HfK5t4j1QIAsNdNqTle3sR2kkrywe5+7Aj1AACwxkwpVnFsVW1rgs9MckmSa5McsW17Ve1XVY8Yq0AAgLWiM81YxZSa4w8leU5VXZnksCT/o7u/nuTpSf5bVf1dkiuSPG7EGgEAGNEkYhXdfX2SE7ez74okT9irBQEArAM+IQ8AACZMcwwAAINJxCoAANhFI78wbiwmxwAAMDA5BgBgLpNjAACYMM0xAAAMxCoAAJhLrAIAACbM5BgAgBU6JscAADBpmmMAABiIVQAAMJdYBQAATJjJMQAAK5XJMQAATJrmGAAABmIVAADMJVYBAAATZnK8oK7k6/cZu4rF3L3O/xZshJ9qv3q/sStY3KZ7xq5gcfvePXYFi/n8g8auYHG//pKxK1jc6541dgWLuWu/sStY3Hr/vrx1DX1f2wjfY3eVyTEAAAw0xwAAMFjnv1AHAGBP6IhVAADApGmOAQBgIFYBAMBcYhUAADBhJscAAKxUJscAADBpmmMAABiIVQAAMJdYBQAATJjJMQAAc5kcAwDAhGmOAQBgIFYBAMAKHbEKAABYN6rqjKq6tqquq6oXzdn/C1V1TVVdWVV/XVUPXm1NzTEAAHN1jXdbTVVtSvLKJN+f5MQkZ1bVicsO+0CSzd397UnemOQ3V1tXcwwAwHr06CTXdffHuvvrSV6f5KlLD+jud3T37cPD9yY5erVFNccAAKxHRyX51JLHNwzbtuenkrxltUUn84K8qrooyQu7e8vYtQAArHk7GW/Ygw6vqqV923ndfd6Sx/Oq63kLVdWPJtmc5HtWO+lkmmMAANaVm7t78w7235DkmCWPj07ymeUHVdWTkvxqku/p7jtXO+m6jlVU1f2q6i+r6u+q6uqqekZVPbGqPlBVV1XVq6pq/2XP+dmq+s0lj8+qqt8d7v9oVb2vqq6oqv85BL0BACZpLb8gL8llSU6oqodU1X2SPDPJBUsPqKpTk/zPJE/p7s/vzKLrujlOckaSz3T3d3T3SUnemuT8JM/o7pMzm4z/7LLnvDHJDy55/Iwkb6iqhw/3H9/dpyS5J8mz5520qs6uqi1VtWXrzTft1gsCAGB13X13kucneVuSDyX5k+7+YFX9elU9ZTjs5UkOSvKnw/Dzgu0s9w3rPVZxVZLfqqr/luTNSb6U5OPd/ffD/lcn+bkkv73tCd19U1V9rKoek+QjSR6W5NLhuEcmuayqkuS+Seb+hDHkXc5Lkn1P3Tw32wIAwJ7V3RcmuXDZtpcsuf+kXV1zXTfH3f33VfXIJD+Q5GVJ3r6TT31Dkh9J8uEkf97dXbOO+NXd/St7ploAgPXFJ+StM1X1zUlu7+7XJvmtJI9LclxVPXQ45MeSvHPOU/8sydOSnJlZo5wkf53k6VX1oGHtw3bmU1QAANg41vXkOMnJSV5eVVuT3JVZvviQzHIl+2YW1D53+ZO6+9aquibJid39vmHbNVX14iRvr6p9hvV+Lskn9s6lAAAwtnXdHHf32zILYS936pxjT1/2+F/MOeYN+YdJMgDAZHXEKgAAYNLW9eQYAIA9x+QYAAAmTHMMAAADsQoAAFba+Y9x3lBMjgEAYGByDADAXCbHAAAwYZpjAAAYiFUAADCXWAUAAEyYyTEAACt0TI4BAGDSNMcAADAQqwAAYC6xCgAAmDCTYwAAViqTYwAAmDST4wXd76vJY947dhWLeduTx66A6rErWNxGmC5c99CxK1jMpnvGrmBx5581dgWL++yRY1ewmGM/OXYFizvtXWNXsJi//OLYFUyb5hgAgLk2wuBjV4lVAADAwOQYAIC5TI4BAGDCNMcAADAQqwAAYIWOWAUAAEya5hgAAAZiFQAAzCVWAQAAE2ZyDADASmVyDAAAk6Y5BgCAgVgFAABziVUAAMCEmRwDADCXyTEAAEyY5hgAAAZiFQAArNARqwAAgEkzOd6BqjonyVe6+7fGrgUAYG8zOQYAgAnTHC9TVb9aVddW1f9N8rCx6wEAYO8Rq1iiqh6Z5JlJTs3sa/P+JJePWhQAwBhqmrEKzfE/dlqSP+/u25Okqi6Yd1BVnZ3k7CQ54EHH7r3qAADYozTHK/WqB3Sfl+S8JDnkWzevejwAwHo0xcmxzPE/dnGSf1VV962qg5P8y7ELAgBg7zE5XqK7319Vb0hyRZJPJHnXyCUBALAXaY6X6e6XJnnp2HUAAIxNrAIAACbM5BgAgBU6JscAADBpmmMAABiIVQAAMJdYBQAATJjmGAAABmIVAACsVGIVAAAwaSbHAADMZXIMAAATpjkGAICBWAUAAHOJVQAAwISZHAMAsELH5BgAACZNcwwAAAOxCgAA5hKrAACACTM5XtDWfZLbDxy7isUcetvYFSzmtkPHrmBxG+En860b4EftfbaOXcFiNt0zdgWL+/LBY1ewuOOuH7uCxXztgLErWNwNR41dwWLuus/YFQxqY3x/2lUb4NsZAADsHppjAAAYiFUAADCXWAUAAEyYyTEAAHOZHAMAwIRpjgEAYCBWAQDACh2xCgAAmDTNMQAADMQqAACYS6wCAAAmzOQYAICVyuQYAAAmTXMMAAADsQoAAOYSqwAAgAkzOQYAYC6TYwAAmDDNMQAADMQqAABYoSNWAQAAk2ZyDADASj4hj51VVWdX1Zaq2nLXbTeNXQ4AALuJ5vhe6O7zuntzd2/e79Ajxi4HAIDdRKwCAIC5xCoAAGDCNMfbUVV/WFWbx64DAGAsXePdxiJWsR3d/dNj1wAAwN5lcgwAAAOTYwAA5vKCPAAAmDCTYwAAVuiYHAMAwKRpjgEAYCBWAQDASiO/3/BYTI4BAGCgOQYAgIFYBQAAc4lVAADAhJkcAwAwl8kxAABMmOYYAAAGYhUAAMwlVgEAABNmcgwAwAodk2MAAJg0zTEAAAzEKhb0lWsvv/ni76lP7MFTHJ7k5j24/t6w3q9hvdefuIadcteeXHxmvf932OP1f35PLj7jGsa3x+v/2J5cfGZPX8OD9+DaO6+mGavQHC+ou4/Yk+tX1Zbu3rwnz7GnrfdrWO/1J65hrVjv17De609cw1qw3utPNsY1sH2aYwAA5pri5FjmGAAABprjte+8sQvYDdb7Naz3+hPXsFas92tY7/UnrmEtWO/1JxvjGtiO6u6xawAAYI2pzZu7Ltsy2vl7n7p8jGy3yTHsQFU9vqpOG7sOAGDv0Bzvgqp6WVWdXlVPq6oXLdv3sKo6v2bevWT7gVX1uqq6qqqurqpLqurBVXXFcLuxqj695PF9huf9q6rqqvq2JWsdV1V3DMddU1Wvqar9qurJS57/laq6drj/mmU1XlRVB1TVb1fVY+Zc37+uqrOq6pSqOnc3fc3Oqqpv3h1r7W1VdWqSn0jy3rFrmYLh7+eKCcHwd+j3xqhpI6mqQ6vqeWPXwe5RVedU1QvHrmOtupffr0+vqi8u+X56RVU9adjXVfXflxz7wqo6Z7h/zpLv4x+pqj+rqhPn1PTk4dgHVNWF26n7PcOff1FVR+6WL8aCusa7jUVzvGu+K8nfJvmeJO9atu+0Ydu3J/ngku3/Nsnnuvvk7j4pyU8lubG7T+nuU5Kcm+QV2x5399eH552Z5JIkz1x2no8Ozzs5ydFJfqS737ZkvS1Jnj08/vFtT6qq+ya5p7u/luRRSS6fc33brmHe9d1bZyVZl81xd3+gu3+6u/fC299OQ1VtGruGCTs0ieZ4ZENDtma+91bVRn3Xqnvz/TpJ3rXk+/Ep3f1/h+13JvnBqjp8O+fb9n38hCRvSPI3VbX8rV63nfcJSS5dvkBVPTTJdVVVSb6puz+7U1fKbrdR/6fYrarq5UmenOQhSd6T5PgkT6yqNyZ5R5LfTXJsks8lOTjJ1iXvgXhkkm98SEh3X7sT5zsoyeOTfG+SC5Kcs/yY7r6nqt6X5KidWO8dSY5JcnBVXZXZm4tfVlX/obsvrKqfT/KcJCckOSnJccn/3965B3tVVXH881URRQQDoWlMRAwDTUVhMOShmUOjKVYwEYGC5JiOadoI5UBKTjNiooNpPsZ3anZV0AF84cgAypUU8MJFMZVEMRtTI5V8pLL6Y60j5/46v9+9cH/cx7g/M7+5+5yzz34/1l5r73N5Q9JwMzuzILwJwLnArvjgk024NwOD8H/HfguwMa7vkvQhMAQ4CLgS6Ix/QH1SWxwAivJoZp+1bqqKkdQbWBCLL0Kb1NnMZkhaDDwLDAR6AKcCF+KLqxozm17FNDyCl9XhwIvAqWb2gaQNeHsYCVwj6QV8UdgJWA9MNrNNEdQESb8HusT9p0vi6RHv9opb55nZstDg7I/3twOBXwDfBI4H/g6cZGafSLoIOAnYHagFfmpVOHghaRpethuBt4CVZjYryv8CM1sRk+oKM+sdi4SZwDFAR+APZnZDc9PRCDOBAyTVAY+Z2RRJU4AfRhruN7OLc3X5JF6Gq4Fbgd8APfHF99OSuuH12gf4ADjDzNZIOhq4KuI0YISZvb+D89am6yDK9GF8vhgCzJZ0ZsS7HjjNzDZLmgmMAj4FFprZBZL2w8u5R+TrNDN7LRd2f+B2Mxuci2uemR0qaSAF422USS0+z8wDPteItneaOV9X4lP8EN75wLRKHs2sRtJ3gR8DV0kai4+7fYCTgS8D70k60sxGhfLqKaAbIGAd0DP66iQzq9vWcqgaK1c+SvkFQUvQOv/sxszSrwk/YDDeqToAywqeL8cb9W3Awbn7A/B/mPQU8Fugb8l7M/CBO39vAnBzuGuBI8LdG1gb7t3wjn5oybuLgUEF6ZsKjMYngssLnvfAB1SAZyqUQ39gPtAhrq/FJ6SB+ISb+durND1RdrVAj7geC9zS2nXb1Dy2droqpPfzdhHXFwAzcuV/Wbh/DryBC5AdgdeB7lVMgwFD4/qWrF0DG4CpOb9rgKPDfQkwO5fWG8M9ItfWJwHXhPtPwLBw9wLWhXsGLsx1AA7DhbXj49n9wPfC3S2Xjjtwobm5eR8I1OPCfhfg5Vze8+1/b2BDuM8Apoe7I27x2b+F28lIfLIXbkVcEOXeGxcEDon7K6M+hU/sD8T7VwMXh/tYoC7c83PtoDOwSwv0gTZdB1GmW/DFxt7AUmCPePZL4CJcMPorWw/KZ2PofGBiuCfnyn9GLo91QJ9ceNOpMN5GmVy7o+ultX5s/3x9DPBulGf2OyCebY62tQHoSsNx9vO6yIV1HnBd7nonoDbci4A9C9J1bbTlScDZrV2OX+Rf0hw3ncPxjtIPeD7/QFIn4CMzM0l98QEOADOrk9QHn4iOwzW2Q8xsXYW4xgGzw/3nuF4V15nmpy9wn5mt2Yb0zwFOiHyUcgSwWtKewKaC5xnfxjvvM275YXdc+J8P9JF0NfAgsLDg3a/jmunH4t2dgTanNaZ8Htsr8+JvPfCchaZe0t9wi8I7VYpno5llpsI7cc37rLiuiTi74pP+krh/O3BvLoy7AcxsqaQukvYqieM44KCoF4Au0WYBHjbXDtfjbeuRuF+PCycA35I0FReiuuEm1fnbmd+M4bjW9YPI47xG/IOPB4dKGhPXXfE+/Uoz07ItjIzfs3HdOdLwGvCKmdUDSHoOeDzGt3xZDsMX3JjZIkndo36XAVdKuguYa2avt0Be2kMdvGpmyyWdiFvQlkU73hVXnrwHfATcJOlBfLECrmn+QbjvAH5XEPY9uAVgJi4Ej6Xx8bamajlre2zXfB08YWYnFgVqZu/Jz/KcC3zYSBpKd8z2xa0EAJ2s2JpyCLAW1zjPbST8xA4kCceNIGkAvrr8Kq7e7+S3VYcPWjV4B9xL0hp84lgh6VIzqwEws814Q58raQsuoBYKx5K641qYb0gyfECzmNAh9hzHRv3FkkaZWdmJQNLpwM+Ar+Ea0V7Am5JOMLPxknrigmxPfGAeh2+/qANGm9n60iBxE96FBXEdhpuzzsYH6skF7z5nZkPKpbeNUDaPbZRPaXh+YLeS5x/H3y05d3ZdzTGgdHtC/vo/VQgDPJ9DzKzBxBST/8cAZrZF0idmlr27BdhF0m64ZmaQmW2MrRilZbW9lNuaka+bfFwCzjGzR6sU//Yg4FIr2UoQZvnSdpJvQ1mbKTouY2Y2M4S7E4Dlko4zsxeqmfAytPU6yPqAcCvbuFIPkgbji/Mf4eP2sQXhFOWzBrhX0ly8Dl6SdAiVx9um9sl2QzXm6yYwG1dW3dqIv8NxawSSVuAWg10kPQ98JdJ0jpk9Edu9RuNbQP6Cb78YKekRM5vSxHQlqkibORTQVjGzOvODbi/iq/1FwHfMN95/aGajgBuBs/DV5PXxLNOUDZX0pXDvGmG8WhRXMAb4o5ntZ2a9zWxfXJMxrCRd/wB+he9jqpT+m3ANyaLIx8tm1t/Mxsfzf8b9Vbgp6k58T9uAAsEY4HFgTAjVSOom//rG3sBOZjYH+DWuiQZ4H9/XBb5C7yFpSLzbQdLBldLfShTmsZXTVIk38f1p3SV1BAq1Hi1Ar6xu2XqgtAFm9i6wSVs/j3cKsCTnZSyApGHAu+E/z0JcaCD8DdiG9GWC0dvyff1jKnneBpYC35e0e2ixT8o924BbISiJ71HgLEkdACQdKGmPKqWnHPm+mKVhcpQFkvbJ2nwTWQqMj3ePAd4OzdoBZlZvZpfhwkG/CmFUi/ZSB+Am/aHyw1fZF40OjHroamYP4Sb5rG3XsvVg9niK+9V64DN87M2EvPYy3laN5s7XTYzjX7im/ifl/Egajc+7mSVsEG5RPRnX/E+LeJ+I55cAp+MC95HAavND/EkwbiWScNwE5IeANpnZFqCfmT1f4mUEPmANp+FED74SXBLmyGfxyWJOhejG4Xsk88zBzSylPAB0UuPf4R0BPClpXwoEc/nBlO5m9jZwFAWDb0bkfTqwMFbej+F7WPfBNdl1+Mo9E9pvA66P+zvjk9NlklbjZq+jGkl7i1Mhj20S869pXIJrHBYALaGlK2IdMDHKrBtwXRl/E4HLw98APO0Zm+SfVrqe4snnXGCQpDWhgfm/A6PlMLN/4xNjPd53nmnqu42EuwoXSOrwvpo/GT8LF8Bqcc1Rxk24uXeVpLXADexgS56ZvYOb8tdKutzMFuJ7uJ+K8ek+GgrPjTGDqAvcnD8x7p8XcazGTc8PVy0TZWgvdRBpfQvfU3p3lN1yfAGxJ7Ag7i3BD36Bt/nT4v4p+NmBImrw8yr3RDz/pY2Ot5Ie0g76xGcz52uA4Wr4KbeiRfQVNGxLAOeH/5fwejg26jrjCLwOysWbfVVjMOnzoa1O+g95iUSi2ajkixlfZGK7xmYzm9WY38SOIdVBIpFoDklznEgkEolEIpFIBElznEgkEolEIpFIBElznEgkEolEIpFIBEk4TiQSiUQikUgkgiQcJxKJRCKRSCQSQRKOE4lEIpFIJBKJIAnHiUQikUgkEolEkITjRCKRSCQSiUQi+B+c82hJ61roggAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 864x864 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x864 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x864 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# https://matplotlib.org/users/colormaps.html\n",
    "for i, cmap in enumerate([\"Reds\", \"spring\", \"summer\", \"autumn\", \"winter\", \"cool\", \"Wistia\", \"Oranges\"]):\n",
    "    fig = plt.figure()\n",
    "    fig, ax = plt.subplots(1,1, figsize=(12,12))\n",
    "    heatplot = ax.imshow(enc_dec_attention_1[i].numpy(), cmap=cmap)\n",
    "    ax.set_xticks(np.arange(11))\n",
    "    ax.set_yticks(np.arange(13))\n",
    "    ax.set_xticklabels(xticklabels)\n",
    "    ax.set_yticklabels(yticklabels)\n",
    "    plt.colorbar(heatplot)\n",
    "    plt.title(\"Layer 1, Attention Head %d\" % (i + 1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x864 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x864 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x864 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x864 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x864 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x864 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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lSVWdWVWbq2pTVb22qi6oqvOr6pfHKx8AgB30/Uk+1d2f6e5rk7w5yU+uOKaT3Gp4f2iSL6816N62IO+FSY7v7hOS2bSKJPdLcu/MfhjvT/LQJGfNnXNCkjt29/HDOYftyYIBANalSmrcBXlHVNXWuc9bunvL3Oc7Jvni3OeLk/zAijFOTfLOqvr3SW6Z5JFrXXRv6xwv8pHuvri7b0xybpJjV+z/TJLvrao/qqpHJ/nmWgNW1SlVtbWqtl76tRt3fcUAAFzW3ZvnXltW7F8U3XvF55OTvLa7j0rymCRvqKqbzL9TCMfXzL2/ISu65d19RZL7Jjkzyb9L8uq1BuzuLdv+hzryNlP4EQIArDsXJzl67vNR2X7axM8leWuSdPcHkxyQ5IibGnRvS3bfSnLIzpxQVUck2ae7357kPye5/+4oDACAXersJHerqjtX1f6ZLbg7bcUxX0jyiCSpqntlFo4vvalB96o5x919eVW9v6ouSPJ3Sf52B067Y5I/nWux/8ZuKxAAgF2iu6+vquclOSPJpiSv6e6PV9VvJ9na3acl+dUkrxoeuNBJntndK6de/Ct7VThOku5+yopNZ87te97c+5PmjtEtBgBYaZ1/Q153n57k9BXbXjz3/sLMHsaww/a2aRUAAHCzCccAADAQjgEAYCAcAwDAYK9bkAcAwC6yzhfk7Q46xwAAMBCOAQBgIBwDAMBAOAYAgIEFeQAALGZBHgAATJdwDAAAA+EYAAAGwjEAAAyEYwAAGHhaBQAAi3laBQAATJdwDAAAA9MqlnTd/kfkS3d69thlLGXT9d8cu4SlXHHYSWOXsLTbnfo7Y5ewtEt+64Vjl7C0TTdcOXYJS7lhn1uMXQJJrt3ve8YuYfIuPfwnxi5hKdfv+5qxS5g0nWMAABjoHAMAsL2KBXkAADBlwjEAAAyEYwAAGAjHAAAwsCAPAIDFLMgDAIDpEo4BAGAgHAMAwEA4BgCAgQV5AAAsZkEeAABMl3AMAAAD4RgAAAbCMQAADCzIAwBgMQvyAABguoRjAAAYCMcAADAQjgEAYDDZcFxVHxi7BgCAda1GfI1ksuG4ux8ydg0AAKwvkw3HVXXl8Oftq+q9VXVuVV1QVSeOXRsAAOOYbDie85QkZ3T3CUnum+TctU6oqlOqamtVbb380qt2e4EAAOwZwnFydpJnVdWpSe7T3d9a64Tu3tLdm7t78+FHHrTbCwQAYM+YfDju7vcmeViSLyV5Q1U9feSSAADGN+ZiPAvyxlNVxyT55+5+VZL/neT+I5cEAMBI9h27gHXgpCS/VlXXJbkyic4xAMBETTYcd/fBw5+vS/K6kcsBAGAdmPy0CgAA2GaynWMAAG5ajbgwbiw6xwAAMBCOAQBgIBwDAMBAOAYAgIEFeQAALGZBHgAATJdwDAAAA9MqAABYzLQKAACYLuEYAAAGwjEAAAyEYwAAGFiQBwDAYhbkAQDAdAnHAAAwEI4BAGBgzvGSqq/LLa65eOwyJu3GfQ4cu4SlfevXHz92CUu749/+7tglLO0rj/mVsUtYSt14zdglLK33ucXYJSztlldfNHYJS/nOLY4au4Sl7Xv9t8YuYSnV141dwqQJxwAAbK9iQR4AAEyZcAwAAAPhGAAABsIxAAAMLMgDAGAxC/IAAGC6hGMAABgIxwAAMBCOAQBgYEEeAACLWZAHAADTJRwDAMBAOAYAgIFwDAAAA+EYAAAGwjEAAAyEYwAAGHjOMQAAi3nOMQAATJdwDAAAA+EYAAAGwjEAAAwmH46r6q+r6pyq+nhVnTJ2PQAA60KN/BqJp1Ukz+7ur1XVgUnOrqq3d/flN3XCEKJPSZKjjr7lnqgRAIA9YPKd4yTPr6p/SPKhJEcnudtaJ3T3lu7e3N2bDz/ygN1eIAAAe8akO8dVdVKSRyZ5cHdfVVVnJpF2AQAmauqd40OTXDEE43smedDYBQEAMJ5Jd46TvCPJc6rqvCQXZTa1AgCAZJLfkDfpcNzd1yT50bHrAABgfZj6tAoAAPgu4RgAAAbCMQAADCY95xgAgJswwQV5OscAADAQjgEAYCAcAwDAQDgGAICBBXkAACxmQR4AAEyXcAwAAAPhGAAABsIxAAAMhGMAABgIxwAAMBCOAQBg4DnHAAAs5jnHAAAwXTrHS9qnr80trv3K2GUs5cpb3mfsEpZyy6s/MXYJS7vqwLuPXcLyfvjxY1ewtNt/8Q1jl7CUrx954tglLO2GfQ4cu4SlXb/p0LFLWMoNmw4Zu4SlHXzVhWOXsJR9+tqxS5g0nWMAABgIxwAAMDCtAgCA7VUsyAMAgCkTjgEAYCAcAwDAQDgGAICBBXkAACxmQR4AAEyXcAwAAAPhGAAABsIxAAAMLMgDAGAxC/IAAGC6hGMAABgIxwAAMBCOAQDYkKrq0VV1UVV9qqpeuMoxP1NVF1bVx6vqz9Ya04I8AAAWW8cL8qpqU5JXJPk3SS5OcnZVndbdF84dc7ckv5Hkod19RVXddq1xdY4BANiIvj/Jp7r7M919bZI3J/nJFcf82ySv6O4rkqS7/3mtQYVjAAA2ojsm+eLc54uHbfPunuTuVfX+qvpQVT16rUE3ZDiuqjOravOC7c+sqj8eoyYAAHapI6pq69zrlBX7F0366BWf901ytyQnJTk5yaur6rCbuui6nXNcVZu6+4ax6wAAYBSXdfd2zdA5Fyc5eu7zUUm+vOCYD3X3dUk+W1UXZRaWz15t0D3eOa6qY6vqH6vqdVV1XlW9raoOGvZ9rqpeXFVnJfnpqjphaIGfV1V/VVW3nhvqZ6vqA1V1QVV9/4LrHFlVb6+qs4fXQ4ftpw7XfudwvcdX1e9V1flV9Y6q2m/P/CQAAFjC2UnuVlV3rqr9kzw5yWkrjvnrJA9Pkqo6IrNpFp+5qUHHmlZxjyRbuvv7knwzyXPn9n2nu3+wu9+c5PVJ/uNw3PlJfmvuuFt290OGc1+z4Bp/mOTl3f3AJE9I8uq5fXdJ8mOZTdp+Y5J3d/d9klw9bAcAYB3r7uuTPC/JGUk+keSt3f3xqvrtqnrscNgZSS6vqguTvDvJr3X35Tc17ljTKr7Y3e8f3r8xyfOT/P7w+S1JUlWHJjmsu98zbH9dkr+YG+PPk6S731tVt1owf+SRSY6r+u50lFtV1SHD+7/r7uuq6vwkm5K8Y9h+fpJj1yp+mPNySpIcffQBax0OAMBu0N2nJzl9xbYXz73vJL8yvHbIWOF45WTp+c/f3gVjJLOu+IO7++r5jUNYviZJuvvGqrpu+MElyY3ZgZ9Jd29JsiVJ7n//W628LgDA3mEdP+d4dxlrWsWdqurBw/uTk5y18oDu/kaSK6rqxGHT05K8Z+6QJyVJVf1gkm8Mx897Z2at9gzHnbCLagcAYC81Vuf4E0meUVV/kuSfkvyvVY57RpJXDgv2PpPkWXP7rqiqDyS5VZJnLzj3+UleUVXnZXaf703ynF1UPwAAe6GxwvGN3b1dUO3uY1d8PjfJgxYcd9KiQbv7tUleO7y/LEN3ecUxp674fPBq+wAAmJYN+SUgAACwO+zxznF3fy7J8Xv6ugAA7ISKBXkAADBlwjEAAAyEYwAAGAjHAAAwGOtRbgAArHcW5AEAwHQJxwAAMBCOAQBgIBwDAMDAgjwAABazIA8AAKZLOAYAgIFwDAAAA+EYAAAGFuQBALCYBXkAADBdwjEAAAxMq1jSDfsclG8efL+xy1jKvjd8a+wSlnLlLb9v7BKWdotrvjx2CUv79oF3H7uEpV1/u4PHLmEph7/h9WOXsLRLnvVLY5ewtP2u/8bYJUzeNw5+wNglLOWGfS4Yu4RJ0zkGAICBcAwAAAPhGAAABsIxAAAMLMgDAGAxzzkGAIDpEo4BAGAgHAMAwEA4BgCAgQV5AABsr2JBHgAATJlwDAAAA+EYAAAGwjEAAAwsyAMAYDEL8gAAYLqEYwAAGAjHAAAwEI4BAGBgQR4AAItZkLcxVdVhVfXcuc8nVdXf7OQYz6yqO+z66gAA2Cj2inCc5LAkz13zqJv2zCTCMQDAhO0t4fh3k9ylqs6tqpcN2w6uqrdV1T9W1ZuqqpKkql5cVWdX1QVVtaVmnphkc5I3DWMcONaNAAAwnr0lHL8wyae7+4Tu/rVh2/2S/IckxyX53iQPHbb/cXc/sLuPT3Jgkh/v7rcl2ZrkqcMYV+/h+gEAWAf2lnC8yEe6++LuvjHJuUmOHbY/vKo+XFXnJ/nhJPfe2YGr6pSq2lpVWy+/VI4GAPZSNeJrJHtzOL5m7v0NSfatqgOS/M8kT+zu+yR5VZIDdnbg7t7S3Zu7e/PhR5qBAQCwt9hbwvG3khyyA8dtC8KXVdXBSZ54M8YAAGAvtVeE4+6+PMn7h0V2L7uJ476eWbf4/CR/neTsud2vTfJKC/IAAKZrr/kSkO5+yopNZ87te97c+xcledGC89+e5O27qz4AANa/vaJzDAAAu4JwDAAAA+EYAAAGe82cYwAAdrERnzc8Fp1jAAAYCMcAADAQjgEAYCAcAwDAwII8AAC2V7EgDwAApkw4BgCAgXAMAAAD4RgAAAYW5AEAsJgFeQAAMF3CMQAADIRjAAAYCMcAADCwIA8AgMUmuCBPOCbX73vrsUuYvOv2PXTsEpZXG/8vog7/+rvGLmEp9UMb/9/lQ688Z+wSlnbQNz45dglL+dLRzx67hKVV99glsIFt/N9mAACwiwjHAAAwEI4BAGBgzjEAAItNcEGezjEAAAyEYwAAGAjHAAAwEI4BAGAgHAMAwEA4BgCAgXAMAAADzzkGAGAxzzkGAIDpEo4BAGAgHAMAwEA4BgCAgQV5AABsr2JBHgAATJlwDAAAA+EYAAAGwjEAAAwsyAMAYDEL8vYuVfXrVfX84f3Lq+pdw/tHVNUbh/c/UlUfrKqPVtVfVNXBY9YMAMB49upwnOS9SU4c3m9OcnBV7ZfkB5O8r6qOSPKiJI/s7vsn2ZrkV9YatKpOqaqtVbX18kuv3k2lAwCwp+3t0yrOSfKAqjokyTVJPppZSD4xyfOTPCjJcUneX1VJsn+SD641aHdvSbIlSe67+Xa9WyoHAGCP26vDcXdfV1WfS/KsJB9Icl6Shye5S5JPDH/+3+4+ebQiAQBYN/b2aRXJbGrFC4Y/35fkOUnO7e5O8qEkD62quyZJVR1UVXcfrVIAgPWkarzXSKYQjt+X5PZJPtjdX03ynWFbuvvSJM9M8udVdV5mYfmeI9UJAMDI9uppFUnS3X+fZL+5z3dfsf9dSR64p+sCAGD92evDMQAAN5PnHAMAwHQJxwAAMBCOAQBgIBwDAMDAgjwAABYb8XnDyThfQqxzDAAAA+EYAAAGplUAALC9iuccAwDAlOkcAwCwium1jnWOAQBgIBwDAMDAtAoAABab3qwKnWMAANhG5xgAgMV0jgEAYLqEYwAAGJhWsaTqG7L/dZePXcZSrt3/e8YuYfJu3OcWY5dAkm8efP+xS1jKLTddNHYJSzvo/WeNXcLSvvKo/zB2CUvZ58arxy5haftf/7WxS1hK9XVjlzBnevMqdI4BAGCgcwwAwGLTaxzrHAMAwDbCMQAADEyrAABggUpqevMqdI4BAGAgHAMAwEA4BgCAgXAMAAADC/IAANhexYI8AACYMp1jAAAWm17jWOcYAAC2EY4BANiQqurRVXVRVX2qql54E8c9saq6qjavNaZwDADAhlNVm5K8IsmPJjkuyclVddyC4w5J8vwkH96RcYVjAAA2ou9P8qnu/kx3X5vkzUl+csFx/zXJ7yX5zo4MKhwDALAeHVFVW+dep6zYf8ckX5z7fPGw7buq6n5Jju7uv9nRi3paBQAAi437nOPLuvum5ggvKq6/u7NqnyQvT/LMnbmozjEAABvRxUmOnvt8VJIvz30+JMnxSc6sqs8leVCS09ZalKdzDADAYuv7OcdnJ7lbVd05yZeSPDnJU7bt7O5vJDli2+eqOjPJC7p7600NqnO8QlV9rqqOWPtIAADG0t3XJ3lekjOSfCLJW7v741X121X12Js7rs4xAAAbUnefnuT0FdtevMqxJ+3ImBuyc1xVx1bVJ6rqVVX18ap6Z1UdOOy7S1W9o6rOqar3VdU9h+1HVtXbq+rs4fXQYfvhwzUx84EAABt2SURBVPkfq6o/yXr/CwQAgD2mRnyNY0OG48Hdkryiu++d5OtJnjBs35Lk33f3A5K8IMn/HLb/YZKXd/cDh2NfPWz/rSRndff9kpyW5E57qH4AANaZjTyt4rPdfe7w/pwkx1bVwUkekuQv6l8ePXKL4c9HJjlubvuthm9MeViSxydJd/9tVV2x1oWH5+ydkiRH3emWu+BWAADWoQn+ffpGDsfXzL2/IcmBmXXCv97dJyw4fp8kD+7uq+c3DmG5Fxy/qu7eklmHOic84MidOhcAgPVrI0+r2E53fzPJZ6vqp5OkZu477H5nZisaM+zbFqDfm+Spw7YfTXLrPVcxAADryV4VjgdPTfJzVfUPST6ef/mO7ecn2VxV51XVhUmeM2z/L0keVlUfTfIjSb6wpwsGAFh3xlyLN+J0jg05raK7P5fZN55s+/z7c+8/m+TRC865LMmTFmy/PLNQvM0v78paAQDYODZkOAYAYA+oEVu4I9kbp1UAAMDNIhwDAMBAOAYAgIFwDAAAAwvyAABYoCzIAwCAKROOAQBgYFoFAACLTW9Whc4xAABsIxwDAMBAOAYAgIFwDAAAAwvyAABYzHOOAQBguoRjAAAYmFYBAMD2Kp5zDAAAU6ZzDADAKqbXOhaOl9S1Kdfte9jYZbDRlX8V14NvH3iPsUtYSvUNY5ewtGsf8eCxS1ja7bb8wdglLOWSU/7D2CUs7dp9Dx+7hKW03wmjMq0CAAAG/tMEAIDFpjerQucYAAC20TkGAGAxnWMAAJgu4RgAAAamVQAAsIrpzavQOQYAgIHOMQAAi02vcaxzDAAA2wjHAAAwMK0CAIDFanrzKnSOAQBgIBwDAMBAOAYAgIFwDAAAAwvyAADYXsVzjgEAYMp0jgEAWKA8yg0AAKZscuG4qg6rqueOXQcAAOvP5MJxksOSCMcAAGxniuH4d5PcparOraqX1czLquqCqjq/qp40doEAAIxjigvyXpjk+O4+IUmq6glJTkhy3yRHJDm7qt7b3V8ZsUYAAEYwxc7xSj+Y5M+7+4bu/mqS9yR54E2dUFWnVNXWqtp6+aVX7ZEiAQD2uKrxXiMRjm/G4627e0t3b+7uzYcfedDuqAkAgBFMMRx/K8khc5/fm+RJVbWpqo5M8rAkHxmlMgCA9aRGfI1kcnOOu/vyqnp/VV2Q5O+S/HqSByf5hySd5Ne7+5IxawQAYByTC8dJ0t1PWbHp14YXAAATNslwDADAjvD10QAAMFk6xwAALDa9xrHOMQAAbCMcAwDAwLQKAAC2N/LzhseicwwAAAOdYwAAVjG91rHOMQAADIRjAAAYmFYBAMBi05tVoXMMAADb6BwDALBYTa91rHMMAAAD4RgAAAbCMQAADIRjAAAYCMcAADDwtAoAABab3sMqhONlbbrhytz6m2eNXcZSvnnw/ccuYSnX73vrsUtY2r7XXzF2CUvrbBq7hKVtuvHbY5ewlKsPOGbsEpZ2wDUXj13C0urHbzt2CUvZp68du4Sl3fby08YuYSn7XbfxfydsZMIxAAALlOccAwDAlAnHAAAwEI4BAGAgHAMAwMCCPAAAtlexIA8AAKZMOAYAgIFpFQAALDa9WRU6xwAAsI1wDAAAA+EYAAAGwjEAAAwsyAMAYDHPOQYAgOnSOQYAYLHpNY51jgEAYBvhGAAABqZVAACwiunNq9A5BgCAwSTCcVUdW1UXjF0HAMCGUiO+RjKJcAwAADtiSuF436p6XVWdV1Vvq6qDkqSqHlBV76mqc6rqjKq6/diFAgAwjimF43sk2dLd35fkm0meW1X7JfmjJE/s7gckeU2Sl6w1UFWdUlVbq2rrZZddt1uLBgAYxZhTKkacVjGlp1V8sbvfP7x/Y5LnJ3lHkuOT/N+afT3ipiRfWWug7t6SZEuS3P9+B/duqRYAgD1uSuF4ZYjtzP675OPd/eAR6gEAYJ2Z0rSKO1XVthB8cpKzklyU5Mht26tqv6q691gFAgCsL9ObVzGlcPyJJM+oqvOS3CbJ/+rua5M8Mcl/r6p/SHJukoeMWCMAACOaxLSK7v5ckuNW2Xdukoft0YIAADaC6X1B3qQ6xwAAcJOEYwAAGExiWgUAADurkprevAqdYwAAGAjHAAAwEI4BAGAgHAMAwMCCPAAAFpveejydYwAA2EbnGACAxTzKDQAApks4BgCAgWkVAACswrQKAACYLJ1jAAC2V0nX9Pqo07tjAABYhXAMAAAD0yoAAFigYkEeAABMmM7xkvb5zlU58J/OHbuMpXztgY8Yu4TJu37fW49dAkluyK3GLmHyrtrngLFLWNqVRx03dglLqb5u7BKWVh+8eOwSlvPtsQv4Fz3BPur07hgAAFYhHAMAwMC0CgAAFisL8gAAYLKEYwAAGJhWAQDAApUp9lGnd8cAALAKnWMAABZq35AHAAAbQ1U9uqouqqpPVdULF+z/laq6sKrOq6q/r6pj1hpTOAYAYMOpqk1JXpHkR5Mcl+Tkqlr5FZUfS7K5u78vyduS/N5a45pWAQDAYrWu+6jfn+RT3f2ZJKmqNyf5ySQXbjugu989d/yHkvzsWoOu6zsGAIBV3DHJF+c+XzxsW83PJfm7tQbVOQYAYDud0RfkHVFVW+c+b+nuLXOfFxXXiwaqqp9NsjnJD611UeEYAID16LLu3nwT+y9OcvTc56OSfHnlQVX1yCT/KckPdfc1a13UtAoAADais5PcraruXFX7J3lyktPmD6iq+yX5kySP7e5/3pFBdY4BAFig1vWCvO6+vqqel+SMJJuSvKa7P15Vv51ka3efluRlSQ5O8hdVlSRf6O7H3tS4wjEAABtSd5+e5PQV21489/6ROzumcAwAwEK+IQ8AACZMOAYAgMFkwnFVnVlVN/U4EAAA/pV9RnyNYzLhGAAA1rKhw3FV3bKq/raq/qGqLqiqJ1XVI6rqY1V1flW9pqpuseKcX6yq35v7/Myq+qPh/c9W1Ueq6tyq+pOq2rSn7wkAYH2opEZ8jWRDh+Mkj07y5e6+b3cfn+QdSV6b5EndfZ/MnsbxiyvOeVuSx899flKSt1TVvYb3D+3uE5LckOSpiy5aVadU1daq2nrp1xd+SyEAABvQRg/H5yd5ZFX996o6McmxST7b3Z8c9r8uycPmT+juS5N8pqoeVFWHJ7lHkvcneUSSByQ5u6rOHT5/76KLdveW7t7c3ZuPPGx6jzgBANhbbejnHHf3J6vqAUkek+SlSd65g6e+JcnPJPnHJH/V3V2zr015XXf/xu6pFgBgY+kN30fdeRv6jqvqDkmu6u43Jvn9JA9JcmxV3XU45GlJ3rPg1L9M8rgkJ2cWlJPk75M8sapuO4x9m6o6ZnfWDwDA+rKhO8dJ7pPkZVV1Y5LrMptffGhm35+9b5Kzk7xy5UndfUVVXZjkuO7+yLDtwqp6UZJ3VtU+w3j/Lsnn98ytAAAwtg0djrv7jCRnLNh1vwXHnrTi848vOOYt+ZdOMgDAxE1vbdWGnlYBAAC70obuHAMAsJtUpWt6fdTp3TEAAKxCOAYAgIFpFQAArMKCPAAAmCydYwAAFvINeQAAMGHCMQAADEyrAABgsbIgDwAAJkvnGACABSpT7KNO744BAGAVwjEAAAxMqwAAYDudpH1DHgAATJfOMQAAi9X0+qjTu2MAAFiFzvGyOsl1N45dBcBe4cbaC34tbfBO237XfW3sEpa3/9gFLGl603zXlb3g/4UAANj1yoI8AACYMp1jAAAW2+DThG6O6d0xAACsQjgGAICBaRUAAKzCgjwAAJgs4RgAAAamVQAAsEClJ9hHnd4dAwDAKnSOAQDYXiUpC/IAAGCyhGMAABiYVgEAwEIW5AEAwITpHAMAsAoL8gAAYLKEYwAAGJhWAQDAApWu6fVRp3fHAACwCp3jm1BVpya5srt/f+xaAAD2PAvyAABgsoTjFarqP1XVRVX1/5LcY+x6AADYc0yrmFNVD0jy5CT3y+xn89Ek54xaFADAaKbXRxWO/7UTk/xVd1+VJFV12qKDquqUJKckyZ2+Z88VBwDA7iUcb6/XPKB7S5ItSbL5nvuseTwAwEbTqXRZkDd1703yU1V1YFUdkuQnxi4IAIA9R+d4Tnd/tKrekuTcJJ9P8r6RSwIAYA8Sjlfo7pckecnYdQAAjG96kwymd8cAALAKnWMAABayIA8AACZMOAYAgIFpFQAALFCZYh91encMAACrEI4BAGBgWgUAAAt1PK0CAAAmS+cYAIDFanp91OndMQAArEI4BgCAgWkVAAAsUMNrWnSOAQBgoHMMAMBCPcE+6vTuGAAAViEcAwDAwLQKAAC2V0nKgjwAAJgsneNldSfXXD92FQCsF72xfydcv+lWY5ewvI3e+lsnzdpOWZAHAABTJhwDAMDAtAoAAFaxTuZ47EE6xwAAMNA5BgBgoa7p9VGnd8cAALAK4RgAAAamVQAAsAoL8gAAYLKEYwAAGJhWAQDAApV4WgUAAEyXzjEAAAu1BXkAADBdwjEAAAxMqwAAYBXT66NO744BAGAVOscAACxQ6bIgDwAAJks4BgCAgWkVAACsYnp91OndMQAArELnGACAVViQxw6oqlOqamtVbb30G2NXAwDAriIc3wzdvaW7N3f35iMPHbsaAAB2FdMqAABYoNI1vT7q9O4YAABWIRyvoqpeXVWbx64DAGA8NeJrHKZVrKK7f37sGgAA2LN0jgEAYKBzDADAdjpJT7CPOr07BgCAVegcAwCwvUpSviEPAAAmSzgGAICBaRUAACxQFuQBAMCUCccAADAwrQIAgFV4WgUAAEyWzjEAAIvV9Pqo07tjAABYhXAMAAAD0yoAAFig0hbkAQDAdOkcAwCwmAV5AAAwXcIxAAAMTKtY0jmfzGX1w/353XiJI5JcthvHT/I7u3f4PXIPu9VGrz9xD+vFRr+HjV5/4h7Wg41ef7L77+GY3Tj2TpnigjzheEndfeTuHL+qtnb35t15jd1to9/DRq8/cQ/rxUa/h41ef+Ie1oONXn+yd9wDqxOOAQBYoDLFGbjTu2MAAFiFcLz+bRm7gF1go9/DRq8/cQ/rxUa/h41ef+Ie1oONXn+yd9wDq6juHrsGAADWmftuvn2fvvWZo13/qPrdc8aY261zDDehqh5aVSeOXQcAsGcIxzuhql5aVSdV1eOq6oUr9t2jql5bMx+Y235QVb2pqs6vqguq6qyqOqaqzh1el1TVl+Y+7z+c91NV1VV1z7mxjq2qq4fjLqyq11fVflX1qLnzr6yqi4b3r19R45lVdUBV/UFVPWjB/f1CVT2zqk6oqlfuop/ZM6vqDrtirD2tqu6X5FlJPjR2LVMw/PO5XYdg+Gfoj8eoaW9SVYdV1XPHroNdo6pOraoXjF3HenUzf1+fVFXfmPt9em5VPXLY11X1P+aOfUFVnTq8P3Xu9/g/VdVfVtVxC2p61HDsravq9FXq/uDw519X1e13yQ9jafuM+BqHcLxzfiDJh5P8UJL3rdh34rDt+5J8fG77LyX5anffp7uPT/JzSS7p7hO6+4Qkr0zy8m2fu/va4byTk5yV5MkrrvPp4bz7JDkqyc909xlz421N8tTh89O3nVRVBya5obu/k+SBSc5ZcH/b7mHR/d1cz0yyIcNxd3+su3++u68bu5a9RVVtGruGCTssiXA8siGQrZvfvVW1tz616ub8vk6S9839Pj6hu//fsP2aJI+vqiNWud623+N3S/KWJO+qqpWPet123Yclef/KAarqrkk+VVWV5Hbd/ZUdulN2ub31X4pdqqpeluRRSe6c5INJ7pLkEVX1tiTvTvJHSe6U5KtJDkly49wzEG+f5LtfEtLdF+3A9Q5O8tAkD09yWpJTVx7T3TdU1UeS3HEHxnt3kqOTHFJV52f2cPGzq+o3u/v0+v/bO/dgr6oqjn++KiKIYCA0jYqIYb5FYTAU0Myh0QQrmIhAQXJMxzRt1HIkJadJDHIwzceoqKnZVUEH8IUjIyhXUsQLF8VUEsUsX5FKoKms/ljryLm/zu93L9wf9zHuz8xv7j7n7LP32u+11977XOk8YALQDzgI6AO8KWmomZ1REN544BxgR7zzyQbcm4GBgAEzgbVxfaekjcBg4ADgSqAL/gH1iW2xAyhKo5l91rpSFSOpDzAvJl+ENamLmU2R9DjwHDAA6AmcAlyET65qzGxyFWV4GM+rw4CXgFPMbIOkNXh9GA5cI+lFfFLYGVgNTDKzdRHUeEm/B7rG/adL4ukZ7/aOW+ea2eKw4OyNt7d9gZ8BXweOB/4OjDCzTyRdAowAOgG1wI+tCgcvJF2M5+1a4B3gWTObHvl/vpktjUF1qZn1iUnCVOAYoCPwBzO7oblyNMJUYB9JdcCjZnaBpAuA74cM95nZpbmyfBLPw+XALcCvgF745PtpSd3xcu0LbABON7MVko4Groo4DRhmZh9u47S16TKIPH0IHy8GAzMknRHxrgZONbP1kqYCI4FPgflmdr6kvfB87hnpOtXMXs+FvT9wm5kNysU1x8wOkTSAgv428qQWH2fmAJ9bRNs7zRyvK/EpfgjvPODiSh7NrEbSt4EfAldJGoP3u32Bk4AvAx9IOsLMRobx6imgO/7ttFVAr2irE82sbkvzoVqsePafj+yh35SbELQErfPPYsws/ZrwAwbhjaoDsLjg+RK8Ut8KHJi73x94G6/4vwb6lbw3Be+48/fGAzeHuxY4PNx9gJXh3glv6IeUvPs4MLBAvguBUfhAMK3geU+8QwV4pkI+7A/MBTrE9bX4gDQAH3Azf7uWyhN5Vwv0jOsxwMzWLtumprG15aog7+f1Iq7PB6bk8v+KcP8UeBNXIDsCbwA9qiiDAUfF9cysXgNrgAtzflcAR4f7MmBGTtYbwz0sV9cnAteE+0/AkHD3BlaFewquzHUADsWVtePj2X3Ad8LdPSfH7bjS3Ny0DwDqcWW/K/BKLu35+r8bsCbcpwOTw90RX/HZu4XryXB8sM8+ZDov8r0PrggcHPefjfIUPrDfH+9fDVwa7mOBunDPzdWDLsAOLdAG2nQZRJ5uwicbuwGLgJ3j2c+BS3DF6K9sPiif9aFzgQnhnpTL/ym5NNYBfXPhTaZCfxt5cu22LpfW+rH14/UxwPuRn9lvn3i2PurWGqAbDfvZz8siF9a5wHW56+2A2nAvAHYpkOvaqMsTgbNaOx+/yL9kOW46h+ENZT/ghfwDSZ2Bj8zMJPXDOzgAzKxOUl98IDoOt9gONrNVFeIaC8wI95/jellcZ5affsC9ZrZiC+SfBZwQ6SjlcGC5pF2AdQXPM76JN95nfOWHTrjyPxfoK+lq4AFgfsG7X8Mt04/Gu9sDbc5qTPk0tlfmxN964HkLS72kv+ErCu9VKZ61ZpYtFd6BW96nx3VNxNkNH/QXxv3bgHtyYdwFYGaLJHWVtGtJHMcBB0S5AHSNOgvwkLl1uB6vWw/H/XpcOQH4hqQLcSWqO76kOncr05sxFLe6bog0zmnEP3h/cIik0XHdDW/TrzZTli1hePyei+suIcPrwKtmVg8g6Xngsejf8nk5BJ9wY2YLJPWI8l0MXCnpTmC2mb3RAmlpD2XwmpktkXQivoK2OOrxjrjx5APgI+AmSQ/gkxVwS/P3wn078NuCsO/GVwCm4krwGBrvb2uqlrK2x1aN18ETZnZiUaBm9oH8LM85wMZGZCj9n8v98FUCgM5WvJpyMLAStzjPbiT8xDYkKceNIKk/PrvcAzfvd/bbqsM7rRq8Ae4qaQU+cCyVdLmZ1QCY2Xq8os+WtAlXUAuVY0k9cCvMQZIM79AsBnSIPcexUf9xSSPNrOxAIOk04CfAV3GLaG/gLUknmNk4Sb1wRbYX3jGPxbdf1AGjzGx1aZD4Et5FBXEdii9nnYV31JMK3n3ezAaXk7eNUDaNbZRPaXh+YKeS5x/H3005d3ZdzT6gdHtC/vo/VQgDPJ2DzazBwBSD/8cAZrZJ0idmlr27CdhB0k64ZWagma2NrRilebW1lNuakS+bfFwCzjazR6oU/9Yg4HIr2UoQy/Kl9SRfh7I6Uzr4A5iZTQ3l7gRgiaTjzOzFagpehrZeBlkbEL7KNrbUg6RB+OT8B3i/fWxBOEXprAHukTQbL4OXJR1M5f62qW2y3VCN8boJzMCNVbc04u8wfDUCSUvxFYMdJL0AfCVkOtvMnojtXqPwLSB/wbdfDJf0sJld0ES5ElWkzRwKaKuYWZ35QbeX8Nn+AuBb5hvvN5rZSOBG4Ex8Nnl9PMssZUdJ+lK4d4wwXiuKKxgN/NHM9jKzPma2J27JGFIi1z+AX+D7mCrJfxNuIVkQ6XjFzPY3s3Hx/O24vwxfiroD39PWv0AxBngMGB1KNZK6y7++sRuwnZnNAn6JW6IBPsT3dYHP0HtKGhzvdpB0YCX5W4nCNLayTJV4C9+f1kNSR6DQ6tEC9M7Kls0HShtgZu8D67T583gnAwtzXsYASBoCvB/+88zHlQbCX/8tkC9TjN6V7+sfXcnzFrAI+K6kTmHFHpF7tgZfhaAkvkeAMyV1AJC0r6SdqyRPOfJtMZNhUuQFknbP6nwTWQSMi3ePAd4Ny9o+ZlZvZlfgysF+FcKoFu2lDMCX9I+SH77Kvmi0b5RDNzN7EF+Sz+p2LZsPZo+juF2tBj7D+95MyWsv/W3VaO543cQ4/oVb6n9Uzo+kUfi4m62EDcRXVE/CLf8XR7xPxPPLgNNwhfsIYLn5If6kGLcSSTluAvJDQOvMbBOwn5m9UOJlGN5hDaXhQA8+E1wYy5HP4YPFrArRjcX3SOaZhS+zlHI/0FmNf4d3GPCkpD0pUMzlB1N6mNm7wJEUdL4ZkfbJwPyYeT+K72HdHbdk1+Ez90xpvxW4Pu5vjw9OV0haji97HdmI7C1OhTS2Scy/pnEZbnGYB7SEla6IVcCEyLPuwHVl/E0ApoW//rjsGevkn1a6nuLB5xxgoKQVYYH5vwOj5TCzf+MDYz3edp5p6ruNhLsMV0jq8LaaPxk/HVfAanHLUcZN+HLvMkkrgRvYxit5ZvYevpS/UtI0M5uP7+F+Kvqne2moPDfGFKIs8OX8CXH/3IhjOb70/FDVElGG9lIGIes7+J7SuyLvluATiF2AeXFvIX7wC7zOnxr3T8bPDhRRg59XuTvi+S9ttL+V9KC20Sc+mzleAwxVw0+5FU2if0fDugRwXvh/GS+HY6OsMw7Hy6BcvNlXNQaRPh/a6qT/kJdIJJqNSr6Y8UUmtmusN7PpjflNbBtSGSQSieaQLMeJRCKRSCQSiUSQLMeJRCKRSCQSiUSQLMeJRCKRSCQSiUSQlONEIpFIJBKJRCJIynEikUgkEolEIhEk5TiRSCQSiUQikQiScpxIJBKJRCKRSARJOU4kEolEIpFIJIL/AR/WphcONNCSAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 864x864 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x864 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# https://matplotlib.org/users/colormaps.html\n",
    "for i, cmap in enumerate([\"Reds\", \"spring\", \"summer\", \"autumn\", \"winter\", \"cool\", \"Wistia\", \"Oranges\"]):\n",
    "    fig = plt.figure()\n",
    "    fig, ax = plt.subplots(1,1, figsize=(12,12))\n",
    "    heatplot = ax.imshow(enc_dec_attention_2[i].numpy(), cmap=cmap)\n",
    "    ax.set_xticks(np.arange(11))\n",
    "    ax.set_yticks(np.arange(13))\n",
    "    ax.set_xticklabels(xticklabels)\n",
    "    ax.set_yticklabels(yticklabels)\n",
    "    plt.colorbar(heatplot)\n",
    "    plt.title(\"Layer 2, Attention Head %d\" % (i + 1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x864 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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+blWdcPCqAwBgo9tSzXGSI5I8d9W9knT3T3T3ZQe4HgCAzatrusdEtlpz/CtJ7l9VF1XVy4Z1h1XVG6vqI1X1uqqqJKmqc6tqe1Vtq6pXVdWlVXVJVf30dOUDADClrfaGvBcmObG7T0oWYxVJHprkQUmuTHJ+kkcnOW/pmJOSHN3dJw7HHHEwCwYA2LC8IW9Lem93X9Hdtya5KMlxK7Z/Isk3VtVvVtWTknxptRNW1elVtbOqdl6dq/d/xQAATGIOzfGNS89vyYq0vLuvS/KQJOcm+TdJfne1E3b3ju7e3t3bj8pR+7FUAACmtNXGKr6c5PB9OaCqjkxyU3e/qao+nuRVB6IwAIBNpTPLsYot1Rx397VVdX5VXZrkLUn+bA2HHZ3kf1bVrhT9Fw5YgQAAbGhbqjlOku7+wRWrzl3a9ryl56cu7fOwA1sVAMAmNMPkeA4zxwAAsCaaYwAAGGy5sQoAAPaHab+pbiqSYwAAGEiOAQAYJzkGAID50hwDAMDAWAUAAOOMVQAAwHxJjgEA2F1HcgwAAHOmOQYAgIGxCgAAxhmrAACA+dIcAwDAwFgFAAAjylgFAADMmeQYAIBxM0yONcf7w2b/i3PU1VNXwOPfPnUF6/eMN0xdwfrd7uapK1ifm/2TviF8xzunrmB9/vwJU1ewfpv95zKTMlYBAAADMQMAAONmmMJLjgEAYCA5BgBgdx3JMQAAzJnmGAAABsYqAAAYZ6wCAADmS3IMAMCIkhwDAMCcaY4BAGBgrAIAgHHGKgAAYL4kxwAAjJMcAwDAfGmOAQBgYKwCAIDddYxVAADAZlFVT6qqj1bV5VX1wpHtx1bVO6rqA1V1cVV992rnlBwDADBuAyfHVbUtySuS/PMkVyS5sKrO6u7LlnZ7UZI/7O7frqoTkpyd5Li9nVdyDADAZvRtSS7v7k90901JXp/kKSv26STfMDy/a5IrVzup5BgAgI3oyKraubS8o7t3LC0fneSzS8tXJPn2Fec4I8nbqurfJrlLkiesdtHZNsdV9Zfd/aip6wAA2Jhq6rGKa7p7+162jxXXK5afmeRV3f1fq+rkJL9fVSd29617Oulsxyo0xgAAm9oVSY5ZWr5Pdh+b+PEkf5gk3f2eJHdKcuTeTjrb5riqvjL8ea+qeldVXVRVl1bVKVPXBgDAqi5McnxV3a+q7pDkGUnOWrHPZ5I8Pkmq6luyaI6v3ttJZztWseQHk5zT3S8Z3vV46GoHVNXpSU5PkmNz7AEuDwBgIhv40yq6++aqel6Sc5JsS/LK7v5QVf1Skp3dfVaSn03yO1X101mMXJzW3StHL/4RzfHivzpeWVW3T/In3X3RagcMw+A7kmR7bd/rCwwAwIHR3Wdn8fFsy+tevPT8siSP3pdzznasYpfufleSxyb5myyGtH9k4pIAADaGrukeE5l9c1xV903y+e7+nSS/l+RhE5cEAMBEjFUkpyb5uar6WpKvJJEcAwDM1Gyb4+4+bPjz1UlePXE5AAAbS2dDvyHvQJn9WAUAAOwy2+QYAIBVSI4BAGC+NMcAADAwVgEAwIhpP294KpJjAAAYSI4BABgnOQYAgPnSHAMAwMBYBQAA44xVAADAfEmOAQDYXUdyDAAAc6Y5BgCAgbEKAADGGasAAID5khwDADCiJMcAADBnkuP9YbP/V9Xn/snUFfC/nzJ1Beu32f9/kCTVU1fAVvD2x09dAbAOmmMAAMZtheBjHxmrAACAgeYYAAAGxioAABhnrAIAAOZLcgwAwO46kmMAAJgzzTEAAAyMVQAAMM5YBQAAzJfkGACAESU5BgCAOdMcAwDAwFgFAADjjFUAAMB8SY4BABgnOQYAgPnSHAMAwMBYBQAAu+sYqwAAgDmTHAMAME5yDAAA86U5BgCAwezHKqrqT5Ick+ROSX6ju3dMXBIAwAZQsxyrmH1znOTHuvsLVXXnJBdW1Zu6+9q9HVBVpyc5PUmOzbEHo0YAAA4CYxXJ86vqg0kuyCJBPn61A7p7R3dv7+7tR+WoA14gAAAHx6yT46o6NckTkpzc3ddX1blZjFcAADDDsYq5J8d3TXLd0Bh/c5JHTl0QAADTmXVynOStSZ5TVRcn+WgWoxUAACSzTI5n3Rx3941JvmvqOgAA2BjmPlYBAABfN+vkGACAPejMcqxCcgwAAAPJMQAA4yTHAAAwX5pjAAAYGKsAAGBEGasAAIA5kxwDADBOcgwAAPOlOQYAgIGxCgAAxhmrAACA+ZIcAwCwu47kGAAA5kxzDAAAA2MVAACMM1YBAADzJTkmuf3Xpq5gfW7eAn+ND7l16grW756fn7qC9dt2y9QVrM8t26augCT56wdMXcH6HP+xqStgwyjJMQAAzJnmGAAABlvg99EAABwQxioAAGC+NMcAADAwVgEAwDhjFQAAMF+SYwAAdteRHAMAwJxpjgEAYGCsAgCAEb4+GgAAZk1yDADAOMkxAADMl+YYAAAGxioAABhnrAIAAOZLcgwAwDjJMQAAzJfmGAAABpuyOa6qc6tq+8j606rqt6aoCQBgS+ksxiqmekxkwzbHVbVt6hoAAJiXg94cV9VxVfWRqnp1VV1cVW+sqkOHbZ+qqhdX1XlJvr+qTqqqC4b93lxVd1s61Q9V1V9W1aVV9W0j1zmqqt5UVRcOj0cP688Yrv224XrfW1W/WlWXVNVbq+r2B+eVAADYyCZMjWeYHD8wyY7u/tYkX0ry3KVtX+3ux3T365O8Jsm/H/a7JMkvLu13l+5+1HDsK0eu8RtJXt7dj0jyfUl+d2nb/ZP8iyRPSfLaJO/o7gcnuWFYDwDADE3VHH+2u88fnr82yWOWtr0hSarqrkmO6O53DutfneSxS/v9QZJ097uSfENVHbHiGk9I8ltVdVGSs4Z9Dh+2vaW7v5ZFw70tyVuH9ZckOW614qvq9KraWVU7r87Vq94sAACbw1Sfc9x7Wf77/XCOZNH4n9zdNyyvrKokuTFJuvvWqvpad+869tas4TXp7h1JdiTJ9tq+8roAAFuDzzk+aI6tqpOH589Mct7KHbr775JcV1WnDKt+OMk7l3Z5epJU1WOS/N2w/7K3JXneroWqOmk/1Q4AwBY1VXL84STPrqr/keRjSX57D/s9O8mZwxv2PpHkR5e2XVdVf5nkG5L82Mixz0/yiqq6OIv7fFeS5+yn+gEAtr4ZJsdTNce3dvdujWp3H7di+aIkjxzZ79Sxk3b3q5K8anh+TYZ0ecU+Z6xYPmxP2wAAmJcN+znHAABwsB305Li7P5XkxIN9XQAA9tEMxyokxwAAMNAcAwDAYKo35AEAsJF1jFUAAMCcSY4BABhRkmMAAJgzzTEAAAyMVQAAMM5YBQAAzJfkGACAcZJjAACYL80xAAAMjFUAALA735AHAADzJjkGAGCc5BgAAOZLcwwAAANjFetVndzxq1NXsT433nHqCtbnDjdNXQFJcu09pq5g/Q65deoK1ufON0xdwfpt9n+PkuRLh09dAXe8ceoK1uemnrqCQRmrAACAOdMcAwAwrmu6xxpU1ZOq6qNVdXlVvXAP+/xAVV1WVR+qqv+12jmNVQAAsOlU1bYkr0jyz5NckeTCqjqruy9b2uf4JL+Q5NHdfV1V3XO180qOAQDYjL4tyeXd/YnuvinJ65M8ZcU+P5nkFd19XZJ09+dXO6nmGACAcRt7rOLoJJ9dWr5iWLfsAUkeUFXnV9UFVfWk1U5qrAIAgI3oyKraubS8o7t3LC2PddArP+rjdkmOT3JqkvskeXdVndjdX9zTRTXHAABsRNd09/a9bL8iyTFLy/dJcuXIPhd099eSfLKqPppFs3zhnk5qrAIAgN11NvpYxYVJjq+q+1XVHZI8I8lZK/b5kySPS5KqOjKLMYtP7O2kmmMAADad7r45yfOSnJPkw0n+sLs/VFW/VFVPHnY7J8m1VXVZknck+bnuvnZv5zVWAQDAuA3+DXndfXaSs1ese/HS807yM8NjTSTHAAAw0BwDAMDAWAUAACPW/jXOW4nkGAAABpJjAADGSY4BAGC+NMcAADAwVgEAwDhjFQAAMF+SYwAAdteRHG9WVXVEVT13afnUqvrTfTzHaVV17/1fHQAAm8WWaI6THJHkuavutXenJdEcAwDM2FZpjn8lyf2r6qKqetmw7rCqemNVfaSqXldVlSRV9eKqurCqLq2qHbXwtCTbk7xuOMedp7oRAIANo2u6x0S2SnP8wiQf7+6TuvvnhnUPTfJ/JTkhyTcmefSw/re6+xHdfWKSOyf5l939xiQ7kzxrOMcNB7l+AAA2gK3SHI95b3df0d23JrkoyXHD+sdV1V9V1SVJ/lmSB+3riavq9KraWVU7r+6r91/FAAAbxoSpseT4gLhx6fktSW5XVXdK8t+TPK27H5zkd5LcaV9P3N07unt7d28/qo7aP9UCADC5rdIcfznJ4WvYb1cjfE1VHZbkabfhHAAAbFFb4nOOu/vaqjq/qi5N8pYkf7aH/b5YVb+T5JIkn0py4dLmVyU5s6puSHKyuWMAYPZm+DnHW6I5TpLu/sEVq85d2va8pecvSvKikePflORNB6o+AAA2vi3THAMAsJ/NMDneKjPHAACwbppjAAAYGKsAAGB3HWMVAAAwZ5pjAAAYGKsAAGCcsQoAAJgvyTEAACNKcgwAAHOmOQYAgIGxCgAAxhmrAACA+ZIcAwAwTnIMAADzpTkGAICBsQoAAHbXMVYBAABzJjkGAGDcDJNjzfF6dSVfvdPUVczbjXecugK2ils3+S/Trrz31BWs3z0/P3UF6/fP/3zqCtj0Pxfm15BuJJv8JwEAAOw/kmMAAEbULMcqJMcAADCQHAMAME5yDAAA86U5BgCAgbEKAADGGasAAID5khwDALC7juQYAADmTHMMAAADYxUAAIwzVgEAAPOlOQYAgIGxCgAARpSxCgAAmDPJMQAA4yTHAAAwX5pjAAAYGKsAAGCcsQoAAJgvyTEAALvrSI63mqr6+ap6/vD85VX1F8Pzx1fVa4fn31lV76mq91fVH1XVYVPWDADAdLZ0c5zkXUlOGZ5vT3JYVd0+yWOSvLuqjkzyoiRP6O6HJdmZ5GdWO2lVnV5VO6tq59W5+gCVDgDAwbbVxyrel+ThVXV4khuTvD+LJvmUJM9P8sgkJyQ5v6qS5A5J3rPaSbt7R5IdSbK9tvcBqRwAYGozHKvY0s1xd3+tqj6V5EeT/GWSi5M8Lsn9k3x4+PP/dPczJysSAIANY6uPVSSL0YoXDH++O8lzklzU3Z3kgiSPrqpvSpKqOrSqHjBZpQAAG0YtkuOpHhOZQ3P87iT3SvKe7v5ckq8O69LdVyc5LckfVNXFWTTL3zxRnQAATGxLj1UkSXe/Pcntl5YfsGL7XyR5xMGuCwCAjWfLN8cAANxGM3xD3hzGKgAAYE0kxwAAjJMcAwDAfGmOAQBgYKwCAIDddYxVAADAnGmOAQBgYKwCAIBxxioAAGC+JMcAAIwoyTEAAMyZ5hgAAAbGKgAAGGesAgAA5ktyDADAOMkxAADMl+YYAAAGxirW65Bbk0O/MnUV63PjHaeuYH22wq98tt0ydQUkyVFXT13B+px67tQVrN9WuIfqqStYn/ecPHUF63e7m6euYH2uv3XqChY6W+Nn7D6SHAMAwEByDADAOMkxAADMl+YYAAAGxioAABhRxioAAGDOJMcAAIyTHAMAwHxpjgEAYGCsAgCAccYqAABgviTHAADsriM5BgCAOdMcAwDAwFgFAADjjFUAAMB8aY4BAGBgrAIAgBFlrAIAAOZMcgwAwDjJMVX1qao6cuo6AAA4+DTHAAAw2JRjFVV1XJK3JDkvyaOS/E2Sp3T3DVV1/ySvSHJUkuuT/GR3f6SqjkpyZpJjh9P8X919flXdI8kfDPu/N8n8fn8AADDGWMWmcnySV3T3g5J8Mcn3Det3JPm33f3wJC9I8t+H9b+R5OXd/Yhh398d1v9ikvO6+6FJzso/NM8AAMzMpkyOB5/s7ouG5+9LclxVHZZFkvxHVV//L507Dn8+IckJS+u/oaoOT/LYJN+bJN39Z1V13WoXrqrTk5yeJMfWMfvhVgAANpjOLJPjzdwc37j0/JYkd84iCf9id580sv8hSU7u7jRxkJkAABquSURBVBuWVw7Ncu/Lhbt7RxYJdbZve9g+HQsAwMa1mccqdtPdX0ryyar6/iSphYcMm9+W5Hm79q2qXQ30u5I8a1j3XUnudvAqBgBgI9lSzfHgWUl+vKo+mORDSZ4yrH9+ku1VdXFVXZbkOcP6/zvJY6vq/Um+M8lnDnbBAAAbUtd0j4lsyrGK7v5UkhOXln9t6fknkzxp5Jhrkjx9ZP21WTTFu/z0/qwVAIDNY1M2xwAAHGjTJrhT2YpjFQAAcJtojgEAYGCsAgCAccYqAABgviTHAACMkxwDAMDmUFVPqqqPVtXlVfXCvez3tKrqqtq+2jk1xwAAbDpVtS3JK5J8V5ITkjyzqk4Y2e/wLL4M7q/Wcl7NMQAAu+ts9G/I+7Ykl3f3J7r7piSvzz98M/KyX07yq0m+upaTao4BANiMjk7y2aXlK4Z1X1dVD01yTHf/6VpP6g15AACMm/YNeUdW1c6l5R3dvWNpeay4/vrGqkOSvDzJaftyUc0xAAAb0TXdvbc30F2R5Jil5fskuXJp+fAkJyY5t6qS5J8mOauqntzdy033P2KsAgCAzejCJMdX1f2q6g5JnpHkrF0bu/vvuvvI7j6uu49LckGSvTbGieQYAIBRa35j3CS6++aqel6Sc5JsS/LK7v5QVf1Skp3dfdbezzBOcwwAwKbU3WcnOXvFuhfvYd9T13JOYxUAADCQHAMAMG4Dj1UcKJJjAAAYSI4BABg3w+RYc7xetx6SfOWwqatgs7vZ/xU3hCvuM3UF61O9+j4b3WUnTF3B+t2yyX8pu+3WqSvAL/Yn5dUHAICBuAoAgN11ZjlWITkGAICB5BgAgHGSYwAAmC/NMQAADIxVAAAwooxVAADAnEmOAQAYJzkGAID50hwDAMDAWAUAAOOMVQAAwHxJjgEA2F1HcgwAAHOmOQYAgIGxCgAARviGPAAAmDXJMQAA4yTHAAAwX7NrjqvqiKp67tR1AACw8cyuOU5yRBLNMQDAarqme0xkjs3xryS5f1VdVFUvq4WXVdWlVXVJVT196gIBAJjGHN+Q98IkJ3b3SUlSVd+X5KQkD0lyZJILq+pd3f23E9YIAMAE5pgcr/SYJH/Q3bd09+eSvDPJI/Z2QFWdXlU7q2rn1bn6oBQJAHDQGauYpX1+9bt7R3dv7+7tR+WoA1ETAAATmGNz/OUkhy8tvyvJ06tqW1UdleSxSd47SWUAABtFZ5bJ8exmjrv72qo6v6ouTfKWJD+f5OQkH8zir8HPd/dVU9YIAMA0ZtccJ0l3/+CKVT83PAAAmLFZNscAAKxm2vGGqcxx5hgAAEZJjgEAGCc5BgCA+dIcAwDAwFgFAADjjFUAAMB8SY4BABgnOQYAgPnSHAMAwMBYBQAAu+sYqwAAgDmTHAMAMKIkxwAAMGeaYwAAGBirAABgnLEKAACYL80xAAAMjFUAADBuhmMVmmOArWKGP8Q2pEN66gqAddAcAwCwO9+QBwAA86Y5BgCAgbEKAADGGasAAID5khwDADCiJMcAADBnmmMAABgYqwAAYJyxCgAAmC/JMQAA4yTHAAAwX5pjAAAYGKsAAGB3HWMVAAAwZ5JjAADGSY4BAGC+NMcAADAwVgEAwIgyVgEAAHM2i+a4qo6rqkunrgMAYFPpmu4xkVk0xwAAsBZzao5vV1WvrqqLq+qNVXVoklTVw6vqnVX1vqo6p6ruNXWhAABMY07N8QOT7Ojub03ypSTPrarbJ/nNJE/r7ocneWWSl6x2oqo6vap2VtXOq3P1AS0aAGAyMxyrmNOnVXy2u88fnr82yfOTvDXJiUn+T1UlybYkf7vaibp7R5IdSbK9tvcBqRYAgINuTs3xyia2k1SSD3X3yRPUAwDABjOnsYpjq2pXE/zMJOcl+WiSo3atr6rbV9WDpioQAGDD6MxyrGJOzfGHkzy7qi5Ocvckv93dNyV5WpL/UlUfTHJRkkdNWCMAABOaxVhFd38qyQl72HZRksce1IIAADYD35AHAADzpTkGAIDBLMYqAADYV9O+MW4qkmMAABhIjgEAGCc5BgCA+dIcAwDAwFgFAADjjFUAAMB8SY4BANhdR3IMAABzpjkGAICBsQoAAMYZqwAAgPmSHAMAMKIkxwAAMGeaYwAAGBirAABgnLEKAACYL8nxet3rb5Of+OWpq1ifX/5PU1cAsHVUT10Bv/TiqStYnzOvnLqCfyA5BgCA+dIcAwDAwFgFAAC76xirAACAOdMcAwDAwFgFAADjjFUAAMB8SY4BABhRkmMAAJgzzTEAAAyMVQAAMM5YBQAAzJfkGACAcZJjAACYL80xAAAMjFUAALC7jrEKAACYM8kxAADjJMcAADBfmmMAABjMpjmuqnOravvUdQAAbA61GKuY6rGWCqueVFUfrarLq+qFI9t/pqouq6qLq+rtVXXf1c45m+YYAICto6q2JXlFku9KckKSZ1bVCSt2+0CS7d39rUnemORXVzvvpm6Oq+ouVfVnVfXBqrq0qp5eVY+vqg9U1SVV9cqquuOKY36qqn51afm0qvrN4fkPVdV7q+qiqvofw4sOADBPGzs5/rYkl3f3J7r7piSvT/KUf1R+9zu6+/ph8YIk91ntpJu6OU7ypCRXdvdDuvvEJG9N8qokT+/uB2fxaRw/teKYNyb53qXlpyd5Q1V9y/D80d19UpJbkjxr7KJVdXpV7ayqnVdf//f79YYAAEiSHLmr3xoep6/YfnSSzy4tXzGs25MfT/KW1S662T/K7ZIkv1ZV/yXJnyb5UpJPdvdfD9tfneTfJPn1XQd099VV9YmqemSSjyV5YJLzh/0enuTCqkqSOyf5/NhFu3tHkh1Jsv3eR/cBuC8AgLm7prv39n6xsXh5tC+rqh9Ksj3Jd6x20U3dHHf3X1fVw5N8d5KXJnnbGg99Q5IfSPKRJG/u7q5FR/zq7v6FA1MtAMAms7E/5/iKJMcsLd8nyZUrd6qqJyT5j0m+o7tvXO2km3qsoqruneT67n5tkl9L8qgkx1XVNw27/HCSd44c+sdJnprkmVk0ykny9iRPq6p7Due++1re0QgAwCQuTHJ8Vd2vqu6Q5BlJzlreoaoemuR/JHlyd49OBKy0qZPjJA9O8rKqujXJ17KYL75rkj+qqttl8aKdufKg7r6uqi5LckJ3v3dYd1lVvSjJ26rqkOF8/ybJpw/OrQAAsFbdfXNVPS/JOUm2JXlld3+oqn4pyc7uPivJy5IclkVvmCSf6e4n7+28m7o57u5zsnhBVnroyL6nrlj+lyP7vCH/kCQDAMxXZ6OPVaS7z05y9op1L156/oR9PeemHqsAAID9aVMnxwAAHEAbPDk+ECTHAAAw0BwDAMDAWAUAACPW/DXOW4rkGAAABpJjAADGSY4BAGC+NMcAADAwVgEAwDhjFQAAMF+SYwAAdteRHAMAwJxpjgEAYGCsAgCAccYqAABgviTHAACMKMkxAADMmeR4vW7ellx3t6mrAID94/Zfm7qC9Tv8y1NXsD6H3DJ1BbOmOQYAYJyxCgAAmC/JMQAA4yTHAAAwX5pjAAAYGKsAAGB3HWMVAAAwZ5pjAAAYGKsAAGCcsQoAAJgvyTEAACNKcgwAAHOmOQYAgIGxCgAAxhmrAACA+ZIcAwAwTnIMAADzpTkGAICBsQoAAHbXMVYBAABzJjnei6o6I8lXuvvXpq4FAOCgkxwDAMB8aY5XqKr/WFUfrao/T/LAqesBAODgMVaxpKoenuQZSR6axWvz/iTvm7QoAIBJ1CzHKjTH/9gpSd7c3dcnSVWdNbZTVZ2e5PQkOfawux286gAAOKA0x7vrVXfo3pFkR5Jsv+exq+4PALApzTA5NnP8j70ryfdU1Z2r6vAk/2rqggAAOHgkx0u6+/1V9YYkFyX5dJJ3T1wSAAAHkeZ4he5+SZKXTF0HAMDkjFUAAMB8SY4BANhdR3IMAABzpjkGAICBsQoAAMYZqwAAgPnSHAMAwMBYBQAAI8pYBQAAzJnkGACAcZJjAACYL80xAAAMjFUAADDOWAUAAMyX5BgAgN11JMcAADBnmmMAABgYqwAAYJyxCgAAmC/J8Xrd7pbk7l+Yugpgf6ieuoL12QoJz+1unrqC9bt5k/9o/drtp65g/T5/1NQVrM+G+TtUW+PflX0kOQYAgIHmGAAABhsltwcAYKMxVgEAAPMlOQYAYJzkGAAA5ktzDAAAA2MVAADsrmOsAgAA5kxzDAAAA2MVAACMM1YBAADzJTkGAGBESY4BAGDONMcAADAwVgEAwDhjFQAAMF+SYwAAxkmOAQBgvjTHAAAwMFYBAMDuOsYqAABgziTHAACM8A15rFFVnV5VO6tq59XX//3U5QAAsJ9ojm+D7t7R3du7e/tRh95l6nIAANhPjFUAADDOWAUAAMyX5ngPqup3q2r71HUAAEyma7rHRIxV7EF3/8TUNQAAcHBJjgEAYCA5BgBgnDfkAQDAfEmOAQDYXUdyDAAAc6Y5BgCAgbEKAABGTPt5w1ORHAMAwEBzDAAAA2MVAACMM1YBAADzJTkGAGCc5BgAAOZLcwwAAANjFQAAjDNWAQAA8yU5BgBgdx3JMQAAzJnmGAAABtXdU9ewqVXV1Uk+fQAvcWSSaw7g+Q+GzX4Pm73+xD1sFJv9HjZ7/Yl72Ag2e/3Jgb+H+3b3UQfw/Guyvbb3zm1/Ndn165bbva+7tx/s65o5XqcD/Ze3qnZO8Rdjf9rs97DZ60/cw0ax2e9hs9efuIeNYLPXn2yNe2DPNMcAAIzzhjwAAJgvzfHGt2PqAvaDzX4Pm73+xD1sFJv9HjZ7/Yl72Ag2e/3J1rgH9sAb8gAA2M322t4768LJrl99yCRvyJMcw15U1aOr6pSp6wAADg7N8T6oqpdW1alV9dSqeuGKbQ+sqlfVwl8urT+0ql5XVZdU1aVVdV5V3beqLhoeV1XV3ywt32E47nuqqqvqm5fOdVxV3TDsd1lVvaaqbl9VT1w6/itV9dHh+WtW1HhuVd2pqn69qh45cn//uqpOq6qTqurM/fSanVZV994f5zrYquqhSX40yQVT1zIHw9/P3RKC4e/Qb01R01ZSVUdU1XOnroP9o6rOqKoXTF3HRnUbf16fWlV/t/Tz9KKqesKwravqvy7t+4KqOmN4fsbSz/GPVdUfV9UJIzU9cdj3blV19h7qfs/w559U1b32y4uxXl3TPSaiOd43357kr5J8R5J3r9h2yrDuW5N8aGn9v0vyue5+cHefmOTHk1zV3Sd190lJzkzy8l3L3X3TcNwzk5yX5BkrrvPx4bgHJ7lPkh/o7nOWzrczybOG5R/ZdVBV3TnJLd391SSPSPK+kfvbdQ9j93dbnZZkUzbH3f2B7v6J7v7a1LVsFVW1beoaZuyIJJrjiQ0N2Yb52VtVW/VTq27Lz+skeffSz+OTuvvPh/U3JvneqjpyD9fb9XP8+CRvSPIXVbXyo153XfexSc5feYKq+qYkl1dVJfmn3f23a7pT9rut+n+K/aqqXpbkiUnul+Q9Se6f5PFV9cYk70jym0mOTfK5JIcnuXXpMxDvlaUvCenuj67heocleXSSxyU5K8kZK/fp7luq6r1Jjl7D+d6R5Jgkh1fVJUnum+TCqvoP3X12Vf10kmcnOT7JiUmOS3JlVZ3S3c8ZOd8PJXl+kjtk8Y/Prh+4v5dkexbfxv7KJJ8dll9XVTckOTnJCUn+W5LDsvgA9dM24j8AY/fY3bdMW9W4qjru/2/v3IO9qqo4/vmqhOIzEJrGRMQ0zVQUBkMRzRwbzUeFkxk+ybEc07RRy5GUnGbEpAbTfIzmIy27PtABfOHo+AJNES+gYiqJj2p8RSr5SOPbH2v95Nxfv/uA+4N7Gfdn5jd3n3P2OXvtx9l77bX2PheYkZMv0pq0ge2Jku4DngCGAwOBI4EziMlVi+0JTZThTqKsdgaeBY60/a6kxUR72Be4SNIzxKSwH7AIGG97ST7qcEm/ATbK84/WpTMw7x2cp062PSstOFsS79s2wI+BLwP7AX8DDrT9oaSzgAOB9YDZwPfdhI0Xks4kyvZl4HXgcduTs/xPtT0nB9U5tofkJGESsBfQF/it7cu6K0cnTAK2ktQK3G37NEmnAd9OGW6xfXalLh8iynAecBXwc2AQMfl+VFJ/ol6HAu8Cx9meL2lP4IJM08AY2++s4rz16jrIMr2DGC9GAVMk/SDTXQQcY3uppEnAQcBHwEzbp0ragijngZmvY2y/VHn2dsA1tkdW0ppme0dJw2nQ32aZzCbGmWnAxxbRNZ1ujtcd8RGxCe8U4MyOItpukfR14LvABZIOJfrdocDBwGeAtyXtavugNF49DPQHBCwEBuW7erTt1hUth2bxOI/fJdqdEKwOeuafxdguvy78gJHES9UHmNXg+iNEo74a2L5yfhjwGtHwfwFsXXffRKLjrp47HPhdhmcDu2R4CPBkhtclXvQd6+69DxjRQL7TgbHEQHB+g+sDiQ4V4LEOymE7YDrQJ48vJgak4cSAW4u3Sb08WXazgYF5fChwZU/XbVfz2NNydSDvx+0ij08FJlbK/7wM/wj4O6FA9gVeAQY0UQYDu+fxlbV2DSwGTq/EnQ/smeFzgCkVWS/P8JhKWz8auCjDfwRGZ3gwsDDDEwllrg+wE6Gs7ZfXbgG+keH+FTmuJZTm7uZ9OLCAUPY3Ap6v5L3a/jcFFmf4OGBChvsSHp8tV3M72ZcY7EV4EWdkuQ8hFIEd8vzjWZ8iBvZb8/4LgbMzvDfQmuHplXawAbDOangHenUdZJkuIyYbmwIPAOvntZ8AZxGK0V9YvlG+1odOB47K8PhK+U+s5LEVGFp53gQ66G+zTC5e1fXSUz9WfrzeC3gry7P22yqvLc22tRjYmLb97Md1UXnWycAlleO1gNkZvhfYsIFcF2dbPho4oafL8ZP8K5bjrrMz8aJsCzxdvSCpH/C+bUvamujgALDdKmkoMRDtQ1hsR9le2EFahwFTMvynPJ6bxzXLz9bATbbnr4D8NwP7Zz7q2QWYJ2lDYEmD6zW+Sry8j4Xnh/UI5X86MFTShcBtwMwG936BsEzfnfeuDfQ6qzHt53FNZVr+XQA85bTUS/or4VF4s0npvGy75iq8jrC8T87jlkxzY2LQvz/PXwPcWHnG9QC2H5C0kaRN6tLYB/hi1gvARtlmAe5wWIcXEG3rzjy/gFBOAL4i6XRCiepPuFSnr2R+a+xBWF3fzTxO6yQ+RH+wo6RD8nhj4p1+oZuyrAj75u+JPN4gZXgJeMH2AgBJTwH3ZP9WLcvRxIQb2/dKGpD1Owv4taQ/AFNtv7Ia8rIm1MGLth+RdADhQZuV7fhThPHkbeB94ApJtxGTFQhL87cyfC3wywbPvoHwAEwilOBD6by/bWlaznofKzVeJw/aPqDRQ22/rdjLcxLwXicy1C+Y3ZrwEgD0c2Nvyg7Ak4TFeWonzy+sQopy3AmShhGzy88R5v1+cVqtRKfVQryAm0iaTwwccySda7sFwPZSoqFPlbSMUFAbKseSBhBWmC9JMtGhOQd0yDXHuVD/PkkH2W53IJB0LPBD4POERXQw8Kqk/W2PkzSIUGQHER3zYcTyi1ZgrO1F9Y8kXHhnNEhrJ8KddQLRUY9vcO9Ttke1J28vod089lI+ou3+gXXrrn+Qf5dVwrXjZvYB9csTqsf/bsIzIPI5ynabgSkH/w8AbC+T9KHt2r3LgHUkrUtYZkbYfjmXYtSX1crS3tKMat1U0xJwou27mpT+yiDgXNctJUi3fH07qbahWptptFvGtielcrc/8IikfWw/00zB26G310HtHRDhZTusPoKkkcTk/DtEv713g+c0ymcLcKOkqUQdPCdpBzrub7v6Tq4xNGO87gJTCGPVVZ3E25nwRiBpDuExWEfS08BnU6YTbT+Yy73GEktA/kwsv9hX0p22T+uiXIUm0ms2BfRWbLc6Nro9S8z27wW+5lh4/57tg4DLgeOJ2eSlea1mKdtd0qcz/Kl8xouN0koOAX5vewvbQ2xvTlgyRtfJ9Q/gp8Q6po7kv4KwkNyb+Xje9na2x+X11/L8XMIVdR2xpm1YA8UY4B7gkFSqkdRf8fWNTYG1bN8M/IywRAO8Q6zrgpihD5Q0Ku/tI2n7juTvIRrmsYdl6ohXifVpAyT1BRpaPVYDg2t1y/INpW2w/RawRMs/j3cEcH8lyqEAkkYDb2X8KjMJpYGMN2wF5KspRm8o1vUf0lHkFeAB4JuS1ksr9oGVa4sJLwR16d0FHC+pD4CkbSSt3yR52qP6LtZkGJ9lgaTNam2+izwAjMt79wLeSMvaVrYX2D6PUA627eAZzWJNqQMIl/7uis1XtS8abZP1sLHt2wmXfK1tz2b5xuxxNH6vFgH/JfrempK3pvS3TaO743UX0/gnYan/XntxJI0lxt2aJ2wE4VE9mLD8n5npPpjXzwGOJRTuXYF5jk38RTHuIYpy3AUUm4CW2F4GbGv76booY4gOaw/aDvQQM8H70x35BDFY3NxBcocRaySr3Ey4Weq5Feinzr/DOwZ4SNLmNFDMFRtTBth+A9iNBp1vjcz7BGBmzrzvJtawbkZYsluJmXtNab8auDTPr00MTudJmke4vXbrRPbVTgd57JU4vqZxDmFxmAGsDitdIxYCR2WZ9QcuaSfeUcD5GW8YIXuNJYpPK11K48HnJGCEpPlpgfm/DaPtYftfxMC4gHh3mvJle9tzCYWklXhXqzvjJxMK2GzCclTjCsLdO1fSk8BlrGJPnu03CVf+k5LOtz2TWMP9cPZPN9FWee6MiWRdEO78o/L8yZnGPML1fEfTMtEOa0odpKyvE2tKr8+ye4SYQGwIzMhz9xMbvyDa/DF5/ghi70AjWoj9KjdkOv+hl/a3km7XKvrEZzfHa4A91PZTbo0m0b+ibVsCOCXjP0fUw95Z1zV2IeqgvXRrX9UYSfl8aI9T/kNeoVDoNqr7YsYnmVyusdT25M7iFlYNpQ4KhUJ3KJbjQqFQKBQKhUIhKZbjQqFQKBQKhUIhKZbjQqFQKBQKhUIhKcpxoVAoFAqFQqGQFOW4UCgUCoVCoVBIinJcKBQKhUKhUCgkRTkuFAqFQqFQKBSSohwXCoVCoVAoFArJ/wCDiHcGBaN7eQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 864x864 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x864 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x864 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x864 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x864 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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WqtpaVVuq6qVVdX5VnVdVPz9d+QAATOlgm5D37CQnd/cpydqwiiT3TnKPJBcmeVeSByV558IxpyQ5vrtPHsccsz8LBgA4IFVSJuQdlN7f3Z/v7u1Jzk1y4rrtn0zyzVX1u1X1iCRf29UJq+r0qtpWVdsuueSavV8xAACTmEM4vnrh/fVZ1y3v7suS3CvJW5P8myQv2dUJu/vM7t7a3VuPPfbwvVgqAABTOtiGVXw9ydF7ckBVHZvkmu5+XVV9IslL90VhAAAc+A6qcNzdl1bVu6rq/CR/leR/78Zhxyf5H1W1o4v+K/usQAAADmgHVThOku7+0XWr3rqw7RkL709b2Ofb921VAACbkAl5AAAwX8IxAAAMwjEAAAzCMQAADAfdhDwAAPYSE/IAAGC+hGMAABiEYwAAGIRjAAAYTMgDAGA5E/IAAGC+hGMAABiEYwAAGIRjAAAYhGMAABg8rQIAgOU8rQIAADaHqnpEVX2sqj5eVc9esv0OVfWWqvpgVX24qr5vV+cUjgEA2HSqakuSFyX53iQnJXlCVZ20brfnJHlNd987yeOT/P6uzmtYxYq21+G5+ibHT13Gaj775akrWMlRN71g6hJWdu2hF01dwsq+euJpU5ewsurrpy5hJX3IYVOXsLrePnUFKzukr5u6hJVce+gtpi5hZV2bO94cFH+X94/7Jfl4d38ySarqVUkelWQxGHSSm433N09y4a5Ourm/ewAAOFgdW1XbFpbP7O4zF5aPT/K5heXPJ/mOdec4I8mbq+rfJvmmJA/b1UWFYwAAdlaZekLeJd299Qa2L6uu1y0/IclLu/u/VtUDkvxJVZ3cvfGvqYw5BgBgM/p8khMWlm+fnYdN/GSS1yRJd78nyU2THHtDJxWOAQDYjM5OcpequlNVHZ61CXdvWLfPZ5M8NEmq6u5ZC8cX39BJhWMAADad7r4uyTOSnJXko1l7KsVHqurXquqRY7dfTPLTVfWhJH+a5KndvX7oxb9gzDEAAJtSd78xyRvXrXvuwvsLkjxoT84pHAMAsJxPyAMAgPkSjgEAYBCOAQBgEI4BAGAwIQ8AgOVMyAMAgPkSjgEAYBCOAQBgEI4BAGAwIQ8AgOVMyAMAgPkSjgEAYBCOAQBgEI4BAGCYbTiuqndPXQMAwAGtJnxNZLbhuLsfOHUNAAAcWGYbjqvq8vHnbavq7VV1blWdX1WnTl0bAADTmG04XvCjSc7q7lOS3CvJubs6oKpOr6ptVbXty5dcuc8LBABg/xCOk7OT/HhVnZHknt399V0d0N1ndvfW7t56y2OP2OcFAgCwf8w+HHf325M8JMk/JvmTqnryxCUBAExvysl4JuRNp6rumORL3f1HSf57km+fuCQAACZy6NQFHABOS/JLVXVtksuT6BwDAMzUbMNxdx81/nxZkpdNXA4AAAeA2Q+rAACAHWbbOQYA4IbVhBPjpqJzDAAAg3AMAACDcAwAAINwDAAAgwl5AAAsZ0IeAADMl3AMAACDYRUAACxnWAUAAMyXcAwAAINwDAAAg3AMAACDCXkAACxnQh4AAMyXcAwAAINwDAAAgzHHK9qy/Yrc7PJzpi5jJVfd9dumLmEllx958tQlrOz6LUdOXcLK/tUlr5+6hJVdfuTdpi5hNb196gr2gs1/D9vr8KlLWMnRV3106hJWdth1X566hJVsuf6fpi5h1oRjAAB2VjEhDwAA5kw4BgCAQTgGAIBBOAYAgMGEPAAAljMhDwAA5ks4BgCAQTgGAIBBOAYAgMGEPAAAljMhDwAA5ks4BgCAQTgGAIBBOAYAgEE4BgCAQTgGAIBBOAYAgMFzjgEAWM5zjgEAYL6EYwAAGIRjAAAYhGMAABhmH46r6i+q6pyq+khVnT51PQAAB4Sa+DURT6tIfqK7v1xVRyQ5u6pe192X3tABI0SfniQn3P7w/VEjAAD7wew7x0meWVUfSvLeJCckucuuDujuM7t7a3dvPfbYw/Z5gQAA7B+z7hxX1WlJHpbkAd19RVW9NclNJy0KAIDJzL1zfPMkl41gfLck95+6IAAApjPrznGSNyV5WlV9OMnHsja0AgCAZJafkDfrcNzdVyf53qnrAADgwDD3YRUAAPANwjEAAAzCMQAADLMecwwAwA2Y4YQ8nWMAABiEYwAAGIRjAAAYhGMAABhMyAMAYDkT8gAAYL6EYwAAGIRjAAAYhGMAABiEYwAAGIRjAAAYhGMAABg85xgAgOU85xgAAOZL53hF2w85Il8/8p5Tl7GS6w69xdQlrKTrYPhn7eb/d+pXj77v1CWs7LDrvjJ1CSs57NovT13Cyq66yfFTl7Cy277pd6YuYSVfeMTPTV3Cyg69/vKpS1jJ9kM+MXUJs7b5fyIDAMBeIhwDAMBgWAUAADurmJAHAABzJhwDAMAgHAMAwCAcAwDAYEIeAADLmZAHAADzJRwDAMAgHAMAwCAcAwDAYEIeAADLmZAHAADzJRwDAMAgHAMAwCAcAwDAYEIeAADLmZAHAADzJRwDAMCwKcNxVb21qrYuWf/Uqvq9KWoCAGDzO2DDcVVtmboGAADmZb+H46o6sar+rqpeVlUfrqrXVtWRY9unq+q5VfXOJD9cVadU1XvHfq+vqlssnOrHqurdVXV+Vd1vyXWOq6rXVdXZ4/Wgsf6Mce03j+v9UFX9ZlWdV1VvqqrD9s9XAgCAA81UneO7Jjmzu78tydeSPH1h21Xd/eDuflWSlyf5d2O/85L86sJ+39TdDxzH/vGSa/xOkhd2932TPCbJSxa23TnJ9yd5VJJXJHlLd98zyZVjPQAAMzRVOP5cd79rvH9FkgcvbHt1klTVzZMc091vG+tfluQhC/v9aZJ099uT3Kyqjll3jYcl+b2qOjfJG8Y+R49tf9Xd12YtcG9J8qax/rwkJ+6q+Ko6vaq2VdW2Sy+5apc3CwDA5jDVc477Bpb/aS+cI1kL/g/o7isXV1ZVklydJN29vaqu7e4dx27PbnxNuvvMJGcmySn3OW79dQEADg6ec7zf3KGqHjDePyHJO9fv0N1fTXJZVZ06Vj0pydsWdnlcklTVg5N8dey/6M1JnrFjoapO2Uu1AwBwkJqqc/zRJE+pqj9M8g9J/mCD/Z6S5MVjwt4nk/z4wrbLqurdSW6W5CeWHPvMJC+qqg9n7T7fnuRpe6l+AAAOQlOF4+3dvVNQ7e4T1y2fm+T+S/Y7bdlJu/ulSV463l+S0V1et88Z65aP2mgbAADzcsA+5xgAAPa3/d457u5PJzl5f18XAIA9UDEhDwAA5kw4BgCAQTgGAIBBOAYAgEE4BgBguZrwtTvlVT2iqj5WVR+vqmdvsM+PVNUFVfWRqvqfuzrnVM85BgCAG62qtiR5UZL/K8nnk5xdVW/o7gsW9rlLkl9J8qDuvqyqbr2r8+ocAwCwGd0vyce7+5PdfU2SVyV51Lp9fjrJi7r7siTp7i/t6qTCMQAAB6Jjq2rbwuv0dduPT/K5heXPj3WLvjXJt1bVu6rqvVX1iF1d1LAKAAAORJd099Yb2L5sZHKvWz40yV2SnJbk9kneUVUnd/dXNjqpzjEAAMsd2BPyPp/khIXl2ye5cMk+/193X9vdn0rysayF5Q0JxwAAbEZnJ7lLVd2pqg5P8vgkb1i3z18k+a4kqapjszbM4pM3dFLhGACATae7r0vyjCRnJfloktd090eq6teq6pFjt7OSXFpVFyR5S5Jf6u5Lb+i8xhwDALApdfcbk7xx3brnLrzvJL8wXrtF5xgAAAadYwAAltvNT6o7mOgcAwDAIBwDAMBgWMWKurbk2sNuOXUZq6lN/m3Q101dwepq8/879Z+OuOvUJays+tqpS1jJrbe9ZOoSVnbhg39+6hJWd7MtU1ewkt7sPxOSXHPYraYuYSVdm/t7aLPb/D+RAQBgLxGOAQBgEI4BAGAQjgEAYNj8o+4BANg3POcYAADmSzgGAIBBOAYAgEE4BgCAwYQ8AAB2VjEhDwAA5kw4BgCAQTgGAIBBOAYAgMGEPAAAljMhDwAA5ks4BgCAQTgGAIBBOAYAgMGEPAAAljMhb3OqqmOq6ukLy6dV1V/u4TmeWlW32/vVAQCwWRwU4TjJMUmevsu9bthTkwjHAAAzdrCE499IcueqOreqXjDWHVVVr62qv6uqV1ZVJUlVPbeqzq6q86vqzFrz2CRbk7xynOOIqW4EAIDpHCzh+NlJPtHdp3T3L411907yfyc5Kck3J3nQWP973X3f7j45yRFJfqC7X5tkW5InjnNcuZ/rBwDgAHCwhONl3t/dn+/u7UnOTXLiWP9dVfW+qjovyXcnuceenriqTq+qbVW17dKL5WgA4CBVE74mcjCH46sX3l+f5NCqummS30/y2O6+Z5I/SnLTPT1xd5/Z3Vu7e+utjjMCAwDgYHGwhOOvJzl6N/bbEYQvqaqjkjz2RpwDAICD1EERjrv70iTvGpPsXnAD+30la93i85L8RZKzFza/NMmLTcgDAJivg+ZDQLr7R9eteuvCtmcsvH9OkucsOf51SV63r+oDAODAd1B0jgEAYG8QjgEAYBCOAQBgOGjGHAMAsJdN+LzhqegcAwDAIBwDAMAgHAMAwCAcAwDAYEIeAAA7q5iQBwAAcyYcAwDAIBwDAMAgHAMAwGBCHgAAy5mQBwAA8yUcAwDAIBwDAMAgHAMAwGBCHgAAy81wQp5wvBcc0tdNXcJKttcm/zbY7PVzAOmpC1jJFx/4tKlLWNmW7VdMXcLKtn/o+qlLWM2DNv8vlQ/ZfvXUJaxoc/+/aLPb/H8DAABgLxGOAQBgEI4BAGAwWBMAgOVmOCFP5xgAAAbhGAAABuEYAAAG4RgAAAbhGAAABuEYAAAG4RgAAAbPOQYAYDnPOQYAgPkSjgEAYBCOAQBgEI4BAGAwIQ8AgJ1VTMgDAIA5E44BAGAQjgEAYBCOAQBgMCEPAIDlTMg7uFTVL1fVM8f7F1bV3473D62qV4z331NV76mqD1TVn1XVUVPWDADAdA7qcJzk7UlOHe+3Jjmqqg5L8uAk76iqY5M8J8nDuvvbk2xL8gu7OmlVnV5V26pq26UXX7GPSgcAYH872IdVnJPkPlV1dJKrk3wgayH51CTPTHL/JCcleVdVJcnhSd6zq5N295lJzkySe229Te+TygEA2O8O6nDc3ddW1aeT/HiSdyf5cJLvSnLnJB8df/51dz9hsiIBADhgHOzDKpK1oRXPGn++I8nTkpzb3Z3kvUkeVFXfkiRVdWRVfetklQIAHEiqpntNZA7h+B1JbpvkPd39xSRXjXXp7ouTPDXJn1bVh7MWlu82UZ0AAEzsoB5WkSTd/TdJDltY/tZ12/82yX33d10AABx4DvpwDADAjeQ5xwAAMF/CMQAADMIxAAAMwjEAAAwm5AEAsNyEzxtOpvkQYp1jAAAYhGMAABgMqwAAYGcVzzkGAIA50zkGAGAD82sd6xwDAMAgHAMAwGBYBQAAy81vVIXOMQAA7KBzDADAcjrHAAAwX8IxAAAMhlWsaMv1l+fmX3vv1GWs5LKbP3jqElZSff3UJays67CpS1hZH7L57yHbt09dwUpuedlfT13Cyr569NapS1jZFU/+7qlLWMlxX/5fU5ewsuu3HDV1CSs59PrLpy5hwfzGVegcAwDAoHMMAMBy82sc6xwDAMAOwjEAAAyGVQAAsEQlNb9xFTrHAAAwCMcAADAIxwAAMAjHAAAwmJAHAMDOKibkAQDAnOkcAwCw3PwaxzrHAACwg3AMAACDcAwAAINwDAAAg3AMAACDp1UAALCc5xwDAMB86RwDALDc/BrHOsfrVdWnq+rYqesAAGD/E44BAGDYlOG4qk6sqo9W1R9V1Ueq6s1VdcTYdueqelNVnVNV76iqu431x1XV66rq7PF60Fh/q3H8B6vqDzPLXyAAACxTE76msSnD8XCXJC/q7nsk+UqSx4z1Zyb5t919nyTPSvL7Y/3vJHlhd9937PuSsf5Xk7yzu++d5A1J7rCf6gcA4ACzmSfkfaq7zx3vz0lyYlUdleSBSf6s/vnRIzcZfz4syUkL629WVUcneUiSH0qS7v7fVXXZri5cVacnOT1JTrj94XvhVgAADkAz/H36Zu4cX73w/vqsBf1DkvmDiKwAABvuSURBVHylu09ZeN197HNIkgcsrD++u78+tvWeXLi7z+zurd299dhjD1v5RgAA2HNV9Yiq+lhVfbyqnn0D+z22qrqqtu7qnJs5HO+ku7+W5FNV9cNJUmvuNTa/OckzduxbVaeMt29P8sSx7nuT3GL/VQwAwI1RVVuSvCjJ9yY5KckTquqkJfsdneSZSd63O+c9qMLx8MQkP1lVH0rykSSPGuufmWRrVX24qi5I8rSx/j8leUhVfSDJ9yT57P4uGADggDPlXLzdG85xvyQf7+5Pdvc1SV6Vf859i349yW8muWp3Tropxxx396eTnLyw/FsL7z+V5BFLjrkkyeOWrL80a6F4h5/fm7UCALBPHJ/kcwvLn0/yHYs7VNW9k5zQ3X9ZVc/anZNuynAMAMB+ULvXwt1Hjq2qbQvLZ3b3mQvLy4r7xjyyqjokyQuTPHVPLiocAwBwILqku29oAt3nk5ywsHz7JBcuLB+dtZEGbx1PK7tNkjdU1SO7ezF0/wsH45hjAAAOfmcnuUtV3amqDk/y+Kx9ZkWSpLu/2t3HdveJ3X1ikvcmucFgnAjHAABsQt19XdaeRHZWko8meU13f6Sqfq2qHnljz2tYBQAAm1J3vzHJG9ete+4G+562O+cUjgEAWKKmnpA3CcMqAABgEI4BAGAwrAIAgOXmN6pC5xgAAHYQjgEAYBCOAQBgEI4BAGAwIQ8AgOU85xgAAOZLOAYAgMGwCgAAdlbxnGMAAJgznWMAADYwv9axcLyi67cclctu/uCpy1hNbe5vg97k9XPg6ENuMnUJK/nSsY+euoSV1fZrpy5hZbd4/sunLmElF/3qs6cuYS/YPnUBK7luy+emLmHWDKsAAIBByw0AgOXmN6pC5xgAAHbQOQYAYDmdYwAAmC/hGAAABsMqAADYwPzGVegcAwDAoHMMAMBy82sc6xwDAMAOwjEAAAyGVQAAsFzNb1yFzjEAAAzCMQAADMIxAAAMwjEAAAwm5AEAsLOK5xwDAMCc6RwDALBEeZQbAADM2ezCcVUdU1VPn7oOAAAOPLMLx0mOSSIcAwCwkzmG499IcueqOreqXlBrXlBV51fVeVX1uKkLBABgGnOckPfsJCd39ylJUlWPSXJKknslOTbJ2VX19u7+woQ1AgAwgTl2jtd7cJI/7e7ru/uLSd6W5L43dEBVnV5V26pq26UXX7lfigQA2O+qpntNRDi+EY+37u4zu3trd2+91XFH7IuaAACYwBzD8deTHL2w/PYkj6uqLVV1XJKHJHn/JJUBABxIasLXRGY35ri7L62qd1XV+Un+KskvJ3lAkg8l6SS/3N0XTVkjAADTmF04TpLu/tF1q35pvAAAmLFZhmMAAHaHj48GAIDZ0jkGAGC5+TWOdY4BAGAH4RgAAAbDKgAA2NnEzxueis4xAAAMOscAAGxgfq1jnWMAABiEYwAAGAyrAABgufmNqtA5BgCAHXSOAQBYrubXOtY5BgCAQTgGAIBBOAYAgEE4BgCAQTgGAIDB0yoAAFhufg+rEI73hurrpy5hJV2+DYADQx8Mj406YuoCVnP4tV+cuoSVXXfoLaYugU1MKgIAYInynGMAAJgz4RgAAAbhGAAABuEYAAAGE/IAANhZxYQ8AACYM+EYAAAGwyoAAFhufqMqdI4BAGAH4RgAAAbhGAAABuEYAAAGE/IAAFjOc44BAGC+dI4BAFhufo1jnWMAANhBOAYAgMGwCgAANjC/cRU6xwAAMMwiHFfViVV1/tR1AABsKjXhayKzCMcAALA75hSOD62ql1XVh6vqtVV1ZJJU1X2q6m1VdU5VnVVVt526UAAApjGncHzXJGd297cl+VqSp1fVYUl+N8lju/s+Sf44yfN2daKqOr2qtlXVtksvvmKfFg0AMIkph1RMOKxiTk+r+Fx3v2u8f0WSZyZ5U5KTk/x1rX084pYkX9jVibr7zCRnJsm9tt6m90m1AADsd3MKx+tDbGft3yUf6e4HTFAPAAAHmDkNq7hDVe0IwU9I8s4kH0ty3I71VXVYVd1jqgIBAA4s8xtXMadw/NEkT6mqDye5ZZI/6O5rkjw2yX+pqg8lOTfJAyesEQCACc1iWEV3fzrJSRtsOzfJQ/ZrQQAAm8H8PiBvVp1jAAC4QcIxAAAMsxhWAQDAnqqk5jeuQucYAAAG4RgAAAbhGAAABuEYAAAGE/IAAFhufvPxdI4BAGAHnWMAAJbzKDcAAJgv4RgAAAbDKgAA2IBhFQAAMFs6xwAA7KySrvn1Ued3xwAAsAHhGAAABsMqAABYomJCHgAAzJjO8YoOu+Li3O5DfzB1GSu58F7/ZuoSVtK1ZeoSVrbl+sunLmFlfcjhU5ewstp+zdQlrGT7IUdMXcLKDrvukqlLWNnFv/iMqUtYyfZDbjJ1CSvb7D+XD7viqqlL+IaeYR91fncMAAAbEI4BAGAwrAIAgOXKhDwAAJgt4RgAAAbDKgAAWKIyxz7q/O4YAAA2oHMMAMBS7RPyAABgvoRjAAAYDKsAAGC5ml8fdX53DAAAG9A5BgBgJx0T8gAAYNaEYwAAGIRjAACWqLUJeVO9dqfCqkdU1ceq6uNV9ewl23+hqi6oqg9X1d9U1R13dU7hGACATaeqtiR5UZLvTXJSkidU1Unrdvtgkq3d/W1JXpvkN3d1XuEYAIClOjXZazfcL8nHu/uT3X1NklcledS/qL/7Ld19xVh8b5Lb7+qkwjEAAAeiY6tq28Lr9HXbj0/yuYXlz491G/nJJH+1q4t6lBsAAAeiS7p76w1sX9Ze7qU7Vv1Ykq1JvnNXF51N57iq3lpVN/QFBgDgXzhkwtcufT7JCQvLt09y4fqdquphSf5Dkkd299W7c8cAALDZnJ3kLlV1p6o6PMnjk7xhcYequneSP8xaMP7S7px0U4fjqvqmqvrfVfWhqjq/qh5XVQ+tqg9W1XlV9cdVdZN1x/xsVf3mwvJTq+p3x/sfq6r3V9W5VfWHYxYkAMAMVVITvnahu69L8owkZyX5aJLXdPdHqurXquqRY7cXJDkqyZ+NfPeGDU73DZt9zPEjklzY3d+fJFV18yTnJ3lod/99Vb08yc8m+e2FY16b5D1JfnksPy7J86rq7uP9g7r72qr6/SRPTPLy9RcdA8JPT5I73GZ+H6sIAHAg6O43JnnjunXPXXj/sD0956buHCc5L8nDquq/VNWpSU5M8qnu/vux/WVJHrJ4QHdfnOSTVXX/qrpVkrsmeVeShya5T5Kzq+rcsfzNyy7a3Wd299bu3nrcLYRjAICDxabuHI/u8H2SfF+S5yd5824e+uokP5Lk75K8vru7qirJy7r7V/ZNtQAAm0tv+j7qntvUd1xVt0tyRXe/IslvJXlgkhOr6lvGLk9K8rYlh/55kkcneULWgnKS/E2Sx1bVrce5b7k7HzEIAMDBY1N3jpPcM8kLqmp7kmuzNr745lkbdH1o1mYxvnj9Qd19WVVdkOSk7n7/WHdBVT0nyZur6pBxvn+T5DP751YAAJjapg7H3X1W1mYornfvJfuetm75B5bs8+r8cycZAGDm5je3alMPqwAAgL1pU3eOAQDYR6rSNb8+6vzuGAAANiAcAwDAYFgFAAAbMCEPAABmS+cYAIClfEIeAADMmHAMAACDYRUAACxXJuQBAMBs6RwDALBEZY591PndMQAAbEA4BgCAwbAKAAB20knaJ+QBAMB86RwDALBcza+POr87BgCADegcr2rLIckxR05dxUoq109dwkpq+zVTl7Cy7YccMXUJK+uD4EHxdciWqUtYyU2uvWjqEla2vQ6fuoSVdW3u76ObX37O1CWs7shN/n10yNVTVzBrwjEAAEuUCXkAADBnOscAACxnQh4AAMyXcAwAAINhFQAAbMCEPAAAmC3hGAAABsMqAABYotIz7KPO744BAGADOscAAOyskpQJeQAAMFvCMQAADIZVAACwlAl5AAAwYzrHAABswIQ8AACYLeEYAAAGwyoAAFii0jW/Pur87hgAADagc3wDquqMJJd3929NXQsAwP5nQh4AAMyWcLxOVf2HqvpYVf2fJHeduh4AAPYfwyoWVNV9kjw+yb2z9rX5QJJzJi0KAGAy8+ujCsf/0qlJXt/dVyRJVb1h2U5VdXqS05PkDreb3zcNAMDBSjjeWe9yh+4zk5yZJFvvedgu9wcA2Gw6lS4T8ubu7Ul+sKqOqKqjk/zrqQsCAGD/0Tle0N0fqKpXJzk3yWeSvGPikgAA2I+E43W6+3lJnjd1HQAA05vfIIP53TEAAGxA5xgAgKVMyAMAgBkTjgEAYDCsAgCAJSpz7KPO744BAGADwjEAAAyGVQAAsFTH0yoAAGC2dI4BAFiu5tdHnd8dAwDABoRjAAAYDKsAAGCJGq950TkGAIBB5xgAgKV6hn3U+d0xAABsQDgGAIDBsAoAAHZWScqEPAAAmC2d41Vdd31yyeVTV7GaO05dwGq2H3LE1CWsrPraqUvYC7ZMXcDKKtdPXcJKrj7sNlOXsLIt2/9p6hJm74qb3mnqElb2TVe8f+oSVrO9p64gSdIpE/IAAGDOhGMAABgMqwAAYAMm5AEAwGzpHAMAsFTX/Pqo87tjAADYgHAMAACDYRUAAGzAhDwAAJgt4RgAAAbDKgAAWKIST6sAAID50jkGAGCpNiEPAADmSzgGAIDBsAoAADYwvz7q/O4YAAA2oHMMAMASlS4T8gAAYLaEYwAAGAyrAABgA/Pro87vjgEAYAM6xwAAbMCEPHZDVZ1eVduqatvFX+mpywEAYC8Rjm+E7j6zu7d299bjjpnfv6gAAA5WhlUAALBEpWt+fdT53TEAAGxAON5AVb2kqrZOXQcAwHRqwtc0DKvYQHf/1NQ1AACwf+kcAwDAoHMMAMBOOknPsI86vzsGAIAN6BwDALCzSlLz+zwHnWMAABiEYwAAGAyrAABgiTIhDwAA5kw4BgCAwbAKAAA24GkVAAAwWzrHAAAsV/Pro87vjgEAYAPCMQAADIZVAACwRKVNyAMAgPnSOQYAYDkT8gAAYL6EYwAAGAyrWNE5f9eX1P2u+sw+vMSxSS7Zh+dP8t/27en3yz3sU5u9/sQ9HCg2+z1s9voT93Ag2Oz1J/v+Hu64D8+9R+Y4IU84XlF3H7cvz19V27p76768xr622e9hs9efuIcDxWa/h81ef+IeDgSbvf7k4LgHNiYcAwCwRGWOI3Dnd8cAALAB4fjAd+bUBewFm/0eNnv9iXs4UGz2e9js9Sfu4UCw2etPDo57YAPV3VPXAADAAeZeW2/bb9z21Mmuf/v6jXOmGNutcww3oKoeVFWnTl0HALB/CMd7oKqeX1WnVdWjq+rZ67bdtapeWmvevbD+yKp6ZVWdV1XnV9U7q+qOVXXueF1UVf+4sHz4OO4Hq6qr6m4L5zqxqq4c+11QVS+vqsOq6uELx19eVR8b71++rsa3VtVNq+q3q+r+S+7vZ6rqqVV1SlW9eC99zZ5aVbfbG+fa36rq3kl+PMl7p65lDsb3504dgvE99HtT1HQwqapjqurpU9fB3lFVZ1TVs6au40B1I39en1ZVX134eXpuVT1sbOuq+q8L+z6rqs4Y789Y+Dn+D1X151V10pKaHj72vUVVvXGDut8z/vyLqrrtXvlirOyQCV/TEI73zHckeV+S70zyjnXbTh3rvi3JRxbW/1ySL3b3Pbv75CQ/meSi7j6lu09J8uIkL9yx3N3XjOOekOSdSR6/7jqfGMfdM8ntk/xId5+1cL5tSZ44lp+846CqOiLJ9d19VZL7Jjlnyf3tuIdl93djPTXJpgzH3f3B7v6p7r526loOFlW1ZeoaZuyYJMLxxEYgO2B+9lbVwfrUqhvz8zpJ3rHw8/iU7v4/Y/3VSX6oqo7d4Ho7fo7fJcmrk/xtVa1/1OuO6z4kybvWn6CqviXJx6uqktymu7+wW3fKXnew/qXYq6rqBUkenvz/7Z15jFfVFcc/XxVRZLEgNEZFhGLdRSFYZFHR0GgV20JKKSpIjdVYrTZqa6U6NU3FShus1iXuVWtHBQ3ghhEFZaSCODAoblQUa+tWqlKXqpz+cc6DN7+++c3A/Jgl3k/yy9z33n33nru8e889dxn2AJ4C+gFHSroHeAy4EugNvAV0AdbnzkDcGdjwT0LM7MUmxNcZGAocAcwCqkr9mNkXkp4GdmlCeI8BuwFdJNXhh4svlvQLM3tA0jnARKA/sB/QB3hT0nAzO60gvBOAs4Bt8cYn63BvBAYBBtwErInrOyR9DAwB9sH/60hn/AD1SW2xAShKo5l90bpSFSOpDzAnBl+ENamzmVVJehx4FhgI9AROAi7AB1fVZjalgjI8hOfVQcBLwElm9pGk1Xh9GAVcJekFfFDYCVgFTDaztRHUCZL+AHSN+0+XxNMz3u0dt842s4VhwdkD/972BH4KfAM4Gvg7cJyZfSbpIuA4YHugBviRVWDjhaQL8bxdA7wDPGNm0yL/zzWzJdGpLjGzPjFImAocDnQE/mhm1zVXjkaYCvSTVAs8YmbnSToP+F7IcK+ZXZwryyfxPFwG3Az8CuiFD76fltQdL9e+wEfAqWa2XNJhwBURpwEjzOzDLZy2Nl0GkacP4v3FEGC6pNMi3lXAyWa2TtJUYDTwOTDXzM6VtDuezz0jXSeb2eu5sPcGbjWzwbm4ZpnZAZIGUtDeRp7U4P3MLGCDRbS908z+uhyf45vwzgEuLOfRzKolfQv4AXCFpHF4u9sXOB74KvCBpEPMbHQYr54CuuNnp60EesW3OsnMajc1HyrF8mf++fCu+k1DA4KWoHX+WYyZpV8TfsBg/KPqACwseL4Ir9S3APvm7g8A3sYr/q+B/iXvVeENd/7eCcCN4a4BDg53H2BFuLfDP/QDSt59HBhUIN/5wBi8I7i84HlPvEEFWFwmH/YGZgMd4vpqvEMaiHe4mb8dS+WJvKsBesb1OOCm1i7bpqaxteUqI++GehHX5wJVufy/LNw/Ad7EFciOwBtAjwrKYMDQuL4pq9fAauD8nN/lwGHhvgSYnpP1+nCPyNX1ScBV4f4zMCzcvYGV4a7ClbkOwIG4snZ0PLsX+Ha4u+fkuA1Xmpub9oFAHa7sdwVeyaU9X/93AlaH+1RgSrg74jM+e7RwPRmFd/bZQaZzIt/74IrA/nH/mShP4R37ffH+lcDF4R4J1IZ7dq4edAa2aYFvoE2XQeTpenywsROwANghnv0MuAhXjF5k40b5rA2dDUwM9+Rc/lfl0lgL9M2FN4Uy7W3kydVbulxa68fm99eHA+9Hfma/fvFsXdSt1UA36rezG8oiF9bZwDW5662AmnDPA7oUyHV11OVJwBmtnY9f5l+yHDedg/APZS/g+fwDSZ2AT8zMJPXHGzgAzKxWUl+8IzoKt9gOMbOVZeIaD0wP91/iemlcZ5af/sA9ZrZ8E+SfARwT6SjlYGCZpC7A2oLnGUfiH+9in/lhe1z5nw30lXQlcD8wt+Ddr+OW6Ufi3a2BNmc1puE0tldmxd864DkLS72kv+EzCu9VKJ41ZpZNFd6OW96nxXV1xNkN7/Tnx/1bgbtzYdwJYGYLJHWVtGNJHEcB+0S5AHSNOgvwoLl1uA6vWw/F/TpcOQE4QtL5uBLVHZ9Snb2Z6c0YjltdP4o0zmrEP3h7cICksXHdDf+mX22mLJvCqPg9G9edQ4bXgVfNrA5A0nPAo9G+5fNyGD7gxszmSeoR5bsQ+L2kO4CZZvZGC6SlPZTBa2a2SNKx+AzawqjH2+LGkw+AT4AbJN2PD1bALc3fDfdtwG8Lwr4LnwGYiivB42i8va2uWMraHpvVXwdPmNmxRYGa2QfyvTxnAR83IkPp/1zuj88SAHSy4tmU/YEVuMV5ZiPhJ7YgSTluBEkD8NHlrrh5v5PfVi3eaFXjH+COkpbjHccSSZeaWTWAma3DK/pMSetxBbVQOZbUA7fC7CfJ8AbNokOHWHMcC/UflzTazBrsCCSdAvwY+BpuEe0NvCXpGDObIKkXrsj2whvm8fjyi1pgjJmtKg0Sn8K7oCCuA/HprDPwhnpywbvPmdmQhuRtIzSYxjbK59TfP7BdyfNP4+/6nDu7rmQbULo8IX/9nwqEAZ7OIWZWr2OKzv9TADNbL+kzM8veXQ9sI2k73DIzyMzWxFKM0rzaXBpampEvm3xcAs40s4crFP/mIOBSK1lKENPypfUkX4eyOlPa+QOYmU0N5e4YYJGko8zshUoK3gBtvQyyb0D4LNv4Ug+SBuOD8+/j7fbIgnCK0lkN3C1pJl4GL0van/LtbVO/yXZDJfrrJjAdN1bd3Ii/g/DZCCQtwWcMtpH0PLBzyHSmmT0Ry73G4EtA/oovvxgl6SEzO6+JciUqSJvZFNBWMbNa841uL+Gj/XnAN80X3n9sZqOB64HT8dHktfEss5QNlfSVcG8bYbxWFFcwFviTme1uZn3MbDfckjGsRK5/AD/H1zGVk/8G3EIyL9LxipntbWYT4vnbcX8pPhV1O76mbUCBYgzwKDA2lGokdZefvrETsJWZzQB+iVuiAT7E13WBj9B7ShoS73aQtG85+VuJwjS2skzleAtfn9ZDUkeg0OrRAvTOypaNG0rrYWbvA2u18Xi8E4H5OS/jACQNA94P/3nm4koD4W/AJsiXKUbvytf1jy3neRNYAHxH0vZhxT4u92w1PgtBSXwPA6dL6gAgaU9JO1RInobIf4uZDJMjL5C0S1bnm8gCYEK8ezjwbljW+plZnZldhisHe5UJo1K0lzIAn9IfKt98lZ1otGeUQzczewCfks/qdg0bN2ZPoPi7WgV8gbe9mZLXXtrbitHc/rqJcfwLt9T/sCE/ksbg/W42EzYIn1E9Hrf8XxjxPhHPLwFOwRXuQ4Bl5pv4k2LcSiTluAnINwGtNbP1wF5m9nyJlxF4gzWc+h09+EhwfkxHPot3FjPKRDceXyOZZwY+zVLKfUAnNX4O7wjgSUm7UaCYyzem9DCzd4FDKWh8MyLtU4C5MfJ+BF/Dugtuya7FR+6Z0n4LcG3c3xrvnC6TtAyf9jq0EdlbnDJpbJOYn6ZxCW5xmAO0hJWuiJXAxMiz7sA1DfibCFwe/gbgsmeslR+tdC3Fnc9ZwCBJy8MC838bRhvCzP6Nd4x1+LezuKnvNhLuUlwhqcW/1fzO+Gm4AlaDW44ybsCne5dKWgFcxxaeyTOz9/Cp/BWSLjezufga7qeifbqH+spzY1QRZYFP50+M+2dHHMvwqecHK5aIBmgvZRCyvoOvKb0z8m4RPoDoAsyJe/PxjV/gdf7kuH8ivnegiGp8v8pdEc9/aaPtraQHtIWO+Gxmfw0wXPWPcisaRP+O+nUJ4Jzw/zJeDiOjrDMOxsugoXizUzUGk44PbXXSf8hLJBLNRiUnZnyZieUa68xsWmN+E1uGVAaJRKI5JMtxIpFIJBKJRCIRJMtxIpFIJBKJRCIRJMtxIpFIJBKJRCIRJOU4kUgkEolEIpEIknKcSCQSiUQikUgESTlOJBKJRCKRSCSCpBwnEolEIpFIJBJBUo4TiUQikUgkEongf7cs/7Ho2tsHAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 864x864 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x864 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# https://matplotlib.org/users/colormaps.html\n",
    "for i, cmap in enumerate([\"Reds\", \"spring\", \"summer\", \"autumn\", \"winter\", \"cool\", \"Wistia\", \"Oranges\"]):\n",
    "    fig = plt.figure()\n",
    "    fig, ax = plt.subplots(1,1, figsize=(12,12))\n",
    "    heatplot = ax.imshow(enc_dec_attention_3[i].numpy(), cmap=cmap)\n",
    "    ax.set_xticks(np.arange(11))\n",
    "    ax.set_yticks(np.arange(13))\n",
    "    ax.set_xticklabels(xticklabels)\n",
    "    ax.set_yticklabels(yticklabels)\n",
    "    plt.colorbar(heatplot)\n",
    "    plt.title(\"Layer 3, Attention Head %d\" % (i + 1))"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}