example_imdb_sentiment.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Using TensorFlow backend.\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from keras.datasets import imdb\n",
    "from keras.preprocessing import sequence\n",
    "from IPython.display import display, Markdown\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "from keras import models\n",
    "from keras import optimizers as opt\n",
    "from keras.layers import Input\n",
    "from keras.layers import Embedding\n",
    "from keras.layers import LSTM\n",
    "from keras.layers import Dense\n",
    "from attention.layers import AttentionLayer\n",
    "\n",
    "# Please notice that this dataset is quite simple, so it's easy to overfit a model on it.\n",
    "# We are using it because it comes bundled with Keras and the goal is to showcase the layer only"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "VOCAB_SIZE = 10000\n",
    "MAX_LEN = 100\n",
    "HIDDEN_SIZE = 16\n",
    "DROPOUT = 0.5\n",
    "\n",
    "(x_train, y_train), (x_test, y_test) = imdb.load_data(num_words=VOCAB_SIZE)\n",
    "\n",
    "x_train = sequence.pad_sequences(x_train, MAX_LEN, padding='post', truncating='post')\n",
    "x_test = sequence.pad_sequences(x_test, MAX_LEN, padding='post', truncating='post')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def build_model():\n",
    "    sentence_in = Input((MAX_LEN, ),\n",
    "                        name='sentence-in')\n",
    "\n",
    "    embedded = Embedding(VOCAB_SIZE,\n",
    "                         HIDDEN_SIZE,\n",
    "                         mask_zero=True,\n",
    "                         name='embedding')(sentence_in)\n",
    "\n",
    "    vectors  = LSTM(HIDDEN_SIZE,\n",
    "                    return_sequences=True,\n",
    "                    dropout=DROPOUT,\n",
    "                    recurrent_dropout=DROPOUT,\n",
    "                    name='ff-lstm')(embedded)\n",
    "\n",
    "    sentence = AttentionLayer(name='attention')(vectors)\n",
    "\n",
    "    output   = Dense(1,\n",
    "                     activation='sigmoid',\n",
    "                     name='output')(sentence)\n",
    "\n",
    "    model = models.Model(inputs=[sentence_in], outputs=[output])\n",
    "    return model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "_________________________________________________________________\n",
      "Layer (type)                 Output Shape              Param #   \n",
      "=================================================================\n",
      "sentence-in (InputLayer)     (None, 100)               0         \n",
      "_________________________________________________________________\n",
      "embedding (Embedding)        (None, 100, 16)           160000    \n",
      "_________________________________________________________________\n",
      "ff-lstm (LSTM)               (None, 100, 16)           2112      \n",
      "_________________________________________________________________\n",
      "attention (AttentionLayer)   (None, 16)                288       \n",
      "_________________________________________________________________\n",
      "output (Dense)               (None, 1)                 17        \n",
      "=================================================================\n",
      "Total params: 162,417\n",
      "Trainable params: 162,417\n",
      "Non-trainable params: 0\n",
      "_________________________________________________________________\n",
      "Train on 20000 samples, validate on 5000 samples\n",
      "Epoch 1/5\n",
      "20000/20000 [==============================] - 110s 6ms/step - loss: 0.5982 - binary_accuracy: 0.6972 - val_loss: 0.4543 - val_binary_accuracy: 0.8114\n",
      "Epoch 2/5\n",
      "20000/20000 [==============================] - 101s 5ms/step - loss: 0.3962 - binary_accuracy: 0.8337 - val_loss: 0.3828 - val_binary_accuracy: 0.8338\n",
      "Epoch 3/5\n",
      "20000/20000 [==============================] - 102s 5ms/step - loss: 0.3201 - binary_accuracy: 0.8692 - val_loss: 0.3701 - val_binary_accuracy: 0.8398\n",
      "Epoch 4/5\n",
      "20000/20000 [==============================] - 109s 5ms/step - loss: 0.2702 - binary_accuracy: 0.8948 - val_loss: 0.3896 - val_binary_accuracy: 0.8352\n",
      "Epoch 5/5\n",
      "20000/20000 [==============================] - 111s 6ms/step - loss: 0.2388 - binary_accuracy: 0.9086 - val_loss: 0.4145 - val_binary_accuracy: 0.8348\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<keras.callbacks.History at 0x7fe70e5a2a20>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# (b, t, d)\n",
    "model = build_model()\n",
    "model.summary()\n",
    "    \n",
    "model.compile('adam', 'binary_crossentropy', metrics=['binary_accuracy'])\n",
    "model.fit(x_train, y_train, batch_size=32, epochs=5, validation_split=0.2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "def build_viz_model(trained_model):\n",
    "    \"\"\"Architecture: input -> embedding -> lstm -> attention -> sigmoid\"\"\"\n",
    "    sentence_in = Input((MAX_LEN, ),\n",
    "                        name='sentence-in')\n",
    "\n",
    "    embedded = Embedding(VOCAB_SIZE,\n",
    "                         HIDDEN_SIZE,\n",
    "                         mask_zero=True,\n",
    "                         weights=trained_model.layers[1].get_weights(),\n",
    "                         name='embedding')(sentence_in)\n",
    "\n",
    "    vectors  = LSTM(HIDDEN_SIZE,\n",
    "                    return_sequences=True,\n",
    "                    dropout=DROPOUT,\n",
    "                    recurrent_dropout=DROPOUT,\n",
    "                    weights=trained_model.layers[2].get_weights(),\n",
    "                    name='ff-lstm')(embedded)\n",
    "\n",
    "    alphas  = AttentionLayer(weights=trained_model.layers[3].get_weights(),\n",
    "                              return_attention=True,\n",
    "                              name='attention')(vectors)\n",
    "\n",
    "    model = models.Model(inputs=[sentence_in], outputs=[alphas])\n",
    "    return model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_index2word():\n",
    "    \"\"\"Computes the table that maps ids to their words.\"\"\"\n",
    "    INDEX_FROM = 3   # word index offset\n",
    "\n",
    "    word2index = imdb.get_word_index()\n",
    "    index2word = {v + INDEX_FROM: k for k, v in word2index.items()}\n",
    "    index2word[0] = '[PAD]'\n",
    "    index2word[1] = '[START]'\n",
    "    index2word[2] = '[UNK]'\n",
    "\n",
    "    return index2word\n",
    "\n",
    "\n",
    "def reconstruct(sample, index2word):\n",
    "    \"\"\"Given a list of word ids, returns a list of words.\"\"\"\n",
    "    return [index2word[word] for word in sample]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "def _weight2color(brightness):\n",
    "    \"\"\"Converts a single (positive) attention weight to a shade of blue.\"\"\"\n",
    "    brightness = brightness.item()\n",
    "\n",
    "    brightness = int(round(255 * brightness)) # convert from 0.0-1.0 to 0-255\n",
    "    ints = (255 - brightness, 255 - brightness, 255)\n",
    "    return 'rgba({}, {}, {}, 0.6)'.format(*ints)\n",
    "\n",
    "\n",
    "def print_sentence(label, predicted, sentence, weights):\n",
    "    \"\"\"Prints a sample (sequence) making the most attended words background darker.\"\"\"\n",
    "\n",
    "    parts = list()\n",
    "    parts.append('<span style=\"padding:2px;\">[actual: %10s >< pred: %10s]</span> ' % (label, predicted))\n",
    "    for word, weight in zip(sentence, weights):\n",
    "        if word == '[PAD]':\n",
    "            break\n",
    "        parts.append('<span style=\"background: {}; color:#000; padding:2px; font-weight=\\'bold\\'\">{}</span>'.format(_weight2color(weight), word))\n",
    "    \n",
    "    text = ' '.join(parts)\n",
    "    display(Markdown(text))\n",
    "\n",
    "\n",
    "def plot_sentence(words, weights):\n",
    "    words = [f'{i}_{word}' for i, word in enumerate(words)]\n",
    "    \n",
    "    plt.figure(figsize=(20, 2))\n",
    "    plt.plot(words, z)\n",
    "    plt.xticks(rotation=90)\n",
    "    plt.grid(alpha=0.4)\n",
    "    plt.ylabel('Attention')\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "index2word = get_index2word()\n",
    "index2label = {\n",
    "    0: 'negative',\n",
    "    1: 'positive'\n",
    "}\n",
    "\n",
    "viz_model = build_viz_model(model)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/markdown": [
       "<span style=\"padding:2px;\">[actual:   negative >< pred:   negative]</span>  <span style=\"background: rgba(250, 250, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">[START]</span> <span style=\"background: rgba(252, 252, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">please</span> <span style=\"background: rgba(252, 252, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">give</span> <span style=\"background: rgba(252, 252, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">this</span> <span style=\"background: rgba(252, 252, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">one</span> <span style=\"background: rgba(251, 251, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">a</span> <span style=\"background: rgba(251, 251, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">miss</span> <span style=\"background: rgba(250, 250, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">br</span> <span style=\"background: rgba(249, 249, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">br</span> <span style=\"background: rgba(250, 250, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">[UNK]</span> <span style=\"background: rgba(251, 251, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">[UNK]</span> <span style=\"background: rgba(251, 251, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">and</span> <span style=\"background: rgba(251, 251, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">the</span> <span style=\"background: rgba(236, 236, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">rest</span> <span style=\"background: rgba(245, 245, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">of</span> <span style=\"background: rgba(246, 246, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">the</span> <span style=\"background: rgba(247, 247, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">cast</span> <span style=\"background: rgba(249, 249, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">rendered</span> <span style=\"background: rgba(0, 0, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">terrible</span> <span style=\"background: rgba(230, 230, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">performances</span> <span style=\"background: rgba(231, 231, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">the</span> <span style=\"background: rgba(237, 237, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">show</span> <span style=\"background: rgba(237, 237, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">is</span> <span style=\"background: rgba(153, 153, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">flat</span> <span style=\"background: rgba(120, 120, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">flat</span> <span style=\"background: rgba(104, 104, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">flat</span> <span style=\"background: rgba(207, 207, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">br</span> <span style=\"background: rgba(212, 212, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">br</span> <span style=\"background: rgba(223, 223, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">i</span> <span style=\"background: rgba(219, 219, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">don't</span> <span style=\"background: rgba(223, 223, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">know</span> <span style=\"background: rgba(225, 225, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">how</span> <span style=\"background: rgba(231, 231, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">michael</span> <span style=\"background: rgba(212, 212, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">madison</span> <span style=\"background: rgba(216, 216, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">could</span> <span style=\"background: rgba(225, 225, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">have</span> <span style=\"background: rgba(218, 218, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">allowed</span> <span style=\"background: rgba(232, 232, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">this</span> <span style=\"background: rgba(234, 234, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">one</span> <span style=\"background: rgba(239, 239, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">on</span> <span style=\"background: rgba(243, 243, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">his</span> <span style=\"background: rgba(246, 246, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">plate</span> <span style=\"background: rgba(245, 245, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">he</span> <span style=\"background: rgba(243, 243, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">almost</span> <span style=\"background: rgba(231, 231, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">seemed</span> <span style=\"background: rgba(242, 242, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">to</span> <span style=\"background: rgba(240, 240, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">know</span> <span style=\"background: rgba(242, 242, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">this</span> <span style=\"background: rgba(235, 235, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">wasn't</span> <span style=\"background: rgba(238, 238, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">going</span> <span style=\"background: rgba(242, 242, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">to</span> <span style=\"background: rgba(243, 243, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">work</span> <span style=\"background: rgba(244, 244, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">out</span> <span style=\"background: rgba(247, 247, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">and</span> <span style=\"background: rgba(249, 249, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">his</span> <span style=\"background: rgba(251, 251, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">performance</span> <span style=\"background: rgba(249, 249, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">was</span> <span style=\"background: rgba(250, 250, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">quite</span> <span style=\"background: rgba(250, 250, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">[UNK]</span> <span style=\"background: rgba(250, 250, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">so</span> <span style=\"background: rgba(251, 251, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">all</span> <span style=\"background: rgba(251, 251, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">you</span> <span style=\"background: rgba(250, 250, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">madison</span> <span style=\"background: rgba(251, 251, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">fans</span> <span style=\"background: rgba(251, 251, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">give</span> <span style=\"background: rgba(251, 251, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">this</span> <span style=\"background: rgba(251, 251, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">a</span> <span style=\"background: rgba(250, 250, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">miss</span>"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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OcLnN/k1EJG3tA+G0hsoBVJWEKAkFF/wV5r7zu4P89KmjfPC6M7j6zIY5revS1XUEnDcv0yWrajOUoYiIiIiISPZMW2Qys28650qA5Wa2Mwc5icgicKw/zPrmyrRinXM0VxfTuoB7Mm092Msnfrmdl53VwHuvmfs8SlUlITYsq+Lhvd28/9oMJCgiIiIiIpJl0w6Xc87dCDwN3OXfP985p55NIjKp6HiM7uFI2j2ZAJqrS2hdoD2ZOgcj/On/20pTVQmffcP5BAIzm+h7MptW1/HUoV5GRsenDxYREREREcmzdOZk+hhwCdAHYGZPA6uzmJOILHAdgxHMYGnVDIpMVSULsifTWMz48+89Sd/xKF9+60VUlWbuOgmb1tQRHTeeONiTsXWKiIiIiIhkSzpFpqiZ9Sct0+WORGRSbX6PpHQn/gbvCnOdgxEiYwur185XHm7ld/t6+IfXnsO6NIcHpuvilbUUBBwP7+3O6HpFRERERESyIZ0i0zbn3JuBoHPudOfcF4CHs5yXiCxg7QNekWlGw+WqvCvMtfdHspJTNtz53DH+35MdvPWy5bzuopaMr7+sqIDzT6vmERWZRERERERkAUinyPTnwHogAnwX6Afel82kRGRhi18lrmkmw+WqvSJTa//CGDI3HjP+7ufbOLuxlL979bqstXP5mjqePdLHQDiatTZEREREREQyIZ0i06vM7MNmdrF/+1vgNdlOTEQWrvaBMIUFAapnMD9RU7VXkFoo8zJtPdhL11CEN1/QQFFBMGvtbFpTT8zg8f2al0lEREREROa3dIpMt6W5TEQE8OZkWlpZjHPpX2UtPlzu2AK5wtxdz7dRWBDgspWZnYcp2QXLqykqCGheJhERERERmfcKJnvAOfdK4PeAZc65f094qBIYy3ZiIrJwtQ2EZzTpN0BJYZCa0hBHF0BPJjNjy7Y2rlxbT1lh9noxARSHgly0okZFJhERERERmfem6snUCjwBhIGtCbfNwCuyn5qILFTtA2EaZzAfU1xzdQnHFkCRaVvrAEf7Rrhh/dKctHf5mjp2HBugZ3g0J+2JiIiIiIjMxqRFJjN7xsy+CXzRzL6ZcPsJ8LbcpSgiC4mZcaw/PKNJv+Oaqkpo7Zv/w+W2bGsj4ODlZzfkpL1Na+oBeHSfejOJiIiIiMj8lc6cTLekWPaODOchIotE3/Eoo2MxGmc4XA5gWXXxgri63JZtbVy8spa68qKctHduSxVlhUENmRMRERERkXlt0iKTc+5NzrlfAKucc5sTbr8G0jrTcc7d4Jzb6Zzb45z7UIrHi5xzP/Aff9Q5t9JfvtI5N+Kce9q/fXlWWyciOdc24PVEmumcTABN1SUMhscYDEcznVbG7OscYlf7EDdsyM1QOYBQMMAlq2p5eG9XztoUERERERGZqUkn/gYeBo4B9cC/Jiw34I3Trdg5FwS+CFwHHAEed85tNrPtCWHvBHrNbK1z7hbgnxLWvdfMzk97S0RkXpgoMlXNvJdPc/WJK8xVFIcymlembNnWDsD1OZqPKe7yNfX8aucOb76rWRTwREREREREsm2qOZkOmtmvzWwTMAC8Gvgm8HFgRxrrvgTYY2b7zGwU+D5wU1LMTf46AX4EvNzN5JrnIjLvtPd7RabZFEKa/XmcWufx5N93bWvj3JYqlvkFsVzZtKYOgEc0ZE5EREREROapSXsyOefOAN7k37qAHwDOzK5Jc93LgMMJ948Al04WY2Zjzrl+oM5/bJVz7im8AtffmtmDKXJ8F/AugJaWFlpbW9NMbX7r6enJaFw21qkc52dcPtuOx+060okDxod6aB3pm9E6gxHv6mnbD7ZxRsXYvHsdO4dGeeZwH+/e1DTxeZOrHKsxKoqC3PvcIS5pdDlte7Zx+WxbOeY2Lp9tK8fcxuWzbeWY27h8tq0ccxuXz7YXU46LaVvy2faLNcfFZKrhci8ADwKvNrM9AM65D+QkK2+Y3nIz63bOXQT8zDm33swGEoPM7HbgdoCNGzdac3NzjtLLvnS3ZSbbnOl1Ksf5GZfPtpubmzluXdSVF7HitJYZr7NhPEbAbWOEoonH59PreO8jBwC4edPpNDdUZK3tyeIuX3uMZ44NnPS49se5x+WzbeWY27h8tq0ccxuXz7aVY27j8tm2csxtXD7bfjFuSz7bfrHmuFhMdXW5P8Ar9vzKOfefzrmXAzMZynYUOC3hfou/LGWMc64AqAK6zSxiZt0AZrYV2AucMYO2RSRP2gbCs5qPCaAgGGBpZTFH5+lwubueb2PNkjLWJhSYcunyNfUc7hnhcM/xvLQvIiIiIiIylanmZPqZmd0CnAX8Cng/0OCc+5Jz7vo01v04cLpzbpVzrhC4BdicFLMZeLv/++uB+83MnHNL/InDcc6tBk4H9s1kw0QkP9r6w7O6slxcU3UJx/rCGcwoM3qHR3l0fw+vyPGE34ku17xMIiIiIiIyj03VkwkAMxs2s++a2Y14vZGeAv4mjeeNAe8FtuBNFP7fZrbNOfcJ59xr/LCvAXXOuT3AB4EP+ctfCjzrnHsab0Lw95jZi28wo8gC1D4QZmnV7ItMzdUltPbPv55M973QwXjMuGFD/opMaxvKqS8v4uG9XXnLQUREREREZDJTzcl0CjPrxZsD6fY04+8A7kha9pGE38PAzSme92PgxzPJTUTyLxwdp/d4dE49mZqritmyLUwsZhnMbO7uer6N5qpizllWlbccnHNcvqaOh/d2Yza/Xh8REREREZFpezKJiKSrfcAb5tY4lyJTdQmjYzG6h0czldacDUfGeHB3J9evX4pzM5maLvMuX1NHx2CEvZ3Dec1DREREREQkmYpMIpIxbf1ekWkuw+Wa/Ocem0dD5n6zq5PIWCyv8zHFbYrPy7RP8zKJiIiIiMj8oiKTiGRMm9+TaU7D5apLAGidR1eY27KtjZrSEBevrMl3KiyvLWVZdQmPaF4mERERERGZZ1RkEpGMiQ+Xm+vE3wCt8+QKc6NjMe7f0cG1ZzdSEMz/R6Zzjk1r6nhkbzcxzcskIiIiIiLzSP7PmERk0TjWH6asMEhFcWjW66gpDVEcCsybnkwP7+1iMDKW16vKJbt8TR29x6NseaGH7qFIvtMREREREREBZnh1ORGRqbQPhGmcQy8m8HrqNFeVcKx/fvRk2rKtnbLCIFesrc93KhOuXFtPcSjAJ+85xCfvOURTVTHrmytZ31zFhmVVrG+upKmqOO+TlIuIiIiIyIuLikwikjFt/eE5zccU11xdwtF50JNpPGbcs72Nq89qoDgUzHc6Exoqi3nsw9fywLP7aIuEeP5oP9taB7j/hQ5i/gi62rLCicLT+lpHU5O9aIpOHYNhfvZ8F2cNBFlVX05LTQmheTDUUURERERksVORSUQypn0gwqWraue8nqaqYh7Y3ZmBjObmyUO9dA2NzouryiWrLA5xYUsFzc3NE8tGRsfZ0TbAtqP9PH90gG3H+vnaQ/uIjhv/+kArt1yynNdf1EJ9eVEeM8+uu55v47afPEvv8ShwGICCgOO02lJW1Zexqr6MlfVlrPZ/z0RRVEREREREPCoyiUhGxMxoHwjPadLvuObqEjoGI0THYxnIbPa2PN9GYTDANWcuyWse6SopDHLh8houXH7iKnjh6DjffXAHd+0e5B/vfIHPbNnJ9esbueXi5Vy5tp5AYOa9m+bjhONDkTE++Yvt/OCJw2xYVsm/3LiKmto69ncdZ3/XEPu7htnXOczDe7sIR0/sVyWhIBe1lPHajTGuPbuRqtLZzycWGRvnyYN99PUOvah6jomIiIiIxKnIJCIZ0Xt8jLGYZajIVIwZdA1HWZGB3GbDzLhrWxtXrK2b00Tm+VYcCnLDWbX80cs2sKdjiB88fogfbT3CHc+1cVptCW/ceBo3bzyNxqQePWZG52CEPR1D7Okc8n76t66hCKfV7mJ1fRlrlpSzekk5a5aUsaahnLqywpwXV7Ye7OUDP3iaw73H+bNr1vC+l59BV0cbzc21XLTi5J51sZjRPhhmf+cw+7uHeeHYIFueb+Uvf/gMBQHHFWvreeWGpVy/fim1ZYVTtmtm7O4Y4sHdXTy4u5NH9/UwEh0H4LInu/nrG846qeAnIiIiIrLYqcgkIhnRORwFOKVYMRvN1SUAtA1G57yu2drdNcKR3hHee83avOWQaWsbyvnwq9Zx6yvO5O5t7XzvsUN85u5dfPbe3bzsrAbWVAfojnROFJUGw2MTzy0vKmBNQzkvOX0JpS5KbzTA3s5hHt7bTWTsRM+gymIvbnV9OauXlFFqYc4cKaSxspjGymLKizL3byc6HuML9+/hP+7fTVNVCT941yYumWa4ZiDgaKoqoamqhMv9ydzffXENneOl3Pl8G3c+f4wP/eQ5Pvyz57l0VS2v3LCUV6xfSoO/X3cNRfjtni4e2NXFQ3s6aR/wru63ur6Mmze2cOXaenYcaufbWzv4g//7MNee3citrziDs5ZWZmy7RURERETmKxWZRCQjOoe8glAm5rhpqvKKTB2Do3Ne12w9sLefgINr1zXmLYdsKSoIcuN5zdx4XjMHuob5/uOH+dHWw9yzfZT68iLWNpRx0/nNrF1SztqGCtY2lNNYWTTRQ6m1tXViLqhYzGjtH2Fv5zB7O4bY1zXE3o5hHtrTyY+fPOK3eHCi7bLCII2VxTRUFk0UnhoqiqgJRrimqn7a3kNx+zqH+MAPnuaZI/287sIWPvaadbPucRZwjguW13DB8hpue+VZbGsd4M7nj3Hn82383c+38ZHN27hoeQ39w2F2d3kT0leXhrhiTT0vOb2eK0+vp6WmdGJ9G2pi/O+Xrefrv93PVx7Yxys//yA3ndfMB687k+V1pZOlISIiIiKy4KnIJCIZ0TnkFYQyNVwOoD2PRaZf7+1j48raRT1JNsDK+jI+9Mqz+Mvrz2DfoSOcuWr5jJ4fCDhaakppqSnlqjNOnrtqKDLGc3sOYcWVdAxEaB8I0z4QoX0wTMdAmKcO9dE+ED7RE2rzPk6rLeG8lmrOP62ac1uq2bCsktLCE/+qzIzvPnqIT/5yO4UFAb745gt51blNc34d4pxzbFhWxYZlVdx6/Zns7hjizufauGdHG+VFQf7qFWdy5dp6NiyrIjjFfFZlRQW892Wn89bLVvCl3+zlG789wC+fPcabLlnOn79s7UTPKBERERGRxURFJhHJiM7hKMGAy0hRprSwgOrSEJu3dXNoaCtlhQWUFxdQUeT9LC8KnXQ/EI5kdKLl/V3D7OsO85ZNqzOyvoUgFAxQkcGhbOANsVtRU0xzc/2kMWZG3/Eov922n6MjBTxzpI+nDvXxy2ePARBwcEZjBee1VHPuaVXc+fQhHto/wJVr6/nMzedlpKg5GeccZzRWcEZjBe+79vSTenClq7q0kNteeTZ/dMUq/v2+3XzvsUP8cOth3nH5Kn7/zFJmtrYXj+6hCMcGRpnhyy0iIiIieaYik4hkROdQlIaKoil7d8zEH16+irufO8Ku9iGGwmMMRcYYHh1jsgubNVXt4+KVtVyyqpZLV9WytqF81kWnLdvaAHjF+sU3VG6+cc5RU1bIhS0VvDqhotA1FOHZI308fbifZ4/0cff2Nn7wxGEKg46PvHod77h85ayujJcvjZXF/P1rz+FdL13Nv92zi688sJevPuhYUrGb2rJC6sqLqC8rnPi9rryQuvjy8kIm3fEXmb2dQ3z1wX38eOtRRsdjvOT0dt562QpeflYDBcFAvtMTERERkWmoyCSyAIwmTKw8X3UORTMy6Xfc+649nZvXlZ3UcyQWM45Hx/2iU5RBv/j09J5WdvaO87t93Wx+phWAmtLQRNHpklW1rGuafuJlM2MsZtz1fBtnLik5aZ4dya368iJedlYjLzvLK/SZGYd7Rujr6eTc0/N1zcG5W1FXxudvuYD3XLWG7z60izAhuodH6R4eZV+nd+W+cPTU93tJKMDZTQc4u6mSdc2VnN1UyVlLK04aSriQbT3Yy1d+s5d7drQTCga4eWMLpS7KL3f08u5vb6W5qpg3X7qcN168nCUV+R3CamYc7D7OY/t7ONjWxdr2GA0VxTRWFtFQWUxFUUHOr7AoIiIiMl8sjqNTkUVqT8cQn75jB/dTfdXyAAAgAElEQVS90ME5yw5w3bpGrj27kbObKubdSUznUJSzmsuy2kYg4CgvKvCvUHaioLWmLEpzczNmxqGe4zy6v4fH9/fw2IEe7t7eDngTTq+tL6aw8ACRsRjh6DiRsRiRaIzI2PjEspjfYeSPL8vcPD8yd845lteVUhCZ3eTe883ZTZX8yRXNKYffHR8do3vIKzx1D0XoGIzw5N42Dg6Ms/mZVv7fo4cAcA5W1ZUlFJ4qqCJC41LLWI/CbIrFjPte6OArv9nLEwd7qSoJ8d5r1vK2TStZUlFEa2srf3Pj+dy7o4Pv/O4gn7l7F5+/bze/d04Tb9u0gguX1+TkczAWM3Z1DPLY/p6Jz5aOwUhCROtJ8cWhgDepfUUxSyqLaKwoptRFOKc3wMq6MlbUlVIcCmY9bxEREZF8UJFJZB7qGR7l8/fu4juPHqI0FOR159azr2+Mz967i3+7ZxctNSVce3Yj161r5JJVtYTmwTCSzuFRrs7i/DjpcM6xoq6MFXVlvGHjaQC0D4R5bH8Pj+3v4dlDXd7cQ8UhigoC/i1IUShAcSg4say0sIArl+njUfKjtLCA0toCTqs90ZPuqpaCiULq0b4RtrcOsOPYIDuODfDc0X7+57ljE7GFBS+wsq6U1fXlrFpSxqr6MtYsKWNVfTk1paG8F6hHx2L84PFD3P7APvZ2DrOsuoSP3riON2w8jbKkecEKggFu2LCUGzYsZW/nEN/53UF+tPUIP3+6lXVNlfyvTSvY2OAYCEcZGIkyMDLGYDjKQHjMux/2ejwOjEQZHh1jLBKmqW7Qm9OtOESF/7O8qIBK//fSoiDb24b55Z69PLa/h8cP9NI/4l09s6mqmE1r6iaG5dpwH8HyGjoGvYntOwYidAz6E9wPhNnROsCvBzoYHh2Hh04Uo5qqillZV8bK+jJW1pX6P70ClIiIiMhCprMokXkkMjbOtx4+yL/fv5vhyBhvvnQ577/2DEYHumlubqZjMMz9Ozq4d0c733vsEN94+AAVxQVcc2YD165r5Oozl0zfSBZ48yXFsjoJ82w1VhZz43nN3Hhe84wmbm5tbZ0+SCTHnDtxNb/r1y+dWD4YjrKzbZAndh2hdyzEvq5hdncMct8L7UTHT8znVFUSYvWSMhpKHKc3D7KspoRl1SW01JTQXF2SkR420fEYfcej9I+M0ns8St/xKL3HR+k/HqVjMMxPnzxM1/AY65sr+fwt5/Oqc5rSmm9pzZJyPnrjev7qFWfys6da+dYjB7jtJ8/5jz475XNLC4OUFRUwEhljONqZ9hRXq+rLuGH90olhty01JScV6VpbB2leUs7qJeVTrmfn/kNEQpXs7xrmYPdxDnQNc6B7mC3b2ugZPvkqmiWhAFUlO6gsKaCyOERlSYjK4gKqSuK/h6gsKSA8PMjSXq9AXlwQoCgUpDgUoDheOC8IUhwKYi+S+bxERERkflCRSWQeMPPmAfr0nS9wqOc4V5+5hP/ze2dzRmMFAK0DXlxDRTG3XLKcWy5ZzvHRMR7a3cW9O9q5b0cHm59pJRhwVBcHqSnfTVVJaOKWeIISXxYeGqRptIeiggCF8R49E79790PB9Ho8tPWHAViqy7KL5EVFcYiNK2tpLgyfVEgdG49xtG+EfZ3D7OsaZn/XEPs6h3mmdZB7d/cxHju5AFFfXsSyGq/o1FJdQigWpmTnccLRcf8WYyTh9/jykeg4PUNhBiPPMRQZmzTPgoDjgmXlfO6WdVyxtm5WvapKCwt486XLedMlp7H1YC93PbWfpfU1E8WXiuIThZjKYu9KlPHenq2trSxd2sTwqDef22D4RM+nofCYP89blJJYmFdctIaGisx8plUUFXBmczXntlSf8lj/SJSD3cMc6D7Ooe5hjnT2EgsWMTAyxkDYK8zt6Rib6K118p/swLRtFwQcjZU7WVrlzRvVWFlMY2UxS/2fjZVF8/ILAhEREVmYslpkcs7dAHweCAJfNbN/THq8CPgWcBHQDbzRzA74j90GvBMYB/7CzLZkM1dZ+MZjxujYifl1OgZHKTsepaTQK5bke4jIZJ453Men/mc7jx/o5YzGcr75R5dw1RnT90gqLSzg+vVLuX79UsZjxtOHe/nNri4OtPUwFgjRP+KdnOzuGKT/eJTBSKors+2Ztp2SUICa0h1UlRZS7ReoqktDVJWGqC4ppLo0RPuAV2TK5MTfIjJ3BcHAxBDSaxKWt7a20tC4lPbBCEd6jnO0b4SjvSMc6R2ZGI53z/b2iYsOOIffMyZAScjrIRPvOVMSClJZEqKlIkhzfRU1pd7nQrX/mXHivjcs7dixYzQ3189525xzKQtr0wkEnD9ULkRTVeqY1tbWjBWYplNVEuLclhMFqKl6XJoZw6PjXmHqyDEqa+qIjHkFv/jPxAJgZCzGkc4ejsdCtPWHeaFtkN/s7PSG7yUpDQWoKXvB/zKiIOFLCv/LidLQxJcVY8PDRAqHqfbvz2QOsMjYOL3DUXqGR73b8VE6urpp6nKUFPo9s0JBSuK3wqC37xUG1CtLRERkAchakck5FwS+CFwHHAEed85tNrPtCWHvBHrNbK1z7hbgn4A3OufWAbcA64Fm4F7n3BlmdupR0SLz1Qf38YunDtFY3Up1afzgvND/PURVSSE1Zd7ykeg4I6PjGIYZxA+9zAzDv+K1gWH0Ho8SHAgzFjPGxmP+T2MsFvN/esu7ugY5FO4mfrgYL8w4R8Iy6Owc4lC4m/GY99yY/3M8FvN/euvv7uml8sgY42bEzJtANWbe42Z4v5v3/J6+AULF/d5kzGPj/oTMJ4pG8Qmah0YixNwuIvGJm/2YxCEhJ2wDIBhwlPoHq6WFQUoKCyj1f2c8SmV5G4XBAKGgIxT0evN49/1bgaMwGGBwcIDaA6MEnHeiEnCOoHP+7147zjn6e3up6To5E8epB+Gbtx5gy85e6ssL+YfXnsMbNrbM6jLdwYDjohW1XLSidtITlPGYMRQeo38kSv9IlEPH2qmsriESjTE6fuI1Hx2PJfwcp72nn/Fg0cTwl72dQ/SNROk/HmV0/MRVsBxoPhGRBaQgGGBZtTdcLpVYzNhz8AgrTmumMBiYtlA/k+GoMjvOnbj4gTteTHPzJFWyBK2tJaf8XYYiY7T1h2kf8G5tA2H/C4pCBvz/Efu7hhkY8f5njERTHX7tmvitsriA6tLCE19C+AWq3oEhwnb0REFpeHSKnm6Hpt2WgIOigucoDnm9bZN/FiX8DI+MUFzSNnEcBN5xUbxOFV8WCUcoL2sjGHAEA44C/6f3e2Di9+HhIcrL+09OKMVhx8DgEMWlvScdW43HjKh/jBQdt4ljp9FImNKSowSc97cNOAg479jC+ccUAeeIRkaoqexJub3FCdvd39dPVU+A8diJY6uTfvd/dvf2UbEvMrFsPJbwuH+sFl/e3TeAC3UyMjrO8dGxiWPP4/4t3pOxoSzEBSs7OGdZFee2VLGuuXLRXP1SRERmJpuf/pcAe8xsH4Bz7vvATUBikekm4GP+7z8C/sN5R7E3Ad83swiw3zm3x1/fI1nMd14oLAgQcI5DPcd55og3n8XUl6+feh6Kkz2fZtz0vVs8u2fQdnomJmP2J2FOnIy5qCDoFdyKoKq8zI9LHuYVnFje399PYUk54eiJg6GR0XGOR8cZ8Q+UhiJjDB6P0Do4xuh4jOiYER33CizR8RMHgyc7mubWHJg2ojDo+NOr1/AnV6+hoji7V80KBpz3TXSp105dYJjm5ul7TE124mhmhKMx+kZGvTlXurtonuRkVUQWHu9qjkGKCnQltMWmvKiAtQ3lrG04MZfUVEXCyNj4RMGpfyTK/qNtBEsq6PPn3Iov7zs+St9IlKO9I/SNRClwxpLKEmrLCllRV0pNaSF1ZYXUlhdSW1pIbZl36+vpoqq2npFRr2AxEh0n4v8cGY1NFDI6e/ooLCnzemlFY4THxid6bIX9/+ldQ6NExsYZGxujoCCKwyvgJH5RFr/nHERGo7iBqFeMiVmKL8+8L+RiMcO5rlNem1NqrwahggAFAUdBMP7TK1jFC1ihYIBAwBEdHWd4LELML+6Y2cTvMfO+jBuPGeHRKGM2NDE89ZTDklmZ/FgmkFDgKipwlBeFKCn0v6gLeQXF5uoTPc2KCoLsau3h4b1d/PSpoxPrOL2hgg1+0emclirWNVVmInEREZnnsllkWgYcTrh/BLh0shgzG3PO9QN1/vLfJT13WfZSnT/etmkl164onDjQi5/I9x4f9Q/mvAO43uOjHGnvobKycqKXUfKBk/fTWzI8OEBtbTUh/1u5iQOeoDvpQKinu5u6ujqvbT8nS/oWEKC7u5vGhnr/Wz4IJhw8FSR8A9jZ2UFzU+PEN3OJvX2CgZO/tetsP8ayZdP/mdP9tjxTceOxE4Wn1tZjNDR6w9NidnKvrMRl7e0dNDQ0nLSeVMeEY0O9rFuzfNoc5yPnnH/QWUJTVQmtNpTvlEREJAuKCoIsqQiypKIIgKbQSGb/D48P0uzPQZiJ9c2o7TzFzWWd0fHYRGFt4mc0RltHB0sbGvzeV97xVbxYFEzoodXR3s6ypiYCAU5+3O9BdfLk9jPLsX0gzHNH+nn2aD/PHenjN7s6+PGTRwCvrZqSAgqCO6Zd3/j4OME04mYSm6845fjiyXExbYtyzFyOb76gnr94kfX0XtD9WJ1z7wLeBdDS0rJorgbV09OTcnk1UF0KlAJ1IXrKQtTWptdzpKcnSG1tck8Zfzwd4E19BVXhKLWlo0yndnSM2pIUceavyu9ZXzQ2hA0XJi6aVG9vb1rzJk32+mQ7DmDs+ADh/pPfNvHBbYnf9Ve5EcrGB6dve2Qgrf12Jjnm6/VRjrmNy2fbyjG3cflsWznmNi6fbSvH3MZlap0OKPFvsYIw1QxBDO+WJH4sFhsZYLgvvVOA2eS4rhrWVZdzy/pyzJbRORRlR8dxXug4zrGeYYqKiqZdXyQSSStuJrH5ilOOL54cF9O2KMfM5VgRGF00dYp0ZbPIdBQ4LeF+C6f2zY3HHHHOFQBVeBOAp/NczOx24HaAjRs32mKaCyLdbZnJNmd6ncpxfsbls23lmNu4fLatHHMbl8+2lWNu4/LZtnLMbVw+285ljsuA88/0fp9PPcJyFaccXzw5LqZtUY65z3ExmfkMw+l7HDjdObfKOVeIN5H35qSYzcDb/d9fD9xv3qVDNgO3OOeKnHOrgNOBx7KYq4iIiIiIiIiIzEHWejL5cyy9F9iCN5Lov8xsm3PuE8ATZrYZ+BrwbX9i7x68QhR+3H/jTRI+BvzZi+HKciIiIiIiIiIiC1VW52QyszuAO5KWfSTh9zBw8yTP/Xvg77OZn4iIiIiIiIiIZIYzy8h1UPPOOdcJHMx3HhlSD5x6ndzZx2Vjncpxfsbls23lmNu4fLatHHMbl8+2lWNu4/LZtnLMbVw+21aOuY3LZ9vKcX7G5bNt5ZjbuJnGzmcrzGxJWpFmpts8u+ENJ8xYXDbWqRznZ5xyVI7zKU45Ksf5FKccleN8ilOOynE+xSlHbct8avvFmuNiumVz4m8REREREREREXmRUJFJRERERERERETmTEWm+en2DMdlY53KcX7G5bNt5ZjbuHy2rRxzG5fPtpVjbuPy2bZyzG1cPttWjrmNy2fbynF+xuWzbeWY27iZxi4Ki2bibxERERERERERyR/1ZBIRERERERERkTlTkUlEREREREREROZMRSYREREREREREZmzgnwnINnnnCs1s+NpxgaAcjMbmOTxEmC5me3MZI7T5BQEvmVmb0kj7p/M7NbcZCb55py7EjjdzL7unFuCt+/uTxFXbGbhNNZXBoyYWcw5dwZwFnCnmUUznvypbReZWWSqZc45B7SY2eFp1pVWXDZy9Je9HHjYzEYy2f5i4ZxbAxwxs4hz7mrgXLzPuL4Usenu40GgkYT/62Z2aA7trvDbvdf/3C8ws8E5bHNa+06mOefeCTxgZrvTiE379ckX59xFZrY1admrzeyXScu+bWb/a7plWcwzp8cKzrnaNMJiiX9L59x5wEv8uw+a2TNzzGF5quXJ78MZrC9v79dZ5lsDnGZmz+ayXZkfnHMXphEWNbPn8tU2EEonLhs5piufr6NIJmni7zxzzv1BGmFhM7tjFuu+HPgq3knJcv+A6t1m9qdJcd8F3gOMA48DlcDnzexfkuJuBD4DFJrZKufc+cAnzOw1KdouBt4JrAeK48vN7I+S4t4HfB0Y9HO9APiQmd2dFPcQ8DIzG51mm39nZpdN8Xg6Bz+dZvby2Ry0Ztp0JwrOuZvN7IfOuVWpTjzn2PYVZvbb6ZbNcJ3TnjCne2DtnPsosBE408zOcM41Az80sytStLsHaAce9G8PmVl/iriteCcdNcBv8d4Po8kFTufcfWb28kwt85c/aWYXprHsOTM7J/n5KdY3ZZxz7q/N7J+dc18ATvlHYGZ/MYccvwlsAnrwXu8H8F7z3qS47wC/wTvBeyFFe1MebJnZk5Ns2zJgBScXXB7wH/sFKbY3Ie6kzzO/YPcWYLWZfcI/kVxqZo/NNkfn3NN4++5K4A7g58B6M/u9pLi09nHn3J8DH8Xbx2MnmrZzZ9nuHwPvAmrNbI1z7nTgyyn25Slfm6TYKfedmb6OzrkW4AvAlXh/zweB95nZkaS4j+O9p1cCW/H2xQfN7OkUOab7+qT7Xk+1r/UDTwBfSSx8z2B7ngTeZmbP+/ffBLzfzC5Njkt8vf0i5HNmti5hWcr3flzyZ4Bz7grgaTMbds69FbgQ71jhYFJcWscKzrmbgbvMbNA597f++j41yXumEfgHoNnMXumcWwdsMrOv+Y+HgVbATbY9QNDMlvvx7wP+GPiJ/9hrgdvN7AuzeW385zznP8fhHfesAnaa2fqkuCLgdXj7WeJn1CeS4jL9fk3r7+fHXoa3P54NFAJBYNjMKpPifg28xt+OrUAH8Fsz+6D/eFrHuHhf6Exn2My+kul1AmVZaLt42qjs5fjBNNfZmUbcTHL8DN4x01TvwVVAOvmFzeyOGbzeP0iz7bo85pjuPpHutmQjx4zuj6S5j+U5x2y8/9P+PEsjbsFSkSnPnHPdeAcOU32YvNTM1iQ8J60De+fco8Drgc1mdoG/7Hkz25AU97SZne+cewveQceHgK0pTlC2Ai8Dfp2wvpQnss65HwIvAG8GPuHnu8PM3pcU94yZneecewXwbuDvgG+nOBn5Ft7Bzma8DwUAzOzfkuK+BCwDfpgU9xP/8W3ASQdoyan7r9e56R60As8wg5NWP490/4ZTnijEH091Apdy4zJ7UjjTE5R0T5jTPbB+Gq8o+WTC/vhs8n6bEL8c72TzCrx9oM/Mzk+1ff5Je4lfhHk6Hue84mkp8Cvgak7sG5V4J0tnzSTOj12Kt89+B+/9khj75cRYP/6bwH+Y2eOptjPdOOfcjWb2C+fc21M9bmbfnG2OCc9rxvsMuhXv5LAg6fFr8P4mLwHWAE/h9Tr5vP/4r6bYRDOzl6Vo85+ANwLb8Qrn8djX+I9f5S/7A2Cpv00AbwLazewDSev7El7h5mVmdrbzvq2/28wuTsqxGG+/fQbv9TkXeMLMNqXIMb6f/RXeAdYXnHNPxffjhLi09nHnFVEvNbPuKV6vmbZ7CfDoVJ/10702fkxa+85MX0fn3D3Ad4Fv+4veCrzFzK6bZNtL8IoKtwLLzCw409dnJu9rP/7zwBLge/6iNwIDeJ+blZbwBUK62+OcWw38CO+1fAnwNuDV5hfNnXO3Af8HKAHiPZgdMIpXRLktYV3x9/4VwDq8kxuAm4HtZvaepLafBc7D+5t8A++LoTeY2VVJcWkdK8T3Zed9+fAp4F+AjyQXzPzYO/G+kPqwf8xQADwVX2eq/TjFOhL/ls/iFamG/ftlwCPx99Zkn4txiZ+PU7R3IfCnZva/k5bfhVds3MqJzyjM7F+T4jL9fk3r7+fHPgHcgncstRFvPzsjcf/x454yswucc/8brxfTRxM/o9I9xsV7X31pmri3+McOGV0nUJGFtqvzmOOxNNdZl+Ecj6T6n5zIOXc/3j6Y1nnPDF7vg2m2TR5zTHefSHdbspFjRvdH0tzH8pxjNt7/aX+eTfH4gqfhcvl3pyX17knmvG/7E/1f/AN7vALOIPBj4OKkOMzssFdXmDCeHAOEnHMh4PfxTkqjzrlUxYOomfUnrW+yIsNaM7vZOXeTmX3Teb2lHky1ef7P38MrLm1zSQ349vq3AN4HwmSKgW681yYxx/i3le+2FN/anZSQc/GeXjvSOWjF+/YGJjlpneSpU/4NE08UnHPxoYsTJwoJ6+l2zt0NrHLObU5uJEWBa9p9xzm3CbgcWOJO/kasEq+oFveE/zPlCUqKbX4t/gmzn1urcy7V3zJmZmPOudcCX4gfWKeIGzUzi++r/klCSs7rJXAF3knZecA24KHUoW4T3j+ed/rLErf53cD7gWa8E4T4vjoA/Mcs4gBeAbwDaAESi6aDePtAskuBtzjnDuIVUh0peq1MF2dmv/B/Tnmy5BcTn0jI8V+TtueUHJ33LflLgHOALn+bT3n/m9mvnHMP4O1/1+D1qFwPfN5//JqpcpvE7+MVMlMOwzKz3/g5/quZbUx46Bf+iVWyS/0Tvaf85/c65woT1neNv76fABea34XdObcB+NgkOUad1wPl7cCN/rJU3fjT3ccP4520TifddiNmNhr/KPZP6FN91k/52vgS9+/Efeek/XsWr+MSM/t6wv1vOOfenxzkvB4yVwDleEXMW0n9vwimf31m8r4GuDyx4Ia3jz1uZhc77wuPGW+Pme1zzt0C/Aw4BFxvCcNSzezTwKedc59OLgikWNc3AZxzfwJcaWZj/v0vk/o1GvP3x5vwjhW+5rzhiMnSPVaIH4+8Cq8A9j/OuU9Nkm69mf23/78R/39E4vHMKcXcOOdcoXm9oBNjHCcfD42TcEKQThFpOmb2pHPulIIZ3lDmG9JYRabfr+n+/eL573HOBc1sHPi6/z5P3qcKnHNNwBuAD6dYTbrHuK2W1JMrRVz88y/j68xC26f03M9hjt9OM7Y5kzma2V9PFQNegcc5950ZnPek9Xqb2VvTaXu6mGzm6K87Y9uSpRwzvT+mu4/lM8dsvP9n8nm2eJmZbnm8AZfN4jlP+j+fSlj2TIq4H+EVC57EOzC5Ffh+iri/AI7i9RpxeMNMHkwR9zW8b0+fBU7H60r95UlyfMz/+QCwAagH9qWI+zpwN7Abr/JbgdeLarJtrwQq5vB6XzfFY/+UdL94itjC5Bi8b9uT405ZNsO/4aen2Z5C4DL/9bsq+Tabdv3nfhQ45v+M3z6IN9QteZ2/w5v/IX4/BPxuin0inkMZ8GyKuEfxCnTPA6v8Zc+niLsV+AqwD6+HwiPAn0/yOsX89d40zet5FV5vub/x768G/j1FXMp2Zhvnx74uzbgVqW6zjUujvSdnkWOX/3r/IbByirj7/P3ns3hF2oZJ4kqBv8U7EQXv8+fVk8TeiTcMc7ocd+D16IvfX4VXWE61PwYT9tslie+fhLht6Szzl68D/h14U0LbfzPbfRzvs/khvBPAD8Zvc2j3n/EKQC8A1wE/Bf5+tq/NDPedtF5Hf995q99+0P/9vlT7L/AY3mfY1UDRFG2n+/qk+/7fgTcvUfz+8vg+lvw6Tbc9wHN4/3vjtzZgZ/x+irZfmuo2SZ478YZaxe/X4A3zSo77jb+P7cL7QiWA17M21f447bEC8MuE/bsaKCLF/0E/9td434rH97XLgN8kPP6RSZ5XhdejKnn5B/F6y30M+DjwNN6ww/jjv8D7X5DyNklbH0y43YrXM21LirjbgXPS2H8y/X5N6+/nxz6Ad3zxLX/9H0j1t8H7UulZ4P/691cDP07n/aHb4rvhdV64Efgr//ZqEo4P50Pb+cxxIbyOuumWqZuGy+WZS3OYU9JzHsUrHj1u3rfIS/CGKCR3oa7H6xFwLV7x6G68OR6mHFLhP7fA/G81E5aV4n1Tdb2/vi3AJy3FhMp+1+kf4/Vk+Abet8h/Z0njT5030fj5eAWoPufNg9RiSRNHOuc24hWk4j1f+oE/slMnQF3tb/NleN/kPYJ34Ljff3wX8AEz+5+kHP4Lb9jYDQnLP2IpKtHOuSrg52Z2ddLyHcCrzGyff38VcIeZnZ1iHen+DdOdA2OJmXU658oBzGwouc2ZtOvHroi346aYEN45txNv2EGPf78Gr8h0ZlLcrXgnHNcBnwb+CPiu+XNgJMStw+vR8oiZfc9/Hd9gZv+Uou3rSNgfzeyeSbb7PLy5Tl6Kd6K3G+8E5Wup4tPh97BYx8lzjn1rtnF+7Ks4dR6zVPvghZyYu+W3NvncRGnFTcV5c8B8zr87YmY/TPN56/Fe7yvx/u477dT5xT4LXARE8ObAegDv7z6SFPcDvJ4jbzOzDf5n0cOWNNzRj/0xXm+1+/z1AimHb96Ad7K3jxPF9Xeb2ZakuLfgDXO6EPgm3vC/v01+HZxz38PrMRb/Vu4teO+ZN03xMk0rnX3ceUNRT2FmH59lmwG8nnyJ7f5niri0Xhs/NnH+vf/0n5Nq/r20XkfnTXT8BbzeKQY8jFf8OWWye+dcJV5vpivxToo7zOzKtF6Mk9fzUv/XUTP7XRrxvwd8Ga8XrsMrEvwpXsHkj83scwmxU26P//ikUvxP+EXC3WK84VRbLfUQ0z/EK7b8ys/zpcDHLKk3j/OGPr4Z7//Hg84bgnx18udZ0rECeMcKn0o+VvDjbsArdOz2e8Sck7xP+LEX4r0+G/C+gFgC3Gz+ZN3O69H7uJl9OOE5jX7bP5nmcxS8L9aeSnjsquT4ROb3iExaX+L7cAw4gFdwSd7u7cBaYD/eZ9RkvVHTkur9CnzVkg7w0/37+bEr8HpiF+IVmKrwCkl7ZpFfnd9ufDjpDuB7yceizrkz8eaWSmRVbdIAACAASURBVIz7T0sxeXym15mltvOZY7rrzFiOzpsL8X68LyifwtsXL8AraF5jZq0zbTfd2HTbzmeOmd6WLOaY0f1xgeSYt8+exUxFpjybZZEp3ZOeJWY26aRrzrm3mtl33CSTBFrSfEeZ5Jx7u3nD6NItojwL/JmZPejfvxLvgCd5bpLfAV/kxBwYt+AdqF/qP74Kr6fDbWb2U+fNsfEjvKLVOyzhKmIzPWhN96TVj033b5juHBgb8ObyqPXb7gTebv7ksDNt149Nd0L4tE5Q/Nh0i0IZvzKRX4C7Em8Y11sBzGyF/9jnzOz9bpJJoe3UCWvjvSLW4fUAfCXexNavn02cH/tlvB471+D9nV+P1/vrnUlxH8E7UY4PAf19vLmtPjWbuOn4Raaf+3cH0/lcSDipvwrv9a7HKzy+fZL4CrwhVbfiFXuLkh5/wsw2upPnVHnGzM5Lsa6UbUyyPxZx4gDgBZtkiJ1z7izg5Xj77X1mtiNFTDHwJ3j7P3gFsy/ZyZM7/7eZvcGdmCA4OcdZnWQmrD9lkXmm7Trn3mf+vFhTLfOXT/va+HGJ8++9B69nWqr596Z9Hf24tC5M4H82vgRvX9yIN7TwQTP7SEJMWq+Pc+7r/qI+S5q7azJJ+9jO5O2YyfY4b06+bTbJHGjT5HEa8Dkze90kjy/FG2IL3tw+bTNtY7accw2cXFg/5Wps/us4DpyJt6/tBALx92zC//JdZvZB501+fSfwGTP7cor1JV5g4hq8L8QyciXByd6HCY+nLBimOO65Au9/6wq8ng3xYtTqpLg/AP5nss+vbHDO/djMXuec+2e8+bRGgLvwjlU+YGbf8ePOxjth3sLJJ8zX4c3l9oIftwnvf9VXkuL+GPgDSyjqZnqdWWo7nzmmu85M5/gNvOP5ieK5v/wvgIvi///TbXeGOabbdj5zzPS2ZCPHjO6PCyTHvH32LHo2D7pTvZhvQB8z7JLtP+8s4M+A9wJnTxKzC6/30juB6hSPv9v/+dFUtxTxZ+AVUe7Ge5PdD9w/y+2Od3l/Fu/Ndx7eG/HPSOgCnxCfanjKkymWpRo2kDwcrAVvTp734A0x+ewkORbjdef/N//+6cAe4D1TbFeRvy3nMcWwjBn8DeOv00eAd06x3Q/jfcMRv381Xk+PWbXrxz3t/3wL3lwqoVSvrx+zFLjJvy2d43viRrwTiP3+/fNTvRfwhlftxisQDuD1kBiYZJ1P4A03+QpegWlF0uMX+T+vSnVLsb7n8IYaPOPfbwTumW1c4r6b8LOc1MNWd3LyMM0SUg9tSSsujb9HyuFP0zznWbz5v96M1zNxsrj38v/ZO++4SYri/7/rCCdwcAQJ4iEgQUQFhSMoIAiCCIpIUAGVIKAiQVAEQb8kUTI/RFFJR1BQMhIkyQUROMJxcORwR1QQkAwS6/fHp+e2d3Zmt2ef3dvnudt6vfq1OzM13dUz3T3d1VWfEpbXw8B1aOxZv6R9zxX1h2UI7pcl+c6JLB4+DsxR0G5KU0Fev0bYOin1ngvhQZVd/0D4XbIotdvGQz3vAB4L6XYElt9uuUVjTJkb3GwIo+hDWWrRvk8Avtoiz6bPsYmMRecuB/ZDFpxzlORV6flU7AufCf3g21kaYH0uLXvGLeQwBOZddv2DQdYG1zqkGCdrf1Eqa4/XEs05kPtdkdvYZqF9v4aset6l3MW05fNB36iL0CbTY1k7K8lvMlLcLIvGyqOR5XGebzmkvLoXbSBNpcD1P/AW9cOPl/CujMa/3YGVS3juRxsTiyBXwYWAhQr4xoTyzqbArabq+0tsT3dkzzH8fhW5SY4kmnOFZ/e1gvu3JHKrQwrB9Qr41kU4KHQrzy6V3UsZU/PstIz3N2kvD1Qtt6KMqWX3UsZO16UbMna0PQ4RGXs29szsqecCzOqJEiwdSha34Z5lCAoMpEzYkwIlUri+OgITnoom298cgKx3oh3m1ZGLy6qExXkbeWUTlKZKFGRxswpy1/lDqO+6aAF7XMS3YEhHouh4S6EFwk+IcI2i/L6EAML/HJ1bpUDO5Elr4E9aUATeloszahgKD9EcA6MIK6EM2yJ1UXhPqP/5WVssKceQ4ub/wvGHgNWj6/mJbasFyu1oohrjRhVhMj1MEyVZjnfhdtt9Lp8Lw2+GL3U7svAyCiYGqXyBZ2L4vTm8n+HAwwV8Y6lfwM1PgbI3lS+hzjvEzxFhf5yMXExPB05vcu8ImuAjIculNWiBNYB2icYjC70/ITeU9Up41wt9dTyygplG/YJ5TJPUUBcEunslcnk6BhhdUu5mJChHKz77pDZOBSVzi3y2QVg0L1C/4TGWYryjPRD+1j1IsTiFckX0GBLw91o9R+RO9iNkkRRj4BxM+ZhXqnRs870MR+P8Aejb9X8UYAKhRf+N6Ht1Yki/zvFUqk9o068gd9DSDamsrJB+gzZU/lhSnyNDn7oivP/LBtJ2Kd4UKjp3J1KcZPOBzwGn5XgWQ3ON+9BOcPa9Xo9oLI2e237o234JzfHJsrnHTwgYWyUy3oAs9e5Cc4qDgUMH0g+BvZDL36EhTaEYa21ihWc+B+o7f0Lj36kDbectysue393h91Rg4+y9RnylGxvUL5gfTOHrRp5dKruXMqbm2WkZSzekqJ/PJZVbUcbUsnspY6fr0g0ZO9oeh4iMPRt7ZvbUjy7Xe3rFC3z7W9CFwGgzWxYpXv6KACY3yTO6QtPfYma/RMqmM6lhXQBgwuXZBSlmZo/uzSPov+Puv6soaxl5+H3FFC3mm8BnTdgCcfSUY3P3HVSQB2gR7zA9Osx3c3xZRJQ4v7uQZcmxEd90vIrIjXAimoj+A1g6O+85tyEzOxspACcThU5HwJnkePcIdXmGWlQbR6bmMX0dLWZ2cvenTRgKR9NIU83s59SHv546gHJBbetRtBCYEEz8GzCZaBGxzt2bRQMsoqLIRO8V8D3jJa45BfSWmR1HzQVnPFoopETkiilzU7jNzOZH2DK3A68i/K88pfIBXB54j0ZgxY4m7gCYorw5smq5xxTy3JEC5pY2+EaHsp5C/eN0pEB+ENjVAz6Ju58RyXgp6gfXURypMsu7zn3TzArdN939GBNe1vfC+/6HB4yVHN+1wW1vTdRm93L350qKPxZF3HogyLI8UhKvGvLasUzuInK52Z1pwovbEjjSzD7k7svlWA9Cz29cuG+yyT23gYJ7y5HIQsGoucHMl2NNbePzuPvYSOZxVhC5JKHcGxEOxPupHytfQeNlnvZCFkctcf6QRW2Gv/e6Cdeg6F20eo5zIuXl7NRHGn0ZuZjWkQlb5yw0lhmwhMlde0IBb+p7uZRaCPpmLkqjgRU9zCxLqFJ9gJ83ySumOFLiOwgz4p8lvE0jMsYUXPYWpX6ukHdvey/0kcfDPUtSHO3sbXd/3syGmdkwV7TJ/5fjSY2+GT+7XxecayjbFLnt2zSP3DaXu//dzMzlznawmd2OFIt5SuqHqC+s4e6vAZjZkei7cGKOb6yZHY02umJ8uQZsPVdU4L+h5zwXeqc75/kS318VutzM7kfuct8P88nYJfS1JvfG115J5OtGnt0ou5cypvJ2WsaRYQzNk6FNtqrlVuFNLbuXMna6Lt2QsdPtcSjI2MuxZ6amvpKp9/RoG/dkId63QGFoC0O8m3BRvopwiZZBEUdWL8gvaeGIwi/vFvKJJzz/baMOmQYhU6J8p0iJ4ukhzA/2tJDDv/QSHKACqjppTVlQZJS0OAvP5EJksg+yGri4gHUnFCHnIjTJ/Ec411a5oexsFzyjxwJ2RZ5SwpgDYPVA1Dd4BLQa0T1mti0wW8DV2BMtfrM8so/vbSZA6Euob48X0Uino53jr4XjbyHLiqIPeTPyUMZu4fj3ZnYVMJ/nwOqr8AXew8LfC83scuTqFivBskXj7dS3gXG5rFL5TkIL+vnR893b3Tc0sw3CtaKQ4HO7+35F8ufoZGQ9MBbAzNYL5z4TMwWMgV2p4Ub90cxO9hwYfKD3kCXT+4AVzYwiRQGyVJmO5eXuD5pZw+LRhFnVQF4ednZZ5Gq6JLKqyFNq2HZQtKYvJyiQUtt4kpK5VblhEf0YTcLB5+gJpGxpSe7+npmNArYNz2i8u19WwNr0OYZNmfFmdobnMGxiMrMT3X0PpJgoVTrmKPW9pIagvxtZ4vy7jKFqfdx9vAkbcLVw6RZ3/09BvmeGcXj5cKoZvt1UpGBpqmTKbVJkiv+iTYoDgRvMbDz61q+D+nmeXjThF00A/mRm/yE3AY+UvFu6+4Vlsnl1kPsdkcv84e4+LSgyzy7gezNsfj1kZrsjpfyIkjxT+6FRP9fKNnzylGFkjY7O1W2GAZjZF9Fcaj00zp9K7VsX86W+vxQyAHff34TL9JK7v2tmryG3+YwWsWLcT0OWsRktYWa/LuH7YO5cp/PsRtm9lDGVt9MyjqemsM1T/K1OLbcKb2rZvZSx03Xphoydbo9DQcZejj0zNfWVTD0mdy9c5JoAkn/i7hsWXE7dgbsTLU4Odfcy6wlIXzhuH373jc45NeuOBjIBdK+OTKrjiDH/BClRiHYnw45aYeStFrQXstJqRb81Rb4rIvcALB4Oqk5aWy4oIkpanJnZLmhyviBSFH4QRSvaIOZz9xeQMqYsn2zBlbwoDPc1RDtD1koxvR12Rz3cszAFlkfWCER9hpkVAVHvgRYpbxJCQCNg0Yzij+/r1CIYEWQoUjIt4/WAt4eY2eQCvlY0V1CUNZCZrZLtMJfx5PnCcamiKyhSLoJi4OoS2sxLwH1ztLy7/y2Uc6S7XxDK+buZHVNyz+Vmtom7X9ki79Qd/Z1J2NEPfXYvZM0wGVk03URusRXoNjM7lZrF5jept+rIKF7Mvg+50BYBeh+FlPWPIPyow7wYHLipcjRHqRZK85HWxlOVzEnlmtma6B18FFnazAa8lln0RJOsqcA4M7uCeiVYAzi8mR2BFCN/Cqf2NLNPu/sBOdak59hMIRNorfCbpHQMlPpebjSzT7j7lBZ87wfuNbNbqH8+m+UZU+tjZl9DGzHj0IT1RDPbN+u/GQXF7pkkWHChNjbZzJpGZCR9c+SqMAauGU790IstD7+CLGD2Rth/I8l9XywEKAGWKprcZ22tTGlcY5uuxM9O3Ev0zXRFoJ0ewdQCsDWq89yB9zDk0rc9xZTaD8cAE83sYvRuvoLwjPJCp26yfRuNTd9tYY1WxfJwOpnZQgX3nBOubRHxxdezMeoUyjfnTo3+71vCA43jd6fz7EbZvZQxlbejMnoTK+GgGK9abjJvatm9lDGVr8cydro9DgUZezn2zNTUjy7XYzJZhvwBYbBcgiY5Y9DE4/AiqwxLDPFuZpZiVWNmv0C4Aa0Wjin1ucXdVw//d0EA0xejRdJl7n5EuHaDu69tZq9Qv9tf5p7QqtzpUada8L1E/U4A1HbylnD32SLeSpNWMxuL3EFKFxTRJPljKEpO08VZUISsjrAZsqhaU9z9E81rWk9m9iRS5iWVG+5JjXaWGinvAQRw+r9wPBcCDf1IlbpE+SVFlwrnbwL2dfcbMj4UdSjVYiPL5xXKPxDuITx4aAtlNJ0v8I5pwVu0SGkmY2pfeA0pT0YirKG93P0Sk3vRse4+uuCeV4B5gLeALBJjQ38Ni6dJ1O/or+ruX83xTQFWi9rE+1BEx08U8aEIdZ80RTT7ZZGS3hSF6gdEoclRJMpWVhrDETjxernz30VYXGXueRlfHLbdUKSlurDt0YJsXaSQTrHCGzAFJdBpqeWa2W3IAvZ8ZEXxbaSU/Gm4HrstN1CRgt4UKfOT7v5eOJ4N4UvkI9vln+PVSLFXGJWtjCxEbjWz05HSO1M6bgfMFverqu/FEkPQh77UQF7dRT6uz53Ahh6sl4JS/zrPRVo0uXRt6zkLLndvsOCyxIiMYVzb0N3fSZD3g9SiomX5TcjxfAeY4O4PNcnnu+7+h7I2l7U1M/tRweV5kGvaQu5eZn1UVm7qOJpt4JCoeMzuy6x6QW7CRVa9hRs9Xm5t2arMlu8vKIOPcffnTC7V56H+MwfCmBwf+A5x94NKvl9J3y0zW83db23B8z5kXdgQAbfbeXaj7F7KWJF3wDKa3P+3RN4KH3X3xTtRbgpvatm9lDGVbzDI2KX2OKhl7OXYM7NQX8nUYzK5GO2NduW/iCbC+7v7bwaQZ1I49kjBY2gy9iZaOBYqeky7v3Fo6XHAH9z97YgnDjF+K7CJuz9rsmK4uapyJJWyCXhVvqBs+BmKfnO4R+4bVSetKQuKFoszz08ezWyiu6+RPVczmx0BblYybzezfyFlZlK54Z673H2l6HcEioqwTgFvSoj3sQg4/cVwPD9wUaxwCeevBbaO+BYA/uzuX8jxNbzzsnZgwv05CylUDPgvArRuwP9pRmb2C3f/mZl92N2L3CAyvq+5+3mt+ALvXu5+gpmtnSnBBkIV+sJ9wONoAbE36tvbI3eQXdy9zAonRYYF0I5+rOg52GVxF/PtE8rM3Po2B87wxtC9t7r7aial6xqusOP3uPvHWsixIHJtKnRRLJD5VndftuTactQv9PIL5mXc/ZEWZVRSKJrcy06kZpXzD6QMfLJZOQXlPo+w+1LLvc3dR2d9P5xLWnTn8okX4HchsPb/huMFgXFVx7IKZWdKmZZKxzbey5IljK2skdqmqD51mwwmV64789/W+N01O5dYdtXNkSPRxsM9RG5ZnrPgMrNDkCvd0kh5PwEpXNqxMo3znRdZ7XwHKUmO9QKXwhZ5VJ5TmNk/ECj8GOAcL8H8M7NlgCfDOPY54BPAWZ6zkLQWGz3WuFln8a83Wh62fH9x+wrf7J+4+60mJeU5XrD5UIVMm6TbhPRiUX4mBfQXAs9GqE0U4ZN1PM9ulN1LGSvyDlhG0+bhV5BC5FPI6mNzpEwuwtZMfoateFPL7qWMna5LN2XsUnsc1DL2cuyZGanvLtd7cncfF/5fYmZPtVIwmVwIfgWsSP2iJ3Nby6wHylxeMv6qgMy/Q7tZJ4Xjb4VzsfvZsLAgG4aUmM+Gsl4zs8Lds8C/BPU7ng3Ali2oCM+gnFm4Mz9HE7JCnCZ3PzbizyatO6KIdHlA8qTdaa/tum7tjZY+WxfcMt7MDkBuWhsCu6HIP1XpaXc/pEK5IDcGgNfNbHEUsecDuXtnQyGnV0DhlhvIEoGoI3p/PNl2YTwtEuX3aYTts7DVu0/Mh9x6Gigok1Y24ZTh7nUA5uH8T5E71t/c/Zzo2klew1baBCklL0CWW2W0P1rctOIDtakTEP5Vy0VNB+kN4IfIivJJd98LtXHMrBRvxsw2I1I0u/vleR5v4b4Z8R1nwm3JlCg7evGO/pNBKXkJcK2ZvYCwg4rkG4eiLM2OcKn+Y2Y3uvveOb4p1JTwsyF/+iJla6qr3ulBKXQrUmRM8JxVgwczeCuxwiuozhjklpL10W+Gc0Vu1M3oMU8APDezn7r7r1CfnxO5UB2FXICHVSwTau8V9M26IyxcDbWh/QtkGI0AnZei/ptQVTmSYca8iaw4G6w1o7yrvpfZqSkJ1kOWsGdF93TUUjeuD3CVmV2NcKVAypwiK+S82+h2lFhhJswpsrnC4yHNGVIZJQGJu/tBofy5UPCRfVEk2YZxPCgCizbNYou0BVE0ue2QVe0qecV2N8nd1wnKmB2B201ukmMK5hdx8JbfUx685TNe2+g5xMyORaGxs/LWDr+t5nLN3l/+mc5uZrO7rJ3m8rAz73IzHZ7POIzL36axv+4Z8SxFbSH2NrJwG+3uj+byWhctqjdBc4O1gKXd/fWCcjuaZ5fK7qWMqXl2TEYzOwcpja9BmyPXowi54wrkSyo3lTe17F7K2Om6dFHGjrbHISJjz8aemZp8EIS4m5UTwrTYIkqPxMcl9ySH1E2UoSg0ddG5onDKd+aOHw11mhZ+PxDOj0CuUfn7D0M4QeNRmOyxRGHW0UJ1iYQ6nIQmOp8Px9uisM0/IApZjbA9bkQTtbUT8l0Q4QFNC895gSa8a6IF5qvInehd4OUS3kmJ54ahyff5SGGxC1LeVX3Hd1QpN5z/OQKF3hJ4Gi00DyvguxT4UJOyt2+WCvhvj/MLbXxSdLwuAi/9d/jN0j7AciUyNA05jib9R6DF0V/D8fD88wGuRR/+fIj3ujDiqXyB91wU1v011KezVBoOPuVdJ/A9iRSDl6B++5WENnEECp2+U0jXAr8q4FseAX1fgyZI1xP16xzvbEjR9aEstZB7XaREmrNFW98ZOCT8b3iOoV1l6YPA7CX5TUEL78nheAVkgVfEOyeaSByIFnP/LeFL7f9FY2bDuYR3Xfg+y/jCM5kLKW4PQgqaZQdaLlJSbxbSYiX3PBCuLx2/ozbK3iH8rhXa6YPomzQVRbgb0HtBC+plQ75HA1dWlbGd+oT/W1BTnH21hH84GhMvCmlvwphWwNuROQVwYvj9GzAigf9ngfcfSMn+NcKcoYB3yyhth76Hv46uH43mT/ullJ0gW+o4WtQ+ZgtyPoVw3u4nms9F/ewnwB5l5SGrJYCb0Rg5HC0283wLFqQ5Cvi2bnUOYSJeg5ToB6MNkHWRZerZBfffGNrhjhR815FC/h40n1gunJtWkM+TIa9vAfOW8XUjzy6V3UsZU/PstIyT0RjyY2RBDAVjbWq5FWVMLbuXMna6Lt2QsaPtcYjI2LOxZ2ZPfUum3lM+isCE6NgpBjFOCqmb26nP6CW0m/kLtKidB3h/sCbKdkrnoxj9/l2LXELM7MPkotG5+1Il9XwP4b/k6WsIlPmtkvsOA/Y3s0fQYvx8D9ZRORoJbArMbcKXGIGe3QYI02j7wLcm6vzPAz8xs5/k5I/xk45Gk/mTgU+4+6slMmb0GwpwTGIGUxSYTYAPWn3kgflQmOmYdzZkQr8dAptLIjNbxBtdA64PFkUty83IW0c7y2gBZKF0CxGYcvYsPR2wOqOmkYm8enQpaB1yPAYGv8TMDkTPLA/QuymyNjqbAmu2Nvhw923MbDGEPdMACNyMrBiQNQXEH7QDM9rdXw07MxeY2VLufgLlloGbUI+rcyZwB7ICi+l8tEN/Kk0iVlp9tKMswpJTEO3IaqG3p4VTiyFFTp5mN7MPoLHlwLKy3f0xkxtl5v45AU3s8vQ/d/+fmWFmw939fjNrwBEzBTlYJ6T5gcvR4jnmqWqF97yZfZOa1co2aOyqSqmWnpn1T9av3kCLy05RFn1lduAzFgHbR/Ssu5e59mFmK3lwfzS5cO9HCC6BMLBeD3U4I9xyGlKw3E5JW2zjvcQRXk/0kgivIe+6NuY5100zG4n6z+bAIqj9/weNWUd4sOrM6mM1HKOm+F3ewoLLasDWkDinSKDM6isVSHwL9P25As2FbvIS6yfPRZYzs3ORciyjH4WyfgYcaDUQ6natx1LH0VpBZishZcumSLH5ZXefZLIEvonafC41eMtlwVLoaIRx5xTPBSYha/AXgjzzA0+b2TPI9fn2wPdTNDbHVHcutOUpyH16edRXl0ObEfkgHaB5QVG0pYyeQfPJRVH/f4gCizSkNNwcWea9a2aXlvB1I89ulN1LGVN5Oyqj1/AStwGuM7PngHnNbFF3f6aNcpN5U8vupYydrkuXZOx0exwKMvZy7Jm5qddarn4qT8CiJedvRBYuFwG7I+XNAwV8RyET+E+EdDhwPJo8XYZcQKahiVlmfTQNRaXbvSC/DdCibhyaED4KfG6AdbwQWKTJ9TtCXTdCi4VnEaDu9gTtcOC7K/zOjgaB2cKxEVkxoB250pQr+z20yHoFeDlKr1BgoQTcFsuSyZ/jWTnI/hj1Fj1bUGAlhSbRhRYb4Xp+93Kh8F4WABZst9xwzw+A+aPjBYDdCviaPkvgvPA7hXpLnbsosdRBUZm+FNL722xbsQXS3S147wOG5c7tgHYsHivgX7hFfidW4UuszwPZs0BKzKnAw+Gdxs97ElpoLdMiv3tyxyNQ3zqOEmuZ8M7idrVg0TsEbk+s08MI36wV3x7Ac+F9TKGJlRdyLbsL4e6Aol9eWMC3F1JMHBrSFIJVQY7vYrRoOxgpoi6lwGoFLZYnoolFmZXVulSwwkNWJX9F495/0EKvqaVXSbk7JPK9UdRHm/XVFvndEf0/HW1wnIlc/sYApxfcswFSTm5DgVVvrl8fC5wRnuvxSCmfz29igpxV38vEIN/dyPwdCsaYlDaGlMv7EVl2IQXqfsA1BXkegiwDpyLlwB5I8TuQd5M0p0jIM7PQ2b4oldwzH8KjPBxZhd2QWNZHKLDqSbhvRHgX96CNh2eRpVBSH2nWt9C86FtIaZfn+1b0f0VkubVNOF4a2C+6vnV2Pjo3HBhZIsMpwBei440QBuOaoa1+EbndPBPKzdIZBGup6N41gPnC/7nDs7ocBaVpKB8pcHdBVorT5yI5npFI+XYNmmO+AKxekJch/KmT0WbgK2izoMEyrdN5dqnsXsqYmmfH3010z6oItuNxFFyocrlVeVPK7qWMna5Ll2TsaHscIjL2bOyZmVPPBein3AvRYuY7yCXlXyU8q6GJ0ig0Ub8QWLOAr9T0H5gSnWtYWOXu2TD6PxxZGaxEzvQ+5qtQ39HIpPxqit2O8u4WcyBrj3PRjnd2/m7kqrJA6MgLhvPvA+6bQe9uQpDhLKTg25sCF8OsHi3yujD8noVc8H6OFjz7APtEfO9RUw5m6e3wW2Rem1Ru+F/kqlPoQoAWw5mr4tzUKwA/EPE0pJL8PogsCz6bpTbeR7wYzazRyniPyuTPnd8YeGggZXeCL/C+Ef0fi6KygXabb4uuTaM2IbkltMPFC/K7ntziFClpzwLeLZFhG6TUOgMpC6YBXy/gOxjhh5UuPKJ6FLqp5fiSlFEV39FdwDzR8Ty0UKTQxFUPjd2bosXY9cB1FLiXBt4lW5STpHxE7p87IUuQO5GC8c8IYLudZ3J3WT9tJXNJfjtE/+9NvOePPyofiAAAIABJREFUNFFGUa8cmUwY08htKEQ8RyBLkE8j68JVEFZP2++FFkqCKm2MJsqcFtfmQu7kj5f11xZ1icfHpDlFlTwT+T+OLGb+HPr4WErc9Kht9mS/DwJbRtfzGy4LUOBajpTEO4S67kNwewjt7ZcR38jQdu5HgSKeR5sRRxBtvlSsb4Oyu9lzTH2eRPO5uO1FfSR5kwkp32YP/09Gytu1kdK1wU0YbUa9iDa3sjlIoTtq4F8EKTL/CTzRhG8OtMn0J+C5FvXvaJ5dKruXMqbm2REZyW0MEjD4BlpuCm9q2b2UsdN16bKMHW2PQ0TGno09M1vqR5cbBGRtRBEI983tTQDETKGOd3H3W8LxasCp7r6yVYgUZG1GbkvM+x604zaFWhQavBYmt1TOuP5mtjfa0Z0N7W5/Be30rglc4DXA7bwLoSMLibEobG8cbnzBXJGOogcUdhpTxKFnkKJpbzRJPcndH279JBryyqLJHVR03evDNm8I7OsBZNjMprn70lXLjMsN/6cAK2X1De5Kd3kuopeZ7YLc2RZ092VMILK/d/cNIp7ZUJjtzyXIkBSZKCGfSWhgd2om/1MpCTkezJM/iCwfXo3Of9Hd/0YF6kafMbM3kPLuHTO72d3XjK7FEYHiaEfrULMIuQ+FMD85XBsFvOPuTxeU1QCAHF37AFqUgnbBi+6fVnCrewASturRqsbSOvT2T9z9KKsBzecL3zPHPwUp6v4Xjt+Hoss1RMCMXPViYNsGVz0z+yhSRK2DlKSPu/u6ZTI3qUtq+3keWShchyJPvYxc9PYDLnX3EyuWe4C7/zL8Xwy5oTl6Lk9HfLMhzKtRwFVxWzGzn7l7g1uNmZ2Gonzd20KGB9y9wR0xuj4VuUYNQ+5xH42u3enuK+f4xxZk456LaplCVb9xKW3MzK5B7+9MD64QZrYoUoRs6O6fz+X5M+SWNgJZ+t6AotX8u1t1sXrX42Z82XerFZB4xn852py5AT2Xt2mTwpjj1LuGzouULDt7AGXNtxGrRa4chhShK4TzVyNl8ZlZ2w99YntgA3ffqA0ZX3D3BQrmIUAN3N5qwTFWI+dyG/jyUfquQRuTfw6nvo7mBRuj55p9D+Zo9ozN7EJgxaxP5duImU1290/m7pmKdvGfa5LvwkhR/bBHQT3MbEmPXN7N7JMI5+wejyLUmtlc7v5GN/PsUtm9lDE1z47JaGZfRhar7yDX5K95SZTa1HJTeVPL7qWMna5LF2XsaHscIjL2bOyZqckHgaZrVk4oosgTyBVsQ6Qkmdbink8D96IFDGiX6qQCvtWQ8ibbXbornJsHDVqpMqYCYCbx5e65tcX15SvktTjBYgNZFWxFzoSR4h36T6GINqfkeKdR70Y4DSmkrgOWaqOuSbuYgTd1B/NEtNA7H7k5zUuTXcQq5aLd//OQ+8oG1EJB5++ZjBRrsYVB0c7q3ykx98/xPUAJQG3FutxR8r6np4h3j1BuMgh2h95fFUumJ0gAZC3KM4wrG6NIR+08y1WapQL+YQXn3hf9P6hZivgy673T0EL0pxRY9AXeL4ff7YtSgTz7IOufg0OaDPywgC/JVQ+NFVci66K1aeLm2sH280bu+ObwO5zIghMpx76L3CEz97e/Ad+jGCB4Z2Qhcway8HgU2Cm6fir6dv0QYR0d10r20FZfCv2sFNgeWdKs2KTOZ1CzcBpDcCtHLmZFASveV3CuLas4ahYmyyHMhXtpAiae0saQxc2RyGLmBWQ1c184V2T9NwlZKB4ErEebYyUVvtdF75QCN3dqYOudAhKPLWsrjUHRfVsgRWh2fCMh6AeySrw6uvZA0f+CPCu7Eob7MuuiVt+jOdEG2UO0cOsP/O9Hc4E7Qvs4EeGFzEkFwP5w//koymfWF0eH/8tTMF9D36S5m+S5M3L1vQkFENmshO//kHXauWiutcuMyrNLZfdSxtQ8Oy3jXcAK4f8awPiBlFtRxtSyeyljp+vSDRk72h6HiIw9G3tm9tRzAWb1RGIUgdw9ExHIY7yoL8WcQRY1Rb702yfK2PEFc3TPcWjHs6Urwwx4F6nKtLpJa6fzb/eZownzzcDTA3gGcX7D0CL0gpC+S8C6yt0zMa4fWtAWLR4vRQvX04hwIQr4kiITJdRlh+j/MtSixa2H3ExivKkpWZkoFPNtwF5V31sbbalKm7gjyP6X8H8KUmrsSn0ExT8P9NkVlD02pJuQO+ZtSLnwNgLrzfOfnjuehwIFQEK5E0lQRg2gXquEtrAn8KkSnlTcqAbF2gDkSu3/rxOwt0JdJkTX7o3+nwv8Di1cR4W0Zjj3l4J8H4jrjLDe4gV4jDs3O3KruQgpt8pcah8mIWocUrC8RQtlVO6eBiym6NoVRC6ZSBmVhBlW9l6ooERJaWM5/nWQpdZGTXjawjHK5VGafwHvnSRg/0X8t4ffKflzFWWM5zg3h3ZRN/aQi0jb7L2F/ysjJd0L4T0uH84vDOwZ8V2Dor8tGp1bFFkJXjeQ9lOBvyOYfhX4JqH54hkoUt/E8JynIryplQvuuTi0wT9Q8F1HLrgLh/8fpuB7Ea7dQ1BWhfZVugHZ6Ty7VHYvZUzNs9My5uEtyjYcksqtKGNq2b2UsdN16YaMHW2PQ0TGno09M3vqR5frMXl6FIH8fU+YxVbh5RGcvDgiGAiUtGrkr05T5gq3ZnTOkbXGjKZhKUzuflFwWahKXoE3NRpULXP3vwYz+2UAzGxHdx9TMZvp5bpcNX8fUiNjLTrReDM7AJjLzDZEWDyXFdyShdJuRU0jE1nFaEyBLgRGm9myaEF8KbLE2CRcH+bBRc7dHzWz9VC0tSVp410gK6M6suKofw18TWg/tHNyMo0ufRsjKxXc/RtW7vq3sbtfVaFMQp6fC/dfhJTAmWvmx9ECO09PmdlJ7r6bKXLlFVSIkBjRHB5cQ1uRmV1Gkz7mjS4mayIz5knheD4zW8PdJ+ZufQJZ4LSixU2uelmErX8gReWTKfLnKLXNPQWMNbM3kbLnGzDdnPvyiG9Vd18+d++TwM1m9mBBvs8j7JuMXqE+qt2c2R+XC+OuJtfe65EbVxE1jRoX0cbNLppZUR7rm6JwNbxnZJ14vplthTZn/oo2ddqh7L2kRnhdECljHo3O1bksmdkt7r56+L8zwri5BDjIzFZx9yNyeX4cKaLWRZiGTxC5VJnZfGh8HAX8zd3Pia6d5O67Abj7NRXqvRJS7MT0QWoRzz6cu/ZmcD97yMx2R+20rF00o7g//wvtBteNPe6+VbMMzGwE0bfd3e9EbqDZ9bXN7Etooy6OvPp1YH/0fVs0yPIMaj9fa6MuACub2ctlFz0XAc+LI+nGtFaL61X5svniDqEdLY3GlSebzEcvCamM3srq4e5TzWx4Cd+bXosM+XxoPzMqz26U3UsZU3k7LeMiVh+ds+7Ya27wqeVW4U0tu5cydrou3ZCx0+1xKMjYy7Fnpqa+kmkQkLvfT9iZN7NVkcLpVjN70t0/U3DLE2b2GcBNIZz3Qru/VcnMbHWJ4Lea2Ypogn+/u18Z8T1acONZ7v7t3OkGvlbkLTB6zGx7d++YIszMijAoFgC+ibAhUvKom7R2iVLDJ9eRy8/37nB4CDJ371a52cJifwRWPwVZO12J3GmmkwnDZSN33y4h3wwAvozOQ4vZ9bwRK+M8FFknT61Cjj9jZp9098kA7v5qWHicjiIzZvVYDPXV99CCcg9gS9T/9vIaLspfrR7Ty4BbzOxTgLn7f0M5Z8SKn6BAOw65td4N7B1N7ldAbhD3AaeZ2V7ufmm49kuCksnM9kBAhE352qSPZIu8IP/dJhyiOnL3n5vZUWb2exQZ5QjPhSCvQkF5unWmQAyKqz+7+xcitmPC7xbIWuWP4XgbtDjM0++QlUlGr8bnokndVGCcmTXFjUJ97RwU3Q40poxBbtBVKVX5OAZZcryTjeFB7vvd/ScR33/NbGvkfvQeQJj0bI0sOvL0MDDRamF3vwLcFT2T2/IKS3c/xMyeQs+wiO4ws3OQAjp+jnWKZ3d/zMzWRlHdxgSFWaygWALtEp5KDYNnNYTF10DufoqZzYkWwksB3/USfIsEyt5LqhIlJbR8HLr+u2icfNbMjkHWO0fk8jwCfat+TTGO0RjkZnUhsJOZbQls6+5vUr+ZU4X+hSzLUrH/9kIBIPYEDkObRtu3WXZGTcee3KIsowWQ9dxvIr68Um93ZI2TV+otj4DA9zOzudF3LhsvSjf1WtAX3f0aMzsMRTI8G7WL7VCQhF5TvMn0MrJga0oJ87MVzSxW3o2Kj72GlffhSIFswDKxQtnrlcejOpxnN8rupYypvJ2W8RQE2UDJcWE5Tcqtwptadi9l7HRduiFjp9vjUJCxl2PPTE194O8ek5nt7u6/KThvwDru3qD4MLP3o8nu51HjvQYtcJ/P87Yo+1/IfWl24Frk+zsWLYqudvfDA19+wZ+FZbweuttZrA0w8Rb5jc2dcrRDPw442et3mJtOWt29kmVGUGqsS8Iuc4U830ALioZLyA1geOBLVWRUKbsqCO4NwPru/lbVsnL5lAIDl10zs4kId+tAhN0zzczudvePh+tJINhmdhWyypkHAfX/CSkWNkfR6b4S+N5DkXxiGoWsR9wjAFyrB+o+FVkrnYKUJeu6++bh2hTg00EBthRyYTzb3U+wRsD2lnztkJmdC7xGTYGzHXIz3CZc3yJmR5GbbqFmZZViyRaXN8ndV7FiwNnCupjZbe4+OuFcUZ53eQ1896BmsnnOwqokv7pzJkuwi4BLPLIwK6jDh4GfocX9ESjC06eR4nBfr4EYH4TcprIxfHU0luXH8KUQxs/61BQeI9F4v7+7T8uVX6nu4Z6ijYf4epHC2919p4KyRyOlwvJmtjhwvruvFa4PQ0qMTdCzmGxmU70RVDoevw34NnJvuyMUfFzEm/ReIv7V0LuYHylR5gOOdvebc3ynoMATV4fjjZBSegxwgruvYQrQsR7auLg6bqft9Fcze9Hd54+OD0TPajPg2na+p2a2A8IiPB5ZTh2EIqfmLZg6SrlxrdXYk2+z2bd9QqycyuV5K7BJUOrNgzDNsgAK9yD3sHfM7ORQ9oXITXJld9+CBDKzv7n7F3PnigDqG84l5N3RABNmtpFXs3BrSWb2GDkLv5gyJZWZrdssHw/BYAJvU4Vl1Ty7VHYvZUzNs6MyplJquVV5O0ndkLHTdemSjB1tj0NExp6NPTM79ZVMPaZOK1Eqlv0G2n0djha2o9z9ZVO0u4nRYmsSAjiNd47PJbhmdLOzDHRRPMCykyatFfLbCO1UP4R2qHdCeAfbuvub7bQFM3sJKa7y1ggG3Ojuiwe+JEVGxbLLFFwAeBS5LfCfBXwUWSm9FvHlI4k1jUxkFaMxhesrInypm9z9XDNbGoHfH1mhyvkFyuPu/qHo2nSFglWI+pd7N3mlRJznPR5F9jNZ1GXgw+tX5WuHTNGxvg98NpyaAPzOa9GzmlnONSgUEsrLolXdDnzVQ0Q3kxvjxUX9xczuAzZ196nheGngSo+ikIXzFyGFTGZ5sxvwuap9wULkLZN75xg0NoIsqHb0+iiLTyEcmfVRGz4XuMJzilczmxCujaRmEZVZ6W3nITJaUCh+khZjeC7vhcLfE9z9m1XqGuUxlZrFJNC5jQczm4zcqCdFfe2ufF1MiuHjkZXaZnFfDNeTFWWp7yXiX8bdH0moy/Soj9G5u9x9paxvm9mjyDLS0DdmLXf/d+i3N1Ttr2b2P4QF8V50bgdgX6SUWTI6n2qZGee/GQK3X8rdFyuRYTRS6C9JfUTGhvYY3bOQ5zbKYqVHq7EnlVKVemZ2nydGWbNiC2nQO73c3euslMzsRuC3KBqco7HiB15sud6sLknzIzN72N2XDf87sslUQcaezXH7NGPJzHb1EL12IDzdLBugVzKmUi+fY5/61Enqu8sNIbKS0NwZeWR2aGmYLK+6+7vA62b2iMs8Gnd/w2SJkdFotHN8ILWd4zdmkCa2o1pQM/uSu1+ewuOJWDAt8pq+i+kykz/KhWMEcIlpl/n6MHGP70ud/F+AFg6TC8oeVyLW6GiCfHwrzXwTegT4MsIQAZn+gxbFRe/tkZCGUWz6m9EYVPfj0cJ1R+rdEytjZbjCpu8ZHU9Dlh0AWA1fqhXFcpyVuzZblP+xZvYX9Hyznf+ytpz52xswn5mZ17T/cXlJLn0V+CpTWNAdH1IRzZfyHM3sp+7+q4QiM/ekA4EbzGw8ek7rIMDzItobubdNDbxLIuVunr6HXI5+ht7N35vk2YwyvJOdkDvj8SG/G1Hbjek/7r6VCe/kK8AuwMmmUO7nes2KYF53/x2Ame3m7pkr2Gkm96yM3kkZw60cx+ivgb+qUmixUL9442E0BS5rVb5bgd5ydzczD/fPU3Lfk8DWZrYp0IBzkzp+B/lS30tGpwcl160ID6ls4+HfZrYf9aHlnzG5D78X5FyqRLT3gK+m1CFHL1JTlhHKOMPMnkbtM6YzqFlmjkWWmZsgy8zfo2dRRy7svxeAda3c8uVPSKk1JdSjjszsCOAYd38uKKTOA94zuf9/O5tbxHm3GnvM7F53X7HoWsRzMFLc3k5Q6pnZByKlXoyFdrfVcA3vNLPR7n6bmS2PNodiuhUBYxdhqc1fcG5bNLadgPrGP8O5qpSK/RfP9Y9FrnpfRptMf0Dvu1vU0g0wvJfF3b3p+GtmJ7v7rmZ2sLsf3Kk8AbpQNj2U8eTEPP/VYRk/b8KVLWUD9jKzxVPKdfeDKzzvb6eUjbBDeyVjaptIqkuXZOxoeySxjfVYxm70/+TxrBnPUKe+kqn3tJIVA0Ea2vmPgSBvS8nQzPZEC/9WmCxTzWxuFzjZqtH9I4kmhmFH9HgzOz/8PsOMazvtgC43o6NNu9bN8v0lcHmFwaQMP8iQlUFMw81sWLbL7O6HB3kmUI/pcQYJk393/06ZbO4eT1pTFRnFFSnYZUYh5B8zsw1zu6n7mazf9s/Jc0jIK2tzZdQUVNfdXzBZzFyL3BsKAbArUqrbx6VmNsLdX3X36eDvJkDxB2LGaBG8WZB17pI8Y3/7M1E46meDojFWHn4beCdXxjtoQvKHNvi6QanPcWtkrdZA8YfXA3i7u19lshbIMGV+6O6Fk7DAuxzCsALhE71ZwPcfgjVmiRypirAsv8eQS1JTtsD7MlLKnm2yLNoa9ZdsUf1eWMzOD8wdLXCXJVJmAm+ljOHIVTNvjVqKY5RA96OFesrGQ9J3K6LzQjud38x2Qcq7Utdkd78CjZXt0lqkv5eszHVNOE+rIauYK8K4EOOwgRQHByE8qFiZMBstwKPDO53WjKeE/uXu0xVMJnyr1RGw9XI53kXd/cTAt5vXLDtPNLPvRHnEOEa7IKu/UnByWoO8b+ru2ffhaODrLkyx5ZH78ejyW0tpWSt2cZ9eDeAbFZR6OwMnmIJ8PAfcZNoweCJci+k+hPXVYNkb7qkjl7trgwIvuqej2H/AfyOeTm0ypdJCKe8FWNBkhdeML8Pw3Llk3txuniO7UPaIHsq4eSLvXB2WcTxSXjaja0l/hgdX4E0te2QPZUxtE718jp1uj6ltrJcydqP/VxnPZlrqu8v1mGwA7mCmXVd391dy51OxW4YXLb5MmE8fKNmZxbRzvJa7H9CO3CGPNYD7vObakYFq3ovANl8KfL9x992bZFW13HG0to76r7tvaWZPIrPy0uzQjvdylO9irunuc0XlHwVcEy8CwvmNESD1cuE4yS0rlazRdeQkFw7FYsBRHmGpWMkuMwKonb7LHMuDTP0z3KLPhPzz+DSfBk5DllcfMrOV0cR8txzfjcDaqN1ej0B1j/CAtZRTon4STbovDdfaMs2vcp8lRm6L+RBQ7DIusNqGCG+peQ52Sn2OZnYXWpw3XEJYL6MC3wrufr+VuKN4iAxXkP/HaXS3zFuetZIxtS7/oWapUiRjbGE6wd0/W8Yb8W0AnIT63S7IOmslNEHeJWrvSWO4JeIYpZLVsLKauqy1S6YolRuh9nC1u1/biXxLypqErHpbvpfonrWRNd06SBE4GfiHu5/b9MbGfE509z2q3JOQ52vuPk/4vwsaKy9Gz/OyWCFkEQ6Qmf0ipziP8cmScIyiezdALmD5CKEXhev3AZ9w4R3d7O5rRvc2uBgm1vtfyCqnGb3qNavA1HxbRlkzRS6c4u4PFFzb3N0vyZ17HwqW8THqx6idwvWOYv9FcxlD7WGZbJPJClxRO0kmN/lWrqWvIkVeK3rD3c8rmM8MKE9grpZc1ctOiabYLRlTFIdvIPiCVlTp3STwYQrkcUOrcl0W4UnPO7VfW+LmUTdkJLFNVKhLN2TsaHsksY31WMZu9P+O9pkhS+7eTz1MwB1t3DMamaE/iiYYd6IQ1dn1e3L8I5B1x3HA5F7XOZMRmD38PxmBMq+Ndu8uGgTybR9kaZV+hHANlivJ54kKZe4Y/b8z+v+LHN+UDtd1x7L8kRXVauH/8sBtBfevGtpg1h4nozD3eb6JKNLSHdG5uwv4VgttdhRynbsIKeumy4cUVaBoUbchRVNb/SncNymRbw9ksXRJqO9XivJArnkt+arkORRShefoKGrbtChlx29FfCdH7TCfri/J+6Bw/ZnQfp5G4MtV65LUlkKb374sFfCvHvWpFYF90KI9z7dGxPcx4MdFfBXrNAo4H0XbenwA+dyRO94UbQ40u2dhFAHwSqQ8vr7JO1wSLaZBFoDzzug2C5zV5J530Hi2OTBnp8seYH0ejv7fCiwc/s9D7tsBHEoYS3Pnl437DBrfFwAWIvcNKOonCJz7NmSZOSak06PreyDrsPXRDvYJCFvwELQh1rVniTZzOv3M10CuwqAFy6EoiuKRwMgC/vMRYPwjYZy4BmGkNTzTfD8lmsOh+cdVSGGXnZtWUF5+3pK1icWatfNWzxu5Gi/ToWeY9F5QhMye5NmlsnspY2qenZax4321goypZfdSxk7XpRsydrQ9DhEZezb2DNXUd5frPZ3fxj2nA7u5+z9g+q7qGLTTDV3EZOkgDXO58IDMtzOLgRuCZUyvaS9Pt2zZgHKXsyq71Ieg9wgV3LI6QHG5ALOb2ezh/czl7rcCuPuDZjY8f7MrDPfKJhcdPFihFZG7P2FWZ/DVEAo6Kw/tBuQxbUBt59XA+6iZrQdcYAKDbte9MvW+XZFCd7qVoJkt5e4n5PLYJZGvSp5DgVLlfRNYzwOQd10GkXuJ19zmqpgVbwWsjBZqO5pwu/7Y4p4i8kS+gzwxKoxF0eDCLmQW0XN/M/uU16LB5fmyqHF1fFXJW+AYVaA6LBhPc1n7E/AXpJD6HlpcP5tnCtY3uwILAssgC7/fo6he3SCzkgiqZjY/FGJWvR+52X0W2DNYlNzk7j/vkoxNyeojmL1mZgugb5K5+7MA7v6ameXdaP8vl0/sWrdVdCkVxyij1bwkAmgo98Rgcf19tHkxO7IIvgT4RXLF6yl17FmrNUtlOh2NOaC+8TpSMG2Avq35SHTLuvvWZvYVdz/TzM5B2F4ZNcP+m37N07H/rkJuwy+Z2dyEcQRZjrdrSbcAsuIba8L7Ohf4i7v/q838Ut9LFevLTufZjbJ7KWMqb6dl7EZfTeVNLbuXMna6Lt2QsdPtcSjI2MuxZ0hSX8nUe3rWzJZz94dMq+/Tke/9o8AOXuwO8m6mYAJw9xtyk8deYrKkUhVQzV5QlcX9Yl5gJh9ogbpM5SZUVt6i2UF+8h+df9jMKuOPpJYb6CTgSpPb3FVmdgKyJlqfeoygLO/hqM0uhRbFmayH5lifMLnSuQngdS/k8pbPr1Vkom4oUfdL5EtVcFVRhHVDadYrSn2O16C+0aBkAo7KnzABJW9KaGPZec9FJgz0hru/Z2bvBFeX/yALuqoUu7nOgeq2OrJc/IXXcMW2NLPScOY5BcVWFEeDOwZZxhxeka8tSlQK1ZEVYGVVpIXcPcMIHI+A+28t4PsBes4TQ1kPmdkibZSXSiegsegeEoDMg0wvmoDll0DWYZ9B7sRdI2sewSx2TU5WCFkj1lLmWleHteTVwclvNLMVXQEXCsndxyHFKWa2Dnrnj7p7u9//1LGnG1R10yyr44sm196ngbiNN9tkejDOyNOw/2Il2P+jtRIshV5w9x8DPw7vbxtgUnCFPNe7F/kqVfnfjTy7UXYqdUPGTtdnVn2OvaL+c+xM2b2sy1BoZ21TX8nUe9oLgTyDPtIrIf//T6HJ7zoF94wPyqJzUQP9OoqmtAqU45SEa//smOQDoyqgmr2gTnX8vJXQosAXgBdyfIaiNbWTZwoll9til/mwgrwvBV5CC5sGfJiIvofa9AcRztI1CEA2T00jE9EhJarlIv8l3taNCG+D3vIwLFB/gpSJo4C3kKvH73MKh+vN7Lto4bl4OPcUaiOnZQtId9/MzFY3s9VcgL8rAhuj3fZ8BCyQ68n/KG8TMd0WLFBOQW3yVRSevirFQReOQK5Cx1ID389wzI6pkGdSNLgKfB0lqwcRrruE8JwGQtnC+t/BkupfyFopT2+6+1uZstrMZqeN8dgUhe/PLmy5ZVF/WglZgu7sAa/KFXntLCpEUA0KpvuR9cnvkMvxW1VlpJoSOSmCWUWFUKwY2xXY0IW1dAxwM2r3peTl4ORrApPNbBr6JmSBTDKMp1i5tTNSbhUCiZswsy5CiotSbJ8KY3g3qOqm2cnB2uznKHDICEJgi0BXECyWrBGzMgZkn45tiaIJrg28amZHEmFb0h3L8entMGx6/sPM9gA2RHPSfnj1PpVRLzfPOm3J1EsaCjL2aRamvpKp9/ROtHP3JeQf/zxwnQkkuoiyHamDcuc/hSbj63dezM5SmPzsYAmgmj2iKoP3R0sshYqshC5HGBhFFkHjov9VLI9SKKncjOJd5hzvjjQquEa5+8YJMnzE3bfL5bcWirgUU9PIRGHntuxaXV40dMfxAAAf7klEQVQVdv9TqRsR3oaC5eGfkIXDF1BUrHkQ2PXPzGx5rwUBOBuFUD8Ygc+ClFLbI5e1r0O621hEozwRnNZrQPK/NwHozufuZf2JIM+D7r587nQcBnwD5AL0tplNQBg1WXmFiogSSo0Gl8rXaXoWYUzF419m2TNQa6JfBPl/BJyIlHh7F/CNN7MDUFSaDZEi+rI2yvu+u/8m/D8BON7dLw6Wgr8nMmf36hFUlw33FJKlRyZsCEHfhCpFMMtTiUJomCW61lWkVt+DWLn1XWCjJsqtTrtldWNhVmnTzN1PDX/HU+wukep+l7dQeg2NvXm+bliON1hvB8X4VbQX4bUbi/9O5zkUyh4KMqbChHSjLqll91LGofAcZ8V220sZhyb5IACGmpUTAk/8AIow8gzwsejafW3muX2v6zWYE5rU/RhN3o5DFjbz5Xh+UyG/t5HCYslcWgqFk25Hxmc6nWeHnl0DWDDasfxEwr0NIIUl5zZAbivboEnyFsAWbcr7LgIYHluQ3uh1WxwqiQiIPhzfGn6HIeuj7PyDTfJ4MPo/BYVxnxthA8WguXcV3HskWoimyrsSsFlR+wFeCWW+HP6/EtrJK8DLEd/UcO+W+bE4/zzCueVQRMR7w71Tgak5nuEl8r6fevDeJL4uvOeHgA+VXEsOYtBm2T+N2tQuaAJ9QfhvbeT3QL69RscNbSx3vSWQeYv7JwE7IYuUO8PxnxEOWbt5boUU9UXXNm8zz0epAe5PRREJQZY1bQUJCf36/hY8yUDi1AdUWAe5cz8dxvBd25Bvh4G21SZ5z4eUPqsCizbhmx8FhzgO+HWWouv3Rf/zgSImt8E3ElnMP4LcUN8O73s8sHKbda0Edt6p90K170BH8xxo2cAinZQRuSAPRMbUeqfKuDFSGl8F3BXS39Ace45utYnAuyuytt4Xrad2QFaCR1EQ3CB3b+m8pcMypj7HfZEC+RdhLD4FuemfDyw1SGTsaJ8pK3cw9Zlejj1DNfVcgFk9Ieulp9Ck6ZTo/LrAFW3mOaQiUs3g570nctP6GXIT+y3CN7mXNhcAwARg7ZJr57SZ52mdzrNC2XeVpCnIlSXPfy9yn3og4rsruv5pZL3wBIqklaWDKV6sN41MVLEuHYn8N6un0FfWDv83Q2Hls2vxYv5mYGvknpGdG4YsmCZG5+4o+h+OGxa3yM3nNRRuNlMOvVwi6+nN2g9a0J1FtAikOCLTmFxaNJxfDPh7Af8NSEF6F1IIHwwc2ut3V/E9/4CSRSewR5fLLlI4Lwis1GZ+h6OF9YeBA4AfhveyI3B5l+vyfHj/ayMLk0ORG9F1nXqOIe996MIkFSl/lx7A/ZdSoqwM1x8lUblV0i5mQwvaMdG50Ujx9EeElXUtcuO+FfhUN993G8/nRqRg2pGCSJRoMblj+D8GubiB3NdvrcoX8ScpwRLrkBQhOPW9hHd/aMj3JWRVeTPFypqRyNrtfuC/ob/dF87Nnyj/33LP5VfIEnfbHN9JuePFkIvsb5GS9GA05zkva8eBb8FcWii0+wWABSO+jXP1Og19Q86h/ht1BPD+6JlOBR5Glqfr5vsMCZH/Ov1ukJXh75C77KiQ1gzn/pL4Xk7OHc+GFFeHAWvlrv0s+n8ecmc/Cfg7iqC6DnA0UcRK0jeZVor+zxGe51+BXwJz5+TYPXo3y6I1wYtIoRtvHl0EfJPWSq8JCK5ifzSH/VF4P98hisiK5lZJmxn0qM+Q2F962WeoECmTLoxnM3PquQD95CCz/AVy5+ZpNRA1ya+tMO6zQgqD22zh/9zAuPD/Q/nn1olBeSgmKlpRFfAtCSwZXV8XTTz/TX0Y5X0oUAARKS06UJeO7/7PigktTG5BmF43ZM8UhaXfM+JbCkUQ+w8CqH0w/P8L0aIVTb7mDv9jhdRIiheV05B1UkuLFuDeBJ5VkYXbnmiiNrWEbw3kJgewYmizm5Tw3h5+p+TPDeVEmyHO2yjnjvA7Dk1gFwzvfSJydWsnzx3D/c+hRcS9aJFQ2dKiYrlv5I5vDr/Dad9C+Zbo/y4oCMNByN14/163k5ysE8Lz/jtamP0V+GvCfQ3KLYSrlfR8kAvuNmhDY6twfgMU+a/nzyWStelGIImWR6l8XapDqhVV0ntBiskdkGJiH4RXtRzaLPhlLv+rEdD7YtG5xcK5a6Jzq5SkVYF/R3wXonnd5qGtXkiwJi2o21UoIt/+aGG7H1ps7gFcGvG9h8avOL0dfqcWPTtkwf0LNIfaG7gkuhZ/V8ZS+y4tT6M14DSEFfh4eP57A4u322dS3w3plsx5ZUKsVHgyd9+pSHnwQ4SxeFzJs5scfg1t2lt0HG96pm4yxXkfi/rZusDx5L6JwD3R/yuAr4b/6wH/jK49haxz/4uULF8F5iwoO96Ee7zJtTEkbmbQoz5DYn/pZZ8hsb90azybmVPPBZjVE7BKJ3hy/H1LpvJnMyUaCBfIDTR353iTBuWZLdGGFVX4yGU7qgtTsAtOpHgqyePE8DsGWLGD9VkhfABG5M5v3KkyZoUEfBT4fKvniBQzq6MJ41rINXWTHE8ldzC0aB2WKOdpKe0HKZf2RODNRcrTg9DO021ox+7vYaIwATiwgP/GkOdFaGfzq3RQYTqD3vFfc+kyBJyepCQYYNmTwm+mbNoZOCT8b+reVqGMszuRT0I5rxN2RdEEfUJ0raUStCTPeHFxK7Bw+D8P0WR6MCS0GGtIHcq70IKLxIXZYEhoEbMLgkqYvsgu4Et1v+uYhVKFOqRaW6UumJNcssO50nGVesvaJHd5Gq3nDkTK24VoVDI1q0+sXPsRWmDHlizTCuRtUJSU5HcfNcuxm3N8U5rkWepi2ul3Q7ol87vULBmzlB2/lSsrVhDNjqzmLkIK+1jG+FmdnssjL3/LTaZ83gR3P3JKq4I2V+qaTe3bNh/wLeBKZOEyhmg8Q8q05dE86jlqfWu5XH55OUo3M+hRn2nRxvJ59KTPUMElu0V92hrPZubUB/7uPY0JQKTNwL9OQ6DeqTRzA4kNjE4FbjWziWgwORLAzBZGuwsxLeXuR8Yn3P1p4Egz22lGCNsLcvfvNLm2bf5cAHEeDXwEfSznQKaka+XufaxF0Rl/08hEVcjM9kQuQPcBWfj0S8PlX9IeQOksR+E57oas+k4te44xoDcyI14dWabUAXq7e2EUQnd/Dk2q8jQVRdD8G1EEQ3c/roD3LAS8+zQl7cfMVg/nfm1mdwCfM7NN3P3KKJ+tkEXfcDThGOXuLwdw4onIHSumvZAlxp7ItP9zyA1mKNESyLz7VGqA36PRTm63KftuzW5mH0AA8we2nZlZUfCA9bPz7r5Zu3kn0DkIqPot5O6xTZBpYRSEoR3qFkh3x8ndx5vZosBq4dQt7v6fZveUUS4S3S5oPL+Yxkh0/zOzjZB1j5vZ5u5+iZmtixZOg4neQm48B1KLnOjkQMBdUePupAWl8nWYUsHOU9/La2a2trvfYGabEeZj7v6eZaEma/SYmf0EONNDsJjQ3nYI5WeUCpY/3MyGeQDzd/fDzewptKEwInfrsOj/WWXX3P1YM/sLCiTwBNq0cBppETPbB41/85mZeViN5so6CbjSzI4ArjKzE5CyZX2kBKmrXiRHs8h/nX4330Bz6t+a2Yvh3Pxosf6NiG8qsIG7P55/GAVBDOaM6vIOsGuYZ1xP/bu5zcxGuPur7j59fm5myyCrSqJ8bjezz6PNoPEIwylPI81sC/Qsh3stMq6bWf49XmBmZyBLoovN7IdojFofWcdMLzrk8TJyMzvbzBZCirn9EZQHCFvqMmTZsznwUzNbCb2nXaL83jazZdz9kRDk5q2Q/5sFMvaqzyT1l5BH3GeeRBE3Z1SfyWRoFSmznT7zFZqPZzMv9VrLNasn6rEJytItCfnsGP1PBq2eFRPwMbSAXKEF3zVosI/NahdFlkzX9boegyWhwdqo1+JXtjygZsmwZFFqU7YpBMsb5Mp1G7BXOB5Uu9uDOaU+RyoCelco/6CiVML7MMKNWrqo/ZBooURF3KiEOpzY6/eYIOMwZGVxLfDJcK7QlbALZR8QfrdGZvUnheMPAxe2kd8kpOxeD1nSrIdcdtelTauaIEsSIGsYE98fHQ/I7ZAugHR38V1+DeFenIkWFtMIbgVt5JVkwYUUwlcjoOEVUGCPF5DSdK1269Kl5zM1bhtDOdHCiipca/lekDt07JK9fDhf55Idzi2AlBn3B/7/osXxkdRjtyS5yyNw6M8X8GwMPJQ7dygFUBYIi+eCkrI2Q9+cpwuu5b9rWfteLD9moI2LvwB3oG/tlQjweo4cX6qLadG7eTG8m88UvJsXm70bpBDaHi3OFwK2Qwv9H8QyUgH7D43hDVbnSJH5dnQ8HEXq/Xw43hbhMuXLnjPH963QH3fL8Y1BY/0Y0jAZd6CFazaRRWuL95I9x0zGsueYKbEeQmPsGtF7Oaqkz9yH+ssM6TO00V8q9pn/o3mfWQ/1mUnU+sx3c88xqb806TNF41keYqJ0PJuZU+az2qdBTma2obtf2+T64+7+oRkp08xOYdd4f+Ar1MJ3P4NcR45w9xd6Jdtgomyn2cwmufsqZjYP8k2uZHlkZpPQzvc97r5Ch2S7x90/Fh2PoBYBbH13/2QnypnZKfU5mtkd7v6p/P9wPLlbz9vMTnT3PcL/m9z90014p1BsoTQXMulfKfBNBD7n7q/HO3ZmNhIY6+6rVJRxUtV7ekVmNgphTzwDbDaQb4uZzY12jB04Ee1ob4EWiIe6+6sV8/upu/8qgW8Ysi7bBNjX3Seb2VR3LwoZn1r2BARuOxIBuI5B2BobAdu5+/qBr9CKCu2+4x20ogrPd1F3n9apPAdKZnYnsKEH66VgwXWdu6/cZl7rIQXo1e4+OrpWN8bk7lsHWVJOcfdrinh6RWZ2DVqwvd5rWbpNZrYGcg95KYyxP0UupPcgbJKXCvjmRpt5qxAW6xlf4N0TuNjd81Yv+bI7yjeQPEPdl3H3uwerjB3g+xOyYp4LgR3Pgyx6NkDWl9sHvuHIQuRf7n6dmW0LfAYpPU72YDWUwHuKu7+VK3tupAwbgaxWNgBw9x1K+JrJ+A3gqQQZ5wy8mYzbBd57Y97Ueld4jnMiBdSr7n5+MxkD/zLo27sEsrp5AEFgvJzj+3CO78EZwVfA+z60iXNmQZ5ZXUYllL1lp+pcUvZDwJ+ayLgE8E6zPGdW6iuZhgiFBXiZe6MhLenwGSjSLE1mtqO7j+m1HIOBzOzHyFd8Q2QZshMaSE+smM8d7v4pM7sU7WY1mFK3Idv1wD7uPjk6NzvaodrO3WcbaBmzAqU+x04rZirIN12BY2YnIRP9y6h3rbsoXE9ShJnZcC9w6zOz9yMrkintyjhUyMw2RbtzBwwgj/OQOf5cyKX2PrSzuBnCu/tWxfwqPccOK8zitlO3sZNvVzS6HZ5LcBlx9/HtyjAUyMymuPsnouNhCKPiE01uK8vrUeQ2YuhZruXu/w6K7hui/pp3q9sNuAQpAC/zmltdz8nMLkYW1WOpH6P27JlQXSIzuwdZrbxjZiejKKEXogXzyu6+RQnf62gjo44v8L4U8nkEuaae73K1zpcd850b+J5tl2+AeZ7XQRlL69yNeheUfUEJ313uvlKYGzyFwJPfNTND/T/bwGmmEJquREngjZVHqWV3Qsbp5ZbwlimFkurdJRn3RNHMJ6CNlzvCPV8FdnP3cb3ki3i/jFwYO1H2XsCmXZCxo/WeqckHgTlVP7VOqIFWivrVT119H4/3WobBlJCC6WgUoWHDNvPYIfy2FZmoJM9RRMDtuWuDyoViMKfU50hFQO8OyhcDN44pSKdH1ytFtuuGjLNSIjHqT4X82nJzRZPNAUV1oQbIuhr1gKzLUg/I2jO3w8GQwrfgauRCsgNyLTiyw2XURaIj0a1uMCTkCtOQei1Xl+qaGoUuiS9716GPbYQwS59FuIDbA/N2i6+XZQ8RGe9Grl4LoDncguH8+3Lv967wOzta12QRn4tAtZN4K5TdSxk7XZcqMiZF1u4V36wq48ye+sDfQ4ccAYaO8MiaICMzGzfDJZrJyczuKruEsJlmeTKz2ZAbxOfQgqqIZzRadDyFTOVPR24MD6LIDXcAuPsZ4Zafd0o+d3+yybV/dqqcmZ1Sn6NXB/TuOLn7ji1YLvPgpuLB0irQHHQXqHvWAXssIHd3M7vSw0wrHHs7WbVZ/hUovPRAqBkg665RWe8h8NLzw+8zlFsizzSUWf+5+74m0Ny1w6WT3f3iTpYV+vC06NRQAkY/s9l1M7vQ3becUfJ0me6OLL/vNLPR7n6bmS2PwpNX5QMNH+8h3MxrzGwOamHFj0G4J93g62XZQ0HG05Ab9GwI1P58M5uKgrn8OZJvWHD1mgctwEcijKDh6DtMG7ypZfdSxk7XpYqMoG/Qu+H6CAB3fzy8z8HAN6vKOPNSr7Vc/ZSWmEV3wXv8zPuWY2nP6e9E4IYF12+hNiF5ggAAi0x6byq5Z1FkavolYJFe17GfBneiws5Qr8ZSgqXerJaQy1gR8OcyyN2pa+96BtXvciKLuBKeAVtRDYVELXjD2T0o+1GGCDB6Ql0GVRsfYF1GAmcgV6uJSGE0FbnErFyVr9XzIVipdoOvl2UPBRnD8eLIvQvktr4VsHqOZ+/wbh9D0Vj/joIoTCEX0KMib8uyeyljp+tSMb+9UECNU5ACa8dwfmEiQPJe8c2qMs7sqY/JNAjIzFZA4NIfDKeeQu5B90U8F3nkk96n7pOZnQaMcfcbCq6d4+7b9kCsQUcmDKVPIUum17LzHvAlUnFMonNfQ5ZP45D1xzoIuPeCLlelT0OUzGwHr1nCteItBQtus+zdUXSS58xsWWSptxICmNzZK2I3zQpkZme5+7fN6kIPp957gLv/sluytSh7hgF6D0Uys7tRRKXDgH3z1z3gos1gmQYdMHorsiGI39aKzGw+YGm0u/+khzDq7fCZ2fLu/mBCmR3l62XZQ0HGKmRmiwO4+7/MbH7g8wiG4paB8A52GTtdl4oyfgz4KHC3u9/fJM+e8M2qMs7M1Fcy9ZjMbD9k4fFnIHNJGYUAQv/sgwissk99KiIzK3Qx8uASYGY3oVCjI5Fp9V7ufomZrQsc61G0oMDfschEfRraFNwxd0Zj4lUeueaZ2c/c/Rdt5NnRBZxFkffM7ArgVHe/2MzWAw5397U6VdZQpALFjKFQ3C0VM2b2oLsv30XxKpHN4oDercjM1kbRjr6GsPRicnffacZLNfRoZlQy9alPfepTn2YtmukxAoYAfQf4mDeGmjwOTWb7SqY+DWryFvgSyLrpRwjH5AvA983sDGSxt0sB/7BMwRToeYSz0adZj/6AsAZuAX5tZuPdfZ9wbQugspKJzmMjxd/RRTxgz7j7ODObt8NlDUVagkbFzGjg2JjJzF6hhreUvaO5s/PuPt+MEbcprYrM4A9E1pWTzeyNWV25lJG732BmNyILlMN7Lc8Qplkav61PfepTn/o09Km/cOs9vYd8b/P0gXCtT30a6rSQu3/B3b/o7ve7+17uPn+w/vhIAf9VZna1me1gZjsgsN4rZ6jEfRostLq7b+vu/w9YAxhhZheZ2XDaX4id3znxALjAzM4wsw8DF5vZD81sSTPbEXi8w2UNRVoVRWU7EHjJFbr3DXcfn1POjEEh55dz93ndfV5k9j/vIFEw4e7vufvxwI7AgWb2G/qbdXXkAgjeqtdyDHHar9cC9KlPfepTn/o0EOq7y/WYzGxj4DfAQwgUGRTicFlgd3e/qley9alPnaBmpv8xRpOFyEThfxyZ6B/e4chEfRoaZGb3u/sKuXMHoVDKi7j7ctH5uYHdkTXMiciFaQsEuniou7/aRTl3AL6PwKyHo7H8EhS2/aVulTuUyMxGAcejgAqbxdhsEc+qCI/tEvRdfNjdPzxDBa1AZrYpsJa7H9BrWQYTmdkxwE3ARVUxt2ZmCnhDP0Xuv39z93Oiaye5+249E65PfepTn/rUpw5SX8k0CMjMhqGQ7jHw963u/m7vpOpTnzpDZvYGUqI2XAKWd/fhgW+Su69iZme7+7dmqJB9GpRkZn8E/phXtpvZzsDv3H2O6Nx5SLkzF7KQuw/4C7AZsFg325SZrY5cum4NYI8bA/e5e98CL0etFDPhe7g7sDWwjLsXWfr2aRBTcHGcB4VvfgON9YPF5bFnZGYXom/hzcBOKILatu7+Zh+HqU996lOf+jQzUV/J1Kc+9amrZGZvA6sBL+QvATdmi8jBGJmoT72nnAJnRaTAuT+vwDGzye7+STMz4N8ohLmH4zvdfaUuyXcQ8EXkNnUt2jAYB2wIXN3HpmmPzOwDKCrLQr2WpU996gRlY1R0fCCwCVKEX9tXMvWpT33qU59mFupjCfSpT33qNv0dGOHuk/MXzGxcdPg9FJlofuDLOVYH+kqmWYxiBY6ZXYtwmcYC+5vZp4oUOEGxdGXmphOOu7mbshXwSeQm9zQwyt1fDi5DE4G+kimBCqLQAQzPzjeLQtenwUVBsbsdsLS7H2ZmSyClb1dDjg8BGm5mwwJuFe5+uJk9BUwARvRWtD71qU996lOfOkd9JVOf+tSntsjMJiHFz7nu/kgZn7tv3OTattH/fmSiPuWpigLnNjMb4e6vxqHSzWwZ4JUuyvhOcG1+3cwecfeXAdz9DTPrB29Ip1HAvdRHoVuNXBS6Pg0JOgkFLlkfWaa+CvwWvc9ZmS5Dz+S67IS7n2FmTyMcuT71qU996lOfZgrqR5frU5/61C4tgKyOxprZLWa2t5kNCD+lH5moTzl6x93fdffXgToFDrnom+6+M7Cima0GYGYrmtk+wArAOl2U8a0AOg6KpEYof2Rexj41pdGkRaHr0+CnNdz9B8D/ANz9BWDO3oo0KOhC4FYAM5vLzA41s8uAz6H236c+9alPferTTEF9JVOf+tSndukFd/9xiBL1I2A5YJKZjTWzXQeQ79/NbMvgctGnWZuSFTjBte7XwO/M7FcoOtk8KBx4N6N/fTYowTIlaUb/v707CpW0rOM4/v2txba5riRrWxdFBZkGsRlrV0FBmBEURpRBgW140VVQV1FWEBV0UZIYEUbbXgSBhAQKZhFembmau+tuUlCBZCEriYRiCPvrYt7N02HPWXZmz7zvnP1+4MA7z3PmPb+rmTPPPM///0rg5i38u9tK29NtbwMOAl9Jcgfutl5VLyW5hNmONJJciQuuAD8Bnh+uvw/sAb4DvAAcGiuUJEkXmoW/Jc3lbN1whg8W1wM3tT04533tTCQAkuxs+5+zjO9lVuPl8TVjj3P2o3W7gN9vVeFvbY1zdaHTdCX5FHATs4XhnzLbnXpr27vGzDW2JE+0vWa4/r/3z/VFwSVJWmV+SyhpXn9ePzDUprlv+JlL28sWCaXt42wLTMP4M8Az64atjbSNtL0XuHfsHDp/bX+W5FHg/cPQjW2fGDPTRJxIcrDtIeBYkgNtH0lyFfDS2OEkSbpQPC4naS5tP7nRXJK5djENz02STyf56vD4DUMbe2kz1kaSpuPVwCXM/s/cNXKWqbgFeG+SvwBvB36X5K/AncOcJEnbgsflJF1wSZ4cajXN89wfMnQmantNktcA97e92DsTaRPnc7RO0tZJ8jXg48wKXQe4Ebir7TdHDTYRSfYAb2Z2muDvbZ8eOZIkSReUi0yS5pLk+EZTwFVtd8553z+0fVeSx9peO4wda7t/3qySpOVI8idgf9sXh8e7gKNt3zZuMkmStAzWZJI0r33ADcCz68YDPLjAfe1MJEmr6x/Aq4AXh8c7gafGiyNJkpbJRSZJ87oH2N326PqJJA8scN/bgbuBfUm+xdCZaIH7SZKW5zngZJJfM/uy4Hrg4SS3A7T9/JjhJEnS1vK4nKTJSXI1L3cm+q2diSRpNSS5ebP5toeXlUWSJC2fO5kkTdGZzkTFzkSStDLOtYiU5BdtP7asPJIkabl2jB1AktYaOhMdBq4A9gKHknhcTpK2h7eMHUCSJG0dj8tJmhQ7E0nS9nWmg+jYOSRJ0tZwJ5OkqTnTmegMOxNJkiRJ0gqwJpOkqbEzkSRtXxk7gCRJ2joel5M0KXYmkqTtK8kH2t4/dg5JkrQ1XGSStFLsTCRJ05Pkg23vG64vB74HXAecAL7Q9ukx80mSpOWwJpOkVWNnIkmanm+vuf4u8E/gw8AR4EejJJIkSUtnTSZJq8btl5I0bQfavnO4vu1cx6AlSdL24SKTJEmSFvXaJF9kVth7T5L05ZoM7pyXJOki4Zu+pFVjZyJJmp47gcuA3cBhYC9AktcBR0fMJUmSlsjC35JWip2JJGn6krwHeDdwwtdsSZIuHu5kkjQJSXYn+UaSk0meS3IqyUNJPrP29/ywIknTk+ThNde3AHcw29n09SRfGi2YJElaKncySZqEJL8E7gZ+A3wCuBT4OXAr8FTbL48YT5K0iSSPtb12uD4CfKjtqSSXAg+1fce4CSVJ0jK4yCRpEpIca7t/zeMjba9LsgP4Y9urR4wnSdpEkmPA+5jtkv9V2wNr5v63ACVJkrY3j8tJmornhxoeJPkI8C+Atqex2LckTd3lwKPAI8AVSV4Ps6PQ+BouSdJF4xVjB5CkweeAHyd5K3AS+CxAkiuBH4wZTJK0ubZv2mDqNPDRJUaRJEkjcpFJ0iS0Pc6sE9H68VNJ/j1CJEnSgtq+APxt7BySJGk5rMkkafKSPNn2jWPnkCRJkiRtzJ1MkiYhyfGNpoB9y8wiSZIkSTp/LjJJmop9wA3As+vGAzy4/DiSJEmSpPPhIpOkqbgH2N326PqJJA8sP44kSZIk6XxYk0mSJEmSJEkL2zF2AEmSJEmSJK0+F5kkSZIkSZK0MBeZJEmSJEmStDAXmSRJkiRJkrQwF5kkSZIkSZK0sP8CKZhPZ/aR0nEAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1440x144 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/markdown": [
       "<span style=\"padding:2px;\">[actual:   positive >< pred:   positive]</span>  <span style=\"background: rgba(232, 232, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">[START]</span> <span style=\"background: rgba(232, 232, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">this</span> <span style=\"background: rgba(227, 227, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">film</span> <span style=\"background: rgba(180, 180, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">requires</span> <span style=\"background: rgba(199, 199, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">a</span> <span style=\"background: rgba(139, 139, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">lot</span> <span style=\"background: rgba(193, 193, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">of</span> <span style=\"background: rgba(167, 167, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">patience</span> <span style=\"background: rgba(158, 158, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">because</span> <span style=\"background: rgba(204, 204, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">it</span> <span style=\"background: rgba(176, 176, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">focuses</span> <span style=\"background: rgba(198, 198, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">on</span> <span style=\"background: rgba(219, 219, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">mood</span> <span style=\"background: rgba(231, 231, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">and</span> <span style=\"background: rgba(215, 215, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">character</span> <span style=\"background: rgba(202, 202, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">development</span> <span style=\"background: rgba(225, 225, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">the</span> <span style=\"background: rgba(174, 174, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">plot</span> <span style=\"background: rgba(188, 188, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">is</span> <span style=\"background: rgba(216, 216, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">very</span> <span style=\"background: rgba(32, 32, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">simple</span> <span style=\"background: rgba(125, 125, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">and</span> <span style=\"background: rgba(132, 132, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">many</span> <span style=\"background: rgba(162, 162, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">of</span> <span style=\"background: rgba(147, 147, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">the</span> <span style=\"background: rgba(195, 195, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">scenes</span> <span style=\"background: rgba(215, 215, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">take</span> <span style=\"background: rgba(228, 228, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">place</span> <span style=\"background: rgba(224, 224, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">on</span> <span style=\"background: rgba(224, 224, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">the</span> <span style=\"background: rgba(244, 244, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">same</span> <span style=\"background: rgba(244, 244, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">set</span> <span style=\"background: rgba(255, 255, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">in</span> <span style=\"background: rgba(250, 250, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">frances</span> <span style=\"background: rgba(252, 252, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">[UNK]</span> <span style=\"background: rgba(252, 252, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">the</span> <span style=\"background: rgba(233, 233, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">sandy</span> <span style=\"background: rgba(211, 211, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">dennis</span> <span style=\"background: rgba(202, 202, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">character</span> <span style=\"background: rgba(184, 184, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">apartment</span> <span style=\"background: rgba(240, 240, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">but</span> <span style=\"background: rgba(237, 237, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">the</span> <span style=\"background: rgba(227, 227, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">film</span> <span style=\"background: rgba(83, 83, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">builds</span> <span style=\"background: rgba(194, 194, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">to</span> <span style=\"background: rgba(176, 176, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">a</span> <span style=\"background: rgba(185, 185, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">disturbing</span> <span style=\"background: rgba(158, 158, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">climax</span> <span style=\"background: rgba(175, 175, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">br</span> <span style=\"background: rgba(176, 176, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">br</span> <span style=\"background: rgba(185, 185, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">the</span> <span style=\"background: rgba(160, 160, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">characters</span> <span style=\"background: rgba(213, 213, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">create</span> <span style=\"background: rgba(218, 218, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">an</span> <span style=\"background: rgba(181, 181, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">atmosphere</span> <span style=\"background: rgba(223, 223, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">[UNK]</span> <span style=\"background: rgba(232, 232, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">with</span> <span style=\"background: rgba(209, 209, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">sexual</span> <span style=\"background: rgba(210, 210, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">tension</span> <span style=\"background: rgba(195, 195, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">and</span> <span style=\"background: rgba(231, 231, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">psychological</span> <span style=\"background: rgba(231, 231, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">[UNK]</span> <span style=\"background: rgba(220, 220, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">it's</span> <span style=\"background: rgba(190, 190, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">very</span> <span style=\"background: rgba(201, 201, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">interesting</span> <span style=\"background: rgba(224, 224, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">that</span> <span style=\"background: rgba(219, 219, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">robert</span> <span style=\"background: rgba(221, 221, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">altman</span> <span style=\"background: rgba(214, 214, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">directed</span> <span style=\"background: rgba(217, 217, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">this</span> <span style=\"background: rgba(198, 198, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">considering</span> <span style=\"background: rgba(217, 217, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">the</span> <span style=\"background: rgba(217, 217, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">style</span> <span style=\"background: rgba(232, 232, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">and</span> <span style=\"background: rgba(131, 131, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">structure</span> <span style=\"background: rgba(175, 175, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">of</span> <span style=\"background: rgba(215, 215, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">his</span> <span style=\"background: rgba(227, 227, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">other</span> <span style=\"background: rgba(204, 204, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">films</span> <span style=\"background: rgba(236, 236, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">still</span> <span style=\"background: rgba(233, 233, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">the</span> <span style=\"background: rgba(225, 225, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">trademark</span> <span style=\"background: rgba(236, 236, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">altman</span> <span style=\"background: rgba(177, 177, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">audio</span> <span style=\"background: rgba(216, 216, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">style</span> <span style=\"background: rgba(196, 196, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">is</span> <span style=\"background: rgba(0, 0, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">evident</span> <span style=\"background: rgba(217, 217, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">here</span> <span style=\"background: rgba(164, 164, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">and</span> <span style=\"background: rgba(185, 185, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">there</span> <span style=\"background: rgba(186, 186, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">i</span> <span style=\"background: rgba(137, 137, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">think</span> <span style=\"background: rgba(172, 172, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">what</span> <span style=\"background: rgba(160, 160, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">really</span> <span style=\"background: rgba(121, 121, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">makes</span> <span style=\"background: rgba(165, 165, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">this</span> <span style=\"background: rgba(145, 145, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">film</span> <span style=\"background: rgba(146, 146, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">work</span> <span style=\"background: rgba(138, 138, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">is</span> <span style=\"background: rgba(137, 137, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">the</span>"
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\n",
      "text/plain": [
       "<Figure size 1440x144 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/markdown": [
       "<span style=\"padding:2px;\">[actual:   positive >< pred:   positive]</span>  <span style=\"background: rgba(246, 246, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">[START]</span> <span style=\"background: rgba(245, 245, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">many</span> <span style=\"background: rgba(233, 233, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">animation</span> <span style=\"background: rgba(133, 133, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">buffs</span> <span style=\"background: rgba(223, 223, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">consider</span> <span style=\"background: rgba(228, 228, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">[UNK]</span> <span style=\"background: rgba(232, 232, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">[UNK]</span> <span style=\"background: rgba(227, 227, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">the</span> <span style=\"background: rgba(0, 0, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">great</span> <span style=\"background: rgba(151, 151, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">forgotten</span> <span style=\"background: rgba(7, 7, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">genius</span> <span style=\"background: rgba(192, 192, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">of</span> <span style=\"background: rgba(200, 200, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">one</span> <span style=\"background: rgba(209, 209, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">special</span> <span style=\"background: rgba(213, 213, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">branch</span> <span style=\"background: rgba(218, 218, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">of</span> <span style=\"background: rgba(209, 209, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">the</span> <span style=\"background: rgba(212, 212, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">art</span> <span style=\"background: rgba(106, 106, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">puppet</span> <span style=\"background: rgba(111, 111, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">animation</span> <span style=\"background: rgba(188, 188, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">which</span> <span style=\"background: rgba(180, 180, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">he</span> <span style=\"background: rgba(233, 233, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">invented</span> <span style=\"background: rgba(197, 197, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">almost</span> <span style=\"background: rgba(230, 230, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">single</span> <span style=\"background: rgba(228, 228, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">[UNK]</span> <span style=\"background: rgba(230, 230, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">and</span> <span style=\"background: rgba(232, 232, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">as</span> <span style=\"background: rgba(232, 232, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">it</span> <span style=\"background: rgba(245, 245, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">happened</span> <span style=\"background: rgba(239, 239, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">almost</span> <span style=\"background: rgba(247, 247, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">accidentally</span> <span style=\"background: rgba(245, 245, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">as</span> <span style=\"background: rgba(245, 245, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">a</span> <span style=\"background: rgba(245, 245, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">young</span> <span style=\"background: rgba(250, 250, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">man</span> <span style=\"background: rgba(252, 252, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">[UNK]</span> <span style=\"background: rgba(250, 250, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">was</span> <span style=\"background: rgba(252, 252, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">more</span> <span style=\"background: rgba(251, 251, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">interested</span> <span style=\"background: rgba(254, 254, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">in</span> <span style=\"background: rgba(254, 254, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">[UNK]</span> <span style=\"background: rgba(252, 252, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">than</span> <span style=\"background: rgba(252, 252, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">the</span> <span style=\"background: rgba(248, 248, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">cinema</span> <span style=\"background: rgba(253, 253, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">but</span> <span style=\"background: rgba(253, 253, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">his</span> <span style=\"background: rgba(254, 254, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">[UNK]</span> <span style=\"background: rgba(254, 254, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">attempt</span> <span style=\"background: rgba(254, 254, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">to</span> <span style=\"background: rgba(252, 252, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">film</span> <span style=\"background: rgba(252, 252, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">two</span> <span style=\"background: rgba(252, 252, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">[UNK]</span> <span style=\"background: rgba(252, 252, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">[UNK]</span> <span style=\"background: rgba(251, 251, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">fighting</span> <span style=\"background: rgba(252, 252, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">led</span> <span style=\"background: rgba(252, 252, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">to</span> <span style=\"background: rgba(252, 252, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">an</span> <span style=\"background: rgba(240, 240, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">unexpected</span> <span style=\"background: rgba(162, 162, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">breakthrough</span> <span style=\"background: rgba(227, 227, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">in</span> <span style=\"background: rgba(220, 220, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">film</span> <span style=\"background: rgba(247, 247, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">making</span> <span style=\"background: rgba(247, 247, 255, 0.6); color:#000; 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\n",
      "text/plain": [
       "<Figure size 1440x144 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/markdown": [
       "<span style=\"padding:2px;\">[actual:   negative >< pred:   negative]</span>  <span style=\"background: rgba(241, 241, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">[START]</span> <span style=\"background: rgba(241, 241, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">i</span> <span style=\"background: rgba(246, 246, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">generally</span> <span style=\"background: rgba(224, 224, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">love</span> <span style=\"background: rgba(235, 235, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">this</span> <span style=\"background: rgba(219, 219, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">type</span> <span style=\"background: rgba(233, 233, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">of</span> <span style=\"background: rgba(231, 231, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">movie</span> <span style=\"background: rgba(246, 246, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">however</span> <span style=\"background: rgba(242, 242, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">this</span> <span style=\"background: rgba(241, 241, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">time</span> <span style=\"background: rgba(243, 243, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">i</span> <span style=\"background: rgba(248, 248, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">found</span> <span style=\"background: rgba(244, 244, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">myself</span> <span style=\"background: rgba(233, 233, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">wanting</span> <span style=\"background: rgba(243, 243, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">to</span> <span style=\"background: rgba(194, 194, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">kick</span> <span style=\"background: rgba(216, 216, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">the</span> <span style=\"background: rgba(240, 240, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">screen</span> <span style=\"background: rgba(177, 177, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">since</span> <span style=\"background: rgba(208, 208, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">i</span> <span style=\"background: rgba(231, 231, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">can't</span> <span style=\"background: rgba(243, 243, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">do</span> <span style=\"background: rgba(245, 245, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">that</span> <span style=\"background: rgba(245, 245, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">i</span> <span style=\"background: rgba(249, 249, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">will</span> <span style=\"background: rgba(250, 250, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">just</span> <span style=\"background: rgba(193, 193, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">complain</span> <span style=\"background: rgba(240, 240, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">about</span> <span style=\"background: rgba(220, 220, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">it</span> <span style=\"background: rgba(226, 226, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">this</span> <span style=\"background: rgba(236, 236, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">was</span> <span style=\"background: rgba(233, 233, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">absolutely</span> <span style=\"background: rgba(116, 116, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">idiotic</span> <span style=\"background: rgba(194, 194, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">the</span> <span style=\"background: rgba(205, 205, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">things</span> <span style=\"background: rgba(212, 212, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">that</span> <span style=\"background: rgba(228, 228, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">happen</span> <span style=\"background: rgba(226, 226, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">with</span> <span style=\"background: rgba(232, 232, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">the</span> <span style=\"background: rgba(232, 232, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">dead</span> <span style=\"background: rgba(214, 214, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">kids</span> <span style=\"background: rgba(221, 221, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">are</span> <span style=\"background: rgba(238, 238, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">very</span> <span style=\"background: rgba(239, 239, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">cool</span> <span style=\"background: rgba(250, 250, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">but</span> <span style=\"background: rgba(250, 250, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">the</span> <span style=\"background: rgba(253, 253, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">alive</span> <span style=\"background: rgba(253, 253, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">people</span> <span style=\"background: rgba(255, 255, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">are</span> <span style=\"background: rgba(252, 252, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">absolute</span> <span style=\"background: rgba(231, 231, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">idiots</span> <span style=\"background: rgba(234, 234, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">i</span> <span style=\"background: rgba(192, 192, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">am</span> <span style=\"background: rgba(211, 211, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">a</span> <span style=\"background: rgba(185, 185, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">grown</span> <span style=\"background: rgba(219, 219, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">man</span> <span style=\"background: rgba(165, 165, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">pretty</span> <span style=\"background: rgba(205, 205, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">big</span> <span style=\"background: rgba(223, 223, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">and</span> <span style=\"background: rgba(214, 214, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">i</span> <span style=\"background: rgba(224, 224, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">can</span> <span style=\"background: rgba(237, 237, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">defend</span> <span style=\"background: rgba(226, 226, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">myself</span> <span style=\"background: rgba(244, 244, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">well</span> <span style=\"background: rgba(223, 223, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">however</span> <span style=\"background: rgba(234, 234, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">i</span> <span style=\"background: rgba(214, 214, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">would</span> <span style=\"background: rgba(212, 212, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">not</span> <span style=\"background: rgba(198, 198, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">do</span> <span style=\"background: rgba(49, 49, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">half</span> <span style=\"background: rgba(186, 186, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">the</span> <span style=\"background: rgba(0, 0, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">stuff</span> <span style=\"background: rgba(168, 168, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">the</span> <span style=\"background: rgba(169, 169, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">little</span> <span style=\"background: rgba(134, 134, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">girl</span> <span style=\"background: rgba(148, 148, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">does</span> <span style=\"background: rgba(188, 188, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">in</span> <span style=\"background: rgba(186, 186, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">this</span> <span style=\"background: rgba(181, 181, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">movie</span> <span style=\"background: rgba(224, 224, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">also</span> <span style=\"background: rgba(213, 213, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">the</span> <span style=\"background: rgba(10, 10, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">mother</span> <span style=\"background: rgba(188, 188, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">in</span> <span style=\"background: rgba(187, 187, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">this</span> <span style=\"background: rgba(183, 183, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">movie</span> <span style=\"background: rgba(191, 191, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">is</span> <span style=\"background: rgba(146, 146, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">reckless</span> <span style=\"background: rgba(191, 191, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">with</span> <span style=\"background: rgba(202, 202, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">her</span> <span style=\"background: rgba(210, 210, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">children</span> <span style=\"background: rgba(212, 212, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">to</span> <span style=\"background: rgba(221, 221, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">the</span> <span style=\"background: rgba(171, 171, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">point</span> <span style=\"background: rgba(198, 198, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">of</span> <span style=\"background: rgba(162, 162, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">neglect</span> <span style=\"background: rgba(197, 197, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">i</span> <span style=\"background: rgba(194, 194, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">wish</span> <span style=\"background: rgba(197, 197, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">i</span> <span style=\"background: rgba(159, 159, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">wasn't</span>"
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hU2Bp6PHUv6T25062zAnhehwpFq1sP1nuKqXUVcAnwKcO3G8TMFYplaSU8gAuBY4+lW4FsLT94wuBNVpr3X4fI4BSKgFIBXIdmFMIIYQQQggxwtQ32cirsB7T9LtDWkwATbY2shxoBp1bYcWgIDbY26G5UyJ8ySyVItNQqGuyUVnfTHw3Tb+BQ/20cqT5txAup8ftclrr25RSFwAntF/1gtZ6uQP3symlbgQ+B9yAl7XWe5RS9wGbtdYrgJeAV5VSmUAl9kIUwHzgTqVUC9AGXK+1Lu/tgxNCCCGEEEIMf/sP2pt+d1VkmtS+ZWp3UXWXMR1yy+sxBXnjaXTrNq5DSrgfFmsLlfXNhPh69CJr0VsFlVYA4kK6LwB6e7hhCvSSlUxCuCBHejKhtX4feL+3g2utP+WoVU9a63sO+7gRuKiT+70KvNrb+YQQQgghhBAjT3r7yXJdbZdLDvfDy93AHnMNF8zofqy8ivpD260ckRLx4wlzIb4hDt9P9N6hIlMP2+UAksJ9yZYikxAup8vtckqpb9v/rVVK1Rx2qVVK1QxdikIIIYQQQojRLKOkFh8Pty63uLkZFBOiA9htru5xrNwKKwmhPRcxOowJtxeZZMvc4CuwNAD0uF0O7H2Zssvq0FoPdlpCiF7ossiktZ7f/q+/1jrgsIu/1rrztxCEEEIIIYQQYoCll9QwPsofg0F1GZNmCmCfuYa2tq6LDpb6ZqobWg719HFETJA3nkYDWVJkGnQFlVb8PI0E+bj3GJsU5kdNow2LtWUIMhNCOKrHxt9KqWO2rXV2nRBCCOEK3tlcwNI30mlx4IQhIYQQrk9rTXpJLak99FpKMwVS22SjwGLtMia3ov1kuV4UmQwGRbKcMDckCiqtxAZ7o1TXxcQOyeEdJ8zJ8yKEK3HkdLm0wz9pP/Wth53OQgghhHOs3F3CgfIG1mdVODsVIYQQA6C0tokqawupXfRj6vBj8++uO3scKjKFOb5dDiAl3JdMKTINugKLlTgHtsoBJLf31cqWE+aEcCnd9WS6SylVC0w5vB8TcBD4cMgyFEIIIRzU1qbZmm8B4JOdZidnI4QQYiDsK7YXjXo6NW5clB9Gg2JPN32ZcsutKIXDhYwOYyL8KLQ00NjS2qv7CcdprSmobHCoHxPYtzG6uyk5YU4IF9NdT6YHtNb+wCNH9WMK1VrfNYQ5CiGEEA7JLq+nytqCn4cbK3eX0GyTLXNCCDHcZbSfLNfTdjlPoxtjI/3Zbe56JVNeRT2mQG88jW69yiEl3A+tkYLGICqva6ahpZW4Lpq7H83oZiA+xEdWMgnhYnrcLqe1vkspFaOUmqeUWtBxGYrkhBBCiN7YmmdfxXTV7EhqGm18m1nm5IyEEEL0V3pJLVEBXgT5ePQYm2YKYK+5ussTx3IqrL3eKgf2IhPICXODqaOXVm9WmSWF+UnhTwgX40jj7weB74A/Abe1X24d5LyEEEKIXtuSZyHIx50Lp4QT4GXk453Fzk5JCCFEP6WX1Pa4Va5DmimA8rpmSmubOr09r6K+V02/OySH+6IU0vx7EBVU2otMjm6XA/vzklNR3+2JgkKIoWV0IOY8YLzWuvP/qYUQQggXsSXfwvT4YDyMBs5Ii2Ll7hIaW1rxcu/dtgghhBCuoaW1jazSOhaMC3MoflJMR/PvaiIDvI64rcraTJW1pU9FJi93N2KDvcmSrVmDpqPIFBvcm5VMvjTb2jBXN/TqfkKIwePI6XLZgPtgJyKEEEL0R7W1hczSOmYkBANw9pRoaptsrDtQ7uTMhBBC9FVOeT3NrW099mPqMCE6AKVgTyd9mXIr7EWMxLDeF5nAvmVuMLbLmasaWPLMtzy9rghLffOAjz9cFFQ2EObnibeH428MJbU/l7JlTgjX4UiRyQpsV0o9r5R6quMy2IkJIYQQvbG1wN6PaVp8EAAnjAkjyMedj+WUOSGEGLbS25t+j48McCjez9NIUqgvu4uOPWEur8JeiEgM7duKl5RwP7LL6gZ0a1aTrZXrXt9Kekktb20rZcHDX/HMmgNYm20DNsdwUWCxEhfiWNPvDslSZBLC5TiyXW5F+0UIIYRwWVvzLLgZFFNjg6iuKMXdzcCitCg+2mGWLXNCCDFMpRfXYDQoUiIcX3000RTAtvyqY67PKa9Hqd41lj7cmAg/mmxtFFU1MFC/Uf728T52FFTx3BXT8dVWlm218OgX+1m2IY+bThvLpbPicHdzZF3A8FdgsTI9PrhX9wn398TXw01OmBPChThyutwy4B3ge631so7L4KcmhBBCOG5LnoUJ0f74ev74/sniKSbqm1v5OqPUiZkJIYToq4ySWpLDffE0Ol7WSTMFUlTVQJX1yK1neRVWTIHefX7T4dAJcwPU/Hv5tkJe/T6Paxcks2hSNCmh3ry4dCbv/WYuiaE+/PmD3Zz+2Dd8tMM84htb21rbMFc1EtfLvkpKKZLCfWUlkxAuxJHT5c4BtgMr2z8/Tinl0MompdQipVSGUipTKXVnJ7d7KqXebr/9B6VUYvv1pyultiildrX/e2pvHpQQQojRxdbaxvaCKmYc9Q7o8ckhhPp6yClzQggxTKWX1JIa5dhWuQ6TYuzxR/dlyimvJ6GPW+UAUsLtq6myBqAvU3pJDXf9bxezk0K4/YzxR9w2MzGEd349l5eWzsTT6MZv39zGuc9+y9r9ZWg9MotNxdWNtLbpXm+XA0gK8xs2RaaW1jZe/jaHSmuLs1MRYtA4svbyXmA2UAWgtd4OJPd0J6WUG/AscCYwEbhMKTXxqLBrAIvWegzwOPBQ+/XlwDla68nAUuBVB/IUQggxSqWX1GJtbmV6wpFFJqObgUWToli9r3RU9rcQQojhrKaxhaKqBsY72PS7Q5rJfsLcHvORfZnyKur73PQbINTPk2Af936fMFfb2MJ1r23F38udZy6bhrGT7XBKKU6bEMmnN5/IYxdPxVLfwpUvb+RnL/5ATkVDv+Z3RR0ny/VlK2NSmC+FFitNttaBTmvALVufy30f7+WRrwqcnYoQg8aRIlOL1vroznltDtxvNpCptc7WWjcDbwFLjopZAnRsvXsPOE0ppbTW27TWHZ1a9wDeSilPB+YUQggxCm3Ntzf9npFwbC+HxVNMNLS08lV62VCnJYQQoh/2tzf9nhDduyJTiK8HpkAvdhf9uJKpptGGxdrS56bfHVLC/fq1kklrzW3v7iS/0sqzl08nIsCr23g3g+L86bGsufUk/nLORPYV13DbR9nUN42sN07yO4pMvdwuB/YVZm36x0KVqyqva+LJ1Qfw9zLyTVY132XK6bdiZHKk8fcepdTlgJtSaixwE7DegfvFAIeXaAuBOV3FaK1tSqlqIBT7SqYOFwBbtdZNR0+glLoWuBYgNjYWs3lknCBUWVk5oHGDMabk6JpxzpxbcnTNOGfOPZQ5fptuJszXHWW1YG6oOiIu1lMT6mPk3R+ymRZ25DYD+ToObZwz55YchzbOmXNLjkMbN5hzf9/+5kCQauj07/zuxksO8WRHfsWh++3Nt4/lr5q6fc3QU47RvgbW5VT3+TG/sfUgK/eU8Nv5McR6Nh6RS09jnpHkSeSZidzw/gH+8v4Wbjk5rldz9zduMMbsiNubX4qbAm21YG48tml7d+P5afvKrs0ZBfjYglz2Z+bB1flYm228dMl47vwoiz/9bwfLLk/FaFAuk6MrzD1acxxJHCky/Ra4G2gC3gA+B/46mEl1UEqlYd9C95PObtdavwC8ADBz5kxtMpmGIq0h4ehj6c1jHugxJUfXjHPm3JKja8Y5c+6hynFfWTqzkkKJiYnpNG7xVAtvbSogMDTiiMbgQ5njUMQ5c27JcWjjnDm35Di0cc6c29k5lmyswN/LyLRxCSjV+QvxrsabkVzHd2sOEBQWgY+HkZoM+wu9GePiMEV2vzKquxynJDby0d4K3LwDev2Yv8+u4F/rizlzUhS3nD2108fU05gmE1yUVcU728u4YM4Y5qaEOjS3ozkOZGxv4qpaDmIK9iY+NqbbuM74hbQAGVS3eR6KcbWfmd1F1Xy0t4Kr5yVx8tQx3FzTzF2f5LAmr5mrTkhyiRxdae7RmuNI4ch2ubO11ndrrWe1X/4EnOvA/YqAw8vrse3XdRqjlDICgUBF++exwHLgSq11lgPzCSGEGIVKaxopqGzodKtch7OnmGiytbFq38EhzEwIIUR/pBfXkhrl32WBqTuTYgLRGvYV27fMFVXbT5qL70PPn8OlRNh7OuVZGnt1v9KaRm58YxsJIT48fOGUPj2mDr+ZayIh1Ifb398xYvoNFlisfX5uArzcCfPzdNnm31pr7vtoL8E+Hty8cCwAC5IDmT8mjMe+3E9lfXMPI4jhqLVN89DKdCrqR1+Td0eKTHc5eN3RNgFjlVJJSikP4FLg6FPpVmBv7A1wIbBGa62VUkHAJ8CdWuvvHJhLCCHEKNXRj+nopt+Hm5kQTGSAJ5/IKXNCCDEsaK3JOFjb66bfHdJMR54wV1DVSHSgF17ubv3KKyXcD4A8yzGdPLrU0trGDW9spb7Jxr+umIG/l3u/cvByN/DIhVMptDTw8MqMfo3lKgoqrX3qx9QhOcyX7H42ZB8sH+8sZmNuJbf+ZDyB3vbnXinFX86ZSH1zK//4YmQ8h0PN1Ru9P782i399ncWWwlpnpzLkuiwyKaXOVEo9DcQopZ467PIK0GPJXGttA27Evr1uH/CO1nqPUuo+pVTHSqiXgFClVCZwC3Bn+/U3AmOAe5RS29svEX19kEIIIUauLXkWPIyGQy8oOmMwKM6aHM3X+8uobRx97ygJIcRwY65upLbRRmpU1/+3dyc60IsQXw92F9nPLyqsaiYxtO8ny3WIDfbBw2jo1Uqmh1emsynXwoMXTO5z0exos5NCWDo3kVfW5/J9dsWAjOks1mYb5XXNfTpZrkNSmC/ZLriSqaG5lQc+3cfE6AAumXVkD62xkf78/PgE3tyYz15zTRcjiM5szKnkuP/7kre3lzo7lU7tNdfw+Jf7OWtyFKeP6/pN0JGqu5VMZmAz0AhsOeyyAjjDkcG11p9qrcdprVO01ve3X3eP1npF+8eNWuuLtNZjtNaztdbZ7df/TWvtq7U+7rCLa34HCSGEcKoteRamxATiaez+3enFU0w029r4cq9smRNiuHnluxx+8+7+EbM1SPQsvX2bW2ofizJKKdJMAYdWMhVWNZEY1r+tcmA/7S05zJfcSseKTGsOWPj3uhyWzk1gyXFd9xvqi9sXjbdvm3tv57D+2Si02Bt396vIFO5LeV0TNS72RtJz32Rhrm7kL+dMxK2TBt+/XziOQG93/u+jPWitOxlBHM1S38zNb22j0dbKM+uK2JTrWo21m2yt3PLOdgK9PfjbTyf3a2vscNVl42+t9Q5gh1IqUmu97PDblFI3A08OdnJCCCFEdxpbWtldVMPVJyT2GDstLghToBef7Czm/Omxg5+cEGJAVDe08I8v9lPbZOPhlRnce26as1MSQyC9xL7FZFw/Vv5MNAXw8rc5VNQ1UdVoG5CVTGDfMrdyTzHH/3017kaFh5sBdzcDnkb7vx6H/fvdgTKOiwvi7rMnDsjch/PxMPLwBVO45IXvh/XPRn6FFYC4YO8+j5EUZn9uc8vrCXOkIcwQKKpq4Llvsjh7SjRzkjtv0B7o486tZ4zn7uW7+XRXCWdPiR7iLIcXrTW3vbeT8romXr9mDre9u40b39jKJzedSJifp7PTA+CJVQdIL6nlpaUzCfH1wFzt7IyGniM/gpd2ct1VA5yHEEII0Wt7zNU0t7Z124+pg8GgOHtKNGsPlFFtda13OoUQXVu2PpfaJhtzEwNGxNYg4Zj0klpigrwJ6Ef/okmmQFpa9aEVrAkDVGT69UnJnJsWxoJxYcxMCCE1KoC4EB+CfDzwMBpotrVRZW2moNJKaoQP//zZdDyMg1P5mJMcylXz7NvmfhimPxsFlvYiUz9WMiW3F5lcqfn33z/dB8Afz5rQbdyls+KZEB3A3z/dR0Oza/cZ6qtt+RZWpvd/xdF/N+Sxat9B7liUyrwxYdx/VhJV1hZufmsbrW3OXwm2ObeS57/J4pKZcZw2IdLZ6ThNlyuZlFKXAZcDSUrDRJhDAAAgAElEQVSpwxt2B9B+ApwQQgjhTFvzqgCYHu/YfvfFU0z8e10OX+wt4aKZcT3fQQjhVHVNNl7+LoeFEyK56+RIrn47k9vf28nK352Ij0eXf8aKESCjpKbPW+U6dPTq+2SX/dCHgdguBzAlNojbTolz6Fhys9mMKajvK3Qccfui8axJL+X293fy2c3D72ejoLIBHw83Qn09+jxGfKgPSkF2WT2zIvwGMLu++SG7gk92FnPzaWOJ6eH5dzMo7j1nIpe88D3Pr83idwvHDVGWQ6OxpZUbXt+KuboRK57ceOrYPo2z11zD/Z/u45Tx4VwzPwmAceE+/HXJJG5/fydPrtrPLT8ZP5Cp90p9k40/vLsDU5A3f1rcfWFxpOuupL4e+AeQ3v5vx+UeQFrgCyEG1cGaRmytzn9HQri2LXkW4kN8CPd3bIn0lNhA4kK8+VhOmRNiWHh1Qx5V1hZ+e+oYvN3dePjCKeRXWnnos3RnpyYGUbOtjayyelKj+1dkSgz1xdfDjfVZ9vfHE0IGZiWTq/HxMPLwhVPIq7DyyOfD72VagcV+slx/etd4Gt2IDfZ2iZVMrW2aez/aiynQi9+clOLQfeYkh3L2lGie+yaLoqqGQc5waL32fR7m6kammnx59Iv9PP9NVq/HsDbbuPHNrQR5u/PoRVOP+F65eFYcF82I5ak1mXyV4bw2zn//dB/5lVYevWhqv0+QHO66LDJprfO01l9rrecCNcBiYBnwf9hPixNCiEFRXtfEKY9+ze8/zKTZ1ubsdISL0lqzJd/CDAe2ynVQSnH2ZBPfZZZjqW8exOyEEP3V0NzKi+uyWTAunKlxQQAc3741aNmGPDZkycL6kSrP0khrm2Z8H0+W62AwKCaaAmht04T7uuPt0f0BEcPZ8Ydtm9uY41qNkHtSUGklLqT/q72Swvxcosj09qYC9hXXcNdZE3r1Pdexra5jm91IUNPYwrNfZXLi2DCePn8s50w18cBn6bz0bU6vxvnLh3vIKa/niUuOI7ST3kv3LZlEapQ/v397u1OKdF9nlPL6D/n8cn4Sx3fRf2s06bLIpJQap5T6i1IqHXgayAeU1voUrfUzQ5ahEGLUeXtTAdbmVrYU1vGnD3bJaRuiU4WWBspqmxzqx3S4xVOisbVpPt9TMkiZCSEGwhsb86mob+amU8cccf2hE7Xe30F90/A9UUt0LavCfnLbhH5ulwNIMwUCEBfkGk2BB9Pti8YTF+zDbe/t6Hdvn7Y2TUGlldX7DvKvr7O45e3tXPiv9ewqrhugbO20ts8TG9z/rYzJYb7klNc79e/GamsLj36RwezEEBb3sol3TJA3vzkphU92Fo+Y3nMvrs3GYm3h9jNSMRoUj188lTMnRfHXj/fy3w25Do3x4fYi3t1SyA0nj2HemLBOY7w93PjXFTOwtWquf33rkL5JXWVt5o73dzI2wo8/OHG7nivpbsNuOrAOWKy1zgRQSv1+SLISQoxattY2Xvs+j/ljwhgbYuQ/GwtJCPXlhlPG9HxnMapsybMAMMPBfkwd0kwBJIb68MmuYhbESl8mIQZDWW1Tv17oNba08sLaLOYmhzIzMeSI2w4/Ueuhlenct2RSf9MVLiarvAEPNwOJYf3f3tbRlylmFBSZfDyMPHTBFC779/c88nkGv5wR1ON9Wts0JbXN7M8o5cDBOjIO1nLgYC0HSuuwHlaoigrwotHWyv2rrJw8NQVP48CsCqtubKW+uZX4fjT97pAc7ktdk41Kq42YXtxPa015XTMFFisFlVYKLQ0UWqwUVDZQYLGi21pZOLGK0yZEMCsxpNsm7k+uPoDF2sw950zs0/a/Xy9I4d3NhfzfR3v5+Lfze31/V1JW28SL3+Zw9pRoJscGYjbXY3Qz8NRl07j+9a3c8+EejAYDl8+J73KMvIp67l6+mxkJwfxuYfe9nJLCfHnkwilc9/pW/v7pviE7bfGeD/dQUdfMS0tn4eU+cldL9kZ3RabzsZ8s95VSaiXwFtD3jbJCCOGAVfsOUlzdyL3npjEpqJXKZgOPfJ5BfIgP50ztucGmGD225Fnw9XBjfC/f6VZKtfc9yMZijUK+q4QYWB9uL+L3b2/n3LRQnriiNy/1fvTulkIO1jTx+MXHdXr74SdqLZoUxbyUzt/dFsNTVkUDKRF+uLv1/0S2jpVMsYEjv8gEMDcllKVzE/jP+hwmhaaQZvDnYE0jJTWNlNY0crCm6dDHJTWNlNU2cfihXGF+noyP8uPimXGMi/RnXKQfYyP9CfR25+uMUq76zyae/yabm07rW/Pmo5mrm4D+nSzXIam9KPnJ3gqy64002dpoamm1/3vUx40trRSUVVPWcICCygYaWo5c+RXq60FsiA+TYwKpqK7ntR/yePm7HPw8jZw4NoxTUiM4ZXzEET0hcysb+e+GXC6dFc+kmMA+PQZvDzfuOiuVG9/Yxpsb8zk1fvj29nn2q0yabG384fQjG5m7uxl45vJp/ObVLfxx+S6MboqLOzmMpdnWxm/f3IZBwZOXHofRgf8PzpwczTXzk3jp2xxmJAQP+muHj3aYWbHDzC2nj+vzcz4SdVlk0lp/AHyglPIFlgC/AyKUUv8ClmutvxiiHIUQo8iy9XnEBHlzWmoEpQdLePjCKZirGtpPa/BiRkJIz4OIUWFLnoVp8cG4GXr//sfiKSae/SqLb7KqSZNFckIMmPe2FHLbezsI9fXkg90VzN9SyIUzYns1RrOtjee+zmJGQjBzU7rubXH7ovF8lVHK7e/t5PPfLcDXc3idqCW6llneyIJxEQMyVmqUv/24c9Po+f64fVEqazJKuWVFFnBkk+UgH3ci/b2ICPBkXKQ/kQFeeNPEzLExjIv0J7ibE95OHh/BaWODeOarTM6dahqQlWbmGnt/xIHoyTQ+0h+Dguc2FMOGzg/48DQa8DQa8DC6EeSlSIoIZP6YcOJCvIkL9iEuxIfYYO8j/j8xm80EhUWwPrOCNRmlrNlXyme77Vvup8YGcmpqJKemRvDk2kK8Pdy49Sf9Ox3u7MnRvJqUxz++yGDmFanD8s2wgkorr/+Qx8Uz40gOP/a0P0+jfXvbr/67mTve34m7m+K8aUf+rnj0iwx2Flbz3BXTe7Wd8s4zU9leUMWd7+9kQnQAYwbptMGDNY38+cPdTI0L4vqTHWvwPlr0+L+t1roeeAN4QykVDFwE3AFIkUkIMaD2H6xlQ3YFty8af+jdCk+jGy/8fCbn/2s9v/rvFpZfP4+E0JF5Osxg2FlYhXdL//oyuKL6JhvpJTXc2MdtlKlR/iSH+7LqgIXrzxjg5IQYZoqrG1ifW80F0dH9Ot3pzY35/HH5LuaPCeNfV8zgyn9/x93Ld5FmCmBCtOMNnD/YVkRRVQN/O29St/n4eBh55MKpXPLCBh78LJ2//lS2zY0Elvpmyutber1KtSsGg+K6k1Mwm80DMt5w4Otp5OWls/h4cxZjYiOIDPAiKsBeWOpsO4/ZbMZkcqxZ8U0nxrIxP50/f7ib//5idr/+zwAw17SvZBqAnkwRAV58devJ5BYWE2uKai8oueHp3l5YcjMcka/9cTtWwvHxMLJwYiQLJ0aif6rZW1zDV+mlrE4v5YnV+3l81X4A/rx4YqeNqXtDKcVfzklj8dPr+N0HmfzmFDfOnBw1YFsUh8JjX+7HoFS3W9y83N3495Uz+cUrm/jDOztwMxg4t33l0dcZpbywNpufzYln0aTe9bZydzPw7OXTOfupdVz/+hY+uOGEfj2WzmitueP9nTQ0t/LYxVMdWmU1mvTqq6G1tmitX9BanzZYCQkhXMdjX2Twty/zsDYPTWPVVzfk4WE0cMlRS2aDfT14+apZtGnN1f/ZRJVVTgVzRF5FPT999jseXJPv7FQG3I6CKto0vW763UEpxeIpJrYX1bFydzGtbdJcXoxOttY2frlsM7euyOY3r23p86mLr27I5a7/7eLkceH8+8qZ+HkauW9RIoHe7lz32hZqGlsczufZrzOZEhvIyePCe4yfnRTCVfMSefX7PNZnlfcpd+Fa0ktqAUjtRWFSHGtspD+XTIvgnKkmZieFEB/qMyD9YsL93Ln1jPGsO1DORzs7Xy3UG+bqZkJ9PQZsJWJCqC9jw31ICfcjNtiHcH9PArzc8TS69bsg1kEpRZopkBtPHcvy609g890L+cdFU/nlnCiunJswIHNMNAXwyIVTqW1q5Xdvb2fuA2t44NN95LrA6Xk92Vdcwwfbi7j6hCQiA7y6jfVyd+PFpTOZmRjC79/ezme7iimvb+EP7+xgfKQ/f148sU85RAV68eSl0zhQWsfdy3cf6hGotaa2sYXc8no251aycncJr/+Qx1OrD3DPh7t55KsCnl59gHc2F7B2fxn7D9ZSbW05psfgij0VfJ1Rxl1nppLSyUqt0W70rBsVQvRKekkNT3+VidaQ99wGXlo6i6jA7n9R9EdNYwvvby3knCmmTt8BSgrz5YWfz+SKF3/g2le38Oo1s4fVOzrO8OK6HNo0rD5QxdZ8C9N72SDblXU0/Z7Wj8d0yaw43t2Ux29e20pMkDdXHJ/AJbPiCOlmq4AQI81/vstlj7mGM8YHsya9lEVPruXRi6Zy4tieCzwdXv42h/s+3svCCZE8+7Nph/5vDvFx558/m86lL3zPre/s4Pmfz+jxRd5HO83kVVh5wYHYDrefkcpX6T9umxPDW0ZJDWBfcSpc0xXHJ/D+1kLu+2gvJ40LJ9C7732DimuaiR2AfkzOFOrnyQUzYjFHGwakj1iHC2bEMidKkWP14PXv83nx2xyeX5vNiWPD+NmceE6bEDmg8w2URz/PwN/TyHUnObaFzMfDyMtXzWLpyxv57ZvbSAj2pL7ZxluXH9+vwuj8sWH8fuE4HvtyPzvzK2iwpVNe39zlyXOB3u6g21i+69g3LLzcDUQFeBHZfvlybwknjAnlyrmJfc5vJJMikxCiU49+noGfp5HfL4jhH18XsuTZb3lp6axBa2r3vy2FWJtbWTqv63eAZieF8MhFU7j5re3c9f4u/nHx1AF7V2qkqaxv5t0tBSyeEs2GzDL+9vFe3r9u3oj5em3JtzAu0q9ff9jGBHnz9pUT2VtlYNn6PB5amc7jq/azZKqJpfMSpYGjGPEKKq089uV+Fk6I5J6F0dx0Rho3v7Wdn7+0kWvmJ3HbGeN7/AP/hbVZ/P3TdBalRfHUZdOOOXVpZmIId501gb9+vJcX1mbz625edLS1aZ5Zk0lqlD8LJ0Q6/Di8Pdx45KKpXPy8fdvcdbOld99wZG228cr6XJ7/JptwX3ci/EdHo+7hyM2guP+nk1ny7Lc8+nlGv7aqmmuamJbg2Fa90cigFCeODefEseEcrGnk7U0FvLkxn9+8tpXIAE8umRXPpbNc56TcTbmVrE4v5fZF4wn0cfxvND9PI69cPYufv7SR7QVVPHD+ZMZG9r/QfOMpY6hpaGF3QTkxoYGE+XkQ6udBmJ8noX6ehPp6EO7vSbCPBx5GA2azmZDwSEprmjhY20hJdaO9cX51R/P8JrYXVGEK8ODhC6di6ENf0NFAikxCiGNsyq1k1b5SbjtjPIvG+zB3Qjy/XLaZi57bwBOXHscZaVEDOl9bm+a/G/I4Li6IKbHdH7e75LgY8irsL4wSQn25uYfjTEer/27IpbGljd8tHMukMCMPring010lnD2ld/vaXVFbm2ZrnmVAHovRoFg0KZpFk6LZf7CWZetz+d/WIt7dUsj0+CCWzkvkzEnR3R5XLMRwpLXm7g92Y1Bw35I0sFpIMwXy0Y3zeeCzfbz0bQ7fZZbz5KXTuuyN8+xXmTzyeQaLp0Tz+CXHdfmO+i9OSGRrnoWHP89galwQxyd3/oLys90lZJXV88zl03r9h/usxBCunpfEy9/lMCvanXOHY6fcUaqxpZU3fsjnn19nUl7XzKmpEVw9I2TEvCkyUk2ODeTKuYks25DLBTNiOS6u+7/fOtPapimpbSZ+mK9kGiqRAV7cdNpYrj85ha8yynj9hzyeXnOAZ9YcYHa8P2dPa+HU1AhigvrfRL0vtNY89Fk6Ef6eXD0vqdf39/dy57VfzmH1tkzOHaDCmcGg+NPiib3qv+Xl7kZ8qA/xoV1/X5rNZkxO+joPB4P6V7NSapFSKkMplamUurOT2z2VUm+33/6DUiqx/fpQpdRXSqk6pdQzg5mjEOJIHb8gwv09ufqERAAmRAew/IZ5jIvy5zevbeG5b7KO2ZvcH99llZNdXt/tKqbD/fbUMVwwPZbHV+1n+bbCActjpGhobuW/G/I4LTWCMRH+nD0xlNQofx5cuY8m2/BvAp5VVkdNo23At/+Ni/Tn/vMm8/0fT+OexROprG/m5re2M+/BNTz25X6yKxoG9PteCGdascPM2v1l3HbG+CP+UPb2cOO+JZP4z1WzKK9r4pxnvuXlb3NoO6xvmdaaJ1bt55HPMzhvWgxPdFNgAnv/kgcvmExCqA83vrGN0prGY2K01jy95gAp4b6c2csmrx1uO2M8SWG+PLA6n6Kqhj6NIYZOS2sbb27M55RHv+a+j/cyNsKf96+by8tXzSIlVF68DQd/+Mk4Ivw9+eP/dmFr7XwLUneKqxtobYM4KTL1itHNwOkTI3nl6tmsve0Ufn1SCvmWJv78wW5OeHANZzy+lodWprMpt7JPz0tffZVRyuY8CzcvHIu3R9+2ufl5GpkVHyBF5mFu0IpMSik34FngTGAicJlS6ujOXdcAFq31GOBx4KH26xuBPwO3DlZ+QojOHfoFcdpYfDx+XOwY4e/F29cez1mTo3nws3TueH9nl3uae2vZ+jxCfT04a7JjLyyUUjxw/mSOTw7hjvd2sa2wdkDyGCne21pIZX0z1y5IBuzL2v941gQKKhtYtj7XuckNgI5+TDP62PS7J4He7vxifhJr/nAyr1w9iymxgTy95gBXvJ7O7L+v5ua3tvHOpgIKLdZBmV+IwWapb+a+j/ZyXFwQP++in8QpqRGs/N0C5o8J476P93LVK5sorWlEa80/vtjPE6sOcOGMWB69yLFTdfy93HnuihnUN9m48Y1ttBz1wmfVvlLSS2q54ZQxuPVx+4G3hxuPXjSVqgYbix5fy3tbCqUw7IJa2zTLtxWy8LFvuOt/u4gK9OKNX87hzWuPZ0aCbHUcTvy93PnLOWnsLa7hlT78fVFQaS8GD8TJcqNVXIgPdyxK5d2lE1l1y0n88axUgn3d+ffabC56bgMz71/FzW9t48PtRYN6cE5rm+bhlRkkhvpw8UzX2b4nnGMwt8vNBjK11tkASqm3gCXA3sNilgD3tn/8HvCMUkppreuBb5VSfTubWgjRJ4f/grikk2WqXu5uPH3pNJLDfHl6TSb5lVaeu2IGQT59b5RcUGlldfpBbjh5TK8aeXsYDTx/xUzO/9d3/GFFNu6+gfxkgLfxDUetbZoX12UzNS6I2Uk//rG+YFw4J40L5+k1mVw4Y3g3t96SZyHYx52kMN9BncdgUJw8PoKTx0dQVNXAx5sy2VNu47vMCj7cbj8KOz7EhxPGhDIvJYx5KaH9PrZYiKFw/6f7qG5o4bXzJ3db0Anz8+SlpTN57Yd87v9kL4ueXMeMGF++3G/hstlx3P/Tyb3a1jYu0p8Hzp/M797eziOfZ/DHsyYAP65iSgj1OXR8dV/NSAjmv5en8sg3Jdz67g6+2FPC38+fTJj8bDqd1pqvM6t45e0D7D9Yx4ToAF5aOpNTUyNk1cIwduakKE4ZH85jX+7nrMnRvdpCVND+Zo1sl+s/pRRjIvwYE+HHtQtSqG5oYd2BMtakl/J1RhkfbjdjUJAa4UNSZAkR/p5EBngR4e9JhL8XEQGeRPp7EeBt7NPP44odRaSX1PL0ZdNcshm5GFqDWWSKAQoO+7wQmNNVjNbappSqBkIBh86gVUpdC1wLEBsbi9ls7m/OLqGysnJA4wZjTMnRNeP6O+bK9ErSS2q5b1EiZQdLuoy7bJI/wcYEHliVzzlPreXRc5PxbXN8VcfhYz73XREG4LREz2N+hh15LE+cm8QtH+zn169u4aYTY7j4uPAufzmOpOe6q7ivMqvIq7Dyq9kRFBcXHxH7q1mhXHmgjL+v2M4tJ8U6Lcf+jrkxu4yJEd6HHl9/x3OEAk6IVpyTFoleEEF2ZSObC2rZUlDHiu1FvLnR/utuTJgX8+O8uGpuW499nJz9dXRGnDPnlhztNhfU8t6WQq6cGUmgrsNsrutxvNPi3Um5ZDz3fp7Ll/stXDAljBvmhFJS0v3x5Z2NOTtScf7kMF5Ym02in+bkMUGs2mNmZ2E1d50WT2n77x5Hx+uMd2s9/1gcz9vbvXh+fTEL//E1d5wax0kpx/aMGcnP9VDFAZSUVVBc00yltYXy+hYqrTYq6luosLZQUW+jwtpCWV0z5fU24oM9+euiRE4ZG4RBtXb6f/lo/ToO1xxvOD6c9Vnl3PXuFh44O9nhMXdkl2BQgNWCualqUHN0pbihmnt6GEyfH8Hv54Wz76CV9bnVbM6rYmd+JeX1LTS0HLsjwcNNEerrTrivO2lhRs6Z2khiSPenSx8sq+Dhz0oYF+7NtDDd5Wvy4fp17E9cb2NHimHd+Ftr/QLwAsDMmTO1o828hgNHH0tvHvNAjyk5umZcX8dssrXy8qvppJkCuGLBxCPene5svF+YTExONvHrV7dw7buZ3H9mApMm9S7HxpZWPtm3m9MnRjFtfGKfHosJeP5iNx5ee5An1xVR2WLkL+dM7HL7xkh6ro+O01rz7vIc4kN8uOzEiUesUDCZTJhMcMksK+9uLuD6hRNJDvcb8hz7G1vdYCPPksfFsxN7/t4YxBxjYuDEyfbrbK1t7CqqZn1WBd9klPHKtkrWFrRw35JJzB8b5rQc+xNXUdfEPR/u4dsDpcxJbuTEceGcNDa82yaYI+lny5lzD2aOjS2t/ON1+2rVPy6ZdszJcd2NZzLBx6mJrNmeyRkzxjr8TndnYz5wSSRZVd/z99UFHD8hnvf37ScmyJurT0nrsTjbm8d8a2wM584awy3vbOeuT3I4f3oM956bRoCX+zGxnSmotPL5nhJW7yvFTdu4bG4op02I6PHEPVd4rocqbt2BMu763y4KLcf2wFIKQn3tpziFB/gwISaYtFA3lp6c5tAWy9H0dXSFufuTo8kENy9s5eGVGeytcmPhxMgux7Q22/h4RzGvb8xnR0EVEyN9iI+LGfQcXS1uqOeOi4WfzOCIBth1TTZKaxoprW2yXzo+rmkkv9LKW7uqeHNXNeMj/Tl7SjRnT4kmpZO/Hd/bUUZxTTMP/mI2sTHhg/5YBntMZ+Y4UgxmkakIOHy/TWz7dZ3FFCqljEAgUDGIOYkh1NamaRqgnj1i8L35Qz6FlgbuP8/x7Q+zEkP44PoT+MWyTfzugyzaPP17tdXhox1mqqwtXOlgw++ueLkb+OfPpvPQynSeX5tNgcXKM5dPx89zWNfRe21znoXtBVXctyStyy0wt5w+jhXbi3jgs3T+feXMIc6w/3aX1AOD14+pL4xuBqbFBzMtPpgbThnD/9an8+R3xVzx0g+cPSWaP589kajA7t8FdCWr9x3kjvd3UdPQwonJAewx1/DF3oMAJIT6sGBsOAvGhTM3JXTU/YwNd0+tPkBehZU3fjmnx0JJZzyMBqaY/Pq9tcnT6MY/fzadxU+t47J/f8/Bmib+uqTnAlNfjIv0Z/n1J/D0mkye/SqT77MqeOSiqZww5tgCsNaa/Qfr+HxPCSt3l7C3uAaA1Ch/ymsbueGNrfh7GVk8JZrzp8cyMyF41G7zsrW28cSqAzz7dSZjwv24dm40KaYwwtu33oT7exLi63HMthmz2exQgUkMP7+cn8zyrUX8ZcUe5o059gTJ9JIa3vghn+Vbi6htsjEmwo97Fk9knqlvDaJF//l5GvEL9+v0TUeAnQfy2Fam+WRnMY+v2s9jX+4nNcqfxVOiOXuKiaQwX+qbbPxnYwlzk0NZ0MMba2L0GMy/DjcBY5VSSdiLSZcClx8VswJYCmwALgTWaOnQOCLsNdfwx+W72FVYxYUzKrl54Vg55tGF1TXZeHpNZp9+QcSH+vD+dfNY+u/13PTmNspqm7hmfs/HlmqtWbYhl7ERfszt4jjr3jAYFHedNYH4UB/u+XAPF/5rPf+5ehbRgaPn++75b7IJ9nHnohldN1wM9/fkupNTePSL/XyfXdHlUeKd0VrzzuYCPt6Wz+yUemYnhTA1LqhPL1b7aldxPW4GxdTY3h+VPFSOTwzgrFljef6bbP75dSZfp5fyu4XjuOqERJfuU1DXZONvH+/lrU0FpEb58+o1swnUdURHR5NTXs/a/WWsO1DO+1sLefX7PIwGxfSEYBaMDSMtRDHK3qQbdvYV1/DC2mwunBHLvE4KLEMtJsibJy+dxtL/bCTM18hFg9go1t3NwC2nj+PU1AhueWc7P3vxB66al8gdi1Jp05qt+RY+31PC57tLyK2wohRMjw/m7rMm8JO0SBJCfSkoLCKvwZP/bS3kw+1m3txYQFyIN+dNi+X8aTEkDnKPOFdSUt3ITW9uY2NuJRfPjOX/zp2EpfzgqHunXhzJw2jg/vMmc/HzG3hy9QGWTg2kobmVj3eaeXNjPlvzq/AwGjhrUhSXz0lgVqK9SDtS2p2MRGG+7iwda2LpvERKqhv5bHcxn+ws5tEv9vPoF/tJMwUQGeCFpcHG7YvGj9qiuzjWoBWZ2nss3Qh8DrgBL2ut9yil7gM2a61XAC8BryqlMoFK7IUoAJRSuUAA4KGU+inwE6313qPnEQNnIOp79U02nli1n5e/yyXI250zUkNYvq2I5duL+PnxCVx/coo0xnVBL63LoaK+uc+/IAK93Xn8pyk89M1B/vrxXspqm7ijh7G2FVSxu6iGv/500oD+UvrZnARig3244fWtLHnmO16+ahaTYgIHbEKiM8EAACAASURBVHxXlVlax6p9B7nptJ6Pjb1mfjKv/5DP3z7Zy4ob5ju0cq2+ycbdy3fxwXYzYb7urMveD9j/qDwuLog5SSHMTgphenwwvoO4umV3cT1ppoA+H407VLzc3bh54VjOmxbDvR/t4f5P9/HelkLuW5LGnAEoqg60jTmV/OHd7RRZGrj+5BRuXjgWT6MbZnMdSimS29/pvOqEJJpsrWzJs7DuQDlr95fx6Bf274Wf7KziL+emESNvKLic1jbNnf/bRaC3O3e3N9t2BQvGhfPcFTNoa6gZkmL1cXFBfHrTiTy0Mp3/fJfL6vSDNDTZKK9vwWhQzE0J5VcLkjl9YiQR/keuPnQzKOaPDWP+2DD+2mTj8z0lLN9WxNNrDvDU6gNMjw/ivOmxzIpQuHKppaS6kS0FtUREtvVpRdHXGaXc8s4OGltaefySqZw3zd7fzzLQiYphaXZSCBfPjOWldTmYy0P4JmsXNY02ksN9+dPZE7hgeizBw/jgkdEsKtCLq09I4uoTkiiubuDTXSV8stPMmvRSTk4JYlq866wwF843qOvctdafAp8edd09h33cCFzUxX0TBzM3caQdBVVc99oWAjwN/OLEVs6Zaur1i7gv9pRw74o9mKsbuWx2PHcuSqW+qow/njuVp1Yf4D/f5fDWxnyuOTGZX52YhP9RPRGEc1TUNfHvddksSovq1y8IT6OBZ382nXs+3M1z32RRWtvIQxdM6XLlxn/X5+LvaeT8aY7tw++Nk8aF8/518/jFK5u46LkNPH3ZtEP9AUaqF9dl42k0sHRuz1sPvT3cuO2M8dzyzg4++H/2zjvMivL645+zjWUXlt7r0psVEFHsXWNvsWtsSYya8tPEaGI0phgTE0uiMSpRNMaC3dg7KlKkg0gXWHpb2sKW8/vjvLM7d3buvXOXhQWd7/Pc5947c94y77zlvOc9ZfJSzti/thNwP75asZEfPvkF81dt4mfH9OH0fgU0adGG8QvXMW7BGsYtWMs/PpjHfe/NJSdLGNSpGcOKW9KrGZzStl1GUQNTobyyipkrtvDdA7rWS367Al1bFfDIJUN4e+YKbntlJuc+NJYz9uvETUk2+tsqKllZuo3lpWUs31DGitIylq5ax7A+WQzt3qLehfTbKiq5+62veOjj+XRpUcAzVw9nSPfUIcQb5WS7aHqt+fnx/Vi9aRsPvzuDf09YwTF3f8iPj+7NZQcX79ZaW982jPpsIVMWr+ee7+67223wjhvYnpKSXWdan5+bza0nD+SYAe24843ZtGiRx2lDijmiX1uaNY7GlxQ2yuGM/Ttzxv6dWb6hjJcmL2X0F0v41YvTyc/J4pKDN3PVIT12eLyqKiUbyqisrB8l/3dmruCnz0ymtKyC9u8u4ZyhXTh3aJdIguGKyir+8vZXPPDBPPq1b8r95+9Pr7bhJjYxvt246YT+vDtrJa/PWssJe3Xg/AO6cmCPlrGWyzcIHZo15vIRxVw+ophVG7exad2qhq5SjN0MsTOFGLw8pYQbnp1C6yaN2FZRxY2jp3LHazM5e0gXLhjWNamdroel67fym5dn8PbMFfRr35T7zt+Pwd1sk7J5PXRuUcCfztqHqw7tyd1vz+bed+cw6rOF/PDwXlw0vNsuNbWJURt/f38eW7ZX8H/H9dnhvLKzhDtOG0S7onzufvsr1m7ezj8u2J+CvMSpZu2Wcl6btowLhnXbaVovfds35YUfHsQVj0/gylET+PV3BnBc8TdTi27lxjKe/2IpZw/pHHlTc9q+nRj5yULuenM2JwzqkFSoPHriEm55cTqFjXJ44vJhHNSrNSUlJTQvyOOYAe04xgnvNm2rYOIiEzp9Pn8tj36ygPJK5XfvLua0fTtx1uDODOxYtENM5pfLNlJWUcX+u5E/pigQEY4d2J5Derfh/vfn8NBH83l71gpO6t8CyV3N8g1lLC/dxorSMtZu3h6ax8hxFnGrV9smDO3ekmHFLRla3HKHtIZmlpTyk6cnM3vFRs4f1pWbT+xfp/HYukkjLh7angsO6cdvXp7B7//3JaMnLuV3pw9KK7CKsfOxYuN27npzNof2aZORz7xvOg7q2ZqXrmmd4AS3LmjfLJ+rD+vJVYf2YEZJKfe9NYN/fTSfxz9dxMUHdauTsGnr9kpenrKUUWMXMX1pKb1bN+av5zWps1ZuRWUVf37rKx78cB6DOhVxxsAWfLRoC/e9N4f73pvD4X3acP6wbhzRt02odtOyDVu57qlJjF+4jvMO6MKtJw+MebcYSdGiMI/Xrz+E1atWMqDnnnMoFKNuaNO0EeUb40OlGImIhUzfYlRVKX975yvufW8uQ7u34MELB1O2YTWLt+XzxNhFPPbpQh4Zs4ARvVpz4YHdOLp/2wTmo6KyipGfLOSv73yFKtx0Qj++NyL56XWvtk34xwWDmbZkA39680t+979ZPDJmAdcd1Zuzh3ROyHfdlnLWbt7Omk3bWOO+127ezrot5QxolcV3O3SIT0TqAUvWbeGJsYs4e3AXerVtWi95igjXHdWb1k0accuL0zjvX58z8tKhtPSdnr80fQ3llcpFEbRudgRti/L571UH8pOnJ3PbKzOZPKgVN5/aspYZxJ6Oxz5dSHlVFVcc0iNymqws4ZaT+nPuQ2N5ZMx8fnRk74T7ZeWV3PrSDJ6esJhhxS2577z9aFuUvN2aNMrhsD5tOKxPm+r0r47/ig8WbuU/477m358upF/7ppw1uDOn7deJ1nU44f/iazPI2J2cfmcC0yDrxxn7d+Y3L8/gv5NW0aowj/bN8unYLJ/9ujanfVE+7Yvyadcsv/r3utUrWKMFjFtgQjzPvwWYX5sDilsytHtLDihuQUVZBU3KzPQnS4ScLCE7SxLmy8oq5fEJy3nk8+U0L8hj5KVDOaJf2x1+vi4tC3j4kiG8NXMFt708g7Me/Ixzh3ThFyf02+20Z/ZkqCqfzF3D8lUbGEAT2jfLp0VBbuiaqKr85YPFVCn8rp5Nk2MkQsS0OG89rjs3nLQ39783J2Nh07xVm3hy7Nc8N3ExpWUV9GvflOuP6s0Tny3g1L9/wvcP68G1R/bOSMCzcmMZ1/5nEp8vWMv5w7ry6+8MYO2qFXzvyEEsWbeFZ8Yv5ukJi7ny8Qm0K2rEuUO6cM7QLnRuYZEk3/9yJT99ZjLbK6q457v7cuq+9a99HOObh7ZF+VRsireZMWJ8WxGP/m8ptmyv4GfPTOH16cs5e3Bn7jh9kPnfKBUO7NGKA3u0YuXGMp4et5inxn3N95+YSPuifM4f1pXvDu3C9GWb+euznzBrWSlH9WvLbacOrGZI0mGvzs0YdfkwPpu3hrve/JJfvjCN+9+bQ14WbNg2nfVbywlzDyUCjXOzGbW9kpdnlfLrkwfQv0NRPbfMnglVZcKidXwweyW9iuDU9h0i+dn52ztzQOD6o3unpc0U5w/rSqsmeVz31CTOevBTHrvsALq0LKC8sooXp63mkN6tQ8Og1jcK8nL4xwWDufONL/nXR/N5fdb7nLZfRy4f0YO+7etHsNaQ2LytgifGfs1xA9pTnKHj2WE9WnHsgHY88ME8zhla43R3/qpN/PDJL/hy+UZ+dEQvfnx074x9d+TnZnNQ92acdVB/Nmwp5+WpJTw3cQl3vDaLP77+JUf0a8tZgztzRN+2oRGlKiqrWF5aRsn6Mpau38LSdVt5deoy2hTm0nEPitQWhp5tmjDq8mEsXrKULp3Tb9g252QxuGNLBndryQ8O70lllfLl8lLGL1jLuIVr+XjOal6Y5A/eOq1WHllimoZe1MGy8ipO3Ks9d5y2V4IAeEchIhw3sD0jerXm3nfn8MiYBbw1czk3ndCfswZ3jhy5MkY4tm6v5JcvTPO97/mA+UZLFFA2ol1RPpu2VTBmQSk3n9ifLi2jrdExdhy92jbhb9/djx8d2TutsKmisop3Zq3gibFfM2buanKzhRMGdeCi4d2qo9ed0DOfhyeu4+/vz+PNGSv401l7s38E8/ax89dw7VOT2FhWzt3n7FPLNLpziwJ+emxfrjuqN+99uZKnxn3Nfe/P5b7353JYnza0yFNemLaa/h2K+Pv5+6XVbI8RI0aMGDEgFjJ9K7Fsw1aueGwCM5cZ43nFIcWhp5ttm+Zz7VG9+cHhPXnvy5U88fnX3P32V9z77hwqq5R2Rfk8eOFgjhvYrk6no8N7tmL0Dw7i3VnG2FRVbKdT6yJaFjaidZM8Whbm0aqwEa2a5NGqMI/mBXmoKg+8PY1Hxq3gpHs/5rwDuvKzY/vW6yZpT8KmbRW8OGkpT4xdxJfLN1Zf//OHJZw1uDNnD+mcVPg3f81Wnv9iCZePKN5pkf+OG9ieJ64YxuX/Hs+ZD3zKY987gAWrN7Nqczl/GN59p5QZhuws4Zcn9ufIbo14dc5mnpu4hGcmLOHQPm24YkQxh/Ruvcee8D89fjEbtpZz1WHRtZj8+MUJ/Tj2rx/x17fncO2BrXh1agm/GD2N3Gxh5GVDOaLvjmu4NCvI5aIDu3HRgd34asVGRk9cwvOTlvL2zBW0LMzjlH06UrV9KxsrV7J03VaWrt/K8tIyKqsSpc2tCvM4Y689910FkV1HgUt2ljCwYzMGdmzGpQcXo6osXLOFiYvWsWTFapo0LaKySqlUpbJSqahSqtR9V9l3cVPlgkMH7LS2LGyUw00n9uf0/TtxywvTuXH0VJ6duJg7TtuLPV+02zBYuHoz339iIrNXbOQnR/ehXwuozGtS7btr2YYylpeWMXXJet7aUMa2CvNz1LdNYy47uHvDVv5bijBh06jPFnHx8O4c3DmXZ2fO4alxX7O8tIyOzfK54bi+nDOkC22aJmo8FeXn8Oez9+HkfTpy0+ipnPnAp1x2UDH/d1yfWuboYAdP//xoPne9OZtuLQt44vJhKQ9VcrKzOHZge44d2N60myYs4enxX7OidBsXDOvKr74zIDaPixEjRowYkRELmb5lmPT1Oq4aNZGt2yt55JIhHNkvvTNkP/OxcPVmnhr/Ndu3buFnJ+1Dkx30pyMiHD2gHUcPaBfRL4Jw5t5tuOjQ/vztnTmMGruIV6aU8OOj+3DR8G7fGkezX63YyBNjF/H8F0vZtK2CgR2L+OMZe3H8oPa8PG4Ob8/bxL3vzeHe9+YwoldrzhnShWMGtEtgEv/52TIK83L44eG9dmpdh3ZvybPfP4hLHh3HOf/8jHZF+XQoyqsX85xM0bVFPnec1oOfHdOXJz9fxGOfLeLiR8fRt11TLj+kmFP37VhvTqp3BSoqq3hkzAKGdm8R6VQ7DD3aNOHCA7vx+GcLWbNhI2/NXsf+XZtz//n77xThY592TbnpxP7ccFxfPpqziucmLuE/n39NZVUV7Zs1plMLM//q1Nx++7/zc7PjUMchEBGKWxdS3LqQkpKsSP5lSkpKdomwrl/7Ip65ejjPTVzCH16fxYn3fkznZnm0LlpIs8a5NG+cS1HjXJoX2O9mBbk0b5xHUeNcmlZV7vT67Sl4d9YKfvz0ZLJEGHnpUA7v29atmR1C6VWV9VvKWV5aRnbZhjpFEYtRfwgKmx76aB4POhn6oX3a8NvTBnFkv7ZpBc+H9WnDmz85lDvf+JJHP1nAO7NW8Mcz9+Kgnq2raTZsLednz0zhnVkrOGnvDtx55t4Z8WqdWxTw02P6cN2RvZgx72v26dO9Lo8cI0aMGDG+xYiFTLsZXplSwrSFy2lWtAUREIQsMVOxLLchyBJBBLZv2cSwygL6tmsaKRLcS5OXcsNzU2lX1IgnrxhGn3aZnyd3b13ITSf0p6SkZIcFTDuC5gV5/OaUgVwwrCu3vzqT21+dyZOfL+JX3xnA4RE1L8rKK1mwejPTF2yg8WozH9lWUUlZeRVl5ZVsK6+krKLKvsurKK+qIrdqOz06bKVtUSPaNs2nTdNGtG3aiGaNw/1h1Ce2V1Tx1szljPpsEZ8vWEteThbf2bsDFx3YjX27NK8u/+g+Lbj48IEsWbeF5yYu4dkJS7j2qUk0L8jltH07cc6QLmwtr+Dj+Rv4v2P77BJfKX3bN2X0D03QNHflJq45uGOdtTjqAy0K8/jRkb258tAevDJlGQ9/PJ8bn5vKn96YzSXDu3HBgTvXV1R94bVpy8zx/ikDdyif64/qzfNfLOGt2eu48pBibjy+304X2OZkZ3Fkv3Yc2a8dZeWVrFyxnK4RTMdi7HnIyhLOGdqFowe0418fz2f2kjVsI4sVpWV8tWIjG7aUs3FbRa10jXKE0/dbx0XDuzGwY90cHu/pqKxS7nl3Dve+O4eBHYt48MLBkczeRIQWhXm0KMyjpGTTLqhpjCjwC5temTCX0w/oTfcMzZyb5udyx2l78Z29O/Lz0VM5/1+fc/6wrtx0Qj9mr9zCrU+MoWT9Vm49eQCXHtS9zrxJTnYWbZp8O7XEY8SIESPGjiEWMu1meGHSUt77ciWwLFqCd78mS0wbYWDHIgZ0KGKA+/Zs/quqlIc+K+Hf41dwQHFLHrxw8DfGvKx3u6Y8/r0DeO/Llfz21ZlcOnI8R/Zryy0n9ScfO81dtWkb81ZuZv7qTcxbuZl5qzYxb9Umlq7fGur7yY/83Czyc7NplJNFTlYWazZto2xy7TCdeTlZtGnSyAmfGtE2H4b1hQEdiujeqrDOfkjWbNrG3JWbeGPyMl6dNZNVG7fRpWVjbjqhH2cP6ZLyPXZuUcCPj+7DdUf25pN5q3l6/GL+87k5YC7Iy6ZlQQ7fG1Fcp3rVBZ2aN+bZq4cz+oslHNE1WpjonY1GOdmcNbgzZ+7fiU/mruHhMfP5y9tfce97c2hTmEuHFgtp5wSKbYsa0c77LsqvFi4Goao1pkpV9qmqgvLK+g3Rrao89NF8erYp5Kgd1AprUZjHo5cOpWTFKk4Z1reeahgd+bnZ5MS+er7xaFmYx8+P7xeqtVpRWUVpWQXrt2xnw9Zy1m3ZzovjF/DS5BL+O34xg7u14KIDu3HCXu33KG3DHcH6Ldu5/r+T+fCrVZw1uDN3nDYoNln6hqBX2yacu29bOmYoYPLjwB6teOP6Q7n77dk8MmYB785awbrN22nVpBFPXz18jw2QECNGjBgx9nzEQqbdDA9dNJilJSW079ABVeyDUqW2qaxSQKFKlTmLlrK2qjEzl5Uys8ScwL40ucaUpH1RPgM6FrGtopJP5q7h3CFd+O1pg0Kd7O7JEBGO6t+OEb1b89inC7n33bkc+9eP6NU6n6Wl09hYVnNC3jg3mx5tCtm/awvOHtyFHm0KaVy5ma6d2pOfk01+bhaNcrJplJtFo5ysWieAS5cupahVW1Zt3MZK71Na5vtfxrxVm3ln9SZGTVwBQEFeNv3aN2Vgx2bVAsC+7ZtWbxaqqpSl67cyb9Um5q7cVP09d+Um1m0pt2cEjuzXlguHd+Ow3m0yElplZQmH9G7DIb3bsH7Ldl6ctJRXpy7j5P7NQn057Ey0KMzjikN67HYmTyLCiN6tGdG7NV+t2MiLk5Yyd9laNpZnMXv5Rj7+anWopkVeThY5ApU6hSonVKpKIrjMEujcYk61WVNx60K6ty6kR+tCOjZvnLFm18Qlm5hRUsofz9irXpwpD+nekpK8sh3OJ0aMuiAnO4uWhXkJgvN+RZX89qzBPDdxCaM+W8iPn57MHa/lce7QLpw/rBuddpIvud0B05du4AdPTmT5hjJ+d/ogzj+g6zfGF1mM+kPjvGxuPmkAJ+zVgZtfmE6Plo24/8ID0kaxixEjRowYMXYmYiHTboac7Cxys7MindR2bt6IAzq25/hB7auvrdu8nVnLSpm5rJQZJSZ8KtmwlesO6cRPTtzrG82kNsrJ5qpDe3L6fp25592v+HLpWk7bty092xTSs20TerRpQoei/Fob8pKSEjpGNB0UEZrm59I0PzdllJWFXy9hU3bTagHgzGWlvDhpKaPGLgJM4NCzTRNEK1m8fipby2t8j7QszKNXmyYcP6gDvdo2oVfbJrSQLezde8dNuJoX5HHpwcVcenDxbifo2V3Qp11TbgzRttiyvYKVpSZMXFFqjnZXbdzGho0bada0KVlZUh023ovilZ0lZIuQlSUsWbmWVWXCwjWbmbBwLZu317zzvOwsurYqoHurQlo2qqJT680UNc6hWeNcivLNT01Rfq79b5xD49xsnpy4gtZNGnHafrGJWYxvLpo1zuXyEcVcdlB3Pp67mlGfLeKBD+bxwAfzOLp/Oy4e3p3ignDJrncwU1FVRVWVmUTvCXhu4hJufmEaLQvzeObq4exXR39rMb492L9rC16//hBKSkpiAVOMGDFixGhwxEKmbxhaFOZxUK/WHNSrdcL1XeXkdXdAm6aNuOO0vSI6Et85yMvJYlDHZgzqVONHRFVZvHYrM5dtqBY8bdqylRF92lcLk3q1bRJqAhcLhBoeBXk5dG+dU8t/RtR+VlLSqJrOM+NcsGozC9dsZv7qzSxcvZkFqzfz6dotbCmvbZLpR262UF6p3HBc39h8Jsa3AllZwmF92nBYnzYsXruF/4z7mqfHL+atmSto2iib7OwZVFaamWpFVY2pahCFedNpV2T+9NoV5dPOM38tyqddU+93IzSdLXU9oqKyihUbt1GyfitPjvmaF6evYXiPVtx3/n60jgUGMWLEiBEjRow9DLGQKUaMXQQRoWurArq2KuD4QRYRqCEFYTEaDiJifp6a5jOsR6uEeyUlJbRt156NZRWUlpWzYWs5pVsr7Lv6fzkbSjdyyUHdG+YBYsRoQHRpWcDPj+/H9Uf15n/TlvHxrKUUNSkkOyuL7CwSvnN8WoXrN2ygPCufFaVlrCzdxpQl61lRWpZUwyk3ewo5WVnkZgu5Tss4J1vIc9+52VnkUEnroqUUNXaahvk5FDkNxCKneViUn8vq1VuYuX4FJRu2snT9VkrWl1GyfivL1m9leWlZgpnt1Yf14IZj+8YR4WLEiBEjRowYeyRiIVOMGDFi7GbIyc6qjgyVDA0d4TFGjIZGfm42Z+zfmQPbZ0XUJqwt1FdVSssqWFlaxopSM4VduXEbq9auJ7+gkIoqZXtFFeWVVVRUKuWVVZRXKeXu2rpNW1heWsZXK2ui5KVTgsrLzqJD83w6NmvM8J6t6dQ8n47NG9OxeWMKKjcxpP+uC8gQI0aMGDFixIhR34h3KDFixIgRI0aMbyVEhGZOC6m3zzdfdDPYRLqqKmXT9grTNnRaiKVl5axes5ZBxR3p2LwxrQrzkjrrLykp3/GHihEjRowYMWLEaEDsVCGTiBwP3ANkAw+r6h8D9xsBjwODgTXAuaq60N27CbgcqASuU9U3d2ZdY8SIESNGjBgxdgRZWWKmcvm5dPb56y4pqaJjx+YNV7EYMWLEiBEjRoxdhJ1m8C8i2cDfgROAAcB5IjIgQHY5sE5VewF/Be50aQcA3wUGAscD/3D5xYgRI0aMGDFixIgRI0aMGDFixNgNsTO9Sh4AzFXV+aq6HfgvcGqA5lTgMff7OeAosRBopwL/VdVtqroAmOvyixEjRowYMWLEiBEjRowYMWLEiLEbYmeay3UCFvv+LwGGJaNR1QoR2QC0ctfHBtJ2ChYgIlcBVwF07tz5GxPmfe3atfVKtzPyjOu4e9I1ZNlxHXdPuoYsO67jrqVryLLjOu5auoYsO67jrqVryLLjOu5auoYsO67jrqVryLLjOu5aukxpvynYox1/q+pDwEMAIrKqU6dOixq4SvWF1sDqeqTbGXnGddw96Rqy7LiOuyddQ5Yd13HX0jVk2XEddy1dQ5Yd13HX0jVk2XEddy1dQ5Yd13HX0jVk2XEddy1dprS7M7pFplTVnfIBhgNv+v7fBNwUoHkTGO5+52CNL0FaP9234QNMqE+6nZFnXMfdky6u47enjt+kZ4nrGNdxd6KL6xjXcXeii+sY13F3oovrGNdxd6L7ptXxm/TZmT6ZxgO9RaRYRPIwR94vB2heBi5xv88C3lN7Ey8D3xWRRiJSDPQGxu3EusaIESNGjBgxYsSIESNGjBgxYsTYAew0czk1H0s/wrSQsoFHVXWGiNyOSfNeBh4BRonIXGAtJojC0T0DzAQqgGtUtXJn1TVGjBgxYsSIESNGjBgxYsSIESPGjmGn+mRS1f8B/wtc+7XvdxlwdpK0vwN+tzPrtxvjoXqm2xl5xnXcPekasuy4jrsnXUOWHddx19I1ZNlxHXctXUOWHddx19I1ZNlxHXctXUOWHddx19I1ZNlxHXctXaa03wiIsxOMESNGjBgxYsSIESNGjBgxYsSIEaPO2Jk+mWLEiBEjRowYMWLEiBEjRowYMWJ8SxALmWLEiBEjRowYMWLEiBEjRowYMWLsMGIhU4wGgYsaGCNGjBgxYsSIEcMh5o9ixIgRI8aejljIFKNOEJEsESnagSyec/m8m0GZ3UTkaPe7sYg0DdzPFpEvM62IiLQQkb0zTbczETOZ9QcROTjKtQzzvDPKtT0BItIo4rXI7SgihSKS5X73EZFTRCS3PuqbCiJSLCL5vv+NRaR7CvqUc0oIfdK5oqH7hIiMEJHL3O82OzKHZPL+opYrIq3qWp8dRX22TUOXLSI9vfEpIoeLyHUi0rw+6rq7QkSuFZEWDV2PXYiM+aN0cPzRT+orvzqUX2/zo4iMct/X72i9/PUQkdBAREnS1Mu4FpGWqT51ydOXd7aIdBSRrt4nCV29zykikicig9wn6dqfrh3dMzy5I3VJUu5O41Ey2VPs6F7KpT+orukj5N9ERJrUQz6jUl3zxl4m4yhdnrsDwp7n27S/ix1/NzBE5IwIZGUuUl+meU8EHgX+o6rrUtAJcAHQQ1VvdwtRe1UdF6D7D/B9oBIYDxQB96jqXSF59gEeANqp6iA34Z6iqne4+5OAZ4EfAH8NplfVuwP5XQlcBbRU1Z4i0ht4UFWPCtC9BFyrql+naZsPgFOwCIsTgZXAJ6r601TpdhVEztUaCwAAIABJREFUZKKqDhaRd4PPWE/5NwFQ1U0paIpVdUHg2lBVHV/f9QkpuxvQW1XfEZHGQI6qbnT3blTVP4nIfUCtCUxVrwvk9YWq7p/umu/eKcCh7u+HqvpKCE1YnlNVde9M6pjsfrJncWlq9Ykk1xoBZwLd8UUSVdXbIzxLna+56xOBQ4AWwCfYfLFdVS8I0B0MTFbVzSJyIbA/NqcsCskvylw2AThIVbe7/3nYuB4aQht1TvmACHNFuj4RuN4J6Ebie/kohO5g4Dc+WjFS7RGguxUYAvRV1T4i0hF4VlUPdvcz6mcZvL+U5QZo5wCTgZHA6xpgPkRkY6CO4v57z1wUoI86DjKpY8p1y0cXdc3cGWVPdnl2x6L3vgQMVNUT3f2/qeqPReQVwueeUwL5NQcupvY8ETb39Ab+AAwA8n20wf4Ytd+eAdwJtHU0yd71HcB3gS+weeDNYP/x0YbN6xuARapakaxdfM9yissn03Um7TOLyLQ0ZXvrRyT+KOqz+Mofp6oHJKN3NJH6Tx3mlEzmx5RrsIjMBI4GXgcOx9raX/baAH3K8erey97AxGR8QSC/TMZ1urIXUDPPBRE2Zv4E3AFsBd5w9f6Jqj4RoLsWuBVYAVT58gtr75Rzio+uAPgZ0FVVr3TzQV9VfTVAdzjwGLDQPVcX4JLgGhe1HUVkDHCkt66nQgZzT9Q1Lupc/wER9xRR91IZPMskVd0vXds42oOoPdc/HkK3F/A40NKVuwp7h9MDdFHbJ2H8i0g2ME1VB/jvp+LNQ+qYLs9M18KUPHOma0JYHd21iao6OMoz7unISU8SYyfjX9iEHrbAeDgU+J+IHKmq70kSwZSqPh+4dC5wGTDebb5GAm+FMGf/wBahI4HbgY3AaCC4MRugqqUicgG2uP8Cm0xrCZncc90A/NPVbaqbWD2G+bvAaVgfTKk94HANcADwuctvjoi0DaFrAcwQkXHAZu9icDIBmrlnuQJ4XFVvFZGpYQVHYBIiT2QZMGZZIvJLoI+I1FqktLYQLox53QBMAO5Q1TWOLmHhEJHQhcNhtIicrKpLXdrDgPuBvQJlR1pkHG3azbV/8w/0BDoDDwLe5nGW+54QUmd/PsOBg4A2gTYsArKTpPkD1s+8k7PrRGS4qv7S3f8B8EOgR6C/NMUYFQ+R6hjhvr9u+UAB0FrsVN+bM4qATiFJXsL6wERgW0h+7V26xiKyXyC/Ah9dxu0IiKpuEZHLgX+4hXlyCN0DwD4isg/GvD6M9c/DAnRR57IcPyOqqtvFBE1hiDqnpJwrMugTHv2d7nlmYkwm2NitJWQCHgF+gr3DypD7Hk4H9sM24ahqiSRqZXn97GBMQPC0+3+2q0etakZ8f+nK9aMPtjH8HnCviDwD/FtVv3Jpo6wDdRkHmdQx3brlIeqauTPKrnLCktOB+1T1PieU8OCd5P45STlB/A8YC0yjZjOaDCOxjetfgSOwMRmmER+13/4JOFlVZ6WgQVVvEZFfAce6Mu93/ecRVZ0XIP8HJqyeivWNQcAMoJkbq167nAG0B7zN+XnYhtxD1DncQ5Rn/o77vsZ9e+/qggBdVP4o6jv28ImI3I+Nfz9/9IWPJmr/iTSn1GF+TLkGOzwIvAv0wNrbzz+ru+5HuvH6BrAOaCIipf7qECL0JLNxnbJsVS12PFQXTXM46nCsqt7oxv9CrB9/RE0/9nA9JrxZEyHPdHOKh5FYew93/5diwtBXA3R/cfWcDdUC9KeA4MY6ajvOx/ruyyT227tDaKPOPVHXuKhzfeQ9BdH3UlGf5V0RORN4PoQnqnlg0/LpiR32+HmPWkImbB36qaq+79IeDjyE8YJ+pGwfEbkJ+CXGZ3pjS4DtLj8Pa0TkLaDYvecEBPZRUfPMdC1MyTOTwZogIv2Agdi649+zF+E7oPnGQ1XjTwN+gCei0gC3ue+RIZ9HU6TPwiTsS4Gvgduw03vv/hfue5Lv2pSQfGYAudiiclgyOnd9fEiek0PoTojYTp/788OYr6khdIeFfULopgEdgLeAoe5arfzc9QeAvwOz3P8W3vO5/4Ojlg1c4j4PAWOAa93nI0yLwqPrC/wcWIYx9QmfkDr+CTth3st9fodtBH4OvOKj+xQ4wvf/cODTJM89FDtlaQ+cCEzBGKGM2sdHdyfGFP0PeMV9Xg6hmwzkBfrOtDqMrdGuvYJt+FNMSyoszVQgy/c/298vgGbYKcdTmLDM+7TMtH4uv/syoL0eWIAtfvPd7wXuvfwohH56mvwuAd7HmIL3fZ+XgTMCYyrTdpyEMaJjsRPR0HdIzdzza+By/7Uk+aaby97GtD+8/6cC7ybJK+qcknKuyLRPALOBRhHf+ecR6cYF2rMwybOMxQRx3v9cYOwOvL9I5YakO8K9w/XAh8DwwP19gB+5z94pxsEC0o+DyHUk+roVdc3cGWV/jglEpgPF7lrKsZ6kvNH+ukVMMzHYF7xrdey3n2RY532AvwFfYuvOJOBPAZrnvT7r/g/AzM96+NsTmBCSf61rEep0XybPHHzHwT4VuBaJP8qg3PdDPu/VMS+v/6ScU8h8fky5BgdoH4hY15TjFTcfAy9FzC+TcR11rojE43hjHTuQOT5Ffu/730uaPCPNKd74iPAsYWtP2LWo69atYZ9kzxLxmTPlUdK+P6LvKSLtpTJ4lo2YoKccKHX/S0PoZmHCtSh5htUn7FrU9vlDmvLygAOBOUTYw0XJM+qHmrks43U0SX73YbznSGANiXv1ezFt+x0uZ0/4xJpMDY/70xGo6oXu+1b3fVkqehG5RFUfc7/3xk7+TsQ23U8CI4D3gH1dknKnZqguTRvCTzT/iQkJpgAfiZk0lYbQAawWkZ6+PM/CNqlBfCoid+NTjQZuV9UNAboPnWZPYxE5BjsZq2XGpKofSqKpVQHh2ha3A28CY1R1vIj0wCa3MAxTU+Oc5MpY59eOUNWJXtlJ0gMgIqNV9Uz3+wfACFWtcP8fBD725TkbuFNMnfz1VPk6HK2JKpnTpEb99ELf9UJ1JxOunA9EpDAsQ9cu12GLZpkrY1UIacr28eE07GQt7ITAj21qGigAiEgOKbS/UqBYVc8UkX9rwPwqDZoDnrp9M/8N1y83YAwZTvMlHzsBbaLRTiL9uMj111Co7/RGVe8B7hGRa1X1vgh5fyoie6nqtCR5PwY8JiJnquroFHX4EBt/mbTjj4GbgBdUdYYbX++H0G10p1IXAoeK+UhI5vsnylz2feBJd1ovwGLMFCgMkeYU0swVdegT890zJh0HUmPy876I3IVtnKvpNVHzAOAZEfkn0NxpAn4P04wJogV2kub17ybuWhBR31/UchHzyXQhcBGmMXItJtDcF2O2ix3d9cCV7pnB3udDXp+vwziIXEeir1tR18ydUfZlWD//naouEPPvUBc/FJ62xyhXt1dJ7GNrQ9Jsc2N0joj8CBMUhvnriNpvJ4jI08CLAboErWzXJy4GVmOb6xtUtdyrC3Cjj7yPqs7w5TVTRPqp6nxvTXEoFJEeqjrflVGMbXIzhWfaE/WZXXFysKp+4v4chE8jTHwaoyLSP5hYa8zlkpnfeRo4ewfSHRH1oSLA6z8p5xT//CimsXqIu/WxL00QSddgAKnxVXSzhPgtCum76cbrZ5j2WzJ+NohMxnXUueILieaO4FUx36NbgR+4/MpC6OYDH4jIayT2xzDtn6hzynYx9wXes/QkfB2bICIPU6NddSHh2h+R2lFVb3PlFajqlpB8/Ig6DqOucVHfXyZ7ipR7qUzXf42oBYwJEdsTvq4EMV9Me9TrBxdifSqISO2jqjdJCksGNQ30sSJykKqukgguPYBxItLM2y+KmX4frqovRng+P7y5LCXPnAEOVtVrgZfEtDA/28H89ljEPpkaGJKB/WmmeYrZHK/HVC5H+zf3IvK8qp7hfl+AmW/sj9lRnwXcoqrPRigrxxOUBK73oEa1ch120nxBcJMqIqOxie8xd+kiYB+vbj66LOByTF1esMn8YQ10YInoZyUTiMjn7jnGu3Ztg5nqRLKB9uVTbTctIrOx0/u17n8L7PSvr/uf0jdUkFEQkSnAlVpjwjcUa599AuW+gKkm+xeOwap6ui+voNnfAGxRWufKDtoxR2ofEXkdODvNouH5HFiPbSquxTb/M1X15lTpQvJZg1N/VdVIDk9F5DzgjxizIZjw8xeq+nSA7mTgbqAjZnvfDdPkGphhHb/CNtShCBNcijlIfENVN4rILdi4vSPIeIj5rehFjdZH6MZDzC9CrYVAa+zQM7JrzwRiJnvnY33nYzFTy8M14CMg6lzmuxbF51ikOSWDZ4nUJ9yctw9m7uFnHK/z0YQxuz5SPTKk/GP8z6Kqb4fQXIb5ePD37984gWOdEKVcR/cVNu+MVNUlgXs/V1XP+e5UbG7c7P4XAp+F9NtQ4WGw72RYx6jrVuQ1cyeUfb0TtKW8lg4+PuEaTPN1PTXjWzXg98OlGYqdhjcHfosJF+5S1bEBurD+W6vfisjIJHTfC9Ddhmlr1xJyi0h/9ZnbOaHVWuC/7tK5QGuMtxijzj+biByPtfd87N10A65W1TdD6pQUvnaM9MwuzWDMt1QzV/Y64HveHO7m5KTwbbqTHlA4umDfaQf8HuioqieIyABsrD2SKp8w+J470pwidmB1FTXC49OBauGxjy7tGiw1foxwNIHHruWzJuV4FZHpWLv8FjNZDWYYdEWRybiONFc4wVEvYBFmEha6XjvalhhfU+nmx6aqujxAE9qHvL5TF7hnvgXjCd/CBKyXquoHAbpGmEnoCHfpY8wkLcxsP8q6NRxb+5uoalcxYeXVqvrDENrI4zAKdmR/lGE51XupTNd/kWqXFcWq+lsR6QJ00Np+kd7HDnXGkch71OLh3J7kNuwdKvYOf6Oq6wN0Ufv3HzEz4AQ3ASH7iUEYn5DSF5Sjnayq+wauRfZP5UuzFRMI5gC9sTUhKc8cIb8vsIMTgE3B/dq3CbGQqYGxk4RMk1R1P/Gd0kVI0w/zeSOYeYmfabtQVZ9IJvhINYDcApilzmlzyP2wSaLWtagQs6k+AFMz9QQr01R1L/e7Lo7b6mWR8b/rdIxZVCbTl/dQjGlt4vIrBa7A1HJPUtVnHF3ahUPM91KqshMEHxksMmk3146uXjb/PgHOds3gJEFEOlBjbz8uyLw5mimYDfo7bqwdAVyoqpdnWMeMx784Z6kiMgLz13IX8GtVHRagC92AhGw8fub7m4/5DZnlbfREZLCqTkzWL/z9YWcJpNLNZTsyR0Uo+96Qyxsw04GXfHSR+oSIXJKkjrUEPWHPncm8HgYn2PP6yuf+/p3svfnq6PeLkI09a1rtCEf7J1X9WQTaaZi5QZn7n48JIYO+4Pyb03xs/fpCVc9KV0aqevo2bknXLUebdM308iJi+zj6YjUtguqyJTz4Qpgj0bow1p6QYD5wgKquziR9kjzvUzvBrVeIyChVvSjdNXe9MXYw4W1wP8H8hpQBBeoTPLvNcD/398uwTXCEutWZhxORZlCt7bNDkBTBMnw0r2MmGzerHUDlYGYue4Vkma48Pz+TdE7x0UcSHrt7adfgOtQ3FY87Atukn4NpV/qhGhB61mfZPpqo63UBZqreVVWvkiTOtyPW6xlVPUeSaMQleTetMLMmwQ5GU84bTiDWWVWT+SeKUs/PMb7yZR9fP11VB9Uhr4x5lDR9py57iuuxcbgR08zcDxOkvhWgi7T+i8gDOL9Iqtrf8flvaSDgSRQezkd7dggPX+uaux6lf8/GTN9TzrEi8ik2P73v/h8O/F5Va0XQk5DAAf79XlSICZlPSnY/OAYj5PcF4B36bPX2X99GxOZyDY8eEuLkzEMdN2XVDnolUT3cyzOoBXMv8F9V/XuS/DwV8qgqmd5CdCtOmCEWHeJ2re2EcKuIjFDVMS7dwZgasJdPpotgOlOrTJ15oqpPimlSeJPoaWGTaCZQ1ZGO4fMYs5/7GamgEClCfuOBvZIwrf4J7ugQoc7ZmLmKl9eH7noxsMy32WsMtAspO2r7vExtBi4MjbFT63+5crPdtXRq0kFsDls8wyC1IxJ5mhYdRaSj1la1LlfVNWLhY7NU9X0R+VuG9QOqTYQiM3nUnAKdhJ0EvyYWfcl7liJV9ezy00JV/+L/LyJ/xgR73v3I5qDYaTBEdLQoIgdi9uv9MZv8bOzkp5m77zcbCau7N5elmqNChSYSMXILJsDoR80YORPTMtlHRI5Q1R+765H6hKo+5sZSV3WOUVPgOUx468ezBByoSsQoXQ7bMM3EfCywQB+tcb4f1SkyThhTJT519WRwtFHDLI8EPhfTuhTMt0EtTYugMENMVf6/QboM22aBiLyBOTF+LyQvv2nOSszPTPU99ZnpZNI+DqOB/b1NuMNzuHctpuFxPlAc4BmaktzsKBW8ATWXzOfWZPCiGc7DfJ18DHysPvO1hAqYAPFyzEGqP1pdcFMf1AbMprYTYS/tVszx8F9Cbgc1GwdTE0loHxEJ1YRLg+qJSUROovaz3F4rQSCKkTe3BWklesTBdMEyPLRW1WfETJRRc/acyqFwKhQE1s3F7jvZmikkOi+uJLHtMl2DvXQtMO0Df5uHBVGYgx2+5bh0XdWZMjv+c4yITNAIWl1R5pSoc0Wm6zU1zre9+TTB+XaGQpTr3fd3gnR+iJmbful7R565VVfXjkEt6g8IRFoTkU81oFGeydysqosDPEBCv5XoB02RnEF778W9x1RzfcZ7Ckxr8R4ROQ4zLb3I1eutAF2k9Z+ILis0ujsRMFPCoEAp7BqkGFs+pHUT4BDZpQdmlnk35hMWTHtuYpr8w1CuqovEzD+XqOo2J9zam3Cn6OkgugPa4d8kxEKmhscqwpmhHUE2GQiEsEF5i4j0BV7ABE7VE6aqetFuMhF8/BdzZn2m+38BxrgfHaD7PvC4JxzB1Mb9J/2RFkEfPpQUflbUhcKtwwSwAmOYc1ze+ydjelIguEvOxt5/DrU3e5YgOpMZiWkls4XjWRIjSVS6a7XCwRNhkclgc/0u1k+8DUFjbPGNukn1cI+rSxRhgjcG87GQulMc3d4Y8zCcRKwXM8n6CPMZsxJf1JMwiEhbVV0ZuPwb9x21fwMsFfNjcAzmt6sRiRGe/uPymwi1QiMrtSPvBFGAbVIyRY+oAikf7sdUqJ/F2v1iLAqZh0jzmDdHYZojCRGL3PsPQ9TILXtjNvaVLr8HsLlgBObs00OkPiFmVvdnTKhWLCL7YgJ4v5ZQppFJIkXpEot8cz32fidjJ9KfYRpYfgHzX1R1iC/pK2JR/YLYhPl/e5vEqD+1Tm+ByU448myANsEURVXvdpsUT9vyMlUNi3QUxGac0DaASG3j0A8bO9cAj4jIq9h6OMbdDxtT1VWn9thK2z4ZvOtPsc1daxJ5ho2Ys+RM8XP3vRl7N++TQsM0QwzADlAOAe5yvMVU9ZllO4zCnHgfh/k0uYCaTRuSOopQgu8WyfBASjKLtJQK3jrzIDZ3HoFpJ5yFmaWEIV0UIw9RIw5GjZS5WewA0POfcqCrR0qISCutfUBYRnLeVXFzig9+4TGYj0a/QCfTNTjtfOajuxY79FxBjXBLXd5+lEuIGW6I4DHKnBKcK/zmff65ItP1uqeqnuuEzqhFSPOniRxRS1WXue90mho/xYSYYe877F1HjbQWdW5e7A4pVERysXceTBPpMDwDHiX4XjwkvL+oewpJ1PL03teJwCg1n1B+gWum638kv0ghwuhOBITRInKCq1cnSdTiLgLCXKNEHVtbsHUmpSUD0X1BgbnT+BW2t1Qs8Ms1SWi9+obNZd5aOBoYIiK9MFPql7B+cGKqPENQbbru9nA3UNsXVZ3MN/c46G7gffzb/CGDyC5p8rnM9/v+OubREjMveheYE3K/DcbwPYSZZj1Kkqh2hEemSBo9A5vAikKuX+K+f4r5EUj3DFnuGZ7FTgGuhNrRFLCN7EOY8OI975Mkz99ip3QfsAMRWbCQrt5vL9Laa6SOtPYhxjz6IzeEta13+n4jFgr+Z8DPfPdPwDRGVmDRDbzPv3ERPkLyDItsFBY14lrMIesMbLMzjfAIISdjkbUWuP/7JnnmsHL9UYGaYT4bvsRO8NdgDMcfgeYhab90z98WaOV9kjzz88Bevv+DgOdC6AoxIWEOJhS9zp8nNpb8n1bufbcgJKoOdpofGqkthLYA0zTp7f538PetOvTLae69TXXvcCUhUboi5POF7/fB2IL/FTWR8OaHpPGi1fijtdWKvFSXOqS65q5HjdwyG2Oa/f1vdrCu6fqEj26iyyPpmCbDyCREjNLl3nW+N54wocrzIXSzMKGh978YFz0yQHdJ2CdJ2SNDPsnWj32weeVHmI++MJpXqNGOfM31sz/WtW1C0rXABA6VO9Af07ZPpu/apWmHbYC+A7QN3CvCIo2OAs4P3PvHjrzDCM/rRRrKwYQCv8A0LD4D/hlC70V2nOq+k0U7TBtFCPNBAokRzKo/Sfp40khLZL7OTA18N8G0uMLyjhTFiAwiDgbaM1mkzMGY+eAG9/0VtaM3/hHTeAIT9szHtN0WkSTKUwb9YzA2L14H7JeEJtIa7O5Fnc/mkmTND9Dd5/v8yz172PpfpzmlPj6YsLmxb6z1JAkPlyaf0b7fZ2AHhRtIEZ0sg7wjRVqL2o6YYP1JjH9diWnYpn2fSfK6yX1H4lHq8b35+aORrm3mYPxcU3xROsl8/b8AWweXYP71ZmP+T4N0aSM3Y2vvJW68+9eEM4AWIXlGHVuR1hls3b0X8x07EYsmWqvcQJrCJNczmst8Y+pG4Fr3299WQ7D93xNAF9d/NmBRuJPNZ1OAH2D7uMHeZ2f1s93tE2syNTwW1lM+t2GTEECVhPsRAVKeUPbCFulu1D4lAJPqfgy8Q+qTf4C3ROS71JhqnYXPBCekTsmielyP+flpCrwtImsxYcqzqroihP407OQkWaQPD89iEvyHSf8s52CnR9vT0NWCiLyuqicAaKK9ddRIawWqOi6gJlzrNAGzeT8+RT4l2GngKSSqk27EtDnCsEpETlHVlwFE5FRMmBTE9dizBE8HgvgNNtF+AKCqk8Wc3Qax2a8pJuYkdavv/jOYUPBwdSaGYj4hLnH3jg3kt0GjRejDPUe1doqqTpfw6D5+DZWwE6zV2ELmRyds4VRqn052Bf4pIt2x9/MRtkGZHJJ3a5xqtpijbLCNUC1ENCXwa1FVACs0xJl/hoiqJbTFqXVPFnP4voxErSwgvUafmGPQg/CZCjsUEVAHl8wjt/3J1e8DqPaf9nunwv2OL126PuGhXFU3BMZ0wqmjmq+ntJFJfKeckaJ0AWWqWiYiiEgjNROIviFZ/wSLTJTgFDlIpBlohGqaqKgepCa63GhX9hPiiy7ng/+kvgJYpD6H4nVoGy/dYZiPueOxcXZOEroz8Pm205CINlHaJ+q79pV7NvbsH2Dtc5+I3KCqzzmSkdjmZTTwPRE5ExM2bcM0PTKuYwbwOnUpttG8G/hXirWh3H2vF3P4uhw7DAjigFoFibyrvoAe6tPKcOvBAdi7Ga/hPn3SRVrKdJ3x1qgtItIR2yB2SJJ31ChGUSMOfijRou96vvX6Yu9qtqqWB8hOUtVfuN93AeeqRcvqg53q+zUcCdP8cWWFaYRNdvVPZVYTaQ12iDqfLSaCxpamMcGty5wS7KcproX59dqAzWv+9fhW7FCxi4g8iXO+ne7ZQuDnQaJqwk7FzMaeUdV5KUhTRlrLtB3V/D5dkP6RIuFsTAgfiUdx2rdPAS9p+sh2UXE5dsg6X00TrRUW4Q/IfE3Q6C4r0kZuVtUpwBQR+U/I3FANqYmWHXVsRVpnVHUdJoROVm61RpjTbnsYE+iHOYTPaC7DNMLOwzTqT3bX/NGO/4GNv+aYsPcnqnqMiBzl7tXStgQqVPWBKM/+TUTs+Hs3hWMUblTVY3zXkqnECxa2t5GjuyRV3sHB7jZ3pwPzMAHOCxqIIODoIjvkFpGN2Mm+N3lnU2MuoBruDyMsnwSHpm5zeS5mGrZEVY8O0I/EVHc/cs/yRtiGWUQmqmqoT4cQ2tHAD7S2qZN3P5nTTwFeVdVajKZEj7T2Onaa/6yazfVZwOWe4MpH9xBwXzqmVURyIy4cOOb2SSxaluDCwavq3ECa94Fj0gkmRGSsqh4oidHuwhz3DcUYuxJXbntscZjo7s9WF4UvpIxa98SiWmQTIbS0iDyF9VPPF80FWEST8wJ0KX0JiDnTPgYLtT3NXVugqmHmPP58G2Mb7P8DOqlqLXt5qTEHEUx4VIxtFoJ+S0JNCTQ82pE/tPRHWgcnnYH3+rkGHJEnSdMNO53Mwxi+Zpi2RbCPfYgzG9EQx59u43Q4Zn77oC/pRuAVVfUzuO+nqJImaZ8O1Gx0x6tqSQhNJP8SIvIIpi36C2weuw7IVdXv+2giOROV8Ohc/mcJRul6AWNmf4zNk+tc2bXUwSWCU2Qxp7N/wMyj/ILMsMhkUU1/M3EQnFSYkGnbuDQLgUmYEOFlTRQc+un+gR3KeH46zgXmqeo1AbpM2mck4e86+A6nYPPtSve/DWYmuo/7n7BOi8jNmLr/KcDbWttpeOQ6BtLVMv8VkUtV9d9iBxIjsHezHWPIP1LVdwP0V2DCsL0x4VgTLIjBg+5+PsZHvIeNb0+IVYSt7f0IwOX5a5dGgMMwc9RHA3TvkyLSUh3WmV9hGjBHYT5CFAtY8auQ9FEjf4ZFHLxQVRcG6KJG352Kra1PJxMSiMgsTJOowluzffdqOdWViA74JYlZTcgzR1qDHW3K+UxqDhwGYoK110h81ykDQoiZZk3Xmqi/keeUTPuuiIzF/O9MdbR7YYLQZhj/+ZaPNiPn20meze+4/RNVTWZW7k/TDZvrzsUORp7GBE5BQWG6fDJdt9pgfFF3Ek2OMnbILjWBkaLyKN6hw0kQkUO2AAAgAElEQVSYxsp/Mb6+LMNy/e0tWL/uoaq3ix0Wttea6NB1cSaejWm4+tvn6wBNvURudnktwQ4RUo4tqYNz+TTl+tsxpUP4OsxlAzAe8jNVfUrML+05WhP51s/jfq2qXX1pQ4NviMhvMO27FwLtUxc/inscYiFTA0MsAtE/sY38i9gmZSS2ePxOfRJ9EVmB+S5YF8wG+FRVO9axDldjqrPpokTc4cr5X13KqQskELnFbSrOxvy4NE2y8cjFzKPOxRjdt1X1CnfPc8Z4HREHvogMwbS4phPOjFZiZm1hfjoOVNXGIXlGjbQWlcmMxLSmQ9hEKUnCwWfKwEXZXPtoc12eEDhtFZG3MA2Sx9Rps4mFZr4U23wFBY9hQoVkwoR8TLX1UHfpI+CBIEMhInNJc/InIp2Bv2LCuVsxU8PQjZuI3IKdSDbBNrljMO2IZKfs/rT7Az/0+rjv+jTMf9ZYVd1XzM7/96p6RoDO0xxJGVo6Qj2OpUbT7RwiCPbEToA+VXPWmyrv8ao6NLDIh0Wm7KamyRDaZwO0kSO3iUgnatvUB/2npe0Tjq4AuJnEDeFv/X1MRE5W1VckYiQ6ETlYQ3xRBa8F7h+GbWDeUKelKSJHqup7kugHwl/u84E8xmB9+6/Yyd9lWGS0X4eUl1JQ6KOLGl0uqjAhcttIjRPelBALN97f28S7Tf4MVe0foMukfc70/c3HxmFJyJqQwBy7sqdoTQTVWcBAVa3y0VyKtX0TVe2WaR0l0YkxWHtPxKIiSTKG2c05J2BCgLZha2EquLnpxxh/5BfslmIaUveHpJmNmZSscf9bYXNMUCh0WFiZWuOXLKN1JpB3IyBfkzh8l4iRxHz06aL0Rp1H0woJnDDoZMzU5FDMfOV5TIjTQ0Mi+gXKaI75MTs+cH0u5qA4pcZz1DU4JF3YfHZriiSqtR2t+51lZ2GC12dV9ecBurRzSqDvLoUELb9afVdEngd+pc5Jvtvw3o6Z7jyviYLjU6hpnw+0bpHlvqDGt9dh2GFeJG1Pl7435g/nAnWHYcmEIr78gnNZpLlZLOLYxwS0jlR1dIpHTFbvWdREEox0+OjSZWNj4ErgeI14UO5L7+ddUkaDq8P6H1WAWy+Rm11eJThfceFVtLElIh1UdVmmc16KchOETKo6LNC2U7TmwGWH5rKQsj/D2rkZpk18vaq+6OaeoB9LL82CkKw02V7gm4ZYyNTAEIsG8BPMZ8EJ2OnNL5IwT48AI7XGCan/3n9U9fzAtTaYQ7PgCWXY5tq/aH2ozpmdu7eRGs2JQmxCLofwk3qXZjSmjvqGn9nNFFJz6vBDbFFog5m6PaOqM1Oky8XMHS4DDlXV1u76At+zBBE68EVkBjaZTsNn1uJjRqcDp6tPW8KXdrGqdgm5Hmnx8NGnYzLrbQIH7tYIUTrqwMD5N9dgC9wdYcyjmBpsdxI39Y+7ey0wQdWp2MmNYovry8CdyTY89QFxml4S8eTPpTkF82XWXVXbJ6H5AjP5eQ0TWH6mGYTTDm483TVPMDMZY+63icgMra3xlFJzxAlsbsQEg50xzYR5wIOq+u9AXhlpCYnIY5iK8VqMifwIU7FfF6CLqtE3CPNF422KV2N2/9ODlZHwUPC1NBxF5E5sUzaDmvGvGoj8mUmfcPRFLp+kUYVEpKemNkvw6MKeJTS0uli47t5qES7bYIKHBe7ebWpOWsNOmlVrnzBPVNXB/v4X1obuelRB4U8xkyS/g+B/q+rfAnRRhQlp20ZqTo5DzcxDNkevAtd486ubf+9X1ZMDdJHbJwi3IRijgdDNYiaee5OoRTXV2wiLnVa/parvBNIdj2m79s60jiJSRW3z386YD5Ba66bUHKLMw0WYw/wGBYX1zbFT9e4kzvXB9r5WIwq93Yb0cK0RNORhG/GMAkdkus6IyDXAk+q0wF3681T1H0nyTzoOfTT+UOf/wjRdwkKdR5pHA2lqCQl89w7HBD19sPeyGBNAjNQUmtAubYL2j+96JI3ndBCftrX7H0WDI1I4dkkUPNYywfXRZTLfXqeq9wauNQqu7xIucJ+upvVZPU+KaWYPxbTMwSJ/jlfVXwbLTgW39wgzx/dQa7536fyCykpMK+4v7l6mVhSR2jFsnagr3H4mWSS4WjyKS9MYE1aci43BVzVgWhmh3Es9fsl7xmTCEV+aqOt/WgGuGyePq2q9mB36niHS2HLX21ETOGicJrEOiVKu+/0cpk11PxZo4npgiKp+10d/ODaX9cZM3xZjSgOPenOZRNS2EtP4/xPGB/7E5XsxdgBylaY41Pu2IvbJ1PBQVf3A/X5RRJZqiIDJEV6eIpPzQy4/iZ1UnYSpAF6CRTNLgIj8AVNr9xat68RsgX/p8s4kUp2HBzABz30i8izGnFRHFBORYZgj2VI3gf8Cm7xnYtoW3gmgN2i7AD/WcB81/mfxNJgOx3xWPIzPp4Y6cyURyQ9heMOiNgBsCTIJAfyGED8yDqELUXCxTYYgkymmtVLNZErm4W+jIGqUjttcHUIXmRD6LcDNIvI7TWHbLmmi/qiFZx2JOd0bqz5tFbeReiMkz0ihpSNgPzEtj7S+BMRO8TthmhZvu2dCRI5X1YQ6usW6CNNmOgZ4SERWquqIkGfxC/+ysHFTy3wLWOI2cS9i/szWUXujCKQOLY3NCy9gWpTnYP3jv1hEyj5+5lZVj3B1DNUSChasqpe4ex0xtee/Yye/wbXpGkyjr5+ILMU09sKYpYeAn6oLgesYDE8T0KtHppFbUvpPkwz9S4iZgz6KG18isgELaRwWevdRMY248bjNo/pMYiUDX1SO/lbMD0FfbF7JxQ42DnZ19QTH3w/ZBAW1WQC2OWHIHBH5EXZi3ySEDiL6l9HE6HKQPLrcGhLnvY3umlffTNrG0z6LGv64KTBLRLzoYUOx9/+yewZPAJlJ+wTRmxD/RKp6g5jWkyfQfEhVX/Ddv9FP74QZB2Ab/wQBUwZ1vIHMzH//gDlMTefv8H/AWAIHOCF4VEzbs6uqXuUEJH3Vp8Hhe8dzsShmL2F97VRCou+JRVa7D+iPmetmA5u15tCsD8aL/FzsgMTjUSDch8uVquqF0vbWqSsxXx3BslOOQx/8oc5bkSTUeQbzaJiQINhfhmHmbucGnrsn5qR4Q4Der/2TjbXnM9TGfMzPW0YmayGoXkckUYOj+gCA2pGtokbVPVFray3d6RPgZjTfOlyKOTL24zNqh6afIabh4vmAOheYKaYV5xfsnQjsq+7w1gkYJ2EHWZng5z4+MlSjKJhAzDwpF2u3s4NrfAZ8babt+KqInKj1Y0XxB1X9fVQeRUSewebPNzBhxoeaqCX6I0xzb7VYVLJHsf43G7jCmy818UAuUjQ40qz/PqT1i6SqlSLSTUTytA7+ZUPg8YiRxpaInIP5RfrApQ36Esy0XLB97T0Yn70UmxeD0eW+xoSKnpbXbOCpgLA8UhRzVZ0ipvBwBiZgqsTG3ZOaRAPa7YXeUNWNbg3bH9NcjxIxd49HrMnUwBBzrPp/vkt3YQwdkFpdNULe3glltd8bcafJAbqpJC5a2RiDGFS1jOTAMHC/GXbScjM2Ef4LY6YmY1GDKsT8CW3BosEd5a7XMteQRL8xH6s5qAvSPIUJ1l5Ptil0dJmcRN2NMUUvE0GtNpD2MlWtpRUgNRpVCdDaJ8JTVHUfx2R+H7gFC3nqSfJfVdXvSLiGlgbzi1Bf/8lKS619WlustU9bo55GVTvpU9UwJ30e3SxggCaZnETkOmwhmYX51LhezVFisnJDQ0unEtomg4iswfpBGFTdyV8d6jgI69uHYZuPxVgfDzOr8WuQVWDBA0YHhaaBNLVMCXz3/Jojgm3KqjVHJHDCJjUaKVmYPX+YX5SoWkIXuufeC9M68swEPwvQFavqAvFp9CXpi2GngcH6n4oJjk4h8V1uxJjFTwPpU/pPk8z9S0zFtGA+dv9HYH6oQk1bxTQxhmKC86ux8dPS3Yvsi8rRT8ZMnL7Q1H7RXgNOVad1IGam/FrI+xuK9fHmWBTOIuAuVR0b8hxhpr8XaEDb0m3+Z6jT8BITvvZX1c/df29Tsi/WbxKECap6aV3aJhNIElMrD1qj5ZpJ+/g1hhVzgn2TZmgSIiLjVPUA9/tKbB56AdMgfUVV/xigj1RHycz8N5dEk6cPMc3H8gBd6Jobkt/TmADwYjXNjgJMa81vQpRKs7b6UMRHPwEzu38Wm3Mvxnxb3uTuzyCRR9mM+Y8K5VHETsH39tYtx0dN1YDmqLsXdRxOVdW9ReQeTBvrBQk3aY86j/qFBE8HN9l1fO6o2j+h7yf4XtJBEjUZUmpwSE049nMwvtBDEcZjHBCgD1u3/PxzJr7/2mOb3yeA8yHBJ9ODwXVT7LD1h9QI1z/BBJRlWACYTV59ME29te5/S6xveHX8AjMJekojaMGkeO6wa33Vd1icIr+UVhRR21EysKJwc8KPHP192Ng+AwuKcntw/c6ARzkO83kXKjAXn3a4WzcfduP0cMzlSZiw7gJqtKIew3jSWzRc+yfV+p+py4rHMSHwy9T4yK2LoBcxX3/tiT62UvoSTFJGUr9/Eet4PaZk8RE2D0zCfFKdjrmY+CBAfzkmyAvlDRxf/52o+bk03hw+AjNPvQvzO5jWH9g3AbEmU8PjQ2q82IN1Xu+/UuMnpS7wGLplYpocJdSYkQTRHFO1BtuMVkNqHBi2FlMB9y+WnZIVLma+cCF2+jYJ04gYgW1os7RGbXqIb7If4xiwYF7XAVdR0x6hEYdU9Tyxk7pDgHfcwp3j27B4C39jEdkv8CwFSR7FY+j8kXkUs+tNB3/UPz/8trv5mJ+psHfj1e9ETNV1hkhNWCpV/Y77TulQOgP4T/FeEZET1EnoxSK8PIuFFPYzcJ0k0cykiPAIeH/FtGG80/4pInJoCF26qD9XYiFAN4lFY3tORLqr6j0QagZ5kJvkp6rqbSLyFyBqtLkgFqnqZZL+5C/TOv4RG/v3YqrvSU0S0jHlEq5x4p1+NaFmnHv5+TVHlNqaI5tFZISqjhEz/Vvr0lX5+6IrO1Mtob/hTO+A9zXga8yH0cD+muiI+TksHKwf88Uc8I5y/y/ETtD9zxs1cttNqvoHTAA+WURC/aepi5oWoU94qPQETC79GBEJNSFxjMkh7tMcCwfvT/shFlnq30FhTSAfLyLLdlVVEfE2woVJkrwIPCumbdQFG7P/FyRS1fHu5yZ80XFCygUbO0dLGtNfTAvWz/xvClzzNCznuY+HlwJ1i9w2mLlWKl8ipwT+fygRVP8zaR9NozEsImNUdYRv41V9i8QNlz8azlUYY79KRP6MaQ0lCJmi1tEJDs52c8DbJF8vwd5XLjVaPBe5a1cE6EY5QdirpPaN2FNNs+Y8d39LcO6JKqwItPlcEcl2G8iRYiZENznSjHgUTNPhaRHx/JRcTYhWrUPUcThRzDdUMXCTiDQlXOMh6jx6cQQhQUbPHTIWQjdoEdYt/1wRFek0OCJF1RWRH2ACnp6SGGCnKTXa9JnOKRMwLabOmEmPv+xaWkdq/rT+4j5BbJIaM8E/AJPEzA8FE+T+wkfbAlsr3heR5ZhZ7dMaHqwiU42i5WKHrn7h8e1a2/dYSiuKqO2IHXZF7RP/xvpDY0zYMgvb0J+CzT0XQZ14lPeAa3y8alBg7t9Ht1WnVaqqH7jxWgsaMRpcuvWfmrXwa/fJc59k8NbMLNJYKoRBfNGyXV32JXrE6qzAGrkGnwVICN8qwDhvn+atCWqBJaL6/roCU6CodP32f6p6uJujX6Jmb+chXZTnKzPMD2q0Xk/CtI5fE/Nv/K1ALGRqYGiKsM5u4d4R3CGmSfQzTLJfRPjgT7doXU2NA8OJkODAMNS0TyzqR19ss3ey1jgwflrsBHG61Gj5TBGRIao6QSwCUdgG+wrsxMrzG3MnpnKcIGRyDOtVmMCmJ7bAP4hN5mBCjkvd9b8EniVU3Vj/v73zDpOkqt7/5+wiKwuyICCIJMmKoGQMKFkwgGIElKCIifBVQUD9uYCAoCAuIEpc8kpOCkhakkhOCyw5gyCoBMnh/P54b03frqnurqrp3p6Zve/z9DPTVbdv3Uo3nPOe94QQoFaw9ln/Cu+hD/a8/T4MOnnmSqlJpnVgmVkUohWeid+hSeEdKA3n06FdMQ1/X2Ro+iy6l8fTHKJUagKXO+/HcmuDIu/QvIgmXpj1Bw1W/wvbHjZ5jE4PxsUiA06V1NKdkNV/CIPp7vG2Sm3MjIUtDyqNk8fc/f+sOTxhoApk/DkcTSpb6o7RnLq46TAtfvd9FKq5FNIl+nZo03woLCPGMsjTMxfNxvMX0QDd3Bj3ec1sOdTn7BOOcY8HQcYaE8JvIcNuZoy+KmwbhHYGpoAs1fG5tGavxej0TGS4IkxKsvv0NRRGslJoV8yQvBy9W79GE5pCmnuHiTo0wnBODceeK/SV30Ls0nx9R5o8qGcjA8x3PcfwKonYyPaQmV2IFh+XtfmNuTdYjMGYGeutVDImlLw2hf1Vm7q7Rf3/uLXOTgo0ngcPobOdjFHAGJMzaAy6ls+E373UypjZqY259pxrCr39lJltkBszMqzqzR7qy0ye7DxeR9fx5zT6tKI+6nWTwygzyixBNDZURHY+L4dn/FaTjtU/aQ57rzpH2RXNPb4fvl+MmLNFKPUe0iHVeYZO/WiE50zangu6+0YmcemPuvvRdc+7m+9CyXIWGUTahuB5yXTsSL/z86ifjee+LxYYPEv1t8E4cpyZfclrCFQXYPFw7Ckmp1Bm1NvVo6yawH/dfWdgZzNbE0US3GxiiE9x9yOisrMix9MsNBsdXkDsmjyOQXPGTILim8iJmo88mMfdjzaznSKD0g25MqXHrU7z24ClXbo6ht7l9YIh92og7nsqzVHobDA/3cyORSLtZ5nZ/yHm6DrI8BO3OTak/IuGrh5WEDlAh/G/xljYsXyb8chQX5Qdu9S7FRlHLzSzv9GsJRiHPz7LYDmH9wE3M3hMaKWpVYRZ0DpjHCEM3N0fNbFtm+BBLsAaWZ53QQb82OBaur6AJ0Jfvz6wvyn8tZW8yqhDMjINM5g0VL6E6LUfQIadOvWMRaKSf0GenpaGkk6Dlot9Mck6iG+a2frufnH4eqTn4qctiB26+yrB0DHJFKP6LPAPM3sMeSLy3k6go25Mhh+i+OnrQtvvM7MBXQtXzHjHgd8kYPiWlxDARoaklln/WtQfd+RjELOp6H1sO8k0sczG05llti8Nr+qBaBD+PJocHI7Ch/Ln99fQcV6EJiBfdPd7o/1VB5nHTCFzHurdiYYWSow9WtUV8LSZfSTzLrjYQp9DE6DlC8r/JbxXv6UxYLWa/HfCsWb2Ezp7/qq2sRMWR/cQlNWiCPMiMcNKrDYz+yUyqJyBnp/JZnaah9TyLsbZVuh5GtDAcrEj7o3r8oosIVMo1CIoc9tiiEUZG1GrGq3+i7IWdgMW6myrM2HVvcHZ4jsfPrIigxmS86KJ9ieRVt7bSJR9UFr0MnD3A8xsfbSIWAbRtrM+m1z7Dd2bW4E1zGwNr0Grj7Asupc/BI42iWf/2QcnsnjQxFz9Y/j+A3JstJIoLcIeFkJV8HNkSGmi/iN2XVUUMRcGmkZ4HqyYodgo2FigTKDhDHJrZPeZg+IxsyNscAjeD5ABcqKZreS5EDzgLYtEa02hkkUOhZ8AS3rnFOwT0fi1sJmdhO7t1nXOJcI30di7PTIyLozmXhm2pcIcxSU38Ceaw38GYHIUbB7mQG3fwwinoTEjG0f+TaQ7FtXdqR/NcCwyCmQpy+9FRt/YyFTpvOnuu1AGuyKRcyjJ4OhgYAJpfT0czvkpV5KMtYAVzOx4D2LuVWBm33D3E4HFiuaQNfrSd+bmjVlI4oJmtmDknIiZ7lcBV5m0q9ZHC/sjov1VmbBLeCS6Duxpxay+KlEU7WBhzls6iiIYls7PHBXhe+y0qMpkbmswd/efm7J3TkGO7XHI2Hw2g3Ujb6LZkZe1K3Pw5Y3r3Rr/v2ktkgOFc4iZujfQOlv2XAW/7fRuZcbRXUyOwiwctElLkAq6f53mZBGOAm4whQmvibK3Z33UIOOxDc7yvDPNzLFK9QV8FRmxD3D358zsvUSSOKMdycg0DBCsppsgw9KKaEH/BUTVqwUXnW8zFKLU6rh5i3WrQSurs1N2l/2R9w4Ue5oX6RsQO3TRa7cOk6P3o2fxcQ+MmgJMRmKeccahowvKvebur1tgy5g84EXaR508SzvRSM9Z5DmO6/wLipMuCvO7vEX98cIi09X5akG5TpPMyiwzRIHPPBIHWS4jiA2mok5AFNvtzSymohLaVGqQoZxIX5kF35bkwvFc9P4trRGqEO/7Vfj3jLCwHZRaOjyHuyOG2wXufnK07zBv6EbdimLjO3n+KrWxBNyDMHS762Nmb0RGPaJB3RHt9+yCn22BtDaylPH7ofPcO3zfES0q7waOMnkns9Ck2HgZN7YsS+jq6HOo57Q8KkwIf++tWV6Dwp1KYrFQd9uMI1T0BnsHZmSu7HMm3b6F0bP5MZrDoSojLGaLFrQwuK87s8X2Osd9GQkCnxoWDJPQZDZviPseChv9Bbrul6JJe89hYoD8msFaIvnJf1vqfxVUeB7iBcoiyKlhaOL/KBpHcffFWvz+baQdUQf5ELwNvE0IHppETw3PriHjRxFr+34UjtoSpsH8buQQWSPUt1MJw1RbRIvqVxH7MY9jXJlEy85ROmFxwhzIzE5wsYxavYcZsgQqB1tBApUIbfvRCPO6+6lmtjtoTDKzJuNfjblZt96FMWa2Fx2ymLqYc0XsuUGw8iF4Wf9+BrCKScD5CBQCczKSBaiKLASyrNB/J2Ts+3cip+Rt6F1YATE7MsPboOfDFQ56IS3CN9sZmAIyg/0rFkLnYSAc/JWC8mWjKDphXnRuCyIHYYai+e2NZjaHu//PIx1EE+txUGh2hTlKW4O5iQ35NvBzd7/EpLf0MTTHberb2jkAzWyQUaeL4/+/0LOzKZKiODFs3wwJYseYjpjLhdmyaxw7njtdg67d28iY1SjkfqBJe+8gM3scRXW0FY1uMd97Hj0zh7uSJlyCCBsHuvvd4VjP0Aj5jLEpbbI816gvm/ecaWbvMbNFwua7253XaEIyMvUZZnYysohehDrjy4D7vUBArAb+bmaHIk9VLPKWddalPKgVYFZR88il91NEo8+XK5tx6Aoz+1k4/vpocXxexfMAhRlkxoBLvI3WilfP+ldlYdF2kuklWWbAe4I3zYA5zSwOSclPCPNU1LIZl1rBTcy6b3qb9KlWUnOkzQSa/H0K9Q6klnZ5KMeb2Q+8ObX0ZKQlcQbwLVP2ps3DADOgxeXltQR2bTW5LWpjt+AKZdkTZBwDlqRBT/6eiW2YN+w9iSaumXD4ODRByvAdZJgsqy9VBhlLqFDseqBQY5GwnYlB0YRoMplpMLViedVB9px1yjhSyRscPLMTaRj/rka6FkUMhQfRhOQqQl/g9TLDfNjMCrOfhHPI3q3KujadiuZ+9ynkTd8Q9TODDOthwfr1/PaojszD3C3EbZyM7s1BiP27DcUL5iLqfx2dt4Fj22Cx7MvRRPkNaCxQzOxI4CwPTGGTNt4gJmoeYbL7UKdyLdpYOgTPlBDgFZQdL0tjf48XJ+J4CYWrTaVA7yz8nzETlkeT/6GibJ+VeeBLzVFKwIFZzWxz4GPWHP5LONaZue+XIG3JLIHKJWGhdyRwYvRslO1HXwr9TxZ2uAYtNI0qnHenMJiyWAwxFjtmMa2A0mzGgLeD4W1T4BB3P8Sk01UVA/PHsn1qCdzv7mub2ZlInzBje3yIZvb3NWa2sLvXMQh0wvdRJMAE9B79hwJGoTeyPhZGUVTow5919xVLzG9BDsuvmdmTwdizOTLKTC9qQwlk/UQng/lktJYeHxy2s6NwuXVRVEWTExfAzPbyKKlL6DNPIMd86uL4/z+XdtqB7h7rwZ5nki+JsQcVs2WXgZltiwxHl9EIq93L3Y/Jyng13T9QfzEfzX3Piygz6JFozXEnknnoCC+R5blKfQDhXA5EhtJ/IQfR3UgGYtQjGZn6jw8ij+R0YLqLgdStlH8ZWyVO1T5gPCpr6LDmMLh2cGpoHlXAQ8jKPIuaZSv54Axvu6EQs2mI5XM+9UKj4ntQVmulNMIgPZEOAooVJpmHmELRFiN6r939+PDvkTTYCMchD9EzwSjYxMDy8mloBxgznRCe681pw6zz8pojVVEmtXRMAz/blDnjsjBAFLW1rOevW6hizMme3XVQVq5sQXEc0eBoDcba8yh98sXh+/rA9VF9VTWwqrSxE7Lr+Jdo2zsRI2NAyNRLsLxqYEqos9O9ztpQ9pn4M2KpZs/bFsgRsF7Bb5b0KF1yHhUm6992CWb+CoXKnoDu3RbU0ycr+3xPyv4xs4cRBf1URIl/qdWPOiDzMHdC2WdzUvT/bO5+aTDCPwLsYQVaed6Z+l8W8bHLimWv4e4DBld3v8CkKdQrTEILj1IheC4NrT+4MqC10ivMcHb4dMLNZraqN0TKh4JJnYsA5fuoKvgeeufy4b/Z8QYlerH2CVTWKnnc7H39CdKXW8LM/o4WaEXaO6XRxXfhBW8wln5nymL6KzPbBriLoc8f2yF7ht8wRQBsSeP+1GGOTLLmZCiD4DlGeAlkSVmW8SiNvbvfYUrKkuFXwG5m9gAaw07LjMJDhYut/+GwEM8MkXVQtg/P3tXDTYzqQgN8wDE0G3vmQO/TukgKZOuKbczC7S41MVxbGcyXdyWWmQU55xYM890TaW2kXdgakgHj0JhYZMzs1vifPd+zm9niHrJKmtn7aTDuAHD3081scTPbGTGo3kJhtSd7MRO+7LF3AVbMnGmhX7sG3bfsfBZHbKKF0bU7yczmbPOcfcybs6WfZ43sx6UNQdHxC7M8V60nh18hR/Ulwaea0aoAACAASURBVGC6NurPZwokI1Of4e4fMYnbZgaEZ4F3mdn8Xp+WndVdx3pfhDgMrtMxS2selTVmhPK/QoPEAzQmf0Vsq7WR8aVIRLMKzKprrVRBWQHFUpNMMzsBxYPfSoPK60isu6U3zd2fCl7kOmglIJ1HNshcbe2ZdSosevPjHukioMx6lXURAsaGRWOcWjqv3zDOzMZkA7q772NmTyBjQLfo7kPBrp2LDML9yGuSGT8WDtsyZB6sm5DnLcPluXq6rS8FFY1T+b7EzKYgBlD2vTCkLfp9J0//ve6+dO43+4Z9m6I+8D2h3U3Muhp4rzdCOEGhBV9r0e6WE8yAr5jZ0zRCTLIJ4Z88YsNGi7eNvVlf4o8mfYl8woGOMLPvhmNe6BE7z8x+4Q09r2Ojn6zQblFSY8LcCXeY2bzu/qwp/OUY1JfcA2ybLdRybXwteJXvM7Pt0aKh1ft/E1oYX2JiR77LG1lMx6Dxqux9gfJi2U+atCOykIctiAyuZREcDBNR6MIvkZf6S8jhtZOHZB2hjccW19IyBO9SExv0zKzfLUKnOUDkyFgd2MLMHkFjR/YOrhCVXQXp7j2BQp+PQUyCe4HtPDCfvWT66x7AXGFGV5vZjd4stl38g84JVCrB3W8ysQmXQdfwHu8c7t6pjVna78JMyGXvC/C4lcxi2gNk4+s2yBC4j7s/FBbhGUu20jtT1lls1ZOy3G5mR9H8/sfG3AdR1tX1ELNjz2Aon4Lex1ZZPds2M7RvLmSAWwyYJbstNQxmLe+nKWv0dqHeY8Pmw+hsgK9j7OnYxjBf/DQNB+56JtmITFNrjClkbnbEvJmAnt1xtDZQfgsZUHZHa5bz3f33+UJlxn+qGet+hITyY1bWd+OCwZj3OTT3XRWtORYGrjVFAFxe4ngxsnfr3zSHLb5IJP0Rjvt55HDPjrtAh+POYWaLuPujoY5FaIzXdRhfpbM8V8Ab7v5vMxsT1hhTzWzQvR61cPf0GUYfNDgcgDQWrhliXfMj3aILwvcPIo921XpuKdh2fMG2MyvUeXPFNtwDzFqi3HFo8nItmth8Hpg7V2ZxJOg2CQ3o3wPmzJU5FFmzJyLP/8To82Mkqj6Ue3NryW1nIS/e7mhxGu+7Mfp/OprE1mnLozV/V+oeIv0OgKkFn8uKrgMazJcM9/K3aBCue61/izxF64bPqSieOi7zG5SNJP/bDYH7enhtNoz+nxDe19uRDsT8Nc/3lvD3CqQJcHn4vBS2nQucW6G+hYAFWuz7eM02/mwo1xEtku6Pvi8aPr8Jn+XDZ39gv9xvX0TMyhfC/y8iI8CLyGiQP9b9iBFW6/nLn0voc76OKOljkKH5gJp1/huxTD6BsqDshZholwA7FJS/Bi1KxoZjb0GNcQYJAp+M9OBuAn5X9dkve68Lyt0V/f8OpN10LtIHGx/tuzP6/68ocQHIMP/3FnWviiapCyGj/xmIOZQv9x2kKfFA+L4UcGm0f3KV+5KdP2JUZt8XL7omSEB3EpqE3xL+f3eN630hWiTvhvqcXdFiYgfgnCE+6y+ihfjr0Xs26N0qUU/Wly1a9MmVvR7YCDnsHgO+HLavi7Q1ah27Wx/COBj+nz08t0dEz8/nCn6zdpeOnfU9VwP7oHHtXV2qe08UAvMg0pDcAaX5rnRfkAH4esTsvxplCwOxrXas2baW95AwL65Y31PdfmeAf0X/H4W0EBdFBoGzC8q/M+w7K3x+hHQmm+519P0dKAPwFOCZmm3cOvy9Bo1f2yAn51bAVjXquw31Y/nPPMjBOKh8p23IKDcrMHfob94dXa/pNdr4s/D3fMSI2pNoHRCV+1F49h9BSUcuRZED0+JyoexK0Wd1NNf9Q7atzvONDFZ/Ddf0ZsSUXqvNb8ah5CMfBsYV7J8GjA3/jwcuD/8vEr9PyNn+a2SE3TxXx2EF9R4f2rtHuIY3I+fFj8On1HFzdX4GrZWnojnuI8BnUf/6f3We9Q7X+4wav7kEzSkOCe/gJIa4th9JHwsXIaFPMLPt3X2QQHPw3Kzp7rXFv83sAkImEXf/cLDw3+LSNqhSz3M0i5Absr5fBuA1RHXN7BYXnb5s+TOA73uzwGS78gsiGvjOyKMxS9geW+k/gzq955A3ttBabmaLernMG6VhZv9AISOxgOIB7v7RXLm13X1qifpOQxOxf7bY3ypswdBkblyV9oc6X0YLuykeRBG7ATO72RUbvQvwqgddhCrPS66+MUisNgtHuhg4yiWGGZdbFumJXechPCxs38jdK+mtlG1vdq7h/6PQJPZIxGj7lLu31Voxs3k8p+VjIa148Fi3hIfQMisvdtwRoY/5NnqfssyYTyAB1aO9omcou47W0OnKsrA8BezugxlOg657fI3D94NRuMouHrzE1iKLSdj3d3cfcvhj7lxmp5H9aQwNZp97BYaUmb3i7rNF36919zVMFPxb3f0DufKLoUnOx9F1/DuajD1c8VwGjhvu+WEoBHczlIGw8rta4Z152d3Hh/8PRAuTyUiXaB533zLsu8fdlwn/3+ARrd7MbvcO7LYWx850tW4lZDHN2mxm07KxNV9/p/sSyqwbzqNJ+6NM/18H8fU2s0fdfZFo363eSA7RN+T6x5Vo6Jj93QczYNudT+XxI+tHh9j+C9x9o4LtpyDj7Jbu/iEzG48WHh/JlRuLFk2L0RwGXykzWdT3vB+Fg6yJQjheQwkh6ogy54+Rpf3eGXifu4+Njx3+b3lfzGx14G53fz5cj13R4vsuYF/PSQmUbNNEijU5DfiLu1cKFc71PV15Z3J1NtVRp04ze87dB2UBC/vGu7TZsu9lWWZZ+aaxtC4Cy+shmhlN2fj+PnefNVf+ZuAr3iy+fXpuXP8RMvaNRVIdm6C+dI1QtqU2lhUwmaN9HceKsN7A3Z8MbK/1kPP2+ly5dn25u3slHVwz+zcyXlyC1jsvoPCuXZHR85BQblCERO7AAyxEEyt8FVckwdzAxR50nMzsDnf/UPj/DKRjei0ydL1B0DEtek7Cu9gOXy5z3IJrMA5lrgUxM18tKtcN1BxHZkcahZlTbwLSiB2kwTkakcLl+o9vUZAFzGX9q21gCuiYSaQkZkWd11E0BoJVaC8c3glVrZu/Bm4xsztoFghtMnCZ2TfQBGp55G0/lOaY2u8gL9tbZvY7xJBZy5Tx6xyU3a+5ob3R3/kecLyJHg3y3m1VUO5KE3V8MdpPMucF7jKz6ym+PvMjyu9/c78z5J2qg7FosT7VzJ5CVvpT3L0wdMPM9gV+4yHsLQwkP3H3X+SKZroIWzE0XQRggHLcKbX05SiV9XSUXj3OoLYP1UV9y+p+xOiU9W8/ZIh8NkwOTwXeNgkGb5kZjbKFUWREmpPmZyefanUy5cSOy+AEZLTdg4Zw9kLoXp6I6PtVMAkq6XSZmX3cQ/iWSaes6VzcfUczWxmYYmZnoz5iUH8UTcxuDIvCs2l+twrDQ7p4LmXgFjLfhEX46+EYr1lBuEYwJm3SqjIrH7I2ELrqypq4XZhEXkb98NKyY0IcNrsuCjN7w8yupDks4nQzOxaxiM4ys/9Dnv91kPezDrK+vlMW0zeq3Jewr632h3U/g2L8XhzfZl9l2ODMtSDtt0fC81K1vl+i0JDsnZtsZqd5CMsMeNXMNkCTeDezL7j72SZje5wNag7gp5TLYlamba0W3UZDFzOPJdz9a2Gcw91fNisMCTsPJWSYRsMo3ak97/HBzris73nIzF5F5/w66u8HGTyrwDqn/S51X5CBIwsX/T1i4e6P3vHJRFICYd60OzIsvwe9D/9Cc7j9vBFa/0vESC+6toWGmAro1jszi5VPylIGLUNnYwNTwGFo7J8LzQN/5O7rB4P3YTQy1mU4waRn+Reax8JW6dtb4d+IbTOoH7biDGYds1W6+0FhnM6MPccjY8+RsbHHmhPLZM/F+Gy7D3byXNDJ4BzPecOzd3qLct2SMMkw3t33CP9fbXJm/DKMhbciAxQM1n9rahbNWnBHATeY2XVoLbU/gJnNRwhhDaiqY9pWAD88c2WOG/9mPGJBLeru3zGzpcxsGW8Iz3cbdVg5X0fhxPehSJuZCz4M6FQz84eaoQUl674ceXkzqvQawBW5MquhSTqIyfBj4DO5MmciSujFBBo08OAQ21aJio4Ei3dEk6JPZZ+Ccs8C16EBaLGC/dMIFFFEq41Dzu7o9T1EcfsQwowQ5XTONuXbUnWjcp8q+kT7jwY+0eIYJ5do9zwF2+6L/l8TTUqeQtTV7crc86JrF57Dg4HNwvf3o2xtvXpPbgnPxRzh+2JIryi7VzFFeAGkBfCH8G7tEX57KrlwxpLHfjy8cz8hMBiifbfnn93o/6nRe7t0/BxHZbYL9+PhUPdDRe8tcFNB/TfVvJb31tmXK3dE9P9K7T4Fv10ZGRoeRtTpW4vKhbJjUJ9yFfBkwf7JbT7HROW2RwZ9UIjnlcgQch3SiSg69tyo7/1k9ql5vY9CBpP7wv1dPWyfDxl0q9bXsi/L3ZcTiUI9o+3bIg2CWu9hmWcmPMtfJGih5PblQyi2CffhWRRCcRdiX06o2cZsLP0NEiK+G4XBnYV0XLJymSHr/nBf1uh0X5AR5V3h/1+gfn+laP/K4W/bvr7CuexF6PNy25dEnv/K1yeq41pkxLgpfF5H4REPEIWNlX0mULh8HBI0GzLCxWU/AvwNOQSWRYaV/6K5w8ejcufQSE7yY+D/oXC14xBjpuq5voWMq1MLPq+0+M014Ryy52kJ4PqCcrd3OHZRuNHDqH8ZFEIZrv91wE6oDx0zlPucvRMozG0iCkUdl9v/4ZL3ZXpcZ66OW3Pf/4bYGgtE2xYI2y6Ktt1BC2kD4LEa5/rPbr8zyCg0MfrMF53PIFmKMvejQtl4bvNoq33Rth+ise1h1K81zSmQM+u7KBT39vC5ADlV35Gr58Mt2tQqnHgcCqlcIf+MVbw+ByMD4fzRtofalP8iYhq/whBCf3N17gvMFX2fG9i7Rj1PEEKsw/t8ZbTvriG0bznELFq2TZnp+f4D9at3ImdC5ee2zHFzvzkFOQzuCN/H5/uKbn6qvFvRb7Jw4ocoCCce7Z++N2Bm/6BsaS8UfLrRka2EwiGeD3/vReKr2f6JaDJ4I2IKXYYmXFeiELt8fQuFl+TQ/IDUpg2fQBO5DXLbD614LjdUKLscSrV6Epr8nBDt2ykMfEeiBcI2Yft8cQddsW1VBvVbq/yGDpPMHj2T+9FYNK+CFnX3o0X7p9qdN2I3bQhMLjoXoskBmmTfWaN9leOiO92/fDuQV/ZCpD9wa7S9qzomNE8u204w0aA+S/j/2ty+aQV135fdxw5tuAYZXM5EBpMvklvAVTifa9FieUy0bQxiMF0XbSvSYxikyUDxwi37DNLzin43gTaGBJqN62sij/dnWpQdpDtF8+KokvYPMsRMQwutqWjyelmuzOLIs793eBaPRAum08gZz5G3ua2joML9u73MfWnx28oLotzvX6OEVhbScZgcfeaP3plLOxzjhCG2MTMKjEGs2NOQ1/o70KyJh7zk80bf214fQl+PxsypKEzquhptrNU/0mKsrlnXmcBy0fcPhuu0OC0WARQ7MmI9v3hRNle79z+UWRMZ7/Nzj7wh8obont5d41wrGzKQYfIK4Bk0T3mYAh0V5M1veT8Qu+mh3OcNWjsUdgrP7LXhPdqGSAdsCPd7TqS7tA+aZ14d7Vud0BejMX8vxITZn6iPDu3K5mOTEbMX5ES5IXe8luNTvA8tWJdpUe4LNc7zcWDhoV6vXtZJtfnoP4AN0Jj9SHZNkOG6yHH1IG3mFIjN/kfk0F4ofNYI206Jyo1DAuLrhe+bo3XFD4mMUVH5sUhXakcaGj4/HsI1Whmtd3YM731Lp3l4l1aAepqnLeps63Cl5PhPw5nR1skEfCP8/XHRp+Y59EXHNPebG/PXkwL9rl7etwq/nS08b48Cb/WqjcPtk8Ll+o9pXlNrphPc/WZrn0nky8j7Nw4xHhZy9xfM7ADk7donV9/jKJvRZ9FCYBDM7Hp3Xy38/x00aJwFTDSzldx9v1DX9hVP5yoz+zUSeI1punldhjmRUNyiiJEygYhm7u6TzOwSRBE/0N3vDtufoZEetSqqZD6Zbmb3AQtas07SoGw5AR2pugBmtgaixn4AhTeOBV7yehmwPuvuu4X/fwt8zd1vMLOlkdjvKmHfvfkfunSOLgyfPE5CWYcmh+/bUI8+WlkrqATKZlCb3xtx7j9w9/3D9kNMWXYqwd33tAItKFfWv5NzxQ8Dzg9hcxea2SS0mFsHMXbyeACFHHTCTsgDtCNKt7o2xaGbZfB1tHj4g0nLDUJIZdiX4Rk0qS3SZHjPwIaS9HIz+4a7n2jNWSCxRvab30XbJqIF0SxmdjEyOF2O0j6v6O5N/R56r/IhMfG2eBx9j4f03e5+uZkVhcbthASmr3X3tcP93zdX5lg0YZ+AFoST0eJsA/RMrlPzXDpheeR0aHtfzOzc3O8MWNukR4FHoVuB0r59qOcQ9Bxsioz8e3lD/+xwSmhlufvW+Uab2fEuLaZ127QRYJ1su9fQEgzniSvj1XFonHQ0tnrRsaMoqHWKrk+ELHTosyjE469mtndBuU4o1T+WHatrYml3H0gh7e53mdmy7v6gmVUO/UWOsjvDM+7ISHO9hTTxrhDY/Pn8AIW45s/nJetuFrM9aB3WVKjV6O4Xm3Rm1kDP1E7u/mxB0WtRqOcYZDzKZ7bcBV2LXTxkSyx6Z6LjTgImhZDBbULbF2II2XKtc9rvOAxuEmKF7MfgMLhtQ9t+gZiH/wihU4/RnEUM4BEz+ylwXNRXzI+YFHG41YLoHR0Er5eOfW7gOjN7APXPp4W5Yym0CGV891DqLDpMhbLfQ8aCt5GcwvdNIcZPIMN5HvfTfk6xsg/WNnocZQiL54vHoHFzvEkWYA40l1kXjWH5+UflsNF2cGVZXA+NS1cQaVEW4DHElPE2ZapirJmN8xAObdIzi3VRj6XE+I8E8icC/3P308xsczP7JnJI/jyqb/bwt2uh+u7+UzNb3Mx2Ro7WLIPqye6+VLeO0wGvh2snr44yU7/W/idDQuUszyXCiUc1kvB3n2FDEDQuWf/HGKznc3z+2Pl2WH0Rw7jOG5BH/RmT+Nm1XlF0PKp3asFm95xQXjDcXB0+VwbDWE9hZlt7hbTIpjS4f0OemSZ4Tv/JzL6IQlNaTTKzcjeixdtpaKK3JZro717pZFTXdBTm82aI8V4j2jetzD00s23cfXLB9g2JBLjd/W812tcV8cmovltQzPqb7v5Uwf5Y4+c2D2nGzWxvj/Skyl6bXN070NCC+ghabJwT9hWJJ66FWHpLo3f6MbSQmpwzIGNmK6LJyXU0G2YrpRu2isL2JgFXR0auZRHT5i53Pz8qcx+wrrfQZHD3hXPb3oHOOzMEXw4cnp2zmX3X3Q+3FuKSHukBmIQti4zrsyFD3wqh3EeBj6EMagdF1c2J2ErZc7APMhLuhd7Bl2lo/3zJ3T+XO5cb3H1Vk3j06i6dnjvdfbmoTFmx3FLnUhYmvZalO92X8M7cSbNO35Rw/mRGglD2VPSczoYcHtMRzX1jFO7yzajsysiwnWll3e85AfpWxiNyiSjCIv6uMm0si6yvNzla/oSecUMhvd/1kCCgyvWJ6v4LWtytjwyYr6AQqg/ny3ZoY6n+sVdjdajvFGS8+XPY9DWkG/hNNDa/0xsi6VOBn3rkyPAg+BrV19bo7e7HlT0fM/swYgYshe7Rt9z9XpP2x2bufnDFc10dhXpl793uSNtxkGC1tdZvys4j7zR7CGmoTWu1yDWzhVD/9BhacN6Wf2eisgcixtociMVyFRL+frDMubao8y+I/X41BWm/zWy6B6H7/LNZNM80OQrfj8a3xzMjUq7M3IhNvAnSm3TgaeSE3N+DRpCZPY+MWm0NOOGYuyOD2wXufnK07zB3/0H4/xbEglkPPdMbo3DQKSi78ovR796dP0wouyJae/2nap0F7W6Z+KPVb3JldwTOcvciHaSi8mehSIGpFMwpzOxapNV6hksLk2Ag/QpizKwett3u7iuYtOyeQMl53gpG3tvy45bVTNTQ4hxmRf3wk+5+STDK7Imyeh9Z8Pweiwz3F+TOuZL4fq7OXdGcM3a4nuvuvwn7y47/JxGMdSiMMTbWFTpkugWrkUSpQ311RLXXR6HlHwQuQsacrWsc+2Z03bqaxCiq+03Ecr8CZdTspSFseMGHAZ1qZv5QMpV3zbpPQKEwhyEP8iHAwdH+6wgpn2kOb5lA/TTUtyFvzzzk6LZ0OSVwru6tct/noCB2vmKdE5DH7W40Yf43WiDtR0Td79H5nBH+lqLq0qCN3h5tq3W9kff1IrRw2wN5Hz+FBuJS4SYUhFMib8qY8P8yaDI1iBpdou6u6phRTSOkqzomlNSCisoviyYQc+S2F+njXE930g1Xod9PpDkE91IKQnCpqMmAFuvHhWdyHTQ5O6rGuexOM7X6ltz+ODTyU+F8/klzSOOPyYXHIA96Ke0fZICaK7xbVyKNmPNzZW5ChsTVQp1Z6MiSrd7xdudS4fqcW+a+IKN3KZ0+GiHChgxhFn0fFA5MZ62sW5Dhfa1wj9YK9+hTNIfzVmnjmcA38u9Vm+t0N7Bk9H0JolCrKseOfjMesTqWCt/fS43QNcqHYvdsrEYGxZ/QSLO+czi/MWhsrhT6W+J4Z9Q9H4YYJogMVdm5HIFEqz+B+oozc2Wnhs8/kNPoRvSuv4EWH/m6r6SkbhIaT68FnmpT5stEWjQz4oOYLKXC4CrUuSMlQsxCXzEGMUCORgzaC9FY+K7c87MfEhI/N3zPtDvjMKa8VtQ7wnWfAjyT21cqlLFsnZSUMah4HZ9HmlBXIebffB3Kb1X0ifYvhhwI/0KslnvD/6cA74/K3YEY93Oj8fLdYfs7yenshe1tw0YrnvNJoT3noTXSmcj4fSxixuXLTyz6dKEdGyLD1gHAp3P7Wo3/S9E8/mch1rMgI+vY8L3V2Dof0hI8AjGijiHSl6zY/mnR8cYDl4f/F6HG+IGMQ3XaMQ9i/36OEvIQLep4KNyHR9G8+UfI8Dnk5y3U3zKceLR/+t6Amf2DKKnZpNLQIPwC0sYoFKytUPd02hgnaCGehzyOhYK1JY75MJHIMEEMGU0sey7IBnwITSweCR3GTcCHatZZSlyyR+eTCZ6WmmSGcrMiQcPfhE6ydmwyWridQkMU+3wkJD1LVOb2Fp9pKPtSvs6bwmD0PhoieCfVvTZDvL4XDOG3pQ09JeoqpQUV9u2IBHDPDu/ZJtG+In2srhh1i+puU3YaCr0YH/qxOcP22RgsZN4x6UBUdtCzXOf5RvpblYzrKHNJuzoPyZ3LcmiB3VEXCRlGNgZmzW1fN9zr6WjBmqUL/lfuvpc6F0oKsrZoY0stIUro9NFsuDsmt6/lPURGln8XbK9kwCnZxieQZtB/UOjWF/P3JFc+rxFj+W1lj50rv1J4z3eg5vhf9r2nT2N19kwwREdG/pzLng+RwDYKw7oVLRz/DuxW49ilBauj7WcSzbHQvGWQkwItfK9ExvFBGipI7yjrY8ejsf8ScnpHuTo3prG4/Xwv73M43m3hPDLR8TfC/bmCFgbtEnXGxpHv02JxWXA/Whlw8mPtz8PzMA/N/Wg7Y+X43PefoP42vs8PFT27ZeqkYuKPktexlBGuQn1nht+uH67dFsjJ3aS1hPrvB9E8fUfkjDoSzR8mFtTbNfFtKhpmStR3SM12LEpDk2o8zUbPsuN/VWPdNahv+CpKnPElxLau0/5SSZTocrKcgna8DzHOaydRyb3jHZMYVaz7Q6iP+jMyCk9FMgFDOu+R8kmaTP3HTmgABtgMsVbejyi1k9ADXxd3oBf8n0U7vQVlz6UNUKQP0BHuvliLXW+jgaJXyOLQj0CTsKkwEF50BOqEqmIxb2juANLKAfY3s28Noa1l4OHvg8DlZtaJqvtNNFnYHg3gC6MBpN7BRTe9PL/dzLahQfGdH8Xx/zdfDA1mg37uStX8beCP7v6bEDJUFaXiotuEJrRLLd2pzji87WgzGwhvQ8yVIi2qdiirBQUySK8cyiyGUrQv5tLZKNJhuMDMtkMeu6GkG66CN126XC+b2QPu/kI45itmNqClYIO1hFZHg28rLaG3LKSED79fnOb012VhaBLyWmhXrO/wDgq0qDwXwlqALyGNpdK6SGY2Fr0/D4VNCyCjeHbMS81sS+BtVxjRf9H1ago7rHAuJyAq+x6IWQAygGyFWEFfC+0qrbUUvnfU6QNuNLM53P1/7j7Qb5r0E+LwkqIwuHGW01AK53mQmZ0W/j4NrecyJdv4L3f/cgib2QS9a0eEUKApPjj85EYzOx9NlB2Fg9xgZpuGY55Z4djZ+f8y1JOlk55sZqe5e1VdplL9Yx/HatA125fm0N+lkAG9jg6VVzifd0T/fxdY3xVWdwBiAlXVorrDGuHht5nZKu5+Ywj9e6PFb5bxoKEUGn+HmX2goNxD4TNr+OQR6x39Hi3E92Cw3hEAJl3L1RCbA2BHM/uou/+sxHnWxVvuvnWZMLgKeJDmELO9zKwoxKxpXHSFQp0LnGvSisswzszGZH2ou+9jZk8gA98cUbmvtWqQu7+c+35gCBs9yKQtNZHiFOhl65zFzGZx9zeB2dz9hlDmXjMbV1xDR3g454uAi0xh6RuhtcgBiPlSBWuhZ342ZAicHTEZm7SW3P2gcG1w9yfN7Hh0L4909+sL6v0dCrtvGTZaAWNCyNzsyLgzATkXxtHcN5TFx6v+wKQZtx3S41oCGUr+RENT8CrUPz7h0o5bFBnE7kQO3wxHI1btWGQYPc3MHkRab39mMMa7e2VdoRY4Co1516F16v7h3OYj6NwFHItCxWZHc7yTUHjdF9A5b1K3AWa2P3p/7qSh1eXova0FZ5McYwAAHopJREFUd78KaQDvgIylX0NryLrYL7TnYArCiUc7kiZTnxHHpJuEfq8Li8Yha88ErYOPIPpfvMisI3g6rJFdK4s0c6J9g7aVrPMi5BUsEpdc393Xa/PzISE6n4lF+z3SmAnl1wWucfdXetWmcJyB+HAzOxppAV1dUO5kd988t+0WRMk+CPi2u99pkY6RSYz0p2jRvhBKe/0A8CevoHkVHe8t5C0tMsCs4e6z1ahzGvDR2NCDPO+TasaUL0QJLajwPa/bM0c4/l3AOj5Y2+IhBsO9hV5HmzaWPq8w4Vg7GBMHJu1mNgGYmvVnVlFLKDzfk9HiwpAXcJvMmFzhXLqq5xXqfAUtRMqeyw5owfE00cQoLhcb4RBjJzNcrQ/8rchw1aGN9/pgQdZB+6yGllAdWBDqNjPLFg1WU0MpGHA+PpSFctFzYWbzIKPPV32w9t9kWsNjY1qFNtyDmB2vhu+zIYbFMiV+e4G7b1T1mP1C/nqb2ZroGZ9WYNCrXF+HsrehxfAY9C6tEu2r04dPoOEQfBax0TLB6h3d/baC30xBBqETw6YtEDN2s4rH/o+7vzv8X0bv6HbE/sv65bGISdMVvZsWbexFn5s/19g4sp67zxe2L+3ugxKUFNT3G8ROvyS3fUPEVBmSkLFJYP5nyHG5QM06dkA6PvshxsbcNBJ/LO6Rtl2FOls+72Y2Pm84K1HfK+4+m5XUWqpQ75Uo++KQRb/N7EeIKToW6UdtguYVayA24Z5tfl5UX+Xn2+RcXQ3NDwb0FaO5cKa1VGSsM3ffKqprQRgw1s2FjHWPFhnrTIkkrvFmR1VtmNlyKNnQHR6SKBWUaacvVUv7N/r9PShj+pA0jszsz+7+9c4luw8zO8PdaxMChjsSk6n/eNvM3ovYIOvSnNGt8iI4hz2G+PuRhMyQ8KCZ/T/kuQfpbNQVtfwaEpe8wsyyzEqZuORX6ja0JLIsRm0HPGuIMm8J/NHM/oO8IFeiuN88y6jzgZuz3uXbNH/2xd1bZlPLG5gCdkK0/7OCgWlx5NnIcBIaSD+N6LyzI2/ML8JkseoicjoS471v0InIs1gHY7yRAe5hE1Pu9OBpqpyZyNsI08cGpoAqrCe8RYahGphUoWxZZk0pxlMGF7NnKaTlBcrmVWdiUSd7VCd4lXNB78EynhNszaFS5s8S+I+ZfYViQda4j1g5tO/nKGPVrWHhUNu4ZB3YUTQSIKxS59ju/lfkKR0K/pffEO7Pn8Inv2+bdpWZ2e7u/uuKbXgShTm8Gr6PQwu1rM6uMzP7iAHDmZlti8JpijLBlUWV93oCCt02wM3sve7+z2C0r9OHPw9UZepsg1hcO4XvV6KQkqowq86imosG02BCjWNWbmOv6/QWDKUyBqaAx1F4UhPc/ULEsKvewEhU293PNbFcl6hTV2jLIWZ2Bwpx7gb7Dyows8rCussSylCW0d8RXp1F1Qu85u6vW0hmGYxyMeNjeS8WRj8RhZ8OwN2fjP5/Djkem2BmL9Jw3PzMzF6jTSKhsnBlEL2zQ7E48+bxbfbVwYPouRqSkcndvx7WI5syOFNeWwZyF9CLbNnDBonJ1GeEReLhyKp+nrt/J2z/FMq48tkh1r8o0ny6JAy+Y71NtorhBiuZ/cLMDnX37U1ZR/ZEccwgg8sedYwtHY5XmD2ti/WXyhBS4NFbEC1Qd0YDU2VDsin8pGUYnLsvWLXOksd9JvNAhu9ZFq4xKExo2Yr1fRl5xgdNHs3sC14jhbGZXYbCMW+Nts2CDD1buHvtVNAljl2a9RS2dcrItgrK5PUEMv4dg7xr96I49Ft6dCqlGU9R+a8AF7r7i6aUsCsBe3suG1OJ4/7M3fft0mlkdb6EBFPLnstUxIR8s02dXc38aWLd7Y+83v9F7/IEQoiiuz+UK59lrHoa2Dj2PlaFVWRHdfPYQ4EFtlXN31Zh1hyCrssiKOzy4vB9faQftGko13VmZr9gZi+7+/jw/5Az25UdLzvUMR6JYhcxQGcoynq3AyPiVkqyqMxsM8SEmYqeo0+i9/+U7p5B0zGHfG8K6izFUKpQX6ksdEOs81SXFEXd+iplgusHzOxxxEDvCksoqrcUo78fyI/PJX/zGxS+viViVf0AzXF/Hvbfgd7l2VEY/aLu/h8zeydiHhaF1g5LmNlewG8y52y0fUlgP3f/8hDqPgOFC1/K0DIodzVTXsVjd53pOZyQjEzDAGGR+q7YEBImW5Z/MSvWOxD36+5LBCbAn9x93Q4/HTboxeDfDViO9lnhd6VS5VaoLwur+waaaC6PJptXo9TE/6jRxkphcN2Cmf0PiWdfbaKX/9DdPx323eMlwkYK6lwWxbtfF79LZrZh8FJWra+SoaefMLOjkJfnuLDpm0gfY9uw/3oUtjUXQSze3U83habt7e4f7WHbxnkBE8nM5kVikNNy27OUx58AfoX0In7pjZTI45FWliMh7q8jr9TdSGSxdj9a4ly2dfejOp2Lmf047FoOMTn+SguvbFUjXMX2zhP+neTu3+hQthuhaGMQY+MzNBhKD3qHsM1uHLtCGwvZVsBlUD3EvMrCw8wG6YDFcPfjQrk7gC96C2amuy9cpY39hJk9gJhrbUPWrIeppYczyj4/0fhfmkVlYs6vGr5eXzSWlWzjqLk3wRAeazxtjNhueY2nvtWZmwufjObCtY1WvYCZbYC0YEuFb3XxuBmjf4bDzLb2inIOYUz8NhJcN5Rk6Cj3gdDxrob0Rcf9InCZi31JuD9r1XG4VjxuT1hCrcbObMysUM80FEb8VphLnu/ua5nZIsA5VY2IFY+djEwJvYOJGt7WG1+mTIvftY37HQmoOlCbaOI7o1SqAywez2lqlDx2u7Cxpd29sthisLzfhwRGv4Uoq5u7+2t1OptokvksQb8ILUIfrtq2fsPM7kJhK0sh5sO3XKKW8wGbufvBFevbEYVhTEfhJAMi3aO9YwewDvpk1j5WvrJ3rpfI2mMSrp3m7ifn2n8q8t7Phgw401F2xI1Rdsg6ehUruPvt4f93IEHl1dAkem+vrldR6I3NEE8cqxrhShy7SFR7HWoaUepguDCUimBd1qLqRf9iPWBmdhux8T4YRH+HDBp3ICN2pm34MNIjM3S9P+6NkLWrvaFT+RDKrPRVFDY6BTjFoxCR0Yiyz09NFsX7kKZdPD+qLJQ7mu5N/npbC42nftbZC0NYhWN3VS+z2+hRf9vV8T+qdyzK2LpFh3KltZYqHLtIp62nc70+s4TKMkKnAauEddjcwMWZ48PM7nD3D/WwjcNqrt1tJE2m/mOySdelXdz60SjbXFV0ivsdCXCvlv3iNGRoOYp62adiVM2eVgZLRJ3e2Wb2c+CywNypg0y7aV6TCN8ngX1MrLV76iyu+4hX3X21/EZXGEWdCVTVbGyjDZ0ysr0aPI8TkDbJF9z9bFOo7lDfnW7jCTM7HIUQ7W/KphPH8y/t7l81dXb/RJN4N7OryWkYVMCxiLIOCjGZB3kVs6wolUKpynof23llvX7mz4UYLKq9KjqfGQKvkGmtD+i2FlXl/iX02b8GPoi0mQDIGF/ufnqu/CcIi57hYGAKiDNsHojexc8jL/bh6N2pktnuv+6+M7CzSRx8M+BmM5uOGDRDyfozGlBFLw/rbjam0XRvymah62edVefC3US39TJHAo6li+N/hsCWWdTMZnX319uU66i1VANFGki9tgN8hwZL6Hc0WEKHA+dQb21bFmX1jspmyusFupXtb1giGZn6j1iEshXqhoddYWY/A2Yzs/VR3O95NevqF6oO1G+6ex0BzSL8BWV8uTW/w8wur1ln2VS5ZZFlIpwTaXosilhcE2hMIkcK2r0De6LsYlXQVZHuEYhdgKmmlLYDGdmi/d9DYXJvo8nj983sWKTR9J0Z29SO+CqwIXCAuz9nCvnYJV8oGJbOz2jn4Xtdw3r8jKwLrOrub5gy3dQ1XJVB5ZTIJVBLVLsX8O4IdXcVoT8+yMxOC3+fZmjzo9Nq/GYyCl89CIXqbUO0KDCz6zMjvCkU/odo4VdXLLvXWCXymh9kHcICYUBsuFATybufWno44x1m9kfUN/8Shc58CTE0d3L3fwLUYJF8ASUdGJJQbsBA/zgK7k3XBbB7UGcvDGFlsVj0rP3OpJf5KzPbBjkvRqORqZfj/4PA3wPD+KVso9cQMq+IG4Oh5w/h+w/R+rPXmAU5LscR1jnu/mgwlPYSpeZ+ruzQl6BMeQd6yJTnkmb5ZNsft0BZ9p93Wa9uuCEZmfqMNh69JpjZ+u5+ccXqd0Nxv9OA7wLnI4vtSEKpgdrM3h3+Pc/MfoAm37HeSWVrtFfPnlYG56EwlYFUue5+rJk9hbRkADCzBdCCo+wk8+roc6i3yVo2jDGvFYcoNmW1q4BK2dhGG7xDRjZ3v83M/g9YEOl47ETIdmRK3Txs4NImehjYKLTt77nB+UYzm8Pd/+dR+ngzWwKoG0Ywwcw2Rc/fuDCpH6rhqi/ogRFlVKIT2yqwAX+BMsHthwxCH0X98i4ewpS9nrj8bOGdNXd/BNjDzG5C/T80Z2faDonHP2PKOHhtaE+/8R6T9pgBc4Zzyd6VOpmEBok7uzI5XkiDMTUa8SpavM+ORLpPQqEmGYtik5r1diUbU0BRNrYReW+8iyLiPayzF4awsnjJzD7hDb3M/4Tjvm1ZqER/0Ys29HL8fyB8xgDvGmJdVbAD8P+QlICjJBM/7PEx+8kSKg0vlymvCmZG9t8gJE2mEYJexByPJpj0AbIwkDzcO4jMDgdYlLHOzC5E3v7Zgc1Rh3UymmSu5+6VJpntQnB6DSuZxcy6nNXORpBIdy9gZj8ETgpUa0Ks+Wbuflj4viNiN97NMNesMrNfAl9BQrOg9+A0d987KrMaetdvMLMPIubTPYieXXmgM7M8c243d386GIBP8h4lUJgR195moKj2aELwYk9BTNFvIPbRqUjAdQuvof0X1X0Nyop6OtLKegJl31km7L8NWIsOYtn9hA3WHTssGMIWQBmGaoWYRPXHIYIjzgNsJRN/WHu9vDrZJbMMhu+jC9mYQp2rA9Pd/QUzmy2c14rIOLavB3HhhJEPM1sBGQuWRppEQ9LL7EH7Kotvl6hzMs1rihky/odj92W+3qvjmqQ8PoD67bu7XX+b4/ZtXLScJqoNMVv2SEUyMo0Q1HlZTGJm+Rv8PHAjEq77d7faN1JQkxE2QxBPJnswyeyb0cBKZjGzPmW1G60oek5yz9U04KMeaVYBJwTq8LBYtGYws3uAD7v7q+H7bMCt0QJ8ItKnmAV551ZHDID10YJ8n5rHXR14O2e4utvdzx/qObU55rC69gkNdOiXh3TfzGxVxIiaC2VQnBP4rbtfG/Y/TAmx7OGEoRqFrHWI4AbAeT78QgTbwkom/rDmBA17u/svojpud/cVKh63VAbDinXeifrkN83sCOBlNIasG7ZvWrXOhOGJ4JA6y90fm8HHHQtsi4yyF8aOQTP7Rexk6sGxx6HED0+4+yVmtjnwMdRHH5Exm3p07L7M14ebc3GoMLMN+uWMCE6jnwb23yZI5HxI2bJHIhJdfuSgjjXwAhQHm3nLvg6MR5lAjkWCnDMb9keL0L7A2mesi0PC4tCC43Nlx3a1Ub3HO9z9ApDwqAcB2xAackBWyHsTnjgzY2wcrhImbLNG+0eSZtWTSAz51fB9HGJ6ZPgyYmONQ/3bQsHDfgBwHVDZyBQbrszsYrRYvhzYzcxWrGu4KoFKYr4JMxRvmzKYTgDGm9kq7n6jmS3JEPtld78h/Ps/mrXTMpzXwsucF8vuG3JGoW2B7RmabtRICBGsgrKJP86xRvhvbGBakoIQwk4oa0SyktmYAsa4+5vh/1WixenVpszGCaMHv0Lj3gNoPXG6S6+m1zgcrVmuBw42syvc/cdh36ZAz4xMiHE/C+rnt0JaQmcS9JmArXt47IQ2sJJZTPvMdv0+cKRJsuJO5FTIwgT/0O6HownJyDS6sV7OKj3NGinvv9G3VvUX/V48l81Y126SOUgLYZhjJGUxG024EDjFlMUDpMsWa2UMe82qKMzjeeDOYOxxxFCKU/m+6dIDednMHnD3FwDc/RUzqyuA31XDlZmdiSapZ2fGvSJ0m/af0FX8FOnqvY1CNncPoSQTkBGklygUhPc2Ytl9QGwU+i5DNwqNMYX5jkHM+2cA3P0lM3uz/U+HJcom/vgrwdEUWJu7oUxXdyGdzV6hiqzAHdYI8b8tMrgujRhaCaMHD6IMnOshbai9THpxU4Az3b2u7mEnrJax9szsUOCwMI5uRu/n8su7+wqmrNxPAAu6MqSdSG8TfyR0Rqkspv2ES/N0M9SmhYHvmdm9wMn9Di+dkUhGpmEAM1sWCTm+L2x6AjjX3adHxR6uUfVYM1vN3a8Px1mVhrd1JE7QuoF+x4eWyljn7r/M7w/b7zezOpmZ+mlcG0lZzEYTdkUL3++H7xfTLPy/Jbl+IHimt4wMU/3GjeHvTYgRkeHyXLnXzWx8WHCvnG0MXq66RqZuG65WD2052JTJZArwV2+TxjhheMHdL6UhpA9ibfwF2DgzHMzk6LZRKM6+62b23ihEsN8OozoolfgDGfozPY9JKBRtf8SimIwWLr1AlfnRtsAkM/sF8CzwDzN7DHgs7EsYPfDQv10EXGTKCrYRMvYcAMzXo+MOMK/D3GS7wDC+jHrZmKtgjJnNinRRx6O+6D/I6dTrrGj96ttGYp9aOYvpjEAIMf0cciCsAtyCjE3XmtkP3P3yPjZvhiFpMvUZZrYr6qj/DGQZwRZCoW1/HormQDAqHUOjM34RecHuAj7r7qfWrXukYjTEHOe1QAr2v8fd/5Xb1nVhxG4g8oQmzGBUDI0Y1jCzcV6QltvM5gXe6+7TatR5HbC2K7PdAPsgGK6mVu1HLGj2mMR/N0H9/qrI8Dylz9TuhBIwpZzOYx206MHd82FP3Tz2sB+7bAbpRplSts/v7sOFwVUKJo23u939eWsjlm1m0939A+H/pvtuNTQZK7Sv8jMW+rP3I6f141moSsLogbXRm4ucO7047onAiVloVLR9W+CP7t4zY4+Z/QhlYxuL2DKbIEbXGihccM8eHrsv8/Xhuk7Iw8weRyFyhnT6lohkISpr1vUCJs3TjwT223iUgGYtM1sEOKfV+zTakIxMfUagzy2XF5ELFvQ73X2pLhxjAoDnsn2Y2VZlY/WHO8L1+jrwpLcR6TOzM30ECFJae+2mpd19XCj37oL9N6GJq7n7sEkRWoROBrOE3qHdxHG4IcS1/xr4INJmAsB7mDWy24arogWcmc2DsuZ91YeQmSxhxsDMbkH6CkfRyDw0BY09uPsVvTz2SHlf8xipRqFuw0qKZZvZaWhRMtmU5eoPUSjaSe6+ao/aN2KfsYTewZRyvbIWWBeOOw6F5xXN64/sNQvYzBYEcPcnzWwuFC74aBYdUqO+UiHz3UZYA+6Owsjeg8aufwHnoAymz82otnQD1pzF1JHBsWtZTLuBYGRaxZXUYW7gYg8ZYc3sDnf/UH9bOGOQjEx9hpndDXza3R/JbV8UuMh7qEA/EjyjZWFmJxFE+oDnaBbpM3cfFhTKsjCzp2mj3eTuC4ZybwOP5MoshFhx3stFeFmUNZglzFiMpPffzK5GGQoPQrH32yDh2cKw0uEIM7vS3T/Z73Yk1Icp/fBOwGeAXdz9VjN7cEb0syPFy5zQGmUZSmFROAlYE4WirYTC0B4DdnT3nmjCWB+zMSUk5NFhXo+7b923xtWASX/tHzRCZmdIyLyZ/Q2xbY9z96fCtgWArYB13X2DXh6/FzCzJVDY8EJI2zXTO3qhrw0LMLOdUOTQdagf3z84DeYDzphZ5oLJyNRnmNmGwKEorW2WHnQRYElg+zxNtMvHHjVeq4wiaYNF+gy4bTjQJ6vAzI4GJrv71QX7TvaQbc3MfoJEkHfJmBVm9pC7v3+GNrgNyhrMEmYsRpiR6SZ3X9nMprn78vG2fretCsxsNWT8vcHMPghsiMJnzu9z0xIqwMwWQgbPp5EeU2025mjzMie0RlWGUrdC0axkNqaEhOGEUTiv70vIvJnd04qw0G7fcIU16x19BukdPYeyrA4bvSMzWw74AHCHu9/d7/b0A0n4u89w9wvDBGM1moW/b3CJzvb08D2uf0ainyJ9XYe7t8wgkxmYwv8HmtkpSPDuMcT2GG73tZTYecIMx0gSeXwtsEjuM7PtUR/Za+HPriJQvDcCZjFlyVsdmIpSQ6/o7pWy1SX0D+7+OPAVM/ssMFTP6anIy7xWgZf5VGDEeZkTWqKSWHbwyneDtTTsszElJBRgVM3rCXPz8F6fAJwQhczvhoTVe4FHzOyniMn0NICZzQ9sTYPcMJLwHRp6R7+joXd0OHLODAvyhLvficLrZ1okJtNMjFHGZOqbSN9wgZltDPwMWMzdF+h3exKGN0ZSaIQpicF0YC7gV8CcwG/d/dq+NqwCMiFINEF+CljI3V8wCQBfN9K8sgndwWjzMid0RrcYShWON8BatZxweP57QsJwwWib1/crZD5oAu0GbAzMHzY/DZyLwriGtXZrHknvaOQgGZlGKcxsWcSMui4WmMvRpg919+371cZuo9sifSMRYcG6hLvfYSlz20wJM7sZ6RZMcfcH+t2eGQEzO8Tdd+h3O9ohNurnDfxpoTfzwswuQvocRV7m9d19vT42L2EUwEZANqaEhCKMpnm9tRcyH0hQ1KNjZxpGCyMNo3sYRhpGVZD0jkYOkpFpFCLEq/4QdVwfAXZy93PCvhGjw5IwNFjK3DZTwsweAs4AvooYM1OAU9z9yb42rIcYCf2amV0HrO3uL5vZGHd/O2yfAEwd7u1P6A0iL/MmyMvsjGAvc8LwgzVnYwI4zIdZNqaEhNGODkLmPUtQNFI0jKog6R2NDCQj0yhEoBJ+1N3/Z2aLoRS5J7j7pNEUIpeQMrclDEYuNGJNJC65KTI6T3H3I/rZvl5ghBiZxrn7awXb5wXemwn3J8zcCO/sasC0kRLOmjC8YWarowQDz5vZeGTUXBG4C9jX3Z/vawMTEmYC9EvIPAvVD8caT0PDaBHgnLQmTOgVxvS7AQk9wZgsRM7dHwbWAjYKAmkjSew3oTPmB7ZEIp75z7/72K6EYQB3v8rdf4BCZ/cHPtrnJs20KDIwhe3PJgPTzAszuz76f1vgYOThnmhmu/WtYQmjCccAL4X/f4807fYHXgZSSH1CwoxBJmT+LhpC5jBjhMyzRF/jCElT3P3RGXDchJkYKbvc6MTTZvaRLJtXYDR9Dk00lu9v0xK6jJS5LSGPe/MbQqbKC2lkGBptSMbzhJGKeJL/XWCDEMp0AHAtsF9/mpUwijDG3d8M/68SsT6vNrNBc4eEhISe4GjgbiRk/nPgNDPLhMz/3MPjHgXcEEL210QGZoKGUQrHTugZUrjcKISZLQS8maVDzu37uLv/vQ/NSkhImEEoI/w/mmBmW7v7sf1uR0JCVZjZbYhtPAb4W5YlJ+xL4e0JQ4aZnYZCZCab2WTgD+5+o5ktDZzk7qv2uYkJCTMF+iVknjSMEvqBZGRKSEhIGEUwsx2A7RkFwv9mNhbYFlgIuDA2kJvZL9x97741LiGhCzCzh4G3ERvPgY+7+z/NbA7g6pR1MGGoCMkFJiEWw7PASsBj4bOju9/Wx+YlJCQkJIxCJCNTQkJCwijCaBL+N7OjkHbB9cA3gSvc/cdh34gymCUkVEEQaJ3f3R/qd1sSRgfMbE7g/Ugq43F3f7rPTUpISEhIGKVIRqaEhISEUQQzu9Pdl4u+z4EMTXcB64wkZkSWjSX8PwtwGDAvyph37UgymCUkJCQkJCQkJCTMDEjZ5RISEhJGF542swFDUtBk+hwyzow04f9Zs3/c/U133w64DbiMkCElISEhISEhISEhIWH4IDGZEhISEkYRRpPwv5mdCJyYFysPqd7/6O4p/W5CQkJCQkJCQkLCMEIyMiUkJCQkDFuY2WqAu/sNZvZBYEPgbnc/v89NS0hISEhISEhISEjIIRmZEhISEhKGJcxsIrAREqq9GFgdmAqsj9K979PH5iUkJCQkJCQkJCQk5JCMTAkJCQkJwxIhU95HgHHAU8BC7v6Cmc0GXJeJgickJCQkJCQkJCQkDA8k4e+EhISEhOGKN939LXd/GXjA3V8AcPdXgLf727SEhISEhISEhISEhDySkSkhISEhYbjidTMbH/5fOdtoZhNIRqaEhISEhISEhISEYYcULpeQkJCQMCxhZuPc/bWC7fMC73X3aX1oVkJCQkJCQkJCQkJCCyQjU0JCQkJCQkJCQkJCQkJCQkLCkJHC5RISEhISEhISEhISEhISEhIShoxkZEpISEhISEhISEhISEhISEhIGDKSkSkhISEhISEhISEhISEhISEhYchIRqaEhISEhISEhISEhISEhISEhCHj/wN3dLWL7s8XNwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1440x144 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/markdown": [
       "<span style=\"padding:2px;\">[actual:   positive >< pred:   negative]</span>  <span style=\"background: rgba(250, 250, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">[START]</span> <span style=\"background: rgba(254, 254, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">like</span> <span style=\"background: rgba(253, 253, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">some</span> <span style=\"background: rgba(253, 253, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">other</span> <span style=\"background: rgba(254, 254, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">people</span> <span style=\"background: rgba(255, 255, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">wrote</span> <span style=\"background: rgba(254, 254, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">i'm</span> <span style=\"background: rgba(253, 253, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">a</span> <span style=\"background: rgba(249, 249, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">die</span> <span style=\"background: rgba(242, 242, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">hard</span> <span style=\"background: rgba(244, 244, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">mario</span> <span style=\"background: rgba(248, 248, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">fan</span> <span style=\"background: rgba(251, 251, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">and</span> <span style=\"background: rgba(249, 249, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">i</span> <span style=\"background: rgba(227, 227, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">loved</span> <span style=\"background: rgba(241, 241, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">this</span> <span style=\"background: rgba(243, 243, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">game</span> <span style=\"background: rgba(242, 242, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">br</span> <span style=\"background: rgba(241, 241, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">br</span> <span style=\"background: rgba(241, 241, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">this</span> <span style=\"background: rgba(245, 245, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">game</span> <span style=\"background: rgba(243, 243, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">starts</span> <span style=\"background: rgba(241, 241, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">slightly</span> <span style=\"background: rgba(115, 115, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">boring</span> <span style=\"background: rgba(235, 235, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">but</span> <span style=\"background: rgba(235, 235, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">trust</span> <span style=\"background: rgba(240, 240, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">me</span> <span style=\"background: rgba(244, 244, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">it's</span> <span style=\"background: rgba(237, 237, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">worth</span> <span style=\"background: rgba(246, 246, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">it</span> <span style=\"background: rgba(244, 244, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">as</span> <span style=\"background: rgba(246, 246, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">soon</span> <span style=\"background: rgba(246, 246, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">as</span> <span style=\"background: rgba(247, 247, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">you</span> <span style=\"background: rgba(241, 241, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">start</span> <span style=\"background: rgba(245, 245, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">your</span> <span style=\"background: rgba(197, 197, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">hooked</span> <span style=\"background: rgba(234, 234, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">the</span> <span style=\"background: rgba(225, 225, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">levels</span> <span style=\"background: rgba(237, 237, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">are</span> <span style=\"background: rgba(0, 0, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">fun</span> <span style=\"background: rgba(200, 200, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">and</span> <span style=\"background: rgba(224, 224, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">[UNK]</span> <span style=\"background: rgba(237, 237, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">they</span> <span style=\"background: rgba(224, 224, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">will</span> <span style=\"background: rgba(242, 242, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">hook</span> <span style=\"background: rgba(219, 219, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">you</span> <span style=\"background: rgba(238, 238, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">[UNK]</span> <span style=\"background: rgba(239, 239, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">your</span> <span style=\"background: rgba(242, 242, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">mind</span> <span style=\"background: rgba(251, 251, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">turns</span> <span style=\"background: rgba(252, 252, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">to</span> <span style=\"background: rgba(253, 253, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">[UNK]</span> <span style=\"background: rgba(251, 251, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">i'm</span> <span style=\"background: rgba(250, 250, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">not</span> <span style=\"background: rgba(246, 246, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">kidding</span> <span style=\"background: rgba(245, 245, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">this</span> <span style=\"background: rgba(242, 242, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">game</span> <span style=\"background: rgba(241, 241, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">is</span> <span style=\"background: rgba(250, 250, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">also</span> <span style=\"background: rgba(247, 247, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">[UNK]</span> <span style=\"background: rgba(250, 250, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">and</span> <span style=\"background: rgba(249, 249, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">is</span> <span style=\"background: rgba(229, 229, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">beautifully</span> <span style=\"background: rgba(249, 249, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">done</span> <span style=\"background: rgba(247, 247, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">br</span> <span style=\"background: rgba(246, 246, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">br</span> <span style=\"background: rgba(249, 249, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">to</span> <span style=\"background: rgba(252, 252, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">keep</span> <span style=\"background: rgba(252, 252, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">this</span> <span style=\"background: rgba(252, 252, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">spoiler</span> <span style=\"background: rgba(249, 249, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">free</span> <span style=\"background: rgba(249, 249, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">i</span> <span style=\"background: rgba(245, 245, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">have</span> <span style=\"background: rgba(247, 247, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">to</span> <span style=\"background: rgba(252, 252, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">keep</span> <span style=\"background: rgba(254, 254, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">my</span> <span style=\"background: rgba(17, 17, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">mouth</span> <span style=\"background: rgba(217, 217, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">shut</span> <span style=\"background: rgba(220, 220, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">about</span> <span style=\"background: rgba(219, 219, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">details</span> <span style=\"background: rgba(239, 239, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">but</span> <span style=\"background: rgba(237, 237, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">please</span> <span style=\"background: rgba(217, 217, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">try</span> <span style=\"background: rgba(232, 232, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">this</span> <span style=\"background: rgba(231, 231, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">game</span> <span style=\"background: rgba(250, 250, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">it'll</span> <span style=\"background: rgba(235, 235, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">be</span> <span style=\"background: rgba(237, 237, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">worth</span> <span style=\"background: rgba(246, 246, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">it</span> <span style=\"background: rgba(239, 239, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">br</span> <span style=\"background: rgba(238, 238, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">br</span> <span style=\"background: rgba(236, 236, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">story</span> <span style=\"background: rgba(243, 243, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">9</span> <span style=\"background: rgba(234, 234, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">9</span> <span style=\"background: rgba(216, 216, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">action</span> <span style=\"background: rgba(216, 216, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">10</span> <span style=\"background: rgba(251, 251, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">1</span> <span style=\"background: rgba(236, 236, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">it's</span> <span style=\"background: rgba(243, 243, 255, 0.6); color:#000; padding:2px; font-weight='bold'\">that</span>"
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\n",
      "text/plain": [
       "<Figure size 1440x144 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "index2word = get_index2word()\n",
    "index2label = {\n",
    "    0: 'negative',\n",
    "    1: 'positive'\n",
    "}\n",
    "\n",
    "for index in range(5):\n",
    "    # reconstructing sample from word ids to actual words\n",
    "    words = reconstruct(x_test[index], index2word)\n",
    "    sample = x_test[index:index+1]\n",
    "\n",
    "    # getting prediction and alphas\n",
    "    pred = int(model.predict(sample)[0] >= 0.5)\n",
    "    z = viz_model.predict(x_test[index:index+1])[0]\n",
    "    \n",
    "    # reescaling for visualization purposes\n",
    "    w = (z - np.min(z)) / (np.max(z) - np.min(z))\n",
    "\n",
    "    # ta-da\n",
    "    print_sentence(index2label[y_test[index]], index2label[pred], words, w)\n",
    "    plot_sentence(words, z)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}