main.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "a832538b",
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import os\n",
    "import PIL\n",
    "import tensorflow as tf\n",
    "from tensorflow import keras\n",
    "from tensorflow.keras import layers\n",
    "from tensorflow.keras.models import Sequential"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "01fadb94",
   "metadata": {},
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "WARNING:tensorflow:From <ipython-input-2-ae932be897c3>:1: is_gpu_available (from tensorflow.python.framework.test_util) is deprecated and will be removed in a future version.\n",
      "Instructions for updating:\n",
      "Use `tf.config.list_physical_devices('GPU')` instead.\n",
      "True\n"
     ]
    }
   ],
   "source": [
    "print(tf.test.is_gpu_available())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "80a04d24",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pathlib\n",
    "dataset_directory = \"D:/Desktop/fabrics/\"\n",
    "    \n",
    "data_dir_train = dataset_directory + \"train\"\n",
    "data_dir_valid = dataset_directory + \"valid\"\n",
    "\n",
    "data_dir_train = pathlib.Path(data_dir_train) # path usage is same with os.\n",
    "data_dir_valid = pathlib.Path(data_dir_valid)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "1617dfce",
   "metadata": {},
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "Amount of train data:  4335\nAmount of valid data:  4340\n"
     ]
    }
   ],
   "source": [
    "image_count_train = len(list(data_dir_train.glob('*/*.jpg')))\n",
    "print(\"Amount of train data: \" , image_count_train)\n",
    "\n",
    "image_count_valid = len(list(data_dir_valid.glob('*/*.jpg')))\n",
    "print(\"Amount of valid data: \" , image_count_valid)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "34bf9a00",
   "metadata": {},
   "outputs": [],
   "source": [
    "batch_size = 32\n",
    "img_height = 300 # original size is 300\n",
    "img_width = 300"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "6898ae6d",
   "metadata": {},
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "Found 4335 files belonging to 64 classes.\n"
     ]
    }
   ],
   "source": [
    "train_ds = tf.keras.preprocessing.image_dataset_from_directory(\n",
    "  data_dir_train,\n",
    "  seed=123,\n",
    "  image_size=(img_height, img_width),\n",
    "  batch_size=batch_size)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "9763090d",
   "metadata": {},
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "Found 4340 files belonging to 64 classes.\n"
     ]
    }
   ],
   "source": [
    "val_ds = tf.keras.preprocessing.image_dataset_from_directory(\n",
    "  data_dir_valid,\n",
    "  seed=123,\n",
    "  image_size=(img_height, img_width),\n",
    "  batch_size=batch_size)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "d046af3e",
   "metadata": {},
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "['KTH_aluminium_foil', 'KTH_brown_bread', 'KTH_corduroy', 'KTH_cork', 'KTH_cotton', 'KTH_cracker', 'KTH_linen', 'KTH_orange_peel', 'KTH_sponge', 'KTH_styrofoam', 'KTH_wool', 'Kyberge_blanket1', 'Kyberge_blanket2', 'Kyberge_canvas1', 'Kyberge_ceiling1', 'Kyberge_ceiling2', 'Kyberge_cushion1', 'Kyberge_floor1', 'Kyberge_floor2', 'Kyberge_grass1', 'Kyberge_lentils1', 'Kyberge_linseeds1', 'Kyberge_oatmeal1', 'Kyberge_pearlsugar1', 'Kyberge_rice1', 'Kyberge_rice2', 'Kyberge_rug1', 'Kyberge_sand1', 'Kyberge_scarf1', 'Kyberge_scarf2', 'Kyberge_screen1', 'Kyberge_seat1', 'Kyberge_seat2', 'Kyberge_sesameseeds1', 'Kyberge_stone1', 'Kyberge_stone2', 'Kyberge_stone3', 'Kyberge_stoneslab1', 'Kyberge_wall1', 'UIUC01_bark1', 'UIUC02_bark2', 'UIUC03_bark3', 'UIUC04_wood1', 'UIUC05_wood2', 'UIUC06_wood3', 'UIUC07_water', 'UIUC08_granite', 'UIUC09_marble', 'UIUC10_floor1', 'UIUC11_floor2', 'UIUC12_pebbles', 'UIUC13_wall', 'UIUC14_brick1', 'UIUC15_brick2', 'UIUC16_glass1', 'UIUC17_glass2', 'UIUC18_carpet1', 'UIUC19_carpet2', 'UIUC20_upholstery', 'UIUC21_wallpaper', 'UIUC22_fur', 'UIUC23_knit', 'UIUC24_corduroy', 'UIUC25_plaid']\n"
     ]
    }
   ],
   "source": [
    "class_names = train_ds.class_names # tag class names to label\n",
    "print(class_names)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "6691237f",
   "metadata": {},
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "(32, 300, 300, 3)\n(32,)\n"
     ]
    }
   ],
   "source": [
    "for image_batch, labels_batch in train_ds:\n",
    "  print(image_batch.shape)\n",
    "  print(labels_batch.shape)\n",
    "  break"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "010563a5",
   "metadata": {},
   "outputs": [],
   "source": [
    "AUTOTUNE = tf.data.experimental.AUTOTUNE # cpuyu tasarruflu kullanabilmek için optimizasyon algoritması.\n",
    "\n",
    "train_ds = train_ds.cache().shuffle(1000).prefetch(buffer_size=AUTOTUNE)\n",
    "val_ds = val_ds.cache().prefetch(buffer_size=AUTOTUNE)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "bdc8e128",
   "metadata": {},
   "outputs": [],
   "source": [
    "normalization_layer = layers.experimental.preprocessing.Rescaling(1./255)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "d9a338e2",
   "metadata": {},
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "0.05448046 0.960032\n"
     ]
    }
   ],
   "source": [
    "normalized_ds = train_ds.map(lambda x, y: (normalization_layer(x), y))\n",
    "image_batch, labels_batch = next(iter(normalized_ds))\n",
    "first_image = image_batch[0]\n",
    "# Notice the pixels values are now in `[0,1]`.\n",
    "print(np.min(first_image), np.max(first_image))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "3640afbf",
   "metadata": {},
   "outputs": [],
   "source": [
    "num_classes = 64\n",
    "\n",
    "model = Sequential([\n",
    "  layers.experimental.preprocessing.Rescaling(1./255, input_shape=(img_height, img_width, 3)),\n",
    "  layers.Conv2D(16, 3, padding='same', activation='relu'),\n",
    "  layers.MaxPooling2D(),\n",
    "  layers.Conv2D(32, 3, padding='same', activation='relu'),\n",
    "  layers.MaxPooling2D(),\n",
    "  layers.Conv2D(64, 3, padding='same', activation='relu'),\n",
    "  layers.MaxPooling2D(),\n",
    "  layers.Flatten(),\n",
    "  layers.Dense(128, activation='relu'),\n",
    "  layers.Dense(num_classes)\n",
    "])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "09f58f26",
   "metadata": {},
   "outputs": [],
   "source": [
    "model.compile(optimizer='adam',\n",
    "              loss=tf.keras.losses.SparseCategoricalCrossentropy(from_logits=True),\n",
    "              metrics=['accuracy'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "02e7860a",
   "metadata": {},
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "Model: \"sequential_1\"\n_________________________________________________________________\nLayer (type)                 Output Shape              Param #   \n=================================================================\nrescaling_2 (Rescaling)      (None, 300, 300, 3)       0         \n_________________________________________________________________\nconv2d_3 (Conv2D)            (None, 300, 300, 16)      448       \n_________________________________________________________________\nmax_pooling2d_3 (MaxPooling2 (None, 150, 150, 16)      0         \n_________________________________________________________________\nconv2d_4 (Conv2D)            (None, 150, 150, 32)      4640      \n_________________________________________________________________\nmax_pooling2d_4 (MaxPooling2 (None, 75, 75, 32)        0         \n_________________________________________________________________\nconv2d_5 (Conv2D)            (None, 75, 75, 64)        18496     \n_________________________________________________________________\nmax_pooling2d_5 (MaxPooling2 (None, 37, 37, 64)        0         \n_________________________________________________________________\nflatten_1 (Flatten)          (None, 87616)             0         \n_________________________________________________________________\ndense_2 (Dense)              (None, 128)               11214976  \n_________________________________________________________________\ndense_3 (Dense)              (None, 64)                8256      \n=================================================================\nTotal params: 11,246,816\nTrainable params: 11,246,816\nNon-trainable params: 0\n_________________________________________________________________\n"
     ]
    }
   ],
   "source": [
    "model.summary()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "52d7114f",
   "metadata": {},
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "Epoch 1/15\n",
      "136/136 [==============================] - 182s 1s/step - loss: 3.3671 - accuracy: 0.1497 - val_loss: 2.7322 - val_accuracy: 0.2615\n",
      "Epoch 2/15\n",
      "136/136 [==============================] - 243s 2s/step - loss: 2.3036 - accuracy: 0.3594 - val_loss: 1.9090 - val_accuracy: 0.4765\n",
      "Epoch 3/15\n",
      "136/136 [==============================] - 82s 603ms/step - loss: 1.4249 - accuracy: 0.5827 - val_loss: 1.4112 - val_accuracy: 0.5484\n",
      "Epoch 4/15\n",
      "136/136 [==============================] - 59s 434ms/step - loss: 0.7246 - accuracy: 0.7896 - val_loss: 1.1503 - val_accuracy: 0.6399\n",
      "Epoch 5/15\n",
      "136/136 [==============================] - 74s 547ms/step - loss: 0.4863 - accuracy: 0.8614 - val_loss: 0.9809 - val_accuracy: 0.6988\n",
      "Epoch 6/15\n",
      "136/136 [==============================] - 70s 488ms/step - loss: 0.3100 - accuracy: 0.9089 - val_loss: 1.0825 - val_accuracy: 0.7021\n",
      "Epoch 7/15\n",
      "136/136 [==============================] - 35s 259ms/step - loss: 0.1504 - accuracy: 0.9548 - val_loss: 1.0834 - val_accuracy: 0.7260\n",
      "Epoch 8/15\n",
      "136/136 [==============================] - 30s 225ms/step - loss: 0.1269 - accuracy: 0.9631 - val_loss: 1.1826 - val_accuracy: 0.7242\n",
      "Epoch 9/15\n",
      "136/136 [==============================] - 18s 132ms/step - loss: 0.0928 - accuracy: 0.9721 - val_loss: 1.1240 - val_accuracy: 0.7366\n",
      "Epoch 10/15\n",
      "136/136 [==============================] - 18s 130ms/step - loss: 0.2036 - accuracy: 0.9520 - val_loss: 1.1017 - val_accuracy: 0.7104\n",
      "Epoch 11/15\n",
      "136/136 [==============================] - 18s 129ms/step - loss: 0.0452 - accuracy: 0.9889 - val_loss: 1.3995 - val_accuracy: 0.7108\n",
      "Epoch 12/15\n",
      "136/136 [==============================] - 18s 130ms/step - loss: 0.1448 - accuracy: 0.9640 - val_loss: 1.6163 - val_accuracy: 0.6306\n",
      "Epoch 13/15\n",
      "136/136 [==============================] - 18s 132ms/step - loss: 0.0410 - accuracy: 0.9908 - val_loss: 1.0487 - val_accuracy: 0.7668\n",
      "Epoch 14/15\n",
      "136/136 [==============================] - 18s 132ms/step - loss: 0.0499 - accuracy: 0.9871 - val_loss: 2.0121 - val_accuracy: 0.5827\n",
      "Epoch 15/15\n",
      "136/136 [==============================] - 24s 179ms/step - loss: 0.0998 - accuracy: 0.9730 - val_loss: 1.3046 - val_accuracy: 0.7090\n"
     ]
    }
   ],
   "source": [
    "epochs=15\n",
    "history = model.fit(\n",
    "  train_ds,\n",
    "  validation_data=val_ds,\n",
    "  epochs=epochs\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "0fb1af3c",
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "acc = history.history['accuracy']\n",
    "val_acc = history.history['val_accuracy']\n",
    "\n",
    "loss = history.history['loss']\n",
    "val_loss = history.history['val_loss']\n",
    "\n",
    "epochs_range = range(epochs)\n",
    "\n",
    "plt.figure(figsize=(8, 8))\n",
    "plt.subplot(1, 2, 1)\n",
    "plt.plot(epochs_range, acc, label='Training Accuracy')\n",
    "plt.plot(epochs_range, val_acc, label='Validation Accuracy')\n",
    "plt.legend(loc='lower right')\n",
    "plt.title('Training and Validation Accuracy')\n",
    "\n",
    "plt.subplot(1, 2, 2)\n",
    "plt.plot(epochs_range, loss, label='Training Loss')\n",
    "plt.plot(epochs_range, val_loss, label='Validation Loss')\n",
    "plt.legend(loc='upper right')\n",
    "plt.title('Training and Validation Loss')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "8d78717b",
   "metadata": {},
   "outputs": [],
   "source": [
    "model_json = model.to_json()\n",
    "with open(\"D:/Desktop/AgteksDemo_AI/agteksdemo.json\", \"w\") as json_file:\n",
    "    json_file.write(model_json)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "7862a05a",
   "metadata": {},
   "outputs": [],
   "source": [
    "model.save(\"D:/Desktop/AgteksDemo_AI/agteksdemo.h5\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "546471ca",
   "metadata": {},
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "Found 4335 images belonging to 64 classes.\n",
      "Found 4340 images belonging to 64 classes.\n"
     ]
    }
   ],
   "source": [
    "from keras.preprocessing.image import ImageDataGenerator\n",
    "\n",
    "data_dir_train = ImageDataGenerator()\n",
    "data_dir_valid = ImageDataGenerator()\n",
    "\n",
    "train_ds = data_dir_train.flow_from_directory(dataset_directory + \"train\",\n",
    "                                                    target_size=(img_height,img_width),\n",
    "                                                    batch_size=batch_size,\n",
    "                                                    class_mode='categorical',\n",
    "                                                    shuffle=True)\n",
    "\n",
    "val_ds = data_dir_valid.flow_from_directory(dataset_directory + \"valid\",\n",
    "                                                    target_size=(img_height,img_width),\n",
    "                                                    batch_size=batch_size,\n",
    "                                                    class_mode='categorical',\n",
    "                                                    shuffle=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "2b3ba1ed",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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qC0ujlf79U7TCreqqrFab3a47d+fokeNVmpSUrJuzdmiFW73ltTfe1ocfeVQr3KofzZilo8ferRVu1c1ZOzQpKVkPuyp1155ctdnt6qqs9uvLDGYwgxmNkWGGOTCDGcxgBjOYwQxmNIcMp8utTpdb9x+pVKvNrhnbdmtp+XFN7JOkGzZlefc7XW6d8uobOvGhR9TpcusHH87QO+8aq06XWzN37NWEXol+besqLT3DLNecGcxgRvAzzDAHs2R0e3iuRjwyV/P2HdMBf/hcox6dp9sLD+ngZ7/Qbg/P9Zb/fJmjv5+eod0enquDn/1CCw+4vK+3Fx7S6Mc+1QF/WKJ5+45pxCNz/fo2xTya4n3WLNecGa0ro3//FA322gvLmZLQp69+m32YpZkXAOnB+PjgHd8UEJs2bkRcXDxsdjvatm2LsePGI23xQr82aYsX4t77HwQA3DV6DNauXgVVRdrihRg7bjxCQkJgtdkQFxePTRs3MoMZzGBGo2eYYQ7MYAYzmMEMZjCDGc0pY3P6RtjscbDaPBmjxozD0iWL/dosXbIY4++9HwAwctRorFu7Gqpa61j1MUuGWa45M5jBDP5MywyPfrZQ5B1wofDgcbhPKT7bVISb+lr82qgCHdpdBMDz/7LDlQCAm/pa8NmmIpys/i8KD55A3gEX+tlCgzIPvgcygxn1ZxBR88eFbwoIh6MEUVHR3u3IyCiUlJTUbhPtadOmTRt0vOwyOJ1OlJTU7utw+PdlBjOYwYzGyDDDHJjBDGYwgxnMYAYzmlNGqcOByKgo77YlMhKlNdqVOhywRPlnlDudAIDCgjwMHZSK228ajm82rK91fDNlmOWaM4MZzODPtMzwiOjUDo7yCu926aEKRHRq59fm5cU7MfrKGGyecitm/vpaPDMrs8F9m2oefA9kBjPqz6DmQ4SluZdgaRO8aCIiIiIiIiIij27hEcjalYvQsDBsyczA/ePHYMOmLHTs2JEZRERkCqMGRmPO1/l4d8VepNhD8dbPBmLI5OXBHlaj4XsgEREFG+/49iEiVhHZXqNusohMEpFpIjLGqMsXkS4+bYaKSJrP9i0iki4iO0UkU0ReMeqvE5HNIlJ9+lg+fWJEZLmI7DL6WX/A+CeKyFvn2+8sx/uLiBSJiOt8+1oskSguLvJul5QUIzIysnabIk+b6upqHD1yBGFhYYiMrN3XYvHvywxmMIMZjZFhhjkwgxnMYAYzmMEMZjSnjAiLBSXFxd5tR0kJImq0i7BY4Cj2zwgNC0NISAhCw8IAAH37pcBmsyMne49pM8xyzZnBDGbwZ1pmeJQeroAl9Mxd2hGd26H0cIVfmwnXWrEo3fP+kpFbjpCLLkDYpSEN6ttU8+B7IDOYUX8GETV/XPhuZCLSB8BbAO5T1d4AUgFkG7sLAUwE8HEdXf8DYKqq9gIwEMD+wI/2nBbDM5bzljpgALKz9yI/Lw8nT57E3DmzcduIkX5tbhsxEjOnfwQAmP/pPAwZNhwigttGjMTcObNRVVWF/Lw8ZGfvxYCBtYfBDGYwgxk/NsMMc2AGM5jBDGYwgxnMaE4Z/VIGIDcnGwX5nowF8+bglltH+LW5+dYRmD1zOgBg0YJPMXjIMIgIDh44gFOnTgEA8vNykZOTDavVbtoMs1xzZjCDGfyZlhkeW/IPwX75pYjp0h4XXSi4c0A0lmeV+rUpcVZgcK/LAQDdwzsg5KILcfBYFZZnleLOAdFo2+YCxHRpD/vllyIzrzwo8+B7IDOYUX8GEbUAqspiFABWANtr1E0GMAnANABjjLp8AF182gwFkGa8/g+Ah86R4z2Wsd0bwPrzGOetAL4HkAHgDZ/siQDeMl7fDuA7AJkAVgLoZtQPAbDFKJkAOgCIALDOqNsOYHCNPFdDx9a/f4pWuFUr3KoLFi3R+O7d1Wa36+TnX9AKt+pTzzyrc+cv1Aq36qFjFTpq9Bi1x8VpSuoA3bk7x9t38vMvqM1u1+49euhniz/31tcszGAGM5jxYzPMMAdmMIMZzGAGM5jBjGBnOF1ub5n96SKNi++uVptdn37ueXW63DrpyWd0xpz56nS5teTgMR1552i12eO0X0qqZmzbrU6XWz+cMUd7JvTWPknJmnxFX535yQK/45olwyzXnBnMYEbzyDDDHMyQ0e3hudrt4bk64bWvNLvsqObtO6Z/nb9Nuz08V19ZtEPvf3O9dnt4rg5+9gv9bu8B3V54SLcVHtK7X13n7fvX+ds0b98x3Vt6VO957Stv/enSFPNoivdZs1xzZrSujP79UzTY61csZ0pCn776Xc5hlmZeAKQH4+NDVLUx1s9NwXi8eJqq9vGpmwzABaCPsW+eiOQDSFXVg0aboQAmqeoIEdkM4KeqmnWWnGmnj2Vs3wngYQAnAdjgWaj+g6qeqqPvxQD2ArhOVfNEZBaADkb2RGNc/ysinQEcVlUVkYcB9FLVJ0RkMYAXVXWDiFwKoBLAbwBcrKp/EZELAbRX1WM+mS5VvfQs8/k5gJ8DQHRMTMqenIL6mhIREREREZEJnaiqDvYQWoz2IW2CPQQiImpk1l/MC3hG/jtjzt3oR2qK93O+D1JLdM2VqcjISJdgj4M8eiX1048Wrg32MOgcrozrlKGqqU2dy0ed+6vvtwBq1tfV7sf8BkEbAIPhubN8AAA7PHdv1yUBQK6q5hnbs+ppFwVgmYhsA/A7AIlG/QYAr4rIrwF0UtVqAJsA/NRY5E/yXfRuCFV9X1VTVTW1a5eu59OViIiIiIiIiIiIiIiIiOhH48K3PyeAzjXqQgEcPEc73zY7AKScZ24xgC2qmmssRH8GoP95HqOmN+F57HkSgEcBXAwAqvoiPHeXtwOwQUQSVHUdgOsAlACYJiIP/MhsIiIiIiIiIiIiIiIiIqImw4VvH6rqAlAqIsMBQERCAdwMYH2NpmsB3G+0uRDAfQDWGPumAnhaRHoY+y8QkcfOEb0JQCcROX279HAAO+tpuxuA3XgsOwCMq6fdZfAsZAPAg6crRSROVbep6ktGboKIxALYp6ofAPgnfvyiOxEREREREREREREREVGjE5ZmX4KFC9+1PQDgWRHZAmA1gD+pak6NNn8GEC8iWQAyAWQDmAEAqroVwOMAZonILgDb4Xl0OURkgIgUAxgL4D0R2WH0OQXPY85XGY8mFwAf1DU4Va0A8EsAX4hIBoBjAI7U0XQygLlGG9871h8Xke0ishWAG8BSAEMBZIlIJjwL6a8b451ijLe9iBQbj0InIiIiIiIiIiIiIiIiImpW2gR7AM2Nqu4EMKyO+ok+r48AmHCWY6QBSKujfhM8f3u7rj4rACQ3cJhrVDVBRATA2wDSjWNMAzDNeL0QwMI6cn5Vx/E+MkrNtr8H8PsGjomIiIiIiIiIiIiIiIiIKCh4x3fL9IhxR/oOeB5p/l5wh0NEREREREREREREREREFDy847sZE5EFAGw1qp9U1b8D+HsQhkRERERERERERERERERE1Oxw4bsZU9VRwR4DEREREREREREREREREVFzx0edExERERERERERERERERFRi8aFbyIiIiIiIiIiIiIiIiIiatH4qHMiIiIiIiIiIiIiIiIiahkk2AOg5ooL30RERESN5ERVdbCH0Cjah/BbRCIiMzHL+1NT4HsgBULhwRMBz2gfcmHAM7p0CAl4RlNoiq+JTfG1xCzzMIv8d8YEPGPN7v0BzxjW8/KAZ5iFWT4HzTIPIqLT+KhzIiIiIiIiIiIiIiIiIiJq0bjwTURERERERERERERERERELRoXvomIiIiIiIiIiIiIiIiIqEXjwjcREREREREREREREREREbVoXPimgFm+7AskJ/ZEYkI8pk55sdb+qqoq3DdhHBIT4jF40JUoyM/37pv60t+QmBCP5MSeWLF8GTOYwQxmBCzDDHNgRvPLWLViGQb2S0RqcgJee2VKnRk/e2ACUpMTcOPQQSgs8GQUFuQjsksHDLk6BUOuTsETv/5lUDPMcj2YwQxmMIMZZ5jlPYrvg8xoqRnrVi/HTdf2xY1XJ+H9N1+utX/TN+sx6sZB6B3VEV+kLfDb1yuyA+644SrcccNVeOzBsfVmrFm5HEMGJuHalN54+7WptfZ/+/VXuGXoVbB2vQRLFs732zd31nQMTk3E4NREzJ01vd4MM1yPpvg6YpZ5mOF6mykjff1qPDJiEH52y5X45J9v1Nq/ZM5H+MWoIfjf0cMx6f7bUZiz27tvzgev42e3XIlHRgxCxoY1QZ2HWTLM8jlolnk0RQYRNXOqysLSaKV//xStcKu6KqvVZrfrzt05euR4lSYlJevmrB1a4VZvee2Nt/XhRx7VCrfqRzNm6eixd2uFW3Vz1g5NSkrWw65K3bUnV212u7oqq/36MoMZzGBGY2SYYQ7MaF4ZTpdb9x+pVKvNrhnbdmtp+XFN7JOkGzZlqdPl9pYpr76hEx96RJ0ut37w4Qy9866x6nS5NXPHXk3olejXtq4S6AyzXA9mMIMZzGDGmfcns7xHBTrDLNecGc0rY3fpcd1delx3Fh/V6Fibrvx2u24rOKQ9e/fRJWvTvft3lx7XVRt36sJV3+odY+7R1z+Y4bevfftL/LZ9S1F5pRaVV2r+geMaY7Xp+s07NafsqPZKTNJVX2d69xeVV+rXW77X5V9t0tHjJui7H37srd+a49CYWKtuzXHottxSjYm16rbcUu9+s1yPpvp+2izzaOnX20wZn2/fp4uzHBoeFav/WvqdLswsUluP3vruwnX6+fZ93jLv22zv6+fe/EhTrhmmn2/fp+8uXKe2Hr114eZC/fcXGzU8KlYXZzn8+prlXDVFhlk+B80yj0Bn9O+fosFee2E5UxL69NWNuYdZmnkBkB6Mjw/e8U0BsWnjRsTFxcNmt6Nt27YYO2480hYv9GuTtngh7r3/QQDAXaPHYO3qVVBVpC1eiLHjxiMkJARWmw1xcfHYtHEjM5jBDGY0eoYZ5sCM5pexOX0jbPY4WG2ejFFjxmHpksV+bZYuWYzx994PABg5ajTWrV0NVa11rPo0RYZZrgczmMEMZjDjDLO8R/F9kBktNWNrZjpirXZEx9rQtm1b3HbHGKxalubXJio6Fgm9k3DBBT/sn+y2ZGyC1RaHWKtnHiPvGovlS/0/P6JjrOiVmASpkfHl6hUYPPR6dO4cik6dOmPw0OuxdtXyoJyrQGc0xdcRs8zDDNfbTBl7tm2GJcaGiGgrLrqoLa675U58s/oLvzbtL+3gfV1ZcQIQAQB8s/oLXHfLnbiobQjCo2JhibFhz7bNpj1XZvneivNoXteciJo/LnxTQDgcJYiKivZuR0ZGoaSkpHabaE+bNm3aoONll8HpdKKkpHZfh8O/LzOYwQxmNEaGGebAjOaXUepwIDIqyrttiYxEaY12pQ4HLFH+GeVOJwCgsCAPQwel4vabhuObDetrHb+pMsxyPZjBDGYwgxlnmOU9iu+DzGipGfvKHAiPPPOx2y0iEvvKSmu1q09VVSXuuula3H3bUKyssZh9WlmpAxafjAhLJMpKHQ06fpnDgQifvuGWSJQ5avc1w/Voiq8jZpmHGa63mTKc+8vQJdzi3e7SzQLn/rJa7RbP+jceunkg/v3Kn/HYU3/x9u0aHunTN6LOvmY5V2b53orzaF7XnJoHASD8r9n/FyxtgpZMRERERH66hUcga1cuQsPCsCUzA/ePH4MNm7LQsWPHFpVBRETmY5b3KL4PUku2ZtP36BZhQVFBHh4ccyt69EpEjNUe7GG1Omb5OmKWeVDdbr/nIdx+z0NYs+RTzH7v73jir28Ge0hUg1k+B80yDyIyD97x7UNErCKyvUbdZBGZJCLTRGSMUZcvIl182gwVkTSf7VtEJF1EdopIpoi8YtRfJyKbRaT69LGM+mEissWnVIrInT9g/BNF5K0fMPW6jtVeRJaIyPciskNEXjyf/hZLJIqLi7zbJSXFiIyMrN2myNOmuroaR48cQVhYGCIja/e1WPz7MoMZzGBGY2SYYQ7MaH4ZERYLSoqLvduOkhJE1GgXYbHAUeyfERoWhpCQEISGhQEA+vZLgc1mR072nqBkmOV6MIMZzGAGM84wy3sU3weZ0VIzuoVbUFZy5mN3X2kJuoVH1GpXn24Rnrs8o2NtGDhoMHZuz6rVJjzCAodPRqmjBOERllrt6hJusaDUp2+ZowThltp9zXA9muLriFnmYYbrbaaMsMvDcbDszJMYDu5zIOzy8FrtThtyyyh8s3qpt++BsjN3sB7cV1pnX7OcK7N8b8V5NK9rTkTNHxe+G5mI9AHwFoD7VLU3gFQA2cbuQgATAXzs20dV16hqX1XtC2A4gBMAav8Rpab3sqomAOgH4BoRuaWhHVMHDEB29l7k5+Xh5MmTmDtnNm4bMdKvzW0jRmLm9I8AAPM/nYchw4ZDRHDbiJGYO2c2qqqqkJ+Xh+zsvRgwcCAzmMEMZjR6hhnmwIzml9EvZQByc7JRkO/JWDBvDm65dYRfm5tvHYHZM6cDABYt+BSDhwyDiODggQM4deoUACA/Lxc5Odmw1nEXT1NkmOV6MIMZzGAGM84wy3sU3weZ0VIzkvqmID8vB0WF+Th58iSWLJyH4TfdVqtdXY4cPoSTVVUAgHLnQWze9C3iuyfUandF/1Tk52ajsMAzj0Xz5+LGm0fUaleXIcNvxLo1K3H48CEcPnwI69asxJDhN9ZqZ4br0RRfR8wyDzNcbzNl9OjTD47CXJQVF8DtPol1Sz/DVcNu8mtTUpDrfb1p3QpYYjzX9aphN2Hd0s/gPlmFsuICOApz0SOpv2nPlVm+t+I8mtc1J6IWQFVZjALACmB7jbrJACYBmAZgjFGXD6CLT5uhANKM1/8B8NA5crzHqmPfzwHMPEf/WwF8DyADwBs+2RMBvGW8vh3AdwAyAawE0M2oHwJgi1EyAXQAEAFgnVG3HcDgOjJfB/DIWcacDiA9OiZGK9yqFW7VBYuWaHz37mqz23Xy8y9ohVv1qWee1bnzF2qFW/XQsQodNXqM2uPiNCV1gO7cnePtO/n5F9Rmt2v3Hj30s8Wfe+trFmYwgxnM+LEZZpgDM5pPhtPlVqfLrbM/XaRx8d3VarPr0889r06XWyc9+YzOmDNfnS63lhw8piPvHK02e5z2S0nVjG271ely64cz5mjPhN7aJylZk6/oqzM/WeA9Zs0SyAyzXA9mMIMZzGCG//uTGd6jAp1hlmvOjOaVsbv0uLe8P+NTtdrjNTrWpo8/+UfdXXpcf/l/f9B/TPtEd5ce17lL12m3CIu2a9deO3UO1fgevXR36XGdtWiV9kjorT1799EeCb31hVf+4XfcovJKb/lozmdqi4vXGKtNf/fMZC0qr9TfTHpK/zVznhaVV+riles1PCJS27X3ZPTo2cvbd+ob72qsza6xNru+/OZ7fsc1y/Voyu+nzTKPlny9zZTx+fZ9+vn2ffqnf8xUS6xdw6Ni9YFf/UE/375P73nst/rcmx/p59v36ch7H9aYuJ5q75moyQMG6Tuffent+8Cv/qDhUbEaaY3TP73zsbf+dDHLuWqKDLN8DpplHoHO6N8/RYO9fsVypvTq01c35R5haeYFQHowPj5EVX/k0rl5iIgVnkXkPj51kwG4APQx9s0TkXwAqap60GgzFMAkVR0hIpsB/FRVaz9v6swxp50+Vh37VgN4VVXTanX07L8YwF4A16lqnojMAtDByJ5ojOt/RaQzgMOqqiLyMIBeqvqEiCwG8KKqbhCRSwFUAvgNgItV9S8iciGA9qp6zCezE4DNAG5Q1VycRUpKqm74Lv1sTYiIiEzrRFV1sIfQKNqHtAn2EIiIqBGZ5f2pKfA9kAKh8OCJgGe0D7kw4BldOoQEPKMpNMXXxKb4WmKWeVDDrdm9P+AZw3peHvAMszDL56BZ5hFo11yZioyMdAn2OMijd1I//c+iL4M9DDqHAfbLMlQ1talzW/5XnMZV328B1Kyvq92P/g0CEYkAkARg2VmaJQDIVdU8Y3sWPHdc1xQFYI5xzLYATrffAOBVEZkJYL6qFovIJgD/FpGLAHymqlt8xtTGyHjjXIveRERERERERERERERERETBwL/x7c8JoHONulAAB8/RzrfNDgApPzD/bgALVNX9A/v7ehOex54nAXgUwMUAoKovAngYQDsAG0QkQVXXAbgOQAmAaSLygM9x3gewV1Vfa4QxERERERERERERERERERE1Oi58+1BVF4BSERkOACISCuBmAOtrNF0L4H6jzYUA7gOwxtg3FcDTItLD2H+BiDzWwCHcA8/d1WezG4DdeCw7AIyrp91l8CxkA8CDpytFJE5Vt6nqSwA2AUgQkVgA+1T1AwD/BNDfaPuCcZzHGzh+IiIiIiIiIiIiIiIiosAQQFiafQkWLnzX9gCAZ0VkC4DVAP6kqjk12vwZQLyIZAHIBJANYAYAqOpWeBaKZ4nILgDbAdgBQEQGiEgxgLEA3hORHacPaCxkRwM46x8mUNUKAL8E8IWIZAA4BuBIHU0nA5hrtPG9Y/1xEdkuIlsBuAEsBTAUQJaIZMKzkP66iEQBeAZAbwCbRWSL8bfCiYiIiIiIiIiIiIiIiIiaFf6N7xpUdSeAYXXUT/R5fQTAhLMcIw1AWh31m+D529t19ckHENnAYa5R1QQREQBvA0g3jjENwDTj9UIAC+vI+VUdx/vIKDUF8XcyiIiIiIiIiIiIiIiIiIgahnd8t0yPGHek74DnUeTvBXc4RERERERERERERERERETBwzu+mzERWQDAVqP6SVX9O4C/B2FIRERERERERERERERERETNDhe+mzFVHRXsMRARERERERERERERERERNXd81DkREREREREREREREREREbVoXPgmIiIiIiIiIiIiIiIiIqIWjY86JyIiIiIiIiIiIiIiIqIWQYI9AGq2uPBNRERE1Ejah/BbKyIian74/tS8nKiqDngGr3nzEtOlfbCHQD7M8vlhlnmYxcFjVQHPGNbz8oBn3PDaVwHPWPn44IBnNAWzfA42xTy+dxwLeEaCpUPAM4ioZeCjzomIiIiIiIiIiIiIiIiIqEXjwjcREREREREREREREREREbVoXPgmIiIiIiIiIiIiIiIiIqIWjQvfRERERERERERERERERETUonHhmwJm+bIvkJzYE4kJ8Zg65cVa+6uqqnDfhHFITIjH4EFXoiA/37tv6kt/Q2JCPJITe2LF8mXMYAYzmBGwDDPMgRnMYAYzmMEMZjCDGS0zY9WKZRjYLxGpyQl47ZUpdWb87IEJSE1OwI1DB6GwwJNRWJCPyC4dMOTqFAy5OgVP/PqXQZ0HM5jBDP5MywyPNSuXY8jAJFyb0htvvza11v5vv/4Ktwy9Ctaul2DJwvl+++bOmo7BqYkYnJqIubOmB3UeV1o74+OHUjD7Z6m4b2BUnW2G9+yC6T9NwfSJ/fHH23p667/87bX48IF++PCBfnjxzt5BnQczmlfGhrUrcOew/hh53RX49z9erbV/+gdv4a7rB+Dum67Go/fcDkdxoXffonkzMXJIX4wc0heL5s0M6jyIqJlTVRaWRiv9+6dohVvVVVmtNrtdd+7O0SPHqzQpKVk3Z+3QCrd6y2tvvK0PP/KoVrhVP5oxS0ePvVsr3Kqbs3ZoUlKyHnZV6q49uWqz29VVWe3XlxnMYAYzGiPDDHNgBjOYwQxmMIMZzGBGy8pwutzqdLl1/5FKtdrsmrFtt5aWH9fEPkm6YVOWd7/T5dYpr76hEx96RJ0ut37w4Qy9866x6nS5NXPHXk3olejX1reY5VwxgxnM4M+0LSWjqLxS8w8c1xirTddv3qk5ZUe1V2KSrvo6U4vKK73l6y3f6/KvNunocRP03Q8/9tZvzXFoTKxVt+Y4dFtuqcbEWnVbbqlf36aYxzVT1+ngl9dp8aETOvb9jTrkla90775jeu+/0/Waqeu8ZdwHG3V32TG9+Y2v9Zqp6/S2t7/x7jteVe3XtmYxyzVnRsMzMguOanruIY2Kserir7J0496D2r1XH523YqNmFhz1lvdnpenX35dpZsFRfeqFV/UnI+7SzIKjujYrXyOjrbo2K1+/3FqgkdFW/XJrgV/fQM+jf/8UDfbaC8uZ0iupr2bkHWFp5gVAejA+PnjHNwXEpo0bERcXD5vdjrZt22LsuPFIW7zQr03a4oW49/4HAQB3jR6DtatXQVWRtnghxo4bj5CQEFhtNsTFxWPTxo3MYAYzmNHoGWaYAzOYwQxmMIMZzGAGM1pmxub0jbDZ42C1eTJGjRmHpUsW+7VZumQxxt97PwBg5KjRWLd2NVS11rHqY5ZzxQxmMIM/07aEjC0Zm2C1xSHW6skYeddYLF/q/3U9OsaKXolJkAv8/1n+y9UrMHjo9ejcORSdOnXG4KHXY+2q5UGZR6/wDig+VAnHkUpU/1ex8vsDuDYu1K/N7cnhmL/FgWNV1QCAwyfctY5zNma55sxoeMb2LemIttoRFWPDRW3b4qbbR2PtiiV+bQYMug7t2rUHACT3G4B9pSUAgK+/XIWrBg/DZZ1C0fGyzrhq8DBsWLsyKPMgouaPC98UEA5HCaKior3bkZFRKCkpqd0m2tOmTZs26HjZZXA6nSgpqd3X4fDvywxmMIMZjZFhhjkwgxnMYAYzmMEMZjCjZWaUOhyIjDrz+FhLZCRKa7QrdThgifLPKHc6AQCFBXkYOigVt980HN9sWF/r+E01D2Ywgxn8mZYZHmWlDlgiz3xdj7BEoqzUUatdXcocDkT49A23RKLMUbtvU8yja4cQ7D9W5d0+4DqJrh1C/NpEd26H6M7t8I97kvHehCtwpbWzd1/bNhfgn/f1xXsTrsDg+LA652uWa86MhmfsLytFt4gzH+PdIiw4UFb/58dnc/6Da4beCAA4UFaKbhGR3n2Xh1twoKw0KPOgZkRYmn0JkjbBiyYiIiIiIiIiovPVLTwCWbtyERoWhi2ZGbh//Bhs2JSFjh07BntoRETUClx4gSC6czv8as42XN6hLd4adwUe/CgDrqpTGPP+Rhx0nYTlsovx+t1JyDlwHI4jlcEeMrUgS+bPxs5tmfjnnKXBHgoRtUCt8o5vEbGKyPYadZNFZJKITBORMUZdvoh08WkzVETSfLZvEZF0EdkpIpki8opRf52IbBaR6tPH8ukzRUR2iMguEXlDRIL4ew/+RORxEWnvs/0XESkSEdf5HstiiURxcZF3u6SkGJGRkbXbFHnaVFdX4+iRIwgLC0NkZO2+Fot/X2YwgxnMaIwMM8yBGcxgBjOYwQxmMIMZLTMjwmJBSXGxd9tRUoKIGu0iLBY4iv0zQsPCEBISgtAwz110ffulwGazIyd7j2nPFTOYwQz+TNsSMsIjLHCUnPm6XuooQXiEpVa7uoRbLCj16VvmKEG4pXbfppjHgWNVuNznDu+ul7bFAZ87wD1tTmJ9TjlO/VdReqQKRYcqENW5HQDgoOskAMBxpBKZRUfQo9ulQZkHM5pXxuXhEdhXeuZjfF+pA13Da3+Mf7t+Df711st47Z9z0DbE83HYNTzC+9hzANhf5kDX8IigzIOImr9WufDdGESkD4C3ANynqr0BpALINnYXApgI4OMafQYBuAZAMoA+AAYAGBKAsf3QO/kfB9DeZ3sxgIE/5ECpAwYgO3sv8vPycPLkScydMxu3jRjp1+a2ESMxc/pHAID5n87DkGHDISK4bcRIzJ0zG1VVVcjPy0N29l4MGFh7GMxgBjOY8WMzzDAHZjCDGcxgBjOYwQxmtMyMfikDkJuTjYJ8T8aCeXNwy60j/NrcfOsIzJ45HQCwaMGnGDxkGEQEBw8cwKlTpwAA+Xm5yMnJhtVqN+25YgYzmMGfaVtCxhX9U5Gfm43CAk/GovlzcePNI2q1q8uQ4Tdi3ZqVOHz4EA4fPoR1a1ZiyPAbgzKP78uOIbrzxYi4LARtLhDckNAVG3LK/dp8le1Ev+jLAACXtWuD6M7t4DhciQ4hbXDRheKtT4rsiHzniaDMgxnNKyPxihQU5uWipDAf7pMnsWzxpxh6461+bb7fnoW/PPUb/P1fsxHapau3ftCQ6/HNutU4euQQjh45hG/WrcagIdcHZR5E1AKoaqsrAKwAtteomwxgEoBpAMYYdfkAuvi0GQogzXj9HwAPnSPHeyxj+2oAGQDawbPAnA6g11n63wxgM4AsAKuMuoEAvgGQCeBrAD2N+okAFgFYDeBLY6zrACwBsBvAuwAuMNr+xDjGZgBzAVwK4NcATgLYBmBNjXG4zjHPnxtzSY+OidEKt2qFW3XBoiUa37272ux2nfz8C1rhVn3qmWd17vyFWuFWPXSsQkeNHqP2uDhNSR2gO3fnePtOfv4Ftdnt2r1HD/1s8efe+pqFGcxgBjN+bIYZ5sAMZjCDGcxgBjOYwYyWk+F0ub1l9qeLNC6+u1ptdn36uefV6XLrpCef0Rlz5qvT5daSg8d05J2j1WaP034pqZqxbbc6XW79cMYc7ZnQW/skJWvyFX115icL/I5rlnPFDGYwgz/TtpSMovJKLSqv1I/mfKa2uHiNsdr0d89M1qLySv3NpKf0XzPnaVF5pS5euV7DIyK1Xfv22qlzqPbo2cvbd+ob72qsza6xNru+/OZ73vrTpSnmcc3UdXrN1HX6xLxtWug8rsWHTuh76/L0mqnr9N9fF+jv52/3tpm1qUhzDx7X7P0ufW7RLr1m6jp9dGamZu936d59xzR7v0v/unS3t/3pYpZrzoyGZ2QWHNXMgqP6xodzNcYWp1ExVv2fSc9qZsFRfeTXv9e//3O2ZhYc1YHXDNXQLl21R+8k7dE7Sa+74RZv3z9OeVujY20aHWvTyVP/4a0/XQI9j/79UzTY61osZ0qvpL6akX+EpZkXAOnB+PgQVf2ha+YtlohY4VnA7uNTNxmAC547sdNUdZ6I5ANIVdWDRpuhACap6ggR2Qzgp6qadZacaaeP5VP3MoCH4fnT7m+p6jP19O0Kz8L0daqaJyKhqlouIh0BnFDVahG5AcAvVHW0iEwE8AKAZKPdUABfAOgNoMB4/R6AtQDmA7hFVY+LyJMAQlT1+Zrz9RmLS1VrP5OmDikpqbrhu/SGNCUiIiIiIiJqdU5UVQc8o33ID30QHBER/RAHazwKPBC6+Dx+PFBueO2rgGesfHxwwDOoefnecSzgGQmWDgE9/jVXpiIjI73Z/Nna1q53cj+dsfjLYA+DziHFelmGqqY2dW5r/UmovtX+mvV1tfvBvykgIvEAegGIMqpWiMhgVa3rO4qrAKxT1TwAUNXTz5O5DMBHItLdGMtFPn1W+LQDgI2qmmtkzwJwLYBKeBbDNxh/XrwtPHd/ExERERERERERERERERG1SK31b3w7AXSuURcK4OA52vm22QEg5TxzRwH4VlVdquoCsBSex5+fjz/D8yjyPgBuB3Cxz77jNdrWtZAv8CyQ9zVKb1X92XmOgYiIiIiIiIiIiIiIiIio2WiVC9/GonOpiAwHABEJhefvaa+v0XQtgPuNNhcCuA/AGmPfVABPi0gPY/8FIvLYOaILAQwRkTYichGAIQB21dP2WwDXiYjNZ4yA547vEuP1xHPkDRQRm4hcAGCcMb9vAVxj3H0OEbnk9BwAHAMQ2GeCEBEREREREREREREREf0gwv9awH/B0ioXvg0PAHhWRLYAWA3gT6qaU6PNnwHEi0gWgEwA2QBmAICqbgXwOIBZIrILwHYAdgAQkQEiUgxgLID3RGSHcbx5AHIAbAOQBSBLVRfXNThVPQDg5wDmG/lzjF1TAPxNRDJx7kfVbwLwFjyL63kAFhjHnWiMeys8jzlPMNq/D+ALEVljzGOKMY/2IlJs/B10IiIiIiIiIiIiIiIiIqJmpbX+jW+o6k4Aw+qon+jz+giACWc5RhqAtDrqN+HM3/H2rT8F4NHzGONSeB6H7lv3DYAePlX/z6ifBmBajUMcVdURdRx3NYABddS/CeBNn+3fA/h9Q8dLRERERERERERERERERBQMrfmObyIiIiIiIiIiIiIiIiIiMoFWe8d3cyIi3wEIqVF9v6pu+6HHVNW18PyNciIiIiIiIiIiIiIiIiIiU+PCdzOgqlcGewxERERERERERERERERERC0VH3VOREREREREREREREREREQtGhe+iYiIiIiIiIiIiIiIiIioReOjzomIiIiIiIiIiIiIiIioRRAJ9gioueLCNxERERERERERtUoHj1UFPKNLh5CAZ1Drc6KqOuAZ7UMC/0/HZvkcbN/2woBnNIUpd/QJeIZZrnlTfA5+7zgW8Iz+ts4Bz0iwdAh4BhHRaXzUORERERERERERERERERERtWhc+CYiIiIiIiIiIiIiIiIiohaNC99ERERERERERERERERERNSiceGbiIiIiIiIiIiIiIiIiIhaNC58U8AsX/YFkhN7IjEhHlOnvFhrf1VVFe6bMA6JCfEYPOhKFOTne/dNfelvSEyIR3JiT6xYvowZzGAGMwKWYYY5MIMZzGAGM5jBDGYwo2VmrFqxDAP7JSI1OQGvvTKlzoyfPTABqckJuHHoIBQWeDIKC/IR2aUDhlydgiFXp+CJX/8yqPMwS8aalcsxZGASrk3pjbdfm1pr/7dff4Vbhl4Fa9dLsGThfL99c2dNx+DURAxOTcTcWdODOg9mtK4Ms3wdMcvnn1mux7frVmL8TQNx9w0pmP7ea7X2z/7327j3lqvwwO3X4tcP3ImykiLvvsEJXfDgyOvw4Mjr8PvHJtSbwWve8GveFNfDDF8PmyqDiJo5VWVhabTSv3+KVrhVXZXVarPbdefuHD1yvEqTkpJ1c9YOrXCrt7z2xtv68COPaoVb9aMZs3T02Lu1wq26OWuHJiUl62FXpe7ak6s2u11dldV+fZnBDGYwozEyzDAHZjCDGcxgBjOYwQxmtKwMp8utTpdb9x+pVKvNrhnbdmtp+XFN7JOkGzZlefc7XW6d8uobOvGhR9TpcusHH87QO+8aq06XWzN37NWEXol+bX2LWc5VU2QUlVdqUXml5h84rjFWm67fvFNzyo5qr8QkXfV1pnd/UXmlfr3le13+1SYdPW6Cvvvhx976rTkOjYm16tYch27LLdWYWKtuyy317jfLuWJG88oI9NeR019LAn2eAv35d/pzMNDzMMv12LCnXNftOqCWaKt+snKzrt1epvE9E3XG51/rhj3l3vLGfxbqqqxi3bCnXCdNflmH33Knd1+79pf4ta1ZeM0bfs2b4nqY4ethU2T075+iwV57YTlTeiX108yCoyzNvABID8bHB+/4poDYtHEj4uLiYbPb0bZtW4wdNx5pixf6tUlbvBD33v8gAOCu0WOwdvUqqCrSFi/E2HHjERISAqvNhri4eGzauJEZzGAGMxo9wwxzYAYzmMEMZjCDGcxgRsvM2Jy+ETZ7HKw2T8aoMeOwdMlivzZLlyzG+HvvBwCMHDUa69auhqrWOlZ9zHKumiJjS8YmWG1xiLV6MkbeNRbLl/pfj+gYK3olJkEu8P/ntC9Xr8Dgodejc+dQdOrUGYOHXo+1q5ab9lwxo/lkmOXriFk+/8xyPXZtzUBUrA2RMVZc1LYtrr/tLny1cqlfm5SrBuPidu0BAIl9U3Fgn6PBcwB4zc/nmjfF9TDD18OmyqDmQVhaRAkWLnxTQDgcJYiKivZuR0ZGoaSkpHabaE+bNm3aoONll8HpdKKkpHZfh8O/LzOYwQxmNEaGGebADGYwgxnMYAYzmMGMlplR6nAgMirKu22JjERpjXalDgcsUf4Z5U4nAKCwIA9DB6Xi9puG45sN62sdv6nmYZaMslIHLJFnrkeEJRJlpQ1bOChzOBDh0zfcEokyR+2+ZjlXzGg+GWb5OmKWzz+zXI8D+0pxeXikd/vycAsO7CutczwAsHjuDFx13Q3e7ZNVlXjoruF4ZOyNWLdiSZ19eM0bfs2b4nqY4ethU2UQUfPXJtgDICIiIiIiIiKihusWHoGsXbkIDQvDlswM3D9+DDZsykLHjh2DPTQiaiH4daR5aanXY9nCT/D99ky8PTPNW/fpmix0DbegpDAfv37wDth79kZUjC2Io2yeAnHNeT2IiFrpHd8iYhWR7TXqJovIJBGZJiJjjLp8Eeni02aoiKT5bN8iIukislNEMkXkFaP+OhHZLCLVp4/l0+clEdlulHGBnen5EZGJImLx2Z4pIruNsf5bRC5q6LEslkgUFxd5t0tKihEZGVm7TZGnTXV1NY4eOYKwsDBERtbua7H492UGM5jBjMbIMMMcmMEMZjCDGcxgBjOY0TIzIiwWlBQXe7cdJSWIqNEuwmKBo9g/IzQsDCEhIQgNCwMA9O2XApvNjpzsPaY9V02RER5hgaPkzPUodZQgPMJSq11dwi0WlPr0LXOUINxSu69ZzhUzmk+GWb6OmOXzzyzXo2u3COwvO3On6/4yB7p2i6jVbtOGtfjonVcw5d2P0bZtyJn+4Z7zHxljRb+B12Lvzq21+vKaN/yaN8X1MMPXw6bKIKLmr1UufDcGEekD4C0A96lqbwCpALKN3YUAJgL4uEaf2wD0B9AXwJUAJolIo//anoj80Dv5JwLw/S5hJoAEAEkA2gF4uKEHSh0wANnZe5Gfl4eTJ09i7pzZuG3ESL82t40YiZnTPwIAzP90HoYMGw4RwW0jRmLunNmoqqpCfl4esrP3YsDAgcxgBjOY0egZZpgDM5jBDGYwgxnMYAYzWmZGv5QByM3JRkG+J2PBvDm45dYRfm1uvnUEZs+cDgBYtOBTDB4yDCKCgwcO4NSpUwCA/Lxc5ORkw2q1m/ZcNUXGFf1TkZ+bjcICT8ai+XNx480jarWry5DhN2LdmpU4fPgQDh8+hHVrVmLI8BtNe66Y0XwyzPJ1xCyff2a5HglJ/VGcnwtHUQHcJ09i1ZL5uPb6m/3a7Nm5FVOe+y1eevdjdA7r6q0/euQwTp6sAgAcLndi2+bvYI3vWSuD17zh17wprocZvh42VQYRNS4Rudm4ATdbRP5Qx/7fGjcfbxWRVSISe86DqmqrKwCsALbXqJsMYBKAaQDGGHX5ALr4tBkKIM14/R8AD50jx3ssY/t3AJ712f4XgLvP0n8AgK8BZAHYCKCDMfavAGw2yiCfsX0FYBGAPUa77+FZvN4FYB6A9kbbFABfAsgAsAxABIAxAFwAdgPYAqBdjbH8H4C/1DPOnwNIB5AeHROjFW7VCrfqgkVLNL57d7XZ7Tr5+Re0wq361DPP6tz5C7XCrXroWIWOGj1G7XFxmpI6QHfuzvH2nfz8C2qz27V7jx762eLPvfU1CzOYwQxm/NgMM8yBGcxgBjOYwQxmMIMZLSfD6XJ7y+xPF2lcfHe12uz69HPPq9Pl1klPPqMz5sxXp8utJQeP6cg7R6vNHqf9UlI1Y9tudbrc+uGMOdozobf2SUrW5Cv66sxPFvgd1yznqikyisorveWjOZ+pLS5eY6w2/d0zk7WovFJ/M+kp/dfMeVpUXqmLV67X8IhIbde+vXbqHKo9evby9p36xrsaa7NrrM2uL7/5nt9xzXKumNG8MgL9dcT3a0kgz1OgP/98PwcDOQ+zXI8Ne8p1w55ynfr+HI22xqkl2qo//79ndMOecp34P5P0xXdm6oY95Zp69RDtHNZV4xP6aHxCH71m+M26YU+5vjt7qdp79NL4nolq79FL//CX173HPF14zRt+zZviepjh62FTZPTvn6LBXtdiOVN6J/XTLQVHWZp5AZB+jjXUCwHkALADaGushfau0WaYz9rmLwDMOdfHhxiNWxURscKzgN3Hp24yPAu/fYx980QkH0Cqqh402gwFMElVR4jIZgA/VdWss+RMO30sY/snAP4I4EYA7eFZzH5bVV+po29beBaux6nqJuPO8BPwXPz/qmqliHQHMEtVU42xLQHQR1XzjDnmAbhWVTeIyL8B7ATwOjyL3neo6gHjces3qepDIrLWmF96jbFcBOA7AL9R1a/Odm5TUlJ1w3fpZ2tCRERERERE1GqdqKoOeEb7kB/6ILjW5+CxqoBndOkQcu5GROfJLF9LzPI5aJbrsTnvUMAzYrq0D3iGWa75945jAc/ob+sc8AwzuObKVGRkpEuwx0Eeicn99eO0L4M9DDqHvrEdM1Q1tb79InI1gMmqepOx/RQAqOrf6mnfD8BbqnrN2XJb609C9a3216yvq90P/k0BVV0uIqfv4j4A4BsAp+pp3hNAqapuMvoeBQARuQTAWyLS1+jbw6fPRlXN89kuUtUNxusZAH4N4At4FvdXiAjg+Y2K0nMM/R8A1p1r0ZuIiIiIiIiIiIiIiIiIWr0uIuJ7p+z7qvq+z3YkgCKf7WJ4/kx0fX4GYOm5QlvrwrcTQM1fZQqF5w7putod9Glz+vUOeB4ZXu8d33VR1b8A+AsAiMjH8DyW/Hz8H4B9AK6A52+0V/rsO14zro5tAbBDVa9uSJiI/BFAVwCPnuc4iYiIiIiIiIiIiIiIiKj1OXi2O77Ph4jcByAVwJBztb2gMQJbGlV1ASgVkeEAICKhAG4GsL5G07UA7jfaXAjgPgBrjH1TATwtIj2M/ReIyGNnyxWRC0UkzHidDCAZwPJ6mu8GEGHcIQ4R6SAibQBcBs+d4P81xnbhWSJjjEcFAMAEY367AXQ9XS8iF4lIotHmGDx/R/z0eB8GcBOAe4w8IiIiIiIiIiIiIiIiouARlmZfzq0EQLTPdpRR50dEbgDwDICRqnrOv5HSKhe+DQ8AeFZEtgBYDeBPqppTo82fAcSLSBaATADZ8DwyHKq6FcDjAGaJyC4A2+H5A+wQkQEiUgxgLID3RGSHcbyLAHwlIjsBvA/gPlWt84+BqOpJAOMAvGnkrwBwMTyPHX/QqEtA7bu8fe0G8D/G+DoDeMc47hgALxnH2AJgkNF+GoB3RWSLiLQD8C6AbgC+MeqeO0sWEREREREREREREREREdG5bALQXURsItIWwHgAi3wbGH/X+z14Fr33N+SgrfVR51DVnQCG1VE/0ef1EXjulK7vGGkA0uqo3wTPbybUrK8E0Ps8xrgJwFU1qvfCc6f4aU8abdfCc4e6r2pVva+O424BcF0d9Z8C+NSnqtV+fBARERERERERERERERFR41PVahH5XwDL4Hm69b9VdYeIPA8gXVUXwfP07UsBzBURAChU1ZFnOy4XNomIiIiIiIiIiIiIiIiIqMmo6ucAPq9R95zP6xvO95hc+G4GRGQBAFuN6idVddkPPaaq5gPo82PGRURERERERERERERERETUEnDhuxlQ1VHBHgMRERERERERERERERERUUt1QbAHQERERERERERERERERERE9GNw4ZuIiIiIiIiIiIiIiIiIiFo0PuqciIiIiIiIiIiIiIiIiFoEgQR7CNRMceGbqA7//C4v4BkPX2kLeAZRIJyoqg54RvsQvj0RERERkTnxe93mpUuHkGAPgegHMcvXErN8DprlevS3dQ72EBrFz2ZvCXjGv8b3DXiGWa4HEVFT4qPOiYiIiIiIiIiIiIiIiIioRePCNxERERERERERERERERERtWhc+CYiIiIiIiIiIiIiIiIiohaNC99ERERERERERERERERERNSiceGbAmb5si+QnNgTiQnxmDrlxVr7q6qqcN+EcUhMiMfgQVeiID/fu2/qS39DYkI8khN7YsXyZUHN2Pntl/jzPdfjT+OGYfn0d+ptt2XtUvzqWjsKv996ZnzT/4E/jRuGP99zPXZ9ty6o82AGMxo7Y9WKZRjYLxGpyQl47ZUpdR7/Zw9MQGpyAm4cOgiFBZ7jFxbkI7JLBwy5OgVDrk7BE7/+Zb1zaIp5mOFaMIMZzGAGM5jBDGYwgxnMYAYzWmeGGebADGYEKiM5ogOmjkzAK3f0wu2Jl9faf509FO+M6YO/3toTf721J4bGh3r3TZ9whbf+t0NtQZ0HM5pXBhE1c6rKwtJopX//FK1wq7oqq9Vmt+vO3Tl65HiVJiUl6+asHVrhVm957Y239eFHHtUKt+pHM2bp6LF3a4VbdXPWDk1KStbDrkrdtSdXbXa7uiqr/foGOuPN9bn65vpcff3LvdrFEqN/nLNW/77me7XEJejT05d5958uU5dv1bgrBqi1d1/93T8/0zfX5+rT05epJS5BX129S//4yZfaxRKjr3+519unKebBDGYEIsPpcuv+I5Vqtdk1Y9tuLS0/rol9knTDpix1utzeMuXVN3TiQ4+o0+XWDz6coXfeNVadLrdm7tirCb0S/drWLE11rlr6tWAGM5jBDGYwgxnMYAYzmMEMZrTeDDPMgRnMCETGhOmZeu+MTC07Wqm/WbBD75+5RfPLT+jvFu3UCdMzveXdDQW67Pv9fnWnS8XJ6jrrvftNcq6Y0bCM/v1TNNhrLyxnSu+kfppVeIylmRcA6cH4+OAd3xQQmzZuRFxcPGx2O9q2bYux48YjbfFCvzZpixfi3vsfBADcNXoM1q5eBVVF2uKFGDtuPEJCQmC12RAXF49NGzcGJaNgVxa6RMWiS2QM2lzUFik3jMC29StqtVvywau44d5H0aZtiLdu2/oVSLlhBC5qG4Iulmh0iYpFwa4s054rZrSujM3pG2Gzx8Fq8xx/1JhxWLpksV+bpUsWY/y99wMARo4ajXVrV0NVa431bAI9DzNcC2YwgxnMYAYzmMEMZjCDGcxgRuvMMMMcmMGMQGXEhbXHvmNVOOA6iVP/VXybfwgpUZfVavdjmOVcMaPhGdR8iLA09xIsXPimgHA4ShAVFe3djoyMQklJSe020Z42bdq0QcfLLoPT6URJSe2+Dod/36bKOHygDJ0vj/Bud+oagcMH9vm1Kdq9HYf2l6LPoOE1+u5D58stPn3DcfhAWVDmwQxmNHZGqcOByKgo77YlMhKldbSxRPkfv9zpBAAUFuRh6KBU3H7TcHyzYX2t8TfVPMxwLZjBDGYwgxnMYAYzmMEMZjCDGa0zwwxzYAYzApUR2v4iOE+4vdvlJ9zo3P6iWu0GxHTC327rid8MtiLUZ/9FF16AP9/SA3+6qXu9C+ZmOVfMaHgGETV/bYI9AKKW7L///S/mv/kX3PfM1GAPhajF6BYegaxduQgNC8OWzAzcP34MNmzKQseOHYM9NCIiIiIiIiIiaiU2Fx/B1/mHUP1fxfDuYXhsUAz+ujIHAPCbBTtxqMKNrpe2xTM3xKPocAX2u04GecRERHQuLfaObxGxisj2GnWTRWSSiEwTkTFGXb6IdPFpM1RE0ny2bxGRdBHZKSKZIvKKUf9bo26riKwSkVifPg+KyF6jPNjI85ooIm+dZx+/Odax/3ERaf/jR9dwFkskiouLvNslJcWIjIys3abI06a6uhpHjxxBWFgYIiNr97VY/Ps2VUanruE4tL/Uu334QCk6de3m3a464UJp3h688at78Mcxg5G/MxPvPflzFH6/FZ26dsOh/Q6fvmXo1DXctOeKGa0rI8JiQUlxsXfbUVKCiDraOIr9jx8aFoaQkBCEhoUBAPr2S4HNZkdO9p5ac2iKeZjhWjCDGcxgBjOYwQxmMIMZzGAGM1pnhhnmwAxmBCqj/IQbYT53cIe2vwiHfO4ABwDXyVOo/q/nz/KtyXbCFnrmn9APVXjaHnCdxK59LlhD2wVlHsxoXhlE1Py12IXvxiAifQC8BeA+Ve0NIBVAtrE7E0CqqiYDmAdgitEnFMAfAVwJYCCAP4pI56Ye+3l6HMB5LXyLyIU/JjB1wABkZ+9Ffl4eTp48iblzZuO2ESP92tw2YiRmTv8IADD/03kYMmw4RAS3jRiJuXNmo6qqCvl5ecjO3osBAwcGJSMmIRkHivJx0FGEavdJZKxMQ9I1N3j3t7u0I15ckoE/zfsKf5r3Fay9++HRl95HTEIykq65ARkr0+A+WYWDjiIcKMpHbK8rTHuumNG6MvqlDEBuTjYK8j3HXzBvDm65dYRfm5tvHYHZM6cDABYt+BSDhwyDiODggQM4deoUACA/Lxc5OdmwWu215tAU8zDDtWAGM5jBDGYwgxnMYAYzmMEMZrTODDPMgRnMCFRGrvMEwjuEoOslbXHhBYKrrJ2RUXzUr02ndmceiJsSdRkcRyoBAO3bXog2F3j+QO2lIReiR9dLUGLsM+O5YkbDM4ioBVDVFlkAWAFsr1E3GcAkANMAjDHq8gF08WkzFECa8fo/AB5qQFY/ABuM1/cAeM9n33sA7jlLX5fP6zEAphmvpwF4F0A6gD0ARhj1EwHMB/AFgL0Apvj0vwfANgDbAbzkU58PoAuASwAsAZBltBkH4NcAThr91hjtfwLgGwCbAcwFcKnPcV4y6p8BsNkno7vvdo05/tyYR3p0TIxWuFUr3KoLFi3R+O7d1Wa36+TnX9AKt+pTzzyrc+cv1Aq36qFjFTpq9Bi1x8VpSuoA3bk7x9t38vMvqM1u1+49euhniz/31tcsgcp4c32utzw29V/aNcqqXSwxOuKRJ/TN9bl688Rf6c9ffN+v3ZvrczW+75X6u39+5t0e8cgT2sUSo5dH2/Sxqf/2a9sU82AGMwKR4XS51ely6+xPF2lcfHe12uz69HPPq9Pl1klPPqMz5sxXp8utJQeP6cg7R6vNHqf9UlI1Y9tudbrc+uGMOdozobf2SUrW5Cv66sxPFniPebo05blqydeCGcxgBjOYwQxmMIMZzGAGM5jRujPMMAdmMKOxMyZMz9QJ0zP1pVXZ6jhSoWVHK3VOpkMnTM/UT7NK9eU1OTpheqYu3FamRYdOaH75Cd1RelSfWLhTJ0zP1D8u3a2F5Z76wvIT+t7XBd5jni5mOVfMaFhG//4pGuw1MZYzpXdSP91adIylmRcA6cH4+BBVbfAieXMiIlZ4FrD7+NRNBuAC0MfYN09E8uG5c/ug0WYogEmqOkJENgP4qapmnSPrLQBlqvqCiEwCcLGqvmDsexZAhaq+XE9fl6pearweA88C90QRmQYgHMCtAOIArAEQD2A8gOfgWWyvArAbwLUATgH4FkAKgEMAlgN4Q1U/Oz1HAEMA3Kyqjxh5l6nqEd9zYDwSfT6AW1T1uIg8CSBEVZ832v1DVU/f3b4GwP+p6hYR+SuAUlV982znKiUlVTd8l362Ji3CP7/LC3jGw1faAp5BFAgnqqoDntE+pM25GxEREREREREREdXws9lbAp7xr/F9A55Bzcc1V6YiIyNdgj0O8khM7q+zP18X7GHQOSRHd8hQ1dSmzm3Jjzqvb8W+Zn1d7Rq82i8i98GzqDy1oX3Owyeq+l9V3QsgF0CCUb9KVY+oaiWAnQBiAQwAsFZVD6hqNYCZAK6rcbxtAG4UkZdEZLCqHqkj8yoAvQFsEJEtAB40jn/aHJ/X/wTwU+Ox5+MAfPxjJktEREREREREREREREREFAgteeHbCaDm39YOBXDwHO182+yA5w7qOonIDfA88nukqlYZ1SUAon2aRRl19fFdZL/4LPt8t6t86k4BaNCtj6q6B0B/eBbAXxCR5+poJgBWqGpfo/RW1Z/57D/u8/pTALcAGAEgQ1WdDRkHEREREREREREREREREVFTarEL36rqAlAqIsMBQERCAdwMYH2NpmsB3G+0uRDAffA8Vhzw3MX9tIj0MPZfICKPGa/7wfP3u0eq6n6f4y0D8BMR6SwineH5e9nLzjLUfSLSS0QuADCqxr6xRmYcADs8jzWvz0YAQ0SkizGPewB86dtARCwATqjqDGNu/Y1dxwB0MF5/C+AaEYk3+lxyev41GXecLwPwDoAPzzI2IiIiIiIiIiIiIiIiooATlmZfgqWl/xHVBwC8LSKvGtt/UtUcEb9T+mcA74hIFjzn+gsAMwBAVbeKyOMAZolIe3juuE4z+k0FcCmAucbxClV1pKqWi8ifAWwy2j2vquVnGeMfjGMeAJBuHPO0QngWtDsCeExVK2uM3UtVS0XkD/As2guAJaq6sEazJABTReS/ANwAfmHUvw/gCxFxqOowEZlozDnE2P//AOypZ/wz4VmwX36WORIRERERERERERERERERBU2LXvhW1Z0AhtVRP9Hn9REAE85yjDScWez2rb/hLH3+DeDfDRzjPADz6tm9UlUfq9F+GoBpPtsjfF7PAjCrjgyr8XIZ6rj7XFXfBPCmz/ZqeP5meH3H8XUtgA9V9VQ9cyAiIiIiIiIiIiIiIiIiCqoWvfBNgSUiCwDEARge7LEQEREREREREREREREREdWHC9+NRES+AxBSo/p+Vd1WV3vfu9KbK1Wt+TfJiYiIiIiIiIiIiIiIiIiaHS58NxJVvTLYYyAiIiIiIiIiIiIiIiIiao0uCPYAiIiIiIiIiIiIiIiIiIiIfgwufBMRERERERERERERERERUYvGR50TERERERERERERERERUfMnRiGqAxe+ierw8JW2YA+BqNlqH2KOt44TVdUBzzDLuSIiIiIioh/u4LGqgGd06RAS8AwiopbiX+P7Bjyj630fBTzjwIwHA55BRGQ2fNQ5ERERERERERERERERERG1aFz4JiIiIiIiIiIiIiIiIiKiFo0L30RERERERERERERERERE1KJx4ZuIiIiIiIiIiIiIiIiIiFo0LnxTwCxf9gWSE3siMSEeU6e8WGt/VVUV7pswDokJ8Rg86EoU5Od790196W9ITIhHcmJPrFi+jBnMYAYzApaxasUyDOyXiNTkBLz2ypQ6j/+zByYgNTkBNw4dhMICz/ELC/IR2aUDhlydgiFXp+CJX/8yaHNgBjOYwQxmMIMZzGAGM5jRMjLWrFyOIQOTcG1Kb7z92tRa+7/9+ivcMvQqWLtegiUL5/vtmztrOganJmJwaiLmzpoe1Hkwo/lkmGEOzGBGS8644QoLNr96J7a8Ngq/Hdmn1v6osEuw5NmfYP3fRuCbl27HT/pGAgBiul6C/f+5FxtevB0bXrwdr/3sqqDOgxkNzyCiZk5VWVgarfTvn6IVblVXZbXa7HbduTtHjxyv0qSkZN2ctUMr3Ootr73xtj78yKNa4Vb9aMYsHT32bq1wq27O2qFJScl62FWpu/bkqs1uV1dltV9fZjCDGcz4sRlOl1v3H6lUq82uGdt2a2n5cU3sk6QbNmWp0+X2limvvqETH3pEnS63fvDhDL3zrrHqdLk1c8deTeiV6Ne2ZjHDeWIGM5jBDGYwgxnMYAYzmPHjMorKK7WovFLzDxzXGKtN12/eqTllR7VXYpKu+jrTu7+ovFK/3vK9Lv9qk44eN0Hf/fBjb/3WHIfGxFp1a45Dt+WWakysVbfllnr3m+VcMeP8MswwB2Ywo6VmXDpumnYc/5HmlB3VPr+ap50n/Ee35js15bcL9NJx07zl3yt362/++Y1eOm6apvx2gebvP6aXjpumvf93ru4oLPdrW7OY5VyZIaN//xQN9toLy5nSO7mfbis+xtLMC4D0YHx88I5vCohNGzciLi4eNrsdbdu2xdhx45G2eKFfm7TFC3Hv/Q8CAO4aPQZrV6+CqiJt8UKMHTceISEhsNpsiIuLx6aNG5nBDGYwo9EzNqdvhM0eB6vNc/xRY8Zh6ZLFfm2WLlmM8ffeDwAYOWo01q1dDVWtNdb6mOE8MYMZzGAGM5jBDGYwgxnM+PEZWzI2wWqLQ6zVkzHyrrFYvtT/54/oGCt6JSZBLvD/J7svV6/A4KHXo3PnUHTq1BmDh16PtauWm/ZcMaNhGWaYAzOY0ZIzUuO7ILfsKPL3u+A+9V98+nUeRqRG+7VRVXRsdxEA4LL2bVF26ESt45yNWc6VWTKo+RD+1+z/CxYufFNAOBwliIo68yYfGRmFkpKS2m2iPW3atGmDjpddBqfTiZKS2n0dDv++zGAGM5jRGBmlDgcio6K825bISJTW0cYS5X/8cqcTAFBYkIehg1Jx+03D8c2G9bXGb5bzxAxmMIMZzGAGM5jBDGYw48dnlJU6YIk88/NHhCUSZaWOWu3qUuZwIMKnb7glEmWO2n3Ncq6Y0bAMM8yBGcxoyRkRoe1R4jzu3S4pP4GI0Ev82vx1XhbGXWvH92+Pwbwnr8ekD7/z7ovteinW/20Elj53EwYlXF7r+E01D2Y0PIOImr82wR4AERFRS9QtPAJZu3IRGhaGLZkZuH/8GGzYlIWOHTsGe2hERERERERERNQMjB1kw8wvs/Hmkp0Y2L0rPvifwRj4u4UoO1SB3v/7KcpdVehrC8WsScMxcNJCHKtwB3vIREQtmmnu+BYRq4hsr1E3WUQmicg0ERlj1OWLSBefNkNFJM1n+xYRSReRnSKSKSKvGPW/Neq2isgqEYn16fOFiBz2PU4A5jdZRCYZr73zaa4slkgUFxd5t0tKihEZGVm7TZGnTXV1NY4eOYKwsDBERtbua7H492UGM5jBjMbIiLBYUFJc7N12lJQgoo42jmL/44eGhSEkJAShYWEAgL79UmCz2ZGTvceU54kZzGAGM5jBDGYwgxnMYMaPzwiPsMBRcubnj1JHCcIjLLXa1SXcYkGpT98yRwnCLbX7muVcMaNhGWaYAzOY0ZIzSstPIDLszB3ekaHtUVp+3K/NA8O6Y/63+QCAjXsPIOSiCxHW4WKcrP4vyl1VAIAteeXI23cM8RG1b6Ywy7kySwYRtQDB/iP0jVUAWAFsr1E3GcAkANMAjDHq8gF08WkzFECa8boPgBwACcb2hQB+YbweBqC98foXAOb4HON6ALefPk6A5jcZwCTjtXc+TXyOBcAFZ2vTv3+KVrhVj1W41Wqz6a49uXrkeJUmJSVrxpbtWuFWb/n762/pw488qhVu1Y9mzNK7xozVCrdqxpbtmpSUrIddlbprT65abTZ1VVb79WUGM5jBjB+b4XS5dd/hCo212nTz9j1aWn5cE/sk6YaNW9TpcnvLS6+8rhMfekSdLrd+8OEMvWPUGHW63Lo7z6H7j1Sq0+XWjG27NTzCotmF+/z6muE8MYMZzGAGM5jBDGYwgxnM+HEZReWVWlReqXn7XRoTa9UNmbs0p+yo9kpM0pUbNnv3+5Yx99yn7374sXd7a45Do2NidVtuqW7LLdXomFjdmuPw7jfLuWLG+WWYYQ7MYEZLzbh03DS97J6PNLfsqCb+7zztPOE/ujXfqalPfKaXjpvmLcsyi/TRf3yll46bpin/t0AdzuN66bhpan14lnYc/5FeOm6a9vnVPC1xHtfohz7262uWc2WGjP79UzTYa2AsZ0rv5H66vdjF0swLgPRgfHwE/QO00SbSOAvf/wHwUAOy+gHYUKPOe5yz9BsAYL7x+g4AFQDaArgYQK5R/wiATQCyAHzqs9he58K3MZ8pALYB2Agg3qi/HcB3ADIBrATQzec40wF8A2AvgEd8xvc7I3srgD/5nNfdxrnZASC2jnn9HEA6gPTomBjvm8GCRUs0vnt3tdntOvn5F7TCrfrUM8/q3PkLtcKteuhYhY4aPUbtcXGakjpAd+7O8fad/PwLarPbtXuPHvrZ4s9rvYkxgxnMYMaPzTi9OD3700UaF99drTa7Pv3c8+p0uXXSk8/ojDnz1elya8nBYzryztFqs8dpv5RUzdi2W50ut344Y472TOitfZKSNfmKvjrzkwV+i96nF75b+nliBjOYwQxmMIMZzGAGM5jx4zJ8F7Q/mvOZ2uLiNcZq0989M1mLyiv1N5Oe0n/NnKdF5ZW6eOV6DY+I1Hbt22unzqHao2cvb9+pb7yrsTa7xtrs+vKb7/kd1yznihnnn2GGOTCDGS0x4/Ti9F1/W6F7HYc1p+yoTp6VoZeOm6Z/m7dF756yyrPY/dsF+s33+3RrvlOz8pw68i/L9dJx03TCK6t1Z+EhzcpzambuQR370kq/Re/TC99mOFdmyODCd/MqXPhuGSVYC9+iqjADEbHCs/Dcx6duMgAXPHdyp6nqPBHJB5CqqgeNNkPhWVAeISKbAfxUVbPOkfUWgDJVfcGnznucs/RrA2CPqtpF5GUAQwA8Ds/fWn9MVe8RkTBVdRrtXwCwT1XfPD0XVX1ZRKbVmM8HqvoXEXkAwN3GXDoDOKyqKiIPA+ilqk8YxxkF4CoAl8CzMH6lcY7GAHgUnju7F8GzoF4IIBfAIFX99mznBQBSUlJ1w3fp52pGRBR0J6qqA57RPqRNwDOIiIiIiKh5O3isKuAZXTqEBDyDiIjO6HrfRwHPODDjwYBnUMNcc2UqMjLSJdjjII/EK/rrJ59/Fexh0Dn0ibo0Q1VTmzrXTP8iX98Kfs36uto1ePVfRO4DkArPovV5UdVqEckRkV4ABgJ4FcB18DxS/fRnaR9jwbsTgEsBLGvAoWf5/P/vxusoAHNEJAKeu8rzfNovVNUKABUissYYy7UAfgLPQjiM7O7wLHwXNGTRm4iIiIiIiIiIiIiIiIgoGC4I9gAakRNA5xp1oQAOnqOdb5sdAFLqCxCRGwA8A2Ckqv7QX9ddB+AWAG54HkF+rVFOL3xPA/C/qpoE4E/wPAb9XLSO128CeMs4zqM1jlPXLwMIgL+pal+jxKvqv4z9xxsyMSIiIiIiIiIiIiIiIiKiYDDNwrequgCUishwABCRUAA3A1hfo+laAPcbbS4EcB+ANca+qQCeFpEexv4LROQx43U/AO/Bs+i9/0cM9St4Hm/+jaoeABAGoCeA7cb+DsY8LgJwbwOPOc7n/98Yry8DUGK8rvlMlDtE5GIRCYPnb5NvgufO8odE5FIAEJFIEbn8POZFREREREREREREREREFDACQISluZdgMdOjzgHgAQBvi8irxvafVDVH/M/wnwG8IyJZ8Hx+fAFgBgCo6lYReRzALBFpD8+d0GlGv6nwPP57rnG8QlUdCQAi8hWABACXikgxgJ+pan2PKP8OQDd47vwGgK0AwvXMH1t/1mhzwPh/hwbMu7OIbAVQBeAeo26yMdZDAFYDsPm03wrPYn8XAH9WVQcAh/EI9m+M+bng+aWAUw3IJyIiIiIiIiIiIiIiIiIKGlMtfKvqTgDD6qif6PP6CIAJZzlGGs4sdvvW33CWPoPPY4wVAEJ8tn9eY/87AN6po99kn9cTa+yeqqpP1mi/EMDCeoaxVVUfqCPjdQCv19G+Tz3HISIiIiIiIiIiIiIiIiIKOtM86pyIiIiIiIiIiIiIiIiIiFonU93x3ZyIyAL4P14cAJ48yyPQfxBVtZ5n+8mNmU9EREREREREREREREREFGxc+A4QVR0V7DEQEREREREREREREREREbUGfNQ5ERERERERERERERERERG1aFz4JiIiIiIiIiIiIiIiIiKiFo2POiciIiIiIiIiIiIiIiKiFkGCPQBqtrjwTURErVL7EL4FEhERERFR4HXpEBLsIRBRgJ2oqg54Bv8do3nJeG1swDN6/W5JwDN2Tb0t4BlNIdCfg6dUA3p8Imo8fNQ5ERERERERERERERERERG1aFz4JiIiIiIiIiIiIiIiIiKiFo0L30RERERERERERERERERE1KJx4ZuIiIiIiIiIiIiIiIiIiFo0LnxTwCxf9gWSE3siMSEeU6e8WGt/VVUV7pswDokJ8Rg86EoU5Od790196W9ITIhHcmJPrFi+jBnMYAYzApZhhjkwgxnMYAYzmMEMZjCDGcxgBjNaZ4YZ5mCmjFUrlmFgv0SkJifgtVem1JnxswcmIDU5ATcOHYTCAk9GYUE+Irt0wJCrUzDk6hQ88etfBnUezGh4xrrVy3HTtX1x49VJeP/Nl2vt3/TNeoy6cRB6R3XEF2kL/Pb1iuyAO264CnfccBUee3BsvRnXJXTFqqeGYM3TQ/HY9XG19v+/O3thyaRrsWTStVj91BBk/fUn3n3Zr9zq3ffBz1LrzTDL9WiKz0EiauZUlYWl0Ur//ila4VZ1VVarzW7Xnbtz9MjxKk1KStbNWTu0wq3e8tobb+vDjzyqFW7Vj2bM0tFj79YKt+rmrB2alJSsh12VumtPrtrsdnVVVvv1ZQYzmMGMxsgwwxyYwQxmMIMZzGAGM5jBDGYwgxmtM8MMczBLhtPl1v1HKtVqs2vGtt1aWn5cE/sk6YZNWep0ub1lyqtv6MSHHlGny60ffDhD77xrrDpdbs3csVcTeiX6ta1ZzHKuzJKxu/S47iw+qtGxNl357XbdVnBIe/buo0vWpuvu0uPesmrjTl246lu9Y8w9+voHM/z2tW9/id92zWJ9PE3t/5em+QdcOvjPq7T7E0t0Z/ERveFva9X6eFqd5Y+fbtc53xZ6t12V7nrbWh9PM831CPTn4BX9+muw115YzpTE5H66s8TF0swLgPRgfHzwjm8KiE0bNyIuLh42ux1t27bF2HHjkbZ4oV+btMULce/9DwIA7ho9BmtXr4KqIm3xQowdNx4hISGw2myIi4vHpo0bmcEMZjCj0TPMMAdmMIMZzGAGM5jBDGYwgxnMYEbrzDDDHMyUsTl9I2z2OFhtnoxRY8Zh6ZLFfm2WLlmM8ffeDwAYOWo01q1dDVWtdaz6mOVcmSVja2Y6Yq12RMfa0LZtW9x2xxisWpbm1yYqOhYJvZNwwQU/bCnmiphOKDh4AkXOCrhPKRZnOnBjn271tr+9nwWLNzvOK8Ms16MpPgepGRGWZl+ChAvfFBAORwmioqK925GRUSgpKandJtrTpk2bNuh42WVwOp0oKand1+Hw78sMZjCDGY2RYYY5MIMZzGAGM5jBDGYwgxnMYAYzWmeGGeZgpoxShwORUVHebUtkJEprtCt1OGCJ8s8odzoBAIUFeRg6KBW33zQc32xYX+v4TTUPZjQ8Y1+ZA+GRZ655t4hI7CsrrdWuPlVVlbjrpmtx921DsXLp4jrbhHe6GKWHK7zbZUcqEX7ZxXW2jezcDtFh7fD13oPeupA2F2Dhb6/B/N8MqnfB3CzXoyk+B4mo+WsT7AEQEREREREREREREbVW3cIjkLUrF6FhYdiSmYH7x4/Bhk1Z6NixY7CHRgG0ZtP36BZhQVFBHh4ccyt69EpEjNX+g483ol8ElmaV4b8+NzBf++fV2HekCtFh7fDxL6/C7tJjKHSeaITRmws/B4nMg3d8B4CIWEVke426ySIySUSmicgYoy5fRLr4tBkqImk+27eISLqI7BSRTBF5xaj/rVG3VURWiUisUd9XRL4RkR3GvnHnGOdgo+0WEWnXmOfAYolEcXGRd7ukpBiRkZG12xR52lRXV+PokSMICwtDZGTtvhaLf19mMIMZzGiMDDPMgRnMYAYzmMEMZjCDGcxgBjOY0TozzDAHM2VEWCwoKS72bjtKShBRo12ExQJHsX9GaFgYQkJCEBoWBgDo2y8FNpsdOdl7THuuzJLRLdyCspIz13xfaQm6hUfUalefbhEWAEB0rA0DBw3Gzu1ZtdqUHa5ERKcz/3QfftnFKDtSWefxbu9nwaIajznfd6QKAFDkrMC32U4kRtVeyDXL9WiKz0EiagGC/UfozVgAWAFsr1E3GcAkANMAjDHq8gF08WkzFECa8boPgBwACcb2hQB+YbweBqC98foXAOYYr3sA6G68tgAoBdDpLON8F8B95zm3C8+2v3//FK1wqx6rcKvVZtNde3L1yPEqTUpK1owt27XCrd7y99ff0ocfeVQr3KofzZild40ZqxVu1Ywt2zUpKVkPuyp1155ctdps6qqs9uvLDGYwgxmNkWGGOTCDGcxgBjOYwQxmMIMZzGAGM1pnhhnmYJYMp8ut+w5XaKzVppu379HS8uOa2CdJN2zcok6X21teeuV1nfjQI+p0ufWDD2foHaPGqNPl1t15Dt1/pFKdLrdmbNut4REWzS7c59fXLOfKLBm7S4/rjqIjGhVj1ZXf7dBtBYe0Z+8+mrZ2k+4uPV6rjLr7Xn39gxne7Y27inVbfrnuLj2u32wv0FhbnC5Zm+7Xx/p4msb9dokWHDyu1z6/Srs/sUR3Fh/RG19cq9bH0/zK8L+u0SLncb+65Ke+0B5PfK7Wx9O03zPLNHe/S2/4m39fs1yPQH8OXtGvvwZ73YnlTElM7qc7HS6WZl4ApAfj4yPoH6BmLI208P0fAA81IKsfgA317Ms6vRBex76HAZQDyAMw0zfb2P8WgIk+43wJwGYA4+s41s8BpANIj46J8b7ZLFi0ROO7d1eb3a6Tn39BK9yqTz3zrM6dv1Ar3KqHjlXoqNFj1B4XpympA3Tn7hxv38nPv6A2u1279+ihny3+vNYbJTOYwQxmNFaGGebADGYwgxnMYAYzmMEMZjCDGcxonRlmmIMZMk4vjs3+dJHGxXdXq82uTz/3vDpdbp305DM6Y858dbrcWnLwmI68c7Ta7HHaLyVVM7btVqfLrR/OmKM9E3prn6RkTb6ir878ZIHfYt3phW8znCuzZJxenH5/xqdqtcdrdKxNH3/yj7q79Lj+8v/+oP+Y9onuLj2uc5eu024RFm3Xrr126hyq8T166e7S4zpr0SrtkdBbe/buoz0SeusLr/yj1mL56cXpie99p7n7jmn+AZdOTfterY+n6etf7NGHP9jobfP3pbv1Hyv3+i1q3/XaBt1VckR3Fh/RXSVH9PezsmotmJvlegT6c5AL382rcOG7ZZRgLXyLqs8ffKBGISJWeBaR+/jUTQbggudO7jRVnSci+QBSVfWg0WYogEmqOkJENgP4qarWfr6Jf9ZbAMpU9YUa9QMBfAQgUVX/W0/faT5j8Wb7HDddVacZ4/yHqk4519xTUlJ1w3fp52pGREREREREREREZAonqqoDntE+pE3AM6jhCg8G/u9k3/TSmoBn7Jp6W8AzmkKgPweHD74SWzZnSEBDqMH6XNFf537xVbCHQefQ23JphqqmNnUu3y0Do77fJqhZX1e7Bv8mgojcByAVwJAa9REApgN4sL5F7x9gTiMdh4iIiIiIiIiIiIiIiIioUV0Q7AGYlBNA5xp1oQAOnqOdb5sdAFLqCxCRGwA8A2Ckqlb51HcEsATAM6r67XmMuRr+Hw8X19h//DyORURERERERERERERERETUZLjwHQCq6gJQKiLDAUBEQgHcDGB9jaZrAdxvtLkQwH0ATj+/ZCqAp0Wkh7H/AhF5zHjdD8B78Cx67z99MBFpC2ABgP+o6rzzHHYBgN4iEiIinQBcf579iYiIiIiIiIiIiIiIiAJK+F+z/y9Y+KjzwHkAwNsi8qqx/SdVzRHxu9h/BvCOiGQBEABfAJgBAKq6VUQeBzBLRNrD8wj0NKPfVACXAphrHK9QVUcCuBvAdQDCRGSi0Xaiqm4512BVtUhEPgGwHUAegMwfMmkiIiIiIiIiIiIiIiIioqbGhe8AUdWdAIbVUT/R5/URABPOcow0nFns9q2/oZ72M2AsnDdwjBNrbP8ewO/raGdt6DGJiIiIiIiIiIiIiIiIiJoaH3VOREREREREREREREREREQtGu/4bgVEZAEAW43qJ1V1WTDGQ0RERERERERERERERETUmLjw3Qqo6qhgj4GIiIiIiIiIiIiIiIiIKFD4qHMiIiIiIiIiIiIiIiIiImrRuPBNREREREREREREREREREQtGh91TkREREREREREREREREQtgkiwR0DNFRe+iYiIAuTgsaqAZ7Rve2HgM0L47UJDbc47FPCM/rbOAc8gImoJTlRVBzyD74HNi1muuVnmQQ1nlmtulnkQBQI/dluf9iGB//eYr567IeAZhQdPBDwjpkv7gGcE+nPwQq6yErUYfNQ5ERERERERERERERERERG1aFz4JiIiIiIiIiIiIiIiIiKiFo0L30RERERERERERERERERE1KJx4ZuIiIiIiIiIiIiIiIiIiFo0LnxTwCxf9gWSE3siMSEeU6e8WGt/VVUV7pswDokJ8Rg86EoU5Od790196W9ITIhHcmJPrFi+jBnMYAYzApbRFHNYs3I5hgxMwrUpvfH2a1Nr7f/2669wy9CrYO16CZYsnO+3b+6s6RicmojBqYmYO2t6vRmrVizDwH6JSE1OwGuvTKlzHj97YAJSkxNw49BBKCzwzKOwIB+RXTpgyNUpGHJ1Cp749S/rzTDD9W6qjG/XrcT4mwbi7htSMP2912rtn/3vt3HvLVfhgduvxa8fuBNlJUXefYMTuuDBkdfhwZHX4fePTQjqPJjBDGYwo6Vk8H2w9WWY5ZqbZR7MaH3X3CzzMEOGGebADGa05Iym+DefpshYt3o5brq2L268Ognvv/lyrf2bvlmPUTcOQu+ojvgibYHfvl6RHXDHDVfhjhuuwmMPjq03wyzXnIiaOVVlYWm00r9/ila4VV2V1Wqz23Xn7hw9crxKk5KSdXPWDq1wq7e89sbb+vAjj2qFW/WjGbN09Ni7tcKtujlrhyYlJethV6Xu2pOrNrtdXZXVfn2ZwQxmMKMxMgJ9/KLySs0/cFxjrDZdv3mn5pQd1V6JSbrq60wtKq/0lq+3fK/Lv9qko8dN0Hc//NhbvzXHoTGxVt2a49BtuaUaE2vVbbmlfn2dLrfuP1KpVptdM7bt1tLy45rYJ0k3bMpSp8vtLVNefUMnPvSIOl1u/eDDGXrnXWPV6XJr5o69mtAr0a9tzWKW690UGRv2lOu6XQfUEm3VT1Zu1rXbyzS+Z6LO+Pxr3bCn3Fve+M9CXZVVrBv2lOukyS/r8Fvu9O5r1/4Sv7Y1i1nOFTOYwQxm/NiM0+9TgXwfNMu5MkuGWa65WebBjNZ3zc0yDzNlmGEOzGBGS81oin/zaYqM3aXHdWfxUY2OtenKb7frtoJD2rN3H12yNl13lx73llUbd+rCVd/qHWPu0dc/mOG3r337S/y2axYzXPP+/VM02GsvLGdKYnI//b70OEszLwDSg/HxwTu+KSA2bdyIuLh42Ox2tG3bFmPHjUfa4oV+bdIWL8S99z8IALhr9BisXb0Kqoq0xQsxdtx4hISEwGqzIS4uHps2bmQGM5jBjEbPaIo5bMnYBKstDrFWT8bIu8Zi+dLFfm2iY6zolZgEucD/bfnL1SsweOj16Nw5FJ06dcbgoddj7arltTI2p2+EzR4Hq82TMWrMOCxd4p+xdMlijL/3fgDAyFGjsW7taqhqrWPVxwzXu6kydm3NQFSsDZExVlzUti2uv+0ufLVyqV+blKsG4+J27QEAiX1TcWCf46zn36znihnMYAYzGiOD74OtL8Ms19ws82BG67vmZpmHGTLMMAdmMKMlZzTFv/k0RcbWzHTEWu2IjrWhbdu2uO2OMVi1LM2vTVR0LBJ6J+GCC37YkpJZrjk1H8LS7EuwcOGbAsLhKEFUVLR3OzIyCiUlJbXbRHvatGnTBh0vuwxOpxMlJbX7Ohz+fZnBDGYwozEymmIOZaUOWCKjvNsRlkiUlTZskbPM4UCET99wSyTKHLX7ljociIw6084SGYnSGmMpdThgifKfR7nTCQAoLMjD0EGpuP2m4fhmw/o6x2KG691UGQf2leLy8Ejv9uXhFhzYV1qr3WmL587AVdfd4N0+WVWJh+4ajkfG3oh1K5bU2ccs54oZzGAGMxojg++DrS/DLNfcLPNgRuu75maZhxkyzDAHZjCjJWc0xb/5NEXGvjIHwn3adYuIxL6y+v8do6aqqkrcddO1uPu2oVhZY1H+NLNccyJq/toEewBEREQUPN3CI5C1KxehYWHYkpmB+8ePwYZNWejYsWOwh9YqLFv4Cb7fnom3Z575TepP12Sha7gFJYX5+PWDd8DeszeiYmxBHCURkXnxfbD1Mcs1N8s8qOHMcs3NMg8iIjpjzabv0S3CgqKCPDw45lb06JWIGKs92MMiolaKd3w3AhGxisj2GnWTRWSSiEwTkTFGXb6IdPFpM1RE0ny2bxGRdBHZKSKZIvKKUf9bo26riKwSkVijPlZENovIFhHZISKPnWOcrvOc1z9FpLfx+unz6WuxRKK4uMi7XVJSjMjIyNptijxtqqurcfTIEYSFhSEysnZfi8W/LzOYwQxmNEZGU8whPMICR0mxd7vUUYLwCEutdnUJt1hQ6tO3zFGCcEvtvhEWC0qKz7RzlJQgosZYIiwWOIr95xEaFoaQkBCEhoUBAPr2S4HNZkdO9p5aGWa43k2V0bVbBPaXnfmt4P1lDnTtFlGr3aYNa/HRO69gyrsfo23bkDP9wz3XODLGin4Dr8XenVuDMg9mMIMZzGgpGXwfbH0ZZrnmZpkHM1rfNTfLPMyQYYY5MIMZLTmjKf7NpykyuoVbUObTbl9pCbqF1/53jPp0M8YTHWvDwEGDsXN7Vq02ZrnmRNT8ceG7mRCRPgDeAnCfqvYGkAog29idCSBVVZMBzAMwxagvBXC1qvYFcCWAP4hIw971GkBVH1bVncbmeS18pw4YgOzsvcjPy8PJkycxd85s3DZipF+b20aMxMzpHwEA5n86D0OGDYeI4LYRIzF3zmxUVVUhPy8P2dl7MWDgQGYwgxnMaPSMppjDFf1TkZ+bjcICT8ai+XNx480jarWry5DhN2LdmpU4fPgQDh8+hHVrVmLI8BtrteuXMgC5OdkoyPdkLJg3B7fc6p9x860jMHvmdADAogWfYvCQYRARHDxwAKdOnQIA5OflIicnG9Y6fivXDNe7qTISkvqjOD8XjqICuE+exKol83Ht9Tf7tdmzcyumPPdbvPTux+gc1tVbf/TIYZw8WQUAOFzuxLbN38Ea39O054oZzGAGMxojg++DrS/DLNfcLPNgRuu75maZhxkyzDAHZjCjJWc0xb/5NEVGUt8U5OfloKgwHydPnsSShfMw/KbbGpRx5PAhnKzy/DtGufMgNm/6FvHdE2q1M8s1J6IWQFVZfmQBYAWwvUbdZACTAEwDMMaoywfQxafNUABpxuv/AHioAVn9AGyooz4MQCEAy1n6uoz/dwHwDYDbjDGshWdB/XsAMwGI0W4tPAvwLwI4BWALgJl1HPfnANIBpEfHxGiFW7XCrbpg0RKN795dbXa7Tn7+Ba1wqz71zLM6d/5CrXCrHjpWoaNGj1F7XJympA7QnbtzvH0nP/+C2ux27d6jh362+HNvfc3CDGYwgxk/NiOQxy8qr9Si8kr9aM5naouL1xirTX/3zGQtKq/U30x6Sv81c54WlVfq4pXrNTwiUtu1b6+dOodqj569vH2nvvGuxtrsGmuz68tvvuetP12cLrc6XW6d/ekijYvvrlabXZ9+7nl1utw66clndMac+ep0ubXk4DEdeedotdnjtF9KqmZs261Ol1s/nDFHeyb01j5JyZp8RV+d+ckC7zFPFzNd70BnbNhTrhv2lOvU9+dotDVOLdFW/fn/PaMb9pTrxP+ZpC++M1M37CnX1KuHaOewrhqf0EfjE/roNcNv1g17yvXd2UvV3qOXxvdMVHuPXvqHv7zuPebpYpZzxQxmMIMZPzbD970qUO+DZjlXZskwyzU3yzyY0fquuVnmYbYMM8yBGcxoiRlN8W8+TZGxu/S47i49ru/P+FSt9niNjrXp40/+UXeXHtdf/t8f9B/TPtHdpcd17tJ12i3Cou3aeTLie/TS3aXHddaiVdojobf27N1HeyT01hde+Yf3mKeLGa55//4pGux1KJYzJTG5X62PM5bmVwCkB+Pj4/QCJ/0IImKFZwG7j0/dZAAuAH2MffNEJB+eO7cPGm2GApikqiNEZDOAn6pq7eeA+Ge9BaBMVV8wtqMBLAEQD+B3qvr2Wfq6AMQBWATg/6nqCmMMCwEkAnAA2GAcZ72IrDXGly4iLlW99FznIiUlVTd8l36uZkRErcLBY1UBz2jf9sLAZ4S0CXiGWWzOOxTwjP62zgHPICJqCU5UVQc8g++BzYtZrrlZ5kENZ5ZrbpZ5EBE1hqb4N5+mcKLqVMAzYrq0D3hGoF1zZSoyMtIl2OMgjz5X9Nf5y9YHexh0Dj0jLslQ1dSmzuWjzhtHfb89ULO+rnYN/s0DEbkPnjuwp3o7qxap5xHo8QAeFJFuZznERQBWAfi9qq7wqd+oqsWq+l947uq2NnRMRERERERERERERERERETBxoXvxuEEUPP2q1AAB8/RzrfNDgAp9QWIyA0AngEwUlVr/TqZqjoAbAcw+CzjrAaQAeCmGvW+xzsFgL9eS0REREREREREREREREQtBhe+G4GqugCUishwABCRUAA3A6j5rIW1AO432lwI4D4Aa4x9UwE8LSI9jP0XiMhjxut+AN6DZ9F7/+mDiUiUiLQzXncGcC2A3WcbKoCHACSIyJPnOU23iFx0nn2IiIiIiIiIiIiIiIiIGo+wNPsSJLyzt/E8AOBtEXnV2P6TquaI+F3dPwN4R0Sy4LnsXwCYAQCqulVEHgcwS0Taw7NInWb0+//snXW4VdXWh98BKNiUSkkrKmGAXYiJgZ3X9tp97cbu1s9u7FaMaxc2dis2YIEFAoKO74/fXJzF4Rw4uw5xx8uzH87ee+055lprrhmj5jnAvMBdqbxv3H0AsARwnpl5Ku9cd39vWpV097/NbDvgQTP7A/iwjud3FfCumb3p7v+q42+CIAiCIAiCIAiCIAiCIAiCIAiCIAgqThi+y4S7fwisWcPnu+T+/g3YfhplDKbK2J3/fO1ajn8C6FVAHedN/09gynTnz+aO2T/3d9/c30cChUaJB0EQBEEQBEEQBEEQBEEQBEEQBEEQVJxIdR4EQRAEQRAEQRAEQRAEQRAEQRAEQRDM0kTE92yImb0KNK728Y7TS4MeBEEQBEEQBEEQBEEQBEEQBEEQBEEwKxKG79kQd19hRtchCIIgCIIgCIIgCIIgCIIgCIIgCIKgvohU50EQBEEQBEEQBEEQBEEQBEEQBEEQBMEsTRi+gyAIgiAIgiAIgiAIgiAIgiAIgiAIglmaSHUeBEEQBEEQBEEQBEEQBEEQBEEQBMFMjwGGzehqBDMpYfgOghr4c8KkisuYu3E8fsGsyc9/TKi4jJbzNa64jPpgdjmPoO4s26nZjK5CEATB/wwxn/7fY3a553/+9XfFZcwu12p2YXa5H7PLeQRBMPtTH7rd2UbnM1/lRSx/8pMVl/HaCWtXXEYQBLMGkeo8CIIgCIIgCIIgCIIgCIIgCIIgCIIgmKUJw3cQBEEQBEEQBEEQBEEQBEEQBEEQBEEwSxOG7yAIgiAIgiAIgiAIgiAIgiAIgiAIgmCWJgzfQRAEQRAEQRAEQRAEQRAEQRAEQRAEwSxNGL6DivH4fx+jV/dudF+8K+ecfeZU30+YMIEdtt+G7ot3ZbWVV+Drr76a/N05Z51B98W70qt7N554/L8zVMZTT/yX5ZfpTp9ei3PheWfXKGP3nbanT6/FWafvynzztWR88/VXtG05H2us1Js1VurNoQfuO0PPI2SEjHLLeObJx1lj+Z6s2ntJLrvwnKm+f+WlF+jfd0U6LjgPDz9w7xTf3XXbzazWpzur9enOXbfdXOs51Md5zA73ImSEjJARMkJGyAgZISNkzJoy6mNOPbtcq5ARMkJGrGlDRsgoVEbodWcuGat0bcGDB67E4INWZrfVOkz1/eHrL8ad+6zAnfuswIMHrsSLR68x+bsBS7fmoYNW5qGDVmbA0q1n6HkEQTCT4+7xilfZXssu29vHTXQfM36Sd+rc2T/8ZJj/NnaC9+zZy9985wMfN9Envy68+DL/9x57+biJ7jcOus232GprHzfR/c13PvCePXv5r2PG+0effuGdOnf2MeMnTfHbSssYNWaijxoz0X/8bbx37NTZh773iY8cPda79+jpQ15/Z/L3o8ZM9LPPv9h32W0PHzVmol99/SDfdPOtfNSYif7WB5/54kt0n+LY/Ks+ziNkhIxKyPh29Hj/6qex3r5jJ3/xzQ992Pe/+xLde/pTL73l344eP/n10tsf++MvvO5bbLO9X3H9rZM/f3fYCG/foaO/O2yEv/fFSG/foaO/98XIKX5bX9dqVr8XISNkhIyQETJCRsgIGSFj1pORzXkrOaeeXa5VyAgZISPWtCEjZBQjo9J63Uy3Oztcq/qQ0fP4J3ypE57wb0aN9fXPf9GXGfikfzzyd9/k4pe85/FP1Pg6ffDHfu/Q4d7z+Cd8ldOf8W9HjfVVTn/GVz5Nf6982jNTHF/p81h22d4+o20v8ap69ei1jH/6/Z/xmslfwBszon1ExHdQEV5/7TW6dOlKp86dmXPOOdlqm20Z/NADUxwz+KEH+NeOOwOw+RZb8uzTT+HuDH7oAbbaZlsaN25Mx06d6NKlK6+/9toMkfHmG6/RqXMXOnaSjM223IZHH35oimMeffghtv3XjgAM2GwLnn/2adz9f+5ahYz/LRlvD32djp260KGjyh+w+VY8/uiUz8Yi7TuyRPeeWIMph5rnnn6C1fquRbNmzWnatBmr9V2LZ596fKpzqI/zmB3uRcgIGSEjZISMkBEyQkbImDVl1Mecena5ViEjZISMWNOGjJARet1ZW0aPdgvwzehxDP9lHJP+dh577wfWXHzBWq9t/54L8+h73wOKFH952Gh+HzeJP8ZP4uVho1l10RYz5DyCmQQDi9dM/5pRhOE7qAgjRgynXbtFJr9v27Ydw4cPn/qYRXRMo0aNmH+BBRg1ahTDh0/92xEjpvxtfckYOWIEbdu1m/y+Tdu2jKx23MgRI2jTbkoZo0eNAuCbr7+k78p92Hi9frw85MWaLtVsc61Cxv+WjO9HjqBN26pno3Wbtnw/csRU9aiJ70eMoHXut63atOX7ETX/ttLnMTvci5ARMkJGyAgZISNkhIyQMWvKqI859exyrUJGyAgZsaYNGSEj9LqztoyF52vMD7+Nn/z+h9/Hs9D8jac6DqD1Ak1o22wuXvtiNAALzd+Y73+fkPvthBp/Wx/nEQTBzE+jGV2BIJhdWbhVa9756Auat2jB228NZcdtt2TI6+8w//zzz+iqBUEQBEEQBEEQBEEQBEEQBDUQet0Zy/o9F+aJD37kn7oH3wdBEExmto74NrOOZvZ+tc8GmtlhZnaDmW2ZPvvKzFrmjulrZoNz7/ub2Rtm9qGZvWVm56XP/5M+e9fMnjKzDtVkzW9m35nZpZU90ylkTnEuM4o2bdry3XffTn4/fPh3tG3bdupjvtUxkyZN4vfffqNFixa0bTv1b9u0mfK39SWjdZs2DP/uu8nvRwwfTutqx7Vu04YR300po3mLFjRu3JjmLZRyZelletOpU2eGff7pbHutQsb/loxWrdswYnjVszFyxHBatW4zVT1qolWbNozM/fb7EcNp1abm31b6PGaHexEyQkbICBkhI2SEjJARMmZNGfUxp55drlXICBkhI9a0ISNkhF531pbxwx8TWHiBJpPfLzx/E37MRXHnWb9nq8lpzgF+/H0CrXIR3gvP37jG39bHeQRBMAswozehr+QL6Ai8X+2zgcBhwA3Alumzr4CWuWP6AoPT3z2AYcDi6X1DYJ/095rA3OnvfYA7qsm6CLgVuLRC59eohs+mOJdiyijlteyyvX3cRPc/xk30jp06+UeffuG/jZ3gPXv28qFvv+/jJvrk1wUXXer/3mMvHzfR/cZBt/nmW27l4ya6D337fe/Zs5f/Oma8f/TpF96xUycfM37SFL+ttIxRYyb6qDET/Ydfx3mHjp38zfc/9ZGjx3r3Hj19yGtvT/5+1JiJftZ5F/kuu+3ho8ZM9KuvH+SbbLaljxoz0T/5coT/+Nt4HzVmog997xNv1bqNf/7ND5N/Vx/nETJCRiVkfDt6vH/54xhv36GjD3nrIx/2/e++RPee/uSQN/3b0eOnem253Q5+xfW3Tn7/7rARvkj7Dv7eFyP9vS9G+iLtO/i7w0ZM8Zv6ulaz+r0IGSEjZISMkBEyQkbICBmznoxszlvJOfXscq1CRsgIGbGmDRkhoxgZldbrZrrd2eFa1YeMnsc/4Uuf+KR/O2qsr3/eC77MwCf945G/+6YXv+Q9j39iitfGFw3x70b/OcVnq5z+jH83+k9f+bRnfOXT9Pcqpz8zxTGVPo9ll+3tM9reFa+qV4+llvHPfvgzXjP5C3hjRrSPGd5AK3py5TF83wTsVgdZywBDcu97A7cDu0zP8A2sD7wJvAM8lT5rDtwPvAu8AvTK1f9mYAhwG9ACeBz4ALgG+BpoWf3c0zkPTH8/C1wIvAEcCqwFvAW8B1wHNAb6Affnfr8OcF8t9d8zlfXGIu3bTx4M7nvwYe+66KLeqXNnH3jyqT5uovvRxx7vd937gI+b6P7LH+N8sy229M5dunjvPsv5h58Mm/zbgSef6p06d/ZFF1vM73/okakG40rLyE9ibr/nQe/SdVHv2KmzH3PCyT5qzEQ/7MhjfdAd9/qoMRN9+M9/+IBNt/BOnbv4Mr37+ND3PvFRYyb69YPu8G6LL+k9evbyXkst7bfced9Uk6PZ4VqFjP89GZky7cY77vdOXbp6+46d/PBjB/q3o8f7QYcd7dfecrd/O3q8P/Tki96qdVufa+65vWmz5r5YtyUm//aci6/wDp06e4dOnf3cS66cSrFXn9dqVr4XISNkhIyQETJCRsgIGSFj1pORn/dWak49u1yrkBEyQkasaUNGyChGRqX1unnd7qx+repDRmac3uemN/3Ln8b4N6PG+sVPfOY9j3/CL39mmB8w6K3Jx/zf08P8mue/nMogfvy9H/jXP4/1r38e68fd+/5U31f6PMLwPXO9wvA9a7xmlOHb3GffjRLMrCMyYPfIfTYQGIMiuQe7+91m9hXQx91/Tsf0BQ5z943M7E1gV3d/ZzqyLgW+d/dTzawB8DSwA7B2Knv/Wn63IDJ6r+7uX5pZc3cfbWaXAD+7+0lm1g84392XTvXfGFjV3ceZ2cXpuJPNbENgMLAgMG/+3M3sMGBedx9oZs8CH7r7vmbWBPgMWMvdPzWzm1J9LgI+AlZz95/M7FbgNnd/aFrXoXfvPj7k1TemdcgswZ8TJlVcxtyNG1VcRhBUgp//qDkNUTlpOV/j6R8UBEEQBEEQBLMgMZ8OgiAIgsoSut2Zi+VPfrLiMl47Ye2Klr/KCn0YOvQNq6iQoM70XHpZv+/xITO6GsF0WHThuYe6e5/6ljtb7/EN1GbVr/55TcfV2SPAzHYA+gDnpI/2BR5x9+9q/9VkVgSed/cvAdx9dPp8VRTZjbs/DbQws/nTdw+6+7j09+rAoHTcw8Avdaz2Hen/bsCX7p5tUnIjMsJ7kr+DmTUFVgIerWPZQRAEQRAEQRAEQRAEQRAEQRAEQRAE9cbs7pY0CmhW7bPmwJe1HPdz7pjs7w9Q2vIaI77NbG3gWGANd8/ctlcCVjOzfVHk9ZxmNsbdjyrhXPKMrcMxk5jSsaFJEWVcDzwEjAfucvfKu8oFQRAEQRAEQRAEQRAEQRAEQRAEQS1E+H1QG7N1xLe7jwFGplThmFlztJ/2i9UOfRbYMR3TEKUofyZ9dw5wjJktlr5vYGZ7p7+XAa4EBrj7jzm5/3L39u7eEe2tfdM0jN6vAKubWadcHQFeAP6VPuuL0pn/XsPvnwe2T8f1p8rQ/wOwkJm1MLPGwEa1yP8E6GhmXdP7HYHn0nmMAEYAxyEjeBAEQRAEQRAEQRAEQRAEQRAEQRAEwUzH7B7xDbATcJmZnZ/en+Tuw8ym8Ac5BbjczN5BjiKPUZU+/F0zOxi4zczmRinQB6ffnYMiuu9K5X3j7gMKqVzaP3tP4N60N/iPwDrAQOA6M3sX+BPYuZYiTkp1+wB4CfgmlTvRzE4GXgOGAx/XIn+8me2azqER8DpwRe6QW4AF3f2jQs4rCIIgCIIgCIIgCIIgCIIgCIIgCIKgvpjtDd/u/iGwZg2f75L7+zdS1HQtZQymytid/3ztOsi/AbhhOsc8SrX9s9Ne35vWcOzAau9HAevWUu7FwMU1fN632vungGVqqd6qwNW11T0IgiAIgiAIgiAIgiAIgiAIgiAIgmBGM9sbvoPiMbOhaC/wQ2d0XYIgCIIgCIIgCIIgCIIgCIIgCIIgCGojDN/1iJm9CjSu9vGO7v7ejKjP9HD33jO6DkEQBEEQBEEQBEEQBEEQBEEQBEEQBNMjDN/1iLuvMKPrEARBEARBEARBEARBEARBEARBEARBMLvRYEZXIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAhKIQzfQRAEQRAEQRAEQRAEQRAEQRAEQRAEwSxNpDoPgiAIgiAIgiAIgiAIgiAIgiAIgmDWwGZ0BYKZlTB8B2Vl4j/Oz39MqKiMlvM1rmj5QRBMm3gGgyAIgiAIgqB4Yj4dBEEQBJXl4xF/VFzGsp2aVVzG7MJrJ6xdcRlbXPNaRcv//OexFS0/CILyEanOgyAIgiAIgiAIgiAIgiAIgiAIgiAIglmaMHwHQRAEQRAEQRAEQRAEQRAEQRAEQRAEszRh+A6CIAiCIAiCIAiCIAiCIAiCIAiCIAhmacLwHQRBEARBEARBEARBEARBEARBEARBEMzShOE7qBjPPPk4ayzfk1V7L8llF54z1fevvPQC/fuuSMcF5+HhB+6d4ru7bruZ1fp0Z7U+3bnrtptrlfH4fx+jV/dudF+8K+ecfeZU30+YMIEdtt+G7ot3ZbWVV+Drr76a/N05Z51B98W70qt7N554/L+1ynjqif+y/DLd6dNrcS487+waZey+0/b06bU46/RdmW++loxvvv6Kti3nY42VerPGSr059MB9Z+h5hIyQETJqljE7nEPICBkhI2SEjJARMkJGyAgZISNkhIz/TRmzwzmEjJBRKRmvPP8k2663PFuv3Zubr7xwqu9vv+4y/tV/RXbaeFUO3GlTvh/+7eTvVlu8JTsPWJ2dB6zOEXtvP0PPI2TUXUbvRRbgym17cvV2vdhq6dY1HrNql+ZcvnVP/m/rHhy+VpfJn6+1WEuu2q4XV23Xi7UWa1mrjCAIZnLcPV7xKtur59LL+rejx/tXP4319h07+YtvfujDvv/dl+je05966S3/dvT4ya+X3v7YH3/hdd9im+39iutvnfz5u8NGePsOHf3dYSP8vS9GevsOHf29L0ZO/n7cRPdxE93HjJ/knTp39g8/Gea/jZ3gPXv28jff+WDy9+Mmul948WX+7z328nET3W8cdJtvsdXWPm6i+5vvfOA9e/byX8eM948+/cI7de7sY8ZPmvy7UWMm+qgxE/3H38Z7x06dfeh7n/jI0WO9e4+ePuT1dyZ/P2rMRD/7/It9l9328FFjJvrV1w/yTTffykeNmehvffCZL75E9ymOzb/q4zxCRsgIGdOWMTucQ8gIGSEjZISMkBEyQkbICBkhI2SEjP9NGbPDOYSMkFEJGUM+He3Pf/STt1mko9/55Jv+7Pvfe9du3X3QIy/5kE9HT35dfNMD/tQ73/mQT0f7YQPP9X79N5383VxzzzPFsdVfs8u1ml1kbHD5q77RFa/6iF/H+W6D3vYBV77mw34a63vd/o5vcPmrk1//vvVt//ynMb71tW/4Bpe/6ttdP9Q3uPxV3/q6N3zkb+N86+ve8K2vTX+nYza4/FWfv/3iPqNtL/GqevVYahn//Mc/4zWTv4A3ZkT7iIjvoCK8PfR1OnbqQoeOnZlzzjkZsPlWPP7oQ1Mcs0j7jizRvSfWYMpm+NzTT7Ba37Vo1qw5TZs2Y7W+a/HsU49PJeP1116jS5eudOosGVttsy2DH3pgimMGP/QA/9pxZwA232JLnn36KdydwQ89wFbbbEvjxo3p2KkTXbp05fXXXptKxptvvEanzl3o2EkyNttyGx59eMrzePThh9j2XzsCMGCzLXj+2adx9zpfq/o4j5ARMkJGzTJmh3MIGSEjZISMkBEyQkbICBkhI2SEjJDxvyljdjiHkBEyKiXjo3eH0q5DJ9q278gcc87JWhtuzgtPPjrFMb1XXI0mc80NQPel+/DTDyOmKmdazC7XanaRsdhC8zLi9wl8/8cEJv3jPD9sFCt2bDbFMestsRCD3/+RMX/9DcBv4ycBihR/67vfGTPhb8b89Tdvffc7vdsvMJWMYGbB4t8s8G9GEYbvoCJ8P3IEbdq2m/y+dZu2fD+ybhOH70eMoHXut63atOX7EVP/dsSI4bRrt8jk923btmP48OFTH7OIjmnUqBHzL7AAo0aNYvjwqX87YsSUvwUYOWIEbdtV1aVN27aMrHbcyBEjaNNuShmjR40C4Juvv6Tvyn3YeL1+vDzkxRrPtz7OI2SEjJBRs4zZ4RxCRsgIGSEjZISMkBEyQkbICBkhI2T8b8qYHc4hZISMSsn46YeRLNSq7eT3C7Vqw08/jJzquIyH7hrEiquvPfn9XxPGs9vm/dhjq3V4/omHa/zN7HKtZhcZLeaZg5/HTJj8/ucxf9FinjmnOKbtAk1o27QJ52y6BOdttiS9F1kg/XZOfhrz1zR/GwTBrEGjGV2BIJhdWbhVa9756Auat2jB228NZcdtt2TI6+8w//zzz+iqBUEQBEEQBEEQBEEQBEEQBMB/H7iTj99/i8tuGTz5s3ueeYcFW7Vh+DdfceDOm9C525K0a99pBtYyKAcNGxhtFmjMUQ9+TMt55uCsTZZgvzvfn9HVCoKgjETEdwGYWUcze7/aZwPN7DAzu8HMtkyffWVmLXPH9DWzwbn3/c3sDTP70MzeMrPz0uf/SZ+9a2ZPmVmH3G/+NrO30+vBIus/0MwOm84xe5vZTnU592nRqnUbRgz/bvL7kSOG06p1m7r9tk0bRuZ++/2I4bRqM/Vv27Rpy3fffTv5/fDh39G2bdupj/lWx0yaNInff/uNFi1a0Lbt1L9t02bK3wK0btOG4d9V1WXE8OG0rnZc6zZtGPHdlDKat2hB48aNad6iBQBLL9ObTp06M+zzT2fIeYSMkBEyapYxO5xDyAgZISNkhIyQETJCRsgIGSEjZISM/00Zs8M5hIyQUSkZCy7cmh+/r4oK/vH7ESy4cOupjnt9yLPcePl5nH3Frcw5Z+Oq37eSPrpt+44ss/yqfPbhuzPkPEJG3WWMGjuRlvNW3cOW887JqLF/TXHMz2P+4tWvfuXvf5wf/viL4b+Op80CTRg19i8WnHfOaf42CIJZhBm9Cf2s9AI6Au9X+2wgcBhwA7Bl+uwroGXumL7A4PR3D2AYsHh63xDYJ/29JjB3+nsf4I5cGWPKUP+BwGHlOveaXj2XXta/HT3ev/xxjLfv0NGHvPWRD/v+d1+ie09/csib/u3o8VO9ttxuB7/i+lsnv3932AhfpH0Hf++Lkf7eFyN9kfYd/N1hIyZ/P26i+7iJ7n+Mm+gdO3Xyjz79wn8bO8F79uzlQ99+f/L34ya6X3DRpf7vPfbycRPdbxx0m2++5VY+bqL70Lff9549e/mvY8b7R59+4R07dfIx4ydN/t2oMRN91JiJ/sOv47xDx07+5vuf+sjRY717j54+5LW3J38/asxEP+u8i3yX3fbwUWMm+tXXD/JNNtvSR42Z6J98OcJ//G28jxoz0Ye+94m3at3GP//mh8m/q4/zCBkhI2RMW8bscA4hI2SEjJARMkJGyAgZISNkhIyQETL+N2XMDucQMkJGJWQM+XS0P/fhj96mXQe/66m3/Nn3v/eu3br7zQ8P8SGfjp78uv7+Z73NIh399sdfn+LzR1//wp95f6QP+XS0P/zKZ96uQ2cf9MhLUxwzu1yr2UXGBpe/6htd8aqP/G2c7zroLR9w5Ws+7Kexvvft7/oGl786+XX84I/9iY9/8g0uf9W3vX6o//jHeN/muqG+9XVv+MjfxvvW177hW1+b/r7ujcm/m7/94j6j7VPxqnr1WGpZH/bjuHjN5C/gjRnRPmZ4A52VXmUyfN8E7FYHWcsAQ3Lv62z4TvLPBt4DXgO65uua/t4DeB14B7gnZ3DPH9M7ff8OcE5thm9gT+AN4I227RaZbKC+8Y77vVOXrt6+Yyc//NiB/u3o8X7QYUf7tbfc7d+OHu8PPfmit2rd1ueae25v2qy5L9Zticm/PefiK7xDp87eoVNnP/eSK6cwlOcHtPsefNi7Lrqod+rc2QeefKqPm+h+9LHH+133PuDjJrr/8sc432yLLb1zly7eu89y/uEnwyb/duDJp3qnzp190cUW8/sfemSKcvOG7dvvedC7dF3UO3bq7MeccLKPGjPRDzvyWB90x70+asxEH/7zHz5g0y28U+cuvkzvPj70vU981JiJfv2gO7zb4kt6j569vNdSS/std943Rbn1cR4hI2SEjOnLmB3OIWSEjJARMkJGyAgZISNkhIyQETJCxv+mjNnhHEJGyCi3jMw4fc5Vd/giHbt4m0U6+p6HHOtDPh3tu+x3mJ95+S0+5NPR3melNbxZiwW96+I9vOviPXyVfuv7kE9H+xW3P+qdF1vCu3br7p0XW8KPOu2iKYzemeF7drhWs4uMzEB9wsMf+3e/jPMRv47zG1/9xje4/FW/9fXv/KRHPpl8zL1vj/SvR/3pX/481s98/LPJn1/w9DAf/us4H/7rOD//6WFTGMzD8D1zvcLwPWu8ZpTh29x9WgHhQQ4z64gM2D1ynw0ExqBI7sHufreZfQX0cfef0zF9kTF5IzN7E9jV3d+ZjqxLge/d/dT0fhLwNjAJONPd75/Gb78Crnb301La8q2T7IHIgH6umbVw91Hp+FOBH9z9kmrHvAvs7+7Pm9k5QP/8uddEr2V6+yNPvzStQ0qm5XyNp39Qifw5YVLFZczduFHFZQRBEARBEARBEARBEARBEPwv8eaXv1RcxrKdmlVcRlB3trjmtYqW/+IZO/Pb1x9ZRYUEdabn0r39gSeGzOhqBNOhy0JzDXX3PvUtNyxvhVGbl0D1z2s6rs4eBma2A9AHWCP3cQd3H25mnYGnzew9dx82jWJuy/1/QQ3f90gG76bAvMB/q9WhKdDU3Z9PH90M9K/rOQRBEARBEARBEARBEARBEARBEARBENQXYfgujFFAdVeu5sCXtRz3c+6Y7O8PqEohPhVmtjZwLLCGu0/IPnf34en/L8zsWZQKfVqGb6/l74wbgE3d/R0z2wWlYw+CIAiCIAiCIAiCIAiCIAiCIAiCmRaL+PugFhrM6ArMSrj7GGCkmfUDMLPmwPrAi9UOfRbYMR3TENgBeCZ9dw5wjJktlr5vYGZ7p7+XAa4EBrj7j1lhZtbMzBqnv1sCqwAfTqe62+T+f7mG7+dL5zIH8K8azvVX4FczWzV9NNUxQRAEQRAEQRAEQRAEQRAEQRAEQRAEMwMR8V04OwGXmdn56f1J7j7MpnQvOQW43MzeAQx4DBgE4O7vmtnBwG1mNjeKxh6cfncOSjt+VyrvG3cfACwBXGlm/yBnhTPdfXqG72Zpj+4JwHY1fH888CrwU/p/vhqO2RW4zswceHw68oIgCIIgCIIgCIIgCIIgCIIgCIIgCGYIYfgukGRwXrOGz3fJ/f0bsP00yhhMlbE7//natRz/EtCzwKqe4+5HVitnYO7vy4HLa5CVP2YosFTu6yMKrEMQBEEQBEEQBEEQBEEQBEEQBEEQBEHFiVTnQRAEQRAEQRAEQRAEQRAEQRAEQRAEwSxNRHzPwpjZfUCnah8f6e4dZ0B1giAIgiAIgiAIgiAIgiAIgiAIgiAIZghh+J6FcffNZnQdgiAIgiAIgiAIgiAIgiAIgiAIgiAIZjSR6jwIgiAIgiAIgiAIgiAIgiAIgiAIgiCYpQnDdxAEQRAEQRAEQRAEQRAEQRAEQRAEQTBLE6nOgyAIgiAIgiAIgiAIgiAIgiAIgiCY6bH0CoKaCMN3UFbee/vNnxdp3uTrAn7SEvi5UvUJGSEjZISMkBEyQkbICBkhYwaVHzJCRsgIGSEjZISMkBEyQkbICBkhY/aQ0aFSFQmCoLyE4TsoK+6+YCHHm9kb7t6nUvUJGSEjZISMkBEyQkbICBkhY0aUHzJCRsgIGSEjZISMkBEyQkbICBkh439XRhAEM4bY4zsIgiAIgiAIgiAIgiAIgiAIpElyXQAA+lxJREFUgiAIgiCYpQnDdxAEQRAEQRAEQRAEQRAEQRAEQRAEQTBLE4bvYEZzVcgIGSEjZISMkBEyQkbICBkzQMbscA4hI2SEjJARMkJGyAgZISNkhIyQETJmThlBEMwAzN1ndB2CIAiCIAiCIAiCIAiCIAiCIAiCIAimSa+le/uDTw6Z0dUIpkOnBeca6u596ltuRHwHQRAEQRAEQRAEQRAEQRAEQRAEQRAEszSNZnQFgiAIgiAIgiAIgiAIgiAIgiAIgiAI6oTN6AoEMysR8R0EQRAEQRAEQRAEQRAEQRAEQRAEQRDM0oThO/ifw8w6mtk6FSp7gUqUG0yJmf3P+HOZ2Twzug71jZlFNpJgpuN/qd8plNn52szO5xZUlvpoO2bWsNIyZgTlvnb19RzPTv1FpduWmVVcDzGzzCdnp3YR1B/19IyEPjCYaTGz5mbWdEbXo1LE2FAYcb2C+qLYtmZmHcxs13LXJwiC4omJbvC/SG/gejPrX85Ck4HyEjM7pAxlWU1/B7oe7u5mtqGZ7TOj61NJUpt6zMy2LVN5M31bMrNWwJ5m1nVG16U6Zja3mc1ZYRmLmFkfM1uugjIqqgg2s2Zm1qLCMrqY2Y5mtpWZNamwrAUB3N3LUJal/yt2D8ysRXLwmqtSMnKy5jWzOVOfXJH+xcwWMrNFKlH2dOTOB7rvs5NiONcG63S/snZUyfHDzNqY2Zqp/6tIu63P8S/rkyr8XLRKMv6ulIHSzDqb2aFmtpmZLVoJGdXktTWzPlC+a5c5D1b4XixsZr3MrFk5xolKM732kpR2LSvcthYFzjCzQ8xshQrJ6Ab8X2rDfSshow51aAzFtT8zm6vCc4Vm9TB/6mxme5jZRmbWpoIydjOzfmbWshIykpz5zWzeSpWfZHQ1s+3NbBcAd/+n3P2WmS1mZnuZ2UGZjHKWX01WHzPrWany65NKzyEqNc80s0ZmNkclyq40afz5P+AoM2tWTzIrfq3SOm0RM2tSqTXGbLjerPiaLJ3LHma2hpm1r4SM6civ5Doraw9zF/i7Zc2se2VqpTm6mfVLf69oZitVSlYBdeoGJel9WgHHm9me5atVEASlMNso8oJgeqSF3iLufg9wCHC2mW1QRhH/ALcAq5rZbqUUlCZ1q5vZuqUo0cxs5UopGqrJySZTc+Q+q4iyLF2bFYAdgQ/LUWau/o2zes8Mhg53HwtcAhxhZpsV8tvcOS2WXvNWUvFbg9yFi1w8tgHWATYys05lrVwJJMXNYGCDQhcNBchYArgP2B/1T4dVQEY34FwzW6bcZafyewBvA7ubWbsKyVgSuB1YGdgEuKFSiop0T34ws+vLUFZP4GEzW8DdJ1VCGZEWpw8A1wNnmdmq5ZaRk9UDuB/Y2czmqkT/ks7nBeCUdC/qhST3PjM7GCYrn8s6JpjZkma2dznLrIPMnsBdZjZ/Xe5XusefmdlW2fEVuMdLAg8D/wEuRM90WUn38zQzW6jcZdci62oz2wgqY3BNz8J3ZvZCkvF3ufuTJONhpMDZDdjOKmgkS/JeAY41s/Wg9GuX2tZDliIvKngvngKOB141s2XT5zOVo2Hqb46AaTtLpDnCp+i5X6QSxm8zWxyNU6OApYGtrczOcknG7cAnwOLA5uUsv451WBIZ3teFwtpf6qvvB9avxHOX+qkvgYMtGRQqIGNJ4E5gRWAj4CQrc2a0dJ8zGbsDW5az/JycHsBLqB+siHE99SV3AssA/zKzB6E8TpfVZNwGNAU2M7Mbct+Vpc/KrQOXRkbLceUodzqy+pjZ5mbWrQJjYXZdFkrvy+YAbWbtLemiKuTksCRwNZr3rZc+q49MNNl9WdaKNGSZDN1zAkcCSwL7W4WN3+n5ONWSA16FZCyO5gznAh+Z2ULlvvez6Xrz29wcpiJrMnQ+K6M5756VGhtrI80RVrUyB/aYTQ4aWhfpTBpP7/j0/5LAVVSwDwcmIj3nE2gN+GcFZU0Xk47veDNbP70v1GHR3P1V4FDgEDPbsQLVDIKgQGa4YScI6pFVgY6m6LS7gDPRRK1k43ca5MYB44GRwF5mtnOJxbYHtjCzOeo6uTNFy+Sjg48mLdQqSZpMDQCuNLNrTEaQSijLzBS9czbQ1d2fS5+XJCfVfxPgRuAWM2tTiUl1kXW7EzgVONnM6qy4S+fUH7gXTeA/NrNWlY5GyqLxgReBC8zsmAJ//yZwBlL8bG4zgfE7KeouAuYD1gTWtDIbv03RezcD57n7LsCxwNKmiJxyKaPaAc8A3YBdrczGb5PH98HI8N0RGGBmbcssozlaGF3s7vsAR6B+t2M55SRZcwF7AqcDi5jZ5bnvCl0ItULKgUWB18ysabmVEelZuRU4H9gCLVQrta3H/MDlQEN07be1Mhu/k3LxCGAo8Bawb1IYVRRTSsUbgd+BtmZ2AJRX0WKKJHgKGUX+U44y6yBzYeA6YHXgVjObb1r3Kz1r5wFDgCvMbOts/CjjPW4LDALOcPeNgSeA7cpRdk5Ga+BBYA9gH0sZHCqBySByD9AJWDGNhWU1uKY50H7A4cCPZvZcklG2/iQply8Dznf3w4FjkOFw6XKUX4O8BsD26P7fg+a+JRm/c/diBNDfKmD8Tu33DuBsd98K9fFXmlmjmSny28w6ICeGM83sSqjZ+J3az7+AA4GzgFesyvhdrrY1F1p/XeXuZyNH5OWBDctRfk7G+cAV7n4eGsM7mdmmlhwTKk3qZx5E863VLG2xVUeHo6bo+WsJrAWsYWU0fqf5637ImXNlNB8sayRzGj8uQn3I7sClwFxA2QxXaV51JZoP7okcZxY0s6ZWRgN7ujYnAj+gtUl/K7+jRlPk6HxJ6nP7AxNNxuNyyrgYPRdnofn6CDPrDeXrG1M5fYDDgHvc/fNSy5yOrP5oHrEY8DRynC6bET8n43YzOwllqih5GzKTk9FryKC7C5R9fOqGAjKeQ8/6mWa2fH2MTTm90PXAFOdTl/NL/d1pyHj0I+qvVqKCxm9ToMhTwCrIyb3sxu80978LuMDdt0HOTbeaWcNy3ZfZcL25AHAKesYPMLMjoexrspZoLDnb3XcFrgGWBeYvR/kF0gBYwZTxpSx9QXoeVwF2Bi5z9wl1OH4FNA+50d2/KNe1zjA5/ezo7n+hZ7038L27v5O+b1Su8y8QB74CukBhjmdm1iDX922JArSOtdk8Q2kQzArMcKNOENQX7n4d8vwfaWaLu/stSBlSsvE7DXLrIGX560hRvJmZ7VVCsR8CCwPz1MUTNH3fEyl2M6N7Q6A+onx7IaXAQ0AjYKiV0fidq3+DFAV9ADC/mZ0MkxV4RfdnJk/So4GbgG9R1E7bdN3rff/M7HyT8mYed78XGUIHWh0jv02pwo9GURYvIg/KidVlVKLOQF8UtXwXsJiZnV7X3wO4+2vIuWEppACf0cbvBmjRtQqaDG+OjN/zwGSlfaksBNzk7rel918jg2LLMiopGiCF81HIQWcPK6/xexLwf+6+CXA3KSLbypum2lAU16D0/ntgQaDsCorkzHSbux+HolCXsmT8LuKezAdc7e6LIuPOGzllRLmi1TsBg939XncfjYyca5lS0ZV7DPgL9S9bAcOQMnhbM5s7jYclPxNpMXwcMsI8C/wM7GfyQK8Y7v4rMrgfArwMLGlTGr/LcS0XQ9evK3oOj8h/WaExuylSti0E/AbcY1XG75ru13jghqSc2xa4xqqM3+Wqn6Pn+W4Ad78CmKfM93hhdK2XQoqsQyxn/C7ztf4zydoJ+AM9f3njd0nziaTI7oeiAq929y2AcZYzfpdSfpKxGFIw/x+KljZ3fw89gxXZcsCVavdc9Mw9B7yHxv710/cFj4Hu/jNSph2NnMo2s5zxu0xVnw+NeTelcs8AhiMD38zEkmjsb4iMqFfB1Mbv1H6uAR509zOR8vwVM2tfjraVZIwDTgbuTkrC0Uj5XzZjRpKxh7tfmZT9t6Axa21k5C1lbVYIhyPH0/HAejal8bu2iHsDxiKH11XRXG1LdN+ybSdKHV//Aga5+w7AScCmwG4mh7ZyMQH1U/cDuPv7wNzI8apc/Amcnj1/yGljPeQ8e7mVIVWtmc3h7mOAC1D7eTbJ2MCqOVEVe1/MrHGad1zv7tenNmDoee1a7dhSZRzl7lenj69FkfJHmNnDmdK+mPJrYCLQGehhFdif2apojiL910PZgUYDL5XrPNKzuixak+4NNEf9aTnmDf2Qc/oVwEqZ7qYcxu/Uv2wP3OruN7j7NWjdtE36vtJ6oa5o/r6Ju79k2p4qi2yf7r1x9/HIqawLsC+a/+9FZY3fjdH6+CCgCbCp5YzfZVrrt0dzhhvT+9OAUe7+dxnKzsivNx9n1l9v/o70I/ujPvhQyxm/yyTjF2TIfySV+wIwBqjINizTYQRatyxaTkcY5Ey1HfATTHZ0rBFTRPgnwAIo4KMSW2LMCbxvciL7E1gX6GZmVyR5k9C6tV4wZUVaJM0f70T9TJ3uv2kblDmSjmBB9FxfjhwN9kbr/F0qVfcgCKZPGL6D/ync/Ufkvfa0mS2WjEynApeZ2cYlFr84ilq6ERnJrkHp+3atawFmtpyZnZUGzzeR8fucVPdpLhRcPIaUWxuZ2fbI+31k9lsrg4dyDXXugQwTD7r7fa5o1ZeR8XjuUifzSenqZrYWSlW6M1IKbYIm2cdB8ROypGA/DHjO3R9xedoPAl40s3ZlXozUiXS+mwI3ADeZ2U7AkyiV5vFmtnUdivkJGZ77AScAG7j7KNM+e3OVUbmRr/PqKIKgBTK2D0FRHm3M7Lzafpu7x/3M7CJTiu85UJRZL6Sw7lLO+taFbFHg7r8A77j7X+5+AfA+Mn73S4cWnVUhJ+NdFB2UeYwOR0b2zKGgVbEy0u/N3b8BrnR5096PnDz2zBb2VsIeXan8iSgyF3d/GinNs3TkmNkSNp30WtOR0cDdRyFFjmeLjCRzQjpmsXIs7LOFpru/luSMRd7svbJFmZn1sDrsxZ6uzWdoIUVavD+KlBEt3H2iKSq1pPqma35+et8YLeT/AbLnq2xK7aSUeiUZl65HUf7LUBWt27yU8nPX/1t3/znXZn9Gkd/zm7zFy7qVR07u0+7+NVKCPIGM3welw5pOS2EwnfJbmFlnd38SeNTdvwA2Q8aYI3OHlj21rbt/gjI+4O7/QlE09ySF2D+miPCsnubuf1JlnHoCRXVcY2bbpeM7laLQTjJGoOiDf0xbjRhynmuajlnYSsyu4e5vA08nWXsB3ZHxO+tTyxG51drMDknX7MF0X69FEYJr5eaXRd9XU5r2/wI/ufvzyRiDu68P/GnJ+G3ao3CVEmQ8AYx297vd/ftqc4Uu6bhuVmYHFHf/Lb2+Rekm30XG76XS2FEnJ628ctrdB6XynkTpXjczs93TcS2LnRNnMtz9Y5Jhz6oMme2QUjhzXqx358nquPujwEPpXvYGVjezq9N3f6f+NOv7vkH9LC6nr+uBl82sYepzi04lnZPxJjA8N2+fQDLwpftdtHE0J2N49jea92yBHCs+I7XjSuLuPwGPu/un6Br+gozf66dDpkqXbFKYHoUcnh9393GuqPjPkPF7zXRo0am2TZGFk9A6DXcfigz0myAjPab96ovO1mPKeDAWuM7d/8zNyb7MHbOYlZB9I8n43d3/m96vDzzi7qsip/bRyAm3aEwK+VPNrIe7v5TW2Xeiufq6wAbpuM5Q3Do0jaHXm9kKLod8kJN3Np+elI7L9hwtRcaq7j7URG/gcnfv53Jua0TSNxRD9qyZWW9TlPpotE5qDexoZUoZbIqCXCD1ZW2BX4Esrez5wAB3/9HMtjCzjkXKWMTMNrGqLAvzoExTCyJD2L7uPsbMli6xf78arZmHoDXzyjZl5Hcpetp/kDP/5VaVOXAkyXktlV9J4/cY5AS2h5mdie7NKWZ29PR+mNqnubL6XYcyzeyHtsbYE1gOOMzk9FBOvkIZCoYiI2gDZPzOjF/lGMuHouwrGX8iY187mBzpXhJpvXl7+vsAyrzeTOVWfL2Zm2e5u9+X/v4EWA0Zv49Ox3UpdrwyRRXPmXR9V7r7L7n13RhSxHcpMqYjP+s3VzCzG82stStDxu0o2GXeYvV1ubKz7CcnIp3c9WbW3OUIMVWbNmVWOwGYF+m52qdnuGyk5/tz4GPk+Ly+u7+BHLH6mtn5pqCq660yzhTV69MEOc49aWbbIN3baWg+T03XKffbpqhfap7q+RvwDfBWWqc9j87xLDP7dyXPIwiC2gnDdzBbkxv0u5vZhqYo3hOQN/gQM1vU3e9AXqm/lihuDuDfZtYkGcpeQR7PO1jdIx5/A5YALjWzc5Bn+dhsAlnbwJ87z/WRN+wNwC7AQJSa634zG0RSchdzctPgHzQ56m7a7wdXWrv3gXfMrEEpE5Y0gV4LTdaeQ8bQXd39I5S6dEtT6rFi+QMpFrpZUqy6+9FImfmGVSnj6w2TIfIoYFdk5N8x1esBpNA5yWQQmKpeJo/FtdF9+RdqAyu5++dp8XY00KECdV4ZRYjNiTxyN0LRfEOR12PrTHFTndw9vhj4Aj1LN6I0XcejNr25lWCYLZS0kFvRzLqalLBrpc9wGb8/APqZ2fHAeyZDQKHprzMZi5rZasByaaGXLXKaA01M+2bdV4ISJ1uINvWU3io9Pw8C36Fn6ABk1CrKEJDKXxJFxWefPYXu45JmdilK6TddQ/E0ZPyT+pjMAz8fgdYgPTd3AT2KlQFTXK/5k9yJ6f+xyGO6s5k9jowz01RS5MraAKXHzBbyBwCPAc+ZUmJdUsLCPS8jSw88weXoNRb4NT2fp1mJe1PmxpoeJCVQWpTfiAxVHc3sQmCYKeKjlPNZw3KpzV3G74fQ/rO3I2NA2fqynNzJBj2Xgf+/KP1ha5Ox6C2KiHxNypRjUdT64u7+Q5LxMVIQ72pm/07t+IJin8VpyF8XWDvXj+2AHKSuS23nRjNrl7sOjdx9YqZodxm/t0Jt9QwURVuUQ05ORsP0XAH8ldrS98APJuX5FUjZXDRm1tLloIG7f4+873sAO5kyqNxnJWwpkX7XHl3bI5MCLYs4vh5d42XMbCDwthVv7BmHonc2NrNnzaxJNia6e3+U9vxz5NxQrGPbONTeN0oyGufG3V9QxqRFUQRt2RyMTIbXyQ4Oyfg6GJ3LuWg+Od2+K7XtLdPfvSwpmVwRHE8jZ4S1zOxi1JcUrDhPMrYysSRVKbozxdhf6F4sj5woK5KWtS7krm8Tl+NHNo71Rum3z0nnMBCYz8w6pPswea6VjN/nobHkDWTQKqou6ZnPZORTa49H12xRdM2mmYazABlN3X2Sp+i6NJZ/i5wxmxT7zE+vDtnfWd+Wrv2NaI23XJo3vmFTG27aIgeAQywX0ZiM38NQ2z0GzTm7FlJ/S8Znl6PDasgJIDOED0Vrjn4mx76HUbRuQeRkTDLNmzNnscxYOxoYY9p/9gaSUrlAGdkcapKZrWxmO6T3j7l7lgXsW9ReSzW+LIzmmXtUmxfcia7RCmZ2NvCWFZ8WuSEy3B6d+gyo6r/nA+Y2rd0et+LT9GcyDrOqVNdvu6KAM25GY29RpOduQ+T0vxZyGmyJnCo2Ava28hi/ewPHmByYzkHtdF6USWB/d/8y3YvTKHJ+guYHA9E42ACN4Seg8XydJGNdUva5QgvPPbfLAPO6HHoHo4j1lc1sA5NT7fq1lTG98tM9bg/MlZvHvUvaP9e073ZZU8Kn/5cwOao3Qmv6pZHuZmdkeJum40a+7iaD5AvIwLoUivwejTLK9aFEB9uczEwfvgRpXenKUHF7Oo/VzOxg4BEr0jCdk9GZtF9yWhP8g57Pn0xr/VuLnfvn7kFLcnsyl3u9mZPxRyq/7OvNNM/a1szmNLM1Len5Upv4BFgDOUHfhJzKC956wrSd1kZAO9NWghdkX6X/h6P7sgRywCi3o0U+Y+japOyCZnYd8Dfqj5umuhZss0llbwRcZQo+GYB0as8Dd5nZgtl6xaY07DZEAR17oLngesgYfVFxZzkluXlatk3oIcCqZna0u/+Gtr5ZFvUf17v7qGKN/9OrR/q/NRpzj0fZQzqgDB8nA4en+fO0gqDGUOUos4MrW91PVAU7/IOi5+9B+ougglj8m+n/zTDcPV7xmu1eQKPc3xtT5VH2OHBw+vwQNDFcLHes1bF8S/8vhSYE86KJwnnIw3YulHb8fqBbHcrJ9rdbIb3vgAy8b6Q6HlqHOi2LolqWyZ33/WifvqZIebxsGa5tVuel06szWvhdl+q8RO7YnmW6n6chL+vewJtA2/T5nGiBulIR9V8VeeyvihY2/4cWukvnjq313lW4/W4C7IPSD74MdEqfZ+e98DTa0bVoAb0oimr5CTgSGbzfQd7w5a5vV+AlYOP0fkukZN46PRcGzD+dMg5EqSmz9+sjBfw8yAN0qXq+B/OhdLUPIc/NPunzfN9yHXKY2bTMMhqm/y9Nz++rwIZFysjaxgZosdMyKz99vgBSQI4Btimh/OVS27sHWK7aMcek8jcu8RxqlJHa97Nom4mirlMNMvuj/jTbb95y322AlBV1epbSc3kPsHr+/qa/H01lbV5ifaeQkft8EIooeQfYqEzXZqPUJpev4buLUbTgZkWW3SD9vzFyLlmvhmP2TzKKak+1yM2euf5ovtC7hmNORUq3LUqQ0xU5Ag0Eulf7bn4U0fIHSg9ZlnNLZS+DlLYr1dAGhyBj3Wa5Z21tNCbuCvStdo2OTm222Htck4w1ct+fA1yFnKaKug45Gd1Tm1y/hmPeRoaoos6jhvI2QcrFA2v47sbUZrcqsuzsuTg7tcFzct81Tv/3QUrbYvvZWmWkz7dBDp2vUOSYV4vcAanMW4B/V/tup3Td6tSvo7nG7iiy9COgaw3HnICU/1sW27amJQNFBh6ZzqksbavYeqb/N073dMH0Pj+HGY0cdDdJxz2L9mU+B221kpWxGFqLlDS+1iAjm9uuhjJcvUqJc9QaZHTIfbc2Ggun6g/KcL3nBuZIf6+V2si+NRx3c2rTW+c+awUck/7undrQqUCzar+9Cc05C2pXaP33H6BHer9v/lnLPfv7p/ZQ8D2Ynoz02YFoXTuUIvqpdJ22Bdqk92fU9Byjtem7VJsPFXlfN0Pzzv8jpy9I352N0vCW2mZXR+uJR0jrgPT54Wgd9ArK2lUuGdXn6Cug8XDdIstugJwEnkv3aHe0dm2Vvu+VnsmOJdS/M1pPzoEcXEcD2+W+uwvt0Zs5YZY0P0R94rOpvTVB8+g7kc6nHyWup5Hu4ZXseUmftUzl/xcZvkopf2WkL1k299lSKMq8L3IcnWp+XYZr9hJau96AMiFmY8ga6b5Mtx2jOcELaB54ANKx9UhlHov62sZlqG8b0jwcrcdfJzdepM+bp7Y1Cti2CBkdSWsllEr9Zaae+18F7JDaQ1Frwdx1HoB0Ch3S+7KtN2uTkfv+Vsq43kR6sJHI8TG/5m+U/t8lnc+mJcjYEs3jPkVOLfnv9k/t+Q3KvCbLyVgSzX2zcbMzcoR+DvVxV5ZQ9grpmeuIMjndhvqyOdD8aAhaIy2dju+FttfL6nURmoc0R+P728DiZTrvLKBpw/Q+2wbuyOweUzVnrZNuvsh6bEhVRPYlufuwENry7AFgn9rqwZS6ob1RH7UZ6qNuSu1nP7ReWKHS5/O//uq51LL+1c/j4zWTv4A3ZkT7iIjvYLYjeZKfb2bzJa/JXZEH1pZImdDOzDZyRW2egTxigbrv++fubkpdOQhNmrLF0NXIwPMUmsjc7PJMnFY5G6FJ7wDk8X2Tu3/t7qejtLE7ob2fWtXmmWtKT7kXUpK8lT5+PtVnOaQk+YmUhrgUUp3XT+e+F/J63xw5EnRCHprd0+HvlyLLzJY37e/8KbpXV6LF7HBTusUt3f19d3+5wPpvgJQYCyIj8dqp/IWA7a0qpeZnpdS/ruS8DrP7OxK1h2OBf7m8yzdHmQDm9RQpmJHOqT9a8H+GjBjHoMntSsiTsQFwkLs/WIEol7mQwn3fFD1yN5rQHoaUe+7uv0+njLlRKt2Ml5DRvpm7v+KK9qw33P0PZHhbFi1G/0qfTzJlMWiGFBe7u/v9xVzTacjIPEv/Av4NnODuD9dYyPRlZNH05wHHuaIQ82maO6LMANu6+x2Fnkcqf0M02f82lb1HiigiRXisCuzm7g9ZokwysnSoI5Ci8+hir1OeFHVzENoWoyW6Pmul+z4f6vO3qsuzZEoxdhmwgLs/n51S+m5R5OS0mbvfW+xzWZOM5CU/B+qTjwb+4+6DS332TZHe56CsG6+Z2UJmNm/6rgWKCN7L3e8r5F6b0g4v5Irqb4cMw5u7+3/NbHEzWyld/0ZIQbRfse2pmtz5YHIU3DJoob+dKx3oQukaZiloD0TP+z2Fyszq6Urtdh5SuG2TGytBDmqW5D9Qjn46XbOmJIW0u79sVVEmmLLRLITa833ps7XRdXgYzZ82NaX7/zuNxxsh4/99RfZ7XoOMzawqsngh1O8dWux1yM2tLkIObrtabjub1MbaAzsWex55Utl7I4PqVmZ2bO67RdBzsbu731Xk+fxjioD/E42tjcxst/TdBFOa+oPQfXyojDJ2zR0yD3KwOabYMa86pqwQu6PIihuA/5jZfrlD1gEOcPeH6/Kspzn8y6h9TwK+TnKy57gDuk/bufvdxbatWmRk23gshuaTx5WjbRVLegbWRVsvPZDWAHjaq9sUlTcOKek+QX3ului8lkJK1wamCLe9kWPcwyWMU4vXIGNU+noiMpKcUMoctRYZv6TxsDMyVB7n2haqbKQx+GaUQn4VZChthvbNvjl3XAfkELq7u9+ZO8+FUCT4Sa7o60HI2HOopchv0zpvNTSXKrRddQG6AQNMmYMaIiNMFvH9T5KzGrB9kfdgWjKy7BB/IOX6Ye7+UIHlg5x7tgPWsaoMEdn6aY403m0M3If6qedrKadOmOadJyLjdlfgwDQHIne9ds+uVzHtNsm4AvgcXZ+BpohJUMTh8sCJ7v5IieeRl3FiJsMUbXgJevYeL6DMOXL3dQ7UX7yL+uxdgZ3d/fs0Dn+GDBxfFXsOqczerqwNryAD/oZm1s21tcieyPB2J7n1RiECLLeFjSvD2lnI+LYhmqvcjebTu6B+pKi+yswWS+Ve7+7vW4q2TOuzedE9H1BC+Z2QDuAWd3/TtE1FQ5IxHc2L9ve0TUA5SH3boWi+9R3qD34E5kpjzQnA8dNrx6n/PBH1k3+j7ReOQs7hFyJD3cKespeVUN8GKLjgMjPrldbjY4FR6VHOdOTNkW5iF3e/vYj7sSrKtrhKqvN4lD0n3956I/3WCcWuBdN4vyZwEuovvk5j91xJ1mKUuN6sTYZVZZLM2l1J683c765HmU6aION0Nl5NSnP4nZEesOD5aO74+5Cz8x/A9zZllsdGKPCi6LXINOQ3TPP2x9Hc+sv01Zfufi+aw2wILGAFZk/L1bMbypbQDjlWH+3KYtYSOakdhfTVC5r05ZsAV5pS4n+IdMhroKxLcyDng4+LPedc/VZE2SvHAAeY2aEoun0fNH84Gvg7N2etk26+iHq0R1H+hyK9xgcoU8GSrgwG56GsD61rqofZ5Mj1LHvRVeh6roMcP3ZCetl/gL3d/dVKnk8QBNPG4tkLZidMitPBaCJzvbuPNbOHkNLnmnTMkcjravPc76yQgchkXL8YLcBXQkbUh9HeQI+mBfGc7v7DtMpOC5FBwLXu/qRJCX852pf78HTMnMiIfpS7D6upzmnxuRaayDwNnJUG4/mRZ/J3rr1TSiJNpuZH1/ikVOduSKm+N/LyHAicnK9rAeUvhJQLb6IFzw1IUTUnivq+w92vNRkoBqHJdUELt3RNbkUeeMugRewW7v6dab/YgcC5rn35Kk5u4rQe8miemOp3JopGewxNmi5Ek9bBNZTRCF2n59LkfDFknFgROM3LbDTO1XkhYIK7/5YUXSeiheNByUiyFfCtu79Sy+9XRBPyn5Dn6e3AOHff0ZTm7UqkhCt5ol3Euc2HlNpNUaTbImhP3idNBr45gCbu/lW2yKhrH1JHGfMjp5eP0/uC+qi8LOS1PBylGl8Ttf1B7n5pOpdl3f2JQs8jlT8HWjg8nPq+JVHb6wFc5DIgNnPtm1Vw+dOR0RO1+99Q5NhzxV6nnKy26Pkb4u7HpL78IKSMetzdH0+LwlF1PZ+kKLgFONPdL859viRKc/hasdemDjIOB75w93uKKbcGOasjA/CJSBm0FnKeWMndR5hZx+yZKOB5mBM5+SyIFCrjkfLyFjS+tkWKwP1dxqq5XfuGlnqv50f9/Yfufo1JEbw1GlvWRQ5dY4Cd3P0bM1vM3T8tYr6QPe+LAr+neUEbdA1/QOPaBybnpXHu/myp7aGGOqyNIjR2d/dbc3VaEvVjbyaZhhyWnkKGi8tRpMN3prS844H27v5xCc9zg2nIaIKe6wW9NEV/B5TxZitktNgDta9H0jO8BHIUeaUMz15TFKG1L1KcrIgUOC+7+4XpmKXc/Z0S+vElqIok+AlFoa0GvODuN6djFnLtbVrsfalNxhBPqaLNbBl3f6vUZy+VtShSrH3g7vulz5ZHys7r3P283LHTlFf9e5NCcXcU/btd6pPaupwme7r7e8WO29OR0RopCkd4iUa3YjAZGAa4HHsxs/9D8/LbUZ/WFxm5L0MGkF/d/Zk0F1sfRVyfgBwuvzCzpd39bTObx7WeKvpZmYaMrE11cjl5Ft22pnUewHvIYDKiHO23BtkHIkX158BLnvZrNrMn0H7mu5jm6r2y/jarg2kt2As5EH/j7seZ0jXvgOY3F6Y5VFfXtkXFzNW2QI4APyOF+I9I+bww6oe/J6VdLqEPqU1GK+TI2RBYtJS5minF9UooEmtd4D13vyr1w38jY8XiXoBDdC1yGqM1yA1pTO6D5p0tgEvSXKCVy7hbynNxPvCsy8jZDvW/66C5yY/AIi6HtVKei9pkHIccdxZxGWDrJCO1401Qm2mN+r8tzOwedE8Wc/eRptTNFyAHs3IYTDqg6NuVXGvM01A72xXN0Zdz9weLKHdBT0YWkyNAX9RfPJnKPw24NM0/MyP13yW04Q3RuuwP4JA0LmVzsuOAzz1nZC3iOVwaGXO6IIPtp+nzedBc5UyvQZdQoIy26Lrs6e5/mfQOB6Co6b3QvHlYGtO/RDrnH+swlq+LDMMtkdPW2Wic/RBFn05w7ZtbMmm83hbd75OQ4+DRue8NGb6XcPcXS7jfu6K+fSdkbD83O4f0LB0KvOruz5Z4Pnsgp9oHkDF9cxQ4cgF6Pkpeb9Yi4zPUFnZGhtui15u556AdGkfmRfdoD2Tk/syq1pkdXMb3YnUwXVAGlYYoQ8L+SGf2TGobv6E+pejxqjbZufcbIEfTA13OAg08bS+Vvr8XON/dXyyi7FWQLnEBoH/qZ7ZA2T+OQPrWfwMvokx2F6J7uCByTvvJpENYFelbC9br1lDHrigS+lR3f8TM+qF192fIcNwabVHzWqmyplOPxVEfc5C7b5U+WwjNG5/yKkfwfdE1Wh0Ym5uzZW1ofbT2exHNRR41s51QtP1LwJ2etsurxLwzmJJeS/f2h556aUZXI5gOHVs2GeruxW4PVDQR8R3MboxH6V57oD3QWiOFTxcz65uOeRbtMTZ5f7kiBqIRyBjSDS0cV0RRMmebInN/86r9O2szevdDk7nG6QUyGl6Tew+KguhFbl+k3IDbLw3K+yHj82VoQnpwOuZ34CEvweht8n5cOL1dCEUrfob2YsYV0b4vad8rZJwodnK0O5rc9kkThYlJ3hsoRdNKZvYC8lw/xovzVp6AFFObIkeBnVwK923Qdd/P68noDVNE5J6DJk6noT29B6JJ9/bomhzltXjQuiJ4GgDbpfv+KYr4XwTY3WrZW7vEOm+EHCAuNbMLXJ78pyEnhatMXrl3eTWjd+73WQTCmmixfAO6//Omif7VyKO43ozeuboNQMqV25CCaBC6F2ub2Ymoj5kznTOeKKOMk5Dzzj1ehNE730bS735ECoQb0UT/SrRn+hKuvZOeqHZ8nUnP6RzIwITLS/gVFPW2Q1qg/pKVXcykfxoyFkULkknu/lwx9a+BP9Gzs5WZrZzqfj5yUBhgMuKPqu18smtv2nvywDQevIOMDDuY2T658/owW9wVcm0KlHGOFxGhXIOsFc1sPZcxZz6kSPkGpQbPsmaQfybqWP7Crv2wHkcKiP+gKMR7kNHtEXcfgMbZlZPSMdunvtR73QhFKPU2ZRB5C43pA9EYvz4a59ZMx39ejJDc834zcJaZnYwULccjJfrOJqP6o55TfBV7frl7toKZbZOe8yeRYuMKM9s+Kzs9S1kmmPmSwmUUmodchqK0vkv9/abu/mfWJxfZZuefhoyN0Xj3RlKIWCHtttqxc6D5w+8uz/1rUArBfcxsNXf/KD82ldiW5kDzlF9c0RRDkdJ8T1PkAl6C85kpK8BFwOvuPiL1hw+juew6VrWP9Y/ZuRR6PtORsZbJ2IRXZRQq9lzyY9NnyLDQy8x6pjnDa2i+s6+ZdbQqI8N0jd5mtpGZnWsy8oxyZU16ArjX5IR3o5m1d/f3sjILab91lHEF8JZXZd6YEdHeZ5vZEenvV1E2qsfRumgUeg7mcCn2XkjHfYacZC9ByuUvkkLvVJNRKNuruphnPotqq03GKWbW0rV+KIg6yuhPVdrwbJ/zsikfrWrP6YuBO5ACvafJsQo0b1nIzJq79ht/s3r9XVl+3kERRp3M7FTXuu1mZJg+PD0fn2f1L+QcTI5P66HxrnOq47+RovuuVO8lpzW3KVHGnWie0DybqxVDktEOGdd2QGPzgWZ2A+qvHkNOUyUZvUGZNFAkXv/0/g3Ur/dDmSnmcffv03cFX68c86H1KO7+HXJQbYMcBkZn51Jim61Nxtkosu79QmS41pzfonXbuSiFOsih7UEUNbgPGt9P8TKt49z9a7SeeTWNDaciw96TSAfyW6Flpr7jajM73+QIeBaan62Kzu8HZAw50sy2A/5Jz2tBhrb0fyeTceW/yOn+R2BLkwNFNic71Qs0eufKX8zkwDYMOZM+gcbSLunQici4W3L2J3cfjpxeB5lZI5feoSWaP+/qMnqvg4JE5srPT2o5h55mdpW7P+7ur6P2urO734kct5sDLbwMRm+riuYegxxsn0HGx8PN7HIzu8XMzkR91+9eB6NjDTKye7Iw6scvROuaE1BWynvN7ArU59/oyeG1mDmvmfUxOY0OQ/3jzUgXcwdau87lpa83pyejmbuf6yWsN7O6mYzBd6A2fIK7X4r6ldtNTgQvmqJyvy70fHIy+qOx7wCkG3kUOcsemeZPnwNdShmvqpObR65lZmenefVbyOB+sZmt68q+ktEZjaU/TLPgKctezcz2TnOrn1Gk/J1AGzNbAbW/J9P49hnSMV+LHKPeQ8/BD8CdJr3olsDZXoLRO5vHm5ynmyJ99j4A7v400oMthXTJw7xCRu9cW14FzRF/BjqbIs6zNdQfyCEg42ukJx6Tru/kNUmaj5yDxozlgCPMbDd3vwnd19WQ3pzsN5U4ryAI6kYYvoPZijSoTESpaZ9AUStPo4ifY8zsWmRguqeQyXNusFwiW0C4+7towvB4mnz9F03OP/Cct14t5fVARsLHUeqsC00RQf8g4+sSmdIkyembVwqlAXdNZMCagAzop6N0PY+iCcRh6di/KZK0OOgDbJQmBtciBa+hKK3JhwIt0gJybBFysknyecjQsKMpVfJ4tJePuyJYjkdRhlt7HdMO5e5dK5iszBiPDDfbu/snJo/kY9DEfWKh9S+WNLFtiBZ4e6FFxEfAve7+nbuf7O67Io/qh3MT2+yceqSJF+l8vkdenJBSdqFoyY5lrndf1H63QQqUg0wp+j9HSpCG6Nmo6bdZyrWd0F4++yFD/wTkYboZuhb9vciUraWQJsTHIOX7+8iR42cUhfYxMoxd6O7fVFDGoii6YCQUHNWTtZE1zezotIC8i2QUTc/R48iLeoq+oUAFy5JWlWr8XGCsmR2c3o9CCp32FNH2CpTRDhnZiyInq6fJGakp6ofOBY4ys5VcDkSnowj2X6ZVXm4xdCvKjrEv6osbosXtwWa2f7H1LVZGsQuuJGtj1DazVPzrufu67n4DuvZ9UbstCFOk9x6mSL8h6XzmRIqz2919j9QHrIqiJR5x979LGdNyshu4+2jUZzZCGUuWd/f+aDuNG5DXe5/s3LJxvdBrmRtfNkYpILdEER5zI4eUZtV/U8oCOafUuQmlHnzSzLZz92dQROIgM9sx1c1y9/gSk7Pgq2ixf68rmm15pCAfXkx9CpBxFoqMzBTAxSizVjAZ+j9HDizbm1kblyPiXWiusmH13xV6Pun/LP3dT2jedZ6ZtfaqLSyeQn1t0bISH6GIqcXNbNFc230MzXOnci6rgIwpFFHFnEeuHfQzs/3NLJu3Po6UcUuajHsvoSwkX9XlWU9lboCepRuQoeqRdN9PQM6vewIXFDtuFyDjKs9tb1Sfii7TdgTDkPHxRDP7tytSfyAyIJyIsj6sgQyx6wAnmdneLoPnnehebGvKQHR2Op+fiqlPumZ1lfFz/ndllnFWdRnlIrXpf3J9wXWoTS8PrGLKGNMNzVMa1lL/1VN/vZbLQeYsZPzO0p5fizL0FDXumSKb9gCucW1DdCtaF1+P5jQrAWt6CU4tdZSxuicDKxTV7y6JotEedvcrkbH1Q7QOPhk5qg3wIh2Xc/36oma2lCmV+pkoVfOu6bDP0Zz9Qk/OIEXK6GUyULRHmV/mNEX6gtZCH6AIuz/rQUZBhsS0bjWXceJJqtI2zw18hdZ2L6H54sFe2tYF2bl0NWVzwN03QlkrhgJ/ufsxyAC+qxdhpHIZ8Y9ABqY7kMP1USgC+AG0Ln0etYUvi+nTc3Oyh5GD2WtIP3VXkruzJR1F/jd1lZUbnx5G9/oltP56GDmUHmFyrvzLi1hXVseqjD990Tz2TlOGhFvRnOFQM/sXMvaeVtu4W61dfAk0TH02yOHnhDQ37EnKslBsnfMyU5+dOaP+g8aMO5Cx6lOUxfFRlC1ysk6oiLFpAJqHL5LGhuPQM/IuanNXoIjQohxocu3qbuS49DRwJBpLLk/n05+U7rwYCpAxd/43xcozZdQ8Azk2zQX0MLO53P14dL16AHu4nHaLldEN9RlbIkNncxTMcCly1nGUEv697DflmMvlntNzUf+1DQrieQRd00Fm1t+r+AJY2+UkWpey+yIjfubUtBZaH0xE85KjkSPBQ2mO/xfKsPks0MrMeric109CziAbowyeQ4o5X6ty/vvHlMXxQtR37wn8ZGYXpLo/h+YKjxQ7z6kL6Rotj3Tmt7gcsg4A1jCzy9JccgC5NZW7P5zNW0xbnu2VxlTQFnvboLbfBfV/W5jZjq4ss6e4HISCIJgJiFTnwWxDTqm2DJokd0UGzmupSrvWE/jMq6WZq2P5m6CJyZvI2HA2Mh7djibMG6CUKU9Pp5xF0YTrL3fPlM/7IcX4TaT9sl0RTw2rTwKsylP1YpQG+dK0CLkGRT7uker6ubt/UNfzm0Z9F0GecSuiCdD/pc8fQ5FOL6Y6H+lFpibN3bssVecpyGC2bDrkDRQZNxeK4pim8amGcvujieZraFF2P1p8LoMcFgaQ9hYspv6lYjLm9QCWoCo92B7ofl5v1VIfpd+si+7LGJIiBi0Ud0XG7oWQgn97lJ7n3DLWd1W0WGiL2u0OKHLoaXff2VIq4lp+u4i7f2uK6r7Dta90A9S+dnb3vcpVz7qS7wvMbA0U5TE3Mk5t70q/2c4VldjItb9UUemOKykjJ2sjpKC/Bi1cPkXKx2EmY8MxSLlzX6Flp/LXQ8/PBLTX6eUou8AeqG9cBPWHOwPfu/slM6mMBkkBkqUaew4tZC5Ei/lV0ML4eJcxZnrlGTKinoHS1t2V+vstgQbufprJkP+PFxFBUF8yqslrh8a4XVwpVpdF4+gtKBPJnWi8Kni/zjRuNUFp2I5CWVS6oz39JqFI+4ZJxhleYmrGGuSvg9rVmcgYNBH1YYNMThAXonv/QJHlT/buR5FIC6Ln8liUpeUPpLD/wsvocGVVqeR2ROPoDShK48Y0nqwBNPa0n2fqzy9Beym/mPrjrVBkWy9kLD69lPGxPmQkOWcgw9826NzXQYrlp5BTyJGone3m7t+WICczgn6HDC+fo2dwp/T+P8jRqGBFfK7dLIXGiHdcqf2vQHOuU4Gv0jGNPO3ZPLPJqEXuRkgxfz5yZrnP3c8ws9NR33uUy9mzzueR6nsZepbbIIXyD8jpYxNXesf53f33YsbU+pBRLsxsUzSfdfQMnOruZ6bnbW20bjgU7cd7LRr3jkLndjPqf3dBTmVPes7hsoi6rDQ7yJiG7Gz+sBFwMJqHv+baSmJbtCXIaJTB5Naa5lvpt2cgx9WDkOH4EpNz9MnAJ55LvVto/dD4ehEyxJ/sKQVt6o+3QWvjc9AWG8Vc//qQ0RCt/e5Hc7/9XBGhmNlmaMuxx1BK8mk6nddB1qZofjwGRcN9h5yC9kUO9L1IKWlLkDEA9YFfIx3FCBTxdj6aJ2QyShlvKyIjN24sAoxERsPMae1ad78pzUd/9SIdZmqQuQHqt35HRsMtUh1uRBF13YqdP+XOpw8yRD8AfO3um6Tvs+dwF5cDbLHn0B4ZDg9x9yFmNhD10+ugQIXNUfrrr4osvxW6v0e7tm/ZG6XlPxTNpXdDhp6ijYU5WQ1dad7nz66Jmd2NHKl3R2uz7ZHz/VBP22jV9uyn9cpayEHrQDQ3Pdu0FdgtyBn2ymLXq7XIXA21qUM8ZVlK13ALdF+OdPe3S5SxPJov7O+5DBQmp9MTkaPGC7X9vo4yFkOR0Nu5tgvpgO73H6hdXQ0cXsz6rD5lJDnZs7g82soicwLbzqfcdmUOd59Y7FwuyVgUbdXwPjLybp/0I6uiMfyv6r8px7mlv09Gc5auaO25ebYWMWUeG+VKtT6V3m86Mrqlc7nTtYd7LxRV/ZZrK5AmaFurX6ufkykS+0w0X7rNk+7Y5HAwrshr3RiNnee79NQd0HO1r2n7uh5oHTzJ3fcupOxSMLPtUZ9+Azrnv4EOaD03AnixtracdAZbI6exm9CYtAAKqNvblXb/GeQMdqAru0pQj0Sq81mDGZXqPAzfwWxLUjZvhBZn93pKEVdkWYugCfgGaKDeCE2afkPGkU3R3rxP1FZGKmdhpAQ4BRl1T0V7wf2TJv//oP2LXq/ht9mErWmauByEIsXOT8q2OZH39QCUmqloBUCaIHV37c/bDinq50Np3l705P1nZjujye8oL3EPHFNanuPQgmkEWrAtj6KNnkOK8b89F00znfLyC9r90SRlMRSJ/LG7X2FyEPgbpZN7qT4Ulrl6dUfn9D0yJN2IFkJPJWV0tof5VG0q/fZM5E0/zMyuRIvMq5E3ZU+0iM/20NzIS/CUztW5ITKuTUzt7WrkoXlHmswfAqxQ0+I6TXSbIIPibkiRdTna+22IKYL1GLTw/LW+FccmT9kslf+xaOK6pWu/w/WQQ8G+KJ1tsW28PmQsiJSoxyDl1hnoGWqCJvudUNqzp+va3i3ngJNrewelxegNqI+9DinZlkrvOyPD+4ZeB2/l+pCRk7WQp7R7pn0hrwfOcxnkNkZ9+50oYnQftI9unbeLSM9CR2Af176oyyBP9Y0zuaVSHzKSnDnQAtHR2NUOLfQ+QM97Ly9w72Izmwul1f7RlMptITSuZhkruiOjbWPUjudz7Ytdtv7ZpLA/Cvg5KQVao6iFjdL5PoLGwILOLZWd9ZfZ/p+ZovBcFEHygslA2wYZ9Mux92V1RUY3dJ/+j+RUhBR9e6BIvGWAx1I99wNauvtJOUVHIzQ+tUKKiZEF3uNWwDLu/mh6X3YZ1eS18JSm17Tv54ooin8imrd1QWPqHOk6bOCKaC4YU+TC0ahvXRWNsy+h7Sn6I+PM1+7+VDHlJxkDkCL4zVTna1K7uRQ5AR7rigYpmvqQUU1eQ2SYHIjSIB8GbOspGizdt3s8lwp6GmVNzn6T/p8bOZbcDqzv7r+Z2QiUEnlr5GharJK0YjLKSRrLnkBOnI+aImSfQQ4lF5ki8EYiY97RaFy7Likkb0fbIp2eysr6rGKfx8VmBxm1yJ3Dq/ZsXAMZfTdF/UEn1IbPMSmxjyTtb1xDH70IMtLvhvaDPAQ5RN7i7qebFNcNvEADTH6+ns69NZpv/ooyqWTRS6sDP7n7R0Vcg3qTkXu/GJrbPo8MYb+mz7dEjt5vFyqjmrxmwL1oDv4lcqBaFTlNvYLW7D+5+3sltNm5UbrjY10O+L2SvJfR+LQE0gF8NrPKSOPGEcho9CHal3U5pM94ERkvN/IypAhO85gzUFTkx2b2EFo37Zra3a3AFZ62lihSxkroumyA9AGDgJfd/RDTXtm3ovMpeiw0GXEvR45d36XP/g85gxxq2vJnuumMp1F+w1Tvy71qm40zgE7uvq3ljNQlyGiLtip4z+SMsBt6Th51rSfvQOuEf3kBUZtmdgya5x+A9Ex7IYet29L3zdz9l1L6cJPurZcnfYrJ+NzaZWCfy93H5c5xe+AZL3CLwCRjfVeWlew56evu/zGteSa4dH0N0Xz8My/S8J3rf7uhtdPLSO/TDzm6nIi27Wrg7q/OrDKqyckcydoiXebcwFIufec6aNuMfbN5fpEyMqP5Aul8WqBn5M80Vh2JMiyWJUrXzOYB5nbtlb2My3HgJGBNlHV3W1eww4Zo//U78vWto4zsuu2GIqnfAw516YVXRHqBdb0WvUDu9x1Rv/4HctR7p7Szn+z8dh96vh8CBnrOyG1ypN8TuNjL4JQznbosjoKBLkBO13sgXfwQr+bYO63rn/q+9ZEu6jY053kBBQCBnMsO9jrqqoPyEobvWYPY4zsIyoTZ5H2RnkLeux2Brc1s7uy7AsvrgJRdbyOv3AFo0TUaLfZecPf/ePJqnUY5C6EBcXtk4H0LGfmWTxOP5939RZ+20XtD4J60iPocGbZWMLOWyKg7F0rXU5LXO4rkXcNkcBqM0lAORIb2/qZUcJ1RWtJ7vcT9dU2pjS5C3oDfpEnIeWgCtzRSmH9Yl4mEKSXacul6NUOelfO4IvGvQQrqxU2OA0+5+2BP0ZzlUoxNi1SvdZGC8nCkNP0RpSE61MzuQYqEY71mo/e8qA0ujQx/oEiRudCkfbE0YZ0HKf4399KM3o1SnTdGBqGHUzsEed93Nu171h2lCq5t8trElQL2yFT/l1Hq+rvM7BykED/X3X+pj/tgZu3N7JbcR/2QM9hd6FlvDMxj2j/5AuBmdx9dSN3qQ0Y1eUu5oiyOQMaXgciQ9zBKR30q2sP1aahzavMFgWvMrLHJIWYr1PaytHwHIcPl4Sid2+soE8b+qO3VxehdcRk5WQ2Aa01RsbiUp+NIqfldnr5vIaPMXyi9Xq0KkKzPN7PFTSl8W6Looy9QXw9aSI5FRr6CqQ8ZNchqY2YdXAr+s1Dk/QNocXcqVVn53oGC9zpcAjjazA5E/d5I5OjQFPX7HyBlo6H7/UMhMupCGiN/BXYy7b06El3TNuiaNiv03HJlZ1lGbjM5KJxlchRqhPZxWw8ZSC/38u19me3tdn56/wma+3yextN3UHrxj1D69q+oSrH+F/J4J1MAIiX/Eu7+rReYGtOqtkj5yhRJUHYZ1eR1Qen9s71Yj0VZYu5HY///oed5YRQZupcXb/RugQw8jd39ddfWEUORgWQr5ExwnZdm9O6FjGDroiw1q6J2uiZSDv+B+r+iqQ8ZNdCAqmjyA1B2m2/MbFMzW93dj/XCjN59gQNMUZ+gKM3vgEXNrDdKVXq2u08otF3Vh4wK8Ad6vj8FSHOxo4ALzGxfd78ljf2LofG0n2nP86+R4X5bk7Fk8hZJJZzT7CJjCkzGjf1Nznkgh5pd0fwhczRdx8yORv3Pxlkfn69D6kdGI2V+S3SfMufPY83sOHd/14s3eq8LXGXKHDU/igRbEKXhXCrV53kvzehdHzL6mfZC3RTNEw5E0aG7ZWOLu99d6HWqhcbpPHD38cjhugGwnLv/6u5Pe0p9W0J7aoQc0pqk95+h+WYP1zYu72fz2ZlRhmmbphPRWOeo7R+Hxtt9Ud+zoZdo9DbRDK1hu6TzATmYzAfcYXK62N7dny9Gt5PkdEZrr1Pc/RNXgMS/gHXN7BPkgH+4F2j0zs2j5zKzbO07L1Nus/I8MiDiBRq9c+XPb3L6+xs9H8tY2nYBbffwUyq/VKN3A+QQfLEpYvIolOlwPHre93D3bVDK6DpFZiddzRLIMPc2ioD9FD1zA02Rv3jK8Ffs85CuVV/gazNralVZKrL5Ymb0XjHV/8JprfmmwaLAK2a2kMmpczxy0sbdx7mMiyujFOHXuZwMC2q3ueOz5+HzJGdj5MDYFxgC9E7z04IN0vUhI0/q59cGLjWzfdA6IXOiGZDGmXOQMbZgo3dOxvrALWZ2PHK8/Ddy3tnbzLZCOsirvLypqRdHuo39UBrzbDsF0JYd35mMwxeQntWsvtMrOHefmqXfXIechP5Gc6AGyEloLOBWlS10ClK7NFe2iXOQM0DBW2zUUL+GrqxzG6OMm+cC85vZfma2m5nthHSYR3kFjd65814CzRkPQIENt6B+rG96XidT/frnn1NXZtO7kZPjdkg3chPatuJOlPkkjN5BMBMShu9gtiNNcDLj97PI8/k+d/+zAMVttqjogwayUWgycCIyen9u8kC8EO2jNFl2tXLyz9jfyONtLVL6XDQh2QVFNk/vnFZHk5oz3P0Pd38YGaV3RMqWa1FkRzmi/b5C3pb/Qt5wP6UF4Z0o9eyxaAJcqoE9oy3wvCvy18xsTpeyPks982sBZS0KzGFm86QF00nIiL9DKvMutEjvihRO9UpSOG+CPD13RhP8e9AidSeqIkQezLXD7P8Grv3YLkdG6C3MbMWkpDkYRbc1AkiKjb09t6degfXsZPJCn2SKcDsFpXC9A6VxXR9FDrZAE8lbMgVX9cWcybHhu6Q8/jO9lnX3W5Dzx90o1VRRqfKLwRVltrSZZWmMM2UR7r4LMhIdi56vQz2lypzZZFTjAjM7xd1HIAXeR0kZ/GeSdZ4XmLLWZUg/Ez2jC6A+705gB5Oh/TfUHpogxSFJ0btnXdtefcjIyfoH2AxoZGZZevRngI6ZogU5x/wIzDG965X65gHoGT4UPSPLowXnsmb2Anpm/q9Q5VZ9yqgmaxP0TF6dlARfuPvurj2iV0X355liy0eG7eaob34ytdHPUCrseVCU8rvI+acsC8hcH7qyme2ZFLjPIAekI0zOZPOgsWagl5Cm0xR9fzZS2jZDURLu7gcnmXuirQbKsTdzJnMNFIFzsJndlD4eCsxrZoNQRpFT3P0tV5rWkcDJZrYN8lpfxcxOMbMFTWkgbye3Z18huPs/lZaRkc57JzQvWSMp0HD3I5Gx/WLT1huOFEvbe2mRDGPQtexkZvsmWdciw8JqJMNJEeeRtc9GKLPCIajd7I3mi3+jMbi/u+/pBaQDr08ZtcjrYXIgnRspiDZCUXqfJ6Xf2Sh1Zp1IfdQ6SGH+LcoEshdqAx+iseIBlPKxqL0J60NGqeSub0eTM5Snul6fO+xLdA7D0pxuIeTgcxwaPzYzbbHyLbovRaUrzdVllpZRB5oipfkA07Y916H2sCNKwXwtVY507T3t3Zo/B5Px/D5g0bSuWhh40GWcmojGv6K2Kckp+M9F68NNkONaV2RU7wJsZXKgLYp6lnEJMk4cSZVSfy+0btijusK6EHLtaUGTg+/3yOFuPzPr7HKKfB1oa2ZzFjM3z8lYxMzmTff4KuB4M1vSZXT7Hs0/i3XOr7iMHJlD9dLI8f+M9P/paEutG70q4rjoc3HxC9JrvIwM0d1dBt4t0VjSI/tdXXU7NdAI6Xf2sbQfrbsPQwb2L1BmgYcLLTS13w1JY0SaKxwJ7Glm55jZUShbRSnj0wD0/D1o2rv9QWSUHGhm56HMNtPMQliAvH9Qn3UvVVmw7kLP/UPAaqntrYsyi00TUyTsBqidLo2uTWc0jzoDOXGNKVPd3RVJ+xspq5y7Xw38ZmZ3mllzk8PfrSiivai0+S4j389UOUs8DvxuZo+aWU9TpOggcnOdQtqt2RRb991vZqci58EjXA4gd6MtHTdC17Fg6kNGDTJXRv3HZ8hRYDvkQHVt+nsz4Dh3f6DYvsukyz0MPQ8TkN51FeQ83wfojbJKFC2jJtx9KJqDXQyc43KgGY6CoNY1s8Eo6OM/Pp1tMmsoO7tP95nZqWa2v2tbrqfR+Pg0mvsNQs/krSbnjuq66cl6c3f/Em1HVedggmnU72+T8fsVpPdeD62RfkT3eU0UPPVrqbKmQ7tUn/tQEEgnFJF9PXJOPIbprNuy+YiZnWxmhyJHnSxd/QHoHvZFGR/uLmcbCgrHLF4z+2uGtY3i54pBMOPITc4WQZOIBl5tT9z830XK6IeMiVe5+2DTnm2rooiV59FgeZTXsBeIyXD7V/q7L4q6+s7kob4Gihy/A+0vfRram2yaHm+mNIXNXHulTN5D2czaoGjfObyGdHoFnnP++rVDE852aGF4gStFUHdkfGrk7q8VI6cGuT3QBO1wT3shmbw8W7r7rXUsoy3Qxt1fTwvYd5Hh97G0AD0dRebckiZ9C3uKMqsvTGmD70ALh0OBJ9Lk8BhgSbTHdY0pwkwR15sjJdlpaFG4LvKOvdVzqdqthr3hC6xnB7Qg39aV/nkDYCt33zV9vyGKnOvr2tNmXncfU1vbM3nuD0ZKpK9QROVIlBKtLIvbQrDcnqVm9jLyaH4BKVA/B75BUQV/oTT+E2ZSGdVTQa6IntlTkELnc7TQWw1FOdZZgZOep2vcvX96fzZydlg7HbIvMl7e4EqnmKW8rHPbqw8Z05C9ILo+F6LI+NOR4uUvlAb6eK9lT7msvae/myInlIGu/ce2RJk4hqAUmT2B31wp2wtJX1ZxGbXI7YuirtdDhtSjqdrbtiFSdN2eKQiKUdykv/+D+sFmwFlJQYApinI34LLpjYmFkvrQk5ERdkNk3B8KbIuUIA3RHqX3Fll+1v+ujhywPkEKjm3c/UuTEvrDbPwu9V7l5PZBDl1bUuV9/iYysC+Jnqm30P7lnpR8fZCRfwWk8HsLGaJ/QIaL0wvpL3J1sUrLyMlaEmVx2Qo9t/ugudDzyGHuQOR9X3Tes9z5rJTKHuvur6YxcE+01ceV6dh2XsSebjkZ/VDfc5m7jzezg1Eq1CvNbFekPDrNS4ygrJSMWuRujIyTTyAF95lIWXQ8ipZeA82j69QOTGlCG6Pn6kr0zF6NogxHmIyKTdBc+e0i61xxGeUiKT5PR2uJFd29r8nRbn40PuyIoqCbo379HdTvbozuw+boWbnVS9jzPleXWV7GNGRnKUG7IUPNMNTvfg48iyKE70DGnH1rahtmNp+7/2Fme6F7syUykp+A+q090PY3LxczPqS5wlFIKdsJOZXcTpWR8iuglRfpEFuPMrJ1zpkoc8klyNFhzvR5E7Q+LGkNatpjfT9kUH8eGYibIsPIzSjb0J4uI1axMjYkbauCxr5HkYPnyahf2Q3tW/7YzCrD5Lx8gLvvmd5fidLTfmBm16FAmtO9PFtqrYvGhS+RYWJBNNb+jLYxKNohKyejLUo9/bMp+8IpqE0d4nK0xXIpsOtY9uQ9eU0pfK9FzmW/obZ0BeofsnX8i17YllNZ/2MoevFGdF1GoXXMi+g5XIZkRE7r91LXBPm1bHOku9gFGJCbtz8BnOkFZLoxOa30QWuL29A88Up3f9zSNkHF1rkGWX2Ro8S8KKvTEyid9nVIp9cKBZWUMh9dG1gdOer0Bd51bal3EVrrt0XR5I8WWG5+a41+6F7vitKlr4WeiaPS2ulClDnvgZlNRi1y2yCHjcvd/dr0fg3k2P0fpMeYlJ7ZYrd+aI0c/y9xbUEyH1o/74uMlr966Vkyq8vM+pnWyFGuN1pz7uLub6VjmqD1b5O0Pix0Pd0XjYs7ofu0LtrW8ziTU8wmaCzoj/R1LdF8Y0evJdNY9qynOfA/ZVqfZnqbpVCAzz7FrrHrKK8zyiT2sEn3+AzKpnhe+n4z5Dz3hLufN611W+4+9kB99w1ovtkP9VedUDv6GLjIc3vDBzOGXkv39sFPR6rzmZ0OLWZMqnPcPV7xmiVfSJn7JVIyHArMnz633DGN0v9NgA7TKc+qvV8TRTSflN7PhVJznoSUHuvU8rvMU3Gp9P404HegXe77M9GeYVsUcL4Hoslbg9xna6B9i8pxPTNHmH7IC3L/dN02Q5Or/ZHh/3iUPrTG61aAnFWQV+Kq6f2xSIG3K7ASUmytXUC5ByBF34rp/W7I8LBWet8feXDvNIPb7UJocXpWrk0MQFE6NV5LtAh4By2qDkSTxw3RQurk9AwskG8bJdaxf2qjy6G02f3Qwr1j7pm6FFhlOuV0Q+mjDC3Qb0OLzsvTs/V/5apzEe1v3txnT6b63IeMRoORInPJmVVGrtzVgM7p7xZI4bVTet80Pb99iiz7OZSJIXt/OlKuLJReZ6Z7OV+x97GeZOT7zIVQ+mxQX/wNir4FGQm3QyncJt/HamUtgIyK2TWeCxmft6l2DjeUcE8rLqMWuS3SM74S6l9eTu3rXWQA6gwsUNu1qeMzsTRSds2V3h+NomIWQf3ZzkDTcp5XkjMvUgC3REb9t5AxKKtXe6BtiefWINeOvkIGkex6rYv6+Eqc28rAdbn3cyLHosur1zPVbUi6z3Mhpcn1pLEWKZraFHMdcnLqQ0YXNI7enfusE3JWvAcZpTYo0/XdAKWQ/jdSMm+cPu+P+vX9yiBj7VTnNXKfbYuiRw9AipU1ZnYZ1eS1oWofxcORYalZ+m6J1Bf0rEs7qP49MlbdgtK0d0yf7YAiLoqtb8VllPOVnrPXkCJu13T/5kjfbYbGsjVR3/oGab5G1b7uLdDc7tLs/Eqoy2whY3ptAzmZNUcpM69DTh0tkaPTc2jusnlNv0frxx+Rg04XpHzdO32/OVqzrFtE3RpWe98U9b0vIMflhdN1uocix58ZJGPhdF1fTtd8aaqi5+Yqwz1dDK0Rl0VrsINT2UsiZ5E9Kb3P7YgyAiyb6r8Tmu8sivrjTYGVZ0YZTKlLmRfpNdZL7+9HhoDlkUNzUWuMGmRuTJUz4oOpPbVL53I5yro3L0XOG5KMDamK2BuUa2sXojnFAkWU2QwZtluk92sgp7vs+wVT2y34+c6V/whyKCHd6/uQ0QzUB32EnMlLvg+pzLyepzeaB7VLz+KByBFlLTT+fAQsXWD52Xy5M3IQ+CS9GpZyf2uQsxgyfmXrvgOQTqt/Vg/kREOxcpGu42mgS3q/UWoPe1M1dhTTrlogZ6Lu6f2OqH9aNz13Wea9E7NrWeh51IeMWuT2S8/iPemZz3S4bdBY2rUM934D5AhyNVrrL5A+b4L6yGXK1c5yMrP7vQlyrl40vT8yPSedUv9wWgky5kR9ZP4+rZ3a+SnpmJ3R2v3W3LN2Sm1ySeMv6mtOAeYrsD6NpvF9VvZqKGin07SOL/H6r4907tk6rS+aJ++fO+Z2pIfrVIfyVkVj0S65z05F65mGqQ2XpMeLV/lePZda1r8eNT5eM/kLeGNGtI9IdR7MUiRP18zrdD3kdfoA0Bo4zMzmd3c3swbJy2xS8k6/j5QCujbcNZqZWQczW9CV1nUV4Egz2861R8+b7n6iu5/laf/l7He5cn5CaZr+Y2ZLuPabvAB41czapu/fTK9hdT13d784/eZaU2qmVZHBsyzputN1WxMZOMYhBd8ZaEH9CEpNcwfwpruPzf+uCDkbIKVRU+AJ0/5tt6EUuNuhhcmJ7v5kAeVegu7ziWa2sisF4SloD7o1XV62B6LF5wwheWz/iBQsiwOXm9lJyJnggWlcy27Aa6798i5GC6qL03c3o4jJ37x8Xqtvocncw8DLrhRM/yBF0Iam9LL9Uar+afEXMlg+hCae86Fn6kCkMLy+jHWuE6n9rQdcYmbHps/WRv3IfO6+k7tvhKLdi4o4rQ8ZOfqhfdIPRwqEw4HdzayTa1/C+7yA/cpMaVOzOq+BUrW9lN4fgwxadyJlwQXA+a6tF+p8H+tDRk7WQqR9sNM9eQR43Mz2TH3xsmhv20vd/UN3v81TFEP159GU7WLTVKfjTNsnjEN9V09LacSQQmiSmc1VRH0rLqMWuWuhxfMvaJzZGKVmewHdi6WAvz1FwxTZ76+L+pQjgPdNe2ufgZzA7kVGg6+8MqnPJqAF98Uoum4z1z7P65vZMu7+jae93Yo8t37ARamNjUBpYIcCK6XvzkFbrvxarhMys95m1hHtOdzetNc1Lq/zs4HNzezM3E86o3Mf4e5fpXb1KFJq7WpmO7oie0Zm51VEnbpUWkbia2Tom9vM1jJl2fkSzYl2QAr6krfOSOdzEjKM/IgM3/ekOeGjSFle9B6HZtYwRX5sgyKfn0uRULj77cig2RWl5ntuZpVRg8yuyJHlFTRGbQrs7u6/pOfhB3d/2+uwZ24u6mIDS3vYoznqEigF5lcpmuQYlCq6mPpWXEYF+BNlPOiOjKkburIy9QOecvfbkMPk7ygK7SsAdx+I7ssxaW53imt/xzpjZo3NbO70d/NZVUZdSW1jE6RAX8wV2Xou6lP3QXPhtdC4cm9urWrZ71371w8FVkRz+CWAbqbI0ntd+74+nv1mepjZAqnsv81sbTM7xMy2Q0b2X5Gy+ztkdPsCOLrQ8aeeZMyXk7Gqme1i2gpjLIrEbpjG6gno/v+fFxCJOw3mAD5zresfRE5MLZAR7E53v6oM/eGfaE7zpisDwKOo/fZ29yfd/X4vISNJJWWkNr96WqOORUaUpdLXOyKntpNRpHcxeyJPQZqrr44yuPyJonC/QA7Sf5C2QHL3McXOG5Le5AzkGPQysL2Z/de1RdBZwGiURa2QMrsiZ84JwLmmCPIfgXaW9ttOa43rkKGk0Dp3Q/3Mp8DtZtYK6Y7+QltpzePuP6PMTGVJIpr62yPMbM00ntyD7vn9SDfwDOp7H0H352CvOcPFnFbLdgRetbfwF8gQvTqwm2sf+mLnhdXld0HXfThpzpnef4Tmx9umdeWoVKdi5rztUICLo/UTKKL8QeQYclTq0/8o4hRao3Xwv03bL9yM5vt7o6wij6Go3nXNrEu6loWeR33ImAJTBqUz0PZDB6I1/+WpD5gL9cMFPyvVZCyPnOPmdvc9kP7lv6ZMUZ2R0bjspH5ztST7ZHf/LK1PzkLZam5CASFvFlJufk7h7n+lufu3SC+3v0tf+h3a8qkDSnF+E9KDZr//Ct3v6mVnUdkLID3qU+5ep/aarud1aP/01Ws6xqsy9b2AAn6+9AK33atjXRqm9noUWo9v4dry9FBgFzM7PM3jWyO9Ul30wb8j54nJ5+buxyFHinnd/WGv4B7lQRCUjzB8B7MUaULRD9gdeZ4OQSn+HkWTpWNNxu9/0kDbFKWiO8u1b9NUmFkrMxuY/l4TDfp3JoXxj2iwu8TMdpxe/XIT/JuRUmOQmXVz9xPRxOA1U4rXM1FKvrer/b6JKcVMbZyW/r8rlXGoF7gvTC31bmBK/70FStdyLTJQNgUOSwrevVB0dkn7EKeJbaZI/oaq/W7Wdu35vCFSkN5fgAKoAYC7n4sWZMebjN+DkFH5djNb290Hu/sLpdS/FNJCr4ErhdceaHG/FEqvdn92XA31+wLtW94hTezuRUqatu7+WW1tuxhy9fsYTao7pq8ORgvtDVCU5oE1LXTzpMntblTtOTQeTdIbobRir5er3nXFZDg8GUVbb2BmZ5tZC3ffDFjQzP6bDv15ZpSRW/wsnso8CRl6RqFFzi4oTWvXIqv/I1octgdwGehHW5Vh+kgULXE/8IsXtxdUfcjI6AesaUrpezCKhtkD7eO4b1IYrQhsYmZLWrW9rzJM2yfcCvyZFAM7o/2LN0dG6L+AU037hl+HHFkKUs7Wh4xa5PZCBp2dXQ40E5BibWfTFhv90B5kX5cgoxtSaG7u7lujezs0teEzUFq7bcugaM7kZc9JZ1PqM5BhfVG0bcdXSQl6EWnf+BJkLYMUGr8ir/6tUfu9Ey3Ad0HGswfLNfakucYA1A5+RdfzJjPbzMx2ANZBY3Zr0xYbUGUsnseqjMU/obb1BGnPvhKVjhWXkcaoScjr/g1kVF3JlK7xT5eT4ucllD/5HqWxdRukiDvJ3RdDY9gtZrZ5mlMUrPTPZCQl73g0FrSzKdOKLo0cRQ52bdlSUNupDxk1yTOz5VC7HIEUjBejbBWfpfn7ycgJrk6kef/GKMvFk+mz61DWlO3M7GEUvXe0F5Bqtb5llEru+mbrjHGo374MZToalvq009D4tj261guh9rtBrrjn0XwMl9GnkHo0RAr9HWdlGQXWpyeKNt3e3V8xGbTGoH1DlyTNa1NfN7l/S+1qJTO7xMzmROP7YOT81QEp/a/My6pL32hmjYG3zGx3U3rYS5CjyVpoDTse+NzMXkUK/1u8wDTU9SRjHuBhM9vEzBZHjgX9UHaNS5Cx6jvTdkEPoq3HakzTWoDM7mZ2Alp/zmNmuwO4UrOPQo4kNa3DCpHR05QC/CfknHVikvETGq8XLeUc6ksGinbLUls7mhNu53JEHQBs5+73lTqvMeleNkFR3Y3Qun079Gx0QWm9v/LSt+AYg9ZLi6EMCy3RmPiYa+uzg72AVOqm7faeRA4alyLD0rko288QNCfb2OTcvwMFGj/Tc/c8isI8HOm77kCO6I+ie7NXmvMdjPQp5WAOZHhcH6Xy3d7dt0Pj4+qoLz4NzXePcff/Vi/A6mYQy/rJSe7+g7sPSb8t5dmbrENL87d70Dxk2TT3GYva03vImaPg+Wh+nehy/LkNrc/WNrOmaQ31FOonH3BRsON26pNuRI4nh5jZ4u7+O7o/zUwG5PlRNGpReqD6kJHHZJQ9CqWafg1tL3Fpkvc2mi/u5+6flCCjNXI2ftXdh6T29B8UyPMacs7dwVPa8VIxs7ZmdkMa40F97/OAm9l+wL1mdid6dncFNnX3ewpp52kusRFws5ldYGb9XcbpxsDCpr3SF0RBJc2BHu5+rrt/5NKJO2rvE1KdV0hrtMzo3RQ5oB/nMhbX5byXROm/H0fr68tNeoya6v93ev5+tURdz72uJBkboSxob6J9zbd2Gdz3QJl1zkV67renV15aa76L5pyrmdmBZraQma2CxsayBJ4FQVA/xB7fwSxFGtivRVEOxyJF5EVpAF0XDU6XufunJs+1B9BerS9Mo8xeyBA7EqU7PRIZ0ZdHXl7/QalfH0DpWX6c1gTWFPF1GlLK7oUWKIe5+0cm43lL4AOvtmeYyUv4cKQcftansYdtmqCQTSCKVSJnv00T9V/N7CC0wDrf3X9Pk7gnkEFi5LRLq5O8tVHE9ViUtvAKd+9t2o/mfjSxvqnIsvP7ax2BUjye7Norb0fg27pO5ipBtfple3UthBb6XyND8E+549dFRnFHi5KLkEFhKNoz7EZkRHqnTPXL2kIrpCCfA6V/ux64Pz1nWb2bu/vo3G+aABOrt1nL7cWclFqrowXOUmVQYBSMmXVCkbTPuvuFSalwNlLQn+GKRlvR3V+ZGWXkrvc6aLHxAuq3LnbtEdUOKXO2RE4xTxRYfrYAaoCiGD9x9x3Sd4NRKrLV0/tuxSxM60NG+m12rQwp0PoiRfNGrqi4zOh5c7pPk/c4m0aZxyCF2Rru3iktsC6mKu3fMsjh6WN3f62Yvrk+ZCQ5+f22t0Dj6hkur3RMe1pthDI7nOvuDxUqI5XTAKWVuyjV/WRXdBVmdi5SAnT3Mu7nl5O9KTJMfI2cLZ5GqWr7oudxBeBwdx9cRNlZ+2qHMnIs6O63p357e9S2b3X333JtvtS9Fqf4vWmf+v1QetN/oSj95ZAh5hgUMXUYuo8TUt/dCCl9miEHupfT8zDd9l+H+jWotIwaZM2B5oLtUNrSZ0ssN7uvGwJruvth6fOtgJXc/T9pHvNvlLFkKoVvATI2QA5//zGzvdHzcZFrH/ilUITb3kX2sxWXUYvcNZBz0VPufmu6VlmE6BOoXR6b9QF1LHMOZAS7As0fV0Hz/SuQwaEp8Ie7f1xCf1hxGaWQu5/rI4eoz5Fi9ReUUecY5Mx+AMp6sAnax3IflxPpCulc/ovmj9siI35RWRHSfO6iWV1GAXXpjdaJtyMjyorIILcnmoM18VoMZibj7j0ownQcclg6FCn5twRGehEOzKaosruRAed8d38kjbenoZTLe5qcUH5La+Ji5iP1IWNL5AjwB1K6v5zm0XsjA+5ZKMPbCHd/p0gZ+fnOUihK/0I0Vm6Q5DyAdAu7uPvLhZRfg4x50VrnehQxdhwyut6BFO/7eBFOfvUhI5XdFa0Bf0AOB8+h9cYFqJ/Z0UvcXz0nazFSWujUhrojR8vdTTqf7ZGuoOA943P95rxoz9o/U19/KZqX3GDKlnUESkNekCHMzPqi5/n29P+tSO/TBBmMd0NtrHM6h0L3d+6ODDYvIiP0QUi31DPJWwUZeTojx5Oi96LPyczvT7wL6mNvcfez0/cHowCF9ZCzz1T72lqVQexStHXT3mj+9HstMifrCkqo9wJetT/72mjc+Bq13z3Qc34C2nt7kuV0MgXIaOopo0Uai1dGfcfVKH31tqivf9a11i91zr8EctBpieacTdE4tDZVjhtnuPtdM7OMavKWRM/GCqiPeiN93gndp/Y5nUCx87lmqI/fC9g1G1/T2uR4tAZc06uyDpQ8nzOzZ9E6cztk+D4KrccuQdd3deB2r4PBtZbyu6Hx6TqUWvwMFFDSCK3zmqH+ZweUPbMDyjJ2Ua6MVdFa8VY0buzt7k+anNzuQ/e5Vn15tfo0QLqtL939svTZf5HDxwvAMFeGy+z4bB3cDAWvXVxT31EKJt34c0jn/oTJmfVaFKhzuymD0BxpXT7Vfa+pT8itNZdF1+1HZFR/yovUiwSVI/b4njWYUXt8R8R3MMuQFmLHAGe7+3koomk/MzswDV6PI6X6p2ZmaMJzTB0G8Q9QKpgGaO+aD9JE7L9ocrF+Wky0d/fva5ooJ3kZqwEPudKL9UcKqpvNrLu73+zuF3jN6ex+Rwb3DYFVrIbIw9xnv2WT72InbNUUvPeY0s19jhYLK5hZS2SAmRsoOSWNKQr2DJRG7nvkmZilh/kBRR3VyZvUaoiMTxOTLPL7bDT5OsvMVknX/dkarnnZyWSYvClXTIoj8u3GqyK/f0QT/VbIWzgrY0WUPuwXpBg7GBm/Gqb3J6CJXFmM3qlObnJAuBXdi6NR+98X2MjMDgHmSYf/kvtNC5TSqW8N9+Tv7Hq4+8fufhWwsM8Ao3eiGVqkbmryah6BFJCLAieYvFGLNnpXWka63iuhPmYz5H3/M0qJ3d3leX46UjA8UUh7T/3B32bWOLXVviha9JokeyNgopm9nt4Xa4ypqIwaaOfut6L+/E+U7mp+d38ROTXtYYo8r0sfNwY9fy+k+g0G9kcZK7Zz99fd/aZMIVhk31wfMrK2tLaZreXu9yDF1FqmCG/c/X13PxM5CjxUaN+ZO76Ju/+JnLpeBvqYoudwGRVvpgIp58xsUbRv4LooPeqKKELm/5Bx6EZga3cfXMy4kK5ffxRxfDxwUurTH0eZF9ZCqb2bZAq9UpUrSeYqljLUuBylLkFGieuAJ939UGT0WhC1mYNdEdDZmDMJzXdGIQPlKqmskg3S9SEjN55ksiYiI8wPKPKtJNI13jiVmY/sHQW0MrOzkJL+HHf/bwltp3p08RWp/seY2QNIKXVxsX1gfcjIqHYN5kH9V6f0/iUUrTsKpRc81AvMfJDuceNUzm1UKfqPBz5PfeLH6dhi+8OKyyiFrL9G9/My5OhxSFqrbIf6tyWRASdzpnwJ6GHaYulVlInia+RM+R+XEbPQfj1bg3wyK8uoQx2yeXxHk+F6ODKMHozWLXuiiLJO7v6p1270buiKMNwI+AwZvlujcaiDu9/i7k8XcY2ytKH9kQFh/ewr9Fw3Sce87ikKu9B2Wx8y0m/uRs/Zcsh4BErZ+gLaH/Ufd380W+8UKcPTmuzfqZyxQD9X9qzLkCP2NsgRrmCjd05GPjX4Wyjd+FvIQW0ScqI/wos0SNeHjNTeN0AONEujYIDOSdYZyEFhTDFl1yCrA2pLI9DzQfp7WTO7ARljHvUijN4w+Xptjoyft5nZBqmvHwF0NbNd0DpkNS8u+nMoylDwGDJ2foicdcYho+9t7n4ImrsXZPROfIYcK68GXnT3sam8d9C1edOV9WsPL6/RuynwvSsb0yAUFT8gHfYCantNvGajdwNkML0xrVUuIaXONmW/WKja8ZMNYmZ2mFVFzRZS75qyU7RB/e4jqI09ivrspWBKnUwBMh43swNM+sjz0LOwOGoHLyKnk3+htVSjYvqq3NizBHreLkXztquRnvBY5MS7PnLWuKvY9VklZdQgq5vJmeJbpF8ajNZIy6RDv0LOEuPN7LLULup0/XIyepqctud099PR/f6PySGTtDY5Dc0tHihExjRkN0xl90X60tuQMXgXoG+ad49E67JCdDItTY4vmAK0bgcecffr3f1KNA+6Ahlht0UOkTsC57n7zkhP2MfMmpqyehrqlzZGfVSWHh1XhoK9vI5G7/Sbf4AT3P2yVP5/URaYP9FYtH6qu9nUqdSH1tR3lIJJbzo/yrTxY5L5EHKcu9XMBrgygv2W6p93Il/EzJrV1Cfk1ppvorXNgsBPnvQi5Z57BkFQOSLiO5hlSBO005En7Z7u/q3JA+thpIQ8v9rxdY4uShOXHkgZ8bq7H5w+PwXtL3ZMmsROyhYGNZSxMVL2/YKMx2e49iXDzIah/ZD2cvdpLhjN7HRkJLsQeMVriaJNi4O5vYQ9Q03ppy5FyqMn02e7oYXgfGjhcKa731esjFRmBzTR+szdD08ThT7IADERpYzZ3d1frO365sqaZmS8TRlZfRTyyqvXlNqmKM2T0WJrD7Rf+X3VjslHQ2/o7g+nv3uh6/KWu/+fyUP1GpT+eN90TEt3/3l616rAOrdHC8PtkMfvUuiZOAIpVM9CqaG+qfa7OVB0wd8oav/F2haUVoSHdSnkFvGd0XM5BqXKPBA5mVzh7p+YotxbeRGeuPUhI5ODnHPeQQqHrunzHsjzvwdwqpew15Apknx7FIn0CkqL9RTwdq7t9fES9vOrDxk5WRug9KQ7uyL1dkKZPN4C7nZ5/TZz91/qWF6WBaQNckI5z+XVvzEaO1ZA0VulePhXVEauvfZCEUJbIsXGk6bIqx1Rhofr88cXKWtD5HU/AqWXuwd5iH8DDM4rGsvZl6XyeiIF1KcoimEnd//czHp72sO9xPK7IWX9peiZvAKll9sszRPWRovjkp2TcvesIUo1+zxK+Xp66heWR23jexQB4MCawDeuyN58lFg+Unogikr/oFx1LKeM3Hk3B8Z5SutvNWdPyY+npbTZ6pG/K6BU6hejcbADyrZQjBK7Nhn56GJH48dv7v5BsedSHzKSnOwe9QOWdfdzTYaGc9F8t6CsI9OQ0xgZpt5IbbpLOpcdvEwprutDRimYjDRvo3t3OnLc+doUzTg23YeNgSw6eWnUB/7t7keaIm26FDu25u71LC2jgLpsjJwW30GOqWeiqP+/TA6I1yDl8TPTKSffXzVETmZ7oftXdNru3FpwBRTldIC7X53WdVci5/DhJc5HKi4jJ2tLtM442t3vNEXTnoUU9T+VeB5zoj58e7Qmm4jW2Pvk1l7TXOPXUc4xyEH/ALSG3htlpruj2nEzu4xGaI1+OTLkrABc6XLab+VlyNCTlWPa/m0L5Kj4lis7TDM03o4tcV02F3JEvAI5JV+N5rxfoHawAsoSeG8RMhqisfQalB7/Bqqy/HRCeooFUNT0P15gRHNubnNaKn8I8Hg2pzRtedQHOYv8XWj505C7MboXvyHHzkuRA/xayNG6IwpAqfWamdm87j7GZAR/FBnEnkAOWo+7+03ZmtarDGIPoHY8zf50GjKnlZ1iIVcGgVPQ+qaoNUDqB69H64oHcuuk04BV3L2vme2JdHd1Tplfg5xNUcTwG0gfOBzpFJpTpVs43OVUPNPKyMnaAK397kVtYEfUB++DtmW7xGVYxKRLGVvonMvkiHwBCt7YEWU6+tqU6WgbFBj1TDq2EdDccxHJRZ5X1s/M43Jww8zuRtkytkB6sTWQE9F/vI7ZxdKzcSbSd1+J9qR/BJgXReJPTH3DNaitf2hy9t7I3S9IZSyC+u4dPe1lbXJoeR4FhQ1OnxWUbSGV2xI9u0PTZw2APp4c8s1sGzQu9Xdts5TJvgs94y/WVV4d67QyaTxHTonjUNudmL47Hunkn6/ht93QdTrap5HBK9cfL4OciY9092vKeR5B6UTE96zBjIr4DsN3MNNjUmBfgNIqtUfRb5PQROk7Uwq6+bwMaaxNhvRDkdfYFSil1GE+nT390kB4TvrtJLRYvwlNKOdCRtBzvZonucmIezxKx/5H+mwwiuZ4DhkKhuQUuvlUMTehNDVF7+lkiu5r5u6Xmtnc2QTX5DE7F0oJU1Rqx9yEcF60+DsIeUYf6O4vpYndqiiq/GtPhvc6lDtdQ6vVs4G1muxmyOt3B+TxuBeKzv05r/zyqj11HkHKpKFp8tgPtYkvUbv4Ni2wX0Qp578uRaFRS507o8XsEe6eeWl2Re32Fte+7tM0EFo9OmzUhZy8DdAC4uFUv52Q4nhPtE/ZBcUqH+tJRvYcZZPuBVC/8pS7752O6YWMM/e5+3tFylkTKTj2R+3vC3f/d3p+X0QeursXU3Z9ysjJWhZ5SG/t7m+bIm/Hp8X+RsgQey1y/C3U838dqtJjXuTaJqKla7/wslBJGansy5Bya2WkQN3G3R81s+2Q5/hurmwFxcpYA0VE7Jxe67j7MqmvGYgi9s7Oxr1SyT0nfVCE97yoL1oa2DKNY+uhPm0LV3aEQsqfA7WVSSYnlrORwuawNJ7NhQyNnZEjQclZUqqd1/rAcu5+SrqGD6G0eaeYPN23RwrY99LxFTMW5+pUcYO0yXniKGTwm7um/sGqDBZNgHncfVQhMmoo73rUfzdC0RS9kFPTLln9Sx2Da5HxBzKylsuZreIykpy1kXLu3znF4vbI6egQLzENdXXFnMmwPhBFm9xfStn1KaOIOmXPWUsUMb83ylLyI9oj8qfUp/VBfV0/lGnhWK8y5i2HIoO6IUPSv1xR08XWaePZQUYd6rA4cAtadx6HHAs3R+uOTigK8nifRqrLafURZtbay7N9VDYHXRllPXsTGeofn1bdZjYZOVmbIAPiM2gtfXOpMpKifhxy6L0DRezfhe7raGBfd/+iRBnTSw2+g5fogF0fMnKysvG7M4pU3Dt9tSQy4pbD8fIg1IbuMKUbXw31ue95ebLD9EUO3B1dUdKY2WZonrSdy4g/l7uPK8N43gZlEXoa6abGpGs3Z7Frv2rlN0drzB+AOzxFwJuyipVcfk7OSihT0FZo3r6Tu3cz6ar2Ja3x3f3N6tfMlEZ4osvYlHeEXN4rbBDL9VHLoufienc/MOlOuqAtFHYqpuwaZPRE/chrrqje7PtByJGmpDVN0pHchpyeXzKlBt8DRRMfjDKGlNSu6kNGTlZv1KdvihyljkZOFf2RQ9l+wF1eggNu6k8GIV3bUsjBpQGwvLt/Zmb7I71U2Z3l0vx3WxQx/5i7P2dmt6F5947IWXa+uspO87350TU6AV2jS1Ck/GNJzoUoI+PdSM/UGekzGru2Icz671vRHPZzq3I0auPuI4pcjy2BsrTVmEo9d9xyaN22i7v/kdZmLyDjf52jyutYp8WQPuk9dz/btMf4vciRYxTSo+zq2kKlep/VHV238939zjrIauzuE1I/84e7fza93wT1S6+le/vDYfie6Wkfqc6DoAqzqtQhLkPOr0jR+zWa0BhwpJkt4u5DvXxprN9GRuvWSGl3kE/f6L0Qmsg3c/d30uTtGqQwORdNkK/zqY3ebVGKpLlRmtR5zOwuNHgvjRStWwCrm1nDNGBnxtI70IS1aKN3ogWwY5okZUbvNVA68mFeZGrH3OJ2Q2Sc/g1FpN2V5K3k4gV3v9YVbVin++fuE939IORBfACwktWc9rxRqsucJmN0xTEZrv9EKZs2RwuJXV1epf2TMo3cfbwLeQ0ONbO1kKLvSeRE0QhYJyk7lkBKm4np9+WIrpickh1N/L4A/jGzA5OMz9N5LJF+8nvuty3M7EJTevyMXmhRvDVK1d8wd3zeYeMeqlKml52sTkneishAtQWaBK+EPDV/Ref8C0WMg/UhI8nJnqM1gf3NbAtXmqZlgTXN7P9SPd5FE/eijN6J7qgfG4MWXSelz8ehaMFyeLbWh4yMNsCzwC9mdgTwrJk9j6IOniE5FHkBRu9cH/UkUjwuDBye+po6RY3PDDLQfbjO3R9292NRRMqdZtbX3W+jCKO3mS1oZtuaDMCg/uoQ5FCTpeYHPRdHIuVdWYzeMEXq8buBpVwOAs+hKJkdzWxHpCA+xYszeq8MrGxynNgYOQ58DKxmZl1cxt8DUUrHpctxTrnnf91U96cBkpJ+XWB9M7sJjbGPpn4gMxY/AJxtZtem31TfaqNR6r+amFmLQsaU3NheMRnpPFZAfcS/0dxvOZOTzOTrk8aWSWk8vQU52ZXK3qgdHebux6F23AY5MQFlGYNrkrFQXkYZqKiMNC9tgqJpjnL3Z9Kzgmt7iZOBK5Iir5jys7T2eYN0A2ToPcK153NJ8/76kFFsvdJzNgA5ELVCa5+3gW9dRu9+SAE6FClHNwR2BV40s/XN7HLk6HA5mnft5aUZpOeYHWTUkaZozbkcigrd07U/bVdkfNrMc1uA5P5vno2B6f5NMffLtbeR6X2d54Y1tcPUvzZ095dQRGZPkrG42HZbw3qqLDJM6VAb1CQjJ+sBpMjvhua0RZ9HktMcOR+fi1KU7o4yo3yCxq8eUPf0s7XIqEtq8JKiJishw8y6prlFTfc82/v2C2R0WR3NC/8uZexLz8TGqcwl0VZD27j7OSgS8Ry0liyK3HO4NOovlgeWN7PdTFHI96GowAfMbGHSFmPFnFNOVsM0Xz4QzXX/k2R94eUxHDZwZQ88HelsdjIZ+ihH+dWYI8lZCTkIZ9sbzIMM4id5isytZkDqiZ6n/iZngsnf+ZR7wX+BnE3mSL9rgtZkJ3sJUaC5PupNFBG7p5ntkcb1Vmju2K6UviTJaJDW2dsiPceBZraQma2CAjnKNX9rhsYaULr719C6/xSU8asc971iMqpd51/RHLED6tuXRXOWJ5Hx9jQvMiNU7u3XyFmjHdKjtUCR3++aWWd3v9QrY/TOMr88hsaRrUzbaWSZE28BPq2r7DT/2QvN1ZsjR6C5kK6zHXIWmB859Q9ATgQno35h+dRP5NdiLYDGpr297zOzdtnavoj1WGvkXFBTKnXLHdcPjVM3Zmt8l5PLNl5mo3eiDdKjr2pyBPodXZvByEC/ryf9ew3nfADQ05PR28yONrOzzGxdq3lLhglpPbMR0vcFQTALEYbvYKYipzTzNEmdN73fEqVYehSlGLoJeYNPNqCVsnDJlfEPSpO0N0oPM1ValBp+9wvas2RUGjTNFSFyLCna11PUQu73iyNvy7nQgnxOZGQc6e5Hp8POQouyrYAF0jVpihQ/p3gZItzd/WLkvX9tUtisiiYsRSkqc+W6KRXeGShV+hh3/wpdp89Jez1V/01t5VlxhtZJVmVonbuU86kLpjRDa7n2yhmPFom7uPacXwVlD2iYjp0PKaRPcfcXTBHD/4f2Msz29b0epWS7DqXqOtxLiMCsTrpHayBF0FXp/vwfsISZXWeKCt0KpaOerBi2mcNho0aScugKM8uiAseiBWp7ZNzrjZReTyBP0IFeYGrw+pCRke5Rf3RfRgJXm9mJyHDcG+0jfnU6tqA99/KK2vTRjyjLxZXAhq5MAxujDA1jvYh9D+tDRg0yFzdtNfA48vy+Hi28N0EK61Vc+2rWeaGdU1Z77v9nkVfxIHef5F5amsH6kJHjH6TwJcm6F6WbH2RmKxfZz6yLvPm3Ssqsxsgz/CgU3fFV6lNOBX71IvdsrA2T1/cFaLx91RSV/RjKqDEG9VkHeXF7ev+NIsiPRwrbr12Gl8uQY9DmZraYy3lsl1IVLGbWKd0HN6Vf3gNtYzDEzDY3s3OR8mgtNH9Y16tSby9PhY3FVn8G6QZJTlc0Fg1wRVItmx3gVWky70H7VZcaudfQ3Se49qb80BT5ex9Kh1qulNqztIxcX/V3Umj9jPYAbeQpUs/Mlnb3W1D6w+lmqciPFTYNw2Gaox/v7o9lPy203pWUUS5SvdZESs2LXYZSR1Gqv5vZU+jZOMzdH/OqPcpPQmuLVZFC8Hi03+SN7v5UEX1fvk6zhYyayLWNRumjz1AE/SUoY8gXaS52iqqp1KH58dqm4wyUyAy/TcyseQ3fV6/XIqkdZDKmZfx+Fe0b/tpUBU1bxuImZe8VJiPB3zU8E6XKWBKlGr/BzLpNay7j7ncBq7t7tvYoxdA6GjmM3Ir0BtsgwwHunqUnHlZs+amcsWiOfjhyUlkFremXcvebUPrZkrYTKbeMNF96Abg7tcOp7keubU9y9x/cfUj6bSmOCK3QnHBPd18JzW/XNLPN3f1cNA8tWjeZ6zfPRob6f6Fo057AliaD9J0oCvyHus6pzayRTe0ckF2fzCD6Ebo/a1CkAbT6c5fKz5wQvkKOAc2Rs3DJ1HAvGyHd0/5o3v5lmrdfiDIATvWspDneJciQuibQN60Bqh9XVoNY9bpX66P6AReYnJ23Qk5s3xXal9Q0N0j3+l3Ul+yJHJS3Qpn7SupLkoy/0Lx+RzPrn8bE4SjLxsLIYWSmlZHaqpvZema2iyuI5kPkFHKZKyPTULTlVScvIrtDTsaGpq0Sfnf3T9C66IF02DNIv9mh2HOpA4sC17j73WhuMBjpvuZy93WQ/rMQp+KJqD39gnRzLdHcZy7kWNMW6TLeQ2vPw9C4OtBr3iJgGNq+8Dy0hizI6bsa8yJdxG3p/Zco+02zdC8apnHl36k+D2ZrwXRuJa3NMnJztcVM22gORVsyfgkMMLOurr2873IFVj1dW1murInPmNkQM7sX9dtjgN2QPiOTmd+j/G7geS/DFgBBENQvYfgOZhpM3lU7mdm8plQltwI7W5Xxeyc0KX8EpSo7zgvwSMwNlgubPNdqU3o52m/2k3R8o+rlpN/1M7N9UZqe55ASvDVwSDrme3f/yaulQjHtJ3I7cIMruvcztGh4GCm2snqMQ8bzC12pawx5/51UyCIhKVhq9K5PnJb+vwul0jp0WhOFAlgEGVSfzBZB7v4pmtR9gjzUp4vN3IbWrE1l+92dbTJyn4+ULTeY2SHI8/zEnGKiF1qIPW8ypO4AbJ8Uev3N7DLkCHEsMtY9hpw+yln3+dDztD3yJAW14wtQZPk6KE3pi7nfzBQOG9PAUZTORma2rbu/5zKwbYCeo++Bl9P5dU+L7plRBqAoWpTadHNkRP8eKVXOcRm6uyEP3ELLzUeTXWVKBfkWWkw96O4/mPaaPgNFtRZT94rLqCavgSl923roei2H9hJb392vQsqiJVCasGnWO/1fq3EkOzfg6aTsKkgZWB8ypsNVwFJmdrmZNTalhByODNV9iyzzdpSuvg+weVIuPoyMGH+ZnBEuQnt7l0VpVw1Dzg6Lm7ZdeIiUccHdz0D97xNQuCLdZZx4Be239ibQJClQh6L+sg+wmWm7kHJssbESMNjM1nA5Uj2KnMUeR8//b8gpquH/t3ff4bJUVcLG33W5JEG5oIigGFAEUUAQIyqIGBBRQYVRjIgZFRVHUWTMkVEMI2ZRMWcERUUGs46KGGeMwxjH8RMDKhhgfX+s3Zy6zUl9Tnef033f3/P0c2/3qa5dXV1dtWuvvdfOzG/l+nMJjiNYPNIyIuI6rT64hhpN8Xxgv6zOE/tTdayrt9/MVlRj07My8zMDfo5umVMxunjUZXTO63eLiJe1l/+HqqPdsC2zJ3ByVIBrUXMo9hoxWSBwGFfMIrDo39s4yhiGznXgtlR9+RcRcTSVSvcYZqbPuWfWNDS977N/hP+T6BvhP+i5bxbTUsZ62rFxJ+oe41FZjfPvpa4p/xSVUv7FVCP3FTpyxOI7A/XuTd5BjQibU6tv/wfw5Ig4vLOdcwW/12bmH1tZi0pjGpW69B3U9f8PVGaca812zC+jjN2o4OP51L75cFSHrlnrNG0/LWm6ijn2zf9k5iepTC1Xon47p7Y/DxwImOP8eVlWoP7eVN3/JsCrou69B+5oFLNnAhhKGTGTrvbJVNDkQb3vc47lZw34LtHfqev61u35G9vzJ0UF4F6Qy0/X/kdq1O8h7flbqZF/twaOaPv2/8Hi6tRRo5lfD7w7IvaPiGv1L5MzAdHvUvWhQeo714uI+3bXM8v6s/3e/psKsA4lxW5b710j4lkR8WTq3vXt1EjRq7fzzsnAm3Lu6ckupupot6XOI/emOjNcqX2+jaMCYg9nCAGxiNg6qq59hXNhDi87xY5R07vNdh7sfdfnAUdS++qtg5axgHOoQQ+vjYhXU+2hr6EGVVzh+JtL/293FGX069SzXswV77f3jIiHUhldjs0ljvLvHbfUcfdfnXPS74FrR8TxVPvZo7IyEQ3le5llf/4BODwibpTVef8squPAXm07F30u621jVkaB91Adro+mMpU8k8qS8M9UIP/e1P3XJpl5aq/9YI7P+Wgq3fmZs/xtMdu1U1QmyF9S51La8f8zqvNC73y1LquN9zGZ+ZFe/SCH12EfWO+7P53qGHoe1c7wVqoN/sioaSbm+jw7RsReUdkaycy7U+3Rf8vMJ2bmc6ksakf36imdetsHqdjDucP8TJLGJDN9+FgVDyp91w2oxo111MilT1GV5Su3ZR5HXeRutsQy7kEFXj5D9X7rvb6m8/+N2r9b9sqdZT13oALWD6MaxF9OBaEOom6oj5vjfbtQQd8fU5WXXllBBWVeRQVJN5vj/ZsO+HmvSgWz79gra55l11EVF4AYwvf5eOArffv29lQPyU0WuY5dqfRnB1KNqq+mKtKv7CyzOdUL+jXANp3P8mngdmM4bveneskeTHUeeGPb3o2p3sCHU6MX5tyvVPDvB1RQ+RXtGPhK+9uhVCXsnxb6DgfY5u2oIOTWbb0/6t9X3WOzc+yeT/Wi7x2zu7Tj/RV9790EuGFnuZN7+2AM38cWVODzDGrOO6jUbS+iblK/COyyWsvo7O/esbwtlZr6K21f3oTqWPC0zrID/16p1M3nAbfpvHYPqtPGf7Tf3T2WuZ9GXkZnvZu3f3egggOvokb/Qp3/frLYstpv+XNtHW+aY5m17d/NgKsuYXtHXsYc6+z9rjenUs29lTr33JS6QX75Mo7Zjahr4r9Rvcw3af//APAJ4G5LPV7nKfPq1Ll2Tfv9vZMKCm9GNYoc35Zbs4wyer/FLdvv/jXUyG6ozkOHAHsM6fvplfkQqp6wL3VTf0eqIw1UA+4Xu8cEVZ+4elv+19S5erP2t/2pxsyrt+dbtWNvoOvjKMvofO69qCwNT27Pj6E6V+1OBdm/DRzS+06pxq19l/q90s4bcx0jdK65gxxD01LGHOUe0r77u3Veex7VCesj1Dn/sAHXeUvga1Sd4jjgW8CW3c/KzLlrHXVO2Wm1lbHM/dr7PnvXsttTAeBvUSMJj6TqwNeb7/ttzw9r77vXELdvKsqYo9xbUx2qH0M15j6VqkvciQoMv5zKUnP59zTL+w+hrutfoUaUAuzd991uRd2b7LeIbTqOCrjdp/173/5jpX+/UXX641jEPRZ1jXwdFUjrvfYy4Oj5vpsBy9iUup95VHu+MZV54qHU/V3/990t4+EDfH9b9rZnju9nTft3i3YeGPh+hEqZPGubQN93vJa6xxroutTeuxNwrVGVwUya3Ie154+g5tcd2nG1iG1/CpW5olefuSvVUfEtzNH2MUAZve29JTVy7xGd4+6RwG4Drm8b6rzwIKp+/Ma27bPW95ipsy+qjktdi35BXZee0H+8zrP+jRZbxgLfxU2oTgFPoTrr/yd1b/DUdm54L9V5eLZjYydqnvatetvVXj+u7afe+fKq7d91g+ybObb7WsB3qPvtreZaX+c4uMpcx/YC38l5wF0WWK53TrnyEsq4Ae3asMByN6E6c+9MXWO+xSzX/znee/3O73zOtqPllDHH+jamrpm375ZNDYZ5AXWfMFD9cI5yXts5xnq/i+2ojnOvpDoGLquMTllbdf5/W6p9c2fq+vYU6p7w5lQ75dcZ/DzTbWdb1/bhtdr+ekkra+tWzk3bsnu07+qas6znZsCVqXumOw9ybPZt167tt/Bs4A6z/P0TVPvUbal70h2Htc/n2k/UqPcv0e4tqTrbf1Gjz/dp3/2s9Xaqnf1rVLvHuXTa6ulce6hBEx+g3R9QbRkfYwxtyj6W99h9z73zp7+9xMcqfwBfW4njY8UPUB8+ug/qpvRkKhC4Vbt4f5qqSD+c6qG41IDSztQN9z5UA+7PqLllen9f06mgbdUujnv1rWNNe7waOKa9thF1w/aG9vyetBu6vvfuTlXY79MqTadTwf1u8HtX6obhjUuppMxS5sZUIPVlVCPabA2ivcr7ssubZd2ntH2zTasY/QA4YJHvXdWBVmYqmC+gejH3Xn8O1eB/m9n292zraP9/FDXXDO34PAO4Unt+D2CHIW5zL0h02/b8kdQN7xUqtp3vYmwdNpbymdr/N2em8euw9hs7hOoF+jKqt+a9V2MZfd/PPahK947t+a2AT7X/34iqgO+zzP32AOAF7f+942wNdT7bDti2/7OvxjLa+69H3Wz2zgHbUw0yp1E39Jv19tdCZTGlAZi+Y7jXSLCWutZtQwVWv8ks164Bj91e8PvVrN9QP2eD8TI+092pG943Udkpun/bs32e/ZdZxkHUDfJzaA3x7bh+NRXU/0HvuBvC5+ntw4Op6/XDqA52+3WWOZBqiD2ks/zIgsXjKKNT1iFU48mH27+PZ2Z+u/dQDfYH9W3XFkvc11PRuWUcZfSta2OqwfGm1LnjblR9a1fqfHYbZgIaiz6vM4LA4UqUsdwHdb06pR37B1DXyR1620n99nfpLD9rkI+ql84asFjCNk1FGfOUfUPq3Na717gO1bD69M4yG822DYy2M9Cm1PW/Nzf164HD+/cZ69+3nssc9fhZ1r9x+02sY+Y+8F/ou79aZhlrgGv0tpfqzH4W8HSq490d5yjjMyz+XvE6VOP8w5mpZy54rLTtGSQYdi5LC2YvtoxdqQ6aRy/hvYtd7kp0glrt+/kKNYptKN/5QttE3c88j7qPeS5Vh7sVFfxedgfCznbfippe6XHLWNcNgE/0bfvzqfltrzdHuYN0DHkkVZe8BVXPf0L3u5ln/c9lmXVqZjKKPKTz2guoa9/ldYZ5jtXzqCyEB/RvLzUy9WVUJ4HfADdY7vfaOX4/Q9U5XsA89ZnOZxjkd35jajDL4YtcvtsRYVEdCtu+u4AazTtn+xvr37Pt1X4fN11kGbtQ2TUuZZ62o+WUMc86N23f0eF9+2i7bpmL/U7mKGNN29ZH9ZVx7bk+3zLKujKVKvxh1HX+P6nr+nlUp519qPaGr1MZYpba/nN34Kvtd/Myavq87dpv/RXtO92WCtretL3n/XQ6aHSOp0ewflB3KUHva1D3dQ+ZZ5nXUOfyr9A6IYzi0XecbkS1A+/MzDnxucDr2v+vNsc6tm/f0f3a89szk92iu/4DqIFB9+h7/0iD+j6G8zDwPRkPDHz72FAf/RdkKijwr9SNxTqqYfU51E3BoUtZN9Uw8UEqmLiuvXZNak6Qf23PexWGXqPXbWdZT++9T6Aq/FdpzzehRi+uY/bg8loqXekxnddOpG469mH9QOJuLDH4MM9+eAE1GnlfZun52Sl/k95nXOR6N5ttfZ2/X4tqUPo0lQb37otc76oNtM5S1hFUuqjrdl77atvGbRfaV7Mc//eiGs+W3SN2lrJu0Pn/MVRwoXfcP6b9Hrbue8/YO2wM8HmuTmuIom4aPtU+0/2oSvuhbXvv1ZYZqDf+uMroK2+2UdLbUr3vP0YFwu40hH33UOA9fa/dCrjVEL+fkZXBzDl5G6oB99nte7lBe307alT5Gxgg2MMUBGD69s2sI0E7v/ug5hF7Dstv8OgGvx/azgcPpXUYG9Z33v5/QyoAdzeqAe+91BQAUA04n2OZPf6pzC7fojrgvZIaGXNi+9vtqCDBUG/2qXPrh3vfedt/P2qfcQ3VUHp5IIgxBIvHVMbW1OiBvdrzw6lGle5oxI1nO5aXsI+nonPLOMqYo9y3UNe8j1GNXqdTI3yW0rh2HSY4U8EwH1RD3PeokUPfpAIiG1P18v2pa//dmfAsAuMoY8D9fndqWo7TaA3n1Oi0bwEvnGf7h94ZqB2r+9CX1YyqzzyMuqbuR3U82a+zLeuouultF/F5r9OOsZvM8pkOYqaz4s3pjFxbYhk37by2DZ26K3UffXY7xgf+HJ31XIO6Nj+fCibNNyp74KxZ1D35V2gN5rMdC0MoY3MqWDTraPvlltH5PvbsvNY7B96J6lRxtc7flvN9bE7nWj3HMtei6r/HUyMXb0mbX3gJ+26+Eb/7UiO/d1zK99LW8REqLXPv+S2pTo+XZzBiGZ0EqPr3plSnxg/0lbVJ3+fprX//pXyWvnL3oAaAvLnv9dN6x8Ic+3bOgBjr32O8lUo9fa/lbmtvH1AZCz5InWtfRGU+uz59bWYsoRNCW/4U4M+d58dTKbvvTKsjzFHGojoiUNfyj1LpoC8/fpnj2tYp46r95c9TRu98dXeq48ErmKdNbCllLGIb7k+1i92yPd+XCibuNNsxtcQy7kLN432X9vw2VLvhrsNYf6ecK1MZuF7Zvrtbt9ePbsfiwZ3l1vW+0wHLuDnV7nNNqk79TapeuhOVeeZFVDvbNdqx9l6qTnBfKph7J2YyK+xLdSZaVMexebZpdyqFf+/5mv7PRd2j/ZYFsiMsczt616I7t32+CdWe/c+dZQ6lphqcbz070+kgT10TPk/rwNQ+3/bA25hpz7v83O5jMh4GvifjgYFvHxvyg+o1969UY+dWreJ2cqu0Xasts6SAEhVkuAZ1k3UGNTdKr4KwI9UQtkt7vhXV23O2oPfBVBDiyu3/H2yVjatRqYK+yhyVRupG8Jy2XPfG4JlUo+HNhnVxpSqvJ7N++qUzqMa+V1CNa93GpG7l/aN00uYsopyhp1FndQdae8fCLalRub20RG+ieljepL32SapC/i+D7Kt2nDyDmcay5Y6i2ZiZERBbtH35FiposylVwb5PZ/lr9b1/RTtsLOLzHd8+z+FUx5NbUjd7n2Rm9M792mfYYSn7cxxl9JXXHSXda5haQ408OIgBGqAWKGdTqmH3NVTP4gOo0SZDa/AfVRmd3+E9qBugHds+OoG64d+Ragz52GKPSaYsAMPiRoJ2055vv9zvo++72YgagTVQyrd5ytihHT8bUzenv6A12LXXbkxNFdHryLZT/7YNWN4m7be4G3XD/VWqnvIZWvB7ts+/zM94lVbO2X378sHAr6jgd3dfjzxYPKYy9mnf71nAkZ3XT6Aayx5KnUuGtZ8nvnPLuMqYo9xNqdSvu7Xn16eCI4sKWnS2ayoyFQxhf0Z7HMfMCKKvMZPxZXuq3r4vU5JFYBxlLOLYuB51PV7bjpNXUcHY3j3ntel0QOxbx9A7A1H3Dj+m7ic+D7ys7+/bUxnFPkmN5OsF3jajrhsL1hX6yvjCLGXcg+oofUuqI+wByyzjCp+js9x+1MitjdvzzanG/0XXedpvdtu2T55N3ePeh7qe9I/+GziNelv/24CfdF57DDVi/ab03c+x9IDbWuCdneevoO5vj2aZQb1FHFc7tWPhsL7XF/2dd95zY2oU4um04CwL3/MfQLW77DlAGS+lRkXuNtfn7+yndYvd/rb8lVi/TnPPVta9O689lGrT2aTz2joW0Umgf/19+/tAqm3pSCpr0f2ZCX6vo29QxlIfzHR83Z3qUPV4Zu5NLmCeDnIsLiC2bTvmDlvMMTDgtj+U6pS6czumf8bMKM7+zI3nMnimgo+038MHqSkunkmdz7t10yV3RKDqz73pG99CnV+eRV/9rFPGNtS5bctFrHtz6rzRS/F/Z6pT4rru976cMvreP1dWh2tT18LvtX34fYbfSXhjauDJ/7R9+r0RlNGtQ/8TVS97ad+x+Gkq8LqcEex7UO3Ad6YC2fu17+1DVCfv7nlme6qe+n7qGnAE1cb7aarjxvdpddql7tf27+5tW0aWSn2AbTqYai/p1dV3ou55XtV+O+czx8CqtuzjqTbQ3rRlvfPfO5kZLNHLQNj7bY6tbdnH8B4GvifjgYFvHxvqg7px+Q/qRuZV1CiHq1Eje0+hRlVtMchFiPUbh09sF8hNqADVW6kUxb0erZt2lj2YWW4qqEanbwEHdl47iqqwfqit/wqj0dsFd+v2/48wM5qgW4k5ger1fvMh7MtrUjcur6du1LagAkMvbH9/FnVDfQc6c0RRN1SfZLDK+9DTqLPKA62t7DtQQZfXABdSFdYbteP3bKqh/kZU48sJbVsX3Fed9Q+rA8Raqkfs/lQj9UupwMrTqB7MX2/7tTtfev9N0dg6bCzxM27cjul30RlZTPX8/SnVeLcxSxhFMM4y+sqbbZT0zRnuSOxuwPN0qmf2Z+jM2bray2BmZPy+fa8/k+rt/G0WGGnAlAZgGGwk6NbUDfSiRoJ2Ps98o8ljrteW8X3ftZ2HellWHkg1rN2ms8/2oK6zOy+xjNlGt2xFXeNv3p6/i+oAs6QpVxaxDXcE/pfONbC9fjSd6zNjCBaPqYy92/G5K9XY+3xm5m67FdV55SN0sqcso6zrMAWdW8ZRxjxlD2UOZqYkU8EwH9R14PPUdW2HzmuPo+pzU5FFYBxlLGIbDqIayt/FzEir/ah6+lOZJ60lQ+4M1D7vGmoU6TPba1dr+6g/SHkENcLq4L7X590/iy2DyqDyM+r+4KAhlvHyvmVv2/b7IZ3X1rDEaUOAx1L3XXem7vF/wPqZUZaURr29Z5t2nLybuha9hgrmnEsnqMbyA27vpTravoG6Dh4JnETds20yy+eYt4wBj6uHU+0YW7J++8mif3fMpJz/J+qc9XU6dcRZlu91bLkmfZ0U5nnPtVsZD6Lq0J+i5t6etX7AgOmuqfr4p6gOIL1O41u3sl7GTGrlvanA6Bbt+aI6CfStf/PetnX+fqW2zH8A/6AFc6h61lDnmGWmfWZv6p7ps9SgiVmDZiw+INZr87p+/+dbwjZeqVNur4wnU9fyHalsSJ+h2gm36rxvHYvPTnGFjghtX7+78/yfqMEMm/aVMXBHBCowfQo12OfZVJ3/SVTb57bM/jvff5Hr3pg2tUTv+Kfapf5tlmWXE7zfqh3z87VlRTseDmQR85nP8v61LKJ9iQoM35SWwWQ5x1v/9rd/r8ZMMPTw9t09orPc0Sxh6rm2f/YEzuy89mJmpiB8EdWx4yDayPnOcjtQ92Hvpc5PV6Xulw6gdSBayn6grnVvZWbaxZGlUh9gm/rnjO91BLoW1Sn8OOboZMUqm6Pcx+gfu9907/zZhZf4WOUPDHz72FAerbLYa6S7LXWzdaf2fG8qjUuvArgbcKMllrMvM727ngY8tv3/KKrR6z6tYnWF9K+zrOtIZub0vlLn9R2o0S67tuf9F90Dgd+1z/wO+uYM7yz3jKVUnPrWsSt143IgVRF8NTW3UjewuTkVAH1NZ9+soyrvSx1ZOLQ06qz+QOtubd/t354/tH2/vRFW21MN0gdTgayb9L1/kH219RC2d3+qJ/3/0DdnFdVgfTLVyHW3vr+NtcPGEj9brwK+tv2+z6YyMPQaK17C8lMdj7yMWcoc2Uhs1m9g6c5NtjHzpLZbbWW0daw3Mp5OujjgusyMlltotMnUBWAYfSr1sY3Wo86n96bOiZtRDdD/1P52FDVapZd6bg0DjljoP27b7/vVwAtpN8pUb/q7tP16JksMrM9TZu/76n0/t6Nu1h8123sYQ7B4TGXcsH1/vdEpu1N1oY9RjYM/oK65pw16jM6yjye6c8s4ylhM+X2vLWkOZqYkU8EwHlSd9t5Uw+UOVD338dRomr3b99kb2TsVWQTGUcYC5e9IBf96U9g8izrfXpWqb72aztRFfe8demegzuc9mrrX6QXEtm775+TOsicxM7oxaNfZYZVBBS9/QCfoPYIy9qSuHffsfI5B9td12vewd+e1F1OjY69DdUj9AtXRvXu/vo7BUrVfnnKe+j1+GnhbZ5nHUx3G13Y++1LKuEV7fhvqnuzjnWVu1461Kw/6OQY8rral0+mApZ1z/wl4R+f5ma3cO9HXMZiZe92r0TJnLbKMw/vKeAaVIe4BdDrz95Wx2JHx66gA4Neojg0HMXOvt00r+4PtOPgxV7ynXqhjyGzrv8J0bW1//YYrdm4ZOCjDAnNPM3PPdBNq7uJn9I6dvn252IDYw6l75WFMbXSFTgLt9WtRnTl+Qs0lvlfbn73MjYNkp5i1jN56Ov+/FdUBa8v2fBMW2RGBK2YQuDaVNvsLzHSc2LkdW9t1llvHIgPrrYxN+l7r3YPdsG37nnMckwMF76lA4Sepc/gDe8fLLMst6rU5yrgJNZXVG6nz4qzzlM92nA3j2Ous657Udf0/qHugXajryin0dU4eYJ397cRvBR7Z/v/mdlztT9X99qY6u11IX/YZqr3xBKqz1KIyiyxi28aWSn2AbZprzvhrLfC+VTNHuY/xPQx8T8aDFQp8r0Eao4jYjLpB3aa99EOqIvFQgMw8j6pQX0xVMn6Ymf85YBlrImItVWH6dEQcC1wCbB4RW2Vmb+ThDzLzH5l5We+93f/3uSrwwIhYk5l/aeXsRwVyfpyZ/9Xen903ZebZVCXpfGo02iER8bSIODIiDouI+0fE7pn5/Mz82iCfs+8z70IFT05tZf6QCkqcCVy+TZl5MXWjeHJmXhgRQTX6PDszP7eIcq4aESdHxJU7L+9BVdoPB/aNiI06y2+UmZdGxNZUxXuLOda7U0Rs3bbvIuCPmXlZRGzStvu5VMXzxVRFcKwiYqP2uR5CjVa5YURskplvAZ4IfC0i7pCZvwL+TPVGfzRw9DL21ZWWsb29c/sXqRFEPwQuiYgdestk5gepxoDnUBXorp2An0TEOmp+tKu29/yt8/7nUT2gkxXQjo81mfkPqjHwi1S6qcdFxJ2oRrD/t9rL6GrHwF+pY+xa1G/zX6gbrAV/n33rivbvNhGxefs82Ts2MvMfERGZeWlm/j0ze58jVlMZ89iY6nREZl7Szr23iohbZeYFmfmz3vbMs/29kRyPzcx7UY2Ou1LzLL4qM4+gbuw/3t3uzPzzYjdyHGV0yrpORFydCki9kbqG7peZF0TE/sATI+Lq7TvaigroPiszPzNAGbekek8fTXWouXlEbNn5e7Tj+B/t/PEOKoCxVHeiAiSHZ+YlVCPV3SLi3u1a/nzggxFxm8y8LDP/tJRC2j7Zn/qdf4MaSfv+iLg1lUHlyVRA5NTM/OEyPk9/mQdR6V6vDXw2Ig5rv/VjqO/rmL637Ux1lnh1q3d8C/gLcHxEvJHKQnMcdR3dbSnbFRE3HHUZzU+puVmfGBFrM/Pb1L4+nuqwdQ+qYW4fqqF5YG0fH0I1lG4N3DsiHk+NpPhXquHo3tR8cR9t56vLqDrSFzakMnoWOq93tukyaiThWb23LmLd+1CdfpJ27GTme4FfAkdFxEMjYlNqtFu3nEG2f+RlDENE3IEKdN+LOudsTjX2XpcKdvW+1++O4bw+jmvHyMuYo9xNI+JK7f/bAH+kgmUXAGTms6jzzdMz8xzguZl5wSzr2ZtqmL4KlVVht4i4Xfvz2dR0FPeispIsql4cEdcDjm2f98fUue6abbt+R3W4um1EHNBeOy4z39X7jba66TDK2Ld9BxdSo0w/PoIybhsRt6UC64/OzI+081QOsL92oTpHPxp4ZUS8vP3pNCoz0pnUdfoVVMDkau19vU7Vz8nMzw9Yxssy8yLqevTwzqLfBn7ePmNGtW98agllvDwiXkQF674HXDsint4W/Q0VZLtKe9+iyhjg+7hDe+03mfmD3vuXeD78NnCViHhRRHyNuhf+C9VB8S5tu3r1w0vbtn2A9jtcpB8Bf4+I27TnP6OCMA+mAp/ZyumW8SHg69371zn02p1uS2V1uzewX0RsmZkXAu/PzMOoNPd3zcz39j4PQGb+ZAnrv0Pn3LS2LXdzKhX/mW39a9v6f7bw7pkREbtRv4V3RsSt2mtXuIZH3eN+h7qffVJEHD3Lb3ITqr72zIjYjqofviAi7hQRV23r2ZeqJ//Hcq+n7d7hVVRd5w7A/u3Yh9aeR2UyfElmfgN4fmZ+v32mS4AjcoF75gXK6K2Hdu49hUrv/qf2t79RwcqFytidChAf1KtLAf9HZTa8MnWNh7qf3aG9RlTb1zup699C55JeGXftlNE9b19I/RZv3ve+TRdbRuc9O1D3dG+kroGPjGpXvcL5u50TN+p/bZFlvJ1qX/oM8EjgmKj7kv4yLuuVETPtDkOpy7XyHkW1Tx9KtVUfwUwq/L0iYsdB19v2yx0j4o1R7QMfAbZp55mjqPuqR1AZJq6Vme+hOlm9rV0/e+v5FXX/tOsizm2L3bb/pYLB36TuNc6mBng8AXhvRJxC1YGe0upKI5fVJvY66vi+ZVbbwr7ARyPi+r16yiy2Bc7LzFPh8tjAbMs+mpq+7MxRbL+kVSRXQe8MHxvWg7qB2wl4Qnu+PdVg8MLOMnux9JRn12n/3o1qRL0v1ajxI+CkZWz3KdRIm22oG5fvs8geb1Tvvcuonn3Pa+v5GBWU3H+Z+3OXti0/pnqQd9OB34iq2J/CLD2L23KbLrKckaVRZ4wj4wfct73P0Ov1vSnVEPlKqlGlt6+Pos1z055fe1T7aoBtvmMrZzNqdM1ptJ6PVPCkNyL2BdRI1PXm6aJSC19ANWacSPXiPpIaKX5/Ws/vlX4w09N847aN51M3ZXealDL69vvQRkkz2DzPm9GyQKy2MuZY51wj4xfVc53pSRU91pGgjHm0XvsdPJRqwOuNdDuSuk4c2p6vlwZ8GWU9Bji+8/zuVMPCVajOP70e78NKpXc9qrH7hlSA/4J2DD+k/f12/cdz+w19mBqd0ztXbEuNojua6lRxG6oxeN4e8fNs10jK6Bwbe1DX/O3avn09VR/atG/521ANTHssYx9PxejicZTRV97QszowJZkKlrlfe7+Bq1B1rN629a4JN2zPt2+/j4nOIjCOMhYofyPqPPpIqt76aqr++1E68zxTo1WfP896hp6dgpk0nM9iJo3n86nG/p1o50Oq4fmOS/z8g5SxpPrsmMqYL233S5iZ5/uJnffs2Pn/gmnUFyjj5X3L9rKyHNL3+lLTwX+dahvYmBpl+E5qBOh3ueLc2wuVMfLjqlPWdah67p7t+Z2p4OdZnWXu08pe7uj7PdrzF1KB1/cDX2r77J9pc++y/jQJixkZvxMV2NmKTnYDqnPfG2kjAZlj1Okitn+x679G3/uWc1+wK3U9eRg1dcNXaZkJ51i+d0zszRwZjRjx3ML920PViTfr7KeDmBlx3ZvyqH/qlUVnBJynjF57z9r2md9Gm8qFThryRax/HXNnENiYuia+g+r8cYWpuVjECP85ypgti8B9qY5/W7F+NsWBsghQ9fYPdZ7/O9XG9WD6ph5kwIwLnffdsa+Mh1Hnx6cB289TxnPpZMZY5vG3HdVh5lxm2mCuRp2PH0gNTNl+Ges/Evg9da58EdVG8NDO37enrgfvoJ3/qQE1P6JTLwJuQdVnt2aJ5wvqPnQsqdQXsS3LnjOeVThHuY/xPRzxPRkPTHXuY9ofrB/cuR1VEe+lD9+eavA9eRnrX0PNT/V5akTaDVrF5dbt/2e2Mnaa7QJHVX7nrNBSIzDfQlXyP0+be2mA7TugXayHlqq7Xdi/Q91YPp4aPXIL1g9+70pV6N+4jIrRyNOos8oCrZ0K0l3bcXQc1YFhLVUhPZmaE3Cj7nvGsa8Wse13oxriDui8diCVJvhfqTkCe3PjPpO+lOyd9+zPiDpsDOv7af/vpiR/9rCOlVGU0TmuFpwjue99AwUymOK5OjvrXNL84UxZAIbxpGu/DmOeV7izrRtRjR/d4Pf9qIbh+8z3uxmwvGOAd/W99gbmSHs7jAfV6HArakQS7Vi5DLh33z4YWbB4HGV03ntPqkH21dSItztRHcNOoRqZutNpbEan0WIJZU1L55aRl9FX3tDP64wnrf3IyxjS/u11qPki66cbfhqVReOm7flUTMMxjjIWKH9XqtPIr5gJYNyy/XZeRGWY+Cbz1B8Ycmcg+tJwsn5d8wVUYP5YqpH9pww4j+w0ldF3XMyWtvurwAkLvXeZZXRTte9EBf/u2Xsfiw+GLfQ5XtRZ9qbADQYpY1zfR1vfLlSH+zdRv+vu4IXXMDNX7Y2pc3DvXndzKjC/mHaBbhlfotoGNmVmPvdrtuUezPqdFhc753a3k8AB7bXuvdg/U4G9Z1AjdW+42ONpievfheV3WltLtS88pfPac5mjYw/rp50/kZng7NgDYizcSaA35/lygo6L7Yiwbfu3N7/zQJ+LuQPrW8yyPZdPzcWQg/edZa/X+f9S2wKvQXUmeTt1zXwHdS7pHcObsn79cCuqXn+F+ZXnKePaVFvVEe35A6mOQKfSSfc9Sxn7L+d301nvzsx0QPo41Smud2/7OOAxy1j37sx0Rnof1SHvLlTb9O/bd7cZlVXimVQGstfS7nOp4Pd5VKbJY6i6+UBt0bNs09hSqc+zDVt3jtm5gt/BAnPGswrnKPcx3oeB78l4YODbxzQ/mLnZuxFtDhuqkfUcZkZ+X5NqmBio4t9Zd+8G8upUw9ZTqJG5n6Macq9Gp+LXt46rUg0gd2SBSifV0LeuW/YA23oQlRp566W8v29da1ul7JjOaydSgaB9WD/4vRt9vTEHKGcXKshxVGd9u1CV0Ff0LbsJMyNWggoO336AsvZnFQVaWwXru1SA+wNUYPqfqEDMSbS0oyuxr+bZ5i2om4Te3HQHte3cieoA8gAGuwkZeoeNJXymxQSLexXajWb7+2ooo/OecYzEnrq5Olm/EW9JI+OZsgAMIxwJ2vn+VmS0Xt82dIPfvTm+H0gLEg2prM2ohoRTqN7g+1Idy3Yb8mfZta27d6N/CJVCvfeb+jjr9+q/JyMOFo+pjO2p4NFVqNSB53d+t1tSjds3H/Q4naOsqejcMo4yZilz6Od1JjhTwTAf1D3QG6jg91FUo+ZjOn9/BnB7piSLwDjKmKfsXn0tqE48H6AacnvBsp2pNJdPo4187RzbI+0MRF0739rdVtYPUtwdeBLVKWBRHfqmuIzrUQ39W1FZsj5CCwi3v6+jRnat9x2OoIyvUZ32N2WmHWOQIOhiyzhwGcf8OL6P+UbGv6I9/xfqvvcUqn54aN82LXX0/Xm0kd2dZe9K3affpe/1hTpjzTkHLOvf972VCkrda8D9NNL1L7DvdqPOvWva84cBb55l2TmDh4w5IMZgnQR+TZ2/B22DW2wZJ1ADFmYd/b5AGYsNrC+nU+diy9huqWV01nn5HOXUfdhu1L3XhzrL3I7KuHGVzmvrWHxWh24ZW1LZtz5IddT5EnU/9nDg7d3vjCXMUb7AdmxFtRufTLUr3Je6T38VNQDnAjrZHQdc91qq/fDH1JQoR1CpxNdR7XQfZabd7vbUNIRPpkY4d4PfB7Tj9OUs75q3HXCP9v8HUKPJ+zOMHUrnejKKBzWo7DtUx6yt5vo8i3mNVThHuY/xPgx8T8YD5/jWNMvMjJoT9wzgtIh4CjU30xOAu0fEUzLzF1Sa8u/nAHO0dNb9nog4meqF/QAqJcqF1EXuwcBvM/O/51jNH6leyAdTc51d4bfRee0Pmfn7XtmL3c62/MepHnt7LuX9fTambsDP7cxt8xyql/OJwE3bPFeZmd/LzO8OWkCbh+x0qtL56d76qMDNi4E1EXFKb16kzPxbtnnC2nJPzczPLra8zDyXamS6FfAvmfnQzLxbZt62/W3kenPARMQ1qEave1NB6p2oHpoPpCqtT6Vu8n/Xlh/rvppL1tzA/wO8KyLeRTUKrKEaOn6emadl5r93P+sC6zuHGiHw6zYf0aLeN0ztN34w1VD0koh4U3v9ss4yl0XNE3tpRGzWm3dsNZUBDDJH8qUxM0fyugHWPxVzdXZ+h8OeP/ynjHhe4TGVMfK5bNv+Hsu8wgtsQ2TmpVRD6teBAyPiyMx8e2aeP4xy2m/uEmok4E5U48crgKdl5veGUUZnf76XqgecExE3pxrY1kbE66nsBc/LzC+0c8H21Ije/agGnm2Ab7Tz/FOo42fP9hnWZM13/4tBtmscZTR/aes6vq33sMz8f20OxU2oee+/2vbVkufpizHMUT4tZfSVN7Tzeuf8vUdEHEg1KD6I6vB1ekRsmjWv7Dcz843UMfdS4PDM/Pkit3fkZQxLm19we6qhc9PMPINq2P00cOOIeCJAZj6f+o4nfh70cZQxT9nR6muHUEG4R1KdaddRI86hOiF/NTNflJmfbuVn79+IuCcVlLoXNQLtllTg8n+AT0TNw9pzHnVcfWuB7dq48/QmEdGbd/ky4NK2zJ7AZzLzZcCDMvNjg9S5p6WMto5dqQ4LW1EjSv+daiR/U0Ts1H7jv6d+R7RtGOi+eoAyzqGy3Pw1M389SFkDljFwu8C4vo+ett5vtPVu3urfdwJuHRHPpoI276c6TT82Mz/U6jNrMvOy7MwnPmAZdwRuH9XWQ9T82Pek2gs+0V5b7Jzbc84B2zsPRcS21NR2R2XmhwfcX6Ne/3oi4koRsUk7Jn+Ymb9r+zqpusNf23K3jJpjuHuf+UEqa8K5EbFdRNwjxzi3cFR7y/uozHjPyjZ/cDuH9+75XkINUnkKNb/2Dwf5rQ9YxnHUVBg/HPBz7MpMKvibZd2n9tZ9EtUedMeIeAbwjYi44RLPiYst49tLKaNTVneO8itl3W9/LzPfTrUJ3a8t+hvqWn+V9r7NqKD3c3Lxc5QfFBFbZM2jfirVKe3ZVJvuRVRnh1+1z3lZLGGO8jnK7+6bi6hj5FLqHPYh6n5tT+r+6FGZ+cml7M/M/EdmvpsKJj+IOs7WUB25P97W/fW27GepDtDbAD+n6oR3jojDgM9nzW3/xP56ywCfeWtq9PoREXFYZp7WPu+pUfNn9/wCWBcRWy/n3LSAC6kslFcCnhrVrnaFz9PqZPPOGZ+rcI5ySauHgW+NVKdhaguqR9t9qMbybakL0S+oSuwhEXHdpVSiI+IWVK/it1LzzRwaESdl5pmZ+SyqseOr81UMsgInTwAuoSoDt57lAntZu1HIiNik3SwMLDM/1m4ulloR3Skits7Mi6lK2h/btm3S1v9c4D+oYOveSymjlbM7daP+DCoA8CrgZjET0P0vqmKxMfDq2T5PZv510HJzhQOt7fu9M9VZ4v1U49hxVOX7tVRg+wFU6qMftO1bkX3Vr3NTfTzVa/kF7bh+EfC/rfz1Puti1pvD7bAxsFh8sPgfMRMs3mq1ldGsYWYqhvtSPW7/FBGX/1ZbY8RW1DH1yoUacDrn2b2onuwPzAo8Ppdq6N05Iu5LHZfvzcz/azfKx1CBvc8ttNHjKKOr/Q4X6ohw+Y1QVEeEbbKv4byz3VMVgGnHy5uphoa3A7tFxO3an8+mpXWleuAv6ffazr/HUA2X96J6we9KBShflZlHUMfBx3tvgcs73yxb53zWDX6/jRqFev6Qy7g0qpPCxdRUEcdQo9jPGNb1JyKuQzXm7E8FDbegrg1fpUaBfpvKgPOFtk3JeILFQy+ju88iYquIWJeZfwD+RHXGOi4zfxIR+1ENFdcc4nVlWjq3jLyMUZ3X22926IHDcZcxLFkBiF9Ro4v3jYgDsgJdn6DSBO8W1fFgHOf1qShjPu3YOIQ6jr+a5RtUR5I1EXE6dd7daLb3xwg6A0XENsAbI2L39lv+b+Am3UXav7cEjomItbROAYvdR9NSRitnvUAVVZ8iM59Bja5/BfDoiHggNZJu4HuoJZRx8RjKGOhzjOv7aGVdDzi23Z/8mLr29ILsv6PSjx8C3Dozz8jMk7N16G6/wQXrD4so4y7AbSNi/8z8C1Vnen+3LrfA+ufrJNBb5mZR7Sy/oUZ4frDVQRfcX6Ne/xxl9oKHd43qJPD3vkU2bcvdjrp3jVbnXS94GCsXEBtHJ4GRltH/O8+Fg/ePyMwfLOecOIoyOmWto+p9WwN3APaL1gm97ZevAveIiPdSHSde1rufzepEfMRc9cN5yrh9VID9L5n568z8Wqtz3osaEXz54JCsNrNHLlTGQlpd4Y4R8ch2HHyB2sebM5Op7WTqXmiLiFhOvWhNq38eQ7XJbQY8I6rD6bsi4sGd7foSdZ+4jrpP/CY16vxeEbHxUn93UZ0SHk1dZ35FBdTvk5lvo37rr4qIJ0bEMVQH2DdkdaIZej0tqv1mLRX4/hHVPvbwiLh+RNy4f9l2zto6Io7r1e0j4npR7XfA5R1z3kK1EbyOykTwYOq7fB91D/DRIZ23JE0QA98aqVahuDuVluWmwM8y8yvUxfxKVMXsZ1TKrQsWu95OY93VqQr92zPzA5n5EeAhwC69RpbMPDEz/73/IhcRV42IkyPiyp2X96DSJx1ONU5t1Fn+8osuFZDaYoBdcQXLqETsBPykVRj/RFVwyU6ngcx8HtUJYKmVs7VUL7nXZub7M/OVVBqzE4C9Yiag+30qwPryYVaKcgUDrVG94g8FPpeZP6Uqu70A/I2ozgZPbZWrFdtXUYG+K/R+7NzIvTYzv91uGD5CpdK9aKnl5TI7bCzT0IPF4y4jRjhKur1npCNzx1FGVwxpZHzb7qkKwMR4RpuOdbRe55o+1wj/bvD7TdkymAzYMDVIFoE/987xsGAWgcX6PZW27xjqJvye7Zy8LxX8enW20QQxomBxd3+NsIxtqWsoEXEQ1Sj2qajRIT9pn/WREfFCKoXfcVkN9kvS+V4nunPLOMroN6rzekxXpoIl6Xyft4iIB0XETlkjpZ4JvCEi7pCZf6RSXD6TupeZ+CwC4yhjEduwMZXB66HA5yPirlGjfS6iOkp/gGo0/8ocqxhFh6NNqM4sz4yI7ah99IKIuFO07EFRwaUnAV/OGiE26DV1WsqAvkAV9ZNaC5CZT6catddQ3/Ojcmmj/qahjLF8H7H4UetnU3XHgQ1QxjlUwOTyto/F1FNi8Z0E9qbqKGsy88erZf1zlLmO9YOH+0fLLNf+HlSHjUOoThbHZObZrczLg4exAgGxGEMngXGU0Ux88L7PxVQ7xW2pjg73po6tLdp++TBV/zyrldXL6tD7XS6mfWS2MvaLyuTQa1+DSv39L9k6IsdMVoefLfGz9fszcEpEHN3249ep886hwHMz84NUIPWOLLJdNWbJHNrOxZGZv8zMD2bmbai6xf9RqcsfHxFHdJb/ElW3PZJqEzod+H7WYK0l/e6yOiV8nhoI8yvqOziw81s/rv3t+sATc4idv2fZlks7deDvUvcdO1PTLuwBlx/jvbaerahR+F/PmTbvWwAfj4jbdNb7y7aubwGPAi7KzC9n5jmZ+c22zFgH8EhaeeHvXqMU1Xj+RlqPZuDizNyv/e0O1IiV1+SA6YTa++9EzVv0aapx7tbtYkdEvAE4LecIGrWK73WpXmB/ohqdTgV+lJnHR8SzqJuID1M9DC9rDYTrqLQ3L8gxpd6eTUTclWow7qXl+RvVgeBiqgfht3N5DcmbA2dSaa6+16lQPxO4ORWQOj8X6Fk9DEu4+VhqORtRN+tfA/5ABbD+t33vL6AaJdYCJ2bmBzrvG/u+ioheb95PAefOte62bU8CvpUzjdYTc9KPGiF5MVUR/iBVSb9VZl4SFSx+GDXv8P/FTLD46TlAD+BRltHb31Gj6R4PfCcz/7U1HBxHNUTsSk1N8PT2Ha2hGlvPzUUGjKM647ybGoH3jYg4nBpV+p+Z+aq2zMbZRgG0xpZB05aOvIy+8m5Nzel3GbV/jsjqJLB3Zp7X2bdbUd/bc2Y730cFR06hAkh3pNKeHpjViL0ldW16bWZ+danbPI4y+srbjPoudgF2zwrYbgvsQJ1zPk8Fgd7ctmOgoFhUZ49TqQ5gN6OCE2e1xrFbUd/H36nG/98s57P0lXswNSLyfGr+64fNssza9nk3A7bIzN+OoIzeTfZmbZkLB/806/3+N6fm4bsoKp35zYAHZ+Z3olJIvp5Kxbtta3A7iDo/XIXqLLUJdXO/JdXx4F5UqrYzBtyeban5oUdWRivnKCqY/w1qHrtjgB2p+t6XqI4f16Ea8b6XmV9a7rUpquPJs6jRGrsBL6QC7CdR8yrfuddQ0r7Xq+bggdapKKOvvJGc19t5+USqbrof8ICsDhUHUL+93y23LjKOMparnW9eSjXW3YXqMPe21rj5KuB+2dJVjvq8Pk1lLHI73kJ1DF5LnXN2p+73HtA7LjpBg97zrai2kd9HpWy+B5Xx5ItRnYFeB9x3qfdXra5wFLAXNWfpnanpkzanUtQeQHUE+ujSPvXkl9E730SNYj2V6oT6i/a33jV1T+An7Zq6SWb+bZBryLSU0SlrpN951EjTTwH/mpmndrex3R/vTrXF/JYKZN0/Bwzgj7GMx1LnpsdRAbWntcd5mfnbqE4CbwIekwOmwx31+ucoc9NWzueoulav88BnskbE94Ljn6XuM89or22UfW0HEXF7arq5P1Bz724OnJ01ov4AavT99sAZmfnp5dTbojoJvBw4KauT/vupYHovZf2arEDhw6nz+EuWcN86jjIW8zu/GfU7/11EXD8zfzyCc8myyuiUtRPVNnEq8OfM/Ed7/Tjq2PpQZp4Z1almoPuvJZRxjaz01b33Db0Nq3O/dwtqdPBTMvMNUYOnHgj8W7ZgaVRH4d/Ps67rAftk5vva8znry/1/i2r7uSuVofH5mfmezvF5CvCBbB1Wlvg5t8xKI997fmvg7lSq8WtS935nUb/toUxhMMd27Ei17azJlto9Iv6Zyrj6IWrQ1i+ozk0nZ3XM7p3D3gc8Oys7xXbALTPz9Ih4AHXf9JDuNSEiDgXulZmXj6TXdNtjr5vlx8750kpvhhaw4zabfj0z9xl3uY741shExM5Uxf+jmfmWzLwF8LeI6PU0/XcqWLGUoPeNqJHdr8jMN1AjCM6KiL3bTcU+zJGSLKpH8buoCv1JVIPvBcCvslJEQ6UJ/xs18nOrVqlcR91MPDdXMOgNkJlnUZ//xlSvvC2pm5WjgcfQRoEPKsaURn0Qw67k9us1fLWi/kRVxjehUn5m+8PTqZ6od83MD0RZyX31RxaYk75tw8XAi3qNHaPel8PQ+z5iCtJ2t/PGSEdJx5TN1RnDHxk/kamiuzrH68hHgsYKjdaL1TWdwbxZBBarHaP3ojJufKL9/0zqpv6BEfE8KpDyz1THm4OjOsU8neqw9GzgDtRv4fVU/eNH1OiKpfTCP2QMZUClNv4a1VD9l3ZcnkE1ch1LdVg4PTPflDWiYVnXppiS0cXjKKOvvKGc17vHSExwpoJhi4gbUFM63QX4DHB14G4RcVTW/KnHApeO8rw+jmvHOK9PA3oUNV3RcZl5AnW+u3p79FyNEWaniDGk4ZyWMlo5U5GqfdRljOv76JiGkfHkiOeAHfX6u6LaIJ5ADXb491YfOIlKi3xvql5HVPDw91T7xeV1umxB724dOEc8t3CfxWYqeDLwH0u8PxtpGQP8zpc8wn8cZXTKWuz84ScA/xkRu8Qc7U9DKOMZwLe6ZYyiTtfu99Zk5n9QdbUXR8RrqM5778/Mb8bMCPPfz/O5dqE69T21/S7XS0E/21va+3qf7bLM/BjVjnBCRDywvf9WVGfUJXXAbmVcCfhYjCGV+gLbcSMquH0s8K8RcWz70zuozkKfoe5Dj23bdY32vvXmjI/VNUe5pEmRmT58DP1BzYO8LTUK7kxqNHbvb1+kKtBQPesHWe8aqpJ/CtUg/4DO306g0qWcRfWGnO39u1A3hkf1ym+vnUoF0bvLbgLcsLPcycDtV3rf9m3jAVQK7Y2GtL4Dgd9RFY53AHvNsdwzqF6NK74Plvl5e1kv9gdeTaUm3ovq/fg9Ks3Pqt1X1JxH76NG113hGOi91o7lrVd6fw/wuQ5p54kPt38fTzXQP466cX03cFDfd7jFKixja2oOz73a88OpRpHHdZbZuPP/NQOuf+92HtyVSoX1fGpEJ8CtqLmpPkKNJF3qdzGOMnr7dy+q8e7J7fkxVKek3alOSN+m5l2GuhY8A9i3fz3t/1sB69r/n02NPr1Ne74fdaO3+1K3dZRlzFHuPdv6X031hL4TNd3GKVRasE06y25GBX6WUs5m7Tfxn9QoZahr+Z5UwHhX4Dbts11rGJ+tlXHr9ps8mJrD+7q946/vGNmKCgrutxrL6CvvRtQom1u2cj8JHEZ1WDuSut7cti27MZUV53XAJzrruA3VIHGbIezjkZfR1rdT++xHUr33Hwxs2v52EtUrf73f0jLL24rqSNQbHb1Te/0AqgF32eVMSxmdsoZyXm/nhsPa/w9qv5uvAvdr3/u/UVNAvJA6p9x9Cds68jKGuF9755DeuXMXqiPu19t3+AQqoHB0+/vIz+vTUsaA27NR3/PD2vF+r77Xj6I6Ih5DBer3pEZBvZ7qhLInNer7YbT72EF+h1TGiwvpO7dSoyZPoBq5Nxn0801jGW1916A6oL4X2I6q9329HU9XbcvsS9U/7rChljHG72Pj9u/ubfuv2flb71y3J3Dl9v9Nun9bDWUA16NGBnZf26Htp/dS92lXpa57B1Ap1lfN+ucoc1cqi8WzgAPaa2s6f/9nKpPPCcBvgOvPsZ4rUXXUB/e9fut2/D6CGsH+fur+dePlbPcs5W9P3cf1AqFHUMG4T1PXju/T7vlWYxkM9js/YLWW0Snn27T6ed/fusfWW6lpm+61GsuYp+y1zNNWykx72Q2p+7VbDbj+R1H1n1tQHYifMNtn6ytrXftur9z399tTHTb+jWqzPngIn//Qdtwc0ff6/lTA+Tq0KSaHtc/7ytm+lX+/zmd8O3Xfc3WqQ9DDO8tfre/9vfuhzaiO28+k7idfC9yn/e1B1HnxiVSd7lus4P2Aj/E/dr/p3vmzC//qY5U/gK+txPGx4geoj+l7UOmRPkultFtHjXh9Lp0bA+AWA66zV0nYov175XbBe2n3Ik0FrjZv/4++dexCVXB/3C7wvXUG1Uj7KqoSvNkc27DpSu/bObbrIOD/0QKb/Z97Ceu7KxVs+jaVRvJpVMPoYVRvwKEEclbLg7oR/WGrJD2Xauw9CLg21UD55NWwr6gb55PpVJCpm7fzqVTKt6dTqe8c31tTHUJG2tA4xM850mDxGMvYh2r8OAs4svP6CVQD8UOpOT2X9Hulbs5+CDyiPd+durn/GDVS+gfUKL7TWGIAbxxldMpaVkcEpjgAQ90wfphKS31o+81frf1tS6rh/uZLOVY7+3IPqjPPdq2c17fvedO+5W9DpWHeY0if7TrUTe++wK/bZ9us/W1/6sb46u35VlRw4narrYxZyrxBO24/0HltX6ox4wr1H8YQLB5HGe39b6VS+0OlcH8VFdC9EzWK8rbLWPdUdG4ZRxnzlD208zojDhyOq4wh7dfeufTuVH3wKu35EcA72v9vTdU9bsQIz+udbZqKMgb9DvpeW0N1Er1r/zKMqDMQdR29R/v/A6gsGrftW+ZQ4K3L+KxTUcYcx9PEBsNGWcY4vw+qo85badee9jnu0vn7mvbvI6hA+9pBf99jKmOknQRGvf5Zyhs0eHjoAusbW0CMMXQSGEcZs3zPE3cumaWM3bvnDeq62d+Oui3Vhtq7Dx60LjfyMuYp983UQJH9maPT9mznlgGPve2odp0DqeD3sZ2/9Trs9NrmtqI6Be4/x7p2pDJ67rLcz99Z592oYPAR3c/bjqEDh1XOHGXvTGcwUft8n6d1ymGmfX/WTgJ9r92eGuH9ZGoqg27w+wCq48/LgTsO6xjyMRkPA9+T8WCFAt9rkYYg1p+r5Pe0ebCp9Iwvo0Y53Lct96WslDKLWe+1gb9n5q+i5j58YkRcQFXSn0pd2A6Pmv/ma1mpnYH1U+JEzYvzLqriuAPVEPu8iPh6Vpqb/6KCFscBr46Ih3ff39b31wF3y1hk5scj4kFU49+5/du9hPWdFREPoUZtnEfNHd4NiJywvC1edXYBXpiZb46Iq1Cj8x6SmUdGzc+49VxvHNe+ipk56a8EPDtq/vBTqbnc7x41J/29gY0iojcnfS9d73uoOemXnBJ1XKJSr/6SmdSr38jM90alXz4qIv4EvJOahgBYctruUZexN3WTdTgVVNstIm6XlSL9bKpR9V7UXEpLnSP5p8B3qXPim7PmL/tf6mb45lQgaxsqAP+0VVwGLW3VMdRcmt15Zo/Ommf2VdGZZ5bqrJRZKYB7DqHS/u/A7PMKv56ZeYWPyqXNKzyOMmbTTaW+H+unUj+f2k8Jgx+rmZmx/rzCT6cC90+kvt9PRMTl8wpT57nDl3M+6e2TqKkGHg98JzP/NSKeS12Dd27p8E6k5iTsn2pgwWkAxlHGAi6gOj/cOiLuBHwhM78QEe+mGrH6/QtwcWY+qqWe3AfYIyLOojpSfRiWnepv6GVEzdd2Yd9v8VjgtRFxfer8dz8quLQj8MhcWhpUos1RDqw3R3lEvIz10xIfQp1fB0pLPE1lLGCY5/W3Uw19N6WltQe+GREXUo1pj87M07tvWMIxPI4ylq2db+5C3fs8NjP/2P70ReDJEXEaNdL+CZn5n1FTdYzkvN4xsmvHmMu4gs45fhvqvHZxe77e3JlZ6UKfmTPz2QZV/4M6J51LTR90w5YK9N1Zc3p/iuok8sVBruOdNJzXi4i1mXlau7acGhEP7lxbLk/DCfx+wPPuVJTRyrke1fHsK1Bpu6PmZw+qQ8IjqXrzztQ90Guz0s8O8p1MfBnj+j46ummiex1QXxARl7H+fNVPos7B/5hnXWMvI2bmgH1PRGwMvC0iHtKrf7Tv57vUqNKB57Qd9frnsV5K+HYMZHNZe21b4LbUfciH5jvG2t//CrwoIsiZuYXPjYjvATtn5tuGtO23AE6JiLtn5hdb+b+MiDdRHdceRc3x/uW+bRzkGB5pGdNwLukrq3tvfZOIuGZm/qJdN3vpuHvzh/8m6n5wSXOUj7KMecrehjqvvIjKQvMA4IKIOD0zv9Vdtm3PRp26wrzHRczMV702M7+amb9ur/fucR4TEb8BvgPcOCLen5l/i5mpM0/IOe6HMvNnS/zIc8rMj7X9/aKI2CQz3x4zqdTfMOzygN587nenOkC+tb22JjN/FhE/ZSZV/1Wo+d7XqyNmZ0qGbHOUZ+ZnI+Lvbb0/p7J03rldN87IvmkklnsMSZoOBr61LO3C+bdWWdgjM7+VmX+KiFOBv1KB6ccyk0b6twMW8UjgsIg4ihrZcTKVtulUKiB5HNXwde+I+H5mXjTLNq6l5lh6bWa+v722jgpKPicivpEVJPw+FaQfRqBirLLmhWEYlcS2vnOj5uo7hbpxunSh90ywKwMPioi3ZeYfI+J84MoRsXNWA+u8+3XU+yoqOPN6qnfjSVQQ5wLgXbn+nPTPoVJgfTMzL+xUrJ+Vi5yTeiXFGILFYyqjN0fySzPzv1qDyHWpOZIfTPVUvRcVYNyN6lG/mPX2Gnn3oEavfpvqhX8SNY/moW2bf0MFBW7DEubqHHUZs5Q5rI4IUxGA6Z5rogIjkZm/b/vhHlRApTuX7X0zczlzf3XnFb4j1Vj2jcz8c0Q8hcomsSfw1XazegnVsLpk7Rg7hAqU/B91/f47deMd1LU5gX/O6tgVrY5xcq4fYF3RMubS9tM/oubwPpEaUXOziPg6lQnkyxGxRY4wWBxjCEi3utW7gCe1xtetgF9k5nci4rfUNARvi4h3Utkbzs6aN36ppqVzy1g70Iz4vD70wOEKlbEsrTExgAdS++4rUR2Kbk1Nm3MkdR54I/CNqDnKh3peH8e1Y9zXp/m0Y/pgqnPG+RFxpcx8WH/9ICpI+I+oeSK3yMzufehQOwO1Mh5N3f/+imqMXdPOg1Cd+N4O/J0axfr0zPzdIJ97WsromPhg2KjLGPP30duu/42a6/YoamDAw6kRmk8ANo+IH1Cj647LzH9fTWXEiDsJjHr9c5Q5suBhjjggFmPoJDCOMpqJPpd0RQWFXx4RJ2V1gPxvav7w3j1er5PY3sCdIuIlubQ5ykdaxgK2AX6WrfNGO64Poeayvigz/7uzrRtltQdvTe3nV851rETNV/12qhPpdSLiQ5n5irbdl0TEF6kMY29qn+1eWUHvTak2jWcNes81DJl5ZkRcBJzW9sW+1Pn1vGGXFdV++U4q6+QteufwTh3tqsCmEXFbam71+2XmT2dZT2+O8jdl5lvbOr7UTnt3o7JibUzdX6+NiA8B/1ip+wFJq5OBby1ZRFwdODoiPpmZX6MqNhdm5n2zgt/voeZsfRvwEOAZg1Y2M/MZrQL7DuDMzPxwK3sfKuXhmVTDxbqcJejdbEwFK85tN4qXZeZzokbNnkiNoD0/K2D5vcH2wuoyzIt8Zp4TEccCv44KAv9uJRsWR+gkqpH5dRHxaKpheDtgo94Ci7hpHMm+iohdqBTPr8zMs9uN6auo9JGXrzszL46IZ1Bz1l7YlnsW8OycjKD3SILF4y6jGcko6dbIO9KRueMooyuG2xFh4gMwsTIjQcc+Wi+GM8J/xcuYS2uI7AW/n0ulXbsXlbbuEdTv6hftPD30YHGMLyC9hmpov5A6f+4N7BoR7wC+Rp0DP5uZF0TEa4Zw/ExF55YxlbHee0d4Xp/ITAXD0jnX9zrOfIGa7/oRwJep38itgT9l5kvaef2DTGAWgRW6Ps23PbekpgY4kmrIflB0RgW182vvPLyOaoB9Cut3wD6WIXYGag3en6cyP/2KmvrrwKiRlG+LiJ9Tx++1qbSfnx60vjAtZcSUBMPGUcY4vo/2WSZ+NGuMuJPAqNc/R5kjDx7miAJiMSXZKablXNJnsRkXngw8Zol1+HGUMafM/FFE/D0ijs3MkzPzyxGRVOfPGwH/3akrXBrVoe9DVPvZXEHv7ampgE7KzHdFxO2Bh7d6xh+z2pn/EhHXoFLv3zMzz2zb89eIeGSOYET3YmWNmN6X+m5emZnfH3YZ7bO/j+qgceoci/2YqnPdCXhOzhL0btv7l4h4OXBCRFySme9pr38pqiPBs6nv8yLg+zlzXy9JlzPwreVYS1UaNosK7NwZOCMi3pqZD84aPXselVpmy0EradF63mXmP0fEJcD9I+K6mXlBZv4hIj4NbJuZX6dSnfS/fyfgd1lByItolZGYGaX+3Ig4gRotezw1V6s6cshp1FdKu1H9e84yGrsdEy8Gngd8irrRfkEOGAgY9r6KCnqfTv3OPh0zPVF/QB2zj4mIU6hGjkva7+sHbVsyIp6aqzQ9/ywmNm13rzEmRjxKOsYwMnccZXTKGnZHhGkIwIx0JGh32Vih0XoxJdMZzFN2ZOkFv//eri9rqZR4fwL+QQVfRhUsHmlAepa61SVZU4WcRjXyPJWa8ub6VOPsBW2blruPJ75zyxjLuNywzusxniwCY0udv1yda//+wJ5RWaM+R80N/fvM/F673r8D2GpU5/Vm6jIVLMIaqsHzBlS2o3tkdbreO1uwptOQ/UHq/LtFVFBnqJ2BYgxpOKeljFbOtATDRj2yeNzpXSd+NGuOuJPAqNc/h7EED3PIAbGYkuwU03AumU0OlnHhnLnXtLJl9IuZFOQbZ02teQp1XNw7Mz+QmV+JiN2A4yLi7Kz2s970gO9jnhTkzZbAaZn5rvb8v6l7n62z7ql7063sAzw8q1NJUPNV/yNXMOjdM4ZtmHNKhr7lHg3cPzM/Md/KcrxTMkiaQga+tSStEv/LiDiemjf78dRI1LsDZ7YG0C8CjwEemJnfGLSM1mDRG6F9YkRcGXhPRJxEBZHuSzVmzGUn4H1RvYv/RKVU+Wl2AvCZ+byonn8TGdAdhxxyGvVxi4irUqM8PhUR5+bswe+fUqNFrgFcmpUmbODPO6x9FVM8Jz1MV9ruVsY4RklP21ydS+6IENMbgBnZSNBYBaP1YkqmM+iUNe8cs7n+yO/3UNO+HAz8mREEi2N8Aelu3eoiKkPKz9s57vtU54ItqYbIp1P7einzf/abhs4t4yqja9nn9RhDFoFxlDFM7bd+J6p+9nQqO8+J7Tlt//4b1cB7TSY/i8CqmGs9Iq4DXEydu95IBTtulRWQ2h94WEQ8OTP/LyrofQb1vZzICDoDxRjScE5LGa2caQmGjXpk8djSu8YUjGaNEXcSGPX655NjDB7mEANiOQXZKabhXNJX1sRndVig7G4K8utGxLuoTnnXpTrubZuZr6U6KB5CnUP/1r6DTwFPyjnu5WPh+ap7mSKvDvxvZr6wLdP7XMO4D1rVYvFTMvwA+Hfgw5n5ycV897kCc5RrsgQQseBi2kCtWekN0OTpXZyieiT+nJpbeAsq+L091bD7Haqh9em5yKB3RGwWERt1X2sXyjXt/0+kKkpvoioe98t50jhn5tlUYOJ8YA/gkIh4WkQcGRGHRcT9I2L3zHx+Vqp2zWMUDVhj8keqkfRgqtJ7hfNe57VfZwuGLOfzLue90TcnfWa+kmqYOwHYK2rkd1IBhpcBL5+076adP+5J3Tjci2rsviUVLP4fKli8SectvWDxt1ZTGXCF0XSfpoK138gKmD6FCjjs2ZZdkzU6f96gd+/moP1/q6j5QP9AdeC5K9W40R2Ze80lND6OvIzZyouIPSLiQCqo8SBqhNzpEbFpZv4mM7+ZmW+k9uMVOiLETHDkxhFxq4i4S0TcpDUC9IIjf6FG9J4KnJiZnxpwW0dexhx6I0E/C2wSEQ9u++WL1A35Ddv2LaVafwhwcEQcQwVpnkSNlrsDVRd8PfAB4EfUaL0zlljOrGJmhP+rs4JV36ICcsdHxBupKVGOowKpu63WMrraOeZg4CPAS6JGLK0XPGx1mE2oxrgHAO+ngs/btb//LTO/n5lHUYGZf6O+H3LwYPFOwE+iRi30AtLDLmO2utXBnbrVfSLin4DrZebxwP+LiBsMWkZE7BgRW/S9fCywdcx0PDmfOu8+nCV2bpmGMvrKG9V5vZtFYDfqfHJyRDyUmcDhdTPzYuA1ufzU+aMqYygiYqOowNS9qd/CT6lRP+9v+3Nr6nz9eOp+6FxGc17vGeW1Y5xlzKpTf9iL6mT4wKwRcM8F1gE7R8R9qU4H780Keq8Bngk8P2tuycs7A1HXv8dSncFuwkxnIBiwbaTVBV4OPD4ijui8/iWqTngkFXw/nZaGc9C61LSU0dZ3CfB5KuDwK6oTw4ERcZ+sEVvHtb9dnwpUDVwXmYYyxvV9xMxI0yMi4rDMPI1q1zk1avRvz+UjTQfdV6MuI2Y6CTy491rbT2dQ54f/ogJd96fm9t14Na1/jjKvFzWdQ6+8XwFvoeoLrwM+CTyY6iD/Pupe6aOjOP8OKqpDH1CdBICPU/d0P6fq5HeOiMOAz2fmSzLziZn56bb8orMhjLqMtuzEn0v63AL4eFRn/175v6TaVr9FZVy4KDO/nJnnZHVwW0pWh1GXcQUxk4L8XzPzwdT1/3bUNf3d1PQzd47KGPo+KtPSn1vZlwBH5BztylHzVb+fGkR1i2zZ0HL2+ao/EBHX7X1Hy/1ckyKqE/gbo9rWv03ViW/SXaT9ezPqXud9ucigd09WyvjHAs+PiH8DXsuI5iiXNF0c8a2B9C5OEXFH4O4R8UWqIeRE6ibmGODNmfmi/vcssN45R+XmzKipy7Lm/F4DfGKuyklXZp4VEQ8BzqECWz+jeoVuB1yFCiZqimX1PHxCRLyAuvG+NCK+PMsx1kslvglwpcz8/Qpt8tTPSR/TlbZ7qKOkY0rn6mzXjWGMjB9pGucxljGbUY4EXenRehM7ncFcYvFzzP4tIr5BZZ34EPA7Klh8J6pO8leqPv7dzDw+Ik6PiBtk5o8G2Z7MPDsiegHpi0ZRRqeshepWT4+IGwO7UufIRYspGV08jjL6yhv6eT3GkEVgHGUMS+9+ptW//hIR36b2887AoVmZsB5AnYve0OqUb2U6sgiMO1PB5Vr94RCqnvV/wL2jRly+gWpMPYHK3PXPWdMO9eZcPxd4V4w4O0WOIQ3npJcRU5KqfRxldJYf6XceUzKaNUc8B+yo1z+HcaSdH7qYkuwU03YuiSnI6rAIs6Ugvy5wnaw5798LvDcibkHVOX/YuU+7NDN/MsfnWsp81RcM6TNNksVOyfAkKiMssKTr4sjnKJc0fQx8ayCt8eEu1EjT51IXrztSvexPoBqWj46I52bmRb33LGLV3VG5f4+Iz+cVR0315vw+fsBtPjdqhOEp1Ei2K6S61nSJ6kjxTOCZveOQGpl2LSoF7kYR8YXesRAzQe+tqVGBj6IaWse5zf2Nv9M8J/1Epu3uNXq3/28FI5kjeSrn6oxldkSYtgBMjD+V+rjnFZ6a6QzmsYbFzzH7XuqaFIwgWNyTIwxIz1LWvHWriLgmsF/WSKVBTEvnlnF3oBnFeX0cae1XKnX+QDrnm7sBB2bmk6iRWTcCnta+xztT90KP7fwejmXCpuFYgevTQtuzNXU8PzYzvxERh1PpLY/OzFdRwbNuis2gbj/PiPF1Bhp5Gs5JLSOmJxg2tvTjPaP8znMKUlF3yhlpJ4FRr78nVj54uCw5hk4Coy5j2s4lMaVzlHfKni8F+f/QRhpHxA6Z+cuseb+By9uoF2oXHup81dMqJ3RKBkkbBgPfGkhEXA04lBotcm2qIfXP1EXtpdSo7e1zJti4KLm4UbmXtsrUP6JG5W6Ri+wVnJnnRMSxwK8jYueswMZEzlmt+bXG9utS8wY9O2qk9KnAtzPz7hHxLCo95UYR8VngsnZsraP1TszB518ehm7j75+Ykjnpu7+zGFGweExljGuU9LTO1bncjghTE4CJlZnLdqyj9TKHNsJ/RcuYTSxtjtmnZ8tSE6MJFl8uRxeQnq2sOetWg+7nmJLOLeMoYw5DP6/nGLIIjKOMYWjnm0OoTr+9qQLeHBHXBe7Xfge3oxrd/xzVSXjisgis0PVpvu3ZB/glVe/djeow996oqS2OavW8dwLdunK34/Q4OwOd2X7zp0UFJ/dlyGk4J7GMnIJg2LjKmKPcoX4fMWWjWTvvG2nHkFGvP1YweDhMOeHZKabpXBJTktVhnrJ3pa7/H6VSkP87zJmC/MURcX+qbW3B30yMcL7qaRErOJ+7JA3CwLcGkhWoeA6VXuQ51Ki9bYGzqEaH4zPzu4tZVyxtVO4/Yv1RuYuuOGWlv3sQNarwXC+406dVgF9PHZsnUfMrXgC8K2cyBby4/f2+wDcz88KooPcHgGflIlLoj8Isjb+HtIbTn1FBls2o4P3zV2L7liKmK233uEZJj2Nk7kjL6L4vhtQRYcoCMCMdCRqrYLReTNd0Bt3RnnvR5u3NzH+NiOfSUh2368+JVKNOb47ZY6jRoL0Gy6EGi+cyjjI6ZQ2rbjUtnVtWagTzSM7rOYbA4TjKWK6o0XcHAw8B/jtq5PedqTkGLwWuBpxMdSKa5CwCKzXVxxVExN7Am6l7wrcDu0XE7Vo9/WzgNlS97oys7B6zyvF2Bhp5Gs5JLGOUgappK2OOcofyfcSUjWbtlyPuGDKq9ccKBg9HISc0O0Vn3VNxLskpyurQL5aWgvx/FrnubYCXR8RJWdNm/TfVUbV3/xRUZ7ybAXfIzJPa+za0gO5ETskgacNj4FuL1mk0/WVE7Als0hpTr07NNfzqXORI71ihUbmZ+bHuZxn0/Vq9ImIX4N1Ug8DZ7WboVdScP5d/15l5cUQ8A7huVtA7qBGDz84VCnp3tm3a5qSfprTd4xolPY6RuSMrI0bYEWHSAzAxntGmq2W03kROZzCXzCXPMXtyrt8Bobe+kXfEG0cZnbKWXbfKKencMo4y5jCy83qOIXA4jjKWIzP/HjUS6znUd3ge1cnhxcBDsuaL/DUTmkVgHGUMImpE93uAl2bmf0V1PLgucHxUp47bU3WIp1MjwT8z3/pyvJ2BRp6GcxLLyAkPho2zjDnKXfb3kVM0mnWe8kfaMWQU688VCh6OUk5gdoq+dU/suSSmNKtDn1GmIB/LfNWTKiZ8SgZJG57YQM7PGlBUz9O/9zc89S3zYWAHYB1VyTx9rmX73tcdlftTavTUEdSo3Me3ZTZvf98COCFXyahcrU5RQe/TqcbIA6jRVZe2m4ldqUrpWupm8ZJZ3r9pZv51nNs8nxa4OQXYbb7f4GrXKsNHU8Hi62bmXdrrt2EmWPzF1V5GW99OVOB771beqdRour9GxEnUCNBTB2mIiFlG5kZltHgt1Zj7K2ZG5v4EeENmfmrA7R55GX3lHUU1PHyD2TsinMdMR4Tv5RI6Isz3+2jBkcuWGxwZRRktqPM+Kojwb8DLMvPrfctsCTyDCvDcZgnbvQnwCWpurctH6wHvoAK0jwMOzRqttyaHMFqv+/3F+iP8n83MCP8vRo3wfx01wn/QzA4jL2OB8remOlY9LdefY/Y/s+aYXS8t3iD7dhyNl6u9gbQrKl38OVRno59RDWiXdzwBfgt8CNg/M3+5IZYx7vN6p4yD2ucZ2ZRB4yhjqVrQ5gjga5n5vagMGu+lgsHXZXTn9XFcO0ZexoDbsxl1zt0F2D0r49e21H3nzYHPA9tQI8IPzMyfL3K9d6M6L547kg3XgiLi9sBpVHrafYFnZOaZljE+7XfwIuD5OTPS9LKIOAX4QGaePQllTLpu8LA9vzUVPLyQqjNsSWVVPGNSA0itvrIJsHbYnRDGUcaknUuiMi6cBVyecaG9fmsq48LPqIwLd6DqL0vN6jDSMuYpe+Osjoi7U20x98jWea1XX4yZFOR3Bf6QS0hBHpVV7ChgL+qe+s7AA6lO4935qj+63M80Sdq9xpOpuuIHMvODUZ2sTwQenC3DWUTcgqovPoRVOCWDps+ee90sP/bvX1rpzdACrrX1pl/PzH3GXa6Bb11BVArypwCfokYJ9Tf6X96gGxF3AH6TNZpswQpFC1C+h+oh++YWmLwhNYrqD5n5hM6ym1CBrB+05V4OfDAzPzu8T6tJ1yq+76JGbe9A9ZZ+HvD1TvB7F2rkKcDDJ6HytZobfxdrFMHilSijlfNWZkbTPZIa8fQ36sbvdcCDcoB00VEjc8+legv3j8x9DfDlrF7+m1PpopY6V+dIy5ilzHF1RJjIAExE3JUKTl1EBRn+xhVHgn47Ik4HnpSLHAka64/WOx14TGb+vF1Hu6P1jqZ6vp8RNYfgslIst0DE7dqN7+Uj/IGXUY1Qt6Aa7n5Jjc57SmaesdrKWKD83hyzbwbenpnvaK+fQGWmeSVtjtlJO0evVqPoeDItZazEeb2v/JEHDldjcDJquqVLO88Po+qdJwKXMILzel/5I7l2jLuMecruNVjvAVwd+DY1zc9J1OjHQ7PTQbXVKV5K1Sm+tdTyhrP1GtSkB8PGWcaoRMTBVGD6JTkz0vQtwJE5pFG54yhjUq1k8FCDmbRzSUQcSmWiekm2jAvt9f2ZybiwHzXl3zdXaxmzlLkN1R7cS0H+fqpj5yfa33udax4BXCUHSEEeffNVt9d2oILfe1DzVa9hZr7q3+YGNl91VIfEJwEbUfceW1L3GO9vwe9jqXaT7pQMQ7sfl+az5143y48b+F71rmngW6tFC1ycRM1Z92Hg89k3cmkpF/mYslG5WnmtAfijwJmZ+er22olUOrDnUPO99o6xG1HnvEXNQb8arMbG30EMO1g8rjJiPCOxRz4ydxxlzFLmWDoitLImMgATIxgJGis0Wi/GM8J/5GXMU/be1DF8ODWX227AWZn5udaAeyJ1g390zjPHrAY3qZ1bRl3GSpzX59iODSJTwWzbEJVS83nAZ7OmxwiqgXdiswiMs4x5yr4n1ZngC9S59oXU9CgnUXX4O2cb9dgaYK+aQ05TLm1IYsJGs06blQgeasMQU5jVIWpe78dSA1oeR9WBn9Ye3RTkb6I6gJ8z58quuO4jqI6ql89X3V7fnupEeik1X/VEZl4YlnY+PxD4A9UpsTdt2vtbZ999gO2pLBWrfkoGTQ8D35PBwLdWnYh4AdWr7WRqBEn/aJW1WannNgG2yMzfzbOuqRyVq5UVNaLpTCpd/vdyJhPBM6lUiM8Gzu8/difNJFQaxxQsHkcZIx1NF2MYmTuOMuYpe+SdHWYpc+ICMDGakaBjH60XUzSdwSzl3pC6vrw0M1/f6jH3oBpuf8n6c8y+ITPnnWNWg5vUzi2jKGMlz+sbit55PmpU0cWZeXF7/QodCKIzArzT2DuRWQRWooxZyty+lfkg4I7UnPUHZub/a522XgG8NjO/OsoOHdKGJiZsNOu0GXfwUBuOmMKsDjHkFOQxM1/16RHxAKqt+vL5qtsyh1LzVT94mJ9lUsQGMCWDJp+B78mwUoHvteMuUKtTVHrzZwLPzMyL2st7UD25Dgc2iogvdBp5NmpB762BtwGPAmYNfLdA0kuoBov3t9fWUT1cnxMR32jB7+9TqUtXfZBPK6uvAfgi4I/tJnGTzPxbZj43Kg3ti6k0+l9d0Q1eptX+e2i/8XcBT2ojobrB4t8C+7Zg8TuZ6Rm6lLTdIy2jWUON4LyQzmi6iHgH8DXgiRHx2azRdK9ZQuPrTsD7olJqXUSNpPp5u1H4PnBUa+T9KxVQO2MJgYtxlDFrRwQqzdVro+Y+fTszHRF2BB457KA3jOf3MewyMvOciDgW+HVErDcSNJc4gi1r5OFDqNF651FB7wPpjNaLiBtTo0P/MozPQX2v5wJ/BG4YEQ+mRvh/MSI+RU1l8sVldhwYRxmz+SnwXeo3/+bWaeB/gTOojlUnUXPM7kONNtCQZebHYLSdWyaojLGc1zdkLeh9MPV7Pj8irpSZD5sl6N3r+LsZ1fH3t+39Qz+vz7KNU1HGLP4C/Jiqs+8HHNaC3gcA51NZNbJtn0FvaUgy82fTUMakysyPRUQAL2rtGL3g4f7AG1Z26zTJMvPM1k52Wjum9qWCwkMLSI+6jOhLQZ6Zv4qIt1AZjl5HpSA/m5kU5K/NRaYgb+3YjwOu1+p1p7U2plMj4sHZ5qsGfgGsa8tvUPNVR03J8LGIuHxKhqzMalBTMvwXNSXD/YG1EeGUDJJWHQPf6vXevy5VWXh21GjZU4FvZ+bdI+JZ1DyWG0XEZ6me/pe24PV7gBcs0BCyMZX69txeL9bMfE4r58RWZm9U7vdG8yk1ZboNwH8Crgr8tNvLMDOfFxEJWPEavVEHi0dexiydKS7JzDdHxGmsP5ru+tQo5gvaNg1UTmaeHRH3oxpyLwIOjog7ccWRucdHxOkRcYMccGTuOMoYY0eEqZWZH4+aE2tP4Nxh3CRm5rlRac9PAY7K2Ufr7ZfDG633L8yM8N+SCgLvERFnAYdR06Ust+PAOMrojvbszjH7ICrAfXpEHJqVzvw3wDdjZo7ZwzPz58spW/ObxM4twy5jHOf1DV1E3JLKFHQkcAjwoOiMdGnBiTUt6L2OSqf5FCr9NzCa83q/SS+j2yAdEVtRHZ5/HxF/orJqPDYzfxIR+wGvAe6bmRcOq3xJWk3GEaDUhikzPxuV/nsT4JU5gowLIy7jFsApEXF5CvLM/GVEvInKvPcoKgX5l/u2aaGg92ZUx/y/UhkD79zaqd/Wgrqvioj++arnzG46rTLzLxHxcuCEiLgk25QMLfi9KTNTMlwEfD8z/76CmytJszLV+QYuInYFXk/Nh/xTKmX0EcC7MvPxbZnN29+3AE7IzAtbg88HgGdl5ufmWHc3kPQR4HGZ+dPWm7U3R9sJVI/W4zNzokflarxi7rS+FwObUR03vr1yWzj9YorSdseY50iOCZ+rM1bJPLPTYjE90wdc39DnLo4pmc5ggfKdY1ar2jiuHRuqqPSNV6M6tJ0IHNGuYXtn5nmdzjFbAR8EnpPzTHEw7PP6NJQREdsCt8vMD7br1HHUsfsyqtH8FlTazF9SU0k8JTPPGEbZkrSahSnhJWA8KcjD+aoXLZySQaucqc4ng6nONXYRsQvwbqpn3tltJMOrqAaHyy/qmXlxRDyDmlvzwrbcs4BnzxX0bhyVq5HJhdP6nrByW7fBmJq03eMeTZdjGJk7ijJiTCPjNzTDvpEe9mi9mK7pDOYqf3vgoVSa3TsCtwW+kZl/joinUHPM7gn05pi9hEp/J43NOK4dG5qIuA7VaXIN8Eaqg82tMvOS1tHgYRHx5Mz8vxb0PoMa/TPfPdCqzyKwQmUcAuwbETtQHa2PoaazuAfwJaoz9nWAbanj+0sbcmOzpA1HmhJeGmkK8uhk8ckaqf53ar7qn1MdSe8cEZdR7UnndN+7IddD0ikZJE0wR3xvoFrQ+3QqmHMAFUi6tF3QdgUe0/72xNa42//+TTPzr4sox1G5GqnWI/MUYLf+BmCN3jy/8W6w+NtttPaTlhIsHkcZnbL2Z4yj6UYxMneUZYx7ZLyWb0ijvUc+wn+lswi0gNaJ1PllP+ABWel2e3PM/m5DbvTQ6jKOa8c064ze3ovKdvWdzPzXiDiGGoV8CHX+OZEKcn+0NbweT3Um+sKcK9ecImJjKkPPTakO1Xdpr9+Gqss/Ols6U0mStOFo2bSeBGxEdYDekplR2A8CjqXqvt0U5IvKChM1X/VZwOXzVbfXb03NV/0zaorOOwDvpdp7nK+6o42SPw34KDUlwzMy88yV3SrJEd+TYqVGfBv43gBFxO7UqKpnATtQo2SfB3y9E/zehWr4AXj4ci74CwSSTsjMc5e6bglsAF5p4wgWjzMgPV9nijaa7rJhjqZr6aP+Mspz4TDLGGdHBK2smKLpDPrKnGuO2WczM8fsF6PmmH0dNcesnfS0qozj2jHNIuIQKpD9f8DVqSxYb6DONbelslG9tWXQ6AXKt8jOVAwaTDvfb0p1bDoaOBV4d2b+NSJOojognGo9XpKkDU+MMAV5VHr0E4CXZJuvur2+PzPzVe8HfDMzvzm8TzU9wikZtAoZ+J4MBr41Fi2V6EeBMzPz1e21E6kKxHOotJ694PeNqGPku0Mo11G5GikbgFfWOILF4wxIr0RnikkqY9wj47UyxjHCf9xZBMI5ZjVlDBIOrqXGfDfwtMz8RkQcTqVs/M/MfFVbZuPM/Hv7/9CzTGyIIuKtwMWZ+aiIeCQ1JcrfqFFYrwMelJ05PCVJ0nTrpiBvz29NpSC/kGpj2JKqJ5yRnWkzl1iW81VLU2bPvW6WZ51r4Hu122GdgW+NQURsDpxJpfX7Xq8RJyKeCdyc6ul2/iiC047K1Th4XK2cSUvbvYiy7Ewxj3GPjNfKGMcI/3FmEYiIo6j0bN9g9jlmz2NmjtnvpXPMSlMlIvahOra8GXh7Zr6jvX4CcG/glcA7gb/5u1+6Nirowu4I+dbh4LVUB7lfAfcDHg38BHhDZn5qJbZVkiSN30qkII+Ig6ng90tyZr7qtwBHZuZ5S/4wklaEge/JsFKB7zXjLlArIyJ2ioitM/NiqmH5j61n2yYAmflc4D+AF1Pp54YuMz9OpY/Zsz23MUlD53G1csbxGx/neSQzP5aZ57YMGOqTmedQc239ujVm09tXmfkLg97TITPPAh4C3Bi4PtXr/kDgKCpovHVE3JiaD/cvq7WMjrcDXwN2pzq2fLON6D6VOp63yMzTM/NNmfmltn1eV6QpEBF7UwHvq1Dngt0i4nbtz2dTwdh7AVfxd790LcPYu4AbR8StIuIuEXGTzPwdlRFm38z8C9XB4FTgRIPekiRtWFpd4OXA4yPiiM7rXwI+DRwJnAGcDnw/M/++3PpZ1rzUjwWeHxH/RnXIO86gtyRNn7UrvQEam52A90XE9YA/AVcFftpNFZOZz4uIpOa0G4nM/Bg4KleaVuP4jY/7POK5am5Zc5/2OiKc676aTq0DyIHUCP+j5hjhv99yOjuMo4xmR+Bc4I/ADSPiwdQcs1+MiE8BNwS+aD1Fmi4RcUPgPcBLM/O/ImJj4LrA8e08cHsq6P10YDfgMyu0qdNgDfB3Kk3p7alO1btGxDuojkdPjIjPZuYFEfEa08hLkrRhyswPRcRfgRdFBJ0U5OdGxPeoTH9vG3KZn42Ifalprl6ZzlctSVPJwPcGIjPPjoj7AedTI74PiYi7UKljLgY2A76dmc8f0/bYmCxNMQPSGw47NG0YMvOciDiWGuG/3lQDmfmLSSkD+Bdm5pjdEtgH2CMizgIOAz7ctsVjWZouPwW+SwVd39ymT/hfaiTRzYGTgG2oc8LTVm4zJ1dE7AT8rp27LwIuycw3R8RpwPWApwK/pzJ73AS4gAqSG/iWJGkDlZkfa5njXhQRm3RSkO8PvGFEZf5sFOuVJK0epjrfgMyTSvRo4DHUKHBJkgZmoHD6Tdp0BhGxY0Rs0ffysVTq9OtTqY7PB/YDHg48MjM/v9TyJK0evak3ImKPlk1iK+rc8jng9IjYNDN/06Y7eCMV9H4pcHhm/nzFNnyy7QT8JCLWUR2ttwPIzL9l5vcz8yjgRODfqJH1ZOY/VmhbJUnSKmEKcknSsIXt1BueiDiASiW6W38qUUmSpIWMY4T/cspoc8yeCzyJ6ui5FfCLzPxORLwG+HJmvi0iNgceBpydmf81pE2XtApExD2BZwFfoNKXvxD4IjW6+0bAnXvTPkXEZsBVh5hdYoMUEXelGqsvAt4H/I3KMPZXKtvcd9to+9OBJ2Xmj1ZsYyVJ0qoSETtSKcjXmoJc0kL23Otmeda5X1rpzdACdli36dczc59xl+uI7w1QZp5DjXj6dURsDTOjIiRJkhYyAdMZdOeY3Q04BDg5Ih7KzByz183Mi4HXGPSWpktEbA88lMro8GlqRPc3MvPPwFOAH9MyS7S5JC8x6L1882QYOwo4hsq4cWNgV+AvK7SZkiRpFcrMn2Xmjw16S5KWyzm+N1CZ+fGI6KUSPdcUtZIkadI5x6yk5i9UcPt4Kvh9WGb+v5b56nzg6N79T2b6+x+izDy3pZc/BTiqP8NYRFwT2C8zf7UiGyhJkiRpKgSO5dTsDHxvwDLzYzCedKWSJEljsBPwvoi4HjNzzP68pTP+PnBURGxJpd19OnCGc8xKk617LxMRW1HTef0+Iv4E3AN4bGb+JCL2A14D3DczL1zBTZ56mXlORBxLZRjbuXVGiiyOrJckSZIkjYyBb40lXakkSdKoZebZEXE/akTnRcDBEXEnrjjH7PERcXpE3MA5ZqXJFRHbArcDPhgRBwHHAVeJiJcBP6Hm9H5kRBwC3As4LjO/vVLbuyExw5gkSZIkaSUY+JYkSdLUyMyzIuIhwDnAeVTQ+0Bq9PdVgKc7x6w0NQ4B9o2IHYAjqHmkd6RGen8JeD1wHWBbKu32l8x2NT5mGJMkSZIkjZuBb0mSJE0V55iVNhhvBzYFbgr8JTO/CXwzIi6kfv+PzszTu28wADt+7nNJkiRJ0risWekNkCRJkoYtM88BjqXmmN0aatRh+9svDHpLU2FH4Fzgs8AmEfHgiNg0M78IfAq4Icz89iVJkiRJ0nRzxLckSZKmknPMSlPvX4CLM/NREbElsA+wR0ScBRwGfBgccSxJkiRJ0obCEd+SJEmaWpn5sZb63BGf0gSLiB0jYou+l48Fto6I61Npz88H9gMeDjwyMz8/1o2UJEmSJEkryhHfkiRJmnqO+JQmV0SsBd4FPCki1gBbAb/IzO9ExG+BfTPzbRHxTmBz4OzM/K8V3GRJkiRJ0ig5vEFzMPAtSZIkSVrN1gB/By4Ebg/sDewaEe8AvgY8MSI+m5kXRMRrMvOyFdxWSZIkSZK0Qgx8S5IkSZJWnYjYCfhdZv4uIi4CLsnMN0fEacD1gKcCvweuD9wEuIAKkhv4liRJkiRpA2TgW5IkSZK0Gu0EvC8irgdcBGwH/Dwz/wZ8HzgqIrYE/go8HTgjM/+xYlsrSZIkSZJWlIFvSZIkSdKqk5lnR8T9gPOpwPfBEXEn4GdUsHst8N3MPD4iTo+IG2Tmj1ZuiyVJkiRJ0koy8C1JkiRJWpUy86yIeAhwDnAeFfQ+kBr9fRXg6RFxY2BX4C8rtZ2SJEmSJGnlGfiWJEmSJK1amXluRBwInAIclZmXdv8eEdcE9svMX63IBkqSJEmSpFVhzUpvgCRJkiRJ88nMc4BjgV9HxNYAERHtb78w6C1JkiRJkgx8S5IkSZJWvcz8OPAgYM/2PFd2iyRJkiRJ0mpiqnNJkiRJ0kTIzI9BjfY28C1JkiRJG6ZY6Q3QquWIb0mSJEnSRDHoLUmSJEmS+hn4liRJkiRJkiRJkiRNNAPfkiRJkiRJkiRJkqSJZuBbkiRJkiRJkiRJkjTRDHxLkiRJkhYUEZdGxPkR8Z2IeF9EXGkZ6zo1Iu7T/v/GiNhtnmX3j4jbLKGMCyLiaot9vW+ZPw1Y1rMi4rhBt1GSJEmSJA2PgW9JkiRJ0mJcnJk3zcybAH8DHtX9Y0SsXcpKM/PozPzePIvsDwwc+JYkSZIkSRsWA9+SJEmSpEF9DrhBG439uYg4HfheRGwUES+NiK9GxLci4pEAUV4dEd+PiLOBq/dWFBHnRsQ+7f93jYjzIuKbEfHpiLguFWB/YhttfruI2DYiPtDK+GpE7Nvee9WI+GREfDci3gjEQh8iIj4cEV9v73lE399e3l7/dERs2167fkSc1d7zuYjYdSh7U5IkSZIkLduSeuRLkiRJkjZMbWT3QcBZ7aW9gZtk5n+34PEfMvPmEbEp8IWI+CSwF7ALsBuwHfA94M19690WeANw+7aubTLzwoh4LfCnzDypLfdO4OWZ+fmIuDbwCeBGwL8An8/M50TEwcDDFvFxjmplbA58NSI+kJm/BbYAvpaZT4yIE9u6jwFeDzwqM38YEbcEXgMcsITdKEmSJElagoh6SLMx8C1JkiRJWozNI+L89v/PAW+iUpD/R2b+d3v9zsAevfm7ga2AnYHbA+/KzEuBX0bEObOs/1bAZ3vryswL59iOA4HdYqal4yoRsWUr47D23jMj4neL+EyPj4hD2/93bNv6W+Ay4D3t9dOAD7YybgO8r1P2posoQ5IkSZIkjYGBb0mSJEnSYlycmTftvtACwH/uvgQ8LjM/0bfc3Ya4HWuAW2XmJbNsy6JFxP5UEP3WmfmXiDgX2GyOxbOV+/v+fSBJkiRJklYH5/iWJEmSJA3LJ4BHR8TGABFxw4jYAvgscESbA3x74A6zvPfLwO0j4nrtvdu01y8CrtxZ7pPA43pPIuKm7b+fBe7fXjsI2HqBbd0K+F0Leu9KjTjvWQP0Rq3fn0qh/kfgvyPivq2MiIg9FyhDkiRJkiSNiYFvSZIkSdKwvJGav/u8iPgO8Doq09iHgB+2v70N+FL/GzPzN8AjqLTi32Qm1fhHgUMj4vyIuB3weGCfiPhWRHwPeFRb7tlU4Py7VMrzny6wrWcBayPiP4EXUYH3nj8Dt2if4QDgOe31I4GHte37LnDPRewTSZIkSZI0BpGZK70NkiRJkiRJkiRJkjSvm+59s/zkZ7688IJaUdtdZZOvZ+Y+4y7XEd+SJEmSJEmSJEmSpIlm4FuSJEmSJEmSJEmSNNHWrvQGSJIkSZIkSZIkSdJiBLHSm6BVyhHfkiRJkiRJkiRJkqSJZuBbkiRJkiRJkiRJkjTRDHxLkiRJkiRJkiRJkiaagW9JkiRJkiRJkiRJ0kQz8C1JkiRJkiRJkiRJmmgGviVJkiRJkiRJkiRJE83AtyRJkiRJkiRJkiRpoq1d6Q2QJEmSJEmSJEmSpEWJld4ArVaO+JYkSZIkSZIkSZIkTTQD35IkSZIkSZIkSZKkiWbgW5IkSZIkSZIkSZI00Qx8S5IkSZIkSZIkSZImmoFvSZIkSZIkSZIkSdJEM/AtSZIkSZIkSZIkSZpoBr4lSZIkSZIkSZIkSRPNwLckSZIkSZIkSZIkaaKtXekNkCRJkiRJkiRJkqTFiJXeAK1ajviWJEmSJEmSJEmSJE00A9+SJEmSJEmSJEmSpIlm4FuSJEmSJEmSJEmSNNEMfEuSJEmSJEmSJEmSJpqBb0mSJEmSJEmSJEnSRDPwLUmSJEmSJEmSJEmaaAa+JUmSJEmSJEmSJEkTbe1Kb4AkSZIkSZIkSZIkLUbESm+BVitHfEuSJEmSJEmSJEmSJpqBb0mSJEmSJEmSJEnSRDPwLUmSJEmSJEmSJEmaaAa+JUmSJEmSJEmSJEkTzcC3JEmSJEmSJEmSJGmiGfiWJEmSJEmSJEmSJE00A9+SJEmSJEmSJEmSpIm2dqU3QJIkSZIkSZIkSZIWFgSx0huhVcoR35IkSZIkSZIkSZKkiWbgW5IkSZIkSZIkSZI00Qx8S5IkSZIkSZIkSZImmoFvSZIkSZIkSZIkSdJEM/AtSZIkSZIkSZIkSZpoBr4lSZIkSZIkSZIkSRPNwLckSZIkSZIkSZIkaaIZ+JYkSZIkSZIkSZIkTbS1K70BkiRJkiRJkiRJkrSQACJWeiu0WjniW5IkSZIkSZIkSZI00Qx8S5IkSZIkSZIkSZImmoFvSZIkSZIkSZIkSdJEM/AtSZIkSZIkSZIkSZpoBr4lSZIkSZIkSZIkSRPNwLckSZIkSZIkSZIkaaIZ+JYkSZIkSZIkSZIkTTQD35IkSZIkSZIkSZKkiWbgW5IkSZIkSZIkSZI00Qx8S5IkSZIkSZIkSZImmoFvSZIkSZIkSZIkSdJEM/AtSZIkSZIkSZIkSZpoBr4lSZIkSZIkSZIkSRPNwLckSZIkSZIkSZIkaaIZ+JYkSZIkSZIkSZIkTbS1K70BkiRJkiRJkiRJkrQYESu9BVqtHPEtSZIkSZIkSZIkSZpoBr4lSZIkSZIkSZIkSRPNwLckSZIkSZIkSZIkaaIZ+JYkSZIkSZIkSZIkTTQD35IkSZIkSZIkSZKkiWbgW5IkSZIkSZIkSZI00Qx8S5IkSZIkSZIkSZImmoFvSZIkSZIkSZIkSdJEW7vSGyBJkiRJkiRJkiRJixHESm+CVilHfEuSJEmSJEmSJEmSJpqBb0mSJEmSJEmSJEnSRDPwLUmSJEmSJEmSJEmaaAa+JUmSJEmSJEmSJEkTzcC3JEmSJEmSJEmSJGmiGfiWJEmSJEmSJEmSJE00A9+SJEmSJEmSJEmSpIm2dqU3QJIkSZIkSZIkSZIWFBCx0huh1coR35IkSZIkSZIkSZKkiWbgW5IkSZIkSZIkSZI00Qx8S5IkSZIkSZIkSZImmoFvSZIkSZIkSZIkSdJEM/AtSZIkSZIkSZIkSZpoBr4lSZIkSZIkSZIkSRPNwLckSZIkSZIkSZIkaaKtXekNkCRJkiRJkiRJkqSFRHtIs3HEtyRJkiRJkiRJkiRpohn4liRJkiRJkiRJkiRNNAPfkiRJkiRJkiRJkqSJZuBbkiRJkiRJkiRJkjTRDHxLkiRJkiRJkiRJkiaagW9JkiRJkiRJkiRJ0kQz8C1JkiRJkiRJkiRJmmgGviVJkiRJkiRJkiRJE23tSm+AJEmSJEmSJEmSJC1KrPQGaLVyxLckSZIkSZIkSZIkaaIZ+JYkSZIkSZIkSZIkTTQD35IkSZIkSZIkSZKkiWbgW5IkSZIkSZIkSZI00Qx8S5IkSZIkSZIkSZImmoFvSZIkSZIkSZIkSdJEM/AtSZIkSZIkSZIkSZpoa1d6AyRJkiRJkiRJkiRpMYJY6U3QKuWIb0mSJEmSJEmSJEnSRDPwLUmSJEmSJEmSJEmaaAa+JUmSJEmSJEmSJEkTzcC3JEmSJEmSJEmSJGmiGfiWJEmSJEmSJEmSJE00A9+SJEmSJEmSJEmSpIlm4FuSJEmSJEmSJEmSNNHWrvQGSJIkSZIkSZIkSdJiRKz0Fmi1csS3JEmSJEmSJEmSJGmiGfiWJEmSJEmSJEmSJE00A9+SJEmSJEmSJEmSpIlm4FuSJEmSJEmSJEmSNNEMfEuSJEmSJEmSJEmSJpqBb0mSJEmSJEmSJEnSRDPwLUmSJEmSJEmSJEmaaAa+JUmSJEmSJEmSJEkTbe1Kb4AkSZIkSZIkSZIkLUas9AZo1XLEtyRJkiRJkiRJkiRpohn4liRJkiRJkiRJkiRNNAPfkiRJkiRJkiRJkqSJZuBbkiRJkiRJkiRJkjTRDHxLkiRJkiRJkiRJkiaagW9JkiRJkiRJkiRJ0kQz8C1JkiRJkiRJkiRJmmhrV3oDJEmSJEmSJEmSJGlRYqU3QKuVI74lSZIkSZIkSZIkSRPNwLckSZIkSZIkSZIkaaIZ+JYkSZIkSZIkSZIkTTQD35IkSZIkSZIkSZKkiWbgW5IkSZIkSZIkSZI00Qx8S5IkSZIkSZIkSZImmoFvSZIkSZIkSZIkSdJEW7vSGyBJkiRJkiRJkiRJixHESm+CVilHfEuSJEmSJEmSJEmSJpqBb0mSJEmSJEmSJEnSRDPwLUmSJEmSJEmSJEmaaAa+JUmSJEmSJEmSJEkTzcC3JEmSJEmSJEmSJGmiGfiWJEmSJEmSJEmSJE00A9+SJEmSJEmSJEmSpIm2dqU3QJIkSZIkSZIkSZIWEkDESm+FVitHfEuSJEmSJEmSJEmSJpqBb0mSJEmSJEmSJEnSRDPwLUmSJEmSJEmSJEmaaAa+JUmSJEmSJEmSJEkTzcC3JEmSJEmSJEmSJGmiGfiWJEmSJEmSJEmSJI1NRNw1Ir4fET+KiKfN8vdNI+I97e9fiYjrLrROA9+SJEmSJEmSJEmSpLGIiI2AfwMOAnYD7hcRu/Ut9jDgd5l5A+DlwIsXWq+Bb0mSJEmSJEmSJEnSuNwC+FFm/iQz/wa8G7hn3zL3BN7a/v9+4I4REfOtdO3QN1OSJEmSJEmSJEmShuy8877+ic03jqut9HZoQZtFxNc6z1+fma/vPL8m8LPO858Dt+xbx+XLZOY/IuIPwFWB/zdXoQa+JUmSJEmSJEmSJK16mXnXld4GrV6mOpckSZIkSZIkSZIkjcsvgB07z6/VXpt1mYhYC2wF/Ha+lRr4liRJkiRJkiRJkiSNy1eBnSPiehGxCfBPwOl9y5wOPLj9/z7AOZmZ863UVOeSJEmSJEmSJEmSpLFoc3YfA3wC2Ah4c2Z+NyKeA3wtM08H3gS8PSJ+BFxIBcfnFQsExiVJkiRJkiRJkiRJWtVMdS5JkiRJkiRJkiRJmmgGviVJkiRJkiRJkiRJE83AtyRJkiRJkiRJkiRpohn4liRJkiRJkiRJkiRNNAPfkiRJkiRJkiRJkqSJZuBbkiRJkiRJkiRJkjTRDHxLkiRJkiRJkiRJkiba/wfap5Q9D63TSAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 2160x2160 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "predictions = model.predict(val_ds)\n",
    "y_pred = [np.argmax(probas) for probas in predictions]\n",
    "y_test = val_ds.classes\n",
    "class_names = val_ds.class_indices.keys()\n",
    "\n",
    "from sklearn.metrics import confusion_matrix\n",
    "import itertools\n",
    "\n",
    "def plot_confusion_matrix(cm, classes, title='Confusion matrix', cmap=plt.cm.Blues):\n",
    "    cm = cm.astype('float') / cm.sum(axis=1)[:, np.newaxis]\n",
    "    plt.figure(figsize=(30,30))\n",
    "    plt.imshow(cm, interpolation='nearest', cmap=cmap)\n",
    "    plt.title(title)\n",
    "    plt.colorbar()\n",
    "    tick_marks = np.arange(len(classes))\n",
    "    plt.xticks(tick_marks, classes, rotation=45)\n",
    "    plt.yticks(tick_marks, classes)\n",
    "\n",
    "    fmt = '.2f'\n",
    "    thresh = cm.max() / 2.\n",
    "    for i, j in itertools.product(range(cm.shape[0]), range(cm.shape[1])):\n",
    "        plt.text(j, i, format(cm[i, j], fmt),\n",
    "                 horizontalalignment=\"center\",\n",
    "                 color=\"white\" if cm[i, j] > thresh else \"black\")\n",
    "\n",
    "    plt.ylabel('True label')\n",
    "    plt.xlabel('Predicted label')\n",
    "    plt.tight_layout()\n",
    "    \n",
    "cnf_matrix = confusion_matrix(y_test, y_pred)\n",
    "np.set_printoptions(precision=2)\n",
    "\n",
    "plt.figure()\n",
    "plot_confusion_matrix(cnf_matrix, classes=class_names, title='Normalized confusion matrix')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "id": "8ae35fe8",
   "metadata": {},
   "outputs": [],
   "source": [
    "from keras.models import model_from_json\n",
    "\n",
    "class PredictionModel(object):\n",
    "    \n",
    "    class_names = train_ds.classes\n",
    "\n",
    "    FABRIC_CLASS_LIST = class_names\n",
    "\n",
    "    def __init__(self, model_json_file, model_weights_file):\n",
    "        with open(model_json_file, \"r\") as json_file:\n",
    "            loaded_model_json = json_file.read()\n",
    "            self.loaded_model = model_from_json(loaded_model_json)\n",
    "\n",
    "        self.loaded_model.load_weights(model_weights_file)\n",
    "        self.loaded_model._make_predict_function()\n",
    "\n",
    "    def predict_class(self, img):\n",
    "        self.preds = self.loaded_model.predict(img)\n",
    "        return PredictionModel.FABRIC_CLASS_LIST[np.argmax(self.preds)]"
   ]
  }
 ],
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